Al pi torah no individual has a right to put his life in danger. You need to buy food if not you will die anyway. You must be very careful when you shop not to get or spread the virus. Every person that died got it from someone, Avus Bais Mishna says
ואַף הוּא רָאָה גֻלְגֹּלֶת אַחַת שֶׁצָּפָה עַל פְּנֵי הַמַּיִם. אָמַר לָהּ, עַל דַּאֲטֵפְתְּ, אַטְפוּךְ. וְסוֹף מְטִיפַיִךְ יְטוּפוּן {כב}:
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