Introdução

1.1 Declaração do Problema

A plataforma Steam é uma das maiores lojas de distribuição digital de jogos, com milhões de usuários ativos diariamente. Com uma vasta gama de jogos disponíveis, entender o que torna um jogo popular, bem como os fatores que influenciam as avaliações dos jogadores, é crucial para desenvolvedores, publicadores e até mesmo para os próprios jogadores. Este relatório busca explorar os dados de jogos da Steam para identificar padrões e tendências que possam ajudar a entender o sucesso de um jogo em termos de vendas, receita e avaliações.

1.2 Abordagem do Problema

Para abordar essa questão, utilizaremos o dataset “Steam Games, Reviews, and Rankings”, que contém informações detalhadas sobre jogos, avaliações de usuários e rankings por gênero. A metodologia incluirá a limpeza e preparação dos dados, análise exploratória e a criação de visualizações que ajudem a contar a história por trás dos dados.

1.3 Técnica Adotada

A técnica adotada inclui a análise de correlações entre horas jogadas e avaliações, a identificação de gêneros mais populares e a exploração de como as recomendações dos usuários impactam a popularidade dos jogos. Também serão criadas novas variáveis, como a proporção de avaliações positivas, para enriquecer a análise.

1.4 Benefícios da Análise

Esta análise será útil para desenvolvedores que desejam entender o que os jogadores valorizam em um jogo, para publicadores que buscam maximizar o retorno sobre o investimento, e para jogadores que desejam escolher jogos com base em avaliações e popularidade.

Pacotes necessários

Pacote Uso
library(kableExtra) Para estilizar e formatar tabelas em HTML, LaTeX ou Word
library(dplyr) Conjunto de pacotes para manipulação de dados.
library(lubridate) Facilita a manipulação de datas.
library(knitr) Auxilia na formatação de tabelas no relatório.
library(ggplot2) Para criação de gráficos sofisticados.
library(scales) Para ajustar escalas em gráficos.
library(stringr) Manipular strings
library(tidyr) Ajudar a criar dados organizados

Preparação dos dados

3.1 Fonte dos Dados

Os dados foram obtidos do dataset “Steam Games, Reviews, and Rankings”, disponível publicamente. O dataset foi coletado a partir das páginas públicas da Steam. Link para o dataset

3.2 Descrição dos Dados

O dataset original contém três arquivos principais:

  • games_description.csv: Informações detalhadas sobre os jogos, incluindo descrições, requisitos do sistema e avaliações.
  • steam_game_reviews.csv: Avaliações dos usuários, incluindo horas jogadas e recomendações.
  • games_ranking.csv: Rankings dos jogos por gênero, baseados em vendas, receita e avaliações.

O dataset original possui mais de 990.000 linhas de dados, com algumas peculiaridades como valores ausentes e exclusão de jogos com conteúdo restrito.

3.3 Importação e Limpeza dos Dados

games_desc <- read.csv("games_description.csv")
reviews <- read.csv("steam_game_reviews.csv")
rankings <- read.csv("games_ranking.csv")

3.3.1 Formato dos dados originais.

## 'data.frame':    290 obs. of  13 variables:
##  $ name                                   : chr   ...
##  $ short_description                      : chr   ...
##  $ long_description                       : chr   ...
##  $ genres                                 : chr   ...
##  $ minimum_system_requirement             : chr   ...
##  $ recommend_system_requirement           : chr   ...
##  $ release_date                           : chr   ...
##  $ developer                              : chr   ...
##  $ publisher                              : chr   ...
##  $ overall_player_rating                  : chr   ...
##  $ number_of_reviews_from_purchased_people: chr   ...
##  $ number_of_english_reviews              : chr   ...
##  $ link                                   : chr   ...
## 'data.frame':    992153 obs. of  8 variables:
##  $ review        : chr   ...
##  $ hours_played  : chr   ...
##  $ helpful       : chr   ...
##  $ funny         : chr   ...
##  $ recommendation: chr   ...
##  $ date          : chr   ...
##  $ game_name     : chr   ...
##  $ username      : chr   ...
## 'data.frame':    672 obs. of  4 variables:
##  $ game_name: chr   ...
##  $ genre    : chr   ...
##  $ rank_type: chr   ...
##  $ rank     : int  NULL ...

