High activity is an important manifestation of the stable development of urban social economy. Quantitative research on urban development based on the geographical label perception of urban vitality is a new technical means and way to study urban vitality. In this paper, points of interest and Weibo check-in geographic markers are used to analyze urban vitality indicators and urban vitality distribution patterns. Through the application of different indexes, the ordinary linear regression and spatial autoregressive models between urban vitality and built environment are established to explore the factors that affect urban vitality. Results of the research show that interest points and social media check-in data can better indicate urban vitality. The urban vitality of the Macao Special Administrative Region is mainly affected by the density of land use, buildings, and public transportation.

中文翻译：

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入住数据对澳门半岛城市活力的影响

高活跃度是城市社会经济稳定发展的重要体现。基于城市活力地理标签感知的城市发展定量研究是研究城市活力的一种新的技术手段和途径。本文利用兴趣点和微博签到地理标记分析城市活力指标和城市活力分布格局。通过应用不同指标，建立城市活力与建成环境的普通线性回归和空间自回归模型，探索影响城市活力的因素。研究结果表明，兴趣点和社交媒体签到数据可以更好地反映城市活力。