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This study offers a novel description of the sinonasal microbiome, through an unsupervised machine learning approach combining dimensionality reduction and clustering. We apply our method to the International Sinonasal Microbiome Study (ISMS) dataset of 410 sinus swab samples. We propose three main sinonasal "microbiotypes" or "states" the first is Corynebacterium-dominated, the second is Staphylococcus-dominated, and the third dominated by the other core genera of the sinonasal microbiome (Streptococcus, Haemophilus, Mor

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With regard to the issue of the differences of the sexes, our study focuses on traditional games in Kabylie, taken and defined as part of the field of motor praxiology. A discipline inspired by the work of Pierre Parlebas. We will attempt through a field survey, to identify and interpret the meaning and distribution of the traditional games played by the women of Kabylie. From this perspective, the analysis of the internal logics of the practices are related to the system of interactions between players and their environment. This reveals