diff --git "a/notebook/00_test_110323.ipynb" "b/notebook/00_test_110323.ipynb" new file mode 100644--- /dev/null +++ "b/notebook/00_test_110323.ipynb" @@ -0,0 +1,3663 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "92fe0eab", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "sns.set()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1908306a", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'streamlit'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[2], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mstreamlit\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mst\u001b[39;00m\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01maltair\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01malt\u001b[39;00m\n\u001b[0;32m 3\u001b[0m \u001b[38;5;66;03m# Set the title of the web app\u001b[39;00m\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'streamlit'" + ] + } + ], + "source": [ + "import streamlit as st\n", + "import altair as alt\n", + "# Set the title of the web app\n", + "st.title(\"Game Statistics Story\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "813fec7c", + "metadata": {}, + "outputs": [], + "source": [ + "# Load the dataset\n", + "df = pd.read_csv('../data/SteamCharts.csv', encoding='unicode_escape')\n", + "df_st = pd.read_csv('../data/games.csv')\n", + "# df = pd.read_csv('./data/SteamCharts.csv', encoding='unicode_escape')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "936d2156", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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gamenameyearmonthavggainpeakavg_peak_perc
0Counter-Strike: Global Offensive2021February741013.24-2196.42112348565.9567%
1Counter-Strike: Global Offensive2021January743209.6625405.91112455366.0893%
2Counter-Strike: Global Offensive2020December717803.7549049.17116439661.646%
3Counter-Strike: Global Offensive2020November668754.5855087.89103746464.4605%
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" + ], + "text/plain": [ + " gamename year month avg gain \\\n", + "0 Counter-Strike: Global Offensive 2021 February 741013.24 -2196.42 \n", + "1 Counter-Strike: Global Offensive 2021 January 743209.66 25405.91 \n", + "2 Counter-Strike: Global Offensive 2020 December 717803.75 49049.17 \n", + "3 Counter-Strike: Global Offensive 2020 November 668754.58 55087.89 \n", + "4 Counter-Strike: Global Offensive 2020 October 613666.69 6816.37 \n", + "\n", + " peak avg_peak_perc \n", + "0 1123485 65.9567% \n", + "1 1124553 66.0893% \n", + "2 1164396 61.646% \n", + "3 1037464 64.4605% \n", + "4 943876 65.0156% " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0b77278e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AppIDNameRelease dateEstimated ownersPeak CCURequired agePriceDLC countAbout the gameSupported languages...Average playtime two weeksMedian playtime foreverMedian playtime two weeksDevelopersPublishersCategoriesGenresTagsScreenshotsMovies
020200Galactic BowlingOct 21, 20080 - 200000019.990Galactic Bowling is an exaggerated and stylize...['English']...000Perpetual FX CreativePerpetual FX CreativeSingle-player,Multi-player,Steam Achievements,...Casual,Indie,SportsIndie,Casual,Sports,Bowlinghttps://cdn.akamai.steamstatic.com/steam/apps/...http://cdn.akamai.steamstatic.com/steam/apps/2...
1655370Train BanditOct 12, 20170 - 20000000.990THE LAW!! Looks to be a showdown atop a train....['English', 'French', 'Italian', 'German', 'Sp......000Rusty MoyherWild RoosterSingle-player,Steam Achievements,Full controll...Action,IndieIndie,Action,Pixel Graphics,2D,Retro,Arcade,Sc...https://cdn.akamai.steamstatic.com/steam/apps/...http://cdn.akamai.steamstatic.com/steam/apps/2...
21732930Jolt ProjectNov 17, 20210 - 20000004.990Jolt Project: The army now has a new robotics ...['English', 'Portuguese - Brazil']...000Campião GamesCampião GamesSingle-playerAction,Adventure,Indie,StrategyNaNhttps://cdn.akamai.steamstatic.com/steam/apps/...http://cdn.akamai.steamstatic.com/steam/apps/2...
31355720Henosis™Jul 23, 20200 - 20000005.990HENOSIS™ is a mysterious 2D Platform Puzzler w...['English', 'French', 'Italian', 'German', 'Sp......000Odd Critter GamesOdd Critter GamesSingle-player,Full controller supportAdventure,Casual,Indie2D Platformer,Atmospheric,Surreal,Mystery,Puzz...https://cdn.akamai.steamstatic.com/steam/apps/...http://cdn.akamai.steamstatic.com/steam/apps/2...
41139950Two Weeks in PainlandFeb 3, 20200 - 20000000.000ABOUT THE GAME Play as a hacker who has arrang...['English', 'Spanish - Spain']...000Unusual GamesUnusual GamesSingle-player,Steam AchievementsAdventure,IndieIndie,Adventure,Nudity,Violent,Sexual Content,...https://cdn.akamai.steamstatic.com/steam/apps/...http://cdn.akamai.steamstatic.com/steam/apps/2...
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5 rows × 39 columns

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" + ], + "text/plain": [ + " AppID Name Release date Estimated owners Peak CCU \\\n", + "0 20200 Galactic Bowling Oct 21, 2008 0 - 20000 0 \n", + "1 655370 Train Bandit Oct 12, 2017 0 - 20000 0 \n", + "2 1732930 Jolt Project Nov 17, 2021 0 - 20000 0 \n", + "3 1355720 Henosis™ Jul 23, 2020 0 - 20000 0 \n", + "4 1139950 Two Weeks in Painland Feb 3, 2020 0 - 20000 0 \n", + "\n", + " Required age Price DLC count \\\n", + "0 0 19.99 0 \n", + "1 0 0.99 0 \n", + "2 0 4.99 0 \n", + "3 0 5.99 0 \n", + "4 0 0.00 0 \n", + "\n", + " About the game \\\n", + "0 Galactic Bowling is an exaggerated and stylize... \n", + "1 THE LAW!! Looks to be a showdown atop a train.... \n", + "2 Jolt Project: The army now has a new robotics ... \n", + "3 HENOSIS™ is a mysterious 2D Platform Puzzler w... \n", + "4 ABOUT THE GAME Play as a hacker who has arrang... \n", + "\n", + " Supported languages ... \\\n", + "0 ['English'] ... \n", + "1 ['English', 'French', 'Italian', 'German', 'Sp... ... \n", + "2 ['English', 'Portuguese - Brazil'] ... \n", + "3 ['English', 'French', 'Italian', 'German', 'Sp... ... \n", + "4 ['English', 'Spanish - Spain'] ... \n", + "\n", + " Average playtime two weeks Median playtime forever \\\n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "\n", + " Median playtime two weeks Developers Publishers \\\n", + "0 0 Perpetual FX Creative Perpetual FX Creative \n", + "1 0 Rusty Moyher Wild Rooster \n", + "2 0 Campião Games Campião Games \n", + "3 0 Odd Critter Games Odd Critter Games \n", + "4 0 Unusual Games Unusual Games \n", + "\n", + " Categories \\\n", + "0 Single-player,Multi-player,Steam Achievements,... \n", + "1 Single-player,Steam Achievements,Full controll... \n", + "2 Single-player \n", + "3 Single-player,Full controller support \n", + "4 Single-player,Steam Achievements \n", + "\n", + " Genres \\\n", + "0 Casual,Indie,Sports \n", + "1 Action,Indie \n", + "2 Action,Adventure,Indie,Strategy \n", + "3 Adventure,Casual,Indie \n", + "4 Adventure,Indie \n", + "\n", + " Tags \\\n", + "0 Indie,Casual,Sports,Bowling \n", + "1 Indie,Action,Pixel Graphics,2D,Retro,Arcade,Sc... \n", + "2 NaN \n", + "3 2D Platformer,Atmospheric,Surreal,Mystery,Puzz... \n", + "4 Indie,Adventure,Nudity,Violent,Sexual Content,... \n", + "\n", + " Screenshots \\\n", + "0 https://cdn.akamai.steamstatic.com/steam/apps/... \n", + "1 https://cdn.akamai.steamstatic.com/steam/apps/... \n", + "2 https://cdn.akamai.steamstatic.com/steam/apps/... \n", + "3 https://cdn.akamai.steamstatic.com/steam/apps/... \n", + "4 https://cdn.akamai.steamstatic.com/steam/apps/... \n", + "\n", + " Movies \n", + "0 http://cdn.akamai.steamstatic.com/steam/apps/2... \n", + "1 http://cdn.akamai.steamstatic.com/steam/apps/2... \n", + "2 http://cdn.akamai.steamstatic.com/steam/apps/2... \n", + "3 http://cdn.akamai.steamstatic.com/steam/apps/2... \n", + "4 http://cdn.akamai.steamstatic.com/steam/apps/2... \n", + "\n", + "[5 rows x 39 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_st.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dbaef36b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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gamenameyearmonthavggainpeakavg_peak_percdate
0Counter-Strike: Global Offensive2021February741013.24-2196.42112348565.9567%2021-02-01
1Counter-Strike: Global Offensive2021January743209.6625405.91112455366.0893%2021-01-01
2Counter-Strike: Global Offensive2020December717803.7549049.17116439661.646%2020-12-01
3Counter-Strike: Global Offensive2020November668754.5855087.89103746464.4605%2020-11-01
4Counter-Strike: Global Offensive2020October613666.696816.3794387665.0156%2020-10-01