3.3.2 Dataset games_desc.

Removemos as colunas que não iremos utilizar.

# Remover colunas desnecessárias
games_desc <- games_desc %>%
  select(-minimum_system_requirement, -recommend_system_requirement, -link,
         -release_date, -number_of_english_reviews, -number_of_reviews_from_purchased_people)

Rremovemos jogos sem reviews suficientes para gerar um overall_player_rating consistente.

# Remover jogos com pouquissimos reviews, onde o valor da coluna for 'user reviews ${x number}'
games_desc <- games_desc[!grepl("user reviews", games_desc$overall_player_rating), ]

Por fim ajustamos o restante das coluna:

  • Renomeamos A coluna name para game_name com a finalidade de manter o padrão com os outros datasets.
  • Convertemos a coluna overall_player_rating para fator.
  • Limpamos o restante das colunas de texto, removendo colchetes ([ ]) e aspas (').
  • Transforma a coluna genres em linhas separadas, utilizando vírgula como separador.
  • Renomeamos A coluna genres para genre com a finalidade de manter a semântica.
  • Removemos os espaços extras e convertemos os valores para minúsculas dos campos de texto. 
games_desc <- games_desc %>%
  rename(game_name = name)

games_desc$overall_player_rating <- as.factor(games_desc$overall_player_rating)

games_desc <- games_desc %>%
  mutate(
    genres = str_replace_all(genres, "\\[|\\]|'", ""),
    developer = str_replace_all(developer, "\\[|\\]|'", ""),
    publisher = str_replace_all(publisher, "\\[|\\]|'", "")
  )

games_desc <- games_desc %>%
  separate_rows(genres, sep = ",")
games_desc <- games_desc %>%
  rename(genre = genres)

games_desc$genre <- trimws(games_desc$genre)
games_desc$genre <- tolower(games_desc$genre)

games_desc$developer <- trimws(games_desc$developer)
games_desc$developer <- tolower(games_desc$developer)

games_desc$publisher <- trimws(games_desc$publisher)
games_desc$publisher <- tolower(games_desc$publisher)

3.3.3 Dataset rankings.

  • Convertemos a coluna rank_type para fator.
  • Removemos os espaços extras e Convertemos os valores para minúsculas na coluna genre.
  • Convertemos a coluna rank para numérica. 
rankings$rank_type <- as.factor(rankings$rank_type)
rankings$genre <- trimws(rankings$genre)
rankings$genre <- tolower(rankings$genre)
rankings$rank <- as.numeric(rankings$rank)

3.3.4 Dataset reviews.

Removemos a coluna date do dataset.

reviews <- reviews %>%
  select(-date)

Removemos linhas onde review for nulo

reviews <- reviews %>%
  filter(!is.na(review)) %>%
  filter(!is.na(review))

Tratamos o restante das colunas:

  • Convertemos a coluna recommendation para fator.
  • Limpamos a coluna hours_played, removendo espaços extras e vírgulas, e convertemos para numérica.
  • Limpamos a coluna funny, removendo espaços extras e vírgulas, e convertemos para numérica.
  • Limpamos a coluna helpful, removendo espaços extras e vírgulas, e convertemos para numérica. 
reviews$recommendation <- as.factor(reviews$recommendation)

reviews$hours_played <- trimws(reviews$hours_played)
reviews$hours_played <- gsub(",", "", reviews$hours_played)
reviews$hours_played <- as.numeric(reviews$hours_played)

reviews$funny <- trimws(reviews$funny)
reviews$funny <- gsub(",", "", reviews$hours_played)
reviews$funny <- as.numeric(reviews$funny)

reviews$helpful <- trimws(reviews$helpful)
reviews$helpful <- gsub(",", "", reviews$helpful)
reviews$helpful <- as.numeric(reviews$helpful)

