python_grundlagen_woche_07_lösung.ipynb

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gAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGA0ZW4AAEAASURBVGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYMGDAgAEDBgwYmJ07SJIkSdL0Wk4URCAcaPZzHCxxAwA3mFvgGthhgRNhgTY4R1JOTWcye4a5/+LGqvGKCOguUQ9xkfcZq+VUZxYBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIvF7g7fVHcAICuwX+z//l//6vu0/odAQIfJfAj+/6RX4PAQIECNxewHfK7RO7IAECBP5RwHfBPxL5AQK/JmCYfs3JT91awBjcOq/LESBA4FsFfKd8K7dfRoAAgZUCvgtWZvkNDuWT9xtEdsXfUMBk/4bRXZkAAQKHBHynHIK1LQECBH4zAd8nv1lw1yVAgMAg4PtggLFMgAABAk8J+D55issPEyBA4JYCvgtumdWlCBAg8BIB3ykvYfdLCRAgsErAd8GqHA5DgAABAu8Cvpt8DAgQIEBg1XfBqsP4bBAgQIDAswJe48+K+XkCBAjcT8B3wf2auhEBAgReJeA75VXyfi8BAgTuJ+A75X5N3YgAgV8T+J//23/5v+onvQd/zctP/d4C//Vf/3r7315C8PaS33r0l77964aXOir2ms1V6t3/o19+epXv02Tf/gc0+nbyT/1CnT7F9st/iO8vU33qB32nfIrtkn/ILJ3Nxvesb2p3nXpJ3wW9yx1XzcDhqv9fZv83oTKQwy54B5jQsu+UEOQFtjFLZyPxPeub2l2nlGS/T+I7RaPeNrXKNyV5dh+d+J4VOLt74rugTmgOznZK7L6rkU/e1HRXp+mUT67f7FI3u86TMT/+8cRk8/3YeMtTnbaU+PgcOn3s89WnfL8q+PGf953ysc+dnpqlszX5nvVN7K5RQnHeI/F9UrvrNBsnnvBNKJ7dQ6OL+Ao1hkp8H+AdeVc90OlsDr5nfRO7a5RQnPdIfJ/U7jrNxoknfBOKZ/fQ6KxvanedeknfBb3LvtXMJzizyz6dO51Io7M1+X7gG8DxnfKB76JHgdSLbnPPo2h0ja469Z18F/Qud101B/vLarS/UZ1Qp7OdEt9NGp1txPesb2p3nVKSZ/fRqfdNfBfUzhHf0H+/XOYwvdeVVyONrgxwkbPrdDYU37O+ie8Ujc424nvWN7W7TinJs/vo1Psmvgtq54xvZpf+plbpXuMzoNPZTnzP+ia+UzQ62yj0hZ3a5vBlr7u9OdjfTqPzjXynnDf+6m8wB18V/J4/r9NZ5xO+/+//+v/8H//Tf/sv//uPs0e3OwECXxJ4fOlP//sPn3iL/Hv3p/63x78yl3rz/1x8yv3ZH05UWvSxe/b6x3+e73HiL/+CRKM6hDn4cooPN9DpQ54vP+T7ZcJv2SDRybvqbKpEozqhTn0nvr3LttVEJzMwV+U722x5kmhUdzEHZ4s+QqHehGpDhXjNQaubW0x0MgK5Ht1OiUa1r06d7r9C/9cLvr1ubjUxB2Yg16PbKdGo9tWp0/Wu6lX2rZqDs034nvVN7Z7o5LsgVaPfJ9Godt7VKXErN+o/McHVm2VKXGffLAV7f3Ervl8E/KY/nui06+37TXDf/Gt0OgvO96xvYvdEozqH91WixrxHopNGfGeB/U8SM1C3NAdnWyc6aTQ34jvbbHmSaFR3MQd90ZhvbKP+nL/7Kt5rfAISnbyr5tZ8Z5stTxKN6i7m4GzRRCeN5kZ8Z5stTxKN6i7m4GxRnfieFTi9e+YT/Ai8abyrzrbOlPadMlXiO8m8rydwQi+IRUf5AOy6j/jub5doVLcMjeR+sBedUKez8HzP+qZ2T3TyrkrV6PdJNKqddep9U6uJThqlavT7JBrVzjrx7QWusWoOfp9O3lVz68QcxHxXHWY2++4nCZY6c6zTdwNc5PclOmk0x+Y722x5kmhUdzEHfVG+vcu21UQnM3C+qk5njTO+iV3qniaqq023U9m3luhkAuaufGebLU8Sjeou5mAoGgJ+BIADWwyXvP5yIhPfs5+DRKM6oU46nRU4u7s5OOub2j3RybtqrnHS98f8az0hQKAE/uP9//vMC+ozf+aYeOItUodbdKlH4J/iett0oWPxX7fxDT92r8NsfjPfBmXhkk4LozRHSnRa9BXZ3PC1S3xf6/8rvz3RqH6POfgV7c//TKKTRrM/39lmy5NEo7qLOeiL8u1dtq3qtK1If55HINSbl1WP+74a4PVdMOpmHiQa1UmMQabHtEuik0aTrnfVLLPnSWIG6jbm4GzTRCeN5kZ8Z5tNT3Q6W4PvWd/E7olGdQ7fB4ka8x6JTrsaJW6065N3vxu9+97wUokr7Zql+b3xiid8X6H+3O9MNKrfaA6ec3/2p3V6Vuy5n+f7nNerfjrRybvqbL1EozqhTn0nvr3LttVEJzNwtmqiUZ1Qp74T395l26pOZ4vEfBMbeVmNsfGONGseJBrVZYxBn5Rv77JtNdHJDJytmmhUJ9Sp78S3d9m2qtO2Iv15Ep28q3rbWuU722SefF34Efq2NQeZotMuXy/tr6sm21rnO+gkYGrrwAti0VEGrGsv871GP51+n06B1+Y1sD5xysQc8P0E/BN/JNGofp1OT6B/4kcTnTT6BPwTfyTRqH6dTk+gf+JHE500muH5zjabnui0qUZ/lkSj2tn76gK+YveR3lcTNGZg5I08SDSqg+jU5+Dbu2xbTXQyA3NVvrPNlieJRnUXc3C2qE5X8U2UMk1TbbqTzJ71RKO6jSnom/LtXbatJjqZgQ+qBoAfIeDQNh9c9pqPAol+Xpzv2f46nfVN7Z7oZJbmGnxnmy1PEo3qLuagL/pX3z///Y/+x60SIPBVgT+H7Cv7rHuh3exSj8jf3lBfPOtKfeVjt+7PJj52dSmV+rR8e5dtq4lOZuBs1USjOqFOfSe+vcu21UQnM3C2aqJRnVCnvhPf3mXbaqKTGZir8p1tNj3RaVON/iyPRKT3rd+8sFrgEK+/Jmp1c4uJTkYg16PbKdGo9tWp0838w5l8e9vkamIOzECyyN/3SjSqXXX6u22t8O1dtq3qdLYI37O+qd0TnXwXpGr0+yQa1c67Ot3vVokb7Wr0/qG52aUS19k3S3WiHf/iu6PDP51Cp38S2vE80Wndd8oO2p+n4LsoxnCURKPa2hwMwKHlRCeN5hh8Z5stTxKN6i7m4GxRnfieFbjG7ok58K6aW0d8E5vUEYVqQ+FtWdYtJjoZgTkr39lmy5NEo7qLOThbVCe+ZwWusXtiDryrzrZONKoT6tR34tu75FYzwo/AJ9gM5Kp2O2VKe1d1trXGd5IJ4YReEIlOoaN8AHbdR3yv0U6n/Z0SjeqW3ld9a769y7bVRCczcLZqolGdUKf9nTTa38gszY28q2abTU902lRjPkuik++Ui/iK3YZKsNTG5qDljS0mOmk05+A722x5kmhUdzEHfVG+vcu2VZ22FenPk+jkXdXb1mrGN7FLnUapUvjrv+j+VWTnv090MgFzW76zzZYniUZ1F3MwFA0BP0LAoW2Gy153OZTJHBz+CCQ6mYGzkRKN6oQ69Z349i7bVhOdfqcZ+LEtoPMQIPBvgcQLrXZb9VK74aUegf+Y+G1XpX9/CG/0vyU+eqtmaVkbvsuCNMdJNKptzUGDG1xKdNJoDsJ3ttnyJNGo7mIOzhZNdNJobsR3ttnyJNGo7mIO+qJ8e5dtqzptK9Kf5xEI9eZl1eO+rwZ4fReMupkHiUZ1EmOQ6THtkuik0aTrXTXL7HmSmIG6jTk421QnvmcFrrF7Yg68q+bWfGebLU8Sjeou5uBs0USnfY3udavEbdbN0g0vdcMrnX35PLk73yfBXvTjiU77vlNehHno1yYa1dF06gPx7V22rSY6mYGzVRON6oQ69Z349i7bVnXaVqQ/T6KTd1VvW6t8Z5stTxKN6i7moC8a801sJFIf6X0V70iz5kGiUV3GGPRJ+fYu21YTnczA+ao6nTXme9Y3sXuiUZ3D+ypRY94j0UkjvrPA6Sdf/wQ/Qm8Zc3C29ddL+z75qBDfQScBU1sHXhCLjjJgXXuZ7zX66fT7dAq8Nq+B9YlTJuaA7yfgn/gjiUb163R6Av0TP5ropNEn4J/4I4lG9et0egL9Ez+q0yfQnvgjfJ/AeuGPJjp5V50NmGhUJ9Sp77TKd9Vheq9XrSZozMDZeolGdUKd+k58e5dtqzqdLcL3rG9q90Qn3wWpGv0+iUa1s06nfROlVOor+WdtJpdN64kJqPuYgr4q395l26pOh4uEgB+BF01gi8NYr9s+kYnv2X6JRnVCnfZ30mhulJgDvrNv4kmiUZ3jCp1+JMDsQYDAboHES23dC+1ml3pE/qt+6otnXandw/Hk6RIfu/qVKvXwfHuXbauJTmbgbNVEozqhTn0nvr3LttVEJzNwtmqiUZ1Qp74T395l26pOZ4vwPeub2j3RyXdBqka/zyMR6X3rN6Fa4BCvvyZqdXOLiU5GINej2ynRqPbVqdPN/M3TfHvb5Ko5SGqe2yvRybtq7sN3ttnyJNGo7mIO+qJ8e5dtq4lOZuBs1USjOuGuTve71f1u9P6hSVxq1wfvjlc6+wJ6cvcbfmSeFNj/44lGdctlo70f/skTJjppNKPznW22PEk0qruYg7NFddrvawbONqrdE3Og09lOiUZ1Qp36Tnx7l22riU5mYK4a8U1sUkcUqg2Ft2VZt5joZATmrHxnmy1PEo3qLubgbFGd+J4VuMbuiTnwrjrbOtGoTqhT34lv75JbzQg/Ap9gM5Cr2u2UKe1d1dnWGt9JJoQTekHo9EGnwCO+AcRv2CLRKTSS33Dba/6KRKO6uU59f769y7bVRCczcLZqolGdUCedzgpcY/fEPJmluTXf2WbLk0Sjuos5OFs00UmjudEq38RhbjiUWObP76YnOp2twfesb2r3RCff2XMNvrPNlieJRnUXc3C2aKKTRnOjjG9iF9M0VaI7yexa1+lsD75nfVO7Jzr5zv6gRgD4EQIObfPBZa/5KJDo58X5nu2f6KTR/kZ1Qp36TokZ4NvbJlcTnU7PwI/khe1FgMB9BRIvtNI5/VJ7qsANL/UI/SNub7tKPZX1Cj+c+OitmqVl6HyXBWmOk2hU25qDBje4lOik0RyE72yz5UmiUd3FHJwtqhPfswLX2D0xB95Vc2u+s82WJ4lGdRdzcLboIxDqTaQxUoDXDIy6mQeJRnUSY5DpMe2i0ySTWeebcTy9S6KTd9XZSolGdUKd+k58e5dtq4lOZmCuyne22fIk0ajuYg7OFr1np8Stdn3ybnejxIWWvSBueKWzL58nd+f7JNiLfjzRadfb90WQB39tolEdT6c+Et/eZdtqopMZOF9Vp3PGCds6nTk416h21umsb2r3RCezNNfgO9tseZJoVHcxB33RmG9iI5H6SO+reEeaNQ8SjeoyxqBPyrd32baq07Yi/XkSnbyretta5TvbbHmSaFR3MQdniyY6aTQ34jvbZJ58XfgResuYg0zRaZevl/5jZ516Yb69S+QvOGvr0Acv0Sl0lAHs2st89/dLNKpbmoOzrROdNJob8Z1ttjxJNKq7mIOzRXU665vaPdHJLKVq9PskGtXOOvHtBa6xmpgDM3C2daJRnVCnvtM638SBbhg7wWIO+hlIriY63fDjGyPmG6M8tlGiUR3OHPSJ+PYu21YTnczA2aqJRnVCnfpOOd/ETir1lfx9u5PLtnVTcLYI37O+id0Tjeocvg2GGiHgRwA4sMVwyesvJzLxPfs5SDSqE+q0v5NGc6PEHPCdfRNPEo3qHFOnH4lD2oPA3QU+M4jT0N3d6p/u9xnLbs9VvolLrbpQ/QeQX7/U2/jV0xW19qzA1wv98RuXffSeZTj283yP0UY3TnQyA9Ekf9ss0ag21elvtD8X+PYu21Z12lakP0+ik3dVb1urfGebLU8Sjeou5qAvyrd32baa6GQGzlZ9JCK9H/FNqDZUiNd3QaubW9QpZ3lyp0Qnr6q5EN/ZZsuTRKO6izk4WzTRSaO5Ed/ZZsuTRKO6iznoi/LtXbatJjqZgfNV79cpcaNy3/Ppu9+N3nkTl9qT6Oeg3vBKP++15f/Hd0uJ+RyJRrX7stGeL3zRJ4lOGs3x+c42W54kGtVdzMHZojrxPStwjd0Tc+BddbZ1olGdUKe+E9/eZdtqopMZmKtGfBOb1BGFakPhbVnWLep0Ngnfs76p3ROdfBWkavT7JBrVzjrx7QWusZqYAzNwtnWiUZ1Qp74T394lt5oRfoQ+weYgV7bbKVFbo072jzW+g00CprYOfPgWHWXAuvYy32v0S3QKjOM1sF50ykSjOrpOfUC+vcu2VZ22FenPk+jkXdXbplYTjeosOqWK9PskOmnU29Yq39lmy5NEo7qLOThbNNFJo7nRKt/EYW46lAkaczDPQeJJotFNP74J3shfV/GNpPhwk8QceFfNxHxnmy1PEo3qLubgbNFEJ43mRhnfxC6maapEd5LZta7T2R58z/qmdk908p39QY0A8CMEHNrmg8te81Eg0c+L8z3bP9FJo/2N6oQ69Z0SM8C3t02uTp1+JH+JvQgQ+LfANHT//ol//t988cxGt/NNXKi4Fn1oHqH/0+7bpkvNH8nLPkl89BZ97NZ14Lsuyd8OlGhUm5qDv9FGF3SKcv5tM75/I1m5kOjkXXU2baJRnVCnvhPf3mXbaqKTGZir8p1ttjxJNKq7mIOzRR+BUG8ijZECvGZg1M090ClneWqnRKM6m9dVX4hv77JtNdHJDJytmmhUJ9Sp78S3d9m2muhkBuaqfGebLU8Sjeou5uBs0Xt2Stxq1yfvdjdKXGjZC+KGVzr78nlyd75Pgr3oxxOddr19XwR58NcmGtXxdOoj8e1dtq3qtK1If55EJ++q3rZW+c42W54kGtVdzMHZoolOGs2N+M42W54kGtVdzEFfNOYb26g/5+++ivcan4BEJ++quTXf2WbLk0Sjuos5OFs00UmjuRHf2WbLk0Sjuos5OFtUJ75nBU7vnvkEPwJvGu+qs60zpX2nTJX4TjLv6wmc0Ati0VE+ALvuI7772yUa1S1DI7kf7EUnTHTSaI7Hd7bZ9ESnTTX6syQa1c7eV71vajXRSaNUjX6fRKPaWSe+vcA1VhNzYAbOtk40qhPq1Hda55s40A1jJ1jMQT8DydVEpxt+fGPEfGOUxzZKNKrDmYM+Ed/eZdtqopMZOFs10ahOqFPfKeeb26k/6e+9Svca/ROdvKvm1nxnmy1PEo3qLuZgKBoCfgSAA1sMl7z+ciIT37Ofg0SjOqFOOp0VOLu7OTjrO+3+Y3pgnQCB1wt4MZ5tcEvfxKWW/RXlI/BPcb35y+Sjw5T42NUBl330jpo9sznfZ7Re97OJTmbgfD+dzhrzPeub2D3RqM7hfZWoMe+R6KQR31lg/5PEDNQtzUHfmm/vsm010ckMnK36SER6P+KbUG2oEK/vglY3t6hTzvLkTolOXlVzIb6zzZYniUZ1F3Nwtmiik0ZzI76zzZYniUZ1F3PQF+Xbu2xb1Wlbkf48iU673lWJG5XVnlvd70bvvDe8VOJKez51/fvilat8X6n/a7870ah+kzn4Ne/P/pROn5X7tT/H99ecXv1TiU7eVWcrJhrVCXXqO/HtXbatJjqZgbNVE43qhDr1nfj2LttWdTpbJOab2MjLaoyNd6RZ8yDRqC5jDPqkfHuXbauJTmbgbNVEozqhTn0nvr3LttVEJzNwvqpOZ435nvVN/I0qj9C3rffV2dZmie9ZgWH3xAevtg68IBYdZcC69jLfa/RLdAqM4zWwXnTKRKM6uk59QL69y7ZVnbYV6c+T6ORd1dumVhON6iw6pYr0+yQ6adTb1irf2WbLk0Sjuos5OFtUp9/IV+wxdoLGu2rkjTxINKqD6NTn4Nu7bFtNdDIDc1W+s82WJ4lGdRdzcLaoTlfxTZQyTVNtupPMnvVEo7qNKeib8u1dtq0mOpmBD6oGgB8h4NA2H1z2mo8CiX5enO/Z/jqd9U3tnuhkluYafGeb7smPbtEaAQL3EvBiPNvzdr6JCxX5or9aeUT+lrm60qJLnf1Yv2T3xEdPoTkd39lmy5NEo7qLOThbVCe+ZwWusXtiDryrzrZONKoT6tR34tu7bFtNdDIDc1W+s82WJ4lGdRdzcLboIxTqTag2VIjXHLS6ucVEJyOQ69HtlGhU++rU6Wb+gX++vW1yNTEHZiBZ5O97JRrVrjr93bZW+PYu21Z1OluE71nf1O6JTr4LUjX6fRKNauddne53q8SNdjV6/9Dc7FKJ6+ybpTrRjn/x3dHhn06h0z8J7Xie6LTuO2UH7c9T8F0UYzhKolFtbQ4G4NByopNGcwy+s82WJ4lGdRdzcLZoopNGcyO+s82mJzqdrRHxTWxS1/TCamPjbVnWLSY6GYE5K9/ZZsuTRKO6izk4WzTRSaO5Ed/ZZsuTRKO6izk4W1QnvmcFTu+e+QQ/Am8a76qzrTOlfadMlfhOMu/rCZzQC2LRUT4Au+4jvvvbJRrVLUMjuR/sRSfU6Sw837O+qd0TnbyrUjX6fRKNamedet/UaqKTRqka/T6JRrWzTnx7gWusmoPfp5N31dw6MQcx31WHmc2++0mCpc4c6/TdABf5fYlOGs2x+c42W54kGtVdzEFflG/vsm1Vp21F+vMkOnlX9ba1mvFN7FKnUaoU/vovun8V2fnvE51MwNyW72yz5UmiUd3FHAxFQ8CPAHBgi+GS119OZOJ7/nOg03njr/6GRKM6g3nqS/xOvj96AqsECBD4zwK/04vxP9/8e/7dLX1veKlH4D8mfvOXX0eH6oYfu6Nez27O91mx1/y8Tq9xf/a3Jjr5f9DP6nxnmy1PEo3qLubgbNFEJ43mRnxnmy1PEo3qLuagL8q3d9m2qtO2Iv15HoFQb15WPe77aoDXd8Gom3mQaFQnMQaZHtMuiU4aTbreVbPMnieJGajbmIOzTXXie1bgGrsn5sC7am7Nd7bZ8iTRqO5iDs4WTXTa1+het0rcZt0s3fBSiSvtm6Wz759nduf7jNbrflan19n/6m9ONKrf5X3Vi/PtXbatJjqZgbNVE43qhDr1nfj2LttWE53MwNmqiUZ1Qp36Tnx7l22rOp0tEvNNbORlNcbGO9KseZBoVJcxBn1Svr3LttVEJzNwtmqiUZ1Qp74T395l26pO24r050l08q7qbWuV72yTefJ14Ufo29YcZIpOu3y9tL+ummxrne+gk4CprQMviEVHGbCuvcz3Gv10+n06BV6b18D6xCkTc8D3E/BP/JFEo/p1Oj2B/okfTXTS6BPwT/yRRKP6dTo9gf6JH9XpE2hP/BG+T2C98EcTnbyrzgZMNKoT6tR3WuW76jC916tWEzRm4Gy9RKM6oU59J769y7ZVnc4WSfh6x5xtVLvrdN74q78h0ajOYJ76EjnfxE4q9ZW8qyaXTeuJCaj7mIK+Kt/eZdtqopMZ+KBqAPgRAg5t88Flr/kokOjnxfme7a/TWd/U7olOZmmucQXfH/PxPSFAgEBe4Aovxvytv2/HW/re7FKPyP+ppP6DLX8JdnKyEh+7Op9KfSW+vcu21UQnM3C2aqJRnVCnvhPf3mXbaqKTGThbNdGoTqhT34lv77JtVaezRfie9U3tnujkuyBVo9/nkYj0vvWbUC1wiNdfE7W6ucVEJyOQ69HtlGhU++rU6Wb+5mm+vW1yNTEHZiBZpN9Lp94ltco3JXlun0SjOp33Vd+Ib++ybTXRyQycrZpoVCfc1el+t0rcaFej9w/NzS6VuM6+WaoT7fgX3x0d/ukUOv2T0I7niU7rvlN20P48Bd9FMYajJBrV1uZgAA4tJzppNMfgO9tseZJoVHcxB2eL6sT3rMA1dk/MgXfV3Drim9ikjihUGwpvy7JuMdHJCMxZ+c42W54kGtVdzMHZojrxPStwjd0Tc+BddbZ1olHIZUSOAABAAElEQVSdUKe+E9/eJbeaEX4EPsFmIFe12ylT2ruqs601vpNMCCf0gtDpg06BR3wDiN+wRaJTaCS/4bbX/BWJRnVznfr+fHuXbauJTmbgbNVEozqhTjqdFbjG7ol5Mktza76zzZYniUZ1F3Nwtmiik0Zzo1W+qw4zm333kwRLndkcnC2X6KTR3IjvbLPpiU7naiRs63TeM+ca1c46nfVN7Z7oZJbmGhnfxC51RqW6UnQ7lX1riU4mYO7Kd7bZ8iTRqO5iDoaiIeBHCDi0zXDZ6y6HMpmDwx+BRCczcDZSolGdUKe+02nfH/2vtUqAwJ8C//H+vzz7gnr25//8Xf7nrwmcfjH+2inu+1O39L3hpR6h/3PJ29NvuPt+9k/cLPHR850yl+E722x5kmhUdzEHZ4smOmk0N+I722x5kmhUdzEHZ4vqxPeswDV2T8yBd9Xcmu9ss+VJolHdxRycLfoIhHoTaYwU4DUDo27mQaJRncQYZHpMuyQ6aTTpZv5hD76zb+JJYgbqHDolasx76DTbJJ7wTSie3yPRybtq7sR3ttnyJNGo7mIOzhZNdNrX6F63Stxm3Szd8FI3vNLZl8+Tu/N9EuxFP57otO875UWYh35tolEdTac+EN/eZdtqopMZOFs10ahOqFPfiW/vsm1Vp21F+vMkOnlX9ba1yne22fIk0ajuYg76ojHfxEYi9ZHeV/GONGseJBrVZYxBn5Rv77JtVadtRfrzJDp5V/W2tcp3ttnyJNGo7mIOzhZNdNJobsR3tsk8+brwI/SWMQeZotMuXy/9x8469cJ8e5fIX3DW1qEPXqJT6CgD2LWX+e7vl2hUtzQHZ1snOmk0N+I722x5kmhUdzEHZ4smOml0tlHtrtN546/+hkSjOoN56kvw7V22rSY6mYGzVRON6oQ69Z1W+a46TO/1qtUEjRk4Wy/RqE6oU9+Jb++ybVWns0X4nvVN7Z7o5LsgVaPfJ9GodtbptG+ilEp9Jf+57eSyaT0xAXUfU9BX5du7bFvV6XCREPAj8KIJbHEY63XbJzLxPdsv0ahOqNP+ThrNjf46B3/++x/zH/GEAIHPCvw5YJ/983/+OS+1PyXO/E+dzrj+uestfROXWjbYj8DfOvrmL5P//Ngf+Z+Jj10dbNlH74jVZzbl+xm17/8ziU5m4Gy3RKM6oU59J769y7bVRCczcL6qTmeN+Z71TeyeaFTn8L7qa/DtXbatJjqZgbNVH4lI70d8E6oNFeL1XdDq5hYTnYxArke3U6JR7atTp5v5m6f59rbJVXOQ1Dy3V6KTd9Xch+9ss+VJolHdxRz0Rfn2LttWE53MwNmqiUZ1wl2d7ner+93o/UOTuNSuD94dr3T2BfTk7jf8yDwpsP/HE43qlstGez/8kydMdNJoRuc722x5kmhUdzEHZ4vqxPeswDV2T8yBd9XZ1olGdUKd+k58e5dtq4lOZmCuGvFNbFJHFKoNhbdlWbeo09kkfM/6pnZPdPJVkKrR75NoVDvrxLcXuMZqYg7MwNnWiUZ1Qp36Tnx7l9xqRvgR+ASbgVzVaadEbZ0m3Vv+LV/zZZ95suiDlzhKXd0c9B8Avr3LttVEJzNwtmqiUZ1Qp74T395l22qikxk4WzXRqE6ok05nBa6xe2KezNLcmu9ss+VJolHdxRycLZropNHcaJVv4jA3HEos8+d30xOdztbge9Y3tXuik+/suQbf2WbLk0Sjuos5OFs00UmjuVHGN7GLaZoq0Z1kdq3rdLYH37O+qd0TnXxnf1AjAPwIAYe2+eCy13wUSPTz4nzP9k900mh/ozrh79Tpx9kkdidA4CsCvni+ovd9f1ans9a3801cqMgX/dXKI/Jf/11XWnSpsx/rl+ye+OgpNKfjO9tseZJoVHcxB2eLJjppNDfiO9tseZJoVHcxB2eL6sT3rMA1dk/MgXfV3JrvbLPlSaJR3cUcnC36CIR6E2mMFOA1A6Nu5kGiUZ3EGGR6TLvoNMlk1vlmHE/vkujkXXW2UqJRnVCnvhPf3mXbaqKTGZir8p1ttjxJNKq7mIOzRe/ZKXGrXZ+8290ocaFlL4gbXunsy+fJ3fk+CfaiH0902vX2fRHkwV+baFTH06mPxLd32baq07Yi/XkSnbyretta5TvbbHmSaFR3MQdniyY6aTQ34jvbbHmSaFR3MQd90ZhvYiOR+kjvq3hHmlUPdDqbg+9Z38TuiUZ1Dl8HiRrzHolOGvGdBfY/ScxA3dIcnG2d6KTR3IjvbJN58nXhR+gtYw4yRaddvl76j5116oX59i6R/5Cotg598BKdQkcZwK69zHd/v0SjuqU5ONs60UmjuRHf2WbLk0Sjuos5OFtUp7O+qd0TncxSqka/T6JR7awT317gGquJOTADZ1snGtUJdeo7rfNNHOiGsRMs5qCfgeRqotMNP74xYr4xymMbJRrV4cxBn4hv77JtNdHJDJytmmhUJ9Sp75Tzze3Un/T3XqV7jf6JTt5Vc2u+s82WJ4lGdRdzMBQNAT8CwIEthktefzmRie/Zz0GiUZ1Qp/2drtLox1lKuxMg8GoBXzyvLvBrv1+nX3P67E/d0jdxqWV/tfII/JNcb/4y+bNj8kt/LvGxq1+07KP3S3f/jh/i+x3KX/8diU5m4OsdPtoh0aj216lX5tu7bFvVaVuR/jyJTt5VvW2t8p1ttjxJNKq7mIO+KN/eZdtqopMZOFv1kYj0fsQ3odpQIV7fBa1ublGnnOXJnRKdvKrmQnxnmy1PEo3qLubgbNFEJ43mRnxnmy1PEo3qLuagL8q3d9m2qtO2Iv15Ep12vasSNyqrPbe6343eeW94qcSV9nzq+vfFK1f5vlL/1353olH9JnPwa96f/alEJ41mfb6zzaYnOm2q0Z8l0ah29r7i2wtcYzUxB2bgbOtEozqhTn0nvr3LttVEJzMwV434JjapIwrVhsLbsqxb1OlsEr5nfVO7Jzr5KkjV6PdJNKqddeLbC1xjNTEHZuBs60SjOqFOfSe+vUtuNSP8CH2CzUGubLdTorZGnewfa3wHmwRMbR348C06yoB17WW+1+iX6BQYx2tgveiUiUZ1dJ36gHx7l22rOm0r0p8n0cm7qrdNrSYa1Vl0ShXp90l00qi3rVW+s82WJ4lGdRdzcLaoTr+Rr9hj7ASNd9XIG3mQaFQH0anPwbd32baa6GQG5qp8Z5stTxKN6i7m4GzRRCeN5kY539xO82l/3yd097dPNKpbel/1rfn2LttWE53MwAdVA8CPEHBomw8ue81HgUQ/L873bP9EJ432N6oTnu704yyD3QkQuItA4ounLE6/1O7i/dl7JDppNOvfzjdxoeJa9KF5RP6WubrSokvNH8nLPkl89BSa8/OdbbY8STSqu5iDs0V14ntW4Bq7J+bAu+ps60SjOqFOfSe+vcu21UQnMzBX5TvbbHmSaFR3MQdniz5Cod6EakOFeM1Bq5tbTHQyArke3U6JRrWvTp1u5h/459vbJlcTc2AGkkX+vleiUe2q099ta4Vv77JtNdHJDMxV+c42m57otKlGf5ZEo9p51/sqcSs36j8xwdWbZUpcZ98sBXt/cSu+XwT8pj+e6LTr7ftNcN/4axKN6rg69dH49i7bVnXaVqQ/T6KTd1VvW6t8Z5stTxKN6i7m4GzRRCeN5kZ8Z5stTxKN6i7moC8a841t1J/zd1/Fe41PQKKTd9Xcmu9ss+VJolHdxRycLZropNHciO9ss+VJolHdxRycLaoT37MCp3fPfIIfgTeNd9XZ1pnSvlOmSnwnmff1BE7oBbHoKB+AXfcR3/3tEo3qlqGR3A/2ohPqdBae71nf1O6JTt5VqRr9PolGtbNOvW9qNdFJo1SNfp9Eo9pZJ769wDVWE3NgBs631ums8SrfVYc56/7M7gmW+n3eV8+oP/+ziU4aze58Z5stTxKN6i7moC/Kt3fZtproZAbOVk00qhPq1HfK+eZ26k/6e6/SvUb/RCfvqrk139lmy5NEo7qLORiKhoAfAeDAFsMlr7+cyMT37Ocg0ahOqNO1O/04e3y7EyBA4D8LJL58fPH8Z9P0v0s0qjPp1Je5pe8NL/UI/FNcb6agH4LQ6g0/diGZzDZ8M46nd9HptHBm/0Qnf101t+A722x5kmhUdzEHZ4smOmk0N+I722x5kmhUdzEHfVG+vcu21UQnM3C+6iMQ6k2oMVSA13fBqJt5kGhUJzEGmR7TLolOGk26q/476OZD/uZPEjNQhObg7Acp0UmjuRHf2WbLk0Sjuos56Ivy7V22req0rUh/nkSnXe+qxI3Kas+t7nejd94bXipxpT2fuv598cpVvq/U/7XfnWhUv8kc/Jr3Z39Kp8/K/dqf4/trTq/+qUQn76qzFRON6oQ69Z349i7bVhOdzMDZqolGdUKd+k58e5dtqzqdLRLzTWzkZTXGxjvSrHmQaFSXMQZ9Ur69y7bVRCczcLZqolGdUKe+E9/eZduqTtuK9OdJdPKu6m1rle9sk3nydeFH6NvWHGSKTrt8vbS/rppsa53voJOAqa0DL4hFRxmwrr3M9xr9Ep0C43gNrBeeUqez+HzP+iZ2TzSqc3hfJWrMeyQ6aTT7Jp4kGtU5dErUmPdIdNKI7yyw/0liBuqW5uBsa51+I1+xx9gJGu+qkTfyINGoDqJTn4Nv77JtNdHJDMxV+c42W54kGtVdzMHZojpdxTdRyjRNtelOMnvWE43qNqagb8q3d9m2muhkBj6oGgB+hIBD23xw2Ws+CiT6eXG+Z/vrdNY3tfvU6UfqF9iHwJ0FpgGa7uyLZ5LJrD/bY/qtOk0ymfVEJ43mFrf0vdmlHpF/vK3+gy2TME/C158kPnZ1CpX6Fglftr1tclWnpOaZvRKN6mTmqe/Dt3fZtproZAbOVk00qhPq1Hfi27tsW010MgNzVb6zzZYniUZ1F3NwtugjFOpNqDZUiNcctLq5xUQnI5Dr0e2UaFT76tTpZv7L+fj2tsnVxByYgWSRv++VaFS76vR321rh27tsW9XpbBG+Z31Tuyc6+S5I1ej3STSqnXd1ut+tEjfa1ej9Q3OzSyWus2+W6kQ7/sV3R4d/OoVO/yS043mi07rvlB20P0/Bd1GM4SiJRrW1ORiAQ8uJThrNMfjONlueJBrVXczB2aI68T0rcI3dE3PgXTW3jvgmNqkjCtWGwtuyrFtMdDICc1a+s82WJ4lGdRdzcLaoTnzPClxj98QceFedbZ1oVCfUqe/Et3fJrWaEH4FPsBnIVe12ypT2rupsa43vJBPCCb0gEp1CR/kA7LqP+O5vl2hUtzQHZ1vrxPeswDV2T8yBd9XZ1olGdUKd9nfSaH8jszQ38q6abTY90WlTjfksiU6+Uy7iK3YbKsFSG5uDlje2mOik0ZyD72yz5UmiUd3FHPRF+fYu21Z12lakP0+ik3dVb1urGd/ELnUapUrhr/+i+1eRnf8+0ckEzG35zjZbniQa1V3MwVA0BPwIAYe2GS573eVQJnNw+COQ6GQGno/04/k/4k8QIPBPAokXWv0OL7V/kv7a80Qnjb7W4J/+dKJR/Q6deulb+t7wUo/Af0z8Zgr6IQiuJj563lV9kIRt7cy3902t6pSSPLtPopNZmhvxnW22PEk0qruYg7NFE500mhvxnW22PEk0qruYg74o395l26pO24r053kEQr15WfW476sBXt8Fo27mQaJRncQYZHpMuyQ6aTTpelfNMnueJGagbmMOzjbVie9ZgWvsnpgD76q5Nd/ZZsuTRKO6izk4WzTRaV+je90qcZt1s3TDS93wSmdfPk/uzvdJsBf9eKLTvu+UF2Ee+rWJRnU0nfpAfHuXbauJTmbgbNVEozqhTn0nvr3LtlWdthXpz5Po5F3V29Yq39lmy5NEo7qLOeiLxnwTG4nUR3pfxTvSrHmQaFSXMQZ9Ur69y7bVRCczcL6qTmeN+Z71TeyeaFTn8L5K1Jj3SHTSiO8scPrJ1z/Bj9Bbxhycbf310r5PPirEd9BJwNTWgRfEoqMMWNde5nuNfjr9Pp0Cr81rYH3ilIk54PsJ+Cf+SKJR/TqdnkD/xI8mOmn0Cfgn/kiiUf06nZ5A/8SP6vQJtCf+CN8nsF74o4lO3lVnAyYa1Ql16jut8l11mN7rVasJGjNwtl6iUZ1Qp74T395l26pOZ4vwPeub2j3RyXdBqka/T6JR7azTad9EKZX6Sv5Zm8ll03piAuo+pqCvyrd32baq0+EiIeBH4EUT2OIw1uu2T2Tie7ZfolGd8Hfq9ONsErsTIPAVgcRL7Xd6oX3F+rN/NtGofrdOny3wa38u0Umj2fqWvje71CPyX/VT7yqTME/C158kPnZ1CpX6Fnx7l22riU5m4GzVRKM6oU59J769y7bVRCczcLZqolGdUKe+E9/eZduqTmeL8D3rm9o90cl3QapGv88jEel96zehWuAQr78manVzi4lORiDXo9sp0aj21anTzfzN03x72+SqOUhqntsr0cm7au7Dd7bZ8iTRqO5iDvqifHuXbauJTmbgbNVEozrhrk73u9X9bvT+oUlcatcH745XOvsCenL3G35knhTY/+OJRnXLZaO9H/7JEyY6aTSj851ttjxJNKq7mIOzRROdNJob8Z1tNj3RaVON/iyJRrWz9xXfXuAaq4k5MANz64hvYpM6olBtKLwty7rFRCcjMGflO9tseZJoVHcxB2eL6sT3rMA1dk/MgXfV2daJRnVCnfpOfHuX3GpG+BH4BJuBXNVup0xp76rOttb4TjIhnNALQqcPOgUe8Q0gfsMWiU6hkfyG217zVyQa1c116vvz7V22rSY6mYGzVRON6oQ66XRW4Bq7J+bJLM2t+c42W54kGtVdzMHZoolOGs2NVvkmDnPDocQyf343PdHpbA2+Z31Tuyc6+c6ea/CdbbY8STSqu5iDs0UTnTSaG2V8E7uYpqkS3Ulm13qik3fV3JTvbLPpiU6HawSAH6EXTWibw2Dfv30g0c9D8z3bLtHpKo1+nKW0OwECrxZIvNDqDld5qb3a+7O/P9FJo8/q/9qfSzSq36RT731L3xte6hH6R9zeTEI/CKHVxEfPu2qOwXe22fIk0ajuYg7OFk100mhuxHe22fIk0ajuYg7OFtWJ71mBa+yemAPvqrk139lmy5NEo7qLOThb9BEI9SbSGCnAawZG3cyDRKM6iTHI9Jh20WmSyazzzTie3iXRybvqbKVEozqhTn0nvr3LttVEJzMwV+U722x5kmhUdzEHZ4smOu1rdL9b3e5GiQste0Hc8EpnXz5P7s73SbAX/Xii077vlBdhHvq1iUZ1NJ36QHx7l22riU5m4GzVRKM6oU59J769y7ZVnbYV6c+T6ORd1dvWKt/ZZsuTRKO6iznoi8Z8ExuJ1Ed6X8U70qx5kGhUlzEGfVK+vcu2VZ22FenPk+jkXdXb1irf2WbLk0Sjuos5OFs00UmjuRHf2Sbz5OvCj9Bbxhxkik67fL30Hzvr1Avz7V0if8FZW4c+eIlOoaMMYNde5ru/X6JR3dIcnG2d6KTR3IjvbLPlSaJR3cUcnC2q01nf1O6JTmYpVaPfJ9GodtaJby9wjdXEHJiBs60TjeqEOvWd1vkmDnTD2Fj6z++2VZ3OFuF71jexe6JRneOGr/EE77b/k1fkTnfcJDEHZuDsJyPRqE6oU98p55vYSaW+kr9vd3LZtJ6YgLqPKeir8u1dtq3qdLhICPgReNEEtjiM9brtE5n4nu2XaFQnPN3px1kGuxMgcBeBxEvt9AvtLtafvUeiUf1unT5b4Nf+nE6/5vTZn7qlb+JSywb7Efg/a715W312TH7pzyU+dvWLln30funu3/FDfL9D+eu/I9HJDHy9w0c7JBrV/jr1ynx7l22rOm0r0p8n0cm7qretVb6zzZYniUZ1F3PQF+Xbu2xbTXQyA2erPhKR3o/4JlQbKsTru6DVzS0mOhmBXI9pJ50mmcw634zjyV0Sjep83lcnK/l/q5/V5XvaN7G/d1VCcd6D72yz6Umik+/rs0UTjeqEuzrd71b3u9H7hyZxqV0fvDte6ewL6Mndb/iReVJg/48nGtUtl432fvgnT5jopNGMzne22fIk0ajuYg7OFtWJ71mBa+yemAPvqrOtE43qhDr1nfj2LttWE53MwFw14pvYpI4oVBsKb8uyblGns0n4nvVN7Z7o5KsgVaPfJ9GodtaJby9wjdXEHJiBs60TjeqEOvWd+PYuudWM8CP0CTYHubLdTonaGnWyf6zxHWwSMLV14MO36CgD1rWX+V6jX6JTYByvgfWiUyYa1dF16gPy7V22rSY6mYHzVXU6b/zV35BoVGcwT18t8fGfT3TSaDbmO9tseZJoVHcxB2eLJjppNDda5Zs4zA2HEsv8+d30RKezNfie9U3tnujkO3uuwXe22fIk0ajuYg7OFk100mhulPFN7GKapkp0J5ld6zqd7cH3rG9q90Qn39kf1AgAP0LAoW0+uOw1HwUS/bw437P9E50+avTj7PHtTuD6Av/xfoWPhqi74bM/3+1xx7XEC61c+J79dOh01je1e6KTWZpr3M43caHiWvSheUT+67/rSosuNX8kL/sk8dFTaM7Pd7bZ8iTRqO5iDs4WTXTSaG7Ed7bZ9ESnTTX6syQa1c7eV3x7gWusJubADMyt+c42W54kGtVdzMHZoo9AqDeRxkgBXjMw6mYeJBrVSYxBpse0i06TTGadb8bx9C6JTt5VZyslGtUJdeo78e1dtq0mOpmBuSrf2WbLk0Sjuos5OFv0np0St9r1ybvdjRIXWvaCuOGVzr58ntyd75NgL/rxRKddb98XQR78tYlGdTyd+kh8e5dtqzptK9KfJ9HJu6q3rVW+s82WJ4lGdRdzcLZoopNGcyO+s82WJ4lGdRdz0BeN+cY26s/5u6/ivcYnINHJu2puzXe22fIk0ajuYg7OFk100mhuxHe22fIk0ajuYg7OFk100mhuxHe2yTzJCGd2ydzILr1AolHt7H3Ftxf4YDXx4Qt98BYd5QOw6z7iu79dolHdMjSS+8FedMJEJ43meHxnmy1PEo3qLubgbFGdzvqmdk90MkupGv0+iUa1s058e4FrrCbmwAycbZ1oVCfUqe+0zjdxoBvGTrCYg34GkquJTjf8+MaI+cYoj22UaFSHMwd9Ir69y7bVRCczcLZqolGdUKe+U843t1N/0t97le41+ic6eVfNrfnONlueJBrVXczBUDQE/AgAB7YYLnn95UQmvmc/B12jP9d+nP3Vdifwewr8OWBfub0X46zHd7bZ9ESnTTX6syQa1c7eV7+Rb+JDs+wD8wj81yi+mYJ+CEKriY9dHWXZRy+k8/Vt+H7d8Dt2SHQyA2dLJRrVCXXqO/HtXbat6rStSH+eRCfvqt62VvnONlueJBrVXcxBX5Rv77JtNdHJDJyt+khEej/im1BtqBCv74JWN7eoU87y5E6JTl5VcyG+s82WJ4lGdRdzcLZoopNGcyO+s82WJ4lGdRdz0Bfl27tsW9VpW5H+PIlOu95ViRuV1Z5b3e9G77w3vFTiSns+df374pWrfF+p/2u/O9GofpM5+DXvz/6UTp+V+7U/x/fXnF79U4lO3lVnKyYa1Ql16jvx7V22rSY6mYGzVRON6oQ69Z349i7bVnU6WyTh+/MdE9vo7H2vujve/eUSjeqWvrP71nx7l22riU5m4GzVRKM6oU59J769y7bVRCczcLZqolGdUKe+E9/eJbeaEX6EPsHmIFe22ylRW6NO9o81voNNAqa2Dnz4Fh1lwLr2Mt9r9Et0CozjNbBedMpEozq6Tn1Avr3LtlWdthXpz5Po5F3V26ZWE43qLDqlivT7JDpp1NvWKt/ZZsuTRKO6izk4W1Sn38hX7DF2gsa7auSNPEg0qoPo1Ofg27tsW010MgNzVb6zzZYniUZ1F3NwtqhOV/FNlDJNU226k8ye9USjuo0p6Jvy7V22rSY6mYEPqgaAHyHg0DYfXPaajwKJfl6c7/P9fzz/R/wJAgS+Q8CL8awy37O+qd11Skme3SfRyV/EzY1u55u4UHEt+tA8In/LXF1p0aXmj+RlnyQ+egrN+fnONlueJBrVXczB2aI68T0rcI3dE3PgXXW2daJRnVCnvhPf3mXbaqKTGZir8p1ttjxJNKq7mIOzRR+hUG9CtaFCvOag1c0tJjoZgVyPbqdEo9pXp0438w/88+1tk6uJOTADySJ/3yvRqHbV6e+2tcK3d9m2qtPZInzP+qZ2T3TyXZCq0e+TaFQ77+p0v1slbrSr0fuH5maXSlxn3yzViXb8i++ODv90Cp3+SWjH80Sndd8pO2h/noLvohjDURKNamtzMACHlhOdNJpj8J1ttjxJNKq7mIOzRROdNJob8Z1tNj3R6VyNhG2d7i220bm7XnlnvNeol+jkO3tuzXe22fIk0ajuYg7OFk100mhuxHe22fIk0ajuYg7OFtWJ71mB07tnPsGPwJvGu+ps60xp3ylTJb6TzPt6Aif0glh0lA/ArvuI7/52iUZ1y9BI7gd70Ql1OgvP96xvavdEJ++qVI1+n0Sj2lmn3je1muikUapGv0+iUe2sE99e4Bqr5uD36eRdNbdOzEHMd9VhZrPvfpJgqTPHOn03wEV+X6KTRnNsvrPNlieJRnUXc9AX5du7bFvVaVuR/jyJTt5VvW2tZnwTu9RplCqFv/6L7l9Fdv77RCcTMLflO9tseZJoVHcxB0PREPAjABzYYrjk9ZcTmX433x/Xz+4GBAh8JJB4Mdb+v9vL8SPT//EZ3/9RY+//nuhkBs72TTSqE+rUd7ql7w0v9Qj8x8RvpqAfgtDqDT92IZnMNnwzjqd30em0cGb/RCd/XTW34DvbbHmSaFR3MQdniyY6aTQ34jvbbHmSaFR3MQd9Ub69y7ZVnbYV6c/zCIR687Lqcd9XA7y+C0bdzINEozqJMcj0mHZJdNJo0vWummX2PEnMQN3GHJxtqhPfswLX2D0xB95Vc2u+s82WJ4lGdRdzcLZootO+Rve6VeI262bphpdKXGnfLJ19/zyzO99ntF73szq9zv5Xf3OiUf0u76tenG/vsm010ckMnK2aaFQn1KnvxLd32baa6GQGzlZNNKoT6tR34tu7bFvV6WyRmG9iIy+rMTbekWbNg0Sjuowx6JPy7V22rSY6mYGzVRON6oQ69Z349i7bVnXaVqQ/T6KTd1VvW6t8Z5vMk68LP0LftuYgU3Ta5eul/XXVZFvrfAedBExtHXhBLDrKgHXtZb7X6KfT79Mp8Nq8BtYnTpmYA76fgH/ijyQa1a/T6Qn0T/xoopNGn4B/4o8kGtWv0+kJ9E/8qE6fQHvij/B9AuuFP5ro5F11NmCiUZ1Qp77TKt9Vh+m9XrWaoDEDZ+slGtUJdeo78e1dtq0mOpmBuSrf2WbTE5021ejPkmhUO3tfnfZNlFKpr+TvL5lcNq0nJqDuYwr6qnx7l22riU5m4IOqAeBHCDi0zQeXveajQKKfF7+K749rZnJqAgS+WyDxcrzKi/G7bev38X2F+nO/M9GofqM5eM792Z9OdNJoVr+l780u9Yh8o9S7yiTMk/D1J4mPXZ1Cpb4F395l22qikxk4WzXRqE6oU9+Jb++ybTXRyQycrZpoVCfUqe/Et3fZtqrT2SJ8z/qmdk908l2QqtHv80hEet/6TagWOMTrr4la3dxiopMRyPXodko0qn116nQz//dwvr1tcjUxB2YgWaTfS6feJbXKNyV5bp9Eozqd91XfiG/vsm010ckMnK2aaFQn3NXpfrdK3GhXo/cPzc0ulbjOvlmqE+34F98dHf7pFDr9k9CO54lO675TdtD+PAXfRTGGoyQa1dbmYAAOLSc6aTTH4DvbbHmSaFR3MQdni+rE96zANXZPzIF31dw64pvYpI4oVBsKb8uybjHRyQjMWfnONlueJBrVXczB2aI68T0rcI3dE3PgXXW2daJRnVCnvhPf3iW3mhF+BD7BZiBXtdspU9q7qrOtNb6TTAgn9ILQ6YNOgUd8A4jfsEWiU2gkv+G21/wViUZ1c536/nx7l22riU5m4GzVRKM6oU77O2l0tlHtnpgnneZOfGebLU8Sjeou5uBs0UQnjeZGq3xXHWY2++4nCZY6szk4Wy7RSaO5Ed/ZZsuTRKO6iznoi/LtXbat6rStSH+eRCfvqt62VjO+iV3qNEqVwl//RfevIjv/faKTCZjb8p1ttjxJNKq7mIOhaAj4EQIObTNc9rrLoUzH5+DHdYmdnACBqwlc5cV4Ndc/z8v3T4nd/zPRyV98nW2caFQn1KnvdEvfG17qEfmPiWsOTEI/CZnVxEdPobkF39lmy5NEo7qLOThbNNFJo7kR39lmy5NEo7qLOThbNNFJo7kR39lm0xOdztbge9Y3sXuiUZ3D90GixrzHIxDqTaQROMBrBkbdzINEozqJMcj0mHZJdNJo0k39Te7z/p58XSAxA3UKc/D1Fh/toNNHOl9/xvfrht+xQ6KTd9Vciu9ss+VJolHdxRycLZrotK/RvW6VuM26WbrhpW54pbMvnyd35/sk2It+PNFp33fKizAP/dpEozqaTn0gvr3LttVEJzNwtmqiUZ1Qp74T395l26pO24r050l08q7qbWuV72yz5UmiUd3FHPRFY76JjUTqI72v4h1p1jxINKrLGIM+Kd/eZduqTtuK9OdJdPKu6m1rle9ss+VJolHdxRycLZropNHciO9sk3nydeFH6C1jDjJFp12+Xtr3yWRb63wHnQRMbR16QSSOEzrKAHbtZb77+yUa1S3NwdnWiU4azY34zjZbniQa1V3MwdmiiU4a7W9kls42qt0Ts6TT3InvbLPpSaKT75SzRRON6oQ69Z1W+a46TO/1qtUEjRk4Wy/RqE6oU9+Jb++ybVWns0X4nvVN7Z7o5LsgVaPfJ9GodtbptG+ilEp9pcx/Jkh30s2sJyagTqJT34Nv77JtVafDRULAj8CLJrDFYazXbZ/I9JHvj9ddzW8mcB2BZwfxo6G7zq33nvTZHt1NNOpU/ljjO9tseZJoVHcxB2eLJjppNDe6pe8NL/UI/G2Jb95W8yAEniQ+dnUM76s+Bt/eZdtqopMZOFs10ahOqFPfiW/vsm010ckMnK2aaFQn1KnvxLd32baq09kifM/6pnZPdPJdkKrR7/NIRHrf+k2oFjjE66+JWt3cYqKTEcj16HZKNKp9dep0M3/zNN/eNrlqDpKa5/ZKdPKumvvwnW22PEk0qruYg74o395l22qikxk4WzXRqE64q9P9bnW/G71/aBKX2vXBu+OVzr6Antz9hh+ZJwX2/3iiUd1y2Wjvh3/yhIlOGs3ofGebLU8Sjeou5uBsUZ34nhW4xu6JOfCuOts60ahOqFPfiW/vsm010ckMzFUjvolN6ohCtaHwtizrFhOdjMCcle9ss+mJTptq9GdJNKqdva/49gLXWE3MgRk42zrRqE6oU9+Jb++SW80IPwKfYDOQq9rtlCntXdXZ1hrfSSaEE3pB6PRBp8AjvgHEb9gi0Sk0kt9w22v+ikSjurlOfX++vcu21UQnM3C2aqJRnVAnnc4KXGP3xDyZpbk139lmy5NEo7qLOThbNNFJo7nRKt/EYW44lFjmz++mJzqdrcH3rG9q90Qn39lzDb6zzZYniUZ1F3Nwtmiik0Zzo4xvYhfTNFWiO8nsWtfpbA++Z31Tuyc6+c7+oEYA+BECDm3zwWWv+eijRD+ueSWnJrBb4KOh+9WTe6H9qtTnfi7RqH6zTr0/395l22qikxk4WzXRqE6oU9/plr43vNQj9I+4vZmEfhBCq4mPnnfVHIPvbLPlSaJR3cUcnC2a6KTR3IjvbLPlSaJR3cUcnC2qE9+zAtfYPTEH3lVza76zzZYniUZ1F3NwtugjEOpNpDFSgNcMjLqZB4lGdRJjkOkx7aLTJJNZ55txPL1LopN31dlKiUZ1Qp36Tnx7l22riU5mYK7Kd7bZ8iTRqO5iDs4WvWenxK12ffJud6PEhZa9IG54pbMvnyd35/sk2It+PNFp19v3RZAHf22iUR1Ppz4S395l22qikxk4X1Wns8Z8z/omdk80qnN4XyVqzHskOmnEdxbY/yQxA3VLc9C3jvkmNhKpj/S+inekWfMg0aguYwz6pHx7l22rOm0r0p8n0cm7qretVb6zzZYniUZ1F3Nwtmiik0ZzI76zTebJ14UfobeMOcgUnXb5euk/dtapF+bbu0T+grO2Dn3wEp1CRxnArr3Md3+/RKO6pTk42zrRSaO5Ed/ZZsuTRKO6izk4W1Sns76p3ROdzFKqRr9PolHtrBPfXuAaq4k5MANnWyca1Ql16jut800c6IaxEyzmoJ+B5Gqi0w0/vjFivjHKYxslGtXhzEGfiG/vsm010ckMnK2aaFQn1KnvlPPN7dSf9PdepXuN/olO3lVza76zzZYniUZ1F3MwFA0BPwLAgS2GS+5c/rHzWE5FgEDoveiL5/BHKdHpd/vieSYJ32e0XvOziUZ1cnNwtp9OfJ8WSHxolg32I/BPcr15Wz39UXrmDyQ+dvX7ln30niE4+rN8j/LGNk90MgOxHO1GiUa1sU4tb+Db+o99+fa+qVVzkJI8u0+ik1maG/GdbbY8STSqu5iDvijf3mXbaqKTGThb9ZGI9H7EN6HaUCFe3wWtbm5Rp5zlyZ0Snbyq5kJ8Z5stTxKN6i7m4GzRRCeN5kZ8Z5stTxKN6i7moC/Kt3fZtproZAbOV71fp8SNyn3Pp+9+N3rnTVxqT6Kfg3rDK/2815b/H98tJeZzJBrV7stGe77wRZ8kOmk0x+c722x5kmhUdzEHZ4vqxPeswDV2T8yBd9XZ1olGdUKd+k58e5dtq4lOZmCuGvFNbFJHFKoNhbdlWbeo09kkfM/6pnZPdPJVkKrR75NoVDvrxLcXuMZqYg7MwNnWiUZ1Qp36Tnx7l9xqRvgR+gSbg1zZbqdEbY062T/W+A42CZjaOvDhW3SUAevay3yv0S/RKTCO18B60SkTjeroOvUB+fYu21Z12lakP0+ik3dVb5taTTSqs+iUKtLvk+ikUW9bq3xnmy1PEo3qLubgbFGdfiNfscfYCRrvqpE38iDRqA6iU5+Db++ybTXRyQzMVfnONlueJBrVXczB2aKJThrNjXK+uZ3m0/6+T+jub59oVLf0vupb8+1dtq0mOpmBD6oGgB8h4NA2H1w28+hHZhu7ECCwVSDwXvQXX4fjJhrVEa/yxXOY82/b8/0bycoFnVZm+duhEp28q/7G+t8XbuebuFDpLPrQPCJ/y1xdadGl/vsn8D7/S+Kjp9D8eeA722x5kmhUdzEHZ4vqxPeswDV2T8yBd9XZ1olGdUKd+k58e5dtq4lOZmCuyne22fIk0ajuYg7OFn2EQr0J1YYK8ZqDVje3mOhkBHI9up0SjWpfnTrdzD/wz7e3Ta4m5sAMJIv8fa9Eo9pVp7/b1grf3mXbaqKTGZir8p1ttjxJNKq7mIOzRe/ZKXGrXZ+8290ocaFlL4gbXunsy+fJ3fk+CfaiH0902vX2fRHkwV+baFTH06mPxLd32baq07Yi/XkSnbyretta5TvbbHmSaFR3MQdniyY6aTQ34jvbbHmSaFR3MQd90ZhvbKP+nL/7Kt5rfAISnbyr5tZ8Z5stTxKN6i7m4GzRRCeN5kZ8Z5stTxKN6i7m4GxRnfieFTi9e+YT/Ai8abyrzrbOlPadMlXiO8m8rydwQi+IRUf5AOy6j/jub5doVLcMjeR+sBedUKez8HzP+qZ2T3TyrkrV6PdJNKqddep9U6uJThqlavT7JBrVzjrx7QWusZqYAzNwvrVOZ41X+a46zFn3Z3ZPsNTv8756Rv35n0100mh25zvbbHmSaFR3MQd9Ub69y7bVRCczcLZqolGdUKe+U843t1N/0t97le41+ic6eVfNrfnONlueJBrVXczBUDQE/AgAB7YYLvnv5R///l/9bwQIEOgFQu9FXzw9b2xVpxhluxHflmXdYqLTd/wF2Dq4bzxQolEdV6c+2i19b3ipR+Cf4nozBf0QhFZv+LELyWS24ZtxPL2LTqeFM/snOvnrqrkF39lmy5NEo7qLOThbNNFJo7kR39lmy5NEo7qLOeiL8u1dtq0mOpmB81UfgVBvQo2hAry+C0bdzINEozqJMcj0mHZJdNJo0l3130E3H/I3f5KYgSI0B2c/SIlOGs2N+M42W54kGtVdzEFflG/vsm1Vp21F+vMkOu16VyVuVFZ7bnW/G73z3vBSiSvt+dT174tXrvJ9pf6v/e5Eo/pN5uDXvD/7Uzp9Vu7X/hzfX3N69U8lOnlXna2YaFQn1KnvxLd32baa6GQGzlZNNKoT6tR34tu7bFvV6WyRmG9iIy+r/5+9N1qOLF3O6xokREqUbJO+UdihK/vW7/849pWuLMsRFk1Lh+QpV3ZzYiZmvkRjF1aicm+sjjjkTP6FrMy19vcX2AfdbGWLt0Wz5oBwVMsYg6xUvpnLtirhyQzMWiUc1YR6yp7km7lsq+ppm5E8D+HJuyqzrap8ezbMyccJ36BPW3PAGO26fNy031d1bKsu34YOAaZaAxfEolEaWOcuy/cc/ghPQBzPAeuJU+ppFr58Z/kS3QlHNYf3FWGj70F40lHPlzghHNUceiJs9D0ITzqSb09g/wmRgdrSHMy61tMX4qvsVjaBxruqxYscEI5qED1lHfLNXLZVCU9moLcq357NlhPCUe1iDmaN6uksfAlTpqmzLd2OzJ464ai2MQXZqXwzl21VwpMZeMMqAPgGAX6rzesbK3gkAQncCfz5/p+3QpQgHX196nHFGnAvfsci39mng/Cko96RfHs2W04IR7WLOZg1SnjSUe/oknwvttQN+eNtdVeZhD4JHz+52GP3cSBwB/nCQIfa6WkILNiWcFTj+ImSpcg3c9lWJTyZgVmrhKOaUE/Zk3wzl21VwpMZ6K3Kt2ez5YRwVLuYg1mjN0jUi6KiKAivOYh0uSLhyQhwPlInwlH11VOiy/zlfPLNbMkqkQMzQBr5Yy/CUXXV0x/ZVkW+mcu2qp5mjch3li/VnfDkZwFlI/chHFXnXZ6utxWx0S5H94fmYksR6+zLUk2045d8d3j42RR6+hmhHeeEp3WfKTvQfp9CvotkNKMQjqq1OWgAQ2XCk456GfLt2Ww5IRzVLuZg1qie5DtL4BzdiRx4V/WuEb5EkxpRUVGUeCOWdUXCkxHotcq3Z7PlhHBUu5iDWaOEJx31juTbs9l0oqdNNvIshKPq7H0l30xguso8wTfgCTYDs64Z095VnSX5dmTudQIOdEEsGuUNYOc9ku9+d4Sj2hKK5H5gT5pQT7Pg5TvLl+pOePKuomzkPoSj6qynzJeqEp50RNnIfQhH1VlP8s0EzlE1B1/Hk3dV75rIAcZ31TA9s88+IbDUzJinzwZwkvcjPOmoly3fns2WE8JR7WIOslH5Zi7bqnraZiTPQ3jyrspsq8rwJbrUNJoqCr//Jd3fE9n574QnE9C7lW/PZssJ4ah2MQeNUQjwLQD+pfVr89aWJSCBDxD4JWAfaOHF+AY8+b4BZ8kR4ahWCZ9fSzZ87hjyfS7/97474ckMvJf2Y68jHNU76ynzvyTfCy51A36b+MUU5BBA1Qs+dhAZpo18GY7TXfQ0TZjpT3jy+6rehXx7NltOCEe1izmYNUp40lHvSL49my0nhKPaxRxko/LNXLZV9bTNSJ7nBoh68bLKcO9VAK+fBS1d5oBwVJMYA8ZH14XwpKOOrndVT2bPCZGB2sYczDrVk3xnCZyjO5ED76retXx7NltOCEe1izmYNUp42ufoWlsR26zL0gWXuuBKs5fPwe7yPQjsSS8nPO37THkSzKG3JRzVaHrKguSbuWyrEp7MwKxVwlFNqKfsSb6Zy7Yq4ckMzFvV0yxj+c7yJboTjmoO76tsA+NLNFJSlnSvirdFs+aAcFTLGIOsVL6Zy7Yq4ckMzFolHNWEesqe5Ju5bKvqaZuRPA/hybsqs62qfHs2zMnHCd+gT1tzwBjtunzctN9XdWyrLt+GDgGmWgMXxKJRGljnLsv3HP709HU8AdfmOWA9MCWRA/k+AP7AlxCO6u30dAD6Ay8lPOnoAfAHvoRwVG+npwPQH3ipnh6AduBL5HsA1hNfSnjyrpoVSDiqCfWUPa3iu2qYzOtZVQKNGZi1RziqCfWUPck3c9lW1dOsEfnO8qW6E578LKBs5D6Eo+qsp2m+hCktZUv+fEnHZVOdSEDtYwqyVflmLtuqhCcz8IbVBPhfaq9vfJlHEpDAEwmk3D4yjpdjpibfzGVblfBkBnqr8u3ZbDkhHNUu5mDWKOFJR72jS/K92FI35I+31V1lEvokfPyEeOxqCi1lF/LNXLZVCU9mYNYq4agm1FP2JN/MZVuV8GQGZq0SjmpCPWVP8s1ctlX1NGtEvrN8qe6EJz8LKBu5z42QdG/9oqgIGMLr90SRLlckPBkBzkfqRDiqvnpKdJkfnpZvZktWzQFJc64X4cm7qvcj357NlhPCUe1iDrJR+WYu26qEJzMwa5VwVBPu8nS9rYiNdjm6PzQXXOqCK81eQAe7y/cgsCe8nHBUY6+7r57AcvItCU866g3Jt2ez5YRwVLuYg1mjhCcd9Y7k27PZckI4ql3MwaxRPcl3lsA5uhM58K7qXSN8iSY1oqKiKPFGLOuKhCcj0GuVb89mywnhqHYxB7NG9STfWQLn6E7kwLtq1jXhqCbUU/Yk38yFqzKEb8ATbAY4q6kTY9q7KrGtmnw7MhAc6ILQ0xuegCP5AhA/oQXhCYrkJ2x7zrcgHNXmesr+5Zu5bKsSnszArFXCUU2oJz3NEjhHdyJPZql3Ld+ezZYTwlHtYg5mjRKedNQ7WsWXGOaCoRRL//xuOtHTrA2Cr58Fs46qu55mGct3li/RnXBUc3hfETb6HoQnHU3zJSzVjJpKpqSbqOyrEZ5MQO9Vvj2bLSeEo9rlq+XgdYtA55CABGYIEJfjV7sYj5iQ7xFaz3kt4agmNwfZn3wzl21VwpMZmLVKOKoJ9ZQ9XZLvBZe6If+VYeXAJOQkMFXi0dNQ70K+PZstJ4Sj2sUczBolPOmodyTfns2WE8JR7WIOZo3qSb6zBM7RnciBd1XvWr49my0nhKPaxRzMGr0Bol6U1EoC8JqBli5zQDiqSYwB46PrQnjSUUfXP/DUk9l1Yg52+UjTEI6qr/dVosvcVfLNbMkqkQMz0BuRb89mywnhqHYxB7NGCU/7HF1rK2KbdVm64FIXXGn28jnYXb4HgT3p5YSnfZ8pT4I59LaEoxpNT1mQfDOXbVXCkxmYtUo4qgn1lD3JN3PZVtXTNiN5HsKTd1VmW1X59my2nBCOahdzkI1ifIlGSsqS7lXxtmjWHBCOahljkJXKN3PZVtXTNiN5HsKTd1VmW1X59my2nBCOahdzMGuU8KSj3pF8ezbMyccJ36BbxhwwRrsuHzf9o7OeMmH5Zi7IN5zVGnrwCE/QKA2wc5flu98f4ai2NAezrglPOuodybdns+WEcFS7mINZo3qa5Ut1JzyZJcpG7kM4qs56km8mcI4qkQMzMOuacFQT6il7WseXGOiCssWSn99tVT3NGSHY1nQXvB7moD/QWU8PQDvwJfI9AOuJLyU8eVfNCiQc1YR6yp44vkQnLWVL/txux2VTnUhA7WMKslX5Zi7bql/N0+s2Ac4jAQnsI/DVLsbPNiDfzyb+2PsRnvwmuWcv357NlhPCUe1iDmaN6km+hwkQD82yYN+AP8n14m11+FE68gXEY1fvt+zRO4Jg9LXyHcWLNSc8mQFMR2xEOKrGeop4gU/rH33lm/lSVXNAkZztQ3gyS70j+fZstpwQjmoXc5CNyjdz2VYlPJmBWas3QtJ9xBdFRVEQXj8LIl2uSHgyApyP1IlwVH31lOgyPzwt38yWrJoDkuZcL8KTd1XvR749my0nhKPaxRxko/LNXLZVCU9mYNYq4agm3OXpeltdb6P7Q0MstevBu+JKsxfQwe4XfGQOEtj/csJRbbks2vvBH5yQ8KSjHrp8ezZbTghHtYs5mDWqJ/nOEjhHdyIH3lWzrglHNaGesif5Zi7bqoQnM9BbRfgSTWpERUVR4o1Y1hX1NKtEvrN8qe6EJz8KKBu5D+GoOutJvpnAOapEDszArGvCUU2op+xJvpkLV2UI36An2BxwZlMnwraOEtkfNfk2bBaBIUapLc1Bdi3fzGVblfBkBmatEo5qQj1lT/LNXLZVCU9mYN6qnuYZf/QdCEc1g3n6qIm3v57wpKOesXx7NltOCEe1izmYNUp40lHvaBVfYpgLhlIs/fO76URPszbkO8uX6k548jO7tyHfns2WE8JR7WIOZo0SnnTUO2L4El1MU2dJuh2ZXXU9zfqQ7yxfqjvh6TM+s1+phe0jAQlI4GcEznIx/myPrefy3Wrm17kIR9XtM75B+HXq8/yTfM/hSk9fx5N3Ve+ayMEqvsRChWvRUjfkr/+ulRYt1T+Spz0hHj0N9frl27PZckI4ql3MwaxRwpOOekfy7dlsOtHTJht5FsJRdfa+km8mcI4qkQMz0LuWb89mywnhqHYxB7NGb4CoFyW1kgC8ZqClyxwQjmoSY8D46LroqSPD1OXLcJzuQnjyrpq1RDiqCfWUPck3c9lWJTyZgd6qfHs2W04IR7WLOZg1ek1PxFa7nrzLbUQstOyCuOBKs5fPwe7yPQjsSS8nPO26fZ8EcvBtCUc1np6yJPlmLtuqetpmJM9DePKuymyrKt+ezZYTwlHtYg5mjRKedNQ7km/PZssJ4ah2MQfZKMYXa5Tn/OpV8Z7jCSA8eVf1ruXbs9lyQjiqXczBrFHCk456R/Lt2Ww5IRzVLuZg1ijhSUe9I/n2bJgThjDThdnILpkA4ag6e1/JNxNoqssePGIcM9C4vpfl27PZckI4ql3MwaxRwpOOekfy7dlsOSEc1S7mYNaonmb5Ut0JT2aJspH7EI6qs57kmwmco0rkwAzMuiYc1YR6yp7W8SUGuqBsAos5yBkgq4SnCz6+GGL5YijHGhGOajhzkBXJN3PZViU8mYFZq4SjmlBP2RPHl+uUJ/3aVemewz/hybuqdy3fns2WE8JR7fJWDl63LOscEthM4EgY3wrc5h3PMtsRF2/tpKdMR76Zy7Yq4ckM9Fbl27PZdKKnTTbyLISj6ux99YX4Eg/NsgfmBvzRnhdTkEMAVYnHrkZZ9uhBdD7eRr4fZ/gZHQhPZmDWFOGoJtRT9iTfzGVbVU/bjOR5CE/eVZltVeXbs9lyQjiqXcxBNirfzGVblfBkBmat3ghJ9xFfFBVFQXj9LIh0uaKeOJaTnQhPXlW9Ifn2bLacEI5qF3Mwa5TwpKPekXx7NltOCEe1iznIRuWbuWyr6mmbkTwP4WnXXUVsVKz2bHW9je54L7gUsdKepy7fF8+syveZ9N/33oSjeidz8D7ej75KT4+Se9/Xyfd9nJ79KsKTd9WsRcJRTain7Em+mcu2KuHJDMxaJRzVhHrKnuSbuWyrEp7MQG8V44s16mf9yifi3W+fcFRbel9l1/LNXLZVCU9mYNYq4agm1FP2JN/MZVuV8GQGZq0SjmpCPWVP8s1cuCpD+AY9weaAM5s6EbZ1lMj+qMm3YUOAqdbAw7dolAbWucvyPYc/whMQx3PAetKUhKMaXU9ZoHwzl21VPW0zkuchPHlXZbZUlXBUs+iJMpL7EJ50lNlWVb49my0nhKPaxRzMGtXTF+Kr7FY2gca7qsWLHBCOahA9ZR3yzVy2VQlPZqC3Kt+ezZYTwlHtYg5mjerpLHwJU6apsy3djsyeOuGotjEF2al8M5dt1bc8vW4b1nkkcHYCbwXuyG5+8Byhdfy1X4YJyQAAQABJREFUhCcd9dzl27PZckI4ql3MQTYq38xlW1VP24zkeQhP3lWZbVUvx5dYqMAsemhuiKVaadFSxfhiv4hHT0P9QyHfns2WE8JR7WIOZo3qSb6zBM7RnciBd9Wsa8JRTain7Em+mcu2KuHJDPRW5duz2XJCOKpdzMGs0Rsk6kVRURSE1xxEulyR8GQEOB+pE+Go+uop0WX+Oyb5ZrZklciBGSCN/LEX4ai66umPbKsi38xlW1VPs0bkO8uX6k548rOAspH7EI6q8y5P19uK2GiXo/tDc7GliHX2Zakm2vFLvjs8/GwKwtO6u+pnS5/wXE+z0uQ7y5foTjiqObyvCBt9D8KTjuTbE9h/QmSgtjQHs64JTzrqHcm3Z7PlhHBUu5iDbBTjizXKc371qnjP8QQQnryretfy7dlsOSEc1S7mYNYo4UlHvSP59my2nBCOahdzMGtUT/KdJTDdnXmCb8BN410165ox7WdKZ0m+HZl7nYADXRCLRnkD2HmP5LvfHeGotoQiuR/YkybU0yx4+c7ypboTnryrKBu5D+GoOusp86WqhCcdUTZyH8JRddaTfDOBc1TNwdfx5F3VuyZygPFdNUzP7LNPCCw1M+bpswGc5P0ITzrqZcu3Z7PlhHBUu5iDbFS+mcu2KuHJDMxb1dMsY4Yv0aX2NFHJtnQTlX01wpMJ6L3Kt2czffI6/Qb2l4AEHiPgxfgYt8/8KsJRzes3CNmafDOXbVU9zRqR7yxfqjvhyc8CykbuQziqznr6Qnwv+NDcgD/F9WIKcgig6gUfO4gM00a+DMfpLnqaJsz0Jzz5fVXvQr49my0nhKPaxRzMGiU86ah3JN+ezZYTwlHtYg6yUflmLtuqetpmJM9zA0S9eFlluPcqgNfPgpYuc0A4qkmMAeOj60J40lFH17uqJ7PnhMhAbWMOZp0SnnTUO5Jvz2bTiZ5mbch3li/RnXBUc/h5QNjoexCe9jm61lbENuuydMGliJX2Zam/Oz77RL6fTfz4+xGO6l3NwXH2R75CT0doHX+tfI8ze8ZXEJ68q2bNEY5qQj1lT/LNXLZVCU9mYNYq4agm1FP2JN/MZVtVT7NGML5EIy+rVrZ4WzRrDghHtYwxyErlm7lsqxKezMCsVcJRTain7Em+mcu2qp62GcnzEJ68qzLbqsq3Z8OcfJzwDfq0NQeM0a7Lx037fVXHturybegQYKo1cEEsGqWBde6yfM/hT09fxxNwbZ4D1gNTEjmQ7wPgD3wJ4ajeTk8HoD/wUsKTjh4Af+BLCEf1dno6AP2BlxKedNSDl2/PZtOJnjbZyLMQjqqz99UJ+Co7S7pXCTRmoMWLHBCOahA9ZR3yzVy2VQlPZqC3Kt+ezZYTwlHtYg5mjerpLHwJU6apsy3djsyeOuGotjEF2al8M5efVV9/9gLPJSCB8xLwYjyHOz3NepLvLF+qO+HJb5J7G/Lt2Ww5IRzVLuZg1ijhSUe9o0vyvdhSN+THG+quMgl9Ej5+Qjx2NYWWsgv5Zi7bqoQnMzBrlXBUE+ope5Jv5rKtSngyA7NWCUc1oZ6yJ/lmLtuqhCcz0FuVb89m04meNtnIs9wISffWL15YETCE1++JIl2uSHgyApyP1IlwVH31lOgyfzhTvpktWSVyYAZII3/sRTiqrnr6I9uqyDdz2VbV06wR+c7ypboTnvwsoGzkPoSj6rzL0/W2Ijba5ej+0FxsKWKdfVmqiXb8ku8ODz+bQk8/I7TjnPC07jNlB9rvU8h3kYxmFMJRtTYHDWCoTHjSUS9Dvj2bLSeEo9rFHMwa1ZN8ZwmcozuRA++q3jXCl2hSIyoqihJvxLKuSHgyAr1W+fZstpwQjmoXczBrVE/ynSVwju5EDryrZl0TjmpCPWVP8s1cuCpD+AY8wWaAs5o6Maa9qxLbqsm3IwPBgS4IwhM0yhvAznsk33O409N+T4Sj2tL7KruWb+ayrUp4MgOzVglHNaGe9nvS0X5HZql35F3Vs9l0oqdNNvpZCE9+ppyEr7KjKAJLNTYHES9WJDzpqNch357NlhPCUe1iDrJR+WYu26p62mYkz0N48q7KbKvK8CW61DSaKgq//yXd3xPZ+e+EJxPQu/1qfF97FJ5IQAIS+EGAuBirkx8+s08U4UlHvSP59my2nBCOahdzkI3KN3PZViU8mYFZq4SjmlBP2dMl+V5wqRvw28QvpiCHAKwSj553VS9Evj2bLSeEo9rFHMwaJTzpqHck357NlhPCUe1iDmaNEp501DuSb89mywnhqHYxB9mofDOXbVU9bTOS57kBol68rDLcexXA62dBS5c5IBzVJMaA8dF1ITzpqKPrXdWT2XNCZKC2MQezTvUk31kC5+hO5MC7qnct357NlhPCUe1iDmaNEp72ObrWVsQ267J0waUuuNLs5XOwu3wPAnvSywlP+z5TngRz6G0JRzWanrIg+WYu26qEJzMwa5VwVBPqKXuSb+ayraqnbUbyPIQn76rMtqry7dlsOSEc1S7mIBvF+BKNlJQl3avibdGsOSAc1TLGICuVb+ayraqnbUbyPIQn76rMtqry7dlsOSEc1S7mYNYo4UlHvSP59myYk48TvkG3jDlgjHZdPm7az5OObdXl29AhwFRr4IJYNEoD69xl+Z7Dn56+jifg2jwHrAemJHIg3wfAH/gSwlG9nZ4OQH/gpYQnHT0A/sCXEI7q7fR0APoDL9XTA9AOfIl8D8B64ksJT95VswIJRzWhnrKnVXxXDZN5PatKoDEDs/YIRzWhnrIn+WYu26p6mjUi31m+VHfCk58FlI3ch3BUnfU0zZcwpaVsyZ8v6bhsqhMJqH1MQbZ6Jr6veQWrEpCABHgCxOXoBw/v5bcdCUfVT0+/pfrrP8v3Vxab/4nwZAZ6w/Lt2Ww5IRzVLuZg1ijhSUe9o0vyvdhSN+SPt9VdZRL6JHz8hHjsagotZRfyzVy2VQlPZmDWKuGoJtRT9iTfzGVblfBkBmatEo5qQj1lT/LNXLZV9TRrRL6zfKnuhCc/Cygbuc+NkHRv/aKoCBjC6/dEkS5XJDwZAc5H6kQ4qr56SnSZH56Wb2ZLVs0BSXOuF+HJu6r3I9+ezZYTwlHtYg6yUflmLtuqhCczMGuVcFQT7vJ0va2ut9H9oSGW2vXgXXGl2QvoYPcLPjIHCex/OeGotlwW7f3gD05IeNJRD12+PZstJ4Sj2sUczBrVk3xnCZyjO5ED76pZ14SjmlBP2ZN8M5dtVcKTGeitInyJJjWioqIo8UYs64qEJyPQa5Vvz2bTiZ422cizEI6qs/eVfDOBc1SJHJiBWdeEo5pQT9mTfDMXrsoQvgFPsBngrKZOjGnvqsS2avLtyEBwoAtCT294Ao7kC0D8hBaEJyiSn7DtOd+CcFSb6yn7l2/msq1KeDIDs1YJRzWhnvQ0S+Ac3Yk8maXetXx7NltOCEe1izmYNUp40lHvaBVfYpgLhlIs/fO76URPszbkO8uX6k548jO7tyHfns2WE8JR7WIOZo0SnnTUO2L4El1MU2dJuh2ZXXU9zfr4DL6vsyvYXQLnJ/Dn+wpHvqk68trz0/n8DT7jYvz8ra73joQns9Q/F/Lt2Ww5IRzVLuYgG5Vv5rKtSngyA7NWCUc1oZ6yp0vyveBSN+iPuL2YhBwEqEo8et5VvQz59my2nBCOahdzMGuU8KSj3pF8ezZbTghHtYs5mDWqJ/nOEjhHdyIH3lW9a/n2bLacEI5qF3Mwa/QGiHpRUisJwGsGWrrMAeGoJjEGjI+ui546MkxdvgzH6S6EJ++qWUuEo5pQT9mTfDOXbVXCkxnorcq3Z7PlhHBUu5iDWaPX9ERstevJu9xGxELLLogLrjR7+RzsLt+DwJ70csLTrtv3SSAH35ZwVOPpKUuSb+ayrUp4MgPzVvU0y1i+s3yJ7oSjmsP7irDR9yA86Ui+PYH9J0QGaktzkF1jfIlGSsqS7lXxtmjWHBCOahljkJXKN3PZVtXTNiN5HsKTd1VmW1X59my2nBCOahdzMGuU8KSj3pF8ezbMyccJ36BbxhwwRrsuHzf9o7OeMmH5Zi7IN5zVGnrwCE/QKA2wc5flu98f4ai2NAezrglPOuodybdns+WEcFS7mINZo3qa5Ut1JzyZJcpG7kM4qs56km8mcI4qkQMzMOuacFQT6il7WseXGOiCsgks5iBngKwSni74+GKI5YuhHGtEOKrhzEFWJN/MZVuV8GQGZq0SjmpCPWVPHF+ik5ayJX9ut+OyrW4KZo0kvr/UXmff2u4S+HoEfgnXRzf3o/2jBN/+esKTjt5m/NFTwlHNoKdsQr6Zy7Yq4ckM9Fbl27PZckI4ql3MwaxRPcn3MAHioVkW7BvwJ7levK0OP0pHvoB47Or9lj16RxCMvla+o3ix5oQnM4DpiI0IR9VYTxEv8Gn9o698M1+qag4okrN9CE9mqXck357NlhPCUe1iDrJR+WYu26qEJzMwa/VGSLqP+KKoKArC62dBpMsV9cSxnOxEePKq6g3Jt2ez5YRwVLuYg1mjhCcd9Y7k27PZckI4ql3MQTYq38xlW5XwZAbmrV7PE7FRcd/z9F1vozteYqk9ir4H9YIrfd9ry/+Q7xYT/RyEo+q+LNr9wic9ITzpqJcv357NlhPCUe1iDmaN6km+swTO0Z3IgXfVrGvCUU2op+xJvpnLtirhyQz0VhG+RJMaUVFRlHgjlnVFPc0qke8sX6o74cmPAspG7kM4qs56km8mcI4qkQMzMOuacFQT6il7km/mwlUZwjfoCTYHnNnUibCto0T2R02+DRsCTLUGHr5FozSwzl2W7zn8EZ6AOJ4D1pOmJBzV6HrKAuWbuWyr6mmbkTwP4cm7KrOlqoSjmkVPlJHch/Cko8y2qvLt2Ww5IRzVLuZg1ijhSUe9o1V8iWEuGkoCjTnoc0CcEI4u+vgSeJHvq+SLqHizCZED76oesXx7NltOCEe1izmYNUp40lHviOFLdDFNnSXpdmR21fX0mI/Xx77Mr5KABKYJEJea34DNWiIc1YR62u9JR70jIgfy7fkSJ4SjmkNP2YZ8M5dtVT1tM5LnITx5V2W2Vb0cX2KhArPoobkhlmqlRUsV44v9Ih49DfUPhXx7NltOCEe1izmYNaon+c4SOEd3IgfeVbOuCUc1oZ6yJ/lmLtuqhCcz0FuVb89mywnhqHYxB7NGb4CoFyW1kgC8ZqClyx3oiWM51YlwVLN5XWVD8s1ctlUJT2Zg1irhqCbUU/Yk38xlW5XwZAZ6q/Lt2Ww5IRzVLuZg1ug1PRFb7XryLrcRsdCyC+KCK81ePge7y/cgsCe9nPC06/Z9EsjBtyUc1Xh6ypLkm7lsq+ppm5E8D+HJuyqzrap8ezZbTghHtYs5mDVKeNJR70i+PZstJ4Sj2sUcZKMYX6xRnvOrV8V7jieA8ORd1buWb89mywnhqHYxB7NGCU866h3Jt2ez5YRwVLuYg1mjepLvLIHp7swTfANuGu+qWdeMaT9TOkvy7cjc6wQc6IJYNMobwM57JN/97ghHtSUUyf3AnjQh4UlHvTz59mw2nehpk408C+GoOntfZb5UlfCkI8pG7kM4qs56km8mcI4qkQMzMOuacFQT6il7WseXGOiCsgks5iBngKwSni74+GKI5YuhHGtEOKrhzEFWJN/MZVuV8GQGZq0SjmpCPWVPHF+uU570a1elew7/hKcz3VWv59DilBKQwCMEiAut3vdMl9ojnJ79NYQnHc1aJBzVhHrKnuSbuWyr6mnWiHxn+VLdCU9+FlA2ch/CUXXW0xfie8GH5gb8Ka4XU5BDAFUv+NhBZJg28mU4TnchPPl5PW1p1Z8Lnl/2Ce9gDp4A/eBbEo7qLb2vDoI/+HLCk4566PLt2Ww5IRzVLuYgG5Vv5rKtSngyA7NWb4Sk+4gvioqiILx+FkS6XFFPHMvJToQnr6rekHx7NltOCEe1izmYNUp40lHvSL49my0nhKPaxRxko/LNXLZV9bTNSJ6H8LTrriI2KlZ7trreRne8F1yKWGnPU5fvi2dW5ftM+u97b8JRvZM5eB/vR1+lp0fJve/r5Ps+Ts9+FeHJu2rWIuGoJtRT9iTfzGVblfBkBmatEo5qQj1lT/LNXLZV9TRrBONLNPKyamWLt0Wz5oBwVMsYg6xUvpnLtirhyQzMWiUc1YR6yp7km7lsqxKezMC8VT3NMpbvLF/iB1Vu0Ket99Wsa7Mk31kCTXfiwavWwAWxaJQG1rnL8j2HP8ITEMdzwHrSlISjGl1PWaB8M5dtVT1tM5LnITx5V2W2VJVwVLPoiTKS+xCedJTZVlW+PZstJ4Sj2sUczBrV0xfiq+xWNoHGu6rFixwQjmoQPWUd8s1ctlUJT2agtyrfns2WE8JR7WIOZo3q6Sx8CVOmqbMt3Y7MnjrhqLb5jBS87sHmJBKQwFYCxKX2GRfaVn6fMRfhqObU06wtwpOOekfy7dlsOtHTrA35zvIluhOOag4/DwgbfQ/Ck46+GN+LPTQ35Efm6q4yCX0SPn5yscfu40DgDvKFgQ60IxzVWN5UA3J+01JPv4Ex8I/yHYA60JLw5F01IOY3LQlH1U5Pv4H6m3+U729gLP5HwpMZ6AXLt2ez5YRwVLuYg1mjN0jUi6KiKAivOYh0uSLhyQhwPlInwlH11VOiy/yBf/lmtmSVyIEZII38sRfhqLrq6Y9sqyLfzGVbVU+zRuQ7y5fqTnjys4CykfsQjqrzLk/X24rYaJej+0NzsaWIdfZlqSba8Uu+Ozz8bAo9/YzQjnPC07rPlB1ov08h30UymlEIR9XaHDSAoTLhSUe9DPn2bLacEI5qF3Mwa1RP+/magVlH1Z3IgZ56TwhfokmNqKgoSrwRy7oi4ckI9Frl27PZckI4ql3MwaxRwpOOekfy7dlsOSEc1S7mYNaonuQ7S2C6O/ME34Cbxrtq1jVj2s+UzpJ8OzL3OgEHuiAWjfIGsPMeyXe/O8JRbQlFcj+wJ02op1nw8p3lS3UnPHlXUTZyH8JRddZT5ktVCU86omzkPoSj6qwn+WYC56iag6/jybuqd03kAOO7apie2WefEFhqZszTZwM4yfsRnnTUy5Zvz2bLCeGodjEH2ah8M5dtVT1tM5LnITx5V2W2VWX4El1qGk0Vhd//ku7viez8d8LTzxLwunN1p5KABK5GgLjQisnPLrWrcfvsfQhPOpq1RjiqCfWUPck3c9lW1dOsEfnO8qW6E578LKBs5D6Eo+qspy/E94IPzQ34beIXU5BDAFUv+NhBZJg28mU4TnfR0zRhpj/hye+rehfy7dlsOSEc1S7mYNYo4UlHvSP59my2nBCOahdzkI3KN3PZVtXTNiN5nhsg6sXLKsO9VwG8fha0dJkDwlFNYgwYH10XwpOOOrreVT2ZPSdEBmobczDrVE/ynSVwju5EDryretfy7dlsOSEc1S7mYNYo4Wmfo2ttRWyzLksXXOqCK81ePge7y/cgsCe9nPC07zPlSTCH3pZwVKPpKQuSb+ayrUp4MgOzVglHNaGesif5Zi7bqoQnMzBvVU9zjAm2NZ05mHNUnfV0Er6EKMPUyhZvi2bNAeGoljEGWal8M5dtVcKTGZi1SjiqCfWUPck3c9lW1dM2I3kewpN3VWZbVfn2bJiTjxO+QZ+25oAx2nX5uGm/r+rYVl2+DR0CTLUGLohFozSwzl2W7zn86enreAKuzXPAemBKIgfyfQD8gS8hHNXb6ekA9AdeSnjS0QPgD3wJ4ajeTk8HoD/wUj09AO3Al8j3AKwnvpTw5F01K5BwVBPqKXtaxXfVMJnXs6oEGjMwa49wVBPqKXuSb+ayraqnWSPyneVLdSc8+VlA2ch9CEfVWU/TfAlTWsqW/PmSjsum+s8S8LppWGeRwFYCPwvSb+f2I+O3NPh/PuKie3cddWSYOuGoJtET46ProqeODFOXL8NxugvhybuqtyTfns2WE8JR7WIOZo0SnnTUO7ok34stdUP+eFvdVSahT8LHT4jHrqbQUnYh38xlW5XwZAZmrRKOakI9ZU/yzVy2VQlPZmDWKuGoJtRT9iTfzGVbVU+zRuQ7y5fqTnjys4CykfvcCEn31i+KioAhvH5PFOlyRcKTEeB8pE6Eo+qrp0SX+eFp+Wa2ZNUckDTnehGevKt6P/Lt2Ww5IRzVLuYgG5Vv5rKtSngyA7NWCUc14S5P19uK2GiXo/tDc8GlLrjS7AV0sLt8DwJ7wssJRzX2uvvqCSwn35LwpKPekHx7NltOCEe1izmYNUp40lHvSL49my0nhKPaxRzMGtWTfGcJnKM7kQPvqt41wpdoUiMqKooSb8Syrkh4MgK9Vvn2bLacEI5qF3Mwa1RP8p0lcI7uRA68q2ZdE45qQj1lT/LNXLgqQ/gGPMFmgLOaOjGmvasS26rJtyMDwYEuCD294Qk4ki8A8RNaEJ6gSH7Ctud8C8JRba6n7F++mcu2KuHJDMxaJRzVhHrS0yyBc3Qn8mSWetfy7dlsOSEc1S7mYNYo4UlHvaNVfFcN0zP77BMCS81sDmbNEZ501DuSb89m04meZm3Id5Yv0Z1wVHP4eUDY6HsQnnQ0zZewVDNqKpmSbqLyebXXz3sr30kCX4MAcan5cTH7rBCOakI96WmWwDm6E3kyS71r+fZstpwQjmoXc5CNyjdz2VYlPJmBWauEo5pQT9nTJflecKkb9EfcXkxCDgJUJR4976pehnx7NltOCEe1izmYNUp40lHvSL49my0nhKPaxRzMGtWTfGcJnKM7kQPvqt61fHs2W04IR7WLOZg1egNEvSiplQTgNQMtXeaAcFSTGAPGR9eF8KSjji7zF/TJt+dLnZgDiuRcH8JRTWeesiP5Zi7bqoQnM9BblW/PZssJ4ah2MQezRglP+xxdaytim3VZuuBSF1xp9vI52F2+B4E96eWEp32fKU+COfS2hKMaTU9ZkHwzl21VwpMZmLVKOKoJ9ZQ9yTdz2VbV0zYjeR7Ck3dVZltV+fZstpwQjmoXc5CNYnyJRkrKku5V8bZo1hwQjmoZY5CVyjdz2VbV0zYjeR7Ck3dVZltV+fZstpwQjmoXczBrlPCko96RfHs2zMnHCd+gW8YcMEa7Lh83/aOznjJh+WYuyDec1Rp68AhP0CgNsHOX5bvfH+GotjQHs64JTzrqHcm3Z7PlhHBUu5iDWaOEJx3NOqrueppn/NF3IBzVDOYpm5Bv5rKtSngyA7NWCUc1oZ6yp1V8Vw2TeT2rSqAxA7P2CEc1oZ6yJ/lmLtuqepo1It9ZvlR3wpOfBZSN3IdwVJ31NM2XMKWlbMnft+24/Kz++rMXeC4BCXw+AeLjoqb2I2PWnZ5m+VLdCU9mibKR+xCOqrOe5JsJnKNK5MAM9K7l27PZckI4ql3MwaxRPcn3MAHioVkW7Bvwo6Mv3laHH6UjX0A8dvV+yx69IwhGXyvfUbxYc8KTGcB0xEaEo2qsp4gX+LT+0Ve+mS9VJXKgI8pG30dPPRviRL4ExdkehKOa0Psqe5Jv5rKtSngyA7NWb4Sk+4gvioqiILx+FkS6XJHwZAQ4H6kT4aj66inRZX54Wr6ZLVk1ByTNuV6EJ++q3o98ezZbTghHtYs5yEblm7lsqxKezMCsVcJRTbjL0/W2ut5G94eGWGrXg3fFlWYvoIPdL/jIHCSw/+WEo9pyWbT3gz84IeFJRz10+fZstpwQjmoXczBrVE/ynSVwju5EDryrZl0TjmpCPWVP8s1ctlUJT2agt4rwJZrUiIqKosQbsawr6mlWiXxn+VLdCU9+FFA2ch/CUXXWk3wzgXNUiRyYgVnXhKOaUE/Zk3wzF67KEL4BT7AZ4Kx2nQjbeuroXvJHvvplj5wsevCIUWp1c5AfAPlmLtuqhCczMGuVcFQT6il7km/msq1KeDIDs1YJRzWhnvQ0S+Ac3Yk8maXetXx7NltOCEe1izmYNUp40lHvaBVfYpgLhlIs/fO76URPszbkO8uX6k548jO7tyHfns2WE8JR7WIOZo0SnnTUO2L4El1MU2fpK9J97WBYl4AEzk/gK15qZ7RGePIbsFnzhKOaUE/7Pemod0TkQL49X+KEcFRz6CnbkG/msq1KeDID81b1NMv4cnyJhQr5onDfkL/+u1ZatNTsY/2U7sSjp6FenXx7NltOCEe1izmYNUp40lHvSL49my0nhKPaxRzMGtWTfGcJnKM7kQPvqt61fHs2W04IR7WLOZg1egNEvSiplQTgNQMtXeaAcFSTGAPGR9dFTx0Zpi5fhuN0F8KTd9WsJcJRTain7Em+mcu2KuHJDPRW5duz2XJCOKpdzMGs0Wt6Irba9eRdbiNioWUXxAVXmr18DnaX70FgT3o54WnX7fskkINvSziq8fSUJck3c9lW1dM2I3kewpN3VWZbVfn2bLacEI5qF3Mwa5TwpKPekXx7NltOCEe1iznIRjG+RCMlZUn3qnhbNKsO9DSrQ76zfInuhKOaw48Dwkbfg/CkI/n2BPafEBmoLc3BrGvCk456R/Lt2TAnHyd8g24Zc8AY7bp83PSPznrKhOWbuSC/SVStoQeP8ASN0gA7d1m++/0RjmpLczDrmvCko96RfHs2W04IR7WLOZg1qqdZvlR3wpNZomzkPoSj6qwn+WYC56gSOTADs64JRzWhnrKndXyJgS4om8BiDnIGyCrh6YKPL4ZYvhjKsUaEoxrOHGRF8s1ctlUJT2Zg1irhqCbUU/bE8eU65Um/dvVMdF+/tiq3l4AE3kOAuNT8YH8P6cdfQziqd9fT4w7e85WEJx29h/TjryEc1bvrKTuQb+ayrUp4MgO9Vfn2bLacEI5qF3Mwa1RP8j1MgHholgX7BvxJrhdvq8OP0pEvIB67er9lj94RBKOvle8oXqw54ckMYDpiI8JRNdZTxAt8Wv/oK9/Ml6qaA4rkbB/Ck1nqHcm3Z7PlhHBUu5iDbFS+mcu2KuHJDMxavRGS7iO+KCqKgvD6WRDpckU9cSwnOxGevKp6Q/Lt2Ww5IRzVLuZg1ijhSUe9I/n2bLacEI5qF3OQjco3c9lW1dM2I3kewtOuu4rYqFjt2ep6G93xXnApYqU9T12+L55Zle8z6b/vvQlH9U7m4H28H30V4UlHPX359mw2nehpk408C+GoOntfyTcTOEeVyIEZmHVNOKoJ9ZQ9yTdz2VYlPJmB3irCl2hSIyoqihJvxLKuqKdZJfKd5Ut1Jzz5UUDZyH0IR9VZT/LNBM5RJXJgBmZdE45qQj1lT/LNXLgqQ/gGPcHmgDObOhG2dZTI/qjJt2FDgKnWwMO3aJQG1rnL8j2HP8ITEMdzwHrSlISjGl1PWaB8M5dtVT1tM5LnITx5V2W2VJVwVLPoiTKS+xCedJTZVlW+PZstJ4Sj2sUczBrV0xfiq+xWNoHGu6rFixwQjmoQPWUd8s1ctlUJT2agtyrfns2WE8JR7WIOZo3qaT/fHxkgTJmmzvZn0H3t3ty6BCQgAZIAcaHVPH5kkFb+2IvwpKM/ciUrhKOaR0+klT/2Ijzp6I9cf6nI9xcSe/834ai2MwfZsXwzl21VPW0zkuchPHlXZbZVvRxfYqECs+ihuSGWaqVFSxXji/0iHj0N9Q+FfHs2W04IR7WLOZg1qif5zhI4R3ciB95Vs64JRzWhnrIn+WYu26qEJzPQW5Vvz2bLCeGodjEHs0ZvkKgXRUVREF5zEOlyRcKTEeB8pE6Eo+qrp0SX+e+Y5JvZklUiB2aANPLHXoSj6qqnP7Ktinwzl21VwpMZ6K3Kt2ez6URPm2zkWQhH1XnXfUVs5Ub5iQGrF9NErLMvS6DvD7aS7wcBftKXE5523b6fBO4T34ZwVOPqKUuTb+ayraqnbUbyPIQn76rMtqry7dlsOSEc1S7mYNYo4UlHvSP59my2nBCOahdzkI1ifLFGec6vXhXvOZ4AwpN3Ve9avj2bLSeEo9rFHMwaJTzpqHck357NlhPCUe1iDmaN6km+swSmuzNP8A24abyrZl0zpv1M6SzJtyNzrxNwoAti0ShvADvvkXz3uyMc1ZZQJPcDe9KEepoFL99ZvlR3wpN3FWUj9yEcVWc9Zb5UlfCkI8pG7kM4qs56km8mcI6qOfg6nryretdEDjC+q4bpmX32CYGlZsY8fTaAk7wf4UlHvWz59my2nBCOahdzkI3KN3PZViU8mYF5q3qaY0ywrelekP+S/0enuW3P27nz9Ev99byrObkEPofAn+9vc+QD+8hrP2eDa73LL5fXR7bS0Ufo/fxrCUf1Lnr6OeuPvILwpKOPGPj51xKO6l30lFnLN3PZVtXTrBH5zvKluhOe/CygbOQ+hKPqrKcvxPeCD80N+A3eF1OQQwBVL/jYQWSYNvJlOE530dM0YaY/4cnvq3oX8u3ZbDkhHNUu5mDWKOFJR70j+fZstpwQjmoXc5CNyjdz2VbV0zYjeZ4bIOrFyyrDvVcBvH4WtHSZA8JRTWIMGB9dF8KTjjq63lU9mT0nRAZqG3Mw65TwpKPekXx7NltOCEe1iznIRuWbuWyr6mmbkTwP4WnXXUVsVKz2bHW9je54L7gUsdKepy7fF8+syveZ9N/33oSjeidz8D7ej75KT4+Se9/Xyfd9nJ79KsKTd9WsRcJRTain7Em+mcu2KuHJDMxaJRzVhHrKnuSbuWyr6mnWCMaXaORl1coWb4tmzQHhqJYxBlmpfDOXbVXCkxmYtUo4qgn1lD3JN3PZVtXTNiN5HsKTd1VmW1X59myYk48TvkGftuaAMdp1+bhpv6/q2FZdvg0dAky1Bi6IRaM0sM5dlu85/Onp63gCrs1zwHpgSiIH8n0A/IEvIRzV2+npAPQHXkp40tED4A98CeGo3k5PB6A/8FLCk4568PLt2Ww60dMmG3kWwlF19r46AV9lZ0n3KoHGDLR4kQPCUQ2ip6xDvpnLtirhyQz0VuXbs9lyQjiqXczBrFE9nYUvYerrpel1Vq/dJfD1CHgV7XdOOKotv95Hxue6JTzpaNYZ4cgszTqq7nqaZSzfWb5Ud8KTnym9Dfn2bLacEI5qF3Mwa5TwpKPe0SX5XmypG/Sd64u3VR8E4IR47GoM76ssQ76Zy7Yq4ckMzFolHNWEesqe5Ju5bKsSnszArFXCUU2op+xJvpnLtirhyQz0VuXbs9l0oqdNNvIsN0LSvfWLF1YEDOH1e6JIlysSnowA5yN1IhxVXz0luv7cTaayr0rkwAzMeiUc1YR6yp7km7lsq+pp1oh8Z/lS3QlPfhZQNnIfwlF13uXpelsRG+1ydH9oLrYUsc6+LNVEO37Jd4eHn02hp58R2nFOeFr3mbID7fcp5LtIRjMK4aham4MGMFQmPOmolyHfns2WE8JR7WIOZo3qSb6zBM7RnciBd1XvGuFLNKkRFRVFiTdiWVckPBmBXqt8ezZbTghHtYs5mDWqJ/nOEjhHdyIH3lWzrglHNaGesif5Zi5clSF8A55gM8BZTZ0Y095ViW3V5NuRgeBAFwThCRrlDWDnPZLvOdzpab8nwlFt6X2VXcs3c9lWJTyZgVmrhKOaUE/7PelovyOz1DvyrurZbDrR0yYb/SyEJz9TTsJX2VEUgaUam4OIFysSnnTU65Bvz2bLCeGodjEH2ah8M5dtVT1tM5LnITx5V2W2VWX4El1qmvOYeq1x/SUBCewi8PWuol383zsN4ek8HxfvpbLrdYSj2khPs171NMuX6k54Mku9Dfn2bLacEI5qF3OQjco3c9lWJTyZgVmrhKOaUE/Z0yX5XnCpG/DbxC+mIIcArBKPnndVL0S+PZstJ4Sj2sUczBolPOmodyTfns2WE8JR7WIOZo0SnnTUO5Jvz2bLCeGodjEH2ah8M5dtVT1tM5LnuQGiXrysMtx7FcDrZ0FLlzkgHNUkxoDx0XUhPOmoo+td1ZPZc0JkoLYxB7NO9STfWQLn6E7kwLuqdy3fns2WE8JR7WIOZo0SnvY5utZWxDbrsnTBpS640uzlc7C7fA8Ce9LLCU/7PlOeBHPobQlHNZqesiD5Zi7bqoQnMzBrlXBUE+ope5Jv5rKtqqdtRvI8hCfvqsy2qvLt2Ww5IRzVLuYgG8X4Eo2UlCXdq+Jt0aw5IBzVMsYgK5Vv5rKtSngyA/NW9TTLWL6zfInuhKOaw/uKsNH3IDzpSL49gemTjz/BN+iWMQezrj9u2s+TtwzJt6FDgKnWwAWxaJQG1rnL8j2HPz19HU/AtXkOWA9MSeRAvg+AP/AlhKN6Oz0dgP7ASwlPOnoA/IEvIRzV2+npAPQHXqqnB6Ad+BL5HoD1xJcSnryrZgUSjmpCPWVPq/iuGibzelaVQGMGZu0RjmpCPWVP8s1ctlX1NGtEvrN8qe6EJz8LKBu5D+GoOutpmi9h6nMsvWYUViUggSsQOM9VdAXaj+1AOKp3/pyPjMd2vMJXEZ50NP8k6Gme8UffgXBUM5inbEK+mcu2KuHJDPRW5duz2XJCOKpdzMGsUcKTjnpHl+R7saVuyF/1U3eVSeiT8PET4rGrKbSUXcg3c9lWJTyZgVmrhKOaUE/Zk3wzl21VwpMZmLVKOKoJ9ZQ9yTdz2VbV06wR+c7ypboTnvwsoGzkPjdC0r31i6IiYAiv3xNFulyR8GQEOB+pE+Go+uop0WX+HxXIN7Mlq+aApDnXi/DkXdX7kW/PZssJ4ah2MQfZqHwzl21VwpMZmLVKOKoJd3m63lbX2+j+0BBL7XrwrrjS7AV0sPsFH5mDBPa/nHBUWy6L9n7wByckPOmohy7fns2WE8JR7WIOZo0SnnTUO5Jvz2bTiZ422cizEI6qs/eVfDOBc1SJHJiB3jXCl2hSIyoqihJvxLKuSHgyAr1W+fZstpwQjmoXczBrVE/ynSVwju5EDryrZl0TjmpCPWVP8s1cuCpD+AY8wWaAs5o6Maa9qxLbqsm3IwPBgS4IPb3hCTiSLwDxE1oQnqBIfsK253wLwlFtrqfsX76Zy7Yq4ckMzFolHNWEetLTLIFzdCfyZJZ61/Lt2Ww5IRzVLuZg1ijhSUe9o1V8iWEuGEqx9M/vphM9zdqQ7yxfqjvhyc/s3oZ8ezZbTghHtYs5mDVKeNJR74jhS3T5eZpe+zU8kYAEJOAPY53lGSA+Mvxgn7VNOKoJ9aSnWQLn6E7kySz1ruXbs9lyQjiqXcxBNirfzGVblfBkBmatEo5qQj1lT5fke8GlbtAfcXsxCTkIUJV49Lyrehny7dlsOSEc1S7mYNYo4UlHvSP59my2nBCOahdzMGtUT/KdJXCO7kQOvKt61/Lt2Ww5IRzVLuZg1ugNEPWipFYSgNcMtHSZA8JRTWIMGB9dFz11ZJi6fBmO010IT95Vs5YIRzWhnrIn+WYu26qEJzPQW5Vvz2bLCeGodjEHs0YJT/scXW+ry21ELLTsgrjgSrOXz8Hu8j0I7EkvJzzt+0x5EsyhtyUc1Wh6yoLkm7lsqxKezMCsVcJRTain7Em+mcu2qp62GcnzEJ68qzLbqsq3Z7PlhHBUu5iDbBTjSzRSUpZ0r4q3RbPmgHBUyxiDrFS+mcu2qp62GcnzEJ68qzLbqsq3Z7PlhHBUu5iDWaOEJx31juTbs2FOPk74Bt0y5oAx2nX5uOkfnfWUCcs3c0G+4azW0INHeIJGaYCduyzf/f4IR7WlOZh1TXjSUe9Ivj2bLSeEo9rFHMwa1dMsX6o74cksUTZyH8JRddaTfDOBc1SJHJiBWdeEo5pQT9nTOr7EQBeULZb8/G6r6mnWiHxn+RLdCUc1xwWvcQLvtv/KC9npik2IHJiB2SeDcFQT6il74vi+3ek1v71VCUjgtwTejtGvr/RC+5XF7//pvQx//3W//Xf5/pYG/8+Eo5pKT7yb33bU029p7P1nwpNZmvVLOKoJ9ZQ9yTdz2VYlPJmB3qp8ezZbTghHtYs5mDWqJ/keJkA8NMuCfQP+a60Xb6vDj9KRLyAeu3q/ZY/eEQSjr5XvKF6sOeHJDGA6YiPCUTXWU8QLfFr/6CvfzJeqmgOK5GwfwpNZ6h3Jt2ez5YRwVLuYg2xUvpnLtirhyQzMWr0Rku4jvigqioLw+lkQ6XJFwpMR4Hx0nfTUkWHq8mU4TnYhHNV83leTlvxLxGfpyneaL9Hfu4qg2PeQb89m0wnhyc/rWaOEo5pwl6frbXW9je4PDbHUrgfviivNXkAHu1/wkTlIYP/LCUe15bJo7wd/cELCk4566PLt2Ww5IRzVLuZg1qie5DtL4BzdiRx4V826JhzVhHrKnuSbuWyrEp7MQG8V4Us0qREVFUWJN2JZV9TTrBL5zvKluhOe/CigbOQ+hKPqrCf5ZgLnqBI5MAOzrglHNaGesif5Zi5clSF8g55gc8CZTZ0I2zpKZH/U5NuwIcBUa+DhWzRKA+vcZfmewx/hCYjjOWA9aUrCUY2upyxQvpnLtirhyQzMW9XTPOOPvgPhqGYwTx818fbXE5501DOWb89mywnhqHYxB7NGCU866h2t4ksMc8FQiqV/fjed6GnWhnxn+VLdCU9+Zvc25Nuz2XJCOKpdzMGsUcKTjnpHP+P72n+pJxKQwFECPwvce/t5qWVS8s1ctlX1tM1Inofw5F2V2VJVwlHNoifKSO5DeNJRZltV+fZstpwQjmoXc5CNyjdz2VbV0zYjeR7Ck3dVZlvVy/ElFiowix6aG2KpVlq0VDG+2C/i0dNQ/1DIt2ez5YRwVLuYg1mjetrP1wzMOqruRA70NOuJcFQT6il7km/msq1KeDIDvVX59my2nBCOahdzMGv0Boh6UVIrCcBrBlq6zAHhqCYxBoyProueOjJMXb4Mx+kuhCfvqllLhKOaUE/Zk3wzl21VwpMZ6K3Kt2ez5YRwVLuYg1mj1/REbLXrybvcRsRCyy6IC640e/kc7C7fg8Ce9HLC067b90kgB9+WcFTj6SlLkm/msq2qp21G8jyEJ++qzLaq8u3ZbDkhHNUu5mDWKOFJR70j+fZstpwQjmoXc5CNYnyxRnnOr14V7zmeAMKTd1XvWr49my0nhKPaxRzMGiU86ah3JN+ezZYTwlHtYg5mjepJvrMEprsTT/CLv78+rQnoT5iuMfxMyTLkm7l8rxJwoAdv0ShvADvvkXz3uyMc1ZZQJPcDe9KEhCcd9fLk27PZckI4ql3MwaxRPc3ypboTnswSZSP3IRxVZz3JNxM4R5XIgRmYdU04qgn1lD2t40sMdEHZBBZzkDNAVglPF3x8McTyxVCONSIc1XDmICuSb+ayrUp4MgOzVglHNeFX9PQ6q8buEpDAIwS81B6h9v6vke/7WT3zlYSnr/jB/pnOCEc1r55mrRGedLTfkVnqHREZkG/PlzrRE0Uy95Fv5rKtSnjyM3vWKuGoJtRT9nRJvsRSyx6YG/DHPF9MQQ4BVCUeuxpl2aMH0fl4G/l+nOFndCA8mYF5U3qaY0ywrenMwZyj6qynWb5Ud8KTWeptyLdns+WEcFS7mINsVL6Zy7Yq4ckMzFq9EZLuI74oKoqC8PpZEOlyRT1xLCc7EZ68qnpD8u3ZbDkhHNUu5mDWKOFJR70j+fZstpwQjmoXc5CNyjdz2VbV0zYjeR7C0667itioWO3Z6nob3fFecClipT1PXb4vnlmV7zPpv++9CUf1TubgfbwffZWeHiX3vq+T7/s4PftVhCfvqlmLhKOaUE/Zk3wzl21VwpMZmLVKOKoJ9ZQ9yTdz2VbV06wRjC/RyMuqlS3eFs2aA8JRLWMMslL5Zi7bqoQnMzBrlXBUE+ope5Jv5rKtSngyA/NW9TTLWL6TfAm69aMuzE3DdJnkde7ehG0d9c+AfBs2BJhqDTx8i0ZpYJ27LN9z+CM8AXE8B6wnTUk4qtH1lAXKN3PZVtXTNiN5HsKTd1VmS1UJRzWLnigjuQ/hSUeZbVXl27PZckI4ql3MwaxRPX0hvspuZRNovKtavMgB4agG0VPWId/MZVuV8GQGeqvy7dlsOSEc1S7mYNboV/T0OovU7hKQwDMJEJeaHzy9Qfn2bLacEI5qF3Mwa5TwpKP9jszSrKPqbpZmGct3li/VXU8UydxHvpnLpirhqPbxe6tZq4QnHfWOLseXWGhZsG/Id651V5mEPgkfPyEePQ31HuTbs9lyQjiqXczBrFE9yXeWwDm6Eznwrpp1TTiqCfWUPck3c9lWJTyZgd6qfHs2W04IR7WLOZg1eoNEvSgqioLwmoNIlysSnowA5yN1IhxVXz0luszP3cg3syWrRA7MAGnkj70IR9VVT39kWxX5Zi7bqnqaNSLfWb5Ud8KTnwWUjdyHcFSdd3m63lbERrsc3R+aiy1FrLMvSzXRjl/y3eHhZ1Po6WeEdpwTntZ9puxA+30K+S6S0YxCOKrW5qABDJUJTzrqZci3Z7PlhHBUu5iDWaOEJx31juTbs9l0oqdZGwhfokmt6YUVZYs3YllXJDwZgV6rfHs2W04IR7WLOZg1SnjSUe9Ivj2bLSeEo9rFHMwa1ZN8ZwlMd2ee4Btw03hXzbpmTPuZ0lmSb0fmXifgQBfEolHeAHbeI/nud0c4qi2hSO4H9qQJ9TQLXr6zfKnuhCfvKspG7kM4qs56ynypKuFJR5SN3IdwVJ31JN9M4BxVc/B1PHlX9a6JHGB8Vw3TM/vsEwJLzYx5+mwAJ3k/wpOOetny7dlsOSEc1S7mIBuVb+ayraqnbUbyPISnz7qrXvMKViUgAQn8IEBcaNXpsy61s3mT7zmMEZ7MwKxrwlFNqKf9nnS035FZ6h15V/VsNp3oadaGfGf5Ut0JT35mUzZyH8JRddbTF+J7wYfmBvwprhdTkEMAVS/42EFkmDbyZThOd9HTNGGmP+HJ76t6F/Lt2Ww5IRzVLuZg1ijhSUe9I/n2bLacEI5qF3OQjco3c9lW1dM2I3meGyDqxcsqw71XAbx+FrR0mQPCUU1iDBgfXRfCk446ut5VPZk9J0QGahtzMOtUT/KdJXCO7kQOvKt61/Lt2Ww5IRzVLuZg1ijhaZ+ja21FbLMuSxdcilhpX5Zm758j3eV7hNbzXqun57F/7zsTjuq9vK8ycflmLtuqhCczMGuVcFQT6il7km/msq1KeDIDs1YJRzWhnrIn+WYu26p6mjWC8SUaeVm1ssXbollzQDiqZYxBVirfzGVblfBkBmatEo5qQj1lT/LNXLZV9bTNSJ6H8ORdldlWVb49G+bk44Rv0KetOWCMdl0+btrvqzq2VZdvQ4cAU62BC2LRKA2sc5flew5/evo6noBr8xywHpiSyIF8HwB/4EsIR/V2ejoA/YGXEp509AD4A19COKq309MB6A+8VE8PQDvwJfI9AOuJLyU8eVfNCiQc1YR6yp5W8V01TOb1rCqBxgzM2iMc1YR6yp7km7lsqxKezEBvVb49m00netpkI89COKrOP7uvXvPbW5WABCTAEiAutZ9daOzE5+om3/2+CEe1pTmYdU140tF+R2Zp1lF1J7Kkp96TfHs2m04IT36m9Ebl27PZckI4ql3MwaxRwpOOekeX5HuxpW7Qd64v3lZ9EIAT4rGrMbyvsgz5Zi7bqoQnMzBrlXBUE+ope5Jv5rKtSngyA7NWCUc1oZ6yJ/lmLtuqepo1It9ZvlR3wpOfBZSN3OdGSLq3flFUBAzh9XuiSJcrEp6MAOcjdSIcVV89Jbr+3E2msq9K5MAMzHvV0yxj+c7yJboTjmoO76tsQ76Zy7Yq4ckMzFolHNWEuzxdbytio12O7g/NxZYi1tmXpZpoxy/57vDwsyn09DNCO84JT+s+U3ag/T6FfBfJaEYhHFVrc9AAhsqEJx31MuTbs9lyQjiqXczBrFE9yXeWwDm6EznwrupdI3yJJjWioqIo8UYs64qEJyPQa5Vvz2bLCeGodjEHs0b1JN9ZAufoTuTAu2rWNeGoJtRT9iTfzIWrMoRvwBNsBjirqRNj2rsqsa2afDsyEBzogtDTG56AI/kCED+hBeEJiuQnbHvOtyAc1eZ6yv7lm7lsqxKezMCsVcJRTain/Z50NOuouhN50lPvSb49my0nhKPaxRzMGiU86ah3tIrvqmF6Zp99QmCpmc3BrDnCk456R/Lt2Ww5IRzVLuYgG5Vv5rKtqqdtRvI8nadf6q/5y6xKQAK/EPjz/R9efknML8Xmf/uXfzdgoPI7Nfz03fwGLCOSb+ayrUp4MgOzVglHNaGe9DRL4BzdiTyZpd61fHs2W04IR7WLOchG5Zu5bKsSnszArFXCUU2op+zpknwvuNQN+ZHEyoFJyElgqsSjp6HehXx7NltOCEe1izmYNUp40lHvSL49my0nhKPaxRzMGiU86ah3JN+ezaYTPc3akO8sX6I74ajm8POAsNH3uAGi/Fm4N/j2R+8+MQPvRvXQC4EIfH9fPT2E/91fRHjSUY9bvj2bLSeEo9rFHMwa1ZN8ZwmcozuRA++q3rV8ezZbTghHtYs5mDVKeNrn6FpbEdusy9IFl7rgSrOXz8Hu8j0I7EkvJzzt+0x5EsyhtyUc1Wh6yoLkm7lsqxKezMCsVcJRTain7Em+mcu2qp62GcnzEJ68qzLbqsq3Z7PlhHBUu5iDbBTjSzRSUpZ0r4q3RbPmgHBUyxiDrFS+mcu2qp62GcnzEJ68qzLbqsq3Z7PlhHBUu5iDWaOEJx31juTbs2FOPk74Bt0y5oAx2nX5uGk/Tzq2VZdvQ4cAU62hC4IYBxqlAXbusnz3+yMc1ZbmYNY14UlHvSP59my2nBCOahdzMGuU8KSj/Y7M0qyj6k5kSU+9J/n2bDadEJ78TJk1SjiqCfWUPa3iu2qYzOtZVQKNGZi1RziqCfWUPck3c9lW1dOsEfnO8qW6E578LHjcxuvjX+pXSkACvydA/OXf1dO/APz3ZNl/94OH5fn7bvL9PZF9/044qq38BmzWrZ5m+VLdCU9mibKR+xCOqrOe5JsJnKNK5MAM9K7l27PZckI4ql3MwaxRwpOOekeX5HvBpW7AjyW+eFv1QQBOiMeuxvC+yjLkm7lsqxKezMCsVcJRTain7Em+mcu2KuHJDMxaJRzVhHrKnuSbuWyr6mnWiHxn+VLdCU9+FlA2ch9/Fi5zoapEBmoWc0AZyX0ITzrKbKkq4ahm0VM2It/MZVtVT9uM5HkIT95VmW1V5duz2XJCOKpdzEE2Kt/MZVuV8GQGZq0SjmrCXZ6ut9X1Nro/NMRSux68K640ewEd7H7BR+Yggf0vJxzVlsuivR/8wQkJTzrqocu3Z7PlhHBUu5iDWaN6ku8sgXN0J3LgXTXrmnBUE+ope5Jv5rKtSngyA71VhC/RpEZUVBQl3ohlXVFPs0oIvl4xs46qu57mGX/0HQhHNYN5yibkm7lsqxKezMCsVcJRTain7Em+mQtXZQjfgCfYDHBWUyfGtHdVYls1+XZkIDjQBaGnNzwBR/IFIH5CC8ITFMlP2Pacb0E4qs31lP3LN3PZViU8mYFZq4SjmlBPepolcI7uRJ7MUu9avj2bLSeEo9rFHMwaJTzpqHe0ii8xzAVDKZb++d10oqdZG/Kd5Ut1Jzz5md3bkG/PZssJ4ah2+Yo5eN0i0TkkIIFfCRB/AfjLV7zRfkU4/k9+8Mwilu8sX6o74cmrirLR99FTz2bLCeGodjFPs0YJTzrqHcm3Z7PlhHBUu5iDbFS+mcu2KuHJDMxaJRzVhHrKni7J94JL3aA/4vZiEnIQoCrx6HlX9TLk27PZckI4ql3MwaxRwpOOekfy7dlsOSEc1S7mYNaonuQ7S+Ac3YkceFf1ruXbs9lyQjiqXczBrFF/Fm6YL9DeDAAQ32jhXfUGnEVHepqVId9ZvlR3wpOfKZSN3IdwVJ31JN9M4BxVIgdmoHct357NlhPCUe1iDmaNXtMTsdWuJ+9yGxELLbsgLrjS7OVzsP0a0cQAAEAASURBVLt8DwJ70ssJT7tu3yeBHHxbwlGNp6csSb6Zy7aqnrYZyfMQnryrMtuqyrdns+WEcFS7mINZo4QnHfWO5Nuz2XJCOKpdzEE2ivElGikpS7pXxduiWXWgpzkdBNuazmtmzlF11tMsX6o74cks9Tbk27PZckI4ql3MwaxRwpOOekfy7dkwJx8nfINuGXPAGO26fNz0j856yoTlm7ls+z+8CE9moHF9L8u3Z7PlhHBUu5iDWaOEJx31juTbs9lyQjiqXczBrFE9zfKluhOezBJlI/chHFVnPck3EzhHlciBGZh1TTiqCfWUPa3jSwx0QdkEFnOQM0BWCU8XfHwxxPLFUI41IhzVcOYgK5Jv5rKtSng6WwZet0lwHglIgCFA/OXfNcnL2W41Bt+ndfmKHzyfBvf+RvL9TNqPvRfhqN7Zq+ox/u/9Kj29l9RzX0d4MkuzDglHNaGesif5Zi7bqoQnM9BblW/PZssJ4ah2MQezRvUk38MEiIdmWbBvwO+qvHhbHX6UjnwB8djV+y179I4gGH2tfEfxYs0JT2YA0xEbEY6qsZ4iXuDT+kdf+Wa+VNUcUCRn+xCezFLvSL49my0nhKPaxRxko/LNXLZVCU9mYNaqPws3zBdqbw4gkE0b4q6q1npqAENlwpOOehny7dlsOSEc1S7mYNYo4UlHvSP59my2nBCOahdzkI3KN3PZVtXTNiN5HsLTrruK2KhY7dnqehvd8RJL7VH0PVwXXOn7Xlv+h3y3mOjnIBxV92XR7hc+6QnhSUe9fPn2bDad6GmTjTwL4ag6e1/JNxM4R5XIgRmYdU04qgn1lD3JN3PZViU8mYHeKsKXaFIjKiqKEm/Esq6op1kl8p3lS3UnPPlRQNnIfQhH1VlP8s0EzlElcmAGZl0TjmpCPWVP8s1cuCpD+AY9weaAM5s6EbZ1lMj+qMm3YUOAqdbAw7dolAbWucvyPYc/whMQx3PAetKUhKMaXU9ZoHwzl21VPW0zkuchPHlXZbZUlXBUs+iJMpL7EJ50lNlWVb49my0nhKPaxRzMGtXTF+Kr7FY2gca7qsWLHBCOahA9ZR3yzVy2VQlPZqC3Kt+ezZYTwlHt8lk5eN0CzjkkIIGdBIi/APzls260nQjHpzrbB884EPgN5AsDHWqnpyGwcFvCkx8psJTftSMcVUs9/Q4s/K+EJx31UuTbs9lyQjiqXcxBNirfzGVbVU/bjOR5CE/eVZltVS/Hl1iowCx6aG6IpVpp0VLF+GK/iEdPQ/1DId+ezZYTwlHtYg5mjepJvrMEztGdyIF31axrwlFNqKfsSb6Zy7Yq4ckM9Fbl27PZckI4ql3MwaxR4mfhvntSVBRlDiKWdUXCkxGY1Uo4qgn1lD3JN3PZViU8mYFZq4SjmlBP2ZN8M5dtVcKTGeityrdns+lET5ts5FkIR9V5131FbOVG+YmBqoSiZQ/eBVeCZDNt5MtwnO5CeNp1+04T+/z+hKOaWk/ZnXwzl21VPW0zkuchPHlXZbZVlW/PZssJ4ah2MQezRglPOuodybdns+WEcFS7mINsFOOLNcpzfvWqeM/xBBCevKt61/Lt2Ww5IRzVLuZg1ijhSUe9I/n2bLacEI5qF3Mwa1RP8p0lMN2deYJvwE3jXTXrmjHtZ0pnSb4dmXudgANdEItGeQPYeY/ku98d4ai2hCK5H9iTJtTTLHj5zvKluhOevKsoG7kP4ag66ynzpaqEJx1RNnIfwlF11pN8M4FzVIkcmIF513qaZbyK76phZrkf6U5gqffzvjpC/fhrCU866rnLt2ez5YRwVLuYg2xUvpnLtirh6T0ZeN22uPNIQALXI+Bf/n0Op8QHT236ng+fcxBhp5Qvy3OqG+HJDEzZ+dGXcFSd9LTfk472OzJLvSPvqp7NphM9zdqQ7yxfqjvhyc9sykbuQziqznr6Qnwv+NDcgD/F9WIKcgig6gUfO4gM00a+DMfpLnqaJsz0Jzz5fVXvQr49my0nhKPaxRzMGiU86ah3JN+ezZYTwlHtYg6yUflmLtuqhCczMG+V+Hm4F0W1osxBi2bNAeGoljEGs0oJTzrqHcm3Z7PlhHBUu5iDWaOEJx31juTbs9lyQjiqXcxBNirfzGVbVU/bjOR5CE+77ipio2K1Z6vrbXTHe8GliJX2PHX5vnhmVb7PpP++9yYc1TuZg/fxfvRVenqU3Pu+Tr7v4/TsVxGevKtmLRKOakI9ZU/yzVy2VQlPZmDWKuGoJtRT9iTfzGVbVU+zRjC+RCMvq1a2eFs0aw4IR7WMMchK5Zu5bKsSnszArFXCUU2op+xJvpnLtqqethnJ8xCevKsy26rKt2fDnHyc8A36tDUHjNGuy8dN+31Vx7bq8m3oEGCqNXBBLBqlgXXusnzP4Y/wBMTxHLCeOKWeZuHLd5Yv0Z1wVHN4XxE2+h6EJx31fIkTwlHNoSfCRt+D8KQj+fYE9p8QGagtzcGsaz19Ib7KbmUTaLyrWrzIAeGoBtFT1iHfzGVblfBkBnqr8u3ZbDl5j6PXLcM6hwQ2E3hPmGp+PzRmLRJ/+fd3T4oaFfXevLw1hIp6OvLt2Ww5IRzVLuZg1ijhSUf7HZmlWUfVnciSnnpP8u3ZbDohPPmZ0huVb89mywnhqHYxB7NGCU866h1dku/FlrpB37m+eFv1QQBOLvbYAUTYFvJleU5109MUWa4v4aim8Xur7ES+mcu2KuHJDMxaJRzVhHrKnuSbuWyrEp7MQG9Vvj2bLSeEo9rFHMwa9WfhhvlC7c0BBLJpQ9xXOmrgQmXCUY2ipyxEvpnLtirhyQzMWiUc1YR6yp7km7lsq+pp1oh8Z/lS3QlPfhZQNnIfwlF13uXpelsRG+1ydH9oLrYUsc6+LNVEO37Jd4eHn02hp58R2nFOeFr3mbID7fcp5LtIRjMK4aham4MGMFQmPOmolyHfns2WE8JR7WIOZo3qSb6zBM7RnciBd1XvGuFLNKkRFRVFiTdiWVckPBmBXqt8ezZbTghHtYs5mDVKeNJR70i+PZtNJ3raZCPPQjiqzt5X8s0EpqvME3wDnmAzMOuaMe1d1VmSb0fmXifgQBfEolHeAHbeI/nud0c4qi2hSO4H9qQJ9TQLXr6zfKnuhCfvKspG7kM4qs56ynypKuFJR5SN3IdwVJ31JN9M4BxVc/B1PHlX9a6JHGB8Vw3TM/vsEwJLzYx5+mwAJ3k/wpOOetny7dlsOSEc1S7mIBuVb+bymdXXz3wz30sCVyfgpXYOw8RfAP7iJ/uobLM0ihf5eaOa0Bjs96Sj/Y7M0qyj6k58ppglPc0TmH0HczDLl+hOOKo5vK+yDflmLtuqhCczMGuVcFQT6il7uiTfCy51A/4vjBdTkEMAVS/42EFkmDbyZThOd9HTNGGmP+HJ76t6F/Lt2Ww5IRzVLuZg1ijhSUe9I/n2bLacEI5qF3OQjco3c9lW1dM2I3kefxYuc6GqRA78LKBs5D6Eo+qsp8yXqhKedNTbkG/PZssJ4ah2MQezRvUk31kC5+hO5MC7qnct357NlhPCUe1iDmaNEp72ObrWVsQ267J0waUuuNLs5XOwu3wPAnvSywlP+z5TngRz6G0JRzWanrIg+WYu26qEJzMwa5VwVBPqKXuSb+ayrUp4MgPzVvU0y1i+s3yJ7oSjmsP7KtvA+BKNlJQl3avibdGsOSAc1TLGICuVb+ayrUp4MgOzVglHNaGesif5Zi7bqnraZiTPQ3jyrspsqyrfng1z8nHCN+jT1hwwRrsuHzft91Ud26rLt6FDgKnWwAWxaJQG1rnL8j2HPz19HU/AtXkOWA9MSeRAvg+AP/AlhKN6Oz0dgP7ASwlPOnoA/IEvIRzV2+npAPQHXqqnB6Ad+BL5HoD1xJcSnryrZgUSjmpCPWVPq/iuGibzelaVQGMGZu0RjmpCPWVP8s1ctlX1NGtEvo/zfX38S/1KCUhgigBxqfmN05SdH32Jv/y7Or0oalSUWRrF6w9jzeJFuhMZqEG8qhAdbRPCk45avMgB4agG0ROio22ipxYNciBfBON4E8KTd1WvSb49my0nhKPaxRzMGiU86ah3dEm+F1vqhvyOSt1VJqFPwsdPiMeuptBSdiHfzGVblfBkBmatEo5qQj1lT/LNXLZVCU9mYNYq4agm1FP2JN/MZVtVT7NG5DvLl+pOePKzgLKR+/izcJkLVSUyULOYA8pI7kN40lFmS1UJRzWLnrIR+WYu26p62mYkz0N48q7KbKsq357NlhPCUe1iDrJR+WYu26qEJzMwa5VwVBPu8nS9ra630f2hIZba9eBdcaXZC+hg9ws+MgcJ7H854ai2XBbt/eAPTkh40lEPXb49my0nhKPaxRzMGiU86ah3JN+ezZYTwlHtYg5mjepJvrMEztGdyIF3Ve8a4Us0qREVFUWJN2JZVyQ8GYFeq3x7NltOCEe1izmYNaon+c4SOEd3IgfeVbOuCUc1oZ6yJ/lmLlyVIXwDnmAzwFlNnRjT3lWJbdXk25GB4EAXhJ7e8AQcyReA+AktCE9QJD9h23O+BeGoNtdT9i/fzGVblfBkBmatEo5qQj3paZbAOboTeTJLvWv59my2nBCOahdzMGuU8KSj3tEqvsQwFwylWPrnd9OJnmZtyHeWL9Wd8ORndm/jK/J97XF4IgEJnJkAcaHV/n5ozD4FxF8A/qKkUUlmaRSvP4w1ixfrTuTAqwrTERsRjqqxniJerKgnDOVoI8KTWeoVybdns+WEcFS7mINsVL6Zy7Yq4ckMzFolHNWEesqeLsn3gkvdoN9VeTEJOQhQlXj0vKt6GfLt2Ww5IRzVLuZg1ijhSUe9I/n2bLacEI5qF3Mwa1RP8p0lcI7uRA68q3rX8u3ZbDkhHNUu5mDWqD8LN8wXaG8GAIhvtPCuegPOoiM9zcqQ7yxfqjvhyc8UykbuQziqznqSbyZwjiqRAzPQu5Zvz2bLCeGodjEHs0YJT/scXW+ry21ELLTsgrjgSrOXz8Hu8j0I7EkvJzzt+0x5EsyhtyUc1Wh6yoLkm7lsqxKezMCsVcJRTain7Em+mcu2qp62GcnzEJ68qzLbqsq3Z7PlhHBUu5iDbBTjSzRSUpZ0r4q3RbPmgHBUyxiDrFS+mcu2qp62GcnzEJ68qzLbqsq3Z7PlhHBUu5iDWaOEJx31juTbs2FOPk74Bt0y5oAx2nX5uOkfnfWUCcs3c0G+4azW0INHeIJGaYCduyzf/f4IR7WlOZh1TXjSUe9Ivj2bLSeEo9rFHMwa1dMsX6o74cksUTZyH8JRddaTfDOBc1SJHJiBWdeEo5pQT9nTOr7EQBeULZb8/G6r6mnWiHxn+RLdCUc1xwWvcQLvtv/K66c7vf70Fb5AAhL40gSIDw0/MGYfIeIv/64JXxQ1KsosjeJFvgEzAvsd1YR60tMsgXN09zNlvyfCUW3pnZddyzdz2VYlPJmB3qp8ezZbTghHtYs5mDWqJ/keJkA8NMuCfQN+V+XF2+rwo3TkC4jHrt5v2aN3BMHoa+U7ihdrTngyA5iO2IhwVI31FPECn9Y/+so386Wq5oAiOduH8GSWekfy7dlsOSEc1S7mIBuVb+ayrUp4MgOzVv1ZuGG+UHtzAIFs2nhXNWCWlfU0K0S+s3yJ7oSjmsPPFMJG34PwpCP59gT2nxAZqC3NQXYt38xlW5XwZAZmrRKOasJdnq631fU2uj80xFK7HrwrrjR7AR3sfsFH5iCB/S8nHNWWy6K9H/zBCQlPOuqhy7dns+WEcFS7mINZo3qS7yyBc3QncuBdNeuacFQT6il7km/msq1KeDIDvVWEL9GkRlRUFCXeiGVdUU+zSuQ7y5fqTnjyo4CykfsQjqqznuSbCZyjSuTADMy6JhzVhHrKnuSbuXBVhvANeoLNAWc2dSJs6yiR/VGTb8OGAFOtgYdv0SgNrHOX5XsOf4QnII7ngPWkKQlHNbqeskD5Zi7bqoQnMzBvVU/zjD/6DoSjmsE8fdTE219PeNJRz1i+PZstJ4Sj2sUczBolPOmod7SKLzHMBUMplv753XSip1kb8p3lS3UnPPmZ3dv4LL6v/QieSEACReDP9/+897J67+u+GlniQitm8p19coi/APxFSaOSzNIoXuQvqqoJjYGeZgmcoztxX5mlWdeEo5pQT/s96ah3RORAvj1f4oRwVHPoKduQb+ayraqnbUbyPIQn76rMtqqX40ssVGAWPTQ3xFKttGipYnyxX8Sjp6H+oZBvz2bLCeGodjEHs0YJTzrqHcm3Z7PpRE+bbORZCEfV2ftKvpnAOapEDsxA71q+PZstJ4Sj2sUczBr1Z+GG+QLtzQAA8Y0W3lVvwFl0pKdZGfKd5Ut1Jzz5mULZyH0IR9VZT/LNBM5RJXJgBnrX8u3ZbDkhHNUu5mDW6DU9EVvtevIutxGx0LIL4oIrzV4+B7vL9yCwJ72c8LTr9n0SyMG3JRzVeHrKkuSbuWyr6mmbkTwP4cm7KrOtqnx7NltOCEe1izmYNUp40lHvSL49my0nhKPaxRxkoxhfrFGe86tXxXuOJ4Dw5F3Vu5Zvz2bLCeGodjEHs0YJTzrqHcm3Z7PlhHBUu5iDWaOEJx31juTbs2FOGMJMF2Yju2QChKPq7H0l30zgjSrx8EEP3qJR3gB23iP57ndHOKotoUjuB/akCQlPOurlybdns+WEcFS7mINZo3qa5Ut1JzyZJcpG7kM4qs56km8mcI4qkQMzMOuacFQT6il7WseXGOiCsgks5iBngKwSni74+GKI5YuhHGtEOKrhzEFW9BbfX85e85dalYAEHiHwS7Ae+dpfvsYL7RcSf/zf8v0jk20V4i//rp1eDMKoWiJL3z2NTnne5vI9hzvCk1fVrGvCUU2op/2edLTfkVnqHXlX9Ww2nRCevKt6o/Lt2Ww60dMmG3kWwlF19r76QnyJh2bZA3MD/hrFF1OQQwBViceuRln26EF0Pt5Gvh9n+BkdCE9mYNYU4agm1FP2JN/MZVtVT9uM5HkIT95VmW1V5duz2XJCOKpdzEE2Kt/MZVuV8GQGZq36s3DDfKH25gAC2bQh7qpqracGMFQmPOmolyHfns2WE8JR7WIOZo0SnnTUO5Jvz2bLCeGodjEH2ah8M5dtVT1tM5LnITztuquIjYrVnq2ut9Ed7wWXIlba89Tl++KZVfk+k/773ptwVO9kDt7H+9FX6elRcu/7Ovm+j9OzX0V48q6atUg4qgn1lD3JN3PZViU8mYFZq4SjmlBP2ZN8M5dtVcKTGeitYnyxRv2sX/lEvPvtE45qS++r7Fq+mcu2KuHJDMxaJRzVhHrKnuSbuWyrEp7MwKxVwlFNqKfsSb6ZC1dlCN+gJ9gccGZTJ8K2jhLZHzX5NmwIMNUaePgWjdLAOndZvufwR3gC4ngOWE+aknBUo+spC5Rv5rKtqqdtRvI8hCfvqsyWqhKOahY9UUZyH8KTjjLbqsq3Z7PlhHBUu5iDWaN6+kJ8ld3KJtB4V7V4kQPCUQ2ip6xDvpnLtirh6atm4HWbTOeRwFcnQFxoxfCrXmo/e37k+zNCO86JvwD8xRCMyyTypKZek3x7NltOCEe1izmYNUp40tF+R2Zp1lF1N0uzjOU7y5foTjiqOfxMyTbkm7lsq+ppm5E8D+HJuyqzrerl+BILFZhFD80NsVQrLVqqGF/sF/Hoaah/KOTbs9lyQjiqXczBrFE9yXeWwDm6Eznwrpp1TTiqCfWUPck3c9lWJTyZgd6qfHs2W04IR7WLOZg1Svws3HdPioqizEHEsq5IeDICs1oJRzWhnrIn+WYu26qEJzMwa5VwVBPqKXuSb+ayraqnWSPyneVLdSc8+VlA2ch9CEfVeZen621FbLTL0f2hudhSxDr7slQT7fgl3x0efjYF4WndXfWzpU94rqdZafKd5Ut0JxzVHN5XhI2+B+FJR/LtCew/ITJQW5qDWdeEJx31juTbs9lyQjiqXcxBNorxxRrlOb96VbzneAIIT95VvWv59my2nBCOahdzMGuU8KSj3pF8ezZbTghHtYs5mDWqJ/nOEpjuzjzBN+Cm8a6adc2Y9jOlsyTfjsy9TsCBLohFo7wB7LxH8t3vjnBUW0KR3A/sSRPqaRa8fGf5Ut0JT95VlI3ch3BUnfWU+VJVwpOOKBu5D+GoOutJvpnAOarm4Ot