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" + ], + "text/plain": [ + " gamename year month avg gain \\\n", + "0 Counter-Strike: Global Offensive 2021 February 741013.24 -2196.42 \n", + "1 Counter-Strike: Global Offensive 2021 January 743209.66 25405.91 \n", + "2 Counter-Strike: Global Offensive 2020 December 717803.75 49049.17 \n", + "3 Counter-Strike: Global Offensive 2020 November 668754.58 55087.89 \n", + "4 Counter-Strike: Global Offensive 2020 October 613666.69 6816.37 \n", + "\n", + " peak avg_peak_perc date \n", + "0 1123485 65.9567% 2021-02-01 \n", + "1 1124553 66.0893% 2021-01-01 \n", + "2 1164396 61.646% 2020-12-01 \n", + "3 1037464 64.4605% 2020-11-01 \n", + "4 943876 65.0156% 2020-10-01 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Clean and format the data\n", + "df['year'] = df['year'].astype(str).str.strip()\n", + "df['month'] = df['month'].astype(str).str.strip()\n", + "df['date'] = pd.to_datetime(df['year'] + \" \" + df['month'], format=\"%Y %B\", errors='coerce')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "79e943a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"Counter-Strike: Global OffensiveDota 2PLAYERUNKNOWN'S BATTLEGROUNDSApex LegendsRustTeam Fortress 2Grand Theft Auto VTom Clancy's Rainbow Six SiegeRocket LeaguePath of ExileFootball Manager 2021ARK: Survival EvolvedDestiny 2Sid Meier's Civilization VIPAYDAY 2Wallpaper EngineWarframeEuro Truck Simulator 2Stardew ValleyGarry's ModDead by DaylightDyson Sphere ProgramWar ThunderCyberpunk 2077Total War: WARHAMMER IIDayZFarming Simulator 19Hearts of Iron IVWorld of Tanks BlitzThe Elder Scrolls OnlineAge of Empires II: Definitive EditionThe Elder Scrolls V: Skyrim Special EditionBrawlhallaUnturnedSpacewar7 Days to DieFootball Manager 2020SMITESid Meier's Civilization VFINAL FANTASY XIV OnlineRimWorldSea of ThievesEuropa Universalis IVCounter-StrikeArma 3EA SPORTS\\x99 FIFA 21 Black Desert OnlineNBA 2K20NBA 2K21tModLoaderBloons TD 6FactorioDead CellsDARK SOULS\\x99 IIIFallout 4VRChateFootball PES 2021 SEASON UPDATEGunfire RebornStellarisWorld of WarshipsSkul: The Hero SlayerPaladinsAlbion OnlineFall Guys: Ultimate KnockoutYu-Gi-Oh! 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AppIDNameRelease_dateEstimated_ownersPeak_CCURequired_agePriceDLC_countAbout_the_gameSupported_languages...Median_playtime_foreverMedian_playtime_two_weeksDevelopersPublishersCategoriesGenresTagsScreenshotsMoviesRelease_year
020200Galactic Bowling2008-10-210 - 200000019.990Galactic Bowling is an exaggerated and stylize...['English']...00Perpetual FX CreativePerpetual FX CreativeSingle-player,Multi-player,Steam Achievements,...Casual,Indie,SportsIndie,Casual,Sports,Bowlinghttps://cdn.akamai.steamstatic.com/steam/apps/...http://cdn.akamai.steamstatic.com/steam/apps/2...2008
1655370Train Bandit2017-10-120 - 20000000.990THE LAW!! Looks to be a showdown atop a train....['English', 'French', 'Italian', 'German', 'Sp......00Rusty MoyherWild RoosterSingle-player,Steam Achievements,Full controll...Action,IndieIndie,Action,Pixel Graphics,2D,Retro,Arcade,Sc...https://cdn.akamai.steamstatic.com/steam/apps/...http://cdn.akamai.steamstatic.com/steam/apps/2...2017
21732930Jolt Project2021-11-170 - 20000004.990Jolt Project: The army now has a new robotics ...['English', 'Portuguese - Brazil']...00Campião GamesCampião GamesSingle-playerAction,Adventure,Indie,StrategyNaNhttps://cdn.akamai.steamstatic.com/steam/apps/...http://cdn.akamai.steamstatic.com/steam/apps/2...2021
31355720Henosis™2020-07-230 - 20000005.990HENOSIS™ is a mysterious 2D Platform Puzzler w...['English', 'French', 'Italian', 'German', 'Sp......00Odd Critter GamesOdd Critter GamesSingle-player,Full controller supportAdventure,Casual,Indie2D Platformer,Atmospheric,Surreal,Mystery,Puzz...https://cdn.akamai.steamstatic.com/steam/apps/...http://cdn.akamai.steamstatic.com/steam/apps/2...2020
41139950Two Weeks in Painland2020-02-030 - 20000000.000ABOUT THE GAME Play as a hacker who has arrang...['English', 'Spanish - Spain']...00Unusual GamesUnusual GamesSingle-player,Steam AchievementsAdventure,IndieIndie,Adventure,Nudity,Violent,Sexual Content,...https://cdn.akamai.steamstatic.com/steam/apps/...http://cdn.akamai.steamstatic.com/steam/apps/2...2020
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5 rows × 40 columns

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" + ], + "text/plain": [ + " AppID Name Release_date Estimated_owners Peak_CCU \\\n", + "0 20200 Galactic Bowling 2008-10-21 0 - 20000 0 \n", + "1 655370 Train Bandit 2017-10-12 0 - 20000 0 \n", + "2 1732930 Jolt Project 2021-11-17 0 - 20000 0 \n", + "3 1355720 Henosis™ 2020-07-23 0 - 20000 0 \n", + "4 1139950 Two Weeks in Painland 2020-02-03 0 - 20000 0 \n", + "\n", + " Required_age Price DLC_count \\\n", + "0 0 19.99 0 \n", + "1 0 0.99 0 \n", + "2 0 4.99 0 \n", + "3 0 5.99 0 \n", + "4 0 0.00 0 \n", + "\n", + " About_the_game \\\n", + "0 Galactic Bowling is an exaggerated and stylize... \n", + "1 THE LAW!! Looks to be a showdown atop a train.... \n", + "2 Jolt Project: The army now has a new robotics ... \n", + "3 HENOSIS™ is a mysterious 2D Platform Puzzler w... \n", + "4 ABOUT THE GAME Play as a hacker who has arrang... \n", + "\n", + " Supported_languages ... \\\n", + "0 ['English'] ... \n", + "1 ['English', 'French', 'Italian', 'German', 'Sp... ... \n", + "2 ['English', 'Portuguese - Brazil'] ... \n", + "3 ['English', 'French', 'Italian', 'German', 'Sp... ... \n", + "4 ['English', 'Spanish - Spain'] ... \n", + "\n", + " Median_playtime_forever Median_playtime_two_weeks Developers \\\n", + "0 0 0 Perpetual FX Creative \n", + "1 0 0 Rusty Moyher \n", + "2 0 0 Campião Games \n", + "3 0 0 Odd Critter Games \n", + "4 0 0 Unusual Games \n", + "\n", + " Publishers Categories \\\n", + "0 Perpetual FX Creative Single-player,Multi-player,Steam Achievements,... \n", + "1 Wild Rooster Single-player,Steam Achievements,Full controll... \n", + "2 Campião Games Single-player \n", + "3 Odd Critter Games Single-player,Full controller support \n", + "4 Unusual Games Single-player,Steam Achievements \n", + "\n", + " Genres \\\n", + "0 Casual,Indie,Sports \n", + "1 Action,Indie \n", + "2 Action,Adventure,Indie,Strategy \n", + "3 Adventure,Casual,Indie \n", + "4 Adventure,Indie \n", + "\n", + " Tags \\\n", + "0 Indie,Casual,Sports,Bowling \n", + "1 Indie,Action,Pixel Graphics,2D,Retro,Arcade,Sc... \n", + "2 NaN \n", + "3 2D Platformer,Atmospheric,Surreal,Mystery,Puzz... \n", + "4 Indie,Adventure,Nudity,Violent,Sexual Content,... \n", + "\n", + " Screenshots \\\n", + "0 https://cdn.akamai.steamstatic.com/steam/apps/... \n", + "1 https://cdn.akamai.steamstatic.com/steam/apps/... \n", + "2 https://cdn.akamai.steamstatic.com/steam/apps/... \n", + "3 https://cdn.akamai.steamstatic.com/steam/apps/... \n", + "4 https://cdn.akamai.steamstatic.com/steam/apps/... \n", + "\n", + " Movies Release_year \n", + "0 http://cdn.akamai.steamstatic.com/steam/apps/2... 2008 \n", + "1 http://cdn.akamai.steamstatic.com/steam/apps/2... 2017 \n", + "2 http://cdn.akamai.steamstatic.com/steam/apps/2... 2021 \n", + "3 http://cdn.akamai.steamstatic.com/steam/apps/2... 2020 \n", + "4 http://cdn.akamai.steamstatic.com/steam/apps/2... 2020 \n", + "\n", + "[5 rows x 40 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns = df.columns.str.replace(' ', '_')\n", + "df_st.columns = df_st.columns.str.replace(' ', '_')\n", + "df_st['Release_date'] = pd.to_datetime(df_st['Release_date'])\n", + "df_st['Release_year'] = df_st['Release_date'].dt.strftime('%Y')\n", + "df_st.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "478589f4", + "metadata": {}, + "outputs": [], + "source": [ + "df_st = df_st.dropna(subset = ['Name'])\n", + "values = {\n", + " \"About_the_game\": \"N/A\", \n", + " \"Reviews\": \"N/A\", \n", + " \"Website\": \"N/A\", \n", + " \"Support_url\": \"N/A\", \n", + " \"Support_email\": \"N/A\", \n", + " \"Metacritic_url\": \"N/A\", \n", + " \"Notes\": \"N/A\", \n", + " \"Developers\": \"N/A\", \n", + " \"Publishers\": \"N/A\", \n", + " \"Categories\": \"Undefined\", \n", + " \"Genres\": \"Undefined\", \n", + " \"Tags\": \"N/A\", \n", + " \"Screenshots\": \"N/A\", \n", + " \"Movies\": \"N/A\", \n", + "}\n", + "df_st = df_st.fillna(value=values)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "fa0776b7", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(14251, 2)\n", + "(69428, 2)\n" + ] + }, + { + "data": { + "text/html": [ + "
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DLC_countRelease_year
gamename
Galactic Bowling02008
Wartune Reborn02021
Cthulhu Realms12016
Alien Breed 3: Descent02010
Steam Squad12016
.........