3.3.5 Formato dos dados após pré-processamento.

## tibble [5,427 × 7] (S3: tbl_df/tbl/data.frame)
##  $ game_name            : chr [1:5427]  ...
##  $ short_description    : chr [1:5427]  ...
##  $ long_description     : chr [1:5427]  ...
##  $ genre                : chr [1:5427]  ...
##  $ developer            : chr [1:5427]  ...
##  $ publisher            : chr [1:5427]  ...
##  $ overall_player_rating: Factor w/ 7 levels "Mixed","Mostly Negative",..: NULL ...
## 'data.frame':    992150 obs. of  7 variables:
##  $ review        : chr   ...
##  $ hours_played  : num  NULL ...
##  $ helpful       : num  NULL ...
##  $ funny         : num  NULL ...
##  $ recommendation: Factor w/ 2 levels "Not Recommended",..: NULL ...
##  $ game_name     : chr   ...
##  $ username      : chr   ...
## 'data.frame':    672 obs. of  4 variables:
##  $ game_name: chr   ...
##  $ genre    : chr   ...
##  $ rank_type: Factor w/ 3 levels "Revenue","Review",..: NULL ...
##  $ rank     : num  NULL ...

games_desc

game_name short_description long_description genre developer publisher overall_player_rating
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. mythology game science game science Overwhelmingly Positive
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. action rpg game science game science Overwhelmingly Positive
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. action game science game science Overwhelmingly Positive
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. rpg game science game science Overwhelmingly Positive
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. souls-like game science game science Overwhelmingly Positive
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. combat game science game science Overwhelmingly Positive