48q7qXRM5wPiuGqZn9tknBJaaGfP02QBO8n6EJx31suXbs9lyQjiqXc6Wg9ctApxDAhJgCRCX2tkuNJbg293k+zafDaf+5d8bLPx8BiJL9S7eV5m1fDOXbVXCkxmYtUo4qgn1tN+TjvY7Mku9I++qns2mEz3N2pDvLF+qO+HJz2zKRu5DOKrOevpCfC/40NyAP8X1YgpyCKDqBR87iAzTRr4Mx+kuepomzPQnPPl9Ve9Cvj2bLSeEo9rFHMwaJTzpqHck357NlhPCUe1iDrJR+WYu26p62mYkz0P8PNyLl1WGe68SORBvixc5IBzVIHpCdLRNCE86avF6V/Vo1pwQGahlzMGsUsKTjnpH8u3ZbDrR06wN+c7yJboTjmoOPw8IG30PwtM+R9faithmXZYuuBSx0r4s9XfHZ5/I97OJH38/wlG9qzk4zv7IV+jpCK3jr5XvcWbP+ArCk3fVrDnCUU2op+xJvpnLtirhyQzMWiUc1YR6yp7km7lsq+pp1gjGl2jkZdXKFm+LZs0B4aiWMQZZqXwzl21VwpMZmLVKOKoJ9ZQ9yTdz2VbV0zYjeR7Ck3dVZltV+fZsmJOPE75Bn7bmgDHadfm4ab+v6thWXb4NHQJMtQYuiEWjNLDOXZbvOfzp6et4Aq7Nc8B6YEoiB/J9APyBLyEc1dvp6QD0B15KeNLRA+APfAnhqN5OTwegP/BSPT0A7cCXyPcArCe+lPDkXTUrkHBUE+ope1rFd9UwmdezqgQaMzBrj3BUE+ope5Jv5rKtSnj6zAy8bgPoPBKQwB4CxIVW23zmpbaH3s8nke/PGW14BfGXf9ce/gXgszaJPHlX9Y7k27PZckI4ql3MwaxRwpOO9jsyS7OOqjuRJT31nuTbs9l0QnjyM6U3Kt+ezZYTwlHtYg5mjRKedNQ7uiTfiy11g75zffG26oMAnBCPXY3hfZVlyDdz2VYlPJmBWauEo5pQT9mTfDOXbVXCkxmYtUo4qgn1lD3JN3PZVtXTrBGCr3fMrKPqrqd5xh99B38W7qME3/56IgP1Dt5Xb3P+6CnhSUcftfD21xOO6h30lDnLN3PZViU8mYFZq4SjmlBP2ZN8M5dtVT3NGpHvLF+qO+HJzwLKRu5DOKrOuzxdbytio12O7g/NxZYi1tmXpZpoxy/57vDwsyn09DNCO84JT+s+U3ag/T6FfBfJaEYhHFVrc9AAhsqEJx31MuTbs9lyQjiqXczBrFE9yXeWwDm6EznwrupdI3yJJjWioqIo8UYs64qEJyPQa5Vvz2bLCeGodjEHs0b1JN9ZAufoTuTAu2rWNeGoJtRT9iTfzIWrMoRvwBNsBjirqRNj2rsqsa2afDsyEBzogtDTG56AI/kCED+hBeEJiuQnbHvOtyAc1eZ6yv7lm7lsqxKezMCsVcJRTain/Z50NOuouhN50lPvSb49my0nhKPaxRzMGiU86ah3tIrvqmF6Zp99QmCpmc3BrDnCk456R/Lt2Ww5IRzVLu/JweuWpZ1DAhK4LoHPvNSuS7HfTL49m00nxF8A/vKeT/ZNS59sFrM0K0y+s3yp7oQnryrKRu5DOKrOesp8qaqeKJKzfQhPZql3JN+ezZYTwlHtYg6yUflmLtuqhCczMGuVcFQT6il7uiTfCy51Q34ksXJgEnISmCrx6GmodyHfns2WE8JR7WIOZo0SnnTUO5Jvz2bLCeGodjEHs0YJTzrqHcm3Z7PpRE9zNgi2NZ33zJyj6qynWb5Ud38WjiKZ+xA58K7KbKkq4ahm0RNlJPchPOkos62qfHs2W04IR7WLOZg1qif5zhI4R3ciB95VvWv59my2nBCOahdzMGuU8LTP0bW2IrZZl6ULLnXBlWYvn4Pd5XsQ2JNeTnja95nyJJhDb0s4qtH0lAXJN3PZViU8mYFZq4SjmlBP2ZN8M5dtVT1tM5LnITx5V2W2VZVvz2bLCeGodjEH2SjGl2ikpCzpXhVvi2bNAeGoljEGWal8M5dtVT1tM5LnITx5V2W2VZVvz2bLCeGodjEHs0YJTzrqHcm3Z8OcfJzwDbplzAFjtOvycdN+nnRsqy7fhg4BplpDFwQxDjRKA+zcZfnu90c4qi3NwaxrwpOOekfy7dlsOSEc1S7mYNYo4UlH+x2ZpVlH1Z3Ikp56T/Lt2Ww6ITz5mTJrlHBUE+ope1rFd9UwmdezqgQaMzBrj3BUE+ope5Jv5rKt+h5Pr9uGdh4JbCTwnjDV3H5ozNp7r4e3ptBRT0e+PZstJ8Rf/l27vBiEUaVmaRQv8hvoRmC/o5pQT3qaJXCO7n6m7PdEOKotvfOya/lmLtuqhCcz0FuVb89mywnhqHYxB7NGCU866h1dku8Fl7oBv6vy4m3VBwE4IR67GsP7KsuQb+ayrUp4MgOzVglHNaGesif5Zi7bqoQnMzBrlXBUE+ope5Jv5rKtqqdZI/Kd5Ut1Jzz5WUDZyH38WbjMhaoSGahZzAFlJPchPOkos6WqhKOaRU/ZiHwzl21VPW0zkuchPHlXZbZVlW/PZssJ4ah2MQfZqHwzl21VwpMZmLVKOKoJd3m63lbX2+j+0BBL7XrwrrjS7AV0sPsFH5mDBPa/nHBUWy6L9n7wByckPOmohy7fns2WE8JR7WIOZo3qSb6zBM7RnciBd9Wsa8JRTain7Em+mcu2KuHJDPRWEb5EkxpRUVGUeCOWdUXCkxHotcq3Z7PpRE+bbORZCEfV2ftKvpnAOapEDszArGvCUU2op+xJvpkLV2UI34An2AxwVlMnxrR3VWJbNfl2ZCA40AWhpzc8AUfyBSB+QgvCExTJT9j2nG9BOKrN9ZT9yzdz2VYlPJmBWauEo5pQT3qaJXCO7kSezFLvWr49my0nhKPaxRzMGiU86ah3tIovMcwFQymW/vnddKKnWRvyneX7nu6v73mRr5GABN5HgLjU/Ab3fawffRXhqN5bT9mAfDOXbVXiLwB/MQSjWs3SKF5/GGsWL9adyIFXFaajbaSnFs2aA8JRLWOeZpUSnnTUO5Jvz2bLCeGodjEH2ah8M5dtVcKTGZi1SjiqCfWUPV2S7wWXukG/q/JiEnIQoCrx6HlX9TLk27PZckI4ql3MwaxRwpOOekfy7dlsOSEc1S7mYNaonuQ7S+Ac3YkceFf1ruXbs9lyQjiqXczBrFF/Fm6YL9DeDAAQ32jhXfUGnEVHepqVId9ZvlR3wpOfKZSN3IdwVJ31JN9M4BxVIgdmoHct357NlhPCUe1iDmaNXtMTsdWuJ+9yGxELLbsgLrjS7OVzsLt8DwJ70ssJT7tu3yeBHHxbwlGNp6csSb6Zy7Yq4ckMzFvV0yxj+c7yJboTjmoO7yvCRt+D8KQj+fYE9p8QGagtzUF2jfElGikpS7pXxduiWXNAOKpljEFWKt/MZVtVT9uM5HkIT95VmW1V5duz2XJCOKpdzMGsUcKTjnpH8u3ZMCcfJ3yDbhlzwBjtunzc9I/OesqE5Zu5IN9wVmvowSM8QaM0wM5dlu9+f4Sj2tIczLomPOmodyTfns2WE8JR7WIOZo3qaZYv1Z3wZJYoG7kP4ag660m+mcA5qkQOzMCsa8JRTain7GkdX2KgC8omsJiDnAGySni64OOLIZbv4yhfH/9Sv1ICEpggQFxoNZcfGhN2fu1JeNLRrzx//0/y/T2RB//9/pDVc/by8ss//EsfAnC1qub/0uv7XwZ+/x9H/1LwGs1fcwQI1Srq/ci3Z7PlhHBUu5iDWaN6muVLdSc8mSXKRu5DOKrOepJvJnCOKpEDM9C7lm/PZssJ4ah2MQezRi/p6f7Q1O8/bfh9nkd/j+r31lflgHhoVi1Uv6X48aXuT9zvtfnvIIGPG/oxjJayFPlmLtuqhCczMGuVcFQT6il7km/msq2qp21G8jyEJ++qzLaq8u3ZbDkhHNUu5iAblW/msq1KeDIDs1aP/sxbN82G3yPtZntmnchAzW8OZi3qaZYv1Z3wZJZ6G/Lt2Ww5IRzVLuZg1ijhSUe9I/n2bLacEI5qF3OQjco3c9lWJTyZgXmr1/NEbFTc9zx919vojpdYao+i70G94Erf99ryP+S7xUQ/B+Goui+Ldr/wSU8ITzrq5cu3Z7PlhHBUu5iDWaN6ku8sgXN0J3LgXTXrmnBUE+ope5Jv5rKtSngyA71VhC/RpEZUVBQl3ohlXVFPs0rkO8uX6k548qOAspH7EI6qs57kmwmco0rkwAzMuiYc1YR6yp7km7lwVYbwDXqCzQFnNnUibOsokf1Rk2/DhgBTrYGHb9EoDaxzl+V7Dn+EJyCO54D1pCkJRzW6nrJA+WYu26p62mYkz0N48q7KbKkq4ahm0RNlJPchPOkos62qfHs2W04IR7WLOZg1SnjSUe9oFV9imIuGkkBjDvocECeEo4s+vgRe5PuqM/J9RejZRAISWEeA+NDwg31WK+GoJtRT9iTfb9/++m9ev/3b/+Gvvv3b//Gvvv27v/urb69//Rffbn++/2YSAKeeu5e/+Pbtz/98+/an/++fv/3D//OP3/7L//lfv/2X/+u/HeqPzGIIcgigKvC4fJ9ETVmIfDOXbVU9bTOS5yE8eVdltlSVcFSz6IkykvsQnnSU2VZVvj2bLSeEo9rFHGSj8s1ctlX1tM1InofwRN1V/+b++09/9x/+5tu//u//1fffF7r9mZgu752qtcfLX7x8++d/+vO3f/i///T9P3/6f//p2z/+139OL39XjdiA4vuugX/2ImKheo9FS92Q76xqpUVL/czjCc+JR09DvXj59my2nBCOahdzMGtUT/KdJXCO7kQOvKtmXROOakI9ZU/yzVy2VQlPZqC3Kt+ezZYTwlHtYg5mjfqzcMN8gfZmAID4kxbEfaWnn0D+4DHhqEbQUxYh38xlW5XwZAZmrRKOakI9ZU/yzVy2VQlPZqC3Kt+ezZYTwlHtYg5mjV7TE7HVrifvchsRCy27IC640uzlc7C7fA8Ce9LLCU+7bt8ngRx8W8JRjaenLEm+mcu2qp62GcnzEJ68qzLbqsq3Z7PlhHBUu5iDWaOEJx31juTbs9lyQjiqXcxBNorxxRrlOb96VbzneAIIT95VvWv59my2nBCOahdzMGuU8KSj3pF8ezZbTghHtYs5mDWqJ/nOEpjuzjzBN+Cm8a6adc2Y9jOlsyTfjsy9TsCBLohFo7wB7LxH8t3vjnBUW0KR3A/sSRMSnnTUy5Nvz2bTiZ422cizEI6qs/dV5ktVCU86omzkPoSj6qwn+WYC56gSOTADs64JRzWhnrKndXyJgS4om8BiDnIGyCrh6YKPL4b4bHxfsc1tJAEJXI4AcaEVFD80Zh8NwpOOekdn5vvXf/OX3/72f/o33/79//rvvv37/+XfffvX/92/+vbnf7r/v3cj/rbsO7K/+MuXb//0pz9/+/v//Kdv//k//sO3/3j/f1D49/f/R4G3fyao9U5+fwKt8+3FIPweLfrv1FOhpqxFvpnLtirhyQzMWiUc1YR62u9JR/sdmaXekXdVz2bTiZ5mbch3li/VnfDkZzZlI/chHFXnv/nbv/r2P/9vf/vt7/7D33z78/33heo/n/rr/qD85etffPvTP/zTt//0v//9t//0f/z99xn+8b/9M/MHdB5chqKwKgcXXOr+u6UPGv71y178vwJ/hTHwTx839P+z92bvcVxJnuWNBTsBUtwkKqVcVKmu7up+mG9e5/9/npd5qZpavpzOVC7aJYo7IsYNEEWKNAPCI34WYe44+ApFwK6Hudk5btchIDLisqhSs5TAad2U8F2X3HYfp/DEDOQ7w1MuY/jm8lVkVziyOtivFDbiHApPOIJvTKD+imIGrEvmwHcNX59LtajCEzOQa5XnwiXzFaVnDkQggzSKvcpS4ykALAorPOEolgHfmE2VFYUj64U5yDWq8ISj2BF8YzZVVhSOrBfmwDcKX59LtSieqhnx61F4qrVXKToyVnW6Gl9HHd4RNqVoqc5V5+8Xu4zCd5f0Vzu3wpGdiTlYjfe6R+FpXXKrPQ6+q3Ha9VEKT+xVuRYVjqxCPPme4OtzqRZVeGIGcq0qHFmFePI9wdfnUi2Kp1wjMr6KRGxWoWzwhmjKLCgcWTOMga8Uvj6XalGFJ2Yg16rCkVWIJ98TfH0u1aJ4qmbEr0fhib3KZ2tR+MZsNCubE16K7rbMgcZolGVz0/xcFbG1OHwDOgowllqwQRQqJYA17DB8h+FP4UkwjsOAtaMqFY6sdDz5AuHrc6kWxVM1I349Ck/sVT5bVVThyGrBk8qIn0fhCUc+W4vCN2ZTZUXhyHphDnKN4ukG8UV2KFuBhr0qxCtZUDiyQvDk69gm37lfAlEIQAACOgKKTY0bhs6Hl0nhyPLiyaOr+YXJOnwn00mbH0zb4a29duveQTs63WvLRfdGggu/zj7RSSd7Opu0Vy8WFzl/+m7e5vvTPinKHcsLgJdT4hak2K/Yq1y0F0H4xmyqrCgcWS/MQa5RhScc1XfELOU6suyKWcJT7Am+MZtKKwpP3FNio/CN2VRZUTiyXpiDXKP2+6dbDw7bnU9O2uJ80c5fqsytVrf9nmq2N23PH79qT7570fb/NmvT+XisK2iWozGyppain1wn7FarDf2aR43ssluTQt7D4JvHVpVZ4chqKXdPUQEqkgdPuSLgm8tXlV3hib1KZcPPo3BkmfEEX5/AMKKKOWAGYtfwjdlUWVE4sl6Yg1yjPBcuma8oPXMgAhmkUexXOArgisIKR1YKnnwh8PW5VIsqPDEDuVYVjqxCPPme4OtzqRbFU64R+ObyVWVXeOJeoLLh51E4ssy1PI2vK0VHtRx1F83ImlK0U2+WrKIaH/Ct4eG6KvB0HaEa6wpP5e4pNdBeVAHfQjKCUhSOLDVzEAAWhRWecBTLgG/MpsqKwpH1whzkGsUTfHMJDCO7Yg7Yq2LXEr6KJFYiolxR4HWxlAsqPDECsVb4xmyqrCgcWS/MQa5RhSccxY7gG7OptIKnSjb8WhSOLDP7FXx9AtlRzRW8FFzBzECua41p9qrIEnwjMl1cAUe0QRQq5Qpgw12Cb313CkfWpWgk6wPbUYV4ygUP31y+quwKT+xVKht+HoUjy4wnn68qqvCEI5UNP4/CkWXGE3x9AsOIMgc3xxN7VexaMQcyvqWKiZlte0WBxWqWedo2gIGcT+EJR7Hsq/i+XpvHD2cFAhAwAvZe76tsNKscA9H1CbzetNbPcPlIPG1K8OrH4+lqPpuu9uVrx1+8GHV34U9nl1f/ZDppP3+5WTk/D9NFXnunwO5kqhe+3qyw3T9awcGQ8pFHoO8sRZWgyScDX59LtajCEzOQa1XhyCrEU31POMp1ZNkV84Sn2BN8YzZVVhSOrBfmwDcKX59LtajCEzMQW53Op23/ZN7mB9PuoGlbLhTE4/O9u2K/77r46P7ZO5y12d60Tfnlyq8wqYyUmoMRNrUU/OQ64Y79q2tf/c0ILzs1oo3ywXcjfFt7MJ62hnqjEyk8lbrvb0RD/2D46pmqMyocWU3MgdrMr/MpPOHo10zf/g6+b9Oo+bXCkXXGHPh+4etzqRbFUzUjfj08F87noooq5oB7gcqGn0fhyDLjyeeriio84Si2Ad+YTZUVhSPrhTnINYon+OYSGEZ2xRywV8Wu4RuzqbKicGS9MAe5RhWe6jkaV1eKbsrN0gibGmFLuZtPz+zw7QlsR4crPNW7p+wIZtJpFY6sNDz5guDrc6kWVXhiBnKtKhxZhXjyPcHX51ItqvDEDORbxVMuY/jm8lVkVziyOtivfBsyvopESPIldVHwhmjKLCgcWTOMga8Uvj6XalGFJ2Yg16rCkVWIJ98TfH0u1aJ4qmbEr0fhib3KZ2tR+MZsNCubE16K7rbMgcZolGVz0/xcFbG1OHwDOgowllqwQRQqJYA17DB8h+EPTzfHk2DbHAasNapUzAF81wDf4yEKR3Y6PPWAvsahCk84WgN8j4coHNnp8NQD+hqH4mkNaD0eAt8esHZ4qMITe1WuQIUjqxBPvqdSfEsV4/PaVVSBhhnItadwZBXeVE/zXD1kh8DNIcBmNAzXCk839YaxTcN4EtE2kD+/ivQvb+ZnqYUXseW19wRcKl6tWtT2GNKocPJ+jblXA3sVfHMJ1M+umAHrUnhbqg9tBxUqPOEoV5zCkVWIJzzlEsjNzhzk8lVlV3hir4ptwDdmU2VF4ch6GeUcTFubzd509qvfQ21R4Gxv2qazrpju91XLrpx1nb3pZIvFD+RU6zJ9u71yfEfW1HLtK/9tS7ZXlTP16wIH/p3isjMEWPIvBPj6XKpFFZ6YgVyrCkdWIZ58T/D1uVSLKjwxA7lWFY6sQjz5nuDrc6kWxVOuEfjm8lVlV3jiXqCy4efhuXA+F1VUMQNWC3OgMuLnUXjCkc9WFVU4slrw5BuBr8+lWhRP1Yz49Sg8sVf5bC0K35hNlRWFI+uFOfCNwtfnUi2q8MQM5FpVOLIKa3kaX1eKjmo56i6aETY1wpZyN6Ce2eHbE9gODlc4srLL7Vc7YJl5SoUnHMWG4BuzqbKicGS9MAe5RhWecBQ7gm/MpsqKwpH1whzkGsUTfHMJDCO7Yg7Yq2LXEr6KJFYiolxR4HWxlAsqPDECsVb4xmyqrCgcWS/MQa5RPME3l8AwsivmgL0q17XCkVWIJ98TfH0uuqiG8FJwBTMDOqteJo1p9iqPrcXgG5ERwRFtEHi6wpNgCb4CiFtIofAkGsktdDvMUygcWed48v3D1+dSLarwxAzkWlU4sgrxhKdcAsPIrpgnZil2Dd+YTZUVhSPrhTnINarwhKPYUSm+pYqJmW17RYHFamYOcs0pPA3R0TwXK9khAIG+BG7qZtSX0y6PVziy+od409gl977nxlP3JIQOwmLRvW3Zz599Ga5yvOVenP/8aefpHtSHPXOwCuX1j1G8APgESesLWOGRfeblqnRo8unA1+dSLarwxAzkWlU4sgrxhKdcAsPIrpgnZil2Dd+YTZUVhSPrhTnwjcLX51ItqvBUbga6pux3ULv+WHa/o1p2vwyxz00+Nnv0mzOX8/SmtJ1+NUq+I2zq8je9m18qE+7am0O8IoPi0mOvigHDN2ZTZUXhyHphDnKNKjzhKHYE35hNlRWFI+uFOcg1iif45hIYRnbFHLBXxa7hG7OpsqJwZL0wB7lGN/zV70VxPBcudqSYA2Yg5qtYUTiyOvCksBHnUHjCEXxjAsNYYQ7qe1I4si7Zr3zX8PW5VIsqPDEDsVX4xmyqrCgcWS/MQa5Rhad6jsbVlaKbcrM0wqZG2FLu5tMzO3x7AtvR4QpP9e4pO4KZdFqFIysNT74g+PpcqkUVnpiBXKsKR1YhnnxP8PW5VIviqZoRvx6FJ/Yqn61F4RuzqbKicGS9MAe+URlfRSIk+ZK6KHhDNGUWFI6sGcbAVwpfn0u1KJ6qGfHrUXhir/LZWhS+MZsqKwpH1gtzkGtU4QlHsSP4xmw0K5sTXop2GeZAYzTKsrnpy8x48gnD1+ci+YHTUosuPIUnUSkBsGGH4Vvfn8KRdckc5LpWeMJR7Ai+MZsqKwpH1gtzkGtU4QlHuY4sO57yGW96BoUjq4F58k3A1+dSLarwxAzkWlU4sgrx5HsqxbdUMT6vXUUVaJiBXHsKR1bhNj3Nc5GQHQIQ2AWBIW5Gu+C063PiadcGVju/wtM2b+xvd3Xxpn2L7pdzyW8iuOzOYW9UaP/2/Rgy3769DvV4xYt/W++8AHjuFVB9lg6O5+3obK/N96cX/7VzcT10RSvqXoXsxE7Y/d/5i0V7+uPL9vLZeTt/ZfvWahWsdtTVlezqXnB1VeNZVTgyGnjKvSbwlMtXlV3hiVlS2fDzKBxZZjzB1ycwjKhiDpiB2DV8YzZVVhSOrJexzcEFFxUcgWxVKWPzJEB7kWKUfBVNFbtgut++bKx8MrrdamMk0gSbG7osp9ilJ2W0STL4bkJve49VeGIGcn0pHFmFePI9wdfnUi2q8MQM5FvFUy5j+ObyVWRXOLI62K98G/D1uVSLKjwxA7lWeS5cMl9ReuZABDJIw14VgCkUVjiydpglXyp8fS7VoniqZsSvR+GJvcpna1H4xmyqrCgcWS/MgW8Uvj6XalGFJ2Yg16rCkVVYy9P4uhpfR91Fo2iq1oU3xpZyN6Ce2Ud4yfQkUP9whSPrstho1wffs0KFJxzF0OEbs6myonBkvTAHuUbxBN9cAsPIrpgD9qpc1wpHViGefE/w9blUiyo8MQOxVQlfRRIrEVGuKPC6WMoF8ZSrBL65fFXZFZ64Fahs+HkUjiwznuDrExhGVDEHzECua4UjqxBPvif4+lx0UQ3hpeAKZgZ0VqNMCtt4iuiO8ilfcbN9VgpdeIpSrHXmwL8A4OtzqRZVeGIGcq0qHFmFePI9wdfnUi2q8MQM5FpVOLIK8YSnXALDyK6YJ2Ypdg3fmE2VFYUj64U5yDWq8ISj2FEpvopiRjiUYImv30or2/Q0r9Q4tUAAArUIbHMzqtX5sKpReOIH3FznCkdWYW9P3YkX5/Ym7d2DVUU4qJbdKzvbOezfXXyoztqb7y6aHfA5FZfHBEmpV0DmLJ09OGif/M877eTufpvNpm0y62Ta3qE66TVkpt35JtNJe/zN8/bXf/2hffvFk/b0x1ftfLGlArr6VGdiDK6RveEynjYEuKWHKzwxS7myFI6sQjzV94Sj2JFiDuAb81WsKBxZHXjybcDX51ItqvDEDORbxVMu49HxVTRkyAsNd/cbJMlF0P12SJKHJD4BhSUM+WwtCt+YTZUVhSPrhTnINarwhKPYEXxjNlVWFI6sF+Yg1yie4JtLYBjZFXPAXhW7hm/MpsqKwpH1whzkGlU854nnwsWOFHPADMR8FSsKR1YHnhQ24hx4itkoVuCroJifQ+GJvSrXk8KRVYgn3xN8fS7VogpPzEBsFb4xmyorCkfWC3OQa3ScnhRd1bryRteRoqFiG8QIW8rdfHpmh29PYDs6XOGp1u67I5CJp1U4svLw5EuCr8+lWhRP1Yz49Sg8sVf5bC0K35hNlRWFI+uFOcg1qvCEo9gRfGM2VVYUjqwX5sA3KuMrS+TXedOjCrzMQP5VhKdcxvDN5avIrnBkdbBfKWzEORSecATfmED9FcUMWJfMQa5rhSccxY7gG7PRrGxOeCnaZZgDjdEoy+amLzPjyScMX5+L5I9vllp04Sk8iUoJgA07DN/6/hSOrEvmINe1whOOYkfwjdlUWVE4sl6Yg1yjeMrlq8qu8MQsqWz4eRSOLDOe4OsTGEZUMQfMQK5rhSOrEE++p3J8FQWNULYCC3Pgz4AyuoqnufKE5ILAWAmsMkwj3OtlOlfhd93J4Hsdoc3WFY6sAjxt5uG6R/f1tOheKXnRvUG7fWZ+2AsyL86392b0Wb0oKDEDWXYu8ype/Nsy8QLgyZ6c9Aene+3upyftg0dHbbY3adPZpF34VAyec753Q9P55Tm//eJp++Efz9qPXz1v0+l5O3/3wAF8r0DGXpUvGk/5jDc9g8KR1cA8bWri6scrPOHoasabriocWQ148k3A1+dSLarwxAzEVuEbs6myYo4Unqr0M9Y6VI7Yr/wrZJR8FU0Vu2C632D7AntEJ/zk2oNW/0M3N3R5zmKXXn8QSY+AbxJYcVqFJ2ZALOWddApHlhJP74D9+Vv4+lyqRfFUzYhfj8ITe5XP1qLwjdlUWVE4sl6YA98ofH0u1aIKT8xArlWeC5fMV5SeORCBDNIo9ipLjacAsCis8ISjWAZ8YzZVVhSOrBfmINeowhOOYkfwjdlUWVE4sl6YA98ofH0u1aJ4qmbEr0fhqdZepejIWNXpanwddXhH2JSipTpXnb9f7DIK313SX+3cCkd2JuZgNd7rHoWndcmt9jj4rsZp10cpPLFX5VpUOLIK8eR7gq/PpVpU4YkZyLWqcGQV4sn3BF+fS7WowhMzEFuV8ZUlimu9qSsKtMaOOci9gvAE31wCw8iumAP2qlzXCkdWIZ58T/D1uVSLKjwxA7lWFY6sQjz5nuDrc9FFNYSXoiuYOdCZ9TIpbOPII3sZg2/ARgHGUgsuvkKlBLCGHYbvMPwpPAnGcRiwdlSlwpGVjidfIHx9LtWieKpmxK9H4Ym9ymeriiocWS14Uhnx8yg84chna1H4xmyqrCgcWS/MQa5RPN0gvsgOZSvQsFeFeFdamK90FAdBAALXElBsaHYSNjUfNXx9LtWiCk/MgM6qvcjxYtG9NVf3hcJNVNnSzvHzZ3TMTYmrODMHuVeM4gXAJ0jqJWk2n7SD41k7vDVvs71pm3bft4Xml4yrFGLnt4+Dk3mb73fnn3Xf32CH7FWrXDW7PwZPu3ewSgUKTzd4O1oF8cbHKBxZEXjaWMWVCRSecBQjhm/MpsqKwpH1whz4RuHrcyEKgXUIKOaJvSomPzq+ioYMV6GLRvWb9kmlpuJLcrArikuv0GVXzgN8yyl5ryCFI0vKHLyHVhrAkxTne8ng+x6SkgGFJ/aqXLUKR1YhnnxP8PW5VIsqPDEDsVX4xmyqrCgcWS/MQa5RxXPhLjwhyhXFHLhYygUVnhiBXK0KR1YhnnxP8PW5VIsqPDEDuVYVjqxCPPme4OtzqRbFU64R+ObyVWVXeOJeoLLh51E4ssy1PCm6oiP/ihFGR6ZJ0U69WRL63jAVfDcEuKWHKzzV2n23BG7Lp8FTLnD45vJVZFc4sjrYrxQ24hwKTziCb0yg/opiBqxL5iDXtcITjmJH8I3ZVFlROLJemAPfqIyvLJFf502PgncYV4DCE3tV7Bq+MZsqKwpH1gtzkGtU4QlHsSP4xmyqrCgcWS/MQa5RPME3l0B2ds0VvBTsNOxVua41prmnRJbgG5Hp4go4og2iUClXABvuEnzru1M4si5FI1kf2I4qxFMuePjm8lVlV3hir1LZ8PMoHFlmPPl8VVGFJxypbPh5FI4sM57g6xMYRpQ5uDme2Kti14o5kPEtVUzMbNsrCixWs8zTtgFseL75ho/n4RCAgJiAYlO7qRvaKirguwql3R6jcGQdMAcdhA7mctG9rVb3RvFpH3aO7lWQz8+781x8vfrfn3EUW1HMAXxjvooVXvy7H8XJdNJme9M225+2effvxcfP//TLtNnRdu7JbNKW3YDYnK06a8yTz31Vfv6j30Th+4ZFxlcKTzjKMPMmp8KRZcPTG6YZXyk84SjDzJucCkeWDU9vmL79FXzfplH3azzluoFvLl9V9tee7N/XX/fNzb2gL7F+x6/r5d2z4OldIpffj5LvCJvqfpvuC+wRnfCTaw9a/Q/d3NDlOdmrfPbw9blUi+KpmhG/HoUn9iqfrUXhG7OpsqJwZL0wB7lGFZ5wFDuCb8ymyorCkfXCHPhG4etzqRbFUzUjfj2K58NN2Kx8uF1UMQfgDfFKFhSOrBA8SXSESRSecBTiZa+K0ZRZUcyANcMc5CpVeMJR7Ai+MZtKK3jKtQHfXL6K7ApHVgf3A4WNOIfCUy1Hio5qXXnj66jjO8KmFC3VmqV439jFCnx3Qb3fORWO7IzMQT/ufY/GU19i/Y6Hbz9euzpa4Ym9KteewpFViCffE3x9LtWiCk/MQK5VhSOrEE++J/j6XKpF8ZRrRMZXkYjNKpQN3hBNmQWFI2uGMfCVwtfnUi2q8MQM5FpVOLIK8eR7gq/PpVoUT9WM+PUoPLFX+WwtCt+YjWZlc8I96mlpAABAAElEQVRL0d2WOdAYjbJsbpqfqyK2FodvQEcBxlILNohCpQSwhh2G7zD84enmeBJsm8OAtUaVijmA7xrgezxE4chOh6ce0Nc4VOEJR2uA7/EQhSM7HZ56QF/jUIUnHMXg4RuzqbSCp0o2/FoUjiwz+9UA+CLbl9RFFWiGOAPzkAgLEIDAYAkoNjRrfoib2jakwXcblDc/h8LT0Gdg2b2q8HLR/ZBjry6sABJouTjHws7V7yT9jg5O3oWH7inubLMV+G7Gb1uPVrz4t9Va/gXAuwvyolfVhbmmoHV5K8pmr4qlwTdmU2VF4ch6YQ5yjSo84ai+I2Yp15FlV8wSnmJP8I3ZVFpReOKeEhuFb8ymyorCkfXCHOQaVXjCUexolHxH1lT3G/lYYI+VCbtVD1r9D9VY4p4SkYdvRKZWXOGJe3auU4UjqxBPvif4+lyqRRWemIFcqwpHViGefE/w9blUiyo8MQOxVfjGbCqt4KmSDb+WdZ+b9W628s+Fe7fgLX2vmAErlftBrjCFJxzVd8QsxY4UMwDfmK9qReGJvUplw8+jcGSZ8QRfn8AwosxBrif45vJVZVd44l6gsuHnUTiyzLU8ja8rRUe1HHUXzciaUrRTb5asohof8K3h4boq8HQdoRrrCk/l7ik10F5UAd9CMoJSFI4sNXMQABaFFZ5wFMuAb8ymyorCkfXCHOQaxRN8cwkMI7tiDtirYtcSvookViKiXFHgdbGUCyo8MQKxVvjGbKqsKBxZL8xBrlE8wTeXwDCyK+aAvSrXtcKRVYgn3xN8fS66qIbwUnAFMwM6q14mjWn2Ko+txeAbkRHBEW0QCk+iUq4ANtwl+A7DHZ7qe1I4si7Zr3zX8PW5VIsqPDEDuVYVjqxCPNX3hKP6jpil2BF7Vcym0gqeKtmIa1F44p4yEL7IdkUpsFjibc7B3O2EIAQgAIGOgGJT2+aGNjRp8K1vTOHIutzVHNgLAi8W3VtZqRpxlFnqZXeC7PM4p/4lpGpvV55+aaToF/AtKuadshRznvni3xfXUVek7Rf2Ock82TtsfvWtgVJd1L9KfP03qtOyV/ms4etzqRZVeGIGcq0qHFmFeMJTLoFhZFfME7MUu4ZvzKbKisKR9cIc+Ebh63OpFlV4YgZyrSocWYV48j2Nku8Im+p+W+cL7BGdMAU9aK136OaW2KuuIg/fq+jUWFM4sk64Z+f6VHjCUewIvjGbKisKR9YLc5BrVOEJR7Ej+MZsqqwoHFkvzIFvFL4+l2pRPFUz4tdjT/Ha9GNXT0/btO5tPF6Al3tBsiiFIyuRe3auKIUnHMWO4BuzqbKicGS9MAe5RvEE31wCw8iumAP2qtg1fGM2VVYUjqwX5iDXqMJTPUfj6krRTblZGmFTI2wpd/PpmR2+PYHt6HCFp3r3lB3BTDqtwpGVhidfEHx9LtWiCk/MQK5VhSOrEE++J/j6XKpF8VTNiF+PwhN7lc/WovCN2VRZUTiyXpgD36iMryIRknxJXRS8IZoyCwpH1gxj4CuFr8+lWlThiRnIt4qnXMbwzeWryK5wZHWwXylsxDkUnnAE35hA9srmV3D3auaSIjVZJKWMMsnmprmfXHVhwDegowBjqQUbRKFSAljDDsN3GP7wdHM8CbbNYcBao0rFHMB3DfA9HqJwZKfDUw/oaxyq8ISjNcD3eIjCkZ0OTz2gr3EontaA1uMh8O0Ba4eHKjyxV+UKVDiyCvHkeyrFt1QxPq9dRRVoVp2B+a6a5LwQgMDNIKDY0IzUqpvazaD6pkv4vmFR+audeepOvFx0b0HVfWZ+LBc/n0fxysGZhV6TW0GJvSqGDN+YTZUV1QjzAuC5Rpkl+OYSqJ9dMQPWJffsXNcKTzjKdWTZ8ZTPeNMzKBxZDcyTbwK+PpdqUYUnZiC2Ct+YTZUVhSPrhTnINarwhKPY0Sj5jqyp7q8QscAeKxN2qx60+h+qscQ9JSIP34hMrbjCE/fsXKcKR1YhnnxP8PW5VIsqPDEDuVYVjqxCPPme4OtzqRbFU64R+ObyVWVXeOJeoLLh5+G5cD4XVVQxA1YLc6Ay4udReMKRz1YVVTiyWvDkG4Gvz6VaFE/VjPj1KDyxV/lsLQrfmE2VFYUj64U58I3C1+dSLarwxAzkWlU4sgpreRpfV+PrqLtoFE3VuvDG2FLuBtQz+wgvmZ4E6h+ucGRdFhvt+uB7VqjwhKMYOnxjNlVWFI6sF+Yg16jCE45iR/CN2VRawVMlG34tCkeWmf0Kvj6BYUQVc8AMxK4lfBVJrEREuaLA62IpF1R4YgRirfCN2VRZUTiyXpiDXKN4gm8ugWFkV8wBe1Wua4UjqxBPvif4+lx0UQ3hpeAKZgZ0Vr1MGtPsVR5bi8E3IiOCI9og8HSFJ8ESfAUQt5BC4Uk0klvodpinUDiyzvHk+4evz6VaVOGJGci1qnBkFeIJT7kEhpFdMU/MUuwavjGbKisKR9YLc5BrVOEJR7GjUnwVxYxwKK/D8np9HmtmBQIQMALde7OvdNPmppF7vbzetDY5C45ievCN2VRa6etp0b0K76LbxOxzqXpFXgeI5V6c2zmcxRsWUiFgv/IvHPj6XKpF3b3gbXn2NRf5TrW9rWOTQtDo04Ovz6VaVOGJGci1qnBkFeIJT7kEhpFdMU/MUuwavjGbKisKR9YLc+AbVfH1sxNVEVB4YgZUNvw8CkeWGU83iO8IL5ql6H/iNmES/EEQRRWXHntVLAO+MZsqKwpH1gtzkGtU4QlHsSP4xmyqrCgcWS/MQa5RPME3l8AwsivmgL0qdg3fmE2VFYUj64U5yDXqPheu5yknSAqJKeYAvCFeyYLCkRWCJ4mOMAmeQjSSBfhKMKYnUXhir8rVpHBkFeLJ9wRfn0u1qMITMxBbhW/MpsqKwpH1whzkGlV4qudofF2NriNFQ8U2iBG2lLv59MwO357AdnS4wlO9e8qOYCadVuHISsOTLwi+PpdqUYUnZiDXqsKRVYgn3xN8fS7VoniqZsSvR+GJvcpna1H4xmyqrCgcWS/MgW9UxleRCEm+pC4K3hBNmQWFI2uGMfCVwtfnUi2Kp2pG/HoUntirfLYWhW/MpsqKwpH1whzkGlV4wlHsCL4xG83K5oSXol2GOdAYjbJsbvoyM558wvD1uUh+4LTUogtP4UlUSgBs2GH41vencGRdMge5rhWecBQ7gm/MpsqKwpH1whzkGsVTLl9VdoUnZkllw8+jcGSZ8QRfn8Awooo5YAZyXSscWYV48j2V46soaICy574eohCAQF8CN3QP6Ytpp8crHFkDA9zrt8IdvlvB3Osk9uK5i0X3tk+KV9G94syWfmnn6T750BBQkGSvil3AN2bDCgT6EGCW+tDqfyx8+zPb9iMUjqxm7tm55vCUy1eVXeGJWVLZ8PMoHFlmPMHXJzCMqGIOmIFhuKZKn4BiBiwzc+DzVUXxpCLp5xklX0VTxQa7+2uFL7BHdMJu1YNW/0M3N3R5zmKXXn8QSY+AbxJYcVqFJ2ZALOWddApHlhJP74D9+Vv4+lyqRfFUzYhfj8ITe5XP1qLwjdlUWVE4sl6YA98ofH0u1aIKT8xArlXVU3gniHJFKWbAEoPXxSsL4kmGMjWRwhOzFCuCb8ymyorCkfXCHOQaVXjCUewIvjGbKisKR9YLc+Abha/PpVpU4YkZyLWqcGQV1vI0vq7G11F30SiaqnXhjbGl3A2oZ/YRXjI9CdQ/XOHIuiw22vXB96xQ4QlHMXT4xmyqrCgcWS/MQa5RPME3l8AwsivmgL0q17XCkVWIJ98TfH0u1aIKT8xAbFXCV5HESkSUKwq8LpZyQTzlKoFvLl9VdoUnbgUqG34ehSPLjCf4+gSGEVXMATOQ61rhyCrEk+8Jvj4XXVRDeCm6gpkDnVkvk8I2jjyylzH4BmwUYCy14OIrVEoAa9hh+A7Dn8KTYByHAWtHVSocWel48gXC1+dSLYqnakb8ehSe2Kt8tqqowpHVgieVET+PwhOOfLYWhW/MpsqKwpH1whzkGlV4wlHsqBRfRTFbHsp5jJYVCEBg2wQGuIdsG1GJ8+EpVwN8hXw7mMtF93ZNC2HO91JZ/mVb2Gd3PjvVqg75Afc9mNLAqh6uOymefELw9bkMIWru7IXBX39eVzMv/n0doc3WmaXN+F33aPheR6jGOp5qeLiuCoUnfq66jvJm6wpHVgGeNvNw3aMVnnAUU4ZvzKbKisKR9cIcXG3UOL/+vPpIfxW+PhdVlDlQkczNo/DELMWORsdX0ZDhKnTRdH/5iAX2WJlUaqpH3UM5VGGp0GVXDjt8yyl5ryCFI0vKHLyHVhrAkxTne8ng+x6SkgGFJ/aqXLUKR1YhnnxP8PW5VIsqPDEDsVX4xmyqrCgcWS/MQa5Re77bph88Fy4mKMDLDMR4ZSt4kqFMS6RwZMVxT/EVwdfnUi2q8MQM5FpVOLIK8eR7gq/PpVpU4YkZiK3CN2ZTZUXhyHphDnKNjtOToqtaV97oOlI0VGyDGGFLuZtPz+zw7QlsR4crPNXafXcEMvG0CkdWHp58SfD1uVSL4qmaEb8ehSf2Kp+tReEbs6myonBkvTAHuUYVnnAUO4JvzKbKisKR9cIc+EZlfGWJ/DpvehS8w7gCFJ7Yq2LX8I3ZVFlROLJemINcowpPOIodwTdmU2VF4ch6YQ5yjeIJvrkEsrNrruClYKdhr8p1rTHNPSWyBN+ITBdXwBFtEIVKuQLYcJfgW9+dwpF1KRrJ+sB2VKHCE45iefCN2VRawVMlG34tCkeWmf3K56uKKjzhSGXDz6NwZJnxBF+fwDCiijlgBnJdKxxZhXjyPZXjqyhoRdlzHwlRCEBgyAQUe4j1v+I+MmRUO61d4QlHsUL42hu0d2+ztOg+Fa9cG6O+eCP4hZ2n++zz0e/oODNzELNRrCg84Sg2Ad+YTZUV1RbKC4DnGlXMklXIfuV7gq/PpVpU4YkZyLWqcGQV4qm+JxzVd8QsxY7Yq2I2lVbwlGsDvrl8VdkVnrhnq2z4eRSOLDOebhBfxUVT7ILp/nLiC+wRnTAFPWj1P3RzQ5fnLHbp9QeR9Aj4JoEVp1V4YgbEUpx0eHKgCEPwFcJMSqVwZKWxXyUJ+jmtwhOOYkfwjdlUWVE4sl6YA98ofH0u1aIKT8xArlWeC5fMV5SeORCBDNIo9ipLjacAsCis8ISjWAZ8YzZVVhSOrBfmINeowhOOYkfwjdlUWVE4sl6YA98ofH0u1aJ4qmbEr0fhqdZepejIWNXpanwddXhH2JSipTpXnb9f7DIK313SX+3cCkd2JuZgNd7rHoWndcmt9jj4rsZp10cpPLFX5VpUOLIK8eR7gq/PpVpU4YkZyLWqcGQV4sn3BF+fS7UonnKNyPgqErFZhbLBG6Ips6BwZM0wBr5S+PpcqkUVnpiBXKsKR1YhnnxP8PW5VIsqPDED+VbxlMsYvrl8FU9UWYrutuxXua6ZJfjmEgiyKy48Sy3YIAqVEsAadhi+w/Cn8CQYx2HA2lGVCkdWOp58gfD1uVSL4qmaEb8ehSf2Kp+tKqpwZLXgSWXEz6PwhCOfrUXhG7OpsqJwZL0wB7lG8XSD+F4n++dhm+ciITsEIDBkAtftI6v0xo19FUrrH6NwZGfHk+9g6HztxWYX591/TC26L1TNvIvKUnf5F+fdWzFlnePdc77zveK0zMA7UMXfKhxZSXjyxcDX51ItqtojJwxCqlrFPKEoVgTfmE2VFYUj64U5yDWq8ISj+o6YpVxHlp1ZymUM31y+qux4UpH088DX51IpqnBk/fCzVa5VhSccxY5Gx1fRULHB7v76EgvssTJht+pBq/+hCkvsVTF3+MZsqqwoHFkvzEGuUTzBN5fAMLIr5oC9Kte1wpFViCffE3x9LtWiCk/MQGwVvjGbKisKR9YLc5BrlOfCJfMVpWcORCCDNIr9CkcBXFFY4chKwZMvBL4+l2pRhSdmINeqwpFViCffE3x9LtWieMo1At9cvqrsCk/cC1Q2/DwKR5a5lqfxdaXoqJaj7qIZWVOKdurNklVU4wO+NTxcVwWeriNUY13hqdw9pQbaiyrgW0hGUIrCkaVmDgLAorDCE45iGfCN2VRZUTiyXpiDXKMKTziKHcE3ZlNpBU+5NiR8FUmsTTYsVzZ4XSzlggpPjECsFb4xmyorCkfWC3OQa1ThCUexI/jGbKqsKBxZL8xBrlE8wTeXQHZ2zRW8FOw07FW5rjWmuadEluAbkeniCjiiDaJQKVcAG+4SfOu7UziyLkUjWR/YjirEUy54+ObyVWVXeGKvUtnw8ygcWWY8+XxVUYUnHKls+HkUjiwznuDrExhGlDm4OZ7Yq2LXijlYle88LoMVCEAAApsTUGxoVsWqm9rmFd/MDApPOIqvnZ3x7V4ldrmwT83f5qIO7cVoL86helXa6ESJcYUjK485SJTUpVZ4wlHsCL4xm0oriq12wiCkKlXMkhWIJl8TfH0u1aIKT8xArlWFI6sQT/U94ai+I2YpdsReFbOptGKeVK4q9VWlFhVb7ge5RhWecFTfkVWIJ9+TYgbK8R1hU91fi3yBPaITpqAHrf6Hbm7o8pzsVT57+PpcqkXxVM2IX4/CE3uVz9ai8I3ZVFlROLJemINcowpPOIodwTdmU2VF4ch6YQ58o/D1uVSL4qmaEb8engvnc1FFFXPAvUBlw8+jcGSZ8eTzVUUVnnAU24BvzKbKisKR9cIc5BrFE3xzCQwju2IO2Kti1/CN2VRZUTiyXpiDXKMKT/UcjasrRTflZmmETSlaqjdLuftPn+zw7UNrd8fiaXfsVz2zwpGdi/3KJw5fn0u1qMITM5BrVeHIKsST7wm+PpdqUYUnZiDXqsKRVYgn3xN8fS7VonjKNSLjq0jEZhXKBm+IpsyCwpE1wxj4SuHrc6kWVXhiBnKtKhxZhXjyPcHX51ItiqdqRvx6FJ7Yq3y2FoVvzEazsjnhpehuyxxojEZZNjfNz1URW4vDN6CjAGOpBRtEoVICWMMOw3cY/vB0czwJts1hwFqjSsUcwHcN8D0eonBkp8NTD+hrHKrwhKM1wPd4iMKRnQ5PPaCvcSie1oDW4yHw7QFrh4cqPLFX5QpUOLIK8eR7WpXv3H84UQhA4G0CqwwUm9HbxPRfr+LgurPi6DpCm60rHFkFQ/Y0nV1WvzhX0XjjZJ2Mi+5B593/Wyhe5fVNKe99tbRz2MkW7y3tLJDp4qqm1vH0br4hz8C7vVT8XuHI+sKTbzfia/Fozc9ENJOA6rYwYRAyNUlmBkWxIsWeBN+Yr2JF4cjqwJPCRpxD4QlHMV/FisKR1YEnhY04B55iNooV+CookmPoBBRzwL0g9ypQOLIK8VTfE45iR4o5KMd3ZE0tJb+xsr2qnKn4whzgiuKys7ax5MuHr8+lWlThiRnItapwZBXiyfcEX59LtajCEzOQa1XhyCrEk+8Jvj6XalE85RqBby5fVXaFJ+4FKht+Hp4L53NRRRUzYLUwByojfh6FJxz5bFVRhSOrBU++Efj6XKpFFZ6YgXyreMplDN9cvorsCkdWB/uVbwO+PpdqUYUnZiDXqsKRVVjL0/i6UnRUy1F30YysKUU79WbJKqrxAd8aHq6rAk/XEaqxrvBU7p5SA+1FFfAtJCMoReHIUjMHAWBRWOEJR7EM+MZsqqwoHFkvzEGuUTzBN5fAMLIr5oC9KnYt4atIYiUiyhUFXhdLuaDCEyMQa4VvzKbKisKR9cIc5BrFE3xzCQwju2IO2KtyXSscWYV48j3B1+eii2oILwVXMDOgs+pl0phmr/LYWgy+ERkRHNEGgacrPAmW4CuAuIUUCk+ikdxCt8M8hcKRdY4n3z98fS7VogpPzECuVYUjqxBPeMolMIzsinlilmLX8I3ZVFlROLJemINcowpPN9nRPFcP2SFwcwiwGdV3rXBkXd7km8Y2LCs8bduRvYn34a29dvfjo3ZwPG8/ffeiPf7mRXv208t2/krR0Xrk7YVZl4vuLYUW6z1+1UddnOe8O8/FK8Hurl/zsH80a8e399vZ/YOunta+/8ez9uT7F+3VS+Owu9pWZWnHqarc9hz06XEMx+JpDBbpYVMCF9v+hkls7+YjjwB7VR5bywzfXL6q7ApPbFUqG34ehSPLjCefryqKJxXJ3DwKT8xS7Ai+MZtqK+bq9ec6tTEHPjXFDFhm+Pp8VVGFJxypbPh5FI4sM55uEN8RXjTdX2x8gT2jEyahJ7F+hysssVfFzOEbs6myonBkvTAHuUYVnnAUO4JvzKbKisKR9cIc5BrFU32+zECuI8uumAM8xZ7gG7OpsqJwZL0wB7lGeS5cMl9BemZAAPGKFOxVV8AptKTwxCzFQuEbs6myonBkvTAHuUbxBN9cAsPIrpgD9qrYNXxjNlVWFI6sF+Yg16jCUz1H4+pK0U25WRphUyNsKXfz6Zkdvj2B7ehwhad695QdwUw6rcKRlYYnXxB8fS7VogpPzECuVYUjqxBPvif4+lyqRfFUzYhfj8ITe5XP1qLwjdlUWVE4sl6YA9+ojK8iEZJ8SV0UvCGaMgsKR9YMY+Arha/PpVoUT9WM+PUoPLFX+WwtCt+YTZUVhSPrhTnINarwhKPYEXxjNpqVzQkvRbsMc6AxGmXZ3PRlZjz5hOHrc5H8wGmpRReewpOolADYsMPwre9P4ci6ZA5yXSs84Sh2BN+YTZUVhSPrhTnINarwhKNcR5YdT/mMNz2DwpHVwDz5JuDrc6kWVXhiBnKtKhxZhUP0NM9FS3YIQKAPgZu8GfXhtOtjFZ6GeMPYNfc+51c4svOt4snefHu+P2sfPDpq/+P/etg++Oiw/f2/Hre//NsPF/8+/uZFn9K1x3avqLpcdP/hbK+sqoLiVLjo8i8W3aedZjnpTrXayVbh65wuDM33px3/4/bo89P2yb/cbotXi/af//e37W//8WMzDy+fn4ePHePCahau71zt6foz3qwjFJ5wtPo18y7vd7/3MsHXo6KLKV7826qx+zEfeQRWmZXrzo6imBB8YzZVVhSOrBfmINconnL5qrIrPDFLKht+HoUjy4wn+PoEhhFVzAEzELuGb8ymyorCkfXCHOQaxRN8exNQXDTFBnvVv0ddxWrCbnUVno3XFJedFVHs0tuYiyoBfFUkc/MoPDED9R1ZhXjyPSlmAL4+W2VU4YkZUBrxc+HJ56KIKthaHcyBwkacA08xG8UKfBUU83MoPLFX5XriuXDJfEXpmQMRyCANe1UAplBY4cjaYZZ8qfD1uVSL4qmaEb8ehSf2Kp+tReEbs6myonBkvTAHvlH4+lyqRRWemIFcqwpHVmEtT+PranwddReNoqlaF94YW8rdgHpmH+El05NA/cMVjqzLYqNdH3zPChWecBRDh2/MpsqKwpH1whzkGsUTfHMJDCO7Yg7Yq3JdKxxZhXjyPcHX51ItqvDEDMRWJXwVSaxERLmiwOtiKRfEU64S+ObyVWVXeOJWoLLh51E4ssx4gq9PYBhRxRwwA7muFY6sQjz5nuDrc9FFNYSXgiuYGdBZjTIpbOMpojvKp3zFzfZZKXThKUqx1pkD/wKAr8+lWlThiRnItapwZBXiyfcEX59LtajCEzOQa1XhyCrEE55yCQwju2KemKXYNXxjNlVWFI6sF+Yg16jC07YdzXORkB0CENgFgSFuRrvgtMtzKhxZ/du+aeyS2S7OvYqn+f60nT04aA9+e9I+/MOti69ne9OLFwuYzaftqz8/aU+/f9FePl+0Vy8XW23DXgx1sejewif5tJb/8jxGbBVqlxhWPzLGNplO2l7n4PBk3u58eNge/O6kPfr8rD3642l79WLRnvzwsmN/3l4+6z67f/noT0Diqf9peUQPAgpHdjruKT50+PpcqkUVLwA+YQhStTJLqXh7/AR2dR2MwdV8Nl1lDjYluJ3HKzwxS7muFI6sQjzV94Sj2JFiDuAb81WsKBxZHXjybcDX51ItqvDEDORbxVMu49HxVTRkyAsNd/dXNMlFMKnUlKSjWkkUlgpddrXgdtXAt5yS9wpSOLKkzMF7aKUBhSccxUrgG7OpsqJwZL0wB7lG8QTfXALDyK6YA/aq2DV8YzZVVhSOrBfmINcoz4VL5itIzwwIIF6Rgr3qCjiFlvCUKwO+uXxV2RWeuKeobPh5FI4sM57g6xMYRlQxB8xA7Bq+MZsqKwpH1gtzkGt0nJ4UXdW68kbXkaKhYhvECFvK3Xx6ZodvT2A7OlzhqdbuuyOQiadVOLLy8ORLgq/PpVoUT9WM+PUoPLFX+WwtCt+YTZUVhSPrhTnINarwhKPYEXxjNlVWFI6sF+bANyrjq0iEJF9SFwVviKbUAp5ydcA3l68iu8KR1cHtQGEjzqHwhCP4xgTqryhmwLpkDnJdKzzhKHYE35iNZmVzwkvRLsMcaIxGWTY3fZkZTz5h+PpcJL8kstSiC0/hSVRKAGzYYfjW96dwZF0yB7muFZ5wFDuCb8ymyorCkfXCHOQaxVMuX1V2hSdmSWXDz6NwZJnxBF+fwDCiijlgBnJdKxxZhat6mue2Q3YIQGCoBLa9GQ2V067rxtOuDbS2fzRvjz4/bR//t9O2fzy7KOjswWGb70/bvU+O2/d/f9a++Pcf21//3x/bj988b4vz9aytemN/m8iyexXT5aL7tH/fXhB+bXntHNaX4kVT+5a2dzBtH/7+Vvv4n8/a3Y+P2tn9w3ZyZ79NZ5MLBx/+4VY7f7Vs3//jWfvx2xdh+nX4hslYeI+A6vrD03topQGFJxzFSuAbs6myorqPTRiEVKXMUipeyc+MjECuI8vOHOQz3vQMCkdWA/O0qYmrH6/whKOrGW+6qnBkNeDJNwFfn0u1qMITMxBbhW/MpsqKwpH1whzkGsUTfHsTUFw0xQZb8Ze4CbtV70upzwMUl52dr9il1wdB6rHwTcUrS67wxAzIdLiJFI4sMZ5cvJLfrcPXZ6uMMgdKmnm5FJ7Yq2I/8I3ZVFlROLJemAPfKHx9LtWiCk/MQK5VnguXzFeUnjkQgQzSKPYqS42nALAorPCEo1gGfGM2VVYUjqwX5iDXqMITjmJH8I3ZVFlROLJemAPfKHx9LtWieKpmxK9H4anWXqXoyFjV6Wp8HXV4R9iUoqU6V52/X+wyCt9d0l/t3ApHdibmYDXe6x6l8ISjmD58YzaVVvBUyYZfi8KRZWa/gq9PYBhRxRwwA7muFY6sQjz5nuDrc6kWVXhiBmKrEr6KJFYiolxR4HWxlAviKVcJfHP5qrIrPHErUNnw8ygcWWY8wdcnMIyoYg6YgVzXCkdWIZ58T/D1ueiiGsJL0RXMHOjMepkUtnHkkb2MwTdgowBjqQUXX6FSAljDDsN3GP4UngTjOAxYO6pS4chKx5MvEL4+l2pRPFUz4tej8MRe5bNVRRWOrBY8qYz4eRSecOSztSh8YzZVVhSOrBfmINfodZ5er89zyyA7BIZPYNG1cN2Gdd368Cms38HrzWb9DNfz3yQ3j70kgKf1r4ST23vtwW9P2v1PTtre/vQi0Ww+aaf3Di4+b98/bLO9aVsulm3/eNZ++vZFe/7kvJ2fd7tLD/A9Dv2lGXsB0vPuvIvus6lejfSX7G++sNTWn31u42M6m7S9g1k7PJm3s/sH7Tf//ax9+i+32+2HR1380oHVYcedPThsz5+eX7j46s9P2uLcr9GP9u+G+0F/Zn0eofCEoz7E+x8bOYri/c9wsx+h4sgc5F5HilvuBEmpkpilVLx9fsS9shDG4Eo8Gy8yBxsj3EoChSdmKVeVwpFViKf6nnAUO7I5eP0ZH8XKLgmwV+XSh28uX1V2PKlI5uZReOKeHTsaHV9FQ4ar0EXT/aUtFthjZVKpqR51D+VQhaVCl1057PAtp+S9ghSOLClz8B5aaQBPUpzvJYPve0hKBhSe2Kty1SocWYV48j3B1+dSLarwxAzEVuEbs6myonBkvTAHuUYVz4W78IQoVxRz4GIpF1R4YgRytSocWYV48j3B1+dSLarwxAzkWlU4sgrx5HuCr8+lWlThiRmIrcI3ZlNpBU+VbPi1KBxZ5lr7laIrOvKvGGF0ZJoU7dSbJaHvDVPBd0OAW3q4wlOt3XdL4LZ4GoUjKxdPvjT4+lyqRfFUzYhfj8ITe5XP1qLwjdlUWVE4sl6Yg1yjCk84ih3BN2ZTZUXhyHphDnyjMr6yRH6dNz0K3mFcAQpP7FWxa/jGbKqsKBxZL8xBrlGFJxzFjuAbs6myonBkvTAHuUbxBN9cAtnZNVfwUrDTsFflutaY5p4SWYJvRKaLK+CINohCpVwBbLhL8K3vTuHIuhSNZH1gO6oQT7ng4ZvLV5Vd4Ym9SmXDz6NwZJnx5PNVRRWecKSy4edROLLMeIKvT2AYUcUcMAObu55vnoIMEICAYkMzimxq/rUEX59LtehN8zSdTtr+8ayd3T9stx8etlt3910lh7fm7ePPT9vpvYP27V+ftq/+90/ty/+v+/zfT9r5y4X7GFmwk7JcdG95k3kaO0f3CqWL7hyqFyq9rv/Tuwft3qfH7cFvT9r9T47b2YPDdny21/YOpu89dDqbtOPbe+2DR0ft+y+ftR++et5ePD1/7zhVQDEH3AtUNvw8CkeWGU8+X6LDIKCYA2Yg17XqnjpBVKooxSxZgWjyNcHX51ItqvDEDORaVTiyCvFU3xOO6jtilnIdkT2fAPeUXMbwzeWryq7wxD1bZcPPo3BkmfF0g/iO8KLp/jLoC+wRnTAFPWj1P3RzQ5fnZK/y2cPX51ItiqdqRvx6FJ7Yq3y2FoVvzKbKisKR9cIc5BpVeMJR7Ai+MZsqKwpH1gtz4BuFr8+lWlThiRnIt6p4PhzPhYs9MQcxmyorCkfWC/tVrlGFJxzFjuAbs6myonBkvTAHuUYVnnAUO4JvzKbKisKR9cIc+Ebh63OpFsVTNSN+PQpPtfYqRUfGqk5X4+uowzvCphQt1bnq/P1il1H47pL+audWOLIzMQer8V73KDytS261x8F3NU67Pkrhib0q16LCkVWIJ98TfH0u1aIKT8xArlWFI6sQT74n+PpcqkXxlGtExleRiM0qlA3eEE2ZBYUja4Yx8JXC1+dSLarwxAzkWlU4sgrx5HuCr8+lWhRP1Yz49Sg8sVf5bC0K35iNZmVzwkvR3ZY50BiNsmxump+rIrYWh29ARwHGUgs2iEKlBLCGHYbvMPwpPAnGcRiwdlglnnLhwzeXryK7wpHVwX6lsBHnUHjCUcxXsaJwZHXgSWEjzqHwhCP4xgTqryhmwLq8yXMwr6+ZCiFwcwiwqeW6hm8uX1V2hadt3Nj3j2btg4+O2t2Pj9qtO/th+9PZpJ106/Z5+/5BOz7ba/ODaTt/tWzff/msnb9ctsX5oilenNMrYrHo/gCVlfznEy67cyzOuz6685i/VR2u6sledHQy7d4up/s0fg9/f9Ie/fG0Pfr8tON/7LX9q9jB0bzd/c1xe/L9ywveL54+/dV6tW9W5Xdd3avyvS4P6z4BhScc+Wyzo6/3qdf/Xnc+PPmEFDNgmeHr81VFVT8C8ALgKiN+HsU8MUs+W4vCN2ZTZUXhyHphDnKNKjzhqL4jZinXkWVXzBKervb0NuO3v776Ub9eZb/6NQ/1d+t6ebsOHL1N49dfw/fXPCp+p3BkfTEHuXYVnnAUOxol35E1dfkXv9jhqivdX/dWPZTj1iAwsstuDQK5D4FvLl9VdjypSOblUTiy6rij+I7g63OpFlV4YgZyrSocWYV48j3B1+dSLarwxAzEVuEbs6myonBkvTAHuUZ5LlwyX1F65kAEMkij2K9wFMAVhRWOrBQ8+ULg63OpFlV4YgZyrSocWYV48j3B1+dSLYqnXCPwzeWryq7wxL1AZcPPo3BkmWt5Gl9Xio5qOeoumpE1pWin3ixZRTU+4FvDw3VV4Ok6QjXWFZ7K3VNqoL2oAr6FZASlKBxZauYgACwKKzzhKJYB35hNlRWFI+uFOcg1iif45hIYRnbFHLBXxa4lfBVJrEREuaLA62IpF1R4YgRirfCN2VRZUTiyXpiDXKN4qs+XGch1ZNkVc4CnXE8KR1YhnnxP8PW56KIawkvBFcwM6Kx6mTSm2as8thaDb0RGBEe0QSg8iUq5Athwl+Bb353CkXXJHOS6xhN8cwkMI7tiDtircl0rHFmFeKrvCUf1HTFLsSP2qphNpZWb7GleSQS1QAACGgKKTY0fwGIX8I3ZVFlROLJerpqDw1vz9vHnp+2jfzptB8er3U7tMfc/PW4HJ/P2wUdH7eu/PG1f/ulx++7vz9qTH16m4FsuureZWaSk/iXpsntV0MUa51nV03Q+bWf3DtqD3520Bx2/Ox27s/sH7dYHB7/UcNUX8/3pxeMW58v249fP27d/e3rV4aNZW5XvVQ1fNQNXPY611QgoHNmZ8LQa73WPwtO65FZ7HHxX47TroxQvAD5hs0rVyCyl4uXJWLl4ZdkVc8BWJdPhJlI4ssR4cvHKgniSoUxNpPDELMWK4BuzqbKicGS9MAe+Ufj6XKpFFZ6YgVyrCkdWIZ58T6PkO8Kmur9S+gJ7RCdMQQ9a/Q/d3NDlOdmrfPbw9blUi+KpmhG/HoUn9iqfrUXhG7OpsqJwZL0wB7lGFZ5wFDuCb8ymyorCkfXCHPhG4etzqRbFUzUjfj08F87noooq5oB7gcqGn0fhyDLjyeeriio84Si2Ad+YTZUVhSPrhTnINYon+OYSGEZ2xRywV8Wu4RuzqbKicGS9MAe5RhWe6jkaV1eKbsrN0gibGmFLuZtPz+zw7QlsR4crPNW7p+wIZtJpFY6sNDz5guDrc6kWVXhiBnKtKhxZhXjyPcHX51ItiqdqRvx6FJ7Yq3y2FoVvzKbKisKR9cIc+EZlfBWJkORL6qLgDdGUWVA4smYYA18pfH0u1aIKT8xAvlU85TFWsLXqmIM8R5YZT7l8VdkVnpil2AZ8Yzaalc0JL0V3A+ZAYzTKsrlp7vsRW4vDN6CjAGOpBRtEoVICWMMOw3cY/vB0czwJts1hwFqjSsUcwHcN8D0eonBkp8NTD+hrHKrwhKM1wPd4iMKRnQ5PPaCvcSie1oDW4yHw7QFrh4cqPG17r1rtXbd3CJVTQwACuyGg2NCs8m1varuh1f+s8O3PbBePuMrTyZ399uFnp+3+p8dtfjBdqbzJdNLscfb5oHvc3Y+ftr3usdPZ5aQ8+eHlSnn6HLRcdG8P073apuIFN6PzLhfdH5Z+Pk90zLrx/cNZu/VBx+t3J+0P/8fd9tFnt9rRrXkzlqt+GN+zB4dt0dX5xb/90GZ70/bqZffNWx+rZ3vrQTfgy6tmoE/78O1Dq/+xeOrPbBePUHhilmJz8I3ZVFlR/SwyYRBSlTJLqXh5MlYuXkl2xQxYIWxVEh1hEoUnHIV4ZQt4kqFMS6RwZMUxT74i+PpcqkUVnpiB2Cp8YzZVVhSOrBfmINeowhOOYkej5Duyprq/csYCe6xM2K160Op/qMYS95SIPHwjMrXiCk/cs3OdKhxZhXjyPcHX51ItqvDEDORaVTiyCvHke4Kvz6VaFE+5RuCby1eVXeGJe4HKhp+H58L5XFRRxQxYLcyByoifR+EJRz5bVVThyGrBk28Evj6XalE8VTPi16PwxF7ls7UofGM2VVYUjqwX5sA3Cl+fS7WowhMzkGtV4cgqrOVpfF2Nr6PuolE0VevCG2NLuRtQz+wjvGR6Eqh/uMKRdVlstOuD71mhwhOOYujwjdlUWVE4sl6Yg1yjCk84ih3BN2ZTaQVPlWz4tSgcWWb2K/j6BIYRVcwBMxC7lvBVJLESEeWKAq+LpVxQ4YkRiLXCN2ZTZUXhyHphDnKN4gm+uQSGkV0xB+xVua4VjqxCPPme4Otz0UU1hJeCK5gZ0Fn1MmlMs1d5bC0G34iMCI5og8DTFZ4ES/AVQNxCCoUn0UhuodthnkLhyDrHk+8fvj6XalGFJ2Yg16rCkVWIJzzlEhhGdsU8MUuxa/jGbKqsKBxZL6vOwbxK49QBAQiMk4BiU1t1Qxsnwau7gu/VfDJWp7NJOzrda7c/PGxn9w7a4cl6t9LZ3rTdeXjYfve/7rSz+wftmy+etm/+2n1+8aT9+M2L90pfdw4Wi+4PNt1n5seyeyXOxXn3FjKKC/LnQvePZu2Dj44uPu9+fNQuPh8dt+OzvbVbOTqdtw8eHbX7nx637/7+rD376dUvuRSlr+volyJG/AV8hyEXT/U9KRxZl+xXvmv4+lyqRRU/b0wYglStzFIqXp6MlYtXll0xB2xVMh1uIoUjS4wnF68siCcZytREKk+pRQ44uYIve1XuBaBwZBXiyfcEX59LtajCEzOQa1XhyCrEk+9plHxH2FT3l0xfYM/ohEnoSazf4QpL7FUxc/jGbKqsKBxZL8xBrlGFJxzFjuAbs6myonBkvTAHuUbxBN9cAsPIrpgD9qrYNXxjNlVWFI6sF+Yg1yjPhUvmK0jPDAggXpGCveoKOIWW8JQrA765fFXZFZ64p6hs+HkUjiwznuDrExhGVDEHzEDsGr4xmyorCkfWC3OQa1ThqZ6j8XU1uo4UDRXbIEbYUu7m0zM7fHsC29HhCk/17ik7gpl0WoUjKw1PviD4+lyqRRWemIFcqwpHViGefE/w9blUi+KpmhG/HoUn9iqfrUXhG7OpsqJwZL0wB75RGV9FIiT5krooeEM0ZRYUjqwZxsBXCl+fS7UonqoZ8etReGKv8tlaFL4xmyorCkfWC3OQa1ThCUexI/jGbDQrmxNeinYZ5kBjNMqyuenLzHjyCcPX5yL5gdNSiy48hSdRKQGwYYfhW9+fwpF1yRzkulZ4wlHsCL4xmyorCkfWC3OQaxRPuXxV2RWemCWVDT+PwpFlxhN8fQLDiK46B+u98/YwGFAlBGQErhsobhgy1G6i6/i7D3KCeHKgdCH4+lyi6NHpXrv/yXG79/FxOzrd7Da6fzRrH/7hVrvb5Xrw22ftH3/6qc3m0/bqxQ/t2U+v2tsvTLmup+Vi2RZvJ4oa2yB+cY7uPPav4mM2n7Q7Dw/bp//jdvvoj6ftwafGem/j1LO9afvgo6OLnOfny/b8ya8Zb3oCTff8R0jkAb4RmVpxladaXY2vGoUnfq6Krwv4xmyqrKh+NJowCKlKmaVUvJL/DmQE6juyCvGEp1wCw8jOPWUYnqgyj4BiBqw67il5jiyzwhOOYkfwjdlUWVE4sl6Yg1yjeIJvbwKKi6bYYHd/Ee2N4d0HTNit3kUi/X5zQ5flFLv0pIw2SQbfTeht77EKT8xAri+FI6sQT74n+PpcqkXxVM2IX4/CE3uVz9ai8I3ZVFlROLJemAPfKHx9LtWiCk/MQK5VnguXzFeUnjkQgQzSsFcFYIqF8ZQrBL65fBXZFY6sDu4pChtxDoUnHME3JlB/RTED1iVz4LuGr8+lWlThiRnItapwZBXW8jS+rsbXUXfRKJqqdeGNsaXcDahn9hFeMj0J1D9c4ci6LDba9cH3rFDhCUcxdPjGbKqsKBxZL8xBrlE8wTeXwDCyK+aAvSrXtcKRVYgn3xN8fS7VogpPzEBsVcJXkcRKRJQrCrwulnJBPOUqgW8uX1V2hSduBSobfh6FI8uMJ/j6BIYRVcwBM5DrWuHIKsST7wm+PhddVEN4KbqCmQOdWS+TwjaOPLKXMfgGbBRgLLXg4itUSgBr2GH4DsOfwpNgHIcBa0dVKhxZ6XjyBcLX51ItqvDEDORbxVM+403PoHBkNTBPm5q4+vEKTziKGcM3ZrPNlc3efXublXIuCBQmoNjQrD1uGrmSFZ5wFDu6KXxPbu+1jz8/bQ9+e9L2DmcxkB4rewfTdvbgsE2mkzabT9rtBwftm78+bT989bw9/vZ5e/l80SPb+4cuN3v4+wnfidiLX9o5Lv59Z23Vbyfdu0Afnc3b2b2D9sFHR+3ub47b/U+P252Hh+3odG/VNFceN5tPL3Kfv1y0x9+8aF//+Ulbniuu3CtP23tRVRH7lY8evj4XohDoS4BZ6kus3/Hw7cdrV0crXgC8+xGIj0QCzFIi3C41fHP5qrLjSUUyN4/CE7eU+o6sQjzlenqd3Wbq9efr2Kr/4igmxV4Vs6myonBkvTAHvlH4+lyqRfFUzYhfj8ITe5XP1qKj46toyMAUumiWEkvWUqGmjPHIPhSXHobiiwK+MZsqKwpH1gtzkGtU4QlHsSP4xmwqreCpkg2/FoUjy8x+BV+fwDCiijlgBmLX8I3ZVFlROLJemINcozwXLpmvID0zIIB4RQr2qivgFFrCU64M+ObyVWVXeOKeorLh51E4ssx4gq9PYBhRxRwwA7Fr+MZsqqwoHFkvzEGu0XF6UnRV68obXUeKhoptECNsKXfz6Zkdvj2B7ehwhadau++OQCaeVuHIysOTLwm+PpdqUTxVM+LXo/DEXuWztSh8YzZVVhSOrBfmINeowhOOYkfwjdlUWVE4sl6YA9+ojK8skV/nTY+CdxhXgMITe1XsGr4xmyorCkfWC3OQa1ThCUexI/jGbKqsKBxZL8xBrlGFJxzFjuAbs9GsaAhrsmg6IotPQOHIMrNfwdcncEVUcfGJLrxCpVwBbLhL8K3vTuHIuhSNZH1gO6pQ4QlHsTz4xmyqrCgcWS/MQa5RPOXyVWVXeGKWVDb8PApHlhlP8PUJbB6db56CDBCAgIqA4qbBDUNlw8+jcGSZ8TRcvqf3DtrHfzxt935z3Gbzqd/IGtG9/Wm78/Cw3b5/0B798az99d9/bH/51+/b3/6ztW/++nSNjG8esrRXlVRdvG/S/vLVost/vli2RffZ5zRvz8HRrfkF09/8t7P26b/cbmf3D9t8b9KmQsb2JtG37u636WzS/v6nn9r+0aw9e/zqlz7G9kUfF1HvbzuKjrmpcfgO27z5e/15XSfMwXWENltnljbjd92j4Xsdod2vK17827qwn3P4yCOgmCWrDk2+I/j6XKpFFZ6YgVyrCkdWIZ7qe8JRfUfMUuyIvSpmU2lF4Ym9KjYK35hNpRU8VbLh16JwZJnZr24QX8VFU+yC6feXWd/1hCnwwYiiisvOSil26YnobJ4Gvpsz3EYGhSdmINeUwpFViCffE3x9LtWieKpmxK9H4Ym9ymdrUfjGbKqsKBxZL8yBbxS+PpdqUYUnZiDXKs+FS+YrSs8ciEAGaRR7laXGUwBYFFZ4wlEsA74xmyorCkfWC3OQa1ThCUexI/jGbKqsKBxZL8yBbxS+PpdqUTxVM+LXo/BUa69SdGSs6nQ1vo46vCNsStFSnavO3y92GYXvLumvdm6FIzsTc7Aa73WPwtO65FZ7HHxX47TroxSe2KtyLSocWYV48j3B1+dSLarwxAzkWlU4sgrx5HuCr8+lWlThiRmIrcr4yhLFtd7kFfDWt69wZF2yX/mu4etzqRZVeGIGcq0qHFmFePI9wdfnUi2q8MQM5FpVOLIK8eR7gq/PRRfVEF6KrmDmQGfWy6SwjSOP7GUMvgEbBRhLLbj4CpUSwBp2GL7D8KfwJBjHYcDaUZUKR1Y6nnyB8PW5VIviqZoRvx6FJ/Yqn60qqnBkteBJZcTPo/CEI5+tRW8y33mMhRUIQGCIBBQbmvXNTSPXPp6Gx3c2n7STO/vtzoeH7fTeQds7mMqbmM66yes+T+/ut8XvT9q0O8XR6V47u3/Qvv/yefvpuxftxbPz/uftLril6lUhnbMvF13+cztJt9jj4p5MJ+3o7LK/Dz48avc+OWoPf3er3X101GZ7er6vSz86nbc7Dw/bvd8ct2++eNqePX7Z8Xm9yr9vE1Bh4Z7yNtU3X8P3DYvKXyk8MQO5hhWOrEI8+Z7g63OpFlX8LDNhCNK1KuYJTbEm+MZsqqwoHFkvzEGuUYUnHNV3xCzlOrLszFIuY/jm8lVkVziyOrin+Dbg63OpFsVTNSN+PQpP7FU+W4uOjq+iIQNT6KJZSixZS4WaMsYj+1BcehiKLwr4xmyqrCgcWS/MQa5RPME3l8AwsivmgL0q17XCkVWIJ98TfH0u1aIKT8xAbBW+MZsqKwpH1gtzkGtU8Vy4C0+IckUxBy6WckGFJ0YgV6vCkVWIJ98TfH0u1aIKT8xArlWFI6sQT74n+PpcqkXxlGsEvrl8VdkVnrgXqGz4eRSOLHMtT+PrStFRLUfdRTOyphTt1Jslq6jGB3xreLiuCjxdR6jGusJTuXtKDbQXVcC3kIygFIUjS80cBIBFYYUnHMUy4BuzqbKicGS9MAe5RhWecBQ7gm/MpsqKwpH1whz4RmV8ZYn8Om96FLzDuAIUntirYtfwjdlUWVE4sl6Yg1yjCk84ih3BN2ZTZUXhyHphDnKN4gm+uQSys2uu4KVgp2GvynWtMc09JbIE34hMF1fAEW0QhUq5Athwl+Bb353CkXUpGsn6wHZUIZ5ywcM3l68qu8ITe5XKhp9H4cgy48nnq4oqPOFIZcPPo3BkmfE0Lr5zvx2iEIDATSeguGlww8i/ivCUy/htvicfHLQPf3/SPnh01PYOZ7kn7rKf3T9oR6d77cHvTtr3Xz5vX/zbD+1P/8937du/P2vnLxe9zr/sXslR9WKO757Y8lr+xcLO8Taxd498//vDk3n7zeen7dN/ud3ufnzcTu8dtIOjWZtO83eP2w8P22/++eyCy1//41Vr5/1qf78bIlcRUNDNvyqu6qD2Gnxr+7HqFI4sD3NgFPI+FJ5wFPuBb8ymykrPH+XCsicMQshGsaCYJasDTb4N+PpcqkUVnpiBXKsKR1Yhnup7wlF9R8xS7Ii9KmZTaQVPuTbgm8tXlV3hiXu2yoafR+HIMuPpBvEd4UXT/aXYF9gjOmEKetDqf+jmhi7PyV7ls4evz6VaFE/VjPj1KDyxV/lsLQrfmE2VFYUj64U5yDWq8ISj2BF8YzZVVhSOrBfmwDcKX59LtSieqhnx61E8H47nwvlsLaqYA+4FMV/FisKR1YEnhY04h8ITjuAbE6i/opgB65I5yHWNJ/jmEhhGdsUcsFfFruEbs6myonBkvTAHuUYVnuo5GldXim7KzdIIm1K0VG+WcvefPtnh24fW7o7F0+7Yr3pmhSM7F/uVTxy+PpdqUYUnZiDXqsKRVYgn3xN8fS7VogpPzECuVYUjqxBPvif4+lyqRfGUa0TGV5GIzSqUDd4QTZkFhSNrhjHwlcLX51ItqvDEDORaVTiyCvHke4Kvz6VaFE/VjPj1KDyxV/lsLQrfmI1mZXPCS9HdljnQGI2ybG6an6sithaHb0BHAcZSCzaIQqUEsIYdhu8w/OHp5ngSbJvDgLVGlYo5gO8a4Hs8ROHIToenHtDXOFThCUdrgO/xEIUjOx2eekBf41A8rQGtx0O2zXfeozYOhcCNJGBvFX/djeW69RsJrmt62xvaTeW8ad94up6gvfjg2f2D9tE/nba7j47afG96/YM2PGIynbT9o9nF58HxvL1+AcRbd5+2H79+3p58/6I9++lVW+XFFe2YxUJl+v3Glt1Guezyr1LL3sGsHZ3O28md/Xbn4WH7+PPT9tFnp+303kGbzbezmxrbs+58H312q/303cv21Z+ftOdPXr3fWM/IdqrvWdSIDlddwXjyLwr4+lyqRRWemIFcqwpHViGefE/w9blUi67yM+EqNb/++XeVYzmmPwHFPLFXxdzhG7OpsqJwZL0wB7lGFZ5wtB1HCle5ld7s7Co/zJN/HcHX51ItqvDEDMRW4RuzqbKicGS9MAe5RhWecBQ7GiXfkTXV/bU5FthjZcJu1YNW/0M1lrinROThG5GpFVd44p6d61ThyCrEk+8Jvj6XalGFJ2Yg16rCkVWIJ98TfH0u1aJ4yjUC31y+quwKT9wLVDb8PDwXzueiiipmwGphDlRGLCJ7CgAAQABJREFU/DwKTzjy2aqiCkdWC558I/D1uVSLKjwxA/lW8ZTLGL65fBXZFY6sDvYr3wZ8fS7VogpPzECuVYUjq7CWp/F1peiolqPuohlZU4p26s2SVVTjA741PFxXBZ6uI1RjXeGp3D2lBtqLKuBbSEZQisKRpWYOAsCisMITjmIZ8I3ZVFlROLJemINco3iCby6BYWRXzAF7VexawleRxEpElCsKvC6WckGFJ0Yg1grfmE2VFYUj64U5yDWKJ/jmEhhGdsUcsFflulY4sgrx5HuCr89FF9UQXgquYGZAZ9XLpDHNXuWxtRh8IzIiOKINAk9XeBIswVcAcQspFJ5EI7mFbod5CoUj6xxPvn/4+lyqRRWemIFcqwpHViGe6nvCUa4jy66YJzzFnq7j+3p9HqdgBQIQWJXA64Fa9fjoODY1nwx8fS7VogpPVWdgOpu02w8O28d/PG0ffHjYptPtVrp/NGsf/uFWu/PhUfvu70/b3/7rcfvbf15+Pn/y6tpLwV48cblQGPJPtexOsDi/Pr+9EfHthwftw9/fah9/ftruf3rSjk732t7BtM3m22V6fHuvzfZO2jdfPG0HJ7O2Cke/+zfR6wm8Ofaqr7ZL4qpKxrmm8ISj+NqI+EbxOBMrWQRULpiDLEOXefEE31wCw8iueAFw+/mTjzwC7FV5bC0zfHP5qrIrPLFVqWz4eRSOLDOefL5EbxYBxTwxS/E1A9+YTZUVhSPrhTnwjcLX51ItqvDEDORaVTiyCvHkexol3xE2tRT9VmXCJPiDIIoqLj32qlgGfGM2VVYUjqwX5iDXqMITjmJH8I3ZVFlROLJemINcowpPOIodwTdmU2kFT7k24JvLV5Fd4cjq4H6gsBHn4LlwMRvFimIOmAGFiTiHwpFlx1PMWLGi8ISj2AR8YzZVVhSOrBfmINconuCbS2AY2RVzwF4Vu4ZvzKbKisKR9cIc5BpVeKrnaFxdKbopN0sjbGqELeVuPj2zw7cnsB0drvBU756yI5hJp1U4stLw5AuCr8+lWlThiRnItapwZBXiyfcEX59LtSieqhnx61F4Yq/y2VoUvjGbKisKR9YLc+AblfFVJEKSL6mLgjdEU2ZB4ciaYQx8pfD1uVSL4qmaEb8ehSf2Kp+tReEbs6myonBkvTAHuUYVnnAUO4JvzEazsjnhpWiXYQ40RqMsm5vmfhKxtTh8AzoKMJZatEEoyhGVEgAbdhi+9f0pHFmXzEGua4UnHMWO4BuzqbKicGS9MAe5RhWecFTfEbOU68iyK2bppnua52viDBAYA4HrthvNbfm6s6xCUlPJKmca3jHwre9M4ci6VM7BbD5pZ/cP252HB+32g4M225tuHeR0Omn7h7OLz8OTeZvNp23e1TGbTdo3f3vanj1+1V4+P2/nrwKCXXixyCt72eWO8tsbB8/3p23/aN7O7h20h78/aR/+/lZ79E+n7dbd/byiVsh8cNzV9OCw3X103M5fLtvTH152fQQMV8inOkRRgXIGVH2NKY/CkfHA05iuipvXC3MwDOcKT+xVsWv4xmyqrChe/Nt6sZ9p+cgjwCzlsbXM8M3lq8iucGR1sFUpbMQ58BSzqbhivl5/9q2PWepLrN/xzFI/Xn2Phm9fYrs5XuGJvSp2B9+YTZUVhSPrhTnINarwhKPY0Sj5jrCppeC3KhN2q3gQBCuKy87KYL/yZcDX51ItqvDEDORaVTiyCvHke4Kvz6VaVOGJGci1qnBkFeLJ9wRfn0u1KJ5yjcA3l68qu8IT9wKVDT8Pz4XzuaiiihmwWpgDlRE/j8ITjny2qqjCkdWCJ98IfH0u1aJ4qmbEr0fhib3KZ2tR+MZsqqwoHFkvzIFvFL4+l2pRhSdmINeqwpFVWMvT+LoaX0fdRaNoqtaFN8aWcjegntlHeMn0JFD/cIUj67LYaNcH37NChSccxdDhG7OpsqJwZL0wB7lG8QTfXALDyK6YA/aqXNcKR1YhnnxP8PW5VIsqPDEDsVUJX0USKxFRrijwuljKBRWeGIFYK3xjNpVW8FTJhl+LwpFlZr+Cr09gGFHFHDADua4VjqxCPPme4Otz0UU1hJeCK5gZ0Fn1MmlMs1d5bC0G34iMCI5og8DTFZ4ES/AVQNxCCoUn0UhuodthnkLhyDrHk+8fvj6XalGFJ2Yg16rCkVWIJzzlEhhGdsU8DXWW5sNQRJUQqE5AsY1Yj5tvJXUqqe5svfrgux63bT9K4cmmcTJt7c7Dw/bRZ6ftzodHbTbvAjv+2Nuftnu/OW7Ht/fag9+etG++eNL+/K8/tH/86af2+LsX7m/J7Q02lgsFFa/5Lnf3ioiLLr93hnlX7wePjtsn/3zWHvzupN2+f9BObu+3w1s1fgQ5u3dwUVvXRPtLx3HxwuvC67t2TNXF5nel2px2XR2edmPAuL/9eV0VzMF1hDZbV8wBjjZzcN2jFY7sHHjyScPX51ItqngB8AlDkKqVWUrF6/633jpnZAzWobb6YxRzgKPVea97JJ7WJbe9xykcWbXMU64zhSccxY7gG7OpsqJwZL0wB75R+PpcqkUVnpiBXKsKR1YhnnxPo+Q7wqb8v6D7Tq+KTpiEq/BsvKa49NirYg3wjdlUWVE4sl6Yg1yjCk84ih3BN2ZTZUXhyHphDnKN4gm+uQSGkV0xB+xVsWv4xmyqrCgcWS/MQa5RnguXzFeQnhkQQLwiBXvVFXAKLeEpVwZ8c/mqsis8cU9R2fDzKBxZZjzB1ycwjKhiDpiB2DV8YzZVVhSOrBfmINfoOD0puqp15Y2uI0VDxTaIEbaUu/n0zA7fnsB2dLjCU63dd0cgE0+rcGTl4cmXBF+fS7WowhMzkG8VT7mM4ZvLV5Fd4cjqYL9S2IhzKDzhCL4xgforihmwLpkD37WMryIRknxJXRS8IZoyCwpH1gxj4CuFr8+lWhRP1Yz49Sg8sVf5bC0K35hNlRWFI+uFOcg1qvCEo9gRfGM2mpXNCS9FuwxzoDEaZdnc9GVmPPmE4etzkfzAaalFF57Ck6iUANiww/Ct70/hyLpkDnJdKzzhKHYE35hNlRWFI+uFOcg1iqdcvqrsCk/MksqGn0fhyDJv21ONd5D2mRKFwA0koNhKNNtInUrGeRnAt75XczTfm7Y7Hx21R388bbcfHLTJVDNfG3XflXBwPLv4vPPwsJ3e3W+T7h1xp7NJ+/Zvz9pP371oL56dt8X5m6tsueieTLB48/1G53cebPnfPp+9Qe98f9aObs3b6b2D9uHvT9pv/+ft9uDTk7Z/NHMy7C50fHuvffTZrfbs8cv21Z+ftJcvXuyumIJnVlw1BaamIFltSXjS8nw3G3zfJVLve4Uj64r9KtetwhOOYkfwjdlUWVG8+Lf1Yj9r85FHgFnKY2uZ4ZvLV5Fd4cjqYKtS2Ihz4ClmU2lF4YlZyjWqcGQV4sn3BF+fS7WowhMzEFuFb8ymyorCkfXCHOQaxRN8exNQXDTFBnsp+K3KhN2q96XU5wGKy87OV+zS64Mg9Vj4puKVJVd4YgZkOtxECkeWGE8uXsHd+jIvfH2+qihzoCKZm0fhiVmKHcE3ZlNlReHIemEOfKPw9blUiyo8MQO5VnkuXDJfUXrmQAQySKPYqyw1ngLAorDCE45iGfCN2VRZUTiyXpiDXKMKTziKHcE3ZlNlReHIemEOfKPw9blUiyo8MQP5VsfnSdGRca9z9Y2vow6voqk6ii4GdYQtXfRV5f/Bt4qJuA6FI8tebLTjhge6ovCEo1g+fGM2VVYUjqwX5iDXKJ7gm0tgGNkVc8Beleta4cgqxJPvCb4+l2pRhSdmILYq4atIYiUiyhUFXhdLuSCecpXAN5evKrvCE7cClQ0/j8KRZcYTfH0Cw4gq5oAZyHWtcGQV4sn3BF+fiy6qIbwUXcHMgc6sl0lhG0ce2csYfAM2CjCWWnDxFSolgDXsMHyH4U/hSTCOw4C1oyoVjqx0PPkC4etzqRbFUzUjfj0KT+xVPltVVOHIasGTyoifR+Gpj6O5XwZRCEBguAQU24h132cr8WnVqcSvb+hR+OYbPDyZt/ufHLePPz9ttz7YL/mGsSd39tvv/ted9sGjo/bNF0/aV39+0v7+Xz+1r7uvX38szpfNPi/+R8qbj/brtL/8e97lfvVy8cv3R6d77eHvTtr9T0/ag0+P252Hh83q3Duc/XJMlS/M8fw3x+3Hb563s/sH7fmTV+3Vi+5tQFSvrFil0R3WwV61Q/g9To2nHrDWOBS+a0DbwUMUnhJuszsgUfeUCkfWHZ58x/D1uVSLKn5MnTAEqVqZpVS8ktfesgoZAzzlEhhGdsV+xSzlulY4sgrxVN8TjmJHijmAb8xXsaJwZHXgybcBX59LtSieqhnx61F4Yq/y2Vp0dHwVDRmYQhdN9xdwq2jjj0mlpjbupl4ChaVCl105wPAtp+S9ghSOLClz8B5aaQBPUpzvJYPve0hKBhSe2Kty1SocWYV48j3B1+dSLarwxAzEVuEbs6myonBkvTAHuUYVz4W78IQoV5RiDkDropUG8STFmZJM4cgKY558PfD1uVSLKjwxA7lWFY6sQjz5nuDrc6kWVXhiBmKr8I3ZVFlROLJemINco+P0pOiq1pU3uo4UDRXbIEbYUu7m0zM7fHsC29HhCk+1dt8dgUw8rcKRlYcnXxJ8fS7VoniqZsSvR+GJvcpna1H4xmyqrCgcWS/MQa5RhSccxY7gG7OpsqJwZL0wB75RGV9ZIr/Omx4F7zCuAIUn9qrYNXxjNlVWFI6sF+Yg16jCE45iR/CN2VRZUTiyXpiDXKN4gm8ugezsmit4Kdhp2KtyXWtMc0+JLME3ItPFFXBEG0ShUq4ANtwl+NZ3p3BkXYpGsj6wHVWIp1zwCr7MQK4jy46nfMabnkHhyGpgnjY1cfXjFZ5wdDXjTVf7OJpvejIeD4GbQOC6oRrnpnZd16uY15CpU8kqPQ/vGPg6zrpLd9q9s+vewawdn+21W3f223SquZ6ds20Umu9N29n9g8vPewft+PZ+m3S1np8v2nf/eNbshf0ms8nFv4vFsk27r9Uf9ia4s3l3zlfLdny61x789qR98s9n7aPPTi++trXKH/P9aTu6tdcOu8+9w1nH7lVbvOpfce0u+/dT7RGKvcp6wlOu2ciTxaO13IrGlV3BkBnIvSYUjqxCPNX3hKPYkWIO4BvzVazw4t8Kivk5FLNkVTJPviv4+lyqRRWemIFcq68dvf4392xkX5eAwg+ztC791R6ncGRnwpPPG74+l2pRPOUagW8uX1V2hSfuBSobfh6FI8uMpxvEd4QXzVLwF78JU+APgSg6wstOREaTBr4ajtlZ8JRNWJNf4Ymfq2IX8I3ZVFlROLJemINcowpPOIodwTdmU2VF4ch6YQ58o/D1uVSLKjwxA/lWFc+Hs/9NDB/vE1DMgGUF7/tslRE8KWnm5VJ4YpZiP/CN2VRZUTiyXpiDXKMKTziKHcE3ZlNlReHIemEOfKPw9blUi+KpmhG/HoWnWnuVoiNjVaer8XXU4R1hU4qW6lx1/n6xyyh8d0l/tXMrHNmZmIPVeK97FJ7WJbfa4+C7GqddH6XwxF6Va1HhyCrEk+8Jvj6XalGFJ2Yg16rCkVWIJ98TfH0u1aJ4yjUi46tIxGYVygZviKbMgsKRNcMY+Erh63OpFlV4YgZyrSocWYV48j3B1+dSLYqnakb8ehSe2Kt8thaFb8xGs7I54aXobsscaIxGWTY3zc9VEVuLwzegowBjqQUbRKFSAljDDsN3GP4UngTjOAxYO6wST3nwFWytOuYgz5FlxlMuX1V2hSdmSWXDz6NwZJnx5PPtE533OZhjIQABn4BiUxvnhqYgY8w3p1OnEv8aGnp0bHztipvOJm06nbQXT8/bT9+/bKd398trOrmz1z6cnLTDW/N2/9Pj9sW//9i+/svTdngyb8vulflevVy0vcm0Tbq+VB/2gn+zvWk7ubPfMTpon/z3s3b30VG7/eDwgtlsrjuXquZ385x3XF48P79gtAmbsc3Bu5zG8r3CU/2reiy26CODgGIGrC7mIMPOm5wKTzh6wzPjK4UjqwtPvh34+lyqRRUv/m098QLguWYV88ReFTuCb8ymyorCkfXCHFQxSh27IsAs7Yp8v/PiqR+vvkfDty+x3Ryv8MR9P3YH35hNlRWFI+uFOcg1qvCEo9jRKPmOrKml6GnYE3areBAEKyO77AREtCngq+WZlQ1PWWR1eRWOrBp+tvKdwNfnUi2q8MQM5FpVOLIK8eR7gq/PpVpU4YkZiK3CN2ZTZUXhyHphDnKN8ly4ZL6i9MyBCGSQRrFf4SiAKworHFkpePKFwNfnUi2q8MQM5FpVOLIK8eR7gq/PpVoUT7lG4JvLV5Vd4Yl7gcqGn0fhyDLX8jS+rhQd1XLUXTQja0rRTr1ZsopqfMC3hofrqsDTdYRqrCs8lbun1EB7UQV8C8kISlE4stTMQQBYFFZ4wlEsA74xmyorCkfWC3OQaxRP8M0lMIzsijlgr4pdS/gqkliJiHJFgdfFUi6o8MQIxFrhG7OpsqJwZL0wB7lGFZ5wFDuCb8ym0gqeKtnwa1E4sszsV/D1CWRHNVfwUnAFMwO5rjWm2asiS/CNyHRxBRzRBlGolCuADXcJvvXdKRxZl6KRrA9sRxXiKRc8fHP5qrIrPLFXqWz4eRSOLDOefL6qqMLTTXc0V8kgDwQgsBkBxYZmFYxzU1PQ0ZBRVDJeT5vNgD26El97I9Xz82X74evn7R9/etzOXx2307sHbTbvFqxQzSW1ObS3Mszm03Z67+Di88PfnbTjs/12cPR9O7m919U9bcvF5dtBKEu3XMene+3+pyfto89utc//z7vt5IP9Np0qz/JWk8Ivjcezn161H7563r77x7P24tl5W3Qx2YW4Zq2KOahPf004RR6mcGSt4Gk3Qs3f259XVYGjmI5iDuAb81WsKBxZHXhS2Ihz4Clmo1iBr4Jifg7FC4Dbf7/xkUeAWcpja5nhm8tXlV3hia1KZePqPK9dvfvv1Y96s4qnNywyvnrtZZPcONqE3mqPxdNqnNY9Cr7rktve4xSOrFr2K98ZfH0u1aIKT8xArlWFI6sQT76nUfIdYVOXz37wHa4anTAFq6Ja67gRXnZrcch6EHyzyGrz4knLMyubwhM/V8V24BuzqbKicGS9MAe5RhWecBQ7gm/MpsqKwpH1whz4RuHrc6kWxVM1I349PBfO56KKKuaAe4HKhp9H4cgy48nnq4oqPOEotgHfmE2VFYUj64U5yDWKJ/jmEhhGdsUcsFfFruEbs6myonBkvTAHuUYVnuo5GldXim7KzdIImxphS7mbT8/s8O0JbEeHKzzVu6fsCGbSaRWOrDQ8+YLg63OpFlV4YgZyrSocWYV48j3B1+dSLarwxAzkW8VTLmP45vJVZFc4sjrYr3wbMr6KREjyJXVR8IZoyiwoHFkzjIGvFL4+l2pRhSdmINeqwpFViCffE3x9LtWieKpmxK9H4Ym9ymdrUfjGbDQrmxNeiu62zIHGaJRlc9P8XBWxtTh8AzoKMJZasEEUKiWANewwfIfhD083x5Ng2xwGrDWqVMwBfNcA3+MhCkd2Ojz1gL7GoQpPOFoDfI+HKBzZ6Ybqad6DFYdCAAIDIHDTN7VYUS0yimqGeuOJHelWFHwX58v27PHL9tf/eNx++v5lu33/cbv94LDdfnjY7jw4aMe399tsXtfC3sGsPfz0uO0dTNve/rSd3Nlrs71pm4jf3XU6n7YPP7t1kf/s3kH3736bTutysavs5fNF++GrZ+27v3efXz5r3/+j+/zyefvx6+ft5bNFWyguIN3lvFYmVQu1Ta6FptSDFJ5wlKtU4cgqxJPvCb4+l2pRhSdmIN8qnnIZwzeXryK74sW/rQ7xfy4pWhtVDmYpVyd8c/kqsiscWR38bKWwEedQeMJRzFexonBkdeBJYSPOgaeYjWIFvgqK+TkUntirYk/wjdlUWVE4sl6Yg1yjCk84ih2Nku/ImlpK/udttlcxCfEkbL6iuOysCiz5LuDrc6kWVXhiBnKtKhxZhXjyPcHX51ItqvDEDORaVTiyCvHke4Kvz6VaFE+5RuCby1eVXeGJe4HKhp+H58L5XFRRxQxYLcyByoifR+EJRz5bVVThyGrBk28Evj6XalE8VTPi16PwxF7ls7UofGM2VVYUjqwX5sA3Cl+fS7WowhMzkGtV4cgqrOVpfF0pOqrlqLtoRtjUCFvK3YB6ZodvT2A7OFzhyMout1/tgGXmKRWecBQbgm/MpsqKwpH1whzkGlV4wlHsCL4xmyorCkfWC3OQaxRP8M0lMIzsijlgr4pdS/gqkliJiHJFgdfFUi6o8MQIxFrhG7OpsqJwZL0wB7lG8QTfXALDyK6YA/aqXNcKR1YhnnxP8PW56KIawkvBFcwM6Kx6mTSm2as8thaDb0RGBEe0QeDpCk+CJfgKIG4hhcKTaCS30O0wT6FwZJ3jyfcPX59LtajCEzOQa1XhyCrEE548AnMvSAwCEICA4uYzzhtPHTKKSuxKH6enzWbYXvTt1fmyvXr8qj3pPr/8y5N2eDxrp/cO2qPPbrVP//l2u7dYttO7B206q0vQ6rvVfV54TipzNp+0h789aQ8/Pe4upu6tGZLOs5nRN49+8ey8/fjNi/bFv//Y/vyvP7SvO7c/fv2inb9avDmIr34hoNhnil8Sv/Q61C8Ujqx3POVeAQpPOIodwTdmU2VF4ch6YQ5yjeIJvrkEhpFd8QLg1f+baBgm4irZq2I2ihX4Kijm51B44ueqXE8KR1YhnvCUS2AY2RXzxCzFruEbs6myonBkvTAHvlH4+lyqRRWemIFcqwpHViGefE+j5DvCppai/4lb94wL/0IgKiGguPQwFKuAb8ymyorCkfXCHOQaVXjCUewIvjGbKisKR9YLc5BrFE/wzSUwjOyKOWCvil3DN2ZTZUXhyHphDnKN8ly4ZL6C9MyAAOIVKdirroBTaEnhiVmKhcI3ZlNpBU+VbPi1KBxZZvYr+PoEhhFVzAEzELuGb8ymyorCkfXCHOQaVXiq52hcXSm6KTdLI2xqhC3lbj49s8O3J7AdHa7wVO+esiOYSadVOLLS8OQLgq/PpVpU4YkZyLWqcGQV4sn3BF+fS7UonqoZ8etReGKv8tlaFL4xmyorCkfWC3PgG5XxVSRCki+pi4I3RFNmQeHImmEMfKXw9blUi+KpmhG/HoUn9iqfrUXhG7OpsqJwZL0wB7lGFZ5wFDuCb8xGs7I54aVol2EONEajLJubvsyMJ58wfH0ukh84LbXowlN4EpUSABt2GL71/SkcWZfMQa5rhSccxY7gG7OpsqJwZL0wB7lGFZ5wlOvIsm/b0zy/Jc4AAQjcVAKKDc3Yje/mU4uMoprxOfr11C4Xy/b08at2/qp764HzZXv203n78s8H7faDw3Z276Cddp/Hp/M2m09//cBdf9eJ2YabizdpLfxOra9eLtrjb160H75+3n746nn77stn7Zu/Pm3f/e1pe/zdiwuvClXbYK2oc9s5FHuM1QzfXHMKTziq74hZih0pZgC+MV/VCp5UJHPzKDxxT4kdwTdmU2VF8eLf1kvh/8SqgnqjOpiljfBd+2D4Xoto5wcoHFkT3LNzVeIpl68qu8ITs6Sy4edROLLMeIKvT2AYUcUcMAOxa/jGbKqsKBxZL8xBrlE8wbc3AcVFU2ywu2ek9Mbw7gMm7FbvIpF+v7mhy3KKXXpSRpskg+8m9Lb3WIUnZiDXl8KRVYgn3xN8fS7VogpPzEC+VTzlMoZvLl9FdoUjq+P/Z+9NuNtIkixdJwmu4Ko9lWut3T1z3rx+//9HvJk5c15PTXVl5apMSSmJ+waCeHYDhEQpzUEEcZ2wCF7UgQC6Bxzm3+dmEUCy6KpXvg3x9blEa2V4Ug6UtarfhSvMlzS88oAEMjOMalUGTKBmhiNMR7nkSxVfn0u0VnmKZsSPh+FJtcpni1bxzbOJ0sNwhLkoD3yj4utzidbK8KQcKGuV4QgRxvLUvlm1b0a2aBiTirXw2jilsgWo5ugtXDI1CcQ/nOEIswyW2vHB14yQ4UmO8tDFN88mSg/DEeaiPChrVJ7EtyyBZozOyAPVqrKuGY4QoTz5nsTX5xKtleFJOZC3SuHLGAQhSpQrSnhdLOEa5amsEvEty5c1OsOTTgUsG/44DEcYWZ7E1yfQjFZGHigHyrpmOEKE8uR7El+fC6+VQ3hAWMHKAZ7V3EgM2/KUo9vKX/nKT7ZOT6CFxwgFU1ce+AtAfH0u0VoZnpQDZa0yHCFCefI9ia/PJVorw5NyoKxVhiNEKE+z9zRy2SkbikYXgeYTuLQp3FS0bupvPoXZzmBUsKaJop2OGGRAdXo6cSKZZpXc/NreWT/99vNxevvrSVrpdtLmw+X0+Ktu+upft9KjL9fS+vZSml+YnufNkeiISQlc9gfp8N15+vnv++mXfxym1z8cpb3fztJF77Ja+QPWX9WzgBh5oNWTNyu+eTZRehiOosylzXGwPKle+atEfH0u0VoZnpQDZa0yHCFCefI9ia/PJVor46PKnJKgqFblUlG8lM/YiFBpcDeeWPlQNtr7OzrDj3Kp7PphOEKE8hTfkxzlHTHyQHzzfBk9DEeIQ558G+Lrc4nWKk/RjPjxMDypVvls0do6vowJAUygRTOgWMKUAk0KjFt2Yyw9GcovCvHNs4nSw3CEuSgPyhpleJKjvCPxzbOJ0sNwhLkoD8oalSfxLUugGaMz8kC1Ku9afPNsovQwHGEuyoOyRvW7cIX5EoZXDhAgjhlCtWoMnEBd8lRWhviW5csaneFJ5xSWDX8chiOMLE/i6xNoRisjD5QDedfim2cTpYfhCHNRHpQ12k5PjFnFWnmtmxFjQsEKRAunVLb41BxdfGsCm9HhDE+xqu+MQBZ8W4YjhCdPviTx9blEa5WnaEb8eBieVKt8tmgV3zybKD0MR5iL8qCsUYYnOco7Et88myg9DEeYi/LAN0rjSxvIj/O+twpvM1YAw5NqVd61+ObZROlhOMJclAdljTI8yVHekfjm2UTpYTjCXJQHZY0yPMlR3pH45tlweqYnPCBVGeUBx2hulOlND0eWJ5+w+PpcKP/xDUOTFh7DEymUDLBmN4tvfH8MR5il8qCsa4YnOco7Et88myg9DEeYi/KgrFF5Ksu3zuidOgfrWBEQAZ8Ao6jpxOOzZbUyHCGWdnpi0OGQiROJv/JGfzitfzFIR3u91Du7TBe9Qbo4v0y7r0/T1qPltPFgOXW3F9NKdzEtdDhc/GjUmiPQ712mo/1e5ejw7Vnl5rcfj9PbX07SnnmCP9wY6y0Xw23bWTFp5fkGxNfnolYRuA0BRj6pVuXJi2+eTZQehiPMRXlQ1ijDkxzlHYlvnk2UntFn2GnjmVMiTItw7OsZuYQ3kCYfM4Ov2Pps1Xq/CDByCcSUT2XXDcOTHMV3pFzKO2LkgPjm+bJ6GJ5Uq/I2xDfPJlKPPEWy4cfCcISRVa/uEV/Gogm2YAaE36iYUxb4SUBqZSw7hBJs6ZHoTD+M+E7P8C5GYHhSDpQ1xXCECOXJ9yS+PpdorfIUzYgfD8OTapXPFq3im2cTpYfhCHNRHvhGxdfnEq2V4Uk5UNaqfheuMF/S8MoDEsjMMIxahaHlKQOY1MzwJEd5GeKbZxOlh+EIc1EelDXK8CRHeUfim2cTpYfhCHNRHvhGxdfnEq1VnqIZ8eNheIpVqxgzAqs4s2rfjAxvCyfFmFKcVefXi1m2iu8s6U/23gxHeCflwWS8b3uUPN2W3GSvE9/JOM36KIYn1aqyFhmOEKE8+Z7E1+cSrZXhSTlQ1irDESKUJ9+T+PpcorUyPCkH8lZpfGkD5WO9zz3CG98+wxFmqXrluxZfn0u0VoYn5UBZqwxHiFCefE/i63OJ1srwpBwoa5XhCBHKk+9JfH0uvFYO4QFpBSsPeGa9kRi25cgjO2wT3wwbBhgMTVh8gULJwGp2s/g2wx/DEyEdmwFrRlEyHCF0efIFiq/PJVqrPEUz4sfD8HTfa1XHR6tWERCBuybAKGiI+b4XtdLeGJ7a6YhBhrOC7zKS3vllevvLcdp7fZpWup20+Wg5Pfp8LX3x18305Otu6m4tprn5dhovnWvTjH+010sv/vMgvfzuML36/ijt/3aWLnqXqX8xSJd91gqZJsLyr2XNUqvXdyW+PpemtcLjTS6VA2Wt3sR/0neXJ5+U+PpcorUyPCkHylplOEKE8uR7El+fS7RWxh8An1MSFNfKyCdp8jUx2GJk8fX5lmiFs+v3Ou8hT3Vo1T+WkU9yVJ97nVcwHOH95KkO9frHMjzJUZ67+ObZROlhOMJclAe+UfH1uURrladoRvx4GJ5Uq3y2aG0dX8aEACbQohlQLGFKgSYFxi27MZaeDOUXhfjm2UTpYTjCXJQHZY3Kk/iWJdCM0Rl5oFpV1jXDESKUJ9+T+PpcorUyPCkH8lbFN88mSg/DEeaiPChrlPG7cJUniXJFKQ9cLOEaGZ6UAmW1MhwhQnnyPYmvzyVaK8OTcqCsVYYjRChPvifx9blEa5WnskbEtyxf1ugMTzoXsGz44zAcYeRYnhiz0oz8FUNsbZkmxnTi5RLR95RDie+UAO/o5QxPsarvHYG747eRp7LAxbcsX8boDEeIQ/WKYSM/BsOTHIlvnkD8HkYOYJbKg7KuGZ7kKO9IfPNsovQwHGEuygPfKI0vbSA/zvveKrzNWAEMT6pVedfim2cTpYfhCHNRHpQ1yvAkR3lH4ptnE6WH4QhzUR6UNSpP4luWQOnROSt4QKg0qlVlXXNM65ySsyS+OTLWzoBDKhCBQhkDrLld4hvfHcMRZklKyfjAZhShPJUFL75l+bJGZ3hSrWLZ8MdhOMLITfXU8bGoVQREoKkEGEWtqQWtKc4YjjDXdnpi0OGQmSSSweUgXV6mdHHRT2en/XR6fJHOTvr282U62u+lrUfLqbu9lFY3Oml5tZMWOpzYmrLW7yrOvvE+PTL+h72K++6vJ+nl90fpzc/H6e2Lk9TvT2LzrqJt1vswyGnV552Lb55NlB6GI8xFeVDWKMOTHOUdiW+eTZQehiPMRXlQ1ijDkxzlHYlvnk2UHv3x7ygmxsfByCW8g+qVz1l8fS7RWhmelANlrTIcIUJ5iu9JjuI7Ui7lHalW5dlE6pGnsjbEtyxf1ugMTzpns2z44zAcYWR5ukd8W7hoBoT/F9ecssBPAlJrC5cdiQxnGPHlcCw9ijyVJswZn+FJ11V5F+KbZxOlh+EIc1EelDXK8CRHeUfim2cTpYfhCHNRHvhGxdfnEq1VnqIZ8eNh/D7cnIqVD9daGXkgvFm8lA6GIwQiTxQd2UEYnuQoi1e1Ko8mTA8jBzAZ5UFZpQxPcpR3JL55NpF65KmsDfEty5cxOsMR4tD5gGEjPwbDUyxHjBnFWnntm5HxbeGkGFOKlUv5ujGLHvGdBfV678lwhHdUHtTjXvdoeapLrN7x4luP16yOZnhSrSprj+EIEcqT70l8fS7RWhmelANlrTIcIUJ58j2Jr88lWqs8lTVC48sYSMUqK1t4s2jCdDAcYTJKA1+p+PpcorUyPCkHylplOEKE8uR7El+fS7RWeYpmxI+H4Um1ymeLVvHNs+H0TE94QDrbKg84RnOjTG9a11U5tmgX3wwdBhgMTSgQgULJwGp2s/g2w5883R9PhLLZDFi3iJKRB+J7C/A1XsJwhLeTpxrQb3Eow9MsHHVuMVe9RATuFwHboH7sbRaZOzag6TsZBQ1RtBDN9HCJIzA8tdMRg8ztVvD52WV69/IkHbw9Sz/9n/209WglPXy+mj7743p6+s16Wt9eIq4ADTUicLTXSy+/O0ovvz9Mr78/SgfvztP5aT/17H7Rv3k9tDMPRnRm/3izgclilCefk/j6XKK1MjwpB8paZThChPLkexJfn0u0VoYn5UBZqwxHiFCefE/i63OJ1sr449+Yk/4AeFmzjHxSrco7Et88myg9DEeYi/KgrFGGJzmK70i5VNYRRmfkkjzlPYlvnk2kHoYnnVPyRsU3zyZKD8MR5qI8KGuU4UmO8o5aybdlkxqQrlznVK3yiUDoYSw7hKF65csQX59LtFaGJ+VAWasMR4hQnnxP4utzidbK8KQcKGuV4QgRypPvSXx9LtFaGZ6UA3mr4ptnE6lHniLZ8GPR78L5XFitjBxALDofsIz44zA8yZHPltXKcIRY5Mk3Ir4+l2itDE/KgbJWGY4QoTz5nsTX5xKtVZ7KGhHfsnxZozM86VzAsuGPw3CEkWN5at+sGDOK5cgWTcsmxZhOvFxCRDFu4hvDw01RyNNNhGL0MzyFO6fEQFtFIb6BZGRCYTjC0MqDDGBSM8OTHOVliG+eTZQehiPMRXlQ1qg8iW9ZAs0YnZEHqlV51xS+jEEQokS5ooTXxRKukeFJKZDXKr55NlF6GI4wF+VBWaPyJL5lCTRjdEYeqFaVdc1whAjlyfckvj4XXiuH8ICwgpUDPKveSBzTqlUeW7SJb44MCQ6pQDA8kUIZA6y5XeLbDHfyFN8TwxFmqXrluxZfn0u0VoYn5UBZqwxHiLCOp07ZKWl0EWgHgXHJOTeus87062RunXFneCwDTQuxzNDI79+a4QijttNTfTqDy0HqnSW799PJYS8d7fbSyUHPfr5M56eXaevxclrbXEwra520uLyQFjrtJPf7lcZt6V8Y59N+Ogdn4/vm55P08vuj9Or7w/T6p+N02a/nrt7R+bnIZp4No4fhSY7yJsQ3zyZKD8MR5qI8KGuU4UmO8o7EN88mSg/DEeaiPChrVJ7EtyyBZozO+APgcypWRWWrVhXFq1/GKouXNjojD1SqaDrcgRiOMLA8uXhpjfJEQ1l0IIYn5VJekfjm2UTpYTjCXJQHvlHx9blEa2V4Ug6UtcpwhAjlyffUSr4tnNSA8K3KnLLATwJiK2PpqVblhYhvnk2UHoYjzEV5UNYow5Mc5R2Jb55NlB6GI8xFeVDWKMOTHOUdiW+eTZQehiPMRXngGxVfn0u0VnmKZsSPR78L53NhtTLyQOcClg1/HIYjjCxPPl9WK8OTHOVtiG+eTZQehiPMRXlQ1qg8iW9ZAs0YnZEHqlV51+KbZxOlh+EIc1EelDXK8BTPUbtmxZhNuFxq4aRaOKWyxafm6OJbE9iMDmd4indOmRHMQm/LcITQ5MkXJL4+l2itDE/KgbJWGY4QoTz5nsTX5xKtVZ6iGfHjYXhSrfLZolV882yi9DAcYS7KA98ojS9jIEnyJVmr8GbRhOlgOMJklAa+UvH1uURrZXhSDpS3Kk9lGYtvWb6M0RmOEIfqFcNGfgyGJzkS3zyB0j3Tr+ABqcooD8q6nt60zifjDIlvhg4DDIYmFIhAoWRgNbtZfJvhT57ujydC2WwGrFtEycgD8b0F+BovYTjC28lTDei3OLSOp84txtdLREAErhGok3DXXva7p3O0gX43dKMbhKUZ+uTJ99Q7u0jvXp2k4/3z9Mu3B2nr0XJ68Hw1Pfmym55+vZ7Wd5b8F6p1LAHwfPPzSXr5/WF6/dNxOnx7nk6PLqr7ZZ+1GseG4HYy3lkXyS5aWiPDEYKRJ1/JOL7j+vzR1FqKAMOFcqCUneG4DEcYSZ58T+Lrc4nWKk/RjPjxMDypVvls0Sq+eTZRehh//BtzmVMiFFWqXCqK96NaxWBdNtr7OTrLi0pV2fXD8CRHZR1hdHkqz3jad2A4QgzKJ9+E+PpcorUyPCkH8lbFN88mSg/DEeaiPChrlOFJjvKOWsm3ZZMaUD5doFYpE/KZMH0PY9khClnyXYivzyVaK8OTcqCsVYYjRChPvifx9blEa2V4Ug6UtcpwhAjlyfckvj6XaK3yVNaI+Jblyxqd4UnnApYNfxz9LpzPhdXKyAHEojxgGfHHYXiSI58tq5XhCLHIk29EfH0u0VrlKZoRPx6GJ9Uqny1axTfPJkoPwxHmojzwjYqvzyVaK8OTcqCsVYYjRBjLU/tm1b4Z2aJhTCrWwmvjlMoWoJqjt3DJ1CQQ/3CGI8wyWGrHB18zQoYnOcpDF988myg9DEeYi/KgrFF5is9XOVDWEUZn5IE8lfXEcIQI5cn3JL4+l2itDE/KgbxVCl/GIAhRolxRwutiCdfI8KQUyGsV3zybKD0MR5iL8qCsUXkS37IEmjE6Iw9Uq8q6ZjhChPLkexJfnwuvlUN4QFjBygGeVW8kjmnVKo8t2sQ3R4YEh1Qg5GmMJ0KX+BIg3sEQDE+klLyD2TbzLRiOMHN58v2Lr88lWivDk3KAY7XDGUajiIAITEuAURgRwxxjoBZWWAaWiu+0ovX6sQQYniItX/wRr/OTfnU/eHee9l6fpsPd83R21E/9i0HaebaaVtc7aWllIXUW59P8QqTox6q6087L/sB4XVbMjvd76c3Px+nl90fpxT8O0usfjqr2Ow2o4JsxcgDhaSUVlGRDMzzJUVlHGr0sAUYOIELlQXxPcpR3xMgD8c3zZfXIE4tkuXEYjhCd8sl3JL4+l2itjD8APqckKKpVuVQUrwZvCAFGHqhUlZXNcIQI5UmeyhJoxuiMfFIu5V2Lb55NlB6GI8xFeeAbFV+fS7RWhiflQFmrDEeIUJ58T63k28JJDSi/uYA8UCb4mcBpZSw9Gcq7EN88myg9DEeYi/KgrFGGJznKOxLfPJsoPQxHmIvyoKxReRLfsgSaMTojD1Sr8q7FN88mSg/DEeaiPChrVL8LV5gvYXjlAAHimCFUq8bACdQlT2VliG9ZvqzRGZ50TmHZ8MdhOMLI8iS+PoFmtDLyQDmQdy2+eTZRehiOMBflQVmj7fTEmFWslde6GTEmFKxAtHBKZYtPzdHFtyawGR3O8BSr+s4IZMG3ZThCePLkSxJfn0u0VoYn5UB5q/JUjjGDLaJTHpRzhJHlqSxf1ugMT8qlvA3xzbOJ0sNwhLkoD3yjNL6MgSTJl2StwptFE6aD4QiTURr4SsXX5xKtVZ6iGfHjYXhSrfLZolV882yi9DAcYS7Kg7JGGZ7kKO9IfPNsOD3TEx6QqozygGM0N8r0pocjy5NPWHx9LpQLTgxNWngMT6RQMsCa3Sy+8f0xHGGWyoOyrhme5CjvSHzzbKL0MBxhLvc9DzpRhCoOERABDgFGcZxjDILptLDCMtC0EAtn8ZJGYTgqtXzPT/tp9+VpOj26SK9/OkqbD5fTg2er6eHztfT4y7W08WCZRKFdwxwf9NI74/b6h6P05peTdPD2LB3t9tLx/nnqX7CMt4sZg4pqVdk1wXCECOWpviewv34fN4L4jqMzfR8jD+Roeg/jRmA4wvjy5FMWX59LtFZ5imbEj4fhSbXKZ4tW8c2zidLD+OPfmMucEqGoUuVSUby/Gxy8R/ffdWYalAIZMKRmRg4gFHkiCckMI08ZMMGaGZ6US2WlMhwhQnnyPYmvzyVaK8OTciBvVXzzbKL0MBxhLsqDskblSXxrE2AsmmCJPSB8AzynalV7KdV5AWPZ4f2CLb06CIoeK75F8dIGZ3hSDtB0uAMxHGFgeXLxEs7Ww3HF1+fLalUesEiWHYfhSbmUdyS+eTZRehiOMBflgW9UfH0u0VoZnpQDZa3qd+EK8yUNrzwggcwMw6hVGFqeMoBJzQxPcpSXIb55NlF6GI4wF+VBWaMMT3KUdyS+eTZRehiOMBflgW9UfH0u0VoZnpQD5a22zxNjRuAeZ/W1b0aGlzGpOIqqRG3hlKp5RflHfKOYyMfBcITRg6V2fsIN7WF4kqO8fPHNs4nSw3CEuSgPyhqVJ/EtS6AZozPyQLWqrGuGI0QoT74n8fW5RGtleFIO5K1S+DIGQYgS5YoSXhdLuEZ5KqtEfMvyZY3O8KRTAcuGPw7DEUaWJ/H1CTSjlZEHyoGyrhmOEKE8+Z7E1+fCa+UQHpBWsPKAZ9YbiWFbjjyywzbxzbBhgMHQhMUXKJQMrGY3i28z/DE8EdKxGbBmFCXDEUKXJ1+g+PpcorXed0+daEIUjwiIwOwJ0AojY6AWXmUwsGCVtBDN7Bf/tQgYnjxHp8cXCffdV6fp9Q9HaffztXS030uX/UHqXwzSSreTOkvzaWHB/sT7vDfCtSBb+nRwaX8i3wQM7J+jvV568+IkvfzuMP34t/3020/H6fy0T535/aR8M0JGDuBdxPdm1tMcwfAkR3kD4ptnE6WH4QhzUR6UNSpP4luWQDNGZ+SBalVZ1wxHiFCefE/i63OJ1sr4A+BzSoKiWpVLRfFS/vYWIlQayFNZAs0YnVGvlEtlXTMcIUJ5iu9JjvKOGHkgvnm+jB6GI8QhT74N8fW5RGuVp2hG/HgYnlSrfLZobR1fxoQAJtCisd/yQURT3+w3paYeQwPkCTAsyZD45gnE72HkAGapPCjrWp7EtyyBZozOyAPVqrKuGY4QoTz5nsTX5xKtleFJOZC3Kr55NlF6GI4wF+VBWaP6XbjCfAnDKwcIEG8YglGv5OkGyFN2MxwhBHnyRYivzyVaK8OTcqCsVYYjRChPvifx9blEa2V4Ug7krYpvnk2UHoYjzEV5UNZoOz0xZhVr5bVuRowJBSsQLZxS2eJTc3TxrQlsRoczPMWqvjMCWfBtGY4Qnjz5ksTX5xKtVZ6iGfHjYXhSrfLZolV882yi9DAcYS7Kg7JGGZ7kKO9IfPNsovQwHGEuygPfKI0vbSA/zvveKrzNWAEMT6pVedfim2cTpYfhCHNRHpQ1yvAkR3lH4ptnE6WH4QhzUR6UNSpP4luWQOnROSt4QKg0qlVlXXNM65ySsyS+OTLWzoBDKhCBQhkDrLld4hvfHcMRZklKyfjAZhQhw5Mc5eWJb55NpJ6meupEgqhYREAE2kWAUhgZgwBrC680GGhaiCVUEt3k6Pz8Mr17dZrOT/vp3cvTtPloOe08WUk7T1fTw+erafPhcqj53FUwJ0cXae/1afrt5+O0a1z2fjtL+2/O0sHbM2N1cS0Mzgq+ydO1N8w+5USSHb7RHeIbXx/DEWapPPBdi6/PJVqrPEUz4sfD8KRa5bNFq/jm2UTpYTjCXJQHZY0yPMlR3pH45tlE6WH88W/MZU6JUFQpI5cqT0WjbO7g4tsMdwxPKlVlXTMcIUJ5iu9JjuI7Ui7lHalW5dlE6pGnsjbEtyxf1ugMTzpns2z44zAcYWR5ukd8GYsm2IIZEP5r1ZyywE8CUitj2SGUYEuPRGf6YcR3eoZ3MQLDk3KgvCl5KstYfMvyZYzOcIQ4VK8YNvJjMDzJkfjmCcTvYeQAZqk88F2Lr88lWivDk3KgrFX9LlxhvqThlQckkJlhGLUKQ8tTBjCpmeFJjvIyxDfPJkoPwxHmojwoa5ThSY7yjsQ3zyZKD8MR5qI88I2Kr88lWqs8RTPix8PwFKtWMWYEVnFm1b4ZGd4WTooxpTirzq8Xs2wV31nSn+y9GY7wTsqDyXjf9ih5ui25yV4nvpNxmvVRDE+qVWUtMhwhQnnyPYmvzyVaK8OTcqCsVYYjRChPvifx9blEa5WnskZofBkDqVhlZQtvFk2YDoYjTEZp4CsVX59LtFaGJ+VAWasMR4hQnnxP4utzidbK8KQcKG9VnsoyFt+yfBm/qDIgnW1Vr8q6Vi6Jb1kCmdEZCw9DEwpEoFAysJrdLL7N8MfwREjHZsCaUZQMRwhdnnyB4utzidY6C0+daBAUjwhEI3BpAY07uYzrizaXJsZDK4yMgVoom4EF66qFaO4sXU6PLhLub345SZ2l+fTo87X07Jv1dNG7rDZsXF1fTPOduTQ/32LKWIg2Pfxxr+O98/T25Wn69duD9MN/7KW3xgV8Li+91eq13Ubd9GzjRHKb+cd/jfjGd4QIx3ka19eM2c0+ShbD6Sve7FlEjoDhSY7KGmY4QoTy5HsSX59LtFaGJ+VAWasMR4hQnnxP4utzidaqPwAezYgfzyifRo/+UWq9LQEGV50Lbkt/stcxHOGd5Gky3rc9iuFJjm5Lf7LXMRzhneRpMt63PYrhSY7y9MU3zyZSjzyVtSG+ZfkyRmc4Qhw6HzBs5MdgeJKje8SXsWCAK9CiGYz9zYW820975iJN6tPgWvAzY+kFWnbhjIhvOCW/C4jhCIMqD36HltogT1ScvxtMfH+HJGQDw5NqVVm1DEeIUJ58T+Lrc4nWyvCkHMhbFd88myg9DEeYi/KgrFH9LlxhvqThlQckkJlhGPVKjjJwSc0MRwhFnnwh4utzidbK8KQcKGuV4QgRypPvSXx9LtFa5amsEfEty5c1OsOTzgUsG/44DEcYOZan9s2KMaNYjmzRtGxSjOnEyyVEFOMmvjE83BSFPN1EKEY/w1O4c0oMtFUU4htIRiYUhiMMrTzIACY1MzzJUV6G+ObZROlhOMJclAdljTI8yVHekfjm2UTqkaeyNih8GYNgmipYrmzhdbGEa2R4UgrktYpvnk2UHoYjzEV5UNYow5Mc5R2Jb55NlB6GI8xFeVDWqDyJb1kCpUfnrOABodKoVpV1zTGtc0rOkvjmyFg7Aw6pQAQKZQyw5naJb3x3DEeYJSkl4wObUYTyVBa8+Jblyxp9Ek+jYzqsN9U4InBfCYySadr56wJhWoLjX8/wNMcYBGG2UDYDTQuxjF+UTu/F+WXafXma+r3LdLh7nn797jBtP15OW49X0tajlbT5cDnNtRDU2clF2n9zlt79epp2X1/dX52mPbsfH/QcUuymOCuYEQnotHCZUKSLLwWjBmk4AUYeqMaUXQQMR4hQnuJ7kqO8I0YeiG+eL6OH4QhxyBPDRn4Mhic5Et88gWb0MP4AeBu/i2mGPUXJIMA4FyAOnQ8YNvJjMDzJUZ4vo4fhCHHIE8NGfgyGJznK82X0MBwhDnnybYivzyVaqzyVNSK+ZfmyRmd40rmAZcMfh+EII8vTPeLbwkUzIPy/uOaUBX4SkFpbuOxIZDjDiC+HY+lR5Kk0Yc74DE+6rsq7EN88myg9DEeYi/KgrFGGJznKOxLfPJsoPQxHmIvywDcqvj6XaK3yFM2IH49+F87nwmpl5IHOBSwb/jgMRxhZnny+rFaGJznK2xDfPJsoPQxHmIvyoKxReRLfsgSaMTojD1Sr8q7FN88mSg/DEeaiPChrlOEpnqN2zYoxm3C51MJJMaYUL5fK1p86o4tvHVqzO1aeZsd+0ndmOMJ7qV75xMXX5xKtleFJOVDWKsMRIpQn35P4+lyitTI8KQfKWmU4QoTy5HsSX59LtFZ5KmuExpcxkIpVVrbwZtGE6WA4wmSUBr5S8fW5RGtleFIOlLXKcIQI5cn3JL4+l2it8hTNiB8Pw5Nqlc8WreKbZ8PpmZ7wgHS2VR5wjOZGmd60rqtybNEuvhk6DDAYmlAgAoWSgdXsZvFthj95uj+eCGWzGbBuESUjD8T3FuCdl3ScNjWJgAjMgIAK4wyg13xLhiO85RxtoJoTCH64sAwFnR5fpLOTi/T65+O0tLyQHny2mj7740Z6/qf1tLAwl7rbS6lNmyeeHl2kvden6ee/H6Qf/7aX3v56ko72eqnfuwy+Yj8NL9YKZkSji+1PHX/4WXw/sGjas5E7PI7u4+agPPDpjDj6vZO3iu/krG5zJMOTHN2G/OSvYTjCu8mTz1x8fS7RWhmelANlrTIcIUJ58j2Jr88lWivjj39jTm36Pieao+vxIK8+vV/vH/dctSpPh1GvxDfPl9HDcIQ45IlhIz8Gw5Mc5fkyehiOEIc8MWzkx5CnPBtGj/gyKJYfg+FJtSrvSXzzbKL0MBxhLsqDskYZnuQo76iVfFs2qQHl/96GWqVMyGfC9D2MZYcoZMl3Ib4+l2itDE/KgbJWGY4QoTz5nsTX5xKtleFJOaOCNWIAAEAASURBVFDWKsMRIpQn35P4+lyitcpTWSPiW5Yva3SGJ50LWDb8cfS7cD4XVisjBxCL8oBlxB+H4UmOfLasVoYjxCJPvhHx9blEa2V4Ug6UtypPZRmLb1m+jNEZjhCH6pVvQ3x9LtFaGZ6UA2WtMhwhwlie2jcrxoxiObJF07JJMaYTL5cQUYyb+MbwcFMU8nQToRj9DE/hzikx0FZRiG8gGZlQGI4wtPIgA5jUzPAkR3kZ4ptnE6WH4QhzUR6UNSpP4luWQDNGZ+SBalXeNYUvYxCEKFGuKOF1sYRrZHhSCuS1im+eTZQehiPMRXlQ1qg8iW9ZAs0YnZEHqlVlXTMcIUJ58j2Jr8+F18ohPCCsYOUAz6o3Ese0apXHFm3imyNDgkMqEPI0xhOhS3wJEO9gCIYnUkrewWyb+RYMR5i5PPn+xdfnUre1U/cFOl4ERCAuARXGuG6uR8bwVF0c0Aa6Hl3zn7cBy+gPQp2f9tO7X0/S4DKlk4NeevvLSdp8uJzWt5dSF/fNxbS02mnMJoiY12V/kM5PL9LRbi/tvz1L+2/O0u7r0/T2xUl6a3M92u/ZfCez2M6L5MnmPj5TOWQYkSBOTjTjZ9zEXvFthjWGJ+VA3rX45tlE6WE4wlyUB2WNMjzJUd6R+ObZROlhOMJclAdljcqT+JYl0IzRR9/3TBPtnIrVNPhufK1q1Y2IpjpAfKfCd2cvZnhSqSqri+EIEcqTPJUl0IzRGfmkXMq7Ft88myg9DEeYi/LANyq+PpdorQxPyoGyVhmOEKE8+Z5aybeFkxqQ/i9uc8oEPxFIrYylp1qVlyG+eTZRehiOMBflQVmjDE9ylHckvnk2UXoYjjAX5UFZo/IkvmUJNGN0Rh6oVuVdi2+eTZQehiPMRXlQ1qh+F64wX8LwygECxDFDqFaNgROoi+FJuZQXKr55NlF6GI4wF+VBWaPyJL5lCTRjdEYeqFblXYtvnk2UHoYjzEV5UNYow1M8R+2aFWM24XKphZNq4ZTKFp+ao4tvTWAzOpzhKd45ZUYwC70twxFCkydfkPj6XKK1MjwpB8paZThChPLkexJfn0u0VnmKZsSPh+FJtcpni1bxzbOJ0sNwhLkoD3yjNL6MgSTJl2StwptFE6aD4QiTURr4SsXX5xKtVZ6iGfHjYXhSrfLZolV882yi9DAcYS7Kg7JGGZ7kKO9IfPNsOD3TEx6QqozygGM0N8r0pocjy5NPWHx9LpQLTgxNWngMT6RQMsCa3Sy+8f0xHGGWyoOyrhme5Cjv6L7z7eTRqEcEROC+ErjvhbEJ3hmOMM852kBNoDZ5jJGwnJ/20+ufjtKbF8epszSfth+vpGd/WE9Pv1lPn9nj4vJCmltoxqXewP5CVe+8nw7enqef/r6ffvnHgc3rJB28O0sX55e2IOcSjpn0NvmR40dsBr3xc/i4NxYZRjTtc/SxsWl+Et9p6N3NaxmOEKnywPclvj6XaK0MT8qBslYZjhChPPmexNfnEq1VnqIZ8eNheFKt8tmiVXzzbKL01PjaZGzI9hWMbgUJKJcKwrWhxbcsX8boDEeIQ6WKYSM/hjzl2UTqYXhSLpU1ynCECOXJ9yS+PpdorQxPyoG8VfHNs4nSw3CEuSgPyhqVJ/GtTYCxaIIl9oDwrcqcqlXtpVTnBYxlh/cLtvTqICh6rPgWxUsbnOFJOUDT4Q7EcISB5cnFSzhbD8cVX58vq5WRB3LEspEfR57ybBg94sugWHYMhiNEqHrlexJfn0u0VoYn5UBZq/pduMJ8ScMrD0ggM8OoVmXABGpmOMJ0lEu+VPH1uURrladoRvx4GJ5Uq3y2aBXfPJsoPQxHmIvywDcqvj6XaK0MT8qBslYZjhBhLE/tm1X7ZmSLhjGpWAuvjVMqW4Bqjt7CJVOTQPzDGY4wy2CpHR98zQgZnuQoD11882yi9DAcYS7Kg7JG5Ul8yxJoxuiMPFCtKuua4QgRypPvSXx9LtFaGZ6UA3mrFL6MQRCiRLmihNfFEq5RnsoqEd+yfFmjMzzpVMCy4Y/DcISR5Ul8fQLNaGXkgXKgrGuGI0QoT74n8fW58Fo5hAeEFawc4FnNjcSwLU85uq38la/8ZOv0BFp4jFAwdeWBvwDE1+cSrZXhSTlQ1irDESKUJ99Tk/l2/CmpVQREQASmI9DkwjjdzJv1aponxkAtvMpgYMEfZJrrD9Kl3S96l2k3naaNB0vp/OQi9a2tSbfB5SCdHffTwduz9PbFSXr143Hae336YQqsvz71YcSJnjEotnD5GjsGGSiYnk6cSCZaUo07SHyboYzhafpsbAar20QpvrehdrevYThCxMqDst7kSXzLEmjG6Iw8UK0q65rhCBHKk+9JfH0u0VoZX8HMKQmKalUuFcUb6FuvsvNs+ujKg2YYZHjSKaWsa4YjRChP8T3JUd4RIw/EN8+X0cNwhDjkybchvj6XaK0MT8qB8lblqSzj1vFlTAjIAyX3gPStylykSZVd1jMZnbH0Ai27mTAc96biO45OjD6GI8xEeVDWJ8OTHOUdiW+eTZQehiPMRXlQ1qg8iW9ZAs0YnZEHqlV51+KbZxOlh+EIc1EelDWq34UrzJcwvHKAAHHMEKpVY+AE6pKnsjLEtyxf1ugMTzqnsGz44zAcYWR5El+fQDNaGXmgHMi7Ft88myg9DEeYi/KgrNF2emLMKtbKa92MGBMKViBaOKWyxafm6OJbE9iMDmd4ilV9ZwSy4NsyHCE8efIlia/PJVqrPEUz4sfD8KRa5bNFq/jm2UTpYTjCXJQHZY0yPMlR3pH45tlE6WE4wlyUB75RGl/GQJLkS7JW4c2iCdUhT2V1iG9ZvozRGY4Qh04HDBv5MRie5Eh88wTi9zByALNUHpR1zfAkR3lH4ptnw+mZnvCAVGWUBxyjuVGmNz0cWZ58wuLrc6F8SYShSQuP4YkUSgZYs5vFN74/hiPMUnlQ1jXDkxzlHc2CbycfjnpEQARGBMYlp4raiFKZx3Hs67yjPNWhVf9Yhqc5xiAIvYWyr6NZXF5InaWFtNCZT/Pz9ie9GzTfy35KZ8cX6figl04Oe+n81BpacrvuaJopNUhnjWky6HDIxImkBr4GHXoT35v6GzTVxobKcsDJyMZizAYuvlk0oTrkKZSObDAMT6pVWbyU/zYmvnm+jB5GDiAOeWLYyI/B8CRH4psnEL/n+h//vv48fuT3K0LVqrK+xbcsX9bo8sQiWW4chiNEp2urco4wMsOTHMV3hAjlyffEyAHx9dkyWxmelAN5I+KbZxOlh+EIc1EelDUqT+JbmwBj0QRL7AHhE4b91lxtlHrB5AQYyw7vJks+c/H1uURrZXhSDpS1ynCECOXJ9yS+PpdorfIUzYgfD8OTapXPFq3im2cTpYfhCHNRHvhGxdfnEq2V4Uk5UNYq6/ffmvT/8yxL9OPRGTmAEZUHH3Nl/yRPbKJlxmN4Ui7l3Yhvnk2UHoYjzEV5UNYow5Mc5R2Jb55NlB6GI8xFeeAbFV+fS7RWeYpmxI+H4SlWrWLMCKzizKp9MzK8LZwUY0pxVp1fL2bZKr6zpD/ZezMc4Z2UB5Pxvu1RDE9ylKcvvnk2kXrkKZINPxaGI4yseiW+PoFmtDLyQDlQ1jXDESKUJ9+T+PpcorUyPCkH8lYpfBmDIESJckUJr4slXKM8lVUivmX5skZneNKpgGXDH4fhCCPLk/j6BJrRysgD5UBZ1wxHiFCefE/i63PhtXIID0grWHnAM+uNxLAtRx7ZYZv4ZtgwwGBowuILFEoGVrObxbcZ/hieCOnYDFgzipLhCKHLky+wLt+OP4xaRUAEJiVQN+ly46qo5chw2hme5IjjIjcKwxHGnmMMFEj2QmcuLa910kq3k9Y2FtP245X06PO1tPloOS2tzNuEAwWbk3vVPmfhLi7Pp+7WUnr8ZTfNd+bT4bvzdHLYs/tFOju54P2fzW6IJWp3y5YvETODDMKZPl/iRELEq6FEoCYBRh5Mn401g27Q4eLbDFnyFN8TwxFmqXrluxZfn0u0VoYn5UBZqwxHiFCefE/i63NRqwjUJaBcqkus3vHiW4/XrI6Wp1mRr/e+DE+6rqrHvO7RDEd4T3mqS77e8QxPcpRnLr55NlF6GI4wF+WBb1R8fS7RWuUpmhE/HoYn1SqfLVpbx5cxIYAJtGgGFEuYUqBJgXHLboylJ0P5RSG+eTZRehiOMBflQVmj8iS+ZQk0Y3RGHqhWlXXNcIQI5cn3JL4+l2itDE/KgbxV8c2zidLDcIS5KA/KGh2QRDXo/y5aFugno5PwKg8+4cr+keFJtYpt5ePxGI4wojx9zHX0k/iOSMR+ZHhSDpR1zHCECOXJ9yS+PpdorQxPyoG8VfHNs4nUI0+RbPixMBxh5Fj1ijErzchfMcTWlmliTCdeLhF9TzmU+E4J8I5ezvAUq/reEbg7fBuGI4QrT7408fW5RGuVp2hG/HgYnlSrfLZoFd88myg9DEeYi/KgrFGGJznKOxLfPJsoPQxHmIvywDdK40sbyI/zvrcKbzNWAMOTalXetfjm2UTpYTjCXJQHZY0yPMlR3pH