![]() Significant differences also exist in the percentages of positive reviews among these games: Hollow Knight is the most liked game. ![]() According to the results, a slight-to-moderate correlation exists between positive reviews and the users’ playtimes: more playtimes mean a larger chance of having positive reviews. The syuzhet package, which uses Natural Language Processing methods, was used in the statistical program package R along with the NRC Emotion Lexicon to evaluate the textual parts. Based on data distributions, either the t-test or the Mann-Whitney-Wilcoxon test was used for the analysis. Overall, 11 various game design elements and game mechanics were set up for the investigation: the setting, graphical dimensions as well as style, level design, and whether there are difficulty settings, multiplayer features, upgradeable weapons/armor, equipment durability, in-game map, extra penalties upon death, and a classic level-up system. These reviews contain the playtime at review, whether a positive or negative rating is given, and a textual component among others. ![]() All (993,932) reviews were scraped from the Steam webpage regarding these games in the middle of April 2021 using the steam_reviews Python package. Thus, different game design elements and game mechanics are investigated in 21 “Souls-like” video games to see how the users reacted to them and whether they positively reviewed them. The goal of this study is to understand which gameplay mechanics are more liked by comparing reviews of these games to each other. while maintaining the core elements of the “Souls franchise”. However, each game has different twists which can be new gameplay mechanics, graphical style, etc. The “Souls-like” role-playing video game genre was inadvertently created due to the influence of the “Souls franchise”.
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