reviews

review hours_played helpful funny recommendation game_name username
The game itself is also super fun. The PvP and the campaign are a joy to play. Your actions feel deliberate, almost as if you’re controlling an Angel in a 1 Ton metal suit. I love it.——————————-It’s sad that I have to say this, but it’s wonderfully refreshing to be able to boot up a game, play for an hour or two, and close it again. Rather than boot it up, do my dailies, check my weeklies, check my season pass etc.You boot the game up, and you play it. It doesn’t try to open your wallet at any point.While this should not be something to be praised in the year 2024, it is refreshing to see. 39.9 1152 39.9 Recommended Warhammer 40,000: Space Marine 2 Sentinowl 224 products in account
Never cared much about Warhammer until this game showed me the error of my ways and made me cast away the heresy and fully embrace the Emperor’s glorious light. No longer do I wander in the shadow of ignorance, for Space Marine 2 has torn asunder the veil that clouded my mortal sight.With each righteous strike of the chainsword, I felt the will of the Emperor coursing through my veins. The xenos or the heretic—none can stand before the might of the Adeptus Astartes, and now I, too, feel the weight of that sacred duty upon my shoulders. Every battle is a prayer to His undying majesty, every victory a testament to the purity of the Emperor’s cause.In this game, I learned what it truly means to be a warrior of the Imperium: to purge the unclean without hesitation, to stand unwavering in the face of annihilation, and to know that failure is not an option, for failure would mean the death of mankind itself. This is no mere entertainment—this is an initiation into the sacred brotherhood of those who fight for the survival of the Imperium.Space Marine 2 is not just a game—it is a revelation, a holy writ in digital form, and a reminder that we must be ever vigilant, ever faithful, and ever ready to cleanse the galaxy of those who would defy the Emperor’s will.Praise be to the God-Emperor! Burn the heretic, purge the unclean! 91.5 712 91.5 Recommended Warhammer 40,000: Space Marine 2 userpig 248 products in account
A salute to all the fallen battle brothers who couldn’t be here with us after those 12 years of waiting.This game is everything we were waiting for. A satisfying continuation of Titus’s story. A PvE mode that lets you play with 2 other battle brothers against the infinite hordes of Xenos filth and chaos scum. A 6v6 PvP mode with three maps. Good balance between classes and weapons. Pros:- Phenomenal voice acting (Rollo ftw!)- Breathtaking visuals- Satisfying campaign - Online modes are fun- NO micro transactions- NO daily missions, just get in and play- Extensive customization options- Good optimizationCons:YOU DARE QUESTION THE PURITY OF THIS FINE AND WORTHY SEQUEL? To even think of it is heresy. You have been marked for careful observation. The Emperor protects. 43.3 492 43.3 Recommended Warhammer 40,000: Space Marine 2 Imparat0r 112 products in account
this game feels like it was made in the mid 2000’s/early 2010’s but like in a good way 16.8 661 16.8 Recommended Warhammer 40,000: Space Marine 2 Fattest_falcon
Reminds me of something I’ve lost. A genuine game. A good game. It’s simple and short. I love it. 24.0 557 24.0 Recommended Warhammer 40,000: Space Marine 2 Jek 410 products in account
Listen brothers! I have waited more than 10 years for this game. And by the emperor it delivered…with some minor flaws. When the first trailer came out it hit most Space Marine fans as a huge surprise since nobody ever expected a sequel to finally arrive myself included, but oh boy we can be all thankful that it did because it’s a blast!I will create a mini section for the 3 main parts of the game, which are the following: The story mode, the co-op operations and PvP.Let’s start with the campaign: What is your craft? Death.It’s a little bit on the shorter side but it’s quite a ride. I try to remain spoiler free , so you can experience it for yourselves.The gameplay is a mix of the original space marine paired with the horde system with tyranids and it works wonder for this game. In the early game, depending on the difficulty you picked might feel slightly weak, but:1) It’s required for a healthy gameplay progression (By the middle, you’ll feel a lot more potent with the gear you have, and at the end you’ll be straight overpowered with a certain weapon combo), and don’t forget that tyranids can rip through Astartes especially Warriors. There is also a surprise enemy later on, which most of you’ll probably expect, but it managed to be something new, a faction we never seen in a 40K game before. A breath of fresh air, a welcome change, you’ll see. I’d recommend taking it slow on the ship and taking in the ambience and mini events that happen between missions, they are 40K perfected. The devs clearly had passion and care about the source material. And the final level: You are going to love it if you like Warhammer. It starts on a high momentum and keeps going and going until the very end. The boardroom meeting about it must have been like: “How much hype do you want during the last 2 hours?” “Yes.”So yeah, the story mode is roughly 7-8 hours long depending on the difficulty you pick, but it’s a ride you’ll remember. Brother i am pinned here!The coop mode.The bread and butter of the game for the devs, the mode they clearly have priority on and want to expand further during the first 4 seasons of the game. It’s a mix of Darktide (With the fixed missions that can randomise) , WWZ with it’s progression system and horde mechanics, and Space Marine with it’s gameplay loop. Overally it’s really solid and has longevity if you like that kind of stuff, you can upgrade your characters and wargear with branching paths, and it’s really really fun especially with friends. There are only a few downsides as of writing this:1) Class locks. Understandable but you can matchmake with a certain class selected and get dropped into a match in progress where you are forced to switch or quit. 2) No option to host a public lobby on your own. That’s allegedly getting changed “soon”. We’ll see.3) Balance. The balance is fine for the most part, there is only one black sheep , the assault class. It’s rather weak, or simply doesn’t have it’s proper plance among the 6 mainline classes. It needs some slight love. Continuous , spontaneous deep strikes!The Pvp mode:Not much to say, it gives you vibes of a game that’s from 2012…but that’s a good thing. You have 3 modes, the classic domination mode, team deathmatch and king of the hill. The TTK (Time to kill) is fast as it should be, and the matches are really fast and fun. Balance seems fine for the most part, i’v played a lot of matches, unlocked some relic armors and never felt like anything needs a nerf. Of course it’s early to tell, we have to wait until the community unlocks everything and some time passes, but so far it’s solid. There is only one big negativity when it comes to pvp: The maps. Don’t get me wrong, they are good but there are only 3 maps currently in the game. They are adding more later on, but you can’t help but feel like there should have been at least a few more on release. A short summary for the end:🟩 Pros 🟥 Cons-An amazing campaign mode, which makes 40k come alive -That is slightly on the shorter side-A really fun, classic vibe PVP mode -That has little map variety-The graphics are really nice and works well with the art design -Technical issues on some systems, i had no problems-The coop mode is a blast especially with friends.-It’s a long awaited sequel to Space Marine 1 and it deliversIf you read through all that, i would like to thank you for taking your time to do so and have a nice day dear reader! Also thank you for Saber interactive for making such a banger of a sequel!The Emperor protects! 73.8 1090 73.8 Recommended Warhammer 40,000: Space Marine 2 Dootslayer 366 products in account

rankings

game_name genre rank_type rank
Counter-Strike 2 action Sales 1
Warhammer 40,000: Space Marine 2 action Sales 2
Cyberpunk 2077 action Sales 3
Black Myth: Wukong action Sales 4
ELDEN RING action Sales 5
PUBG: BATTLEGROUNDS action Sales 6

Unindo os dados

library(dplyr)
library(tidyr)

data <- games_desc %>%
  right_join(rankings, by = c("game_name", "genre")) %>%
  left_join(reviews, by = "game_name", relationship = "many-to-many") %>%
  fill(everything(), .direction = "downup")  # Preenche valores NULL com base no game_name

data <- data %>%
  drop_na()

