使用基于 VADER 的情感分析和潜狄利克特分配算法探索马约雷尔花园的游客体验:TripAdvisor 评论案例

Sustainability Pub Date : 2024-07-25 DOI:10.3390/su16156378
Abdellah Saoualih, Larbi Safaa, Ayoub Bouhatous, Marc Bidan, Dalia Perkumienė, M. Aleinikovas, B. Šilinskas, Aidanas Perkumas
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引用次数: 0

摘要

城市绿地的魅力吸引了研究人员的注意力,尤其是在世界各地植物奇观丰富的地区。令人惊讶的是,摩洛哥这个有着深厚植物学传统的国家却很少受到研究人员的关注。在此,我们将通过 TripAdvisor 平台上众多游客的评论,探讨摩洛哥南部马拉喀什具有象征意义的 "马约雷尔花园 "这一独特案例。本文探讨的问题是 "像马约雷尔花园这样的花园能在多大程度上成为文化旅游目的地的主要景点?在方法上,我们采用了定量方法,使用 VADER 工具研究了 2006 年至 2023 年期间游客的情绪,并将其分为三类:负面、中性和正面。此外,我们还利用 LDA(潜在 Dirichlet 分配)发现了贯穿游客体验的关键主题。我们的研究结果表明,鉴于花园作为创造力的熔炉和载体所具有的文化历史和象征意义,积极情绪占主导地位,并出现了一些子群,这些子群突出了围绕 "马约雷尔 "案例的某些分歧和趋同。这种洞察力支持了可持续发展工作,使所研究花园的管理者和行业专业人士有能力制定和实施相关战略,以管理和营销花园旅游景点体验。此外,本案例研究还展示了一个私人城市花园如何在保护对后代至关重要的文化和植物遗产方面发挥关键作用。它还展示了该花园通过吸引欣赏和尊重当地环境的文化游客,对可持续旅游业产生的积极影响。
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Exploring the Tourist Experience of the Majorelle Garden Using VADER-Based Sentiment Analysis and the Latent Dirichlet Allocation Algorithm: The Case of TripAdvisor Reviews
The allure of urban green spaces has captured the attention of researchers, especially in regions abundant in botanical wonders worldwide. Surprisingly, the case of Morocco, a country with a strong botanical tradition, has received little attention from researchers. Here, we explore the unique case of the emblematic “Majorelle Garden” in Marrakech, southern Morocco, through the reviews of its many visitors posted on the TripAdvisor platform. This article looks at the question “to what extent can a garden—such as the Majorelle—be a major attraction in a cultural tourist destination?”. Methodologically, we adopted a quantitative approach, examining visitors’ sentiments using the VADER tool from 2006 to 2023, and classifying them into three categories: negative, neutral, and positive. Furthermore, by utilizing LDA (latent Dirichlet allocation), we uncover key topics running through visitors’ experiences. Our findings show that positive sentiments prevail, given the culturo-historical and symbolic quality of the garden as a crucible and vector of creativity, with the emergence of sub-corpuses that highlight certain divergences and convergences around the “Majorelle” case. This insight supports sustainability efforts by empowering the managers of the garden studied and industry professionals to develop and implement relevant strategies for managing and marketing the garden tourism attraction experience. In addition, this case study shows how a private urban garden reveals its key role in preserving cultural and botanical heritage, essential for future generations. It shows the garden’s positive impact on sustainable tourism through its ability to attract cultural visitors who appreciate and respect the local environment.
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