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Predefined: A Programming Puzzle Game02023
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14251 rows × 2 columns

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" + ], + "text/plain": [ + " DLC_count Release_year\n", + "gamename \n", + "Galactic Bowling 0 2008\n", + "Wartune Reborn 0 2021\n", + "Cthulhu Realms 1 2016\n", + "Alien Breed 3: Descent 0 2010\n", + "Steam Squad 1 2016\n", + "... ... ...\n", + "Azeriom 0 2023\n", + "Predefined: A Programming Puzzle Game 0 2023\n", + "Trans Ops - Transitional Operations 0 2023\n", + "Borderwatch: Dark Armada 0 2023\n", + "Spread: Transmission 0 2023\n", + "\n", + "[14251 rows x 2 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "values = ['Name', 'DLC_count', 'Release_year']\n", + "df_single = df_st[df_st.Categories.str.contains('Single-player')][values]\n", + "df_multi = df_st[df_st.Categories.str.contains('Multi-player')][values]\n", + "df_dlc = df_st[['Name', 'DLC_count']]\n", + "\n", + "df_single = df_single.rename(columns = {\"Name\": \"gamename\"}).set_index('gamename')\n", + "df_multi = df_multi.rename(columns = {\"Name\": \"gamename\"}).set_index('gamename')\n", + "df_dlc = df_dlc.rename(columns = {\"Name\": \"gamename\"}).set_index('gamename')\n", + "\n", + "print(df_multi.shape)\n", + "print(df_single.shape)\n", + "df_multi" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3dd67f0c", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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DLC_countRelease_year
gamename
Galactic Bowling02008
Train Bandit02017
Jolt Project02021
Henosis™02020
Two Weeks in Painland02020
.........
Kinny and the Star Track Puzzle02023
Diebrary02023
Flutter Away02023
Spot the Object02023
擱淺地 - Dream Antique02023
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gamenameDLC_countRelease_year
0Galactic Bowling02008
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............
76996709Call of Duty®: Vanguard102023
76996710Call of Duty®: Vanguard102023
76996711Pinball FX462023
76996712Trinity Trigger182023
76996713Friends World172023
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76996714 rows × 3 columns

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" + ], + "text/plain": [ + " gamename DLC_count Release_year\n", + "0 Galactic Bowling 0 2008\n", + "1 Galactic Bowling 0 2008\n", + "2 Galactic Bowling 0 2008\n", + "3 Galactic Bowling 0 2008\n", + "4 Galactic Bowling 0 2008\n", + "... ... ... ...\n", + "76996709 Call of Duty®: Vanguard 10 2023\n", + "76996710 Call of Duty®: Vanguard 10 2023\n", + "76996711 Pinball FX 46 2023\n", + "76996712 Trinity Trigger 18 2023\n", + "76996713 Friends World 17 2023\n", + "\n", + "[76996714 rows x 3 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "drop_multi = df_single.reset_index().merge(df_multi, how='inner')\n", + "drop_multi" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "1d6fcdd6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Galactic Bowling',\n", + " 'Geneforge 5: Overthrow',\n", + " 'Fish Tycoon',\n", + " 'Children of the Nile: Enhanced Edition',\n", + " 'Multiwinia',\n", + " 'Sherlock Holmes - Nemesis',\n", + " 'The Wonderful End of the World',\n", + " 'Tank Universal',\n", + " 'AudioSurf',\n", + " 'Space Trader: Merchant Marine',\n", + " \"Sid Meier's Civilization IV: Colonization\",\n", + " 'Heroes of Might & Magic V: Hammers of Fate',\n", + " 'Cold Fear™',\n", + " \"Mosby's Confederacy\",\n", + " \"Tom Clancy's Rainbow Six® 3 Gold\",\n", + " 'Tycoon City: New York',\n", + " 'Crysis Warhead®',\n", + " 'City Life 2008',\n", + " 'Prince of Persia®: The Sands of Time',\n", + " 'Everyday Shooter',\n", + " 'SPORE™',\n", + " 'Silverfall: Earth Awakening',\n", + " 'S.T.A.L.K.E.R.: Clear Sky',\n", + " 'Prison Tycoon 3™: Lockdown',\n", + " 'The Sum of All Fears',\n", + " 'Manhunt',\n", + " 'X-COM: Enforcer',\n", + " 'Precipice of Darkness, Episode Two',\n", + " 'Crazy Machines',\n", + " 'X-COM: UFO Defense',\n", + " \"Tom Clancy's Splinter Cell®\",\n", + " '18 Wheels of Steel: American Long Haul',\n", + " 'Telltale Texas Hold ‘Em',\n", + " 'Bone: The Great Cow Race',\n", + " \"Tom Clancy's Rainbow Six® Vegas\",\n", + " 'RollerCoaster Tycoon® 3: Platinum',\n", + " 'Iron Grip: Warlord',\n", + " 'Silent Hunter® III',\n", + " 'Frontlines™: Fuel of War™',\n", + " 'IL-2 Sturmovik: 1946',\n", + " \"Oddworld: Abe's Oddysee®\",\n", + " 'Dr. Daisy Pet Vet',\n", + " 'Luxor Amun Rising',\n", + " 'Luxor 3',\n", + " 'Prince of Persia: The Two Thrones™',\n", + " 'Silent Hunter®: Wolves of the Pacific U-Boat Missions',\n", + " 'Midnight Outlaw: 6 Hours to SunUp',\n", + " 'Act of War: Direct Action',\n", + " \"Tom Clancy's Ghost Recon® Desert Siege™\",\n", + " 'SPORE™ Creepy & Cute Parts Pack',\n", + " 'Chaos Theory',\n", + " 'Virtual Villagers: The Lost Children',\n", + " 'Petz® Horsez® 2',\n", + " 'Pacific Storm',\n", + " 'Exodus from the Earth',\n", + " 'Luxor 2',\n", + " 'Spectraball',\n", + " 'Brothers in Arms: Road to Hill 30™',\n", + " 'Dracula: Origin',\n", + " 'Precipice of Darkness, Episode One',\n", + " 'Mount & Blade',\n", + " 'Samantha Swift and the Hidden Roses of Athena',\n", + " 'Pyroblazer®',\n", + " 'Legendary',\n", + " 'Discovery! A Seek and Find Adventure',\n", + " 'Luxor',\n", + " 'Xpand Rally Xtreme',\n", + " 'Mr. Robot',\n", + " 'Luxor: Quest for the Afterlife',\n", + " 'Virtual Villagers: A New Home',\n", + " 'Call of Duty: World at War',\n", + " 'Prince of Persia®',\n", + " 'X-COM: Interceptor',\n", + " 'Imperium Romanum Gold Edition',\n", + " 'PuzzleQuest: Challenge of the Warlords',\n", + " 'Jack Keane',\n", + " 'Unreal Gold',\n", + " 'Heroes of Might & Magic V',\n", + " 'Starscape',\n", + " '7 Wonders: Treasures of Seven',\n", + " 'Little Farm',\n", + " 'The Club™',\n", + " 'Hunting Unlimited™ 2008',\n", + " 'Prince of Persia: Warrior Within™',\n", + " \"Tom Clancy's Rainbow Six® Vegas 2\",\n", + " \"Tom Clancy's Rainbow Six Lockdown™\",\n", + " 'Gumboy Tournament',\n", + " 'Ride! Carnival Tycoon',\n", + " \"Penguins Arena: Sedna's World\",\n", + " 'LUMINES™ Advance Pack',\n", + " 'Conflict: Denied Ops',\n", + " 'Mahjongg Investigations: Under Suspicion',\n", + " \"Oddworld: Abe's Exoddus®\",\n", + " 'Mystery P.I.