45tlE6WE4wlyUB2WNypP4liVQenTOCh4QKo1qVVnXHNM6p+QsiW+OjLUz4JAKRKBQxgBrbpf4xnfHcIRZklIyPrAZRShPHPAdzjAaRQREYFoCjKKmE8+0Fsa/nuEI7yBP4zlP28vwNMcYhCR7dX0xPf26a/f16nHzwXJaWl1Ii8sLqbM0n5r0R4kWOvNpY2c5YU5Pvuqmk4NeevvrSXr1w1H69Z+H1WPv/HLaJXDvXx9o+c7MRZUXo+SwvwD24Y+AMehwqnicSGamaWZvDPbX77lAOKZzo6udkQOgKE/+WhJfn0u0VnmKZsSPh+FJtcpni1bxzbOJ0sNwhLkoD8oaZXiSo7wj8c2zidpTfQ9g4vD44TuBm6MdfZVw85E64jYEGLmE91W98umLr88lWivDk3KgrFWGI0QoT/E9yVF8R8qlvCPVqjybSD3yVNaG+Jblyxqd4UnnbJYNfxyGI4wsT/eIbwsXjf1WkS+wRuucsqAGrfqHTm9o+J6qVT578fW5RGuVp2hG/HgYnlSrfLZoFd88myg9DEeYi/KgrFGGJznKOxLfPJsoPQxHmIvywDcqvj6XaK0MT8qB8lbr/M5bLhr9LlyOjD5f5MnE6WHUKsxG9aqsU4YnOco7Et88myg9DEeYi/KgrFGGJznKOxLfPJsoPQxHmIvywDcqvj6XaK3yFM2IHw/DU6xaxZgRWMWZVftmZHhbOCnGlOKsOr9ezLJVfGdJf7L3ZjjCOykPJuN926Pk6bbkJnud+E7GadZHMTypVpW1yHCECOXJ9yS+PpdorQxPyoGyVhmOEKE8+Z7E1+cSrVWeyhqh8WUMpGKVlS28WTRhOhiOMBmlga9UfH0u0VoZnpQDZa0yHCFCefI9ia/PJVqrPEUz4sfD8KRa5bNFq/jm2XB6pic8IJ1tlQcco7lRpjet66ocW7SLb4YOAwyGJhSIQKFkYDW7WXyb4Y/hiZCOzYA1wyjvu6fODNnrrUVABMgEGAUNIenkQxbzyXAMT3L0CVTyjwxHCGnuFgMtLMylxeWFtLgyn1bXF9PD56vpyVfd9Oyb9fTky27qLM2TZ3t3w+GPHyH+0RzWt5fS6sZiWlrtpE4154V08O48nR5fpPOTfuqd9cduNKg8KOvuFsv3dwF5jubn59K8rfPqfvV8Do+2tPFY3e2F7x9t4VR/OAtteIern+fwiNe8/3n4Ghw0asPh+MNdl/1B6vcuU98eB9YwuBx2oA8/X9rPg0t7tP7La48D/IzX2v3D7frzD631n1Wzqf+ya6+IE8m1oFr0VHybIZPp6XotQq36qMbgZ6TtVc2pao39M2z7wKr6ufpxlOOoO1f99lg9vfpn9LyqRVZ7Pnq0H97/fFWX8PNd31hvOaJx1/Hfl/djeCrpaKEzPO8Pcwy5hfP+VY7ZI27Vv6Mg7NF6f6fPsqJKoio3kCNX5+/qHG7PL/uXw/P2BYPI795+qgZWRL+nMlVYd/Li0TVfVVMr7+Yfjq+ej+po5fxqgh+1IcpPJz5cCriQG9bK0XoYPV67nquu7z66lstP+9O3yR+pntsQYOSBHN2G/OSvYTjCu8nTkPn7z732+fejc58VudF1JmBVvN5De/+kGuTDteVwzOpf1DjUQfunOhdWte/q8yw+w9p5EJ9rdbsdAcNJubnuKCO3Z5D31wj4jqi6LhheHwyfX+UJ2jHlq9TA9z1V3lxPFeQDjsHjSGD1fPjz6JoReTG6bsRjQr7YI64VdPuYAIPIdUUfj66fGAQYjhCHPDFs5MdgeJKjPF9GD8MR4pAnho38GPKUZ8PoEV8GxfJjMDypVuU9iW+eTZQehiPMRXlQ1ijDkxzlHbWSb8smZd885QXW6Ln6NqzGK3RoHQIcSzqn5Jgz+OpckKPLa5cnHstSIzEcITblk29IfH0u0VoZnpQDZa0yHCFCefI9ia/PJVorw5NyIG9VfPNsovQwHGEuyoOyRke/SjXtu+h34XyCygOfS7RWhifVqrJWGY4QoTz5nsTX5xKtleFJOVDWKsMRIpQn35P4+lyitcpTWSPiW5Yva3SGJ50LWDb8cRiOMHIsT+2bFWNGsRzZomnZpBjTiZdLiCjGTXxjeLgpCnm6iVCMfoancOeUGGirKMQ3kIxMKAxHGFp5kAFMamZ4kqO8DPHNs4nSw3CEuSgPyhqVJ/EtS6AZozPyQLUq75rClzEIQpQoV5TwuljCNTI8KQXyWsU3zyZKD8MR5qI8KGtUnsS3LIFmjM7IA9Wqsq4ZjhChPPmexNfnwmvlEB4QVrBygGfVG4ljWrXKY4s28c2RIcEhFQiGJ1IoY4A1t0t847tjOMIslQdlXTfZU6csGo0uAiLQRAKMoqYTT1nzDEeIUJ7ieVrZWEwPn6+mZ9+spydfdtPGzlJaXV9MK+ud1FmaLxvwDEbH3J5+3U3bT1bSV/+6ld69PEmvfjhKr388Tq9+OkoX57YjcebGyAPlQAYuqdlztLi6kFbWOmnZ7itrC2m5a89XO2lpZT4tLi9U63zR1jrWe2dxIS0szqUFbGg42vjzkw0Lqw0MR/Ga0MrpJ2Lxh7eqjQptY8K+bejZv7isHi96l6m6n12ms5OLdHbct/tFOrX72cnwOX4+ObwosKmhR2c0kUkfP5nopC/75DhGJBiSE80nwbXgR/FthkR4Qu1Zshq1tLJg9chq0pLVJHvsLM5bLbJ7Z656/n5DYttQdfQctagqT0iEKhmuMsIK0KWdyrCZarXRsL1R9Whtl+hDXeoNqlrUR02y8x7qUvXcHntWn3qnVo+sRuF5U2+MPFCNKWuf4QgRfuoJ5/BVu75dsfM98mvR8gs5hnsH533LrfkFe90oh7BRMQa5+vn6rHE+R85c2nm8h3xBfpz1q9w4txw5tfM1ztkn+73Wbt7N8PSpo+uM2c9RI+Ed13pwj9qKuoprvup6r1oDo42rzf2ormId2Eef95tYW9Dow21YT20tXG06XV3XVbXTaun5aD30E9ZEdT13NFwX1WbVN0ywaXxvmE4ruxmOAOYu86CVIm6YlDxVp7Gq/uE7Hnz+XbLPvqiD1edcu+bEdeaCPQ7r3NWarBbm6DyIMVD8PvThZ9Sy6noRdc/uPat71SOuF4/66eSgV93PrPbddFMe3ERoun5ct0x7q66Jph0k6OsxtyV8N4TPX9X96loBz3HNcPUdET6HVXmC74Wq6wS7PliYr64LRnxwbVBdI9p14gDXirhGwB3f/1x9xjq3HOnZ9zzVoz0fPSJXcA05zU255NMjpEA1sPj6fFmtDE9yxLLhj8NwhJHlyefLapUnFsmy4zA8KZfyjsQ3zyZKD8MR5qI88I2Kr88lWivDk3KgrFWGI0QoT76nVvJt4aTsGy5fYI1W+5a5xtE69DYEprekWpXjzmCLsZUFOcKcdnnicCw9CsOTcilvSXzzbKL0MBxhLsqDskYZnuQo70h882yi9DAcYS7KA9+o+PpcorXKUzQjfjz6XTifC6uVkQc6F7Bs+OMwHGFkefL5sloZnuQob0N882yi9DAcYS7Kg7JG5Ul8yxJoxuiMPFCtyrsW3zybKD0MR5iL8qCsUYaneI7aNSvGbMLlUgsn1cIplS0+NUcX35rAZnQ4w1O8c8qMYBZ6W4YjhCZPviDx9blEa2V4Ug6UtcpwhAjlyfckvj6XaK3yFM2IHw/Dk2qVzxat4ptnE6WH4QhzUR74Rml8GQNJki/JWoU3iyZMB8MRJqM08JWKr88lWivDk3KgvFV5KstYfMvyZYzOcIQ4VK8YNvJjMDzJkfjmCZTumX4FD0hVRnlQ1vX0pnU+GWdIfDN0GGAwNKFABAolA6vZzeLbDH/ydH881S2bnWagUZQiMDsC2Cp2XGKN65td1LN/Z514Zu9gkggYnpQDk5DOH4ONXbEp9oJtwIYNfh89X01Pv+6mz/+ymZ581a02d82/uvk9mPuazRv3nScraevh8nCDR9uwbt769n47qzYnHm3ozfjDR9epMXIA4ykPPlAdbehePV5tRIwNrLHxIDYnxDpfXbe7bWa9st4ZPl5tbD3cOH64qTE2N642+Kw2t+YSxmaGo40Me9j40zbAPju2DT8Pe+kUGxheu1ebYdtGoKfHF8PNQm0DRGyOiM1DR5snVz+zFtMHlBM8Y70ph++4aMb1TTBRHWIEGAw5ppun43ebnlabo2ODYNsI1c41Hasz2FgdGwwvY5PhauPUq03WR7XINhnGcbjjNdX5GxupXt0xFjZcrzYbNkQfNlQdbrSOmjGwDxaoG9VzEzraWBXnuNFmxNiI+H19OhvWp3PbbBV1CZux92zDVRyP8+FwTNSi4fNRTRqN3zxT4yNm5ADeoWQewPt8Z/7q2s7WhK0P/A8ZzIp/PKUP88O6uLy4TH1s3muP7Guo63FUGwpbXuB8Pzc69xsH5NWyneO7W0t2/h9tUow8w2bFlmu2OXHHNvFGHoHd9Twa5lOFrmKH/lEOIUeq8zc2I7Y8wSbE2IAYG3cf7/fS0W7PzuvD8zbmPtrUGCwu+2VZXOcS9TlrLZrq975H133wX7k0p0tWP+F/ubswvL632orrO2ziPrzmszVytaH7x3V6tEn1cD1hLVT9SCXLp2qj6qtais2pP66htjasVp6dWM20a7tqXdj1HdYFfu7bdV/f1sDwWs5yBM+xLjAeCQxpmKK1KuravMu45Okuad/+vRieqtJx+xDGvnJ0zhtdD1bnQ6t/OP8t2TUlPu+u2TkQj6iHuMZctPNeB/2j+ledA1FQh2+FGorn1Tmxem61EF1V2/BciOvFi6vrRJwHL+zzbHW9eHiRjves5u2dV4+ohVWNs8+v18+HqIG4RedbBXnP/2Gdm6p1NQOW73MD6/zqGhGP+C5wxb4XWttcHOaGXRu+/xyGz2TIleoz2UL1XdKCXVeOXv/xmMOFDE6jNT6w9V1d+9m5vboOvvrOBzmC60M8nltunNt1wTBvhtcJeI5rzPfXBfb60TUkrhPGJYxyqeziEt+yfBmjMxwhjup8xwhIY7gEGJ7kyEVLbZQnKs4igzEcITDlk69HfH0u0VoZnpQDeavim2cTpYfhCHNRHpQ1yvAkR3lHreTbskmx/sv01bfT+cWgnqkIMJYdAlC98jWIr88lWivDk3KgrFWGI0QoT74n8fW5RGtleFIOlLXKcIQI5cn3JL4+l2it8lTWiPiW5csaneFJ5wKWDX+cpv8unD+rOK2MHMBslAdlnTI8yVF8R8qlvCNGDohvni+rR55YJMuOw/Ckc0rekfjm2UTpYTjCXJQHvlHx9blEa2V4Ug6UtcpwhAhjeWrfrNo3I1s0jEnFWnhtnFLZAlRz9BYumZoE4h/OcIRZBkvt+OBrRsjwJEd56OKbZxOlh+EIc1EelDXK8CRHeUfim2cTqUeeItnwY2E4wsiqV+LrE2hGKyMPlAN51xS+jEEQokS5ooTXxRKukeFJKZDXKr55NlF6GI4wF+VBWaPyJL5lCTRjdEYeqFaVdc1whAjlyfckvj4XXiuH8ICwgpUDPKveSBzTqlUeW7SJb44MCQ6pQMjTGE+ELvElQLyDIRieSCl5B7Nt5ltM6mh0XKeZ01TUIhCHwCiZpolIhTFPT3zzbKL0MBxhLvc1D1ZtM8Odp6vpyZfd9PD5atp8sJzWt5dss99F29zQdmy9Z7fVjcX07A/rafPhcnr+5420++o0/fbTcfrtxUl6++txtVFxRCTKg6EVbCqINY3Nqtd3bB2bTzhds3u1cadtQrhwtQk8NiHsLGLzQtvs29qw8fX7zQivNjfEzyVu1eaitoky3ndpxTY27NvmopuDtHmxXG1aiI0OL0Ybf2NzeWyWbRtkn1zbIBubIVcbZVeP52HX5mT8tIIn49T8o+6raWwYjFrUtU1S8Yh6VN1HG6RiE2HUIdtMdR416Xo9wnOrSXPVo12v4LntAltt0l49tzaUKrSNlsj7J8OG6g/u2T+jP7x3/Wc8H2CD1KtNUkfPB33bXP2qDRuu93vDzYerzdpts+Jzq0lnttHqqdUl3E8OeunENi4+sZp0Yhu2D6yO6eYTYJD5RPH7N8L62Hq0nLafrVbnQZwTcS6rNr59f1TZJ1ivg8tUrYODt+dp//VpdT11YRv4lrot28bD6zvLaeMhrmGX0mqVa5Zn3cVqw+4qv67O+eCBXFtYmLd8G+YXkqfKI3syfLRI0fZJwJU7+2eUG+83Fr7anBv5gc2HMdfz08tqo2LkxOG783Tw5qy6H+3aObsgi09CbvePttZWrKbis8vattVX24x6ubtQeV+xNbG42qk2cod/uB7WVnuOevrJ/X0dvVoLqLO5dYH/mna9jmI9VLUTm1ajblr96+M51gPWBtaE3XtXa6KqmVfXcVgbh+/Oqs3esel1pBsjmk9zKNL82hKLPMU3yXCEWXr5tLg8n7r4/gaffXFHPbTvcpbtGnPRPm927Dud0effqg7ivGf1D9cLozpY1btrb/D+faon186L11C/P/+h/qHeodaN6p2d43AevDjvp3NcK9r14fGe1Tq7JqjOhb+dVdeN14ab6imL71RB6MU3Ehh9DrnxwDEHvL9GG3PM9S4cv2S5gO+G1iw3Vjfs2tCuG0afx/AZrbM0/F6mukbAtYJ9FvuQK1fXDJYvc/h61MZ7/zns6jrh+vsh1wbVh6vh56vqqf2D6+IqR+w7nuoaAY/Im+p6Yfg5q7p2PLHPVZYvp/ZZ6mTfHu3zFb7zOdk/r64T8JqSN9bo72tIyWAbOLb4NkMaw5NyoKxrhiNEKE/yVJZAM0Zn5JNyKe9afPNsovQwHGEuygPfqPj6XKK1MjwpB8paZThChPLke2ol3xZOyr5d8wXWbLVv+Gq+QofXIcCwJEN54uKbZxOlh+EIc1EelDXK8CRHeUfim2cTpYfhCHNRHpQ1Kk/iW5ZAM0Zn5IFqVd61+ObZROlhOMJclAdljc7id+HKzijW6Iw8UA6UdcpwhAjlSZ7KEig7uvKgLF/W6AxPqlUsG/44DEcYWZ7E1yfQjFZGHigH8q7FN88mSg/DEeaiPChrlOEpnqP2zap1M2JMKFiBaOGUyhafmqOLb01gMzqc4SneOWVGMAu9LcMRQpMnX5D4+lyitTI8KQfKWmU4QoTy5HsSX59LtFZ5imbEj4fhSbXKZ4tW8c2zidLDcIS5KA98ozS+jIEkyZdkrcKbRROmg+EIk1Ea+ErF1+cSrVWeohnx42F4Uq3y2aJVfPNsovQwHGEuyoOyRhme5CjvSHzzbDg90xMekKqM8oBjNDfK9KaHI8uTT1h8fS6UC04MTVp4DE+kUDLAmt0svvH9MRxhlsoDjusOZxiNIgIiMA0BFcZp6N38WvG9mVGEIxiemnBxMNz82i5kbBM2bKb98LPV9PTrbvrqX7fS4y/Wqs0OI/iYVQzY1Bgb4eL+JHXTgW0si82Qsbkd9qjbfXVabchYbVaLzegYC2dWk3XelzGdu8qDauNN20gQj7gt2gada5tLadM2sN56tJK2Hq+kzQfm0ja1hs+ubeYZ7YaNvpPdFyYMDZseH9rm11iX+9gM++3wvv+mU22QjU3lL7FB4tVmythQObdG78rT3TIft4LH9d1tlPiSCF4Q0bio2umIw3oct0nfgc232sfU/sEGp6Nz7cLCvG2UahunWg3aeLBsd9Sk4QbDqEmoWSvdjm2Wyo5mUgq3Ow4bqFabsNsGq9hY9WjP7tiI/ao+4Tn6UZP6tklrtd6ruoS1n69LXjTNIuPNoExbLgeq6ztbY4+/6qZHdl23+Wi52oz3sm8nhzu6YVNsbNa7b5tUv/7hyDbovazOVxfnnABw7qzO/bY4OpY7q3Y9i/zafrqSdp6tVnPGz9jEG/k1yxs27z60fNh9eZLe/Xpq95O0Z9eSR5Y3Z8cXqd+7lh8ZqcoBq6kGAc4r9wBid2zODsdwvfnY7g9XbPN21NXFahN3bFCNzduj3VAXj61mHr6zazjLEayH3VedamP3o91e6p31q5BxDYdrutFm2NHmMWk8mWU96cvfH6c8eI+iyBN5KoKVP2hVB6/qoZ1rl1Y7aQOfffG594l9/r26bzxcrr6/4AdQf0TUMlwrHthn1107D+7+clLFtv/6LJ2f4Dw4SH27RsF1A47VTQTGEch9t4HXjK4V5q4+j+E6YWW9k7p2Xbxl14ib9h1R1z6LdfF939V14rj3uk1fFQP+wc1ytO4N8zuxfDm2z1S4Tjh8a4+WO4f2vQ+uq/EZC9eOuA2/84mZN4xMrk+vLu3mHi++8d0xHGGWyoOyruWpLF/W6AxPyiWWDX8chiOMLE/i6xNoRisjD5QDedfim2cTpYfhCHNRHpQ1Kk/iW5sAY9EES2z7DYXaGD59gf0X6k+b9DORwPSGhsHIki9FfH0u0VoZnpQDZa0yHCFCefI9ia/PJVqrPEUz4sfD8KRa5bNFq/jm2UTpYTjCXJQHvlHx9blEa2V4Ug6UtTrud+HqvPPo19XqvOY+HMvIAXBSHpRdLQxPclTWEUaXp7KMxbcsX8boDEeIQ/WKYSM/BsOTHIlvnkD8HkYOYJbKA9+1+PpcorUyPCkHylplOEKEsTy1b1btm5EtGsakYi28Nk6pbAGqOXoLl0xNAvEPZzjCLIOldnzwNSNkeJKjPHTxzbOJ0sNwhLkoD8oalSfxLUugGaMz8kC1qqxrhiNEKE++J/H1uURrZXhSDuStUvgyBkGIEuWKEl4XS7hGeSqrRHzL8mWNzvCkUwHLhj8OwxFGlifx9Qk0o5WRB8qBsq4ZjhChPPmexNfnwmvlEB6QVrDygGfWG4lhW448ssM28c2wYYDB0ITFFyiUDKxmN4tvM/wxPBHSsRmwxkQ52x0FxwSmLhEQgfoEVBjrM6vzCvGtQ2s2xzIcIfKSFwjYzHfbNnp99Pla2nm6mrZsc+NNbP5qGx0ur+m0/OnK6dpGuJ/9Yb3agPzp1+tp9/VpevPCNiK2zYj3bOPF0Uazn75u4p9Lyp44CO6Bd5UHy6sLtn5tM0Jbu+s7tmGxbQaPjYuxxnFH/9JKx+7zdl/gTnJGo2Fe2Bwcj1s2b2yEfGYbZJ/ZBqDYMB4byVebItvmhgd2P947r/q9cBmeWrh8PVTUNvyxsf7FIF3Y5pM31Q+GIwQvT75CNl9ssI5N0zdso9T1q3vXNlhf6S7a+XWhOseiFi3afWl5vtqAvWOP2JS9aTfUoVXbFHbRNohfXV+0Oty3emRr2mrSuW3AjkfUptPDi3R80EtH2Ii12oz1PJ3Yz8iBSW+TH5kfsXmE83O5sccm2zEvOE9g/W3YZr0Lnfl02betORgwbwzA9uztzFUbUWOT3QOLo2ObCGNDYdYNmw9v2vUrNunG/LpbS2nVzv9Yk8v2ftX5364BsHnxrG9LFsfG/JLl/XzasJif/nHd8sJyAudr25h4z64rd1+dVs9z5wSWNp6Bu6eKNYT1jGs+bEaN6z3U2+p6D87tM8ywvg5rK9xjHUa8IU7UfayN9Z3l9MA+k+EaDvUSG1cf2bXboV3DYX0c2KbVp1YzWWsgIo9JY2IxiLkqJqVwN8ehXN/2fMHwJEd5z7ie3Hxsn39xDrQ7rjdX7DoM574V1EFcb9rzSJ99R9fHuBbBNePOs5X02V83rLbZZ1dcG1qd2/3VzoX2/QrqYBtvyIvRfdL5KQ8mJfXhOHzGWrfvNtdxbWi5gevFNVwjbiA37I7vh66uD/EY8Yb6i3g7i3Ytb9c5W08uqu98zo+vPlft23c8Vd4MrxOQP2d2DdHGG+N8Ai7KJX91iK/PJVqrPEUz4sfD8KRa5bNltTIcIRZ5Yhnxx2F4kiOfLVrFN88mSg/DEeaiPPCNiq/PJVqrPEUz4sfD8KRa5bNFa+v4MiYEMIEWjf3XdkQ09W0u0qSmnk28ARiWAi27cIDFN5yS3wXEcIRBlQe/Q0ttYHiSo7wS8c2zidQjT5Fs+LEwHGFk1Svx9Qk0o5WRB8qBvGvxzbOJ0sNwhLkoD8oave3v+16Pivh/87g+bCueM/JAOVB2KTAcIUJ5kqeyBMqOrjwoy5c1OsOTahXLhj8OwxFGlifx9Qk0o5WRB8qBvGvxzbOJ0sNwhLkoD8oabacnxqxirbzWzYgxoWAFooVTKlt8ao4uvjWBzehwhqdY1XdGIAu+LcMRwpMnX5L4+lyitcpTNCN+PAxPqlU+W7SKb55NlB6GI8xFeVDWKMOTHOUdiW+eTZQehiPMRXngG6XxpQ3kx3nfW4W3GSuA4Um1Ku9afPNsovQwHGEuyoOyRhme5CjvSHzzbKL0MBxhLsqDskYZnuQo70h882w4PRzCnFE4M9IoPgGGI4yseiW+PoExrYzFR1p4gUIZA6y5XeIb3x3DEWZJSsmZANNu2TPBrjcVgbgEVBjLuhHfsnxZo1M94SrBBsQfleluLqWdp7ZpoG2g+9W/baWHn61VG6Q1cQNtFuubxsFG3dgwF/fP/rBebcL9838epJ//3knYkPHtryfp4vyy4nubP/4zR5V902ya1f8RmmvrGBv6YXPOLWwG/dV6evzFWnr4fK1yhI09276esSlptTHp9sc+sUH5gW16/PaX4/Tml5P05ufj9O7VQtr/7SydYGPDqwVacf0I7sfj1PmJNEyjP8zU4YVj5+axwbxtXm0bmmOj9dMTuEmZdVv2Y95wLUy2sX3ZSOpSjHH86I+1IbWwYXp32zYafbRi9Wj16m51yeoUNlcfHRsjck4UOAdis1jcjcDvBkVNOrHNiLEJ+zs7V76zuvTW7ntWk45to/bzk366vBwMz594Naug/C4S3tBNyAPEiPNgZ9Huti6xNnHD9cyd3uz9Osvzad7iQDwDe/ubFOcirPLH/rFhbDPixfToy7X0+Ktudd95tpq61tZZsuIa9AYHuG/Yxsqj29nxRdp7fZZe/3CUlr89NF/Haf/1aTqzvCh1u4n/pO+b8zTp6288zt4A74HaijqzYtd82KgdruH+wWeracs+z6zZ55pFW2NNvGG94r62+aF2Dqwewv/Bm7PqGu7Nzydp8Sdcx51WG7v3zvqjS7kbp1zc0Y0RxD0AeTCqKbc9N7eVL3IO6/DqI8PMJDamVt0RIazTBXz+tevJzccr6ck33fTIzoG4b9h3FAud+CsS1yAr653qjvpd3Uz04buz9PbFSXr5j8M0Z8dU50G7drzoXd4R3bhvw8iD+Ctjev64Tpi3SwF8HkF+PPjcrhM+X0079rhpn8tw3Xjn18BTTgtzWrLvtXBPaen9aNV1wnG/ypO3Px2nt/Z9D66DDt+e23VCr/pe8v3BevKeACOXMNh9yKf30Go8Ed8asGZ4KMOTcqCsQIYjRChP8T3JUXxHyqW8I9WqPJtIPQxPqlV5o+KbZxOpR54i2fBjYTjCyKpX94gvY9EEWzD2X2J8gTVa55QFNWjVP3R6Q8P3DLb06oMo9ArxLQSWPCzDk3KALOWT4RiOMKQ8fQL26kfx9blEa5WnaEb8eBieVKt8tmgV3zybKD0MR5iL8sA3Kr4+l2itDE/KgbJWWb83fNvfyy47u9mPzsgBzEJ5UNalPJXlyxqd4Um5lLchvnk2UXoYjjAX5UFZowxPcpR3JL55NlF6GI4wF+WBb1R8fS7RWuUpmhE/HoanWLWKMSOwijOr9s3I8LZwUowpxVl1fr2YZav4zpL+ZO/NcIR3Uh5Mxvu2R8nTbclN9jrxnYzTrI9ieFKtKmuR4QgRypPvSXx9LtFaGZ6UA2WtMhwhQnnyPYmvzyVaqzyVNcLgW9UY2kBl59vU0YU3vjmGI8xS52zftfj6XKK1MjwpB8paZThChPLkexJfn0u0VoYn5UBZqwxHiFCefE/i63PhtXII2y5SlJA4o1BCaeUgDNtylF8a4pthwwCDoQmLL1AoGVjNbhbfZvhjeCKk461gdW71Kr1IBERABG4gwCiMeItZFccbpjfzbvGduYKJAoCnlVXb7NA20X7wdDVtP1lO27ax2/aTlbRjj6sbi63cWHsiOLc4CJvfrW8vpc/+sJ5WbRPGR1+spt1Xtjn3K9uU2x4Pds9S76zehou0XGIMFLjgLdnmz2C/ZWt50zbr3NhZrjY0Rhs2r+5uLaXl1eFG3bdQ24qXYH1u2CbPeMTGzg9tk+ejvV46Puilo93zdPDu3DYKPU/7tqH86dFFqDm3fPl+xBobmT98vmabBKd0/LyXeue2YbkBwGaVd3MbbvTZvxik431bG3bHppfnp+M3x2Y4wvzuapZ3wXJ1fbGqQ1VNerD0viZhs9Q1O7+u3fO6hFqE+txZnKvqM65FnnyzXq27au3tWV2yTVcPrCahRtU9f96F40/fozF5gESzvwI46z8EOFfFYMFMmPgeX9TGdTu3Yf1s2bXr1mO7DrDn6w/sbtcAuJZtwgben64lbEa+/WQudZbmq/k9tU3J99+c2fXkabWhN87XUTfx9jx9Or+bfh63JHDN1zXn8Av3o+drV9d8a5uLthF6M72P44K1vtLt2Gbcw3WBzemffN0dXsPZ2tj/zdbH69PqWu7ifPznDYYjxDrO07i5RO5DzqFuYH1t2mfjle5iGthfX2X9AdY6c4/CF+cKXBfu/nqSXv7zsDUboTPyYNaOcE25bd/jbOLcZ+fAdbve7KIWXtXHJp7/3ueIwUVdx7UCPsdvP1tJB1bnRudCrMfTw8k+s87a0/s5BXvCyAFMKSpf5MGGXRPijvzAz2vbw++GVi13cE69u8/Y5eVX1wn2PeTc3ErCdwobVhee2HeTuGY8tM9TVf7YdeSxfcZCTdeNS4BBNGoucUndbjTxvR23u3wVwxHiVR6UtcbwJEfxHSmXyjrC6MqlsozFtyxfxugMR4hD5xTfhvj6XKK1ylM0I348DE+qVT5btLaOL2NCABNo0dh/2UJEU9/sNwqmHkMD5AkwLMmQ+OYJxO9h5ABmqTwo61qexLcsgWaMzsgD1aqyrhmOEKE8+Z7E1+cSrZXhSTmQtyq+eTZRehiOMBflQVmjrN/FnvX/B6YspduPrjy4Pbu7fCXDk2pVWWMMR4hQnnxP4utzidbK8KQcKGuV4QgRypPvSXx9LtFa5amsEfEty5c1OsOTzgUsG/44DEcYOZan9s2KMaNYjmzRtGxSjOnEyyVEFOMmvjE83BSFPN1EKEY/w1O4c0oMtFUU4htIRiYUhiMMrTzIACY1MzzJUV6G+ObZROlhOMJclAdljTI8yVHekfjm2UTqkadyNhhsEd0cbaByc23yyMLbDHsMTzpn512Lb55NlB6GI8xFeVDWKMOTHOUdiW+eTZQehiPMRXlQ1qg8iW9ZAqVH56zgAaHSqFaVdc0xrXNKzpL45shYOwMOqUAECmUMsOZ2iW98dwxHmGXdlOzER6MIRWD2BMYlaN2km/1smhXBOPaTzkSO8qTEN8+G0bNqG5xt22ZuX/xlM335L5vpwbPVtG6buS0szjOGv5djYFPu7Se2ibJtlPf8Txvp0Dbe/sU2+/zxf++nuR/m0u6rk5lsGEfJJcYgWBXkoodNLbFJ/JOvuunzP2+kR593bV0vJ2wAjRv+0JH+SFGFImF9bmAzR7unuW61Fi/O+7ZOe+n1j0fp5feHaf6fc+ntLyfp/LQ/fFFL/r1p+d7Uf1cYsDn34y/XUtdqcc82ob7s321kyJWFznzl/7efjtOrH47Su8tL+/mmTWI5ic2aLSea21vH+XXns9WqLj3/03p68NnQ6ZLVK9xUlz6wRa1eWrXrEduEGesPm6qeHl2kA9uU/dX3Vpe+O0yvbS3uvpzN+fNDpHf3jJEHY3PA3qDalP1yuDH7rM6RA7y/3af58he18rGd/5/9cT09/8tGtY4WbRP6+XkjMBbC3fm87TuhXjxYXbX6sZp6Z/10vH+RXv9wmL77n7s2t8NqU+ILO0+08ZbLAXxGwabMj7/spidfd9Mje9ywTdtX1u3zS8eEj17YcPfjnGJdLK6sph373Ibb+Uk/7b0+Tb/9eJxe/H3f1v5RtTbu4jpuhHtcvDf1RVPVsTW2bmvqqW38/eV/2bLPdatVvWzqht9T8cWLTfKcfX7o2eeCf/6Pd+nti5PU1rpz01r1+hk5gHHresJ5G9dPDz9fS8//dTM9+Wa9er7cvfrPKAis7qDeBGfchnN51z63dncsJ+27leO9Xtr99ST9+u1BNT2sR9S66lpiTKzXPV1/PuYl6qpBgMGUvVxXNhbTA8uPp/Y57IldIz78oms5M/wcNodrxBbfUAeWrD7sPB9eJ5zZ56q9V3adYJ/rX/xtP6Uf5yyXzm9Vy2f1maHFuj6aGiOXMGC7V/hHyGr9IL61cM3sYIYn5UBZfQxHiFCe4nuSo/iOlEt5R6pVeTaReuSprA3xLcuXNTrDk87ZLBv+OAxHGFme7hHfFi4a+6/5vsAarXPKghq06h86vaHhe6pW+ezF1+cSrVWeohnx42F4Uq3y2aJVfPNsovQwHGEuyoOyRhme5CjvSHzzbKL0MBxhLsoD36j4+lyitcpTNCN+PPj/Yk170+/C5QkS8OpckMdL6WE4QiA6Z1N0ZAdheJKjLF59F5JHE6aHkQOYjPKgrFJ5Et+yBJoxOiMPVKvyrsU3zyZKD8MR5qI8KGuU4Smeo3bNijGbcLnUwkkxphQvl8rWnzqji28dWrM7Vp5mx37Sd2Y4wnupXvnExdfnEq2V4Uk5UNYqwxEilCffk/j6XKK1MjwpB8paZThChPLkexJfn0u0Vnkqa4TGlzGQilVWtvBm0YTpYDjCZJQGvlLx9blEa2V4Ug6UtcpwhAjlyfckvj6XaK3yFM2IHw/Dk2qVzxat4ptnw+mZnvCAdLZVHnCM5kaZ3rSuq3Js0S6+GToMMBiaUCAChZKB1exm8W2Gv7qernZfasbkFKUIRCRQN+m8ORDOgd6warsiwHCEoeTJX1Li+zGXpZUF2+x1OW09Gt53Hq+kh7a52QPbCLW7tVRtIP3xK/TTbQhgYzyw3ja+uGFj+gfPVtI72zxu77eztG+bcx8f9G61cdxt4mG8hpZLhIEWFufSum1ouWV8tx+tpK0ny2nHNpndfrKSNmyTS7Af3fTHhUYkrh6vnSyw4fNCp5M62PDbNqhdsQ0PwRRr9PCd3Xd71eORbRh6iY3GdStOAE6wWeuKbTwJ5oO73p/c1gc2cD47uag2TT+wdXDwdn54kTF2CYztrMHt2gKt8apPD2VEUzcSbCz+vi7ZJutbVo9Qk3BHO3JsdFNdGpEYPl7nUeXA1mK1DlHr1zYXq42Zcd48eIv7eTraPU+ntiGrbnkCuRxAe64vP1qsnsXl+epaduez1bTzdCXt2DXsNh6fribkYRtvi3Yduflw3q7T1xM29UZ92X15YpsSn6Vdu7Y8O25vPsBp12rCun1+2cTnF7tOweeYTXvceLBUbeT+3vmHMvu+qY1PrtdM8MF6WOjMp+Wufd6wvNh/c54OrV7uvT61R9uounfXFxOTU2fVI5Z6fIbDdRCuidd3lm3dLVWTuY/XwWAKP6g556f9tLreSXN2Sagbn8CkeVBda17VQpz3tu38h3MhaiM2rn9/YyXE+wFn+OTaXNbsXIA1iGtF5OjbFyfp3S8n6eD1WXVteB/zdIZmqG89aQ6Me1OsD3zXWV0vXH0W27TzI86RK1a/7tPt+nUCasO2XSMv2LkNzx98vpYO8bnK7vt2nXD07jxN+ke9Jz3uJtbX47vpWPXXJ8DIp2ult34ALX+F+MYXzHCEWSoPyrpmeJKj+I6US2UdYXRGLslT3pP45tlE6mF40jklb1R882yi9DAcYS7Kg7JGGZ7kKO+olXxbNin7rae8wBo9c6pWNWjVP5RjSeeUHHnxzZGJ1c7wpHN2WacMR4hQnnxP4utzidbK8KQcKGuV4QgRypPvSXx9LtFa5amsEfEty5c1OsOTzgUsG/44+l04nwurlZEDiEV5wDLij8PwJEc+W1YrwxFikSffiPj6XKK1MjwpB8pblaeyjMW3LF/G6AxHiEP1yrchvj6XaK0MT8qBslYZjhBhLE/tmxVjRrEc2aJp2aQY04mXS4goxk18Y3i4KQp5uolQjH6Gp3DnlBhoqyjEN5CMTCgMRxhaeZABTGpmeJKjvAzxzbOJ0sNwhLkoD8oalSfxLUugGaMz8kC1Ku+awpcxCEKUKFeU8LpYwjUyPCkF8lrFN88mSg/DEeaiPChrVJ7EtyyBZozOyAPVqrKuGY4QoTz5nsTX58Jr5RAeEFawcoBn1RuJY1q1ymOLNvHNkSHBIRUIeRrjidAlvgSIxCHu1w4zRHAaSgSYBFQYmTTLjcXwRLpWKTfJGY7cBr5LKwtp2zZz+/KvW+n5nzfSI9vwEJu/YqNO3OSfv8CwESo2Vd56uJxOjfmhbbz96oej9MN/7FWPe7Zx3GWfsbr4sZcacdrZYiP47uZSev6njfTVv26lR7YJHzYzxvrG2HPaEa+2uvmFedsUermqB5//ZTOdnVykt7Yh6MvvD9Ov/zy0x6N0tDf55oa1A9AL3hPA+l5etY9AK6w/5f5+6Ime4DyAuoUN01fXT6tHxDQ8Q0ybvZOEwHgPztmsTiSoP9hA+PM/b6av/+uW1X1slrqYFpew6TzwcWKahGBbjsFGzQ+tvu/YBs39i0E6O7pIr386Tj//n/3063eHqffjcbUxu8i2xfhk8+hYTmGD4i/+ZTP94d930gNbH8i/BWufb3me4fpmw64nce3+zK6B3rw4Ti+/PUzf/6/d9NLO1aw/pjiZibs5CuefTZvzk6/X0+fm/MnX3WojaqwD9Omab+gB5+zhhvYr6eLsMh3ahtRvbX38/Lf99JPdD9+eVXX0bqzN5l3qnLNzEY7OJ1hX1X34Ebk6vO31xWViQOauwM7btSG+LMCPt2U94uu+lxonIrD5eCV9ZvX/+V830pM/rFf1EGKG1+oTDdH4g3B9vbzWSQ+/7Kb9387Si7/tpV/+fpAuvx2kI/uupUm3UT5df5w0fuXTx6TwueGBfW7A9dGzv2ykHfuuE+dGfK69T/nxMZUPPy0an53nqxWX85N+OrDcefPTUfrp/9tL/d5BOjns3b64f3ibiZ8xrllbftk/MctSB972XP9pPKpVnxIZ/iy+PpdorQxPyoGyVhmOEKE8yVNZAs0YnZFPyqW8a/HNs4nSw3CEuSgPfKPi63OJ1srwpBwoa5XhCBHKk++plXxbOCnWb1DZfwX0F4JaKQQYS0+G8irEN88mSg/DEeaiPChrlOFJjvKOxDfPJkoPwxHmojwoa5ThSY7yjsQ3zyZSjzyVtSG+ZfkyRmc4Qhw6HzBs5MfQ78Ll2TB6GHkDR5V0AABAAElEQVSgHGCYyI/BcITR5SnPmNHD8CRHeRPim2cTpYfhCHNRHpQ1Kk/iW5ZAM0Zn5IFqVd61+ObZROlhOMJclAdljTI8xXPUrlkxZhMul1o4qRZOqWzxqTm6+NYENqPDGZ7inVNmBLPQ2zIcITR58gWJr88lWivDk3KgrFWGI0QoT74n8fW5RGuVp2hG/HgYnlSrfLZoFd88myg9DEeYi/LAN0rjyxhIknxJ1iq8WTRhOhiOMBmlga9UfH0u0VrlKZoRPx6GJ9Uqny1axTfPJkoPwxHmojwoa5ThSY7yjsQ3z4bTMz3hAanKKA84RnOjTG9a55McW7SLb4YOAwyGJhUIRjikUDLAmt0svhx/toOrbiIgAm0hoMIY3yTDEWapCwTf9Sz4YuO27tZi2theqjb9xcbaT2zDv4e2qdumbYKLTd10K0dgtLHawuJ86tp92TaPW+jMpYWrTXl3X52mfdtY9nC3l06Peq3fYHYa0mC3but4yzbvfPDM1vFX6+nJF2vVxvEdY4ubVvPtCGOdYrPeaoNaG2JxeWm4To3rqm0Uig1T92yjwwNbq0d75+l4/8I2y765osnH7X2YkJmuZ2wQjlqFNTGqY7ebzSxedfPanCyqm1fw6nqn2lR+G3XJzqtPvuqmx3aOxXlXt+kIXK9LHcOJcwA2ocV9bXMxbdnG9ruv7fz57szOnxdTnT9vNj3dXPRqn8AoU/E4uvtHpoTNiTd2llKVa7YJ7zPbvPvxF92rDbxzr2pZO87VmJIlB3Jgbr5b5QOu5Vc3FtPbX08sH87TxfnlrSYeJQ+Q4yvdTlo337jm27ZrvgefrVltXUtbT1ZuNbe2v6iql8YNN+TK9vJKwrUxWC4by3e2NrDZ+5GtD9RL3XwC7+sQUNp9dF1cHR0lQfzQy7VezXvOPmrhs8I0t1HNn2YMvHa6KKZ997t/Pa7Jq3po9e8RrjPt/gjXmva5+D7eRvUO9W3bvtu6vLhMYLRi1+RvfjpO+3ZteHLQaz0aRj41PZdw/VNdLzy068Nnq1VuPLRrhQefr6XlNf0nxetJUOXNVQ1HrlSf9ReHn/VxDbn38iQdvMH3PHYdeXa768jr73cXzyf4OmqiMKY8tU30Hvf5INWqsvbFtyxfxugMR4ij6edsBsuSY8hTSbq8sRmelEs8H95IDEcYV548upxfwhZfny2zlZEHyoG8EfHNs4nSw3CEuSgPyhpleJKjvKNW8m3hpAaE/4vbbH+bK78G29LDWHZgoXrlrwjx9blEa2V4Ug6UtcpwhAjlyfckvj6XaK0MT8qBslYZjhChPPmexNfnEq1VnsoaEd+yfFmjMzzpXMCy4Y+j34XzubBaGTmAWJQHLCP+OAxPcuSzZbUyHCEWefKNiK/PJVqrPEUz4sfD8KRa5bNFq/jm2UTpYTjCXJQHvlHx9blEa2V4Ug6UtcpwhAhjeWrfrNo3I1s0jEnFWnhtnFLZAlRz9BYumZoE4h/OcIRZBkvt+OBrRsjwJEd56OKbZxOlh+EIc1EelDUqT+JblkAzRmfkgWpVWdcMR4hQnnxP4utzidbK8KQcyFul8GUMghAlyhUlvC6WcI0MT0qBvFbxzbOJ1CNPkWz4sTAcYWTVK/H1CTSjlZEHyoGyrhmOEKE8+Z7E1+fCa+UQHhBWsHKAZ9UbiWNatcpjizbxzZEhwSEVCHka44nQJb4paccZwkLSECLQJgIqjM2wyfBEulZpBrCaUU7Kd8E29tt8tJy+/OtmevaNbXhom7ltPFhOi7ap6Zz1YdM33e6WwEJnPu08WU2b5uGLv16kvTdn6befj9MP/3s/vfzhMB3u9tLg8oNhGRr6wVrdsY0Jn/9po1rPT23zTmxMOL9gG8wu2K6qutEJgO8TbJJqdeMP5/307uVpevHtQfrl20O7H6STw5s3Qf6wkqcLT3kwHb/bvPqyP0iXVosu7S9iYRtLuBzns52Oxs3YPqjauRQ58tW/baUnX3fTztNV20h1QefW2yy4CV/T3Vq02r+ZHn+xlo72eun1j0fpu/+1m179cGQ/n9v5c8KBPjlsvOlPDh7zYzvzYMyE77AL+fXFv2ymz/60nh7b5t2rG3YNcM+vY7Fx8xNjsfVoJT39w3r69r+/S99bPhy+O0v9i/qruv4rfr8AGDmAeT22mvrN/7VtNXY9rSHvVxfSgtVc3SYjgNzo7ixV7J79caP6rPHL3/fTL/84TC+/O0z981sWy8nevvFHjXKB9UdBGw/EJoDzaxQeIz/TcmXUq2ljuOn1yOV1+97gm/97J31u58Ctx8t2/ltMnWX7EKybfQ8wlx7YZ1XUu0d2Pnzz03H69v99m376j710eYvz4H1D2vRcwrXBo6/W0tf/bSc9/mY9dbfxOcGuD+07N93GE8A11daTlbTxcDk9+8tGevXPw/Tib/vV47sXJ+Nf3LJexrltrgknlAZ7a3qtio5efKMbGsbH8KRSVd61PJVnPO07MBwhBuXTtCbGv57hSY7yjMU3zyZKD8MR5qI88I2Kr88lWivDk3KgrFWGI0QoT76nVvJt4aQGY397ynfrtdpv7nrNaiMRYCw9GcrLEN88myg9DEeYi/KgrFGGJznKOxLfPJsoPQxHmIvyoKxReRLfsgSaMTojD1Sr8q7FN88mSg/DEeaiPChrVL8LV5gvYXjlAAHimCFUq8bACdQlT2VliG9ZvqzRGZ50TmHZ8MdhOMLI8iS+PoFmtDLyQDmQdy2+eTZRehiOMBflQVmj7fTEmFWslde6GTEmFKxAtHBKZYtPzdHFtyawGR3O8BSr+s4IZMG3ZThCePLkSxJfn0u0VoYn5UB5q/JUlrH4luXLGJ3hCHGoXjFs5MdgeJIj8c0TiN/DyAHMUnngu6bxZQwkSb4kaxXeLJowHQxHmIzSwFcqvj6XaK3yFM2IHw/Dk2qVzxat4ptnE6WH4QhzUR6UNcrwJEd5R+KbZ8PpmZ7wgFRllAcco7lRpjc9HFmefMLi63OhXHBiaNLCY3gihZIB1uzmJvPtNBu9ohcBEYhKoMmFMSpTdlwMR4jpvl0gLC7Np9X1xbRmm/uuby+lB5+tps9sQzdsRL/9eCVpcy32Sq03HvgvdObsvpCWVhZsw/POcGNe24Cxu7mYdn87tc2Hz9PxQS+dnfQTNpJn3JqaB9gkfs247NgGe89sg+ZntpZxx0bmupUlgE1T55eGKwcbRGK9zlnbkm2ais0h3708Scf7vXR6fJHOT/uc/6KRmRIjC5qaAxkkd9Bcj3q9o/PhN8HTkuVDd2sp7TxdSZ//ZTM9/9NGda5FjuhWlgBq0OIy7rY5u50bFpfnq021V9c76Y1tuLr/5iydHl3Qzp11Z8PIgybkQF0utz0evnE9u2XXr8//vFHdsUm1rgGGRHFNuWh1B3fUn96ZnYvt297XPxyn3VcnVS5g4/m7vN02B7AROfIYm7Wjtj61a73nf95M289WEq5HdKtPAJ838Em4Y58Nn3S61WdAbHy/vLaQdl+epqO9Xjo/uahqaP3RW/4Ze7SQR4+3AaTXhCfA0FuqOlU1cWOxOv89+motff7XzfTk625atu8OdPuYwIgVPp+ixuE7FPwh3ne/2GfVvfPUv2D9msTH76ufPhC4y1zCNQHyoLuzVF0jPMH3Q3aNuP1sNWEt6DYZgep7SfuubcG+VsN15PCsbt/12POV7mLat+8lT+07SeSPbjcTYPzxb7yLvq+/mfU0RzBWs6pM3oD45tlE6WE4wlyUB2WNylNZvqzRGZ6USywb/jgMRxhZnsTXJ9CMVkYeKAfyrsU3zyZKD8MR5qI8KGtUnsS3NgHGogmW2APC/5NrTtWq9lKq8wLGssP7BVt6dRAUPVZ8i+KlDc7wpByg6XAHYjjCwPLk4iWcrYfjiq/Pl9WqPGCRLDsOw5NyKe9IfPNsovQwHGEuygPfqPj6XKK1MjwpB8pa1e/CFeZLGl55QAKZGYZRqzC0PGUAk5oZnuQoL0N882yi9DAcYS7Kg7JGGZ7kKO9IfPNsovQwHGEuygPfqPj6XKK1MjwpB8pbbZ8nxozAPc7qa9+MDC9jUnEUVYnawilV84ryj/hGMZGPg+EIowdL7fyEG9rD8CRHefnim2cTpYfhCHNRHpQ1Kk/iW5ZAM0Zn5IFqVVnXDEeIUJ58T+Lrc4nWyvCkHMhbpfBlDIIQJcoVJbwulnCN8lRWifiW5csaneFJpwKWDX8chiOMLE/i6xNoRisjD5QDZV0zHCFCefI9ia/PhdfKIcza5UF5wDPrjcSwLUce2WGb+GbYMMBgaMLiCxRKBlazm2fFV7szNXvdKPo7IIB9KXM1NNd+B2Hdi7eYVWG8F3CJk7xvnrYeLafnf9xIT22Tw8efr6V129wNm85jA1NtiEVcWKShFs3LztPVtLGznL6wzdB3X5+m314cp5//8zD9+v1hOt7vUd6JkQezOKdg/f753x/YRvG2MaFtYo2Nq5erTfYoWDRIDQKdpYX0+Iu1tPlwOX1uG0W+tQ2Qf/o/++nld4fpza8n6eL8jnfKrhE7DmXkQM231OG3IMDwVLJWoWajFv3xv+2kL/5ls8oHbJq7aOdZ3e6WADaqxTXP2uZidc3z4h8H6cV/HqRfvj1MR7vndxsM8d0YOYBwSuYBcbpjh1pank9f/ttW+uq/bKWHz4fXtMg33X5PYNFYoSZtP1lJP/7HXvr2v79Lb16cpBPbgLgJN+TxZ3/aSM/+aJtR2x3XGthUGZtV6zY9geXVhfTUNvresvMXOL+ya7d//o936fWPx6l31r/VG6hW3QqbXtQyAiXyAN/ZrG4spsdfddMf/p8dq4kbadVqJOq8bnkCuC7Edwd/+PedtP1sJX1nNe77/7lbXRNe94Tn13/Oj6ieuyQwqZOlbic9/qabntn3EZ/91T6L2WeB6nrB/Ot2ewLrD+x749WttPN8NT3502l68bd9y5936ejdx5+pRPn2jCd5JeMPgOt7/0lI3/6YSWvVTe+gXPIJia/PJVqrPEUz4sfD8KRa5bNltTIcIRZ5Yhnxx2F4kiOfLVrFN88mSg/DEeaiPPCNiq/PJVqrPEUz4sfD8KRa5bNFa+v4MiYEMIEWzYBiCVMKNCkwbtmNsfRkKL8oxDfPJkoPwxHmojwoa1SexLcsgWaMzsgD1aqyrhmOEKE8+Z7E1+cSrZXhSTmQtyq+eTZRehiOMBflQVmjjN+FqzxJlCtKeeBiCdfI8KQUKKuV4QgRypPvSXx9LtFaGZ6UA2WtMhwhQnnyPYmvzyVaK8OTciBvVXzzbKL0MBxhLsqDskbb6Ykxq1grr3UzYkwoWIFo4ZTKFp+ao4tvTWAzOpzhKVb1nRHIgm/LcITw5MmXJL4+l2it8hTNiB8Pw5Nqlc8WreKbZxOlh+EIc1EelDXK8CRHeUfim2cTpYfhCHNRHvhGaXxpA/lx3vdW4W3GCmB4Uq3KuxbfPJsoPQxHmIvyoKxRhic5yjsS3zybKD0MR5iL8qCsUXkS37IESo/OWcEDQqVRrSrrmmNa55ScJfHNkbF2BhxSgQgUyhhgze2alO/oOO1Q2FzXijwAgVEiTRsKqb5OG0ZrX8/wJEfll0dET3O2sWtncS4t2Savy6ud1LXNDR9/vpae/2ndNpvvpoefrZYHM8U79C8G6dw2Th1c2kdF22lroWPzsQ3CmRvW4g+fnJ1c2Aatl9X42Gi8Y+8DdhFuiGNxCff5tLpuDrcWq00rFxbnzev/z96bfreRJFueRgIgNu6LRO2Zyq2q3v7e6Z75/z9N95np7nr1qipXpSSKpLgTBAgQxMKxGxSVTMmdRADmhCN44xQSpHvAw+z+3Mw9QijatNT229I86chZqyfd8770e32x+mMuaf23iAFc8zblUXQN8xlFKB99OSvP/zAv61p4t6QFC3mMTwFwQa7Ba07ZVBdmkljF3AWv470zaTU6Sax9tPI22B9P5A9UwE6BELkKhXErWlAYBeIfvqjKsz8sJIXWLdcrOwXuz0hYK/HC+oAcBU54331zKqe6dmLdvK+HLw7Q7usbq1bXjMor0/JcXlZ0T/tUCxQ/+WZeqoszCdux2hjxxZP9pO5xl9bL0uvo/lr3jdhT779rSqve0f2jlq+4pnEMriBWUXgae18UawfnB7rfW3tWicG8TNmA+TFT1j2cvrC/Lug9RnJvpHOktnOW3Gt0O+PJl1bTklvOu5my4DUsMzLyM7rSFOsfYnTlaUXWv56TR5oX51eL/g+y53cKYN2bWylKUfeFnbN+shYebDSlftj+bU94JfbvPslfYlcAe/yy3out6n7h8bdzsv7VnKzpngF7CR6jKwB9S/o8Eq+KPleGrthL7r89lWbtPPkZV7EIHyIbnddNI1jt9xlbN6k8ep9FLMEKxpObBfV16xJbqwUnxkBYqhaMYCE5xc+JjOJnxFjyM2Ku8msTUw85haVBfcPqazW6BSeu2VY03ONYMMLI5HSP9M3gpNFvE7gBpmjVb+ukOJunplVgdEKXVyQlt/LU161LbK3kFBsRtz0WnJir3Nqilfr6tYmlx4IRfGEchCVqwYmM/Iyor1+bWHosGMEXxoGbKPV16xJbqwUnxkB4qhbfh+N34fycGAd+bWLpsWAEX5ivwhK14ERGfkbU169NLD0WjOAL4yAsUQtOZORnRH392sTSY8EIvjAO3ESpr1uX2FrJKTYibnssOMWVqyw8glbxeJU9j1TeDDpl4VI8s86dL8bZSn3Hqf5g17ZghCsxDgbTe9izyGlY5Qb7HPUdTKdxn2XBibkqLEULRrCQnNycqK9bl9haLTgxBsJStWAEC8nJzYn6unWJrZWcwhIx09diICYrL2zK65Ummg4LRnCGYeBGSn3dusTWasGJMRCWqgUjWEhObk7U161LbK3kFBsRtz0WnJir3Nqilfr6tbHpGV1hrW5qYorNKCamZHKQ0UlzX3XTxKC+HnUshMHQBgkiIlM8Yk1OM6sVTw4rWpphBSySmkFuzbDCo7tmwQhWkNPoLG4awZpTPj8lSw/LsqZFfh9oocOVR2WZ1SK/KOZcrMS/hDa1qO6eFtc9P7sstDurRWyXtfjujBa0tTr6/QvZ0cJr+5tNqWoxttXHFZlfLiZFXK2uYTkOfF9Wpijo++TreTneacneVjMpQry/2UqKcvd7/egKEafR4LY4yM/kZFULGH/9r8vy6MtZWdDCnUUtussjLgWQZ558MyeLD0ry6KuzJMbe/r0m268agrjDMXUb7EFc4sI0iEo8J4ACV9MXxb/ndN148KIqX/7jojzUgqlYa6e1nUc8Cixi/6BrxbwWL17VPdHrv9Zk6+f6QAaS5EAyBTvpQv+6HF5XBwp4v/yXJXn63bws6d4WRYv5x+Ou1Ln9fXG9JF8XV2RWY2FG7wf2Nk7lZP9aAW/PEHcdB7n8tDx6OScvNK+uPCknebase3UeYRVAoWrs3b79v1ZkRXPl2/86lu1f6lLba0uv2w978YCj/5ZBhr/IXcfA8JZO5ictGMHzrHIqFKdlQZ8DrL+cleeaF7GXwfrHI70ChZlpefztnFQXC/L2L8fyy/86lNruWTJQH/sNq8mY3rTPPgFTrr8+O8HRkNUYcLj6sQn7/MffzstDjY/V51XBXpF7w4/ymP5Q1Oc8D/U5HPLPe90fvP4/R3Koz227HZs9glX43cc4MAV9y2DXbs1uOfPmbsbpzfqM2msRT4wlPwXq69cmlh4LRvCFcRCWqAUnMoqfEWMpLCOMbhFL5OTnRH392sTUY8GJa4qfKPX1axNLjwUj+MI4CEvUghMZ+RllUt+MOaXf+vADTNEzxWyVQq30p1pQYq7y6059/drE1ENOMdFw22LBCCMzX1FftwKT0WoRB4yBsKwtGMFCcnJzor5uXWJrteDEGPBTpb5+bWLpsWAEXxgHYYnyu3CB9TUannFgJKRnGIt8RUYecY2aLRjBFHJyA6G+bl1ia7XgxBgIS9WCESwkJzcn6uvWJbZWcgpLhPqG1ddqdAtOXAusaLjHsWCEkePilD2vLDyKi5FOmow5ZeFOfLEEi+I4qG8cHG6zgpxuUyiOfgtO0a0pcUibWEF9I4LhMcWCEYZmHHgENmq24ERGfhjU169NLD0WjOAL4yAsUXKivmEVmIzRLeKAucrP2kRfi0FgIkE5QVFepyzRNVpwYgj4sVJfvzax9Fgwgi+Mg7BELTiRkZ8R9fVrE1MPOcVEw22LBSOMzHxFfd0KhG61mcEXBjOYMRCWtQ1p5iofJerrU0bbLcQxShARmXKDYGG74q/AHdZ/jk4FMqOARUKDGEb5NTO6WjtCTtaKhhnvitOUFiFFsebHX83JE32tPi6HuaDhqP3ehRZIvZCzZle2f23I1qu6XGjB+6uC4ItrV97ZXBRj1w/P5f3rUylqcet2qyetRleWHpakpMXZUEA3pqJaKJZerOSS17wWTV9aKyYF+vJq59lpV87bPTlv/b7Ys41S4x8FHCpaKA+FdZ9+My9f/GlBlrVYIY84FUARZPDCC3kIMXwV3yeHbTk/60lPCx2O+gd/pqxSAjcQcU6kyK3CPMf8Xv9iVp58MydPv1uQOS2ayiM+BVCweGGtJJX5y7zUafflTNd75KPbchHTzPh4QvvL11TyPr9aTArnPvvjQhJzucL0+Iyb0CvnVTPspbDfPt45031wWxpH57d6YxEHgyy1ubzudct5WVAbn3w3Ly/+YUHAHXtgHnejQKGY03yZk/JsQefJZVFq3BPV9s6S/dvdWBHfVa7yESy7/nN8lt5vi+4qV92lysh/c9hvvtT9pubFR1/PyUwpd5cmZOpa0LOs96h4dfV+tHF8uQY2a+eZeKZsEQMAPgmrLvYMVX3OsP7VrDzV50OrTytS5b1Y0HhNnvOo5hV95fX+qq3PIXHU99vJM0k8Y43hsLJiEuIgBr2HtWHU54G4bkzP7IfVIebPMZbC0qG+YfW1Gt2CE9cTKxrucSwYYWRycutr1WrBiYysaPjHISe/NhY91NdCxbBjWDCChcxXbk7U161LbK0WnBgDYalaMIKF5OTmlEl9M+iUfivWDTBF6xSjIIVa6U8dndDlNZmr3NpTX7cusbWSU2xE3PZYcGKucmuLVurr1yaWHgtG8IVxEJaoBScy8jOivn5tYumxYARfGAduotTXrUtsreQUGxG3PfwunFsXq1aLOOBaYEXDPY4FI4xMTm59rVotOJGRnwb19WsTS48FI/jCOAhLlJyob1gFJmN0izhgrvKzpr5+bWLpsWAEXxgHYYlacIqPUba8svAmuljKoFMZdCls8kk5OvVNKdiYTrfgFN+aMiYxA13WghFMIyc3IOrr1iW2VgtOjIGwVC0YwUJycnOivm5dYmu14MQYCE+VnMJqTH3D6msxugUj2MF85aZhpq/FQITkhqStlNcrTTQdFozgDMPAjZT6unWJrdWCE2MgLFULRrCQnNycqK9bl9haySk2Im57LDgxV7m1RSv19Wtj0zO6whdGqy3jwIaob5TRSXNf5dMW7dTXo46FMBjaIEFEZIpHrJub8zd3s5cKUIH7psCkJ7X7wsuCk8EamHm58Qcw5rSw2NqTysQU1W7WO/L+9alsvarLztvTpLDu7FJRSlpEFQXqLDY/LvDn7Z4c7rSSayYFyV9U5eGLWVnX95gLRBYreXn4fFbOW7D/TJpakLt73pd+JIXjXFoP24aCxutfzso3/7acFIyfWy4OOxQ/d8cKFMs5WdJi1N/++4qsPq7I5i912fy5Lif7Z9LWuTvKYbGe4PpTVgON4syEffa6ZPj5+u+fupLFNbugRTuXdT4/0rz0/I8LsoaiqQuFT13n75EpcFmcvShf/NOi7i3y8vZvNXn3Y00LtYefwTddYVCZshhLN/quoqEY7oVuaueWZ+Tb/1iRZ3+clxWNvVxh+saPsvNmBVDwFdr2exD55nOtege5DIqKP9OcildSjFrvZVBwnMfdKzCj+7cn387r2jYj82tFef+qIbtvTuX0Q8H3u7eIV6QCd6PAILlqEEssMlde17rq0oysfzUnX/7Lkqw+i/v5xCC6xHTOij4r++7/XhOsPa//fKTF0C2oxeTh8LZYxEFINad1b7D+9Zw8+cOCPPiiKovrZSnP815seOLpP7mgz3i+/u+rsvCwLG//ciR7+iy3ddLJ1PPI2OMgPbXsfcLij39DFab/sHODsUR9wyoQ/+gWMQAvQ+6t4lcxvIUWnMgoLCcLRrCQnMgprAJhR2cchNXXanQLTsxVfhrU169NLD0WjOAL4yAsUQtOZORnlEl9M+aUfgPFDzBFzxSzVQq10p9qQ4lrik956utTJq52C05cs8MytWAEC8nJzYn6unWJrdWCE2MgLFULRrCQnNycqK9bl9haySksEeobVl+r0S04cS2wouEeh9+Fc+ti1WoRA7CFcWBFxD2OBScycmtr1WrBCLaQk5sI9XXrElsrOcVGxG2PBSfmKre2aKW+fm1i6bFgBF8YB26i1NetS2ytFpwYA2GpWjCChXFxyp5XFh7FxUgnTQadyqBLYRNQytGpb0rBxnC6BSOYHV2+GoOWIS9pwYmM/ISor1+bWHosGMEXxkFYohacyMjPiPr6tYmlx4IRfGEchCVKTtQ3rAKTMbpFHDBX+Vmb6GsxCEwkKCcoyuuUJbpGC04MAT9W6uvXJpYeC0bwhXEQlig5Ud+wCkzG6BZxwFwVlrUFI1hITm5O1Neti12rjcIXBjOYMWBH1TWSDWnmKpe2aKO+PmWMxDFKEOPilL9BHnZRASrwQQFfgBrFfyZ19mmWxlnqm0at9OdaMMJVs8wJBX8TH9XJq5+Thsj+AzM77Z6carGzw/ctef23Y3n995oc7Z5d2o/CtXpOLq9/+jVAVSkUv7voi5wcnEur0ZH9rZac1jpyftZLrrmsBdlQrDy5foRFdAvFaSlW8x/0Uaku5RqYcuwxAOTl2YIsr5fk6Tfz8uU/LkpFi0zymCwFSjpH8VpSjsVKDklJprX++NHOWRJr4/bmtjXltv5x2x/79S30iylXIS8trJXksRYUfqYFvp9obipqsW8ek6FAsZKXhy+qydrS711IQwuy1/bOpNftIzU5Dmej47ybmmxmsIUlsNLGmpv8NeiDs2pooZiTueWiLK4V5fk/LMgTLVg8FeF+zMDjOxui2+lL/bB9ud9t9aIoNpzXvTb2d6tPK/LsTwvy5T8tJuzvTBReyKlARQuC41UoTQsY9TRn4h4Jr5uOicgxNznAPipgoMDIa7YGUnVxRh58UZVHuvY9/HJWY5H7TQM0H4co67rz+Nu85ra+NHRdnCnrc5WC3qTyMFFg5Bj4YMXv1hT9Bc/w5nVf+Fjvw774lyWZWykma5SJ0RxkYAWQj1Z034Y46p7rfrJ7IYebTTnVeyv3PdXAQ2fqxCBxkCmF4nDGYs4G+CeLOMSJxArGUlgQ1DesvlajW3D63b7KyjCO81EBC0YYjJw+ShrkB3IKIqv5oBacGEt+LNTXr00sPRaM4AvjwE2U+rp1ia3VghNjICxVC0awkJzcnDKpbwadujD6v7jpN6LdE4GtJgpYTD0S8qOgvn5tYumxYARfGAdhiVpwIiM/I+rr1yaWHgtG8IVxEJYoOVHfsApMxugWccBc5WdNff3axNJjwQi+MA7CEuV34QLrazA8Y8BAxBuGYK66QZyIuiw4MZb8QKmvX5uYesgpJhpuWywYYWTmK+rrVmAyWi3igDHgZ019/drE0mPBCL4wDsISteAUH6NseWXhTXSxlEGnMuhS2OSTcnTqm1KwMZ1uwSm+NWVMYga6rAUjmEZObkDU161LbK0WnBgDYalaMIKF5OTmRH3dusTWSk6xEXHbY8GJucqtLVqpr1+bWHosGMEXxoGbqJm+FgMRkhuStlJerzTRdFgwgjMMAzdS6uvWJbZWcoqNiNseC07MVW5t0Up9/drE0mPBCL4wDsISteBERn5G1NevjU3P6ApfGGUZxoENUd8oo5O+HJmc3ApTX7cuJhtODG008dJyynvcYjMVoAIDKJA24HxDGsW/b/iJbae+k4HOglOsMYDCzPtbTXnzfU1QSGn9i9nooFz0L+RguyV7WugMr/2tlha1b0n96Pw3W7VA3ZTWEQxVsBhjT2stSLxwdNq9xKaOFmE72m3L2pOyPHxeleVHZZnXIsqxHbC3fniuup3JierW08LEaQ6LGMD1QsUBCuOta8HOr7U44SN9L1e5/UvDN7Zz81oU9NHLuaTQIYqS//LnIznUHIBiyH3NBzyogE8Bq9kxaq4qlnO6HlTksRYTfvHHBVl5UhG08ZgsBXL5aZlbmpGnWvwW+4B335/Iux9PpJtyDR3c61hm8KXFPmuu2q/eB/fP/syLD389bfFBSRa0UPG8FijGz6H2g/YexDliXYt0b//SkK2f67K3cSoNLTTc06LD4zwKxWllXJJnf1iQJ9/MyeqzihSKzKvjZPLptRF7KBo+nZuWYiUnO69PpbZ79ulpH3+3mlGjrtkfDeIPVGACFZhBgfjnFXn5b8uy9qIquC/mYa8A9hVL62V5+R8rkstP6X0qnzfYqzzaiNfXlJyuQ+tfz8pj3cM/0tesPlPIz+hmnsfYFEDMPP3jou4P8pJTFl3dY57VOzLMH0Lmuu/HeD0O/Gfd3EN9b9Zn1N5h5rzrmvg3HB7hFGAshdMWI1PfsPpajG7BCHYwVVnQ8I9BTn5tYuqx4MRYCkvUghEsJCc3J+rr1iW2VgtOjAE/Verr1yaWHgtG8IVxEJYoOVHf1ApYTJrIAvvC4KmKfrs6tZT8wOAKWEw7XI2U3JpTX7cusbVacGIMhKVqwQgWkpObE/V16xJbKznFRsRtjwUn5iq3tmilvn5tYumxYARfGAduotTXrUtsrRacGANhqfK7cIH1NRqecWAkpGcY5iqPMBE1WzCCO4wlN1Tq69YltlZyio2I2x4LTsxVbm3RSn392sTSY8EIvjAO3ESpr1uX2FotODEGwlK1YAQL4+KUPa+y55FOGgun4pp4WXQpbAJKOXoGp0xKBeI/3YIRvIwstOMXPqWFFpzIyC869fVrE0uPBSP4wjgIS5ScqG9YBSZjdIs4YK4Ky9qCESwkJzcn6uvWJbZWC06MAT9VE30tBoGJBOUERXmdskTXSE5hkVDfsPpajW7BiUuBFQ33OBaMMDI5UV+3ApPRahEHjIGwrC0YwUJycnOivm5d7FptFL4wmsGMAzuyrpEsaJORS9nLNurr0WZMwrCqkIcHm6nAXSowpvi/SxfHei3qO1b5B7q4BSNcyHoD1u+L7G+1ki93zy7MyNrTihbli6O4G/6YxYUWrD/RQrqbrxqy8cOJbP1al9p++zPN81pIMJfTP7WqVZxCFHLCuCjImp/RopDT3cSuZqMjeO28PZW9zbK0TrvS1QK/OBdFr2M5zppdOdYCsnubTTnS9+65Qh/TYREH12MArFG4c1GLGj/VgsZf/fOSVOYLY/KOl7VUoFjOycPnVWlrXO28OZX60bl0znsi45u+lu5xrMgVGDVXodD60+/m5RkKp76cZaH1yHnfZB4K3q49q2ix4kKyvh/vnSVr6k2fGX/fqDP4yoPrK+5VW1zvKCqNfUBJC+IurBWTPQCK4/IYXoGe7mX3Npry65+PZFf3uCcHben3rObUcHYVitMyv1qSh1/Mypf/vChPNLfyiE+BQjEnK08qki9My4zu43CD2ax1pNPW/VvAw2J2xp/tAgo4hqGHZUZOv8HCfXBB1z/sOZEbn/5h4TLufjuFPxkrUF2ckWfYY6j22B/yiFeB2eWZJCZe6POhuZUZvRcjr3HTwp59cb0kpdm8tPUZJV5H2yKtk46k/UPGw64hn2rANeVTRS5/p75uXWJrTRs3Lvuxl+ARTgHGUjhtMTL1Dauv1ejkZKVk2HEsOHFJiZ8RLCSn+DmRkZ8Rc5Vfm1h6LBjBF8aBmyj1desSWys5xUbEbY8FJ+Yqt7ZozZy+Fg5BmIgmzYUJJbgUkVPQOGOHxdQjIf+koL5+bWLpsWAEXxgHYYlacCIjPyPq69cmph5yiomG2xYLRhiZ+Yr6uhWYjFaLOGAM+FlTX782sfRYMIIvjIOwRPlduMD6GgzPGDAQ8YYhmKtuECeiLnIKC4P6htXXanQLTlxTrGi4x7FghJHJifq6FZiMVos4YAz4WVNfvzax9Fgwgi+Mg7BEs8nJwqu4Zl7mPLJwKLIEkUGXwiaflKNT35SCjel0C05xZd8xCRnwshaMYB45uSFRX7cusbWSU2xE3PZYcGKucmuLVurr1yaWHgtG8IVxEJaoBScy8jOivn5tYumxYARfGAduomb6mg3ktvO+t1LeyZgBFpyYq/ysqa9fm1h6LBjBF8ZBWKIWnMjIz4j6+rWJpceCEXxhHIQlasGJjPyMqK9fG5seG4VtRrHxiKO4FbBghJGZr6ivWwFPa5qJ9+FcVjD0aMlmKjBpCqSJ/5t848LjVof6unWJrdWC0/UYuOhfSLPekemdKTnaPUsKxS+sFAUFxsZ5tJs9qR2cyd5mU/Y3W7K/1Uzsa2ghe+ehlZdg81Sg2nQYN3k5ZMEfy6jtt+XN9yfS0EKtsHn1UVnWtIjrwur4tWwcn8u7n+qyu3Eq54GLyDrZGDdej4Ep5b72vCov/3FRnmpBYxQZ55ENBXqdvhxpsXjM25oW0D477Uq/nw3f7o0XCFbXyyeAI7/6To21fUaLCS8+KMnT7+bluRYTXnlc1qKpWsibx0QrkMtPy9zSjDx4UZUX/7CoRaPrcqD7kl73txUpA9PXweg3/37feRXYv28dx2+lal6Wdc81nZuSynwhiTcW4xyeRF3X2503p7Khe9qdt6dSP2xLr+ebB7+/TqgYyOWndD9dkhe613uie73lx5XfX5i/RafA7HIxedrfPe8n82cfe7m9dnR2XjdosFl+/RPun0PFgftq96+VnH7PfEWfNzzX3Pjo6zmZKXO/+Xt17H/DXiNWna92ZoPGSFZzVX5mWlafVZOYWP9qTub1eRzaeMSjQGk2L491P4f7q42/Hsv2z3U5a3THYuCg8XKTcVmNpZt8HrSP+g6q1PjOs/jj37Ce999hGVrEUsIprJkTOzr1nQx0Fpy4ZodlbcEIFpJT/JzIKH5GjCU/I+YqvzYx9VhwYq7yE6W+fm1i6iGnmGi4bbFghJGZr+6RvhaTJrIJc2HwZxT1W97uScBWEwUsph0MISU3Durr1iW2VgtOjIGwVC0YwUJycnOivm5dYmslp9iIuO2x4MRc5dYWrdTXr00sPRaM4AvjwE2U+rp1ia3VghNjICxVfhcusL5GwzMOjIT0DGORqzA0OXkENmq24ERGfhjU169NLD0WjOAL4yAsUQtOZORnRH392sTSY8EIvjAO3ESpr1uX2FrJKTYibnssOMWVqyw8glbxeJU9j1TeDDpl4VI8s86dL8bZSn3Hqf5g17ZghCsxDgbTe9izyGlY5Qb7HPUdTKdxn2XBibkqLEULRrCQnNycqK9bl9haLTgxBsJStWAEC8nJzYn6unWJrdWCE2PAT9VMX7OB/Lbe5x7KGz99C0bwkvnKzZr6unWJrdWCE2MgLFULRrCQnNycqK9bl9haLTgxBsJStWAEC8nJzYn6unWxa7VR+MJoBjMO7Mi6RrKgTUYuZS/bqK9I3i8Pe6gAFbiPCjAxhqVOfcPqazG6i1Gjdi6Hu2eyv93SQsDTMrtQSAoCW1wv7RjnZz052m3J5quG/Pzno6SIPdr6NxTRxWZwanpKplE5yXhnmIyt407r+FOeykwdLdK6qwVaj3Za8v71jKw9rcg3/7Is01p4tzo/owXajI1KIWptvy0bP53I/mbzRg1TDBnNqWUtgPdEixN+++8rMr88Y40+Gj/voyF7Ol9/1aKG7348kYPtpnTa/aFlGF/0DW1ypj6INef6y+fclGtx8p3sax8z7MUHJXn23bw8/8OCrH85KwUWTfWRmrh2FC5efliWl/+8JLnCtDTrHWkcnX/0IwPT96Mvk/RDqZqXYiV/uf6POf4nSTeXrb1uX/ewp/LL/z6U3bencnLQTrVvtIgB2HUdY15jrbqo++rnVfninxblsRZq5xG/ArjvWVgrCf4YIH4GRxSobrd68Rs/ooVXcXD1PuJw/HggBSz4XM9Vgcy8cdiZcl4efjErL/91SeZXL+PN86jixnHYeT8VsIgBKDfuOPiUXnVpRp7/46I8+9OCzK8VJc97sU8liuL35ScVqSzMSK97Ia16V46lJe3TbrJviMLAFEZkNZZSSBD0VOobVF6zwS3+ADj3MGY4vANZxFNs677X2TF0UN8xiJ7ykhaMcEnGQUrhU55uwYmMUoqe8nQLRrgkOaUUPuXpFpzIyC869fVrE0uPBSP4wjhwE6W+bl1iayWn2Ii47bHgxFzl1hatmdPXwiEIE9GkuTChBJcicgoaZ+ywmHok5J8U1NevTSw9FozgC+MgLFFyor5hFZiM0S3igLkqLGsLRrCQnNycqK9bl9haLTgxBvxUqa9fm1h6LBjBF8ZBWKIW34VLOBGUExTjwClLdI0WnBgCYbFaMIKF5OTmRH3dusTWasGJMRCWqgUjWEhObk7U161LbK3kFJYI9Q2rr9XoFpy4FljRcI9jwQgjx8Upe15ZeBQXI500GXPKwp34YgkWxXFQ3zg43GaFBafoctVtTk9gPzmFhUZ9w+prMboFI9jBfGVBwz+GBScyor5+BeLvsYgBeMk4CMvaghMZ+RlRX782sfRYMIIvjAM3UTN9zQZy23nfWynvZMwAC07MVX7W1NevTSw9FozgC+MgLFELTmTkZ0R9/drE0mPBCL4wDsISJSfqG1aB0KPbzOALg0zDXBWWtQ1prik+SpOub97nGNupABWgAsMqMOmJcVi/7+pz1PeulP7tOvgjC0c7LdnQgvH5vBaMXSj81nlHPzUbHTnebcvh+5bsa9H6/U1910L2Z1rM7NZDd9vT0/pnSfG69eT0J0xN6/hawBrvNx2d877UtOjvRf9yFp8ctmXlUVlQ2Hx+uSjFcu6mj5v3tbRgbG1fNd05k/rx+dBF4UJoOpKzatCSavpIC3eu62tOixWCPY/JVwAFjo93z2TjhxN5p6+D7ZZ02v2RHOOaMpJ8d/ZhC05TFoPA4xTpBMX2CsVckoeeaIH1539YkLWnFSmwaOqdzZ27ulB5Ni+rWnS13ezKoeYmFF5FwdX+hzV/VDvGMH1HNTmKz7Pg5egY6ofnsvfuVNfdmuy+PZW67l/7PasZmc6+q6uC69xKUZ7+YV6efjsvS+vldAPx7LErMK/8cH/W7fSlWe/Igd7X4d7kam6lWGrH7gsNoAKfKnCVqz5tT/v7MHGAZzUrT6v6qsicPmPI5YcZJa2lPJ8KfK6ARRxYzN5cYVqw5qzrvdiDL6qy8LAkM6W7ffb2uTpsuUmBkt5XrX81q/dTfXn3t2l5/0tduvo89b4escRSVvWnvvGT5R//jp8RLLSIJYxjsfZjnKwd1HcyiFpwYgyEZW3BCBaSU/ycyCh+RowlPyPmKr82MfWQU1ga1DesvlajW3Dimm1Fwz2OBSOMTE73SN8MTpoLg6dWYb5t7p5X97E1g9MuKozUNyocXmPIyStNVB0WnLiv8iOlvn5tYumxYARfGAdhiVpwIiM/I+rr1yaWHgtG8IVx4CZKfd26xNZKTrERcdtj8X04/v/k3Nqi1SIOuBb49bXosWAEO8jJgoZ/DAtOZER9/QrE32MRA/CScRCWtQUnMvIzor5+bWLqIaewNKhvWH0tRrdgBDu4HljQ8I9hwSk+RtnyysKb6GIpg05ZuBRfLPlzx133UN+7Vjz99SwY4aqMg/Tap/kEOaVRK/251De9ZuP4hAUn5qqw5CwYwUJycnOivm5dYmu14MQYCEvVghEsJCc3J+rr1iW2VnIKS8RMX4uBmKy8sCmvV5poOiwYwRmGgRsp9XXrElurBSfGQFiqFoxgITm5OVFfty6xtZJTbETc9lhwYq5ya4tW6uvXxqZndIUvjFZbxoENUd8oo5PmvsqnLdrHpW/+JqPYRwWogAhKBPkWGF87dbNRYFyJ0cb6+EehvukYHe+3Rb4/kep8QR6/nJVc7u6KvnW0WNneu6a8+suxbL9uyKEWsUeR04sBC0NP6V9mmJ7WXKYvsf4rDZoIL8fXP1k6wNgozHqixYBPjs5lUwuxPfpyVp5p8d2nX8/Lw+dVc/OclHXyt7Sw9uH7lhyplqe1cxnlD2BYxBLstFpT8lqk8PHLOfnm35blgRbvnNICuTyyocDBdlPe/L0mGz+cyHvNBZ12PIUMb4sD9N92TjYoxeuFlf5TKQZC/plbnJGHL2bl6Tfz8kRzfaGIxYhH1hQA64rukVaeVJTzXLJH2XlzqvuVTlSuppi+Xru5qnqlyVwH9uBbP5/Ir7oH39X5fHLQFuxlx3lM56akVM3L6rOKfP3vy8leGgWqeUyWAuA4v1qUB3r/09D7on73QgtUn0q71UscsZplzFeTNS9o7e8VSBsHufyULOv977M/Lcjy47Lgdx5UYJIVSBsDLl/Luj9/+sd5efzdgiw9KstM6e6eZbrsYdtgCqw8q0pprpDsD2r63LKue1AewytgEUu4OlcVNwPq69YlttZR/u3jui8D/PPP9dP5c0oFLOKJucovOvX1axNLjwUj+MI4CEvUghMZxc+IsRSWEUa3iCVy8nOivn5tYuqx4MQ1xU+U+vq1iaXHghF8YRyEJWrBiYz8jDKpb8acujDaueo3y/0TgT0jK2Ax7WAEKblRUF+3LrG1WnBiDISlasEIFpKTmxP1desSW6sFJ8ZAWKoWjGAhObk5UV+3LrG1WnBiDPipUl+/NjH1kFNMNNy28Ltwbl2sWi1iALZwPbAi4h7HghMZubW1arVgBFvIyU2E+rp1ia3VghNjICxVC0awkJzcnKivW5fYWskpLBHqG1Zfq9EtOHEtsKLhHseCEUaOi1P2vLLwKC5GOmky5pSFO/HFEiyK46C+cXC4zQpyuk2hOPotOEW3psQhbWIF9Y0IhscUC0YYmnHgEdio2YITGflhUF+/NrH0WDCCL4yDsETJifqGVWAyRreIA+YqP2sTfS0GgYkE5QRFeZ2yRNdowYkh4MdKff3axNJjwQi+MA7CEiUn6htWgckY3SIOmKvCsrZgBAvJyc2J+rp1sWu1UfjCYAYzBuyoukayIc1c5dIWbWn0vTo37xuM7VSACtyuwFUg3X6m/wwuPH5tLHosGMEOcnLTuE/6np/1pLZ/Jkc7Z3K835ZVLf6G4qOhjl63L6cnXakfteVIC5btvD2VrVeN5OezZjfdZdVMFJee1leIY0rr5kILvOMKt82Lfv/yjNNaJ/Hroi9ydqq+HrZl8UEpKXherOQlWFEkNRJFiDdf1eVguyWdthoQwXGbboOYmFMOi6sleaDFOx9ocePZhZlwOg5iEM8xUQD551jzwLsf68nrYCueeWviIAeZKAVS5SpN5Ci+ubBWkvmVohSK1wqtY6Awy9JE6Zk1Y2cXZ+TxV3OCfUxdC7O3Gp2suXjjPgfT+ipGrt4zJ8A9cahxfC77G03Z1LV35/WpNHRP3u+Nn+rs0mWMPfvDvKzo/UiucC2v3hM2WXGz170Q3Nc1TzrJe4j5ZTFjuVRnZcZl349SNS8rjyuy/nJW5leLyTOQ7HtND6mAX4FCKSdL62V58HJOVp9XpKz3ZTwmQwE8D8Web+2Lqj6/XJAdfX559P5MLj48T/V5wTXbp4xNu8W+CpaQk5sH9XXrElurxR8AD/ZvPrGJNSZ7GEthhae+YfW1Gt2CE9drKxrucSwYYWRycutr1UpOVkqGHceCE2PJz4j6+rWJpceCEXxhHLiJUl+3LrG1WnBiDISlasEIFpKTm1Mm9c2gUxcfv0nl5jhIq347fZDTeM4IClhMPVLyA6C+fm1i6bFgBF8YB2GJWnAiIz8j6uvXJpYeC0bwhXEQlqgFJzLyM6K+fm1i6bFgBF8YB26i1NetS2yt5BQbEbc9/C6cWxerVos44FpgRcM9jgUjjExObn2tWi04kZGfBvX1axNLjwUj+MI4CEuUnKhvWAUmY3SLOGCu8rOmvn5tYumxYARfGAdhiVpwio9Rtryy8Ca6WMqgUxl0KWzySTk69U0p2JhOt+AU35oyJjEDXdaCEUwjJzcg6uvWJbZWC06MgbBULRjBQnJyc6K+bl1iayWn2Ii47bHgxFzl1hat1NevTSw9FozgC+PATdRMX4uBCMkNSVspr1eaaDosGMEZhoEbKfV16xJbKznFRsRtjwUn5iq3tmilvn5tYumxYARfGAdhiVpwIiM/I+rr18amZ3SFL4yyDOPAhqhvlNFJcz250jZ/9QPfqQAVGI8CFgkNlnPhCcuPnKgvFGi3tJD8QVt2355KLjclC1oYMR+ocGyj1pH3rxuyoYVzN34+0cK559Lt9JNXWhooDDQ9rX/GE6+0H771fB1TL4Cx9Yfk4cxN8fLp9RvHHWk3T2Rvs5n4+uybOXn5T0tJUd5iOXfr1Yc94XD3TN5+fyIH202TB0rD2mH5OcxFzMmHWuQOxTvntJB4wsXyIhzrzhXAH0TZe6fx8cOJztmavH9zKp12787t4AWpwDAKYP0pFKelVM1JLv9JofVPF4RhLsDPRKfAjBbLXf9yVnq9C3n/a0OOdloSojB7dI7ToEwpcK57/g3dJ775W0123zTk5LA90jy2SnfTev+BPd53/31F93uzMhNwr5wpoBE6c36m95U7Z7L9S0M2fzyRY703sfgjeCFcveneLs31rOIgzTUn6VzofPUaxu77rC/ueQsz0zK3XJTlJxVZfVqRXKDnNMOw4WfGo8BVPF1/H8SSrMRSsZKXpfWSPNDnQ2vP9PmQxgePyVMAOQ05DnvAxuG5YP9w04H5bnFkJQ4stAgxhgUnMvKTob5+bWLpsbrvwTNHHuEUYCyF0xYjU9+w+lqMbsEIdjBVWdDwj0FOfm1i6rHgxFgKS9SCESwkJzcn6uvWJbZWC06MAT9V6uvXJpYeC0bwhXEQlqgFJzLyM8qkvhlz6sLkiQpyFSPBHwmj91hMO1hBSm4W1NetS2ytFpwYA2GpWjCCheTk5kR93brE1mrBiTEQlqoFI1hITm5O1NetS2yt5BSWCPUNq6/V6BacuBZY0XCPw+/CuXWxarWIAdjCOLAi4h7HghMZubW1arVgBFvIyU2E+rp1ia2VnGIj4rbHghNzlVtbtFJfvzax9Fgwgi+MAzdR6uvWJbZWC06MgbBULRjBwrg4Zc+r7Hmkk8bCqbgmXhZdCpuAUo6ewSmTUoH4T7dgBC8jC+34hU9poQUnMvKLTn392sTSY8EIvjAOwhIlJ+obVoHJGN0iDpirwrK2YAQLycnNifq6dYmt1YITY8BP1URfi0FgIkE5QVFepyzRNVpwYgj4sVJfvzYx9ZBTTDTctlgwwsjMV9TXrcBktFrEAWMgLGsLRrCQnNycqK9bF7tWG4UvDGYwY8COqmskG9KTn6vyLnHYRgWowOQpwKQ2GcwsOHGD4Gd9F/qeHLRl81Vd8lqUu7pQkLxhccRupy+t067UtTDZ3mZTdt6eypZeCwXsRzp00qDo2RTqhweYQCgYNK1jD1I46FNGF/0LaWsRNrya9Y4Wb9UzdLz6UVsW10oytzgjpdm8jm9n+OlJJykUe7DdkkatM5K0MX04r4U717TA3dOv51S7YsI8JvuC2qLT5vrcGmQuBrXHaPDOeV+OtKjxu5/rsvHTiextteS8fVm00C4ijIzlMFTAoQByeqvelSMt1F2Z0zVT89Ss5vVcnjPYIVdmmlBkdWG1KKvPqsk6W9s7u7XgamacpyMTrQC2oS3d3VFeIAAAQABJREFUj+5tnMqmrrvvf61L4+hc+r3ru4z0Lo726cvrFSs5WX5YlvUvZ5MC7aUqH+elJxHHJ9rNruxvtmT7l3ryquscs/rjdXF46LYCcXD95T6LrcMqYJFnJnV3luw79NnBgy+qsvigJDnDZzTD8uDnJlcBi1iC9+OMJzwPmVuZkUffzMv6yzmpLhUnF8gnlvf1GSKeI170dU3B4glg6u8UnNb/4dlh8vxTf87CUZkvCHJc47Ath/qc+ECfD3f0mVDofYNFHGQEQbTTyIIRnCMnN2Lq69YltlaLXJiVf0OIjc2VPYylKyXCvFPfMLpaj2rBieu1NZXPxyOnzzWJrcWCEXxiPIUla8GJjPyMqK9fm1h6LBjBF8aBmyj1desSW6sFJ8ZAWKoWjGAhObk5ZVLfDDql/8rkBpiyVf9FKuUneHoaBSwokZBfcerr1yaWHgtG8IVxEJaoBScy8jOivn5tYumxYARfGAdhiZIT9Q2rwGSMbhEHzFV+1tTXr00sPRaM4AvjICxRfhcusL4GwzMGDES8YQjmqhvEiaiLnMLCoL5h9bUa3YIT1xQrGu5xLBhhZHKivm4FJqPVIg4YA37W1NevTSw9FozgC+MgLNFscrLwKq6ZlzmPLByKLEFk0KWwySfl6NQ3pWBjOt2CU1zZd0xCBrysBSOYR05uSNTXrUtsrRacGAPhqZJTWI2pb1h9LUa3YAQ7mK8saPjHsOBERtTXr0D8PRYxAC8ZB27WZvpaDERIbkjaSnm90kTTYcEIzjAM3Eipr1uX2FrJKTYibnssODFXubVFK/X1axNLjwUj+MI4CEvUghMZ+RlRX782Nj2jK3xhlGUYBzZEfaOMTvpy5HFxYtU7H1m2U4F7qoBFUhtXQrsvyCwYQStycs+Y2/Q9OT6Xtz+eSLGSlydaDK5UcY+TthV/aKChY7/+e02L1de14HdLf+/ImRY5HfXAH8ycmtZiboGq8iQF4j4UihvF1m6nLztaNLi2306KT64/r8rjl7PyVAvvVbVw26gHCt01G1o0dqspR1pQu9XojDpkVJ8vlnLySAsbP/9uISkSH5VxxsYkRQs1Zj6+Y3wNoqs/2IHChSheGmjKG3vjHg4Fs3feNOSd5oM3mhd23p7+rgj8bbnKPernrVwLPtfkLlvA8frLd+1J5dTTebz37lROa+fSPOlIu9mTx1/Nycrjss9VtmdEgWI5l6zfSMw//7kv7e3WSJ5NagyM5DQ/fOcKnJ125fVfj+XdDyfy/teG1LVgMNbj0Y/RZ/Dig7J8/e/L8vjrOZkp8VHe6EzGMwLm2KHmw7c6z17955Gc6H1PT++BeFCBGBSwyHbwY/SMl06NXH5KHryoyrM/Lsjc8ky6D/NsKhBIAYt4GjaWZsp5WX5SkS/+eVFWnlalUNQHghk48Myw29bXub70Z+zRLvReY0of/OCZZy4/LXl9DlQo6auYy4DHly7g+TN4PvvHRcnPTMv7Vw3pnPWi988iBuDksHEQvUCRGGjBiYz8MKmvX5tYeq7+LWFUeyb53yBG9f0uPs9YCqsy9Q2rr8XoFoxgB9dsCxr+McjJr01MPRacGEthiVowgoXk5OZEfd26xNZqwYkx4KdKff3axNJjwQi+MA7CEiUn6ptaAYtJE1lg679SpZbh0w/ge/08wikwOqFL20jJzYj6unWJrdWCE2MgLFULRrCQnNycqK9bl9haySk2Im57LDgxV7m1RSv19WsTS48FI/jCOHATpb5uXWJrteDEGAhLld+FC6yv0fCMAyMhPcNY5CoMTU4egY2aLTiRkR8G9fVrE0uPBSP4wjgIS9SCExn5GVFfvzax9Fgwgi+MAzdR6uvWJbZWC06MgfBUs8fJwiPoHs/sy55HKq+FU/EgSgI1gy4lfsXyH+obCwm/HRaMMHpkoe13eEJ7LDiRkR8+9fVrE0uPBSP4wjgIS5ScqG9YBSZjdIs4YK4Ky9qCESwkJzcn6uvWJbZWC06MAT9VE30tBoGJBOUERXmdskTXSE5hkVDfsPpajW7BiUuBFQ33OBaMMDI5UV+3ApPRahEHjIGwrC0YwUJycnOivm5d7FptFNYqHiYm2YxiYkomB7GgPQwjVr7L5HSiU1RgvApYJDR4MExSG6/nk3V1C073kRGKpR3tteVwpyW1g7ZU5gpaKG1IJRTCebsnLS1m2jg+l/2tlrzWYvWbWpAMvw856mcTEUV0pqcvi7qFKKjzcfwRDcYfSuhoQbpOW4udNzpyrkXZOqo32lcfV6Q8mxcUxUZRumGOvo5zvH8m268bcrx3Juc6tsUxotsjmwD98zM5WVwryfLDsiysFkce864GANte97cChL3uRVKIsK+w8LpI3vW7+3jXAoU4F+/6a9KGz6NoIb7cj7fkXf8znZu6LGCosZnT+ZLT3y8LG04lfdM6hRATOO/qXMRxcp62j/tAMePDnTN593NdNn48kf3NZhIPIeyCbKMe41dsVA/i//zEclLDEdf1o3PZ1oLwiEMsbrnClMwtFYdfP+8IGfJQkpeS3KT5R5cN5BzkpMv8c/k7zEniQP2Di8nvlw0fN7S/tV+eM4V1Wc/B+/WchN+zcKBw7KoWW+2e92TnbTMp2j6KXxYxkHAZxQh+NrUCSZwk8fJbzFwNksx//Q+KDmNNHucBO9vNruy+aci7H05k65e6NA7byZ7Dxq7RZnCpmtd4Ksujr+Zk+VE5KWBsY1eEo6hUUOtqf5dYiFyJHzBfxjtVEnOG/c+Z3vPtvWvKts6vTd3jHei9n++YYDd9LrH9HikwWsa7FCpNDJT1mczS47KsPq1KabaQaaUv95/Yi166iT1kVvaOmQY3pHPDxBLiAXuFtedVjYuKFIrDPT8b0uSRPoZ7LzxzxfMQ3INdPf/pdS6ko88H8YwQ9xZ4Toi2fu/yeWGyp9S9JJ7n5Gem1eecFEr60ve8+o/2j8999D4UzxTxnGhSDvg3v1KUR1/PSVefIdd2zxI9JsX+Ue0cJg4+vWaaNeXTz/L32xWwYISrkJNba+rr1iW2VuzRRj0m+V53VN/v4vMGiBIzmavctKivW5fYWskpNiJueyw4MVe5tbVqtWAEW8jJioh7HAtOZOTWFq3U169NLD0WjOAL48BNlPq6dYmtlZxiI+K2x4ITc5VbW7RmTl8LhyBMRJNG/9UXFo186DdpRh6DA/gVsKBEQtTXr0D8PRYxAC8ZB2FZkxP1DavAZIxuEQfMVWFZWzCCheTk5kR93brE1mrBiTHgp0p9/drE0mPBCL4wDsIS5XfhAutrMDxjwEDEW4awyFfkdIvII3ZbMIIJ5OQGQX3dusTWasGJMRCWqgUjWEhObk7U161LbK0WnBgDfqrU169NLD0WjOAL4yAs0WxysvAqrpmXOY8sHIosQWTQpbDJJ+Xo1DelYGM63YJTXNl3TEIGvKwFI5hHTm5I1NetS2yt5BQbEbc9FpyYq9zaopX6+rWJpceCEXxhHIQlasGJjPyMqK9fm1h6LBjBF8aBm6iZvmYDue28762UdzJmgAUn5io/a+rr1yaWHgtG8IVxEJaoBScy8jOivn5tYumxYARfGAdhiZIT9Q2rQOjRbWbwhUGmYa4Ky3oY0vmwJnF0KpANBXzBxaQWlq9P9zRXJaM0aqU/14IRrjppnFC8GgW532uhWxQ/W14vyYwWR0t7dLUw264WMsU4W1rc+2C7JY1aR9qtbjKUlb4QGMWBL4sb2qudFODWonBJcfK0InjOR8G6Iy3MdqYFhfc2m7KiRfiefTsv6y+0EN9aKSlA5/mov1m5oVjsm+9PkrH9J6brseA0CpUZLc63qsUJ17+oyuziZBXtRFFCxBJepycdaTXw6iYx0G5dFSm8LGDY76EA9mURbBC6/IMYl+p/+scxkiKG+p/kXec+ChYiVlHAsVjOS6mckxl9lSp5Kc/mpTJfkNmFGakuFIaK5XQz5uazUbQROeGdFjd+87ea7G6cqh69mz805t40MZDm3DG7lbnLW2k/bL5qaJxv/FiTcy28iQKkT7QI58MXs1EXJD/X2EtyU/233IQYxfqdFFhFcVXNTUhIU5pnrgqkXq25WB+v8tG0bhPQnstr0dT8ZU66KrKKPF7UnFTUnIT3LBzIu8ipiw/LMr88k+RbrOnjPiziYNgYGLfv47g+1vlOG/HSuyxGjLVc92OIDcQLCggXtNgw1mTEx7iO5sm5vPlrTTZ/OpH3uievH7a1MLLFbBndo7mlGVl7VtV93qwsrBYF+SLLB3IqtEdh6v6HIu1TWmf6Kq9e5dlJ06Cp+9wDvaf59b+OZePvNTnZb9/ogsXsG19E3egaO6nAQAoMEgPIC8iJ85ob8apqvsS+K6sHciPWVTwr6eleFBoV1f9CxteFrPIM5dfCg5J8+a9L8kjvtfAMZJIO3Hud7J1J/aAtuHc8PdZ7ML0Pa592paP3YJj3fd1HXuj+AM+GEAR4u4p77BfwXDLZZ+J+68MeszRbSO5LqoszMres+WKtKLP6fvW5SdCoWM3L2vOqnKkeO68aiS64H/30Wdgk+DIOG5EvLY4MLzEW8ow8hgUnMvJjoL5+bWLpscrpk7S+xaJ9GjssYgnXY75yq0593brE1mrBiTEQlqoFI1hITvFzIqP4GTGW/IyYq/zaxNRDTmFpUN+w+lqNbsGJa7YVDfc4FowwMjndI30zOGn0X8/cAFO06r+wpTibp6ZVYHRCl1ckJbfy1NetS2ytFpwYA+GpklNYjalvWH0tRrdgBDuYryxo+Mew4ERG1NevQPw9FjEALxkHbtbU161LbK0WnBgDYanyu3CB9TUannFgJKRnGItchaHJySOwUbMFJzLyw6C+fm1i6bFgBF8YB2GJWnAiIz8j6uvXJpYeC0bwhXHgJkp93brE1kpOsRFx22PBKa5cZeERtIrHq+x5pPJm0CkLl+KZde58Mc5W6jtO9Qe7tgUjXIlxMJjew55FTsMqN9jnqO9gOo37LAtOzFVhKVowgoXk5OZEfd26xNZqwYkxEJaqBSNYSE5uTtTXrUtsreQUloiZvhYDMVl5YVNerzTRdFgwgjMMAzdS6uvWJbZWC06MgbBULRjBQnJyc6K+bl1ia7XgxBgIT5WcwmpMfcPqa/FFFa1UZ2KkzSgmpkz8IPmJ94AOUIExKsCFZ4ziD3hpC0a4FBeeAQUf8jQLTnfNCEWtt389lUIxJ9X5wQvfo+Aaig52tID34e6ZbGix3M1fGrL1a11ajUDFnZMiblr8FRVsrIXCkPpCAclp1MczHB9FzvGqaZHXEy1id1nQ9iIpHL6wclnE96pA+CBTr6n6Hu60ZO9dU5pa+C2mY5QYwBxce1qRdS0GX5krxOTW72xJim5+KLyJYnttZQsOV3wbx1qkUOMKbWdapPCs2ZN2q5vEy+8GGuGXQnE6KaRe1gKAKAKId8RvdWFG5rXo6ay+KlrgsFjJJQUfUYQdr1xuOnkPXQQK+eFI88K7n+qy8eNJMlfbWsiRBxWISYFh81VP53ej1pGL143k2QLiqVjOy6IWEUUuH9uhDqFoOooCXxYH1jW6jfyjOUpzUqOmuUlf+Bl5CX3IYVeFVPFZ/HGdaa0rf5UrktyRrIsooop1ErkE50xLDgVVtaAsiqoW8NLCw9ChpHmnrPmnpHkJBZnRj3OT9fVDLroad2xaDXFh5NiFtZIsakFd5Ld2M9BeZwjbhv3ITTGAvpv6h71mrJ/D3L8qqp3s01BYGPGk79jrYj3HXq7T7ksXhYcRL9qHmMd8TooL6z4G626xkk9iI5n3H9bdZA3+EAehNIB9uxtNeftDTba1KHD98HLPieuNMTMl7kKLxYdlefLNvKw9q2iOmNxHeOCOfU4yT3Qe9LUANX5HAu3rVge5FfMkKdCOfr1fSvrBQfPo5b2G7sk0f2I/l+TIZJ6g/0Ou/DCvklyp8yuW40zvQfb1/mPrl7ps/VyXg63WnZhmlYviUfJOZBvrRcBsWG73kRPyAYrRLz8qy6wWpw99rxZycnzMkch9SY7EeokUqWtq5+JyLT3vJT8jT2JNxWTB+lmqFpKciNyX7DuxeuF/yIkf3j/m0Q97yrHuvUMKec/Hxtq49LAk6y/nZHG9nOy1YpUk2UN+mMtdXf9x79XQPdjR+5bU9J6hfnCe7Mma+pxolGciyBMVvR/Bs545fY44v1rU+7qyLOhzp7I+P4NmyZ5Cz8NeI+YDdi7ovnBF94S4L4VO2D9dP+L24Lqlk/nzsGv0dW/J6Loa9j9bMIJV5ORmQ33dusTWijXW4pjkvbWF/6HHsMDEXOWnRH392sTSY8EIvjAOwhK14ERG8TNiLIVlhNEZS2E1pr5h9bUanZyslHSPQ33dusTUasEI/nBvFZaqBScy8jPKpL4Zc0r/ddoPMEWP/ot1irN5aloFLCiRkF916uvXJpYeC0bwhXEQlig5Ud+wCkzG6BZxwFwVlrUFI1hITm5O1NetS2ytFpwYA36q1NevTSw9FozgC+MgLFF+Fy6wvkbDMw6MhPQMY5GvyMgjrlGzBSOYQk5uINTXrUtsrRacGANhqVowgoXk5OZEfd26xNZKTmGJUN+w+lqNbsGJa4EVDfc4FowwclycsueVhUdxMdJJkzGnLNyJL5ZgURwH9Y2Dw21WkNNtCsXRb8EpujUlDmkTK6hvRDA8plgwwtCMA4/ARs0WnMjID4P6+rWJpceCEXxhHIQlSk7x68sYCMsIo1vEATn5OZnoazEITCQoJyjK65QlukYLTgwBP1bq69cmlh4LRvCFcRCWqAUnMvIzor5+bWLpsWAEXxgHYYmSE/UNq0Do0W1msFa8G9nQ0UcY2YQoBpjcCnhRyEcjqMDoCtikRW7ARidx8wgWnLjw3KzxqL0WjGDDoJyaWvBs81Vdi09Py+MvZ2VOC6INcqCY795mU95pEdO9TS3Otq/F2Y7OtQBZuKLOKDiDIoWXBQ0HsTLdOcnYKBSrFwKHm1gMqu+nFpyq3iguXNtvy/J6SdaeVBLdHzyrytQtRWpRBLL1QXd8HgyydOS1kO/q44o8eF5Nip/H6ltLC/ge63w/2G7J8d7lvG/WPxS31oKcVwWuUZCzh9e14sVWPuEa/V5H2lqwOl/rXBaT10KASSH5mVxSFPmqmHx1YUbml7XI4cqMLKyWZHZBCxxqYcNQx2UR7VN5p8WNX/+9luSJm/LCsLEUyn6OSwUGVQDr5/abhnS1aGnnvC+Pv5qTR7qOhoyvm2xDkXQUrcf6gDX55PBcTmvngpyFoqDISV21M8lN1woLY21BweGPfxBHg3I6WXCT5VCXRF13EahJsF7+nHSjoDBeSaFhLciOYsJaqD6Xn77MSZpnZkpakFiLEqOwavVD0VXkIxRoLlUn6xYefq1ocenT49kkz7eHXYOZ9G6axmPrQwzUjy7jp6H72SR2NMZRWBfrWrKeoxj3x3jRXSI2isoTMZLEgs5/xENe5wqKcZdnC5fFhnW+z+m8X3xQ0rYw8x6x/+7HE3n3U112Xjekob7A1qvjt5+uWoZ7H3b6It7Xnlbk2R8XZEl1mOSi4+e6B2uenEvjuCNNzbHNk06SZ1GYGrkW6wHmy1XRduRWFG/HgbmSzBn8/CF/Yr4UdA88U0a+zEtJ5wjyZVXnDXIl3pMcnIwwvv8gLvbfNeX1fx3L5k8ncqJrzaQd446DSdNrXPZacBo2V43LZ9zDrWqOfPjFbLJnGpcdFtdFDjw9Ptc9qebHDzkSzy3OkSN1PUX/b2upfFyrch/2kMmznmt7TBS7R37EnvIqT5Y1R1b0hbUVbffhQFxcfw3i86TFwZVPRV0LF3SvsPS4LLPLM8kzjqu+GN9xf3W805IDXSOPd/X50EFbWrqHbH/YQybzXvcOXX1W9Gl+S8MIewvsOTAe1mRcb6Z8IkXdY83qc9yFNdVM71VWNJcgPmI/Kvpc6tmfFpO90VlD/dI91PXjU62u9w36cxp9Bx2T5/2mgAUjjEZOv2ka4icLTmTkJ0N9/drE1PPxeecIRsVwTz6C+dF/1CKW4CTzlRs19XXrElurBSfGQFiqFoxgITnFz4mM4mfEWPIzYq7yaxNTDzmFpUF9w+prNboFJ67ZVjTc41gwwsjkdI/0zeCk0W9SugGmaNVvWaY4m6emVWB0QpdXJCW38tTXrUtsreQUGxG3PRacmKvc2qKV+vq1iaXHghF8YRyEJWrBiYz8jKivX5tYeiwYwRfGgZso9XXrElsrOcVGxG0Pvwvn1sWq1SIOuBZY0XCPY8EII5OTW1+rVgtOZOSnQX392sTSY8EIvjAOwhIlJ+obVoHJGN0iDpir/Kypr1+bWHosGMEXxkFYohac4mOULa8svIkuljLoVAZdCpt8Uo5OfVMKNqbTLTjFt6aMScxAl7VgBNPIyQ2I+rp1ia3VghNjICxVC0awkJzcnKivW5fYWi04MQbCUyWncBpbaAvrGAfhGGFkcpoQfS1AMZi8sCmvV5poOiwYwRmGgRsp9XXrElurBSfGQFiqFoxgITm5OVFfty6xtZJTbETc9lhwYq5ya4tW6uvXxqZndIUvjFbbSY+DMJUAbShzFCpABVIoMHpa5E1ICrmHOtWCES486QvPUOLd4YcG5dTVQtbHWmRtf6uVFLxGYdmbCnD3tFj3aa0jh1qcbUMLmP78n0dysH0maL+LA0WCk8K3ASYQinZfjn+7J4Pq++lIPS0oXNOCjnhBw5pqj7ZpLWA7p4XnUMASxWxdAQKND9+35P2b0+TzKFiepaOixZ4X17TI82oxOrfwBx76vX5SsPhQCxTuasHA7VcNjZumnHxgeNdG9zR2e10tri2/L/Z33Q4U+0TBeBRexwvF7KEviiKjOGQy3zWWEFNWxZiO9zQ3/FhP8sPuxqmgqPNNh9UsDpASbjKbfVRAi5JLUkh0p3uqsajxqLm8rEVEV59U7kQdXP9C1wGsDUnBYF2bDzQnYT3f32zK0Y4WUdVC9iisOs4DxeuRcxY09yyiuOp6OSlij9/Lc4WPeQj5yLX2jdP269ee1hrJSw/LSU47VG2R/4c5ppj0hpHN/DOIHcRQVwsCoxhwU4sNY491oPFzpPuzk/2zpEAw2nFe2gPFuDHvUWB7YbUky49KSXFezHusvyjKncth7R193iPG93Rf8vqvNdl53dD9fPtjUfC0dt92flop4B5ywOKDclKgfVULUif7+NsuFEk/2KPYOh6P9zWVosjyie7hMT9q+219b2uh9rbuD8+TPdZ5qzvUfMG9F3RCTvw4b7An1py5oPuo8uyHOaPz6nLPZrdvG0RqFOPGHNvSe79NfSFO7vNxOSNs/tHkPusY0ve0ucpny13dX8yUc7pOXBafL1Z0wzEhR7IXTf5zuZ6enXblVPNhbbet+1B9vvQhR+L50WWR+t/vSQfRt6D3s8iPVy8Uvp/V5ybzK0VpN3sytzIjuOfF85RkXTW8r50QDF4zLeJgEEZeA4bowBoHpg+/nE1iAtxjPDDte7qHbDe7yX4R+6/tn+tyoGtlba+d3KMNYndaRti34tXSWLt+VHT/sKx7rMt964Us6j0LtMN+c1r3mzEeRc17D76oJvvj9/psrXF0bm5mWn19BsSpoM/ayWu34ERGYblbMIKF5OTmRH3dusTWirXf4rD69xcLW7I4hgUm5ir/zKC+fm1i6bFgBF8YB2GJWnAio/gZMZbCMsLoFrFETn5O1NevTUw9Fpy4pviJUl+/NrH0WDCCL4yDsEQtOJGRn1Em9c2YU/rNND/AFD36DaEUZ/PUtArYUOKa4tOd+vqUiavdghMzVVimFoxgITm5OVFfty6xtVpwYgyEpWrBCBaSk5sT9XXrElsrOYUlQn3D6ms1ugUnrgVWNNzj8Ltwbl2sWi1iALYwDqyIuMex4ERGbm2tWi0YwRZychOhvm5dYmslp9iIuO2x4MRc5dYWrdTXr00sPRaM4AvjwE2U+rp1ia3VghNjICxVC0awMC5O2fPKwqO4GOmkyaBTGXQpbAJKOTr1TSnYGE63YASzo8tXY9Ay5CUtOJGRnxD19WsTS48FI/jCOAhL1IITGfkZUV+/NrH0WDCCL4yDsETJifqGVWAyRreIA+YqP2sTfS0GgYkE5QRFeZ2yRNdowYkh4MdKff3axNJjwQi+MA7CEiUn6htWgckY3SIOmKvCsrZgBAvJyc2J+rp1sWu1UfjCYAaPMwbirGhjR5kjUQEqkEIBm7TIhT2F5EOdSk5DyRbsQ6danHRbC6+hAODaEy14pgV2Pz2OtQjhjhal39Pi2CiSfaiFCdHW1QLaNx1WGwQU+kVRu6TQ9U0XHKIPNk5Ni46t73dUTQYF5vY2L+T8rJ8UHF97VpUHTyuyogW+q/OFz7zoapH0HS2K9/bHE6kdaGG8D2dY6fvZBe+oIacFJytz+aSoOYrvxXbgDzOgsDXi42Bbi1vvaWF4LWDcqGnBYi0e2E2KG99u9Tg4nWth7hOdK512T47V7q1XddW6INUFLfy5PJMUR17UgtrzWmQbBQ5HOdpaZHlfc8OGFjd+830tKfCOtrs6ruJhlOuNg9Eo9sby2Svt8X71ctmWVX3PtHjp/lYz8f5Cl0MUM3/0ck5QmDPkgbhGbjraOUvWY8R686SjxUu7Wky9c5mftLh92sOaEwoaowg8iryi6PvO29MPeaiQFCBe1jUPhdpRjDinBdpjPaZz07Kg+RKFY6taQBl7kX7/avYPbnX6T3w+dqKS2UCfj38fWpqNrhzqmo4YQuwgbrEvw3xt46XrF9bQYf84U0/3bI3jjq6/fTnV/cLh+6Zs/lSX2UVdf3UeLT4oyerjSjKnRtl3wvatX+ryTveGO28aUj9qJ/EWE8MV9fPFnxa0GHUl2cfHZNtttmAO1HbPNHedXc4TLbCMedLS+dNudeUc8wQvzcfdIfLt1fWRV5C/kddbOj6ut/dOi7ZrMfui3pMl+zbNkchBmDuYR7nCaPu2q2vf+K55BnNsV+//3vy1Jtu6j0QeT5N+4s3qN3rOTiqQKJBmrvskGyQGSrN5WdC90MIa9kJ3ENs+Y1O29/U50Gmtk6ynR/psqKH3yFjzzpAjm72PeRK5Devip8fnLZ+eIcla3NPrYB95WpvWHJSTGd1jY5+N/FhW7aqaE+c0Ry49LMniw7K2h92Df25ldlsGYTSI94PEAcbB/hr7hef/sCArTyoynRv0k4NYYXcO9gYH+uzjUJ+LHuvcr+taiVjAGn4xxP3BqJbh3u9wW5J97KHaNa97hZXHZVlSLZf1Hc95YzvwbBcxjHvAFX0OeqY+NHSfNcp+KpSPFnEQ50wOpdjdj2vBCFaTU1h25ER9wyowGaMP+4zpund39E+X1y95r35mrgqLm/qG1ddqdAtO3FdZ0XCPY8EII5OTW1+rVnKyUjLsOBacGEt+RtTXr00sPRaM4AvjwE2U+rp1ia3VghNjICxVC0awkJzcnDKpbwadukj1LR0368s4YCT41Rm9x2LqkZCfA/X1axNLjwUj+MI4CEvUghMZ+RlRX782sfRYMIIvjIOwRMmJ+oZVYDJGt4gD5io/a+rr1yaWHgtG8IVxEJYovwsXWF+D4RkDBiLeMARz1Q3iRNRlwYmx5AdKff3axNRDTjHRcNtiwQgjM19RX7cCk9FqEQeMAT9r6uvXJpYeC0bwhXEQlqgFp/gYZcsrC2+ii6UMOpVBl8Imn5SjU9+Ugo3pdAtO8a0pYxIz0GUtGME0cnIDor5uXWJrteDEGAhL1YIRLCQnNyfq69YltlZyio2I2x4LTsxVbm3RSn392sTSY8EIvjAO3ETN9LUYiJDckLSV8nqliabDghGcYRi4kVJfty6xtZJTbETc9lhwYq5ya4tW6uvXJpYeC0bwhXEQlqgFJzLyM6K+fm1sekZX+MIoywwTB59X2rZRhaNQgcwogBK2ruBytWXG6REdGT0tujUf0Sx+/BMFyOkTQYb8FUUBt183pFCc1uLSKJp6ubTi/0yOImwo9vtei+O++q9jPe9UDrTo76DFmy0YwS0UaJnWmo54D5G7UER4Sovk3VUhGOjX0EJ3eL1/25BHWggPxdBR7DuXq0qp+vvtDQor72tBOhQAx3lXh5m+VwPe8XtRC+qhiPmyFp0MXfQ9lWsqbBeFObWo8NavDfnpfx/K7rtmUuh60Ll//XoWnIaZ9yisjFdNCysmhw5SmS1o0fiirH8xK4/0haKiKIpcmJlOCnYPEwNHOn/ffF+TDS3SvfPmNLnmdf8n4edBGA1yziT4Og4brbQbJg5C+4v8vLvR1Hnf14Lm3SR/I75CHMg/Xb3OoRZM3fy5rkXFG8n6jULjFocFp08ZoRA8XnUtTHp1IN/Pa0H2J1/Py+Ov5rT5Qgu0l6ItVpvsPXSPML88kxSUR4FkFLIfx2HBCHZP3TQQ+q5e43Ay0DVRGLel8Xqo+9h3P5zI1qt6Uny7qUWHrQ8U3W7W8fpt7FxhOtnvPHwxmxTpxbyqzM9IvqD7Ty3mm+bodvqyq3vCV38+SvaG9cN2sodMM0bocwvFnKxqEeqn3y5ofBcv51Q6N0Ob+Nn4V39IC0XXj3SevNf7ox197anWyGHIZSEO5PZ2C0Xfdfzj31+hPFeQlUdlWXtWTa7f1X3b7EJB9816rxBQT8xd7One/XgiGz/UpLaXfp25Kc383kv/bwFd9F+UPVTASIGbYmBa8/6M7oeqi7q30Fcurw87JuTo6F60cdSWgy3dj+p6+l7vl0/224LnStYH7lV73Q/5UX5bU3EdrKPYT67oWvNI95PI4fi9qM+zcnlmD2sWw453UxxcH7M4m5clXe8efjn72fOw6+eN62fMr9Pj82RfsIV5r/dh2CuM+4BdTX1uhde+PrMqqY7Q8JHeq+T0/mVZ4yPWeCjrfmbtue5v9B4ae9vG4W/3i+PW1fL6g8bAbddkVrtNodH6yWk0/e7q0xacGEt+WtTXr00sPVfPLEa1Z5h//xn1mvfp84ylsLSpb1h9LUa3YAQ7uGZb0PCPQU5+bWLqseDEWApL1IIRLCQnNyfq69YltlYLTowBP1Xq69cmlh4LRvCFcRCWKDlR39QKWEyayAL7wuBPB+i321JLyQ8MroDFtMPVSMmtOfV16xJbqwUnxkBYqhaMYCE5uTlRX7cusbVacGIMhKdKTmE1pr5h9bUY3YIR7GC+ctOgvm5dYmu14MQYCEuV34ULrK/R8IwDIyE9wzBXeYSJqNmCEdxhLLmhUl+3LrG1klNsRNz2WHBirnJri1bq69cmlh4LRvCFceAmSn3dusTWasGJMRCWqgUjWBgXp+x5lT2PdNJYOBXXxMuiS2ETUMrRMzhlUioQ/+kWjOBlZKEdv/ApLbTgREZ+0amvX5tYeiwYwRfGQVii5ER9wyowGaNbxAFzVVjWFoxgITm5OVFfty6xtVpwYgz4qZroazEITCQoJyjK65QlukZyCouE+obV12p0C05cCqxouMexYISRyYn6uhWYjFaLOGAMhGVtwQgWkpObE/V162LXaqPwRYoZfHXF31d5tvOII1GBzCtwFUSjOsqFx60g9XXrElsrOYmcacHUHS3APVPKyZOkmLQkxXWPtSj2wXZL9jabyWtfC7SdoEiuFlq96+NCEw0K/CZFfgNUWcGQKCSZtoiwhQ4ozAidoSsKke9q4bkHTyuypsXmUOi73ezJvvZD+7MAhSHhgwXRYdaCQmlaltZKsqgvFDuO5WhrEb33WrB446e6vH/TkH2NgcZxZyxz/0oTC0YAjaLEmGsdLeaN+balRUcXVoqy9KCUvOaWZpJccHXdm95RbBlzd0MLHL/VQo4oZHquhZ95UIFQCljEwTC56jZ/UNj8ePcsWUfyM9NJnK1rofrKfOG2jw7Uf6Exe6qFSQ91Hd7V9RrvNS0WXNs/0yLCcRX7HIQR9h19LYje759obj1PcuxlkfaKrKyXx7IWDwIiV5iW2cWCLGq+vLg4S4o1W/3RnEGub3nOTZyu+q7eLa87jrG6ut4daXyi0DDWrKOdlhzvnUldC+ViTQxxuLRDcd5jjdtuT+NZr7u7cSprT6uyqvu9eV2Hsecb5EChcOxN3v69loyBQuJ9HTOaQ5MsiibDp6WHusfTeClV439s19H9S13zKXJ5kmN1jiDPYq+EPIV55DpCrCnXr9PSuXKoDdhz1dQmFGhfelCWRdV2SfMl9m2WB+ZScj/y5lTe/O1Y3r9uJMXqh7tbGF0dq5k9uiWWKnMsKiBS0GcvyI+I5ZkB8/+4devpOnb4XnPktu5FN3U91XUV6yn2oueao+76wB4M1+5rej5rdOVQ70UX10uy/Kis609ZFlTfAI+O7trNzF8Pz+EqCwVZfVZNmA26H7pLYU5rHdnTvdeePiM60Od1RxoHdd0fxHggFvb1frHb7sup7l9Wda/58MuqxkY5uVeNyeZiOS8PXlQFe+REU92b4+Ca7abEPZFbl9haLTgxBsJStWAEC8nJzYn6unWJrdXiWSb32WGpMpaob1gFJmN0xsH94cR9VVjWjKWw+lqNbsGJseSnQX392sTSY8EIvjAO3ESpr1uX2FotODEGwlMlp7AaZ05fC4cgeUTBfWHy/zKASxE5FXZaj2V0i6lHQn501NevTSw9FozgC+MgLFELTmTkZ0R9/drE0mPBCL4wDsISJSfqG1aByRjdIg6Yq/ysqa9fm1h6LBjBF8ZBWKL8LlxgfQ2GZwwYiHjDEMxVN4gTURc5hYVBfcPqazW6BSeuKVY03ONYMMLI5ER93QpMRqtFHDAG/Kypr1+bWHosGMEXxkFYotnkZOFVXDMvcx5ZOBRZgsigS2GTT8rRqW9KwcZ0ugWnuLLvmIQMeFkLRjCPnNyQqK9bl9haySk2Im57LDgxV7m1RSv19WsTS48FI/jCOAhL1IITGfkZUV+/NrH0WDCCL4wDN1EzfS0GIiQ3JG2lvF5pouogp7A4qG9YfS1Gt2AEO7gcWNDwj2HBiYyor1+B+HssYgBeMg7CsrbgREZ+RtTXr41NTxqFL8+NvxqejTIchQpEq0CasL3JCS4+bnWor1uX2FotOI0rBlCstFHTItJa9C8p1Lpa0mLZ57KjBdpe/a2WFKhvaSG0C/1/dFv8n7qHYYeiKChuNz09zKdv/8xUMrZeRP8HljfxDMGpddqV1qtGUlx569eGPPtmPim4WJ2f0YLHZ0mxYhQwj/m4STOf3YViTha0GC8KHee1OPi4D8xvFKM/0uLqv/61Jt//v/tJQWPYNa65b60JOCXzTefcnsZ8Pq9FI+cK8vjlrLz444Ksv5iVZS2mOggPFHl+rQWON348SYocdzwFnq194HhUYBQFhslVrut9uhYgd+xvNZMcgkKnufy0PJ9bMCmei/y/pwVT32jR+ld/OUoKqyMnXfStvHF5GLYt0WtTiyBrHkGRdBQc/rq1LCUtZjprXJTdzBOVe3ZhRlYeVZJize1m12xoDhROAext3+k6tfnziWzrXquhBX2T49MgDmfCx5GTPYbO+cPtlqBI8+Ov5wXzqN+fk7UnFZnO3WxUV9fZbd0n/vx/DmVX9+nwrX9LHrh5xI+mmf2Qy03rvm5GVtWfxbWSlGfjf2QHDaHlzptTeft9TbZ+rktT825P75Fuy7NWWfgmTs1GR5p1XQc2TmVGC98vayHqh1/MynOdD9jHlap5wb2MxYH1a/uXehIzG6pFXQvED39YqGPjVzyWDK/mJHwSOl+90tprQzrtVcd3fhLLuvdZ0njOz4z/PngQJepaYH7zh5ps/lhP1qDTq/V0kA8HOqfX1WdZh22paw5H7l58UNK1dU7a3/akUJyW6uJMoCtzWCsFsPdBHDz6ajZ5LmRy82RkHPYH582eHOo9y8//61Dn/omc1bvS6/SNrhBmGMRmS/cNB2r3/tum9Lp93T/kpbJQuHWvGcYi96jIfcuPy9Jp92RDbdv7cBrXbLdeVq3U10rJcONYMIJ1921vFY6Ie2QLTmTk1hat1NevTSw9Vv9Whn/35RFOAcZSOG0xMvUNq6/V6ORkpWS4cSwYwTouKeEYYWQLTmQUPyNYSE5uThYxQH3d2lq2WnBiDPiJUF+/NrH0WDCCL4yDsETJifqmVsBi0kQW2PpNrNQyfPqBKWarTyUx/X10QpfmRDb1TDUaZTDqO4p6d/dZC06MgbC8LBjBQnJyc6K+bl1iayWn2Ii47bHgxFzl1hat1NevTSw9FozgC+PATZT6unWJrdWCE2MgLFV+Fy6wvkbDMw6MhPQMY5GrMDQ5eQQ2arbgREZ+GNTXr00sPRaM4AvjICxRC05k5GdEff3axNJjwQi+MA7cRKmvW5fYWskpNiJueyw4xZWrLDyCVvF4lT2PVN4MOmXhUjyzzp0vxtlKfcep/mDXtmCEKzEOBtN72LMsOJGRX33q69cmph5yiomG2xYLRhiZ+Yr6uhWYjFaLOGAMhGVtwQgWkpObE/V16xJbqwUnxoCfqom+FoPARIJygqK8TlmiaySnsEiob1h9rUa34MSlwIqGexwLRhiZnKivW4HJaLWIA8ZAWNYWjGAhObk5UV+3LsO2xl8Rb1jP+DkqcM8UsEiOXHj8k4b6+rWJpceCEXwZNg4atXN5rQWyT7RYaavRlaO9s6RoNopnj/uY0momKM6avA/r4A1OoFgKxp8eoGqKBSefC+1WTwvMtSWXqyfWliq5hEVNCzPGwOEGCYfqQmHJhdWiLKwUoyje2T3vybYWU3+jRXs3fjpJYsHsy89DKRT2QyjM3DnXws06vzD/u50LOdo9k+WHZVnWAqAoAlqZK3xWRxLz9GinJW9+OJG3Wshxf6sl51pIOe3hi4O04/D88SiQK0xLLj/9MTePx4rxXdW1FnQ0Do61iO6U1iIuVvKCgvMPnldlbmm4ArrI+0da8H5/qym7G03Z0aL1tX0tWq+F1bNywBcUSe9rCsnnjzUn9eTxyzlZe1pJirXH5Cfy5KwWQ17WotO1/TM53DnT/4NMdljEpLWFLScai3vvmrK3cSrvX5/K4XZTGjrXPh4udHewMF1NGaylsA1zqHXalabG+4rOrXndE7kO+LOr529oAfFdzQX1I80Fuo7fdtx+xm0jXPYPKk0uPyWrT6vy9Lt5WVgrDTb4mM5C/kliebsleyj0rPNlX9+xL7rr/d+NnK51ts+0mLbuwXrKHj8f6/3aqubLZS0Ajj0bioEPc6AQPObYju6D3+r94M6bU2nUxn8PaAdiOF2ua3mFoaPFy69iL18Yfdzr15jkn1GMHLfS3SGLu1/pO6oGk0IE98FLGreI3ZliblS3g36+Ve8k6+murqXbv9TlQPNk4/jaepry6taMrtZVmIE8hjyIedjWtXVN9+ErT8rJvjylmdGdjhgZJE6s9Q0tBHgtPizJwy9nZW5l5rNnD6Gv7xu/1+3LyV5b3v/akPevGrKj743D4ef9p9cJzQl7nDONAdxLvvmvYznXPcO63mPFFg+4v6oszMi8Pnua0z1wU/ce0H7UY5BYGeQaoTkNYkOM51DfGKl8bpMFJ8bA57patlgwgj3k5KZCfd26xNZ6fS8/rG0D/JPusEPzc6oAYynsNKC+YfW1Gp2crJQMO44FJ+6r4mcEC8kpfk5k5GfEXOXXJpYeC0bwhXHgJkp93brE1kpOsRFx22PBibnKrS1aM6evhUMQJqJJc2FCCS5F5BQ0zthhMfVIyD8pqK9fm1h6LBjBF8ZBWKLkRH3DKjAZo1vEAXNVWNYWjGAhObk5UV+3LrG1WnBiDPipUl+/NrH0WDCCL4yDsEQtvguXcCIoJyjGgVOW6BotODEEwmK1YAQLycnNifq6dYmt1YITYyAsVQtGsJCc3Jyor1uX2FotODEG/FSpr1+bmHrIKSYablssGGHkuPKVhVf0yD1jDFszhsnCnfhiyZD3iENR3xEFvKOPW3CKK/vekXB3eBkLRjCXnNzQqK9bl9haySk2Im57LDgxV7m1RSv19WsTS48FI/jCOAhL1IITGfkZUV+/NrH0WDCCL4wDN1Ezfc0Gctt531sp72TMAAtOzFV+1tTXr00sPRaM4AvjICxRC05k5GdEff3axNJjwQi+MA7CEiUn6htWgcvR83dxEV6DClCByVCAC09YTtQ3rL5Wow/L6UyLmv2sxc1y39ek2+5rIWkt0BlRoexpLQqOAmchjimtdDKtY6Pw+F0cNzHqaMG2fS00d6SFynNa0A8+o1Bqp9377B/tw6hxFwpcXgMFO1HcvTpfuLuL3nClhhaQfq2Fe//2P/cjKdx7g7GGXfgDCSjijILYW6/ySZH2Jy9n5et/XZaHWvizVMn/rpjk/lZT3qhOb3440cLgjSRXDGPOTXEw6HiTHgOD+hnjeZg3F/ofcMR/L9/dlt4nTj0tmnusBU+7naOPReYrc0uCwu5pDqy/KFT/6i/Hsq1xdqjrAoqPuo50I7tGGH9bUwskv9X9x4EWk29qLi5V87KsBW1DrfvDeIw9QnVxJrHr/evLdStNHssCp2F0G8dnzppd2dZiw9/rer73rimtRlfXKnf8XLdvKg3Q6x/89OcBYaMIeKvRkZoW3T7Rfd/zPy5IsZz7rNg2Yv/dTyfyq+aD3Y3TpEg39oZ3eQx6tUIpJw9fVOXZdwu6n4hjf+fT6VQLJb/V/czb70+SouzYB/W6g3rqGzV8e1vnw4HuxbAubOq8ePGnRfnqX5Zk9Wkl2cMNY0H9sC0bmoPf/XgiWz/X5bRmV6h7GHvsP2PB9TKwrxfItPojY/b+3v2IV1rgvnqchx3psF7MaK5c1KLtC/oqFO/oIcSQLh3q3uyH/7Ev7181kj2abz866PAWjHAt10zD/vlIcyPy+8FmSx7ttOQP+TVZ/3J2UPMm/ryQ+oYQB/uGhbWSrmFV3f/kQlwi9Zi4n8Mceq97yR/+n33Z1XuxrrZZHnfFqd3qycbfanKkcXx22pXCzLQsPJwS5KBYDuTA5UdlOT06V61PBXuSWA4LTq5cFYt/47aD+o6bwO3Xt2CEqzAObtd6lDMsOJGRnwD19WsTS8/Vveio9oz5VnZU86P/vEUswUnmKzdq6uvWJbZWC06MgbBULRjBQnKKnxMZxc+IseRnxFzl1yamHnIKS4P6htXXanQLTlyzrWi4x7FghJHJ6R7pm8FJc/mNZzfDQVv1/+Ex6Kk8bwgFMjjthlAh3EeobzhtLUcmJ0s1w41lwYkrip8P9fVrE0uPBSP4wjgIS9SCExn5GVFfvzax9Fgwgi+MAzdR6uvWJbZWcoqNiNsei+/D8btwbm3RahEHXAv8+lr0WDCCHeRkQcM/hgUnMqK+fgXi77GIAXjJOAjL2oITGfkZUV+/NrH0WDCCL4wDN1Hq69YltlZyio2I2x4LTnHlKguPoFU8XmXPI5U3g05ZuBTPrHPni3G2Ut9xqj/YtS0Y4UqMg8H0HvYschpWucE+R30H02ncZ1lwYq4KS9GCESwkJzcn6uvWJbZWC06MgbBULRjBQnJyc6K+bl1iayWnsETM9LUYiMnKC5vyeqWJpsOCEZxhGLiRUl+3LrG1WnBiDISlasEIFpKTmxP1desSWys5xUbEbY8FJ+Yqt7ZonXR9837X2EMFqAAVGE6BSU+Mw3l9d5+ivnendZoroeDfqRaOtjysNmD4P02jkHWQ//N0MrbItNZwQ9FNK5uH1lEDBAV0e93biy1PciyhoHtZi5SXyuPfyiXFLnfPZEuLFO5o0fi6Fs+zOsY+nwZ0BH/cAPMOOQCFDi//2MFUUkBw5XFFqvMFyeWmkv53Wtz4rRZNRrH5zrltMccBzf14mkUMYLBJ4QRbe91+UpAdRazB7OKOC5kjD+fy04LrH74/S4rZJvPghr+Qcd84ocgpitJfqCbl2UKytqxpcfH5leKt6xhkROHO/a2WvNGC4luv6nKoBXg7bX+sZUFfzOPO+YUc72ku1iLJ1YUZzUVzsvakEk1xZ+wRKrN5WVgtKVddu1ImDgtOKS+JlHGvDuTEY13Pd940ZOOHE9lNuaZbMILgUykG6nXU5p0zzeW6F9W9LooLP3heTfIFxmoca0Ff9WPzx3qyR2kctaV/x3kfdtx2YG2Yzk0ndiNG5pZnEn9u+9w4+s+a3aTI+c6bU3n3YZ5A1xuWsXGY6b+mzi/MdTzOPdG1ZuuXerK2YA/34NnlWlOsDLa/xnqFNWdL93aXMdOQRm30fXCIXIWC2yX1q6j3D8VyTufb1CWzOwJ3dRkUXK/MFaR73ku0x3qAPqz5gx2DqZOcNdipg13207N07MGH95yJZnV7avpyTp7r3vDx13PSqneSvSLywp0eH54XnOu9DGIDdgyM5Zqhg5K89hHnjze5X9J5XFkoJHPZ+eEIGqHf/mZT3n2v66kWlsf6GtPh4wTmyPPn7Z5M6TOest7H9jTXLes9bbJ/i8mJiG3x6ZvWZF8c4Pke8vrig8s9Q7GisCI4+h/2ktu6LmLvdaAxMO5nHjfJchunq2cFtX1d63+qS74wLY80T6/pXhN5KIajUMwl8dlu9qRxeJ7sS2Kwy8qG2xgNeh1fLA36+ayeR30ng6wFJ8ZAWNYWjGAhObk5UV+3LrG1DnPv6PLhzu+DXUZkuM0inpir/BOE+vq1iaXHghF8YRyEJWrBiYziZ8RYCssIo1vEEjn5OVFfvzYx9Vhw4priJ0p9/drE0mPBCL4wDsISteBERn5GmdQ3Y07pt7f9AFP0RPD/XElh7eSdakOJa4qPPPX1KRNXuwUnrtlhmVowgoXk5OZEfd26xNZqwYkxEJaqBSNYSE5uTtTXrUtsrRacGAN+qtTXr01MPeQUEw23LfwunFsXq1aLGIAtXA+siLjHseBERm5trVotGMEWcnITob5uXWJrteDEGAhL1YIRLCQnNyfq69YltlZyCkuE+obV12p0C05cC6xouMexYISR4+KUPa8sPIqLkU6ajDll4U58sQSL4jiobxwcbrOCnG5TKI5+C07RrSlxSJtYQX0jguExxYIRhmYceAQ2arbgREZ+GNTXr00sPRaM4AvjICxRcqK+YRWYjNEt4oC5ys/aRF+LQWAiQTlBUV6nLNE1WnBiCPixUl+/NrH0WDCCL4yDsETJifqGVWAyRreIA+aqsKwtGMFCcnJzGqe+cVRbcevCVioQjQKuIGVCC4vHpfkwVyQnt2rU161LbK0WnBADKByNwr6hDhTQw/gowHnfDgtG0CwNHRTOq2oxSRSAzenP4z5QwPedFgD++T+PkmLxlvaMQ99R7e91+3Kw3ZTavhaT/7UkL/64IMsPy8mwKKa98eOJbP/akE5bK25n5BiE0yDn3IUc56r7nhbTPNJCsmenXcH8xYE8eVcHCkfjuiiGebx3Jig4eReHBYO7UgkFQxu1jvz6X8dyogXCv/uPFfnm35ZvLVbcbnXlzd9r8uovx7K/1ZS6xlz3/G5iLRZ9D9TvjhbCxvye1QLPhWLxLqbXrddAiGHNml0sJIXUsW/o9yxUu/XSH0+wutpdxcFHw+/gB/yBnVajI29/qMn3/3Nfjt6fadHhu8lNn7qXllNP5xGKg2M+tXXut3Tu/+G/rQhy7cYPJ/LrX45k982p1LUoe+o5d0ewsbdbWCvJ6pOKVDVuQ+7bP9U7ze+YJ8c7Z/L3/7Evmz+dyKnmaRS8t/oDTWlssTr3UPdsjaO2HO20pHmyII+/npf1L2Yll78dPubdW11z3qkW73Vv1zzpmJiVNgZ8F/3ogf6A+4bVpxVZ0Tm2vF5Oip8jdu4K3tU+q9PWGG10E81/+v8OkrUK6wPuJ289cF5yEv57pdLHxs8+fnnuteaPDR9/uNb5/7P3ps2NLMmaXmAHt1rO2tv07dFo5ppkGn2Rvuj/f9A2MkljdtW3u28vZz+1F1fsoNyThUMUywNEApM5YvsAAEAASURBVK8zPZNvmuEQjEh4ejxPemQCB8XQe8GPft38i+z8ye7rDWvp3Q1U7Kb/0X0+/NT5SueA/yj3O7oYvc5VD11XmoOe91rjf/4v4kY8XT90EmuwVgjXmorzZCh8DuS9cH/YWe8K9/zND6P0x//1dXrxj4t0Kfejddv0HDx9NUn/9n+9levnNP13/8sX6bf/6UndhlH7fK060EF1e630/NcH6as/HKXDZ/0Q41zMr4vr4Au5Hv75/3iTXn93+ct77RAJ7pmEjkev83rfMzjsioN28fj0YrDngUq+XOftz35zUFw3XvztvOSrH8/uuVoqQ2D9Ml/mdY9hX/KNbxnhSEfJOvB1TU/k60ugHtERb0FLvbevB5ZQWXKu8tVBvr58UdERnnhfhbJhx0E40sj0ZPNFtdITiqRvHIQn1lLeEfnm2UTpQTjSsbAObKPka3OJ1orwxBrwtYpwpBnSk+2pkXwbOCj5ho0tsESr8S2gEq/mrtsQ2N8S56pNnMl3E50YfQhHOhJes319IjzRUd4R+ebZROlBONKxsA58jSI80VHeEfnm2UTpQTjSsbAObKPka3OJ1kpP0YzY+fC7cDYXVCuiDngtQNmw4yAcaWR6svmiWhGe6Chvg3zzbKL0IBzpWFgHvkbpiXx9CdQjOqIOOFflXZNvnk2UHoQjHQvrwNcowlM8R80aFWI04WqpgYNq4JB8J5+S0cm3JLCKdkd4indNqQim02ERjjQ1erIFka/NJVorwhNrwNcqwpFmSE+2J/K1uURrpadoRux8EJ44V9lstZV882yi9CAc6VhYB7ZRGF9EIEqyJUkr8WbRhOlAONLBsAxspeRrc4nWivDEGvC3Sk++jMnXly8iOsKR5sH5CmEjHwPhiY6wfLv5cOwhARLYRAAxoWl8TmqbKO/fh/BER3kP5JtnE6WncCQncavtl5GuOaqLXq4WJ/U7UnMjl6klXQT8QBaiHR53U0e4V71dnc/Smx9H6cW3l+kStHgvekxl+G469ja09Y8L6AKOi/kivfz+qljY8PydLFwq7bpo75ufRmk2WW46DPscCcyny3T6elKcrxfvZRFKWUxZ3XjOkevD0XNI58rl8jqNr+bFQxeKR/xRivXjeD1/yFpazJbp7O2kWPz0QOa7wUEnfSkLcJ88H3yyuLgutKt19lIWF/3uz2fpJ10w+HRaG64rXwi+Y1lYdSrzzNHTfnr5h8tiDhoedYvr9Oo4Vf7syaLT6lIX6Z6f1nMu3ORJ+zb1V8k+d2y9Zr1/OU4/f3ORvv/TWXr13VXtFh3WOVXni2v5qfekes7rPdJ3Mp6f/3Ep88MkLWSeKLu1yr/EPsQ9NxDdfjt9rotR//6oqF07SLWter/39udR+uEv5+nHv56n13Lvt+92D5Z9w2/1er3+TmTe1PNezx39Xc+d5786KOYqK8hcrk/nb6cFh+/lmvPqw8LW1r5Vtq1OX+XcHbTToVwXPpNxff2H4zSUOVhr/6HuP9r6XlTuf67OpsX7hrM3k/TuxSi9fzGWe7BWassi3He3T1tuYtzMstqrI7z9M/Kr8Wqc4rVmAO293XRxyxWDzQtdyo4a7+aQRYDbI9/G++SZkcOqaRVK5y+9Nh4+7aXPf3uQnn4xTHO5N1w+8CVSF0JfLcr+7R9PP0D8ZESVNvTlPD6W+8CjZ/3Uk+cRN32voef3z3Iv+kIeeo7XdZuOF+mdzPu6Pft6WFxbn8j5GZV9XTnvknen25br1DB9JfP5kcwdEbZzuQ978beL9MOfz9ObH67STGqhSZteM8+1tv9+UcxBy/lS5uzDYv6ucpx6De3LNeTk834xPw4Ou2kinzNwwxNYv8/YJ/rqPmCfGE18LfnWwyo9PR5PnKvyrhF1QL55voie1Xv8fWNt/oxg3+h8PWvJ9xwgX1++iOgIR5oHrykIG/kYCE90lOeL6qEnFEm/OAhHmh3ryXZEvjaXaK0IT6yBvFXyzbOJ0oNwpGNhHfgaRXiio7yjRvJt2KDkG1R5gSV6tvouUYl43PVjAhhLvKZ8TPX2N/K9ZRH5GcITr9m+hhGONEN6sj2Rr80lWivCE2vA1yrCkWZIT7Yn8rW5RGulJ18j5OvLFxUd4YnXApQNOw6/C2dzQbUiakBzYR2gjNhxEJ7oyGaLakU40lzoyTZCvjaXaK30FM2InQ/CE+cqm622km+eTZQehCMdC+vANkq+NpdorQhPrAFfqwhHmmEsT80bVfNGJCcNYlCxTrwmDsl3AioZvYGnTEkC8XdHONJRBivt+OBLZojwREd56OSbZxOlB+FIx8I68DWK8ERHeUfkm2cTqYeeItmwc0E40sicr8jXJlCPVkQdsAbyriF8EUE0RYoyRRGviSVcI8ITSyCvlXzzbKL0IBzpWFgHvkbpiXx9CdQjOqIOOFf5ukY40gzp6cZT11cXo5MACdxHADGpcUK7j/J+/QhHmgE92R7I1+YCbZWTry0Lm3ltuiC7LpymJ/m1PjYcyC+LDQdtWJcuLnogizPrIuCtCtfu1AVXZ5NlOpVFfN/LYn4X7+u3YHzZU2PTuW3F0gWzX8oCjm9lcXD9gwFL+V0XpeVWHYGFLDZ5cTpNb2VBWV1gdiwLV+usdXeO9J6r9HzQxda1jh56keLq6N8euUwtjWQRzm9lIfqL01n6D//j8/TP/9Nn6VgW4l7fxrLPX//ru/T3f3lfLI6ti62j/kjH+nHq8lzPq/evx+kf/99p0nno3/2nJ+nwJMYCt1pb/YNu4XA6XhZz4mN2FeGcmo6kxv71NP3pv7wpFqvWebKOm15jdX7/4S8yX8g9iS42d/p6ki6lTRce3mXb7VWfHql1T6Bur5O+/N1h+rUsRn1wHO9jOuX3Wu5n/vi/vU4//f1c+M4+HeQOLfdg2Toi4pqt15GfZPHtqdwXzCaL9NvLJ+k3/+1JsTD03UTe/HiVvv3jqZxr5+nlt5fp6gLD4+5xkL+3Oq3U7beL8ej7iL68j9BrxUPNv3qfpTWp80tv0C7ew+h5pdeoJI/WwrZot4LIuAbP56iHXT/3r2XK1fnrWm5JB3J9VD7qSu8TH3Jryzmimy6A3ulWBOeeAet5+/TLQTp53k/tToVvhDfk+e7FKH0j9196Lbo6k/vRtX1jUl1L0Hiqc8SlXFO//9ez4jz9w39+lr76/ZGxZ7wmZX/3cV+WdXHUkc+EPvv1Qfr6D0fp8MnH74vuG6NH/3y2TK/keviv//vr9Pq7yzSdLj8691fHrAvfVb7Wz3c/jdKfZ6/TdLxIh/KetDfsWLs9eFt/0EnHn/fT06+H6VQ+fxpfznfOoQmedh78A7xw/bqw6+HoKE+OfPNsIvXQUyQbdi4IRxqZ8xX52gTq0Yr4vEQ/B+HmR4BzlR9bjUy+vnxR0RGeOFWhbNhxEI40Mj3ZfFGt9IQi6RsH4Ym1lHdEvnk2UXoQjnQsrAPbKPnaXKK1IjyxBnytIhxphvRke2ok3wYOSr79Ywss2Srfsir5Cu5ehgDCEg3liZNvnk2UHoQjHQvrwNcowhMd5R2Rb55NlB6EIx0L68DXKD2Rry+BekRH1AHnqrxr8s2zidKDcKRjYR34GuV34Zz5AsKzBgAQN4TgXLUBTqAuevKVQb6+fFHREZ54TUHZsOMgHGlkeiJfm0A9WhF1wBrIuybfPJsoPQhHOhbWga9RhKd4jpo3qsaNCDGgYBNEA4fkO/mUjE6+JYFVtDvCU7xrSkUwnQ6LcKSp0ZMtiHxtLtFaEZ5YA75WEY40Q3qyPZGvzSVaKz1FM2Lng/DEucpmq63km2cTpQfhSMfCOrCNwvgiAlGSLUlaiTeLJkwHwpEOhmVgKyVfm0u0VnqKZsTOB+GJc5XNVlvJN88mSg/CkY6FdeBrFOGpCY7irY7n653RSaCRBBATmoJpwqQWWTA9+doh3zxfre27C7Tn9y7Xo7Fbsn5ksTCpLE5634bwdP9R7sui3v3dXqtY4HgoC4x6ed2GkC48e/Zukt69HBWLRt9dZ/Wxe1oxnMhiyPpAb+S7G1FdKHg6WSZdrPrqYl4sprxbpPtfRUf3M9pmD13Y+fzdtHBWLM75tJe+lsVzj5/1ZZHldpqIyxeyaOr3/3aefpAFyPX3MltTPV3Kwsk//f1CFsPupM9/fZgOT3plsPjtK6t3DWQRavWnC79fyqK314i/hOKXcWMj6wLpF6ez9Or7y/TjX8/Tz/+4KBaorvOA9d5E54ur81kxDP09wnZfFsPjrizMPiweuoB9pE0XQX4niyH/oHOsnCenr8aR0ityuY/vNgnrtUAXpH7940je3MifApfHwUk3ffm7o9Tu3Fwp9Hp0+noi9XKRvv/zmdTO1S/n2jbHqHIfHY++b+jI+4hu/+Ycq+J9RFcWXi94Sj4LmYNW7nQ+2mZr6jV7PlsU10L1o5vgSa0P5902XJD7aA4tOVfUyHZWPj66pyO9p3ny+SAdFfeAnkf6eEzb/jabLNJbWeD+x7+cpzc/jIo5Zf21u/Bcf70+r2LUxdz4w1WRivJ/9tUw9Yedu6k14neEIwXh7elA7htOPhsUj6rB633C+xfj9ELed7yS92T6e26rC99c/tpe1INc/w/kvdUXvzssrmmHT3q/3Ctseq1nX0eur3pOfPargzSVz582ebgvD4Qn7xq4bwxN70c4Ukb0ZJ8p5GtzidZKT9GM2PkgPHGustlqK/nm2UTpQX3krZ8RcPMjwFryY6uRydeXLyI6wpHmwakKYSMfg57ybCL1IDyxlnyNIhxphvRkeyJfm0u0VoQn1kDeKvnm2UTpQTjSsbAOfI3SE/mWJoA4aYIV9u03qkrT+OUF8u2fX57zCZ4A4rTTrGjJdkO+NpdorQhPrAFfqwhHmiE92Z7I1+YSrZWeohmx80F44lxls9VW8s2zidKDcKRjYR3YRsnX5hKtFeGJNeBrld+Fc+YLCs86AIHMhOFclQETrJmefIWQry9fRHSEI82D1xSEjXwMhCc6It88gfg9iBrQUbIObNfka3OJ1orwxBrwtYpwpBnG8tS8UTVvRHLSIAYV68Rr4pB8J6CS0Rt4ypQkEH93hCMdZbDSjg++ZIYIT3SUh06+eTZRehCOdCysA1+j9ES+vgTqER1RB5yrfF0jHGmG9GR7Il+bS7RWhCfWQN4qhC8iiKZIUaYo4jWxhGukJ18l5OvLFxUd4YmXApQNOw7CkUamJ/K1CdSjFVEHrAFf1whHmmGVnrq+iBidBEigTgQQk1qVE1qdWO+TKz3tQ+/+1zaSr6xwoQtRem2rRVEdD/FR6ghHGtCPyEfpwn/RxV910cLhYbdYjBZ+gC0DzqfLYlFjXex3LIvk3d0Qnurq6C4Lj9/Jd0eqclIVCwPLf9qyhvOnZ+6OcY2XIRxpWNbBDdyZzDk//f08TWS++W/+h6fpn//nz4s58Ns/naXv/nKzmPjkKr9oqqGoaEJ4iuhoteCwXi8u3j9Nn309rHxx1ZWDwUGnWIB68HaSLs9m6Xq56rF/RuRrZ1qv1vn8On0n9fPX//ouvfjmIi0W+1VDJE8LGVsdNr0/H8hC4E9k0eGjp/3UG8iFKdj2RhZk/9P/+Tr9+NeLdHU6vfnHTpFkg3itzpipLEL/8vvL4uLbl7lKt6//6bj4+eKby/TNH9+nH/7tPL367mah7tXrih3kP7HRyJ84l4Svi78cVU2meuzVH67aJYO7vFfcy/zc5bhl4u+yr76fLjbEAHdJYP0191yT13e1nqOGYHnqDTrp+Hk/HcmC8Z2utYeVkX+bntPz6SKdvpqk1z+M0mtZ4P7ivcyXDpsn31y6Or7R+Sy9/emqmPuefjlIz78+SEO5x+RmE0B4ss7wdqdVfA705PNBGP5vfrhKf/2/36af5D5hJtfQh9i8+JbJ/f3Lcfrb//OuGPMf/vPzyn3oPeWJ3E9+/rvDdPZmkt79PCozHPi+CEealFUH8GQfcUB68pVPvr58UdERnjhXoWzYcRCONDI9ka9NoB6tq89R9sl29bHDPjH42jwBzlV5Noge8kVQ9I9BT/6MEUdAeOJ9FcJEPgbCkUanpzxjRA/CEx3lTZBvnk2UHoQjHQvrwDZKvjaXaK30FM2InQ/CE+cqm622No4vYkAKJtBJI9/Q0oz23uRfIO0dgwHyBBCWaIh88wTi9yBqQEfJOvB1TU/x+bIGfB1pdEQd0JOvJ4QjzZCebE/ka3OJ1orwxBrIWyXfPJsoPQhHOhbWga9RfhfOmS8gPGsAAHFDCM5VG+AE6qInXxnk68sXFR3hidcUlA07DsKRRqYn8rUJ1KMVUQesgbxr8s2zidKDcKRjYR34Gm2mJ8SoYp15jRsRYkDBJogGDsl38ikZnXxLAqtod4SnWLNvRSAdD4twpOnRky2JfG0u0VrpKZoROx+EJ85VNlttJd88myg9CEc6FtaBr1GEJzrKOyLfPJsoPQhHOhbWgW0UxhcWyM7zsbcSbz3OAIQnzlV51+SbZxOlB+FIx8I68DWK8ERHeUfkm2cTpQfhSMfCOvA1WqUnrjbk65bRG0BA12+zJkGrrQHD3XsIVU5oeyf/iALQk6/saHxvFmz3G3NL1tvVxfR+WXzT71DQyAhPVVwLOt12sXBhXxY91oXqqtoW82U6eztN716Nky6W7rEhHGle1VHyoIKL+Vj56lzVlnmryvopYxHhqRE1ICAuTmfp6uIsdXo3i3S2ZQ785l9P009/v0jn7yZlsEL3RTjShNCeFotrWcR0mk5fj9P5V8N09LSXuj05+SveenL90gWoB4fycUSxgtZmgpt7tx8Mmu/2R463p/7Bl7PXE6md8/T9n8+krmZ7J0lP5RH2Bu305ItBevaVLEZ9FOvjuaXMH5en0/Tim4v03Z/O0ltZDHn1h4JaDZc9ny5lsfZROpAF2vU6o/fe3X47/fjX8/TtH0/TG+kbX85N4Qg0LnOVJvbhsfJoDsC58Zdjay4VraCIcKSYoJ40mDx+4aMHqGjTP2J/XSSyOmnKJoIhY3nSOfP4WT8dyj1Eu1P9/cwvZITXubwvfvntZXr741W6eD/9pSvqE4vvfblens3S6x9G6fj5RTEvDg6r/Tzivnzr3m856sh9/LHcNzyV+/rBQfX3DZOrRXoj58SPfzlP71+Ok773qMu2b6ZaDz/97TzpvPTF747SUO4Zqtz0c9mj5730/FfD9OLvveKzjuvlvqOsckQ3x0aNAHNlqp5H1AwQnugob5d882yi9CAc6VhYB75GEZ7oKO+IfPNsovSgPm+o6KOcKBjd80DUkibJ+cpWRb42l2itCE+sAV+rCEeaIT3F90RH8R2xlvKOOFfl2UTqoSdfG+TryxcVHeGJ12yUDTsOwpFGpqdHxBdx0gQ7YfR7RPtu8i+M9g3B128gsL+hm+C0ZEMmX5tLtFaEJ9aAv1V68mOMYKvZsQ78HGlkevLli4qO8MRaytsg3zybKD0IRzoW1oFtlHxtLtFaEZ5YA75W+V04Z76g8KwDEMhMGMRcpaHpKQMY1IzwREd5GeSbZxOlB+FIx8I68DWK8ERHeUfkm2cTpQfhSMfCOrCNkq/NJVorPUUzYueD8BRrrkKMSFnFGVXzRiR4GzgoxJDinHX2fFFlK/lWSX+7YyMc6ZFYB9vx3nUvetqV3HavI9/tOFW9F8IT5ypfiwhHmiE92Z7I1+YSrRXhiTXgaxXhSDOkJ9sT+dpcorXSk68RGF9EIE5WWdnEm0UTpgPhSAfDMrCVkq/NJVorwhNrwNcqwpFmSE+2J/K1uURrRXhiDfhbLeNptW+1q6v4M+ERSMCNwKqI9j0AJ0ebIPnaXKK1IjyxBvJWUXx1wXbPhSWK+MWC8PmxNLUH4UjZlKmDTreV+oNO6sliurpQXVWbLlB4JQv3XbyfpdlkUVUaWx0X4amMo62SatBO2/Lddr8GoQkzFBT7CHWgC6u/+u4q/b/zFzJ3ttLpm0kxF81nyzC8d03Ew9NU5ufXP1ylw5Ne+nX3uFj8edf8UK/T69fwqCvXMrmOoYJuEceD7xaHDbeL1srbn0bph7+ep9c/jtLoco77RyOA0SI8PeR5tc+QB8NO+uI3h+lzeejzSNu7F+P07Z9O0/d/Pk+XpzNZ1P42u7Wnt407PGshAjnJnowX6ed/XKbRxTydyXWmK/PWi28u0xupncmV1IzjhsCi6TmhcRx5vUIjPDXTEYKMfQb35D3w8Wf9dPT0ZoH2KGeMjlivq9/8y2kxR0TJC52HXgfe/HhVfAZxcNxLn//2MHUq/DwCPb46xNNr0bOvhun5rw9S/7C6+wY9F0bns+K813Pi/O00zaf1fy9W5hxYyP20jvvtz6PivZb6OHrSS51eNUXRbrdkbuynxew6Hcoc2em00nyJmo/LkIm5L4JEM6/ZcXwhHOlo6Ml2Sr42l2itCE+sAV+rCEeaIT3ZnsjX5hKtdf3zwX1y8/zOwj55NeW1iHriXJU/G8g3zyZKD8KRjoV14GsU4YmO4jtiLfk60uisJV/G5OvLFxWdnlAk7Tjka3OJ1IpwpOPhvZWvVYQnOso7ahxfxICCFfY15M5V5ypWQr4S9u9BnHo0lPdAvnk2UXoQjnQsrANfo/REvr4E6hEdUQecq3xdIxxphvRkeyJfm0u0VoQn1kDeKvnm2UTpQTjSsbAOfI3yu3DOfEHhWQcgkJkwiPmKjjJwQc0IR5oKPdlCyNfmEq0V4Yk14GsV4UgzpCfbE/naXKK10pOvEfL15YuKjvDEawHKhh0H4Ugjx/LUvFEhRhTLkZw0DRsUYjjxakkzirGRbwwP92VBT/cRitGP8BTumhIDbZEF+QaSkUkF4UhDsw4ygEHNCE90lJdBvnk2UXoQjnQsrANfowhPdJR3RL55NpF66MnXBoQvIogOkxOWKZt4TSzhGhGeWAJ5reSbZxOlB+FIx8I68DWK8ERHeUfkm2cTpQfhSMfCOsAa7WLDMRoJkEBZAojJkRNjnjr55tlE6UE40rGwDmyjyrdVrKHmREhWmtDFJnTBtBZXnbAlbNFapg5awloXL+zK4nhVMteF5EeyiO+VLF7YhMXj79NUxtGmWE6VuOmQ7CMBGIEodXBxOk364GYTWPc0kwVlX8vCygcnvfT862E6fta3X/SArXr9GspCr71+p7iHeMBDQw61zvduQO1bPe72Rfl9Mlqkn7+5TN//5Sydvh6n6wYucLvJURkP3tfs/kEnfSYLUX/2q4Oki7NH2ZZyTuiizN/+8TS9/PYyTccLl9QQnlqIIDq6O7K1Li7lOqOLdOtPnbcuTmdpIve+ddnW0ejz1aMu+T+GPFeO6MayvaJz29cfttPBcU8+37hTsLe7VPJsKtdVnTN//sdFOn83zf77yVhZ74bq6myWXsl14et/Okrjy3k6etrbLRBftROB3qCdnn01LO7p+8Pq7hv0s6DTV+P009/O01t5nzEZzbPn/fpAm1AD6+PRe4XzN9OiJgZyT9f998fpUO4XqtwOpSYPn/TS8LibLmQ+4oYj8OlVabfYTauD3Sj4vQrhiY7yfsg3zyZKD8KRjoV14GsU4YmO8o7IN88mUg/iD4DzKwm+RhG1pBlyvrI9ka/NJVorwhNrwNcqwpFmSE/xPdFRfEespbwjzlV5NpF66MnXBvn68kVFR3jiNRtlw46DcKSR6ekR8W3gSXO91TcTbMerVvnXTqun/OlAoIGnnQOl3UOS7+7sHvKV9PSQtHc/FsITryh5/uSbZxOlB+FIx8I68DWK8ERHeUfkm2cTpQfhSMfCOrCNkq/NJVorPUUzYufD78LZXFCtiDrgtQBlw46DcKSR6cnmi2pFeKKjvA3yzbOJ0oNwpGNhHfgapSfy9SVQj+iIOuBclXdNvnk2UXoQjnQsrANfowhP8Rw1a1SI0YSrpQYOCjGkeLXkO/+UiU6+ZWhVty89Vcd+2yMjHOmxOF/ZxMnX5hKtFeGJNeBrFeFIM6Qn2xP52lyitSI8sQZ8rSIcaYb0ZHsiX5tLtFZ68jUC44sIxMkqK5t4s2jCdCAc6WBYBrZS8rW5RGtFeGIN+FpFONIM6cn2RL42l2it9IQ10sWGYzQSIIEqCHBi9KVOvr58UdERnpp6k9zSlRwcB6eLSLY7cgBZq0095Fw4poA6jWoRR3l3ujfMq2SqCxzrosZjWbBwMc9ZrwXSB00SRapK9w8KzOFgq3lq9dM6BPlaVHBtiDqgo+18zKaL9O7lOB3JYqbT8XK7Fznv1e23U/+gm3ry0/P+xHkYtQ0/Op+ll99dysLDF+lSFqPmlifgPVf1Bp30XBejlkdPFmePsOnC1LoIuy7I/vqHq+J5hLxyOSAcaexWJpDyuHw/S3r/PZf5NPtGpwiSy5LtJEAC+xLoDzty7yCLxMv74Cib/qGx+WyZzl5P0vnbabqSa6ouap/b8j25V3zaHmH0k9GiGLNeI1I6TAcn3dSWOTLStmKtP9cf9+UYaxSfZtvrd9LTLwfp+dcHaSD1UNWm5/nbn0bphz+dpfcvxmnbP7q38rJv3pE8jS9n6ae/nhefiT75cpgO5T1XlZt+Nnv4tJ+eyTmykHuY0cV847xk5RqJr5Vf3dsQdUBHvmcBwpFmSE+2J/K1uURrRXhiDfhaRTjSDOnJ9kS+Npdordu+D7kvb/0KBTc/Aoh6oqK8H/LNs4nSg3CkY2Ed+BpFeKKj+I5YS76ONDqilugp74l882wi9SA88ZqSN0q+eTZRehCOdCysA1+jCE90lHfUSL4NG9Q16M61xdkqXwiAHsRpp2lwvrJlkK/NJVorwhNrwNcqwpFmSE+2J/K1uURrRXhiDfhaRTjSDOnJ9kS+NpdorfTka4R8ffmioiM88VqAsmHH4XfhbC6oVkQNaC6sA5QROw7CEx3ZbFGtCEeaCz3ZRsjX5hKtFeGJNeBvlZ58GZOvL19EdIQjzYPzlW2DfG0u0VoRnlgDvlYRjjTDWJ6aNyrEiGI5kpOmYYNCDCdeLWlGMTbyjeHhvizo6T5CMfoRnsJdU2KgLbIg30AyMqkgHGlo1kEGMKgZ4YmO8jLIN88mSg/CkY6FdeBrlJ7I15dAPaIj6oBzVd41hC8iiKZIUaYo4jWxhGtEeGIJ5LWSb55NlB6EIx0L68DXKD2Rry+BekRH1EET5qpuPXQxSxIggYcgwInRlzL5+vJFREc40jwi3SDogqst5zVxdcHC4nHPSg9N5Is478rGUMwdWZhOF6er8mTTfxQ9my7TdPLpouiRaqAs37rsj6gnesrbJt88myg9CEc6lqbXwWJ+syD9qSyuPB3PK9envLvddrHwbqevNyite7/b33RHDyVlKQvZ6sLT72Wx7dey8PDZu2lxaPL1NbBprhocdtPJZ/00PIrx0ZwuSn15Ok1vfrxKb38epYv3N+eIL6EY0Td5mski9dtsrU1Btgmw2ueRFKXiKoPskWBZnQWV/ly5KeNnlbCHp063lQ6Ou6l/0JHPNjyOsMq+3E+9rl68naQ3P12li3eTNJ8tNgTA5L2LEyupfbLRcZ/LfeXLby5ST+7lBodHxedB1nHq1haB7yZmA7lfOH4+SEOphyq3ydU8vXsxTi+/vUyTq03nvU+WCE/71MD6qGbyedjr769Sf9hJv//vn6bPf3Ow3l3J88MnvfT81wdpLJ7Gl/NS11pNOBLfSgDW4KAIRzpMVB3UAFklKSI80VFeHfnm2UTpQTjSsbAOfI3SE/n6EqhHdMQfAL/n6xH1ABE4S85VvnLI15cvKjrCE++rUDbsOAhHGpmebL6oVnpCkfSNg/DEWso7It88myg9CEc6FtaBbZR8bS7RWhGeWAO+VhGONEN6sj01km8DB3UN+T/rWgesBLsSMK2IU4+G8i7IN88mSg/CkY6FdeBrFOGJjvKOyDfPJkoPwpGOhXXgaxThiY7yjsg3zyZSDz352iBfX76I6AhHmgevBwgb+Rj8LlyeDaIHUQesAYSJfAyEI41OT3nGiB6EJzrKmyDfPJsoPQhHOhbWga9ReiJfXwL1iI6oA85Vedfkm2cTpQfhSMfCOvA1ivAUz1GzRoUYTbhaauCgGjgk38mnZHTyLQmsot0RnuJdUyqC6XRYhCNNjZ5sQeRrc4nWivDEGvC1inCkGdKT7Yl8bS7RWukpmhE7H4QnzlU2W20l3zybKD0IRzoW1oFtFMYXEYiSbEnSSrxZNGE6EI50MCwDWyn52lyitdJTNCN2PghPnKtsttpKvnk2UXoQjnQsVdZBtSveRDHJPEiABGAEmjAxwmA4BCJfB6gOIRGeUDcHbVkfuiWrJ6DiWbh0cYa2LCb5UIs0ROJr8fBuU9YdWQC801HmnmbvGYmI0AUsrc1utfbc3Fbh6DYn1pBeevIVSb6+fFHREZ7qMFfpYrOji3lazK/lGlJhxnLori54LAtR68LH29ygIBzp+VLhqFGn615xpuNFevndZfrp7xfp8nT6Syzy/QXFgz1pyz3cwXEvnTzvF4uyP9iB7zuQ3Fe++WmU/vEvp+mVLMis8wW37QmgaLVggbbPvQ57EksdLGH+h5aOdP2a3et3ijlzcNBNLXkvHGXT98LvX43Ty28v08X72+uqnV+sM3jfbM7eTtLPf79MR0/76cvfH9lDfsSt+/JVdOtn+s19Q7e4b9B76Kq25fI6Ta4W6e3P43Qh54A+r+uGcKRjV086F1ydzdL522kanc/S4KhbfEZaBRvN5+C4m55+OUinL8fp7fqJ9IAJIfk+YNqP7lAITxWdYo/GFcKRwqIn+5QhX5tLtFZ6imbEzgfhiXOVzVZbyTfPJkoP4o9/61iq/F/+UVh65sFa8qTLucqXLiY6ogY0E16zMT5yUegpRyZWO8ITa8nXKcKRZkhPtifytblEa0V4Yg3krZJvnk2UHoQjHQvrwNcowhMd5R01km8DB3UN+ATY91+J5c+xx9KDOO2UFecr+4whX5tLtFaEJ9aAr1WEI82QnmxP5GtzidaK8MQa8LWKcKQZ0pPtiXxtLtFa6cnXCPn68kVFR3jitQBlw47D78LZXFCtiBrQXFgHKCN2HIQnOrLZoloRjjQXerKNkK/NJVorPUUzYueD8MS5ymarreSbZxOlB+FIx8I6sI2Sr80lWivCE2vA1yrCkWYYy1PzRtW8EclJgxhUrBOviUPynYBKRm/gKVOSQPzdEY50lMFKOz74khkiPNFRHjr55tlE6UE40rGwDnyN0hP5+hKoR3REHXCu8nWNcKQZ0pPtiXxtLtFaEZ5YA3mrEL6IIJoiRZmiiNfEEq6RnnyVIPhyivF1pNHpyZ/xvkdAONIcWE+2CfK1uURrRXjatQa60WAwHxKISMAq0l2LLuL4IuZkMS+bJx3liZFvnk2UHoQjHYsu8tiWNaI9t5asqtCSxXgjLSh533hhfO87kEN/S3zqAuS6kGGV74KUIYpjDhMqPq8HOcKY9m08bbMPJpvmRUGwYw34nhcIR5qhp6fZdJlGF/N0JQurHp70iuuIL5V89E63nfrDTur22w+6MBPCk6ejPDFMz/hqnn76x0X66W/naXyJX3T4sfMtY0kXoH7+1TA9/XyQuj3nG/USic1ny/T6x1H65l9P0+nrSbrWE94QW+c6KIGjsl0N5Dvl0kIF2unocV+EwsI68HW87qkzaKeh3Lvo3BlpQcflYplOX03Sq++u0qUsYP8w2zqZfY643xl8eSrjbV2mL353mBZy7ejJPR03LIF1071BJ518MUgnFd83LOfXcs6P0+vvLlNxDmCHXMtoK0/TySKdvZmk9y/H6fmvDtLwqKL/7SqT5PC4m57IuXJw0pU5M3MzVxPaK777pLvfbLfPkR/HaxGOlBQ9+Z4v9ES+vgTqER1RB5yrfF0jHGmG9GR7Il+bS7RWxB8Aj/S5STS+iHxYSwiK+Rjkm2cTqQfhiddrf6P05M943yMgHGkOrKd9TWx+PcITHeUZk2+eTZQehCMdC+vANkq+NpdorQhPrAFfqwhHmiE92Z4aybeBg7q2vuBpK93YKv8SbGM/O/cjgDj1aCjvgHzzbKL0IBzpWFgHvkYRnugo74h882yi9CAc6VhYB75G6Yl8fQnUIzqiDjhX5V2Tb55NlB6EIx0L68DXKL8L58wXEJ41AIC4IQTnqg1wAnXRk68M8vXli4qO8MRrCsqGHQfhSCPTE/naBOrRiqgD1kDeNfnm2UTpQTjSsbAOfI020xNiVLHOvMaNCDGgYBNEA4fkO/mUjE6+JYFVtDvCU6zZtyKQjodFONL06MmWRL42l2it9BTNiJ0PwhPnKputtpJvnk2UHoQjHQvrwNcowhMd5R2Rb55NlB6EIx0L68A2CuOLCERJtiRpJd4smlAd9OSnA8FWs+M04+dII9OTL19UdIQn1lLeBvnm2UTp2dVRRaupRMHGPEhgdwK7Ft36EXnhWaeBf45wpFnRk+2GfG0u0VpbbTmDdcUCxxO5JesVtuVxszCCHgh1dkSj+Wk+qJGW1yN/Kq78iz4dwB4tevxOp+Iktswf4akeI90SCHd7dAQQNaDQWAe+pw7CU86RLjo7upynK1lkuS8L4Xa6Hd/BbIje6bZksWPNoX4LHt/n6L7+DVjcu8bi/+1Po/RGHpPR3P14uxwAxS9XB7vk5PGa/rCTnupi1J/1U7dXfR3oH4VZLmRh6tfjYnHq83eTtJgvs0N/LJ6yAGrSse5Jn6//XpMhhE4TwTP6XBVFQK/fTgeyKHv/QBZk1883gmzz6TLpfPn+5SiNL2ZBsto2jf3O4OXyurinvHw/TVfnszQ84v9i2pb8Lvt1B+108nyQjp/LfYPUQ1Wbej97PUmvf7hKl6d1O+d9qc0my+Ie6t3Pg3T4pFdZTegMOTzupSdynzmUeZNv4HH3P3GuPr7nclXR97sq3WZNT7csPJ4hPNFR3gz55tlE6UE40rGwDnyNIjzRUd4R+ebZROlB/PFvHUvV30GIwtMrD9aSF9mbuOTryxcRHeFI8+A1G2EjH4Oe8mwi9SA8sZZ8jSIcaYb0ZHsiX5tLtFaEJ9ZA3ir55tlE6UE40rGwDnyN0hP5liaAOGmCFfY14NuF8q+bSqPkC7YngDjt9Gi0ZDMnX5tLtFaEJ9aAr1WEI82QnmxP5GtzidZKT9GM2PkgPHGustlqK/nm2UTpQTjSsbAObKPka3OJ1orwxBrwtcrvwjnzBYVnHYBAZsIg5ioNTU8ZwKBmhCc6yssg3zybKD0IRzoW1oGvUYQnOso7It88myg9CEc6FtaBbZR8bS7RWukpmhE7H4SnWHMVYkTKKs6omjciwYsYVBxFRXE1cEjFuKL8h3yjmMjngXCk0YOVdn7ANe1BeKKjvHzyzbOJ1ENPkWzYuSAcaWTOV+RrE6hHK6IOWAO+rhGONEN6sj2Rr80lWivCE2sgbxXCFxFEU6QoUxTxmljCNdKTrxLy9eWLio7wxEsByoYdB+FII9MT+doEYrZyhaGYXphVNALWFQIw21thdxk6IJVdDvtoXkNPvqrJ15dvWxZ51Ifn1pKVDIpjfFjRIOfUNwvPEfrHzjGzjqz7Xsu/vEX941vrGNu0qW5dgFwXX57P8gsdbxOrDvuUcbRpPKyDTXQerq+oIzmc5ZWO8h4sXvm97R7ytbmgWnOOlnLRGF3O06UsNHz0tJcGhx3UIXeK0+m1UqcjZwNPiJ34lX3RciGLTV/M03tZePjyrPmLDufqoCw3r9NzIAuxP5XFhXVBar2XqnrT8+P0zTi9+u4qnb2dJl2Y/SE2hCcvRw8x/kd7jJV4/bl6vg2MBspeDX/1cxsMj3Gfbr+TDk5u7l3a1U+ZvyiYjBfp8nSWLuRx39bA0zct5ss0upil8zeTdHDUlXvLbmrrvV2QbVVX+nP1uC+1ONl/nGm3307Hz/vp6Flf7huqy1LvF87E95sfR4X7FeOPs83/Vl3m+ZxQPYu53Eu9GqfDJ730+W8P0tMvUZFLxhHIveJ8GaThUS+15PPgMp6a7KgkyU92L8Pxkxd/aCDfHBlcOz3hWHpFQjjS3FhPtiHytblEa0V4Yg34WkU40gzpyfZEvjaXaK2I7yB8+NpItKE1Jh/Wkq9K8vXli4pOTyiSvnEQnnhfFd+RZkhP8T3RUd4R56o8myg9CEc6FtaBbZR8bS7RWukpmhE7H4QnzlU2W21tHF/EgBRMoJNG/nWTZrT31oo0qL1HEy8AwlKg0y4cYPINp+SThBCONCjr4BO00AZ6guL8JBj5foIkZAPCE+cqX7UIR5ohPdmeyNfmEq0V4Yk1kLdKvnk2UXoQjnQsrANfo4jvwhWeKMoUxTowsYRrRHhiCfhqRTjSDOnJ9kS+NpdorQhPrAFfqwhHmiE92Z7I1+YSrRXhiTWQt0q+eTaReugpkg07F4QjjRxrvkKMiiOyzxhQK0JRsBOvgUMCycaEIV8MR+8oCE+xZl9vYg8fH+FIs6Yn2x352lyitdJTNCN2PghPnKtsttpKvnk2UXoQjnQsrANfowhPdJR3RL55NlF6EI50LKwD2yiMLyyQnedjbyXeepwBCE+cq/KuyTfPJkoPwpGOhXXgaxThiY7yjsg3z2aXnu4uL+JrSIAEhECg2QiRijrlxcf3zEZ4oqO8I/I12MgJo4s8thwXetQFCDR+WxZGK46z4SRFONJRbjiEAaF5TfqPZYuHri+MgroDppbI1wUUu712sYAl6h/x7pBKrV6CUPbYa8BbOMKR5khPtinytbl4ty6X12kqiy2PLudpPnuYBeo3janTaReLqrJSNlHC9KlvXWRbFx1W/3drkHNVnvNdVvk98z0W396gnZ5+MUwnn1W7GPUq62uZH969GKcf/3aRTt+Mi/vMVV/0nwhHOkbLU/Sx1zU/dbb+2HYcLcreFlXj9tMF2Q+Pu2lw0En6HrTqTe+pZnJPdfFumsZyXd1ma+rpq+M/fTVJh096qTfopHanej/b+Mjtg/DkQaAnn7kcP++nE3l0pR6q2iZXi3Qu573eU05Gi9JpROVbeiDGCxbzpXCZpoPjcRpfbDcvGGFgTf1hOw2Pumkoc6e+B9x2QzjSY3nUwbZjiLwf+Ua2c5sbPd2yiPwM4YlzVd4w+ebZROlBONKxsA58jSI80VHeEfnm2UTpQX1vIMBHQVGQuuSBqCVNjPOVrYd8bS7RWhGeWAO+VhGONEN6iu+JjuI7Yi3lHXGuyrOJ1ENPvjbI15cvKjrCE6/ZKBt2HIQjjUxPj4hvA0+a60++5Wz73NQq/7JtUzf79iTQwNNuTyLYl5MvlqdXNHryIouNi/DEK0reCfnm2UTpQTjSsbAOfI0iPNFR3hH55tlE6UE40rGwDmyj5GtzidaK8MQa8LeK+D4cvwuX98Q6yLOJ0oNwpGPhfOVrFOGJjvKOyDfPJkoPwpGOhXXgaxThiY7yjsg3zyZKD8KRjoV1YBslX5tLtFZ6imbEzgfhKdZchRiRsoozquaNSPA2cFCIIcU56+z5ospW8q2S/nbHRjjSI7EOtuO96170tCu57V5HvttxqnovhCfOVb4WEY40Q3qyPZGvzSVaK8ITa8DXKsKRZkhPtifytblEa6UnXyMwvohAnKyysok3iyZMB8KRDoZlYCslX5tLtFaEJ9aAr1WEI82QnmxP5HvLpXv7lM9IgAQenECw2QiRDi88vmcRwpFmSE+2p6bxVc+ttvwJLnni+Y8adSFJXazwoRaURHiqcw3oQsOLxTLp4pk337arZjR6TnVlMUVdRHE6aaXl4tZMNRnZdd3E1lvS+42Onvbjd9+rEZ7oKE+ZfPNsrJ7rZSoWMJ2M5mkxR9CzjrJ9W3Hf8GEN3vuyYR1sz9XaUxcZfvPzKL17NU7zmZwId7b7+N/ZPfsrPdloLL69YSc9+WKQjp/1U6db3WLUq4wXcg/35sdR+uHfztL52+mq+VH9tDyVBcAaKEus3P4IR3rEFiLQI5CtmHZB5YGmJ+83D056aXDQlc83yp03HnvrfdTZm0l692KcJiUWh0fksouTu8dFOhpfzYXDKB0976cnnw+KzwbuHq/638uczfvTQThSZuuZ6GcuJ5/107Fw7shnMA+96R9aW8pnUFfns3R1Ok3jy/lDp/DL8Tz4/hJ8jyf6edhI+JzK/fboYl58XteWz2Or2vSz4MFhpzhnJleL4n2gfpb4UBvqSNURfChSux2HfHfj9tCvQnhiDfhaQzjSDOnJ9kS+NpdorQhPrAFfqwhHmiE92Z7I1+YSrRXxx791TJ7flYnGrIp8EPXEuSpvjnzzbKL0IBzpWFgHvkYRnugoviPWkq8jjY6oJXrKeyLfPJtIPQhPvKbkjZJvnk2UHoQjHQvrwNcowhMd5R01km/DBnUNunOVfyGXPxHYszeBhp12e/NAByBfNFGfePTkwxUZFeFI8+EVxbZCvjaXaK0IT6wBX6sIR5ohPdmeyNfmEq0V4Yk1kLdKvnk2UXoQjnQsrANfo/wunDNfUHjWAQhkJgxivqKjDFxQM8KRpkJPthDytblEa0V4Yg34WkU40gzpyfZEvjaXaK305GuEfH35oqIjPPFagLJhx0E40sixPDVvVIgRxXIkJ03DBoUYTrxa0oxibOQbw8N9WdDTfYRi9CM8hbumxEBbZEG+gWRkUkE40tCsgwxgUDPCEx3lZZBvnk2UHoQjHQvrwNcoPZGvL4F6REfUAeeqvGsIX0QQTZGiTFHEa2IJ14jwxBLIayXfPJsoPQhHOhbWga9RhCc6yjtqAt9ufnjsIQESqA2BQLMRIhXlzouP79mH8ERHeUdR+OqiZbpomi6O67lArv7Rf11YstOpz1mBcFTVXHWzgOC1LCIof14NNZD86Zzt0fNrKIviHRx3iwXxFovFL/ui0qrPGfXL0Gv1BOGJjnyVIxxphvRke3pMfK/lgjGbLNN0tEi6+HLVW1vuGbZd2BWV7WOtg6kssP1eFtQ9ez1J8+nSTT3C02NxNDzspkO5f+pWsBC1dQLoosu6IPupnCN6vnDbjQCiBvTIj6UOdqO8/6sQnlqIIA2VjUBztwa68lmDvufsH3RkwcG7vfufE2UjLOfLdHEq8+bbSZrVcM5EOFqdvnpfefp6nJ69G6bF4rgsyoD7I+hgztH1THpy7h+c9NLwqJr/laefPV2dzdPFu0kaX84Deiuf0jrf8q++fcVd2+OrhbCaFY/DJ72t3+/cRsQ90znz+Hk/Xcl8NZ/Ke0C/twG4pO9EQni66+jOIR71r+QbXz/CkY6SdeDrGuGJjvKOyDfPJkoPwpGOhXXga5SeyNeXQD2iI75TEeBjqXrA3jFLzlU7gtvyZeS7JaiKd0N44n2Vr0SEI82QnuJ7oiNfRxodUU/0lPdEvnk2UXoQjnQsrAPbKPnaXKK1IjyxBnytIhxphvRke2ok3wYOSv61li2wRGuLVVCCVvld9zd0c0zOVTZ78rW5RGulp2hG7HwQnjhX2Wy1lXzzbKL0IBzpWFgHvkYRnugo74h882yi9CAc6VhYB7ZR8rW5RGulp2hG7Hz4XTibC6oVUQe8FqBs2HEQjjQyPdl8Ua0IT3SUt0G+eTZRehCOdCysA1+j9ES+vgTqER1RB5yr8q7JN88mSg/CkY6FdeBrFOEpnqNmjQoxmnC11MBBNXBIvpNPyejkWxJYRbsjPMW7plQE0+mwCEeaGj3ZgsjX5hKtFeGJNeBrFeFIM6Qn2xP52lyitSI8sQb8rdKTL2Py9eWLiI5wpHlwvrJtwPgiAlGSLUlaiTeLJkwHwpEOhmVgKyVfm0u0VoQn1oCvVYQjzZCebE9V861m5RubBVtJICSBXJE2blLLDbSsFRAYRDqgVMoSeDT7IxwpLHqyTxkIX4HbkUWi9dHttu0DgVp7/U7qdB+fTYSnstR0IfKlLEC+XMrREQnseA6o76Mn/XTyTBbFO5+nicMCnojhleW7I45H+7JtHW2736MF6TxwFH/Wky2qDnz1jxLMZos0nSxlkeHqVzDVxX4eeiFqhKc61sBsskhnbyay2PY0zWfVu7er6KYV4UgjRfakC1APD7upN+hsQvEgfXovqQuQv5fz4+J0uvW9XGS+DwLO+SCIOqAjX0kIR5phaxVIf66e+6Zei+h3UXT67TSQubM/7Mi9Q/VDWCyuZVH4abp4N0lTh/fA1Y9wuwzU01iuIaevJ+nydJaWwoWbEkBxuDnZu712cd+g9w5VbYv5sjjfz8T1TN5LcLslcNe23ltdvJ+m9y/HqS2fxR6e9G53fuBnOmeePB+k8zcyX0lOuHPzgQey5+HuOto1XIDLz66pu76OfF3xwoIjPLEGYDrMQAhHGpieTLzguzP7GGzdnwCiDlgD+3u4LwI93Udov37y3Y/fQ7wa8ce/Nc8In289BK+qjsFa8iVPvr58EdERjjQP3lshbORjIDzRUZ4vogfhSPOgJ4SNfAx6yrNB9JAvgqJ/DIQnzlV5T+SbZxOlB+FIx8I68DWK8ERHeUeN5NuwQV2D/m9Vi7NVvhAAPYjTTtPgfGXLIF+bS7RWhCfWgK9VhCPNkJ5sT+Rrc4nWivDEGvC1inCkGdKT7Yl8bS7RWunJ1wj5+vJFRUd44rUAZcOOw+/C2VxQrYga0FxYBygjdhyEJzqy2aJaEY40F3qyjZCvzSVaKz1FM2Lng/DEucpmq63km2cTpQfhSMfCOrCNkq/NJVorwhNrwNcqwpFmGMtT80bVvBHJSYMYVKwTr4lD8p2ASkZv4ClTkkD83RGOdJTBSjs++JIZIjzRUR46+ebZROlBONKxsA58jSI80VHeEfnm2UTpQTjSsbAOfI3SE/n6EqhHdEQdcK7Ku4bwRQTRFCnKFEW8JpZwjQhPLIG8VvLNs4nSg3CkY2Ed+Bqlp1h8Vz6qW/3Glwejk4A7gVUR7XOgRl54EGAUKgBOoFT2OU0a/1qEJ8Dp0kzOAnc+v06n76bpu7+ep2efD2QB62XSRdXKbJv46j9Q1IXZrs5n6VQWR75G/YvFMgnWfN9yNpIsDqkLkS+LhairxN3ptmVBvH569sUwvXs1Tuk0poiyfHOj2FQHudewnQSaRgBRT6yl/FnhyVevFwu5J1jI9eM6yNqzrbawqNkJcZ8j7V/ts/qZN/4wPbPpMp3LveCFLLitixA/hg3B3uPU7A066ehJLx0cd1O363GEcnZ1Tjh9M0nvfh4V9/Lbvjoq323zfwz7IRw9Bk5Vj3HlSX+unledU8Tj6/vOwUE39frt1GpXP3cuF9fFnKnX1tlE3pw/4k3Hf3k6K3joPSY3JIHr1JF7hYOTzs19g5z/VW16v3Ahns/kM7+pON91vqq+ev0J6uetV2fC6vUkHT3tp8OTnv9BM0foDeW+82kvDY+6qR1g7sykWZvmXc/79QE+hhpYH2+Z5+RbhlY1+yIcaeasA19/CE90lHdEvnk2UXoQjnQsrANfo/REvr4E6hEd8f2OFicrV9mcq1zx7vzZ0t2sWAZ3iWB/R9QBHWGd3I2GcKQx6ekuWezv9ITl6RUN4Ym1lLdDvnk2UXoQjnQsrAPbKPnaXKK1IjyxBnytIhxphvRke2ok3wYO6hr0qUqLlWAXAqgVcepxrsrLIN88myg9CEc6FtaBr1GEJzrKOyLfPJsoPQhHOhbWga9ReiJfXwL1iI6oA85Vedfkm2cTpQfhSMfCOvA1yu/COfMFhGcNACBuCMG5agOcQF305CuDfH35oqIjPPGagrJhx0E40sj0RL42gXq0IuqANZB3Tb55NlF6EI50LKwDX6MIT/EcNW9UjRsRYkDBJogGDsl38ikZnXxLAqtod4SneNeUimA6HRbhSFOjJ1sQ+dpcorUiPLEGfK0iHGmG9GR7Il+bS7RWeopmxM4H4Ylzlc1WW8k3zyZKD8KRjoV1YBuF8UUEoiRbkrQSbxZNmA6EIx0My8BWSr42l2it9BQ5YUIEAABAAElEQVTNiJ0PwhPnqlu23dunfEYCJPDQBBATmubcyEkNAQcEJlAqD32K1uZ4CEdNrCVdPG10NU/f/OksvX05LhZ9vJZ/CYj4x4ArXspe/0j+Ynadzt7L4siyoGPOB6gka3NeeiW6WCzTZLxIuij1EiVzh2S7vVZ69sUgnb8fph//3tkhQr1ekjuvy46CdVCWGH5/dbn+uHsEOrpLBPs7awnL8260HF+9/us1ei4PvT+IsOn9AxdU9Tcxl0WliwWmZUHdKO79R73/EVBVsn5NGRx00slnA1mQuhdiIXZdcPydvEd49cNVGl3M94dWIoIH3xKH564kQAL3EdAi3aVQ1ye9+46xZX+n00r9QTvEvKkpF4vUn8/ThXz+MZ0st8LkgGVLev67jeUzp/HlvPh8wv9o5Y6wOo1XP+97dTRPvUEnHT+7uW9oSx1UtS3lM6gruY+8eDdNMznnd912mVLuHqs6CnczsX+/lvdZV+ezdC6sPh897L3V3Yx6/XYaHvdSX+4/9X8ebcM/Ot+7Y6zb79s42GZM9GRTIl+bS7RWhCfWgK9VhCPNkJ5sT+Rrc4nWSk/RjNj5IDxxrrLZaiv55tlE6UF9RUT/Px03PwKsJT+2Gpl8ffkioiMcaR6cqhA28jHoKc8mUg/CE2vJ1yjCkWZIT7Yn8rW5RGtFeGIN5K2Sb55NlB6EIx0L68DXKD2Rb2kCiJMmWGHn/7Xf9nRanK22h7XDnojTTg8b7NTbgYTPS8jXhys6KsITawBt5eN4CEcakZ4+5rr6jXxXJGL/pKfYflbZITxxrlrR/PQn+X7KJFoLwpGOiXVgmyVfm0u0VoQn1oCvVX4XzpkvKDzrAAQyE4ZzVQZMsGZ68hVCvr58EdERjjQPXlMQNvIxEJ7oiHzzBOL3IGpAR8k6sF2Tr80lWivCE2vA1yrCkWYYy1PzRtW8EclJgxhUrBOviUPynYBKRm/gKVOSQPzdEY50lMFKOz74khkiPNFRHjr55tlE6UE40rGwDnyN0hP5+hKoR3REHXCu8nWNcKQZ0pPtiXxtLtFaEZ5YA3mrEL6IIJoiRZmiiNfEEq6RnnyVkK8vX1R0hCdeClA27DgIRxq5CZ66NiK2kgAJ1IkAYlJrwoT2iTMEGA0KgBMolU8wseGWAMIT4HS5TWjPZ/oP9nTh4tO3k+KxZ7jtX64QDJhG0/YxP+wZiW/p5EEvWMyv03S8kAUzF0kXyKtq63bb6eR5Pz3/cpgOn/Q+Uk5PeSsIY+Sb54voQTjSPOgJYSMfA+HpsTnSa8ZyIX9+EgEvr6ZEjxh4bBJK0EHtOp8u00gWmF5k7hmoAEXajrNebr2hLkbdTwfH3RCLsev7hPcvx+n1j6NiAXJ7BLFb1/numilrYFdyu79u5W31c5tI9LQNJcw+6mX1KBuxVUZqLvgd2R1539ntyyLsQTZ9Pz66nMtC9fPi85Zt0kJg0ePcQbPNoR9kH/18YjK6+Xyi1Y6a5f0oEJ6Qo+/12+noaa+4b2hXyFXP+auzabp4P0mzyVxA7kpqfzq7Hvmu/f0zuRvx5vflMqXR+Sydv5kUNWHv9TCtOm8enHTT4KCz9X1ndL4PQy7+URCevGogPr37MyTf+xlVvQfCkY6BdeBrkp7I15dAPaIj6oBzla9rhCPNkJ5sT+Rrc4nWivj/hS0WgatW1pIr3p0/5bqbFcvgLhHs76wDLE+vaAhPrCUvOzdxEY40Ej3F90RHeUeIOiDfPF9ED8KR5kFPtg3ytblEa6WnaEbsfBCeOFfZbLW1cXwRA1IwgU4a+ZcImtHeWyvSoPYeTbwACEuBTrtwgMk3nJJPEkI40qCsg0/QQhsQnugor4R882wi9dBTJBt2LghHGpnzFfnaBOrRiqgD1kDeNfnm2UTpQTjSsbAOfI3yu3DOfAHhWQMAiBtCcK7aACdQFz35yiBfX76o6AhPvKagbNhxEI40Mj2Rr02gHq2IOmAN5F2Tb55NlB6EIx0L68DXaDM9IUYV68xr3IgQAwo2QTRwSL6TT8no5FsSWEW7IzzFmn0rAul4WIQjTY+ebEnka3OJ1kpP0YzY+SA8ca6y2Wor+ebZROlBONKxsA58jSI80VHeEfnm2UTpQTjSsbAObKMwvrBAdp6PvZV463EGIDxxrsq7Jt88myg9CEc6FtaBr1GEp6oddX0RMToJkEBdCCAmNB1r1ZOaC28EHBCYQKm4oG5CUIQj5QA6ZapBioJgZI8KXWe+C1mAfCKLRM4my0oXIm93WunopJeefzlIz78YphNZlPnidCY5of4sWc3rwDh/UU2sAxRJ3zgIT3Weq3zpYqIjHGkmdfCkY9VFVa+X8gzxL/ExCooo93moA18gDmgo9T2V+4X5XORntvv4Z172UTMdfYQj+0t/8GEx6qOuLCac3e3BOuazZTp9PUlvfx6lyZUuSv04N0QNKDnWge/5Q0++fFHREZ5aa0E63VbSh773jLLNp8tizpxNFg+e0hqanY/tQVKvJ1dn03R1Pk/D427qBPK1M6gdX4hwpIdWT51eu+A5ONT7Bg9z2w1yKZ9BXcpnPefvpsXnUNu9ytoLQQfDwSuTa2F1dSas3k7SdPTwc8Q69Z7cdx4+6aXi/MFgWw+/8bkX340HZWcpAghHesAHPrVKjbHKncm3SvrbH5uetmdV5Z4IT5yr8gbJN88mSg/CkY6FdeBrFOGJjvKOyDfPJkoP6n85tlgIrkoRtaQJUpOtiXxtLtFaEZ5YA75WEY40Q3qK74mO4jtiLeUdca7Ks4nUg/DEuSpvlHzzbCL10FMkG3YuCEcamfPVI+KLOGmCnTCIf3XWYhXYRQBqRZx2mkqwUw9EZ/8w5Ls/w4eIgPDEGvA1hXCkGdKT7Yl8bS7RWukpmhE7H4QnzlU2W20l3zybKD0IRzoW1oFtlHxtLtFaEZ5YA75W+V04Z76g8KwDEMhMGMRcpaHpKQMY1IzwREd5GeSbZxOlB+FIx8I68DWK8ERHeUfkm2cTpQfhSMfCOrCNkq/NJVorPUUzYueD8BRrrkKMSFnFGVXzRiR4GzgoxJDinHX2fFFlK/lWSX+7YyMc6ZFYB9vx3nUvetqV3HavI9/tOFW9F8IT5ypfiwhHmiE92Z7I1+YSrRXhiTXgaxXhSDOkJ9sT+dpcorUiPLEG8lZhfGGB8rk+5h7ijW8f4UhHyfnKdk2+NpdorQhPrAFfqwhHmuGunrq+w2N0EiCBx0YAMantOqGFZo0AowMEwAmUSmhlVSdHT74G6sx3IQtRj68WaTJeyILkqJHszvv4aT998ZuD9PXrw9RqXaXz91PY+uiI0QGmzd3hBH8l+QYXJOkhHOkoWQe+rhGe3B1pkvKv5/Uf0CPy9SX6cXREvu58P045zG/TyVIWG5b7BVlQ13NDRW+6p96gk44+LCbcrnAx6tW5MJHFlS9Op2l0OV81bfWz6Z62gmDsxDowoARsQnhiDfiKXXfU7XdSp9dO7bbvMctE1+uqPuq6rfPdZwzrdbCYXaers3kaXcxSf9hOnU5nn9B8rRBQT51+Ow2Pemlw2Km0BhZyHzmWe4XR+SyAG48zeLdhWZks5M2W3lddnM6S3mdVufXk/Dk4vjl/WgHuO8uysPiWjaH7r89Vu7yer9lMgJ4289m3l3z3Jfgwr0d44lzl6wrhSDOkJ9sT+dpcorUiPLEGfK0iHGmG9GR7Il+bS7RWxB8Ab7EI3LUi6oma8prIN88mSg/CkY6FdeBrFOGJjuI7Yi35OtLorCVfxuTryxcRHeFI8+A1xbZBvjaXaK30FM2InQ/CE+cqm622No4vYkAKJtBJI/8yQjPae2tFGtTeo4kXAGEp0GkXDjD5hlPySUIIRxqUdfAJWmgDPUFxfhKMfD9BErIB4Ylzla9ahCPNkJ5sT+Rrc4nWivDEGshbJd88myg9CEc6FtaBr1HEd+EKTxRlimIdmFjCNSI8sQR8tSIcaYb0ZHsiX5tLtFaEJ9aAr1WEI82QnmxP5GtzidZKT75GyNeXLyo6whOvBSgbdhyEI40cy1PzRoUYUSxHctI0bFCI4cSrJc0oxka+MTzclwXCU7i56r5B17Cfnnylka8vX0R0hCPNg/MVwkY+BsITHZFvnkD8HkQN6ChZB76uEZ7oKO+IfPNsovQgHOlYWAe2URhfWCA7z8feSrz1OAMQnjhX5V2Tb55NlB6EIx0L68DX6K6eur5pMToJNIPA3QLjhObr9S7vXY/WSE8IOCAwiFTULSidXU+Txr8O4YmO8qdJFXzns6UsDjlPk6t5ul4iMsiPb5ue3qCdfv8fn6Rut510YbyR5DWTRbOjbChCrAPbKIqvHZ2tKAIIT6wBlA07DsKRRt7kSY9xrf/yHXUweyghW1FD3sQ32sB1weHpWBbani7lfiFadnY+TfekiwkfnvTSUBajblW4mtJS7h/13Dh/N00T+Vl2Q3iqUy2V5bPv/uS7L0H/1yMcaZasg82udJrsDdupI+8zI9DS9976Pncs73cXMzkLypwIDZS9Pvz5XD6juJyl8eU8nTzvbxbL3q0JdHvtdHDSTYPDbmp3qjuJFvIZ1Hxa/n5h64FWsuP6GbxrAoaTD1OD1oIy07deVd3y6edzB8fd1D+o9vzZlS7qdU6mUekxzgcC9OR7KpCvL19EdIQjzcO4MiHSY4wPBBCe6Ch/OpFvnk2UHoQjHQvrwNcowhMd5R2Rb55NlB7+8e8oJjbngaglPQLnK5sz+dpcorUiPLEGfK0iHGmG9BTfEx3Fd8RayjviXJVnE6mHnnxtkK8vX1R0hCdes1E27DgIRxqZnh4R3waeNNelvgxou26xCmwwoNYGnnYgMpgw5Ivh6B2FnrwJY+IjPPG+Ku+CfPNsovQgHOlYWAe+RhGe6CjviHzzbKL0IBzpWFgHtlHytblEa6WnaEbsfBDfh6vq37XZI4rViqgDXgt8nSIcaYb0FN8THeUdIeqAfPN8ET0IR5oHPSFs5GMgPNER+eYJ1KOHdeDriXx9+SKiIxxpHrweIGzkYyA8xXPUrFEhRhOulho4KMSQ4tVSfu546B7yfWji5Y+HcKRHZR2UZ1/mFfRUhlb5fcm3PLMqXoHwxLnK1xzCkWZIT7Yn8rW5RGtFeGIN+FpFONIM6cn2RL42l2it9ORrBMYXEYiTVVY28WbRhOlAONLBsAxspeRrc4nWivDEGsBb7eJDMiIJNJ8AYkJTSpzUfM8VesrwDQYGkQ5rKeMa1IxwpKnQky2kLN+pLEZ9eTFLV7J45lIWqK56a8vCeF/8+iANDjrp4myazt5M0nt5TGWBT13osykbYiSsgaacDY9zHIgaUHKsA9/zJ+dJ2/Ufq+f6fbNqTvT7+BWclXWAIes9wmyySHNZeDhGRg8HBcHfY67qDTrp8KRXLEbd0jXZK9r0nDh/K/dsbyfFguxVpIFwpHl7eKqCB/qYd/nq73fb0MdkvPIEVk5WP8tHaPArpLg7vXbqy7zZ7cWo9IVcV8fyHlwXp9fnZby1yuyc0xoDg5ndYr4suCgfZcMNQ6ArNXBw3EvDw25qyecuVW0z+QxqPi93zt/Ntbrs72aC/D1/rs/lHly5LeSeq9uv7qav3Wml3qBdzKf5bG+ZNNPT7fh2fbYNu21ik+82lHbfh552Z7fNK8l3G0rV74PwxLnK1yPCkWZIT7Yn8rW5RGtFeGIN+FpFONIM6cn2RL42l2itiD/+rWPiHwD3NYuoJ85VeUfkm2cTpQfhSMfCOvA1ivBER/EdsZZ8HWl0RC3RU94T+ebZROpBeOI1JW+UfPNsovQgHOlYWAe+RhGe6CjvqJF8Gzao/b5ddeu+xdnqFobDM8Rpp2lxvrLlkK/NJVorwhNrwNcqwpFmSE+2J/K1uURrRXhiDfhaRTjSDOnJ9kS+NpdorfTkawTBl3OMryONTk/+jPc9Ar8Lty/Bza9H1IAegfPVZs779iI80dG+Fja/HuFIj0BPNmfytblEa0V4Yg34WkU40gzpyfZEvjaXaK305GuEfH35oqIjPPFagLJhx0E40sixPDVvVIgRxXIkJ03DBoUYTrxa0oxibOQbw8N9WdDTfYRi9CM8hbumxEBbZEG+gWRkUkE40tCsgwxgUDPCEx3lZZBvnk2UHoQjHQvrwNcoPZGvL4F6REfUAeeqvGsIX0QQTZGiTFHEa2IJ14jwxBLIayXfPJsoPQhHOhbWwa3R7u1TPiMBEnhoAohJjROavzV6yjAOBAaRio6S9ZRxDWpGeKKjVCw2fP5+mq7O52mp61IH2Y5kUeZ/+uenqdNtp5/+cZFefH+VTt/I4siycB+3GwKIGtBIrIPdz6iVA/25etyNRr53iWB/XznYJyod7UOPr30sBK6X13KfIH8SUx+Iwnss4D6ME4Vsfb7SRYwP5X6pWIx6veOB2c7l3uzs7SSd6X2aLLJc5w3hqUIVdUbP3EnAlYDWZVfeV/aHndTtyQLwAQp1ubhO46u5PBZpsSj3HhcyVyGCqDUHlou5sLmcp4mwUU5RNs1k/bEpLwcsmw63VZ+e+4cn3TQ86qZ25+Ez1PvH+WyZpmM558XxPtt+r7498sNTuD12mWdLgaf3WBOZM7r9fpmXwvfV82hw2E2tdqt4X7DpAI/N0yYWHn3k60EVHxPhqS5zFZ7e/RHJ935GVe+BcKRjYB34mkR4oqO8I/LNs4nSg3CkY2Ed+BqlJ/L1JVCP6Ij/N9fiZOUqm3OVK17I397SDFkG8T3RUXxHrCVfRxqd1xR/xogjIDxxzsubIN88myg9CEc6FtaBbZR8bS7RWhGeWAO+VhGONEN6sj01km8DByXf+rcFlmxtsRJKEiu3O8IS56o8c/LNs4nSg3CkY2Ed+BpFeKKjvCPyzbOJ0oNwpGNhHfgaRXiio7wj8s2zidRDT342EGw1O84zfo40Mj358kVF53fhUCTtOIg64Fxls0W1IhxpLvSEMmLHQXiiI5uttpJvnk2UHoQjHQvrwNcoPZGvL4F6REfUAeeqvGvyzbOJ0oNwpGNhHfgaRXiK56hZo0KMJlwtNXBQDRyS7+RTMjr5lgRW0e4IT/GuKRXBdDoswpGmRk+2IPK1uURrRXhiDfhaRTjSDOnJ9kS+NpdorfQUzYidD8IT5yqbrbaSb55NlB6EIx0L68A2CuOLCERJtiRpJd4smjAdCEc6GJaBrZR8bS7RWunp1kj39imfkQAJ1JEAJ7R6WKOnjKdgYBDp8CY54xrUjHCkqdTZky5IfXk+S6OLWZrPyy2eCdJghmnLgni/+cNxevbFID153i8WG23JX9V/8/OoWETbfBEbdyKAqIM618BO0Eq8iHxLwKpoV4QjTZ11UJHAD4dVj6vHpkzoaROdzX36RwGKxwfW1t7ka1HBta3PV91+Ox3IQtRVLzqkC1Kfv5ums7fTNJvGuZfEUS8Xad1RuVd+vDdr6WMe9/22zfy/HoN812n4PV95Wf0scyS0o06vlXrDTurIAuzo2GXGtdp3ubhOk9HNovTLOWrmWEW//yfqiC1YoNucF/K5xPhqLnzmtX3v74DlFtCOz/S+YXjUS4ODTmrJ5y0Pvek5P5VzXh/X8jlUhA2VxUPQ1Hus0eU89Q+7qSfzWFUTWafbSsPDjpxH7cKlfqaY3zBkNh0hf+yPezCZfByzKb+Rb3yTCEc6StaB7Zp8bS7RWhGeWAO+VhGONEN6sj2Rr80lWis9RTNi54PwxLnKZqut5JtnE6UH8ce/dSxV/3+pKDy98mAteZG9iUu+vnwR0RGONA9esxE28jHoKc8mUg/CE2vJ1yjCkWZIT7Yn8rW5RGtFeGIN5K2Sb55NlB6EIx0L68DXKMITHeUdNZJvAwd1DfgEuMXZKl8IgB7EaadpcL6yZZCvzSVaK8ITa8DXKsKRZkhPtifytblEa0V4Yg34WkU40gzpyfZEvjaXaK305GuEfH35oqIjPPFagLJhx+F34WwuqFZEDWgurAOUETsOwhMd2WxRrQhHmgs92UbI1+YSrZWeohmx80F44lxls9VW8s2zidKDcKRjYR3YRsnX5hKtFeGJNeBrFeFIM4zlqXmjat6I5KRBDCrWidfEIflOQCWjN/CUKUkg/u4IRzrKYKUdH3zJDBGe6CgPnXzzbKL0IBzpWFgHvkbpiXx9CdQjOqIOOFf5ukY40gzpyfZEvjaXaK0IT6yBvFUIX0QQTZGiTFHEa2IJ14jwxBLIayXfPJtIPU3w1I0ElLmQAAlURwAxoWn2vLj7OkR4aqQjBBjQCRwoFd+TsebREZ4qrSUZwGS8SGNZEC/MJkCUydFJL/3q90fFIovPvxqmty/H6fz9NF2dz4sF/HQRv+lkcW/alfK9N7v674CoAaVAT/a5QL42l2it9BTNiJ0PwtOjnasE3n387uu3rXzc+mj5foxh429dWby4J4tR68+qt4Usvn55NksXp9M0ny2rTqcxx2ct+aokX1++iOgIR5rH6prS6ci8KXOmLsD+SyMi0R1j6MLvM3kPPpXH5kXgdzzAA70M5mkt0FKuK9PRDZvrxVrHA40p0mFQo9c66Mp9w+CgU3y2UsUYr/Wcl89u9FHnc95ih/C0mqus+HoDPp8s0+RqLj8Xxf3fxv3NIJjGtsyhveHNfai6TBtv/RBkNO/9RxsnE4yHaFHIN5oROx+Ep/2r0c6tCa3kG98iwpGOknXg65qeyNeXQD2iI+qAc5Wva4QjzZCebE/ka3OJ1or4A+AtFoGrVtaSK957/3/5tkdnGWxLarf9EHVAR7uxL/MqeipDq5p9EY40c9aTrz+EJzrKOyLfPJsoPQhHOhbWgW2UfG0u0VoRnlgDvlYRjjRDerI9NZJvAwd1DfpUpcVKsAsB1Io49ThX5WWQb55NlB6EIx0L68DXKMITHeUdkW+eTZQehCMdC+vA1yg9ka8vgXpER9QB56q8a/LNs4nSg3CkY2Ed+Brld+Gc+QLCswYAEDeE4Fy1AU6gLnrylUG+vnxR0RGeeE1B2bDjIBxpZHoiX5tAPVoRdcAayLsm3zybKD0IRzoW1oGv0WZ6Qowq1pnXuBEhBhRsgmjgkHwnn5LRybcksIp2R3iKNftWBNLxsAhHmh492ZLI1+YSrRXhiTXgb5WefBmTry9fRHSEI82D8xXCRj4GwhMdkW+eQPweRA3oKFkHtmsYX0QgSrIlSSvxZtGE6UA40sGwDGyl5GtzidZataduNCDMhwRIoN4EEJMaL+y+5wDCkWbYSE8IOCAwgVLxPSFrHB3haJ9amsqCeOens3R5PksHh93U7oBOPoCTZ18M08mzfvp3/+EkXcgiyW9fjNLP312l1z+N0tuXo3T+fprGV7J43oatar4bUmPXGoFtPel+2+67Fv7RP0UxizM7NFMpwhMd+Z4bCEeaYe08ScIPsajMo+Vb4rTVRah7shh1q13iRU67LmSx8Su5f7yUe7T5bFnq+ly7GnBi6BWWteRF9iYu+fryRUVfeWrJ+9tOry3vcwNMnDK4a1n4fSbvwfWxXKyyRI26fnHWCcyFx3T8gY1w4rY/AT3/u3L+9wbVnf/L5bWc74viwXP+U6frNXC3V/tm00WayOdeM7nXGt7d4QF/b7dbcg/aSV29Dy3eGGzKHJUY4hiYu844maDYxopDvrF8WNkgHGlcTEVaGda7jXzr4Q/hiTXg75qefBmTry9fRHSEI82D8xXCRj4GwhMdkW+eQPwexB//1lE+xP+3jE/TL0POVX5sNTL5+vJFREc40jx4zUbYyMegpzybSD0IT6wlX6MIR5ohPdmeyNfmEq0V4Yk1kLdKvnk2UXoQjnQsrANfo/REvqUJIE6aYIV9DfhUpcXZqvSpVOYFiNNOjxfs1CuDwHVf8nXFCwuO8MQagOkwAyEcaWB6MvECrtY3ccnX5otqZR2gSPrGQXhiLeUdkW+eTZQehCMdC+vANkq+NpdorQhPrAFfq/wunDNfUHjWAQhkJgxirtLQ9JQBDGpGeKKjvAzyzbOJ0oNwpGNhHfgaRXiio7wj8s2zidKDcKRjYR3YRsnX5hKtFeGJNeBvtXmeECNS7nHOvuaNSPAiBhVHUVGoDRxSMa4o/yHfKCbyeSAcafRgpZ0fcE17EJ7oKC+ffPNsovQgHOlYWAe+RumJfH0J1CM6og44V/m6RjjSDOnJ9kS+NpdorQhPrIG8VQhfRBBNkaJMUcRrYgnXSE++SsjXly8qellPq/27qAQYhwSaSsBae4v3Tb62VxPUvkehp30Jbn49wlMjHSHAKHoAnECpbD6ZHnnvrp4m40V6/2aSnn7WT91uO+niyFE2/cPzuuCiPg6OukVug4NuevbFIJ2/O0yXsnDy6HKedAzz6bJYQHkuCyov5kt5fPgpC2HqQonFQxZP1AUU9XnZfxC4K9+7LAEleTckfyeBByOAqAPWgK8uhCPNkJ6q9YTyiBhFSxas7cj9gS5cW5cFYRD8wtWAJHRzn9aVhag7HxYPRhjePYbeb11dzNOV3I/NZWHlMhvCkR4vnKcyEGqw711Pq99XP2swhNApIjiyBu5X3O7IdazXkuvY/fs+xB76fnQ2kQXp5aHvS7ndElAeU3lvrw/lFGbTVNYfmxILVpS9vnyeIg+tg6o2/exl8eEzmbKfw1SVc5Tj6mmnn23N5POupfyscmt32qk/1PNJ7kODzKfb8UBx27+G4mSyHbm67UW+9TCG8LR/NdaD1S5Zku8u1B72NQhHmjHrwNcbPZGvL4F6REfUAecqX9cIR5ohPdmeyNfmEq0V8TlTXf6/ZzT22+bDWtqW1G77ke9u3B76VfT00MR3Ox7CE++rdmO/7asQjvRY9LQt8d32Q3iiozx78s2zidKDcKRjYR3YRsnX5hKtlZ6iGbHzQXjiXGWz1dbG8UUMSMEEOmnkXxJqRntv8q8q9o7BAHkCCEs0RL55AvF7EDWgo2Qd+LqmJ/L1JVCP6Ig64Fzl6xrhSDOkJ9sT+dpcorUiPLEG8lbJN88mSg/CkY6FdeBrlN+Fc+YLCM8aAEC8JwRivqKneyDv2Y1wpCnQky2CfG0u0VoRnlgDvlYRjjRDerI9ka/NJVorwhNrIG+VfPNsovQgHOlYWAe+RpvpCTGqWGde40aEGFCwCaKBQ/KdfEpGJ9+SwCraHeEp1uxbEUjHwyIcaXr0ZEsiX5tLtFZ6imbEzgfhiXOVzVZbyTfPJkoPwpGOhXXgaxThiY7yjsg3zyZKD8KRjoV1YBuF8YUFsvN87K3EW48zAOGJc1XeNfnm2VTZ063y4Dw2CdSVAGJC07HzouF7BiA80VF8R42tpUAncKBUfE/ImkWfyuKZb1+M0smzXnryvJ8GB52QI9BFtE+e9tPhUTf9+p+OikUtdcHk6XiZxlfzdHk2S5eyiPJIFlMeye+TkT4WaaKLYE6WNwuFysJ/M3nNXH/Ko+yCywgwrAMExRgx1OXK5+rnema89q/TuH1usbrt3f4Z+W7Papc9c560fdW3+rlLfL6mPgTacv3tdmUBcHk8pneeqPMbNVdpHF2EenjUSbogdYQPAXRR5dHFrLjfquqMRnhCOaqKAY/7uAms14A+X//9cZNZjV7+VLBMmbr4ersT488GXy+v01Tei+p71IU8L+Os6fPVciFs5P37TNgopwjbKgv9uXpsyqu1esGmnbbpA8jWc74/7KRuT4ogwKZKt2G4KVUAlk3hQ/YtBdxysSw+A0v6F6kqWl1Rz6fuQM6n4j60tXHuaqYnRHFjyMTJJGTJ7J0U+e6N0D0AwpEmialI9+E++AHI98GR73RAetoJ24O/COGJc1VeG/nm2UTpQTjSsbAOfI0iPNFR3hH55tlE6UH88W8dS0Uf10TB6J4HopYKT+6Z1vMA5FsPbwhPvGb7ukY40gzpKb4nOorviLWUd8S5Ks8mUg89+dogX1++qOgIT7xmo2zYcRCONDI9PSK+DTxpyn3z03Yd4xutdm5NaG3gaRdKC/mG0pFNBuGJ1+ssXlgHPcFQmoHI18QSqhHhSAfE+cpXK8ITHeUdkW+eTZQehCMdC+vANkq+NpdorQhPrAFfq/wunDNfUHjWAQhkJgxirtLQ9JQBDGpGeKKjvAzyzbOJ0oNwpGNhHfgaRXiio7wj8s2zidKDcKRjYR3YRsnX5hKtlZ6iGbHzQXiKNVchRqSs4oyqeSMSvA0cFGJIcc46e76ospV8q6S/3bERjvRIrIPteO+6Fz3tSm6715Hvdpyq3gvhiXOVr0WEI82QnmxP5GtzidaK8MQa8LWKcKQZ0pPtiXxtLtFa6cnXCIwvIhAnq6xs4s2iCdOBcKSDYRnYSsnX5rJPa3efF/O1JEAC+xFATGq8YOzn4L5XIxzpMejpPtL79SM8NdIRAgzoBA6Uyn4nW6BXT0aL9ObFOJ0876ff/uE4UGYfp6J/+F0X0O50Ox93yG+6iPKVLKI8upin8UgeV4ti8cvpRH7KApgz+TmbLdNcH9PrNJ9/eP6hTRfLXC5TsSjgtfzrvOvVc10sUJ7ftH14rm3r+8hJqQtsFgsLFosL3v7+SaKgBtYBCKRzGISnRl5TQNzJFwSyZJhFMV/ezHnFIqolX8/d60dAr7+tti4Crk/s785yrsp7Rc5Vugj14KCberp4cIBN77N0ofG6bwhHyoB18PBngrpbPbY9Oj1tS6oh+4nwtly/9H2k/oxQqPq+cT6V96jTRfG+swxpxHwVuQb0fbly2YVNGY6e+yIcaX4tQKBOp5V6g07S+4dKT34Zi37GUnxuIo732fZ79e2RI9fBbZbyGZV8drUoPr+S9197sluPu8vzX84nuQ+9b2FGhKe6OCrHEkFGj7g/nTiZlCNYl73Jtx6m6MnXE/n68kVFR3ja/6qEGk0z4yAcKRl6ss8P8rW5RGtFeGIN+FpFONIM6cn2RL42l2it/APg0YzY+SDqiXOVzVZbyTfPJkoPwpGOhXXgaxThiY7iO2It+TrS6Ihaoqe8J/LNs4nUg/DEa0reKPnm2UTpQTjSsbAOfI0iPNFR3lEj+TZsUPIvF/MCS/TIv/IosTd3LUsAYYmG8tTJN88mSg/CkY6FdeBrlJ7I15dAPaIj6oBzla9rhCPNkJ5sT+Rrc4nWivDEGshbJd88myg9CEc6FtaBr1F+F86ZLyg86wAEMhMGMV/RUQYuqBnhSFOhJ1sI+dpcorUiPLEGfK0iHGmG9GR7Il+bS7RWevI1Qr6+fFHREZ54LUDZsOMgHGnkWJ6aNyrEiGI5kpOmYYNCDCdeLWlGMTbyjeHhvizo6T5CMfoRnsJdU2KgLbIg30AyMqkgHGlo1kEGMKgZ4YmO8jLIN88mSg/CkY6FdeBrlJ7I15dAPaIj6oBzVd41hC8iiKZIUaYo4jWxhGtEeGIJ5LWS7y2b7u1TPiMBEqgjAcSEpuPmRcPXPsITHcV31NhaCnQCI1JpiqfpeJHe/DxKT57307SmCxHrYnqHx700lIWdF7Io6PXaIuv6j+SKxRI//Cx+l//oIor6zZ2l/NRFARdzWUx0pouJLm9+ynNdXLRoW3v+0T5F/+p1Nws564LOynEmP3Wx98gbIjteU3wNIxxphvRkeyJfm8umVp1Pdb7URVRR/wh50/G27VOXm3yyBrYlmdnvHoCb2Gcims33HMZ8zWNoXPHVRdh7w07qyGLU9y0e7MpFEtL7ncnVvLiHcj1WjYKvPO2bMutgX4KbX4/wREebGa/3Ku+yzNF82+1W0vmzJe8ZI2x6/6TvKfW95lLuqx56Qx3Ri+bq/fh1pBvNh5Ykx0N4anfaqTfopG7V9w0yGvWp5/tyUXwQUwHRjw+J4OtVA+uZahksZvL+S+YMfR9W5daWObQ/kHOqL/ehMq96b6jR+mfqTcKKj6CDIYPIREeIycZiVe828q2HP4Qn1kDeNfnm2UTpQTjSsbAOfI0iPNFR3hH55tlE6UE40rGwDnyN0hP5+hKoR3TER6KV/v/DemDeK0vOVXvhu/fF5HsvohA7IDzxvspXJcKRZkhP8T3Rka8jjY6oJ3rKeyLfPJsoPQhHOhbWgW2UfG0u0VoRnlgDvlYRjjRDerI9NZJvAwcl386zBZZolW/Yltibu5YlsL+hmyPSkk2efG0u0VrpKZoROx+EJ85VNlttJd88myg9CEc6FtaBr1GEJzrKOyLfPJsoPQhHOhbWgW2UfG0u0VrpKZoROx9+F87mgmpF1AGvBSgbdhyEI41MTzZfVCvCEx3lbZBvnk2UHoQjHQvrwNcoPZGvL4F6REfUAeeqvGvyzbOJ0oNwpGNhHfgaRXiK56hZo0KMJlwtNXBQDRyS7+RTMjr5lgRW0e4IT/GuKRXBdDoswpGmRk+2IPK1uURrRXhiDfhaRTjSDOnJ9kS+NpdorQhPrAF/q/Tky5h8ffkioiMcaR6cr2wbML6IQJRkS5JW4s2iCdOBcKSDYRnYSpvCt2sPj60kQAKPjQBiUuMFw/esQTjSDOmJnnwJZKIHO4ER6VRdSwtZiPzibJbO3k3Txek0ffXbw2oXRs6o39gsEHVh0mJx5407bu7URQFnHxYU/eintsnCgbrQ6KpdFx4tnq/2lz5d0FkX3Sx+Tm5+6n664Lty1vi68PvN4o03bdp+syC8LEqIOKE2DxHei0q56jqAgwkWEOGJjmypuoBnu53kIX+67cPzlqwOoc91kYjiucLT5xpC+4qf+p+brfh99UvUn3ISLWWS6stCuCfP+/IYFIviRk33bl6IGtCYtXB1d/A1+p2eNsiSuaMji1Dr4sG6GHWVm967TEaLNBkvKlmAvcqxP8SxEXXAucrXFMKRZkhPtic0X70n63Taxb1aBOr6nlAXpNf3gFUvSm8b2K4V4cmsAQm8kPfe+p6Z234E2vIZSU/uG/T+ocoJR98P6b3LwVE3Pf1iKJ+XLIv3Sfr5DTdbjX42pPPE4KCbjp/1U/+gk9oyj1W5tTt6PnVSt98u/FWZS5ljo2aS5p2tscggsmmeozJn+uZ9yXcznwi9CEc6DtaBbZN8bS7RWhGeWAO+VhGONEN6sj2Rr80lWivCE2vA3yo9+TImX1++iOio7xzp9xy4+RFgLfmx1cjk68sXER3hSPPgVIWwkY+B8ERHeb6IHoQjzYOeEDbyMegpzwbRQ74Iiv4xEJ44V+U9kW+eTZQehCMdC+vA1yjCEx3lHTWSb8MGJd9mzQss0fPhX0qVeAV3LUMAY4nXlBxz8s2RidWO8MRrtq9ThCPNkJ5sT+Rrc4nWivDEGvC1inCkGdKT7Yl8bS7RWunJ1wj5+vJFRUd44rUAZcOOw+/C2VxQrYga0FxYBygjdhyEJzqy2aJaEY40F3qyjZCvzSVaKz1FM2Lng/DEucpmq63km2cTpQfhSMfCOrCNkq/NJVorwhNrwNcqwpFmGMtT80aFGFEsR3LSNHBQDRyS7wRUMjr5lgRWwe4IR5p2uPmqApaeh0R4oqO8IfLNs4nSg3CkY2Ed+BpFeKKjvCPyzbOJ0oNwpGNhHfgapSfy9SVQj+iIOuBclXcN4YsIoilSlCmKeE0s4RoRnlgCea1V8+3mU2MPCZDAisDdQuWktiLz8c+7nD7u3f438t2e1S570tMu1B7+NQhPjawlBBjVCYATJZWr81l682Kcnn0+Sk+KxcmrXSDv4atFdMoCp72+LMrXlUWiZdFM/UdtunimLi56+/y2TdfVLPrkyXJ50677L2Vx52t5gbbNZeHB2UQWepbFnsf6uJqnydUijeTn6GKeLoX75Zk85Kfu+1i3betg2/0eK0fPcaPYA6ZNz2GWjt2TRTyHh900GHaKRWL1d310ZS4pfsqCrR1Z8LOta8fKHNOWx83Pm9/1gHVhovOgLjar4z2RxVSPn/ZK86r7C1gH9TCI8BSxLjt6fyKLB+vPKje9z5nKvc1MFqHWe51deEfkWyVT9LF3cWLlQE8WFVwbwhMd5X2s+Bb3XXL/ovdgETa9n1rMr4sF6vX5Y95yw5/Pl8X778fMBjH24r5B3qN05b1Jq8JV59r6/uGomz779WH6w+w6ffGbw+IN0E41GaOMEXrujaH3W115L/n0y4E8hmlw2BFu1QFoy3taPZc0J51XH9uWm6/KcGgmtThkEJmoz2Z6KnOm2vuSr80lWivCE2sgb5V882yi9CAc6VhYB75GEZ7oKO+IfPNsovQgHOlYWAe+RumJfH0J1CM64rPrCj/KqgfkPbPkXLUnwHteTr73AArSjfDE+ypfmQhHmiE90ZMvgXpER9QTaynvmnzzbKL0IBzpWFgHtlHytblEa0V4Yg34WkU40gzpyfbUSL4NHJT8S0pbYMlW+RdXJV/B3csQQFiioTxx8s2zidKDcKRjYR34GkV4oqO8I/LNs4nSg3CkY2Ed+BqlJ/L1JVCP6Ig64FyVd02+eTZRehCOdCysA1+j/C6cM19AeNYAAOKGEJyrNsAJ1IXwxFrKCyXfPJtIPfQUyYadC8KRRuZ8Rb42gXq0IuqANZB3Tb55NlF6EI50LKwDX6MIT/EcNWtUiNGEq6UGDqqBQ/KdfEpGJ9+SwCraHeEp3jWlIphOh0U40tToyRZEvjaXaK0IT6wBX6sIR5ohPdmeyNfmEq2VnqIZsfNBeOJcZbPVVvLNs4nSg3CkY2Ed2EZhfBGBKMmWJK3Em0UTpgPhSAfDMrCV7sO3a4dkKwmQwCYC+xTdelxOaus0bp+T7y2LyM8QnlgDvoYRjjTDRnpCwAGB2TeVq6tFevXjVTp+0pOF2HUx9r7viRU0uv4h9ZYuOC8P1Kb/qG18NU+jy9vH1cUsXZ7N0oU8zt9P08XpLI0u5mkyXqT5TBeFvr55yMKFC3noAoarDZfZKiJ/ksDDEbg9k3c/5kPUQDEXyOKcHZ0P5KfOCfpz1a4LeA4POrKYaDcdyqKsQ/nZG9wsMK8/dR7t68++LDj/YU4pFlGWtedX8XQxWY1Xl03d6XqlHVm4tC/jO5Bxc9uNwH11oP337bPbkfmqbQmg+CNLvCOLQOv80u1VO3foPcpsskzTyaK4V9mW6fp+Efmu58fnNwTuetLf77aRVbUE1n3Qj+2iLfdeOn/qe7wI27W8OVzMl/KQP9cr8ym3TwkU74XX3v9+ugdbtiFwc9/QkfuGdqWfx+l7H33P9OTzVOQylc88dKv0fVCM6SCvUaYG/RxJ34MODjtpKO+7+sNOpcz0vayeS52unE/R+eXJVtqDmvGbhz8WGUQ2zXOEKx3yxbH0ioRwpLmxDmxD5GtzidaK8MQa8LWKcKQZ0pPtiXxtLtFa6SmaETsfhCfOVTZbbSXfPJsoPYg//q1j4WdRvkZZS+TrSyB+dEQN6Ch5zfZ1TU++fFHREZ5YSygbdhyEI41MT+RrE6hHK6IOWAN51+SbZxOlB+FIx8I68DVKT+RbmgDipAlW2PLt2tIY7r5AvjV8t4m/Awnsb+gmGVqypZCvzSVaK8ITa8DXKsKRZkhPtifytblEa0V4Yg34W6UnX8bk68sXER3hSPPgfGXbIF+bS7RWhCfWgK9VfhfOmS8oPOsABDIThnNVBkygZoQjHQ5ryZZKvjaXaK30FM2InQ/CE+cqm622km+eTZQehCMdC+vANkq+NpdorQhPrAFfqwhHmmEsT80bVfNGJCcNYlCxTrwmDsl3AioZvYGnTEkC8XdHONJRBivt+OBLZojwREd56OSbZxOlB+FIx8I68DVKT+TrS6Ae0RF1wLnK1zXCkWZIT7Yn8rW5RGtFeGIN5K1C+CKCaIoUZYoiXhNLuEZ6wivh6pV4poxIAv8/e2/a3ciRpGs6du7MTUptVapSdXfd7nvvzJ1zZs78/6/zYebMTJ/b07drk0qlKqmUezK5AeC4BROZXMxABOI1hIXzxRFE0j1gYfY8bg6QCTJWJoDY1Pi8buMmX5tNlBmEI6mFfeBrFOGpSEcIMIAFfHYyTX/501GSC7M/erqdDh6OfRfEPYouf1RdLnAvF/yTi77LBUun5/N0nu/Ts/zxbJYvBH15MeiTd7N09Po8vXl5Vt1f549v5Z7HFjfEkimylxaANvxRfNx0Qr6+Em7yXvdsyzzJxVZ39kdp92CU9g7zx/y5fC09PNkeVBcRHU0GaVRdyLNXXcxTLjIq90F+7OJz+Sh7QC//r7rAwpXPq/MvS2LdwrweJ+Alf6kv3+XCuLyRAAksJ4DYr6TT5D7MPTfO+45cPPhyZPm5vWZn+cLicgHq8/zape0LsKP4erFiXBIggXYJVPunvDbL+6a8donwQx/5YyVT+X5wOk/z/Pmq+5jUcm9uGcos84lyWziSj4vPrdwieZLX6uOtQfVziDbXvnzvMMo/Z+oPRtX3UfP8OqKIm7dswZTPMZDvMfMeJh/bvFXf08r3ttnnRU5smcV2M22T0mbOvYz9qhmU6QhBRgg2pxMnk1VXRLeOI99u+EJ4at6N3WC1Tpbkuw61zT4G4UgyZh/4eqMn8vUl0I3oiD7gXuXrGuFIMqQn3RP56lyijSL+AHj1Po1ohRWUD3vJVyb5+vJFRacnFEnfOAhPfF0V35FkSE/xPdGR7Yh7lc0mygzCkdTCPtCNkq/OJdoowhN7wN8qPfkyLo4voiBBHqi5L5a+w2319ZHfMbf6wTyyNgHE0qMhGzv52myizCAcSS3sA1+jCE90ZDsiX5tNlBmEI6mFfeBrlJ7I15dAN6Ij+oB7le2afG02UWYQjqQW9oGvUb4XzpkvIDx7AABxSQjuVUvgBJqiJ18Z5OvLFxUd4YnPKSgbehyEI4lMT+SrE+jGKKIP2AO2a/K12USZQTiSWtgHvkbL9ISoKtbKK64iREHBNogCS/LdfGpGJ9+awFo6HOEp1u7bEkjH0yIcSXr0pEsiX51LtFF6imZEzwfhiXuVzlZGyddmE2UG4UhqYR/4GkV4oiPbEfnabKLMIBxJLewD3SiMLyyQnud9H0XgZQ/4ryJ6+sh4+PFTfkYCJNBFAogNTermk49un3x1LtFGEZ7YA75WEY4kwyI9NYQjFyJ+9uNx2soXZ3/929P09Kudywuu+yq9N9Hlj6LLhRvlvux2djpLb16cpec/naTnfz9JL346TS9+zh/z50dvzvPFPPOfUsqu5cKPF/mTdX9JreFy+VBCkb30obr1PyHf9dlt8pHiqboYZ/6fXIyzn9tTPo5zn+4ejtPBw3E6fDxJD/L94JF8PUl7h6O0szdKo8nyXt5kHTwXCWyKgPSMtr/xucDXwIJ7f9BPw7w/yUWp23wxe5Ffg5yfzdL0/PIC7L7V+0fX1vQ6Z2UfrENt/ccsvC36Y5VIdLQKJdwxCzcLV6tGRnvqy2s8uQi8vM5bNQnP4zKQ+fwizd5/P7fqqepytOKGYGAl935cvsetvu/NnOS1eZdukTzJ6wb5+cNg1G/1ZzvV91vSg/l+189DuuT6vuUqHmU/7a2wlyL6oFud373VgHAkVZfpCUEHQyZOJt1b46tkTL6rUGr3GIQjqQDTke2y8Dg7+XpQxcekJzxTj4gIT9yrbDPka7OJMoNwJLWwD3yNIjzRke2IfG02UWbWfV/VzfzlZ2S8+RFgL/mxlcjk68sXFZ2eUCT94iAcSXZ8SvFzJJERnugoviPJkJ50T4geIF+dLXIU4Yk9YBshX5tNlBmEI6mFfeBrlJ7ItzYBxKIJ1tj5tzZrY7j5gPyuu5tD/BpIoLmhy2RoSZdCvjqXaKMIT+wBX6sIR5IhPemeyFfnEm2UnqIZ0fNBeOJepbOVUfK12USZQTiSWtgHulHy1blEG0V4Yg/4WuV74Zz5gsKzD0AgjTCIvUpC05MBGDSM8ERHtgzytdlEmUE4klrYB75GEZ7oyHZEvjabKDMIR1IL+0A3Sr46l2ij9BTNiJ4PwlOsvQpRkbCKU1V5FWW8BRaFKCnOqtP3izZHybdN+qudG+FIzsQ+WI33ukfR07rkVnsc+a7Gqe2jEJ64V/laRDiSDOlJ90S+OpdoowhP7AFfqwhHkiE96Z7IV+cSbRThiT1gW4XxhQWyc72vMwi0wo594LuCSvE09MXE6CRAAl0hgNjU+MRj2yZfm02UGYQjqYV94GsU4ak0R/KLSuen8/Tq+Vn62/fv0n6+ePujT7fSZGvgK4PRrxEYTwbp4NEkjfLHw8eT9Pkvp+n4aJrevZmmN6/P0uvs5+Wz0/Ty7yfp9cuz6uKe1wJs+AtEL0nKpfUTSgP5okjaceSirnsHo3SY++7g0TgdPJyk3cNR2t4Zpsn2IN8vP27lz8d5P5QerS4gb4fkzIYJSJ8s7tapucdYZDDj3KswHO+K0ssXfx4M+9VFoNtc0xf5RaNcfF3uCfWb7ncV34F5RB+06bUDiBuniHAkSdBTYxVLA6A9fbjwepCrS8keejF/f0cVu5To9UnUKV37ICdZccofXc9zHU2orxCe+v1Ufd8yyK8f7i/JUFq7nUzeQ2VN9fp5PW2gMRE9IMA3kGq3vTbMHuGpTEcIMpgVHCeThost6MPJN6iYG2nR0w0g4C8RfMt8LgCDbhiOnhoC3MDDEY4kTfaTLot8dS7RRhGe2AO+VhGOJEN60j2Rr84l2ijin0WD/FNFNLSwfNhLMJRqIPJVsYQbpKdwStSEEJ74ukpFCxtEOJJk6AmmRA2E8ERHKtpqkHxtNlFmEI6kFvaBbpR8dS7RRukpmhE9H4Qn7lU6Wxktji+iIAETaNHkdwxLRo1vvUhFNa4mXgCEpUDLLhxg8g2n5FZCCEcSlH1wCy10gJ6gOG8FI99bSEIOIDxxr/JVi3AkGdKT7ol8dS7RRhGe2AO2VfK12USZQTiSWtgHvkYR74WrPFGUKop9oGIJN4jwxBbw1YpwJBnSk+6JfHUu0UYRntgDvlYRjiRDetI9ka/OJdooPfkaIV9fvqjoCE98LkDZ0OMgHEnkWJ4QVbEifcUARwvThCgnXi8BfTcMRb4NAW7o4QhPsXbfDYHb8GnoyRc4+fryRURHOJI8uF8hbNgxEJ7oiHxtAvFnED0gVbIPfF0jPNGR7Yh8bTZRZhCOpBb2gW4UxhcWSM/zvo8SbzdWAMJTk71q2A1MzJIESKALBBAbmtTZZFPrAqd1cyTfdclt9nEIT+wBX2cIR5JhNE/HR+fpb98d5Qu4D9IwXyj5ky+2fUEy+i0Co3E/jcbjdPBw/GFuni8UffTmPP39h+P0tz8fpR92hmkwepfevjpPZ6ezJPNdvnU7+/jkEXyj7VXrUpeLAlS/UJk/bm0Pqz579HQrffrlTnX/JH88fDSuLhS/7jn4uHgEED0gVZXSB/EMXWaE8FSso1xYP180eDCUCwi3W6XsofK6o7rnz9fx1m4FUTtgPZZaNeSrUcGNrbPmtbPTk0YFNyaeKlf5xV8vX3g90pO47KOoP/CBI1YvEqIPrB6QP9h7Mc/PNfOL1B9YR9XL9z4e3cuvF/r5Zzo9YUiM93EJQGuW76OrNdXy69C6RXnuVXVz4fE6AYQjiVzmNoeggyETJxN9HXV9lHy7YZCe/Dwh2Ep2mB3Pr86uR6anbhhEeGIv2a7J12YTZQbhSGphH/gaRXiiI9sR+dpsosyg/m1Afl7Hmx8BRC9JdtSkOyJfnUu0UYQn9oCvVYQjyZCe4nuio/iO2Eu2I+5VNptIM/Tka4N8ffmioiM88TkbZUOPg3AkkenpHvEtcNHIe2ub3vI7qpuG4OOXEGhu6DI4LemQyVfnEm2UnqIZ0fNBeOJepbOVUfK12USZQTiSWtgHvkYRnujIdkS+NpsoMwhHUgv7QDdKvjqXaKP0FM2Ing/i/XB8L5zOVkYRfcDnApsvYgbhSPKgJ4QNOwbCEx2Rr00g/gyiB6RK9oGva4QnOrIdka/NJtIMPfnaIF9fvojoCEeSB58PEDbsGAhPsRwhKoq18sqrKPMtsChESbF6yd432pgh3zaoxpG9DAAAQABJREFU1zsnwpGckX1Qj3vdo+mpLrF6x5NvPV5tHY3wxL3K1x7CkWRIT7on8tW5RBtFeGIP+FpFOJIM6Un3RL46l2ij9ORrBMYXEYiblSmbeE00YSbWcbR4zDBMFUyEBIISyNfeunXjc8YtJNCBxQbVJCgd2fTI12YTZQbhSGphH/gajebp7HSe/vrdUVX03uE4PXgySaOxXPWTtzYJyMU7xYc05NbOID1+upVev9hPL38+TS/k/tNJevnsJIk/3kjAg0C0vWqdGuWXF3cPxunwUd7bPtmqPu4/GCe5S3/tHo7Sfv4oF4nnjQQ0Aog+4OrSyOLGEI4km4ie+oOUhqN+6xf0ll8mn+eXGxcNfqsc4SmiI9xKbhaJfJvx29Sj6WlDpPNm0csvAsP8EYss/mKe/5Ss7KGIRbAhjB6nscq/fJ7JjPitbSPssu7l5wh9/jinEUc++JKAvO7q9y/30uo1mNXABb5As0qtuzYKRFMXgevxCE9lOkKQEXXN6cTJxHUpthacfFtDX+vE9FQLV+2Dybc2slYegPDU/FmpldI7c1KEIymWnnTl5KtziTaK8MQe8LWKcCQZ0pPuiXx1LtFGG/wz7bVSwvzbybWsyvkC0U/cq+z1QL42mygzCEdSC/vA1yjCEx3Fd8Re8nUk0RG9RE+2J/K12USaQXjic4ptlHxtNlFmEI6kFvaBr1GEJzqyHRXJt7Ci8jtzbYE1ZvI7CWsczUPrEsBY4nOKxZ18LTKxxhGeuFP5OkU4kgzpSfdEvjqXaKMIT+wBX6sIR5IhPemeyFfnEm0U4Yk9YFslX5tNpBl6imRDz4XvhdO5oEYRPSC58PkAZUSPg/BERzpb1CjCkeRCT7oR8tW5RBtFeGIP+FpFOJIM6Un3RL46l2ij9ORrhHx9+aKiIzzxuQBlQ4+DcCSRY3kqrypERbEc5UVTWFGIcuL1kmQU40a+MTzclQU93UUoxjzCU7jnlBhoqyzIN5AMIxWEIwnNPjAAg4YRnujIlkG+NpsoMwhHUgv7wNcoPZGvL4FuREf0Afcq2zWELyKIpEhRqijiVbGEGByGyIJJkEDHCCA2NT5f+EpHOJIM6Un3RL46l2ijCE/sAX+rKE/z2UV69ew0ycenX+6kTz7fToePJ2k05pUP/S0uP4P88fD9g3Hay/cvfpXS9HyeXvx8mn7881H68+/eVE82L7O7s9MZ5s0hy9O597PSc1fvV4Fwz7tK4/rnqL3qetTVvto7HKcneU/78pu99Mt/PEiPPt1KO/ujy/0tJya58Y/0r8aSR61PYJUekGMW9/XPxEc2IbCKp7vio58L5MLBg+HlBanb/QZTLix+keZycXEEqLtAGvOoU6M9Gel2bljjq411rrDCEr7qZPH54mNhpa5dTtXj8r8gL/LET95Cqz20zjZ63/Yq+aMjF/l/8jGIurXXYFsPFG7y2qGXP7lv66ct5kWfV9aRrKd8l31M7tqtZ01oBy8bK3DRItAUiGXZKtj4HMKRJF2mJwQdDBlEJuV6at425Nuc4SYiIDxhOnIT1W7+HOS7eeZ1z4hwJOdkH9QlX+94hCc6spmTr80mygzCkdTCPvA1Sk/k60ugG9ERfwCcP8P3dc29inx9CXQjOqIP+LrK1zXCkWRIT/TkS6Ab0RH9xF6yXZOvzSbKDMKR1MI+0I2Sr84l2ijCE3vA1yrCkWRIT7qnIvkWWFR+d68usMYo39laA9aahza3xL1qGXryXUYnxhzCkVTC52xfnwhPdGQ7Il+bTZQZhCOphX3gaxThiY5sR+Rrs4kyg3AktbAPdKPkq3OJNkpP0Yzo+fC9cDoX1CiiD/hcgLKhx0E4ksj0pPNFjSI80ZFtg3xtNlFmEI6kFvaBr1F6Il9fAt2IjugD7lW2a/K12USZQTiSWtgHvkYRnuI5KqsqRDXheqnAogosyXfzqRmdfGsCa+lwhKd4zyktwXQ6LcKRpEZPuiDy1blEG0V4Yg/4WkU4kgzpSfdEvjqXaKP0FM2Ing/CE/cqna2Mkq/NJsoMwpHUwj7QjcL4IgJRki4pjxKviWbtieHaj+QDSYAEGhFAbGiSAJ8zGmm488EIT3RkYyZfm02UGYQjqYV94Gv0qqejN+fpu9+/ScNJP/36Px2mL77e9T05o69GIDfBog+Go356+GRSXZhysj1Mh/nzZ387Sc9+PE4vn52mNy/Pqot+aoEXMbQ5jjUncLWXmkSjJ51eHb6T7UF68HiSHn66lR5+cnl/8tlWevR0O+0djD6e4EpvfRzkZyRAAiSwPoE6e9WysyyeC+RC1P1BvuePbd4+/AL3h0/azKb5udGemmfECCRAAlAC71/jtbtzXq/oYp7/fKvsoTX20fu0V1VoMqN5vleMWr4ClrC/er9u8/pXkdZZ6uefHVT3901wPVV+RQK1CEgbfngdumShw/YqWKBaZYY/mFjCK6oSpCfLUywyiGyWbIcWhHszTr7xVSMcSZXsA901+epcoo0iPLEHfK0iHEmG9KR7Il+dS7RReopmRM8H4Yl7lc5WRsnXZhNlpsY/dSxNueV/CliaWwmT7CVfi+TryxcRHeFI8uBzNsKGHQPhiY5svqgZekKR9IuDcCTZsZ90R+Src4k2ivDEHrCtkq/NJsoMwpHUwj7wNYrwREe2oyL5FlZUfie1LbDGTI+7VQ1a9Q/FWOJzikWefC0yscYRnvic7esU4UgypCfdE/nqXKKNIjyxB3ytIhxJhvSkeyJfnUu0UXryNUK+vnxR0RGe+FyAsqHH4XvhdC6oUUQPSC7sA5QRPQ7CEx3pbFGjCEeSCz3pRshX5xJtlJ6iGdHzQXjiXqWzlVHytdlEmUE4klrYB7pR8tW5RBtFeGIP+FpFOJIMY3kqr6ryKsqLBlFUrIVXYkm+G1DN6AUumZoE4h+OcCRVBmvt+OBrZojwREc2dPK12USZQTiSWtgHvkYRnujIdkS+NptIM/QUyYaeC8KRROZ+Rb46gW6MIvqAPWC7hvBFBJEUKUoVRbzXsQyvf8mvSIAEukYAsanx+cLXOsKRZEhPuify1blEG6WnzRmRC0Z+/8e36fhomsaTQXqULwC/lS8Gz1ssAsNhPz18MkkP8v3rf9xPP//tOH37H2/Sn3/3Jn13/ia9e3uuJsxeUrGEG0R4us/P+7J3PXiylf7hPx+mX//zYXr4yVba3h2m4bjP10PhVnuzhKRXlvXLfe6DZmQ/PnrBWONMvh85eXy2YC8bl1w8uNePQ1xbDx4MuhATwSKO2S4Qv9z3P/THCimT7wqQgIcs3NTtDQ9PPbnykUfgNXjJH7CQ+3y+/LXLGqFXekhdH1rQTaCsOL1ntInzaXWuMxaJr6z7fn7NwAt/rWOSj7lJQNZRtZ76sp36dyWil6SGHiKQf7k3cbt/jcBS8XXP9H6fAOGpwOWbFwWCDGYFx8mkzF4h3254RXgqc6/C+CNfDEfPKAhHkh/7wNMS5tUDHdmOEH1AvjZf1Aw9oUj6xUE4kuzYT7oj8tW5RBtF/AFw/jzc1yp7iXx9CXQjOqIP+Hzt6xrhSDKkJ3ryJdCN6Ih+Yi/ZrsnXZhNlBuFIamEf6EbJV+cSbRThiT3gaxXhSDKkJ91TkXwLLOoC9F6iTbwvUl9p92MUsfS4V9lrhXxtNlFmEI6kFvaBr1GEJzqyHZGvzSbKDMKR1MI+8DVKT+TrS6Ab0RF9wL3Kdk2+NpsoMwhHUgv7wNco3wvnzBcQnj0AgLgkBPeqJXACTdGTrwzy9eWLio7wxOcUlA09DsKRRKYn8tUJdGMU0QfsAds1+dpsoswgHEkt7ANfowhP8RyVV1VxFSEKCrZBFFiS7+ZTMzr51gTW0uEIT/GeU1qC6XRahCNJjZ50QeSrc4k2ivDEHvC1inAkGdKT7ol8dS7RRukpmhE9H4Qn7lU6WxklX5tNlBmEI6mFfaAbhfFFBKIkXVIeLQXv0KyQEyRAAveGAGJDE1h8zvBdMvREvr4EuhEd0Qel71XyCzFnJ7P0/KeT9O1/vK4u/P7F17v5gvCT6sJ13TB9D7LMC1EuaC23wWCQPvlip7oo6njSr5z99Jd36cXfT9K7t9PrMEALmL10HWvErxCOpC7QktkIot39UTp4NE4PP9nKPbGdvvpmPz39xW7VExtJgCcJR+A+9sEmJZDvZmjLxagv7+3uyVUO+aLY8vqDFwLBumcvYXnejEa+N4nE/Brh6errVtmz5IVspP3qIn+zLXfIvwy1oBHhSNK+6ul6GZnPvNuMrtdT7ysY3wy4L8/X+c4bCTQm8GEvlQ21cbSNBUD0Uw8RRCruELdVBSHQFIhlVXwbOQ7hSBIt0xOCDoZMnEw2siw3fhLy3Tjy2idEOJKTYjqydvrhH0C+4RVVCSI8sQd8XSMcSYb0pHsiX51LtFF6imZEzwfhiXuVzlZGyddmE2UG8ce/pZZI/6YUhS0yD/YSkubtWOR7m0m0EYQjqYnP2b5m6cmXLyo6whN7CWVDj4NwJJHpiXx1At0YRfQBe8B2Tb42mygzCEdSC/vA1yg9kW9tAohFE6yx87uWa2O4+YD82zU3h/g1kEBzQ5fJ0JIuhXx1LtFGEZ7YA75WEY4kQ3rSPZGvziXaKD1FM6Lng/DEvUpnK6Pka7OJMoNwJLWwD3Sj5KtziTaK8MQe8LXK98I58wWFZx+AQBphEHuVhKYnAzBoGOGJjmwZ5GuziTKDcCS1sA98jSI80ZHtiHxtNlFmEI6kFvaBbpR8dS7RRhGe2AO+VhGOJMNYnsqrqryK8qJBFBVr4ZVYku8GVDN6gUumJoH4hyMcSZXBWjs++JoZIjzRkQ2dfG02UWYQjqQW9oGvUXoiX18C3YiO6APuVb6uEY4kQ3rSPZGvziXaKMITe8C2CuGLCCIpUpQqKgLeoZoZB0mABK4RuNms3NOu4fnwxU1OHyZqfkK+NYHVPBzhiY5s6ORrs4kyg3AktUTvg/Ozefr2f7xO796cp+Ojx+m//G+PeSH4KItQyWM07qenX+2kw0eT9OWv9tIP3x6lf/0/fk7f/+Ftmp7PPz4i0AKuk0qdYz8Wy88QBFDsvfc86YHPvt5Nv/yH/fTVb/bTk8+302RrUF1sHcGBMe43AUQfePdAlw2R7x328uLp9dt/7Sg5DIb5otiDy2TW8cY+uMN1w+l1nNw8JR3dJPLxa/L9yCLqZwtHi4+96mpDQVZ1/qsR8ocjUH88IqqDVfJa+Ll5rLCZC6f87at1zM3H8GuFQF73vUG+56dr3kgAQSDILooopVYM1D7UQwQqUAICiwgtEE2tdep9MMJTmY4QZDArOE4m3quxnfjk2w73umdFeCpzr6pLUj+efHUukUYRjqQe9oGvVXoiX18C3YiO6APuVb6uEY4kQ3rSPZGvziXaKOLfcKp/mopWWEH5sJd8ZZKvL19UdHpCkfSNg/DE11XxHUmG9BTfEx3ZjrhX2WyizCAcSS3sA90o+epcoo3SUzQjej4IT9yrdLYyWhxfREECJtCiye98lowa3/I7fxvHYACbAMISDZGvTSD+DKIHpEr2ga9reiJfXwLdiI7oA+5Vvq4RjiRDetI9ka/OJdoowhN7wLZKvjabKDMIR1IL+8DXKN8L58wXEJ49AIB4RwjEfkVPd0BuOI1wJCnQky6CfHUu0UYRntgDvlYRjiRDetI9ka/OJdoowhN7wLZKvjabKDMIR1IL+8DXaJmeEFXFWnnFVYQoKNgGUWBJvptPzejkWxNYS4cjPMXafVsC6XhahCNJj550SeSrc4k2Sk/RjOj5IDxxr9LZyij52myizCAcSS3sA1+jCE90ZDsiX5tNlBmEI6mFfaAbhfGFBdLzvO+jTfAO7zs81k8C6xBo0nSL8/GJZ0Hi9kfyvc0k2gjCkdTEPtDNkq/OJdoowpNnD8znF+ntq/M0PZ+nnb1R2t0fpqdf7ab9B+M0nvBqiNHWk+QzHPXT3mE/7R6M8kWm++n4aJpG4376+a/H6c17l7C8oy9gWKEMhCLgtWSqdZ/X/JMvttOv/ukgffnNft6rdtJ4a4BKnXFIAEJglR5Y5RhIMgUGQbHzfG21Lna50EVf/tfyFS/6/V4a5tcXg2H+83hr5oLwFNHRum4jPs5yZI1HrCFyTiiO7IM7LAsg2Tbzt61rbld3nKD+tLi/yN9jy503ncAlo8xJ/jIGMemQVhiVNS/P2fJczb1iBWA8hAScCSC2sx4iiNRZ4KaAQFMgFudVXS88wlGhyzeXhaCDWcFxMqm3vrpyNPnGN4VwJFViOjI+r7oZkm9dYu0cT0/tcK97VoQn7lU2dfK12USZQTiSWtgHvkYRnujIdkS+NpsoM4g//i21RPn3rShc0XkgeqnyhE6skHjk2w2RCE98zvZ1jXAkGdJTfE90FN8Re8l2xL3KZhNphp58bZCvL19UdIQnPmejbOhxEI4kMj3dI76IRRNsweR3mesCa4zyncM1YK1xaHNDlycNtvTWIOHzEPL14YqOivDEHkBbuR2Pnm4zQY6QL5KmTyyEI8mM+5WPn0VUhCc6WtC8/ZF8bzOJNoJwJDWxD3Sz5KtziTaK8MQe8LXK98I58wWFZx+AQBphEHuVhKYnAzBoGOGJjmwZ5GuziTKDcCS1sA98jSI80ZHtiHxtNlFmEI6kFvaBbpR8dS7RRukpmhE9H4SnWHsVoiJhFaeq8irKeAssClFSnFWn7xdtjpJvm/RXOzfCkZyJfbAa73WPoqd1ya32OPJdjVPbRyE8ca/ytYhwJBnSk+6JfHUu0UYRntgDvlYRjiRDetI9ka/OJdooPfkagfFFBOJmdU328NpX/IIESGBjBBD7mSTLPU1XRr46l2ijCE/sAdsq+dpsoswgHEkty/rg7GSevvvdm3T05jx98y+H6Z//l0fp8dNt/rHkKItAyUP+kPWDJ5P0X//3J+npVzvp3/7P5+mP//YqvXl5lmYz1KpRTlx3qE4qcmyd4+vmUvP4RTo3U1rWSzVPwcMVAjd5yyGHjyfpt//tYfrqN/vV3rT/YJTGk4HyaA6RAAmQwN0EtH3m7kddPwL9XFBdhLq6GPX182z6K3l9MRj10mAoF8be9Nk/ng/hSKK1WMLHYvgZCaxJ4GofyOdXv14zZHEPq/ZOafTFPUCF8yxK7nV83au9Stjkv2gxryAJpfaqXziSj4v7siXUXqa3s5K135fXDfneIsLbiXGk0wQWfbDojZvFROqBm7mV8LXFvW5tPUSgAmUjsIiLAtHUXWKuxyM8lekIQQazguNk4roUWwtOvq2hr3VieqqFq/bB5FsbWSsPQHgq8zm7FR3qSRGOJDA9qXhr/dxPj3A5Sr7L6DSfQ/QBHTX3sCwCwpHEpyedMvnqXKKN8g+ARzOi54PoJ+5VOlsZJV+bTZQZhCOphX3gaxThiY7iO2Iv+TqS6OwlX8bk68sXFZ2eUCT1OOSrc4k0inAk9fC1la9VhCc6sh0VxxdRULDGvoC8cpW9ip1gd0LzGcTSoyHbA/nabKLMIBxJLewDX6P0RL6+BLoRHdEH3Kt8XSMcSYb0pHsiX51LtFGEJ/aAbZV8bTZRZhCOpBb2ga9RvhfOmS8oPPsABNIIg9iv6MiACxpGOJJU6EkXQr46l2ijCE/sAV+rCEeSIT3pnshX5xJtlJ58jZCvL19UdIQnPhegbOhxEI4kcixP5VWFqCiWo7xoCisKUU68XpKMYtzIN4aHu7Kgp7sIxZhHeAr3nBIDbZUF+QaSYaSCcCSh2QcGYNAwwhMd2TLI12YTZQbhSGphH/gaRXiiI9sR+dpsIs3Qk68NCF9EECmzkA1r6KuM0UmABLwJIPa0QvYzF9Tk64IVGhThSBJiH+hayFfnEm10madZvoDk65dn6d3RtLoI4vbOMJ2ezNLhw0na3h1WFzKOVg/zSWk07uf7OE22B+k4u5uez9NfvztKL38+rT4nIx8Cy3qpzhn5nHI3LVnbB3kf+sVv9tOvfnuYPv96t9qT7n4kjyABEqhLQPY2bX/jXqWT1FjpRy4fvck3X5O63VtOoLoovFwUu4AbwlMZJLoj86oz+fzq18uqoKdldEqfC/gnNGv+pYVV1/ldJrvSBws8qLrv4oKaR+SLclS9XsjBLl83oKKiSDFOqQQQPSBsuGJ9VwjCUw8RpFDZCDTsgfg9UOjyzWXFWcGITMr11LxHyLc5w01EQHjic4ptinxtNlFmEI6kFvaBr1GEJzqyHZGvzSbKDMKR1MI+8DWK8ERHtiPytdlEmln8u0uTnFp/n0KT5DvwWEQvSZncr3TZ5KtziTaK8MQe8LWKcCQZ0lN8T3QU3xF7yXbEvcpmE2mGnnxtkK8vX1R0hCc+Z6Ns6HEQjiQyPd0jvgUumgvAe4kCvotfX5QdHS1w2YUyQb6hdJjJ0JOJJtQEwhNfV9lKyddmE2UG4UhqYR/4GkV4oiPbEfnabKLMIBxJLewD3Sj56lyijdJTNCN6PnwvnM4FNYroAz4XoGzocRCOJDI96XxRowhPdGTbIF+bTZQZhCOphX3ga5SeyNeXQDeiI/qAe5XtmnxtNlFmEI6kFvaBr1GEp3iOyqoKUU24XiqwKERJ8XrJd/+pE51869Bq71h6ao/9qmdGOJJzcb/SiZOvziXaKMITe8DXKsKRZEhPuify1blEG0V4Yg/4WkU4kgzpSfdEvjqXaKP05GsExhcRKMBmNfTFzegkQAJdIIDYz6TOAHtaSNzkG1LLraQQntgDt7B+GCDfDyha+2R6Pk9//e4oHb+dVheL/+Y/XV40/vHTrdZy4onvJjCeDNI3/3yY9h+M09b/9Tz9x//7Mr1+cZpm02Zdda/3K0F39X5VAwhMMzuXCYFSuVpdqM8/+Xwn/cv/+ih9+ev99PCTSdra4bemoQRtKJlFK1qnK70PrLo3Nc69ypf0Yn1XH/P/EL9U2yjjRQII8Y0SifNgFAruVb5O6cmXrxZdmNflju+Dyyzq5qHVgxzr5Sv9XCz2U2TgO2IhOOAd3U5aLoQkf7T0Pl4QCeFIiH6IU30i/9uEudsuOUIC6xD4sH7XefD7x3DFN4C3wkMRjuQ0PUSgAmUjsFR8V3DJQ9YngPBU4PLNQBFkxAuGDiIbTCbrr7XIjyTfyHYuc0M4kkjsA901+epcoo0iPLEHfK0iHEmG9KR7Il+dS7RRhCf2gK9VhCPJkJ50T+Src4k2ivpnrfv4bz+bdInoJ+5VtjHytdlEmUE4klrYB75GEZ7oKL4j9pKvI4mO6CV6sj2Rr80m0gzCE59TbKPka7OJMoNwJLWwD3yNIjzRke2oSL6FFXUBeuUq7yvnzY8AYtlJdrSkOyJfnUu0UYQn9oCvVYQjyZCedE/kq3OJNorwxB7wtYpwJBnSk+6JfHUu0UbpydcI+fryRUVHeOJzAcqGHofvhdO5oEYRPSC5sA9QRvQ4CE90pLNFjSIcSS70pBshX51LtFGEJ/aAv1V68mVMvr58EdERjiQP7le6DfLVuUQbRXhiD/haRTiSDGN5Kq8qREWxHOVFU1hRiHLi9ZJkFONGvjE83JUFPd1FKMY8wlO455QYaKssyDeQDCMVhCMJzT4wAIOGEZ7oyJZBvjabKDMIR1IL+8DXKD2Rry+BbkRH9AH3Kts1hC8iiKTYQBSvFGo75gwJkEBNAog9rcF+VjPb7h1OvvGdIRxJlewD3TX56lzqjB4fTVN1fzdNvX5Ks9k8zabzdPh4koajfur37+fFJusw3PSx8gegdw9GaWt3mN69naZ3b6bZU0ovfz7N/tbvivUf+ZFAkXsVAowgAsAJlMpH6YDPxluDdPhwnH7xm730zT8fpk++2AFEZYhSCSD6ANCOpeKF1IVwJIkU7Ul+Exb127ANrImreX7tMJ/nPyeHEtcgn5IeisBZdA8EkU1PviLQfD9snRIYERxQvnxv1uUL9KAwmvtVxSf/L3+/WvgzO2A12SEu17786VeUMftcnCGBiARQK9/cqyIW3cGcEJ56iCDCrkDZCDQFYgnVKQhHhS7fXBaCDmYFIzIp11PzliLf5gw3EQHhCdORm6h28+cg380zr3tGhCM5J/ugLvl6xyM80ZHNnHxtNlFmEI6kFvaBr1F6Il9fAt2IjniPQZf/na0LlrhX+VoiX1++qOgIT3xdhbKhx0E4ksj0pPNFjdITiqRvHIQn9pLtiHxtNlFmEI6kFvaBbpR8dS7RRhGe2AO+VhGOJEN60j0VybfAolDvh86/9a4vBI5CCCCWHg3ZKsjXZhNlBuFIamEf+BpFeKIj2xH52myizCAcSS3sA1+j9BSfL3vA15FER/QBPdmeyNdmE2UG4UhqYR/4GuV74Zz5AsKzBwAQl4TgXrUETqAphCf2ki2UfG02UWYQjqQW9oGvUXoiX18C3YiO6APuVbZr8rXZRJlBOJJa2Ae+RhGe4jkqqypENeF6qcCiCizJd/OpGZ18awJr6XCEp3jPKS3BdDotwpGkRk+6IPLVuUQbRXhiD/haRTiSDOlJ90S+Opdoo/QUzYieD8IT9yqdrYySr80mygzCkdTCPtCNwviuE+i9lKGeGkdJgAQWBOaLT95/5IZ2Awj4y3X2My0FetKoYF58SWTy1fmiRhF9QEe2DfJN6c2rs/SH//4qPf/pJH3/x7fp6Zc76ctf76Unn22n0bi64qQNkDOtEBgMeukXv9lL40k/jbf66fjoeXr3dtpKLouT1uklObbO8YtzdPYjoljQRh4oleqiv5/9Yjf99r89TF99s58OHk06q5iJd4cAogekWlBLdgfchjNFeIrqaHEh9gvEb7I28HKRf7gxm87zPf8ZuAy8LvOofBsgCfXQuj6s5OnJIoMZpycMRyvKgu9ij1p8tI7f5Lj0Vq+f//xlvqfZItNNZhDnXMuq7+UfJ/TlCkTcjBoIe/88vQx0g+h8KAncFwKIFuJW5rtaEI4kwx4skG+9m45OLJsmvt756MniFosMIhs+p1iu6/98SotEvhoV3BiiByQbetKdkK/OJdoowhN7wNcqwpFkSE+6J/LVuUQbpadoRvR8EJ64V+lsZZR8bTZRZlBvmZB/iuLNjwB7yY+tRCZfX76I6AhHkge3KoQNOwY92WwizSA8sZd8jSIcSYb0pHsiX51LtFGEJ/aAbZV8bTZRZhCOpBb2ga9ReiLf2gQQiyZYY+d3V9fGcPMB+TcBbg7xayCB5oYuk6ElXQr56lyijSI8sQd8rSIcSYb0pHsiX51LtFGEJ/aAv1V68mOMYCvZsQ/8HElkeiJfXwLdiI7oA+5Vvq75XjhnvqDw7AMQSCMM9yoDTKBhhCMph72kSyVfnUu0UXqKZkTPB+GJe5XOVkbJ12YTZQbhSGphH+hGyVfnEm0U4Yk94GsV4UgyjOWpvKrKqygvGkRRsRZeiSX5bkA1oxe4ZGoSiH84wpFUGay144OvmSHCEx3Z0MnXZhNlBuFIamEf+BqlJ/L1JdCN6Ig+4F7l6xrhSDKkJ90T+epcoo0iPLEHbKvr8F08ZmiH5QwJkIBGYNE82lydMW5qdWjVPxbhiY5s7uRrs4kyg3AktbAPdKNd5ysXL37x82l6+ew0PfvxJL3Mn8/yhTgv5hfp4OEkTbYHaTC8/LMc1UU6dQwc3TCB/QfjtLM3SkdvztPPfz1Of//hOJ2ezNI8e+OtQAIorYCNHJGK7CmHeQ1/9c1e+qf/6WF69OlWgdJYUskEVukDOebqvWQeEWtbxdEqeQO2zWunkV8+nef/oX4J9VrwGl/I67xpfg04m85zLvVp1X+Enhyar36W+zuqeVqMLT7eXzpxKr/q4urncTIMkEkGU+1VUQDlq+H08wbW6wdgEzUF4ZM5CSPu9etLkqfo6mla1n6U9b9+OXwkCXSaAKoFuSf6LgOYJ0SgAmUjsMgKKBCN78KuGR3hqUxHCDKYFRwnk5qLqyOHk283RCE8lblXYfyRL4ajZxSEI8mPfeBpCfejGHrSPbEPdC7RRhGe2AO+VhGOJEN60j2Rr84l2ugab3e4VUL+Jy3eHAmwlxzh5tDk68sXFZ2eUCR94yA88SklviPJkJ7ie6Ij2xH3KptNlBmEI6mFfaAbJV+dS7RRhCf2gL9VevJlXBxfREGCPFBz59/qgiyCy9+6h4RiEIUAwlKgZadU2O4Q+bbLf5WzIxzJedgHq9Be/xiEJzqy+ZOvzSbKDMKR1MI+8DVKT+TrS6Ab0RF9wL3Kdk2+NpsoMwhHUgv7wNco3wvnzBcQnj0AgLgkBPeqJXACTdGTrwzy9eWLio7wxOcUlA09DsKRRKYn8tUJdGMU0QfsAds1+dpsoswgHEkt7ANfo2V6QlQVa+UVVxGioGAbRIEl+W4+NaOTb01gLR2O8BRr920JpONpEY4kPXrSJZGvziXaKD1FM6Lng/DEvUpnK6Pka7OJMoNwJLWwD3yNIjzRke2IfG02UWYQjqQW9sF1o8PrX/IrEiCBTRFAbGrc0HxtIRxJhvSkeyJfnUu0UXryNdI2X/klhqPX5+lvF+/SyfEs/fCnt+nhJ1vpkdyfbqWHTyZpd3/kC4HRaxEYDHvpi6/30tnJLP3uv79Kf8j3eb4oNW+rExBaV+9XH1nkczZieQDAfPrFTvrmXw7Tr397mPYOua9cXXf8nARIIBYBxLYpFV3bOud5IAeW2NfG5cAN3eRi8LPpPE2n+U+voYpcI3fUqdviuEbJfAgJkMAaBGSfuryjdo01krj5kH7eeeSKNvm/VffR+7VX5T/JmRn13jO6iW/TX8vKuXq3zh/R0UX+Hl+etwOtfgsfxztAYLGOFv2gpRyxD7Q8uzq2cNA0f3pqSnD54xGeeoggkmaBshFoCsSyfFFueBbhqNDlm8tC0MGs4DiZbHiBbuh05Lsh0A1Og3Akp8d0ZINCgj6UfIOKuZEWPd0AEvRLhCfuVbZc8rXZRJlBOJJa2Ae+RhGe6Mh2RL42mygzq/5b3135yj+L8eZHgL3kx1Yik68vX1R0ekKR9IuDcCTZ8SnFz5FERniio/iOJEN60j0heoB8dbbIUYQn9oBthHxtNlFmEI6kFvaBr1F6It/aBBCLJlhjI97hnd9xXxslH7A6AcSyk7PRks6cfHUu0UYRntgDvlYRjiRDetI9ka/OJdooPUUzoueD8MS9Smcro+Rrs4kyg3AktbAPdKPkq3OJNorwxB7wtcr3wjnzBYVnH4BAGmEQe5WEpicDMGgY4YmObBnka7OJMoNwJLWwD3yNIjzRke2IfG02UWYQjqQW9oFulHx1LtFG6SmaET0fhKdYexWiImEVp6ryKsp4CywKUVKcVafvF22Okm+b9Fc7N8KRnIl9sBrvdY9CeKIjmz752mwizdBTJBt6LghHEpn7FfnqBLoxiugD9oCva4QjyZCedE/kq3OJNorwVFIPDKMJYj4kQAKrE0BsaHK2kja11elt7kh68mVNvr58UdERnrhX2Taa8J3OLtLrl2fpTb5//8e36eGTSXr65U766pu9dH62lx59Mk97B+M0GPY+XKiTf3zXdrGJmUdPt9J40s9+5unHP79Lr56fbuK09+IcTXppAajIvaohmPFkkD7/ejf99n9+lJ58tpVG48ECFz/eYwKyrBZ3C0OR/WQV6zS+YKy1Mfk6QX8fdsF+nn/jU+5yMeo2b3L6eX7dV10Yu81EQOdG0GQPgGTUCLPoi8XHVR5KT6tQwh2zcFOnx3wcyb6Jq6txpFykfB9c93thRAk+fBsTuRVA8qwY9bv1s2aEI4GB8lQ9T1evG24h5gAJuBGI1gduhXY8MMITaq/qOEq39BGOJLkeIlCBshFYKr5uK4CBhQDCU4HLF0RGCDeng3CEyUSilHcj3244RXhq3o3dYLVOluS7DrXNP4aeNs+87hkRjuSc3K908uSrc4k2ivDEHvC1inAkGdKT7ol8dS7RRhH/nln33x+jMYieD3vJ1xD5+vJFRacnFEnfOAhPfF0V35FkSE/xPdGR7Yh7lc0mygzCkdTCPtCNkq/OJdooPUUzoueD8MS9Smcro8XxRRQkYAItmvybEpJR41svUlGNq4kXAGEp0LILB5h8wym5lRDCkQRlH9xCCx2gJyjOW8HI9xaSkAMIT9yrfNUiHEmG9KR7Il+dS7RRhCf2gG2VfG02UWYQjqQW9oGvUcR74SpPFKWKYh+oWMINIjyxBXy1IhxJhvSkeyJfnUu0UYQn9oCvVYQjyZCedE/kq3OJNorwxB6wrZKvzSbSDD1FsqHngnAkkWPtV4iqWJG+YoCjhWlClBOvl4C+G4Yi34YAN/RwhKdYu++GwG3wNAhHki496dLIV+cSbZSeohnR80F44l6ls5VR8rXZRJlBOJJa2Ae+RhGe6Mh2RL42mygzCEdSS4Q+GEaByjxIgATaI1DSptYeRf8zIzxFeOLxJ7XeGch3PW6bfBTCkeTLPtCtCV+5WOKrF2dpli9wfPR2mn784TgdPBil/QfjtH84TnuHo7S3P0q7+T7Z5kXodZL+o4NBL+0/HKcnX2ynL361W/2w682rs+rC1KucnT2wCqX1j+FedZ3dQV6rT3+xm7769V569OlW2trht6DXCfGrZQQQ/cQ9zyZMvjYb5MzFPKXZ9CLN88fWb2yIawoQPSABifUaVvgXCE90BNdyLSDCkQS86qn6Jff8P9Qvu19LeI0vJLdevoJMr58/kyvJbDAxD75rILj7Ie/RCKeK0d2PKOoIhKdMrlpal68bEBGLQsxi1iAgPz+Se7V3rfH4ug9BrFrpA978CCAcSXb05OdIIiM89RBBJJkCZSPQFIhFbIe5IRxJMWV6QtDBkImTSZilC02EfKE4XYIhHElimI50KbHVoOTbKv6VT05PK6Nq9UCEJ+5VtkLytdlEmUE4klrYB75GEZ7oyHZEvjabKDOof3aUf6LjzY8AopckO2rSHZGvziXaKMITe8DXKsKRZEhP8T3RUXxH7CXbEfcqm02kGXrytUG+vnxR0RGe+JyNsqHHQTiSyPR0j/gWuGjyb1voAmuM5ncZ1ziah9Yl0NzQ5RlpSSdPvjqXaKP0FM2Ing/CE/cqna2Mkq/NJsoMwpHUwj7wNYrwREe2I/K12USZQTiSWtgHulHy1blEG0V4Yg/4W0W8H47vhbM9sQ9sNlFmEI6kFu5XvkYRnujIdkS+NpsoMwhHUgv7wNcowhMd2Y7I12YTZQbhSGphH+hGyVfnEm2UnqIZ0fNBeIq1VyEqElZxqiqvooy3wKIQJcVZdfp+0eYo+bZJf7VzIxzJmdgHq/Fe9yh6Wpfcao8j39U4tX0UwhP3Kl+LCEeSIT3pnshX5xJtFOGJPeBrFeFIMqQn3RP56lyijUbwxCuIRlsVzIcEOkwAsanxid13ASAcSYb0pHsiX51LtFGEp5J7YHo+T6+en6aXz07Tn3/fS5OtQdo7HKXH+eLzT3+xkz75fKf6/DBfmH57d5j6+WJ4vG2eQD9fPPXhk6309T8dVBe5/NP/mKXjo+lKiSB6QE5E8yvhXvsghKe2HQ1H/bxv7KZ//C8P0ue/3EtbO4O1efCBJLAuAUQvybnb7qd16/d+HPneTXg+u0iz6TzJx1ZveRF/uAB7TqRuNuwB215dllok8tWo4MYQjiQbesI50SItPMnH6r74RDt402Oyh/ZlH71cB4tcN51Gk/Mhcr6rB3r5+1T+UYD1LYmj+Ty/bsivGarXDQhp66fDRxZAQNaT3C8Qf/FjQzxQy/6u/WpD5RR7GoQnOvJdHghHkmEPEahA2QgsFV/fZXDvoyM8Fbh887pAkMGs4DiZlNku5NsNr/Tk64l8ffmioiM8lfmcjSLcPA7CkWRBT7oL8tW5RBtFeGIP+FpFOJIM6Un3RL46l2ijqH8K4L/1+ZpF9BP3KtsR+dpsoswgHEkt7ANfowhPdBTfEXvJ15FER/QSPdmeyNdmE2kG4YnPKbZR8rXZRJlBOJJa2Ae+RhGe6Mh2VCTfworK7zK2BdaYyb9FUONoHlqXAMISDdnUyddmE2mGniLZ0HNBOJLI3K/IVyfQjVFEH7AHfF0jHEmG9KR7Il+dS7RRhCf2gG2VfG02UWYQjqQW9oGvUb4XzpkvKDz7AATSCIPYr+jIgAsaRjiSVOhJF0K+OpdoowhP7AFfqwhHkiE96Z7IV+cSbZSefI2Qry9fVHSEJz4XoGzocRCOJHIsT+VVhagolqO8aAorClFOvF6SjGLcyDeGh7uyoKe7CMWYR3gK95wSA22VBfkGkmGkgnAkodkHBmDQMMITHdkyyNdmE2UG4UhqYR/4GqUn8vUl0I3oTfpg2I0SmSUJtEvgapPxid3XxVXWTc5ET03o3f1YhCc6sjmTr80mygzCkdQStQ8Wb+KXC90dv5ums7NZOjudV58/+/Ek7R+M0m6+7+yN0vbOME22B2k86b//mD/fyvdxP8kF7HnzI3DwcJx++Q/76fRkln78/l06Ppr6nUyJXKcP6hyrnIpDaxJAcV93r9rZG6anX+6kr36zlx5+Mkn9fFHbrt9kf5SL0S8uLCtfX1QXBZX3XcgXMSu8vHB9SoNBL43GgzQYdt/FpkmvolaOWeW4TefehfMhuEVd1R8uRp33ijYXiPCRC7Cv+wIU4UjWYlRPklubN/Jtk/7q50Z4Yg+syFu2TLm3uXHeSLV6PSVXbbnHEpf2gKCRe37Nz4vb3Fg8Nb6cz+X7jYskrx+W8q4Rc51Dpf/ms4vqe5/p+eX3P02X/tJ6lk6uU8Edj1lyviVT74PefcQdZ7+cXjGMHKaxX4xrYeR774ss8fR4lt68OEsn+edF4vM+3RDVatzvE0PvWhGOJEd68jWF8NRDBClUNgINeyB+DxS6fHNZcVYwIpNyPTXvEfJtznATERCe+JximyJfm02UGYQjqYV94GsU4YmObEfka7OJMoNwJLWwD3yN0hP5+hLoRnT5N6KmN/5bYVOCyx8PUFSdgM8pOmfy1blEG0V4Yg/4WkU4kgzpiZ58CXQjOqKf2Eu2a/K12USZQTiSWtgHulHy1blEG0V4Yg/4WkU4kgzpSfdUJN8Ci0K88z3/FoK+CDgKIVDgsoNwQQUhXxRJ3zj05MsXFR3hic8otg3ytdlEmUE4klrYB75GEZ7oyHZEvjabKDMIR1IL+0A3Sr46l2ij9BTNiJ4P3wunc0GNIvqAzwUoG3ochCOJTE86X9QowhMd2TbI12YTZQbhSGphH/gapSfy9SXQjeiIPuBeZbsmX5tNlBmEI6mFfeBrFOEpnqOyqkJUE66XCiyqwJJ8N5+a0cm3JrCWDkd4ivec0hJMp9MiHElq9KQLIl+dS7RRhCf2gK9VhCPJkJ50T+Src4k2Sk/RjOj5IDxxr9LZyij52mzanhm2nQDPTwJdI4DY0KRmPmn4mkd4oqP4jthLtiNED5CvzRc1g/C0ib1KLnT35uVZOnp9li9Gmc+Y/xuN+2l7d5j2Dkbp4OEkHT4cp4NH+f5gnPYOR2l3P9/3RmmyPUDhYpwbBCZbg/T5L3fTm1dnaf/BKL18fnrvLkp4Awm/dCJQd6+SC2ZK7z/8dCt9+uV2+vSLndQfbGK3cgLwPux0Ok+n72bp9GSWzs/maXExV9kjq4vMygXqg92qjPL/hP9w1E9b2ct+3qe3h/xRQDBVTAdAANWB0N0qJyX7wyzvH61fODi/hpPXcbJHt3nBAIQnqCPA2osUQuMrY9p4pLzvUy6aC23sPjHRaq3WrfxWeBA48gcRe/38rXDeQ+W2alr3bb+S55k2n2O0tdS1sQt53TBr/3WD5DHN3/Mcv5umt/nnQafH04xSXkfcJrryH3C4s3Hu+POldz7+dm43RxC53pHl5SlXyPXOQ+484P2plKLk9Z4Mn53O8s/yztObF2dJvp+1Qt63vermurC+tnhZx1vj5GuRwYwjPNERxoUVBeFIYvdggaxMuzlOLN3wRk+Wp1hkENnwOcVyvfr30XaE6p+nl01zriEBRA9ICuwDXQT56lyijSI8sQd8rSIcSYb0pHsiX51LtFF6imZEzwfhiXuVzlZGyddmE2VG+aeLtVLjvzuuhW3lB7GXVka11oHkuxa2jT4I4UgS5nO2rzaEJzrydSTR6cmfcdMzIBxJDuwn3QT56lyijSI8sQdsq+Rrs4kyg3AktbAPfI0iPNGR7ahIvoUVtdJ7tG3FH2bkdz948yOAWHaSHS3pjshX5xJtFOGJPeBrFeFIMqQn3RP56lyijSI8sQd8rSIcSYb0pHsiX51LtFF68jVCvr58UdERnvhcgLKhx+F74XQuqFFED0gu7AOUET0OwhMd6WxRowhHkgs96UbIV+cSbZSeohnR80F44l6ls5VR8rXZRJlBOJJa2Ae6UfLVuUQbRXhiD/haRTiSDGN5Kq+q8irKiwZRVKyFV2JJvhtQzegFLpmaBOIfjnAkVQZr7fjga2aI8ERHNnTytdlEmUE4klrYB75GEZ7oyHZEvjabSDP0FMmGngvCkUTmfkW+OgGfUV650ocro5LAnQQQTxp8wrgTc6MDEI4kAXpqpOHOByM80ZGNmXxtNlFmEI6klmV9IG+kv8j/m8/lyMszygXc373NFzOUi+G9Ok+vno3Szv4o7e4P0/Zuvu8Mq4uly4XsR+NBvnh6Lw2G/TTIF1KXi6nLx4+f9/NYvsh6vshedZdj5ALL8vWVcTk7b7cJHDycpE++2ElH2cerZ6dJ3PC2nICs4sX96pHL+uDqcfx8OQHp8U+/2E5f/+NBevzZdtXzyx8RY1Z65/R4lk5PZuks3+Xr87NZmp7Lx4vq87PTefW1jC0uSi97o+yRl3tli7VoC/h9XsNRv9qbHzye5P348vMWM+WpN0Dg8tn68kTc7+oBv8qu3iM/Hn21HeezfBHoc7kgNerPaX08T53P5I/7V6+98uurpS/86gRt6ViEI0n9qqeWSuFpSYAEDAIXc/n+8/L1lXHIZodl66y+X82nrbF5IParGqfbLJMbZ+vlJxr5PkDuUW6L10DLPMTJ9pKarPvZNK///LoB8s7jNWVIHifH0/Ty7yfpr396m17nnzVUjuV1hHJb6VXOMhFKTHVohRgrHKKG/jAo39itcFt61NLJFYK/P2TFVG4FrC7qlHOYTufV97ZvXpxVr0dvHbg4jzVRY1xfGTUCFHwoYjmQr+8CQTiSDOmpI54QwguUjcDCPvDtAYmO8FTg8g1FBuFIXJfpSSprdiPfZvw29WiEJ/aAbYt8bTZRZhCOpBb2ga9RhCc6sh2Rr80m0gw9RbKh54JwJJG5X5GvTqAbo+v+O8nV6qp/