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Scripts and data for "Soil amplification and earthquake-induced collapse potential in Istanbul: A physics-guided machine-learning framework with physically interpretable features for Marmara basin effects and structural vulnerability". Lemenkova & Zülfikar, Geohazards & Remediation, 2026.