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Table 1.

Comparison of machine learning model performance.

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Fig 1.

Proportion per local authority level of self-medication products by gender.

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Fig 2.

Proportion per local authority level of self-medication products.

(Top left coughs and colds, top right Hayfever, bottom left pain relief, bottom right sun preps).

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Fig 2 Expand

Fig 3.

Rank comparison of feature importance.

(Note: ‘Decile’ refers to the decile of ranks from XGBoost).

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Fig 3 Expand

Fig 4.

Partial dependency plots.

(Note: top 5 products from each XGBoost model).

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Fig 4 Expand