™ - The Vegas Heist',\n", + " 'Plant Tycoon',\n", + " 'X-COM: Apocalypse',\n", + " 'Culpa Innata',\n", + " 'Bejeweled Twist',\n", + " 'Hot Dish',\n", + " 'Silent Hunter®: Wolves of the Pacific',\n", + " 'Crazy Machines 1.5',\n", + " \"Assassin's Creed™: Director's Cut Edition\",\n", + " \"Desperados 2: Cooper's Revenge\",\n", + " \"Eternity's Child\",\n", + " 'Tomb Raider: Underworld',\n", + " 'Rayman Raving Rabbids™',\n", + " 'Warhammer® 40,000: Dawn of War® - Soulstorm',\n", + " 'Europa Universalis: Rome - Gold Edition',\n", + " 'Heroes of Might & Magic V: Tribes of the East',\n", + " \"Tom Clancy's Ghost Recon®\",\n", + " 'Sacred Gold',\n", + " 'Beijing 2008™ - The Official Video Game of the Olympic Games',\n", + " 'Grand Theft Auto',\n", + " 'Children of the Nile: Alexandria',\n", + " 'Unreal 2: The Awakening',\n", + " 'Project Aftermath',\n", + " 'Gravitron 2',\n", + " 'Trackmania United Forever',\n", + " 'Sprint Cars Road to Knoxville',\n", + " '7 Wonders II',\n", + " 'Left 4 Dead',\n", + " 'Brain Spa',\n", + " 'Mass Effect (2007)',\n", + " 'Bone: Out From Boneville',\n", + " 'Virtual Villagers - The Secret City',\n", + " 'Peggle™ Nights',\n", + " 'Brothers in Arms: Earned in Blood™',\n", + " 'TrackMania Nations Forever',\n", + " 'Hinterland',\n", + " 'Max Payne 2: The Fall of Max Payne',\n", + " 'Insecticide Part 1',\n", + " 'Pacific Storm Allies',\n", + " 'Grand Theft Auto 2',\n", + " 'Overlord™: Raising Hell',\n", + " 'Death to Spies',\n", + " \"Strong Bad's Cool Game for Attractive People: Season 1\",\n", + " 'Darkstar One',\n", + " 'Act of War: High Treason',\n", + " \"Brothers in Arms: Hell's Highway™\",\n", + " 'Far Cry®',\n", + " 'Trials 2: Second Edition',\n", + " 'Aquaria',\n", + " 'LEGO® Batman™: The Videogame',\n", + " 'Bully: Scholarship Edition',\n", + " 'Silent Hill Homecoming',\n", + " 'Ninja Reflex: Steamworks Edition',\n", + " 'FlatOut: Ultimate Carnage',\n", + " 'Beyond Good and Evil™',\n", + " 'Planet Busters',\n", + " 'ARMA: Combat Operations',\n", + " 'Far Cry® 2',\n", + " 'Unreal Tournament: Game of the Year Edition',\n", + " 'Train Bandit',\n", + " 'Project: R.E.B.O.O.T 2',\n", + " 'Draw Your Game',\n", + " 'Loot Collection: Mahjong',\n", + " 'DC Wonder: Unlimited',\n", + " 'Hex: Origins',\n", + " 'Dark Throne',\n", + " \"Santa's vacation\",\n", + " 'The Fan',\n", + " 'Kingdom: The Far Reaches',\n", + " 'Hare',\n", + " 'Cryptocracy',\n", + " '古剑奇谭二(GuJian2)',\n", + " 'Hard Time',\n", + " 'Romance of the Three Kingdoms III',\n", + " 'Train Harder',\n", + " 'Lumberjack VR',\n", + " 'Pinball Inside: A VR Arcade Game',\n", + " 'Choice of the Star Captain',\n", + " 'Google Spotlight Stories: Special Delivery',\n", + " 'Grappledrome',\n", + " 'Gunball',\n", + " 'Brick Breaker',\n", + " 'Alien Planet',\n", + " 'Mothlight',\n", + " \"Darwin's bots: Episode 1\",\n", + " 'Amoreon NightClub',\n", + " 'Grimoire Chronicles',\n", + " 'Fragments',\n", + " 'Yissa Deep Realms',\n", + " 'One More Night: BiO Clinic',\n", + " 'Escape 2042 - The Truth Defenders',\n", + " 'A Room Beyond',\n", + " 'Fruity Smoothie',\n", + " 'Introvert Quest',\n", + " 'Relik',\n", + " 'Fine China',\n", + " 'Nature Treks VR',\n", + " 'Onimod Land',\n", + " 'NIGHTSTAR: Rogue Wings',\n", + " 'Voxel Turf',\n", + " 'Woodlands',\n", + " \"Arizona Rose and the Pharaohs' Riddles\",\n", + " 'Inmates',\n", + " 'Legion Tale',\n", + " 'One Hit KO',\n", + " 'JCB Pioneer: Mars',\n", + " 'Freedom Locomotion VR',\n", + " 'Code 9',\n", + " 'CrisisActionVR',\n", + " 'Letter-Setter',\n", + " 'Clicker bAdventure',\n", + " 'The New California',\n", + " 'Coffee Run',\n", + " 'Scrap Galaxy',\n", + " \"Jake's Love Story\",\n", + " 'Space Pirate Trainer',\n", + " \"I Can't Believe It's Not Gambling\",\n", + " 'Grimrush',\n", + " 'Leisure Suit Larry 5 - Passionate Patti Does a Little Undercover Work',\n", + " 'Tiny Wheels',\n", + " 'Legend of Ares',\n", + " 'Beer, Babes and Dragons',\n", + " 'The Cable Center - Virtual Archive',\n", + " 'Ashes',\n", + " 'LifeBase',\n", + " 'Mystery Riddles',\n", + " 'The Mirage : Illusion of wish',\n", + " 'Mouse Playhouse',\n", + " 'Deserving Life',\n", + " 'Chop Chop Princess!',\n", + " 'Alvora Tactics',\n", + " 'DIVER - SEA SURVIVAL SIMULATOR',\n", + " 'Brutal Runner',\n", + " 'Project Almighty',\n", + " 'Little Adventurer II',\n", + " 'Langoth',\n", + " 'Morphblade',\n", + " 'World Destroyers',\n", + " 'Sliding Blocks',\n", + " 'BOROS',\n", + " 'Carrier Deck',\n", + " 'Elder Chaos',\n", + " 'Tractorball',\n", + " \"Witch Hunters: Full Moon Ceremony Collector's Edition\",\n", + " 'Text Wormhole',\n", + " \"Daddy's gone a-hunting\",\n", + " 'Patchman vs. Red Circles',\n", + " 'Delirium',\n", + " 'Adventures Of Pipi',\n", + " 'VITATIO',\n", + " 'Western Bank VR',\n", + " 'Solitaire VR',\n", + " 'Magic Tower',\n", + " 'Wild Guns Reloaded',\n", + " 'Kindergarten',\n", + " 'Weeping Skies',\n", + " 'Refract',\n", + " \"Oswald's Adventure\",\n", + " 'Ninja in Training',\n", + " 'Police Quest: SWAT 2',\n", + " \"Don't Look Back\",\n", + " 'NARUTO: Ultimate Ninja STORM',\n", + " 'Fairy Lands: Rinka and the Fairy Gems',\n", + " 'Kitty Rescue',\n", + " 'Blaite',\n", + " 'Ocean Rift',\n", + " 'Sky Road',\n", + " 'Lava Rolling Kid',\n", + " 'planetarian HD',\n", + " 'Kult of Ktulu: Olympic',\n", + " 'The Ultimate Trivia Challenge',\n", + " 'Uurnog Uurnlimited',\n", + " 'Keep It Safe 2',\n", + " 'Drift Zone',\n", + " 'Rise of Man',\n", + " 'Reverse Fantasy Legend',\n", + " 'Puzzle Bloc Invasion',\n", + " 'Nash Racing',\n", + " 'Echo Nine',\n", + " 'Winexy',\n", + " 'Iron Armada',\n", + " 'Elisa: Seduce the Innkeeper',\n", + " 'OR',\n", + " '2V Hoverbike',\n", + " 'Gus Track Adventures VR',\n", + " 'Captain 13 Beyond the Hero',\n", + " 'Bees Knees',\n", + " 'A Day For A Kitten',\n", + " \"Serious Sam's Bogus Detour\",\n", + " 'Across The Line',\n", + " 'Flip the Table',\n", + " \"NOBUNAGA'S AMBITION: Soutenroku with Power Up Kit\",\n", + " 'Lost Grimoires 3: The Forgotten Well',\n", + " 'Card Quest',\n", + " 'Creekside Creep Invasion',\n", + " 'Flow Handcrafted',\n", + " 'Tokyo Twilight Ghost Hunters Daybreak: Special Gigs',\n", + " 'Naklua VR',\n", + " 'Echo Grotto',\n", + " 'Age of Heroes (VR)',\n", + " 'Runes of Avalon - Path of Magic',\n", + " 'Ping Pong League',\n", + " 'Football Manager Touch 2018',\n", + " 'Vintage Hero',\n", + " \"Robot's Mystery\",\n", + " '前程似锦 Excellent Expectations',\n", + " 'Demon Blade VR',\n", + " 'DoFi',\n", + " 'LOGistICAL: USA - Oregon',\n", + " 'Midas Gold Plus',\n", + " 'The Fleet',\n", + " 'Tico',\n", + " \"The Montana Chronicles: Montana's Croatoa\",\n", + " 'Dark Rising',\n", + " 'Around the Words',\n", + " 'Two Escapes',\n", + " 'Crime Solitaire 2: The Smoking Gun',\n", + " 'Elementals Reborn',\n", + " 'Chaos Souls',\n", + " 'Space Jammers',\n", + " 'Willful',\n", + " 'The Overdreamer',\n", + " 'Drizzlepath: Glass',\n", + " 'Sound Soarer',\n", + " 'Voodoo Vince: Remastered',\n", + " 'The Inner Darkness',\n", + " 'The Theodore Adventures',\n", + " 'Pixel Puzzles Mosaics',\n", + " 'Draw Puzzle 画之谜',\n", + " 'Zarya and the Cursed Skull',\n", + " 'Opus Magnum',\n", + " 'Monsteria',\n", + " 'Never Not Shooting',\n", + " 'Super Rock Blasters!',\n", + " 'Schlocks',\n", + " 'Super Man Or Monster',\n", + " 'ClickBit',\n", + " 'Hex',\n", + " 'Emmerholt: Prologue',\n", + " 'Princess Serena ~Raid of Demon Legion~',\n", + " 'ARC Continuum',\n", + " 'Sakeretsu',\n", + " 'Nox Dei',\n", + " 'Master of ABC',\n", + " 'Like Clay',\n", + " 'Raining Coins',\n", + " 'The Adliberum Engine (ADLENGINE)',\n", + " 'Wrecked: Get Your Ship Together',\n", + " 'Mini Rollers',\n", + " 'ERISLE',\n", + " 'Armored Freedom',\n", + " 'Pairs',\n", + " 'The Rodinia Project',\n", + " '69 Ways to Kill a Zombie',\n", + " 'Soldiers of the Universe',\n", + " 'Chopper Battle New Horizon',\n", + " 'Adam Waste',\n", + " 'The Wendigo',\n", + " 'Rule with an Iron Fish - A Pirate Fishing Adventure',\n", + " 'You Are God',\n", + " 'Super Fancy Pants Adventure',\n", + " 'Topdown Showdown',\n", + " 'Z Runaway',\n", + " 'Rise of Balloons',\n", + " 