M7k6wM+hBLhXQXHeCka+t5CEHEB44vO1r1qEI8mQnujJl0A3oiP6ib1kuyZfm02UGYQjqYV9oBslX51LtFGEJ/aAr1WEI8mQnnRPRfItsKiV3teuK742mv/CwbWv+QWWAGLp0ZDthHxtNlFmEI6kFvaBr1GEJzqyHZGvzSbKDMKR1MI+8DVKT+TrS6Ab0RF9wL3Kdk2+NpsoMwhHUgv7wNco3wvnzBcQnj0AgLgkBPeqJXACTdGTrwzy9eWLio7wxOcUlA09DsKRRKYn8tUJdGMU0QfsAds1+dpsoswgHEkt7ANfowhP8RyVV1VxFSEKCrZBFFiS7+ZTMzr51gTW0uEIT/GeU1qC6XRahCNJjZ50QeSrc4k2ivDEHvC1inAkGdKT7ol8dS7RRukpmhE9H4Qn7lU6Wxkl3+tshte/5FckQAK3CciFoK9uq1c/v330JkcQG5rkG6eiTdLb3LkQnujI1xfCkWRIT7on8tW5RBtd19PlBd3P0ptXZ6lfXdQzX7Ty/cU95SKfcrHk8WRQXTx9a2eQJluX9/HVj3l+NO5/uA/l83yR9Y9jH+ejcYuQz/b2IH35q710djpLp8ezdH52FiGtTuawbh9cLZbPBanq3a++2U//8F8fpAdPJlfxhP1cLhL7Ol/Y8/lPJ+nlzyfp1bOz9PrlWXr7+iwdH03TWe6tab6YrNwu8m8FVb8Y9H7BVB8QvynkQEfSkgvQyt57+GiSPv96Nz14PEmPPt1yONt6Id9jvPVg9tItJNABi3vdk9CTTmzBVz7Ocg/KBYSlFyE/ldRPeeeoXHh6MMyv0/JdPucNp4M011tNiz6569Hkexch3PxVJ1c/v+sMHo7k9Za8PpO9s04ud+W67rxsm9X3ufn728s9dHNZoc7k4ekaT2GU+QinLt2i8b3Ia352Pk+zvP7bXP3Sfyfvpun5347TH//1Zfrxu6NU/Ywnv45o7dZQFjpzSWdZzIbpYjDnJGQ/neXvZWf59ajnDVXvMqae+UePTb7RDV3mh/DEHvB3DfGECCKlFigcgaZALP4Lu8YZEI7KXL6xyCCyYS/ZjUG+NpsoMwhHZe5VGEPki+HoHQXhic8FvpYQjiRDetI9ka/OJdooPUUzoueD8MS9Smcro+Rrs4kyg3pLH99m42uUvUS+vgTiR0f0gFTJ52xf1/TkyxcVHeGJvYSyocdBOJLI9ES+OoFujCL6gD1guyZfm02UGYQjqYV94GuUnsi3NgHEognW2Ij38uffPqmNkg9YnQBi2cnZaElnTr46l2ijCE/sAV+rCEeSIT3pnshX5xJtlJ6iGdHzQXjiXqWzlVHytdlEmUE4klrYB7pR8tW5RBtFeGIP+Frle+Gc+YLCsw9AII0w3KsMMMGG6clXCPn68kVERziSPPicgrBhx0B4oiPytQnEn0H0gFTJPtBdk6/OJdoowhN7wNcqwpFkGMtTeVWVV1FeNIiiYi28Ekvy3YBqRi9wydQkEP9whCOpMlhrxwdfM0OEJzqyoZOvzSbKDMKR1MI+8DVKT+TrS6Ab0RF9wL3K1zXCkWRIT7qnkvgO9RI5SgIkYBMoaQu4rBJREZ8w7BWDmEE4kjzoCWHDjkFPNhvEDPkiKOJjyEVFq4syT5fHHo371UXUx5NBGk/6+X75cSQf89ww30ej/DHfLz/2rnx+OS7HDPMFEwfD/uUFRPt5X8sXyOznvxDby5/LxTKrr2U8j/UX8zKeN8DLucvxxcU1JVbX/8Ds1s4wffaLnfTu7Xn64duj9Prlchd8LljOp+ks96qU9g9H6fFnW+mTz7bTZHvQFKnL4+WisCdH03ScL8wq96PX5+nVs7P08tlpevX8NL15eZbevjqv+ursVL/YZ5d66fR4Vu2Bh48naZovituFG3upC5aKfF8NHLxcNPg87yPeFw6+K3F5XTQcD6rXWV1/7XNXrZueR+xXXXpOId9NE4h/PkQPSJVX+2CeX67I67Xqe80ACOT7S/nesfr+Me+nXbwhPF11dJOBPLfI99n39YbiK+teXq/L6wfIu33XFCJ/xGCec5HvheT7ovOzbnwPsWa5tR52f1d5LUxrH4zqpbUTKPyB5BtfMMKRVMm9ytc1zBMiUIGyEVjYB749INERngpcviAyQrg5HYQjTCYSpbwb+XbDKcJT827sBqt1siTfdaht9jEIR5Ix+8DXGz2Rry+BbkRH9AH3Kl/XCEeSIT3pnshX5xJtFPEHwPleHV+r7CXy9SXQjejsg/vjia+rfF2zl3z5oqIjPLGXbBvka7OJMoNwJLWwD3Sj5KtziTZKT9GM6PkgPHGv0tnKaHF8EQUJmECL5gJiSUoKVJQwLuyGWHo0ZC8K8rXZRJlBOJJa2Ae+RhGe6Mh2RL42m0gz9BTJhp4LwpFE5n5FvjqBbowi+oA9YLsmX5tNlBmEI6mFfeBrlO+Fc+YLCM8eAEBcEoJ71RI4gaboyVcG+fryRUVHeOJzCsqGHgfhSCLTE/nqBLoxiugD9oDtmnxtNlFmEI6kFvaBr9EyPSGqirXyiqsIUVCwDaLAknw3n5rRybcmsJYOR3iKtfu2BNLxtAhHkh496ZLIV+cSbZSeohnR80F44l6ls5VR8rXZRM0ZmiIAAEAASURBVJlBOJJa2Ae+RhGe6Mh2FIHv0E6PMyRAAkLg5uWZcJtahC0A5xhRjWSD44urraRICE905L8i6MmXMfn68rWiy0UY5QKIJ/lC6nIR5V6/l/r5r7L28uf9/Ln8gVa5MKh8XX2Ur6+Ov5+Xxw7yhTHl4qHDcT+N5D76+LEay18vPsr88Mb8OI+NJ4M02R6k7d1hmmwNrLQ7MS51fPrFTnqTLyy5tXP3y3tEDwgYPh/4Lg+Ep007Ggx7aXd/lB5/tp0OH06qHvOltH7047fT9P0f36a/fvs2/fSX4/Ty2Wk6O5ml6XT+4aKxcgHZZRedRziSCjbhSfbNYfYjH2WPDXMTiBZIUJpW+DoMQKnUOeW9OhbhSIBF9CS1yT5ydpr3l3P501My0k6mcmHx8SS/Zsp3eY1Vl3s7WYvZ+3Gr68OiQk86GfLVuUQbXXiSn8XK946z6UX1sfaG5VCYvHwajvLrqfy9pXwfe19vC0da/fIaU74f4G19AsJXvgc5O5unWf4ZCuIPAKybjSzzxfcQsvZ5+0hgWR98PGr5ZyS6nE/TWYQjyYGedBPkq3OJNkpP0Yzo+SA89RBBJL0CNz0EmgKx6IuxpVGEo0KXby4LQQezguNk0tJCdT4t+ToDBoRHOJI0MB0JKChYCPINJsRIh54MMMGGEZ64V9lSyddmE2UG4UhqYR/4GkV4oiPbEfnabKLMoP7t7x7/c/VGVCJ6SRLlfqXrIl+dS7RRhCf2gK9VhCPJkJ7ie6Kj+I7YS7Yj7lU2m0gzCE/cq2yj5GuziTRDT5Fs6LkgHElk7lf3iC9i0QRbMJe/j6g7XHU0/1bxqofyuDUIIJadnJaWdPjkq3OJNorwxB7wtYpwJBnSk+6JfHUu0UbpKZoRPR+EJ+5VOlsZJV+bTZQZhCOphX2gGyVfnUu0UYQn9oCvVb4XzpkvKDz7AATSCIPYqyQ0PRmAQcMIT3RkyyBfm02UGYQjqYV94GsU4YmObEfka7OJMoNwJLWwD3Sj5KtziTZKT9GM6PkgPMXaqxAVCas4VZVXUcZbYFGIkuKsOn2/aHOUfNukv9q5EY7kTOyD1XivexQ9rUtutceR72qc2j4K4Yl7la9FhCPJkJ50T+Src4k2ivDEHvC1inAkGdKT7mldvovH3X2VW/28HCWBe0tg0TxNAOA2NEQ2UgkuoyZc5LGIiuJU05RGzMcjHEll9OTrl57I15dA/ejypnO5GGOSO+gmf4x1NB7ke74gc77LBUWrz/PHoYxd+Xjt83zx5slkkCbbg7S9O0xbO4N8UeccJx8vF90cDPPj80eJN8yfd+FCnJLjwYNx2j8cVQzO80UvvW84k96Z3t/4KEerPmdLDz1+upWefrWT9vJajHab5gvBnhzP0ttX5+nnvx2n7//wJv3126P00w/v0sm7WWvpIjzd5UguWF/d5cC7Dm6NxI0TI8BISEC9q6ay6nE3KuWXIAIo/oAlc60iuQj72ek8yR4E+Yb3WvTVv+gP+mm8lV/v5Nc8sh/UvUXlW7eO0o/XPGljpXPwqg/Bsn73eVUTO+58fpFm03mSjxFusm/K94nyfdc6e2iEGrxz6A96qb/G84t3Xl2LP88/M5nK64a8/tu8yc9b5LWDrHtxyxuWAGpnoxmsl5vR6OkmEezX5Ivl6RUN4Yl7lZedy7gIRxKphwhUoGwElorvpS7+34kAwlOByzfTRpARac3pxMnEaRG2HJZ8Wxaw4unpaUVQax5GvmuC2/DDEJ6aPyttuOiOnQ7hSEqmJ108+epcoo0iPLEHfK0iHEmG9KR7Il+dS7RRxB8Al38L5M2XAKKfqMl2RL42mygzCEdSC/vA1yjCEx3Fd8Re8nUk0dlLvozJ15cvIjrCkeTB5xTdBvnqXKKN0lM0I3o+CE/cq3S2MlocX0RBAibQormAWJKSAhUljAu7IZYeDdmLgnxtNlFmEI6kFvaBr1F6Il9fAt2IjugD7lW+rhGOJEN60j2Rr84l2ijCE3vAtkq+NpsoMwhHUgv7wNco4r1wlSeKUkWxD1Qs4QYRntgCvloRjiRDetI9ka/OJdoowhN7wNcqwpFkSE+6J/LVuUQbpSdfI+TryxcVHeGJzwUoG3ochCOJHMtTeVUhKorlKC+awopClBOvlySjGDfyjeHhrizo6S5CMeYRnsI9p8RAW2VBvoFkGKkgHElo9oEBGDSM8ERHtgzytdlEmUE4klrYB75GEZ7o6Laj4e0hjpAACXgTQGxokiNuU0NkhMumKX9ENVi+TSsq8/H01A2vCE9xdod4zMm3mRN5A/r52ay6uOPpiVwwMz835r+uKhfO7OXPLz/mr/MilAuNXh2XizAOZEw+5osyTrb6aWtnmHb3R2n/cJQOH07Sgyf5/mic9h+MmyW6oUePxv0q50efbKWXz07T6clsQ2fmaUonsOpeNcwXRv/0q9305a/30k7upUg3uYj86xdn6Yc/vU1/+LdX6acfjtO7N+fp+N0s90q7F4hFcLrLkcwv7ojzdSrGXXBWKYYvZlahVMwx0CWTg8lF2M9PZ9XHNiEN8muecd6nx/n1grxmausG5dtWETwvCTQgcLMHbn7dIHRRD72YX+R9M/+ZvCAv0+QiHoNh/t5xJN90rvYezPv28kH4yPfjEW7SVzfvVl4xMv6Ynax7+TnH7Dyvf9Rv3X8Mv/pn8rOV/NpB7lns2u87jsZ3dQDdOBL1HEJPvr4RnujIdkS+NpsoMwhHUgv7wNcowlMPEaRQ2Qg07IH4PVDo8s1lxVnBiEzK9dS8RxB8uVc193BXBHq6i1CzefJtxm8Tj0Y4kjy5X/naQniiI9sR+dpsoswgHEkt7ANfowhPdGQ7Il+bTZQZ1D9DBvnn4ShY4XkgekmS4n6lqyFfnUu0UYQn9oCvVYQjyZCe4nuio/iO2Eu2I+5VNptIM/Tka4N8ffmioiM88TkbZUOPg3AkkenpHvEtcNHk33LQBdYYzb95UuNoHlqXQHNDl2ekJZ08+epcoo3SUzQjej4IT9yrdLYySr42mygzCEdSC/vA1yjCEx3ZjsjXZhNlBuFIamEf6EbJV+cSbZSeohnR80G8H47vhdPZyiiiD/hcYPNFzCAcSR70hLBhx0B4oiPytQnEn0H0gFTJPvB1TU/k60ugG9ERfcC9ynZNvjabKDMIR1IL+8DXKMJTPEdlVYWoJlwvFVgUoqR4veS7/9SJTr51aLV3LD21x37VMyMcybm4X+nEyVfnEm0U4Yk94GsV4UgypCfdE/nqXKKNIjyxB3ytIhxJhiV5GvoiZ3QSIAFPArE2tVjZILiXVxGCSrwYCE8lPbHHM4R586nURU+6XUQPdJmvvHn8YnaR5vne9DbZGqS9g1E6fDxJD59M0uMXW+nNp1vp0Sdb1fgoX/RZLgA9GPblGo7hbpLfwyc5309P0/HRNJ2ezMLl2HZCskoWK+Xq55JXQKVt46p9fumhJ59tpU8+30nbO3G+1Zyez9PLn0/TX787Sn/899fpP/71ZXr76rx2fXzAPSaw2DjuQrDqcXfFAc4v9rqbqXHPA0JWQn3knS9EnS9GfXo6S+fVxaiVgzc0JBehln16nO/9frdXwEe+zeB1m0Kz2tt8tLUvaTnRkUblfozN5ynNPnyfJ6um3dXQy/vmcNSv7qvuofdpr5Lvk4VPr9+99RnN02w2T2en8zSd5iZAJbeGln52ORzln3/ke5Off6BKaHcHWANgxx6C8ERHvtIRjiRDetI9ka/OJdoowhN7wNcqwpFk2EMEKlA2AkvF13cZ3PvoCE8FLt+8LhBkcCsYkU2Znpq3MIItznTzekqNQE++ZsnXly8qOsITnwtQNvQ4CEcSmZ7IVyfQjVFEH7AHfF0jHEmG9KR7Il+dS7RRxB//lpqa/HtkNCYR80H0E/cq2yz52myizCAcSS3sA1+jCE90FN8Re8nXkURH9BI92Z7I12YTaQbhic8ptlHytdlEmUE4klrYB75GEZ7oyHZUJN/CiroAvXLNv+lgLwTONCaAWHaSBC3pKshX5xJtFOGJPeBrFeFIMqQn3RP56lyijSI8sQd8rSIcSYb0pHsiX51LtFF68jVCvr58UdERnvhcgLKhx+F74XQuqFFED0gu7AOUET0OwhMd6WxRowhHkgs96UbIV+cSbRThiT3gb5WefBmTry9fRHSEI8mD+5Vug3x1LtFGEZ7YA75WEY4kw1ieyqsKUVEsR3nRFFYUopx4vSQZxbiRbwwPd2VBT3cRijGP8BTuOSUG2ioL8g0kw0gF4UhCsw8MwKBhhCc6smWQr80mygzCkdTCPvA1WpKnOFcW9XXG6CRAAksIIDY13BNPrGyWYFt5qryKVi69MwciHEmxuD7oDLqNJorwREe2MvJN6fRklubzi3RyPKsueP/Dt0dpZ3eYdvZH6eGTSfr8Fzvp0y92qs/lAp3RbpKT5Pno0630978dp4uXeobsA50Logck8n3mu5375fDhJB0+GuuQWxg9eTdNz346Sd/9x5v0+397lX76y7t09GbaQiY8pUZA+s7qvfvcSxor9JjFve556OluYtOzeTrNry2mZ7O7D3Y8Qv7g+2R7kLZ2hmkwjPc6xrF0MzSiD9gDJl7IBMKRJEJPq+sQ5ov7qo/y4Cvfl82n8+r7M9Qv+65aj3ZcL2+bo0k/jfO9P/CoWDvr5RiiDzwzvmQzSKPxIF9cxPNMNqMIMyhPs+lFOss/mzjPrx/aXPu9fi+v+UFe84ONr3nNJ4qvFptjGAIIR5LJ/d1FMB7uioLwREc2ZfK12USZQTiSWtgHvkYRnnqIIIXKRqBhD8TvgUKXby4rzgpGZFKup+Y9Qr7NGW4iAsITn1NsU+Rrs4kyg3AktbAPfI0iPNGR7Yh8bTZRZhCOpBb2ga9ReiJfXwLdiI74d9F7/E/VG5HMvcoXM/n68kVFR3ji6yqUDT0OwpFEpiedL2qUnlAkfeMgPLGXbEfka7OJMoNwJLWwD3Sj5KtziTaK8MQe8LWKcCQZ0pPuqUi+BRZ1AXkvkfQBO0HvBMwoYunRkO2CfG02UWYQjqQW9oGvUYQnOrIdka/NJsoMwpHUwj7wNYrwREe2I/K12USaoSdfG+TryxcRHeFI8uDzAcKGHYPvhbPZIGYQfcAeQJiwYyAcSXR6shkjZhCe6Mg2Qb42mygzCEdSC/vA1yg9ka8vgW5ER/QB9yrbNfnabKLMIBxJLewDX6MIT/EclVUVoppwvVRgUQWW5Lv51IxOvjWBtXQ4wlO855SWYDqdFuFIUqMnXRD56lyijSI8sQd8rSIcSYb0pHsiX51LtFF6imZEzwfhqeleNdRT4ygJkAAJ1COA2NDkjE03tcusY2VTj6R+dHkV6XV2fRThCdMDXSfplz/CkWRHT7qjEvjKhSLlfvTm/EOR/XzxxgdPJunt6/N0dnp5IdXHn26l4SjWBaAln8NH4/Qw5yoXmrRuCE/sAYtupEvo2DmiZ6RHxluDtHc4Sjv7cb7FlIsfv/j5NP3592/SH/6/V+mP+S4XhUXd2AcoknoclCl6ynwF5k2gIDA3w+o2l4+CUll+khZnp+fzdPKu/YtRLxDIfi0XYq/rrnRPCz51P9blaMUnX4sMZhzhiY5sF3C++bdyL/LruNnsIsnruQi36vVu/h5rlO/yedduKIpa5cJDnlfk3kU2kVyKJ3ndcHqyeN2AMle/ysrrOHvN91K8omhqfVCfMB9hEUB4oiOLLmYc4UgyoSfdB/nqXKKNIjyxB3ytIhxJhj1YIN96Nx2dWDZNfL3z0ZPFLRYZRDZ8TrFc3/5nEftIe4Z8bTaIGUQPSB70pNsgX51LtFGEJ/aAr1WEI8mQnnRP5KtziTZKT9GM6PkgPHGv0tnKKPnabKLMIP74t9TSYyO4KmUvueLlXuWLFxId0QOSCLcqiA4zCD2ZaEJNIDyxl3yVIhxJhvSkeyJfnUu0UYQn9oBtlXxtNlFmEI6kFvaBr1GEJzqyHRXJt8Ci8m8w2RJXnOlxt1qR1HqHNTd0eV7uVzp/8tW5RBtFeGIP+FpFOJIM6Un3RL46l2ijCE/sAV+rCEeSIT3pnshX5xJtlJ58jZCvL19UdIQnPhegbOhx+F44nQtqFNEDkgv7AGVEj4PwREc6W9QowpHkQk+6EfLVuUQbpadoRvR8EJ64V+lsZZR8bTZRZhCOpBb2gW6UfHUu0UYRntgDvlYRjiTDWJ7Kq6q8ivKiQRQVa+GVWJLvBlQzeoFLpiaB+IcjHEmVwVo7PviaGSI80ZENnXxtNlFmEI6kFvaBr1F6Il9fAt2IjugD7lW+rps6inOFUV9OjE4CjQhcbTRuao1Q3vngq6zvPNg4AOcoVjZGubWGy6uoVvmdOBjhSArF9UEnsG08SYQnOrK1ReMrF059/eIs/enfX1cf//7X4/TZL3bSl1/vpcdPt+xCNjwzHPXS/uE4HTwcVxea9Dx9XUd1j/fMvQuxUbw2tc+M8wVrH3+6lR59spUm+cK+EW5y0eO3r87S9398m/79/36Zfvz+XZpNUWQvK0RF25SnCF7ayAHhqUhHCDAiFAAnUCrwJSq/FHZ2Nk/HR9PqIwBX4xyHw17a3h2m8dYgnZ/O0qq/uIbwFKH+xgCdApCvE1hgWIQjSYd9oEu5yXeWvweb5tdu8r1YhFu/36u+x5LXvb3B/bWo2RAeo/w9wHCc2fQj2Op2DvJ9zMm7afUc3XYlw1G/ctvjlVquqdD64NoBK3xxf3eRFeAADkE4kjToCSBjSQiEJzqyAZOvzSbKDMKR1MI+8DUK84QIVKBsBBb2gW8PSHSEpwKXL4iMEG5OB+EIk4lEKe9Gvt1wivDUvBu7wWqdLMl3HWqbfQzCkWTMPvD1Rk/k60ugG9ERfcC9ytc1wpFkSE+6J/LVuUQbXfV9VMvy5j+vLqPTfI691Jzhsgjku4xOnDmEJz5f+/ukJ3/GTc+AcCQ5sJ+amlj+eIQnOrIZk6/NJsoMwpHUwj7QjZKvziXaKMITe8DXKsKRZEhPuqci+RZY1AXkXVbSB+wEvRMwo4ilR0O2C/K12USZQTiSWtgHvkYRnujIdkS+NpsoMwhHUgv7wNcoPZGvL4FuREf0Afcq2zX52myizCAcSS3sA1+jfC+cM19AePYAAOKSENyrlsAJNEVPvjLI15cvKjrCE59TUDb0OAhHEpmeyFcn0I1RRB+wB2zX5GuziTKDcCS1sA98jZbpCVFVrJVXXEWIgoJtEAWW5Lv51IxOvjWBtXQ4wlOs3bclkI6nRTiS9OhJl0S+OpdoowhP7AF/q/Tky5h8ffkioiMcSR7crxA2bscY3h7iCAmQwDICiE2NG9oyws3nEI4kC4ynWNk0p4u5UAGOL6KiMmMgVh6mB8rki6gK4UjyoCfdBprv9Hyenv/9JL34+SQ9/+kkvXx2Wp1492CUtrYHehIbHpULq8pFqXf3R9UFVjd8ep4uIAF0H1gljvNFax99ulXd5eK1bd8u8sWOj16fp5/+cpy+//2b9OffvckXQZ63nZZ5foQnPheYeCETqzqS4xZ3yIm7EGRVOMtqAS3gQKlcq1b2pJPjy4tRzxG/3XUtev0v+sNe2tkbpb38euFNzu38bHP7I8KRVAxaMvXhBX/EMr7L5oKXVVx6N13I1zfHiit6jYLms4s0y6/f5GOEWy9/rzXKr3nlPsif8/aRwGDQT+OtQZLvCeR7Ut6aEzg7mVXPzxebe4o2k5bv7+S1w7qdyBWho12X581o5HuTCPZrhCc6wjq5GQ3hSGLS002yl1+Tr84l2ig9RTOi54Pw1EMEkfQK3PQQaArEoi/GlkYRjgpdvrksBB3MCo6TSUsL1fm05OsMGBAe4UjSwHQkoKBgIcg3mBAjHYQn9oABFzhMT0CYSijyVaAEG0I4kpK4X/mKRXiiI9sR+dpsosyg3h7WYyO4KmUvueIN9FMv3zq7HB3RA1I/tyrfVUBPvnxR0RGe2EsoG3ochCOJTE/kqxPoxiiiD9gDtmvytdlEmUE4klrYB75G6Yl8axNALJpgjX0B+KlKj7tV7aVU5wGIZSfnC7b06iBwPZZ8XfHCgiM8sQdgOtRACEcSmJ5UvIBn68u45KvzRY2yD1AkfeMgPLGXbEfka7OJMoNwJLWwD3Sj5KtziTaK8MQe8LXK98I58wWFZx+AQBphEHuVhKYnAzBoGOGJjmwZ5GuziTKDcCS1sA98jSI80ZHtiHxtNlFmEI6kFvaBbpR8dS7RRhGe2AP+VsvzhKhIuMdZfeVVlPEiioqjqGrUAkuq6oryP/KNYsLOA+FIogdrbbvgjs4gPNGRLZ98bTZRZhCOpBb2ga9ReiJfXwLdiI7oA+5Vt10Pbw9xhARIwJsAYkOTHLmp+ZpCeMI5QmQTa9UgKsLx9V1LXY2OcBRr1XXVxPK86Wk5n6azN/nKG6pfPD+t/j1nlC/mKLcvvt5LT55uNT0V7PFb24O0tTOsLiA6zxen5u02AaGyuC9m+ZyyIHH7412raJB74eDhuLov+uJ2lM2NSL4//uVd+vf/50X64bujNM0XQC79dpejxXq/67jSObG+oARQCxOwkXulcn42ry5GPZuizrC+y+Gwn3b2h2n3YJSOj6ZVXutHa+eRKIqAJdMOAJ6VBO4BgdnsIsy+Kbj7+Vu/8dYgjfP3Wr1Bb6X3992XPaafeUyEzVY/9fpxqpbniqt3q23iZPwxQ/m5w/Q8v3bI97Zvg2EvjSeDtdNAPGdHdLQ2EPADyRcM1CEcwpGkxT5wkHMlJMITHV0BeuNT8r0BJOiX9BRUzJW0EI4kXA8RqMBND4Gl4nvFGT/FE0B4KnD5ZtAIMuKrOZ04meDXX4SI5BvBwt05IDw178a78+zqEeQb3xzCkVTJPvB1TU/k60ugG9ERfcC9ytc1wpFkSE+6J/LVuUQbRfwB8B6bwFUre8kVb6CfevnW2fXo7INuGER44lOKr2uEI8mQnuJ7oiPbEaIPyNfmi5hBOJI86Em3Qb46l2ij9BTNiJ4PwhP3Kp2tjBbHF1GQgAm0aC4glqSkQEUJ48JuiKVHQ/aiIF+bTZQZhCOphX3ga5SeyNeXQDeiI/qAe5Wva4QjyZCedE/kq3OJNorwxB6wrZKvzSbKDMKR1MI+8DWKeC9c5YmiVFGIPiBaFS10kJ6gOF2CIRxJYuwnXQ/56lyijSI8sQd8rSIcSYb0pHsiX51LtFGEJ/aAbZV8bTZRZhCOpBb2ga/RMj0hqoq18oqrCFFQsA2iwJJ8N5+a0cm3JrCWDkd4irX7tgTS8bQIR5IePemSyFfnEm2UnqIZ0fNBeOJepbOVUfK12USZQTiSWkrqg2EUOcyDBEigPgHEplbShlafoP8jEI4kS5wnREa4bJoaQFSD5du0ojIfT0/d8IrwFGd38GU+zxdUffHsNF3kd0WfnMzSfH6RDh6M84Ud85VNA9yGo37azhdX3d4ZpHf54tSoN28HKM01BUQPSIL3pQ+uyhjlNbf/YJTv4yTrr+3b+ek8/e27o/S7f32ZXr04azsdnp8EWiNwdV+7+rkkVORedbPIdciDwNxMZXEx9rPTWdrZa/dHcXIx6r2Dcdo7HKWX+fVMercOqDIec9PTOlWBlsw6p+70Y4T9KvzJd/OaF25W8bPIzsPTbHqR5DXddDoP8f1Mf9BLk/w91la+D/Lnq9zqMFwWb7WzLYvgOyc8hM14a5iEU9duCE8eVc/O5+ks/7yh7dtg0E+T/LOF7d1hOnnXzs8XEI6Eo4entv0gzk++CIr+MRCe2AO+nhCOJEN60j2Rr84l2ig9RTOi54Pw1EMEkfQK3PQQaArEoi/GlkYRjgpdvrksBB3MCo6TSUsL1fm05OsMGBAe4UjSwHQkoKBgIcg3mBAjHXoywAQbRnjiXmVLJV+bTZQZhCOphX3gaxThiY5sR+Rrs4kyg3r/eI+N4KoU0UuSIDXpmshX5xJtFOGJPeBrFeFIMqSn+J7oKL4j9pLtiHuVzSbSDD352iBfX76o6AhPfM5G2dDjIBxJZHq6R3wLXDQXgPcS9dgFehOARgtcdiAymDDki+HoHYWevAlj4iM88XWV7YJ8bTZRZhCOpBb2ga9RhCc6sh2Rr80mygzCkdTCPtCNkq/OJdoowhN7wN8q4v1wfC+c7gnRAxKZfaDzRY3SE4qkbxyEJ/aS7Yh8bTZRZhCOpBb2ga9RhCc6sh2Rr80mygzCkdTCPtCNkq/OJdooPUUzoueD8BRrr0JUJKziVFVeRRlvgUUhSoqz6vT9os1R8m2T/mrnRjiSM7EPVuO97lH0tC651R5HvqtxavsohCfuVb4WEY4kQ3rSPZGvziXaKMJTlB5o98p50cwyHxK4hwQQG5pgi7KplaowlqdY2SCcl1cRgkq8GAhP3Kt8vSIcSYZd8HQxv0ivnp9VQB88mqTPvtxNTz7bSoNhP7X9BuXqAqv5IpNb+SKTp2fzdJ7vV29d4Hs13659juiDrjkajvpp/8E4HeT7aNxvTZn8gsH52Sz9/ONxev730/T61Vma5169eesa35v5r/31exS3iawdsdEDJY/FXQt0bz1pMBzGEOugSEcIMOJLgSPPx8dvp2nvYNTq6wXZsw8e5j07v34Zff/OYXXdr5COS+Z+gTSqJV8DTLBhhKeb2+ZsOk9np7M0O0dEbw5sMOilrZ1hde8Pb2bbPP6yCAgCnhkPMo9LNoPU73ueaRmlducQjqSCq/Sm04t08m6azk5m1fdYvZbYys8XxO/23jBNz2//fKFd8vXOjvB01VG9s5d/NPnGd4xwJFWyD3xd0xP5+hLoRnREH3Cv8nWNcCQZ9hCBCpSNwFLx9V0G9z46wlOByzevCwQZzAqOk0mZ7UK+3fBKT76eyNeXLyo6wlOZz9kows3jIBxJFvSkuyBfnUu0UYQn9oCvVYQjyZCedE/kq3OJNor4499SU9vvr4/GFZ0Pop+4V9lWyNdmE2UG4UhqYR/4GkV4oqP4jthLvo4kOqKX6Mn2RL42m0gzCE98TrGNkq/NJsoMwpHUwj7wNYrwREe2oyL5FlbUBeiVa4+7ld0IgJnClh2ACDYE+WJ5ekWjJy+yuLgIR5INX1vpTshX5xJtFOGJPeBrFeFIMqQn3RP56lyijSI8sQdsq+Rrs4kyg3AktbAPfI3yvXDOfEHh2QcgkEYYxH5FRwZc0DDCkaRCT7oQ8tW5RBtFeGIP+FpFOJIM6Un3RL46l2ij9ORrhHx9+aKiIzzxuQBlQ4+DcCSRY3kqrypERbEc5UVTWFGIcuL1kmQU40a+MTzclQU93UUoxjzCU7jnlBhoqyzIN5AMIxWEIwnNPjAAg4YRnujIlkG+NpsoMwhHUkvTPhhGAcI8SIAEuk0Asak13dC6TXAz2cfyFCsbhIHyKkJQiRUD4Ugq4n7l6xXhaROO5vOL9PLZafrxL+/SX759m3r9lB5/upXk4tBt3nr5r3xOtgZpe3eU3uWLZctFs6/eusL3as737XOEI2G2iT6Q84zG/eqi7Dv5wqZt3mazeXr+02n667dH6dXz0zSf6ST10fqZb4pv/cyMR+TCq1+gQAEwToMaRqTZOUcoeBuKg3AkqRbpSYFzdjpPb1+fp73DUdrdH6Vevih0G7dRfp1y8GiSHjyepNFksPL7OdrJtg1C7ZxTWTK1E6EjGxn52myizFx1JK9Xzs/n6fRkVn1ceaNyLKY/6KetnUHa2h2mwbB73XaVbxNMWuWDYT9t5+8DtnYym5ae25rUFOmxVz1JD8j38yfvZnnN9VNegq3c+v1e/tnCMO3k1y7Hys8XWkmqxZNeddQkDa2XmsQr5bHk2w2T9HR/PHGvsl0j+oB8bb6IGYQjyYOeEDbsGAhPPUSQQmUj0LAH7PWLmEE4KnT55rIQdDArGJFJuZ6adwL5Nme4iQgIT5iO3ES1mz8H+W6eed0zIhzJOdkHdcnXOx7hiY5s5uRrs4kyg3AktbAPfI3SE/n6EuhGdMQfAM9vkefNkQD3Kke4OTT5+vJFRUd44laFsqHHQTiSyPSk80WNIjzREcqGHYeebDaIGfJFUPSNgXAkGXK/0j2Rr84l2ijCE3vA1yrCkWRIT7qnIvkWWNQF4KcqPXaB3gSg0QKXHYgMJgz5Yjh6R6Enb8KY+AhPfF1luyBfm02UGYQjqYV94GsU4YmObEfka7OJMoNwJLWwD3Sj5KtziTZKT9GM6PnwvXA6F9Qoog/4XICyocdBOJLI9KTzRY0iPNGRbYN8bTZRZhCOpBb2ga9ReiJfXwLdiI7oA+5VtmvytdlEmUE4klrYB75GEZ7iOSqrKkQ14XqpwKIKLMl386kZnXxrAmvpcISneM8pLcF0Oi3CkaRGT7og8tW5RBtFeGIP+FpFOJIM6Un3RL46l2ij63paPK7dq4xGo8l8SEAhcPWyz3zCUAABhxYbU9OQ9NSU4PLHx/IUK5vl5FabLa+i1eru2lEIT9yrfK0jHEmGd3mSNxG/+Pk0/fkPb9Nka5AO80WhhyPf2u6Knq8xmcb5otRykdVhvlC1x60u37rHe+R8H2MiuN/VA8J1POmncV7/bd/ms5RePjtNP/7lXXrz6jwh3uS/rKZN8V2Ww8pzOdnZ/CLNZ/nPdXiDWTkp/wMRjiTLVfrAv5pyz3BfPJ2fzdK7N+fp5HhWXQy639KFvuW1wcHDcX7NMk6jvH+vekN4Yi+tSnu94yxHi/HFx/Wi81EofuyD1dbSbHqRzk5maXp+9Sezqz3W4yi5CEL1Pdb2MA2Hq++dHrm0GVPrg8Gwl7Z2h/n7z2Fq67mtTSZe55a1f/xWXjdM0/beMA1aekUqTuX8uwej9Dp/r3V85FXx/Yqr9dI6BPicolMjX51LtFGEJ/aAr1WEI8mQnnRP5KtziTaK8MQe8LWKcCQZ9mCBfOvddHRi2TTx9c5HTxa3WGQQ2fA5xXKNuQAk+dp8ETOIHpA86Em3Qb46l2ijCE/sAV+rCEeSIT3pnshX5xJtFOGJPeBvlZ58GZOvL19EdNTbX+V9ILz5EWAv+bGVyOTryxcRHeFI8uBWhbBhx0B4oiObL2IG4UjyoCeEDTsGPdlsEDPki6DoHwPhiXuV7Yl8bTZRZhCOpBb2ga9RhCc6sh0VybewovJv1tsCa8z0uFvVoFX/UIwlPqdY5MnXIhNrHOGJz9m+ThGOJEN60j2Rr84l2ijCE3vA1yrCkWRIT7on8tW5RBulJ18j5OvLFxUd4YnPBSgbehy+F07nghpF9IDkwj5AGdHjIDzRkc4WNYpwJLnQk26EfHUu0UbpKZoRPR+EJ+5VOlsZJV+bTZQZhCOphX2gGyVfnUu0UYQn9oCvVYQjyTCWp/KqQlQUy1FeNAUWVWBJvhtQzejkWxNYC4cjHEna4farFlh6nhLhiY5sQ+Rrs4kyg3AktbAPfI0iPNGR7Yh8bTYRZoYRkmAOJNAVAogNTWrlk4avcXry5YuKjvCE66VY2SAYl1cRgkqsGAhHUhGuD2LxiZLNKp7evDpL3/7+Tdo7HKVf/eNBStuDVtPv9XvvL7A6SHJBUd5IoAmBu3pALuY73soXVR20fzHf+fwivXp+mn764Tgd5QvFd+F2F99Va7ir0+UPbMxn8zSdzpNw4q0egVWJyXGrHlsvAx69CgEE+7t6aZU8rGPOT+fV3nTybpouLibWYe7jcjHqnXwx6v2HkzTJe/jKixYAB+FIAAFScefME5CAReBmH8jXN8esx9638dPTWZqdzzOfOITGW4M0HPdXyui+7FWDUT9t7w7T1s4gyXMMbxgC07N5On47Taf5dUObr98H8rphf5R/3jFOw/y6oW43ckVg1oMVpa4PLQ4daVQux8jXZhNlBuFIamEf+BpFeKIj2xH52myizCAcSS3sA1+jCE+VI1gg33o3HZ1YNk18vfPRk8UtDhlEJlIln1N01+Src4k2ivDEHrCtkq/NJsoMwpHUwj7wNYrwREe2I/K12USZQTiSWtgHvkbpiXx9CXQjOuIPgPe4WbnK5l7lirf2+z+sbNgGFhnMOKIP6AjjwoqCcCSx6ckijBmnJwxH7ygIT+wl2xL52myizCAcSS3sA90o+epcoo0iPLEHfK0iHEmG9KR7KpJvgUWhfsetx07QGwE0ilh63KtsGeRrs4kyg3AktbAPfI0iPNGR7Yh8bTZRZhCOpBb2ga9ReiJfXwLdiI7oA+5VtmvytdlEmUE4klrYB75G+V44Z76A8OwBAMQlIbhXLYETaArhib1kCyVfm02kGXqKZEPPBeFIInO/Il+dQDdGEX3AHvj/2XsT50aSY0/TcRMAb7KKdXf13VJLb+bNYbtm+/+vre3YmO3MvGP0pCep77qreOPmuicbXSxWBIEEfgE4kr80oUlGJCI9vi89MgGh4HHX5Btn46UH4cjmwjxIaxThyZ+jYs0KMRt3uVTASRVwSmkXn5yjk29OYEvaHeHJ3zVlSTATHRbhyEKjp7Ag8g1z8daK8MQcSGsV4cgipKewJ/INc0G0VhGDcAwSIIF8BLio5eO1rL0RnnhhT2sP4cgixHjyFQ2CfPFmhKDibwyEJ0wO+GOzqIh6Wlzy7auuvHvTk05nqMUda4s6dPA49qWYNS2sWtcCk1ZwktuHBCxnrj7GvSQ1JjH9Tzu/1poVaTTLLs614WAkJ4f9LB/PtdjrbdomXQusfzS6fMC+efQ2AeZcbw2BSbk0LYjQNaWnxdhtjTo/XW4x6vEcmlpsfH2zlq3jnfPhuDn+EwEnBCZ+xGiPo1CiMbIjTMDcXX2E93rfCjpl3g/I31aKwKB/IYPBhYyGiKzHTL1a0/vfVlXqaxXp6Wu/mzZE1KuQA9VaWdobNWmt11y8JrjuZLzmXG+3vz3zHfRHcnZi9w3DpeZApVrS9zjqsrlbl1qjHMJ4Y9ttyYMbITjvRDiyKXrOp2UqIN9l0p/+2AhPzIHpec+yJ8KRHZeewvTJN8zFWyvCE3MgrVWEI4uwBBso7XwXPTqxLJr4bMejpxg3X2QQ0fCaEnN9+f53vHe6HvKdjtOseyFywI5NT2ED5Bvm4q0V4Yk5kNYqwpFFSE9hT+Qb5uKtlZ68GQnHg/DEtSrM1lrJN87GSw/iy79tLva5f27pCDCX0rG1kck3LV/E6AhHFgeXKoSN+Bj0FGfjqQfhibmU1ijCkUVIT2FP5Bvm4q0V4Yk5ELdKvnE2XnoQjmwuzIO0RumJfHMTQJw0zhL7AvCuSomrVe5TKc8TEKedHc/ZqZcHQdJ9yTcpXtjgCE/MAZiO4EAIRzYwPQXxAq7Wl+OSb5gvqhWRB3SEshEfh57ibBA95IugmHYMhCOLkOtV2BP5hrl4a0V4Yg6ktcrPwiXmCxqeeQACGRmGa1UEjKNmhCObDnMpLJV8w1y8tdKTNyPheBCeuFaF2Vor+cbZeOlBOLK5MA/CRsk3zMVbK8ITcyCtVYQji9CXp+LNqngz0pMGMSlfJ14Rp5R2Aco5egFPmZwE/O+OcGSzdJba/sHnjBDhiY7i0Mk3zsZLD8KRzYV5kNYoPZFvWgIfj179uIktJEACq0IAcdHghT2tbYQji5Ce/HvCOSreWYOYEY5v2nNpVUdHOLK532ZPVmDSilJbkcnRnYaUy8ujYV9mWa2Xpa4FJsvV8gdv3i8vKv/ZgciD28a3oufXmhZBb2gR31L+eqbwk2KoBY5PNQ+PD3tiv8e22+bpNw468ezLbm8tgN9I3LpfLBuuZwRPg7SnwXXedrSuFjs/etfTe4WBXIxCe6SN6frotoZv7zdk715T3rzoZPcx1/eB/42aNuAEdhQKHHORBkR4ApwuRUI61VyM+7TsU/K1tXI4GMmgP200U01vrp3KlZK0NmqysV2Xo7dd6XdHc4036cmomaf0VNPXnu2tmjTXV+//avLMt98byelRX6/P+h7DDa9tJp1D8/bb/YKd71t7DX2PoTLvcDM937OnmSZU0CchPKVcq1YdO/n6N4hwZLNkHqR1jfBER3FH5Btn46UH4cjmwjxIaxTmCTFQAWUjsDAP0uaAjY7wVMDTF0TGCM9PB+EIE4mNUryNfFfDKcLT/Nm4GqxmiZJ8Z6G22OcgHFnEzIO03uiJfNMSWI3REXnAtSqta4Qji5Cewp7IN8zFWyviC8CzzwZ7m1iB4mEupZVJvmn5okanJxTJtOMgPPG+yr8ji5Ce/Huio7gjrlVxNl56EI5sLsyDsFHyDXPx1kpP3oyE40F44loVZmutheOLmJCBcXTSXEAs2ZQcTcoYF2xDnHo0FD8pyDfOxksPwpHNhXmQ1ijCEx3FHZFvnI2XHoQjmwvzIK1ReiLftARWY3REHnCtirsm3zgbLz0IRzYX5kFao/wsXGK+gOGZAwCINwzBteoGOI666CmtDPJNyxc1OsITrykoG+FxEI5sZHoi3zCB1WhF5AFzIO6afONsvPQgHNlcmAdpjRbTE2JWvs68ws0IMSFnC0QBp5R28ck5OvnmBLak3RGefK2+SwKZ8LAIRxYePYUlkW+Yi7dWevJmJBwPwhPXqjBbay0S39WrLBT3wh4SIIEZCCAWNDssLxozwM/xFIQnOsoBfIZdEY7ssDhPiIhw0cyA9IOnIGaD5ftBePzjVwIIT37Ouvxau+dDOT22IpMDWWtVpaIFTpey6TdRVvXY1VpZyuUPI0A4shGXNLMPJ+Pwr9vGt1ItSWOtkhUzLZeXf1b0tEB893wgwwlFXm+bp3GqmKOSrgklR99Way5iPpZ/Ro3JFfNnjHue2dJRHloiXV2jjt725OxEi1GnrXk+VWA1vU/Yvbsmdx60snsXu39Zmc3RCewolJXRt+hAEY4sZq55YXOp+dp9Xb831IPXwgEsuNXup9obVdnYrkvnbCD9roMFfQoGKT3Z64G15u3+v5lS8O33RnJyqO8vnAz0vgF1hClOlmu7lPW9hfZmVdb1nF9rVa71rtafCIq8FqR1jnBkEdJT2BP5hrl4a0V4Yg6ktYpwZBHSU9gT+Ya5eGulJ29GwvEgPJUQg1h4BVz0EGgKiCV8Mi6pFeGooKevTgtBB3MG+4lkSSdq4sOSb2LAgOERjiwMTEYCJuRsCPJ1JiQSDj1FwDhrRnjiWhWXSr5xNl56EI5sLsyDtEYRnugo7oh842y89CC+/Nvm4ujjxV7QQuNA5FLmCRpVcQYj39VwifDEa3Za1whHFiE9+fdER/4dMZfijrhWxdl46kF44loVN0q+cTaeeujJk41wLAhHNjLXq1vEF3HSODthLgCfJdJvLwifBGyFEECcdhYILYV1kG+Yi7dWhCfmQFqrCEcWIT2FPZFvmIu3VnryZiQcD8IT16owW2sl3zgbLz0IRzYX5kHYKPmGuXhrRXhiDqS1ys/CJeYLGp55AAIZGQaxVtnQ9BQBDGpGeKKjuAzyjbPx0oNwZHNhHqQ1ivBER3FH5Btn46UH4cjmwjwIGyXfMBdvrfTkzUg4HoQnX2sVYkbGys+sijcjxVvASSGm5OesC68Xy2wl32XSn+7YCEd2JObBdLxn3YueZiU33fPIdzpOy94L4YlrVVqLCEcWIT2FPXnhe7urC4XdsJUEPiIwTlguaB+h+a1hzOi3hhl+Id8ZoOV4CsKRHY6eckCfYVeEJ5wjRDS+zhrEjHB8ZzhBbsFTEI6Wddb1+yM5eteXYy00WatXpKLFHpex2VFLWlw1K1if6NskZ/E0y3OWwc/DMVGsUp+Bdo7XtWhtvVHWLy5NfbS4GfvA+UDz70wLsA/6KHrx4417EEdaFDXzYwVoq1VzNZ6B75+rxNc3yXTRIRxZdCtySs4NsnM+lMO3XTk7HsgF6l/KzBFVtVaW3YOmnGo8L34+u/EzA4V05OgEdhTKHGdU8Z9KT2kdx/gOBiPpdUcyHFxk9zLLvo+x+9/WRk3Wt2ry7lU5LRSHo1/1ZK85W+2qrK1XpVIt5JVi4Qau8u11h3L8rqfX6b6MRld7FhuW5VxFX0O0N2uypr7t/sFee93WDWWCGZP2DEJ4oqO4I/KNs/HSg3Bkc2EepDVKT+SblsBqjI7IA65VaV0jHFmEJcRABZSNwJLxTXsa3PrREZ4KePrqeYEggzmD/URSzHQh39XwSk9pPZFvWr6o0RGeinnNRhGefxyEI4uCnsIuyDfMxVsrwhNzIK1VhCOLkJ7Cnsg3zMVbK+Jjjcv+bI83piniQeQT16q4GfKNs/HSg3Bkc2EepDWK8ERH/h0xl9I6stGZS2kZk29avojREY4sDl5TwjbIN8zFWys9eTMSjgfhiWtVmK21Fo4vYkIGxtFJcwGxZFNyNCljXLANcerRUPykIN84Gy89CEc2F+ZBWqP0RL5pCazG6Ig84FqV1jXCkUVIT2FP5Bvm4q0V4Yk5ELdKvnE2XnoQjmwuzIO0RhGfhcs8UVRQFPMgiMVdI8ITUyCtVoQji5Cewp7IN8zFWyvCE3MgrVWEI4uQnsKeyDfMxVsrPaU1Qr5p+aJGR3jitQBlIzwOwpGN7MsTYlacUfiMAbYWTBNiOv5yCeh7zqHId06AC3o6wpOv1XdB4BZ8GHpKC5x80/JFjI5wZHFwvULYiI+B8ERH6fhW40OzhwRI4DoBxIJmY3JRu0728m/yDXPx1orwxBxIaxXhyCLEeUJEhItmXvqI2WD5zjujYj5/GZ6GWmD1/HQgnbOBjIZW1HFJRU01XcpaUNQK1vOLIIt5fk87K0Qe3LT62nlWq5ezQqalJZ3uxuJCi7pakdfO2VCs0PEqbQhHNt+bPGX9ukNNC86aL1sbbsu2KL63hWeqeSI8rcJZPRpeyNnxQM70XmHQW/5aZQXHt/cacnbSl7YWZL9pQziy8VfB000cgn0IOCAwsVCsPdYXnBMbkxK47uL630kPvoKDDwcX2esru9drNCv6+gaUMDOyKFfLsr5Vl63dhrz86WzGUYrxtHqjLBs79ewacpvuLxdlr6/3CmfH/ew9hmF/+StFo1mV9c26bGzX5fhdTwb95d/LLMpFiuMgjC53NUxBxdeYCEc2I3oKeyXfMBdvrfTkzUg4HoQnrlVhttZKvnE2XnoQjmwuzIO0RhGeSohBCiobgYY54D8HCnr66rT8nMF+Ikl7Pi5rdPJdFvl8x6WnfLzy7k2+eYktfn+EI4ua91Zp3SE80VHcEfnG2XjpQTiyuTAP0hpFeKKjuCPyjbPx0sMv//Zi4uY4ELlkR+B6FeZMvmEu3loRnpgDaa0iHFmE9OTfEx35d8RcijviWhVn46mHntLaIN+0fFGjIzzxmo2yER4H4chGpqdbxLeAJ80F4LNE+u0q4ZOArRACBTztIFxQg5AvimTacegpLV/U6AhPvKLEbZBvnI2XHoQjmwvzIK1RhCc6ijsi3zgbLz0IRzYX5kHYKPmGuXhrpSdvRsLxID4Pt+SvywpPzEkrIg94LUgrE+HIIqQn/57oKO4IkQfkG+eL6EE4sjjoCWEjPgbCEx2Rb5zAavQwD9J6It+0fBGjIxxZHLweIGzEx0B48uUIMSNfZ17xZqR8CzgpxJR85VJ83VhGD/kug3q+YyIc2RGZB/m4592bnvISy7c/+ebjtay9EZ64VqW1h3BkEdLTx56qHzexhQRIIDUBxKLGBS1uiXzjbLz0IBzZXJgHaY368uQrGgT54s0IQcXfGHk8DUcX0tNCk30t5qi/LnUrVyQrVL/sIq9LhRA5uKm5+hjvxmvKmMSHP288lRVauVK+PNc+fNpC/7J8syKvVtzYisTfxm3irPUT7LW1iqy1qlKtlW8jornmPJHvr6PbfuPHXAfkk3MTmNbRpIFTXwus4HPnbCBnpwPZ2mtMCidpvxUcb61XZVvjWN+qSb1RydbRlAddFU8pGQTHJpggFjaSgBGwe7xzXTN7naHU9V5m2Vu1WpLNnbps32lk91Y3pW/qa8qyWdh95fZ+Qza261Kp+rq/NC/XHyFe3h11zoeX57++zln2VtH7hi31vf+gKYPhSI7e9CaG5J3vxAk43+Gm9SdP6PSUh1b+fRGe6CjOnXzjbDz10JMnG+FYEI5sZK5X5BsmsBqtiDxgDqR1jXBkEZYQAxVQNgJLxjftaXDrR0d4KuDpq+cFggzmDPYTSTHThXxXwys9pfVEvmn5okZHeCrmNRtFeP5xEI4sCnoKuyDfMBdvrQhPzIG0VhGOLEJ6Cnsi3zAXb62IL/+2OfELwNOaReQT16q4I/KNs/HSg3Bkc2EepDWK8ERH/h0xl9I6stERuURPcU/kG2fjqQfhideUuFHyjbPx0oNwZHNhHqQ1ivBER3FHheRbsEldgO5cS1yt4okA6EGcdhYG16uwDPINc/HWivDEHEhrFeHIIqSnsCfyDXPx1orwxBxIaxXhyCKkp7An8g1z8daK8MQciFsl3zgbTz305MlGOBZ+Fi7MBdWKyAGLhdcDlJHwOAhPdBRmi2pFOLJY6ClshHzDXLy1IjwxB9JaRTiyCOkp7Il8w1y8tdJTWiPkm5YvanSEJ14LUDbC4yAc2ci+PBVvVogZ+XKkJ03BJoWYjr9csoh8bOTrw8OkKOhpEiEf/QhP7q4pPtBmUZCvIxmRUBCObGjmQQQwqBnhqWiOqiC2HIYESGDBBBALmoVctEUNpYF8USTTjkNPafmiRkd4wq1VvqJBMC7ejBBUljPGxUhkOBjJcKhWEGJmnIZ92WJJ/5N96SIueWaMZnWehlB223CXyiWxYqZl/bnUb/nUT2dbYXh7jEYIk6tz3k4baVnrCq81K9JsV6Va81VkeNo5cD8SWAQBxAoy6VrQ1YLUJ4d9OTsZZHlZ1nV0mVt7oybbe43s8e51R3pdvaFxvi3Ck3ME4fBiYKx9/Ag/c+Gt04az3OxYOBYXBxy7sZ/TbKkd9XujbL3s6NrZ3tSolrxm2pq9vlWXLV0311o3/18r0zK8iXNqvjcde1Kf3Vvu3l2TzZ169ppg0v4e+xGObF4pPdl9Q+dskL3PYK+9lrXZa7/t/YbcfdyWY72POXrTmxjKKvCdOIlbsAPC0/LOzFsgSKeIcGSk6Cl8vpBvmIu3VnryZiQcD8IT16owW2sl3zgbLz0IRzYX5kFaowhPJcQgBZWNQMMc8J8DBT19dVp+zmBEJMX1NH+OkO/8DBcxAsITrylxU+QbZ+OlB+HI5sI8SGsU4YmO4o7IN87GSw/Ckc2FeZDWKD2Rb1oCqzE64gvAs3+TsRrTXckouVal1Ua+afmiRkd44n0VykZ4HIQjG5mewnxRrfSEIpl2HIQn5lLcEfnG2XjpQTiyuTAPwkbJN8zFWyvCE3MgrVWEI4uQnsKeCsm3gJO6AHyWSL/tJXwSsBVGAHHq0VJcB/nG2XjpQTiyuTAP0hpFeKKjuCPyjbPx0oNwZHNhHqQ1ivBER3FH5Btn46UH4cjmwjwIGyXfMBdvrfTkzUg4Hn4WLswF1YrIA14LUDbC4yAc2cj0FOaLakV4oqO4DfKNs/HSg3Bkc2EepDVKT+SblsBqjI7IA65VcdfkG2fjpQfhyObCPEhrFOHJn6NizQoxG3e5VMBJFXBKaRefnKOTb05gS9od4cnfNWVJMBMdFuHIQqOnsCDyDXPx1orwxBxIaxXhyCL04unmSktpWXJ0EiABBwQQi5qXBc0Bzo9CIN+PkLhsoCeXWj4ICuHIBsSsV76i+QDUjH8Ub0YzgpjzaRf6yc7h4PJhvy9rs0Pb8S9/flhuAZMDy5qZ/+OirK+KJ/tSTivka49lfkGnnesjrbk+HF7IyM7/CafKqvCdMI1c3WUtOtvUQstWrL5WL+d6bqqdzdP4cf0Yt9HRdQaov8eMr+YF+aLohse5yjq0R7czlHevu7KxXZdqbU3qSyxIbfFVa2XZv9+UR5+v61p6Ia+enYfCLlzbJE/TTpj5NC2p2fZDeKKj2dj2L2E+AABAAElEQVRP+yyEIztWzFO/N5Sz4750zwfZ65tp40q1n91TrbUq2RrebFelpH9f2A1oog01cozvPGE3mlXZPWjK5m5DKtUUR5gnusU+F+EpRnDQG8nxu56c6KO9Wcuu24ud3eXRzPHu3ab0OiN59t3pQkNIyXehEynwwRCODE8sDwqMbqFTo6e0uMk3LV/U6AhPXKtQNsLjIBzZyPREvmECq9GKyAPmQFrXCEcWYQk2UNr5Lnp0Ylk08dmOR08xbr7IIKLhNSXmevJnEuLPfN9Dvu9ZpPgNkQMWFz2F7ZBvmIu3VoQn5kBaqwhHFiE9hT2Rb5iLt1Z68mYkHA/CE9eqMFtrJd84Gy899jl1xLbMz9oj4vc+BkIT16q4ZfKNs/HSg3Bkc2EepDWK8ERHaR3Z6PSUnvG8R0A4shiYT2ET5Bvm4q0V4Yk5ELdKvnE2XnoQjmwuzIO0RhGe6CjuqJB8CzYp/baXuMAcPfotHjn25q55CWAs8ZoS406+MTK+2hGeuFKldYpwZBHSU9gT+Ya5eGtFeGIOpLWKcGQR0lPYE/mGuXhrpae0Rsg3LV/U6AhPvBagbITH4WfhwlxQrYgcsFiYBygj4XEQnugozBbVinBksdBT2Aj5hrl4a6Unb0bC8SA8ca0Ks7VW8o2z8dKDcGRzYR6EjZJvmIu3VoQn5kBaqwhHFqEvT8WbVfFmpCcNYlK+TrwiTintApRz9AKeMjkJ+N8d4chm6Sy1/YPPGSHCEx3FoZNvnI2XHoQjmwvzIK1RL56qaafJ0UmgAAS0IO5vG1fG31Bc/cXLgnY1piL9Tr6rYZOebo8n3KUAcdbgokEYLN6M8lGxD2WO9D8X9sj3VPjeI71/GQ0vY7k6OCouX2fe1RkW43eEp0U4Kum3aVohX3u42aaAN8UuE6fjaMYTY7UdypWStNarsrFVk3q9PNVzlrkTwpHFv2qeFsWcfBdFOnycbmcob152ZHOnLlu7dZHGcnPS1vB9LULePR/K0ZuevHp2Hg6crUECiHy6NWvVGJb9HD+CVK80AuCMD3tl1Jl+BYQy03Fvy5NinnrdkZyd9KWja9TFKLbX4im12lVpb9Sy+6uz476+Blx8DHmOiAjveg40lcHOfkM29HpW0XtNbvMRiDnq9UZyqNfno7c9aTQrUq0t577BHG/qfUu/P5SN7UvnQ33PYVU2VKQ809Map6e0fFGjIzwxl+I2yDfOxksPwpHNhXmQ1ijCEx3FHZFvnI2XHoQjmwvzIK1RmCfEQAWUjcDCPEibAzY6wlMBT18QGSM8Px2EI0wkNkrxNvJdDacIT/Nn42qwmiVK8p2F2mKfg3BkETMP0nqjJ/98mQNpHdnoiDygp7SeEI4sQnoKeyLfMBdvrYjPF+lH97klJMBcSghXhybftHxRoyM8calC2QiPg3BkI9NTmC+qlZ5QJNOOg/DEXIo7It84Gy89CEc2F+ZB2Cj5hrl4a0V4Yg6ktYpwZBHSU9hTIfkWcFKob64pMRPCiQBqRZx6XKviMsg3zsZLD8KRzYV5kNYowhMdxR2Rb5yNlx6EI5sL8yCtUXoi37QEVmN0RB5wrYq7Jt84Gy89CEc2F+ZBWqP8LFxivoDhmQMAiDcMwbXqBjiOuugprQzyTcsXNTrCE68pKBvhcRCObGR6It8wgdVoReQBcyDumnzjbLz0IBzZXJgHaY0W0xNiVr7OvMLNCDEhZwtEAaeUdvHJOTr55gS2pN0RnnytvksCmfCwCEcWHj2FJZFvmIu3VoQn5kB6q7N6Gj+vmj5EHoEEVpuA1oD+bSuNM+e3lhl/4eoYBEe8QSywRvKFoUw6EMITl5ikipx9cRbijDFefs6aVZ6RfSmgFYK2x1KJKsSRFpO0gpKID3iGMiqvp7z7h47JtnwEUMwnncsuvgzTgtRHFsukgPNhjO69KL7RAHJ2lHRdWt+qyfZeQ4vf3p63AVbNU06tS9+dfGdT0O0M5e3LTlb4ezBYn20Q4LPKWpR6W4uQDwYj+eGvJ1Ktl6WvBbOvbgtaWq8e8lb9zly6QTcCDugEdhTKDcCK12Xr0enxQLpnQxkhJIAQVWpl2dqry537TXmpY54e9UEj+x3mKv7GWkXaem+5vl0X+51bOgL93lCO3nSzx86dtXQHmnLk1rq+prjTkN2Dprx73ZF+98N7himHWdndrubBPJMAXZrmCaHQz0V4oqO0pwjCkUVIT2FP5Bvm4q0V4Yk5kNYqwpFFSE9hT+Qb5uKtlZ68GQnHg/DEz8KF2VorhG98ePYACCAcWRjFvGYj6GDI+IkEcNI5HIJ8HUq5FhLCkQ2JychrwRXgT/JdDYkIT8yB9K7pKR1jBFuLjnmQzpGNTE9p+aJGR3hiLsVtkG+cjZce1L8NcfH5fy9QE8TBXEoA9cqQ5HsFhtNfEY5sarxmpxVMT2n5okZHeGIuoWyEx0E4spHpiXzDBFajFZEHzIG4a/KNs/HSg3Bkc2EepDVKT+SbmwDipHGW2PrNM7kxXH/Ckr9F53o4hft7fkOXSJydem48ka8bFTcGgvDEHLgR8dydCEcWBD2FVZBvmIu3VnryZiQcD8IT16owW2sl3zgbLz0IRzYX5kHYKPmGuXhrRXhiDqS1ys/CJeYLGp55AAIZGQaxVtnQ9BQBDGpGeKKjuAzyjbPx0oNwZHNhHqQ1ivBER3FH5Btn46UH4cjmwjwIGyXfMBdvrQhPzIH0VovnCTEj4+7n7CvejBQvYlJ+FGWJWsApZfPy8h/y9WIiHgfCkY3uLLXjE17RHoQnOorLJ984Gy89CEc2F+ZBOqO3p3plOoYc+RYRgC1qiIG4MkbPPOKNooF0kC8EY9JBEI4sQC4zSTU5e6+ueGcNYkZ5c6CsReJrWvi5qgVNrWD8sjab+3B4IUMtRj3yVOl1WUB43LkI3JRL1of6APA8QVq2VTTnypWyLDH1ZprCTXzzDDhpxanpurSxVZet3brUG+U8Q3NfJTCtp2n3I9QPCSC4TcqBD4+43L+650N5+7Irhwc9GfSXX/jZvozY7l92767Jzn5DNrQg+eHrbnYPMV7jEY6M+ip5Wu5ZMtvRY55i7bMdZQWfhQIAOIFDoVhbqH0FSScJud8bytlJXzrnA7lw9NrG1s7t/TW596Qt52dDOTnqfzR/wCnz0ZgeGuqNimzuNmRzpy7NNv/vpdRO+t1Rdl0+etuTfm/59w12z7Cj9wz3nrZlpDcKr5+dR18TFjUHEM4R6z75IkzEx0A4stHpKc4Y0YPwREdxE+QbZ+OlB+HI5sI8SGsU4YmO4o7IN87GUw89ebIRjgXhyEYuIQYq4KKHwJLxDetjK4gAwlMBT1+liyBjkuan4ycS0EnnbBjydSYkEg7C0/zZGAmuAM3k618iwpHNknmQ1jU9kW9aAqsxOiIPuFaldY1wZBHSU9gT+Ya5eGsdfzZ0nrjs81Pc0hFgLqVjayOTb1q+qNHpCUUy7TgIT7yk+HdkEdKTf090FHfEtSrOxksPwpHNhXkQNkq+YS7eWunJm5FwPAhPXKvCbK21cHwREzIwjk6aC4glm5KjSRnjgm2IU4+G4icF+cbZeOlBOLK5MA/SGqUn8k1LYDVGR+QB16q0rhGOLEJ6Cnsi3zAXb60IT8yBuFXyjbPx0oNwZHNhHqQ1ys/CJeYLGJ45AIA4YQjEekVPEyDP2Y1wZCHQU1gE+Ya5eGtFeGIOpLWKcGQR0lPYE/mGuXhrRXhiDsStkm+cjZcehCObC/MgrdFiekLMyteZV7gZISbkbIEo4JTSLj45RyffnMCWtDvCk6/Vd0kgEx4W4cjCo6ewJPINc/HWSk/pjLDKUDq2HJkEogQQixrky78tQt4hBD0hHBFvEG3WSL5xNp56EJ64xKQ1inBkEeI8ISLCRTMv/byzKVdL0mhWpLFWkXJ5ifPQT1KOtMDrcKj/DDjvJOaFtiLPNyzjxzjkJRobh7CCP+2fmi//PCvpt2BWa6WsCHupcjtN3pTq9iWh7c2atNarYkWHuZFAEQnclAN55ruIFaTXHcrhm65YMepeZ5gnvKT72vpw90FTPvlyQ37Q+5hXWpQavSE8LcIRet4cryAEeAIvRWS/N5Kz44F0z4euXttUKmXZvbsmnbOBvPxF18sfPsZT1FPG7isPHrVke39N78HLH0/cSYvxv/oIhbUK1xS7b3j7qivb+hj0R6FpLLStUi3L/r1mlpPnJwN5/byjoMNne7g1f7ir4Cn/rOZ/BvnOz3ARIyA8MQfSmkI4sgjpKeyJfMNcvLUiPDEH0lpFOLII6SnsiXzDXLy10pM3I+F4EJ74WbgwW2uF8I0Pzx4AAYQjC6OY12wEHQwZP5EATjqHQ5CvQynXQkI4siExGXktuAL8Sb6rIZGebo8nrlVx14g8IN84X0QPwpHFQU8IG/ExEJ7oiHzjBPz3RD4ukjtw+5w7t3QEEGuVRUdNYUfkG+birRXhiTmQ1irCkUVIT/490ZF/R8yluCOuVXE2nnroKa0N8k3LFzU6whOv2Sgb4XEQjmxkerpFfAt40tj3k8y7lZgF8yK88fnzG7ocnmtVGDP5hrl4a0V4Yg6kt0pPaRmTb1q+iNERjiwOrlcIG/ExEJ7oiHzjBPz3IHLAZsk8CLsm3zAXb60IT8yBtFb5WbjEfEHDMw9AICPDINYqG5qeIoBBzQhPdBSXQb5xNl56EI5sLsyDtEYRnugo7oh842y89CAc2VyYB2Gj5Bvm4q2VnrwZCceD8ORrrULMyFj5mVXxZqR4CzgpxJT8nHXh9WKZreS7TPrTHRvhyI7EPJiO96x70dOs5KZ7HvlOx2nZeyE8FW2tqi5bCo9PAiQwGwHEgmZHhnwBeNFWxtmUBJ+F8ES8QbRZI/nG2XjpQTiyuTAP0hpFeMI5QkSznLOmqsUc2+s1abarUqngiOS1bwRHwwsZDvSf745QPPNGsXr7I0gtz/pyeNsHbi+0juoF6pO3M07DvryyVq9Io1HOcm+Sy9vkydaldS00vL3XyNamGRHzaStOwHLial7cphzIq+4qp7zPHe8/ia8tmR0txn582JPz00FW99nFl/BqYHcetLRA9oX0uiN586IjI4f3EQhH5mqSp7FP/sQTMIfjx02jF9JR6ASeBsZNoMB943BCoYYOldpTvzeSs5N+tm56em1T1td7dn81HIzk73+qh9BA2qb1MOlgSE+bO3W5/7QtO3ca4uL6NWnyN/R75Hs9XMuBw9ddOXzTlX53eL174X/bubR7d00sB179ci7f/9uRdDtp40J4QubAwqEnPiD5JgYMGB7hyMJgHgBk3DAEwhMdxQGTb5yNlx6EI5sL8yCtUXoi37QEVmN0RB5wrUrrGuHIIuRn4cKeYHzDw7MVRADhqZhrFYKMSZqfjp9IQCeds2HI15mQSDj0FAEDaiZfEMjEwyA8zX9VSjzJFR8e4cgQ0FP4RCDfMBdvrQhPzIG0VhGOLEJ6Cnsi3zAXb62of4aw6p9j8ublejyIfOJadZ3q+7/J9z0Lr78hHNncmAdpDSM80ZF/R8yltI5sdOZSWsbkm5YvanR6QpEMj0O+YS6eWhGObD68t0prFeGJjuKOCsm3YJPSb9KJC8zRU+JqlYNW/l0RlrhWxbmTb5yNlx6EI5sL8yCtUXoi37QEVmN0RB5wrUrrGuHIIqSnsCfyDXPx1orwxByIWyXfOBsvPQhHNhfmQVqj/CxcYr6g4ZkHIJCRYRDrFR1F4IKaEY4sFHoKCyHfMBdvrQhPzIG0VhGOLEJ6Cnsi3zAXb630lNYI+ablixod4YnXApSN8DgIRzayL0/FmxViRr4c6UlTsEkhpuMvlywiHxv5+vAwKQp6mkTIRz/Ck7trig+0WRTk60hGJBSEIxvaSx5UI/NkMwmQwC0hgFjUIF/+bby9rIzO3CMcEW9cKvnG2XjqQXi6zUtMtVaWtWZFrJi5/WPMvhYmPtOiycgN4cjiwXlCRJQvmlq9LBtbNVnfqElFCzoua7MPL1qhy64+BsMP//nt8qJaFo3FHhdx1lnEq+LJzjUrcD4a6Xv1qMnPoKxULklD17i1VlUqut5N2hChroojW5f2Dtbk7oOmNNv+Xv6bi5CPVeE76Vzz2h9iPkus9BSmNi3f87OBvNWi1Dtvu9LWewe7X1vmZmvp5nY9W9df/HQmP+o9zeHb3jJDSnrsaT3ZtcUKdXfV11Dvq65uzIGrNPC/f0h79vHpaXZ20zwztaeR5t25vnbtnn+cg9PEl2of+9Lzkq4N61t12d5vyO7dNTnUNf36OpHq+HnHRXiyXKrqveX2XkPuPW5n87b1kVv4fjYvl5tIZnlwMpDT477Y70vlroHa8Tf0nuGOvsa496Qtdt9geep5Q+SAze8mT9PO394vaq5XZXOnkT3l7cuOe36T5uaJ76RYb3M/whMiB26zg0lzRziyY9BTmDT5hrl4a6Unb0bC8SA8ca0Ks7VW8o2z8dKDcGRzYR6kNYrwxM/CxR1B+MaHZw+AAMKRhVHMtQpBB0MGEUlxPc2fCOQ7P8NFjIDwhMnIRcx28ccg38Uzz3tEhCM7JvMgL/l8+yM80VGcOfnG2XjpQTiyuTAP0hpFeKKjuCPyjbPx1IP4twz2mTBu6Qggcsmio6awI/INc/HWivDEHEhrFeHIIqQn/57oyL8j5lLcEdeqOBtPPfSU1gb5puWLGh3hiddslI3wOAhHNjI93SK+BTxpPvw2nrDLSa0lZsEkRHP1F/C0m4sH+snkiyaaZjx6SsMVPSrCE++r4lbIN87GSw/Ckc2FeZDWKMITHcUdkW+cjZcehCObC/MgbJR8w1y8tdKTNyPhePhZuDAXVCsiD3gtQNkIj4NwZCPTU5gvqhXhiY7iNsg3zsZLD8KRzYV5kNYoPZFvWgKrMToiD7hWxV2Tb5yNlx6EI5sL8yCtUYQnf46KNSvEbNzlUgEnVcAppV18co6O4OtvrcoJYQV2pyf/khCObJbMp7Br8g1z8daK8ITIAX9VLL2ZYjwkQAITCSAWNDsI5AvAESvjxBmv5g4IT8Qbd0++cTZeehCObC6rmAdtLY53935Lmq1KVvzk8E1Pfv7+RAYDFBWcZVREGE/5omk0K1nx55byXuZ2MbqQbncoHS22POiPPggl34w+eOoHf2D4fjAk/7hCAOFpEY7sXBvqOjIc6nmG+LTrFQZ5frUvjLRCoK12VWoLKgKPcGRzTO2pvlaWe49acl8LDTe1EPuqbKvCd1V4pooT4Sl1DqSaO2LcXnckr56dy8ZWTaq6dtlj2VulWpKt3brs3VvTwtQtGeo6f3rUX+YSv1Qkdm3ZvdOQ+lpFXv1yLifK4uqGyAEb7zbnwVWeqX6npxxkDdbVxzRPBZ3AN3nq9UbS6Qyl3xtOE9FC96nVy7J30JRHn21ISW9K37w4L+6aqa5b6zXZvnt5jVj2696Fil7AwW7KATu8vca393Leve7KxnZd7Nxb5lbVe4b9+0357NttKZVL8v2fj2Q0nDSLZUaMOfa8MyzrvUVT3zM60NdnX/xxO1sv/vn/fS0//fUYE+CKjzIvX5s+6LK04iTThY9wRE/p/IxHpqcxiTQ/yTcNV/SoCE+8pqCtfDgewpGNSE8fch3/Rb5jEr5/IjwxB9I6RjiyCCGfhcsGSjvfRY8O47vowG/Z8RCeirlWIcjYyYShg4gGE0kxE4R8/XtFOMJlpH9eeSMk37zElrM/whOvBWndIRxZhPQU9kS+YS7eWhGemANprSIcWYT0FPZEvmEu3lpR/xzC/m0Dt3QEEPlERXE/5Btn46UH4cjmwjxIaxThiY78O2IupXVkoyNyiZ7insg3zsZTD8ITrylxo+QbZ+OlB+HI5sI8SGsU4YmO4o4Kybdgk7oA3bmWuFrFEwHQgzjtLAyuV2EZ5Bvm4q0V4Yk5kNYqwpFFSE9hT+Qb5uKtFeGJOZDWKsKRRUhPYU/kG+birZWe0hoh37R8UaMjPPFagLIRHoefhQtzQbUicsBiYR6gjITHQXiiozBbVCvCkcVCT2Ej5Bvm4q2VnrwZCceD8MS1KszWWsk3zsZLD8KRzYV5EDZKvmEu3loRnpgDaa0iHFmEvjwVb1aIGflypCdNASdVwCmlXYByjI5ga4dzlwc5GKzCrvS0CpYKufy6Ao/IA65VaZUiHK1OFcu0LDk6CdxIYJxsXNRuxDR355jzPAPxy7/noTf5uQhHdhTmUpg1+Ya5eGtdNU9W1N0KmH/65aasb9ZkpLXmX7/oZFhfPj+X89OBN8SQeBCe8qxVxnlTi1B7KBJvjrta5PX8bCCDvv6RYMvLN+/+CUK+dUOimN+UByMtbm7FhAdaWBj1QdV5RNUalSwH642yWHH4VdgQnm5yZIWG72hxWXusNSurgAQaY2q+0GBv6WAIR4bupjzwitau1S9+Ppf1jVpWAL294SPSarWcFaX+5OvN7P/7/FGLKnfP/RWOT0nLvkC40azK7p2GPFUOTb3Ps3u8n787lZOjngwHqDP3chao0VYxD1J6RI+N8FRIRwgwJmsCnJ6umWfHA9naG0mlUhYvX/Rd0TVz72BNHn+xkb3+eve6q2vEatyH5s2RzZ2G3P+kLfs639Y6/2+lvPzm3b/XHcrblx1586IhjbWK1OrleYec6/mlckm299fk0ecX2ftK7zQ2O/+5xQnYurW5U9c8WlduG7pubOp7dBd6b9HX19MX8kYZnp9M/x7dhGUzHkjBexZ0WSo4xfTTo6f0jBFHQHjiWhU3Qb5xNl56EI5sLsyDtEYRnugo7oh842y89CAc2VyYB2mNIjxljmADpZ3vokcnlkUTz388hCM7ajHXKgQdDBlEJMX1lP+8v/4M8r1OxOffCE+YjPTJZ96oyHdegumfj3BkUTIP0rpCeKKjuCPyjbPx0oNwZHNhHqQ1Sk/km5bAaoyO+HcVXj4ftxrE80fJtSo/szzPIN88tJa3L8IT76vS+kM4sgjpiZ7SEliN0RH5xFyKuybfOBsvPQhHNhfmQdgo+Ya5eGtFeGIOpLWKcGQR0lPYUyH5FnBSF5BvNLc8YCaEMwHTijj1aCjugnzjbLz0IBzZXJgHaY0iPNFR3BH5xtl46UE4srkwD9IapSfyTUtgNUZH5AHXqrhr8o2z8dKDcGRzYR6kNcrPwiXmCxieOQCAeMMQXKtugOOoC+GJuRQXSr5xNp566MmTjXAsCEc2Mtcr8g0TWI1WRB4wB+KuyTfOxksPwpHNhXmQ1ijCkz9HxZoVYjbucqmAkyrglNIuPjlHJ9+cwJa0O8KTv2vKkmAmOizCkYVGT2FB5Bvm4qmV1YY82WAs7gkgFjVeMNJqRjiyCEuwgdLOd1VHJ9605sg3LV/U6AhPk64pbS2KfO9BSz7/Zku++eOObGmxvIEW3X39oiMtLcb7978cyd/+7Ug6t6ww8bQOp3VknO9qgfjdO2tLLyRpc7Pih52zgZwe96Xft6LTV2cy6ayZlg73uy0Erp491+c8GOq5pgWFe71RVnzzev+i/65USllB3c3tuhy+6en5X8wCwte5xhzVG+WsSOreQVN29hvXn8a/pyQQ4xt6uu073n/8M7Qf2/AEULwXeZXs6v3Xi5/OZF3vIz77nV2v/Wz7um5YcWzj8e5VB3avuEi+89CsNSry8GlbnmhR+i++3ZaWOrL7vPZmTf7+pyN59ex8nuGTPTeWB9Z+9ZEsAA48kUDIUaht4kBF3GECiF5nJEdve7Khr2nXNRertbILCvZl4bsHa1LW+1ArQP/9X471NfeokP+H4d1HLfnyj9tyR99jsH9ctgpflG6n1fgROmFW5bpksff1Ndeb5x3Z2Kpl9/Z2TVr21lqvyr0nLTk96snr5+cyHF3I8btedn5YbKvEdxEsGy3j1ZY//h/7cl/vM9b076G+pv79f9mT7b2G/PN/ey3f6Xt0F8pxmm26vW4eiY7ifMg3zsZTDz15shGOBeHIRuZ6Rb5hAqvRisgD5kBa1whHFiE9hT2Rb5iLt1aEJ+ZAWqsIRxYhPwsX9gTjGx6erSAC9BQD6YsMIhpeU2Ku338WIb7H5B7yncxonj0QOWDHp6ewBfINc/HWivDEHEhrFeHIIqSnsCfyDXPx1kpP3oyE40F44loVZmut5Btn46UH8eXfNpdV+IyXF+azxMFcmoXa9M8h3+lZLWtPhCOLndfstAbpKS1f1OgIT8wllI3wOAhHNjI9kW+YwGq0IvKAORB3Tb5xNl56EI5sLsyDtEbpiXxzE0CcNM4S+wLwDnCJq1XuUynPExCnnR3P2amXB0HSfck3KV7Y4AhPzAGYjuBACEc2MD0F8QKu1pfjkm+YL6oVkQd0hLIRH4ee4mwQPeSLoJh2DIQji5DrVdgT+Ya5eGtFeGIOpLXKz8Il5gsannkAAhkZhmtVBIyjZoQjmw5zKSyVfMNcvLXSkzcj4XgQnrhWhdlaK/nG2XjpQTiyuTAPwkbJN8zFWyvCE3MgrVWEI4vQl6fizap4M9KTBjEpXydeEaeUdgHKOXoBT5mcBPzvjnBks3SW2v7B54wQ4YmO4tDJN85m3p7qvAPw+SRAAvkIIBY0OyIvGvm4590b5gkxEGVH9RFvFA2kg3whGJMOcpOjZluL42mRyU+/3JQnn23InXvNLJa61jGvPbSikxdSKpe0yPuFPPvxVDpnAy22edOISaey0oNbEclHT9flzv2mi2KqIy142NHC2Geng6zQ5YdwEY5X+8JkBK4+jM9qz+hDw4v8a6QFN7taULjXHcqUdTaThmfFgze367Knxdd7WuS1r4WOb+u21qzIvq77dh3Y0mLP3EiABKYjsMir5KB/WZD97auOnBz35WC6EBeyV61eln1dSx8+7cvLZ+d6oSzJ4Ztu4L4iXziL5Jsvsvd7V6olnfuaPP58Q55+tSn3HrfF2ip6jbHNiojbde/ksC92z8WNBEhgMQT6mneHb7uyddgQe61brS3muNMcpVoty87+mtx90JIDvfd68dOZnOvra8QnHLy8TtnU+0mb2wN93bu5Wy/M6yfEKr4oRwO9/rx52ZH2Zk0efzGc5tRcyD71RkXu6Ln/RN97sm2o7yud6n2NbavENws40X+qtbKs6/tG+/qekXF68Ol65tEOZ2vZXX2PztYRu7fo94by9mVXzvX9nIsF3GcgHNk8FpUHdqxV2sh3NWzR0+3xxLUq7hqRB+Qb54voQTiyOOgJYSM+BsITHZFvnID/HkQO2CyZB2ldwzwhBiqgbAQW5kHaHLDREZ4KePqCyBjh+ekgHGEisVGKt5HvajhFeJo/G1eD1SxRku8s1Bb7HIQji5h5kNYbPZFvWgKrMToiD7hWpXWNcGQR0lPYE/mGuXhrRXwBuH6EmFtCAsylhHB1aPJNyxc1Oj2hSKYdB+GJlxT/jixCevLviY7ijrhWxdl46UE4srkwD8JGyTfMxVsrwhNzIL1VekrLuHB8ERMy5I6S+wL0rkrJ06TSntZLGR1x6jk67ZbC8KaDku9NdHz0IRzZTJgHaX0iPNFR3BH5xtl46UE4srkwD9IapSfyTUtgNUZH5AHXqrhr8o2z8dKDcGRzYR6kNcrPwiXmCxieOQCAeMMQXKtugOOoi57SyiDftHxRoyM88ZqCshEeB+HIRqYn8g0TWI1WRB4wB+KuyTfOxksPwpHNhXmQ1mgxPSFm5evMK9yMEBNytkAUcEppF5+co5NvTmBL2h3hydfquySQCQ+LcGTh0VNYEvmGuVTDzWwlARLwTgCxqPGCkd4yxBNiEJsqhQeFE28QC6yRfGEocw20vlGTAy2C9/UfduSrb7eygppXB7DCxAdaZLCxVpVNLaT3w9+b8pd/PZRnWmxz1u02LzHbuw35TIscP9Aix8Z22dvFSOT8fCBnWvTwes1DjKdZMnuW5yyOJCo6DN/FzXveI1mB0m5nqMW8RwspsDkpXiswvrPfkHtaYPf4sKeFjnsfPeW2OGrrdeDLb7fls282s0LPH4Fw0mC5F8q/2+JpERrGjK9yJt+05K+ynnSkoV6oT08G8u5VV47e9aS9XpNK1Y+huw+a8h//z31Z14LZ//TfXsu7191JU0ren4fvTcGEKNt9nBWS/uTLDfnsd1ty73HrNx8bes/8+PMNKeu1ptmuyt//dCTPfji96RDsCxAY+7Of498Du2VNIUexfdmOJTCNn/ERF+XJ7jeP3vS0yHtPdu+ujQ/v5qfdh9qa8e1/3pNGoyJ//ud3cgH4V0+T8mQaAPM62tb76wefrOv82mK/13V+3N4TQDiy0SZ56vdG8u5lR1rrVTnX1/qeNjsvvvoPO9n7IWd6X9PrDsXiRWyL4ouINTSG3ddt6XtGT/Q9oy/+uC0H+lrV7iOubxvbdfn6H3dka68uf/r/3srf/uUw43h9P69/r7onr1zHcZHvmITvnwhPk64Fvgn4jw7hyGZJT2HX5Bvm4q0V4Yk5kNYqwpFFSE9hT+Qb5uKtlZ68GQnHg/BUQgxi4RVw0UOgKSCW8Mm4pFaEo4KevjotBB3MGewnkiWdqIkPS76JAQOGRziyMDAZCZiQsyHI15mQSDj0FAHjrBnhiWtVXCr5xtl46UE4srkwD9IaRXiio7gj8o2z8dID+BhcNpUSEyGpUuZSUryO3vVKO89VH5154N8gwpHNkpeUtK4RnujIvyPmUtwRIgfIN84X1YPwxLUqboN842y89CAc2VyYB2mN0hP55iaAOGmcJfYF4F2VEler3KdSnicgTjs7nrNTLw+CpPuSb1K8sMERnpgDMB3BgRCObGB6CuIFXK0vxyXfMF9UK/MARTLtOAhPzKW4I/KNs/HSg3Bkc2EehI2Sb5iLt1aEJ+ZAWqv8LFxivqDhmQcgkJFhEGuVDU1PEcCgZoQnOorLIN84Gy89CEc2F+ZBWqMIT3QUd0S+cTZeehCObC7Mg7BR8g1z8dZKT96MhONBePK1ViFmZKz8zKp4M1K8BZwUYkp+zrrwerHMVvJdJv3pjo1wZEdiHkzHe9a9EJ7oKE6/aHw/rpYSnzt7SIAECkYAsaAZEl400p4YME+IgSg7Kpt4o2ggHeQ7PUYrhmcF3J9+sSFPtQDvwYNW8MmNtYr2NaWl+9tzBlqM3rbjw750teDgoJ+v4CDCkR1/lZaZcrkkVtD47v2mHGjB400tOuhh63aG0u2MZKSFsa9vH7dc32Py36vkaPJssHvcNr6D4Ug6ZwPpnA9lNETMfj4fVlh8e68h9zQfn/90Jr/8cPZRHqCi9JwHxmH/YE2efL4u9/V6UG+U5wO7hGffBk9LwPrbIcn3NxQufjnXdfTV8/OsMHjlUUnaGzUXcVkQ7c2aPG5uyFDX+Lcvu1lBditOjSpMvcyJXs8DKzK9d9CUJ3oP/cmXm3JX76GvFmov6X3f5k5dSqV1qdbK2b3y+Wlfjt72lMsyZ1LcY6Ower5mF8EewtM0juw1zuHrrhy/68lwkO+16kI46yR29tfE1opsXX92Lm9edOY/9DRwJhxlHketdX1/4XFbnny1Ifv6uvfqujjhsOzOSWAaTwO9HlsOHOnDXoettXz833t2Xdy9uyY9fS/p7cuOXOh7EXb+n58OclJIt/s0fKc5ep6UtPfdtvcbcvCkLU+/2ZSnX29KXdtCW01fs93Re49mu6Zuh3J23Jc3zzuZZ7sPuy0bYqZ5HN0WruN5ku+YhN+fCEc2O+ZBWscIT3QUd0S+cTZeehCObC7Mg7RG6Yl80xJYjdERecC1Kq1rhCOLsIQYqICyEVgyvmlPg1s/OsJTAU9fPS8QZDBnsJ9Iipku5LsaXhGeirlWYfyRL4Zj6lHoKTXh+cdHOLIouF6FXZBvmIu3VoQn5kBaqwhHFiE9hT2Rb5iLt1bEZ21LTIKkWplLSfE6etcr7TxXfXTmwWoYRHjiJSWta4Qji5Ce/Huio7gjRB6Qb5wvogfhyOKgp7AN8g1z8dZKT96MhONBeOJaFWZrrYXji5iQgXF00lxALNmUHE3KGBdsQ5x6NBQ/Kcg3zsZLD8KRzYV5kNYoPZFvWgKrMToiD7hWpXWNcGQR0lPYE/mGuXhrRXhiDsStkm+cjZcehCObC/MgrVHEZ+EyTxQVFMU8CGJx14jwxBRIqxXhyCKkp7An8g1z8daK8MQcSGsV4cgipKewJ/INc/HWivDEHIhbJd84G0899OTJRjgWhCMb2dd6hZgVZxQ+Y4CtBdOEmI6/XAL6nnMo8p0T4IKejvDka/VdELgFHgbhyMKlp7A0T3x9VLkJc2IrCbggcLUsGhe1sBJPi1o4QrYaAYQnyJd/WzBMJqPw0YZwZIMS70dos4bbwHddCw1b8fbf/cOOfP7NluxqsbxJW1uLUt7XopRNLX746JO2fP/XE/nx7ydZMeVe7+pVcNJImH6Ep0XlgBWJ/+J32/KpFjputZd/W22FIs3Z0WEvKx6JMfLxKAhHH4+6yBabwdWHHXtRZ83keaL4LmJGF7pEnGlhUivUOxigIp/MKLZHWYsG7+i6N9Jc+P6vjaxAqBV3TbGhZov2tNaqyP1HWmhYi7Dv3llzU9g2hYNpxkR4QjuaJu5V2Yd8MaZ6Wpj9lx/Osnzd3K5Le6OGGRg0ihWmPnjUkn/8v+5ogeqG/Nv/fCfPfzoDje5jGCsC/kALTNva+akWmb6jhdobzXCR6bbeb9u9s/0DAitO/d2fj+THv51kf886G64zs5Kb7nlcq6bjtMy9pnHUOR/K65cd2XvTFK8F3a0I/fZeQx59ti5nJwP5XteHZ9+fzrU+YN7Mm83umq6D+7oePtV18fPfb8vmTn22gfgsKAF7zf/m+bk8//Es8+PpvmFHX398+1/39VxpyJ/+x5vs/O9q7hZpm2a9svlu6D3dPb1feKT3FrYm7B00s9enk1g09T26z36/JS39+e///E7++i+HcnrUn/Q09l8hMK2jK08J/sr7syAWyGXJRibfMF9UKyIP6AhlIzwOwpGNTE/kGyawGq2IPGAOpHdNT2kZk29avojREY4sDq5XCBvxMRCe+Fm4xHzjw7MHQACRAxZGMdcqBB0MGT+RAE46h0OQr0Mp10JCOLIhMRl5LbgC/Em+qyGRnm6PJ65VcdeIPCDfOF9ED8KRxUFPCBvxMRCe6Ih84wT89/DLv/07sggRa5WNw/XKKHy8ke/HTDy2IDwxB9KaRTiyCOnJvyc68u+IuRR3xLUqzsZTDz2ltUG+afmiRkd44jUbZSM8DsKRjUxPt4hvAU+aC8C7ViVmQTgJQK0FPO1AZDDDkC+GY+pR6Ck1Ycz4CE+8r4q7IN84Gy89CEc2F+ZBWqMIT3QUd0S+cTZeehCObC7Mg7BR8g1z8daK8MQcSG8V8Xm4EkVFRTEPomjcdCAc2WSYBmmVIjzRUdwR+cbZeOlBOLK5MA/SGkV4oqO4I/KNs/HSg3Bkc2EehI2Sb5iLt1Z68mYkHA/Ck6+1CjEjY+VnVsWbkeIt4KQQU/Jz1oXXi2W2ku8y6U93bIQjOxLzYDres+5FT7OSm+558/AdP3f51Xanmyv3IgEXBMaJM08wvPDE6ZFvnI2XHoQjmwvkC8CZTNHTAuGJeKN4Ie8vpODbalfl3sOWPP1yUz79ajP7PT6L9z3lSkk2tBivPe7ca0pTi/haIXh7vNTCiL2uFhzUTyVdaFH4VdlQkd7kyQp6Pnq6Ll99uyX3tGB8rV5eOp7B4EIO3/bk3ZvupbelR7RKASzirFksj0XOyAqTZmvFYqf40dHsA5Ql/c+OFg/e1yKh+wdr8krXMYsP8QHNjw4IaEB4Gq9Vtm7bvD/9elMefbou67quc5ufQB5Htu/4Mf+Rb8cIefjeRGScBzft47Wv3x/Jq2fn0tR7i8da5PiOFgz3tm1s1aW9XpOGxnh6PBCL+UQLKtvaP+366tWR3cMdPNS1U4u0f/LlhjzU+7tqLX5fZ2vt+lYtW2cba5f7GYu3r7oza0PkgVe+M0Nx9kSEI5sSPc0u1tabI32tc3zYk35vNPtAiZ9pa8qd+y0Z9PWs0QXy/HQg7+ZYHyDhznACN/X9hX19f+DRU10XP92Q3btrkFA4yPwEBtl9Q0evRadintobfu75G2sVuf/J5fsjpyd9Gel7FG9eduTsuD/1/cL8hJY3gr0etfui1rq+P/ekLZ/oe3NP9bWZ/T7tVtH36PY099a36zIcXuia19eLx7muJX0ZKs+rG68pV2ngf/+Q9mzj01GcG/nG2XjpQTiyuTAP0hpFeKKjuCPyjbPx0oNwZHNhHqQ1Sk/km5bAaoyOyAOuVWldIxxZhPwsXNgTjG94eLaCCCA8FXOtQpAxSfPT8RMJ6KRzNgz5OhMSCYeeImBAzeQLApl4GISn+a9KiSe54sMjHBkCegqfCOQb5uKtFeGJOZDWKsKRRUhPYU/kG+birXXazz5Pits+L8QtHQFEPlFR3A/5xtl46UE4srkwD9IaRXiiI/+OmEtpHdnoiFyip7gn8o2z8dSD8MRrStwo+cbZeOlBOLK5MA/SGkV4oqO4o0LyLdikLkB3riWuVvFEAPQgTjsLg+tVWAb5hrl4a0V4Yg6ktYpwZBHSU9gT+Ya5eGtFeGIOpLWKcGQR0lPYE/mGuXhrRXhiDsStkm+cjZcehCObC/MgrVF+Fi4xX9DwzAMQyMgwiPWKjiJwQc0IRxYKPYWFkG+Yi7dWhCfmQFqrCEcWIT2FPZFvmIu3VnpKa4R80/JFjY7wxGsBykZ4HIQjG9mXp+LNCjEjX470pCnYpBDT8ZdLFpGPjXx9eJgUBT1NIuSjH+HJ3TXFB1qpOomDYZDArSGAWNAMFhe18ClDvmEu3loRniBf/m1gmEzB0wPhiHiDaLNGNF8rVH7/UVu++eO2fPrlpuzPWGByTQsTP9LCvWutitx71JIXP5/JM328+OU8K1Qcn1Exe2Ke7mhBwSdaIP6L328rp7ZsKH8raLzszQpKH77tyrvXXel2/RZ2XTan8fHN79gxzt54xPFRZvmJi2aWo19/zjQzsnPPipR2zodihUuX/WV8lWpZi5C3s+Lqf/qnd/K3Px1dn1ah/jZHxv3ug6Z89vWWfPa7LbF1qt6oFGqenAwJ3ERgmrXqpudb37JWXytIbIXZX7c72TXcCp5bUWpvW1mLKu8fNOWP/3UvK2b+w78fy7Mfz+TwTXeqwtQIR2hPdx+25JHe09k1474WmN7ZX5NqrTwVenM0LlRvbL7/y7H8+LcTLVy/nHswFN+pJs+dZiYQ8mRt48fMA9+SJ3b1XvPseKDF3AeuZ2wF7O8/aWVmze1P/34iz3W9HAyWsz7khdXeqMmBvh/w+R+25fHnG9man3eMZe8/zqmrP0MxLevaH4pl2ja7zrz85UxqjbLcVU93H077zMXtt7XXkG/+465s60+7Pj77/lRePz8Xu+fJu62Soyx3Hrflnt5TWA7t6Wuy7f1G3iln+9vrO8u/SrUkf//fR/K3/30oh/pez9V/NJif5sehrBLfj6P334JwZLOkp7Br8g1z8daK8MQcSGsV4cgipKewJ/INc/HWSk/ejITjQXjiWhVma63kG2fjpQfhyObCPEhrFOGJn4WLO4LwjQ/PHgABhCMLo5hrFYIOhgwikuJ6mj8RyHd+hosYAeEJk5GLmO3ij0G+i2ee94gIR3ZM5kFe8vn2R3iiozhz8o2z8dKDcGRzYR6kNUpP5JuWwGqMfvWzPLNGvOx/ezNr3KvyPK5VaU2Rb1q+qNERnnhfhbIRHgfhyEampzBfVCs9oUimHQfhibkUd0S+cTZeehCObC7Mg7BR8g1z8daK8MQcSGsV4cgipKewp0LyLeCkLgCf3C0xC8JJAGxFnHpcq+JCyDfOxksPwpHNhXmQ1ijCEx3FHZFvnI2XHoQjmwvzIK1RhCc6ijsi3zgbLz0IRzYX5kHYKPmGuXhrpSdvRsLx8LNwYS6oVkQe8FqAshEeB+HIRqanMF9UK8ITHcVtkG+cjZcehCObC/MgrVF6It+0BFZjdEQecK2KuybfOBsvPQhHNhfmQVqjCE/+HBVrVojZuMulAk6qgFNKu/jkHJ18cwJb0u4IT/6uKUuCmeiwCEcWWtE8+auKl+gE4LAkUDQCiEWtaAsa0jH5ImmmGQvhyCKDfAE4kykqGeGJeKN4s3+W1tICuve0AO/TLzfkCy1cfvDAimXOvm3t1MUe93ScV1p0b/PPR1Iul+Rl5VyL1A+WVph39hlhn2lFCT/RQoK/+4cdeaDFCY2Vl82KWb7TooZvXnal1xl6CWsl4kCsVTZRzHrlK5ppBNq5d3zYl5PDnpQrDanXpysAPs3Ys+5z935LahrH+dlAi7yey8lRf9ah3D/Piqffud+Uz77ezB4PtWiqzZ0bCYwJ2KpydWXBrFXj0Yvz8yqjeWY1K19bR18/78grfewfrElT7/G8bVaY/TO939y9uyZ1LZ5d0ntE2+z+Y1HbvJ5KujxWNO71zbp88oXe0/2nXbn7oCnreo83ns80c7EvjTUeD5+uZ65s3T097mfXnGmev6x9Zj0/IfEu9eCQGSQdhHimw2v3dsfvelm+NVtVvff0R85iWt+qy4OnJY2vrPdlFen2hvLy5/PpJnllr0XPrqVr4V19H+CJvb/w7bbc0fWxyNu81xRjs2hHw8GFvHvVlVqtLMdvezIaXrjLA7sm3v9E3y/Z09eGa5Us1tHoQl7p67K8G8JRak9VdWH3bZYvX+p7RU/1ddnmbl3vlSp5p/vB/jt6v7Wh7zlVaxU50/fjLkaSrX32+hu1rQJf1FxXeRyEp0WvVavEm3z920I4slkyD9K6pifyTUtgNUZH5AHXqrSuEY4sQnoKeyLfMBdvrQhPzIG0VhGOLELIZ+GygdLOd9Gjw/guOvBbdjx6ign3RQYRDa8pMdcffr4jvtfNPeR7M595exE5YDHQU9gE+Ya5eGtFeGIOpLWKcGQR0lPYE/mGuXhrpSdvRsLxIDxxrQqztVbyjbPx0oP48m+bi32umVs6AsyldGxtZPJNyxcxOsKRxcGlCmEjPgbCEx3F+aJ66AlFMt04CEcWHfMp7Ih8w1y8tSI8MQfiVsk3zsZLD8KRzYV5kNYowhMdxR0Vkm/BJnUBeUfF1ipmQjwT5u9BnHYWBS2FXZBvmIu3VoQn5kBaqwhHFiE9hT2Rb5iLt1aEJ+ZAWqsIRxYhPYU9kW+Yi7dWekprhHzT8kWNjvDEawHKRngcfhYuzAXVisgBi4V5gDISHgfhiY7CbFGtCEcWCz2FjZBvmIu3VnryZiQcD8IT16owW2sl3zgbLz0IRzYX5kHYKPmGuXhrRXhiDqS1inBkEfryVLxZFW9GetIgJuXrxCvilNIuQDlHL+Apk5OA/90RjmyWzlLbP/icESI8eXLkryJeTiHcnQRIYHYCiAXNju5pUZudBv6Z5ItnmmJEhCd++XcKM+/HRDiy0Yq2VtkXTFmx3fuP2/L1H7bl6ecbsrO/9h7cnL+1fy3kW6mWZGunoQWVz+X1y44+uvL2VUdOtEjv1Q8IFY3vdXzG2gocP1Ten3yxKQ+0SPzGVu36bkv9e6DFLN9oEelXLzpy3tECh4FoluXJikLbuWTFHfMUiA5MYa4mi8G4DLXQJ7Lw4zioEPNx37Q/cY4WF01fi2geaQHVQy0o3FqvSV2Lli5zs/XRiqtv7zbk6Zeb0u2M5Pu/HsuzH8+yIq/LjA15bDuf9+6syT0tNPzwk3V9tGX/XlMLJS+X/7RztDN0/Lj+HFweXB+ZfxuBxa0Ot5P3rHy7naH8+PfT34o9WzFkr9vmdl0+/WozW/P3D9bkhRZmf/nsXA71PsSusV631no1u1/e05jv3G/KA1037f5ufbM+85e3rrUqsqdFpvu9TRkMRvLDX07k5+9OpHM+dIPBrovlyvt7sWUFVqmWpaz3hPbFGMZq0plyW64Fdk96oS+s7Lq+7K2i9+qSOZr+WrHoqHu6Vr7R1ztbWiC+cq8lloNet5au43cfNqWi+ddYK+vacCrP9X70na6VoynXykl5Ms3cp3G01qrqfeSa3NX7ygd6X3mgP7f3GtMM73OfMTj7OX6EIp0GTuh5V9rGh7rSNNOveUM5PRlkufBKr7/b+w19/eMvF+y6++Dpehab5ezzn/R+4eez7D2lfnc0E6dZn4TwdN3RWrMiW/o+3O6dhuzp6zB7LWY5tKW5g3pNZu+h3HvSkuFgTzb0/uu7fztU73q/pddRT1sKvp7mV4RYEI6Mw/U8KAIbxBzIF0Ex/Rj0lJ4x4ggIT1yr4ibIN87GSw/Ckc2FeZDWKMITHcUdkW+cjZcehCObC/MgrVGYJ8RABZSNwMI8SJsDNjrCUwFPXxAZIzw/HYQjTCQ2SvE28l0NpwhP82fjarCaJUrynYXaYp+DcGQRMw/SekN4oqO4I/KNs/HUQ0+ebIRjQTiykblekW+YwGq0Xv33fbNGbJ835paOANeqdGxtZPJNyxc1OsITlyqUjfA4CEc2Mj2F+aJa6QlFMu04CE/Mpbgj8o2z8dKDcGRzYR6EjZJvmIu3VoQn5kBaqwhHFiE9hT0Vkm8BJ2X/5h+xlZgJCIzRMRCWuFZF8UKygHzjfBE9iBywOOgJYSM+BsITHZFvnID/HkQO2CyZB2ld0xP5piWwGqMj8oBrVdw1+cbZeOlBOLK5MA/SGuVn4RLzBQzPHABAvGEIrlU3wHHURU9pZZBvWr6o0RGeeE1B2QiPg3BkI9MT+YYJrEYrIg+YA3HX5Btn46UH4cjmwjxIaxThyZ+j4s2qcDNCTMjZAlHAKaVdfHKOTr45gS1pd4Qnf9eUJcFMdFiEIwsN4clvRbxE8DksCZAAngBiUUMsaPiZ+RiRfH14uCkKhCMbvwQb6KZob29f0fC22jW5/7gtn2kB4a//sC13DppwuU0tZPnICqM/WZdDLVD/XIsN/vD3E/n7n4/k+S/ncnrc/61QcdH4jmHal3BZEWkrcPztP+7K519vyfZOQxparNDbF3T1ukN596Ynb153pNcJFzREeJrlmn2h4YxGF1po8ULK9VlGGBuZ76cVi7WjWwFlK6Q8HPopMD2eGcKRjYWhPF00/Z6de92sIK8V8m6Jj5eZjbWKPNSiqVbc2H4/Ox1owdTuGPVcPzF8Zw/BiiFv7dTls2+25Mtvt+TgQUs29W9rL8I23Zl380yLQeLmOS6zF+HI4qen9xaHeo169sOpNlxkRZDvPW6973T2W1nXmrsPW7JzRwue6z3Ssx/O5N//9VC+02v90btedr13FnJWQPvO/aY8/nxDPv16Ux7qPa5dH0p6QzfvPZ3dF5qvpo7X3qjJ+fkgK1Y/LYPUeWAfxrf7MLsPsnuxSjX1EcMzt+Nf/PovA6a5Xt2WdaZSKWfnofFZ9mbrkN2359kQUec5I7udobx6di7rW3XZ3G5keZwn3kXuW9LXHBsa51qzqutlQ+7o/dq//vc3WT6evOvLYEFF6Cc5qtbKsq/r4xf6vsLjz9fl4FFbWus+7ueT+5oEZ5oA8pzAN4yXNxR7Dfbq+bn89LcTsXPNrnEet539huZBTQ70vuG+5u5f/umtXPyryOHrrth7GKu0jR3ZfUNdX1/u6PtwT77YkIefrssDfd25tdeY+54ixGNr1xjWpaX3GMbMruVH+h7doJ9zwQ4N7qhtzHfekEApOW8YhX0+PaVVS75p+aJGR3jiWoWyER4H4chGpifyDRNYjVZEHjAH0rpGOLII6SnsiXzDXLy1IjwxB9JbhXhCDGJTLaBwBJoCYkl/Yuc4AsJRQU9fnRaCDuYM9hNJjpNrhXYlX/+yEI5slpiM9M8rb4Tkm5fYcvZHeGIOpHWHcGQR0lPYE/mGuXhrpSdvRsLxIDxxrQqztVbyjbPx0oP48m+by7yfy/bCw2sczKW0Zsg3LV/E6AhH78mSWAAAQABJREFUFgev2Qgb8THoKc7GUw/CE3MprVGEI4uQnsKeyDfMxVsrwhNzIG6VfONsvPQgHNlcmAdpjdIT+eYmgDhpnCW2/uv03BiuP0G/8eF6E/8GEpjf0GUwtBSWQr5hLt5aEZ6YA2mtIhxZhPQU9kS+YS7eWunJm5FwPAhPXKvCbK2VfONsvPQgHNlcmAdho+Qb5uKtFeGJOZDWKj8Ll5gvaHjmAQhkZBiuVREwzprpKa0Q8k3LFzE6wpHFwWsKwkZ8DIQnOiLfOAH/PYgcsFkyD8KuyTfMxVsrwhNzIK1VhCOL0Jen4s2qeDPSkwYxKV8nXhGnlHYByjl6AU+ZnAT8745wZLN0ltr+weeMEOHpllQjykmWu5PANQKWbFzQrkEB/4lY0CwkegqLId8wF2+tME+IgZhM0dNj2Xjty5ysOO7DJ2356vfb8kQL8e5oobwU2/iLo+zn9m49+yKpeqMsm1qA8I0WgrcixceHfTk+6snJ8UDOTvpihU/n2eZ79uWR5z19y1oAstmuZvPc1mKBO/trcmBFj7Uw4Z4Wa67Vy/NMMclzsyKG5kMfZyeDJMcYDzqLo7OzgTz/+Tw7P6rVsljxa3vnBfEPEcdx3fTTnNrj8E0vO/auelzTgtP93mXRRytgfeu2X6d8oUWtLW8750M5OfqwmO60VHrdkbx52ZFtXYue/MrUC8+25nJZi4v2vrl0/cuPp/L6RUdzpS/dOYqmzpIH15lMy3f8PDtN1zdrsrVj65IWQr7XlEe6Lt171MoKw9o5zu09AYQjG41U3zNN8Rs9vac60vX47HSg62lXXmtR6nda3Hlzu355zXy/m6vf7J7IrqkVva7b77Y22fXArrd2T3Kq94ads+UUqLaY2rpm2rqZrZ16T2cFvu1x90ETXqC9YcWslUVfC0qfq8dmqyrPfjyT0+P+RGeIPLhprbKC13bPbsXOrVh9Q++B7N5xUdv4Niu719A4ypWy7Os1zJjZPVjJ3631R2hu4vvRzjka7B85mBPLnxc/n8n6aT0rSo76xw/ThmL5UqmV5MVP53r+9iH/B+m0x7b98pyNnc5QXv5yLuta0P3x5+t5DrO0fc3vpt6/2V3FSO+7t/fr2VpvRejHr986+nppUZu9FmvpPbKtkRt6ndnS9dHWxXv6HsPu3TX4+rioeS3tOHlO4JuCzLnQDPoX8lJfY9cblSwfbF0dr7c3HWYZfbbObe5c3tNc6ALX3qzLu1cdsRywx6m+Dj3XHLD88LrV9Zpl7xPZ+3Eb27++JtN82TtYkx39uaWvhVPyt7y9o3n61X/YyeL4/s9Her/YkZ6uidw+JIA4i3Km44cB8K+pCNDTVJhm3ol8Z0a3sCciHFmwXK/SKkN4oqO4I/KNs/HSg3Bkc2EepDWK8ERHcUfkG2fjpQfhyObCPEhrFOYJMVABZSOwMA/S5oCNjvBUwNMXRMYIz08H4QgTiY1SvI18V8MpwtP82bgarGaJknxnobbY5yAcWcTMg7Te6Il80xJYjdERecC1Kq1rhCOLkJ7Cnsg3zMVbK+IzsCk/i+WN1zLiYS6lpU6+afmiRqcnFMm04yA88b7KvyOLkJ78e6KjuCOuVXE2XnoQjmwuzIOwUfINc/HWSk/ejITjQXjiWhVma62F44uYkIFxdNKgvn9Kv7nAZsYtEQHEqUdDcTnkG2fjpQfhyObCPEhrFOGJjuKOyDfOxlMPPXmyEY4F4chG5npFvmECq9GKyAPmQNw1+cbZeOlBOLK5MA/SGuVn4RLzBQzPHABAvGEIrlU3wHHURU9pZZBvWr6o0RGeeE1B2QiPg3BkI9MT+YYJrEYrIg+YA3HX5Btn46UH4cjmwjxIa7SYnhCz8nXmFW5GiAk5WyAKOKW0i0/O0ck3J7Al7Y7w5Gv1XRLIhIetJhybQ5NAoQggFjQDwkUt7WlBT+SblsBqjI7IgxJiEMPFRS940syD1wrmPXjcls+/2ZLfafG6PS2Wu6htY0uLAOvxHz9dzwreH2pxYisG/+N3J/LLD2fy/JczOdQChMve5uFrX3TVXK/KXS1w/MlnG/JQC3nef9TWwp71rECzFdr1tvW6I+WuBa/VxckUhZKXEf/xYU+++/fjrLC1FV8sl0ty+WGseWzNtsRUqiW5/7iVYfBnc4F2fj2Xh4OR2Dn0Ugtbd7UA5kD/Hm/T2un2hvL6VVe2tRCpjeVqU8lrWkj8iebzvhYY/em7U/nT/3onP/7tJJvzIot4X+cyLd/x81rtmtzT9f/xp+vy6ZebcvBQC4BrIXLLJ3twS0Mgr6c0UXDUSQQQnrxk0dnJICvQbuuVXSu3ExdFnsR2Ur8Vpt7R+9Gd/TV5+vVmVlD5l+9P5Wd9/PLDqbzV68P56WDhLwvW9b71nt7D3dd7uYdP23oNaGaF2WuNst7TlSdNa6Z+K1R/R+8hG81q5m30f7+Uv/2pP9NYeZ8UywE7h87Ph/JG7xNHows5fteXqsZ5ob+HPhifMg/GMdq92EO9lqU8Vl5+Hvb/7s/HSwsju5fQe3QrJn982A+eG0sL7tqBrWC7FW7f3Glk967Xut3+abfem1r4fkNfwz/5ciObw4ufzuQXXeufZWul5qqulak3ey22vlmT/XvN7L7S1sd7uk5am/VVqmnWx9TzKsT440VyysmMhhfZeWQ/7z1qyeCrTbFrnNtNc6C1UZVP9b2sR/ra7PBNV149O89y4Oe/n2RzOdb3mDxujbWKbOn92L5e4w+UtT3uPGiJvT9nuW1r6CLeKrLjffUPO7r+1bN1eqQvve363usOZ8bGa3EYXc50DA+ireQbRQPpoCcIxugg5BtF46oD4YlrVVqlCEcWIT2FPZFvmIu3VoQn5kBaqwhHFiE9hT2Rb5iLt1Z68mYkHA/CEz8LF2ZrrRC+8eHZAyCAcGRhFPOajaCDIeMnEsBJ53AI8nUo5VpICEc2JCYjrwVXgD/JdzUk0tPt8cS1Ku4akQfkG+eL6EE4sjjoCWEjPgbCEx2Rb5yA/57QZ5xniXoRn+uaJa6iPAexVhkLrlfhM4J8w1y8tSI8MQfSWkU4sgjpyb8nOvLviLkUd8S1Ks7GUw89pbWB4MtrQVpHNjo9pWc87xEQjiwG5lPYRCH5Iibl7ITRb1AIC8zRqv9iNMfe3DUvgfkNXR6RlsLkyTfMxVsrwhNzIK1VhCOLkJ7Cnsg3zMVbKz15MxKOB+GJa1WYrbWSb5yNlx6EI5sL8yBslHzDXLy1IjwxB9Ja5WfhEvMFDc88AIGMDINYq2xoeooABjUjPNFRXAb5xtl46UE4srkwD9IaRXiio7gj8o2z8dKDcGRzYR6EjZJvmIu3VnryZiQcD8KTr7UKMSNj5WdWxZuR4i3gpBBT8nPWhdeLZbaS7zLpT3dshCM7EvMgzLsabmYrCZBAKgKIRY0LWio778elp/csUvxGvimoYsdEOLKIIF8AzkUvk2tfnNRer8kjLTD5xe+25ekXG7KjRfQWuWVF0rOaiFr4UgsWW2H4pj6ygn5aRM8Kqh9pYVwrvtnVInodLZjb1SKjVlDPCtsPBr6K29e1gG+9UZG6FiRsaLHHNS043NaiiptbddnTYswHD5qyd7cpu/uL5ZzXqTF+/vOZPs7l/Cx94dO88dn+p1qQ2wpZv1bWWt9RF4dfExu12EwIaqSf2rJizeubdXmoObR7pyFN9W2Ft+2V4gXqU10T4vDUXVYHNm3LSyuYboWtn/1wJuczBDkcXMjpcV/zvydnp4sp1p0nTDvd6prj9cZlLluh1w0tbn73+Zocasy2Ztl6ZY/pC4D+eg7nCSTHvlZE2NZWW2Nb7cu1aXu3IXd1XTrQgqlWqNbauZEACeAIoC5J864O/d5QXug1vdk+0nuTimzv1t9fN3HThY1ka2xF1yzbWlW9tur9YLVaktZ6VXb0HurwTU+ODy/XWrsfHN8X9vtDGfQvZKjXoTyX4THfih7DruNVLbhey+7pytm6aWvnmq6Pm9t6P3d3TfYOmnLn/pqu+8pxAZvdW+7eKWf3HceH/awovBWqt9+XtfX0XvHwbS+7Pzcf5svuffJwzxP72NH4OePjmJt1vf5uWyHwe82s+HfKOMbH9/zT8sfuo579eCbf/flIzvR+qqLntLXHthu6Yk+Z2F76tQB7V++F7J4u2ckxMZLJO9j5ZK9/bF051vN68HB0eU8/+alL3yPjrFFYIXpbu2y9aOp6tf3rWnl61Nf70YH0da3s9/X1sz5sjczWyqGulfpy2u7ZjcHV3LHzxV6r28+S/sfuI7M1Uo+RrZO6VmbrpOag3T9aHm5pHu7qa979+81srV46nAQB2HX96uP6IVLk0vVjpP7bXuMe6+uZV8868vynU11bW/o+TSX1YWceP3tPSZ/d0PsbO/csB+z3tr02e9XNrpX22rTX0Yflgd4TDXr28/Ix84GneKLFZnlS09eN2c/65XtFTeXZ1vcRNvU9L8vVnf012dH3Ezb0PmMZm+W3XUM//d2W5vdlzC9/OZfOjO8FWY4gtiLkE4LD9THI9zoRn38jPDEH4m7JN87GSw/Ckc2FeZDWKMITHcUdkW+cjZcehCObC/MgrVF6It+0BFZjdEQecK1K6xrhyCLkZ+HCnmB8w8OzFUQA4amYaxWCjEman46fSEAnnbNhyNeZkEg49BQBA2omXxDIxMMgPM1/VUo8yRUfHuHIENBT+EQg3zAXb60IT8yBtFYRjixCegp7It8wF2+t488wzxvXTZ/rnXdsPv/ys57zcuBaFSeIWK/IN84X0YNwZHHQE8JGfAyEJzqK80X0IBxZHPSEsBEfA+GJjsg3TmA1epgH6Twh2Fp0XGfSObKR6SktX9ToCE/MpbiNwvFFTMhwOTpp9F9yxwXm6NF/+Z1jb+6alwDCEg3FqZNvnI2XHoQjmwvzIK1ReiLftARWY3REHnCtSusa4cgipKewJ/INc/HWivDEHIhbJd84Gy89CEc2F+ZBWqP8LFxivqDhmQcgkJFhEOsVHUXggpoRjiwUegoLId8wF2+tCE/MgbRWEY4sQnoKeyLfMBdvrfSU1gj5puWLGh3hidcClI3wOAhHNrIvT8WbFWJGvhzpSVOwSSGm4y+XLCIfG/n68DApCnoKE2LVyzAXtpKAawJc0Fzr+S04evoNRZJfyDcJVvigCE+QL/+2mbl71ZkP9/pmTR4+bstX327L7/5hR3a1cN6yvwTJCuBuaeG+thYpfvRJW4ZaGL7bHcqRFhN9owUIX7/qyJuXHXn3upcVij/RgqhWiNPDZkV0N7WY8ZYVIrRCulbkWB/bO1qMUAsoWn9W+LNS9hDujTGca7HCn74/lV9+PFX+PvheD/j81IpQDrOiqlkqLjgfB1r8daTn58GDljz+dD3LHysKvta8fDk0Qn0a6/rEHf9d1gXEpm1FxE+0sPaRFj+taBHMWTcrqHt6PLgsPKq+m1qM1Ar1etss77/6w7Y8/mxdTrRQsK1Rz7S4uBWMf/X8PCu2buvY5A1yhYsexgoM72qR1IOHrey8vfeopYXsG7o2WVHVSlawNPpkdpDAFQJ2po4f42Z/mTmOrBg/EauDFSO2+yorMP74sw0t8rw61mpaLN2KK1vsn3490oLsep3R9dbuD9+97sq7N91srT3RAvRner3onA3F7mWm3YyvFZe2wu8tvQdtr9fE7pPtfm5H180tXSut0LRdhypZAfdSVix+2vER+1khbIvn2/+0qxwa8j/+n1fy539+p8XoEWdH/gh7Wvx7MOjJ6ZF+1cGvhe4XGYndg9lm99hSasmu3nPv37NHUy701nU49Hn/mp90nmdYTl+InSvdzlBev+jIS70XsfuSquaQFSlPvV0/gv1t93O29qzCrbG9vjBu2887sqP51tCcX6Wt1ijLnuaBrVv9r0bS19dxnXO9l9Z7clsrbd08Pxlk66T9tPPEXksP9XWNrSWZJ/Vlm50vtt7Z63N7DVtvVGStVblcJ3WtbOsauaGv2+1h66Wtn+PzrKrPu60bah28nkuL5mnnwstfzuSv/3KY5e4jfb3r8XXYdS72etTOydZGVe4/WdccGEpHz3PLgTea1+/0PaVjvVfIHu/6cqbvJ1kezLrd6Ek7LWd+yxN9zWj3Ena92tYcbem9hr1HVNXXy2V9j8jybJlbXWP57HdbWYyWy/beoL2e7eS4n0LHj8in5VJFE8GOR75YnilGQziyuJgHYTvkG+birRXhiTmQ1irCkUVIT2FP5Bvm4q2VnrwZCceD8MS1KszWWsk3zsZLD8KRzYV5kNYowhM/Cxd3BOEbH549AAIIRxZGMdcqBB0MGUQkxfU0fyKQ7/wMFzECwhMmIxcx28Ufg3wXzzzvERGO7JjMg7zk8+2P8ERHcebkG2fjpQfhyObCPEhrFOGJjuKOyDfOxlMP4nO1y/43oJ54pogFkUsWF9ersB3yDXPx1orwxBxIaxXhyCKkJ/+e6Mi/I+ZS3BHXqjgbTz30lNYG+ablixod4YnXbJSN8DgIRzYyPd0ivgU8afRf7IcF5mjVb4fIsTd3zUtgfkOXR6SlMHnyDXPx1kpP3oyE40F44loVZmut5Btn46UH4cjmwjxIaxThiY7ijsg3zsZLD8KRzYV5EDZKvmEu3lrpyZuRcDz8LFyYC6oVkQe8FqBshMdBOLKR6SnMF9WK8ERHcRvkG2fjpQfhyObCPEhrlJ7INy2B1RgdkQdcq+KuyTfOxksPwpHNhXmQ1ijCkz9HxZoVYjbucqmAk0JMyV8upV1/8oxOvnloLW/fonm6rNq6PJ48MgmQwBIJIBY0C58X97QSEZ7oKO6IfONsvPQgHNlcIF8AvoRksi8psoJ5D7Wo3+dfb8onWsh4T4sCe9gsNiveV6lWsoJ+45i2thtapLYuW1r0zwqKHmkRwuPDvpxmhYoH0tMCnQMrvqnFFsePCy3AaQ8rnGrFbLOfKv9CP91y+UVN1+Drn9ZifaXsP+9/H7dZEc+soOeVn9ZW1wLwVrhzw4p5ajHdyzi1gKjGam2LKBo7ZoX4eaSFHZ9rsetXWsS1p4UfYzlzjSDi0FOPYT5HvVhkUw8z945WFNPODytA2WrXll58cu4JAQaoawFdK4RbX9OCyQZnjs0K71rx5VfPz+WOFqZutvy93LT8blQu16xNK+b7ayFfW7Os0PihFUg9uSyQmhUK/nWdsgLctl5l57Kez6LrlK1P9gE8+2mJp//77ee4b9xuZC/XJv2pBautaPW40HBFC6FWs7W0nBVmb9n6pPFYAfT9Ay3yfdCUu/ebWd8celw+1Zhl3K5FN9+ZeG0w/vkRgRDzj3aa0EBHEwDN0W1LSk8Llb951ZFnP57Jz9+fyMGDVnbvMsewC3uqrXG1+uUZ0pCKtDf0XmtX17TdRvZz511DC1TrfaEWo7Ziy3Zt7p4Ps/vD0XD0fi399UTNLk2/nnAVHbtaL18WaNeC9XY/Z4+23itbsWm7p7MC1GsOitnXNE4rfm33ynYv3FenL7XA9LEWprd73kVudjxFK/G7xMVEc66vBYyD3bs3mtXsWihlez1RWUwATo9Sqeo9mJ7b578WH7f7D+k7DfZaWMu8Fti68VJfA9k9k+V8w0HeX8Nz45/m3B5S09cmv8Vu62QjW89Oj3V91HPCzovOma6Rulbaa+jsnlTv3Yea1+O1JLuvtPNI73Pt/tLWHxtzTe/F7X68tW73ljVp6Xpsr4O4YQmgVvRZ88nOibcvu/JD/SS75u7ptcdcu990wuP3k+oNjVbP0y39Ydfyy3uHRnavYPcLJ3rtPD/RXNDXm/2evpekuXD9fSO7f8pee2W/fPwaI+Or/xnn3uVrMpFq7fK+wu4n1vW1Ydseym9d15ad/ct89PgekbG7o68Rz083s9ekZX1N+eKnU/17kP3t3n8gwGXnUiCkQjWR72roRHia9XqyGoTmi5J85+O3iGcjHFmczIO0tuiJfNMSWI3REXnAtSqta4Qji5Cewp7IN8zFWyvCE3MgrVWEI4twVT8Ll5bux+8Pzno85sGs5KZ7HiIPiukIQcYcYOggosFEMt15tWp7ka9/YwhHNkvmQdg1+Ya5eGtFeGIOpLWKcGQR0lPYE/mGuXhrRXhiDqS1inBkEdJT2BP5hrl4a/31o21zhzXnP/ua+/hFHwCRT1yr4mcJ+cbZeOlBOLK5MA/SGkV4oiP/jphLaR3Z6Ihcoqe4J/KNs/HUg/DEa0rcKPnG2XjpQTiyuTAP0hpFeKKjuKNC8i3YpPRfk8cF5ugpcbXKQSv/rhhLvKbEyJNvjIyvdoQnXrPTOkU4sgjpKeyJfMNcvLUiPDEH0lpFOLII6SnsiXzDXLy10lNaI+Sbli9qdIQnXgtQNsLj8LNwYS6oVkQOWCzMA5SR8DgIT3QUZotqRTiyWOgpbIR8w1y8tSI8MQfSW6WntIzJNy1fxOgIRxYH16uwDfINc/HWivDEHEhrFeHIIvTlqXizQszIlyM9aQo2KcR0/OWSReRjI18fHiZF4cmTv6qik+ixnwRIwB0BxKLm7gbMHeX5AkI4sgjoKeyBfMNcvLUiPEG+/NvA5EgmK8r54HFLvv7DtnyjDysA7H2zopk7WnzdisPfe9TSAoMXWnBTC21qoUErXNvRgqNWiPBUixBmRTm1EGFPCxFaMcLfHrqfFXAd6SdTsn8IpcwybL+ys+K3WbFOLdI5LtaZ/bTixlrMzwoRWoFOK2hqhTvt55oWy23qz7q2V7XIpxX9y/bV323/mj48FieM+bZilcbwzauuvH7RkRNletOGyAEbP8fpe1M4S+mz4te2jayYs1Zzvu1Fk42F5edQzyUrAjrvOWL5/ezns6zoZ6tdy3LPjuF1szWkvVmXR7omWIF4Kwxsa5CtUVb88/REC6ZqAWH73QqmdrV4cK870ocVEdZ1Ted7yU+LqCq8C/3PSDna+TXKuOoaZlxtHdM1y4oK27pja2S9oWuTrU9aLNVYrW9UtWCxFknV4uttLeBqRYfrjct1yfa3Neo2bfOei8ZqldeqVXCNcERPN5se9C/kp+9OszXD1qYvfr+ta8nNz/HaW9HCylYY2u7HrLj2+Npj9zLZmqk/rSD7+Hf7adcl28ZFpm0NtXX78m/7XQtR27qa3QvqOvnr/Z+ts542K4T9zT/syvbemvzTf38tf/qfb6Wr15nx5ivacVRpfpqvcnYSq2t1zu2SgN2T2l2YncurtqEszjLzXm8oz344zV7zWSH3bX39WYTN1slqbU229i7z5Ld18td7SrthH993Xp2v3Wtm6aUwba387fHrOmlr4yqeY1fnWPTf58mno3e97D2Vrb263HvSlqq+fqjVKyt532Dv1+wdaA7oe1+2Pto9g+XB+N7B3ley12O9jr12G2bvMVnfxW/3EZevvyxPrm4lu2/Q3Mhei+kx7PVY9npLOVnbZY6Mf16+brPXYJ7fI7LYHn22rq9pa9LI1o5Sti6eHN783tBVLkX8/Zr6maY4y3VppgOt4JPI1780hCObJfMg7Jp8w1y8tSI8MQfSW6WntIzJNy1fxOgIRxYH1yuEjfgYCE90RL5xAv57EDlgs2QepHWN8LSMz8KlpYIbHcIXFw5HChBAOLJhi7lWIehgyCAiKa6nwImds4l8cwJb0u4IT5iMXBKAxIcl38SAAcMjHFkYzAOAjBuGQHiiozhg8o2z8dKDcGRzYR6kNUpP/z97b9rdVpKkaRpAcF9ErSEpQhGZkVlVmdVT0z1n/v/3OdN9pqqyozJj1b5x37BvHLMLQoIY7iCW10HDxYsTCIDugF/353Hz6xcCaeSblsB8tH79u3GT9HpefydhkrHexnu4VqWlTr5p+aJaR3jivgplI9wOwpG1TE9hvqhSekKRTNsOwhNjKe6IfONsvNQgHNlYGAdho+Qb5uKtFOGJMZDWKsKR9ZCewp5yyTeHg9Lfwg0LHLM0+xtwY76HLx+dAMIS16o4b/KNs/FSg3BkY2EcpDWK8ERHcUfkG2fjpQbhyMbCOEhrFOGJjuKOyDfOxlMNPaW1Qb5p+SJaRziyfvB8gLARb4PfhYuzQdQg4oAxgDARbwPhyFqnpzhjRA3CEx3FTZBvnI2XGoQjGwvjIK1ReiLftATmo3VEHHCtirsm3zgbLzUIRzYWxkFaowhP/hzla1SI0biLpRwOKodDSrv4jNk6+Y4J7JZePo2n/ntLt9R3HpYE5obAVd5EbpITG+svStMext9GedoR+Xo/whMdxZ2Sb5yNlxqEIxvLqH8AfHNrWZ5+syl/+ucd+e77bbn/cM0LiqH9sD9mZEkA7b4eeKV9SaRy0coSxFez5PCagFCTM1uCZktCaM8tOXxL71kCY20vWzuyx94PdgxLQNhLXDzwaGUlS/xeyBKaWiJ4SxS/tm5J4ZdkVRMV5uVWKbflvSZu/fi2IhdnzZkNCxYHM+vxwIGyidRP/DpQvsBPLzUgLSa79qgcBv1e4RqZjsXw4ce6bGzq2vVsUx5o8lHvtyzpeUnXiY0ve2pjsXWqrPdatS31akfqdV2fNGFqq6HrkyZPtXWqn0w146gXDsYxS7JqiVb1bonYRcuzpKmaZLSUrU/FLGGqrU8bm727JXe/c3dFdnZXs7ove8OfJiEwOJcneX//PePGQf99fByNAMJTXh3Z+nFyWM8SUNsa8ejJhiZ0XhkNrLNX2b4tSw5d0r2Y5GcvNgpmS4B99+Fqllzazis13b/tf6hK+byVnUMQMWD9mIc4KNhEuOqonTd56xHIrncUh+FZ1Nsks6HVupTjw4asb9bk7LQpj7/dzAVDS0q/srRY6+Siznv0uOt6zbL/riZvn5f12qMgj56ui52D5u1mn/Os6Oc2K6vDe97QazO7Lsuuyey66+ray/ZPl3YNprdPp5rs9FOQoobW8oruRdasfb0m08d5v5njh0/WlUUnG7edS96/qmT7jexadN4HeEv9n+S8FOrqAp/aQzg+lZHvJxSunyA8MQbiisk3zsZLDcKRjYVxkNYoPZFvWgLz0ToiDrhWpXWNcGQ9pKewJ/INc/FWivDEGEhrFeHIejjqd+FuHE3OhMP43giOL5iGAD3F6Pkig+hNzpaYmLiJysl3ImwzfRPCkXWYcRDWRr5hLt5KEZ4YA2mtIhxZD+kp7Il8w1y8ldKTNyPh/iA8ca0Ks7VS8o2z8VLz6bt1U3Zokb/7PCW6kd7OWBoJ08QvIt+J0c3sjQhH1lmes9Mqo6e0fFGtIzwxllA2wu0gHFnL9ES+YQLzUYqIA8ZA3DX5xtl4qUE4srEwDtIaRXiio7ijXPLN4aB6f5kq7nGUmgJXq1EwTfwaxLSzg3O9Cisg3zAXb6UIT4yBtFYRjqyH9BT2RL5hLt5KEZ4YA2mtIhxZD+kp7Il8w1y8ldJTWiPkm5YvqnWEJ54LUDbC7fC7cGEuqFJEDFhfGAcoI+F2EJ7oKMwWVYpwZH2hp7AR8g1z8VZKT96MhPuD8MS1KszWSsk3zsZLDcKRjYVxEDZKvmEu3koRnhgDaa0iHFkPfXnK36jyNyKdNIhB+Zp4eRxS2gVozNZzOGXGJOD/5SX/XWQPScAHAcSCZiNxdh70ARfYC4QnOgIKCTSFcGTN0lMArhaRb5iLt9JRPN3ZXZEnmgT+L/+2K//0r7tyd06TFofY2x8pWtfE7cuaNHD7zsoXyQa7lgT+Kulglncw+zbIVcQPBL49zf7Ykf7PHnv3geea+HDJ7iW9ayLQ4lIxewz1Z17LTk8a8uMPJ/LylwtpavLGebuNEgc3jWlgStz0UtZPQGBcR61WVw72a1mi7rIm6p7n27ImA7Wk8WsbJU0y3pXOVWLUTn990pCzBNyWeDp7tMFeAbNlKyu7euxzsOTdBc0jW9RHS1Bsa5OtUSVbn/R4KyvFuUw02x/f+I8GrH8ffLevyLYejnoLjWbU9/J1kxMYx9Gwo/iaeb2e1msdOdyvy/s3VU1QXNa1ZVPu3F3JklMPGwvr/BFYW1+SP/31TnZu+elvJ/Ljf55I+Rx3rkTEgccY8GcyTY/6549RPNJTz4ElqW/oGnl23JCTg7qcHjX02nJ5wfZSaeYjW51fAocfa/L3/+8o+0xl9/5qruNhZXUpG5+tBf3rL7u0yD5CUoXX19Ns7dT/FfVzouyu12J5uj36ekOvw0uypp+1reo17MfXFTnSPWRXr2OH3fJFYdhIb6duOP3R+kRHcU7kG2fjpQbhyMbCOAgbJd8wF2+l9OTNSLg/CE9cq8JsrZR842y81CAc2VgYB2mNIjzRUdwR+cbZeKlBOLKxMA7SGoV5QjSUQ9kILIyDtDFgrSM85XD6gsgY4enpIBxhemKt5O9GvvPhFOFp+micD1aT9JJ8J6E22/cgHFmPGQdpvdET+aYlMB+tI+KAa1Va1whH1kN6Cnsi3zAXb6X97+tN0y/7fVDe0hFgLKVjay2Tb1q+qNYRnrhUoWzE26GnOBsvNQhHNhbGU1qjCE90FHdEvnE2XmoQjmwsjIOwUfINc/FWivDEGEhrFeHIekhPYU+55JvDQelvBYcFjlmqf8FpzHfw5eMQQFiioThx8o2z8VKDcGRjYRykNYrwREdxR+QbZ+OlBuHIxsI4SGuUnsg3LYH5aB0RB1yr4q7JN87GSw3CkY2FcZDWKL8Ll5gvoHnGAADikCa4Vg2B46iKntLKIN+0fFGtIzzxnIKyEW4H4chapifyDROYj1JEHDAG4q7JN87GSw3CkY2FcZDWaD49IUbla+blbkSIATlbIHI4pLSLz5itk++YwMZ8eWnM1/PlJEACUxJALGq+tipTAnH4doQjGxY9pZWL8ERHcUfkG2czixpLnP702035/p925A9/3paHX63N4rAzPUaWvH1pSWR1pofNzcHara4c7tXlzYuy7Guiyk67m5uxjTOQSdaqSd4zTp8W+bX2patO+1JONZnw8WFdzk6asq3rWXEeE4TqJqG0XNS7GdW1ircZEkBFKXd6M5SWi0MhZl6KWdesd+TgQ1Ve/bqSJV1eXVuSdU1QzNt8EbBz4d0Hq7K5vSytZlcuzlqy964qlYtW9rOH0SBiwMaRIg488PHSB3r60kSl3JKD9zXZfVDRNXJL7txb+fIF/GmhCVi89O/XQeRxrapV2vL+ZUV2dlfk2Z+2ZWV1I7umuT72PPxsf7jaPleSebzWTCDArl3v62eH5bOmHH6oqfulkc7HiHNKHmMpgaKJm0Q4soPTU1gB+Ya5eCulp7RGyDctX1TrCE88F6BshNtBOLKW6Yl8wwTmoxQRB4yBtK4RjqyH9BT2RL5hLt5K6cmbkXB/EJ4KiEasezlc9BBocoglPBlvqRThKKfTV4eFoIOZwX56cksTNfFhyTcxYEDzCEfWDUxEAgbkrAnydSYk0h2EJ8ZABC6wmJ6AMANNkW8AirMihCMbEtertGIRnugo7oh842y81CD++LeNxb5TyFs6AoyldGytZfJNyxfROsKR9YNLFcJGvA16irPxVIPwxFhKaxThyHpIT2FP5Bvm4q0U4YkxELdKvnE2XmoQjmwsjIO0RumJfMcmgJg0zgL7EvCpSoGr1dhTaZw3IKadHc/Z1BsHQdLXkm9SvLDGEZ4YAzAdwYYQjqxhegriBZyte+2Sb5gvqpRxgCKZth2EJ8ZS3BH5xtl4qUE4srEwDsJGyTfMxVspwhNjIK1VfhcuMV9Q84wDEMhIM4i1ypqmpwhgUDHCEx3FZZBvnI2XGoQjGwvjIK1RhCc6ijsi3zgbLzUIRzYWxkHYKPmGuXgrpSdvRsL9QXjytVYhRmSs/IwqfyNSvIhB+VGUBVcOh5SNy8v/yDdsglnvwlxYSgKuCSAWNBugs/Oga+aTdA7hiY4mIT/6exCO7Gj0FGZOvmEuw0qXNenc3fur8uTZhvzzv+7KH/68LXfvrQ57C+sWkEBVE1Puva/KuzcVOT1pSqvVHYkC16qRMPFFAALNRlc+vK3Kzp1z+fZ7Xcc0aTdvJHCdgO0T+vfBOtxaxZ1In+sgZxzffut8HCSQatadHDbk5x9Osz+uePfhqqxv8uO8Qe7z9HxltSjPvt+S5ZWivPj5XH77+5kcH9Slrfs51BePb5tHLA76a1Gs/rb7vWjHR3jwcE5pNy/l/auKLOm19ObWsty5t7JoKjneCQkgYsAO7SEOBhHY+eTwY01+/tuJtJodefanbSlpfPC2GAQq5y053qtL+awll/ZR0U0THTCBbzrEqOQBXRn1UAv5OnpKq5180/JFtY7wxLUqboN842y81CAc2VgYB2mNIjzRUdwR+cbZeKlBOLKxMA7SGqUn8k1LYD5aR8QB16q0rhGOrIcFREM5lI3AkvFNOw0WvnWEpxxOX50XCDKYGeynJ/kMF/KdD68IT/lcqzD+yBfDMWUrCEfWP8ZBSkuedg9px3lbrTMObov8eMdFeOJaNR7zcV+NcGTHpKcwefINc/FWivgefoFBkFQrYykpXkefeqUd57y3zjiYD4MITzylpHWNcGQ9pCf/nugo7ggRB+Qb54uoQTiyftBT2Ab5hrl4K6Unb0bC/UF44loVZmulueOLGJCBcTRpLiGWbEiOBmWMc3ZDTD0aik8K8o2z8VKDcGRjYRykNUpP5JuWwHy0jogDrlVpXSMcWQ/pKeyJfMNcvJUiPDEG4lbJN87GSw3CkY2FcZDWKOK7cJknigqKYhwEsbgrRHhiCKTVinBkPaSnsCfyDXPxVorwxBhIaxXhyHpIT2FP5Bvm4q0U4YkxELdKvnE2nmroyZONcF8QjqxlX+sVYlQcUXjGgEoRipxNvBwOCSQb00we+TLrHWZusBUSmEsCiEXN11ZlLjUM7TTCkR2AnoZinrqSnqZGOLSBReJbXCrI9s6yPPpqXb75blMePV4fyoaVi0fgsnsph/t1efHLuXx4U5FatT0yhEWKpZGh8IVJCFji1L13VVldXZLtOyty98FqkuOw0XwS8LdWjdOjcV57O/5QPeT1RVp/1z01m13Z/1CTDU3Q/uTZpqysLMmW7hmXV5iUOq2JNK3v3l+Vnd0VsT90eaz7umqlLdVySzrt6+bTHJ+tkgCKAGrGTnNO6XS6crhXE7uW/voPm3rfkqXSNC2i6LCdRSGAiAP0jD07bsrLn86zuLhzb1XuPVpbFB0LOU77hSNbC08PG7L/vipHe3WpXLTkcpTfRHI0gRFdsQmAjqeFnFRDBo3wREdxwOQbZ+OlBuHIxsI4CBsl3zAXb6UIT4yBtFYRjqyH9BT2RL5hLt5KEZ4YA+mt0lNaxuSbli+idYQj6wfXK4SNeBsITwVEIzmVjUDDGIjPX0QNwlFOp68OC0EHM4P99AQx6/y1Qb7+nFzvEcKRtYmJyOu9m/+fyXc+HNLT4njiWhV3jYgD8o3zRdQgHFk/6AlhI94GwhMdkW+cgP+aUb5yN8oo7HcEeEtHALFWWe+oKeyIfMNcvJUiPDEG0lpFOLIe0pN/T3Tk3xFjKe6Ia1Wcjacaekprg3zT8kW1jvDEczbKRrgdhCNrmZ4WiG8OJ80l4LtEBUZBOAhApTmcdiAymGbIF8MxdSv0lJowpn2EJ+6r4i7IN87GSw3CkY2FcZDWKMITHcUdkW+cjZcahCMbC+MgbJR8w1y8lSI8MQbSW0V8H47fhYt7YhzE2XipQTiysXC9SmsU4YmO4o7IN87GSw3CkY2FcZDWKMITHcUdkW+cjZcahCMbC+MgbJR8w1y8ldKTNyPh/iA8+VqrECMyVn5Glb8RKd4cDgoxJD+zLrxe3GapJ76l2wTBY5MACcw/AcSCZhR40kg7F+gpLV9U6whPjKW4jXngawnmGo2O1OsdTTYXHwtrFpSAzokLTUT4/nVFfv6vM9n7UJV2qztzGIipybVq5tpmesB2uysHmjizWNRkwt9tyjeaTHhllYnWZyqBB8vjZ3WurCLOBTYgng/G02qJ2v/2P4+krPuBv/yfd+U+k1KPB9DRq4tLBdm9vyoPHq/LxXlLGrr/b7c7E/eQsTQxOr7RAYFpzil23dxsduXspCF776ry4KuKxtWarG3wnz0cqGUXRiQwTQwMHqJ/LqhX23LwoZZdg23vruj55TLbMyyV+q8YfBefzzsB+1zo9S/n8vKnc3nz64VcnDVn+1kRegJPKQTRHUbKlBJueDvCkR2CnsKgyTfMxVspwhNjIG6VfONsvNQgHNlYGAdpjSI80VHcEfnG2XipQTiysTAO0hqlJ/JNS2A+WkfEAdeqtK4RjqyHBURDOZSNwJLxTTsNFr51hKccTl+dFwgymBnspyf5DBfynQ+v9JTWE/mm5YtqHeEpn+dsFOHp20E4sl7QU9gF+Ya5eCtFeGIMpLWKcGQ9pKewJ/INc/FWivqdYP4B8LRmEfHEtSruiHzjbLzUIBzZWBgHaY0iPNGRf0eMpbSOrHVELNFT3BP5xtl4qkF44jklbpR842y81CAc2VgYB2mNIjzRUdxRLvnmbFCXoJ1rgatVPBAANTmbdgAi2CbIF8szVWv0lIosrl2EI+sN91ZhJ+Qb5uKtFOGJMZDWKsKR9ZCewp7IN8zFWynCE2MgbpV842y81CAc2VgYB2mN8rtwifmCmmccgEBGmkGsV3QUgQsqRjiyrtBTWAj5hrl4K0V4YgyktYpwZD2kp7An8g1z8VZKT2mNkG9avqjWEZ54LkDZCLeDcGQt+/KUv1EhRuTLkU6anA0KMRx/sWQ98nFD8WU2Jx8+2QvnBCzg3J00nDMbt3uoRY2exiU/3usRnuhoPObjvhrhyI5JT2Hyqfl2O5dSKbfl5Kghx4cNefjVmiYdXAp3hqULReCye5klrN57X5M3L8vZvaWJCuf1ljqW5pXLbfR70IU9H/x50nNBlky40ZEDTbZu95Ojutx9oOvZSvE2hshjksBUBAZj4qaG+jE0zntuahNT3++ZtTZpZGN6cr0VBCtfI7o+QuzP5fOW/PJfp2J7gLv3V2Vdk7SvrS9JcWmRKGCZ3mZrXd3fLeu5cVX3+4UpT5GMpds0yWN7IFCrdmTvXU227lxka+KTZxZXXBs9uGEfZkegfy6w67FatS32+cHa5plcaoFdi+0+WJ1dZ3ik9ATUc1fdnulniM//cSY//vuJXJw0pd2e08+K+hN4GnKgZR/RFRsGqDvTEMn1exGe6Cg+Rcg3zsZLDcKRjYVxEDZKvmEu3koRnhgDaa0iHFkP6SnsiXzDXLyV0pM3I+H+IDxxrQqztVLyjbPxUoNwZGNhHKQ1ivBUQDSSU9kINIwB/zGQ0+mrw/IzgxE9ya+n6WOEfKdnOIsWEJ54TombIt84Gy81CEc2FsZBWqMIT3QUd0S+cTZeahCObCyMg7RG6Yl80xKYj9btu6DT3gpcrKZFOPT9AEVZ+9QUxky+YS7eShGeGANprSIcWQ/pyb8nOkrryFpHxBM9xT2Rb5yNlxqEIxsL4yBslHzDXLyVIjwxBtJaRTiyHtJT2FMu+eZwUJeAnWuBURAOAlBpDqcdiAymGfLFcEzdCj2lJoxpH+GJ+6q4C/KNs/FSg3BkY2EcpDWK8ERHcUfkG2fjpQbhyMbCOAgbJd8wF2+l9OTNSLg//C5cmAuqFBEHPBegbITbQTiylukpzBdVivBER3Eb5Btn46UG4cjGwjhIa5SeyDctgfloHREHXKvirsk3zsZLDcKRjYVxkNYowpM/R/kaFWI07mIph4PK4ZDSLj5jtl4a8/V8OQksLAHEYuTvxJ4/nfTk3ynCkY2S8ZTWNcITHcUdxfi2NZFtpdyW/Y81+fvfTrKkg999vy1fPV2PN8aahSBgyarfvKzITz+c6GM5S169EAO/YZCxWIq9bdzXx9pZlPJpeTUaXXmr83Zjc1n+/Nc78vW3m4uCjuMkAccEpo3s/tD87PTyN6I+4/Bjp3MpBx9q8l//fqx7xY786S87snufSanDtHyWNuodOdqry6vfLuTdq4ocH9Sl3UTN5MnHjOqBn9Vhcha38U7jP4oD8g3baev10v67qtgfW93cKsn9r9ZkdW0p/GKWksCCEKhctOTt87LYL2+sb5SkuFSQrTvLUixyJcnDFGg0Opnf17+cy+tfL+TspCGd9ihnks+jz91MGG/4n0FcfwYCg+gOqCvXR8ifrwggHFlT9BSeUuQb5uKtFOGJMRC3Sr5xNl5qEI5sLIyDtEbpiXzTEpiP1hFxwLUqrWuEI+shPYU9kW+Yi7dShCfGQFqrCEfWwwKsobTjnXXrxDJr4pMdj55i3HyRQfSG55SY69G+lxB/d6+GfG8iNF09IgasB/QU9kC+YS7eShGeGANprSIcWQ/pKeyJfMNcvJUiPDEG0lulp7SMyTctX0TriD/+bf2w72fzlo4AYykdW2uZfNPyRbSOcGT94FKFsBFvA+GJjuJ8ETUIR9YPekLYiLdBT3E2iBryRVBM3wbCE9equCfyjbPxUoNwZGNhHKQ1ivBER3FHueSbs0FdQj5RsbWKkRCPhOlrENPOekFLYRfkG+birRThiTGQ1irCkfWQnsKeyDfMxVspwhNjIK1VhCPrIT2FPZFvmIu3UnpKa4R80/JFtY7wxHMByka4HX4XLswFVYqIAesL4wBlJNwOwhMdhdmiShGOrC/0FDZCvmEu3krpyZuRcH8QnrhWhdlaKfnG2XipQTiysTAOwkbJN8zFWynCE2MgrVWEI+uhL0/5GxViRL4c6aTJ4aByOCTIAlSCtMJGSIAERiKAWIjsQO5OGiONfn5eRE/z4QrhibGU1jXCkfVwkTxddkUsCd3hfl0q5XaW0LbbvZTN7ZJsbS+nFcbW3RKwZNWnJ015oYkJ/+s/TuTirDnZBdsiBZNbm4vVMfultPdvKtJud2VjsySPn27IUokTcbFmAUfrhUB/X4aLwH6L04wQ15tpetF/7zyNqHzekp/+dirVSlu2dpaze2m52B8KH50TONa9/i9/P5WXP1/I6+cX0qh1nPd4vO4hYmm8Iy7WqxF8fa2+OH/np01pNbvy8Mm6PP1uS+49XNW9Z5F/OBWHeG5asjjpx8rg88EB5DUOBsfYtc8Sjhpyqb95samfKdm12Nd/2JLt3ZXBl/H5nBI4PWzIz/95Ir/8cCpl/Zyo0+7P+tEHNP47ft92LmMJAcZQAeA46srv5bPkEwGEJ8B0+dSfvD0hX/9GEY5slIyDsGvyDXPxVkpP3oyE+4PwxLUqzNZKyTfOxksNwpGNhXGQ1ijCEx3FHZFvnI2XGoQjGwvjIK1RhKfMEayhtOOddevEMmvikx2PnmLc/JBB9MRGyXNK2DX5hrl4K0V4YgzErZJvnI2XGoQjGwvjIK1RhCc6ijsi3zgbLzUIRzYWxkFao/REvmkJzEfriD8AXuBilVQ216qkeCH/Hm49ZBj490RH/h0xltI6stZ5TknPGHEEhCeueXET5Btn46UG4cjGwjgIGyXfMBdvpQhPjIG0VhGOrIf0FPaUS745HJT93THErcBIQGCMtoGwxLUqihcSBeQb54uoQcSA9YOeEDbibSA80RH5xgn4r0HEgI2ScZDWNT2Rb1oC89E6Ig64VsVdk2+cjZcahCMbC+MgrVF+Fy4xX0DzjAEAxCFNcK0aAsdRFT2llYHgy7UqrSNrnZ7SM572CAhH1gfGU9gE+Ya5eCtFeGIMxK2Sb5yNlxqEIxsL4yCtUYQnf47yNSrEaNzFUg4HlcMhSSnt8sPWSYAEUhDI42KUgtNtt4nw5G8DdttUscdHOLIe0RPWy/XWEJ7mzVFHEw2WL1oZih81GV271ZVvNNHgV5qMc32D27frcyTPPzfqHXn7qiIvfz2Xl79dyLkmJpz0yw4FRDAZ7HkLqDxPEOdju+xKlmD9UJN1v39bkcdvNuSRrmOra0vOe87uzYqALUvXlyYuMWnpX+c96dEwnnz1ZlIWg++b1Yi63UupVduy/64mP/3vkyxp+zd/2JTd+6uD3eFzZwSaza4cH9TlxS/n8uKnc9l7V5VGreOsl+zOIhCY1Vp1GyxtbXz/siJbOyfyx3/Zkaffbd1GNxbqmHZOaun61mn3ZlaxWJDl1aIsLWF2C6lg5jkOrjO7OGvJa/1MoaufNdkF/dd/FI2RFeEfBL5Oaj5+vtDPhfbeVOWNfkb09vmFnB01xOLwtm6oI/teMSaki4ADAuOoKxPCzP/bEI6MEmjK5A44+c6HUnpK6wnBl2tMWkfWOj2lZzztERCOrA+Mp7AJ8g1z8VaK8MQYSGsV4ch6SE9hT+Qb5uKtFOGJMZDWKsKR9ZDfhQt7gvENN89SEAF6ioH0RQbRG55TYq75WUicjJ8aRAzYaBgHYafkG+birRThiTGQ1irCkfWQnsKeyDfMxVspPXkzEu4PwhPXqjBbKyXfOBsvNZP+Puz1/vO7r9eJYH9mLGF5Xm+NfK8T8fczwpGNiufstG7pKS1fVOsIT4wllI1wOwhH1jI9kW+YwHyUIuKAMRB3Tb5xNl5qEI5sLIyDtEbpiXzHJoCYNM4C+xLwCXCBq9XYU2mcNyCmnR3P2dQbB0HS15JvUrywxhGeGAMwHcGGEI6sYXoK4gWcrXvtkm+YL6qUcYAimbYdhCfGUtwR+cbZeKlBOLKxMA7CRsk3zMVbKcITYyCtVX4XLjFfUPOMAxDISDNcqyJgnBXTUzohCLbWO65V6RxZy/SUli+qdYQnxlLcBvnG2XipQTiysTAOwkbJN8zFWynCE2MgrVWEI+uhL0/5G1X+RqSTBjEoXxPP1ZCYBTnt2snWScA1gRyur655T9I5hCM7rrPz4CQoXL8H4YmO0ipGOLIeztpTtdKWn/9+JvsfavLf/kdTSqUH8vBxQVZXmQA+7Yzx0fqlJiE8PW7KP/52Ij/8+7GcnzZlmi8pwOIA0dCsg8mH0oXtRU3Xso9vq/LrnbMsueazP2xJ0XlS24WV5WDgiCXGhsFlJq1MhCecI0RvfM2aUUd0cd6Uv//HSbZfsBGsb5ZkdY37xLSzf/LWDz/W5PlP5/LbP87k9YuyNGodrlWT4+Q7HRAYda26qau484Ge/7Wxj28r0mx2pFgsyIOv1mV1neviTQ6mqW82unJ23JBWsytLuse389DW0rI+XwzuiDhAxkDIZbdzKR/fVKVW6chSqaCxIfL0u4Js3VkOvZxljgnUde+wr9fWf/t/DuX1rxdSLbeya2zHXR65a/MQSyMPBvlCBBjrD2ChcdQVJOHctYXwBJguuePaHxD59kn4fqSndH4QbK13XGfSObKW6SktX1TrCE+MpbgN8o2z8VKDcGRjYRykNYrwREdxR+QbZ+OlBuHIxsI4SGsU5gnRUA5lI7AwDtLGgLWO8JTD6QsiY4Snp4NwhOmJtZK/G/nOh1OEp+mjcT5YTdJL8p2E2mzfg3BkPWYcpPVGT+SblsB8tI6IA65VaV0jHFkP6SnsiXzDXLyVTvO7tf2x2PfNeUtHgLGUjq21TL5p+aJapycUybTtIDzxlOLfkfWQnvx7oqO4I65VcTZeahCObCyMg7BR8g1z8VZKT96MhPuD8MS1KszWSnPHFzEgA+No0lxCLNmQHA3KGOfshph6NBSfFOQbZ+OlBuHIxsI4SGsU4YmO4o7IN87GUw09ebIR7gvCkbXM9Yp8wwTmoxQRB4yBuGvyjbPxUoNwZGNhHKQ1yu/CJeYLaJ4xAIA4pAmuVUPgOKqip7QyyDctX1TrCE88p6BshNtBOLKW6Yl8wwTmoxQRB4yBuGvyjbPxUoNwZGNhHKQ1mk9PiFH5mnm5GxFiQM4WiGmH1H9/KW3Is3USmH8C3ash+Fqm/XDtLybT9oh8pyU4/P0IT3Q0nPG0tQhH1gd6mtbE8PfP2lO3eynNRkcO9jTh7c8lTTZYlG++3ZRHT9blzt0VWV1djKSQw63ks7ZSbsve+6q8fl6Wl79dyNFB3dDtMt8AAEAASURBVM1AEXFQQDRiRLjowefFoBoU3o4mTT3Yq0tp+VxWVoqys7sid++vwvvOBocTsMTC5qK0XJCSnk/yfhucy5OOFRUDkx4/7+9DODJGOE+IHuF6M4r/dvtSzk+bWdL2n3eWNca78uTZptx9sCrLy/mP81EYeXhNrdqWo/26vPj5XF78dC5776rS0CTUdpu/WeeBKPuQNwLIOLAvY1uS98OPdXn7oiz3H63JE72G3tHrZ97SEDg9bMjzn86ko+ekr75el+WVNUF8KT5Nb322iogBG9lNu5Dzk4a80c8XzE+z0ZWn3/Vio8Q9g8+JMdCrRr0jZ0cN2dc9xJvfyvLuZVnOjhsDr+BTIzCrWJpL2gg4Ny0yI4Jx1JURe7x4L0M4MmqgKZM7AeQ7H0rpKa0n8k3LF9U6whPPBSgb4XYQjqxleiLfMIH5KEXEAWMgrWuEI+shPYU9kW+Yi7dSevJmJNwfhCd+Fy7M1kohfOPNswZAAOHIupHPczaCDoaMn54AJp3DJsjXoZRrXUI4siYxEXmtczn4kXznQyI9LY4nrlVx14g4IN84X0QNwpH1g54QNuJtIDzREfnGCfivQX3PucBASCobsVZZB6kprIl8w1y8lSI8MQbSWkU4sh7Sk39PdOTfEWMp7ohrVZyNpxqEJ65VcaPkG2fjqYaePNkI9wXhyFrmerVAfBGTxtmEuQR8G67AKAgHAagUMe2sK86mHojO9M2Q7/QMZ9ECwhNjIK0phCPrIT2FPZFvmIu3UnryZiTcH4QnrlVhtlZKvnE2XmoQjmwsjIOwUfINc/FWivDEGEhrld+FS8wX1DzjAAQy0gxirbKm6SkCGFSM8ERHcRnkG2fjpQbhyMbCOEhrFOGJjuKOyDfOxksNwpGNhXEQNkq+YS7eSunJm5FwfxCefK1ViBEZKz+jyt+IFG8OB1UKhxhLSYAErhNAxL+fJfr66G7/Z/K9fQc39QDhyI7BOLiJ9HT1CE90NJ2DUd49rif7x+C3r8tyrAnrPvxxS/7lv92R777flqeapJh/7GQU4vP1Gks0f7hXk//8X0fy6z/O5EyTU+ftNm4MxMY/9h8AtwOjDh7rVI7KEaj655SLs6Y06m1ZW1uSew/XZGmpINt3VriGzXC+ZA40We3OnWUpbTO5/Sjox42BcV8/Sh/4mpsJILj316qbj3bTKxC9sWOM16PyRUv+8R/HcvCxJv/2f9+Xv/z3u7KrCduLutbydrsEup1LefuinO3pXmvS6f33VanXOtBO3c6sgw5h4Rszh/37TTAY1WFC1+Og2ezIu1cVEd3y1DTm/vX/uisrq0vhN7N0YgL1akc+vq3ID//zKNvfb24vy4PHBSkWOVMnhjrFG6/HwfWm7LOl968rcn7WkvJ5S2qVtvzhX3bk4ZP16y/lz44I2GdEx/t1efXzufz4HyfZXqJZx+4lHA3XRVduiqVROpnLVRABxuAB4DjqyijTYWFfQ09p1ZNvWr6o1hGeAMsmajju2iFfd0p+1yGEI2uUcfA7tNAChCc6iish3zgbLzUIRzYWxkFao/REvmkJzEfriDjgWpXWNcKR9XDs78KFhpVD2TC+IV4sgxFAeMrh9FW+CDKmaXo6fnoCm3auGiJfVzqinaGnKBpIBflCMCZvBOFp+rNS8mHO9QEQjgwAPYWnAfmGuXgrRXhiDKS1inBkPaSnsCfyDXPxVor4A+D83fD0VhHxxLUq7ol842y81CAc2VgYB2mNIjzRkX9HjKW0jqx1xlJaxuSbli+idYQj6wfPKWEb5Bvm4q2UnrwZCfcH4YlrVZitleaOL2JABsbRpLmEWLIhORqUMc7ZDTH1aCg+Kcg3zsZLDcKRjYVxkNYoPZFvWgLz0ToiDrhWpXWNcGQ9pKewJ/INc/FWivDEGIhbJd84Gy81CEc2FsZBWqOI78JlnigqKIpxEMTirhDhiSGQVivCkfWQnsKeyDfMxVspwhNjIK1VhCPrIT2FPZFvmIu3UnpKa4R80/JFtY7wxHMByka4HYQja9mXp/yNCjEiX4500jgaVCkcHiwlARJIQQAR+9Yvd4taClgTtEm+E0C7hbcgPDEG0opDOLIe0hPWU7t9qYkGm/L6ZTlLDtnUJHYNTVp3/9GabG6VpFRiQnIs8dm31mp15UKTSR7s1eT18wt5+euF7Gsyat7iBMZdr+z1474nfnTWjEJgkHej0ZUP76ry649n0tGk3s/+uCV3dldGaYavmZCAfQnIktPa+WP/Qy3jvlTaFEswzBsJkMBnAoNr1efS8Z/h9r/j9aij+8RKuSut153evnC5IE+ebcq9h2uysVkS/mG78V1O+w47z1UudF+ne7nnP57Lq18usuf1mt+k0+PNujghXBzEj7HINQhPi+DI9kDnJ81sqqyuLcmduyvy+NmGrG/wn0MQ8WN8z44bsve2Ki9/PpeP+ri1syxtvaYt6EnHw3nHYmXwfn3cixAH18dsP5u7i9OmvH9V7lUrCCvbvbciKxorvPkhYPFke4mjvbp8eF2R1/oZkT3aZ4GI26LGAILdKG3Y+oO45dITAg4IDKIr5hnUHcSUyWUbCE90FJ8a5Btn46UG4cjGwjgIGyXfMBdvpQhPjIG0VhGOrIf0FPZEvmEu3krpyZuRcH8QnrhWhdlaKfnG2XipQTiysTAO0hpFeCogGsmpbAQaxoD/GMjp9NVh+ZnBfnqSdj7eVuvke1vkxzsuPY3Ha9xXk++4xGb/eoQj6zX3VmndITzRUdwR+cbZeKlBOLKxMA7SGkV4oqO4I/KNs/FSY9/hRdw8fHcbMQ6vbYA08ZwSEUy+ETDOihGeeM5OKxXhyHpIT/490ZF/R4yluCOuVXE2nmroKa0N8k3LF9U6whPP2Sgb4XYQjqxlelogvjmcNJeA7xLpX4UITwKWQgjkcNpBuKAaIV8UybTt0FNavqjWEZ54RonbIN84Gy81CEc2FsZBWqMIT3QUd0S+cTZeahCObCyMg7BR8g1z8VZKT96MhPuD+D4cvwsXZmuliDjguSDOF1GDcGT9oCeEjXgbCE90RL5xAv5rEDFgo2QcpHWN8ERHcUfkG2fjqYae0tog37R8Ea0jHFk/eD5A2Ii3gfDkz1G+RoUYjbtYmnZQV+9n1qZ4bLOGBNwSmDb+bWD+Tjx+cJOvHxexniAcWduMgxhhTDk9YTheb6V83pJfNAH84X5d3r+pyrffb8m//OuuPPxq7fpL+fMcEehqouOTw4a8en4hf//bibx9VZGyJiu0OOJaNUci2dUbCRzrPP/h34/FknivrBSlVCpowvXlG9/HF0xGoNnoZOvKhzcVOVL2q6u9JM6PHq9P1iDfNVcE7BwyeLfO85ySVuFt739bmuz4hSYTPz1qyJ/+ekf++f/Ylcdfb8jmNtfZtOZ/37olnf7Hf57I8x/PZf99Vc5OmrCk078/mq+SWBxcX4989XqxehNzNC4F7+eUdrsrZ8cNefNbWZaKBamW2/Lnf70jq+tL4w6Vr79GoFnvyLuXZfnb/3ukfC+kreef0nJRCsVrL3T8IyIOvMfAMPxnx01pNc+lVmnLuZ6j/viXHfnun3ZkaWmeRzVsxPNXd3LQkJe6r3urnxO9f12Rc3Vm13eoGyIGrC+cMSgj4XboKcwF8ps01jRoAiM8gboSAcZihCPglMmdEPKdD6UIT1yr4q7JN87GSw3CkY2FcZDWKMITHcUdkW+cjacaevJkI9wXhCNrmesV+YYJzEcpIg4YA2ldIxxZDwuIhnIoG4El45t2Gix86whPOZy+Oi8QZDAz2E9P8hku5DsfXukprSfyTcsX1TrCUz7P2SjC07eDcGS9oKewC/INc/FWivDEGEhrFeHIekhPYU/kG+birRTxx79tTPwD4GnNIuKJa1XcEfnG2XipQTiysTAO0hpFeKIj/44YS2kdWeuIWKKnuCfyjbPxVIPwxHNK3Cj5xtl4qUE4srEwDtIaRXiio7ijXPLN2aAuQTvXAlereCAAahDTzrrB9Sosg3zDXLyVIjwxBtJaRTiyHtJT2BP5hrl4K0V4YgyktYpwZD2kp7An8g1z8VaK8MQYiFsl3zgbTzX05MlGuC/8LlyYC6oUEQPWF54PUEbC7SA80VGYLaoU4cj6Qk9hI+Qb5uKtFOGJMZDWKsKR9ZCewp7IN8zFWyk9pTVCvmn5olpHeOK5AGUj3A7CkbXsy1P+RoUYkS9HIqXwlGQpCZBA3gkgFjRj5G1R8+KNfL2YGN4PehrOx0stwlOe1qpu91KqmmSwVm1LRR8bmjzSkgzWa23ZvrMi65qQc0WTlPMPhniZwcP70elcqruOHB/W5Z0mJXzxy0V2L2vi4/4NEQPWVp7ioM+Gj/NHwJIJn2hy9deaiHNLk6q325fy1dN12dldkWVNfMsbhoB94aahCU4/vKnIc018+uFtJVtrdu+tarLaLuYggFZsfbu+xnGtAoAd0sR13kNeOrSKnobimbpyUk8W+1XdI9q9qPtDSyhuicYfPd3QfeKyLK9wjzi1nCENdHVfZ3tz28d9eFOV5/84k5e/Xkj5/PO+bsjbWUUCc0dg0rVqcKCpzyd2vXV8UM+uj62/q3q9/PibDVnfKMlSKfXRB0eaj+ftVjdb0w4+1OSl7jHf/PZ5jSvqVr6wYB9EIGLAZsZtzET7bMnOT512RVrq1W7FYkHuPVyTNY2TZX6ulDGZ9f/sWq2p13HnJ015+7wsL348k/f6WdHpYWPWXRn5eIg4uI0YGHmAOXkhPUVEOgKD6IqNkvEUcQ0qRniio7gM8o2z8VKDcGRjYRyEjZJvmIu3UoQnxkBaqwhH1kN6Cnsi3zAXb6X05M1IuD8IT1yrwmytlHzjbLzUIBzZWBgHaY0iPBUQjeRUNgINY8B/DOR0+uqw/MxgRE/y62n6GCHf6RnOogWEJ55T4qbIN87GSw3CkY2FcZDWKMITHcUdkW+cjZcahCMbC+MgrVF6It+0BOajdcQfAF+wr5PPXCzXqrTIyTctX1TrCE/cV6FshNtBOLKW6SnMF1VKTyiSadtBeGIsxR2Rb5yNlxqEIxsL4yBslHzDXLyVIjwxBtJaRTiyHtJT2FMu+eZwUJeQ7xJZHDASwpGAKUVMPRqKuyDfOBsvNQhHNhbGQVqjCE90FHdEvnE2XmoQjmwsjIO0RhGe6CjuiHzjbLzUIBzZWBgHYaPkG+birZSevBkJ94ffhQtzQZUi4oDnApSNcDsIR9YyPYX5okoRnugoboN842y81CAc2VgYB2mN0hP5piUwH60j4oBrVdw1+cbZeKlBOLKxMA7SGkV48ucoX6NCjAYZS6W0U5KtkwAJ5J2At0Utb7zJdz6MIjz524DNB/tRe4lwZMfy5Mn+EdQSDr7SRPAnxw159Hhdvvt+S559tyWPv97Ikg6Oyoevuz0Cp0cNeaGJP9+8KMs7TUx4pAlWq5V2kg4h4sBTDCSBtMiN2gTp3/scEgo/1iSc//m/DmX/Y03+/Nc78t0ft+TJN5tMJtxnP+VjRROoP9fEwi9+Oc8e7XyxsVWSkiZrXtLE9p5vXKs82/ncN3r6zMLrsz1NMF6rteXDm4o8/XZTvv1+W777p21Z1aTUvKUhUCm35ePbivz6jzN5+1L3dft1qei+bli8+F6R03BiqyQwSGBYfAy+7qbnw2LJksJbPLbbl1K9aMuzP23JP//bXXnw1dpNzbJ+gEC3eykXZy359b9O5af/fSr776pSq36+di3wL44O0BrvKSIOhsXAsN7Uda9woHuGurrcU6fPdL/w/V935IF+xrS6xj3DMHbouna7K/YZ0etfLuTVr+dy9LEu56dNqZZb6EO5aw8RAzaoSePAHRCnHaKniBhnYBDdYSxFXIOKEY6sK/QUFkK+YS7eShGeGANxq+QbZ+OlBuHIxsI4SGuUnsg3LYH5aB0RB1yr0rpGOLIe0lPYE/mGuXgrRXhiDKS1inBkPSzAGko73lm3TiyzJj7Z8egpxs0XGURveE6Jue59NTleO1oN+Y7GadJXIWLAjk1PYQPkG+birRThiTGQ1irCkfWQnsKeyDfMxVspPXkzEu4PwhPXqjBbKyXfOBsvNYg//m1j4VfT0xplLJFvWgL+W0fEgI2S5+y0rukpLV9U6whPjCWUjXA7CEfWMj2Rb5jAfJQi4oAxEHdNvnE2XmoQjmwsjIO0RhGe6CjuKJd8czioS8AnwAWuVvFAANQgpp11g+tVWAb5hrl4K0V4YgyktYpwZD2kp7An8g1z8VaK8MQYSGsV4ch6SE9hT+Qb5uKtlJ7SGiHftHxRrSM88VyAshFuh9+FC3NBlSJiwPrCOEAZCbeD8ERHYbaoUoQj6ws9hY2Qb5iLt1J68mYk3B+EJ65VYbZWSr5xNl5qEI5sLIyDsFHyDXPxVorwxBhIaxXhyHroy1P+RoUaUSntdGLrJJAPAhZwvha1fHAdHAViUaOjQaJfPiffL3l4/AnhyMbFOEhrF+EJ6cgS3F2c270lRwd1adQ7Ygk6rfzRk3VZ04SDxaImLC8V+Uc70k6NkVu3f3g2P+apookIXz8vyy9/P5M3r8qyr4kjvd8QMWBjRMaBd2bz0j9z279bnzNHCOER2a1WV44PG5pgvZOtT93OpRR0vXr41bosr3DNmmTe2PrSUY6WiPbNy3KWRP3Vbxey96EqVre6viRLS8pWOef9hpi6xij/pG53JtBTWv7NRkcO9zpZwvHyRUts3bX1NUtKvVqU0nIx2yem7UX+W7ek7m1le37akoOPNXmt6+7PP5zK3vvR9nWIOOBalf95xhHeTOCmWGrq9ZfFqF2D1fW6eW2jlO1BN7eXs7VxaYmRNIyyfdZwdtyUvXdVef7TuTz/x1l2Xhl8z00OBl/L53gCk/K364RatZ3djw8aUq929DOkQnZuu/tgTTa2SvxMCa/rU4uXuo+wa7iacj8/bmQx9uvfT+Wlxlmt0v70Oj4ZjcCkcXC9dZ4RrhPB/ozwlEtHCDCmCgDHUVewky9nrSE8AaZLzqh+Hg75fmbh9RnCkY2NcRA2TL5hLt5K6cmbkXB/EJ64VoXZWin5xtl4qUE4srEwDtIaRXiio7gj8o2z8VKDcGRjYRykNQrzhGgoh7IRWBgHaWPAWkd4yuH0BZExwtPTQTjC9MRayd+NfOfDKcLT9NE4H6wm6SX5TkJttu9BOLIeMw7SeqMn8k1LYD5aR8QB16q0rhGOrIf0FPZEvmEu3krtO87T3goMgmkRDn0/QFHWPjWFMZNvmIu3UoQnxkB6q/SUnvG0R0A4sj4wnqY1Mfz9CE90FGdMvnE2XmoQjmwsjIOwUfINc/FWivDEGEhrFeHIekhPYU+55JvDQV1CvmVlccBICEcCphQx9Wgo7oJ842y81CAc2VgYB2mNIjzRUdwR+cbZeKlBOLKxMA7SGqUn8k1LYD5aR8QB16q4a/KNs/FSg3BkY2EcpDXK78Il5gtonjEAgDikCa5VQ+A4qqKntDLINy1fVOsITzynoGyE20E4spbpiXzDBOajFBEHjIG4a/KNs/FSg3BkY2EcpDWaT0+IUfmaeaW004Ctk0B+COQv/PPjpj8ShCNry9cy3R/d7T+S7+07GKUHCE+MgVFIT/4ahCM7+nVPlojzzauyXJy35LUmL3/4aE2ePtuUp99syr0Hq1lizsl7zXeiCGQJpffr8vZVRe9l2ddEqidHDSmrt0W6IeLgegwsEr9ZjBXhyPpZuKGhuibmfKUJvysXbTk5bMg3323Kd3/alvu6hvE2HoFOpyvvXlfktx/Ps/Vl70NNTjURquZFlUJR7xo0N+gY74AL8OpxednrB+8LgMjFEMf1FOp0ns8plnj8cK8uLU3gbsmpnzzbkGd/3Javnq7Lzu5KCAfLxiBgSd3fvCjLhzcV2XtfkyPd552dNMZoYfqXImLAepHnOJiecvoW+uePYUeio2F0RquzpPAf31ak3e7K3tuqfPdP2/L02025c2812yuN1spivapy0ZJ9Xd9e/Hwur3+9kH3dY7Za3cWCsCCjzeLifVUajY68188snmhs2L7hsX62tLHFf0pMMQ1q1Y580Gs420cc2D5C92yn+hlRrdoeeu3G80EKG5/bROyt6OgzzxTPEI6sX7n0hIADAuOoKymmYS7aRDjKbSwBDJMvAOIMmqCntJDJNy1fVOsIT6DtA2pIuWsH4cig0FN4apBvmIu3UoQnxkBaqwhH1kN6Cnsi3zAXb6X05M1IuD8ITzd9Fy585EBpDhc9CN8AKhbhCCAcWW9yOH11VAg6GDJ+eoKbe55aIl9PNsJ9QTiyljERGe7jPJeS73zYQ3hiDKR3TU9pGZNvWr6I1hGOrB9crxA24m0gPNER+cYJ+K9B/PFvG6X9TiZv6QhwrUrH1lom37R8Ea0jHFk/uFQhbMTboKc4G081CE+MpbRGEY6sh/QU9kS+YS7eShGeGANxq+QbZ+OlBuHIxsI4SGuUnsh3bAKISeMssC8Bn6oUuFqNPZXGeQNi2tnxnE29cRAkfS35JsULaxzhiTEA0xFsCOHIGqanIF7A2brXLvmG+aJKGQcokmnbQXhiLMUdkW+cjZcahCMbC+MgbJR8w1y8lSI8MQbSWuV34RLzBTXPOACBjDSDWKusaXqKAAYVIzzRUVwG+cbZeKlBOLKxMA7SGkV4oqO4I/KNs/FSg3BkY2EchI2Sb5iLt1KEJ8ZAeqv584QYkXHHzD5mnkk/h3kEEvhEwFf4f+oWn1wjgPCEWaKvdSwnP5Kvf5EIRzZKxkFa17/zpAXnZ63s/u5NQe7cXZEz/dmSS9r93sNVWVtdyr5sV1Q5Bfsfb8kJ2D/uXmYZ5EXqtY4caELCt6/L8svfz+Q3TQJa1SSqN91oKkzodzEQftkXpf339B+/qOQPSQjcxNpixNau8kVbH5tyft7M1qfiUkE2t5ZlqVSQJX3OW5xAp32ZJZo9O2nKi18u5Id/P5L9jzVpNj4nFy4tFbnuxxGyhgRy/8sIlgjZ7ge6Nhwf1KXV7EpHE7h3Opeyc2dFbM21G/+w2s3BYOetru7tbO2tVVry9mVZfv7hJHs81H2e1Y1383OOG7fnoXH6GU2od/NfhnBkFBbZk8Xwhe497X5y2JC2roV2s/XQrqFLy8XsZ/6vR6BSbsvHt1V5/duF/PLDqbx9UZ4LNP1Yscf+/XrHFzkOrrMY/Lmmn1HY3fYLF3p9Zs+N4aOn67K6tqTXZ0Up6udJ3DMMUhv9ef8zIvucrlHvyOGHmjz/8Uxe/3oh+++rUq92RmqsP8dHenHkRYyBCBhQMcKRdYWeQEIizSA85dIRAgxoAjvqSmQWsdgI0FPaeUC+afmiWkd4yuU5BQSYfEEgEzaDcGTdYxwklKRNIzzRUdwR+cbZeKlBOLKxMA7SGkV4oqO4I/KNs/FUQ0+ebIT7gnBkLRcQDeVw0UNgyfiG9bEURADhKYfTV+kiyJik6en46Qlo0jlrhnydCYl0B+Fp+miMdC4HxeTrXyLCkY2ScZDWNT2Rb1oC89E6Ig64VqV1jXBkPaSnsCfyDXPxVmrf/532xu9eT0tw+PsBirIDcK0KcybfMBdvpfTkzUi4PwhPXKvCbFGlCEfWF3pCGQm3g/BER2G2Vkq+cTZeahCObCyMg7BR8g1z8VZKT96MhPuD8MS1KszWSnPHFzEgA+No0lxCLNmQHA3KGOfshph6NBSfFOQbZ+OlBuHIxsI4SGuUnsg3LYH5aB0RB1yr0rpGOLIe0lPYE/mGuXgrRXhiDMStkm+cjZcahCMbC+MgrVF+Fy4xX0DzjAEAxBuaQKxX9HQD5CmrEY6sC/QUFkG+YS7eShGeGANprSIcWQ/pKeyJfMNcvJUiPDEG4lbJN87GSw3CkY2FcZDWaD49YUZVSouerZMACaQggAh/nnhSmPncJsKRtUZPn5kOPiPfQRp+nyM8MQYm82sJOM9Pm/JSk+BZUvgX+njvwao8eLgmDx6tyd37q7K1vTxZ43zXWATqtY6cHDWyhPIHezU50kSpx4d1OdKEkFVNBjnKDRFLdhzG0yi0+ZrbImBJv89Ompr8W8Ti5t2binzz7aY8/mZD7j9Yk+UVJhQOubF1xNaWD5pc+P3rSvZ4dNCQZqOXkDn0Hi9l/bWt/9jvF9eqPgncozHucyZfHNdQS33OobpRy1I6sj2i7UF+1kTkh3t1ufdQ94dfrcvjr3Wt1X3ixhY/JrzJU63alqP9uhx8rMneu6ocaPLpw/1atve2c9n4t0nec/0oKWfN9WMN/3nYaKxuWP3wllmLJIDy4GfmTUbnQq+Vf/vxPIvfr3QdtPsT3XvaurjoF0/1aqe3t9Q9+UfdZ9paZ2tfnm6IOJj3GBjms6HXZObdHg/1euOefZ70eE3ua3w8eLwum9wzDMMXrauWW3Koe4gj3YfZ/Vj3Zcd6/XZ+0hCLu1neEDFg/c1zHMzSR+xYCE90FKOLKUc4sp7k0hMCDgiMo65gJl5OW6GntGLJNy1fROsIR9YP0NKJGJKrNsjXlY5oZxCeGANRvJAKhCPrCD2FdZBvmIu3UoQnxkBaqwhH1kN6Cnsi3zAXb6X05M1IuD8ITwVEI9a9HC56CDQ5xBKejLdUinCU0+mrw0LQwcxgPz25pYma+LDkmxgwoHmEI+sGJiIBA3LWBPk6ExLpDj1FwDgrRnjiWhWXSr5xNl5qEI5sLIyDtEYRnugo7oh842y81CD++LeNpcBASKoUEUuZp6S9nN/GyXc+3CE8calK6xrhyHpIT/490ZF/R4yluCOuVXE2nmroKa0N8k3LF9U6whPP2Sgb4XYQjqxlelogvjmcNJeA7xIVGAXhIACV5nDagchgmiFfDMfUrSA88Xyd2pKnb6emH+ttHIFxcBvUxzsmwpEdkevVeNzHfTXCEx3FqZNvnI2XGoQjGwvjIGyUfMNcvJUiPDEG0lrld+ES8wU1zzgAgYw0g1irrGl6igAGFSM80VFcBvnG2XipQTiysTAO0hpFeKKjuCPyjbPxUoNwZGNhHISNkm+Yi7dSevJmJNwfhCdvaxWz04Vds5QEck8AsaAZJG+LWt7EITzRUXxWkG+cjZcahCMbyyLGQbt9KYeaDM/uK5r8ffvOinz9bEP++Ocd+VqTm3/1RGRre/mTav7xik8opnpi/4DaZ2lJjvc/1uWdJpb/9aczefOyLBfnLWk1bye5PCKeFjGWppoQfPNYBFqtrhwfahJPvb97VZHT44Y0NV4uNWQeasLUUqk4Vnt5f3Gj3pG991V5+dtFloD51fMLsbJ5v3GtSmuQfNPyRbSOcGT9iJ2zbZ14b0nJ31VlU/eCj56sS+Wvd6TT7sr9R5qUerskxWJBBvc0iHHNcxv9L8jVbW+n6+6bF2V58fO5vNbHykVr4qHFHI3fYOpZM36P+I7FIICYebg4GJ95x66Zs2TyNTn4UMsSydu12tKyXj/vLEtxqZCth+O3PL/v6HYvs+vV/Y9V+fmHE13rLuRovyaN6vzvMVNYQcSA9es242AYl7J+fmH39/qZxsZWSb7+w5Y8+35Lup1LefzNhqyuL2V9L+i+gbc4AdtH2D6rXutk+4hXGldvdQ/xQblOs4+IH3G2NYg44AxK6wzhyHpIT/495dKRownsqCtpJ+Oct05PaQWSb1q+qNYRnnJ5TgEBJl8QyITNIBxZ9xgHCSVp0whPdBR3RL5xNl5qEI5sLIyDtEbpiXzTEpiP1hFxwLUqrWuEI+thAdFQDmUjsGR8006DhW8d4SmH01fnBYIMZgb76Uk+w4V858MrPaX1RL5p+aJaR3jK5zkbRXj6dhCOrBf0FHZBvmEu3koRnhgDaa0iHFkP6SnsiXzDXLyV9n+/adp+9X8Hftp2+P4wAUQ8ca0Ks7VS8o2z8VKDcGRjYRykNYrwREf+HTGW0jqy1hGxRE9xTwi+XKvifFE19IQiGW6HfMNcPJUiHNl4uF6ltYrwREdxR7nkm7NBXYJ2rgWuVvFAANTkbNoBiGCbIF8szxStIRxZv3jOTmHnc5v09JlFimfkm4Iqvk2EJ65VeC+DLSIcWXv0NEj183Py/czC8zOEJ8ZA3DD5xtl4qUE4srEwDtIa5XfhEvMFNc84AIGMNINYr+goAhdUjHBkXaGnsBDyDXPxVorwxBhIaxXhyHpIT2FP5Bvm4q2UntIaId+0fFGtIzzxXICyEW4H4chaRnkqhbvJUhIggT4BSzONCrh+m3l6RCxq5Jt2RiAcWQ/pKeyJfMNcvJUiPM1zDFgS+NOThiaCv5SaJp/8oEmLd++uyB27767Izh297y7L5tayLGmiTt4mI2BJoc9Om3Ku97PTlpwp85OjhhwdNuRwr6Y/N6WjyR7n+YbqPWfZPM+C2fS9rEnB376sSKvRlT1NGP7gq3V58GhN7j1Yzdas5ZXibDri7CjtVjdbYw726nKgSZf39X6g68vBx7rYGsRbjwDXqrQzgXzT8kW1fpOnju4LL86b0tVvbbV1f3J0UNc1dk3u3l+VO/d6+8PtO8uysrqE6tJctmP7ulPdz9me7lj3dCeH9ezxUJO6T5t4+iZHowLD7asQPcL1ZtTx83XzTQAx64zANDPPvrx6dtyUy8tytp86+FCT+7bvfLgqd3Vd3NV1Me9/pNH2mLbW2Tp3tF+Xfd1/v39Vyc4Ndf0MYZQbyuUox8rbaxDspomBUXhWy23Ze1uVZqOj58KGxsea7OhnStv6mZJ9tmR7hrUN/nPjIMtatS0X+tnQuX42ZGvM2XGjF2cH+rPG27T7iMFjzftzRAwYg9RxMO+cp+0/whMdTWth+PsRjuwIufSEgAMCg+hKbj0Nn+IzrUV4Ak2ZmY57Vgcj31mRnvw4CEd2dMZB2AH5hrl4K0V4YgyktYpwZD2kp7An8g1z8VZKT96MhPuD8MS1KszWSsk3zsZLDcKRjYVxkNYowlMB0UhOZSPQMAb8x0BOp68Oy88MRvQkv56mjxHynZ7hLFpAeOI5JW6KfONsvNQgHNlYGAdpjSI80VHcEfnG2XipQTiysTAO0hqlJ/98GQNpHVnriD8AnvffsUhvYfgRuFYN5zNtLflOS3A270d44jklrSuEI+shPfn3REdpHVnriHiip7AnBFtrmXzDfFGl9IQiGW6HfMNcvJUiPHGtSmsV4ch6SE9hT7nkm8NBXQJ2rgVGQTgIQKU5nHYgMphmyBfDMXUr9JSaMKZ9hCfuq+IuyDfOxksNwpGNhXGQ1ijCEx3FHZFvnI2XGoQjGwvjIGyUfMNcvJXSkzcj4f7wu3BhLqhSRBzwXICyEW4H4chapqcwX1QpwhMdxW2Qb5yNlxqEIxsL4yCtUXoi37QE5qN1RBxwrYq7Jt84Gy81CEc2FsZBWqPTeuq/n1ll0npi6zkh0A+YaYfDhTFMkHzDXLyVIjwxBuJWyTfOxksNwpGN5bbioNO+lGNNmHei96WlolgC+F1NNPj02aY8/WYju1uS+J2d5azOC/d56UdDEzkeaSLHd68r2f2tPh5rMmhLWtjShKCIf8icFxaj9BMRT7cVS6OMb15fY176bjzwtYTqljR8/fmSJkZdlW//uCV//ssdefLsUu5r0tSlJQ+9nJ3tjiaZP9Hkp+/fVOSnH07l5W8XUj5raiLZrnQ1Gf3Q26DcoS9k5SCBG6gOvjR7Tsy/QzK0YFy+ocYWaxUIEZiuzPYn5YuWlM9b8vbFhSagXsnW1ye6P/zmD5vy1dMNeaCJ3EvLxekONKfvtuTSHzVh9xtl8/LXC/n4rir1Wke6uh7fuO7OcMyIWLLuYuJpWG+sblj9DKHxULkjMO3Mauo1m12/2f3FT+fy6Om6fPunbb1vyVKpIDu7K7lj1h+QnQtOdc/9+nlZXuv+0u4nem3b1s8QLm/aY/Yb4eOtE5g2BvoDGHYuOD9tXu0ZyrK6tiT39TOkx/p50pNvN/UabUN276/Kxtay8A+SilTL7Ww9+fimKu9elWVP9xOHezWpVzuf+EzqbJijvsdFfZyU6SAv8h2kgX+OcGS9oie8m8EW6WmQxsBzZ2AQ3WEsDfhN8BThyLpFT2E55Bvm4q0U4YkxELdKvnE2XmoQjmwsjIO0RumJfNMSmI/WEXHAtSqta4Qj6yE9hT2Rb5iLt1KEJ8ZAWqsIR9bDAqyhtOOddevEMmvikx2PnmLcfJFB9IbnlJhrzDfDyDfOF1GDiAHrBz2FbZBvmIu3UoQnxkBaqwhH1kN6Cnsi3zAXb6UIT4yB9FbpKR1jBFvrHeMgnSNrGfU78/zueWJPgOYZS3GIiPWKfON8ETUIR9YPekLYiLeB8ERHcb6IGoQj6wc9IWzE26CnOBtEDfkiKKZvA+GJa1XcE/nG2XipQTiysTAO0hpFeKKjuKNc8s3ZoPSvmMQFjlFT4Go1Bq3xX4qxxHNKjDz5xsj4Kkd44jk7rVOEI+shPYU9kW+Yi7dShCfGQFqrCEfWQ3oKeyLfMBdvpfSU1gj5puWLah3hiecClI1wO/wuXJgLqhQRA9YXxgHKSLgdhCc6CrNFlSIcWV/oKWyEfMNcvJXSkzcj4f4gPHGtCrO1UvKNs/FSg3BkY2EchI2Sb5iLt1KEJ8ZAequl9IfgEUiABPoEuDD2SaR5JN80XJGtIhxZf7hBCFsh3zAXb6W36kkPbsdvt7vZvaWJOi0puiUv3v9Yk927K7K1syxb28uysVGSdb2vbSzJ+ro+aoJCS9656DdLWFzTpIPVSlsf21K1uyYnNIZnmtDxWJN9Hh1q8lN9rOlreEtHYJJYGnzP4PN0vZzfllF8pl01LOYqGmOtZjdLGF6vd2TvQ1XuPViTO7Zm6Xq1uV2SLU2WWlya9mi+fNmXFyyBuq0v52e6xpw05EQTDB/u1eXdm0qWFNXW8FFu9qr+K4tOctEXc/oXhvqz0B5vc4jZ8UeZHHP+mv68nnYYfW/TtjOX77+CaMnKbY2x/aGttZao+oMmXN69tyo7d2yt1f3h5uf9YankZDEBQbf9ca3S+bTu2vp7etKUI004fbhflwPdK5fPW6Cj+WwGEU8LHUtTajX+Nzkg3ykh3/B23XZmt0ajk10f28+2Ftjey9bC7FpZr5e3dU1c1/WwWJxfI3Yta2vahe0xj/UaNlvn6nKoa92xPrdzwrg32/cU9NRge/LbZGPHzva72h8bRf8+OJ75NTc4ijTPbzLfscDo6udKeo3W6db0Oq2j86gp+++ren22msWH7Rnss6S1q8+VVnP+eVJD9032+Y99NmSPlbLG1qlew9n1m342ZHeLs3qtk0mb9kvqNzkadWYwDsKkyDfMxVspPXkzEu4PwlMu1yoEGEMOgOOoK+FJxNKMAMITYLrk1gb5+leLcGSjZByEXZNvmIu3UnryZiTcH4QnrlVhtlZKvnE2XmoQjmwsjIO0RhGe6CjuiHzjbLzUIBzZWBgHaY0iPGWOYA2lHe+sWyeWWROf7Hj0FOPmhwyiJzZKnlPCrsk3zMVbKcITYyBulXzjbLzUIBzZWBgHaY0iPNFR3BH5xtl4qUE4srEwDtIapSfyTUtgPlqf9rvVNsrb/B3O+aA8XS+5Vk3H76Z3k+9NhHzUIzxxX5XWJcKR9ZCe6CktgfloHRFPjKW4a/KNs/FSg3BkY2EchI2Sb5iLt1KEJ8ZAWqsIR9ZDegp7yiXfHA7qEvJbBhYHjIRwJGBKEVOPhuIuyDfOxksNwpGNhXGQ1ijCEx3FHZFvnI2XGoQjGwvjIK1ReiLftATmo3VEHHCtirsm3zgbLzUIRzYWxkFao/wuXGK+gOYZAwCIQ5rgWjUEjqMqhCfGUlwo+cbZeKqhJ082wn1BOLKWuV6Rb5jAfJQi4oAxEHdNvnE2XmoQjmwsjIO40VK8ijUkQAIeCXBhTGuFfNPyRbVOTyiS4XbIN8zFWynCU0eT9R4d1OVYExbbhrm0XMySE29rYs77D9fk4Vdrcv/Bqty7vya791fkzu7KrSajvG0HXU3WWNGkhMZsX5N7WkLjQ+N30MiSHFuyU3tN/45wZGPmxcxtm+fxpyGAiAOLAUuqvv+hliXYtYSoO3dW5OHjdfn620158s2GPPl6Q3Z0jcrTraoJUPc+VOXtq4q8fl6WA02kfqHJhhua/LTT0V+jmfBbCRO+DY42mxv2v+uTZM4Xvf5wPo3vlsbTRzv4aBJvqTvw+YNusO9t2nbzwLefgHlPk1Ev695wbX1J7j5Yy9baR0/W5f6jNbmre8M7d1dkSROV5+Fma6olmz7cr8nHt1X5+K4qe3o/O2lm5x/bM3c0YTdvNxMYFkv9uv7jza3xFdcJoNjlI3Kv08H+3NSk9B/fVuRA18LSD0XZ0TXvse05v9mUr7/blAe6D93S6+Z5/GOHdd1LHum17IfXus98UZZ3r8pyftqUtu63223dY+o17UQ3e9vVfcIWJjrs9TfZL5vfdPyb6q+3Gft50WOpUWvrNVpHDj7UpbgksrZRyq7Jdu+vygP7PMn2DPrZ0p17K7Kt12952TcMzoeaXrPZfuFIr9UO9Hp1/31NjjW+yhdX120WU3oBZp8TebuherTocRDzSr4xMr7KEZ4YA2mdIhxZD3PpCQEHBMZRV9JOyDluHeEot7EE8Eq+AIgzaALhCbRszmC0sz8E+c6e+SRHpKdJqM32PQhH1mOuV2Fv5Bvm4q0U4YkxkNYqwpH1kJ7Cnsg3zMVbKcITYyCtVYQj62EB1lDa8c66dWKZNfHJjkdPMW6+yCB6w3NKzPXvv5ocf2W8hnzjbBA1iBiwftBT2Ab5hrl4K0V4YgyktYpwZD2kp7An8g1z8VZKT96MhPuD8MS1KszWSsk3zsZLDer3Zefx90O8OBilH4ylUShN/hrynZzdrN6JcGR95Tk7rTF6SssX1TrCE2MJZSPcDsKRtUxP5BsmMB+liDhgDMRdk2+cjZcahCMbC+MgrVF6It+xCSAmjbPAvvmvk9xMqcDV6mZIU7wCMe3s8M6m3hREsG8lXyzPVK0hPDEGUtnptYtwZC3RU9gT+Ya5eCtFeGIMpLdKT2kZk29avojWEY6sH1yvwjbIN8zFWynCE2MgrVV+Fy4xX1DzjAMQyEgzXKsiYBwVIxzZcBhLYankG+birZSevBkJ9wfhiWtVmK2Vkm+cjZcahCMbC+MgbJR8w1y8lSI85TUGSt5ksT8kQAKzIYBYGK2neV0cp7VAvtMSnM37EZ4YA3FX5Btn46XGcuh1NWmv2F1vTU1aWa225UKT7VXKbTk/a8rB/ors7FQ14eCybG0vy/p6SVZWirLcv2ty41LJ7gUp6fMle9Sf5zE5oSXtbLUus2TFrWZHWs1uxsQeG42O1Ksd5dKSM03weapJCk+Pm9lz42SvSXVjLOHI2h8RKRQL2fws5STx9rR0+vFaVC5ebxYD2T+e6/86unA1z2yt6khNE/DWdM06PW7I/sea7Gpy4Y3N5Szh+urqkqysFmVVk6/bc8+3tiZHb2iiZEsobI92r+n4bK051ASoBzo2S6huyVEnTX5qDO29LV3njJndl3StTrl2xZivrS1JU9dYG6+dh66vcZA/AH5b01mPa6FULErvPHhb/VD4dh62+/XYvs475mlY+S0Oa1i3XNTlgW9/neno/tDWiKomZ7Z4bepeyNalfU3QvLPbS0a9uVWSVY3pFV1ns72h7gUHH11IGehEU8fT0nE0G729XfZYb/f2vba/0/PJ8UFDjg7qcnxYl44mno7dGAcxMkPKDZpuxmxdmsdrhSEjm6rKrp+K2b50drMqPrNHH8rsejt6n5CvtL2nrQEd3anY2lHX/ZldL1rC+nNdL+7q3syukTe2lrN10NbC1bVith7a9bJdc9z2LVvHdc1r2Jp3tW+2Nb181pLTo95at/++Kocf6xPvMQfHaPt042TXzHbdZecDu6G+BDt4rNBzO6Z9JmHHt2t3O4f1z2mh1yPKFj2W+nGS7ejb+plSo5nFSMU+UzpvyclhQ7Z3a7K9syybet/Y1M+TdM9Qss+T7LOk5d7nSL3n9rPGzu2HzhdTw9YBu4Zq2x5C73Ydkz1qXNX1msrmm8XUmX4+ZPuIE91D2BoxbA/xxQFy8MOix0FqheSbmvD07SMcWS+cLX/Tg3HWAsJTLh0hwIAmsKOuOJu9vrqD8JTLWAJpIl8QyITNIBxZ9xgHYUnkG+birZSevBkJ9wfhiWtVmK2Vkm+cjZcahCMbC+MgrVGEJzqKOyLfOBsvNQhHNhbGQVqjME+IhnIoG4GFcZA2Bqx1hKccTl8QGSM8PR2EI0xPrJX83ch3PpwiPE0fjfPBapJeku8k1Gb7HoQj6zHjIK03eiLftATmo3VEHHCtSusa4ch6SE9hT+Qb5uKtFPG7D96+D++N8bT9YSxNS3D4+8l3OB8vtfTkxcTwfiA8cV81nPG0tQhH1gd6mtbE8PcjPNFRnDH5xtl4qUE4srEwDsJGyTfMxVspwhNjIL1VekrLOHd8EQMy5I6C+xLyLSsbkqNBpZ3Wt9I6YurRUFwd+cbZeKlBOLKxMA7SGkV4oqO4I/KNs/FSg3BkY2EcpDVKT+SblsB8tI6IA65VcdfkG2fjpQbhyMbCOEhrlN+FS8wX0DxjAABxSBNcq4bAcVRFT2llkG9avqjWEZ54TkHZCLeDcGQt0xP5hgnMRykiDhgDcdfkG2fjpQbhyMbiLQ5KXgCzHyRAAvNJALE4elsYPZkgX082wn1BOLKWGQfkGyZwO6WWkO9Yk++dnTU/J8HWxKqW7H5dE8Jbss6dHUtevCxb271EhJaMcGND7/ao93V9XtKErPNys2SbltDTki2WL9pycd7UxIOaiFAZWALCsiZgrGi9JZe3ZKCWDDNLatrpZj97HyfXqs+G7I+AZHcHiWU/9+r2nn3ikT25vX6Me+ROuytnJ40sZt++qmQJUDc2l+X+w1W9r8nd+6vZ/d4Dfby3miUXHvcYs3j9pa4ltr4cXSVNP9qvy2GWPL0hVU2ImiVc1zW5reO9nOZf/vW9tmZZotVjTSa7uVXLEmZbMuZZ3yxxrR3X1tZQYmHEelVANGJgJjiN9Q89jS6YE+tMgo70xzhtPyfAO+0h5+L9HvnWNfn5niZsP9yrS1HPn5Z02mJ5c6skdx/01tyd3WVNUr0iW5qkOrvrHtGSunu52R7uwpJM67nj7KQpJ7rXPdb19kQTuVd071evtbMk1V3d57V1vbTHYbfhtcPe+bluEWPg076D+7BPE6F4tQcrZCevm2aWn1lzU08/DfCGJ35GNLyjtmc71ST1to68eVHO1kC77t3ZXdF1UPefj3QttH2n7kGtbF3rbvNm16xVvbY90/3Wqe79DnT9tn2m3W0PZtf8ts61dE/W1b3CMJ+jOupoWxfa9pEeq1pu67mi2EOQYC8SZKuxZJ9B1HS/e37akIaeu4yD9xuqh6N6Ss3D9vk2D+zc+vFtNbvmMC+2b7C42Nb4uHN3RTa39bOjrWV9tHsp+2zJnq/qZ05ebjaWis5l+5yootdsF/b5kO4hbB9xpuuBldv1lcVT9jmRzje7brtpD+FlfJ76kbc48MTW+kK+3oyE+4Pw5OVcEB7h/JciHBmFXHpCwAGBcdSV+Z/0iUaAcJTbWAIwJ18AxBk0QU9pIZNvWr6o1hGeQNsH1JBy1w7CkUGhp/DUIN8wF2+lCE+MgbRWEY6sh/QU9kS+YS7eSunJm5FwfxCebvO7cOFR+SmF8PUznFz2BOHIwOTznI2ggyHjpye5DAPIv9liTOeTL2JUiBiwftBT2Ab5hrl4K6Unb0bC/UF44loVZmul5Btn46UG4cjGwjhIaxThiY7ijsg3zsZLDerXJ+xXjXhLR4CxlI6ttUy+afmiWqcnFMl07SAcWe94SknnyFpGeKIj/46sh/QU9oSIAfINs0WWIjwxBuJGyDfOxksNwpGNhXGQ1ig9ke/YBBCTxllgD//LL6MRKnC1Gg3UhK9CTDs7tLOpNyEN/NvIF880RYsIT4yBFGY+t4lwZK3R02emg8/Id5CG3+f05NfNYM8QnrhWDRL98jn5fsnD408IRzYuxkHYLvmGuXgrRXhiDKS1yu/CJeYLap5xAAIZaQaxVlnT9BQBDCpGeKKjuAzyjbPxUoNwZGNhHKQ1ivBER3FH5Btn46UG4cjGwjgIGyXfMBdvpd483W42JW922B8SIIFbIeBtYbwVCAkPSr4J4QKbRnjiJjkuhHzjbEI1llTc7u1WqFbEknVuarLBLU00aI/rG5qMcL0ka5pscPC5JS5eWSnKUqkolqe2oP+zxMf2xxOyR81paUlbe+Vab8/tdXZYe5499vpg5dmP/Se9H/X/+rVrE6z37OHqf1aWJePU/OzZeLTgsv/cxqfJBS3JoCXttISDlpy5psmLqxW9a5LCst0tSeG5JirVx4qWMxHh/P8SrSWlNp9HmrTantuctallc2TRbhZvdrP5X7YEt5qQ05j0SVyFnFssFuPW33a7I6KJye2WJRbWmLWkort3NYGwJkfdvadJUjVRqq1btiYtazLd4lJBlvResrVJH209Kup6ZEz6jxmePgQ9lh0vY2NrSfYkW6ay4/ZZ2nuy1129xubV4Lpja07H+tzp6vpq98ssafq5JkM+1WTqlkj9RJMMH+ujJRdG3myKNxudLJHx21flbK2z/t7GumYJjY3D3oeq+tOFOcHtStHULY/7B8C7OhUtse2715Ustg73atk5cJac+/PQ5p8lcf74rpb1ZWoYCRpAeOqHaYLuzX2TSL42n5pNW0i+jNljXUPPT3tr2FaWhFr3h1ualNqe26OuvcsrS9maa+tutt5+erzaD+qktXnb3wfaiTn7OXuiz83ElWh7sHH11+FLW28H93f951f7vI6tt9rnRqObxYMlm7YE9OeWhFrXWVt3LWZtP3gbN4Qj6/cVntsYwljHtHnU0HO2OTjUJPd2M3/maeFuV4u17UMyJjofbZ9w822U19zciqdZgxjRLGLA1p3e/q3H164ZT3UNsXuW0N72nwcr2f5za2dZ179l3XsWs/3mku59bA3sr4MFuw4euDbu7yWzlgcGM/C0d1Ar0H7Yvs72Fpf6pKN3e27xZY+2P25qnNkeoHJ1TXt2ovvLg94+80z3nKPNtd4h7f+jOqrrWrv3wfYdl7KyqvvsknZ41Dd/PtzEzwyPxZRd39gezK7l7Xn/nDFxw3PyRhTq3827McefxYrOQ73o+d077bOfbY2P0zv6OZJ+lmT7hHW92+PG1b5hVa/Rbe9Q0vnT/6yo9/nR5+s22yj09gp6CO1wP4asLPu597/e+bE/IO1Sby70rufsucWNxVG3v3+4iiOLEYv3usaRfUZU03vlwu69fcTF1T6ioZ8jjXvrd2fc9/H1oxFAxAEdxVmTb5yNlxqEIxsL4yCtUYSnXDpCgAFNYEddSTsZ57x1ekorkHzT8kW1jvCUy3MKCDD5gkAmbAbhyLrHOEgoSZtGeKKjuCPyjbPxUoNwZGNhHKQ1Sk/km5bAfLSOiAOuVWldIxxZD8f9LlxwVDmUDeMbBMZCFAGEpxxOX8WLIGOWpqfjpyeoWeerHfL15SPWG4Sn6aMx1rv5Lyff+XBIT/49IRzZKLlehV2Tb5iLt1KEJ8ZAWqsIR9ZDegp7It8wF2+liN+DyL5f721gOeoPYymtTPJNyxfVOj2hSKZtB+GJ+yr/jqyH9OTfEx3FHXGtirPxUoNwZGNhHISNkm+Yi7dSevJmJNwfhCeuVWG2Vpo7vogBGRhHk0b/gob1aOrb1V+AnbodNhAmgLDkaNqFB3mLpeR7i/BHPDTCkR2KcTAi8AlfRk8TghvxbeQ7IqhbfhnCE9eqtBIRjqyH9BT2RL5hLt5KEZ4YA3Gr5Btn46UG4cjGwjhIaxTxXbjME0UFRTEOgljcFSI8MQTSakU7zSd0AABAAElEQVQ4sh7SU9gT+Ya5eCtFeGIMpLWKcGQ9pKewJ/INc/FWSk9pjSD4co1J68haR3iydkr2P95IgASGE0AFHBfH4ZynrUV4oqO4BfKNs/FSg3BkY2EchI2S72cudU3UZ8l+LSnkYDLOz8ngrxLEa7LOlRW9awLL1dWl7LklL7ck8v1He768osnk7XEgobz9cYQsUaE+ZokLtcCSfVpyQksybzf7h6cs4WD/cSD5YD/pYFOTVlpfLXllq2n91uS5msjdxlCvtTVpbFeTMneyRJ7Wnr2vq4l0LcF61oY9apL1WSYg740uv/+/zVhqamLVj++rmc9eYu3eZLIk2It2s1jqzXlNzqnxYAlnmxob/RuKyKzPKZZQuKWejw8bWeLTJV1XSssFTSK8JOsbmhzV7gOJUtfXS9katWJJ1vV1paXe60v6PluH7KZLSzZn+smBP80XW4/6a5Q+sdf3mbZ1rbG1xR5tDbIE1bbmZMmENfmp9bOqSVGtPEuIrGuNPWbrlT6Oyn9UvrZWmud2qyHl85YyufjU394oZ/f/Pidbi42P59u4vWvr+eLDu6qcHDc/nfOyeTRuQyEoo8q+eq/NU0vIa8l3azr38npDoDU2Y+LNK87fjesmvm3dN51pIudKVdcVXT+zBO2adNoebR21/d2q7gPXdK1d06TUK7oftKTu2b5Q12XbJy7rfUnfa/u7LKm7vtcerQ3bA1oM9feE1sHLgUTT/f1ets/TtdPO8/31tlbtZImnbe219c/Ocfb67K6xautPb/3VBuf8dpOnUYY3ixjoKHM7B+3rXsy8fny3oudNW6sQIxhllH5eozNbO3OZzXE7979/U832ADeRwHm66UijsML1ZpSjDXsNYjTW/iQjqttebr8u5ycNeXd1nZtdI+saaOvexlZJ1m3vqXvQ1at10K6PbT3srX+9Nc+udXt90F70/us9Zp3q9SzbQ2m82DWtXds2dM1r6vFtfbO1z/aX5at9pq179premmevt3VPr3N1HUx1sz3H2+dl+fi2qnvk3vptx0IfsUcjPIoeI7m69tcx6x6bt/EIIIjFHNk1SaXcyuZrUa/Xsn2Dnu9//9i7JrNrtE/xYnGjewbbW/T3CNm+QfcKxSUNF3v8dO/9bNe8NifsZtdpdr7JPkPSOLC5Yetv++ozo34cNTR2Pu0b7PMgfW32GZHtIexnvdue3x4nuU32ri+PFOP75av406QEEI7s2PQUNkC+YS7eShGeGANprSIcWQ9z6QkBBwQG0ZXcekobImO1jvAEmjJj9XteXky+/k0hHNkoGQdh1+Qb5uKtFOGJMZDWKsKR9ZCewp7IN8zFWyk9eTMS7g/CE9eqMFsrJd84Gy81CEc2FsZBWqMITwVEIzmVjUDDGPAfAzmdvjosPzPYT0/Szsfbap18b4v86MdFOLKj8ZwSZk6+YS7eSunJm5FwfxCeuFaF2Vop+cbZeKlBOLKxMA7SGkV4oqO4I/KNs/FSY9+hR9z638lHtMU2fk8ApInnlN+jzUrINwLGWTHCE8/ZaaUiHFkP6cm/Jzry74ixFHfEtSrOxlMNPaW1Qb5p+aJaR3jiORtlI9wOwpG1TE8LxDeHk0b/MkdY4Bilvb+tNMYb+NKxCExvqHc4rlVh7OQb5uKtlJ68GQn3B+GJa1WYrZWSb5yNlxqEIxsL4yCtUYQnOoo7It84Gy81CEc2FsZB2Cj5hrl4K6Unb0bC/UF8H47fhQuztVJEHPBcEOeLqEE4sn7QE8JGvA2EJzoi3zgB/zWIGLBRMg7SukZ4oqO4I/KNs/FUQ0/pbCDYWu+4zqRz1G+51H/CRxIggfQEEIsjF8a0nhCOrIf0FPZEvmEu3koRnhgDcat54Jslcm9qwr/4ML+oWdJkxmuaqHhZExAua5L4ZU06aHdLPmiJOwd/zpIXagLPLNmgJSDUyZQlI7x6tH/gscSEdrN/MMoSEOoTS9SdPdekhFmizn5SQk3caQk7m5aY8Co5oSVOt8TGltQY8Y9OXwx24IdeLwcK+BRKYJJYarY6cqhJZi0ppc07m2/ZSXuSxqCjub3GLJ4tgWf5vJkltkX3BIF2nFjqxX9HRBP5Xr/ZWrSuidQ3NZnwhiUT3lqW9Q1NqH6VRDhLuK6vsbWppI+29tgtW/Mseamy6tqjDiqr0f9lCXptrbLEqbpA2TpkfbAkwdm6c5UYta7rTl3XHUvaasmFK5pk2NakaW+j8rW1zvre7mg/tC+Dt3H4Dr6Pz39PwDjb+mJ39G1aT3b+HHW+oPs+D+0h2EzraB44hfpo61072xTG5/2q7gNtL7iid3ue3ftJ3O18rGvup8TTem62570E1f11tvdoi2+2Ftu+T9c0W28tAXW2x8v2e71E7rbeVjWZeq3STr7fCzGZxzJEDNi4h8VBp9PNnBwd1KXZ6GbzwVamlPtx7y6MV0f3DucnzZESos/C0+jMfPVm9H7HXznJiPp7z0bjc7uDcbCme03bd65vLsvauq6DV2vfiu4/V/RaOLv+1XXv0xcZ9Un2fv3fl4+98q4GTLbP1Bhq6p6uUe8/6j5T95jl81aSfcjn0cWfGYuqrrtSib/GS82gIy99ylM/hsWSXXu22/E9wyCHksZGFisaN8tXMWOfIRWv9gq2Xyjo50fX9xBZmcXS1WdL1ualxo59btS/puu0P39GlH1mpDHV0GvIhn5OZOcoz7dhfMfpN+NgHFrjvxbhiY7i3Mk3zsZLDcKRjYVxkNYoPUX4OgOD6A5jKeIaVIxwZF2hp7AQ8g1z8VaK8MQYiFsl3zgbLzUIRzYWxkFaowhPdBR3RL5xNp5q6MmTjXBfEI6sZa5X5BsmMB+liDhgDKR1jXBkPSwgGsqhbASWjG/aabDwrSM85XD66rxAkMHMYD89yWe4kO98eKWntJ7INy1fVOsIT/k8Z6MIT98OwpH1gp7CLsg3zMVbKcITYyCtVYQj6yE9hT2Rb5iLt1LU7319+r0ZbwPMSX8Q8cS1Kj4ZyDfOxksNwpGNhXGQ1ijCEx35d8RYSuvIWkfEEj3FPZFvnI2nGoQnnlPiRsk3zsZLDcKRjYVxkNYowhMdxR3lkm/OBqV/USoucIyaq7/CM8Y7+NJxCGAs8ZwSY06+MTK+yhGeeM5O6xThyHpIT2FP5Bvm4q0U4YkxkNYqwpH1kJ7Cnsg3zMVbKcITYyBulXzjbDzV0JMnG+G+8LtwYS6oUkQMWF94PkAZCbeD8ERHYbaoUoQj6ws9hY2Qb5iLt1KEJ8ZAWqsIR9ZDegp7It8wF2+l9JTWCPmm5Wutl9IfgkcgARJAEuDCiKSZri2EJ26S437IN87GSw3CkY2FcRA2Om98O5qksKbJhBuaCNBywlti+CzJ4ODzq+SC2R8hsPKrv0bQ/6MEnx+/nBW9f/C5Sn6rYIyNJSe0cksm309S2HveSz5vidwtwSbqH4vClviLfzEut1nebl3KqSYJLmuCV5tj/Xk1bZ++nJXTtjbb92exov/rJRNFrS7YMaB61VuLNCmpJjq/0AS/S6W6Jg7WJKi2Ji1dJUrvr0smtT9BlE/GSYtsffn0uxH2WjtT9f7LHq3OXmIJhi1B6uVgolRdd9qaLNXmoT16uaH4GjLe0hGY1pPNS5gjWEPpeN1Gy9M66vc5j3gt0boli65pYmhbc7Ok7dna29sT9tbR3nk5W3qvztH9Zbj32CdztSYr8GzP119n+/u+Tjfb59mab/s9Lf7i1m/li0L+ACNwDfcX7bbVh82BZqub7cVsLtgt9J6F8qQAWsqko3N3VrcQ83GPjXPkqzfjcgi9fnBE9brt/VpSKbd7+07bc9r6d3Uv6HVwtqO8BjT78apssMra/nSda2ucLnLZWmePOo9auvbxdjMBFKVBNzcfla8Yl4CdN7r1Tnb9Vqz29hD2eZLtCzL2V/sFazcru6r4VHdVnh1XpesOIrtWsxOPXa/1r9X6nxdlsaTHXJQbYqSMgbSzBeHIekhPYU/kG+birRThiTGQ3io9RRg7AoPoio2S8RRxDSpGeKKjuAzyjbPxUoNwZGNhHISNkm+Yi7dShCfGQFqrCEfWQ3oKeyLfMBdvpfTkzUi4PwhPXKvCbK2UfONsvNQgHNlYGAdpjSI8FRCN5FQ2Ag1jwH8M5HT66rD8zGBET/LrafoYId/pGc6iBYQnnlPipsg3zsZLDcKRjYVxkNYowhMdxR2Rb5yNlxqEIxsL4yCtUXoi37QE5qN1+/3WaW/2KwO8pSMAUJR1jprCjsg3zMVbKcITYyCtVYQj6yE90VNaAvPROiKeGEtx1+QbZ+OlBuHIxsI4CBsl3zAXb6UIT4yBtFYRjqyH9BT2lEu+ORyU/Z2QaW/Z34mcthG+fyiB6S1xrRoGmHyH0fFRh3BkI+E5O61PhCc6ijsi3zgbLzUIRzYWxkFaowhPdBR3RL5xNl5qEI5sLIyDsFHyDXPxVkpP3oyE+8PvwoW5oEoRccBzAcpGuB2EI2uZnsJ8UaUIT3QUt0G+cTZeahCObCyMg7RG6Yl80xKYj9YRccC1Ku6afONsSvEq1pAACeSZABdG/3YRjmyU3CCEXZNvmIu3UnpKa2SWfC25pt15G58AghrPBT3uNgcbmgSzMb6GmbyDntJitliyRKjtjs6BCScBHcUdca2Ks/FSg3BkY4H8AXAGU3RaIDx5w2tfrGlbYnUHydXzyDc6mZxV9OdBuz2bvZi3OHCmY+ruIGLJOoHx5Ks3g3Av9fqjZfeWlXYGq2byHMN3Jl2dy4MgZh4dDVf/6bOk9vDXpa6lpzBhRAxYy+Qb5osqRXiio7gN8o2z8VKDcGRjYRykNUpPEb7OwCC6w1iKuAYVIxxZV+gpLIR8w1y8lSI8MQbiVsk3zsZLDcKRjYVxkNYoPZFvWgLz0ToiDrhWpXWNcGQ9pKewJ/INc/FWivDEGEhrFeHIegj5LlzWUNrxzrp1GN9Zd3zBjkdPMeG+yCB6w3NKzLUAUhVw3xqni6lBxID1hHEQ9kG+YS7eShGeGANprSIcWQ/pKeyJfMNcvJXS0//P3hkox3Xk2HI7gv//ycMnUKs3thagdNWJ1rnFdMSGLRSJRmXWqUtz2z1pRvp5CE/eVT3bqsp3ZpOyQnz4d+3lYRBWlZqlVbzeVbt4ke5EBmoQrypEx9iE8KSjES+2oCcM5VojwlENZ556RfLtuaRVCU9mYLYq35lNygrhqPZiDnaNEp50NDs6ku9hm3pHfqNSd5VJmJPw/Apx7GoKLfUu5NtzSasSnszArlXCUU2op96TfHsuaVXCkxnYtUo4qgn11HuSb88lraqnXSPy3eVLdSc8+SygbPR9fC9cz4WqEhmoWcwBZaTvQ3jSUc+WqhKOahY99Ubk23NJq+opzUg/D+HJu6pnW1X5zmxSVghHtRdz0Bs9le9bv12rEpCABH5N4NSL8dc7v9dXEJ784WB2Lt+ZTdKKnnZtyHeXL9GdcFRz+DwgbMw9CE86mvkSK4SjmkNPvQ359lzSqoQnP/x71yrhqCb0ruo9ybfnklbVU5qRfh7CE3dXZU3TE7tWPW9H1/Z/h68mHNU+uRzcgdrrZyQ86Wj2Jt+ZTcoK4aj2Yg56o/LtuaRV9ZRmpJ+H8HTkXUWAKeQAnKBR+kNk9YMA4Qk4LsfakG++WsJR7dIc9K7l23NJq+opzUg/D+HJu6pnW1X5zmxSVghHtRdzsGuU8KSj2ZF8ZzYpK4Sj2os52DWKeSIaHSibwGIOdjNQ3QlPBx5fiEwRfp4O4YiZpLqc95d87+GU8PR8Gu/B6k+mlO+fUHvt9xCOamJzsOuN8KSj2ZF8ZzZJK3pKstHPQjiqzt5X8u0J3KNKfAD4wxCsyvauWsWL/D6wJjQG+Z50lO/ILO06qu4+U/YZE69AePLOm03Id2aTskI4qr2Yg96ofHsuaVXCkxnYtUo4qgn11Hs6ku+Bm3qH/g3jYRL6IEBV4uh5V80y5DuzSVkhHNVezMGuUcKTjmZH8p3ZpKwQjmov5mDXqJ7ku0vgHt2JHHhXza7lO7NJWSEc1V7Mwa5R3wu3zBdobwYAiJ+08K76BE7Qkp52Zch3ly/VnfDkM4Wy0fchHFVnPcm3J3CPKpEDMzC7TuP7No/qigQkUAT+8+3/vNR2z0Laxbi723t2JxzVzs1S71++PZe0qp52jch3ly/VnfDks4Cy0fchHFVnPfV8qSrhSUezDfnObFJWCEe1lwfWKIVM1hzi3fUh312+VHfCk89sykbfh3BUnRlPWdP0xK5Vz9vRtf3f5asJT0wG7kLs9XMSjmpqPfXu5NtzSavqadeIfHf5Ut0JTz4LKBt9H8JRdT7SEwEHAhM0Sn+QrEIfx3RoloDzQWSgxoAiCezozBZ62vUq312+VHfCk3cVZaPvQziqznqSb0/gHlUiB2Zg1zXhqCbUU+9Jvj2XtCrhyQzsW0U8EU1qqwcKJ9AciGX/YF94BcLRocf327YIOswJzpnkwuG60ZfKN18W4ah2ySQyn9fVCeV7ldjf+XrCkxnYdUc4qgn11HuSb88lraqnNCP9PIQn76qebVXlO7NJWSE+/Lv28jAIq0rN0ipe76pdvEh3IgM1iFcVomNsoqcRTdQC4cks7SolHNWEeuo9ybfnklYlPJmB2ap8ZzYpK4Sj2os52DWqJ/leJkAcmrBgvwO/VXl4W10+Sle+gTh29XphR+8KgtWvle8qXqw54ckMYDraRoSjaqynFi/wtP7eV749X6pqDiiSu30IT2ZpdiTfmU3KCuGo9mIOeqPy7bmkVQlPZmDXqu+FW+YLtTcHEMihjXfVACasrKddIfLd5Ut0JxzVHD5TCBtzD8KTjuQ7E8hfITJQuzQHvWuC748eb/1LWJWABP5J4Edg/lm7+s9eaFeJXft6wlG9op6ucb/61Xq6Suza18v3Gq+/9dWEJ++q2Z58ZzYpK4Sj2os52DVKeNJRviOzNDsiMiDfmS+1gnkiGnnpjVrFO6JBFuSLYFxtQjiqAb1mVjUh/9EI5+i8U0PsiOO7e5bu2p1wVHvX0+4J0JN8dwncozuRA++q2bV8ZzYpK4Sj2os52DVKeDrSEQEGOsBBo+wexpt319OuQILvkXfVLvbL3fV0Gdmlb5DvJVx/5YsJRzW499WuPsKTjmZH8p3ZpKwQjmov5mDXKOFJR7Mj+c5sUlYIR7UXc7BrFPNENDpQNoHFHOxmoLoTng48vhCZIvw8HcIRM0l1Oe8v+d7DKeHp+TTeg9WfTCnfP6H22u8hHNXE5mDXm57ku0vgHt2JHHhX7bomHNWEeuo9ybfnklYlPgD8YQhWtZqlVbzI7wNrQmOgp10C9+hO3Fdmadc14agm1FO+Jx3NjogcyHfmS6wQjmoOPfU25NtzSavqKc1IPw/hybuqZ1vV4/gSGyowQYfmHbFUWwraVDE+7C/i6GloPhTyndmkrBCOai/mYNeonuS7S+Ae3YkceFftuiYc1YR66j3Jt+eSViU8mYHZqnxnNikrhKPaiznYNep74Zb5Au3NAADxkxbeVZ/ACVrS064M+e7ypboTnnymUDb6PoSj6qwn+fYE7lElcmAGPnf99vmyqxKQAEWAuNBqFi81ykjfR089l7Qq4ckszVblO7NJWSEc1V7MQW9Uvj2XtCrhyQzsWiUc1YR60tMugd3u5mCXL9Wd8PQgmtSGvPRareJtsWBF+WIoVxsRnrxiVhVB/4kn+Sg469QQu6kTYA6+Wg5293vX7kSezNJsX74zm5QVwlHtxRz0RuXbc0mrEp7MwK5VwlFNeKQnAg4EJmiU3QN58+562hNIsK3poEjubfTmnfW0K1C+u3yp7oQn7yrKRt+HcFSd9STfnsA9qkQOzMCua8JRTain3pN8ey5pVT2lGennITz5XriebVURvnN7VwAChKMa48xnNkGHIZMzCXDoAlvIN1DKTyMRjqolk8ifhjvgj/K9h0Q9fR1P3lWzayIH8p35EiuEo5pDT4SNuQfhSUfynQnkrxAf/l27fBiEVdnEXfXhaXXK+zaX7z3cEZ68qnZdE45qQj3le9JRviOzNDvyrprZJK3oadeGfHf5Ut0JTz6zKRt9H8JRddbTF+JLHJqwA/MOvBvuYQr6EEBV4tjVKGFHD6LzfBv5Ps/wFR0IT2Zg35SedhnLd5cv0Z1wVHN4XxE25h6EJx3JdyaQv0JkoHZpDnrX8u25pFUJT2Zg16rvhVvmC7U3BxDIoQ1xV1VrPQ2AoTLhSUezDPnObFJWCEe1F3Owa5TwpKPZkXxnNikrhKPay6k5eEsR5RwSkMDvEfBS+z1Of/urCE+nPnj+tpsfr084ql56+kH033+X7795pP6J8GQGZrvyndmkrBCOai/mYNeonnb5Ut0JT2ZptiHfmU3KCuGo9oJ8ALhhGo8F4Um8I17gP0vz56qZLrNCZKAmMQeMj6kL4YlzREyTdWqIHXF8p1NgXU/5Z4BwlHU7ZDGXb5aPaRrCk8+Uia7/I1AzmZwVIgO1G3Ow65TwdKQjAgx0gING2T2MN++up12B8t3lS3UnPB35TIEAyxcCudiGcFTjmYNFSd9aE550NDuS78wmZYVwVHsxB7tG9STfXQL36E7kwLtq1zXhqCb0vXC9J4xv394qRIDwdOZdRZApSc/TyZkEOnRhbeQbJmQYR08DGKgsXwjkchvC0/NPpeVN3rw94agQ6Kk/CPLtuaRVCU9mYNcq4agm1FPvSb49l7SqHwCeZqSfh8iTd1XPtqryndmkrBCOai/mYNco4UlH+Y7M0q6j6m6WdhnLd5cv1V1PFMm+j3x7LklVwlHtx5+tdq0SnnQ0OzqOL7GhsGC/Iz+51l1lEuYkPL9CHD0NzR7kO7NJWSEc1V7Mwa5RPcl3l8A9uhM58K7adU04qgn11HuSb88lrUp4MgOzVfnObFJWCEe1F3Owa9T3wi3zhdqbAwjk0Ia4r3Q0wIXKhKMaRU+9EPn2XNKqhCczsGuVcFQT6qn3JN+eS1r1VE9vaaCdRwISeA0B4lLzwb7rinBUE+op35OOZkdEDuQ78yVWCEc1h556G/LtuaRVCU9mYN+qnvYZP/sKhKOawTz1JuTbc0mrEp6QD/8uMIapPR6EI/G2aD+K8p3ZJK0Qnrxido0SjmpCzhMxETfNs/SJ3bB8n93Rmd+vp3t4JTzl3A55zOWb5+TniQhH1dMc/Ez2+5/l23NJqxKezMCuVcJRTXikJwIOBIYY5VhPuxG51J3wBB2ZS3Pf5Yvlm2+KcFS7NAe9a/n2XNKqhCczsGuVcFQT6qn3JN+eS1pVT2lG+nkIT95VPduqyndmk7JCOKq9mINdo4Qn3ws3O0L4zu1dAQgQjmqMM+8qgg5DhpjkXE/PB0G+zzN8RQfCE5PIV+z29a8h39czv/qKhKN6TXNwlfy1ryc86WhmLt+ZTcoK4aj2Yg52jRKedDQ7ku/MJmmF+ADwh0FYVUpkqQZUU69Jvj2XtCrhyQzsWiUc1YR6yveko3xHZml25F01s0la0dOuDfnu8qW6E558ZlM2+j6Eo+qspy/E98BD8w68c/dhCvoQQNUDjx1EhmkjX4bjdhc9bRNm+hOe/LlqdiHfmU3KCuGo9mIOdo0SnnQ0O5LvzCZlhXBUezEHvVH59lzSqnpKM9LP43vhei5UlciBzwLKRt+HcFSd9dTzpaqEJx3NNuQ7s0lZIRzVXszBrlE9yXeXwD26Ezkg76q3e2BzSglIIJEAcaHVvshLLZHT356J8KSjXYuEo5pQT70n+fZc0qqEJzMwW5XvzCZlhXBUezEHu0b1tMuX6k54MkuzDfnObFJWCEe1F+QDwA3TeCwIT+Id8QL/WZo/V810mRUiAzWJOWB8TF2yPGVNMzG7Uj9vR1d2f5+vJTx5V+36JhzVhHrqPcm355JWJTyZgdmqfGc2KSuEo9qLOdg1qqeBbxgYYhyzNLiGyoSjGkVPvRD59lzSqoQnMzBble/MJmWFcFR7MQe7RvUk310C9+hO5MC7atc14agm1FPvSb49l7Qq4ckM7FolHNWEvheu94Tx7dtbhQgQns68qwgyJYmhQ0zDTAIdvLA28g0T0oxDOKq25qCB+60k355LWpXwZAZ2rRKOakI99Z7k23NJqxKezMCuVcJRTain3pN8ey5pVeLDv2tPD4OwqpbIk4pmRfKd2aSsEI5qL+Zg1yjhSUf5jszSrqPqTmRJT7Mn+c5sklYITz5TZqPyndmkrBCOai/mYNco4UlHs6Mj+R62qXfoJ9eHt9UcBGCFOHY1hvdVL0O+PZe0KuHJDOxaJRzVhHrqPcm355JWJTyZgV2rhKOaUE+9J/n2XNKqeto1It9dvlR3wpPPAspG38f3wvVcqCqRgZrFHFBG+j6EJx31bKkq4ahm0VNvRL49l7Qq4ckM7FvV0y5j+e7yJboTjn7M8fbjH/y7BCQwEyBC5w8I8p0J5K8QGahdmoNd14QnHc2O5DuzSVkhHNVezEFvVL49l7SqntKM9PMQnryrerZUlXBUs+ipNyLfnktalfCEfPh3gTFM7fEgHIm3RftRlO/MJmlFT0k25lkIT9yjIGuamdrvr5y3o9/f+12+knBUe+VycBdyr52T8KSj2Zl8ZzYpK4Sj2os56I3Kt+eSVtVTmpF+HsLTkXcVAaaQA3CCRukPkdUPAoQn4Lgca0O++WoJR7VLc9C7lm/PJa1KeDID+1b1tMtYvrt8ie6Eo5rD+4qwMfcgPOlIvjOB/BUiA7VLc7DrmvDke+FmRwjfub0rAAHCUY1x5l1F0GHIEJOc6+n5IMj3eYav6EB4YhL5it2+/jXk+3rmV1+RcFSvaQ6ukr/29YQnHc3M5TuzSVkhHNVezMGuUT3Jd5fAPboTHwD+8LJale1dtYoX+p9t9Jm9a4n5H4b3qtq15F21y5fqrieK5G4fwpN33uxIvjOblBXCUe3FHPRG5dtzSasSnszArlXCUU2op97TkXwP3NQ79FuVh0nogwBViaPnXTXLkO/MJmWFcFR7MQe7RglPOpodyXdmk7JCOKq9mINdo4QnHc2O5DuzSVrR064N+e7yJboTjmoOnweEjbmH74Wb2RArRA7MAGFi7kE4qu56mhkTK4QnHc0m5DuzSVkhHNVezMGuUT3Jd5fAfbq/3WdUJ5XAvQn44Nn1J99dvlR3wpM/JFM2+j6Eo+qsJ/n2BO5RNQe7nuS7y5fqTnjyWUDZ6PsQjqqznnq+VJXwpKPZhnxnNikrhKPaix8AvmsU87Q75m27y/ce6ghPPrN3XROOakLGU9Y0BPnzdkRQyetBeGIykMcmZSLCUe1FT71R+fZc0qqEJzMwW5XvzCZpRU9JNvpZCEfV+cj7ioADgQkapT9IVqGPYzo0S8D5IDJQY0CRBHZ0ZgvCk47msyHfmU3KCuGo9mIOdo3qSb67BO7RnciBd9Wua8JRTain3pN8ey5pVcKTGdi1SjiqCX0vXO8J49u3twoR0NMEMosMMY3PlMm1/8OCM5mcFSIDtRtz0DuVb88lrUp4MgO7VglHNaGeek/y7bmkVfWUZqSfh/DkXdWzrap8ZzYpK8SHf9deHgZhValZWsXrXbWLF+lOZKAG8apCdIxN9DSiiVogPJmlXaWEo5pQT70n+fZc0qqEJzMwW5XvzCZlhXBUezEHu0b1lM83LgPEoQnb1DvwW5WHt9VqmIhjVwOGHb1VZleay/cKrb/3tYQnM7Drj3BUE+qp9yTfnktalfBkBnatEo5qQj31nuTbc0mr6mnXiHx3+VLdCU8+CygbfR/fC9dzoapEBmoWc0AZ6fsQnnTUs6WqhKOaRU+9Efn2XNKqekoz0s9DePKu6tlWVb4zG2rljWpkHwlI4DUEvBh3Oct3ly/RnXBUc/gDGGFj7qGnmQ2xIl+C4n4PwpN31exJvjOblBXCUe3FHOwaJTzpKN+RWZodERmQ78yXWiE8fdxVWCNqZ2f1Ee+uT/nu8iW6E45qDn+2ImzMPQhPnKOsaWZqv79y3o5+f+93+UrCUe2Vy8FdyL12TsKTjmZn8p3ZpKwQjmov5qA3Kt+eS1pVT2lG+nkIT0feVQSYQg7ACRqlP0RWPwgQnoDjcqwN+earJRzVLs1B71q+PZe0qp7SjPTzEJ68q3q2VZXvzCZlhXBUezEHu0YJTzqaHcl3ZpOyQjiqvZiDXaOYJ6LRgbIJLOZgNwPVnfB04PGFyBTh5+kQjphJqst5f8n3Hk4JT8+n8R6s/mRK+f4Jtdd+D+GoJjYHu970JN9dAvfoTuTAu2rXNeGoJtRT70m+PZe0KvEB4A9DsKrVLK3iRX4fWBMaAz3tErhHd+K+Mku7rglHNaGe8j3paHZE5EC+M19ihXBUc+iptyHfnktalfBkBvat6mmPMcG2povKwYGbeod+q/LIMrV3sP9SZ+LoRWXpL3GcXla+E5mcOuGodmMOdp0SnnQ0O5LvzCZlhXBUezEHu0b1JN9dAvfoTuTAu2p2Ld+ZTcoK4aj2Yg52jfpeuGW+QHszAED8pIV31Sdwgpb0tCtDvrt8qe6EJ58plI2+D+GoOutJvj2Bz6tvny+7KgEJnEjAB8+uVfnu8qW664kiuduH8OQPybMj+c5sUlYIR7UXc9AblW/PJa1KeDIDu1YJRzWhnvI96Wh2RORAvjNfYoVwVHM8sEbErs7rId5dp/Ld5Ut1Jzz5TKFs9H0IR9WZ8ZQ1TU/sWvW8HV3b/12+mvDEZOAuxF4/J+GoptZT706+PZe0qp52jch3ly/VnfDks4Cy0fchHFXnIz0RcCAwQaP0B8kq9HFMh2YJOB9EBmoMKJLAjs5soaddr/Ld5Ut1Jzx5V1E2+j6Eo+qsJ/n2BO5RJXJgBnZdE45qQj31nuTbc0mr6inNSD8P4cn3wvVsq4rwndu7AhAgHNUYZz6zCToMmZxJgEMX2EK+gVJ+GolwVC2ZRP403AF/lO89JOrp63jyrppdEzmQ78yXWCEc1Rx6ImzMPQhPOpLvTCB/hfjw79rlwyCsyvauWsXr72138WLdzQGGcq0R4aiG85GypuijMeFJR/mOakI99Z6IDMi3Z0tWCU9mYDYi35lNygrhqPZiDnaN6km+lwkQhyYs2O/Ab1Ue3laXj9KVbyCOXb1e2NG7gmD1a+W7ihdrTngyA5iOthHhqBrrqcULPK2/95Vvz5eqmgOK5G4fwpNZmh3Jd2aTskI4qr2Yg96ofHsuaVXCkxnYtep74Zb5Qu3NAQRyaEPcVdVaTwNgqEx40tEsQ74zm5QVwlHtxRzsGiU86Wh2dCrft3nLrkhAAhL4nMCpF+Pnu37dqnxfx/qZV9LTM/Re872Eo5rUH5R7X/LtuaRVCU9mYLYq35lNygrhqPZiDnaNEp50lO/ILM2OiAzId+ZLrWCeiEZeeqNW8Y5okAX5IhhXmxCOakCvmVVNyH80wjk679QQO+L47p6lu3YnHNXe9bR7AvQk310C9+hO5MC7anYt35lNygrhqPZiDnaNEp6OdESAgQ5w0Ci7h/Hm3fW0K1C+u3yp7oSnI58pEGD5QiAX2xCOajxzsCjpW2vCk45mR/Kd2aSsEI5qL+Zg16ie5LtL4B7diRx4V+26JhzVhA+i0YGyCSwffHePwZfvTng68Ph+OxcEGeYE50xyZlzkew+vhKcz7yrGn3wZjttd9LRN+Pn+hKOawvuqdyHfnktalfBkBnatEo5qQj31nuTbc0mrEh8A/jAEq1rN0ireoN967e7z7t3NwT0MEp58pOy6JhzVhHrK96Sj2RGRA/nOfIkVwlHNoafehnx7LmlVPaUZ6echPHlX9WyrehxfYkMFJujQvCOWaktBmyrGh/1FHD0NzYdCvjOblBXCUe3FHOwa1ZN8dwncozuRA++qXdeEo5pQT70n+fZc0qqEJzMwW5XvzCZlhXBUezEHu0aJ98J9eFJUK8octFjiioQnI7CrlXBUE+qp9yTfnktalfBkBnatEo5qQj31nhL5vvWjWpWABCTwGgKJF+Nrdv6aV5Hvazg/+yp6epbga76f8OQPybMr+c5sUlYIR7UXc9AblW/PJa1KeDIDu1YJRzWhnvS0S2C3uznY5Ut1JzwhH/5dG/LSa7USjsTbov0oyndmk7RCePKK2TVKOKoJOU/ERNw0z9IndsPyfXZHZ36/nu7hlfCUczvkMZdvnpOfJyIcVU9z8DPZ73+Wb88lrUp4MgO7VglHNeGRngg4EBhilGM97UbkUnfCE3RkLs19ly+Wb74pwlHt0hz0ruXbc0mrEp7MwK5VwlFNqKfek3x7LmlVwpMZ2Leqp13G8t3lS3QnHNUc3leEjbkH4cn3wi3zndu7AhAgMlBjnHlXEXQYMjmTAIcusIV8A6X8NBLhqFoyifxpuAP+KN97SNTT1/HkXTW7JnIg35kvsUI4qjn0RNiYexCedCTfmUD+ih/+ne+oJiTuqurjfVUU/u9f8v2/TBIrhCczsGuWcFQT6infk47yHZml2ZF31cwmaUVPuzbku8uX6k548plN2ej7EI6qs56+EN8DD8078FurhynoQwBVDzx2EBmmjXwZjttd9LRNmOlPePLnqtmFfGc2KSuEo9qLOdg1SnjS0exIvjOblBXCUe3FHPRG5dtzSasSnszAvlXi/XAPRY2izMGIJmaBcFSbMQa7SglPOpodyXdmk7JCOKq9mINdo4QnHc2OSL5v88u4IgEJFIH/QBi81CCQQxviYqzWeuoBy7fnklYlPJmBXauEo5pQT70n+fZc0qqEJzMwW5XvzCZlhXBUezEHu0b1tMuX6k54MkuzDfnObFJWCEe1F+QDwA3TeCwIT+Id8QL/WZo/V810mRUiAzWJOWB8TF2yPGVNMzG7Uj9vR1d2f5+vJTx5V+36JhzVhHrqPcm355JWJTyZgdmqfGc2KSuEo9qLOdg1Sng60hEBBjzAxDhHetqNx6XuhCPwyFya/Q5fLN87WGI+TN+7anZN5EC+M19ihXBUc+iJsDH3IDzpSL4zgfwVIgO1S3Ow61pP8t0lcI/uRA68q3ZdE45qQt8L13vC+PbtrUIECE9n3lUEmZL0PJ2cSaBDF9ZGvmFChnH0NICByvKFQC63ITw9/1Ra3uTN2xOOCoGe+oMg355LWpXwZAZ2rRKOakI99Z7k23NJqxIf/l178gPAd80SefKumh3Jd2aTskI4qr2Yg12jhCcd5TsyS7uOqjuRJT3NnuQ7s0laITz5TJmNyndmk7JCOKq9mINdo4QnHc2OjuR72KbeoZ9cH95WcxCAlcOOHUCEbSFfludWNz1tkeX6Eo5qGn+26p3It+eSViU8mYFdq4SjmlBPvSf59lzSqoQnMzBble/MJmWFcFR7MQe7Rn0v3DJfqL05gEAObYj7SkcDXKhMOKpR9NQLkW/PJa1KeDIDu1YJRzWhnnpP//nf8lu/bFUCEqAJeKnRRHf6EZ588Mxu5DuzSVkhHNVezMGuUcKTjmZH8p3ZpKwQjmov5qA3Kt+eS1pVT2lG+nkIT95VPVuqSjiqWfTUG5FvzyWtSnhCPvy7wBim9ngQjsTbov0oyndmk7RCePKK2Tea5SlrGoL+eTsiqGT1IBzVjryvdr0SnnQ0O5LvzCZlhXBUezEHvVH59lzSqoQnM7BrlXBUEx7piYADgSFGOdbTbkQudSc8QUfm0tx3+WL55psiHNUuzUHvWr49l7Qq4ckM7FolHNWEeuo9ybfnklbVU5qRfh7Ck3dVz7aq8p3ZpKwQjmov5mDXKOHJ98LNjhC+c3tXAAKEoxrjzLuKoMOQISY519PzQZDv8wxf0YHwxCTyFbt9/WvI9/XMr74i4ahe0xxcJX/t6wlPOpqZy3dmk7JCOKq9mINdo3qS7y6Be3QnPgD84WW1Ktu7ahUv8v9jqgmNQb4nHeU7Mku7jqo78UwxS3raJ7D7CuZgly/RnXBUc3hf9Tbk23NJqxKezMCuVcJRTain3tORfA/c1DvwbxgPU9CHAKoeeOwgMkwb+TIct7voaZsw05/w5M9Vswv5zmxSVghHtRdzsGuU8KSj2ZF8ZzYpK4Sj2os56I3Kt+eSVtVTmpF+Ht8L13OhqkQOfBZQNvo+hKPqrKeeL1UlPOlotiHfmU3KCuGo9mIOdo3q6XO+b58vuyoBCXwQIG4S6LYPGsXDMRAgHFVr6MgMU963LN97uCM8mYFd14SjmlBPvSf59lzSqoQnMzBble/MJmlFT0k2+lkIR9XZ+6rnS1UJTzqabch3ZpOyQjiqvSAfAG6YxmNBeBLviBf4z9J8Xs90mRUiAzWJOWB8TF2yPGVNMzG7Uj9vR1d2f5+vJTx5V+36JhzVhHrqPcm355JWJTyZgdmqfGc2KSuEo9qLOdg1qqeBbxgYYhyzNLiGyoSjGkVPvRD59lzSqoQnMzBble/MJmWFcFR7MQe7RvUk310C9+hO5MC7atc14agm1FPvSb49l7Qq4ckM7FolHNWEyHvhPhrt7vfV3TG+rx78i72enibhWWSIaXymTK79H0ObyeSsEBmo3ZiD3ql8ey5pVcKTGdi1SjiqCfXUe5JvzyWtSngyA/tW9bTLWL67fInuxId/1xwPLyxCx9jDLI1okAX5IhhXmxCOakCvqlVN/rfmu3iR7mYJwbjeRE+7iOW7y5fqTnjyuT/bkO/MJmWFcFR7MQe7RglPOpodHcn3sE29I/8WWHeVSZiT8PwKcexqCi31LuTbc0mrEp7MwK5VwlFNqKfek3x7LmlVwpMZ2LVKOKoJ9dR7km/PJa2qp10j8t3lS3UnPPksoGz0fXwvXM+FqhIZqFnMAWWk70N40lHPlqoSjmoWPfVG5NtzSavqKc1IPw/hKfGueuu3a1UCEsAJBN0ixCjFJ/FSw739xYaEJx3NAuU7s0lZIRzVXszBrlHCk45mR/Kd2aSsEI5qL+agNyrfnktaVU9pRvp5CE/eVT1bqko4qln01BuRb88lrUp48sO/d60SjmpC76rek3x7LmlVPaUZ6echPHF3VdY0PbFr1fN2dG3/d/hqwlHtk8vBHai9fkbCk45mb/Kd2aSsEI5qL+agNyrfnktaVU9pRvp5CE9H3lUEmEIOwAkapT9EVj8IEJ6A43KsDfnmqyUc1S7NQe9avj2XtKqe0oz08xCevKt6tlWV78wmZYVwVHsxB7tGCU86mh3Jd2aTskI4qr2Yg12jmCei0YGyxbJ7fqnueppI5pAhJqldHnjNTPIu1eV7Cddf+2LCkxmY9cl3ZpOyQjiqvZiDXaOEJx3NjuQ7s0lZIRzVXszBrlE9yXeXwD26Ex8A/vCyWpXtXbWKF/n/h9eExiDfk47yHZmlXUfV3WfKPmPiFQhP3nmzCfnObFJWCEe1F3PQG5VvzyWtSngyA7tWCUc1oZ56T0fyPXBT79C/YTxMQh8EqEocPe+qWYZ8ZzYpK4Sj2os52DVKeNLR7Ei+M5uUFcJR7cUc7BrVk3x3CdyjO5ED76rZtXxnNikrhKPaiznYNep74Zb5Au3NAADxkxbeVZ/ACVrS064M+e7ypboTnnymUDb6PoSj6kx6eutHtSoBCUQSCLtFiHHICy3S2V8einBUW9BTL1K+PZe0KuHJDOxaJRzVhHrqPcm355JW1dOuEfnu8qW6E558FlA2+j6Eo+qsp54vVSU86Wi2Id+ZTcoK4aj28sAapZDJmkO8uz7ku8uX6k548plN2ej7EI6qM+Mpa5qe2LXqeTu6tv+7fDXhicnAXYi9fk7CUU2tp96dfHsuaVU97RqR7y5fqjvhyWcBZaPvQziqzkd6IuBAYIJG6Q+SVejjmA7NEnA+iAzUGFAkgR2d2UJPu17lu8uX6k548q6ibPR9CEfVWU/y7Qnco0rkwAzsuiYc1YR66j3Jt+eSViU8mYF9q4gnoklt9TDhYtk/v8Qr6GmimEWGmOawK2YS90d1+f4Rtpd+E+GoBjYHvTb59lzSqoQnM7BrlXBUE+qp9yTfnktaVU9pRvp5CE/eVT3bqsp3ZpOyQnz4d+3lYRBWlZqlVbzeVbt4ke5EBmoQrypEx9hETyOaqAXCk1naVUo4qgn11HuSb88lrUp4MgOzVfnObFJWCEe1F3Owa1RP8r1MgDg0YcF+B36r8vC2unyUrnwDcezq9cKO3hUEq18r31W8WHPCkxnAdLSNCEfVWE8tXuBp/b2vfHu+VNUcUCR3+xCezNLsSL4zm5QVwlHtxRz0RuXbc0mrEp7MwK5V3wu3zBdqbw4gkEMb76oBTFhZT7tC5LvLl+hOOKo5fKYQNuYelKd6hbf5ZVyRgASOJUDdIsBtHzTKsbqJjRGegONCbCWyh3wjtfxrKMJRNTQH/8KK/0FPONJ/NZTvv3DE/oHw5F0165XvzCZlhXBUezEHu0YJTzrKd2SWZkdEBuQ786VWME9EIy+9Uat4RzTIgnwRjKtNCEc1oNfMqibkPxrhHJ13aogdcXx3z9JduxOOau962j0BepLvLoF7dCdy4F01u5bvzCZlhXBUezEHu0YJT0c6IsBABzholN3DePPuhKcjswR5lS8EcrmNnnYBy3eXL9GdcFRz+DwgbMw9CE86ku9MIH+FyEDt0hzsuiY86Wh2JN+ZTcoK4aj2Yg52jWKeiEYHyiawmIPdDFR3wtOBxxciU4Sfp0M4YiapLuf9Jd97OCU8PZ/Ge7D6kynl+yfUXvs9hKOa2BzsetOTfHcJ3KM7kQPvql3XhKOaUE+9J/n2XNKqxAeAPwzBqlaztIoX+X1gTWgM9LRL4B7difvKLO26JhzVhHrK96Sj2RGRA/nOfIkVwlHNoafehnx7LmlVPaUZ6echPHlX9WyrehxfYkMFJujQvCOWaktBmyrGh/1FHD0NzYdCvjOblBXCUe3FHOwaJTzpaHYk35lN0oqekmz0sxCOqrP3lXx7AveoEjkwA7Nr+c5sUlYIR7UXc7Br1PfCLfMF2psBAOInLbyrPoETtKSnXRny3eVLdSc8+UyhbHze5+3zZVclIIEi4KU2nIMgMEGjDLAsE46Koj8g9GdJvj2XtKqe0oz08xCevKt6tlWV78wmZYVwVHsxB71R+fZc0qqEJzOwa5VwVBPqSU+7BHa7m4NdvlR3wtODaFIb8tJrtYq3xYIV5YuhXG1EePKKWVWE/D6lJuQ8nXVqiN2wfHfP0127E564DNyV4v7cetplLN9dvkR3wlHN4X3V25BvzyWtSngyA7tWCUc14ZGeCDgQmKBRdg/kjbsTjo7NEuBVvgDEF7TQ0y5k+e7ypboTnqAfH6gtHdeHcFRQ9NQfDfn2XNKqhCczsGuVcFQT6qn3JN+eS1pVT2lG+nkIT74XrmdbVYTv3N4VgADhqMY485lN0GHI5EwCHLrAFvINlPLTSISjaskk8qfhDvijfO8hUU9fx5N31eyayIF8Z77ECuGo5tATYWPuQXjSkXxnAvkrxId/1y4fBmFVNnFXfXhanfK+zeV7D3eEJ6+qXdeEo5pQT/medJTvyCzNjryrZjZJK4Qn76rZqHxnNkkrekqy0c9COKrO3ldfiC9xaMIOzDvwbriHKehDAFWJY1ejhB09iM7zbeT7PMNXdCA8mYFdU4SjmlBPvSf59lzSqnpKM9LPQ3jyrurZVlW+M5uUFcJR7cUc9Ebl23NJqxKezMCuVd8Lt8wXam8OIJBDG+KuqtZ6GgBDZcKTjmYZ8p3ZpKwQjmov5uBzo2+fL7sqAQlQBIhL7cgLjQBTkgA4QaNQx+7IPnra1SrfXb5Ud8ITcG1S2zmyD+GowOipPx7y7bmkVQlPZmC2Kt+ZTcoK4aj2Yg52jRKedLTrqLrraZexfHf5Et0JRzUH8gHgXnqjUsKTeEe8PgtmNDErRAZqM+ZgVynhiXNETJN1aogdcXx3z9JduxOOsk7dXU18PreePufz7Kp8nyX4mu8nPPlMmV3Jd2aTskI4qr2Yg12jhKcjHRFgoAMcNMruYbx5dz3tCpTvLl+qO+HpyGcKBFi+EMjFNoSjGs8cLEr61prwpKPZkXxnNikrhKPaiznYNaon+e4SuEd3IgfeVbuuCUc1oe+F6z1hfPv2ViEChKcz7yqCTEl6nk7OJNChC2sj3zAhwzh6GsBAZflCIJfbEJ6efyotb/Lm7QlHhUBP/UGQb88lrUp4MgO7VglHNaGeek/y7bmkVYkPAH8YgnWtRJ7UNGuS78wmZYVwVHsxB7tGCU86yndklnYdVXeztMtYvrt8ie6Eo5rDZ0pvQ749l7SqntKM9PMQnryrerZVPY4vsaECE3Ro3hFLtaWgTRXjw/4ijp6G5kMh35lNygrhqPZiDnaN6km+uwTu0Z3IgXfVrmvCUU2op96TfHsuaVXCkxmYrcp3ZpOyQjiqvZiDXaPEe+E+PCmqFWUOWixxRcKTEdjVSjiqCfXUe5JvzyWtSng6OQNvacKcRwISmAkQF1p1P/JSI+BAYIJGmQ+TK8jbUKAjc6QNc5CvlXBUuzQHu64JTzqaHcl3ZpOyQjiqvZiD3qh8ey5pVcKTGdi1SjiqCfWkp10Cu93NwS5fqjvhCfnw79qQl16rlXAk3hbtR1G+M5ukFcKTV8yuUcJRTch5IibipnmWPrEblu+zOzrz+/V0D6+Ep5zbIY+5fPOc/DwR4ah6moOfyX7/s3x7LmlVwpMZ2LVKOKoJj/REwIHAEKMc62k3Ipe6E56gI3Np7rt8sXzzTRGOapfmoHct355LWpXwZAZ2rRKOakI99Z7k23NJq+opzUg/D+HJu6pnW1X5zmxSVghHtRdzsGuU8OR74WZHCN+5vSsAAcJRjXHmXUXQYcjkTAIcusAW8g2U0oykpwYKWJIvCHOpFeGoRmOeTEubPKAt4UlH80GQ78wmZYVwVHsxB7tGCU86mh3Jd2aTsuKHf6eY+HwOIkv1Ct5XPWf59lzSqoQnM7BrlXBUE+op35OO8h2ZpdmRd9XMJmlFT7s25LvLl+pOePKZTdno+xCOqrOevhDfAw/NO/DO3Ycp6EMAVQ88dhAZpo18GY7bXfS0TZjpT3jy56rZhXxnNikrhKPaiznYNUp40tHsSL4zm5QVwlHtxRz0RuXbc0mr6inNSD8P8X64h5dVD/dblciBeEe8yALhqAbRE6JjbEJ40tGI17tqRhOzQmSgNpOYg7cYyg4iAQm8jABxqSVeaE8DJMDUEACcoFGexnpyAz3t2pXvLl+qO+EJuDap7RzZh3BUYPTUHw/59lzSqoQnMzBble/MJmWFcFR7MQe7RvW0y5fqTngyS7MN+c5sUlYIR7UX5APADdN4LAhP4h3x+v/YndHErBAZqM2Yg12lWZ6ypiHIn7cjgkpeD8KTd9WuV8JRTain3pN8ey5pVcKTGZityndmk7JCOKq9mINdo3oa+IaBIcYxS4NrqEw4qlH01AuRb88lrUp4MgOzVfnObFJWCEe1F3Owa5TwpKPZkXxnNkkrekqy0c9COKrO3lfy7Qnco0rkwAzsuiYc1YS+F673hPHt21uFCBCezryrCDIl6Xk6OZNAhy6sjXzDhAzj6GkAA5XlC4FcbkN4ev6ptLzJm7cnHBUCPfUHQb49l7Qq4ckM7FolHNWEeuo9ybfnklYlPvy79uQHgO+aJfLkXTU7ku/MJmWFcFR7MQe7RglPOsp3ZJZ2HVV3Ikt6mj3Jd2aTtEJ48pkyG5XvzCZlhXBUezEHu0YJTzqaHR3J97BNvUM/uT68reYgACvEsasxvK96GfLtuaRVCU9mYNcq4agm1FPvSb49l7Qq4ckM7FolHNWEeuo9ybfnklbV064Rgq93zK6j6q6nfcbPvoLvhXuW4OffT2SgXsH76nPOz64SnnT0rIXPv59wVK+gp56zfHsuaVXCE52BtzRIziMBCdyDAHGh1U7pSy2CHgEHAkOMcqyniMPyfQjCE3RkgqhwdFCEnQAAQABJREFUo8iXY7nViXBUs5mDLUPf+xKedDQ7ku/MJmWFcFR7MQe9Ufn2XNKqekoz0s9DePKu6tlSVcJRzaKn3oh8ey5pVcIT8uHfBcYwtceDcCTeFu1HUb4zm6QVPSXZmGchPHGPgqxpZmq/v3Lejn5/73f5SsJR7ZXLwV3IvXZOwpOOZmfyndmkrBCOai/moDcq355LWpXwZAb2reppYBwEhhildmmeBtdQmfCko1mGfGc2KSuEo9qLOeiNyrfnklYlPJmBXauEo5pQT70n+fZc0qp6SjPSz0N48q7q2VZVvjOblBXCUe3FHOwaJTz5XrjZEcJ3bu8KQIBwVGOceVcRdBgyxCTneno+CPJ9nuErOhCemES+Yrevfw35vp751VckHNVrmoOr5K99PeFJRzNz+c5sUlYIR7UXc7BrVE/y3SVwj+7EB4A/vKxWZXtXreJF/n9MNaExyPeko3xHZmnXUXX3mbLPmHgFwpN33mxCvjOblBXCUe3FHPRG5dtzSasSnszArlXCUU2op97TkXwP3NQ79G8YD5PQBwGqEkfPu2qWId+ZTcoK4aj2Yg52jRKedDQ7ku/MJmWFcFR7MQe7RglPOpodyXdmk7Sipz0bBNuazntmz1F11tMuX6q774WjSPZ9iBx4V/VsqSrhqGbRE2Wk70N40lHPtqryndmkrBCOai8/cvCWsjHnkEAqgf9Ag/0IHdTumDb0pSaYnwhAB4/wBI3y0wb94w8ChKPqpacfRP/9d/n+m0fqnwhPZmDXLuGoJtRT70m+PZe0qp52jch3ly/VnfDks4Cy0fchHFVnPfV8qSrhSUezDfnObFJWCEe1Fz8AfNco5ml3zNt2l+891BGefGbvuiYc1YSMp6xpCPLn7YigkteD8MRkII9NykSEo9qLnnqj8u25pFUJT2ZgtirfmU3KCuGo9mIOdo3qaeAbBoYYxywNrqEy4ahG0VMvRL49l7Qq4ckMzFblO7NJWSEc1V7Mwa5RPcl3l8A9uhM58K7adU04qgn11HuSb88lrUp4MgO7VglHNaHvhes9YXz79lYhAnqaQGaRIabxmTK59sN+ZjI5K0QGajfmoHcq355LWpXwZAZ2rRKOakI99Z7k23NJq+opzUg/D+HJu6pnW1X5zmxSVogP/669PAzCqlKztIrXu2oXL9KdyEAN4lWF6Bib6GlEE7VAeDJLu0oJRzWhnnpP8u25pFUJT2ZgtirfmU3KCuGo9mIOdo0SnnQ0OzqS74Gbegd+q/LwtpqDAKwQx67G8L7qZci355JWJTyZgV2rhKOaUE+9J/n2XNKqhCczsGuVcFQT6qn3JN+eS1pVT7tG5LvLl+pOePJZQNno+/heuJ4LVSUyULOYA8pI34fwpKOeLVUlHNUseuqNyLfnklb9z/8O9JY2mPNI4FQCxOXog2c+HfId2BBgqjVw+IJGGWBZLgKEJ+C4HCtDvvlqCUe1S3Ow61pP8t0lcI/uRA68q2bX8p3ZpKwQjmov5mDXKOFJR/mOzNLsiMiAfGe+1Arh6eOuwhpROzurj3h3fcp3ly/RnXBUc/izFWFj7kF44hxlTTNT+/2V83b0+3u/y1cSjmqvXA7uQu61cxKedDQ7k+/MJmWFcFR7MQe9Ufn2XNKqekoz0s9DeDryriLAFHIATtAo/SGy+kGA8AQcl2NtyDdfLeGodmkOetfy7bmkVfWUZqSfh/DkXdWzrap8ZzYpK4Sj2os52DVKeNLR7Ei+M5uUFcJR7cUc7BrFPBGNDpRNYDEHuxmo7oSnA48vRKYIP0+HcMRMUl3O+0u+93BKeHo+jfdg9SdTyvdPqL32ewhHNbE52PWmJ/nuErhHdyIH3lW7rglHNaGeek/y7bmkVYkPAH8YglWtZmkVL/L7wJrQGOR70tGuo+pO3Fd62vVEOKoJ9ZTvSUezIyIH8p35EiuEo5pDT70N+fZc0qqEJzOwa5VwVBPqqfd0JN8DN/WO/Ftg5cAk9ElgqsTR09DsQr4zm5QVwlHtxRzsGiU86Wh2JN+ZTcoK4aj2Yg52jepJvrsE7tGdyIF31exavjOblBXCUe3FHOwa9b1wy3yB9mYAgPhJC++qT+AELelpV4Z8d/n+6P724x/8uwQkkE/Ai3HXkXw/4UvAgf4NImiUT4B97SXCURGEjsxxMuR7D6WEJzOw71pPu4zlu8uX6E44qjm8r3ob8u25pFUJT2Zg1yrhqCbUU74nHc2OiBzId+ZLrBCOao4H1ojY1Xk9xLvrVL67fKnuhCefKZSNvg/hqDoznrKm6Yldq563o2v7v8tXE56YDNyF2OvnJBzV1Hrq3cm355JW1dOuEfnu8qW6E558FlA2+j6Eo+p8pCcCDgQmaJT+IFmFPo7p0CwB54PIQI0BRRLY0Zkt9LTrVb67fKnuhCfvKspG34dwVJ31JN+ewD2qRA7MwK5rwlFNqKfek3x7LmlVPaUZ6echPPleuJ5tVRG+c3tXAAKEoxrjzGc2QYchkzMJcOgCW8g3UMpPIxGOqiWTyJ+GO+CP8r2HRMKTGdh3raddxvLd5Ut0JxzVHN5XhI25B+FJR/KdCeSvEB/+Xbt8GIRV2d5Vq3j9ve0uXqQ7kYEaxKsK0TE20dOIJmqB8GSWdpUSjmpCPfWe5NtzSasSnszAbFW+M5uUFcJR7cUc7BrVk3wvEyAOTViw34Hfqjy8rS4fpSvfQBy7er2wo3cFwerXyncVL9ac8GQGMB1tI8JRNdZTixd4Wn/vK9+eL1U1BxTJ3T6EJ7M0O5LvzCZlhXBUezEHvVH59lzSqoQnM7Br1ffCLfOF2psDCOTQhrirqrWeBsBQmfCko1mGfGc2tfL2+bKrEpDAiQS8GHetynfgS4Cp1sBPPUGjDLAsFwHCE3BcjpUh33y1hKPapTnYda0n+e4SuEd3IgfeVbNr+c5sUlYIR7UXc7BrlPCko3xHZml2RGRAvjNfagXzRDTy0hu1indEgyzIF8G42oRwVAN6zaxqCvv9+nmnhtiRGcjPgHfVrqPqTmRJT7Mn+c5sklYITz5TZqPyndmkrBCOai/mYNco4elIRwQY6AAHjbJ7GG/eXU+7AuW7y5fqTng68pkCAZYvBHKxDeGoxjMHi5K+tSY86Wh2JN+ZTcoK4aj2Yg52jRKedDQ7ku/MJmlFT0k2+lkIR9X5QTQ68NIjsHzw7fVZhQgQng48vt/oEmRK0vN0ciaBDl1YG/mGCRnGITw9n8ZhuAPK8s2XSDiqXZqDXdd6ku8ugXt0J3LgXbXrmnBUE+qp9yTfnktalfgA8IchWNVqllbxBv3Wa3efd+9uDu5hkPDkI2XXNeGoJtRTvicdzY6IHMh35kusEI5qDj31NuTbc0mr6inNSD8P4cm7qmdb1eP4EhsqMEGH5h2xVFsK2lQxPuwv4uhpaD4U8p3ZpKwQjmov5mDXqJ7ku0vgHt2JHHhX7bomHNWEeuo9ybfnklYlPJmB2ap8ZzYpK4Sj2os52DXqe+GW+QLtzQAA8RctiPtKT7+A/OQy4ahG0FMv4mS+b/2WrUpAAhL4nMDJF+PnO3/Nqnw/4UzAgX7iCRrlE2Bfe4lwVAShI3OcDPneQ6mevo4n76rZNZED+c58iRXCUc2hp96GfHsuaVXCkxnYtUo4qgn1pKddArvdzcEuX6o74Qn58O/akJdeq5VwJN4W7UdRvjObpBXCk1fMrlHCUU3IeSIm4qZ5lj6xG5bvszs68/v1dA+vhKec2yGPuXzznPw8EeGoepqDn8l+/7N8ey5pVcKTGdi1SjiqCY/0RMCBwASNsnsgb95dT7sC5bvLl+hOOKo5oKuT2FJUD/lG6RiHITyZgREvskA4qkH01OuQb88lrUp4MgO7VglHNaGeek/y7bmkVfWUZqSfh/Dke+F6tlVF+M7tXQEIEI5qjDOf2QQdhkzOJMChC2wh30ApP41EOKqWTCJ/Gu6AP8r3HhL19HU8eVfNrokcyHfmS6wQjmoOPRE25h6EJx3JdyaQv0J8+Hft8mEQVmUTd9WHp9Up79tcvvdwR3jyqtp1TTiqCfWU70lH+Y7M0uzIu2pmk7Sip10b8t3lS3UnPPnMpmz0fQhH1VlPX4jvgYfmHXg33MMU9CGAqgceO4gM00a+DMftLoQnn9fblnx/9TZhc7BN+Pn+hKOawvvqeRefdSA86WgmLN+ZTcoK4aj2Yg56o/LtuaRVCU9mYNeq74Vb5gu1NwcQyKENcVdVaz0NgKEy4UlHs4xEvm/zuK5IQAIS2CeQeDHu7/p1ryDfgTUBploDP/UEjTLAslwE9LR7DuS7y5fqTngCrk1qO0f2IRwVGD31x0O+PZe0KuHJDMxW5TuzSVkhHNVezMGuUT3t8qW6E57M0mxDvjOblBXCUe0F+QBwwzQeC8KTeEe8yO8E5TvzJVaIDNQceiJszD0IT5wjYpqsU0PsiOM7n4OvvqKn/BNAOMq6HbKYyzfLxzQN4clnykSXec+BfGe+xAqRgZpDT4SNuQfh6UhHBBjoAAeNMh8kV5Dfe0FH5kgb5uAeWglPRz5TIH3yhUAutiEc1XjmYFHSt9aEJx3NjuQ7s0lZIRzVXszBrlE9yXeXwD26Eznwrtp1TTiqCX0vXO8J49u3twoRIDydeVcRZErS83RyJoEOXVgb+YYJGcbR0wAGKssXArnchvD0/FNpeZM3b084KgR66g+CfHsuaVXCkxnYtUo4qgn11HuSb88lreoHgKcZ6ech8uRd1bOtqnxnNikrhKPaiznYNUp40lG+I7O066i6E1nS0+xJvjObpBXCk8+U2ah8ZzYpK4Sj2os52DVKeNLR7OhIvodt6h36yfXhbTUHAVg57NgBRNgW8mV5bnQjHNVcPrM37Py3p57+y2Ljn+S7QZXvSXjyruK9/LMj4aj66emfVP/7z/L9L4vkfyI8mYHZsHxnNikrhKPaiznYNep74Zb5Qu3NAQRyaEPcVzoa4EJlwlGNoqdeCMX3R/e3H//g3yUggZnAs8HzQpvZEivP+vkxg55+kPj33+X7bx7/+hMBBzp4xCi1N2icf2HyD/8lQHjS0X95/vxP8v2ZSN6fCUe1K3Ow65bwpKPZkXxnNikrhKPaiznojcq355JWJTyZgX2retpn/OwrEI5qBvPUm5BvzyWtSnhCPvy7wBim9ngQjsTbov0oyndmk7RCePKK2TVKOKoJOU/ERNw0z9IndsPyfXZHZ36/nu7hlfCUczvkMZdvnpOfJyIcVU9z8DPZ73+Wb88lrUp4MgO7VglHNeGRngg4EBhilGM97UbkUnfCE3RkLs19ly+Wb74pwlHt0hz0ruXbc0mrEp7MwK5VwlFNqKfek3x7LmlVPaUZ6echPHlX9WyrKt+ZTcoK4aj2Yg52jRKefC/c7AjhO7d3BSBAOKoxzryrCDoMGWKScz09HwT5Ps/wFR0IT0wiX7Hb17+GfF/P/OorEo7qNc3BVfLXvp7wpKOZuXxnNikrhKPaiznYNaon+e4SuEd34gPAH15Wq7K9q1bxIv8/pprQGOR70lG+I7O066i6E88Us6SnfQK7r2AOdvkS3QlHNYf3VW9Dvj2XtCrhyQzsWiUc1YR66j0dyffATb0D/4bxMAV9CKDqgccOIsO0kS/DcbuLnrYJM/0JT/5cNbuQ78wmZYVwVHsxB7tGCU86mh3Jd2aTskI4qr2Yg96ofHsuaVU9pRnp5/G9cD0XqkrkwGcBZaPvQziqznrq+VJVwpOOfm3j7ddf4ldIQALPEiAutJrBS+1ZE59/v54+5/PsqnwHgmFgiHG8qwbXUJlwVKPoqRci355LWpXwZAZ2rRKOakI99Z7k23NJqxKezMBsVb4zm5QVwlHtxRzsGtXTLl+qO+HJLM025DuzSVkhHNVekA8AN0zjsSA8iXfEC/xnaf5cNdNlVogM1CTmgPExdcnylDXNxOxK/bwdXdn9fb6W8ORdteubcFQT6qn3JN+eS1qV8GQGZqvyndmkrBCOai/mYNeonga+YWCIcczS4BoqE45qFD31QuTbc0mrEp7MwGxVvjOblBXCUe3FHOwa1ZN8dwncozuRA++qXdeEo5pQT70n+fZc0qqEJzOwa5VwVBMi74X7aLS731d3x/i+evAv9np6moRnkSGm8ZkyufZ/DG0mk7NCZKB2Yw56p/LtuaRVCU9mYNcq4agm1FPvSb49l7Qq4ckM7FvV0y5j+e7yJboTH/5dczy8sAgdYw+zNKJBFuSLYFxtQjiqAb2qVjX535rv4kW6myUE43oTPe0ilu8uX6o74cnn/mxDvjOblBXCUe3FHOwaJTzpaHZ0JN/DNvWO/Ftg3VUmYU7C8yvEsasptNS7kG/PJa1KeDIDu1YJRzWhnnpP8u25pFUJT2Zg1yrhqCbUU+9Jvj2XtKqedo3Id5cv1Z3w5LOAstH38b1wPReqSmSgZjEHlJG+D+FJRz1bqko4qllO9vRGwbaPBCSwT4C41E6+0PYN/N4r6On3OP3pV8l3IBcEhhildul9NbiGyoQnHc0y5DuzSVkhHNVezMGuUcKTjmZH8p3ZpKwQjmov5qA3Kt+eS1pVT2lG+nkIT95VPVuqSjiqWfTUG5FvzyWtSnjyw793rRKOakLvqt6TfHsuaVU9pRnp5yE8cXdV1jQ9sWvV83Z0bf93+GrCUe2Ty8EdqL1+RsKTjmZv8p3ZpKwQjmov5qA3Kt+eS1pVT2lG+nkIT0feVQSYQg7ACRqlP0RWPwgQnoDjcqwN+earJRzVLs1B71q+PZe0qp7SjPTzEJ68q3q2VZXvzCZlhXBUezEHu0YJTzqaHcl3ZpOyQjiqvZiDXaOEpw9HWKPd/b66u1heTfzPXk9PE7ccMsQktUufKb1r+fZc0qqEJzMwW5XvzCZlhXBUezEHu0YJTzqaHcl3ZpOyQjiqvZiDXaN6ku8ugXt0Jz4A/OFltSrbu2oVL/L/D68JjUG+Jx3lOzJLu46qu8+UfcbEKxCevPNmE/Kd2aSsEI5qL+agNyrfnktalfBkBnatEo5qQj31no7ke+Cm3qF/w3iYhD4IUJU4et5Vswz5zmxSVghHtRdzsGuU8KSj2ZF8ZzYpK4Sj2os52DWqJ/nuErhHdyIH3lWza/nObFJWCEe1F3Owa9T3wi3zBdqbAQDiJy28qz6BE7REeErN0lsQZ0eRgAReQIC40GrM1EvtBQhf8hJ62sUs34FvGBhiHO+qwTVUJhzVKHrqhci355JWJTyZgV2rhKOaUE+9J/n2XNKqeto1It9dvlR3wpPPAspG34dwVJ311POlqoQnHc025DuzSVkhHNVeHlijFDJZc4h314d8d/lS3QlPPrMpG30fwlF1ZjxlTdMTu1Y9b0fX9n+XryY8MRm4C7HXz0k4qqn11LuTb88lraqnXSPy3eVLdSc8+SygbPR9CEfV+UhPBBwITNAo/UGyCn0c06FZAs4HkYEaA4oksKMzWxCedDSfDfnObJJW9JRko5+FcFSdva/k2xO4R5XIgRnYdU04qgn11HuSb88lrUp4MgO7VglHNaHvhes9YXz79lYhAnqaQGaRIabxmTK5Zv7H0OQ78yVWiAzUHHrqbci355JWJTyZgV2rhKOaUE+9J/n2XNKqekoz0s9DePKu6tlWVb4zm5QV4sO/ay8Pg7Cq1Cyt4vWu2sWLdCcyUIN4VSE6xiZ6GtFELRCezNKuUsJRTain3pN8ey5pVcKTGZityndmk7JCOKq9mINdo3qS72UCxKEJC/Y78FuVh7fV5aN05RuIY1evF3b0riBY/Vr5ruLFmhOezACmo21EOKrGemrxAk/r733l2/OlqkQOdETZmPvoaWZDrMiXoLjbg3BUE3pf9Z7k23NJqxKezMCuVd8Lt8wXam8OIJBDG++qAUxQmXBU26Gz9BbEyFEkIIEbEUi91G6E8CWjEp7oB89LNv6iF5HvAJoAU62Bwxc0ygDLchEgPAHH5VgZ8s1XSziqXZqDXdd6ku8ugXt0J3LgXTW7lu/MJmWFcFR7MQe7RglPOsp3ZJZmR0QG5DvzpVYwT0QjL71Rq3hHNMiCfBGMq00IRzWg18yqprDfr593aogdmYH8DHhX7Tqq7mZpl7F8d/lS3fVEkez7yLfnklQlHNV+/Nlq1yrh6UhHBBjoAAeNsnsYb96d8HRkliCv8oVALrYhHNV45qCXJN+eS1pVT2lG+nkIT95VPduqyndmk7JCOKq9mINdo4QnHc2O5DuzSVkhHNVezMGuUcwT0ehA2QQWc7CbgepOeDrw+EJkivDzdAhHzCTV5by/5HsPp4Sn59N4D1Z/MqV8/4Taa7+HcFQTm4Ndb3qS7y6Be3QncuBdteuacFQT6qn3JN+eS1qV+ADwhyFY1WqWVvEivw+sCY2BnnYJ3KM7cV+ZpV3XhKOaUE/5nnQ0OyJyIN+ZL7FCOKo59NTbkG/PJa1KeDID+1b1tMv4OL7Ehgp5ULjfod+qPJI2tXus/0p34ugFHbu/wvCzF5XvZ3Qy1ghHtRNzsOuT8KSj2ZF8ZzYpK4Sj2os52DWqJ/nuErhHdyIH3lWza/nObFJWCEe1F3Owa9T3wi3zBdqbAQDiJy28qz6BE7REe3oL2pujSEACX5AAcan5A8LuwSEc1YR66j3Jt+fyUSXgQAcvaJRPgH3tJcJREYSOzHEy5HsPpXr6Op68q2bXRA7kO/MlVghHNYeeehvy7bmkVQlPZmDXKuGoJtRTvicdzY6IHMh35kutIJ6IJrUhhbdaxdtiwYryxVCuNiI8ecWsKoL+E0/yUXDWqSF2UyfAHOTnQEf5jszS7Mi7amaTtKKnXRvy3eVLdSc8+cymbPR9CEfV+UhPBBwITNAo/UGyGvjv6mdJITJQRKBIngUX3I2eQJhNK/k2UAJLhCfvql2xhKOaUE+9J/n2XNKqhCczsGuVcFQT6qn3JN+eS1pVT2lG+nkITw+iSY134KVHoDkQS38Y/1KVcHTo8f22LYIOc4JzJvlLB3X5ZeW7DBhoTziqMZhEAhsKayHfMCHDOHoawISVCU/eVbNU+c5sUlYIR7UXc7BrlPCko9mRfGc2KSvEh3/XXh4GYVWpWVrFG/Rbr9193r27Ocg3SDiqXfpI2XVNeNJRviOzNDsiMiDfmS+1QnjyrpptyHdmk7JCOKq9mINdo3qS72UCxKEJC/Y78FuVh7fV5aN05RuIY1evF3b0riBY/Vr5ruLFmhOezACmo21EOKrGemrxAk/r733l2/OlquaAIrnbh/BklmZH8p3ZpKwQjmov5qA3Kt+eS1qV8GQGdq36XrhlvlB7cwCBHNoQd1W11tMAGCr/53/7vEH9bCOBYwn8CMszG/RCe4ber7/XB8+vGSV8BeHJLM0m5TuwIcBUa+DwBY0ywLJcBAhPwHE5VoZ876FWT/meCEe1S++r3rV8ey5pVcKTGZityndmk7JCOKq9mINdo4QnHeU7MkuzIyID8p35UiuYJ6KRl96oVbwjGmRBvgjG1SaEoxrQa2ZVU9jv1887NcSOzEB+Bryrdh1VdyJLepo9yXdmk7RCePKZMhuV78wmZYVwVHsxB7tGCU9HOiLAQAc4aJTdw3jz7nraFSjfXb5Ud8LTkc8UCLB8IZCLbQhHNZ45WJT0rTXhSUezI/nObFJWCEe1F3Owa1RP8t0lcI/uRA68q3ZdE45qwgfR6EDZBJYPvrvH4Mt3JzwdeHy/nQuCDHOCcyY5My7yvYdXPe16Ivie+SzY5X61u56uEnv91xOOamrz1LuTb88lrUp4MgO7VglHNaGeek/y7bmkVYkPAH8YglWtZmkVb9BvvXb3effu5uAeBglPPlJ2XROOakI95XvS0eyIyIF8Z77ECuGo5tBTb0O+PZe0qp7SjPTzEJ68q3q2VT2OL7GhAhN0aN4RS7WloE0V48P+Io6ehuZDId+ZTcoK4aj2Yg52jepJvrsE7tGdyIF31a5rwlFNqKfek3x7LmlVwpMZmK3Kd2aTskI4qr2Yg12jxHvhPjwpqhVlDloscUXCkxH4tda3X3+JXyEBCTxLgLjQagYvtWdNfP79hCcdfc742VXCUc2gp96EfHsuH1UCDnTwgkb5BNjXXiIcFUHoyBwnQ773UKqnr+PJu2p2TeRAvjNfYoVwVHPoqbch355LWpXwZAZ2rRKOakI96WmXwG53c7DLl+pOeEI+/Ls25KXXaiUcibdF+1GU78wmaYXw5BWza5RwVBNynoiJuGmepU/shuX77I7O/H493cMr4SnndshjLt88Jz9PRDiqnubgZ7Lf/yzfnktalfBkBnatEo5qwiM9EXAgMMQox3rajcil7oQn6MhcmvsuXyzffFOEo9qlOehdy7fnklYlPJmBXauEo5pQT70n+fZc0qp6SjPSz0N48q7q2VZVvjOblBXCUe3FHOwaJTz5XrjZEcJ3bu8KQIBwVGOceVcRdBgyOZMAhy6whXwDpTQj6amBApUItjUKc+NBmzqwjZ7uIZXwZJZm1/Kd2aSsEI5qL+Zg1yjhSUezI/nObFJW/PDvFBOfz0FkqV7B+6rnLN+eS1qV8GQGdq0SjmpCPeV70lG+I7M0O/Kumtkkrehp14Z8d/lS3QlPPrMpG30fwlF11tMX4nvgoXkH3rn7MAV9CKDqgccOIsO0kS/DcbuLnrYJM/0JT/5cNbuQ78wmZYVwVHsxB7tGCU86mh3Jd2aTskI4qr2Yg96ofHsuaVU9pRnp5yHeD/fwsurhfqsSORDviBdZIBzVICd7ekNI20QCEngJAeJSO/lCe4mEX7wI4aheQk+/AP3kMuFJR7ME+Q5sCDDVGjh8QaMMsCwXAT3tngP57vKluhOegGuT2s6RfQhHBUZP/fGQb88lrUp4MgOzVfnObFJWCEe1F3Owa1RPu3yp7oQnszTbkO/MJmWFcFR7QT4A3DCNx4LwJN4RL/I7QfnOfIkVIgM1h54IG3OPLE9Z08zUfn/lvB39/t7v9JWEJ++qXeOEo5pQT70n+fZc0qqEJzMwW5XvzCZlhXBUezEHu0b1NPANA0OMY5YG11CZcFSj6KkXIt+eS1qV8GQGZqvyndmkrBCOai/mYNco4UlHsyP5zmySVvSUZKOfhXBUnb2v5NsTuEeVyIEZ2HVNOKoJfS9c7wnj27e3ChEgPJ15VxFkStLzdHImgQ5dWBv5hgkZxtHTAAYqyxcCudyG8PT8U2l5kzdvTzgqBHrqD4J8ey5pVcKTGdi1SjiqCfXUe5JvzyWtSnz4d+3JDwDfNUvkybtqdiTfmU3KCuGo9mIOdo0SnnSU78gs7Tqq7kSW9DR7ku/MJmmF8OQzZTYq35lNygrhqPZiDnaNEp50NDs6ku9hm3qHfnJ9eFvNQQBWiGNXY3hf9TLk23NJqxKezMCuVcJRTain3pN8ey5pVcKTGdi1SjiqCfXUe5JvzyWtSngyA7NV+c5sklb0lGSjn8X3wvVcqCqRgZrF5wFlpO9DeEp19NZv2aoEJHAqAeJCKzapl9op3ghPOto9DYQjszQ7ku/MBnlPAXRB6OkTT0FLhCfoyARR4UaRL8dyqxPhqGYzB1uGvvclPOlodiTfmU3KCuGo9mIOeqPy7bmkVfWUZqSfh/DkXdWzpaqEo5pFT70R+fZc0qqEJ+TDvwuMYWqPB+FIvC3aj6J8ZzZJK3pKsjHPQnjiHgVZ08zUfn/lvB39/t7v8pWEo9orl4O7kHvtnIQnHc3O5DuzSVkhHNVezEFvVL49l7Qq4ckM7FvV08A4CAwxSu3SPA2uoTLhSUezDPnObFJWCEe1F3PQG5VvzyWtSngyA7tWCUc1oZ56T/LtuaRV9ZRmpJ+H8ORd1bOtqnxnNikrhKPaiznYNUp48r1wsyOE79zeFYAA4ajGOPOuIugwZIhJzvX0fBDk+zzDV3QgPDGJfMVuX/8a8n0986uvSDiq1zQHV8lf+3rCk45m5vKd2aSsEI5qL+Zg16ie5LtL4B7diQ8Af3hZrcr2rlrFi/z/mGpCY5DvSUf5jszSrqPq7jNlnzHxCoQn77zZhHxnNikrhKPaiznojcq355JWJTyZgV2rhKOaUE+9pyP5Hripd+