Criação de Novas Variáveis

  • avg_hours_played: Média de horas jogadas.
  • total_reviews: Número total de avaliações.
  • positive_reviews: Número de avaliações positivas.
  • review_score: Proporção de avaliações positivas.
  • avg_helpful: Média de votos “úteis”.
  • avg_funny: Média de votos “engraçados”. 
data <- data %>%
  group_by(game_name) %>%
  mutate(
    avg_hours_played = mean(hours_played, na.rm = TRUE),
    total_reviews = n(),
    positive_reviews = sum(recommendation == "Recommended", na.rm = TRUE),
    review_score = positive_reviews / total_reviews,
    avg_helpful = mean(helpful, na.rm = TRUE),
    avg_funny = mean(funny, na.rm = TRUE)
  ) %>%
  ungroup()  # Remove o agrupamento para evitar problemas em operações futuras

Resultado Final:

## tibble [2,127,557 × 21] (S3: tbl_df/tbl/data.frame)
##  $ game_name            : chr [1:2127557]  ...
##  $ short_description    : chr [1:2127557]  ...
##  $ long_description     : chr [1:2127557]  ...
##  $ genre                : chr [1:2127557]  ...
##  $ developer            : chr [1:2127557]  ...
##  $ publisher            : chr [1:2127557]  ...
##  $ overall_player_rating: Factor w/ 7 levels "Mixed","Mostly Negative",..: NULL ...
##  $ rank_type            : Factor w/ 3 levels "Revenue","Review",..: NULL ...
##  $ rank                 : num [1:2127557] NULL ...
##  $ review               : chr [1:2127557]  ...
##  $ hours_played         : num [1:2127557] NULL ...
##  $ helpful              : num [1:2127557] NULL ...
##  $ funny                : num [1:2127557] NULL ...
##  $ recommendation       : Factor w/ 2 levels "Not Recommended",..: NULL ...
##  $ username             : chr [1:2127557]  ...
##  $ avg_hours_played     : num [1:2127557] NULL ...
##  $ total_reviews        : int [1:2127557] NULL ...
##  $ positive_reviews     : int [1:2127557] NULL ...
##  $ review_score         : num [1:2127557] NULL ...
##  $ avg_helpful          : num [1:2127557] NULL ...
##  $ avg_funny            : num [1:2127557] NULL ...
game_name short_description long_description genre developer publisher overall_player_rating rank_type rank review hours_played helpful funny recommendation username avg_hours_played total_reviews positive_reviews review_score avg_helpful avg_funny
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. action game science game science Overwhelmingly Positive Sales 4 it is a pretty nice game, very good boss fights, excellent CGs with outstanding art. I’ll give a 8.5 out of 10. We need bugs repairing and game playing optimization in future updates. 37.6 3769 37.6 Recommended 惊喜 49.87634 30321 28377 0.935886 25.99139 49.87634
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. action game science game science Overwhelmingly Positive Sales 4 This is what peak gaming looks like ladies and gentlemen… Remember, Reject humanity, embrace Monke! 55.0 611 55.0 Recommended ANDYROXUS 523 products in account 49.87634 30321 28377 0.935886 25.99139 49.87634
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. action game science game science Overwhelmingly Positive Sales 4 Honestly I kept my expectations low because it seemed too good to be true especially being the first game from the studio but ♥♥♥♥♥♥♥♥ they nailed it. The combat I would say is more akin to something like God of War rather than a soulslike. It feels great to play, very responsive, a lot of different ways to play. The graphics are fantastic and the game runs well, have not had any crashes so far. 113.7 3333 113.7 Recommended Gantz 503 products in account 49.87634 30321 28377 0.935886 25.99139 49.87634
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. action game science game science Overwhelmingly Positive Sales 4 Beat the first boss which is the one in the trailer, the white wolf.And I have to say, so far really enjoying the game.It’s basically a Chinese God of War (2018) and the Jedi Fallen series, and like those games it has some soulsborne influences, but doesn’t lean too heavily into it. If you enjoyed God of War (2018) and the Jedi Fallen Order/Survivor, then you will definitely enjoy this, personally find this to be a bit more fun. 36.0 8184 36.0 Recommended DrShocktopus 49.87634 30321 28377 0.935886 25.99139 49.87634