'Brain Storm : Tower Bombarde',\n", + " 'BlobCat',\n", + " 'Burgers 2',\n", + " 'C:\\\\raft',\n", + " 'Seabed Prelude',\n", + " 'Seek Not a Lighthouse',\n", + " 'Yono and the Celestial Elephants',\n", + " 'PROTOThYPE _ a love story',\n", + " 'Coffee Pixes',\n", + " \"Trivia Vault: 1980's Trivia 2\",\n", + " 'Puzzle Dating',\n", + " 'Night Trap - 25th Anniversary Edition',\n", + " 'CyberClub-2077',\n", + " 'Fearful Symmetry & The Cursed Prince',\n", + " 'CubeBall VR',\n", + " 'STAR OCEAN™ - THE LAST HOPE -™ 4K & Full HD Remaster',\n", + " 'Startide',\n", + " 'VeeR Pong',\n", + " 'Pizza Connection',\n", + " 'Skyling: Garden Defense',\n", + " 'Survival driver 2: Heavy vehicles',\n", + " 'MahJong',\n", + " 'RETNE',\n", + " 'Anxiety',\n", + " 'Sense of The Devil',\n", + " 'The Slopes',\n", + " 'Grape Jelly',\n", + " 'Pixel Traffic: Risky Bridge',\n", + " 'HELI-COMMANDO 2017',\n", + " 'Dragon Orb',\n", + " 'Splinter Zone',\n", + " 'Interkosmos',\n", + " 'Heaven And Earth',\n", + " 'Hearthlands',\n", + " 'Bad Dream: Coma',\n", + " 'Buffy Stole Your Sandwich',\n", + " 'KEEPER- the hunter of insects',\n", + " 'Piece of Memory 2:Prologue',\n", + " 'Soundscape Classic',\n", + " 'Distant Nightmare - Virtual reality',\n", + " 'Christmas Puzzle 3',\n", + " 'SpaceJourney VR',\n", + " 'idleBeer',\n", + " 'Zombie Kill',\n", + " 'Blortasia',\n", + " 'Speedball Arena',\n", + " 'Mysterious Adventure of Michael',\n", + " 'Skyworld',\n", + " 'AESCULAP® OrthoPilot®Elite VR Palpation',\n", + " 'Life is Feudal: Forest Village',\n", + " 'Boogeyman 2',\n", + " 'Ziggurat 3D Chess',\n", + " 'Chaos and the White Robot',\n", + " 'ChemCaper™: Act I - Petticles in Peril',\n", + " 'Humanity Must Perish',\n", + " 'Drop Hunt - Adventure Puzzle',\n", + " 'Weaves of Fate',\n", + " 'ASTA : ASTA Server',\n", + " 'Darts VR',\n", + " 'Modest Kind',\n", + " \"Delicious - Emily's Hopes and Fears\",\n", + " 'The Hunt - Rebuilt',\n", + " 'Oik 3',\n", + " 'Station Commander',\n", + " 'Final Storm',\n", + " 'SWAM',\n", + " 'Operation Warcade VR',\n", + " 'TerkEngine',\n", + " 'TAOTH - The Adventures of the Herkulez',\n", + " 'Christmas Puzzle',\n", + " 'VR Shooter Guns',\n", + " 'Mercfighter',\n", + " 'Life on Mars Remake',\n", + " \"Dark Dimensions: City of Ash Collector's Edition\",\n", + " 'Minions, Monsters, and Madness',\n", + " 'M.E.R.C.',\n", + " 'Shoot Loop VR',\n", + " \"Lost Legends: The Pharaoh's Tomb\",\n", + " 'Paul Pixel - The Awakening',\n", + " 'Spirit Realm',\n", + " 'Fenimore Fillmore: The Westerner',\n", + " 'Bionic Battle Mutants',\n", + " 'Zenethics Lab : Outbreak',\n", + " 'Captain Kaon',\n", + " 'The Morgue Fissure Between Worlds',\n", + " \"Nevertales: Legends Collector's Edition\",\n", + " 'Google Spotlight Stories: Pearl',\n", + " 'Tooki',\n", + " 'Coming Out on Top',\n", + " 'qb',\n", + " 'Ancient Warfare 3',\n", + " 'Subwar 2050',\n", + " 'The Charming Empire',\n", + " 'BANANO BROS.',\n", + " 'The Puzzle Room VR ( Escape The Room )',\n", + " 'Racket Fury: Table Tennis VR',\n", + " 'Hover Skate VR',\n", + " 'Atomic Sky',\n", + " 'Ragnarok Journey',\n", + " 'Office Space: Idle Profits',\n", + " 'welcome to heaven',\n", + " \"Spooky's Jump Scare Mansion: HD Renovation\",\n", + " \"YANKAI'S PEAK.\",\n", + " 'a nifty game',\n", + " \"Manastorm: Champions of G'nar\",\n", + " 'InfiniPicross',\n", + " 'Multishop Tycoon Deluxe',\n", + " 'Dystopy',\n", + " 'Sweven',\n", + " 'Last Toon Standing',\n", + " 'COMET STRIKE',\n", + " 'Tomb Guard VR',\n", + " 'Elminage ORIGINAL - Priestess of Darkness and The Ring of the Gods',\n", + " 'The Ultimate Heist',\n", + " 'Fish or Die',\n", + " 'House Dating VR: Cute Korean Girl, Sehyun',\n", + " \"Don't cut your hand\",\n", + " 'Castles II: Siege & Conquest',\n", + " '以罪之名 / In the name of sin',\n", + " 'Running Through Russia',\n", + " 'Ping',\n", + " 'Robots: create AI',\n", + " 'Trivia Vault: Mini Mixed Trivia',\n", + " 'Space, VR!',\n", + " 'Murder...',\n", + " \"Incredible Dracula II: The Last Call Collector's Edition\",\n", + " \"Christmas Stories: A Christmas Carol Collector's Edition\",\n", + " 'Ultimate Spinner Simulator - Unstress Yourself',\n", + " 'Live',\n", + " \"Witches' Legacy: Slumbering Darkness Collector's Edition\",\n", + " 'Virtually Impossible',\n", + " 'Z. Year One',\n", + " 'Nancy Drew®: Treasure in the Royal Tower',\n", + " 'Bouncing Duck Simulator',\n", + " 'Power Hover',\n", + " \"Queen's Tales: The Beast and the Nightingale Collector's Edition\",\n", + " 'Kitten Madness',\n", + " 'Vecitas',\n", + " 'Mortal Blitz',\n", + " 'Lost in the Forest',\n", + " 'The Breeding: The Fog',\n", + " 'Octopus Bar',\n", + " 'Tales of Terror: Crimson Dawn',\n", + " 'ArkanoidSmoking',\n", + " 'Yama',\n", + " 'The Falling Nights ®',\n", + " 'EnterVR',\n", + " 'VITATIO 2',\n", + " 'Hero Barrier',\n", + " 'Solitaire - Cat Pirate Portrait',\n", + " 'Operation Desert Road',\n", + " 'Army Men',\n", + " 'Zombie Hobby VR',\n", + " 'Orb The Ball',\n", + " 'Danger Zone',\n", + " 'Oik',\n", + " 'Brother Wings',\n", + " 'Meta Star',\n", + " 'Prelude for a Dream',\n", + " \"Redneck Deer Huntin'\",\n", + " 'Break The Cookie',\n", + " 'Drums Hero PC',\n", + " 'Ophidian',\n", + " 'Trickshot',\n", + " 'Super Hydorah',\n", + " 'AudioBeats',\n", + " 'RetroGunX VR',\n", + " 'DreamTank',\n", + " 'Er-Spectro',\n", + " 'EGE DistantPlanet NonXXX',\n", + " 'Psi Project: Legacy',\n", + " 'Distorted Reality',\n", + " '沙漠飞车 Desert Racer',\n", + " 'TRESPASS - Episode 2',\n", + " 'Lunaform',\n", + " 'Caviar - Endless Stress Reliever',\n", + " 'HARP Vefa',\n", + " \"Slime-san: Blackbird's Kraken\",\n", + " 'Nightmare Adventures: The Turning Thorn',\n", + " 'Secret in Story',\n", + " \"Dark Parables: Requiem for the Forgotten Shadow Collector's Edition\",\n", + " 'The Flaws of Gravity',\n", + " 'Warsim: The Realm of Aslona',\n", + " 'Marble Masters: The Pit',\n", + " 'Next',\n", + " 'Magilore',\n", + " 'Tears Revolude',\n", + " \"Botlike - a robot's rampage\",\n", + " 'Nancy Drew®: The Final Scene',\n", + " 'Schlag den Star - Das Spiel',\n", + " 'Freedom Defender',\n", + " 'Escape From Space Shredder',\n", + " 'Hack Time',\n", + " 'Love Story: Letters from the Past',\n", + " 'Devil in the Pines',\n", + " 'School of Talent: SUZU-ROUTE',\n", + " 'Fields of Battle',\n", + " 'Dead Purge: Outbreak',\n", + " 'Lost with Dinosaurs',\n", + " \"Danse Macabre: Crimson Cabaret Collector's Edition\",\n", + " 'Computer Tycoon',\n", + " 'AuroraBound Deluxe',\n", + " 'Trivia Vault: Mini Mixed Trivia 3',\n", + " 'Beekyr Reloaded',\n", + " \"Clutter 7: Infinity, Joe's Ultimate Quest\",\n", + " 'Deltaplan Simulator',\n", + " 'Paladin',\n", + " 'Orc Hunter VR',\n", + " 'Once in Yaissor 2',\n", + " 'Atlantis VR',\n", + " 'Digby Extreme',\n", + " 'Trespassers',\n", + " 'Artillerists',\n", + " 'Star Merc',\n", + " 'Lines X Free',\n", + " \"Murder In Tehran's Alleys 2016\",\n", + " 'SCHOOL SIMULATOR MULTIPLAYER',\n", + " 'Sudden Strike 3',\n", + " 'Desert Bus VR',\n", + " 'Goblin Harvest - The Mighty Quest',\n", + " 'The Raiders',\n", + " 'Delude - Succubus Prison',\n", + " 'Aces High III',\n", + " \"Hikaru's Cube\",\n", + " 'Fantasy of Eden',\n", + " 'Pop Pop Boom