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Shiffman et al., 2004) have demonstrated expected associations, for example, between alcohol and smoking and between craving and smoking but have also yielded some surprising findings, notably the lack of an association between smoking and mood during ad lib smoking

UMAP was created with n.neighbors = 10, min.dist = 0.5 and SNN clustering was done using the Louvain algorithm, k.param = 20, and resolution = 0.1

The analysis indicated that among the 3.7 million children aged between 11 and 15 in the UK, an estimated 463 start smoking every day in England, with the equivalent figures for Scotland, Wales and Northern Ireland, 55, 30, and 19, respectively

This makes limiting associated risks even more challenging