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. action game science game science Overwhelmingly Positive Sales 4 Remember when a game was just a game? Apparently these devs do. This game is a single, complete, no nonsense game. No DLC bundles. No microtransactions, no battle passes, no live services, and no BS. Just a single game with a solid amount of content, (mostly) fair difficulty challenges, a good amount of secrets to unlock, a serviceable story, and fun gameplay. It certainly helps that Journey to the West is one of my favorite stories. Blame Dragonball Z for getting me into it. I only wish more games were like this. 55.3 1403 55.3 Recommended Faewolf 795 products in account 49.87634 30321 28377 0.935886 25.99139 49.87634
Black Myth: Wukong Black Myth: Wukong is an action RPG rooted in Chinese mythology. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past. About This Game Black Myth: Wukong is an action RPG rooted in Chinese mythology. The story is based on Journey to the West, one of the Four Great Classical Novels of Chinese literature. You shall set out as the Destined One to venture into the challenges and marvels ahead, to uncover the obscured truth beneath the veil of a glorious legend from the past.• Explore a Land of Vast Wonders”A world unseen, where wonders gleam,And with each stride, a new scene streams.”Enter a fascinating realm filled with the wonders and discoveries of ancient Chinese mythology!As the Destined One, you shall traverse an array of breathtaking and distinctive landscapes from the classic tale, composing an epic of adventure that is seen anew.• Confront Mighty Foes, Old and New”Heroic Monkey, might and fame, Adversaries rise, to test his name.”One of the major highlights of Journey to the West is its diverse cast of adversaries, each with their unique strengths.As the Destined One, you will encounter powerful foes and worthy rivals throughout your journey. Fearlessly engage them in epic battles where surrender is not an option.• Temper Your Mastery of Varied Spells”Spells unbound, talents in play,Unleashed abilities seize the day.”Spells, transformations, and magic vessels of all manifestations, in which some counteract while others amplify, have long been iconic combat elements of Chinese mythology.As the Destined One, aside from mastering various staff techniques, you can also freely combine different spells, abilities, weapons, and equipment to find a winning strategy that best suits your combat style.• Discover Heartfelt Tales Behind Every Facade”Within all souls, both wild and tame,There thrives a tale of life’s fierce flame.”Beneath the ferocity and craftiness of your foes lies an engaging tapestry of their origins, personalities, and motivations waiting to be revealed.As the Destined One, you will uncover the stories behind a variety of characters, delving beyond your battles with them to taste the love, hate, greed, and fury they once held and still carry within. action game science game science Overwhelmingly Positive Sales 4 So far I love everything about this game. From the story, visuals, gameplay… it’s a beautiful game about chinese mythology and a rare gem of 2024. The world and visuals are stunning, although exploration is linear I want to see everything this game has to offer. This is also the first game where I chose not to play in default english, as it sounds so much better in original voice (chinese) and it makes for a more unique experience.Combat is souls inspired, but difficulty is very forgiving. There is no block/parry button, you only have to dodge attacks at the right time. Also at dying you won’t loose anything, but enemies will respawn on dying and resting. This game is not hard as souls-like so noob casuals like me can give this a try. However it can still be challenging and some bosses will make you die over and over again. You can’t rush in and mash buttons expecting not to die in a few hits. With that said you may have to adapt your skill points, thankfully respec doesn’t cost anything so you have all the freedom to try out different abilities/playstyle.To summarize, it’s an amazing singleplayer game with all the right components- interesting story, great gameplay, amazing visuals and sound effects. Optimization is very good. I can play it on my old pc (i5-7500 and GTX 1060) with a bit of tweaking. Great purchase, fantastic game! 10/10 36.9 841 36.9 Recommended Marina 1,239 products in account 49.87634 30321 28377 0.935886 25.99139 49.87634

Análise Exploratória dos Dados

Agora que temos os dados combinado com novas variáveis, podemos realizar uma análise exploratória para identificar padrões e tendências.