Boom VR',\n", + " 'Witchinour',\n", + " \"Final Cut: Encore Collector's Edition\",\n", + " 'CS2D',\n", + " 'The Valley In My Mind',\n", + " 'HexaMon',\n", + " 'Zen Garden',\n", + " 'Battle Islands: Commanders',\n", + " 'Light It | てらし鬼',\n", + " 'Hunter of Antiques',\n", + " 'Lionessy Story',\n", + " 'Slingshot Cowboy VR',\n", + " 'Serious Sam VR: The Last Hope',\n", + " 'Clumsy Knight 2',\n", + " 'Linked',\n", + " 'Hawks Tactical',\n", + " 'Gluon',\n", + " 'Kautic - The Bald Wizard',\n", + " 'Encounter of Galaxies',\n", + " 'Screaming Eagles',\n", + " 'Turtle Quest',\n", + " 'Marble Land',\n", + " 'Pixelord',\n", + " 'FISK',\n", + " 'Baskhead Training',\n", + " \"Shrouded Tales: Revenge of Shadows Collector's Edition\",\n", + " 'ATV Drift & Tricks',\n", + " 'Warcube',\n", + " 'Global Soccer: A Management Game 2017',\n", + " 'Staff Wars: Wizard Rumble',\n", + " \"Mr Rabbit's Jigsaw Puzzle\",\n", + " 'Survive',\n", + " 'Band of Outlaws',\n", + " 'Dr. Doyle & The Mystery Of The Cloche Hat',\n", + " 'Mr Blaster',\n", + " 'XAOC',\n", + " 'Cobalt WASD',\n", + " 'Youtubers Life',\n", + " 'Sango Guardian Chaos Generation Steamedition',\n", + " 'Lost Shipwreck',\n", + " \"Aya's Journey\",\n", + " 'The Falconers: Moonlight',\n", + " 'My Little Worms',\n", + " 'Bravery: Rise of The Last Hero',\n", + " 'Colony Survival',\n", + " 'Bearslayer',\n", + " 'Spelunker Party!',\n", + " 'Cat or Bread?',\n", + " 'YOBA',\n", + " \"Journey: Benjamin's Adventures\",\n", + " 'Oracle',\n", + " 'Battlefleet Engineer',\n", + " \"Cadenza: Music, Betrayal and Death Collector's Edition\",\n", + " 'NO ONE',\n", + " 'Hero of the Galactic Core',\n", + " 'Weed Shop 2',\n", + " 'The Secret Order 5: The Buried Kingdom',\n", + " 'Quantum Pilot',\n", + " 'Spacecats with Lasers : The Outerspace',\n", + " 'Ominous Tales: The Forsaken Isle',\n", + " 'Mula: The Cycle of Shadow',\n", + " 'Christmas Race',\n", + " \"Love Chronicles: The Spell Collector's Edition\",\n", + " 'Infinite Scuba®',\n", + " 'Tiny Toyfare',\n", + " 'VR Roller Coaster - Cave Depths',\n", + " 'Romance of the Three Kingdoms V with Power Up Kit',\n", + " 'Battle Summoners VR',\n", + " 'VR Hybrid War 2117 - VR 混合战争 2117',\n", + " 'Calm Waters: A Point and Click Adventure',\n", + " 'Strangers in a Strange Land',\n", + " 'D.F.R.: The Light',\n", + " 'LogicBots',\n", + " 'ProjectM : Dream',\n", + " 'Numberline 2',\n", + " '★ Fallalypse ★',\n", + " 'RollerCoaster Tycoon® Classic',\n", + " 'ATOMINE',\n", + " 'Bright low',\n", + " 'Space Fuss',\n", + " 'Battle Chess II: Chinese Chess',\n", + " 'East 73: Magenta Fairytale',\n", + " 'Spiral Splatter',\n", + " 'Strata inStudio VR',\n", + " 'Highlands, Deep Waters',\n", + " 'Arma: Cold War Assault Mac/Linux',\n", + " 'Upside-Down Dimensions',\n", + " 'Mahjong Masters: Temple of the Ten Gods',\n", + " 'Ricky Raccoon 2 - Adventures in Egypt',\n", + " 'aMAZE 2',\n", + " 'Dragon of Legends',\n", + " 'Hotel Anatolia',\n", + " 'The First Tree',\n", + " 'Planet RIX-13',\n", + " 'THE VIDEOKID',\n", + " 'UBERMOSH Vol.5',\n", + " 'CRAFT BATTLE SIMULATOR',\n", + " 'The Flight Of Dowran',\n", + " 'Moonfall',\n", + " 'GridVR',\n", + " 'Kung Fu Ping Pong',\n", + " 'Talsaluq: Tower of Infinity',\n", + " 'EXON: The Impossible Challenge',\n", + " 'BeefeaterXO',\n", + " 'Tiny Town VR',\n", + " 'Bloody Glimpse',\n", + " 'Sneaky Bears',\n", + " 'BLOK DROP NEO',\n", + " 'sWORD MASTER',\n", + " 'Pet Squad Racing',\n", + " 'Arcane Maelstrom',\n", + " 'Cosmic Awakening VR',\n", + " 'Memories of Home',\n", + " 'Flight of Light',\n", + " 'The LEGO® NINJAGO® Movie Video Game',\n", + " 'Stunt Toys',\n", + " 'Kingdom City Drowning Episode 1 - The Champion',\n", + " 'BACK TO THE EGG! Tower Defense',\n", + " 'Moonatees',\n", + " 'Fractal',\n", + " 'Soccer Manager 2018',\n", + " 'CONTRACTED',\n", + " 'Home Wars',\n", + " 'Circuit Warz',\n", + " 'Other Worlds India',\n", + " 'TankCraft',\n", + " 'ARENA GODS®',\n", + " 'Airstrike One',\n", + " 'Maniac Mansion',\n", + " 'Tender Loving Care',\n", + " 'Virtual Reality Girls',\n", + " 'From Shadows',\n", + " 'Saloon Showdown VR',\n", + " 'Gnome Light',\n", + " 'Tengutana',\n", + " 'Exterminator',\n", + " 'Ultrawings',\n", + " 'Harvest Life',\n", + " 'Journey to Alien Worlds',\n", + " 'Watch Out',\n", + " 'Road Rage',\n", + " 'Offensive Combat: Redux!',\n", + " 'You Shall Not Jump: PC Master Race Edition',\n", + " 'Eveslan',\n", + " 'Star Merchant',\n", + " 'Tales of the Lumminai',\n", + " 'Born Tubi Wild',\n", + " 'Roads of Rome: New Generation',\n", + " 'RoboTraps',\n", + " 'Stardrift Nomads',\n", + " 'Super Pixel Smash',\n", + " 'Travel Riddles: Trip To India',\n", + " 'ThunderWheels',\n", + " 'Chroma Lab',\n", + " 'Narborion Saga',\n", + " 'Collision Course',\n", + " 'Dead Days',\n", + " 'Damascus Gear Operation Tokyo HD',\n", + " 'Welcome to Moreytown',\n", + " 'EquiMagic - Galashow of Horses',\n", + " 'Diamo XL',\n", + " 'Fields XY',\n", + " 'Grand Academy for Future Villains',\n", + " 'Microcosm',\n", + " 'Cursed Treasure 2',\n", + " 'Furious Angels',\n", + " 'Poseidon - Project Dark Sky',\n", + " 'Overkill VR: Action Shooter FPS',\n", + " 'OzGrind Virtual Reality Showroom',\n", + " 'Avoid The Monsters',\n", + " 'Madcap Castle',\n", + " 'Codename: Phantom',\n", + " 'Reverie',\n", + " 'Sea Of Fatness: Save Humanity Together',\n", + " 'RXE',\n", + " 'Nova Blitz',\n", + " 'Eastwood VR',\n", + " 'Tiny Troopers 2',\n", + " 'Weebish Mines',\n", + " 'interLOGIC',\n", + " 'CRUSH & SQUASH',\n", + " 'Vagrant Hearts Zero',\n", + " 'Bang! Howdy',\n", + " 'MHRD',\n", + " 'Zzzz-Zzzz-Zzzz',\n", + " 'Galact Quest',\n", + " 'Water Heroes: A Game for Change',\n", + " 'Premium Pool Arena',\n", + " 'Glyphs Apprentice',\n", + " 'Tank Battle: East Front',\n", + " 'Bear Football',\n", + " 'Dungeon Builder S',\n", + " 'Champions of Odin',\n", + " 'The Last Sorcerer',\n", + " 'Weather Lord',\n", + " \"Paulo's Wing\",\n", + " 'Seed Of The Arcane , Episode 1',\n", + " 'Unforgiving Happiness',\n", + " 'Deep Space: Unknown Universe',\n", + " 'Final Rest',\n", + " 'Last Dream: World Unknown',\n", + " 'Qbik',\n", + " 'Trenches of War',\n", + " 'The Power Factory',\n", + " \"Sort 'Em\",\n", + " 'Defence to death',\n", + " 'Hidden & Dangerous: Action Pack',\n", + " 'High clear VR',\n", + " 'Chinomikon',\n", + " 'Echoed World',\n", + " 'Cobos',\n", + " 'Curse of the Great Forest',\n", + " 'Puzzle Tactics',\n", + " 'TrES-2b',\n", + " 'GoalkeepVr',\n", + " 'Grandpa and the Zombies',\n", + " 'Warhammer 40,000: Dawn of War III',\n", + " 'Animal Herding',\n", + " 'Doc Apocalypse',\n", + " 'Death Squared',\n", + " 'A SECOND BEFORE US',\n", + " 'Audio Factory',\n", + " 'Doug and Lily',\n", + " 'Boinks',\n", + " 'Jupiteration',\n", + " 'Tetropunk',\n", + " \"Minotaur's Maze\",\n", + " 'Eternal Maze',\n", + " 'Xenia',\n", + " 'ToledoVR',\n", + " 'Trapper Knight, Sharpshooter Princess',\n", + " 'Space Scumbags',\n", + " 'Voxel Tank VR',\n", + " 'Civil War: 1865',\n", + " 'Rage Quest',\n", + " 'Zen Blocks - Relaxing Puzzle Board Game',\n", + " \"Shadow Wolf Mysteries: Bane of the Family Collector's Edition\",\n", + " 'NOBUNAGA’S AMBITION: Shouseiroku with Power Up Kit',\n", + " 'Star Wars: Imperial Assault - Legends of the Alliance',\n", + " 'Snow Games VR',\n", + " 'FPV Drone Simulator',\n", + " 'Bang Bang Fruit 2',\n", + " 'Avem33',\n", + " 'Fallen Times',\n", + " 'Chess',\n", + " 'Underworld Dungeon',\n", + " 'Quote',\n", + " 'Angel Flare',\n", + " 'Kira',\n", + " 'Jellyfish',\n", + " 'Ludoria',\n", + " 'Podium Bash',\n", + " 'Trainscape',\n", + " \"Surface: Reel Life Collector's Edition\",\n", + " 'SYNCH',\n", + " 'The Signal From Tölva',\n", + " 'Birthseederia',\n", + " 'Legend of Fainn Dynasty ～Battles of Beautiful Warlords～',\n", + " 'Midnight Ultra',\n", + " 'Project First Contact',\n", + " 'Amber Tail Adventure',\n", + " 'Divide',\n", + " \"Santa's Workshop\",\n", + " 'Zombie Ballz',\n", + " 'TrainerVR',\n", + " 'Slasher VR',\n", + " 'Dragon Drop',\n", + " 'Kuro survival',\n", + " 'Cash Crop',\n", + " 'Ashes of Immortality II - Bad Blood',\n", + " 'Square Massacre',\n", + " 'Escape The Gray',\n", + " 'Zombie Solitaire 2 Chapter 1',\n", + " 'Magic Lantern',\n", + " 'The market trader',\n", + " 'Legendary Arcane',\n", + " 'TangramsVR',\n", + " 'GunHero',\n", + " 'The Voice in the Void',\n", + " 'Tales of Glacier (VR)',\n", + " 'Counter Fight: Samurai Edition',\n", + " \"NOBUNAGA'S AMBITION: Sengoku Gunyuuden\",\n", + " 'Wizards:Home',\n", + " 'Secrets of Arcadia',\n", + " 'Colony',\n", + " \"Dark Realm: Princess of Ice Collector's Edition\",\n", + " 'Silver Island',\n", + " 'F.E.X (Forced Evolution Experiment)',\n", + " 'Alchemist Defender VR',\n", + " 'Thug Life',\n", + " 'Space Wrangler',\n", + " \"Glorch's Great Escape: Walking is for Chumps\",\n", + " 'Earthquake Simulator VR',\n", + " 'Geoid',\n", + " 'Romance of the Three Kingdoms X with Power Up Kit',\n", + " 'FPS - Fun Puzzle Shooter',\n", + " 'Mage Guard: The Last Grimoire',\n", + " 'Top Secret',\n", + " 'Rome Circus Maximus: Chariot Race VR',\n", + " 'The Thing: Space X',\n", + " 'BlackEye',\n", + " 'Algotica Iterations',\n", + " 'Space Fighter',\n", + " 'Malfunction',\n", + " 'Lightwire',\n", + " 'TTV2',\n", + " 'Haunted Hotel: Stay in the Light',\n", + " 'Speed and Scream',\n", + " 'Cartesian',\n", + " 'Chess and Checkers VR',\n", + " 'Ravenfield',\n", + " 'Cavern Crumblers',\n", + " 'VR SUSHI BAR',\n", + " 'Last Day of FEAR',\n", + " 'Brain Crush',\n", + " \"Death's Hangover\",\n", + " 'NOLA is Burning',\n", + " 'Ghostory',\n", + " 'Rogue Port - Blue Nightmare',\n", + " 'OneScreen Solar Sails',\n", + " 'Tacoma',\n", + " 'Apocalypse Knights 2.0 - The Angel Awakens',\n", + " 'Drone Infiltrator',\n", + " 'Northern Regime',\n", + " 'Supreme Ruler The Great War',\n", + " 'Reflecting Fate',\n", + " 'Macbat 64',\n", + " 'Znkl - 177',\n", + " 'Mahjong Magic Islands',\n", + " 'Save the Halloween',\n", + " 'The SoulKeeper VR',\n", + " 'Wizard King',\n", + " \"Let's Bowl VR - Bowling Game\",\n", + " 'Mustdashe',\n", + " 'If Only...',\n", + " 'Romance of the Three Kingdoms IV with Power Up Kit',\n", + " 'VR Drivers',\n", + " 'Ninja Goemon and Immortal Jewels',\n", + " 'DarkMaze',\n", + " 'Hold the Line: The American Revolution',\n", + " 'de Blob 2',\n", + " 'True or False 2',\n", + " 'AchBall',\n", + " 'The Museum of ThroughView',\n", + " 'Skipper - Puzzle Across The Sea',\n", + " 'Solitaire Club',\n", + " 'Fix Me Up Doc! – Dark Humor',\n", + " 'BULLET PARTY',\n", + " 'Building Blocks / Master Builder of Egypt',\n", + " 'Flightless Classic',\n", + " 'Recession',\n", + " 'My Boyfriend – He loves me, he loves me not',\n", + " 'Saucer-Like',\n", + " 'Chevo Lurker: Exodus',\n", + " 'Legions of Tyrandel',\n", + " 'OM6N',\n", + " 'Bitdude',\n", + " 'Death Coming/死神来了',\n", + " 'Immortal Heroes',\n", + " 'Rasty Pelican',\n", + " 'Nano Shift',\n", + " 'Freedom: A Time to Reckon',\n", + " 'Haunted Hotel II: Believe the Lies',\n", + " 'The adventure of Kroos',\n", + " 'Microtransaction Simulator',\n", + " 'Quiz Night Tonight!',\n", + " \"Exatron Quest L'Epée de Sang\",\n", + " 'Trivia Vault: Mini Mixed Trivia 4',\n", + " 'Ruby Hunter',\n", + " 'Shadow Bug',\n", + " 'Holomeld',\n", + " 'RED CUBE VR',\n", + " 'Red Barton and The Sky Pirates',\n", + " 'Seeking Evil: The Wendigo',\n", + " \"Fatal Passion: Art Prison Collector's Edition\",\n", + " 'Insert Paper',\n", + " 'The Last Sanctuary VR',\n", + " 'Maze Up!',\n", + " 'Shadow Circuit',\n", + " 'Libra of the Vampire Princess: Lycoris & Aoi in The Promise PLUS Iris in Homeworld',\n", + " 'A Shooty Bit',\n", + " 'Tomb Joe',\n", + " 'Messiah',\n", + " 'Tank Assault X',\n", + " 'Art of Guile',\n", + " 'Tactical Operations',\n", + " 'Avalon Legends Solitaire',\n", + " 'Dawn',\n", + " 'Haunted Dungeons: Hyakki Castle',\n", + " 'Daily Run',\n", + " 'An Octonaut Odyssey',\n", + " 'Employee Recycling Center',\n", + " 'NeoBoom2',\n", + " 'Packet Queen #',\n", + " 'Trivia Vault: Technology Trivia Deluxe',\n", + " 'Primal Reign',\n", + " 'Lode Runner Legacy',\n", + " 'Legendary Mahjong',\n", + " 'Soul Harvest',\n", + " 'Super VR Trainer',\n", + " 'Road Dogs',\n", + " 'A Bloody Night',\n", + " 'Pharmakon - Tactical Puzzle',\n", + " 'Bubble Rush',\n", + " 'Time Up',\n", + " 'Last Day of June',\n", + " 'AMON',\n", + " 'WESTSLINGERS',\n", + " 'Plank not included',\n", + " 'Kawanakajima no Kassen',\n", + " 'Rage Against The Zombies',\n", + " 'Don Bradman Cricket 17',\n", + " 'Bit Bullet',\n", + " 'Vektron Revenge',\n", + " 'Runaway VR',\n", + " 'EXIT 3 - Painter',\n", + " 'Entangle',\n", + " 'Brut@l',\n", + " ...]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# drop_multi.index.values.tolist()\n", + "drop_values = drop_multi['gamename'].unique().tolist()\n", + "drop_values" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "4d3920ba", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(14251, 2)\n", + "(69428, 2)\n" + ] + } + ], + "source": [ + "df_single.drop(drop_values)\n", + "print(df_multi.shape)\n", + "print(df_single.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "4f16c510", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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avggainpeak
gamename
100% Orange Juice203.5292863.356024570.738095
12 is Better Than 625.405938-0.198095236.312500
1405.129663-0.19931824.483146
60 Seconds!71.8227140.075942218.057143
7 Days to Die9405.545172222.67500017227.505747
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" + ], + "text/plain": [ + " avg gain peak\n", + "gamename \n", + "100% Orange Juice 203.529286 3.356024 570.738095\n", + "12 is Better Than 6 25.405938 -0.198095 236.312500\n", + "140 5.129663 -0.199318 24.483146\n", + "60 Seconds! 71.822714 0.075942 218.057143\n", + "7 Days to Die 9405.545172 222.675000 17227.505747" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_mean.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "c78b3ec9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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avggainpeakDLC_countRelease_yearmulti-player
gamename
100% Orange Juice203.5292863.356024570.7380953420141
7 Days to Die9405.545172222.67500017227.505747020131
A Hat in Time273.2278334.820847800.333333620171
A Way Out389.62333335.3887501362.222222020201
APB Reloaded1357.441058-20.6386412519.269231020111
.....................