DfMB6moA8BWCWOnnfVLES+M5uUFcJR7cUc7BolPOlodiTfmU3KCuGo9mIOdo0SnnQ0O5LvzCZlhXBUezEHvVH59lzSqnpKM9LP43vhei5UlciBzwLKRt+HcFSdaU9v/bhWJSABCXxOgLjU6Avt84m/3irhqKjpaffs6Em+uwSG7mEHjxjHu2pwDZUJRzWKnnoh8u25pFUJT2Zg1yrhqCbUU+9Jvj2XtKqedo3Id5cv1Z3w5LOAstH3IRxVZz31fKkq4UlHsw35zmxSVghHtRfkA8AN03gsCE/iHfEC/1maz+uZLrdiDjiWW50IRzUbc19lTUMwP29HBJW8HoQnJgN5bFImIhzVXvTUG5VvzyWtSngyA7NV+c5sUlYIR7UXc7BrVE8D3zAwxDhmaXANlQlHNYqeeiHy7bmkVQlPZmC2Kt+ZTcoK4aj2Yg52jepJvrsE7tGdyIF31a5rwlFNqKfek3x7LmlVwpMZ2LVKOKoJkffCfTTa3e+ru2N8Xz34F3s9PU3Cs8gQ0/hMmVwz/2No8p35EitEBmoOPfU25NtzSasSnszArlXCUU2op96TfHsuaVU9pRnp5yE8eVf1bKsq35lNygrx4d+1l4dBWFVqllbxelft4kW6ExmoQbyqEB1jE8KTjka82IKeMJRrjQhHNZx56hXJt+eSViU8mYHZqnxnNikrhKPaiznYNUp40tHs6Ei+h23qHfmNSt1VJmFOwvMrxLGrKbTUu5BvzyWtSngyA7tWCUc1oZ56T/LtuaRVCU9mYNcq4agm1FPvSb49l7SqnnaNyHeXL9Wd8OSzgLLR9/G9cD0XqkpkoGYxB5SRvg/h6Z+O3vqXsSoBCfyTwLPB+2fo/tn3q//zs1x/8JPvDxI7f9fTDle6K+HJLM1W5DuwIcBUa+DwBY0ywLJcBAhPwHE5VoZ889USjmqX5mDXNeFJR7Mj+c5sklb0tGtDvrt8ie6Eo5rD5wFhY+5BeNLRzJdYIRzVHHrqbci355JWJTz54d+7VglHNaF3Ve9Jvj2XtKqe0oz08xCeuLsqa5qe2LXqeTu6tv87fDXhqPbJ5eAO1F4/I+FJR7M3+c5sUlYIR7UXc9AblW/PJa2qpzQj/TyEpyPvKgJMIQfgBI3SHyKrHwQIT8BxOdaGfPPVEo5ql+agdy3fnktaVU9pRvp5CE/eVT3bqsp3ZpOyQjiqvZiDXaOEJx3NjuQ7s0lZIRzVXszBrlHME9HoQNkEFnOwm4HqTng68PhCZIrw83QIR8wk1eW8v+R7D6eEp+fTeA9WfzKlfP+E2mu/h3BUE5uDXW+EJx3NjuQ7s0la0VOSjX4WwlF19r6Sb0/gHlXiA8AfhmBVtnfVKl7k94E1oTHI96SjfEdmaddRdfeZss+YeAXCk3febEK+M5uUFcJR7cUc9Ebl23NJqxKezMCuVcJRTain3tORfA/c1Dv0bxgPk9AHAaoSR8+7apYh35lNygrhqPZiDnaNEp50NDuS78wmZYVwVHsxB7tG9STfXQL36E7kwLtqdi3fmU3KCuGo9mIOdo36XrhlvkB7MwBA/KTFP++qt0++ziUJSAAi8M/Q/WlLL8aZnHxnNkkrekqy0c9COKrO3lfy7Ql8UiUOH3Twgkb5BNjXXiIcFUHoyBwnQ773UEp4MgO7rglHNaGeek/y7bmkVfW0a0S+u3yp7oQnnwWUjb4P4ag666nnS1UJTzqabch3ZpOyQjiqvTywRilksuYQ764P+e7ypboTnnxmUzb6PoSj6sx4ypqmJ3atet6Oru3/Ll9NeGIycBdir5+TcFRT66l3J9+eS1pVT7tG5LvLl+pOePJZQNno+xCOqvORngg4EJigUfqDZBX6OKZDswScDyIDNQYUSWBHZ7bQ065X+e7ypboTnryrKBt9H8JRddaTfHsC96gSOTADu64JRzWhnnpP8u25pFUJT2Zg3yriiWhSWz1QOIHmQCz7B/vCKxCODj2+37ZF0GFOcM4kFw7Xjb5UvvmyCEe1SyaR+byuTijfq8T+ztcTnszArjvCUU2op96TfHsuaVU9pRnp5yE8eVf1bKsq35lNygrx4d+1l4dBWFVqllbxelft4kW6ExmoQbyqEB1jEz2NaKIWCE9maVcp4agm1FPvSb49l7Qq4ckMzFblO7NJWSEc1V7Mwa5RPcn3MgHi0IQF+x34rcrD2+ryUbryDcSxq9cLO3pXEKx+rXxX8WLNCU9mANPRNiIcVWM9tXiBp/X3vvLt+VJVc0CR3O1DeDJLsyP5zmxSVghHtRdz0BuVb88lrUp4MgO7Vn0v3DJfqL05+DXIt19/iV8hAQkkECB+OKh9eDH2NuXbc0mr6inNSD8P4cm7qmdbVfkObAgw1Ro4fEGjDLAsFwHCE3BcjpUh33y1hKPapTnYda0n+e4SuEd3IgfeVbNr+c5sUlYIR7UXc7BrlPCko3xHZml2RGRAvjNfagXzRDTy0hu1indEgyzIF8G42oRwVAN6zaxqCvv9+nmnhtiRGcjPgHfVrqPqTmRJT7Mn+c5sklYITz5TZqPyndmkrBCOai/mYNco4elIRwQY6AAHjbJ7GG/eXU+7AuW7y5fqTng68pkCAZYvBHKxDeGoxjMHi5K+tSY86Wh2JN+ZTcoK4aj2Yg52jRKedDQ7ku/MJmWFcFR7MQe7RjFPRKMDZRNYzMFuBqo74enA4wuRKcLP0yEcMZNUl/P+ku89nBKenk/jPVj9yZTy/RNqr/0ewlFNbA52velJvrsE7tGdyIF31a5rwlFNqKfek3x7LmlV4gPAH4ZgVatZWsWL/D6wJjQGetolcI/uxH1llnZdE45qQj3le9LR7IjIgXxnvsQK4ajm0FNvQ749l7SqntKM9PMQnryrerZVPY4vsaECE3Ro3hFLtaWgTRXjw/4ijp6G5kMh35lNygrhqPZiDnaN6km+uwTu0Z3IgXfVrmvCUU2op96TfHsuaVXCkxmYrcp3ZpOyQjiqvZiDXaO+F26ZL9D+9Ay8AYxsIQEJ3IiAPyDsypLvLl+qO+Hp9B8QKNZ/2odwVK+tp96AfHsuH1UCDnTwgkb5BNjXXiIcFUHoyBwnQ773UKqnr+PJu2p2TeRAvjNfYoVwVHPoqbch355LWpXwZAZ2rRKOakI96WmXwG53c7DLl+pOeHoQTWpDXnqtVvG2WLCifDGUq40IT14xq4qg/8STfBScdWqI3dQJMAdfLQe7+71rdyJPZmm2L9+ZTcoK4aj2Yg56o/LtuaRVCU9mYNcq4agmPNITAQcCEzTK7oG8eXc97QqU7y5fojvhqOaArk5iS1E95BulYxyG8GQGRrzIAuGoBtFTr0O+PZe0KuHJDOxaJRzVhHrqPcm355JW1VOakX4ewpPvhevZVhXhO7d3BSBAOKoxznxmE3QYMjmTAIcusIV8A6X8NBLhqFoyifxpuAP+KN97SNTT1/HkXTW7JnIg35kvsUI4qjn0RNiYexCedCTfmUD+CvHh37XLh0FYlU3cVR+eVqe8b3P53sMd4cmratc14agm1FO+Jx3lOzJLsyPvqplN0oqedm3Id5cv1Z3w5DObstH3IRxVZz19Ib7EoQk7MO/Au+EepqAPAVQljl2NEnb0IDrPt5Hv8wxf0YHwZAb2Telpl7F8d/kS3QlHNYf3FWFj7kF40pF8ZwL5K0QGapfmoHct355LWpXwZAZ2rfpeuGW+UPvUHLxB+7ONBCTwxQj4A8KucPnu8iW6E45qjtQfEAhGCT0ITzqaTcp3YEOAqdbA4QsaZYBluQjoafccyHeXL9Wd8ARcm9R2juxDOCoweuqPh3x7LmlVwpMZmK3Kd2aTskI4qr2Yg12jetrlS3UnPJml2YZ8ZzYpK4Sj2gvyAeCGaTwWhCfxjniR3wnKd+ZLrBAZqDn0RNiYexCeOEfENFmnhtgRx3c+B199RU/5J4BwlHU7ZDGXb5aPaRrCk8+UiS7zngP5znyJFSIDNYeeCBtzD8LTkY4IMNABDhplPkiuIL/3go7MkTbMwT20Ep6OfKZA+uQLgVxsQziq8czBoqRvrQlPOpodyXdmk7JCOKq9mINdo3qS7y6Be3QncuBdteuacFQT+l643hPGt29vFSJAeDrzriLIlKTn6eRMAh26sDbyDRMyjKOnAQxUli8EcrkN4en5p9LyJm/ennBUCPTUHwT59lzSqoQnM7BrlXBUE+qp9yTfnkta1Q8ATzPSz0PkybuqZ1tV+c5sUlYIR7UXc7BrlPCko3xHZmnXUXU3S7uM5bvLl+quJ4pk30e+PZekKuGo9uPPVrtWCU86mh0dx5fYUFiw35GfXOuuMglzEp5fIY6ehmYP8p3ZpKwQjmov5mDXqJ7ku0vgHt2JHHhX7bomHNWEeuo9ybfnklYlPJmB2ap8ZzYpK4Sj2os52DXqe+GW+ULt6Ry8QXPZRgISkMBlAv6AcBnZpW+Q7yVcf+2LCU/0Dwd/DUboCxOOamt66gXLt+fyUSXgQAePGKX2BI3zCbSvvUR40tF8huQ7s0lZIRzVXszBrlHCk45mR/Kd2aSsEI5qL+agNyrfnktalfBkBvat6mmf8bOvQDiqGcxTb0K+PZe0KuEJ+fDvAmOY2uNBOBJvi/ajKN+ZTdIK4ckrZtco4agm5DwRE3HTPEuf2A3L99kdnfn9erqHV8JTzu2Qx1y+eU5+nohwVD3Nwc9kv/9Zvj2XtCrhyQzsWiUc1YRHeiLgQGCIUY71tBuRS90JT9CRuTT3Xb5YvvmmCEe1S3PQu5ZvzyWtSngyA7tWCUc1oZ56T/LtuaRV9ZRmpJ+H8ORd1bOtqnxnNikrhKPaiznYNUp48r1wsyOE79zeFYAA4ajGOPOuIugwZIhJzvX0fBDk+zzDV3QgPDGJfMVuX/8a8n0986uvSDiq1zQHV8lf+3rCk45m5vKd2aSsEI5qL+Zg1yjhSUezI/nObJJWiA8AfxiEVaVElmpANfWa5NtzSasSnszArlXCUU2op3xPOsp3ZJZmR95VM5ukFT3t2pDvLl+qO+HJZzZlo+9DOKrOevpCfA88NO/AO3cfpqAPAVQ98NhBZJg28mU4bnfR0zZhpj/hyZ+rZhfyndmkrBCOai/mYNco4UlHsyP5zmxSVghHtRdz0BuVb88lraqnNCP9PL4XrudCVYkc/PNZ8EYNZh8JnErgP8DG/hk6oJ0tfiJAX4w/tf/yf5Rv/hEgHNUuvat2XROedDQ7ku/AhgBTraHDR4wDjTIAs0w4Ao/McULkew+lhCfvql3XhCPvqtmRfGc2SSuEJ++q2ah8ZzYpK4Sj2os52DWqp12+VHfCk1mabch3ZpOyQjiqvSAfAG6YxmNBeBLviBf4z9L8uWqmy6wQGahJzAHjY+qS5SlrmonZlfp5O7qy+/t8LeHJu2rXN+GoJtRT70m+PZe0KuHJDMxW5TuzSVkhHNVezMGuUT0NfMPAEOOYpcE1VCYc1Sh66oXIt+eSViU8mYHZqnxnNikrhKPaiznYNaon+e4SuEd3IgfeVbuuCUc1oZ56T/LtuaRVCU9mYNcq4agm9L1wvSeMb9/eKkSA8HTmXUWQKUkMHWIaZhLo4IW1kW+YkGYcwlG1NQcN3G8l+fZc0qqEJzOwa5VwVBPqqfck355LWpXwZAZ2rRKOakI99Z7k23NJqxIf/l17ehiEVbVEnlQ0K5LvzCZlhXBUezEHu0YJTzrKd2SWdh1VdyJLepo9yXdmk7RCePKZMhuV78wmZYVwVHsxB7tGCU86mh0dyfewTb1DP7k+vK3mIAArxLGrMbyvehny7bmkVQlPZmDXKuGoJtRT70m+PZe0KuHJDOxaJRzVhHrqPcm355JW1dOuEfnu8qW6E558FlA2+j6+F67nQlUrAz9y8EY1tY8EJDAT+BG4+St+veKD59eMnvkKwlG9vp56C/LtuaRVCU9mYNcq4agm1FPvSb49l48qAQc6eMQotSdonE+gfe0lwpOO5jMk35lNygrhqPZiDnaNEp50NDuS78wmZYVwVHsxB71R+fZc0qp6SjPSz0N48q7q2VJVwlHNoqfeiHx7LmlVwhPy4d8FxjC1x4NwJN4W7UdRvjObpBU9JdmYZyE8cY+CrGlmar+/ct6Ofn/vd/lKwlHtlcvBXci9dk7Ck45mZ/Kd2aSsEI5qL+agNyrfnktaVU9pRvp5CE9H3lUEmEIOwAkapT9EVj8IEJ6A43KsDfnmqyUc1S7NQe9avj2XtCrhyQzsW9XTLmP57vIluhOOag7vK8LG3IPwpCP5zgTyV4gM1C7Nwa5rwpPvhZsdIXzn9q4ABAhHNcaZdxVBhyFDTHKup+eDIN/nGb6iA+GJSeQrdvv615Dv65lffUXCUb2mObhK/trXE550NDOX78wmZYVwVHsxB7tG9STfXQL36E58APjDy2pVtnfVKt7//wHtz76KMXiW4OffT+RAR58zfnaVcFQz6OlZE59/v54+55OySngyS7NN+c5sUlYIR7UXc9AblW/PJa1KeDIDu1YJRzWhnnpPR/I9cFPv0G9VHiahDwJUJY6ed9UsQ74zm5QVwlHtxRzsGiU86Wh2JN+ZTcoK4aj2Yg52jeopn68Z2HVU3Ykc6Gn2JN+ZTcoK4aj2Yg52jfpeuF/zffv1l/gVEpBAAgEfPAkWfj0D4ckfDmbO8p3ZpKwQjmov5mDXqJ7ku0tg6B528IhxvKsG11CZcFSj6KkXIt+eS1qV8GQGdq0SjmpCPfWe5NtzSavqadeIfHf5Ut0JTz4LKBt9H8JRddZTz5eqEp50NNuQ78wmZYVwVHvxA8B3jWKedse8bXf53kMd4cln9q5rwlFNyHjKmoYgf96OCCp5PQhPTAby2KRMRDiqveipNyrfnktalfBkBmar8p3ZJK3oKclGPwvhqDofeV8RcCAwQaP0B8kq8h/iHpsl4HwQGZAvIOIXLQhP0LX5i0nvuSzffG+Eo9qlOdh1rSf57hK4R3ciB95Vu64JRzWhnnpP8u25pFUJT2Zg1yrhqCb0vXC9J4xv394qREBPE8gsMsQ0PlMm135I5UwmZ4XIQO3GHPRO5dtzSasSnszArlXCUU2op96TfHsuaVU9pRnp5yE8eVf1bKsq35lNygrx4d+1l4dBWFVqllbxelft4kW6ExmoQbyqEB1jEz2NaKIWCE9maVcp4agm1FPvSb49l7Qq4ckMzFblO7NJWSEc1V7Mwa5RPcn3MgHi0IQF+x34rcrD2+ryUbryDcSxq9cLO3pXEKx+rXxX8WLNCU9mANPRNiIcVWM9tXiBp/X3vvLt+VJVIgc6omzMffQ0s3l2hWBbM5iDZ018/v16+pzPs6vyfZbga76f8ORdtevq9PfCve3is7sEJJBGwAdPmpH/Ow/hqLr6A8L/ZVsV+fZc0qp6SjPSz0N48q7q2VZVvgMbAky1Bg5f0CgDLMtFgPAEHJdjZcg3Xy3hqHZpDnZd60m+uwTu0Z3IgXfV7Fq+M5uUFcJR7cUc7BolPOko35FZmh0RGZDvzJdawTwRjbz0Rq3iHdEgC/JFMK42IRzVgF4zq5rCfr9OnJqsE3PejnbP49/oTjiqubNO3t8gufuahCcdzY7kO7NJWSEc1V7MQW9Uvj2XtKqe0oz08xCejryrCDCFHIATNEp/iKx+ECA8AcflWBvyzVdLOKpdmoPetXx7LmlVPaUZ6echPHlX9WyrKt+ZTcoK4aj2Yg52jRKedDQ7ku/MJmWFcFR7MQe7RjFPRKMDZRNYzMFuBqo74enA4wuRKcLP0yEcMZNUl/P+ku89nBKenk/jPVj9yZTy/RNqr/0ewlFNbA52velJvrsE7tGdyIF31a5rwlFNqKfek3x7LmlV4gPAH4ZgVatZWsWL/D6wJjQGetolcI/uxH1llnZdE45qQj3le9LR7IjIgXxnvsQK4ajm0FNvQ749l7Qq4ckM7FvV0y7j4/gSGyrkQeF+h36r8kja1O6x/ivdiaMXdOz+CsPPXlS+n9HJWCMc1U7Mwa5PwpOOZkfyndmkrBCOai/mYNeonuS7S+Ae3YkceFfNruU7s0lZIRzVXszBrtHU98K97W7b7hKQwIkEfPDcw6qedj3Jd5cv1Z3w5A/JlI2+D+GoOutJvj2BT6rE4YMOXtAonwD72kuEoyIIHZnjZMj3Hkr19HU8eVfNrokcyHfmS6wQjmoOPfU25NtzSasSnszArlXCUU2op3xPOpodETmQ78yXWkE8EU1qQwpvtYq3xYIV5YuhXG1EePKKWVUE/See1KOAODHFK+fUnLej3fP4t7oTnnJO3d+iuPu6hKOaUE+9J/n2XNKqeto1It9dvlR3wpPPAspG34dwVJ2P9ETAgcAEjdIfJKth/65+nhAiA0UFiuR5gKEd6QkCObSR7wAmrEx48q7alUo4qgn11HuSb88lrUp4MgO7VglHNaGeek/y7bmkVfWUZqSfh/D0IJrUeAdeegSaA7H0h/EvVQlHhx7fb9si6DAnOGeSv3RQl19WvsuAgfaEoxqDSSSwobAW8g0TMoyjpwFMWJnw5F01S5XvzCZlhXBUezEHu0YJTzqaHcl3ZpOyQnz4d+3lYRBWlZqlVbxBv/Xa3efdu5uDfIOEo9qlj5Rd14QnHeU7MkuzIyID8p35UiuEJ++q2YZ8ZzYpK4Sj2os52DWqJ/leJkAcmrBgvwO/VXl4W10+Sle+gTh29XphR+8KgtWvle8qXqw54ckMYDraRoSjaqynFi/wtP7eV749X6pqDiiSu30IT2ZpdiTfmU3KCuGo9mIOeqPy7bmkVQlPZmDX6sZ74d52R7a7BE4h8OwV6fXYnYRnqf7oKd0fJHb+TnjS0exGvjOblBXCUe3FHOwaJTzpaHYk34ENAaZaA4cvaJQBluUiQHgCjsuxMuR7D7V6yvdEOKpdel/1ruXbc0mrEp7MwGxVvjOblBXCUe3FHOwaJTzpKN+RWZodERmQ78yXWsE8EY289Eat4h3RIAvyRTCuNiEc1YBeM6uawn6/ft6pIXZkBvIz4F2166i6E1nS0+xJvjObpBXCk8+U2ah8ZzYpK4Sj2os52DVKeDrSEQEGOsBBo+wexpt319OuQPnu8qW6E56OfKZAgOULgVxsQziq8czBoqRvrQlPOpodyXdmk7JCOKq9mINdo3qS7y6Be3QncuBdteuacFQTPohGB8omsHzw3T0GX7474enA4/vtXBBkmBOcM8mZcZHvPbwSns68qxh/8mU4bnfR0zbh5/sTjmoK76vehXx7LmlVwpMZ2LVKOKoJ9dR7km/PJa1KfAD4wxCsajVLq3iDfuu1u8+7dzcH9zBIePKRsuuacFQT6infk45mR0QO5DvzJVYIRzWHnnob8u25pFX1lGakn4fw5F3Vs63qcXyJDRWYoEPzjliqLQVtqhgf9hdx9DQ0Hwr5zmxSVghHtRdzsGtUT/LdJXCP7kQOvKt2XROOakI99Z7k23NJqxKezMBsVb4zm5QVwlHtxRzsGv14L9z/Qn7bfSm7S+AMAs9cbt+z9kyHHwy9Gn+Q+Pnv0v2ZSN6fCUe1K1PQu5VvzyWtSngyA7tWCUc1oZ56T/LtuXxUCTjQwQsa5RNgX3uJcFQEoSNznAz53kOpnr6OJ++q2TWRA/nOfIkVwlHNoafehnx7LmlVwpMZ2LVKOKoJ9aSnXQK73c3BLl+qO+EJ+fDv2pCXXquVcCTeFu1HUb4zm6QVwpNXzK5RwlFNyHkiJuKmeZY+sRuW77M7OvP79XQPr4SnnNshj7l885z8PBHhqHqag5/Jfv+zfHsuaVXCkxnYtUo4qgmP9ETAgcAQoxzraTcil7oTnqAjc32r1MUAAEAASURBVGnuu3yxfPNNEY5ql+agdy3fnktalfBkBnatEo5qQj31nuTbc0mrEp7MwL5VPe0ylu8uX6I74ajm8L4ibMw9CE++F26Z79zeFYAAkYEa48y7iqDDkMmZBDh0gS3kGyjlp5EIR9WSSeRPwx3wR/neQ6Kevo4n76rZNZED+c58iRXCUc2hJ8LG3IPwpCP5zgTyVz4+/BsY82EQAIpzC+Kuqu5q6hnLt+eSViU8mYFdq4SjmlBP+Z50lO/ILM2OvKtmNkkretq1Id9dvlR3wpPPbMpG34dwVJ319IX4Hnho3v/n+U09TEEfAqj6vKHvg3hX9ULk23NJq+opzUg/D+HJu6pnW1X5zmxSVghHtRdzsGuU8KSj2ZF8ZzYpK4Sj2os56I3Kt+eSViU8mYHfs/r2e1/mV0lAAn9KgLjQ6rUfyL9yfu/0p3s5+fs4TydT+vt7Izz5A8LsUb4zm5QVwlHtxRzsGiU86Wh2JN+BDQGmWgOHL2iUAZblIqCn3XMg312+VHfCE3BtUts5sg/hqMDoqT8e8u25pFUJT2ZgtirfmU3KCuGo9mIOdo3qaZcv1Z3wZJZmG/Kd2aSsEI5qL8gHgBum8VgQnsQ74kV+JyjfmS+xQmSg5tATYWPukeUpa5qZ2u+vnLej39/7nb6S8ORdtWuccFQT6qn3JN+eS1qV8GQGZqvyndmkrBCOai/mYNco4elIRwQY8AAT4xzpaTcel7oTjsAjc2n2O3yxfO9giXlPqHfV7JrIgXxnvsQK4ajm0BNhY+5BeNKRfGcC+StEBmqX5mDXtZ7ku0vgHt2JHHhX7bomHNWEvheu94Tx7dtbhQgQns68qwgyJel5OjmTQIcurI18w4QM4+hpAAOV5QuBXG5DeHr+qbS8yZu3JxwVAj31B0G+PZe0KuHJDOxaJRzVhHrqPcm355JWfYdEPQzCqlpCk4pmRfKd2aSsEI5qL+Zg1yjhSUf5jszSrqPqTmRJT7Mn+c5sklYITz5TZqPyndmkrBCOai/mYNco4UlHs6Mj+R62qXfoJ9eHt9UcBGDlsGMHEGFbyJfludVNT1tkub6Eo5rGn616J/LtuaRVCU9mYNcq4agm1FPvSb49l7Qq4ckMzFblO7NJWSEc1V5Oz8FbijDnkIAEPifAXWpEp9Ovxs9dfLYq3c/oZKwRjmonpqD3Kd+eS1qV8GQGdq0SjmpCPfWe5Ntz+agScKCDR4xSe4LG+QTa114iPOloPkPyndmkrBCOai/mYNco4UlHsyP5zmxSVghHtRdz0BuVb88lraqnNCP9PIQn76qeLVUlHNUseuqNyLfnklYlPCEf/l1gDFN7PAhH4m3RfhTlO7NJWiE8ecXsG83ylDUNQf+8HRFUsnoQjmpH3le7XglPOpodyXdmk7JCOKq9mIPeqHx7LmlVwpMZ2LVKOKoJj/REwIHAEKMc62k3Ipe6E56gI3Np7rt8sXzzTRGOapfmoHct355LWpXwZAZ2rRKOakI99Z7k23NJq+opzUg/D+HJu6pnW1X5zmxSVghHtRdzsGuU8OR74WZHCN+5vSsAAcJRjXHmXUXQYcgQk5zr6fkgyPd5hq/oQHhiEvmK3b7+NeT7euZXX5FwVK9pDq6Sv/b1hCcdzczlO7NJWSEc1V7Mwa5RPcl3l8A9ur8DQXh4Wa3KBhR9zKemXpN8ey5pVcKTGdi1SjiqCfWkp10C9+hO5Mksza7lO7NJWSEc1V7MQW9Uvj2XtCrhyQzsWiUc1YR66j0dyffATb0D79x9mII+BFD1wGMHkWHayJfhuN1FT9uEmf6EJ3+uml3Id2aTskI4qr2Yg12jhCcdzY7kO7NJWSEc1V7MQW9Uvj2XtOrpnt7SgDuPBCSwS4C41B7AL4m/79IfETrbhKPqK92OLlcjPOlo9iHfmU3KCuGo9mIOdo3qSb67BIbuYQePGMe7anANlQlHNYqeeiHy7bmkVQlPZmDXKuGoJtRT70m+PZe0KuHJDMxW5TuzSVrRU5KNfhbCUXX2vur5UlXCk45mG/Kd2aSsEI5qL8gHgBum8VgQnsQ74kXecSDfmS+xQmSg5tATYWPukeUpa5qZ2u+vnLej39/7nb6S8ORdtWuccFQT6qn3JN+eS1qV8GQGZqvyndmkrBCOai/mYNeonga+YWCIcczS4BoqE45qFD31QuTbc0mrEp7MwGxVvjOblBXCUe3FHOwa1ZN8dwncozuRA++qXdeEo5pQT70n+fZc0qqEJzOwa5VwVBMi74X7aLS731d3x/i+evAv9np6moRnkSGm8Zkyuf4f3xM6o4lZITJQmzEHvVL59lzSqoQnM7BrlXBUE+qp9yTfnktaVU9pRvp5CE/eVT3bqsp3ZpOy8k5I+raZh0FYVUpoUtGsSL4zm5QVwlHtxRzsGiU86WjXUXXX0z7jZ1+BcFQzmKfehHx7LmlVwpMZmK3Kd2aTskI4qr2Yg12jhCcdzY6O5HvYpt6Rf7uou8okzEl4foU4djWFlnoX8u25pFUJT2Zg1yrhqCbUU+9Jvj2XtCrhyQzsWiUc1YR66j3Jt+eSVtXTrhH57vKluhOeNp4Fb9QG7SMBCXwdAsSFVrQeyC+KN67GM1wSnqS7exYIR9+ztDvnXbvL9x7m9PR1PPlMmV0TOTiSbxAYYpQ6AUd6mo/2y1cITzqatcl3ZpOyQjiqvZiDXaOEJx3NjuQ7s0lZIRzVXsxBb1S+PZe0qp7SjPTzEJ68q3q2VJVwVLPoqTci355LWpXw5Id/71olHNWE3lW9J/n2XNKqekoz0s9DeOLuqqxpemLXquft6Nr+7/DVhKPaJ5eDO1B7/YyEJx3N3uQ7s0lZIRzVXsxBb1S+PZe0qp7SjPTzEJ6OvKsIMIUcgBM0Sn+IrH4QIDwBx+VYG/LNV0s4ql2ag961fHsuaVU9pRnp5yE8eVf1bKsq35lNygrhqPZiDnaNEp7+H3tnuNzokWvJYYTe/5GHK8jruLYMaJrNBH2+YvrPTqPUEJBZp9jrlXt1NDuS78wm5YRwVLuYg12jmCei0YGyCSzmYDcD1Z3wdOD1jSJDOCrXZ3qqzZ77R77P8XvV7yY8mYHZlnxnNiknhKPaxRzsGiU86Wh2JN+ZTdKJnpJs9LMQjqqz75V8ewLXqN6BINwMwapsQNHXfGrqNcm355JWJTyZgV2rhKOaUE962iVwje5EnszS7Fq+M5uUE8JR7WIOeqPy7bmkVQlPZmDXKuGoJtRT7+lIvgcudUd+yqpyYBL6JDBV4uppaHYh35lNygnhqHYxB7tGCU86mh3Jd2aTckI4ql3Mwa5RPcl3l8A1uhM58K2aXct3ZpNyQjiqXf6ag4+U5ZxDAqkE/vvkYH8N3JOtjvvtxKN2g/4l8d+fxuNQ//ZChKP65ubgtxX80m8kPOloRi3fmU3SiZ6SbPSzEI6qs++VfHsCQzXs4hHjmIHBNVQmHNUoeuqFyLfnklYlPJmBXauEo5pQT70n+fZc0qp62jUi312+VHfCk58FlI2+D+GoOuup50tVCU86mm3Id2aTckI4ql1uWKMUMllziHfXh3x3+VLdCU9+ZlM2+j6Eo+rMeMqapif2WPW8jR7b/ypfTXhiMnAVYq+fk3BUU+updyffnktaVU+7RuS7y5fqTnjys4Cy0fchHFXnIz0RcCAwQaP0F8mq/6XN8h0gMlAjQpFc3va67fW0606+u3yp7oQn3yrKRt+HcFSd9STfnsA1qkQOzMCua8JRTain3pN8ey5pVcKTGdi3ingimtSqBwon0ByIZf9iP/AdCEdnXt8sMsQ0ZmkOhnxnNiknhKMz3yrGkHwZjttdCE9+FuxaIhzVhHrqPcm355JW1VOakX4ewpNvVc+2qvKd2aSc3AlJn8vcDMKqUkKTimZF8p3ZpJwQjmoXc7BrVE+7fKnuhCezRNno+xCOqrOe5NsTuEaVyIEZmF3Ld2aTckI4ql3Mwa5RPcn3YQLEpQkL9h34N8A3X6uHr9Ijv4G4dvX9wq7eIwhWv1a+q3ix5oQnM4DpaBsRjqqxnlq8wKf1H33l2/OlquaAIrnbh/BklmZH8p3ZpJwQjmoXc9AblW/PJa1anv509ZE2nPNI4DQCf4bt2b384OkJcnyJTlrqLf3fh850/it16f4Kpd//GiIB9d311DuQb88lraqnNCP9PIQn36qebVXlO7AhwFRr4PIFjTLAslwECE/AdTlWhnzz1RKOaktzsOtaT/LdJXCN7kQOfKtm1/Kd2aScEI5qF3Owa5TwpKN8R2ZpdkRkQL4zX+oE80Q08tEbtYp3RIMcyBfBuNqEcFQD+sysagr79+vn3RpiIzOQnwHfql1H1Z3Ikp5mT/Kd2SSdEJ78TJmNyndmk3JCOKpdzMGuUcLTkY4IMNAFDhpl9zJevDvh6cgsQV7lC4FcbqOnXcDy3eVLdCcc1Rx+HhA25h6EJx3JdyaQf0JkoLY0B7uuCU86mh3Jd2aTckI4ql3Mwa5RzBPR6EDZBBZzsJuB6k54OvD6QmSK8PN0CEfMJNXlvH/kew2nhKfn03gNVr8zpXx/h9prfw/hqCY2B7ve9CTfXQLX6E7kwLdq1zXhqCbUU+9Jvj2XtOodEHUzBKtaAUVf86mp1yTfnktaVU9pRvp5CE++VT1bqko4qln0RBnp+xCedNSzrap8ZzYpJ4Sj2sUc9Ebl23NJq+opzUg/D+HJt6pnW9Xj+BILFZigS3NHLNVKQUsV48P+Ia6ehuZLId+ZTcoJ4ah2MQe7RglPOpodyXdmk3SipyQb/SyEo+rseyXfnsA1qkQOzMDsWr4zG/rkg25oPwlIYIeAD+MO1z+7MnyJLjWRf0T408tf/0/p/pVG7v/W064b+e7ypboTnvwkoGz0fQhH1VlP8u0J/FAlLh908YJG+QHYex8RjoogdGWOkyHfayjV0/t48q2aXRM5kO/MlzghHNUceuptyLfnklYlPJmBXauEo5pQT3raJbDb3Rzs8qW6E55uRJNayEev1SreFgtWlC+GcrUR4cknZlUR9J94kh8FZ90aYpu6AeYgPwc62nVU3Yk86Wn2JN+ZTcoJ4ah2MQe9Ufn2XNKqhCczsGuVcFQTHumJgAOBCRpl90JeuDvh6NgsAV7lC0B8QQs97UKW7y5fqjvhCfrjA7XScX0IRwVFT/3VkG/PJa1KeDIDu1YJRzWhnnpP8u25pFX1lGakn4fw5M/C9WyrivCd23sCECAc1RhnfmYTdBgyOZMAly6whXwDpXwbiXBULZlEfhvugF/K9xoS9fQ+nnyrZtdEDuQ78yVOCEc1h54IG3MPwpOO5DsTyD+5EyH4XPNmEFZlQ5r8TBksyXcAE1YmPPlU7UolHNWEesr3pKN8R2ZpduRbNbNJOiE8+VbNRuU7s0k60VOSjX4WwlF19r16I77EpQm7MHfgp+FupqAPAVQlrl2NEnb1IDrPt5Hv8wxf0YHwZAZ2TRGOakI99Z7k23NJq+opzUg/D+HJt6pnW1X5zmxSTghHtYs56I3Kt+fyvfrxveCvJSCBcwn4MO665fhynXY3vmZ36V7DG+HJPyTPruU7s0k5IRzVLuZg1yjhSUezI/kObAgw1Rq4fEGjDLAsFwE97d4D+e7ypboTnoBnk1rnyD6EowKjp/56yLfnklYlPJmB2ap8ZzYpJ4Sj2sUc7BolPOlo11F119MuY/nu8iW6E45qDuQvAPfRG5USnsQ74vWzYEYTc0JkoJYxB7tKCU+cI2KarFtDbMTx3b1LV+1OOMq6dVc18fPcevqZz7On8n2W4Gt+P+HJz5TZlXxnNiknhKPaxRzsGiU8HemIAANd4KBRdi/jxbvraVegfHf5Ut0JT0d+pkCA5QuBXGxDOKrxzMGipM/WhCcdzY7kO7NJOSEc1S7mYNeonuS7S+Aa3Ykc+FbtuiYc1YT+LFzvCePbt7cKESA8nflWEWRK0vN0ciaBLl1YG/mGCRnG0dMABirLFwK53Ibw9Pyn0vKSF29POCoEeuovgnx7LmlVwpMZ2LVKOKoJ9dR7km/PJa16B0TdDMG6VkCTb9UPluT7A5yQI8JRreJztSuU8KSjfEdmaddRdTdLu4zlu8uX6E44qjn8TOltyLfnklbVU5qRfh7Ck29Vz7aqx/ElFiowQZfmjliqlYKWKsaH/UNcPQ3Nl0K+M5uUE8JR7WIOdo3qSb67BK7RnciBb9Wua8JRTain3pN8ey5pVcKTGZitns73Y17dEwlIQAI9AeJhrM5++GzzJUxpqbd04P9jybTohetEAmp9U9BfAvn2XNKqhCczsGuVcFQT6qn3JN+ey1eVgANdvKBRfgDmkZ5274B8d/kS3QlHNQf0dBIrHdmD8KSj+WrId2aTckI4ql3MQW9Uvj2XtCrhyQzsWiUc1YR60tMugd3u5mCXL9Wd8IT85d+1kI9eq5VwJN4W7VdRvjObpBPCk0/MrlHCUU3IeSIm4qZ5lj6xDcv32Y3O/P16uoZXwlPO65DHXL55Tr5PRDiqnubgO9k/fi3fnktalfBkBnatEo5qwiM9EXAgMMQox3rajchD3QlP0JV5aO6rfLF8800RjmpLc9C7lm/PJa1KeDIDu1YJRzWhnnpP8u25pFX1lGakn4fw5FvVs62qfGc2KSeEo9rFHOwaJTz5s3CzI4Tv3N4TgADhqMY4860i6DBkiEnO9fR8EAi+jOnndzm5g5527cp3ly/RnXBUc/heETbmHoQnHcl3JpB/QmSgtjQHu64JTzqaHcl3ZpNycickfS5zMwirSiFNfqYMluQ7gAkrE558qnalEo5qQj3le9JRviOzNDvyrZrZJJ3oadeGfHf5Ut0JT35mUzb6PoSj6qynN+J74KW5Az+5ezMFfQig6oHXDiLDtJEvw3G7i562CTP9CU/+uWp2Id+ZTcoJ4ah2MQe7RglPOpodyXdmk3JCOKpdzEFvNJnvRz+yVQlIQAL7BIjH0Q+e2RPDl+hSM2qqMyXdjkpejfBkAmav8p3ZpJwQjmoXc7BrlPCko9mRfAc2BJhqDVy+oFEGWJaLgJ5274F8d/lS3QlPwLNJrXNkH8JRgdFTfz3k23NJqxKezMBsVb4zm5QTwlHtYg52jepply/VnfBklmYb8p3ZpJwQjmoX5C8AN0zjtSA8iXfEi/w7QfnOfIkTIgM1h54IG3OPLE9Z08zUfv3kvI1+ffcrfSXhybdq1zjhqCbUU+9Jvj2XtCrhyQzMVuU7s0k5IRzVLuZg16ieBr5hYIhxzNLgGioTjmoUPfVC5NtzSasSnszAbFW+M5uUE8JR7WIOdo3qSb67BK7RnciBb9Wua8JRTain3pN8ey5pVcKTGdi1SjiqCf1ZuN4TxrdvbxUiQHg6860iyJQkhg4xDTMJdPGC2hBsOdNBYMJG0dOuEPnu8qW6E578LKBs9H0IR9VZT/LtCVyjSuTADOy6JhzVhHrqPcm355JWvUOibgZhVS2hSUWzIvnObFJOCEe1iznYNUp40lG+I7O066i6E1nS0+xJvjObpBPCk58ps1H5zmxSTghHtYs52DVKeNLR7OhIvoctdYf+5HrztZqDAJwQ167G8L3qZci355JWJTyZgV2rhKOaUE+9J/n2XNKqhCczsGuVcFQT6qn3JN+eS1pVT7tGNvh+7I5sdwmcQeCZ8PnBvnsHnnHz18n09Fca//e/Ob5EJy39n5m//y/p/p1H4q8IR7WXKejtyrfnklYlPJmBXauEo5pQT70n+fZcvqoEHOjiEaPUTtA4P0B77yPCk47mOyTfmU3KCeGodjEHu0YJTzqaHcl3ZpNyQjiqXcxBb1S+PZe0qp7SjPTzEJ58q3q2VJVwVLPoqTci355LWpXwhPzl3wXGMLXXg3Ak3hbtV1G+M5ukEz0l2ZhnITxxHwVZ08zUfv3kvI1+fferfCXhqHblcnAVcq+dk/Cko9mZfGc2KSeEo9rFHPRG5dtzSavqKc1IPw/h6ci3KggMMUrZP9JTf63/lSrhSUezOvnObFJOCEe1iznojcq355JWJTyZgX2retplLN9dvkR3wlHN4XtF2Jh7EJ50JN+ZQP4JkYHa0hzsuiY8+bNwsyOE79zeE4AA4ajGOPOtIugwZIhJzvX0fBDk+zzDV3QgPDGJfMW2r/8e8n0980e/I+Govqc5eJT8Y19PeNLRzFy+M5uUE8JR7WIOdo3qSb67BK7R/Q4E4eZjtSobUPQ1n5p6TfLtuaRVCU9mYNcq4agm1JOedglcozuRJ7M0u5bvzCblhHBUu5iD3qh8ey5pVcKTGdi1SjiqCfXUezqS74FL3f/DLHUzCX0QoCphybdqliHfmU3KCeGodjEHu0YJTzqaHcl3ZpNyQjiqXczBrlHCk45mR/Kd2SSd6GnXxl/5fux+K7tLQAJ/DdwzNPxwf4be//69hCcdzZwZvkSXmlFTnSnpdlTyaoQnEzB7le/MJuWEcFS7mINdo3qS7y6BoXvYxSPG8a0aXENlwlGNoqdeiHx7LmlVwpMZ2LVKOKoJ9dR7km/PJa2qp10j8t3lS3UnPPlZQNno+xCOqrOeer5UlfCko9mGfGc2KSeEo9rFvwB81yjmaXfMy3aX7zXUEZ78zN51TTiqCRlPWdMQ5M/biKCS14PwxGQgj03KRISj2kVPvVH59lzSqoQnMzBble/MJulET0k2+lkIR9X5uPcqDAwxznGO+iv9r1UJR0dmCTIiXwjkchvCk2/VLEm+M5uUE8JR7WIOdo3qSb67BK7RnciBb9Wua8JRTain3pN8ey5pVcKTGdi1SjiqCf1ZuN4TxrdvbxUioKcJZBYZYho/UybX/0H+vyqQ78yXOCEyUHPoqbch355LWpXwZAZ2rRKOakI99Z7k23NJq+opzUg/D+HJt6pnW1X5zmxSTu6EpM9lbgZhVSmhSUWzIvnObFJOCEe1iznYNaqnXb5Ud8KTWaJs9H0IR9VZT/LtCVyjSuTADMyu5TuzSTkhHNUu5mDXKOFJR7OjI/keuNQd+DfAN1+rOQjACXHtagzfq16GfHsuaVXCkxnYtUo4qgn11HuSb88lrUp4MgO7VglHNaGeek/y7bmkVfX0a0Y+fu3L/CoJSODfJkA8an6w71okHNWEeuo9cXyJTlrqLflD2BOXpDqRgNrHFPRW5dtzSavqKc1IPw/hybeqZ1tV+Q5sCDDVGrh8QaMMsCwXAcITcF2OlSHffLWEo9rSHOy61pN8dwlcozuRA9+q2bV8ZzYpJ4Sj2sUc7BolPOko35FZmh0RGZDvzJc6ITx9vVVYI2qzs/qId9enfHf5Et0JRzWHf7YibMw9CE+co6xpZmq/fnLeRr+++1W+knBUu3I5uAq5185JeNLR7Ey+M5uUE8JR7WIOeqPy7bmkVfWUZqSfh/B05FtFgCnkAJygUfpLZPWLAOEJuC7H2pBvvlrCUW1pDnrX8u25pFX1lGakn4fw5FvVs62qfGc2KSeEo9rFHOwaJTzpaHYk35lNygnhqHYxB7tGMU9EowNlE1jMwW4Gqjvh6cDrC5Epws/TIRwxk1SX8/6R7zWcEp6eT+M1WP3OlPL9HWqv/T2Eo5rYHOx605N8dwlcozuRA9+qXdeEo5pQT70n+fZc0qp3QNTNEKxqBRR9zaemXpN8ey5pVcKTGdi3qqd9xs9+B8JRzWCenjXx8+8nPOloZizfmU3KCeGodjEHvVH59lzSqoQnM7BrlXBUE+qp93Qk3wOXuiM/ZVU5MAl9EpgqcfU0NLuQ78wm5YRwVLuYg12jhCcdzY7kO7NJOSEc1S7mYNeonuS7S+Aa3YkcJL9VH9fQ4JQSkABBgHjQao7kR43g9G/3IDzpaLbI8CW61Iya6kxJt6OSV9PTrhP57vKluhOe/CSgbPR9CEfVWU/y7Qn8UCUuH3Txgkb5Adh7HxGOiiB0ZY6TId9rKCU8mYF913raZSzfXb5Ed8JRzeF71duQb88lrUp4MgO7VglHNaGe8j3paHZE5EC+M1/ihHBUc9ywRsRW5/UQ765T+e7ypboTnvxMoWz0fQhH1ZnxlDVNT+yx6nkbPbb/Vb6a8MRk4CrEXj8n4aim1lPvTr49l7SqnnaNyHeXL9Wd8ORnAWWj70M4qs5HeiLgQGCCRukvklXor2M6NEvA/SAyUGNAkQQ2OrOFnna9yneXL9Wd8ORbRdno+xCOqrOe5NsTuEaVyIEZ2HVNOKoJ9dR7km/PJa2qpzQj/TyEJ38WrmdbVYTv3N4TgADhqMY48zOboMOQyZkEuHSBLeQbKOXbSISjaskk8ttwB/xSvteQSHgyA/uu9bTLWL67fInuhKOaw/eKsDH3IDzpSL4zgfyTOxGCzzVvBmFVNqFJRbMi+c5sUk4IR7WLOdg1qqddvlR3wpNZomz0fQhH1VlP8u0JXKNK5MAMzK7lO7NJOSEc1S7mYNeonuT7MAHi0oQF+w78NNzN1+rhq/TIbyCuXX2/sKv3CILVr5XvKl6sOeHJDGA62kaEo2qspxYv8Gn9R1/59nypqjmgSO72ITyZpdmRfGc2KSeEo9plIwcfKZCcQwISuA4B4lHbeNCuQ3B/UsJRTamn3hXHl+ikpd6S/0H6xCWtbgp2jch3ly/RnXBUc/hpQNiYexCedCTfmcBwQly8ag1cvqBRBliWiwDhCbgux8qQb75awlFtaQ52XetJvrsErtGdyIFv1exavjOblBPCUe1iDnaNEp50lO/ILM2OiAzId+ZLnWCeiEY+eqNW8Y5okAP5IhhXmxCOakCfmVVNYf9+/bxbQ2xkBvIz4Fu166i6E1nS0+xJvjObpBPCk58ps1H5zmxSTghHtYs52DVKeDrSEQEGusBBo+xexot319OuQPnu8qW6E56O/EyBAMsXArnYhnBU45mDRUmfrQlPOpodyXdmk3JCOKpdzMGuUcKTjmZH8p3ZJJ3oKclGPwvhqDrfiEYHPnoEli++vT6rEAHC04HX95MuQaYkPU8nZxLo0oW1kW+YkGEcwtPzaRyGO6As33yJhKPa0hzsutaTfHcJXKM7kQPfql3XhKOaUE+9J/n2XNKqd0DUzRCsagUUfc2npl6TfHsuaVU9pRnp5yE8+Vb1bKkq4ahm0RNlpO9DeNJRz7aq8p3ZpJwQjmoXc9AblW/PJa2qpzQj/TyEJ9+qnm1Vj+NLLFRggi7NHbFUKwUtVYwP+4e4ehqaL4V8ZzYpJ4Sj2sUc7BrVk3x3CVyjO5ED36pd14SjmlBPvSf59lzSqoSn7xn4SFvSeSQggfcgQDxoRer7o/Ye9F63JeFJR7Mvhi/RpWbUVGdKuh2VvJqedp3Id5cv1Z3w5CcBZaPvQziqznqSb0/ghypx+aCLFzTKD8De+4hwVAShK3OcDPleQ6me3seTb9XsmsiBfGe+xAnhqObQU29Dvj2XtCrhyQzsWiUc1YR60tMugd3u5mCXL9Wd8IT85d+1kI9eq5VwJN4W7VdRvjObpBPCk0/MrlHCUU3IeSIm4qZ5lj6xDcv32Y3O/P16uoZXwlPO65DHXL55Tr5PRDiqnubgO9k/fi3fnktalfBkBnatEo5qwiM9EXAgMMQox3rajchD3QlP0JV5aO6rfLF8800RjmpLc9C7lm/PJa1KeDIDu1YJRzWhnnpP8u25pFUJT2Zg1yrhqCbUU+9Jvj2XtKqe0oz08xCe/Fm4nm1VEb5ze08AAoSjGuPMz2yCDkMmZxLg0gW2kG+glG8jEY6qJZPIb8Md8Ev5XkOint7Hk2/V7JrIgXxnvsQJ4ajm0BNhY+5BeNKRfGcC+Sd3IgSfa94MwqpsSJOfKYMl+Q5gwsqEJ5+qXamEo5pQT/medJTvyCzNjnyrZjZJJ3ratSHfXb5Ud8KTn9mUjb4P4ag66+mN+B54ae7AT8PdTEEfAqh64LWDyDBt5Mtw3O6ip23CTH/Ck3+uml3Id2aTckI4ql3Mwa5RwpOOZkfyndmknPzp6M//8yNlMOeQQCqB/z45mB8aTwL8H7/9z8fsf3zZj8c6+hHP04eEoxpCT70Kji/XqZ/0vavSvYZ/wpNv1exavjOblBPCUe1iDnaNEp50NDuS78CGAFOtgcsXNMoAy3IR0NPuPZDvLl+qO+EJeDapdY7sQzgqMHrqr4d8ey5pVcKTGZityndmk3JCOKpdzMGuUT3t8qW6E57M0mxDvjOblBPCUe2C/AXghmm8FoQn8Y54kX8nKN+ZL3FCZKDm0BNhY+6R5Slrmpnar5+ct9Gv736lryQ8+VbtGicc1YR66j3Jt+eSViU8mYHZqnxnNiknhKPaxRzsGiU8HemIAANeYGKcIz3txuOh7oQj8Mo8NPsVvli+V7DE/Eyob9XsmsiBfGe+xAnhqObQE2Fj7kF40pF8ZwL5J0QGaktzsOtaT/LdJXCN7kQOfKt2XROOakJ/Fq73hPHt21uFCBCeznyrCDIl6Xk6OZNAly6sjXzDhAzj6GkAA5XlC4FcbkN4ev5TaXnJi7cnHBUCPfUXQb49l7Qq4ckM7FolHNWEeuo9ybfnkla9Q6JuBmFVLaFJRbMi+c5sUk4IR7WLOdg1SnjSUb4js7TrqLoTWdLT7Em+M5ukE8KTnymzUfnObFJOCEe1iznYNUp40tHs6Ei+hy11h/7kevO1moMAnBx27QAibAv5sjy3uulpiyzXl3BU0/hnq96JfHsuaVXCkxnYtUo4qgn11HuSb89lq/qx1di+EpDAHwSIR80PjN3bRDiqCfWkp10Cu925HBCdTNNkW7oTmZw64ai2MQW9U/n2XNKqhCczsGuVcFQT6qn3JN+ey1eVgANdPGKU2gka5wdo731EeNLRfIfkO7NJOSEc1S7mYNco4UlHsyP5zmxSTghHtYs56I3Kt+eSVtVTmpF+HsKTb1XPlqoSjmoWPfVG5NtzSasSnpC//LvAGKb2ehCOxNui/SrKd2aTdEJ48onZN5rlKWsagv55GxFUsnoQjmoj36tdr4QnHc2O5DuzSTkhHNUu5qA3Kt+eS1qV8GQGdq0SjmrCIz0RcCAwxCjHetqNyEPdCU/QlXlo7qt8sXzzTRGOaktz0LuWb88lrUp4MgO7VglHNaGeek/y7bmkVfWUZqSfh/DkW9Wzrap8ZzYpJ4Sj2sUc7BolPPmzcLMjhO/c3hOAAOGoxjjzrSLoMGSISc719HwQ5Ps8w1d0IDwxiXzFtq//HvJ9PfNHvyPhqL6nOXiU/GNfT3jS0cxcvjOblBPCUe1iDnaN6km+uwSu0f0OBOHmY7UqG1D0NZ+aek3y7bmkVQlPZmDXKuGoJtRTvicd7Tqq7kSe9DR7ku/MJuWEcFS7mIPeqHx7LmlVwpMZ2LVKOKoJ9dR7OpLvgUvdgT+53kxBHwKoeuC1g8gwbeTLcNzuoqdtwkx/wpN/rppdyHdmk3JCOKpdzMGuUcKTjmZH8p3Z/PXk46+/8H9LQAKZBIgHrTbzQ2PXr552+VLdCU9mabbB8CW61Iya6kxJt6OSVyM8mYDZq3xnNiknhKPaxRzsGtWTfHcJDN3DLh4xjm/V4BoqE45qFD31QuTbc0mrEp7MwK5VwlFNqKfek3x7LmlVwpMZmK3Kd2aTdKKnJBv9LISj6ux71fOlqoQnHc025DuzSTkhHNUuyF8AbpjGa0F4Eu+IF/jP0vy8nukyJ0QGahJzwPiYumR5yppmYvZI/byNHtn+Ol9LePKt2vVNOKoJ9dR7km/PJa1KeDIDs1X5zmxSTghHtYs52DWqp4FvGBhiHLM0uIbKhKMaRU+9EPn2XNKqhCczMFuV78wm5YRwVLuYg12jepLvLoFrdCdy4Fu165pwVBPqqfck355LWpXwZAZ2rRKOakLkZ+G+Gu3u++ruGN9XD/5m309Pk/AsMsQ0fqZMrv3/ZGsmk3NCZKC2MQe9U/n2XNKqhCczsGuVcFQT6qn3JN+eS1qV8GQG9q3qaZexfHf5Et3vhKTPQW4+WISOsQehSUUjXv/72BlNzAmRgVrGHOwqJTzpKN+RWdp1VN2JLOlp9iTfmU3SCeHJz5TZqHxnNiknhKPaxRzsGiU86Wh2dCTfw5a6Q39yvflazUEATohrV2P4XvUy5NtzSasSnszArlXCUU2op96TfHsuaVXCkxnYtUo4qgn11Ht6B74f/epWJSCBEwm8w6N2gjfCkx/suzeBcFQT6qn3xPElOmmpt8T8AIl0J7pMnUhATaKn3od8ey5pVcKTGdi3qqddxvId+AaBIUapLX2vBtdQmfCko1mGfGc2KSeEo9rFHOwaJTzpaHYk35lNygnhqHYxB71R+fZc0qp6SjPSz0N48q3q2VJVwlHNoqfeiHx7LmlVwpN/+feuVcJRTehb1XuSb88lraqnNCP9PIQn7q3KmqYn9lj1vI0e2/8KX004qj25HFyB2utnJDzpaPYm35lNygnhqHYxB71R+fZc0qp6SjPSz0N4OvKtIsAUcgBO0Cj9JbL6RYDwBFyXY23IN18t4ai2NAe9a/n2XNKqekoz0s9DePKt6tlWVb4zm5QTwlHtYg52jRKedDQ7ku/MJuWEcFS7mINdo4SnL0dYo919X91dLK8m/nvfT08TtxwyxCS1pZ8pvWv59lzSqoQnMzBble/MJuWEcFS7mINdo4QnHc2O5DuzSTkhHNUu5mDXqJ7ku0vgGt3vQBBuPlarsgFFX/Opqdck355LWpXwZAZ2rRKOakI96WmXwDW6E3kyS7Nr+c5sUk4IR7WLOeiNyrfnklYlPJmBXauEo5pQT72nI/keuNQd+a8MKgcmoU8CUyWunoZmF/Kd2aScEI5qF3Owa5TwpKPZkXxnNiknhKPaxRzsGtXT+/L92F3d7hKQwIkEiA8NP9h3bwbhqCbUU74nHc2OiBzcoH9JbJp6T4Sj6mwOer5UlfCko9mGfGc2KSeEo9rFHOwa1ZN8dwkM3cMuHjGOb9XgGioTjmoUPfVC5NtzSasSnszArlXCUU2op96TfHsuaVU97RqR7y5fqjvhyc8Cykbfh3BUnfXU86WqhCcdzTbkO7NJOSEc1S43rFEKmaw5xLvrQ767fKnuhCc/sykbfR/CUXVmPGVN0xN7rHreRo/tf5WvJjwxGbgKsdfPSTiqqfXUu5NvzyWtqqddI/Ld5Ut1Jzz5WUDZ6PsQjqrzkZ4IOBCYoFH6i2TV/9Jm+Q4QGagRoUgub3vd9oQnHc3+5TuzSTrRU5KNfhbCUXX2vZJvT+AaVSIHZmDXNeGoJtRT70m+PZe0KuHJDOxaJRzVhP4sXO8J49u3twoR0NMEMosMMY2fKZPr/yD/bly+M1/ihMhAzaGn3oZ8ey5pVcKTGdi1SjiqCfXUe5JvzyWtqqc0I/08hCffqp5tVeU7s0k5uROSPpe5GYRVpYQmFc2K5DuzSTkhHNUu5mDXqJ52+VLdCU9mibLR9yEcVWc9ybcncI0qkQMzMLuW78wm5YRwVLuYg12jepLvwwSISxMW7Dvwb4BvvlYPX6VHfgNx7er7hV29RxCsfq18V/FizQlPZgDT0TYiHFVjPbV4gU/rP/rKt+dLVYkc6IiyMffR08yGONng+0EMZg8JnE7gmfD54dPfjmeY/rWjfP9Kg//fhCcd8V7+2pFwVP309Feq//e/Ob5EJy39n5m//y/p/p1H4q8IR7WXKejtyrfnklbVU5qRfh7Ck29Vz7aq8h3YEGCqNXD5gkYZYFkuAoQn4LocK0O++WoJR7WlOdh1rSf57hK4RnciB75Vs2v5zmxSTghHtYs52DVKeNJRviOzNDsiMiDfmS91gnkiGvnojVrFO6JBDuSLYFxtQjiqAX1mVjWF/fv1824NsZEZyM+Ab9Wuo+pulnYZy3eXL9VdTxTJvo98ey5JVcJR7eOfrXatEp6OdESAgS5w0Ci7l/Hi3QlPR2YJ8ipfCORiG8JRjWcOekny7bmkVfWUZqSfh/DkW9Wzrap8ZzYpJ4Sj2sUc7BolPOlodiTfmU3KCeGodjEHu0YxT0SjA2UTWMzBbgaqO+HpwOsLkSnCz9MhHDGTVJfz/pHvNZwSnp5P4zVY/c6U8v0daq/9PYSjmtgc7HrTk3x3CVyjO5ED36pd14SjmlBPvSf59lzSqndA1M0QrGoFFH3Np6Zek3x7LmlVPaUZ6echPPlW9WypKuGoZtETZaTvQ3jSUc+2qvKd2aScEI5qF3PQG5VvzyWtqqc0I/08hCffqp5tVY/jSyxUYIIuzR2xVCsFLVWMD/uHuHoami+FfGc2KSeEo9rFHOwaJTzpaHYk35lNygnhqHYxB7tG9fRavh+7387uEpAA8aj5wTPfI/nObFJOCEe1iznYNUp40tHsiOFLdDFNkyXpTmSy6nra9SHfXb5Ud8KTn9mUjb4P4ag660m+PYEfqsTlgy5e0Cg/AHvvI8JREYSuzHEy5HsNpXp6H0++VbNrIgfynfkSJ4SjmkNPvQ359lzSqoQnM7BrlXBUE+pJT7sEdrsTOTADu46qO+KJaFLDKLwo/OMf8f4DCVqQL4pzrRnhySdmTc9XY8JRNeI8ERNx0zxLn9iG5fvsRmf+fsJTzq3T0U8E9NTTITJQneXb86WqeqJI9n3k23NJqxKefKt2rRKOasIjPRFwIDBBo+xeyAt3JxwdmyXAq3wBiC9ooaddyPLd5Ut1JzxBf3ygVjquD+GooOipvxry7bmkVQlPZmDXKuGoJtRT70m+PZe0qp7SjPTzEJ5uRJMa78BHj0BzIJb+Mv5LVcLRodf3cy2CDnODcyb5ly7q8reV7zJgoD3hqMZgEgksFNZCvmFChnH0NIAJKxOefKtmqfKd2aScEI5qF3Owa5TwpKPZkXxnNiknd0LS5zI3g7CqFNLkZ8pgSb4DmLAy4cmnalcq4agm1FO+Jx3lOzJLsyPfqplN0gnhybdqNirfmU3SiZ6SbPSzEI6qs+/VG/ElLk3YhbkDP0t0MwV9CKAqce1qlLCrB9F5vo18n2f4ig6EJzOwa4pwVBPqqfck355LWlVPaUb6eQhP7/BWffT4rEpAAkkEiAet9nmHR+13vMn3d6i9/vcQnszArjfCUU2op94Tx5fr1E/63lXpXsM/4cm3anYt35lNygnhqHYxB7tGCU86mh3Jd2BDgKnWwOULGmWAZbkI6Gn3Hsh3ly/VnfAEPJvUOkf2IRwVGD3110O+PZe0KuHJDMxW5TuzSTkhHNUu5mDXKOFJR7uOqrue9hgTbGs6c7DnqDpjnohGyh5li3dEgxzIF8G42oRwVAP6zKxqQj5TOEfn3RpiI47v7l26anfCUe2up90boCf57hK4RnciB75Vs2v5zmxSTghHtYs52DVKeDrSEQEGusBBo+xexot319OuQPnu8qW6E56O/EyBAMsXArnYhnBU45mDRUmfrQlPOpodyXdmk3JCOKpdzMGuUT3Jd5fANboTOfCt2nVNOKoJb0SjA2UTWL747l6Dt+9OeDrw+n7eC4IMc4NzJjkzLvK9hlc97XqS7y5fqjvh6czPbIrw830IRzWFnnoX8u25pFUJT2Zg1yrhqCbUU+9Jvj2XtOodEHUzBOtaAU2+VT9Yku8PcEKOCEe1is/VrlDCk47yHZmlXUfV3SztMpbvLl+iO+Go5vAzpbch355LWlVPaUb6eQhPvlU926oex5dYqMAEXZo7YqlWClqqGB/2D3H1NDRfCvnObFJOCEe1iznYNaon+e4SuEZ3Ige+VbuuCUc1YbKnj12EdpeABJIIEI9a8oP2b7OW779t4H9/f8JRfRdz8L9ZP/MVenqG3v/+vRxfopNpmoxJdyKTUycc1TamoHcq355LWpXwZAZ2rRKOakI99Z7k23P5qhJwoIsXNMoPwDzS0+4dkO8uX6I74ajmgJ5OYqUjexCedDRfDfnObFJOCEe1iznojcq355JWJTyZgV2rhKOaUE962iWw290c7PKluhOekL/8uxby0Wu1Eo7E26L9Ksp3ZpN0Qnjyidk1SjiqCTlPxETcNM/SJ7Zh+T670Zm/X0/X8Ep4ynkd8pjLN8/J94kIR9XTHHwn+8ev5dtzSasSnszArlXCUU14pCcCDgSGGOVYT7sReag74Qm6Mg/NfZUvlm++KcJRbWkOetfy7bmkVQlPZmDXKuGoJtRT70m+PZe0qp7SjPTzEJ58q3q2VZXvzCblhHBUu5iDXaOEJ38WbnaE8J3bewIQIBzVGGe+VQQdhkzOJMClC2wh30ApzUh6aqCAJfmCMJdaEY5qNOaTaWnJA9oSnnQ0XwT5zmxSTghHtYs52DVKeNLR7Ei+M5uUkzsh6XOZm0FYVQpp8jNlsCTfAUxYmfDkU7UrlXBUE+op35OO8h2ZpdmRb9XMJulET7s25LvLl+pOePIzm7LR9yEcVWc9vRHfAy/NHfjJ3Zsp6EMAVQ+8dhAZpo18GY7bXfS0TZjpT3jyz1WzC/nObFJOCEe1iznYNUp42nL0sbu63SUggdMIEA9aMdl61K7OW77XMEh4MgP7rvW0y5jhS3SpPU1UZ1u6HZW8GuHJBMxe5TuzSTkhHNUu5mDXKOFJR7Mj+Q5sCDDVGrh8QaMMsCwXAT3t3gP57vKluhOegGeTWufIPoSjAqOn/nrIt+eSViU8mYHZqnxnNiknhKPaxRzsGtXTLl+qO+HJLM025DuzSTkhHNUuyF8AbpjGa0F4Eu+IF/l3gvKd+RInRAZqDj0RNuYeWZ6yppmp/frJeRv9+u5X+krCk2/VrnHCUU2op96TfHsuaVXCkxmYrcp3ZpNyQjiqXczBrlE9DXzDwBDjmKXBNVQmHNUoeuqFyLfnklYlPJmB2ap8ZzYpJ4Sj2sUc7BolPOlodiTfmU3SiZ6SbPSzEI6qs++VfHsC16gSOTADu64JRzWhPwvXe8L49u2tQgQIT2e+VQSZkvQ8nZxJoEsX1ka+YUKGcfQ0gIHK8oVALrchPD3/qbS85MXbE44KgZ76iyDfnktalfBkBnatEo5qQj31nuTbc0mr3iFRN4OwqpbQpKJZkXxnNiknhKPaxRzsGiU86SjfkVnadVTdiSzpafYk35lN0gnhyc+U2ah8ZzYpJ4Sj2sUc7BolPOlodnQk38OWukN/cr35Ws1BAE6Ia1dj+F71MuTbc0mrEp7MwK5VwlFNqKfek3x7LmlVwpMZ2LVKOKoJv3v62B3b7hKQgAR6AsSj9v1B67/Te1blm++dcFRbmoNd13q6Cl/ClGmabEt3IpNTJxzVNqagdyrfnktalfBkBnatEo5qQj31nuTbc/mqEnCgi0eMUjtB4/wA7b2PCE86mu+QfGc2KSeEo9rFHOwaJTzpaHYk35lNygnhqHYxB71R+fZc0qp6SjPSz0N48q3q2VJVwlHNoqfeiHx7LmlVwhPyl38XGMPUXg/CkXhbtF9F+c5skk70lGRjnoXwxH0UZE0zU/v1k/M2+vXdr/KVhKPalcvBVci9dk7Ck45mZ/Kd2aScEI5qF3PQG5VvzyWtSngyA/tW9TQwDgJDjFJbmqfBNVQmPOloliHfmU3KCeGodjEHvVH59lzSqoQnM7BrlXBUE+qp9yTfnktaVU9pRvp5CE++VT3bqsp3ZpNyQjiqXczBrlHCkz8LNztC+M7tPQEIEI5qjDPfKoIOQ4aY5FxPzwdBvs8zfEUHwhOTyFds+/rvId/XM3/0OxKO6nuag0fJP/b1hCcdzczlO7NJOSEc1S7mYNeonuS7S+Aa3e9AEG4+VquyAUVf86mp1yTfnktalfBkBnatEo5qQj3paZfANboTeTJLs2v5zmxSTghHtYs56I3Kt+eSViU8mYFdq4SjmlBPvacj+R641B34yd2bKehDAFaJq+dbNQuR78wm5YRwVLuYg12jhCcdzY7kO7NJOSEc1S7mYNfon57+/D8/dr+d3SVwfQL/fWIFH7Qn4P3Cb/3zIfuFL/3xS/TU45FvzyWtqqc0I/08hCffqp5tVRm+RJeaRlNF4fs/0v1OJPPXhCcTMLuV78wm5YRwVLuYg12jepLvLoGhe9jFI8bxrRpcQ2XCUY2ip16IfHsuaVXCkxnYtUo4qgn11HuSb88lraqnXSPy3eVLdSc8+VlA2ej7EI6qs556vlSV8KSj2YZ8ZzYpJ4Sj2gX5C8AN03gtCE/iHfFCP7cw9/eEIWAOGI6bXQhHNR/zXmVNQ3A/byOCSl4PwhOTgTw2KRMRjmoXPfVG5dtzSasSnszAbFW+M5uUE8JR7WIOdo3qaeAbBoYYxywNrqEy4ahG0VMvRL49l7Qq4ckMzFblO7NJOSEc1S7mYNeonuS7S+Aa3Ykc+FbtuiYc1YR66j3Jt+eSViU8mYFdq4SjmhD5WbivRrv7vro7xvfVg7/Z99PTJDyLDDGNnymTa+rvspr7e/I8ASIDNYU56F3It+eSViU8mYFdq4SjmlBPvSf59lzSqnpKM9LPQ3jyrerZVlW+M5uUkzsh6XOZm0FYVUpoUtGsSL4zm5QTwlHtYg52jRKedLTrqLrraZ/xs9+BcFQzmKfehHx7LmlVwpMZmK3Kd2aTckI4ql3Mwa5RwpOOZkdH8j1sqTvyf7uot8okzEl4/oS4djWFlnoX8u25pFUJT2Zg1yrhqCbUU+9Jvj2XtCrhyQz8utWPX/9Sv1ICEniUAPGg1ff0UXuU/GNfr6fHeD361fJ9lNi/8/WEJ9+qXXeEo5pQT70nji/RSUu9JX/IZ+KSVCcSUPuYgt6qfHsuaVU9pRnp5yE8+Vb1bKsq34ENAaZaA5cvaJQBluUiQHgCrsuxMuSbr5ZwVFuag13XhCcdzY7kO7NJOtHTrg357vIluhOOag4/Dwgbcw/Ck45mvsQJ4ajm0FNvQ749l7Qq4cm//HvXKuGoJvSt6j3Jt+eSVtVTmpF+HsIT91ZlTdMTe6x63kaP7X+FryYc1Z5cDq5A7fUzEp50NHuT78wm5YRwVLuYg96ofHsuaVU9pRnp5yE8HflWEWAKOQAnaJT+Eln9IkB4Aq7LsTbkm6+WcFRbmoPetXx7LmlVPaUZ6echPPlW9WyrKt+ZTcoJ4ah2MQe7RglPOpodyXdmk3JCOKpdzMGuUcwT0ehA2QQWc7CbgepOeDrw+kJkivDzdAhHzCTV5bx/5HsNp4Sn59N4DVa/M6V8f4faa38P4agmNge73vSUz9cM7Dqq7kQO9LTriXBUE+qp9yTfnkta9Q6IuhmCVa2Aoq/51NRrkm/PJa1KeDIDu1YJRzWhnvS0S+Aa3Yk8maXZtXxnNiknhKPaxRz0RuXbc0mrEp7MwK5VwlFNqKfe05F8D1zqjvy/glQOTEKfBKZKXD0NzS7kO7NJOSEc1S7mYNco4UlHsyP5zmxSTghHtcs75OAjRZpzSEACMwEftZlN0gnh6R0+eH7XmXx/l9zrfh/hqKY1B7vOCE86mh0xfIkupmmyJN2JTFZdT7s+CL5+Fuw6qu562mf87HcgHNUM5qk3Id+ey1eVgANdvKBRfgD23keEoyIIXZnjZMj3GkoJT2Zg1zXhqCbUU+9Jvj2XtKqedo3Id5cv1Z3w5GcBZaPvQziqznrq+VJVwpOOZhvyndmknBCOapcb1iiFTNYc4t31Id9dvlR3wpOf2ZSNvg/hqDoznrKm6Yk9Vj1vo8f2v8pXE56YDFyF2OvnJBzV1Hrq3cm355JW1dOuEfnu8qW6E578LKBs9H0IR9X5SE8EHAhM0Cj9RbKK/Gz1sVkC7geRAfkCIv5HCz39D0BPHsv3SYAv+u2EJ+iPDy/a+HrfhnBUW+updy/fnktalfBkBnatEo5qQj31nuTbc0mr6inNSD8P4cmfhevZVhXhO7f3BCBAOKoxzvzMJugwZHImAS5dYAv5Bkr5NhLhqFoyifw23AG/lO81JBKezMC+az3tMSbY1nTmYM9RddbTLl+qO+HJLM025DuzSTm5E5I+l7kZhFWlhCYKuB8+AABAAElEQVQVzYrkO7NJOSEc1S7mYNeonnb5Ut0JT2aJstH3IRxVZz3JtydwjSqRAzMwu5bvzCblhHBUu5iDXaN6ku/DBIhLExbsO/D/EnLztXr4Kj3yG4hrV98v7Oo9gmD1a+W7ihdrTngyA5iOthHhqBrrqcULfFr/0Ve+PV+q+g45+KBg2UcCEsgnQDxqfvDseiYc1YR66j3Jt+eSViU8mYFdq4SjmlBPvSeOL9FJS70l5j9GkO5El6ubAo7l904E2+ppDr6TZX+tJ5bnVjfCk1ma7ch3YEOAqdbA5QsaZYBluQgQnoDrcqwM+earJRzVluZg17We5LtL4BrdiRz4Vs2u5TuzSTkhHNUu5mDXKOFJR/mOzNLsiMiAfGe+1AnmiWjkozdqFe+IBjmQL4JxtQnhqAb0mVnVFPbv18+7NcRGZiA/A75Vu46qO5ElPc2e5DuzSTohPPmZMhuV78wm5YRwVLuYg12jhKcjHRFgoAscNMruZbx4dz3tCpTvLl+qO+HpyM8UCLB8IZCLbQhHNZ45WJT02ZrwpKPZkXxnNiknhKPaxRzsGiU86Wh2JN+ZTdKJnpJs9LMQjqrzjWh04KNHYPni2+uzChEgPB14fT/pEmRK0vN0ciaBLl1YG/mGCRnGITw9n8ZhuAPK8s2XSDiqLc3Brms9yXeXwDW6Eznwrdp1TTiqCfXUe5JvzyWtegdE3QzBqlZA0dd8auo1ybfnklbVU5qRfh7Ck29Vz5aqEo5qFj1RRvo+hCcd9WyrKt+ZTcoJ4ah2MQe9Ufn2XNKqekoz0s9DePKt6tlW9Ti+xEIFJujS3BFLtVLQUsX4sH+Iq6eh+VLId2aTckI4ql3Mwa5RPcl3l8A1uhM52HqrPq6B0CklIIEUAsSDVrtsPWopnP7tOQhPOpotyndmk3JCOKpdzMGuUcKTjmZHDF+ii2maLEl3IpNV19OuD/nu8qW6E578zKZs9H0IR9VZT/LtCfxQJS4fdPGCRvkB2HsfEY6KIHRljpMh32so1dP7ePKtml0TOZDvzJc4IRzVHHrqbci355JWJTyZgV2rhKOaUE962iWw290c7PKluhOekL/8uxby0Wu1Eo7E26L9Ksp3ZpN0Qnjyidk1SjiqCTlPxETcNM/SJ7Zh+T670Zm/X0/X8Ep4ynkd8pjLN8/J94kIR9XTHHwn+8ev5dtzSasSnszArlXCUU14pCcCDgQmaJTdC3nx7nraFSjfXb5Ed8JRzQE9ncRKUT3kG6VjHIbwZAZGvMgB4agG0VOvQ749l7Qq4ckM7FolHNWEeuo9ybfnklbVU5qRfh7Ckz8L17OtKsJ3bu8JQIBwVGOc+ZlN0GHI5EwCXLrAFvINlPJtJMJRtWQS+W24A34p32tI1NP7ePKtml0TOZDvzJc4IRzVHHoibMw9CE86ku9MIP/kToTgc82bQViVDWnyM2WwJN8BTFiZ8ORTtSuVcFQT6infk47yHZml2ZFv1cwm6URPuzbku8uX6k548jObstH3IRxVZz29Ed8DL80d+Gm4mynoQwBVD7x2EBmmjXwZjttdCE9+Xm9b8uertwmbg23Cz/cnHNUU39+rj+dHs4MEDifw3yf2+564J1qd9luJR028u7eCcFQT6qn3JN+eS1qV8GQGdq0SjmpCPfWeOL5cp37S965K9xr+CU++VbNr+c5sUk4IR7WLOdg1SnjS0exIvgMbAky1Bi5f0CgDLMtFQE+790C+u3yp7oQn4Nmk1jmyD+GowOipvx7y7bmkVQlPZmC2Kt+ZTcoJ4ah2MQe7RvW0y5fqTngyS7MN+c5sUk4IR7UL8heAG6bxWhCexDviRf6doHxnvsQJkYGaQ0+EjbkH4YlzREyTdWuIjTi+8z149xM95d8AwlHW65DFXL5ZPqZpCE9+pkx0mZ85kO/MlzghMlBz6ImwMfcgPB3piAADXeCgUeaL5Any772gK3OkDXNwDa2EpyM/UyB98oVALrYhHNV45mBR0mdrwpOOZkfyndmknBCOahdzsGtUT/LdJXCN7kQOfKt2XROOakJ/Fq73hPHt21uFCBCeznyrCDIl6Xk6OZNAly6sjXzDhAzj6GkAA5XlC4FcbkN4ev5TaXnJi7cnHBUCPfUXQb49l7Qq4ckM7FolHNWEeuo9ybfnkla9Q6JuBmFVLaFJRbMi+c5sUk4IR7WLOdg1SnjSUb4js7TrqLqbpV3G8t3lS3XXE0Wy7yPfnktSlXBU+/hnq12rhCcdzY6O5HvYUnfkT671VpmEOQnPnxx27Z4HAneQLwx0oR3hqMbypVqQ85eWevoLjIX/Kd8FqAstv3v6WPgetpTAcQS+B+dXF0T+g6f6Zv4JoUX+u16+NxPvdyLsrwlPOpqdyHdmk3JCOKpdzMGuUT1dhS9hyjRNtqU7kcmpE45qG1PQO5VvzyWtSngyA7tWCUc1oZ56T/LtuXxVCTjQxSNGqZ2gcX6A9t5HhCcdzXdIvjOblBPCUe1iDnaNEp50NDuS78wm5YRwVLuYg96ofHsuaVXCkxnYt6qnfcbPfgfCUc1gnnoT8u25pFUJT/4s3K5VwlFN6FvVe5JvzyWtSngyA7tWCUc1IeeJmIib5ln6xDYs32c3OvP36+kaXglPOa9DHnP55jn5PhHhqHqag+9k//i1fHsuaVXCkxnYtUo4qgmP9ETAgcAQoxzraTciD3UnPEFX5qG5r/LF8s03RTiqLc1B71q+PZe0KuHJDOxaJRzVhHrqPcm355JW1VOakX4ewpNvVc+2qvKd2aScEI5qF3Owa5Tw5M/CzY4QvnN7TwAChKMa48y3iqDDkCEmOdfT80GQ7/MMX9GB8MQk8hXbvv57yPf1zB/9joSj+p7m4FHyj3094UlHM3P5zmxSTghHtYs52DVKeNLR7Ei+M5ukkzsg6mYQVpUCir7mU1OvSb49l7Qq4ckM7FolHNWEesr3pKN8R2ZpduRbNbNJOtHTrg357vKluhOe/MymbPR9CEfVWU9vxPfAS3MHfnL3Zgr6EEDVA68dRIZpI1+G43YXPW0TZvoTnvxz1exCvjObjZOPjab2lIAE/iBAPGjVCfmPnvzkGa8l4Um8I17kgHBUg+ip1yHfnktaVU9pRvp5CE++VT3bqjJ8iS41jaaKwvd/pPudSOavCU8mYHYr35lNygnhqHYxB7tGCU86mh3Jd2BDgKnW0OUjxoFGGYBZJhyBV+Y4IfK9hlLCk2/VrmvCkW/V7Ei+M5ukE8KTb9VsVL4zm5QTwlHtYg52jepply/VnfBklmYb8p3ZpJwQjmoXfxZu1yjhybdqdiTfmU3KCeGodjEHu0azPGVNQ5A/byOCSl4PwpNv1a5XwlFNqKfek3x7LmlVwpMZmK3Kd2aTckI4ql3Mwa5RPQ18w8AQ45ilwTVUJhzVKHrqhci355JWJTyZgdmqfGc2KSeEo9rFHOwa1ZN8dwlcozuRA9+qXdeEo5pQT70n+fZc0qqEJzOwa5VwVBMiPwv31Wh331d3x/i+evA3+36EpzPfKoJMXSaGDjENM8mZAZFvvlfCEZfIfF6PTijfR4n9O19PePKzYNcd4agm1FPvSb49l7Qq4ckM7FolHNWEeuo9ybfnkla9Q6JuBmFVLaFJRbMi+c5sUk4IR7WLOdg1SnjSUb4js7TrqLoTWdLT7Em+M5ukE8KTnymzUfnObFJOCEe1iznYNUp40tHs6Ei+hy11h/7kevO1moMAnBDXrsbwveplyLfnklYlPJmBXauEo5pQT70n+fZcuupHV7QmAQlkESAeNf+Dp12nhKOa0A/2fE86mh0ROZDvzJc60RNFcq8P4aimM0+9I44v0UlLvSXmB0ikO9Fl6kQCahI99T7k23NJqxKezMCuVcJRTain3pN8ey5fVQIOdPGIUWonaJwfoL33EeFJR/Mdku/MJuWEcFS7mINdo4QnHc2O5DuzSTkhHNUu5qA3Kt+eS1pVT2lG+nkIT75VPVuqSjiqWfTUG5FvzyWtSnjyZ+F2rRKOakLfqt6TfHsuaVU9pRnp5yE8cW9V1jQ9sceq52302P5X+GrCUe3J5eAK1F4/I+FJR7M3+c5sUk4IR7WLOeiNyrfnklbVU5qRfh7C05FvFQGmkANwgkbpL5HVLwKEJ+C6HGtDvvlqCUe1pTnoXcu355JW1VOakX4ewpNvVc+2qvKd2aScEI5qF3Owa5TwpKPZkXxnNiknhKPaxRzsGiU8fTnCGu3u++ruYnk18ce/H+GovuuZbxVBhyFDTHKup8fv/fffId/vRDJ/TXhiEpnJ59mp5Psswf3fTziqKc3BrivCk45mR/Kd2aScEI5qF3Owa1RP8t0lcI3udyAINx+rVdmAoq/51NRrkm/PJa1KeDIDu1YJRzWhnvS0S+Aa3Yk8maXZtXxnNiknhKPaxRz0RuXbc0mrEp7MwK5VwlFNqKfe05F8D1zqjvxXBpUDk9AngakSV09Dswv5zmxSTghHtYs52DVKeNLR7Ogd+H7M63siAQmcRIB40IoH8heA+8kzXi3Ck3hHvMgB4agG0VOvQ749l7SqntKM9PMQnnyrerZVZfgSXWoaTRWF7/9I9zuRzF8TnkzA7Fa+M5uUE8JR7WIOdo3qSb67BIbuYRePGMe3anANlQlHNYqeeiHy7bmkVQlPZmDXKuGoJtRT70m+PZe0qp52jch3ly/VnfDkZwFlo+9DOKrOeur5UlXCk45mG/Kd2aScEI5qF+Rn4b4apZDJmgPzlLVWzDTyjVHx4yCEJz+zf0T89CHhqIZgPGVN8zTczwbnbURQyetBeGIykMcmZSLCUe2ip96ofHsuaVU97RqR7y5fqjvhyc8Cykbfh3BUnY/0RMCBwASN0l8kq/7fJZfvAJGBGhGK5PK2121PeNLR7F++M5ukEz0l2ehnIRxVZ98r+fYErlElcmAGdl0TjmpCPfWe5NtzSasSnszArlXCUU3oz8L1njC+fXurEAE9TSCzyBDT+JkyuWZ+zkq+M1/ihMhAzaGn3oZ8ey5pVcKTGdi1SjiqCfXUe5JvzyWtqqc0I/08hCffqp5tVeU7s0k5uROSPpe5GYRVpYQmFc2K5DuzSTkhHNUu5mDXqJ52+VLdCU9mibLR9yEcVWc9ybcncI0qkQMzMLuW78wm5YRwVLuYg12jepLvwwSISxMW7Dvwb4BvvlYPX6VHfgNx7er7hV29RxCsfq18V/FizQlPZgDT0TYiHFVjPbV4gU/rP/pu8f3ox7YqAQlIoCdAfGj4Hzz1bKkq4ahm2frgofa8eh897RqU7y5fqjvhybeKstH3IRxVZz1t8yVMaam35A9hT1yS6kQCah9T0FuVb88lraqnNCP9PIQn36qebVXlO7AhwFRr4PIFjTLAslwECE/AdTlWhnzz1RKOaktzsOtaT/LdJXCN7kQOfKtm1/Kd2aScEI5qF3Owa5TwpKN8R2ZpdkRkQL4zX+oE80Q08tEbtYp3RIMcyBfBuNqEcFQD+sysagr79+vErcm6MedttHsf/43uhKOaO+vm/Rskd78n4UlHsyP5zmySTvS0a0O+u3yJ7oSjmsPPA8LG3IPwdKQjAgx0gYNGmS+SJ2H/d/XzhBA5OPKtClJNOKp19NRLlW/PJa2qpzQj/TyEJ9+qnm1V5TuzSTkhHNUu5mDXKOFJR7Mj+c5sUk4IR7WLOdg1inkiGh0om8BiDnYzUN0JTwdeX4hMEX6eDuGImaS6nPePfK/hlPD0fBqvwep3ppTv71B77e8hHNXE5mDXm57ku0vgGt2JHPhW7bomHNWEeuo9ybfnkla9A6JuhmBVK6Doaz419Zrk23NJq+opzUg/D+HJt6pnS1UJRzWLnigjfR/Ck456tlWV78wm5YRwVLuYg96ofHsuaVXCkxnYt6qnXcbH8SUWKuRB4b4jf7KqlYKW2r3W/0p34uppaFYn35lNygnhqHYxB7tGCU86mh1t8f2Yv6UnEpBAEfjvExh81Hp4xINWnW9Yo37Od6+K9xo3gPDkWzW7lu/MJuWEcFS7mINdo4QnHc2OGL5EF9M0WZLuRCarrqddH/Ld5Ut1Jzz5mU3Z6PsQjqqznuTbE/ihSlw+6OIFjfIDsPc+IhwVQejKHCdDvtdQqqf38eRbNbsmciDfmS9xQjiqOfTU25BvzyWtSngyA7tWCUc1oZ7yPelodkTkQL4zX+oE8UQ0qYUU3moVb4sFK8oXQ7naiPDkE7OqCPpPPKmPAuLGFK+cW3PeRrv38d/qTnjKuXX/FsXd70s4qgn11HuSb88lraqnXSPy3eVLdSc8+VlA2ej7EI6q85GeCDgQmKBR+otkNez/rn6eECIDRQWK5HmAoY30BIEc2sh3ABNWJjz5Vu1KJRzVhHrqPcm355JWJTyZgV2rhKOaUE+9J/n2XNKqekoz0s9DePLvhevZVhXhO7f3BCBAOKoxzvzMJugwZHImAS5dYAv5Bkr5NhLhqFoyifw23AG/lO81JOrpfTz5Vs2uiRzId+ZLnBCOag49ETbmHoQnHcl3JpB/cidC8LnmzSCsyiY0qWhWJN+ZTdKJnpJs9LMQjqqz71XPl6oSnnRE2ej7EI6qs57k2xO4RpXIgRmYXct3ZpNyQjiqXczBrlE9yfdhAsSlCQv2HfhpuJuv1cNX6ZHfQFy7+n5hV+8RBKtfK99VvFhzwpMZwHS0jQhH1VhPLd6/fVr/yfqj/1KrEpAAQeDPoD3by0etJ4jxJRopqZf0WRXviCbmgHBUyxiDXql8ey5pVcKTGdi1SjiqCfXUe+L4cp36Sd+7Kt1r+Cc8+VbNruU7s0k5IRzVLuZg1yjhSUezI/kObAgw1Rq4fEGjDLAsFwHCE3BdjpUh32uo1VO+J8JRbel71buWb88lrUp4MgOzVfnObFJOCEe1iznYNUp40lG+I7M0OyIyIN+ZL3WCeSIa+eiNWsU7okEO5ItgXG1COKoBfWZWNYX9+/Xzbg2xkRnIz4Bv1a6j6k5kSU+zJ/nObJJOCE9+psxG5TuzSTkhHNUu5mDXKOHpSEcEGOgCB42yexkv3l1PuwLlu8uX6k54OvIzBQIsXwjkYhvCUY1nDhYlfbYmPOlodiTfmU3KCeGodjEHu0b1JN9dAtfoTuTAt2rXNeGoJrwRjQ6UTWD54rt7Dd6+O+HpwOv7eS8IMswNzpnkzLjI9xpeCU9nvlWMP/kyHLe76Gmb8PP9CUc1he9V70K+PZe0KuHJDOxaJRzVhHrqPcm355JWvQOiboZgVSug6Gs+NfWa5NtzSavqKc1IPw/hybeqZ0tVCUc1i54oI30fwpOOerZVle/MJuWEcFS7mIPeqHx7LmlVPaUZ6echPPlW9WyrehxfYqECE3Rp7oilWiloqWJ82D/E1dPQfCnkO7NJOSEc1S7mYNeonn6d78evf6lfKQEJ/FsEiEfND57ZHsKXaFIjKqoVJd4WS1yR8GQEZq3yndmknBCOahdzsGuU8KSj2RHHl+s0T/u+J9LNd084qi19r3rX8u25pFUJT2Zg1yrhqCbUU+9Jvj2XryoBB7p4QaP8AOy9jwhHRRC6MsfJkO81lOrpfTz5Vs2uiRzId+ZLnBCOag499Tbk23NJqxKezMCuVcJRTagnPe0S2O1uDnb5Ut0JT8hf/l0L+ei1WglH4m3RfhXlO7NJOiE8+cTsGiUc1YScJ2Iibppn6RPbsHyf3ejM36+na3glPOW8DnnM5Zvn5PtEhKPqaQ6+k/3j1/LtuaRVCU9mYNcq4agmPNITAQcCQ4xyrKfdiDzUnfAEXZmH5r7KF8s33xThqLY0B71r+fZc0qqEJzOwa5VwVBPqqfck355LWpXwZAb2reppl7F8d/kS3QlHNYfvFWFj7kF48mfhlvnO7T0BCBAZqDHOfKsIOgyZnEmASxfYQr6BUr6NRDiqlkwivw13wC/lew2JenofT75Vs2siB/Kd+RInhKOaQ0+EjbkH4UlH8p0J5J/ciRB8rnkzCKuyIU1+pgyW5DuACSsTnnyqdqUSjmpCPeV70lG+I7M0O/Ktmtkknehp14Z8d/lS3QlPfmZTNvo+hKPqrKc34nvgpbn/5/mlbqagDwFUfd7QH4P4VvVC5NtzSavqKc1IPw/hKf2t+uhXtyoBCZxGgHjQikn6o/ZvecP4Eo2UNF4D8Y5oYg4IR7WMMeiVyrfnklYlPJmBXauEo5pQT70nji/XqZ/0vavSvYZ/wpNv1exavjOblBPCUe1iDnaNEp50NDuS78CGAFOtgcsXNMoAy3IR0NPuPZDvLl+qO+EJeDapdY7sQzgqMHrqr4d8ey5pVcKTGZityndmk3JCOKpdzMGuUT3t8qW6E57M0mxDvjOblBPCUe2C/AXghmm8FoQn8Y54kX8nKN+ZL3FCZKDm0BNhY+6R5Slrmpnar5+ct9Gv736lryQ8+VbtGicc1YR66j3Jt+eSViU8mYHZqnxnNiknhKPaxRzsGiU8HemIAANeYGKcIz3txuOh7oQj8Mo8NPsVvli+V7DE/Eyob9XsmsiBfGe+xAnhqObQE2Fj7kF40pF8ZwL5J0QGaktzsOtaT/LdJXCN7kQOfKt2XROOakJ/Fq73hPHt21uFCBCeznyrCDIl6Xk6OZNAly6sjXzDhAzj6GkAA5XlC4FcbkN4ev5TaXnJi7cnHBUCPfUXQb49l7Qq4ckM7FolHNWEeuo9ybfnkla9Q6JuBmFVLaFJRbMi+c5sUk4IR7WLOdg1SnjSUb4js7TrqLoTWdLT7Em+M5ukE8KTnymzUfnObFJOCEe1iznYNUp40tHs6Ei+hy11h/7kevO1moMAnBDXrsbwveplyLfnklYlPJmBXauEo5pwy9PH7vp2l4AETiNAPGpbD9oJrBG+RJOCqaj2Som3xRJXJDwZgVmrfGc2KSeEo9rFHOwa1dNV+BKmTNNkW7oTmZw64ai2MQW9U/n2XNKqhCczsGuVcFQT6qn3JN+ey1eVgANdPGKU2gka5wdo731EeNLRfIfkO7NJOSEc1S7mYNco4UlHsyP5zmxSTghHtYs56I3Kt+eSVtVTmpF+HsKTb1XPlqoSjmoWPfVG5NtzSasSnpC//LvAGKb2ehCOxNui/SrKd2aTdKKnJBvzLIQn7qMga5qZ2q+fnLfRr+9+la8kHNWuXA6uQu61cxKedDQ7k+/MJuWEcFS7mIPeqHx7LmlVwpMZ2LVKOKoJj/REwIHAEKMc62k3Ig91JzxBV+ahua/yxfLNN0U4qi3NQe9avj2XtCrhyQzsWiUc1YR66j3Jt+eSVtVTmpF+HsKTb1XPtqryndmknBCOahdzsGuU8OTPws2OEL5ze08AAoSjGuPMt4qgw5AhJjnX0/NBkO/zDF/RgfDEJPIV277+e8j39cwf/Y6Eo/qe5uBR8o99PeFJRzNz+c5sUk4IR7WLOdg1qif57hK4Rvc7EISbj9WqbEDR13xq6jXJt+eSViU8mYFdq4SjmlBPetolcI3uRJ7M0uxavjOblBPCUe1iDnqj8u25pFUJT2Zg1yrhqCbUU+/pSL4HLnUHfnL3Zgr6EIBV4ur5Vs1C5DuzSTkhHNUu5mDXKOGpc/SxO7bdJSABCfyTAPGgVdfuUfvnd3u/CsaXaKSk8QKKd0QTc0A4qmWMQa9Uvj2XtKqe0oz08xCefKt6tlVl+BJdahpNFYXv/0j3O5HMXxOeTMDsVr4zm5QTwlHtYg52jepJvrsEhu5hF48Yx7dqcA2VCUc1ip56IfLtuaRVCU9mYNcq4agm1FPvSb49l7SqnnaNyHeXL9Wd8ORnAWWj70M4qs566vlSVcKTjmYb8p3ZpJwQjmoX5C8AN0zjtSA8iXfEC/3cwtzfE4aAOWA4bnYhHNV8zHuVNQ3B/byNCCp5PQhPTAby2KRMRDiqXfTUG5VvzyWtSngyA7NV+c5sUk4IR7WLOdg1qqeBbxgYYhyzNLiGyoSjGkVPvRD59lzSqoQnMzBble/MJuWEcFS7mINdo3qS7y6Ba3QncuBbteuacFQT6qn3JN+eS1qV8GQGdq0SjmpC5Gfhvhrt7vvq7hjfVw/+Zt9PT5PwLDLENH6mTK6pv8tq7u/J8wSIDNQU5qB3Id+eS1qV8GQGdq0SjmpCPfWe5NtzSavqKc1IPw/hybeqZ1tV+c5sUk7uhKTPZW4GYVUpoUlFsyL5zmxSTghHtYs52DVKeNLRrqPqrqd9xs9+B8JRzWCeehPy7bmkVQlPZmC2Kt+ZTcoJ4ah2MQe7RglPOpodHcn3sKXuyP/tot4qkzAn4fkT4trVFFrqXci355JWJTyZgV2rnaOP3W9pdwmcQaALz69s5qP2K5R+/2t+18tfv6OO/krj7/8b4Us0qbEU9Xc5//9X4m2xxBX1tKtEvrt8qe6EJz8KKBt9H8JRddbTNl/ClJZ6S/6Qz8QlqU4koPYxBb1V+fZc0qp6SjPSz0N48q3q2VZVvgObIDDEKLWlORhcQ2XCk45mGfKd2aScEI5qF3Owa5TwpKPZkXxnNkknetq1Id9dvkR3wlHN4ecBYWPuQXjS0cyXOCEc1Rx66m3It+eSViU8+Zd/71olHNWEvlW9J/n2XNKqekoz0s9DeOLeqqxpemKPVc/b6LH9r/DVhKPak8vBFai9fkbCk45mb/Kd2aScEI5qF3PQG5VvzyWtqqc0I/08hKcj3yoCTCEH4ASN0l8iq18ECE/AdTnWhnzz1RKOaktz0LuWb88lraqnNCP9PIQn36qebVXlO7NJOSEc1S7mYNco4UlHsyP5zmxSTghHtYs52DWKeSIaHSibwGIOdjNQ3QlPB15fiEwRfp4O4YiZpLqc9498r+GU8PR8Gq/B6nemlO/vUHvt7yEc1cTmYNcb4UlHsyP5zmySTvSUZKOfhXBUnX2v5NsTuEb1DgThZghWZQOKvuZTU69Jvj2XtCrhyQzsWiUc1YR60tMugWt0J/JklmbX8p3ZpJwQjmoXc9AblW/PJa1KeDIDu1YJRzWhnnpPR/I9cKk78lNWlQOT0CeBqRJXT0OzC/nObFJOCEe1izn4daMfv/6lfqUEJPAoAeJR80F7lPpjX084qu+op547xhdr1M/57lXxXuMGEJ58q2bX8p3ZpJwQjmoXc7BrlPCko9kRw5foYpomS9KdyGTVCU++VbNT+c5skk70lGSjn4VwVJ19r+TbExiqYRePGMcMDK6hMuGoRtFTL0S+PZe0KuHJDOxaJRzVhHrqPcm355JW1dOuEfnu8qW6E578LKBs9H0IR9VZTz1fqkp40tFsQ74zm5QTwlHtcsMapZDJmkO8uz7ku8uX6k548jObstH3IRxVZ8ZT1jQ9sceq52302P5X+WrCE5OBqxB7/ZyEo5paT707+fZc0qp62jUi312+VHfCk58FlI2+D+GoOh/piYADgQkapb9IVqG/junQLAH3g8hAjQFFEtjozBZ62vUq312+VHfCk28VZaPvQziqznqSb0/gGlUiB2Zg1zXhqCbUU+9Jvj2XtCrhyQzsW0U8EU1q1QOFE2gOxLJ/sR/4DoSjQ6/v51oEHeYG50zywOW60JfKN18W4ai2ZBKZz+vRCeX7KLF/5+sJT2Zg1x3hqCbUU+9Jvj2XtKqe0oz08xCefKt6tlWV78wm5eROSPpc5mYQVpUSmlQ0K5LvzCblhHBUu5iDXaN62uVLdSc8mSXKRt+HcFSd9STfnsA1qkQOzMDsWr4zm5QTwlHtYg52jepJvg8TIC5NWLDvwL8BvvlaPXyVHvkNxLWr7xd29R5BsPq18l3FizUnPL1LBj4w6jaSgARWCBAPWg32Lo/aioRfaEp40tEMGuOLNZpnfecT8ebbJxzVlr5XvWv59lzSqoQnM7BrlXBUE+qp98TxJTppqbfkD2FPXJLqRAJqH1PQW5VvzyWtqqc0I/08hCffqp5tVeU7sCHAVGvg8gWNMsCyXAQIT8B1OVaGfPPVEo5qS3Ow61pP8t0lcI3uRA58q2bX8p3ZpJwQjmoXc7BrlPCko3xHZml2RGRAvjNf6gTzRDTy0Ru1indEgxzIF8G42oRwVAP6zKxqCvv36+fdGmIjM5CfAd+qXUfVnciSnmZP8p3ZJJ0QnvxMmY3Kd2aTckI4ql3Mwa5RwtORjggw0AUOGmX3Ml68O+HpyCxBXuULgVxuo6ddwPLd5Ut0JxzVHH4eEDbmHoQnHcl3JpB/QmSgtjQHu64JTzqaHcl3ZpNyQjiqXczBrlHME9HoQNkEFnOwm4HqTng68PpCZIrw83QIR8wk1eW8f+R7DaeEp+fTeA1WvzOlfH+H2mt/D+GoJjYHu970JN9dAtfoTuTAt2rXNeGoJtRT70m+PZe06h0QdTMEq1oBRV/zqanXJN+eS1pVT2lG+nkIT75VPVuqSjiqWfREGen7EJ501LOtqnxnNiknhKPaxRz0RuXbc0mr6inNSD8P4cm3qmdb1eP4EgsVmKBLc0cs1UpBSxXjw/4hrp6G5ksh35lNygnhqHZJz8FHCnDnkIAEdgkQj1r6g7ZLcL874aim1FPvCuOLNernfPeqeK9xAwhPvlWza/nObFJOCEe1iznYNUp40tHsiOFLdDFNkyXpTmSy6nra9SHfXb5Ud8KTn9mUjb4P4ag660m+PYEfqsTlgy5e0Cg/AHvvI8JREYSuzHEy5HsNpXp6H0++VbNrIgfynfkSJ4SjmkNPvQ359lzSqoQnM7BrlXBUE+pJT7sEdrubg12+VHfC041oUgv56LVaxdtiwYryxVCuNiI8+cSsKoL+E0/yo+CsW0NsUzfAHOTnQEe7jqo7kSc9zZ7kO7NJOSEc1S7moDcq355LWpXwZAZ2rRKOasIjPRFwIDBBo+xeyAt3JxwdmyXAq3wBiC9ooaddyPLd5Ut1JzxBf3ygVjquD+GooOipvxry7bmkVQlPZmDXKuGoJtRT70m+PZe0qp7SjPTzEJ78WbiebVURvnN7TwAChKMa48zPbIIOQyZnEuDSBbaQb6CUbyMRjqolk8hvwx3wS/leQ6Ke3seTb9XsmsiBfGe+xAnhqObQE2Fj7kF40pF8ZwL5J3ciBJ9r3gzCqmxIk58pgyX5DmDCyoQnn6pdqYSjmlBP+Z50lO/ILM2OfKtmNkknetq1QfD1s2DXUXXX0z7jZ78D4ahmME+9iSP5EkuFXZg78FrdTEEfAqhKXLsaJezqQXSebyPf5xm+ogPhaTMDH6+A4PeQgATOIEA8aEVi81E7g/RzW+jpOX7/63djfIlGhmnUJd4RTcwB4aiWMQa9Uvn2XNKqhCczsGuVcFQT6qn3xPHlOvWTvndVutfwT3jyrZpdy3dmk3JCOKpdzMGuUcKTjmZH8h3YEGCqNXD5gkYZYFkuAnravQfy3eVLdSc8Ac8mtc6RfQhHBUZP/fWQb88lrUp4MgOzVfnObFJOCEe1iznYNUp40tGuo+qup13G8t3lS3QnHNUcyF8A7qM3KiU8iXfE62fBjCbmhMhALWMOdpUSnjhHxDRZt4bYiOO7e5eu2p1wlHXrrmri57n19DOfZ0/l+yzB1/x+wpOfKbMr+c5sUk4IR7WLOdg1Sng60hEBBrrAQaPsXsaLd9fTrkD57vKluhOejvxMgQDLFwK52IZwVOOZg0VJn60JTzqaHcl3ZpNyQjiqXczBrlE9yXeXwDW6Eznwrdp1TTiqCf1ZuN4TxrdvbxUiQHg6860iyJSk5+nkTAJdurA28g0TMoyjpwEMVJYvBHK5DeHp+U+l5SUv3p5wVAj01F8E+fZc0qqEJzOwa5VwVBPqqfck355LWvUOiboZhFW1hCYVzYrkO7NJOSEc1S7mYNco4UlH+Y7M0q6j6m6WdhnLd5cv1V1PFMl/9iHYVlc/s//JlqzoiaS514vwZJZmP8fxJRYqXEGX5o78ybVWClpqvpKXPSGunoZm/fKd2aScEI5qly4HHylLOocEJPA+BDYftfehuL8p4an74Nmf/BrfAeFLNClcimovjXhbLHFFwpMRmLXKd2aTckI4ql3Mwa5RPV2FL2HKNE22pTuRyakTjmobU9A7lW/PJa1KeDIDu1YJRzWhnnpP8u25fFUJONDFI0apnaBxfoD23keEJx3Nd0i+M5uUE8JR7WIOdo0SnnQ0O5LvzCblhHBUu5iD3qh8ey5pVcKTGdi1SjiqCfWkp10Cu93NwS5fqjvhCfnLv2shH71WK+FIvC3ar6J8ZzZJJ4Qnn5hdo4SjmpDzREzETfMsfWIblu+zG535+/V0Da+Ep5zXIY+5fPOcfJ+IcFQ9zcF3sn/8Wr49l7Qq4ckM7FolHNWER3oi4EBgiFGO9bQbkYe6E56gK/PQ3Ff5YvnmmyIc1ZbmoHct355LWpXwZAZ2rRKOakI99Z7k23NJq+opzUg/D+HJt6pnW1X5zmxSTghHtYs52DVKePJn4WZHCN+5vScAAcJRjXHmW0XQYcgQk5zr6fkgyPd5hq/oQHhiEvmKbV//PeT7euaPfkfCUX1Pc/Ao+ce+nvCko5m5fGc2KSeEo9rFHOwaJTzpaHYk35lN0skdEHUzCKtKAUVf86mp1yTfnktalfBkBnatEo5qQj3le9JRviOzNDvyrZrZJJ3oadeGfHf5Ut0JT35mUzb6PoSj6qynN+J74KW5Az+5ezMFfQig6oHXDiLDtJEvw3G7y189/fm/P7a/qf0lcHUC/31iAf+A+wS8X/itfz5kv/Cl45foaESDHBCOahA99TowvkQjJfWSPqviHdHEHBCOahlj0CuVb88lraqnNCP9PIQn36qebVUZvkSXmkZTReH7P9L9TiTz14QnEzC7le/MJuWEcFS7mINdo4QnHc2O5DuwIcBUa+jyEeNAowzALBOOwCtznBD5XkMp4cm3atc14ci3anYk35lN0gnhybdqNirfmU3KCeGodjEHu0b1tMuX6k54MkuzDfnObFJOCEe1C/IXgBum8VoQnsQ74oV+bmHu78nzBIgM1BTm4HkXP3XI8pQ1zU/cfvXsvI1+dfNrfR3hybdq1znhqCbUU+9Jvj2XtCrhyQzMVuU7s0k5IRzVLuZg16ieBr5hYIhxzNLgGioTjmoUPfVC5NtzSasSnszAbFW+M5uUE8JR7WIOdo3qSb67BK7RnciBb9Wua8JRTain3pN8ey5pVcKTGdi1SjiqCf1ZuN4TxrdvbxUiQHg6860iyJQkhg4xDTMJdPHC2sg3TEgzDuGo2pqDBu5nSb49l7Qq4ckM7FolHNWEeuo9ybfnklYlPJmBXauEo5pQT70n+fZc0qp3SNTNIKyqJTSpaFYk35lNygnhqHYxB7tGCU86yndklnYdVXciS3qaPcl3ZpN0QnjyM2U2Kt+ZTcoJ4ah2MQe7RglPOpodHcn3sKXu0J9cb75WcxCAE+La1Ri+V70M+fZcNqsfm83tLYF3J0A8an5g7N4iwlFNqKd8TzqaHRE5QP6DJ8M0SiIciXfEix0QnnyrZh3yndkknegpyUY/C+GoOvtebfMlTGmpt8T8AIl0J7pMnUhATaKn3od8ey5pVcKTGdi1SjiqCfXUe5Jvz+WrSsCBLh4xSu0EjfMDtPc+IjzpaL5D8p3ZpJwQjmoXc7BrlPCko9mRfGc2KSeEo9rFHPRG5dtzSavqKc1IPw/hybeqZ0tVCUc1i556I/LtuaRVCU/+LNyuVcJRTehb1XuSb88lraqnNCP9PIQn7q3KmqYn9lj1vI0e2/8KX004qj25HFyB2utnJDzpaPYm35lNygnhqHYxB71R+fZc0qp6SjPSz0N4OvKtIsAUcgBO0Cj9JbL6RYDwBFyXY23IN18t4ai2NAe9a/n2XNKqhCczsG9VT7uM5bvLl+hOOKo5fK8IG3MPwpOO5DsTyD8hMlBbmoNd14QnfxZudoTwndt7AhAgHNUYZ75VBB2GDDHJuZ6eD4J8n2f4ig6EJyaRr9j29d9Dvq9n/uh3JBzV9zQHj5J/7OsJTzqamct3ZpNyQjiqXczBrlE9yXeXwDW634Eg3HysVmUDir7mU1OvSb49l7Qq4ckM7FolHNWEetLTLoFrdCfyZJZm1/Kd2aScEI5qF3PQG5VvzyWtSngyA7tWCUc1oZ56T0fyPXCp+3+YpW4moQ8CVCUs+VbNMuQ7s/l+8vG94K8lIIEsAsSDVhv5obHrlfCko3xHZml2RGTgiy/RyDCNosQ7ook5IBx9ZSlmo6xB5JvlY5pGTxOZrDrhyY/s2SnDl+hSM2qqMyXdjkpejfBkAmav8p3ZpJwQjmoXc7BrVE/y3SUwdA+7eMQ4vlWDa6hMOKpR9NQLkW/PJa1KeDIDu1YJRzWhnnpP8u25pFX1tGtEvrt8qe6EJz8LKBt9H8JRddZTz5eqEp50NNuQ78wm5YRwVLv4F4DvGsU87Y552e7yvYY6wpOf2buuCUc1IeMpaxqC/HkbEVTyehCemAzksUmZiHBUu+ipNyrfnktalfBkBmar8p3ZJJ3oKclGPwvhqDof+V4RcCAwQaP0F8kq9NcxHZol4H4QGagxoEgCG53ZgvCko/luyHdmk3JCOKpdzMGuUT3Jd5fANboTOfCt2nVNOKoJ9dR7km/PJa1KeDIDu1YJRzWhPwvXe8L49u2tQgT0NIHMIkNM42fK5Po/yL8bl+/MlzghMlBz6Km3Id+eS1qV8GQGdq0SjmpCPfWe5NtzSavqKc1IPw/hybeqZ1tV+c5sUk7uhKTPZW4GYVUpoUlFsyL5zmxSTghHtYs52DWqp12+VHfCk1mibPR9CEfVWU/y7Qlco0rkwAzMruU7s0k5IRzVLuZg1yjhSUezoyP5HrjUHfg3wDdfqzkIwAlx7WoM36texrvw/ejXtyoBCZxGgHjU/MDYvRWEo5pQT/medDQ7InLgf/A08yVOCEc1hzkgbMw99DSzIU7kS1Dc70F48q3a9UQ4qgn11Hvi+BKdtNRb8oewJy5JdSIBtY8p6K3Kt+eSVtVTmpF+HsKTb1XPtqryHdgQYKo1cPmCRhlgWS4ChCfguhwrQ775aglHtaU52HWtJ/nuErhGdyIHvlWza/nObFJOCEe1iznYNUp40lG+I7M0OyIyIN+ZL3VCePp6q7BG1GZn9RHvrk/57vIluhOOag7/bEXYmHsQnjhHWdPM1H795LyNfn33q3wl4ah25XJwFXKvnZPwpKPZmXxnNiknhKPaxRz0RuXbc0mr6inNSD8P4enIt4oAU8gBOEGj9JfI6hcBwhNwXY61Id98tYSj2tIc9K7l23NJq+opzUg/D+HJt6pnW1X5zmxSTghHtYs52DVKeNLR7Ei+M5uUE8JR7WIOdo1inohGB8omsJiD3QxUd8LTgdcXIlOEn6dDOGImqS7n/SPfazglPD2fxmuw+p0p5fs71F77ewhHNbE52PWmJ/nuErhGdyIHvlW7rglHNaGeek/y7bmkVe+AqJshWNUKKPqaT029Jvn2XNKqhCczsG9VT/uMn/0OhKOawTw9a+Ln30940tHMWL4zm5QTwlHtYg56o/LtuaRVCU9mYNcq4agm1FPv6Ui+By51R37KqnJgEvokMFXi6mlodpHO92Me3RMJSEACfydAPGjV0Q+Nv3Olf0V40hFt5e/9CEfVUU9/5/rnrzC+WKM/J/P//CsB8f6VRu7/Jjz5Vs1+5TuzSTkhHNUu5mDXKOFJR7Mjhi/RxTRNlqQ7kcmq62nXh3x3+VLdCU9+ZlM2+j6Eo+qsJ/n2BH6oEpcPunhBo/wA7L2PCEdFELoyx8mQ7zWUEp7MwL5rPe0ylu8uX6I74ajm8L3qbci355JWJTyZgV2rhKOaUE/5nnQ0OyJyIN+ZL3FCOKo5blgjYqvzeoh316l8d/lS3QlPfqZQNvo+hKPqzHjKmqYn9lj1vI0e2/8qX014YjJwFWKvn5NwVFPrqXcn355LWlVPu0bku8uX6k548rOAstH3IRxV5yM9EXAgMEGj9BfJKvTXMR2aJeB+EBmoMaBIAhud2UJPu17lu8uX6k548q2ibPR9CEfVWU/y7Qlco0rkwAzsuiYc1YR66j3Jt+eSVtVTmpF+HsKTPwvXs60qwndu7wlAgHBUY5z5mU3QYcjkTAJcusAW8g2U8m0kwlG1ZBL5bbgDfinfa0gkPJmBfdd62mUs312+RHfCUc3he0XYmHsQnnQk35lA/smdCMHnmjeDsCqb0KSiWZF8ZzYpJ4Sj2sUc7BrV0y5fqjvhySxRNvo+hKPqrCf59gSuUSVyYAZm1/Kd2aScEI5qF3Owa1RP8n2YAHFpwoJ9B34a7uZr9fBVeuQ3ENeuvl/Y1XsEwerXbvL9WJ3c5hI4hMDvhNAHbZb/Ozy/d5PvdyLsrwlHNZGeWC/fu+npOxH21xhfopFhGuWKd0QTc0A4qmWMQa9Uvj2XtCrhyQzsWiUc1YR66j1xfLlO/aTvXSXomoH9O6SnXcby3eVLdCcc1Ry+V4SNuQfhSUfynQkMJ8TFq9bA5QsaZYBluQgQnoDrcqwM+earJRzVluZg17We5LtL4BrdiRz4Vs2u5TuzSTkhHNUu5mDXKOFJR/mOzNLsiMiAfGe+1AnmiWjkozdqFe+IBjmQL4JxtQnhqAb0mVnVFPbv18+7NcRGZiA/A75Vu46qO5ElPc2e5DuzSTohPPmZMhuV78wm5YRwVLuYg12jhKcjHRFgoAscNMruZbx4dz3tCpTvLl+qO+HpyM8UCLB8IZCLbQhHNZ45WJT02ZrwpKPZkXxnNiknhKPaxRzsGtWTfHcJXKM7kQPfql3XhKOa8EY0OlA2geWL7+41ePvuhKcDr+/nvSDIMDc4Z5Iz4yLfa3glPJ35VjH+5Mtw3OxCOKr5zMGmpaQ/Pezu+W91Nwf/FvnHvi/hybfqMeaPfjXhqL6nnnry8u25pFXvgKibIVjVCij6mk9NvSb59lzSqnpKM9LPQ3jyrerZUlXCUc2iJ8pI34fwpKOebVXlO7NJOSEc1S7moDcq355LWlVPaUb6eQhPvlU926oex5dYqMAEXZo7YqlWClqqGB/2D3H1NDRfio7vx/zlnkhAAs8Q6AL3O/181Hpq8u25pFX1lGakn4fw5FvVs60qwpdoUsMoqij84x/x/gNJZIHwZARmtfKd2aScEI5qF3Owa5TwpKPZEceX6zRP+54nBNkiZw5274+e5LtL4BrdiRz4Vu26JhzVhHrqPcm35/JVJeBAFy9olB+AvfcR4agIQlfmOBnyvYZSPb2PJ9+q2TWRA/nOfIkTwlHNoafehnx7LmlVwpMZ2LVKOKoJ9aSnXQK73c3BLl+qO+EJ+cu/ayEfvVYr4Ui8LdqvonxnNkknhCefmF2jhKOakPNETMRN8yx9YhuW77Mbnfn79XQNr4SnnNchj7l885x8n4hwVD3NwXeyf/xavj2XtCrhyQzsWiUc1YRHeiLgQGCIUY71tBuRh7oTnqAr89DcV/li+eabIhzVluagdy3fnktalfBkBnatEo5qQj31nuTbc0mrEp7MwL5VPe0ylu8uX6I74ajm8L0ibMw9CE/+LNwy37m9JwABIgM1xplvFUGHIZMzCXDpAlvIN1DKt5EIR9WSSeS34Q74pXyvIVFP7+PJt2p2TeRAvjNf4oRwVHPoibAx9yA86Ui+M4H8kzsRgs81bwZhVTakyc+UwZJ8BzBhZcKTT9WuVMJRTainfE86yndklmZHvlUzm6QTPe3akO8uX6o74cnPbMpG34dwVJ319EZ8D7w0d+D/F9qbKehDAFUPvHYQmb7NR1+2KgEJpBAgHjX/8DXblO/MJulET0k2+lkIR9XZ92qZLyFKSb2kz6p4RzQxB4SjWsYY9Erl23NJqxKezMCuVcJRTain3hPHl+vUT/reVelewz/hybdqdi3fmU3KCeGodjEHu0YJTzqaHcl3YEOAqdbA5QsaZYBluQjoafceyHeXL9Wd8AQ8m9Q6R/YhHBUYPfXXQ749l7Qq4ckMzFblO7NJOSEc1S7mYNeonnb5Ut0JT2ZptiHfmU3KCeGodkH+AnDDNF4LwpN4R7zIvxOU78yXOCEyUHPoibAx98jylDXNTO3XT87b6Nd3v9JXEp58q3aNE45qQj31nuTbc0mrEp7MwGxVvjOblBPCUe1iDnaNEp6OdESAAS8wMc6Rnnbj8VB3whF4ZR6a/QpfLN8rWGJ+JtS3anZN5EC+M1/ihHBUc+iJsDH3IDzpSL4zgfwTIgO1pTnYda0n+e4SuEZ3Ige+VbuuCUc1oT8L13vC+PbtrUIECE9nvlUEmZL0PJ2cSaBLF9ZGvmFChnH0NICByvKFQC63ITw9/6m0vOTF2xOOCoGe+osg355LWpXwZAZ2rRKOakI99Z7k23NJq94hUTeDsKqW0KSiWZF8ZzYpJ4Sj2sUc7BolPOko35FZ2nVU3Yks6Wn2JN+ZTdIJ4cnPlNmofGc2KSeEo9rFHOwaJTzpaHZ0JN/DlrpDf3K9+VrNQQBODrt2I5GP8cQDCUjgGALEg1Yw/ANYfyXk23NJq+opzUg/D+HJt6pnW1WEL9GkhlFUUfjHP+L9B5LIAuHJCMxq5TuzSTkhHNUu5mDXqJ6uwpcwZZom29KdyOTUCUe1jSnoncq355JWJTyZgV2rhKOaUE+9J/n2XL6qBBzo4hGj1E7QOD9Ae+8jwpOO5jsk35lNygnhqHYxB7tGCU86mh3Jd2aTckI4ql3MQW9Uvj2XtKqe0oz08xCefKt6tlSVcFSz6Kk3It+eS1qV8IT85d8FxjC114NwJN4W7VdRvjObpBPCk0/MvtEsT1nTEPTP24igktWDcFQb+V7teiU86Wh2JN+ZTcoJ4ah2MQe9Ufn2XNKqhCczsGuVcFQTHumJgAOBIUY51tNuRB7qTniCrsxDc1/li+Wbb4pwVFuag961fHsuaVXCkxnYtUo4qgn11HuSb88lraqnNCP9PIQn36qebVXlO7NJOSEc1S7mYNco4cmfhZsdIXzn9p4ABAhHNcaZbxVBhyFDTHKup+eDIN/nGb6iA+GJSeQrtn3995Dv65k/+h0JR/U9zcGj5B/7esKTjmbm8p3ZpJwQjmoXc7BrVE/y3SVwje53IAg3H6tV2YCir/nU1GuSb88lrUp4MgO7VglHNaGe8j3paNdRdSfypKfZk3xnNiknhKPaxRz0RuXbc0mrEp7MwK5VwlFNqKfe05F8D1zqDvzJ9WYK+hBA1Stcuw9oV9tIQAJvQOAKj9qVNcj3GvYIT/5fQnZdE45qQj31njC+RCMl9ZI+q+Id0cQcEI5qGWPQK5VvzyWtqqc0I/08hCffqp5tVRm+RJeaRlNF4fs/0v1OJPPXhCcTMLuV78wm5YRwVLuYg12jepLvLoGhe9jFI8bxrRpcQ2XCUY2ip16IfHsuaVXCkxnYtUo4qgn11HuSb88lrUp4MgOzVfnObJJO9JRko5+FcFSdfa96vlSV8KSj2YZ8ZzYpJ4Sj2gX5C8AN03gtCE/iHfFCP7cw9/fkeQJEBmoKc/C8i586ZHnKmuYnbr96dt5Gv7r5tb6O8ORbteuccFQT6qn3JN+eS1qV8GQGZqvyndmknBCOahdzsGtUTwPfMDDEOGZpcA2VCUc1ip56IfLtuaRVCU9mYLYq35lNygnhqHYxB7tG9STfXQLX6E7kwLdq1zXhqCbUU+9Jvj2XtCrhyQzsWiUc1YTIz8J9Ndrd99XdMb6vHvzNvp+eJuFZZIhp/EyZXFN/l9Xc35PnCRAZqCnMQe9Cvj2XtCrhyQzsWiUc1YR66j3Jt+eSViU8mYF9q3raZSzfXb5E9zsh6XOQmw8WoWPsQWhS0YjX/z52RhNzQmSgljEHu0oJTzrKd2SWdh1VdyJLepo9yXdmk3RCePIzZTYq35lNygnhqHYxB7tGCU86mh0dyfewpe7Qn1xvvlZzEIAT4trVGN179QHMZwsJSEACDxEgHrXusZLPOgAAQABJREFUQXtoiIO/WL75cglHtaU52HVNeNLR7AjhSzQxTKMk8Y5oog70tKtDvrt8qe6EJz+zKRt9H8JRddbTNl/ClJZ6S8wPkEh3osvUiQTUJHrqfci355JWJTyZgX2retplLN+BbxAYYpTa0vdqcA2VCU86mmXId2aTckI4ql3Mwa5RwpOOZkfyndmknBCOahdz0BuVb88lraqnNCP9PIQn36qeLVUlHNUseuqNyLfnklYlPPmXf+9aJRzVhL5VvSf59lzSqnpKM9LPQ3ji3qqsaXpij1XP2+ix/a/w1YSj2pPLwRWovX5GwpOOZm/yndmknBCOahdz0BuVb88lraqnNCP9PISnI98qAkwhB+AEjdJfIqtfBAhPwHU51oZ889USjmpLc9C7lm/PJa2qpzQj/TyEJ9+qnm1V5TuzSTkhHNUu5mDXKOFJR7Mj+c5sUk4IR7WLOdg1Snj6coQ12t331d3F8mriv/f99DRxyyFDTFJb+pnSu/5/7NxtklzJbYZRt8R9eetemdoEFRMxQQFUf7wgUdVn/liTt5nMPE/h1lhBDd/e5dpqopMZmKvynW2uPEk0qruYg92iiU4azY34zjZXniQa1V3MwW5RnfjuCjzG7q+BQXjxslqNHUj043wy9Zn49i7XVhOdzMBu1USjOqFOOu0KPMbuiXkyS3NrvrPNlSeJRnUXc9AX5du7XFtNdDIDu1UTjeqEOvWdntL3CS/1GvlfGdQcmIR+EjKrf//o/fWfv2W2tguB5xX41wev5nX2Qbg3/rK/XmJv/PHxx3Tqafj2LtdWE53MwG7VRKM6oU59p5hvYiOR+kjfV/GONKce6LSbg++ub2L3RKM6h6+DRI15j0QnjbZ9E5XqjEp1peh2KvfWEp1MwNyV72xz5UmiUd3FHOwW1YnvrsCw+7EPXuI43lVD69ByolEdRac+CN/e5dpqopMZ2K2aaFQn1KnvxLd3ubaq024Rvru+qd0TnXwXpGr0+yQa1c469b6p1UQnjeYafGebK08SjeouL7GNrsjcOgfe3R58d31Tuyc6+c5O1ej3STSqnTOdbp2mF3vf6vPd6H33f5SfTnTKzMCjiP3+cyYa1al16tvx7V2ureq0W4Tvrm9q90Qn3wWpGv0+iUa181N2SuCEYA4dpf8gWY38b2yfdpYCn4/EDPANhPgvW+j0X4A++TjhG/pa+uRNnvuX63S/b6JR3dI89a359i7XVhOdzMBu1USjOqFOfSe+vcu11UQnM7BbNdGoTujPwvWdYr799lZDAjpNkLdkEqfxnTK19u+fnGXuPEnMQN3GHPRN+fYu11YTnczAbtVEozqhTn0nvr3LtVWdrhXpz5Po5F3V29Yq39nmypPXRKTvl3kxCKtJE5kkmhPxnW2uPEk0qruYg92iOu36pnZPdDJLqRr9PolGtbNOfHuBx1hNzIEZmFvznW2uPEk0qruYg92iOvF9t0DiQ3NssF8D/w3wi7fVuz5K3971036YAIE3CyTe0fWbHXtPv/n+j/KDiU4azbX5zjZXniQa1V3MwW7RRCeN5kYR38QmhmmMhHekOfVAp90cfHd9U7snOvnOTtXo90k0qp112vZNlFKpr+QPYU8ul9YTE1D3MQV9Vb69y7VVna4V6c+T6ORd1dvWKt/BJgFTWwc+fIeOMmBZLoFEp8DH5Wlj8L2fNtGobmkOdlvrxHdX4DF2T8yBd9Xcmu9sc+VJolHdxRzsFk100uh+I7M0N0rMAN/ZN/Uk1imxkZfemBXvSBN5wDfCuLpJolEd0GtmNdOx/379+T41iRuZgfsz4F2126h2T8ySTnMnvrPNpSeJTr5T5qJ8Z5srTxKN6i7mYLdootNTNkrAhD7Ah46y+2F88N0TnZ5ylkJd+YYgl7fRaQ84YVun857Za1Q767Trm9o90ckszTX4zjZXniQa1V3MwW7RRCeN5kZ8Z5srTxKN6i7mYLdorFNioyeMnWAxB7szULsnOj3hxzckU8Kf10k0ypykdnm+v/g+RtNEp89P42NYfeSUfD+i9nt/TaJRndgc7HbTie+uwGPsnpgD76rd1olGdUKd+k58e5drq6+BUC+GYDVrINGP88nUZ+Lbu1xb1elakf48iU7eVb1tajXRqM6iU6pIv0+ik0a9ba3ynW2uPEk0qruYg74o397l2qpO14r050l08q7qbWv16XwTFyqYQx+a10ilutKhS5Xx0l/flva1LQECIYHEe/prvM5C4B/YJtGofludeny+vcu11UQnM7BbNdGoTqhT3ynmG9uoP+dXX8X7GJ+ARCfvqrk139nmypNEo7qLOdgtmuik0dwo45vYxTRNlehOMrfWddrtwXfXN7V7opPv7FSNfp9Eo9pZJ769wC9WEx++0Afv0FF+Afa1HyUalWDoI/N0Mfg+RlKdvk4n76q5dWIO+M6+iSeJRnUOnfoafHuXa6uJTmZgt2qiUZ1QJ512BXZ3Nwe7vqndE51eEpvUhbz02qx4W5bYIt8Y5epGiU5eMauJQv8Tz+RXwXN9ahK3qU+AObg/BxrtNqrdE/Ok09yJ72xz5UmiUd3FHPRF+fYu11YTnczAbtVEozrhU3ZK4IRgDh1l9wP5wLsnGj3tLAW68g0g/oYtdNpF5rvrm9o90Sn0jw+pKz3dPolGhaJT/9Hg27tcW010MgO7VRON6oQ69Z349i7XVnW6VqQ/T6KTPwvX29ZqxHfe3pOAQKJRHeM5v7MTOhmZOycJfOgObsH3YJSfjpRoVFtmJvKnwz3B3/J9jIg6fZ1O3lVz68Qc8J19E08SjeocOiVqzHskOmnEdxa4/+Q1MQTfr/liEFZjhzL5Thkq8R1gji0nOnlV7UZNNKoT6nS/k0b3G5mluZF31Wxz6Umik3fVXJTvbHPpiU6XavRnSTSqnb2vvpBv4kNz7APzGvjTcC8PMAXf+o+pVQIEnkkg8Y4uj2Pv6WdK9OMuiU4azR8LvrPNlSeJRnUXc7BbVKcH8U2EMkxjbLwjzZkHiUZ1GWPQJ+Xbu1xbTXQyA7tVE43qhDr1nXK+uZ36k37tVbqP0T/Rybtqbs13trnyJNGo7mIOdosmOmk0N+I72CRgauvAh+/QUQYsyyWg0+7ngO+ub2r3RKfAazN1nafcJ9GoYHTqPx58e5drq4lOZmCuyne2ufIk0ajuYg52iyY6abTbqHbXadeY765vYvdEozpH5F8A7qU3Jk10wjvy+i6Yac48ScxAXcYc7CZNdMo1Spzm1qcmcaOc7+5n6VF3TzS69al71BK/PrdOv/b57FO+nxX8Pb8+0cl3ytyK72xz5UmiUd3FHOwWTXR6ykYJmNAH+NBRdj+MD767TrsB+e76pnZPdHrK75QQMN8Q5OI2iUZ1PHOwGOn71olOGs2N+M42V54kGtVdzMFuUZ347go8xu6JOfCu2m2daFQn9Gfh+k4x3357qyGBRKfnfFclZCrS53XunCT0oTu2Dd9jQYbj6DTAhJb5hiCXt0l0+vy30vIlH3z7RKMi0Kn/IPDtXa6tJjqZgd2qiUZ1Qp36Tnx7l2urr4FQL4ZgPWsgk3fVLyrx/QXOkUeJRnUVr6vdoIlOGt1vZJZ2G9XuZmnXmO+ub2L3RKM6h++Uvgbf3uXaqk7XivTnSXTyrupta/XpfBMXKphDH5rXSKW60t6lvpWZvwgQIPAWgcR7eu919pYbPP/PJBqVkk79Z4Vv73JtVadrRfrzJDp5V/W2tRrxTWxShxGqFP7jL7z/QXJyIdHJCMxp+c42V54kGtVdzMFuUZ0exTdRyjRNtelOMnfWE43qNqagb8q3d7m2muhkBnarJhrVCXXqO/HtXX6sJnBCH7xDR/kFmEc67X4G+O76JnZPNKpzhF6diSs95R6JThrNHw2+s82VJ4lGdRdz0Bfl27tcW010MgO7VRON6oQ66bQrsLu7Odj1Te2e6BT5l3/Xhbz02qyJRnhb2h+LfGebS08SnbxidosmGtUJc50SJ8qd5rP6idtkfT97o+f89To9RtdEpztvh3vmfO81+flEiUa1pzn4Wfbff8+3d7m2muhkBnarJhrVCZ+yUwInBJM4ytN22h2Rd+2e6BT6yLzr3I/yw3zvl0o0qluag741397l2mqikxnYrZpoVCfUqe/Et3e5tqrTtSL9eRKdvKt621rlO9tceZJoVHcxB7tFE538Wbi5UcR33t6TgECiUR3jOd9VCZ2MzJ2TBD50B7fgezBKcySdGpTgEt8g5tJWiUZ1tMw309Iln2DbRCeN5g8C39nmypNEo7qLOdgtmuik0dyI72xz5clrItL3y7wYhNWkoUy+U4ZKfAeYY8uJTl5Vu1ETjeqEOt3vpNH9RmZpbuRdNdtceqLTbg2+u76p3ROdfGenavT7JBrVzjp9Id8n/NC8Bv7k7sswBd/6j4ZVAgQI7Ag84Tt6B+oP76rTbgC+u76p3ROd/D8hqRr9PolGtbNOy76JUCL1kb6v4h1pzjxINKrLGIM+Kd/e5dpqopMZ2K+q065xxjexS93TRHW16XYq99YSnUzA3JXvbHPlSaJR3cUc7BZNdNJobsR3sEnA1NaBD9+howxYlktAp93PAd9d39TuiU6B12bqOk+5T6JRwejUfzz49i7XVhOdzMBcle9sc+VJolHdxRzsFtVp1ze1e6KTWZpr8J1trjxJNKq7RP4F4IZp/FgkOuEdeSP/nSDf2TfxJDEDdQ6dEjXmPW51unWaWe3tT57vRm+/+yP9ZKKTd9Vu8USjOqFOfSe+vcu11UQnMzBX5TvbXHmSaFR3MQe7RXUafI/BJI5jlobWoeVEozqKTn0Qvr3LtdVEJzMwV+U721x5kmhUdzEHu0UTnTSaG/GdbS490elSjf4siUa1s/cV317gMVYTc2AGdlsnGtUJ/Vm4vlPMt9/eakgg0ek531UJmYr0eZ07Jwl96I5tw/dYkOE4Og0woWW+IcjlbRKdPv+ttHzJB98+0agIdOo/CHx7l2uriU5mYLdqolGdUKe+E9/e5drqayjUi0FYTZvIJNGciO9sc+VJolHdxRzsFk100uh+I7O026h2T8ySTnMnvrPNpSeJTr5T5qJ8Z5srTxKN6i7mYLdoopNGc6On9H2yS73+xz+5/vuC3+asnhAg8JfAR94HvjT+0tv5vx9p8vNJNPpZJP/3OuVN/74j379r3PzPiUZ1M++r3b6JThrNjSK+iU0M0xgJ70hz6kGik3fVnJTvbHPlSaJR3cUc7BbV6VF8E6VM01Sb7iRzZz3RqG5jCvqmfHuXa6uJTmZgt2qiUZ1Qp74T397lx2oCJ/TBSxyl7hQ6zi/QvvajRCeN5s8Q39nmypNEo7qLOdgtmuik0dyI72xz5UmiUd3FHPRF+fYu11Z1ulakP0+ik3dVb5taTTSqs+jUF+Hbu1xbTXSK/Mu/C8YwtR+PRCO8Le2PRb6zzaUnOl2qMZ8l0Sn3VXDrNLPa2588343efvdH+clEo7prbg4eRe73njPRSaO5Gd/Z5sqTRKO6iznoi/LtXa6tJjqZgf2qOg3Gh2ASR6lbmqehdWg50UmjOQbf2ebKk0Sjuos56Ivy7V2urSY6mYHdqolGdUKd+k58e5drqzpdK9KfJ9HJu6q3rVW+s82VJ4lGdRdzsFs00cmfhZsbRXzn7T0JCCQa1TGe812V0MnIJE7yvJ0+Pwh8P2/4O3ZIdMpM5O+47e//Pfj+fvP3/o6JRvV7moP3yr/v5xOdNJrN+c42V54kGtVdzMFuUZ347go8xu6vgUF48bJajR1I9ON8MvWZ+PYu11YTnczAbtVEozqhTjrtCjzG7ol5Mktza76zzZUniUZ1F3PQF+Xbu1xbTXQyA7tVE43qhDr1nZ7S9wEu9a3PYZUAgc8KJObfF8ZnK/z61yca1e+g06+dP/tUp88K/vrX8/21z5WniU7eVbs1E43qhDr1nWK+iY1E6iN9X8U70px5kGhUlzEGfVK+vcu1VZ2uFenPk+jkXdXb1mrGN7FLnUapUvj5L7o/i9z8+0QnEzC35TvbXHmSaFR3MQe7RXXiuysw7H7sg5c4jnfV0Dq0nGhUR9GpD8K3d7m2muhkBnarJhrVCXXqO/HtXa6t6rRbhO+ub2r3RCffBaka/T6JRrWzTr1vajXRSaO5Bt/Z5sqTRKO6i38B+G7RWKfdYz7s7glf3wX7+XXaN/7s75BoVGfIzNOt03zWtn79890ooXJvj0SnzAzcs7lyokSjuotOfVG+vcu11UQnMzBX5TvbXHmSaFR3MQe7RXUafI/BJI5jlobWoeVEozqKTn0Qvr3LtdVEJzMwV+U721x5kmhUdzEHu0V14rsr8Bi7J+bAu2q3daJRnVCnvhPf3uXaaqKTGditmmhUJ/Rn4fpOMd9+e6shAZ0myFsyidP4TplaZ/6cFd/ZN/EkMQN1Dp36Gnx7l2uriU5mYLdqolGdUKe+E9/e5dqqTteK9OdJdPKu6m1rle9sc+XJayLS98u8GITVpIlMEs2J+M42V54kGtVdzMFuUZ12fVO7JzqZpVSNfp9Eo9pZJ769wGOsJubADMyt+c42V54kGtVdzMFu0UQnjeZGT+m7eKlvM6UnBAiUwL/+8a//e3n95//+CY3E7Ne5//EnDu/3JHBMIDFP/gFsjsp3trnyJNGo7uI75UpR5/iIQGIOfBd8RP7tvybRqH43nd5u/pGfTHXynfIRfb/mikBiDryrdmsmGtUJdeo7pXwz3wUq9ZWsPoJAapZMQV+bb+9ybTXVKfOdck3Heb6KQGIOnvK7IAFTH6IAzqGjfJWx+NA9E518n3yI3i86IpCYgbpK4LV5ROTmMXTa7ZLy9X2w28nuuwKJOfBdcL9RnVCn+518n+w2svuuQOL7pE7oXXW/049GieBij7ETvL5TRl4PHkAgMQN1Ta+Z3diJThrNjRK+vgtmX0++jkBilryr5s8L39nmypNEo7qL75QrRZ3jIwKpOfB98BH9t/+aRKenfFclYCrDIRyz9Pa58JP3BBIjaQZ2uyYa1QkPvTZ3wf7Q7ubgD8H7bU8JJN5XZmlOmvD1XTD7XnpiDi7VcJb3CiTeVWbgverv+/lEo/odfae8z/1P/bR5+lPyft+EQOJ99ZwzkJCpQp/XSZ3Ed0piYuY9Pl963tsTAtsCifeMGditlGhUJ/RdsNsptbt5Skna508IJN5XZmC3XKJRndB3ym4nc7Dr+z+JQRBpNVIiUR1Qpj5Tytd3Qe97adUMXKrhLH9KIPXOM0+7BROdfC/tNjIDu7523xVIvGPqhObgfiffBbuNUrubpZTkA+zz8wv4579/gCs4IgECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC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DBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwMB4Id3aXOiuY9QEAAAAASUVORK5CYII=)"]},{"cell_type":"markdown","metadata":{},"source":["# **<span style=\"color: #6162C5;\">Python Grundlagenkurs</span>  <span style=\"color: #7865C6;\"> - Woche 7: Fortgeschrittene Nutzung von NumPy & Matplotlib (Lösung) </span>** \n","[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/starcodecourses/Python-Grundlagen/blob/main/python_grundlagen_woche_07_lösung.ipynb) &thinsp; [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/starcodecourses/Python-Grundlagen/main?labpath=python_grundlagen_woche_07_lösung.ipynb)"]},{"cell_type":"markdown","metadata":{},"source":["Willkommen in der siebten Woche des „Python Grundlagenkurs“. Letzte Woche habt ihr ja bereits NumPy und Matplotlib kennengelernt. Diese Woche wollen wir dieses Wissen noch etwas vertiefen und erweitern."]