Vai tiešām Zviedrijā dēļ covid ir mazāka mirstība nekā Austrālijā?
Spoiler: nē, Austrālijā, kurai izdevās izvairīties no milzīgiem covid-19 zaudējumiem, nav "neplānoti" nomiruši vairāk cilvēku nekā Zviedrijā.
Es saprotu, ka dažiem ļoti gribētos noticēt amatieru sastādītiem datiem (ar to domāju extranjero ielikto The Spectator rakstu), tikai tāpēc, ka tie atbalsta politisku pārliecību. Diemžēl, realitāte mēdz būt tieši pretēja naivajai interpretācijai - jāņem vērā arī dažādus trendus un jānormalizē, lai atšķetinātu reālo no šķietamā.
Piemēram, pašā rakstā piesauktais"World Mortality Dataset" parāda, ka virsnormas nāves Zviedrijā kopš pandēmijas sākuma ir 1.5x augstākas nekā Austrālijā. Pavisam skaistas vizualizācijas par visām valstīm piedāvā The Economist (
https://www.economist.com/graphic-detail/coronavirus-excess-deaths-estimates)
:
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)