Zombie Army Trilogy166.215694-2.683944626.513889020151
Zombie Panic! Source109.890769-4.156311223.307692120081
ibb & obb30.7551220.643704122.085366120141
rFactor 2381.7851566.679524911.406250020151
theHunter Classic731.7039511.5500001510.555556120141
\n", + "

524 rows × 6 columns

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" + ], + "text/plain": [ + " avg gain peak DLC_count \\\n", + "gamename \n", + "100% Orange Juice 203.529286 3.356024 570.738095 34 \n", + "7 Days to Die 9405.545172 222.675000 17227.505747 0 \n", + "A Hat in Time 273.227833 4.820847 800.333333 6 \n", + "A Way Out 389.623333 35.388750 1362.222222 0 \n", + "APB Reloaded 1357.441058 -20.638641 2519.269231 0 \n", + "... ... ... ... ... \n", + "Zombie Army Trilogy 166.215694 -2.683944 626.513889 0 \n", + "Zombie Panic! Source 109.890769 -4.156311 223.307692 1 \n", + "ibb & obb 30.755122 0.643704 122.085366 1 \n", + "rFactor 2 381.785156 6.679524 911.406250 0 \n", + "theHunter Classic 731.703951 1.550000 1510.555556 1 \n", + "\n", + " Release_year multi-player \n", + "gamename \n", + "100% Orange Juice 2014 1 \n", + "7 Days to Die 2013 1 \n", + "A Hat in Time 2017 1 \n", + "A Way Out 2020 1 \n", + "APB Reloaded 2011 1 \n", + "... ... ... \n", + "Zombie Army Trilogy 2015 1 \n", + "Zombie Panic! Source 2008 1 \n", + "ibb & obb 2014 1 \n", + "rFactor 2 2015 1 \n", + "theHunter Classic 2014 1 \n", + "\n", + "[524 rows x 6 columns]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "join_multi = df_mean.join(df_multi, how='inner')\n", + "join_multi['multi-player'] = 1\n", + "join_multi" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "14486688", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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avggainpeakDLC_countRelease_yearmulti-player
gamename
100% Orange Juice203.5292863.356024570.7380953420140
12 is Better Than 625.405938-0.198095236.312500220150
1405.129663-0.19931824.483146120130
60 Seconds!71.8227140.075942218.057143020150
7 Days to Die9405.545172222.67500017227.505747020130
.....................
Zup! 27.583333-0.89740050.313725120160
Zup! 39.914200-1.74918478.060000120170
klocki5.270000-0.64345525.464286020160
rFactor 2381.7851566.679524911.406250020150
theHunter Classic731.7039511.5500001510.555556120140
\n", + "

819 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " avg gain peak DLC_count \\\n", + "gamename \n", + "100% Orange Juice 203.529286 3.356024 570.738095 34 \n", + "12 is Better Than 6 25.405938 -0.198095 236.312500 2 \n", + "140 5.129663 -0.199318 24.483146 1 \n", + "60 Seconds! 71.822714 0.075942 218.057143 0 \n", + "7 Days to Die 9405.545172 222.675000 17227.505747 0 \n", + "... ... ... ... ... \n", + "Zup! 2 7.583333 -0.897400 50.313725 1 \n", + "Zup! 3 9.914200 -1.749184 78.060000 1 \n", + "klocki 5.270000 -0.643455 25.464286 0 \n", + "rFactor 2 381.785156 6.679524 911.406250 0 \n", + "theHunter Classic 731.703951 1.550000 1510.555556 1 \n", + "\n", + " Release_year multi-player \n", + "gamename \n", + "100% Orange Juice 2014 0 \n", + "12 is Better Than 6 2015 0 \n", + "140 2013 0 \n", + "60 Seconds! 2015 0 \n", + "7 Days to Die 2013 0 \n", + "... ... ... \n", + "Zup! 2 2016 0 \n", + "Zup! 3 2017 0 \n", + "klocki 2016 0 \n", + "rFactor 2 2015 0 \n", + "theHunter Classic 2014 0 \n", + "\n", + "[819 rows x 6 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "join_single = df_mean.join(df_single, how='inner')\n", + "join_single['multi-player'] = 0\n", + "join_single" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "f4efe567", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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avggainpeakDLC_countmulti-player
Release_year
1998400.8528852.5049519.572115e+0211
1999142.555577-0.0310683.023173e+0202
200015511.606154-214.0570872.832855e+0401
2003166.916346-2.1251463.070288e+0201
200410464.744038-262.5817481.997946e+0404
200626176.217212191.9933984.845958e+0401
200753321.697308533.4835928.239744e+0414
20081932.195192-4.0155343.968808e+0315
200913026.14326911.1565052.973454e+04418
201010749.382788-30.8608742.172590e+04168
201136106.861058-14.4154377.723910e+0412123
2012351203.4168046178.6389026.411293e+0521026
2013590790.5279854667.0602261.064286e+0642543
201442387.104162-358.9787809.112695e+0452953
2015102847.210755-2454.2141922.133371e+0530160
2016139018.286833323.9061053.009876e+05189561
2017146543.4837552293.5113172.908466e+0549365
2018173121.861898-6346.0604693.731066e+0541649
2019221521.378247-12814.6312564.388776e+0536943
2020266066.243646-36186.5598385.597828e+0516253
202114841.154900-76.3611023.694577e+042012
20223460.240244202.2237508.356098e+0301
\n", + "
" + ], + "text/plain": [ + " avg gain peak DLC_count \\\n", + "Release_year \n", + "1998 400.852885 2.504951 9.572115e+02 1 \n", + "1999 142.555577 -0.031068 3.023173e+02 0 \n", + "2000 15511.606154 -214.057087 2.832855e+04 0 \n", + "2003 166.916346 -2.125146 3.070288e+02 0 \n", + "2004 10464.744038 -262.581748 1.997946e+04 0 \n", + "2006 26176.217212 191.993398 4.845958e+04 0 \n", + "2007 53321.697308 533.483592 8.239744e+04 1 \n", + "2008 1932.195192 -4.015534 3.968808e+03 1 \n", + "2009 13026.143269 11.156505 2.973454e+04 41 \n", + "2010 10749.382788 -30.860874 2.172590e+04 16 \n", + "2011 36106.861058 -14.415437 7.723910e+04 121 \n", + "2012 351203.416804 6178.638902 6.411293e+05 210 \n", + "2013 590790.527985 4667.060226 1.064286e+06 425 \n", + "2014 42387.104162 -358.978780 9.112695e+04 529 \n", + "2015 102847.210755 -2454.214192 2.133371e+05 301 \n", + "2016 139018.286833 323.906105 3.009876e+05 1895 \n", + "2017 146543.483755 2293.511317 2.908466e+05 493 \n", + "2018 173121.861898 -6346.060469 3.731066e+05 416 \n", + "2019 221521.378247 -12814.631256 4.388776e+05 369 \n", + "2020 266066.243646 -36186.559838 5.597828e+05 162 \n", + "2021 14841.154900 -76.361102 3.694577e+04 20 \n", + "2022 3460.240244 202.223750 8.356098e+03 0 \n", + "\n", + " multi-player \n", + "Release_year \n", + "1998 1 \n", + "1999 2 \n", + "2000 1 \n", + "2003 1 \n", + "2004 4 \n", + "2006 1 \n", + "2007 4 \n", + "2008 5 \n", + "2009 8 \n", + "2010 8 \n", + "2011 23 \n", + "2012 26 \n", + "2013 43 \n", + "2014 53 \n", + "2015 60 \n", + "2016 61 \n", + "2017 65 \n", + "2018 49 \n", + "2019 43 \n", + "2020 53 \n", + "2021 12 \n", + "2022 1 " + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "DLC_year = join_multi.groupby(['Release_year']).sum()\n", + "DLC_year" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "d448f72d", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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avggainpeak
gamenamemonth
100% Orange JuiceApril236.20857149.331429595.857143
August213.951429-6.365714600.000000
December230.46714345.268571695.000000
February198.320000-22.668571472.000000
January220.988571-9.480000581.428571
\n", + "
" + ], + "text/plain": [ + " avg gain peak\n", + "gamename month \n", + "100% Orange Juice April 236.208571 49.331429 595.857143\n", + " August 213.951429 -6.365714 600.000000\n", + " December 230.467143 45.268571 695.000000\n", + " February 198.320000 -22.668571 472.000000\n", + " January 220.988571 -9.480000 581.428571" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# df_name = df.groupby(['gamename', 'year', 'month']).sum()\n", + "df_name = df.groupby(['gamename', 'month']).mean(['peak'])\n", + "df_name.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "5654ba36", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Mean of Peak player count')" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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gamenamemonth
Resident EvilApril676.36-56.551506
August546.36-175.961298
December657.5387.481544
February1450.53-533.174200
January1983.711326.187054
...............
Resident Evil Revelations 2March2377.511174.616331
May1260.18-326.783099
November1112.72206.652761
October906.087.572409
September898.49-62.182198
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119 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " avg gain peak\n", + "gamename month \n", + "Resident Evil April 676.36 -56.55 1506\n", + " August 546.36 -175.96 1298\n", + " December 657.53 87.48 1544\n", + " February 1450.53 -533.17 4200\n", + " January 1983.71 1326.18 7054\n", + "... ... ... ...\n", + "Resident Evil Revelations 2 March 2377.51 1174.61 6331\n", + " May 1260.18 -326.78 3099\n", + " November 1112.72 206.65 2761\n", + " October 906.08 7.57 2409\n", + " September 898.49 -62.18 2198\n", + "\n", + "[119 rows x 3 columns]" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_re = df[df['gamename'].str.contains('Resident Evil') == True]\n", + "\n", + "\n", + "df_re = df_re.groupby(['gamename', 'month']).sum()\n", + "df_re\n", + "# df_re" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bde3d8a4", + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "join_multi.scatterplot(data=join_single, x='DLC_count', y='peak', label='single-player')" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "d2f12d2b", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Mean of Peak player count')" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "sns.lineplot(data=join_single, x='DLC_count', y='peak', label='single-player')\n", + "sns.lineplot(data=join_multi, x='DLC_count', y='peak', label='multi-player')\n", + "plt.title('Mean of peak score over count of DLC')\n", + "plt.xlabel('DLC Count')\n", + "plt.ylabel('Mean of Peak player count')" + ] + }, + { + "cell_type": "markdown", + "id": "ccbdf076", + "metadata": {}, + "source": [ + "find lifespan " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d433ef67", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4b67590", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}