Análise de Relação entre Variáveis Existentes

Relação entre Horas Jogadas e Proporção de avaliações positivas.

ggplot(data, aes(x = hours_played, y = review_score)) +
  geom_point(alpha = 0.3, color = "blue") +
  geom_smooth(method = "lm", color = "red") +
  labs(title = "Relação entre Horas Jogadas e Proporção de avaliações positivas.",
       x = "Horas Jogadas",
       y = "Proporção de avaliações positivas.") +
  theme_minimal()

Apesar da dispersão, não há uma correlação muito clara entre o tempo jogado e a proporção de avaliações positivas. Jogos com poucas horas podem ter tanto avaliações muito positivas quanto mais negativas.

Análise por Gênero

# Média de horas jogadas por gênero
genre_avg_hours <- data %>%
  group_by(genre) %>%
  summarise(avg_hours = mean(avg_hours_played, na.rm = TRUE))

# Gráfico de barras
ggplot(genre_avg_hours, aes(x = reorder(genre, -avg_hours), y = avg_hours)) +
  geom_bar(stat = "identity") +
  labs(title = "Média de Horas Jogadas por Gênero",
       x = "Gênero",
       y = "Média de Horas Jogadas") +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

Observa-se que o gênero action tem a maior média de horas jogadas, sugerindo que jogos desse tipo costumam manter os jogadores engajados por mais tempo. Role-playing e simulation também apresentam médias elevadas, o que pode indicar que esses gêneros possuem mecânicas envolventes e experiências prolongadas. Por outro lado, sports & racing tem a menor média de horas jogadas, possivelmente porque esses jogos são jogados em sessões curtas e menos contínuas.

Análise de Rankings

# Gráfico de dispersão entre rank e média de horas jogadas
ggplot(data, aes(x = rank, y = avg_hours_played)) +
  geom_point(alpha = 0.5) +
  facet_wrap(~rank_type) +
  labs(title = "Relação entre Rank e Média de Horas Jogadas",
       x = "Rank",
       y = "Média de Horas Jogadas") +
  theme_minimal()

O gráfico mostra a relação entre Rank e Média de Horas Jogadas, separando os dados em três categorias: Revenue, Review e Sales. Observa-se que, em todas as categorias, a maioria dos jogos tem uma média de horas jogadas relativamente baixa, com alguns outliers apresentando valores significativamente mais altos.

  • Não há uma tendência clara de correlação entre Rank e Média de Horas Jogadas, indicando que jogos bem ranqueados nem sempre são os mais jogados em termos de tempo médio.
  • Em todas as categorias, alguns jogos se destacam com mais de 2000 horas jogadas em média, sugerindo que certos títulos específicos possuem uma base de jogadores extremamente engajada.
  • Em todas as categorias, alguns jogos se destacam com mais de 2000 horas jogadas em média, sugerindo que certos títulos específicos possuem uma base de jogadores extremamente engajada.

Isso pode indicar que jogos de nicho, apesar de não estarem no topo do ranking de vendas ou avaliações, conseguem manter os jogadores engajados por longos períodos.

Análise de Agrupamento por Variáveis Categóricas

Média de review_score por genre

# Gráfico de dispersão entre rank e média de horas jogadas
data %>%
  group_by(genre) %>%
  summarise(avg_review_score = mean(review_score, na.rm = TRUE)) %>%
  arrange(desc(avg_review_score)) %>%
  head(10) %>%
  ggplot(aes(x = reorder(genre, avg_review_score), y = avg_review_score)) +
  geom_bar(stat = "identity", fill = "gold") +
  coord_flip() +
  labs(title = "Top 10 Gêneros com Melhores Avaliações Médias",
       x = "Gênero",
       y = "Avaliação Média") +
  theme_minimal()

O gráfico revela que jogadores valorizam muito a qualidade dos jogos, com todos os 10 gêneros apresentando avaliações elevadas. O gênero “role-playing” se destaca como o mais bem avaliado, sugerindo uma preferência por jogos com narrativas envolventes e personagens complexos. A diversidade de gêneros populares também indica que há espaço para desenvolvedores explorarem nichos e atender diferentes gostos, desde que a qualidade seja alta.

