Panka is from the Hungarian Panka — diminutive of Panna — Hungarian rendition of Anna — from the Hebrew Channah (grace). Panka is one of the Hungarian feminine diminutive names — central to traditional Magyar diminutive naming heritage. The Hungarian -ka/-ke diminutive suffix is one of the Uralic-Altaic linguistic features preserved in modern Hungarian (alongside Erzsi, Bori, Sári, Manyi, Marika).
Panka does not currently appear in the US Social Security Administration's top 1,000 girls' names, so we don't publish a US rank or birth count for it. That says nothing about the name's standing elsewhere in the world — only that it sits outside the ranked US data we rely on.
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In Pythagorean numerology the letters of Panka reduce to 7, The Seeker. This is a traditional interpretive system, not a factual claim about the name.