Análise de Correlação entre Variáveis Numéricas

# Gráfico de dispersão entre rank e média de horas jogadas
correlation_matrix <- data %>%
  select(hours_played, helpful, funny, review_score, total_reviews, positive_reviews) %>%
  cor(use = "complete.obs")

# Exibindo a tabela formatada
kable(correlation_matrix, digits = 3, caption = "Matriz de Correlação", format = "html") %>%
  kable_styling(full_width = FALSE, bootstrap_options = c("striped", "hover", "condensed", "responsive")) %>%
  scroll_box(width = "100%")
Matriz de Correlação
hours_played helpful funny review_score total_reviews positive_reviews
hours_played 1.000 0.030 1.000 -0.017 0.094 0.096
helpful 0.030 1.000 0.030 -0.021 0.031 0.021
funny 1.000 0.030 1.000 -0.017 0.094 0.096
review_score -0.017 -0.021 -0.017 1.000 -0.107 0.298
total_reviews 0.094 0.031 0.094 -0.107 1.000 0.894
positive_reviews 0.096 0.021 0.096 0.298 0.894 1.000

A matriz de correlação apresenta algumas relações interessantes entre as variáveis analisadas:

  • Horas jogadas (hours_played) tem uma correlação praticamente perfeita com funny (1.00), o que pode indicar que a métrica funny é derivada diretamente do tempo de jogo.
  • Review_score tem uma correlação negativa e fraca com hours_played (-0.0172) e funny (-0.0172), sugerindo que um maior tempo de jogo não necessariamente resulta em uma melhor avaliação.
  • Total_reviews e positive_reviews possuem uma forte correlação positiva (0.89), o que é esperado, pois quanto mais avaliações totais um jogo recebe, maior tende a ser a quantidade de avaliações positivas.
  • Review_score tem uma correlação positiva moderada com positive_reviews (0.298), sugerindo que um maior número de avaliações positivas impacta na pontuação média da avaliação, mas não de forma totalmente determinante.
  • A métrica helpful tem correlações muito baixas com todas as variáveis, indicando que a quantidade de avaliações consideradas úteis não está fortemente associada a nenhuma outra métrica.

Conclusões

Conclusão da Declaração do Problema

Este relatório buscou explorar os dados de jogos da plataforma Steam para identificar padrões e tendências que possam ajudar a entender o sucesso de um jogo em termos de vendas, receita e avaliações. Através da análise exploratória, foi possível identificar fatores que influenciam a popularidade e a satisfação dos jogadores, como gênero, tempo de jogo e avaliações dos usuários.

Abordagem da Declaração do Problema

Para abordar o problema, utilizamos o dataset “Steam Games, Reviews, and Rankings”, que contém informações detalhadas sobre jogos, avaliações de usuários e rankings por gênero. A metodologia incluiu a limpeza e preparação dos dados, análise exploratória e a criação de visualizações que ajudaram a contar a história por trás dos dados. Também foram criadas novas variáveis, como a proporção de avaliações positivas, para enriquecer a análise.

Insights Interessantes da Análise

A análise exploratória revelou vários insights interessantes:

  1. Horas Jogadas e Avaliações: Não há uma correlação clara entre o tempo jogado e a proporção de avaliações positivas. Jogos com poucas horas podem ter tanto avaliações muito positivas quanto mais negativas.
  2. Gêneros Populares: Gêneros como “Action” e “Role-playing” têm as maiores médias de horas jogadas, sugerindo que esses jogos mantêm os jogadores engajados por mais tempo. Por outro lado, gêneros como “Sports & Racing” têm as menores médias de horas jogadas.
  3. Rankings e Nichos: Jogos bem ranqueados em termos de vendas ou receita nem sempre são os mais jogados em termos de horas. Jogos de nicho, apesar de não estarem no topo dos rankings, podem ter uma base de jogadores altamente engajada.
  4. Avaliações por Gênero: Gêneros como “Indie” e “Adventure” têm as maiores médias de avaliações positivas, enquanto gêneros como “Sports” e “Racing” têm avaliações mais baixas.
  5. Correlações entre Variáveis: A análise de correlação mostrou que a quantidade de avaliações positivas está fortemente associada ao número total de avaliações, mas não há uma correlação forte entre o tempo de jogo e a qualidade das avaliações.

Pontos Finais

Este relatório forneceu uma análise detalhada dos dados de jogos da Steam, identificando padrões e tendências que podem ser úteis para desenvolvedores, publicadores e jogadores. Através da análise exploratória, foi possível entender melhor os fatores que influenciam o sucesso de um jogo em termos de vendas, receita e avaliações. A análise de dados é uma ferramenta poderosa para entender o comportamento dos consumidores e tomar decisões informadas, e este relatório é um passo importante nessa direção.