},{"cell_type":"markdown","metadata":{},"source":["\n","## <span style=\"color: #9C68C8;\"> Wiederholung zur Woche 6: Einführung in NumPy und Matplotlib</span>\n","\n","Letzte Woche haben wir uns unter anderem mit der Python Bibliothek NumPy beschäftigt, welche wichtige mathematische Funktionen enthält, die uns die Arbeit mit Python wesentlich erleichtern. So habt ihr auch Arrays kennengelernt, die auch diese Woche wieder eine wichtige Rolle spielen werden.\n","\n","Außerdem habt ihr die Bibliothek Matplotlib kennengelernt, mit der wir Daten in Python visualisieren konnten. Auch mit dieser Bibliothek werden wir uns diese Woche wieder beschäftigen.\n","\n","Um die beiden Bibliotheken nutzen zu können, müssen sie erst installiert und importiert werden. Wie genau das geht, habt ihr ja letzte Woche schon gelernt:\n","\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[],"source":["!pip install numpy matplotlib\n","import numpy as np\n","import matplotlib.pyplot as plt"]},{"cell_type":"markdown","metadata":{},"source":["\n","\n","🔎<span style=\"color: #2E88B6;\"> Wie du hier siehst können wir bei dem Befehl `pip install ...` einfach alle Bibliotheken in einer Zeile auflisten, die wir installieren möchten. Dasselbe geht allerdings mit `import ...` nicht!  </span> <p> \n","\n","Jetzt wiederholen wir erst einmal die wichtigsten Konzepte der letzten Woche, damit ihr bereit für den neuen Stoff seid!\n","\n"]},{"cell_type":"markdown","metadata":{},"source":["**<span style=\"color: #EB6ECB;\">Aufgabe W.1:</span>** *Erstelle eine Liste, welche alle ganzen Zahlen von 1 bis 14 (inklusive) enthält und speichere es in der Variablen `tage`. Erstelle anschließend ein Array `temperatur`, in dem die ungefähren durchschnittlichen Temperaturen der letzten 14 Tage abgespeichert sind. Plotte die Temperaturen über die letzten 14 Tage in einem Liniendiagramm, inklusive Titel und Achsenbeschriftung.*"]},{"cell_type":"code","execution_count":2,"metadata":{},"outputs":[{"data":{"text/plain":["Text(0, 0.5, 'Temperatur in °C')"]},"execution_count":2,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Temperaturen [5, 4, 3, 7, 6, 9, 12, 11, 11, 15, 8, 10, 9, 12] in °C\n","\n","# Musterlösung\n","tage = range(1,15)\n","temperatur = np.array([5,4,3,7,6,9,12,11,11,15,8,10,9,12]) # in °C\n","\n","plt.plot(tage, temperatur)\n","plt.title('Temperatur über die letzten zwei Wochen')\n","plt.xlabel('Tage')\n","plt.ylabel('Temperatur in °C')"]},{"cell_type":"markdown","metadata":{},"source":["**<span style=\"color: #EB6ECB;\">Aufgabe W.2:</span>** *Du fragst dich, wie warm es nochmal heute vor einer Woche war. Nutze die Indizierung, um auszugeben, wie viel Grad es an Tag 7 waren. Gib nicht nur die Zahl aus, sondern verpacke das Ergebnis in einem Satz.*"]},{"cell_type":"code","execution_count":3,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Vor einer Woche waren es 12 °C.\n"]}],"source":["# Musterlösung\n","print('Vor einer Woche waren es', temperatur[6], '°C.')"]},{"cell_type":"markdown","metadata":{},"source":["## <span style=\"color: #9C68C8;\">2D-Arrays</span> "]},{"cell_type":"markdown","metadata":{},"source":["\n","Letzte Woche habt ihr gelernt, wie man eindimensionale Arrays definiert und mit ihnen arbeiten kann. In manchen Anwendungen wollen wir aber mehrdimensionale Arrays benutzen. \n","\n","Jedes Foto, das ihr auf eurem Handy oder Computer habt, kann zum Beispiel als multidimensionales Array dargestellt werden. Ein Bild besteht aus ganz vielen Pixeln, also aus kleinen bunten Punkten. Man kann jede Farbe in einem Computer durch eine Zahl darstellen, die in einer Matrix zusammengesetzt dann ein Bild ergeben. In dem folgenden Beispiel haben wir ein Array mit den Farbwerten für ein Bild, das 12 × 12 Pixel groß ist. In unserem Fall steht 0 für Weiß und 1 für Schwarz. Jede Zahl zwischendrin steht für eine Graustufe. Dabei benutzen wir den uns noch unbekannten Matplotlib Befehl `plt.imshow()`, um Werte in einem zweidimensionalen Array als Bild anzeigen zu lassen. Das Argument `cmap` steht für *colormap*, also so viel wie *Farbkarte*, und sagt Matplotlib, welche Farben genutzt werden sollen. In unserem Fall benutzen wir `'binary'`, das für das Schwarz-Weiß-Spektrum steht."]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["bild = np.array([[0,0,0,0,1,1,1,1,0,0,0,0],\n","                 [0,0,0,1,1,1,1,1,1,0,0,0],\n","                 [0,0,1,1,0,0,0,0,1,1,0,0],\n","                 [0,0,1,0,1,0,0,1,0,1,0,0],\n","                 [0,0,1,0,1,0,0,1,0,1,0,0],\n","                 [0,1,1,0,0,.5,.5,0,0,1,1,0],\n","                 [1,1,0,0,0,0,0,0,0,0,1,1],\n","                 [1,1,0,0,0,0,0,0,0,0,1,1],\n","                 [1,1,0,0,0,0,0,0,0,0,1,1],\n","                 [0,1,1,0,0,0,0,0,0,1,1,0],\n","                 [0,0,1,0,0,0,0,0,0,1,0,0],\n","                 [0,0,0,.5,.3,1,1,.3,.5,0,0,0]])\n","\n","plt.imshow(bild, cmap='binary')\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["\n","\n","Die Anwendung von multidimensionalen Arrays geht aber über Bilddaten hinaus. In manchen Fällen ist es besser, sich solch ein Array als eine Liste von Listen vorzustellen. Will man zum Beispiel die Größe von drei Pflanzen jeden Tag vergleichen, so kann man die Höhenmessungen in einer Liste von Listen speichern. Die ‚große Liste‘ enthält dann die Messungen von bestimmten Tagen. Diese Messung ist wiederum eine Liste mit den Höhen von Pflanze 1, 2 und 3. Letztendlich können Arrays eigentlich beliebig viele Dimensionen haben, unsere visuelle Vorstellungskraft hört jedoch bei der dritten Dimension auf.\n","\n","Ein weiteres Beispiel für 2D Daten sind Heatmaps (Wärmekarten). Diese sind ein Datenvisualisierungstool, das Farbkodierung verwendet, um die Intensität der Werte in einem Raster darzustellen. Heatmaps sind nützlich, um Muster, Zusammenhänge und Ausreißer in Datensätzen zu erkennen. Stell dir zum Beispiel vor, du und deine Freunde spielen ein Videospiel und möchtet sehen, wer in drei verschiedenen Levels die besten Punktzahlen hat. Eine 3x3 Heatmap hilft euch dabei:\n","\n","- Zeilen: Freund 1, Freund 2, Freund 3.\n","- Spalten: Level 1, Level 2, Level 3.\n","- Farben: Dunkler = höhere Punktzahl, Heller = niedrigere Punktzahl.\n","\n","Mit der Heatmap könnt ihr sofort erkennen, wer in welchem Level die höchste Punktzahl hat und in welchen Levels ihr alle gut oder weniger gut seid. Das macht es einfach, die Spielleistungen schnell zu vergleichen und herauszufinden, wer wo am besten ist.\n","\n"]},{"cell_type":"markdown","metadata":{},"source":["\n","**<span style=\"color: #EB6ECB;\">Aufgabe 7.1:</span>** *Erstelle ein (3x3)-Array mit Zahlen deiner Wahl. Plotte es anschließend als **Heatmap** mit plt.imshow() und der colormap `'hot'`. Füge eine Farbskala mit dem Befehl `plt.colorbar()` und einen Titel hinzu.*\n","\n","🔎 <span style=\"color: #2E88B6;\">Um auch bei der Farbskala, also `plt.colorbar()` eine Beschriftung hinzuzufügen, könnt ihr das Argument `label` benutzen, welchem ihr dann den Titel als String übergeben könnt. Probiert es doch mal aus!</span>\n","\n"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Musterlösung\n","arr = np.array([[10,2,3],\n","                [6,4,8],\n","                [9,5,7]])\n","\n","plt.imshow(arr, cmap='hot')\n","plt.title(\"Heapmap eines Arrays\")\n","plt.colorbar(label='Zahlen')\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["\n","Wir können sehen, dass die x- und y-Achsen automatisch beschriftet wurden. Das kann praktisch sein, manchmal möchten wir jedoch selber entscheiden, wie die Beschriftung an den Achsen aussieht. Das können wir mit den Befehlen `plt.xticks()` bzw. `plt.yticks()` machen. Wir können die Argumente `ticks` und `labels` übergeben. Bei `ticks` geben wir in Form einer Liste oder eines Arrays an, an welchen Positionen die Markierungen an der jeweiligen Achse sich befinden sollen. Mit `labels` können wir für diese Markierungen in Form einer Liste oder Arrays die Strings für die jeweilige Beschriftung übergeben.\n","\n","Wollen wir bspw. im obigen Beispiel an der x-Achse an den Positionen 0, 1 und 2 eine Markierung, und diese mit einem Buchstaben beschriften, würde das so aussehen: ```plt.xticks(ticks=[0, 1, 2], labels=['A', 'B', 'C'])```\n","\n","**<span style=\"color: #EB6ECB;\">Aufgabe 7.2:</span>** *Übernehme den in Aufgabe 7.1 erstellte Code und passe die Achsenbeschriftung an. Wähle die Achsenbeschriftung so, dass sie zu unserem vorherigen Beispiel mit den Videospielen passt.*\n","\n"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Lösung \n","arr = np.array([[10,2,3],\n","                [6,4,8],\n","                [9,5,7]])\n","\n","plt.imshow(arr, cmap='hot')\n","plt.title(\"Punktezahlen im Videospiel\")\n","plt.xticks(ticks=[0,1,2], labels=['Level 1','Level 2','Level 3'])\n","plt.yticks(ticks=[0,1,2], labels=['Freund 1','Freund 2','Freund 3'])\n","plt.colorbar(label='Punktezahl')\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["**<span style=\"color: #EB6ECB;\">Aufgabe 7.3:</span>** *Du bist im Urlaub in den Bergen und schaust von deinem Fenster aus direkt auf eine Gebirgskette. Du fragst dich, wie die Berge wohl von oben aussehen und entscheidest dich, das Ganze in einem Python Plot zu visualisieren. Dafür stellst du dir vor, du könntest ein riesiges Netz mit 3 Zeilen und 4 Spalten von oben auf die Landschaft legen und für jedes Feld im Netz die durchschnittliche Höhe darin ausrechnen. Diese Höhe trägst du dann in dein Array an die entsprechende Stelle ein. Erstelle das entsprechende (3x4)-Array und plotte das Höhenprofil mit plt.imshow() und der cmap='terrain'. Erzeuge einen Titel und eine beschriftete Farbskala.*"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Musterlösung\n","\n","# 2D-Array mit Höhenwerten (Beispiel)\n","data = np.array([[1000, 2000, 3400, 4000],\n","                 [2100, 1500, 2500, 3600],\n","                 [3500, 2200, 1100, 2400]])\n","\n","# Visualisierung des 2D-Arrays als Höhenprofil\n","plt.imshow(data, cmap='terrain')\n","plt.colorbar(label='Höhe (m)')\n","plt.title('Höhenprofil des Geländes')\n","plt.xlabel('x-Koordinate')\n","plt.ylabel('y-Koordinate')\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["#### <span style=\"color: #C26BCA;\">Befüllen von Arrays</span>\n","\n","Bisher haben wir Arrays immer so definiert, dass wir selbst Zahlen eingefügt haben, um sie zu befüllen. Wir können Arrays mit NumPy aber auch automatisch befüllen, bspw. mit Nullen, mit Einsen, oder mit Zufallszahlen."]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["[1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n"]}],"source":["# befüllen eines 1D-Arrays mit 11 Einsen\n","print(np.ones((11)))"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["[[0.96124976 0.02880636 0.98879854 0.37268915]\n"," [0.00420144 0.26856721 0.38220665 0.41619994]\n"," [0.1126737  0.24549497 0.30181154 0.35488634]]\n"]}],"source":["# befüllen eines 2D-Arrays mit 3 Zeilen und 4 Spalten mit Zufallszahlen\n","print(np.random.rand(3,4))"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["[[[0. 0.]\n","  [0. 0.]\n","  [0. 0.]\n","  [0. 0.]]\n","\n"," [[0. 0.]\n","  [0. 0.]\n","  [0. 0.]\n","  [0. 0.]]\n","\n"," [[0. 0.]\n","  [0. 0.]\n","  [0. 0.]\n","  [0. 0.]]]\n"]}],"source":["# befüllen eines 3D-Arrays der Form (3,4,2) mit Nullen\n","print(np.zeros((3,4,2)))"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["[[[31 39]\n","  [25 99]\n","  [95  3]\n","  [69 58]\n","  [67 61]]\n","\n"," [[38 15]\n","  [22 80]\n","  [ 2 53]\n","  [77 60]\n","  [18  8]]]\n"]}],"source":["# befüllen eines 3D-Arrays der Form (1,5,3) mit Integer Zufallszahlen zwischen 0 und 100\n","print(np.random.randint(0,100,(2,5,2)))"]},{"cell_type":"markdown","metadata":{},"source":["**<span style=\"color: #EB6ECB;\">Aufgabe 7.4:</span>** *Erzeuge ein 3D-Array mit der Form (3,5,2), welches nur Nullen enthält. Befülle es anschließend mithilfe von for-Schleifen mit den Zahlen von 1 bis 30. Gib es zum Schluss auf der Konsole aus.*"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["[[[ 1.  2.]\n","  [ 3.  4.]\n","  [ 5.  6.]\n","  [ 7.  8.]\n","  [ 9. 10.]]\n","\n"," [[11. 12.]\n","  [13. 14.]\n","  [15. 16.]\n","  [17. 18.]\n","  [19. 20.]]\n","\n"," [[21. 22.]\n","  [23. 24.]\n","  [25. 26.]\n","  [27. 28.]\n","  [29. 30.]]]\n"]}],"source":["# Musterlösung\n","\n","# 3D-Array der Dimensionen (3, 5, 2) mit Nullen erstellen\n","array_3d = np.zeros((3, 5, 2))\n","\n","# Mit einer for-Schleife das Array mit den Zahlen von 1 bis 30 befüllen\n","count = 1\n","for i in range(3):\n","    for j in range(5):\n","        for k in range(2):\n","            array_3d[i, j, k] = count\n","            count += 1\n","\n","print(array_3d)"]},{"cell_type":"markdown","metadata":{},"source":["\n","#### <span style=\"color: #C26BCA;\">Slicing von Arrays</span>\n","\n","In manchen Fällen ist es sehr nützlich, auf einen ganzen Bereich oder auch eine Scheibe (englisch \"slice\") eines Arrays zugreifen zu können. Das hatten wir bereits kurz im Zusammenhang mit Listen in Woche 2 kennengelernt, und funktioniert bei den Arrays genau gleich.\n","\n","Beispiel gefällig? Willst du eine Gesichtserkennungssoftware für Pinguine schreiben, damit nur die Pinguine an eine von dir gebaute Futterstation kommen und die Möwen draußen bleiben müssen, so muss diese Software wissen, wo das Gesicht des Tiers ist. Für den Pinguin, den wir am Anfang gesehen haben, würde das wie folgt aussehen:\n","\n"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plt.imshow(bild[0:7,1:11], cmap='binary')\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["\n","Wie funktioniert das aber jetzt? Eine *Slice* in Python besteht aus den 3 *s*-Wörtern: Start, Stop und Step. Die entsprechenden Werte werden dann einfach durch einen Doppelpunkt `:` getrennt, also `start:stop:step`. Der Wert `start` steht dann für unseren ersten Index, der beschreibt, wo der Bereich anfängt und der Wert `stop` steht dann für den letzten Index, der angibt, wo der Bereich endet. Hier ist es wichtig zu erwähnen, dass der Wert `stop` nicht in der Auswahl einbezogen wird. Die Slice `0:3` wird dann also alle Werte, die mit `0,1,2` indiziert sind, ausgeben. Das kennen wir bereits genau so von den Listen.\n","\n","Der dritte Wert `step` ist nicht zwingend notwendig und gibt uns an, in welcher Schrittgröße der Bereich ausgewählt werden soll. Will man also nur jeden zweiten Wert, so schreibt man eine `2` ⁣anstelle von `step`.\n","\n","Wenn man die entsprechenden Werte einfach weglässt, dann werden die Standardwerte gewählt. Für `start` ist dies der Index `0`, also der Anfang des Arrays, für `stop` wäre es der letzte Eintrag des Arrays und für `step` wäre es die Schrittgröße `1`.\n","\n","Schauen wir uns doch nochmal ein paar Beispiele an:\n","\n"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Zahlen kleiner 5: [1 2 3 4]\n","Zahlen größer 5: [ 6  7  8  9 10]\n","Ungerade Zahlen: [1 3 5 7 9]\n"]}],"source":["# Beispiele\n","array = np.array([1,2,3,4,5,6,7,8,9,10])\n","\n","print('Zahlen kleiner 5:', array[:4])\n","\n","print('Zahlen größer 5:', array[5:])\n","\n","print('Ungerade Zahlen:', array[::2])"]},{"cell_type":"markdown","metadata":{},"source":["Denk immer daran, dass wir hier genauso negative Indizes benutzen hätten können, wie wir es bei den Listen in Woche 2 gelernt haben.\n","\n","Bei mehrdimensionalen Arrays kannst du jede Dimension separat slicen. Hast du beispielsweise ein 2D-Array, so kannst du einfach die `start:stop:step`Struktur für jede Dimension einzeln benutzen, indem du das Ganze mit einem Komma trennst, also `[start:stop:step, start:stop:step]`. **ACHTUNG:** bei zweidimensionalen Listen müssen wir `[start:stop:step][start:stop:step]` stattdessen verwenden. Dies funktioniert bei zweidimensionalen Arrays aber übrigens auch. Bei Arrays oder Listen mit noch mehr Dimensionen funktioniert das analog, sodass du auch da für jede zusätzliche Dimension einen weiteren Slice angeben musst.\n","\n","Jetzt, wo du weißt, wie das Ganze funktioniert, kannst du nochmal das Beispiel mit der Gesichtserkennungssoftware für Pinguine anschauen und versuchen zu verstehen, wie das Ganze funktioniert."]},{"cell_type":"markdown","metadata":{},"source":["**<span style=\"color: #EB6ECB;\">Aufgabe 7.5:</span>** *Unten haben wir wieder ein paar Arrays mit Nullen `0` und Einsen `1`. Versuche, alle Einser zu extrahieren. Benutze dieses Mal aber Slices!*"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Für das 1. Array kann man den Slice 1::2 verwenden: [1 1 1 1 1]\n","Für das 2. Array kann man den Slice 2::3 verwenden: [0 0 0]\n","Für das 3. Array kann man die Slices 1: und 3:6 verwenden: [[1 1 1]\n"," [1 1 1]]\n"]}],"source":["array_1 = np.array([0,1,0,1,0,1,0,1,0,1])\n","\n","array_2 = np.array([0,1,0,0,1,0,0,1,0,0])\n","\n","array_3 = np.array([[0,0,0,0,0,0,0,0,0,0],\n","                    [0,0,0,1,1,1,0,0,0,0],\n","                    [0,0,0,1,1,1,0,0,0,0]])\n","\n","# Musterlösung\n","print('Für das 1. Array kann man den Slice 1::2 verwenden:', array_1[1::2])\n","print('Für das 2. Array kann man den Slice 2::3 verwenden:', array_2[2::3])\n","print('Für das 3. Array kann man die Slices 1: und 3:6 verwenden:', array_3[1:,3:6])"]},{"cell_type":"markdown","metadata":{},"source":["\n","## <span style=\"color: #9C68C8;\">Streudiagramme (Scatterplots)</span> \n","\n","Letzte Woche habt ihr gelernt, wie man Liniendiagramme anhand der Python Bibliothek Matplotlib ausgeben kann. Es gibt aber noch viele andere Diagrammtypen, die man mit Matplotlib erstellen kann. \n","\n","So auch **Streudiagramme** oder Punktwolken, auf Englisch *Scatterplots*. Dabei werden Punkte anstelle von Linien verwendet, um Daten darzustellen. Diese Art von Diagrammen wird oft benutzt, um sogenannte ‚Cluster‘ zu finden, also Subgruppen von Datenpunkten, die etwas gemeinsam haben. Manchmal möchte man aber auch einfach Zusammenhänge oder Tendenzen erkennen. Wir werden das gleich an einem Beispiel besser verstehen können.\n","\n","Um so ein Diagramm zu erstellen, können wir den Befehl `plt.scatter()` benutzen. Schauen wir uns mal ein Beispiel an. Dazu plotten wir die Dichte in Abhängigkeit vom Durchmesser der Planeten in unserem Sonnensystem:\n","\n"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x700 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Reihenfolge: Merkur, Venus, Erde, Mars, Jupiter, Saturn, Uranus, Neptun\n","Durchmesser = [4879, 12104, 12756, 6792, 142984, 120536, 51118, 49528] # in km\n","Dichte      = [5429, 5243, 5514, 3934, 1326, 687, 1270, 1638]          # in kg/m^3\n","\n","plt.figure(figsize=(12,7))\n","plt.scatter(Durchmesser, Dichte)\n","plt.title('Zusammenhang zwischen Dichte und Durchmesser', fontsize=30)\n","plt.xlabel('Durchmesser d[km]', fontsize=25)\n","plt.ylabel('Dichte ρ[kg/m^3]', fontsize=25)\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["\n","Ohne genau zu wissen, welche Planeten hier im Plot genau sind, können wir drei eindeutige Gruppen erkennen! Und wisst ihr, was cool ist? Diese Gruppen haben eine tatsächliche Bedeutung: Die vier Planeten oben links sind unsere Gesteinsplaneten (Merkur, Venus, Erde und Mars), unten in der Mitte finden wir die Eisriesen (Uranus und Neptun) und rechts unten finden wir die Gasriesen (Jupiter und Saturn). Wir können mithilfe solcher Punktwolken Klassifizierungen von uns unbekannten Daten finden.\n","\n","Wir können nun auch mehrere Datensätze auf einmal in ein Diagramm plotten. Dazu wiederholen wir einfach wieder den Befehl `plt.scatter()` mit unseren unterschiedlichen Datensätzen. Damit das Ganze übersichtlich bleibt, können wir `label` hinzufügen und mit `plt.legend()` uns eine Legende anzeigen lassen, sowie die unterschiedlichen Datensätze mithilfe des Arguments `c` (für *color*, also Farbe) in verschiedenen Farben anzeigen lassen. Zusätzlich können wir noch die Größe der Punkte mit `s` (für *size*, also Größe) anpassen, und das Aussehen der Punkte mit `marker` anpassen. Welche Marker zur Verfügung stehen, kann in der Dokumentation nachgeschlagen werden: https://matplotlib.org/stable/api/markers_api.html.\n","\n","\n"]},{"cell_type":"markdown","metadata":{},"source":["\n","**<span style=\"color: #EB6ECB;\">Aufgabe 7.6:</span>** *In eurem Jahrgang bricht eine große Diskussion aus: Bringt lernen tatsächlich etwas? Ihr beschließt, wissenschaftlich an die Sache ranzugehen! Die Matheklausur steht vor der Tür. Ihr wisst, dass insgesamt 100 Punkte erreichbar sein werden. Ihr bittet 50 Schüler:innen die Zeit zu messen, in der sie gelernt haben. Zudem bittet ihr sie aber auch Gummibärchen nach Farbe zu sortieren und die Zeit zu messen, die sie damit verbracht haben. Was hat jetzt tatsächlich einen Einfluss?*\n","\n","*Benutze deine Kenntnisse und stelle den Zusammenhang zwischen erreichter Punktzahl und der Anzahl an Stunden, die mit lernen verbracht wurden, und dem Zusammenhang zwischen erreichter Punktzahl und der Anzahl an Stunden, die mit der Sortierung von Gummibärchen verbracht wurde, in einer Punktwolke dar. Benutze Beschriftungen, Farben, etc. nach Belieben!*"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABJYAAAMyCAYAAAA/vUsFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeVxU5f4H8M8MIILAIIsiggiIW27lbuJSJqalFdlqYv0q29TMtLyGWd1uZZtLZbvh9baLlWmidUXUXCvNLRcWFVwB2UcU5vn9ce5MHGY9wwwzA5/36zUvnTPPc853hlnOfOf7PI9KCCFARERERERERESkkNrVARARERERERERkWdiYomIiIiIiIiIiOzCxBIREREREREREdmFiSUiIiIiIiIiIrILE0tERERERERERGQXJpaIiIiIiIiIiMguTCwREREREREREZFdmFgiIiIiIiIiIiK7MLFERERERERERER2YWKJyINkZmZCpVIZLgsWLHB1SGRB3b/ViBEjXB0OucCCBQtkz4PMzExXh2TSvn378Pjjj6NXr14ICQmBl5eXLO66OnbsaNjesWNH1wRMTc7Zs2fx/PPPY+jQoWjTpg18fHzc5rXz2WefyWL57LPPLLbnez+R640YMcLs55in4ucvuTNvVwdARERErqHT6TBnzhy8+eabrg6FmrGvvvoK999/P7RaratDISKiZiI/Px979uzB6dOnUVJSAj8/P0RERGDgwIGIi4tzdXgehxVLZNZLL70ky/TffffdiveRkJAg24evr6/iE8cXXnhBto/bb79dcRxERHVNmTJF9r7SkMuTTz7p6rtjt1dffZVJJXKprVu34p577mFSyQ048n3R0oWIyFVyc3Mxf/58xMfHIzo6Grfeeisef/xxzJs3D0899RTuuecexMfH4+qrr8aqVatcHa5HYcUSmTV8+HDZ9S1btijqf/r0aRw/fly27fLly9ixYwdGjhxp8342b95sMS7yXJmZmbLnwvPPP8/hfUSNpLi4GC+99JLhukqlwn333YcxY8YgLCyMXwCpUTz11FPQ6XSG64mJiZg8eTKioqLg7f33aWrv3r1dER6R7L1w+PDhbjukmYjMKysrw9NPP43ly5ejpqbGavu9e/fi9ttvx5QpU/Dxxx/Dy8urEaL0bEwskVkDBw5Ey5YtcenSJQBAQUEBsrOzER8fb1P/rKwss9ttTSxduXIFO3bskG1jYomIqOG+/vprw/s7AKSmpuKFF15wYUTU3Pz111/YvXu34fqIESPwyy+/QK1mQT0RETlOTk4OPvroI6PtGo0G0dHR8PX1RXZ2NkpKSmS3f/bZZ/D398e7777bSJF6LiaWyCxfX18MGDBAliDKyspySGLJVrt375aVx4eEhKBnz5429ydyJSGEq0MgG913332YPHmyXX07dOhg9rYFCxa4bRXe9u3bZdenTp3qokiouar/HHzooYeaRFLJU9/758yZg0mTJtnUdtKkSTh37pzh+htvvMGqMiIny8vLc3UITUKrVq3w0EMP4c4778TAgQMNVYlCCGzYsAHTp0/H0aNHDe2XLVuGyZMnY+DAga4K2SMwsUQWDR8+XJYI2rx5M+6//36b+tbtd8011+D3338HIJ1IXrlyBT4+Por2AUgl8hyeQUSOFhcXh1GjRrk6jEZV96QpODgYkZGRLoyGmqO6z0EAuOqqq1wUCQFA9+7d0b17d5vatmzZUna9b9++XAGPiNyaWq3GE088gdTUVISFhRndrlKpkJSUhG3btqF///6GRJ4QAh9++CETS1Z4/s9C5FT1h53ZWm1UVFSEQ4cOGa4/++yzhl8htVqtrPTdkvrH4zA4IiLHqFvuHRQU5LpAqNmqP+SAz0MiInKGsLAwbNu2DYsXLzaZVKrfdt68ebJt9ef8JWNMLJFFgwcPllUW5ebmIj8/32q/LVu2GErBvb29MXbsWPTo0cNwuy0JKp1Oh23btsm2MbFEROQYdedXYiUouULd5yDA5yERETlHVFQUBg0aZHP7wYMHy66fPn3a0SE1ORwKRxb5+/ujX79+snkQsrKycM8991jsVzdxdPXVV6NVq1ZITEzEn3/+abj92WeftbiPvXv3oqyszHBdo9GgT58+FvtUVFTg4MGD+Ouvv1BUVAStVguNRoOwsDBcc8016Ny5s8X+tigvL8cff/yBI0eOoKSkBNXV1fD390fr1q3RsWNHdO/eHW3btm3wcey1b98+7NmzB+fPn4evry8iIiIwZMgQdOzYsUH7LSkpwYEDB3DkyBFcvHgRly9fRnBwMNq0aYP+/fsjJibGMXfAhaqqqrBt2zYUFBTg/Pnz8PLyQps2bdC9e3dcc801Lv3So9VqkZWVhb/++gsVFRWG59vw4cPRqlUrhxzjyJEj2LdvHy5cuIDS0lKEhIQgMjISQ4cORUhIiEOOodcY96cpOnLkCHbu3InTp08bnp8DBgxAt27dFO/LU+eBsYVWq8W+fftw6NAhXLx4EVqtFn5+fggKCkLHjh3RtWtXREdHK95vcXExfv/9dxw/fhylpaWoqamBv78/wsLCEBsbi6uuugqtW7d2wj0yptPpcOzYMRw8eBCnT59GWVkZfH19ERISgk6dOmHAgAHw9fVtlFjs5ernYFVVFTIzM3HixAkUFxdDo9GgW7duuPbaa42GejU2/Sq6eXl5uHDhAnQ6HcLDw5GQkIBBgwY1iRWKamtrsWfPHhw/fhznz59HdXU1wsPDERsbi2uvvbZBz1+dTodDhw7hzz//xIULF1BeXo4WLVogICAA0dHR6NSpE7p06eLSOb0a+5wjOzsbf/75J06fPo2SkhKEhYXhrrvugkajMdunoKAA27Ztw+nTp6HVahEeHo4+ffqgb9++Do9PCIE///wThw8fxvnz51FZWYmwsDBERUUhMTERAQEBDj1eQUEBfv31V5w4cQI1NTVo164devTogb59+zr0ODqdDrt27cK+fftQVFSEVq1aoV27dhg2bBgiIiIceixLzp49i99//x15eXkoKyuDTqeDv78/2rRpg7i4OPTo0cOux/jo0aPYt28fzpw5g/Lycnh7e6NVq1Zo37494uPj0b17d9kKn0qdP38eO3bswNmzZ1FUVISAgADDuU9sbKzd+7Xm8uXLsut+fn5OO1aTIYisePbZZwUAw+Xhhx+22ueaa64xtJ81a5YQQogvv/zSsC0oKEjU1NRY3Mdbb70lO+64ceNMtjty5IhYsGCBGDRokPD29pb1qX+JiIgQL7zwgiguLlb8OPz222/i1ltvFS1atLB4DAAiNjZWPPHEE+LgwYOKj2PJpk2bZMd5/vnnDbd9/vnnokuXLmZjGjhwoNiyZYui4/3+++9izpw5ok+fPkKlUlm8z3FxcWLx4sWiqqrK6n6tPX7mLps2bVL4iNlm69at4sYbbxS+vr5mj92mTRuRmpoqysrKbN5v3f7Dhw+32DYlJUXWPjc3VwghRElJiZg5c6Zo1aqVybhatGghHn30UXHhwgW77nt5eblYsGCBiI2NNXvfvby8xIgRI0RWVpbN+3XV/bE3vrqvJUd6/vnnbX4O5+bmytqmpKQYbsvIyBD9+vUz+zfq1q2b+OGHHxTFYuulvpiYGMNtMTExFo85fPhwi/uyZPny5bK+y5cvt9rn2LFj4r777jP7/Kp7iYyMFPfff7/Yvn271f3+/PPP4oYbbhBqtdriPlUqlejatat45plnxMmTJxXdX1uUlZWJtLQ0ceutt4rWrVtbjMXX11fcfvvt4rfffrN5/5aeg7aw9veu/xnmqvf+4uJiMXXqVLPPk8DAQDFnzhxRUVEhhFD+XFTy3l/f/v37xcSJE0VAQIDZxyM4OFg88cQT4ty5c3Y+Ag1X931A6d8oNzdXPPDAAyIkJMTsffT39xeTJk0SOTk5iuIqLS0Vc+fOFe3atbP6vAoKChI33XST+PLLL432U/+5bOvFls8SZ5xzWHrt/vvf/xYDBgwweZw//vjD5P527dolhg0bZvbcr2PHjuLjjz82tDf3mW+L8+fPi5kzZ1r8m7Vo0UKMHz9e7Nu3z+b9mns/2rt3rxg9erTZ+xYfH2/T542eufeH2tpa8c4774ioqCiznxdJSUli//79Nh9Lyeev3tdffy0GDx5s9bnr5eUlrr76avHCCy+IoqIii/u8dOmSePXVV0V8fLzV/fr5+YnrrrtOLFu2zOb7WVtbK9LS0kS/fv0sfv/o1q2bWL58uaitrbV537Z64403ZMe69tprHX6MpoaJJbLqp59+kr2wunbtarF9aWmp8PLyMrT/7rvvhBBCFBQUyPazZ88ei/u55ZZbZO0XLlxo1GbNmjV2ffC3b99e7Nq1y+bH4JVXXrH6hcLUZd68eTYfwxamEkvV1dXi3nvvtSkeLy8vmz8sly5datdj2717d3Hs2DGL+7Znv4Djv1xUVFSIiRMnKoohIiLC5udO3X72JJYOHjxodPJu7hIfH6/oRE4I6fXTpk0bRff/4YcfFleuXLG6b1fcHyU8KbE0e/Zsm/8+L774os2x2Hqpz10TSytWrLD4Rc3c5d577zW7T51OJ5544gm7HrePPvpI0f21RWhoqOI4VCqVePnll23af3NILO3evVtERETYdNxu3bqJU6dONUpi6cqVK+KJJ55QdK4RGBgofvzxx4Y/KHawN7H00ksv2fQDnf7SokULWQLDkr1794rIyEjFz6/27dsb7csZiSVnnnOYeu1eunRJ3HbbbRb3byqxpOScd+LEiaK6utruxNLHH38sAgMDbX481Gq1eOGFF2zat6n3o88//1z4+PjYdKybb75ZXLp0yepxTL0/lJaWiuuvv96m4/j7+4v169fbdJ+UfP5eunRJ3HrrrXY9jzdu3Gh2vydOnBBdu3a1a7+2nD8ePXpU9O7dW9F+Bw0aJM6fP2/TY2iLoqIio8+Jd99912H7b6o4FI6suvbaa+Hl5YXa2loAwF9//YXz58+jTZs2Jttv27bN0FalUiExMREAEBkZidjYWOTm5gKQhsOZKzcVQmDr1q2ybabmV6o/PwMglSpGR0cjMDAQKpUKRUVFOHHiBHQ6naFNQUEBRowYgT179lgdQvLJJ59g7ty5RtsDAwPRsWNHtGrVClqtFsXFxcjPz2/00v6UlBR8+eWXhuutW7dGdHQ0vL29kZOTI5sctba2Fg8++CCuuuoq9O/f3+J+TT22gYGBiIyMhEajQU1NDS5cuIBTp07J2hw6dAiJiYnYt2+f2eeIOzh//jzGjh2L3377zei2qKgotG3bFrW1tThx4gQuXrxouO3s2bMYMWIEMjIyMHToUKfFl5eXh7vvvhtnz541bIuJiUGbNm1QUVGBo0ePGl5ngFTiftttt2HXrl02lRx/+OGHeOyxx2T7AKThrzExMQgMDERxcTFycnJkr50PP/wQ586dw+rVqxWVwTv7/jRVzz77LF5//XXD9cDAQHTo0AF+fn44ceIELly4IGs/f/58XHXVVbjtttsaO1SX2rhxI1JSUozef/39/dGxY0cEBQWhuroaFy9exMmTJ2XPaUvmz5+Pd955x2h7SEgIoqOj4efnh8rKShQWFuLMmTMOuS+WmJqTKCoqCq1bt4a/vz/Ky8uRm5uLqqoqQxshBObNm4eamhrMnz/f6TG6swMHDiApKQnFxcWy7S1atEBsbCwCAgJw6tQpnD9/HgBw+PBhjB07Fo8++qhT46qqqsJtt92GjIwMo9siIiIQEREBtVqN/Px8Q2yANDR/woQJ+OKLLzBx4kSnxthQtbW1+L//+z+kpaUZ3RYaGor27dujRYsWOHPmDAoKCgy3Xb58GQ8++CDKysowc+ZMs/s/d+4crr/+ehQVFcm2e3t7IyYmxjCcu7S0FCdPnjR5juNMrjjnmDJlCtLT0w3X9Z8fLVq0wKlTp1BYWGjU5/XXXzd5zhscHIyYmBgIIXDixAmUlpYCAL755hsEBwcriksvNTUV//znP422BwUFITo6Gq1atcL58+cNK3MB0rCy559/HkVFRVi8eLGi423atAmTJ09GTU0NAMDLywuxsbEIDg7G6dOnjebQWbNmDZKTk/Hdd98pOg+5cuUKbrrpJmzZssWwrU2bNoiKikJNTQ2ys7NRWVlpuK2qqgq33347Dhw44NBpJR588EGsXr3aaHubNm3Qvn17+Pr6ory8HOfPnzc6lzBHq9Vi1KhROHbsmGy7Wq1GdHQ0wsLC4OXlhbKyMuTn56OiokJRzDt37sRNN91k9NzU/61CQkJQUVGBnJwc2Wt4x44dGDx4MLZv347w8HBFx6yvuroat99+u+x8NTY21uZV0Zs1l6a1yGPUH4LxzTffmG1bd+hcjx49ZLdNnjzZcNuECRPM7uPAgQOy4wUEBJjMcn/zzTfCy8tLjBs3TnzwwQfi2LFjJsshy8rKxMqVK0Xnzp1l++3Tp4/Q6XRm47h06ZJRqXZycrLYs2ePyX5lZWXil19+EbNmzRJt27Z1esVSXFyc4f9jxowR27dvl8VVU1MjVq9ebfQL3oABA6we6/XXXxe+vr7ijjvuECtWrBAnTpww2a6wsFAsW7bM6Bjjx483u++NGzeKjRs3GpWZ3nfffYbbTF3sGcJoSm1trRg5cqTs2OHh4eL1118XZ86cMWq7detWcd1118naR0VFicLCQovHqdteacWS/m/r5+cn5s+fLwoKCmTti4uLxTPPPGNUIvzee+9Zvf8///yz0a+RN998s8jMzDR6nRUVFYnXXnvN6BfFV1991W3ujz08oWKp7vDEgQMHig0bNsj+PjqdTmzatMnol8P27dubfL/Mzs6WvZ7atm1r6NO2bVuzr7v63LFiqXv37rK2I0eOFJmZmSaHXFdVVYlff/1VPPfccyIuLs5sxVJ+fr7RL9tTp04Vhw4dMtm+uLhY/Pjjj+KRRx4RGo3GKRVLrVq1El27dhWpqani119/FZWVlUZtamtrxfbt28Vdd90li93Ly8tq5YOzK5aKi4tlz63Ro0fL2q9cudJp7/2XL18WPXv2lB0vMDBQLF68WJSUlMja7tixQwwbNszQrmPHjjY/F4VQXrFU99xIf86TmppqchjY3r17xe233250P6xVCjua0oql+fPny9r7+PiIGTNmmJwy4Pjx42Lq1KmyzwNvb2+xbds2s/t/7LHHjD5zvvjiC8NwxrpqamrEwYMHxVtvvSWGDBkioqKijNrs2bPH8Pyru99evXpZPE/Jzs422ldjnHPUf+3WfX/v16+fyMjIMPpc2L59u6zKY9euXbIRB4B0Hr9+/XrZe2lNTY346aefxFVXXWXy8wqwXrH06aefytqrVCoxefJksXv3bqPz+IKCAjF37lyj9+OvvvrK4jHqvx/pn7MtWrQQCxYsMKpw2bdvn7jppptkfWw536n/WVX33Pzee+8Vf/75p6z9pUuXxKeffiqCgoJk/e644w6LxxHC9s/fXbt2yfbt7e0t5s6dK/Ly8ky2P3v2rPjmm2/E5MmThZ+fn9mKpYULFxo9jz/88EOT79E6nU4cP35cvP/++4ahh5Yqls6cOWNURd+rVy/xxRdfiPLycllbrVYrvvrqK6OheGPHjrX4vc6a6upqo+eAr6+v+PXXX+3eZ3PCxBLZZNasWbIX2bRp08y2HTJkiKHdo48+Krvto48+MtwWGhpq9sX/3nvvyY6XlJRksl1OTo7ZN0lTtFqtGDt2rGzf69atM9t+7dq1sraTJ0+2+VjV1dUmTzAawtwwgtTUVIv9jhw5Ivz9/WV99u7da7HPgQMHFM3fUFxcLPr27Ss7hrU5pizNGeVMr776quy4AwcOtHpfa2trjYbETJ8+3WIfJV8u6ic6AIiQkBCrXwT/+c9/yvr06dPHYvuLFy/KynvVarX45JNPLPYRQoiDBw+K8PBwQ78WLVoYnRC74v7Yq3581pKa5i6ZmZkWj9OQxJL+MmXKFItz0p0/f94osasfgmyJPXM1KO3XGImlgwcPytqNHDnS5vkWamtrxZEjR0ze9u6778r2O3/+fJtjLy8vd8ocS0qHhKWlpSn64uLsxFJ9DZmXRanXXntNdqzWrVtbnNtEp9OJ++67z+Rr0pGJpbrzTwLSMODjx49bvT/1v+BZ+jHHGZQklrZt2yb7MSMsLEzs3r3b6jG+/PJLWb9evXqZbVv3C2l4eLii8xdzyWI9JX9PUxrjnMPc58fEiRNtGn4khHx+VADiuuuuE1qt1mz7qqoqs0MGLb2Ws7OzZeekfn5+Fs/F9TZv3iz8/PwM/dq0aWMxPlOx+fr6il9++cXicWbOnCnr4+fnZ/bHVSGMP6sAKVFm7ceFrKws2fPbx8fH6nAuWz9/6w+h//TTTy3ut67CwkKzcfTv31/2WB4+fNjm/R4+fNhi0mfMmDGymB9++GFx+fJli/u8ePGi7HsnAJGenm5zTHVduXLFaOigWq22msCkvzGxRDb5/vvvZS+03r17m2xXVVUlGzv/xRdfyG7/66+/ZPsxd1JX/5fWf/3rXw67L0VFRUKj0cg+dM15++23ZXHs2LHDYXHYw1RiyVLlV13PPPOMrN8rr7zi8PiOHj0q+5CcPXu2xfauSCxVVlbKqtDatWtndZJCvZqaGjFo0CBD34CAAHHx4kWz7ZWcjJpKxKxevdpqTFeuXDGaGPLs2bNm27/yyit2Pw/qJ1otVeQ11v2xl6n47LloNBqLx2loYqlfv35WT6yEEGLZsmWyflOnTrXap6kkllavXi1rZ2oiXnvMmDHD6c/DxjBp0iTDffD29jaqzqmrqSaWampqRPv27WXH+vbbb632u3z5slE1nKXnop6t7/06nU5Wcejv729TUkmv7nw9KpXKbJLUGZQklpKSkmRf1CxVHtVX/wuyqUqKixcvyto88sgj9twls5R8ltfXWOccpj4/4uLibFpQRQhpQvG6fUNDQ22K88KFCyYXErD0Wp46daqsbf3vCpbUT/hbSt6YSiy98cYbVo+h0+mMJrueO3eu2famEkszZsyw6f7ceeedih4LWz9/J0yYIHveWFswyVZ1vz+NGTPGIfsUQqqeq/s43HjjjTZXHp05c0ZWVW/PJNu1tbXi7rvvlsWgVqtFWlqa4n01Z65bY5M8SmJiomxJ1v3798vm7tHbsWOHbHlG/fxKel26dJHNu5OVlWXyeHXHJQOm51eyV0hICG688UbD9V9//dVsW61WK7vu4+PjsDgc5V//+pdN7e68807Z9d9//93hsSQkJGDAgAGG65YeW1dZsWKFbH6NBQsWGOZesMbLy0s290BFRYXJOTEcYcCAAbjlllustvP29jaaT8fUHA6ANMfF0qVLDdc7dOiAWbNm2RzT2LFjcfXVVxuur1q1yua+zrg/zcGLL75o0/vOHXfcIbvujNe3u3LW+7QnvP/bYtKkSYb/19TUYPfu3S6MxjU2bNggm7enf//+SE5OttrPx8fH5s9Ye2RkZOCvv/4yXJ8xYwbi4+Nt7v/cc88Z/i+EMDmfiqsdPnxY9jl55513YsiQITb3f+aZZ2Tz25j63HHn16orzzn+8Y9/2LxE+ooVK2TXZ8+ebVOcYWFhePrpp22Oqbi4WHaswYMH46677rK5/0MPPST7HqHkPKR9+/aYPn261XYqlQqvvfaabNvy5cttnkPVz88PqampNrV11rl53deEWq2WfYdz1H4d+TpbtGiR7Prbb79t8zyeERERePDBBw3Xt23bhnPnzik6/nPPPYcvvvjCcF2lUuGTTz7B5MmTFe2nuWNiiWzSunVr9OzZ03Bdp9MZJX8AeaIoLi4O7du3N2pTd/LBzZs3G92enZ0tOwH09/e3OtG0UrGxsYb/FxQUmJ20LjIyUnZ95cqVDo2joXr27Inu3bvb1LZHjx6yk7P6k247St3H9o8//nDKMRpi3bp1hv97e3srOqEBgOuvv172AW3qdeAI9U82LOnTp4/surm/7b59+2STU951112KTwxGjx5t+P9ff/1lcvJPU5xxf5o6jUaDpKQkm9qGhISgQ4cOhuvN6TGr/z79n//8xyn7dbf3f1vVfU8G3PN92dkyMzNl15V8WRg3blyDJ4M1p+7nEQDcd999ivr36tULERERhuvO+jxqiJ9++kl2Xel9DA0NlS30Yuo+hoWFoUWLFobrP/74o2FyaVdz1TmHl5eX0Q8OltRfMOeee+6xuW/d5LU1mZmZsuSE0ueDj48PRo4cabj+66+/2rwYg5JznsTERMTFxRmunz17FkeOHLGp76hRoxAaGmpTW2ed79T9/CorK8OaNWscvt+srCycPHmywfvU6XRYv3694fqAAQPQpUsXRfuoe24KKHsv3LlzJ1599VXZtiVLlmDKlCmKYiAmlkiB+lVDpqqN6iaK6lcrmdpu6oVfP9k0ePBgmz4ISkpK8Mknn+D+++/HNddcg3bt2qFVq1ZQqVRGl1deeUXW19yX4+uuuw5eXl6G62+//TYee+wx5OTkWI2nMfTr18/mtj4+PrKVO5ScdJ07dw5Lly7Fvffei549e6Jt27bw8/Mz+djWzfhXVVUZ/ZLoSkIIbNu2zXC9c+fOCAoKUrSPVq1ayU4YDh8+7LD46lLyt62/+p65v23915uSY+jVTV4Att9/Z9wfR3r++echpOHhii6mKjcd5ZprrlH0K2Pdx81dvlQ1hoEDB8pex+np6bjjjjuwf//+Bu33hhtukF2fNWsWnnvuOdlKMa6i0+nw3//+F7NmzcKoUaMQExOD4OBgeHl5Gb0n1z9BtzUZ3JTs2rVLdn3EiBE29/X29sa1117r4Igkdd+TW7Vqha5duyreR3R0tOH/zvo8aghHf+789ddfRpUjPj4+snPU3NxcjBw5EhkZGTYnHZzBleccXbt2RWBgoE1tKyoqZJVz0dHRsueVNR06dDD5Q7Ipjn4+lJWVyX6MtkTJ6x4w/t5T/33EHHc436n/+XXvvffizTffbPA5S939lpaWYuTIkfjmm29w5coVu/e5f/9+2f1uzHNTQKqWqvuekpKSgieeeEJxDMTEEikwbNgw2fX6iaUrV65gx44dZtvr1U0snTlzxmjJyvr7tTYMrrKyEnPmzDGUQn722Wf4448/cPbsWdmSy5aYe6ONjo7GAw88INu2bNkyxMfHo1+/fnj22Wexbt06o6WLG0v9DyRrWrVqZfi/LQmfwsJCPPDAA4by4c8//xwHDhzA+fPnbV6q15lfvJU6d+6c7G916NAhk8kxa5e6FW7O+tsr+dvW/bsC5v+29T9o77jjDsX3/fHHH5ftw9b774z709Q5+/XdVLRs2RLPPPOMbNs333yDXr16oXv37njyySexevVqxQmhIUOGyE6ia2pq8PLLL6N9+/ZITEzEggUL8Msvv6C8vNwh98NW33//PTp16oTrr78eb731Fn755RecPHkSpaWlNn2Jdqf35MaSm5tr+L+Xl5fiBE7dim1HqvueXFlZCbVarfg9ue7QRledi1hS/3OnTZs2iu/jN998Y+hfW1uLsrIyo+OkpqbKEvF//PEHxowZg8jISEyZMgWfffaZzRUnjuLKc476lYqWnD17Vvbe0a1bN5v7Ku1T//kwYMAAxY/H66+/LtuHrY9Jjx49bLszZtrXfR+xxB3OdyZOnCgb0VBRUYGnn34abdu2xejRo/Hqq69i69atNp/L682ePRv+/v6G6zk5ObjjjjvQpk0b3HXXXXj//ffx559/Kkro1n9OvPfee4qfE1dddZVsH0reC3/++WfZ9RdffNHmviTHxBLZrH6i6Pfff0dFRYXh+u7du2VviOYqlvr06SP7FaV+hZKSxFJhYSEGDx6M119/HdXV1dbvhBmW+i5ZsgQ333yz0fbffvsNr732GsaNG4ewsDBcffXV+Mc//oGDBw/aHYdSLVu2tLuvtbHi2dnZuPrqq7F8+XLU1tbafZyG/F0craioyOH7dFZliDP+tq68/858rjZVDXnMmpu5c+fi4YcfNtp++PBhLF68GLfddhvatWuHrl27YsaMGdi5c6dN+/38888xaNAg2TadToetW7fihRdewKhRoxASEoLBgwfj5ZdfRl5eniPujln/+Mc/cMstt9j8BccUd3pPbix1k2kajUY2LNwWtg5rUaKystLhfwt3rFRsrM+dxMREfPzxx7IhcYCU3ElLS8P999+Prl27ol27dpg0aRLWrFnToCoLW7jyM1dJZVT9ZLNGo1ESEgDIKuItceVjovR1XL+9rUl5dzjf8fHxwZo1a4wqVi9fvoyNGzdi7ty5SExMRHBwMEaOHIlFixbZNC9RQkICvv32W6PnV0lJCb766is8+uij6N27N8LCwpCcnIwvvvjCarLMlc+JyspKWRVvu3btjKqfyHZMLJHNwsPDZdnvmpoa2eTMdRNCERERSEhIMLkfLy8vDB482GS//Px82Qlzy5YtMXDgQLMxTZw40Wi4Q3R0NCZPnoxXX30VK1euxHfffYeMjAxs3LjRcFEyprtly5b4/vvv8fnnnxuNhdYTQmDv3r145ZVX0KNHD9x00004fvy4zcdwN5cvX8bYsWORn58v256QkIAHH3wQr7/+Oj7//HN8//332LBhg+yxrT/O2Z0445d6V5bZK9Xc7z81XSqVCh988AHWr18vm8evviNHjmDJkiUYNGgQhg4dij179ljcb1hYGLKysvDee++hU6dOJtvU1NRgx44deO655xAfH4/77rtP8cShtkhLSzMaxu3n54fRo0fjueeew4cffoj09HSsXbtW9p7sqXNDOVLdH8Hq/tpuq/pVBY7gjPdjd0zCN+bnzv333499+/bhrrvuMkow6Z09exb/+c9/MH78eHTu3Fk2fN/RXPmZq2T+xPoJTnOPnSW+vr42tXPlY6L0tV//dV/3fcQTxMXF4ffffzdU2ppSXV2NzMxMzJw5Ex06dMD06dOtVuHeeOONOHjwIB5++GEEBASYbHPx4kWkp6fjnnvuQUxMDJYuXWr2/cmVz4mLFy/KrjvjR4TmRNlPNtTsDRs2DIcOHTJcz8rKMiQS6iaIzFUr1b19w4YNRv3qVysNHDjQ7IfVDz/8IJuQMzAwEMuWLcPdd99tdV6SX375xeLt9alUKtx99924++67cejQIWzcuBGZmZnYunWryfkq1q5di6ysLKxdu9bqY+GO3n//fRw9etRwvW3btvjss88wZswYq30/+eQTZ4bWIPVPKrp3747Fixc3aJ+2rrjiDurf/1dffVU2Kao96pcfE7lSUlISkpKSkJubiw0bNiAzMxNZWVmySev1tm3bhmuvvRYrV67ExIkTze7Tx8cHjz76KB599FHs2bMHv/zyCzIzM/Hrr78aDcnR6XRYuXIlfv75Z2RmZiqegNScy5cvGw33e+CBB7Bw4UKrJ8KNPfzHHbVq1crwt7J1iHxdlZWVjg7J6P04JCQEX331lcOP42r+/v6y18lPP/2kuGKsvroTltfXtWtXfPHFF7h48aLsPeDw4cNGX2zz8vJwzz33YNeuXXj77bcbFJMpnnLOUb9CyZ4EiqnhiabUf0yWL1+OqKgoxcerq3fv3ja1q6qqsnneKcD4dW8uieLO/P398Y9//APPPvsstm3bhv/+97/IzMzEzp07jSqJLl++jKVLl2LDhg3IysqyOKQvKioKH3zwAd566y3D511WVhb27dtnNMrhwoULmD59OjZv3oyvvvpKNnetPsa67r77bqNpSJSqv/iGOTU1NbLr9WMjZZhYIkWGDx+O999/33BdnwjS6XSyCQrNza+kVzfZcuLECZw8eRIdOnRQNAzuyy+/lF3/4IMPcPfdd1u/E2jYPATdu3dH9+7dMWPGDAgh8Ndff2HDhg349ttvZatqlJeX4/bbb0d2drbHfRjVf2xXr14tqzKzxB3neNALCwuTXRdCYNSoUS6KpvHVv/+xsbHN6v5T47N1uWBT7EkA6MXGxmLq1KmYOnUqAGkeiF9++QXp6enYsGGD4dfMy5cvY/LkyRg4cKBN5e/9+vVDv3798Mwzz0Cn02Hfvn1Yv349vvrqK+zbt8/Q7uzZs7j99tuxb98+hyzznJmZKauCGj16tM1JfCXvyQ35ewEN+5s5U3BwsOGLb2lpKa5cuaKoosMZQzWCg4Ph7e1t+GKj1Wqb5PtxWFiYLOlwzTXXKJ4/zh6tW7fGnXfeaViRtLCwEJs3b8YPP/yAb7/9VvZcXbRoEQYPHqxoFTVbeMo5R0hIiOy6qUS8Nbb2qf+YdO/eHQMGDFB8PHsUFhYqSizVf93bOtzPHanVaiQmJiIxMRHPP/88rly5gj179mD9+vX4/PPPZaMsjhw5gilTphitWmlKq1atMGHCBEyYMAGAlGDcunUr1q5da0jw6q1atQpvvvkm5syZI9tH/edEcHCwW75OyDoOhSNFTK2QcOnSJezdu1d24mAtsTRw4EBZqa1+niUliaW6E4WHhoYqOiFw1DxIKpUK3bp1w4wZM7BlyxZkZWXJ3iDPnz+Pf//73w45VmPR6XSyyUD79Oljc1IJcNxj6wwRERGyX/tOnDjh9DkW3En9yTw9ebgmeYb6c00omZi07oS1DRUXF4eHHnoIP/30E/bt2ydbRvrSpUt49913Fe9TrVbj6quvxty5c7F3716sWrVK9v5y4MABZGRkOCT+up93APDYY4/Z3FfJe3JD/l6AY/9mjlT3711bWytbAcsWf/75p6NDgkqlQkxMjOG6Vqu16wu9u3OXzx39nC9paWk4ceIExo4dK7v9zTffdPgxPeWco127dmjdurXh+oEDB4wqOSypqamx+X3Glc+HAwcOKGpff6oNJROiuzsfHx8MHjwYL7zwAo4ePYp3331X9iPITz/9ZNcqk0FBQRg7dizeffddnDp1Cvfff7/s9rffftuoctCVzwkvLy+0bdvWcKmf5CJlmFgiRdq1ayebO6m6uho7d+6UJYSCg4OtrrzQsmVL2XKSWVlZuHDhguxNrEWLFhYTGnV/ve3UqZPN5YtlZWX47bffbGqrVGJiIl599VXZtrpVTJ6gqKhIdkKhZCjH0aNHbV72FYDRL/nOnh/Cx8dHtmx0VVWVzZP4NgUjR46UXf/vf//rokiouag/waeSuYfqJrgdqUePHvjwww9l2xzxPn3bbbdh1qxZDt8vYPy4KXlfVvI6b8jfq7Cw0OmTl9urf//+suv1Fw2xpKamRlaR7UjN4T3ZHe9jWFgYPv/8c9kcOnv27DE7mXrdSj4l5ymecs6hUqlk5+RarVbRlBEbNmyweXUxVz4flLzuAeMfuxursqqxqVQqPPbYY7jnnntk2xv6+dWqVSt8+OGH6Nixo2Hb2bNnjRJHAwYMkA2H+/XXXxWvVmev6OhonD171nCpv0IcKcPEEilWvxopKytL9mY9dOhQm0r/6w6Hy8rKMnoD79+/v8Wx5HU/3C9fvmz1eHqffvqpU9+w6p5EADA5B5M7q3/SpOSxfe+99xQdq/7EiI0xjKL+PFFLly51+jHdxYABA2S/Sv73v/+VzZlG5Gh1KzIAaQlwWxQWFjr1C4ez3qedtV9735fPnTuH9PR0m4/j5+eH8PBww3Uly0a78/xAI0aMkF1fsWKFzX3Xrl3rtM/x+p9H77zzjlOO40r17+OHH37oFlU7Go1G9iOoTqczO2y07rmK0vMUTznnGD9+vOy6kipOJc/bUaNGyebY+vLLL50y1NSUL7/80ubn3pYtW5CTk2O4HhER4bA589yVMz6/vL29jRZhqr/fFi1a4LrrrjNcr6ysxPLlyxt8bGp8TCyRYvWHp+knsdazdbLquu2OHj2Kr7/+2uJx6qs7eePBgwdtWlWgoKAAL7zwgk3x2av+G2bdL/KeIDQ0VPahv2PHDptKovfu3as4sVR/XH9DltC21YMPPigbJ//tt99i7dq1Tj+uO/Dx8cGTTz5puC6EwNSpU93iJJ+apmuuuUZ2vf77vDkvvvii4mFYSjjrfdpZ+60/WbGtvyRPmzZN8ZL2df9mFy9exMaNG632KS0txWuvvaboOI0pKSlJtirS7t27sWrVKqv9rly5grlz5zotrltuuUW22uDOnTuxbNkypx3PFfr27SurUjl16hSee+45F0b0N1tfr3XPVZRW5XnKOcekSZNkP+auWbPGptfIl19+iZ9++snm47Rt21a2MnNlZSUef/xxZcHaqaCgAEuWLLHaTghhtFjClClTGjwHnbtz5efi7NmzZdeff/55nDx50iHHp8bDxBIpZiqxVPdNw9r8SnrXXnutrLLp22+/tXic+oYMGWL4/+XLl62e/F24cAE33XSTomUtU1NTsXLlSpvHmgshjMbpN3TVrcbm5eUl+3XhzJkzVuceOH78OCZMmKA4QRETEyOb2PyXX34xWvrT0TQajeyEQafT4e6778YPP/ygaD+//fabYVJQTzJjxgy0bdvWcH3r1q24/fbbUVpaavM+KisrsWTJErdeAZDcw6hRo2STJH/99ddWkyIff/yxol/AFy9ejHfffVdRJcHrr78uu27qffrxxx/HmjVrbB76Ul1dbfSlxVHv/3U/7wBpRUdrvyY/99xz+OabbxQfq/7cM88884zFx7ayshJ33nknTp06pfhYjcXLywtPPPGEbNtDDz1kcc4VIQQefPBBu+YZURLXSy+9JNs2Y8YMfPTRR4r2c/ToUTz88MOKhqI3ppdeekl2vrdw4UK8+OKLioaV5efnY/bs2SaHyP73v//Fs88+q2iOqtWrVyM7O9twvXv37kZzjOnVXf20sLBQtiKxNZ5yzhEcHGw0lPfee+81Wsylrs8//xxTpkwBoGzi/+eee0429Omrr77C1KlTFVXIFxcX45///CfWrFljcx8AmDdvHjZt2mSxzaxZs7B9+3bD9ZYtW+KRRx5RdBxXu/feexUN/bt48SI+/vhj2bb6n1+HDx/Go48+qmgOpN27d8teL8HBwbI57/SGDRuGpKQkw/ULFy5g9OjRiubD0+l0+O6774ySgpZkZmZCpVIZLnWH7ZEdBJEdYmJiBACji7+/v7h8+bLN++nVq5fJ/Xh7e4vy8nKLfTMyMoz6TZ48WeTl5cnalZWViY8//lhEREQY2nXr1k3Wb9OmTSaPMWHCBAFAtGnTRjzyyCPip59+EoWFhUbtamtrxZYtW8SoUaOMHo/8/HybHw9rNm3aJNv/888/r6h/3b9bTEyM2XYffPCB7DgqlUrMmjVLnDt3TtbuwoUL4o033hAajcbQrkuXLrK+ubm5FmPSP8b6S+fOncWrr74qvvvuO7Fx40bZpbi4WNH9Nae2tlaMHTvW6D7eeuut4pdffhGXLl0y6qPVasXOnTvFyy+/LK655hpDP0vq7n/48OEW26akpCh63OpS+rzIysoSPj4+sj7t27cXb7zxhjhx4oTJPidPnhTffPONuPfee0VQUJDV4zTm/bFH/fjuu+8+o+ebrZfMzEyzx3n++edteq8RQojc3FxZ25SUFEX3afjw4bL+1tj6ftDQfnfccYcsLo1GI5YvXy6qq6tl7f78809x7733GtrFx8fL+i1fvtzk/mfMmGHY7+TJk0V6ero4ffq0ybZ//PGHuPPOO2X7VavVYs+ePUZte/fubbiPs2bNEps2bRKlpaVG7S5fvix++ukn0bdvX9l+IyIiRFVVldXHxxaXL182+tzt3Lmz2LBhg9DpdIZ2Op1ObNu2TfZZVP/zztrzqrCwUPj7+8v6DB48WPz++++ydlqtVqxatcqw/xYtWoioqChFz8GGvE8oVV1dLbp37y47XmBgoFiyZInR33Xnzp2y11PHjh1tei7qKXnvF0KIqVOnGp3PXHfddWLNmjWioqLCqP3ly5fF3r17xdtvvy2GDh0qVCqV0x+/+uo/Hy29twkhxCuvvGJ0H/v27Su++OILk5/tNTU14tChQ+KDDz4Qo0ePFt7e3maPs3r1agFA+Pj4iBtvvFF8/PHH4siRI7LXht7JkydFamqq0Wfg22+/bTb2t99+W9Y2ODhYPPPMM+Lrr78WGRkZss+D7Oxso/6Ncc7R0M8PIYS4dOmS0WsEgBgyZIh48803xXfffSdWr14t3njjDTF48GDZe139czlrz8UvvvjC6DidO3cWH374oTh79qxRe51OJ44fPy5WrFghbr31VuHn52f1tVj/M1H/nG3RooVYsGCBOH/+vKz9n3/+KW6++WajuP71r39ZvC/Lly9X9P5Qn5L3C1s/f/Xn5d26dRPz588Xv/76q6isrDRqV1VVJb7++muRkJAgi6N3795Gbf/44w/DZ+awYcPEkiVLxP79+0VNTY1R2/Pnz4s333xTBAYGyvY7Y8YMszGfO3dOREdHy9r7+/uLGTNmiL1795p8PRcXF4uNGzeKJ5980tDXlvdcvfrnm0rOhcgYE0tkl8mTJxu98epPhJR4/PHHTe5n4MCBNvWv/0Gtv8TFxYmBAweKLl26iBYtWshuu+eee2z+slf/g1J/adeunejZs6cYNGiQ6NmzpwgICDDZbtmyZYoeD2saK7F0+fJl0adPH6P7o1arRZcuXcTAgQNFp06dhJeXl+z2f/zjH4q/KGRmZhpOiq1drJ24KlFSUiJGjBhh8ji+vr6ic+fOYuDAgaJ3794iJibG6L5aO8kTwn0TS0JIJ3UtW7Y0+/zu3bu3GDBggOjSpYto3bq1yXZNKbHUkItGozF7HCaWhMjLyzP5HhkQECB69+4trrnmGtGmTRvZbcOGDRMffvihbJu1xFL9S3h4uLjqqqvEoEGDRJ8+fURwcLDJds8++6zJ/eoTS3UvKpVKREVFid69e4tBgwaJ7t27m3wdeXl5iR9//NHmx9QWX3/9tcn4W7duLfr27Sv69OkjQkJCZLe1bdtWZGVlKX5evfHGGyaP1b59e9G/f3/RvXt3wxc7/eX9999X/BxszMSSEELs27fP5PuZr6+v6Nq1q+jbt6/Rc7FXr17ivffes+m5qKfkvV8I6TO3fgJWf/H29hbx8fGif//+4uqrrxaxsbFG5zWN9fjVpTSxJIQQM2fONBm3Wq0WHTt2FH379hV9+/YV8fHxRslNS8fRJ5bqXwIDA0Xnzp3FgAEDRL9+/URkZKTJdkOHDjX55VivqKhIhIWF2fR5YO7zytnnHI5ILAkhJd5iY2Ntuq8AhJ+fn9i6davRa/nUqVNWj/Xmm28KtVptcr/R0dHi6quvFv379xcJCQlGCQpbXov134/++9//GhKU+tdWQkKC6Nevn2jfvr3J/SclJVn9wdydE0t1L15eXiImJkZcffXVhu9I9ROsgJTM+e2334z2qU8smXoOdOrUSfTv31/0799fxMTEmDyvT0hIEGVlZRbv359//mmUXNJfNBqN6N69uxg4cKC46qqrRLt27Uy2Y2LJdZhYIrt88sknij5Qzfnyyy9N7mfOnDk29b948aIYMGCAzR+Ad911l6iurm5wYsmWD9r3339f0WNhi8ZKLAkhxIkTJ4x+wbB0eeqpp4ROp7Pri8KSJUtMfrjVvzgysSSEEFeuXBFPPfWU7ERDySU6Otri/pV80LkiEbNnzx7RuXNnu+67l5eX+OCDD9zq/ijBxFLjJZaEEGL9+vVmvyjWv1x33XWipKTE5pN1c4klW57D8+fPNxuzqcSSLZfWrVuL7777zubHU4mXX37Z5kR8dHS02L9/v13Pq9raWvHQQw/ZdBy1Wi0WLVokhFD+HGzsxJIQUjVS/eSRuUu3bt3EqVOnFH9xrNtWyZec1157zShhZ+slLCzMZKWHs9iTWBJCiLS0NLNJXmuXwMBA8ccffxjt01xiyZbL+PHjrVbICyHE5s2bbXreWPq8cuY5h6MSS0IIkZ+fL2666Sar8XTs2FFs375dCCFEcnKy7DZrCQS99evXm00QWLv4+vqKtWvXmt23qfejL774wmxitv5l7NixNlWdekpiyZZL+/btxa+//mpyn+YSS7ZcBg8ebPP70/nz50VSUpLdx7rvvvtsOo4QTCw5GudYIruYm//I1vmV9MxN9G3rfoKDg5GVlYXU1FRoNBqz7a666ip8/vnn+OKLL9CiRQub4/voo4/w6aefIjk5WTYvjTkhISF45JFHcPjwYUydOtXm47ijDh06YPfu3XjiiSfMzjsAAIMGDUJGRgbefPNNuyc2nDZtGg4fPoz58+fjuuuuQ2RkJPz9/Z0+UaK3tzfefPNNHDlyBA8//DDatGljtU/Hjh3x8MMPY8OGDW67tLat+vbti0OHDmHFihUYNGgQvLy8LLb39fXFddddhzfeeAOnTp3Cww8/3EiRkqdLSkrCrl27MGbMGLOv64iICCxatAgbNmyw+H5e34svvogvv/wSkyZNQnR0tNX2AQEBmDRpEv744w+LizmsWbMG77zzDsaNGyebfNecyMhIzJ49G0ePHsWECRNsjl+Jf/zjH1i7di169+5ttk1QUBBmzZqF/fv3y1a9UkKtVuPDDz/EZ599hg4dOphtl5iYiF9//RUzZsyw6ziuMGDAABw+fBgPPfSQbJ6XugIDAw3z+URFRTVabHPmzEFubi6efvppi4+7XkREBCZNmoT09HScPn3apvMUV5s8eTLy8vLw0ksvoXPnzlbbt27dGrfffjtWrFiBs2fPok+fPkZtxo0bh40bN2L69Ono0aOH1XMHLy8v3HDDDVizZg2+//572VyP5gwbNgx//fUX3nnnHdx8882IjY1FYGCgTasg63nKOUf79u2xZs0a/Pe//8WDDz6Irl27IjAwED4+PoiMjMTYsWPx0Ucf4fDhwxg0aBAAyFbUU6vVNj2mgPTZkJOTgyVLlqBXr15W/3YBAQEYN24cli1bhjNnzhjNCWfNXXfdhV27duGGG24w2yYuLg6ffvop1q5da3F1ane2a9cuLFy4ENdff73RCsymdOrUCS+99BKOHDmCwYMHm2zTq1cvbNu2Dc888wz69u0rW+jHnCFDhmDFihXYtm2bze9P4eHhWL9+PbKysnDzzTdbjV+lUuHqq6/Gs88+iz///FPRqp/kWCohFMycR+TGLl26hO3bt+Pw4cO4ePEiWrRogcjISPTv39+mkxdb5Obm4siRIzhx4gRKS0tx+fJlBAQEIDw8HD179kT37t1teqP1NBUVFdiyZQuOHz+O0tJS+Pn5ITo6GoMGDbLp5NdTCCFw8OBBHDx4EIWFhSgpKYGvry80Gg1iY2PRvXt3REZGujpMpyktLcWOHTtw+vRpFBYW4sqVKwgMDESbNm3QtWtXdOnSxWKSkcgW586dw+bNm3H69GlUVlYiJCQEvXr1sim5aYuCggL89ddfyM3NxcWLF1FdXQ1/f3+EhobiqquuQs+ePeHr66ton0IIHD16FMeOHcPJkydRVlaG2tpaBAYGIiIiAr169ULnzp0VfclsqMOHD2Pnzp04f/48ampqEBoaim7dumHQoEGKfkCxRgiBP/74A3/88QcKCwshhEB0dDSGDBmC2NhYhx3HFSorK7Fp0yacOHECFy9ehEajQbdu3TB06FC3eK87fvw49u7diwsXLuDixYvw9vaGRqNBhw4d0K1btyYx0WxBQQF2796N8+fPo6ioCGq1GkFBQWjfvj26deuG+Ph4xa+r0tJSHDx4ENnZ2bhw4QKqqqrg6+uL4OBgJCQkoE+fPjYli52tKZ1zhIeHGxYU6Nixo92r/F64cAE7d+7E2bNnUVRUBJ1Oh6CgIERERKBbt25ISEiQLQjREPn5+di2bRtOnjyJmpoatGvXDj169EC/fv0csn93UVtbi8OHD+PYsWMoKChAeXk5ACmB3r59e/Tp08eu9/LKykrD6+zcuXOorKw0vEfFxcXh6quvRnh4eIPjv3LlCnbt2oXc3FwUFhaisrISrVq1QuvWrdG5c2d0795d0Y9R5DxMLBEREREREZFi+/btk1WS3X777XatSElEno1D4YiIiIiIiEixJUuWyK5fe+21LoqEiFyJFUtERERERETNnBBC0fyW69evx9ixY6H/OtmiRQvk5+c7ZAgUEXkWViwRERERERE1cwsXLsT06dORnZ1tsV1tbS0++OAD3HLLLahbozBp0iQmlYiaKVYsERERERERNXMLFiwwrJbZr18/DBs2DD179kRYWBgAoKioCL///jvWrFljNEF3VFQU9u/f7xYToxNR42t6y1cRERERERGR3fbs2YM9e/bY1LZ9+/b48ccfmVQiasY4FI6IiIiIiKiZi4iIgJeXl83t1Wo17rjjDuzcuRO9e/d2YmRE5O44FE4hnU6H06dPIzAwUNHkdkRERERERO6ssLAQP//8M3bs2IHDhw/j5MmTKCkpwaVLlxAYGIjg4GDEx8dj6NChuPnmm9G5c2dXh0xEDiaEQHl5OSIjI6FW21aLxMSSQvn5+YiOjnZ1GERERERERERETnHq1ClERUXZ1JZzLCkUGBgIQHqQg4KCXBwNEREREREREZFjlJWVITo62pD7sAUTSwrph78FBQUxsURERERERERETY6SqX84eTcREREREREREdmFiSUiIiIiIiIiIrILE0tERERERERERGQXJpaIiIiIiIiIiMguTCwREREREREREZFdmFgiIiIiIiIiIiK7eLs6gObiypUrqK2tdXUYREROo1ar4ePjo2hpUiIiIiIi8mxMLDlZWVkZCgsLUV1d7epQiIiczsvLC/7+/mjTpg1atGjh6nCIiIiIiMjJmFhyorKyMhQUFCAgIABhYWH8JZ+ImiwhBGpra6HValFaWoq8vDxERUXB39/f1aEREREREZETMbHkRIWFhQgICEBUVBQTSkTULAQEBCAkJAQnTpxAYWEhOnTo4OqQiIiIiIjIiTh5t5NcuXIF1dXV0Gg0TCoRUbPi5eWFkJAQVFZWoqamxtXhEBERERGREzGx5CT6ibp9fHxcHAkRUePz9fUFACaWiIiIiIiaOCaWnIzVSkTUHPG9j4iIiIioeWBiiYiIiIiIiIiI7MLEEhERERERERER2YWJJSIiIiIiIiIisgsTS+QSVVVVWLJkCUaPHo127drB19cXgYGB6N69O6ZMmYIffvjBMAF6Q6hUKnTs2LHhARMRERERERGREW9XB0DNz7Zt2zBx4kScOXMGLVu2RP/+/REZGYnq6mpkZ2cjLS0NaWlp6N69Ow4ePOjqcJ1KpVIhJiYGeXl5rg6FiIiIiIiISDEmlpoKIYCiIqCiAggIAEJDATdclen333/H9ddfj+rqasyePRvPPfccgoKCZG1OnTqFt956C++//76LoiQiIiIiIiIiW3AonKcrKQEWLwYSEoDwcCA2Vvo3IUHaXlLi6ggNdDodJk2ahOrqarz00ktYuHChUVIJAKKjo/H2229j69atLoiSiIiIiIiIiGzFxJIny8gAoqKAmTOBnBz5bTk50vaoKKmdG1i3bh0OHz6MDh06YO7cuVbb9+3b12hbcXEx5s6di+7du8PPzw8ajQbXXXcdfvzxR8XxHD58GFOmTEF0dDR8fX3Rtm1b3HXXXSaH33322WdQqVRYsGABjh49irvuugtt27aFWq3Gd999h7y8PKhUKowYMQJarRbPPvssYmJi4Ovri06dOuG1116DEMJofwBw4sQJqFQqw2XEiBGK7wsREVFTptW6OgIiomZKCKCwEMjLk/6t852GSI9D4TxVRgYwbpz0wjb14tZv02qldmvXAklJjRtjPT/99BMAYOLEifDy8lLc/+jRoxg1ahROnTqFjh07IikpCeXl5dixYwduvvlmvP7663j66adt2td3332Hu+66C9XV1ejTpw8GDRqEU6dO4euvv8aaNWvw008/YdiwYUb9jhw5gv79+yM0NBQjR47ExYsX4ePjY7j98uXLGD16NA4dOoQRI0agsrISmzdvxrPPPovy8nL885//BAB06tQJKSkpSEtLQ6tWrXD77bcb9tG1a1fFjw0REVFTlZUFjBkjnfokJro6GiKiZqKkBEhLA5YuBbKz/94eHw9MmwakpADBwa6KjtyMSgimHJUoKyuDRqNBaWmpyWFcepcuXUJubi5iY2PRsmVLxwZRUiJVImm1gE5nvb1aDfj5Afn5Ln3xDx06FNu2bcPKlStx7733KupbW1uLq6++Gvv378fChQsxa9YsqNVSwd3x48cxevRonDx5Env37kWPHj0M/UxNjp2Xl4cePXpApVJh9erVGDVqlOG29evXY/z48YiIiMDx48fRokULAFKF0f333w8AeOKJJ7Bo0SJZciwvLw+xsbEAgOHDh+OHH34wPD/27NmDQYMGwdfXF+fOnUNAQIDF+IiaAqe+BxJRs5KYCGzdKv2bleXqaIiImoGMDCA5Gaiqkq7XTRno5/H19wdWrXJ58QI5nq05j7o4FM4TpaVJL3JbkkqA1K6qClixwrlxWVFUVAQACAsLM3n7//3f/2HKlCmyi36epTVr1mD//v1ITk7G7NmzDUklQKr+efPNN1FbW4uPPvrIahyLFi1CZWUlXnnlFVlSCQDGjBmDRx99FKdOncLatWuN+oaHh+O1114zW3GlVqvxwQcfyF6A/fr1w4033oiqqirs2bPHanxEREQkycyUkkoAsGWLdJ2IiJxIPzJGqzU9Oka/TT8yxk2mXSHXYmLJ0wghlSPaY8kStx4Tm5aWZnQ5fvw4AGDDhg0AgNtuu81k38T/1cbv2rXL6nEasq9Ro0bB39/f7L5jYmLQpUsXo+2dO3cGAJw5c8ZqfERERCRJTQX0v+V4eQHz57s2HiKiJq2kRKpUEsJ6EYNOJ7VLTnarBaPINZhY8jRFRdIYV6UJIiGkfsXFzonLBqGhoQCAwsJCk7fX1NRACAEhBKZOnSq7TT9U7N5775VNdK2/hIeHW9y3qX21b9/e5L4mTpxodl8dOnSwuO+oqCiT2wMDAwEA1dXVVuMjIiKiv6uVamul67W1rFoiInIqDx0ZQ67Hybs9TUVFw/qXlwP/S/A0tt69e2Pbtm34448/FM+xpPvfm9uYMWPQtm1bs+3MDbMzta+UlBSL7QYOHGi0zdpcMXWH6BEREZH99NVK+sQS8HfVEudaIiJysIaOjJk27e/5l6jZYWLJ09SZ+Nku/6uccYUbb7wR7733Hr755huL8xSZoq8EevDBB5GcnNygOKKiopCdnY0333zTUEVFRERE7qPu3Ep11a1aGjGikYMiImrK9CNjlKo7MobfrZotlld4mtBQaYlHpdlglUrqFxLinLhsMHbsWHTr1g0nT57EK6+8oqjvDTfcAABYvXp1g+Nw5L4aysfHBzU1Na4Og4iIyK3UnVupPs61RETkBI4YGUPNFhNLnkalksoM7TF9ukvLE9VqNf7973/D19cXqampmDNnDkpLS43aFRUV4ciRI7JtycnJ6N69O/7zn//gpZdeMpqrSAiBbdu2Ydu2bVbjmDVrFvz8/PD0008jPT3d6Pbq6mp8++23yM/PV3gPlYuMjMS5c+dQwgnviIiIABjPrVQf51oiInICDx4ZQ67HxJInSkkB/P0BW+fzUaul9pMnOzcuG/Tt2xc///wzIiIi8Prrr6Nt27YYPnw47r77btx6663o378/2rVrh8zMTHTt2hX9+vUDAHh7e+O7775DbGws5s+fjw4dOuCGG27Avffei6SkJERERGDo0KHYvXu31Rg6deqEL774AleuXEFycjISEhIwfvx43H333Rg2bBhCQ0MxceJEmyYCb6jx48ejpqYG11xzDSZNmoQHH3wQr7/+utOPS0RE5K4sVSvpsWqJiMjBPHhkDLke51jyRMHBwKpVwLhxUtLI0qz9arX0Yk9Pl/q5gaFDhyI7Oxsff/wxfvjhBxw4cADbt2+Hr68v2rdvjzvuuAO33347brrpJnh7//0UTUhIwB9//IF33nkH6enp2LFjB2pqahAREYGrr74a48ePxx133GFTDBMmTMCff/6Jt956Cxs3bsTGjRvh4+ODyMhI3HzzzbjtttvQvXt3Zz0EBq+88gqEEPj+++/x1VdfoaamBsOHD8fs2bOdfmwiIiJ3Y25upfo41xIRkYPpR8bMnKm8r4tHxpDrqYRQum5981ZWVgaNRoPS0lIEBQWZbXfp0iXk5uYiNjbW6kpidsvIAJKTpSUeAWniND39C9vfX0oqjR7tnBiIiExolPdAImpyEhOB7dvND4Ory8sLGDKEK8QRETlMSQkQFQVotZaLF/TUasDPD8jPd5siBmo4W3MedXEonCdLSpJexIsWAXFx8tvi4qTtBQVMKhEREZHbsza3Un2ca4mIyMH0I2NUKuvTrrjhyBhyHSaWPF1wsFR6eOwYUFgI5OZK/x47Jm3XaFwdIREREZFVqan2Te3BuZaIiBwoKQlYu1aqRFKpjN+Y9dv8/IB161jEQACYWGo6VCppwrWOHaV/OcaViIiIPERlJbBzp3xUvy2EAHbs+HtWACIicgCOjCGFOHk3EREREblUq1bSd5TSUuV9NRppSkkiIkCaHsjPz9VRNAH6kTHTpgHFxUB5ORAYKK3+5ulFDEIARUVARQUQEMDCDAdgYomIiIiIXC48XLoQEdkrKwsYM0Za4ygx0dXRNBH6kTGhoa6OpOFKSoC0NGDpUiA7++/t8fFSAi0lhfNF2YlD4YiIiIiIiMjjzZsnVSzNm+fqSMjtZGRIK97NnAnk5Mhvy8mRtkdFSe1IMSaWiIiIiIiIyKPpV5YEuGIk1ZORAYwbJ2UdhTCe0E+/TauV2jG5pBgTS0REREREROTRUlMBLy/p/15eXDGS/qekBEhOlhJHOp3ltjqd1C45WepHNmNiiYiIiIiIiDyWvlqptla6XlvLqiX6n7Q0aelQa0klPZ1Oar9ihXPjamKYWCIiIiIiIiKPVbdaSY9VSwQhpIm67bFkifGQOTKLiSUiIiIiIiLySPWrlfRYtUQoKpJWf1OaIBJC6ldc7Jy4miAmloiIiIiIiMgjmapW0mPVUiMSAigsBPLypH/dodqnoqJh/cvLHRNHM8DEEhEREREREXkcc9VKeqxaagQlJcDixUBCAhAeDsTGSv8mJEjbXTkJdkBAw/oHBjomjmaAiSVyiaqqKixZsgSjR49Gu3bt4Ovri8DAQHTv3h1TpkzBDz/8gFpznxBNTGZmJlQqFaZMmSLbvmDBAqhUKnz22WeK9peXlweVSgWVSmXyurN17Nix0Y7laJs2bUJycjLat2+PFi1aoHXr1ujSpQsmTpyId955B6Wlpa4O0ezzhYiIiKi5sVStpMeqJSfKyACiooCZM4GcHPltOTnS9qgoqZ0rhIYC8fGA0u8mKpXULyTEOXE1QUwsUaPbtm0bOnXqhBkzZmDLli1ISEjArbfeilGjRsHb2xtpaWmYMGECevXq5epQPVJAQABSUlKQkpJi8jqZ9uKLL+K6665Deno6NBoNbrrpJowePRp+fn5IT0/HtGnTcPjwYafHYW9C0VlUKhU6duzo6jCIiIiIZKxVK+mxaslJMjKAceMArVYa9lZ/6Jt+m1YrtXNFckmlAqZNs6/v9OnKE1LNmLerAyDH0moBPz9XR2He77//juuvvx7V1dWYPXs2nnvuOQQFBcnanDp1Cm+99Rbef/99F0XZuAYMGIDDhw9Do9E4ZH9hYWGypET962Tst99+w4IFC+Dj44Ovv/4at9xyi+z2s2fPYuXKlQgODnZJfHU5+vlCRERE5In01Uq2DHLQVy1lZTk/rmahpARITpYSRzqd5bY6HaBWS+3z84HGPp9OSQHmzZO+KFuLFZBi9fMDJk92fmxNCCuWmpCsLKnab8sWV0dimk6nw6RJk1BdXY2XXnoJCxcuNEoqAUB0dDTefvttbN261QVRNj5/f3907doV7dq1c3UozVZ6ejqEELjjjjuMkkoAEBERgaeffhpdu3Zt/ODq4fOFiIiImjtbq5X0WLXkYGlpQFWVbYkaQGpXVQWsWOHcuEwJDgZWrZKqj9RW0h9qtdQuPb3xE2AejomlJkSfiJ03z9WRmLZu3TocPnwYHTp0wNy5c62279u3r+y6fq6gESNGmGxvbghR3Tl/3n33XfTo0QN+fn6IjY3FwoULIf5Xtvn777/j5ptvRkhICAICAjBhwgScOHHC6DhTpkyBSqVCZmYmfv75ZwwbNgyBgYFo06YNHnroIcM8POfPn8fUqVPRvn17tGzZEgMGDECmiU8zW+bM2blzJ5KSkhAcHIygoCDccMMN2LFjh1E7nU6Hzz//HHfddRcSEhLg7++PoKAgDBw4EMuWLTPcV3OP265du3DTTTchNDQUKpUKe/fulcVw1113oX379vD19UW7du1w/fXX46OPPjIb98cff4xevXrBz88PERERmDp1KkrMTOBXU1ODZcuWYfDgwQgKCoKfnx/69OmDRYsWoaamxqh93b+rkuOYcuHCBQBAeHi4zX30Tp06halTpyImJga+vr5o06YNbrvtNuzevduobd3ncFlZGZ566inExsbCx8cHTz75JDp27IgXXngBAHD//fcb5sbSP98A68+X9evXY9y4cQgPD4evry/i4uLw1FNPoaioyKht3edyRkYGRo4cieDgYKhUKixatMjw+J44cUIWi7nXIBEREVFjSE21b9oczrXkAEIAS5fa13fJEtesFpeUBKxdK1UiqVTGTx79Nj8/YN06YPToxo/RwzGx1ETos/aA+2bjf/rpJwDAxIkT4WVtlj0nmDlzJmbPno2YmBiMGjUKRUVFeOaZZ7BgwQJs27YNiYmJOH36NG644Qa0a9cOP/zwA66//npotVqT+1u9ejXGjBkDIQTGjBkDX19ffPzxx5gwYQIKCwsxePBgZGRkIDExEX369MHu3bsxZswY7N+/X1Hcv/76K4YNG4b8/HzceOON6NKlC37++WcMHz4cGzZskLWtqqrCvffei59//hnt2rXD+PHjMXDgQBw4cACPPfYY7r//frPHycrKwtChQ5GXl4fRo0dj2LBhUP8vq7948WIMGTIEX331Fdq1a4fbbrsNPXr0wIEDBzB79myT+5szZw4ef/xxtGvXDjfeeCOEEPjwww8xfvx4owSXVqvF6NGj8dhjj+Ho0aMYNGgQbrjhBpw5cwYzZ85EcnIydGZ+EVFyHHOio6MBAKtWrcL58+dt6gMA+/fvxzXXXIMPP/wQfn5+uO2225CQkIDVq1djyJAh+Oabb0z202q1GD58OD777DP06dMH48ePR+vWrXH77bejd+/eAIBrr73WMDdWSkoKIiIirMbz7LPP4sYbb8TPP/+MLl26YPz48fD29sbbb7+NgQMH4ty5cyb7ff7557jxxhtRWVmJG2+8Ef3798fVV19tmJerVatWsljGjBlj82NERERE5EiVlcDOncrzE0IAO3ZIhTPUAEVFQHa2fX+A7GyguNg5cVmTlCQNxVu0CIiLk98WFydtLyhgUsleghQpLS0VAERpaanFdlqtVhw6dEhotdpGiWvoUCG8vKQZ0ry8hEhMbJTDKnLttdcKAGLlypV29c/NzRUAxPDhw03e/vzzzwsAYvny5bLtMTExAoCIjIwUx48fN2w/fPiw8PX1Ff7+/qJjx45i2bJlhtuqq6vFddddJwCITz/9VLa/lJQUAUCo1Wrx448/GraXlZWJHj16CACie/fuYtKkSeLy5cuG25977jkBQEyePFm2v02bNgkAIiUlxeT9ASDmzZsndDqd4bb33ntPABDt2rUTVVVVsri/++47ceXKFdm+zp8/L/r16ycAiM2bN5s9zmuvvWb0uG7evFmoVCoRGBgofv75Z9ltV65cEWvXrpVt0z/eERER4q+//jJsv3DhgujUqZMAIH755RdZn8cee0wAEHfeeacoKSmRPaZjx44VAGR/H3uPY052drbw8/MTAERgYKBISUkRH330kfj9999FTU2NyT46nU707NlTABBz5syR/X2+/fZboVarRUBAgDh9+rRhu/45DEAMHjxYXLx40Wi/5p7HeuaeL19//bUAIHr06CGOHTsmi3P+/PmGx7cu/XMZgPjyyy9NHg+AiImJMXmbJY39HkhERETNx/nzQhw7Jl369hVCrdbPFC2/qNVC9Ov3d9vz510deROQm2v6wbb1kpvr6nsghE4nRGGhFEthoXSdDGzNedTFiqUmoP4YY3cdQ6wfihMWFmby9v/7v//DlClTZBdHzrP04osvIj4+3nC9a9euGDt2LKqqqhAVFYVHHnnEcFuLFi0wY8YMAMDmzZtN7u+ee+7BuHHjDNcDAwPx0EMPAQDy8/OxZMkS+Pj4GG5/+umnoVKpzO7PnJiYGMNwNb1HH30UAwcOxJkzZ7Bq1SpZ3BMmTIC3t3xe/vDwcLzyyisAgO+//97kcXr27Gmy+ujVV1+FEALz5s3D9ddfL7vN29sbY8eONbm/l156CV26dDFcDwsLMzzGWXVmTjx//jw++ugjREdHY/ny5bJJqQMDA/HJJ5+gRYsWWLZsWYOOY0lcXBzWrFmD6OholJeXIy0tDQ899BCuueYahIWF4bHHHsOZM2dkfTIzM7F//3506NAB//znP2V/n+TkZNxyyy2oqKjAp59+avKYS5Yscehk4C+//DIA4IsvvkCnTp0M21UqFRYsWIA+ffrg22+/RWFhoVHfcePG4c4773RYLERERETOFB4OdOokFaD89pv5qX50OmDPHqldp05SP2qggICG9Q8MdEwcDaFSSZMTd+wo/cvV3xqMq8I1AaZWRPDElQ/S0tJQW28GvhEjRmDo0KEO2f9oE2WNcf8rg7R0W/2Egi3769evH1q3bi27TaPRICQkxOz+zElOTjZKFAHA3XffjZ07d2LLli2YNGmS7La9e/diw4YNOHHiBKqqqiCEQHl5OQDg2LFjJo9z0003yZIjgDTvkX5un4cfflhR3KYen86dOwOQP6aZmZm4cuUKxowZAz8TSxpGREQgISEB+/fvh1arNWpj63Gsuf7663H8+HGsXbsWGzZswK5du/Dnn3+ipKQEy5Ytw6pVq5CVlWVIYm353yz5d9xxhyyBqHffffchPT3d0K6udu3aoV+/fjbHZs358+exb98+JCQkoEePHka3q1QqXHvttdi7dy9+++03JCUlyW4fP368w2IhIiIiaiy2rAznid+L3FpoKBAfD+TkKBsOp1JJQ85CQpwXG7kME0seru7cSnXVrVpyl3l2Q0NDAcBkxQQA2QTNjzzyCD744AOHHr99+/ZG2wL+l3G3dFt1dbVD9qe/3dQkypbExMSY3N6xY0cAwOnTpw3bLl++jClTpuCLL74wuz99gqm+Dh06GG0rKiqCVqtFSEiIUaLMmqioKKNtgf/7haLuY5qXlwcA+OijjyxOBA4AxcXFRo+trcexRYsWLXDrrbfi1ltvBQCUlJTgyy+/xD/+8Q+cP38eTzzxBDZu3Ajg78dd/3eoT7+9oKDA6DZTj3VD6B/DY8eOGSUH6zP1+nN0PERERETOZu57UH3u+L3Io6lUwLRpwMyZyvtOn87qoCaKiSUPZylL727Z+d69e2Pbtm34448/cO+99zp8/+Ymd9ZTW1he0tJtjbU/R3jrrbfwxRdfoGfPnli4cCGuueYatG7dGj4+Pjh69Ci6dOlidkLrli1bOjQWWx8D/d+tT58+homrzfH19bX7OPYIDg7GI488gsjISEyYMAGbNm1CVVUV/P39rfa1lOBx9GOtfwwjIiKMqpHqM5WodHQ8RERERM5mS7WSnrt9L/J4KSl/L0lu5TsYAECtllZcmzzZ+bGRSzCx5MGsZendLTt/44034r333sM333yD1157TfHKcC1atAAAVFRUmLz91KlTDY7RHZ04ccLi9sjISMO21atXA5Dm2bnqqqtk7XNychQfOywsDH5+figuLkZJSYlD5wTS01ccDR06FEvtXbrUya677joAQG1tLUpKSuDv72943M39ffRVROaq1xxJ/xiGhYXhs88+c/rxiIiIiFzJ1molPXf7XuTxgoOBVauAceOkpJGl5JJaLVUppadL/ahJ4uTdHkyfpbdEn513B2PHjkW3bt1w8uRJw0TSSoSFhcHb2xu5ubmyYXMAcOXKFcWTYnuK9PR0o7mnAODLL78EANkcVBcvXgRgenjY119/rfjYXl5eGPG/T98PP/xQcX9bjBw5El5eXvjxxx9x5coVpxzDGnNVXHrHjx8HICU39ZPPJyYmAgC++eYbk3+flStXytrZSp9Arf8ctyQqKgpdu3bFoUOHcPToUUXHs8bHx0dRLERERETOlpqqfESVSuU+34uahKQkYO1aqRJJpTL+g+i3+fkB69YBJuZFpaaDiSUPVX8lOHPcaYU4tVqNf//73/D19UVqairmzJmD0tJSo3ZFRUU4cuSI0fYWLVpg8ODBKC4uxrvvvmvYXlNTg1mzZiE3N9ep8btKXl4eXnjhBdm2Dz/8ENu3b0fbtm2RnJxs2K6ftPr999+Xtf/222+xYsUKu47/zDPPQKVS4eWXX8amTZtkt9XU1GDdunV27Vevffv2eOCBB5CXl4e7774b586dM2pz/Phx2ep3jpaamorZs2cjOzvb6LaCggJMnToVgDTJtT7xM2LECPTs2RN5eXmYP3++LDm1evVqpKenIyAgAA888ICiWPSVUKZeA9bug06nQ3JyMvbu3Wt0e1FRkdU5rMzFc+7cOZSUlCjuS0RERORolZXAzp3K5o0GpPY7dgBVVc6Jq1lKSpKW3Fu0SJqYu664OGl7QQGTSs0Ah8J5KE8dU9y3b1/8/PPPmDhxIl5//XUsWbIEAwcORGRkJC5duoT8/Hzs27cPV65cQdeuXdGvXz/odFIFJQDMnz8fSUlJePLJJ/HVV18hIiICv/32G6qqqpCSkoK0tDTX3kEneOihh/Dqq68iPT0dvXr1wvHjx7F79274+Pjgs88+k833M2fOHKxfvx7PPvssvvnmG3Tu3BnHjh3Dnj178PTTT+ONN95QfPzhw4dj4cKFmDNnDq677jr069cPCQkJKCwsxL59+1BdXd3gpMPixYuRl5eHVatWYf369ejTpw86dOiAyspKHDp0CMePH8eECRNkSTRHqqiowOLFi/HGG2+gc+fO6N69O1q2bIn8/Hzs3LkTV65cQadOnbBo0SJDH5VKhf/85z8YOXIk/vWvf2H16tXo06cPTp48iW3btsHb2xuffPIJ2rVrpyiW0aNHo2XLlnj77bdx4MABREZGQqVSYfbs2YYV6Uy55557cPDgQfzrX/9C37590adPH8THx0MIgezsbPz5558ICAjAQw89pCie8ePHY+nSpbjmmmswZMgQtGzZEl26dMHs2bMV7YeIiIjIEVq1knIVJn6ftkqjAWyYKpOUCA6WJuWeNg0oLgbKy4HAQGn1t6YwUbcQQFERUFEBBARIq+I1hfvlYKxY8kC2VivpuVPVEiAN3crOzsbixYsxdOhQHDlyBKtWrcLPP/+M8vJy3HHHHVi9ejX279+PmJge2LtXen8CgFGjRuGHH35A//798fvvv2Pz5s0YNGgQdu/ebXZ1Lk83ZMgQbN68GREREfjxxx9x+PBhXH/99cjMzMSYMWNkbYcNG4atW7fiuuuuQ05ODn788Ue0aNECq1atwuOPP253DE8//TQ2b96MW2+9FSdPnsS3336LAwcOoGfPnnjzzTcbehfh5+eHn376CWlpaRg4cCAOHz6Mb7/9Fnv27EF4eDheeOEFLFy4sMHHMee5557Dv//9b0yaNAm+vr7YsmULvv32Wxw6dAgDBgzAwoULsXfvXqP5knr27Inff/8dDz30ECoqKvDtt9/iyJEjuOWWW7Bt2zbccccdimOJjIzE999/j0GDBmHr1q349NNP8cknn+DMmTNW+7788svYvHkzkpOTcfbsWXz33XfYtGkTamtr8eijj+KHH35QHM8rr7yCJ554AjU1Nfjqq6/wySefYO3atYr3Q0REROQo4eFAp07KL+Hhro68CVOppKRLx45NI/lSUgIsXgwkJEhPnNhY6d+EBGk7q/llVMLa5CIkU1ZWBo1Gg9LSUgQFBZltd+nSJeTm5iI2NtbhKy4lJgLbtikr/1SpgKFD3aNqSYm//vo7Ody1q6ujISJbOfM9kIiIiIjIaTIygOTkv8dN1v3irU+Y+ftLE5hbWZHZE9ma86iLFUsepjmNKS4vl5JKgPSvvmqJiIiIiIiIyOEyMqTV7rRa6Ut0/S/e+m1ardQuI8M1cbqZJpVYKi8vx5NPPomYmBj4+flhyJAh2L17t+F2IQTmz5+Pdu3awc/PD6NGjcKxY8dcGLFy+jHFx44pvxQUeNaY4oICy9eJiIiIiIiIHKKkRKpUEgLQ6Sy31emkdsnJHBaHJjZ594MPPogDBw7g3//+NyIjI7Fy5UqMGjUKhw4dQvv27bFw4UIsWbIEaWlpiI2NRWpqKpKSknDo0CGPGqoRHt70xwfXrVbS01ctBQa6JiYiIiIiIiJqotLSpCE+tg4P0umk9itWSBOYN2NNpmJJq9Vi1apVWLhwIYYNG4ZOnTphwYIF6NSpE5YtWwYhBBYtWoTnnnsOEyZMQK9evbBixQqcPn0a3333navDp3rMVSexaomIiIiIiIgcSghg6VL7+i5ZonyumiamySSWampqUFtba1R55Ofnh61btyI3Nxdnz57FqFGjDLdpNBoMHDgQ27dvN7vf6upqlJWVyS7kXKaqlfQ41xIRERERERE5VFERkJ1t32TG2dlAcbFz4vIQTSaxFBgYiMGDB+Oll17C6dOnUVtbi5UrV2L79u04c+YMzp49CwBo27atrF/btm0Nt5nyyiuvQKPRGC7R0dFOvR9kvSqJVUtERERERETkMOYqG2zVzKsfmkxiCQD+/e9/QwiB9u3bw9fXF0uWLMHdd98Ntdr+uzl37lyUlpYaLqdOnXJgxFSfpWolPVYtERERERERkcMEBDSsfzOfCLhJJZbi4+OxefNmVFRU4NSpU9i1axeuXLmCuLg4REREAADOnTsn63Pu3DnDbab4+voiKChIdlFCNPOxlkrZWo3EqiUi98b3PiIiIiLyGKGhQHw8oFIp66dSSf1CQpwTl4doUoklvVatWqFdu3a4ePEiMjIyMGHCBMTGxiIiIgK//PKLoV1ZWRl27tyJwYMHOzwGLy8vAMCVK1ccvu+mypZqJT1WLRG5t+rqagCAt3eTWnyUiIiIiJoilQqYNs2+vtOnK09INTFNKrGUkZGB9evXIzc3Fxs3bsTIkSPRtWtX3H///VCpVHjyySfxz3/+Ez/88AP279+PyZMnIzIyErfccovDY/Hx8YGvry9KS0v5y72NlFYhsWqJyD3V1taiuLgYrVq1YmKJiIiIiDxDSgrg7w/YOpWOWi21nzzZuXF5gCZ1xl9aWoq5c+ciPz8fISEhSE5OxssvvwwfHx8AwJw5c1BZWYmHH34YJSUlGDp0KNavX2+0kpyjhIWFoaCgAPn5+dBoNPDx8YGqmWcyzamsVD5fWkWFNHl/q1bOiYmIbCeEQG1tLbRaLUpLS6HT6dCuXTtXh0VEREREZJvgYGDVKmDcOClppNOZb6tWS1VK6elSv2ZOJVhOo0hZWRk0Gg1KS0ttmm+prKwMhYWFhmEhZNrZs4A9D5GvL2BhiiwiamReXl7w9/dHmzZt0KJFC1eHQ0RERESkTEYGkJwMVFVJ1+umTPSFIv7+UlJp9OjGj8/JlOY8gCZWseSO9BN+X7lyBbW1ta4Oxy1VVQHjxwP2TEfl4wPs2gX4+Tk+LiJSRq1WszKTiIiIiDxbUhKQnw+sWAEsWQJkZ/99W1ycNKdSSgqg0bguRjfDiiWF7MnekXUXLgClpcr7aTRAeLjj4/FUWi2TbERERERE1EQIIc1/UlEBBARIq7c15o+YQgDFxdLKUYGB0upvTfxHVFYskccKD2eCqKGysoAxY6TKzcREV0dDRERERERkp5ISIC0NWLpUXjEUHy+t3paS0jhzG6lUUjIrNNT5x/JgTWpVOKLmbN48qWJp3jxXR0JERERERGSnjAwgKgqYORPIyZHflpMjbY+KktqRW2BiiagJyMwEtm6V/r9li3SdiIiIiIjIo2RkSKuyabXSMLT6M/fot2m1Ujsml9wCE0tETUBqKuDlJf3fywuYP9+18RARERERESlSUiKtxiYEoNNZbqvTSe2Sk6V+5FJMLBF5OH21kn7RwdpaVi0REREREZGHSUuTlgy3llTS0+mk9itWODcusoqJJSIPV7daSY9VS0RERERE5DGEkCbqtseSJcZD5qhRMbFE5MHqVyvpsWqJiIiIiIg8RlGRtPqb0gSREFK/4mLnxEU2YWKJyIOZqlbSY9USERERERF5hIqKhvUvL3dMHGQXJpaIPJS5aiU9Vi0REREREZFHCAhoWP/AQMfEQXZhYonIQ1mqVtJj1RIREREREbm90FAgPh5QqZT1U6mkfiEhzomLbMLEEpEHslatpMeqJSIiIiIicnsqFTBtmn19p09XnpAih2JiicgD2VKtpMeqJSIiIiIicnspKYC/P6C2MU2hVkvtJ092blxkFRNLRB7G1molPVYtERERERGR2wsOBlatkqqPrCWX1GqpXXq61I9cioklIg+Tmmrf0GNWLRERERERkVtLSgLWrgX8/KQvMfW/+Oi3+fkB69YBo0e7Jk6SYWKJyINUVgI7dwJCKOsnBLBjB1BV5Zy4iIiIiIiIHCIpCcjPBxYtAuLi5LfFxUnbCwqYVHIjKiGUfkVt3srKyqDRaFBaWoqgoCBXh0PN0IULQGmp8n4aDRAe7vh4iIiIiIggBFBUBFRUSEvHh4ZyQmVqOCGA4mKgvBwIDJRWf3Pz55VWKxVUeSp7ch7eTo6JiBwsPJwJIiIiIiJyEyUlQFoasHQpkJ399/b4eGmVr5QUzoFD9lOppCRlaKirI7FJVhYwZgyQkQEkJro6msbDoXBERERERESkXEYGEBUFzJwJ5OTIb8vJkbZHRUntiJqBefOkiqV581wdSeNiYomIiIiIiIiUycgAxo2TvkULYTwJqH6bViu1Y3KJmjj96t1A81uVm4klIiIiIiIisl1JCZCcLCWOdDrLbXU6qV1ystSPqIlKTQW8vKT/e3k1r1W5mVgiIiIiIiIi26WlScsNW0sq6el0UvsVK5wbF5GL6KuVamul67W1zatqiYklIiIiIiIiso0Q0kTd9liyxHjIHFETULdaSa85VS0xsURERERERES2KSqSVn9TmiASQupXXOycuIhcpH61kl5zqlpiYomImiWt1tUREBEREbk5IYDCQiAvT/pXCKCiomH7LC93SGhE7sJUtZJec6laYmKJiJqdrCwgNFT6BYGIiIiI6ikpARYvBhISgPBwIDZW+jchAfjPfxq278BAh4RI5A7MVSvpNZeqJZUQHOSqRFlZGTQaDUpLSxEUFOTqcIjIDomJ0gdAYqKUZCIiIiKi/8nIkFZwq6qSrtf9uqhSSddVKuPbrFGpgLg44Nixv/sTebjERGD7dvOJJUCqWhoyxHO+d9iT82DFEhE1K/pfFYDm8esBERERkc0yMoBx46Q5A4QwThzVvW5PfcL06UwqUZNhrVpJrzlULTGxRETNSt0x0M1lzDMRERGRVSUlUqWSEIBOZ7mt0qSSWg34+wOTJ9sdHpG7sTS3Un1N/XsHE0tE1GzU/1WhOfx6QERERGSTtDRp+Ju1pFJ91iqQ1GqpTXo6EBxsd3hE7sTWaiW9pv69g4klImo2TP2q0NR/PSAiIiKySghg6VL7+6tUxgkm/TY/P2DdOmD06IbFSORGUlOVj+pUqZru9w4mloioWTD3q0JT//WAiIiIyKqiIiA72755k4QAXn5Zmpi7rrg4YNEioKCASSVqUiorgZ07lb9chAB27Ph7XvymhKvCKcRV4Yg8k6UVGzxtpQYiIiIih8rLA2Jj7e+fmwvExADFxUB5ORAYCISEcKJuarIuXABKS5X302iA8HDHx+NI9uQ8vJ0cExGRy9VdCc6UulVLI0Y0UlBERERE7iIgoGH9AwOlJFJoqHQhauLCw90/QdSYOBSOiJo8W1Zs4FxLRERE1GyFhgLx8fZNGhMfL1UnEVGzxcQSETVptq7YwLmWiIiIqNlSqYBp0+zrO306h7wRNXNMLBFRk2ZLtZIeq5aIiIio2UpJAfz9AbWNXxHVaqn95MnOjYuI3B4TS0TUZNlaraTHqiUiIiJqtoKDgVWrpOoja8kltVpql54u9SOiZo2JJSJqslJT7ZsqgFVLRERE1CwlJQFr1wJ+ftJJUf0TKf02Pz9g3Tpg9GjXxElEboWJJSJqkiorgZ07ASGU9RMC2LEDqKpyTlxEREREbi0pCcjPBxYtAuLi5LfFxUnbCwqYVCIiA5UQSr92NW9lZWXQaDQoLS1FUFCQq8MhIgsuXABKS5X302i4fCgRERERhACKi4HyciAwUFr9jRN1EzVp9uQ8vJ0cExGRy4SHM0FEREREZDeVCggNlS5ERGZwKBwREREREREREdmFiSUiIiIiIiIiIrILE0tERERERERERGQXJpaIiIiIiIiIiMguTCwREREREREREZFdmFgiIiIiIiIiIiK7eLs6ACIiajq0WsDPz9VREBERUbMjBFBUBFRUAAEBQGgooFK5OiqiZoEVS0RE5BBZWdI53JYtro6EiIiImo2SEmDxYiAhAQgPB2JjpX8TEqTtJSWujpCoyWNiiYiIHGLePKliad48V0dCREREzUJGBhAVBcycCeTkyG/LyZG2R0VJ7YjIaZhYIiKiBsvMBLZulf6/ZYt0nYiIiMhpMjKAceOkX7WEkC516bdptVI7JpeInIaJJSIiarDUVMDLS/q/lxcwf75r4yEiIqImrKQESE6WEkc6neW2Op3ULjmZw+KInISJJSIiahB9tVJtrXS9tpZVS0REROREaWlAVZX1pJKeTie1X7HCuXERNVNMLBERUYPUrVbSY9USEREROYUQwNKl9vVdssR4yBwRNRgTS0REZLf61Up6rFoiIiIipygqArKzlSeIhJD6FRc7Jy6iZoyJJaJmSqt1dQTUFJiqVtJj1RIRERE5XEVFw/qXl9veVgigsBDIy5P+ZbUTkUlMLBE1Q1lZQGioVFFCZC9z1Up6rFoiIiIihwsIaFj/wEDrbUpKgMWLgYQEIDwciI2V/k1IkLZzEnAiGSaWiJqhefOkiqV581wdCXkyS9VKeqxaIiIiIocKDQXi4wGVSlk/lUrqFxJiuV1GBhAVBcycCeTkyG/LyZG2R0VJ7YgIABNLRM2OvsoEYDUJ2c9atZIeq5aIiIjIoVQqYNo0+/pOn245IZWRAYwbJ/0CK4Tx0Df9Nq1WasfkEhEAQCUEB4oqUVZWBo1Gg9LSUgQFBbk6HCLFEhOB7dulL/xeXsCQIdLQOCIl6j6PrOHzjIiIiByqpESqGtJqAZ3Oenu1GvDzA/LzgeDgxtsnkQeyJ+fBiiWiZqR+lQmrScgetlYr6fF5RkRERA4VHAysWiVVH6mtfKVVq6V26emWE0BpaUBVlW1JJUBqV1UFrFhha9RETRYTS0TNiKk5cTgHDimVmmrftAZ8nhEREZHDJCUBa9dKVUMqlfHJiX6bnx+wbh0werT5fQkBLF1qXxxLlnC1OGr2mFgiaibMVZmwmoSUqKwEdu5Ufv4kBLBjh/TDHhEREZFDJCVJQ9EWLQLi4uS3xcVJ2wsKLCeVAKCoCMjOtu8EJzsbKC5W1o+oieEcSwpxjiXyVJbmxOEcOKTEhQtAaanyfhqNtFIvERERkcMJISV4ysuBwEBp9TdbS6zz8oDYWPuPnZsLdOxof38iN2JPzsPbyTERkRuouxKcKXWrlkaMaKSgyGOFhzNBRERERG5GpQJCQ6WLUgEBDTt2YGDD+hN5OA6FI2oGTM2tVB/nWiIiIiKiZik0FIiPt28Syfh4qTqKqBljYomoibN1BS/OtUREREREzZJKBUybZl/f6dOVJ6SImpgmlViqra1FamoqYmNj4efnh/j4eLz00kuoO42UEALz589Hu3bt4Ofnh1GjRuHYsWMujJrIuWypVtJj1RIRERERNUspKYC/P6C28SuyWi21nzzZuXEReYAmlVh67bXXsGzZMrzzzjs4fPgwXnvtNSxcuBBL6ywduXDhQixZsgTvv/8+du7ciVatWiEpKQmXLl1yYeREzmFrtZIeq5aIiIiIqFkKDgZWrZKqj6wll9RqqV16utSPqJlrUqvC3XTTTWjbti0++eQTw7bk5GT4+flh5cqVEEIgMjISs2bNwtNPPw0AKC0tRdu2bfHZZ5/hrrvusnoMrgpHniQxEdi2TdnKqSoVMHQoV4gjIiIiomYoIwNITgaqqqTrdU+k9UPe/P2lpNLo0Y0fH5GT2ZPzaFIVS0OGDMEvv/yCo0ePAgD27duHrVu34sYbbwQA5Obm4uzZsxg1apShj0ajwcCBA7F9+3aT+6yurkZZWZnsQuQJKiuBnTuVJZUAqf2OHX9/lhIRERERNRtJSUB+PrBoERAXJ78tLk7aXlDApBJRHd6uDsCRnn32WZSVlaFr167w8vJCbW0tXn75Zdx7770AgLNnzwIA2rZtK+vXtm1bw231vfLKK3jhhRecGziRE7RqJX3mlZYq76vRSD/EEBEREVHTpNUCfn6ujsIKIYCiIqCiAggIkFZva4yJsoODpUm5p00DiouB8nIgMFBa/Y0TdRMZaVKJpa+//hr/+c9/8Pnnn+Oqq67C3r178eSTTyIyMhIpKSl27XPu3Ll46qmnDNfLysoQHR3tqJCJnCo8XLoQEREREellZQFjxkijvhITXR2NCSUlQFoasHQpkJ399/b4eCnZk5LSOHMbqVRSMis01PnHIvJgTWoo3OzZs/Hss8/irrvuQs+ePXHfffdh5syZeOWVVwAAERERAIBz587J+p07d85wW32+vr4ICgqSXYiIiIiIiDzVvHlSxdK8ea6OxISMDCAqCpg5E8jJkd+WkyNtj4qS2hGRW2hSiaWqqiqo683g7+XlBZ1OBwCIjY1FREQEfvnlF8PtZWVl2LlzJwYPHtyosRIRERERETU2/arBgBuuBpyRAYwbJ2W9hDCeLFS/TauV2jG5ROQWmtRQuJtvvhkvv/wyOnTogKuuugp//PEH3nrrLTzwwAMAAJVKhSeffBL//Oc/kZCQgNjYWKSmpiIyMhK33HKLa4MnIiIiIiJystRUwMsLqK2V/p0/301WAy4pkVZjEwL4X2GAWTodoFZL7fPzG2dYHBGZ1aQSS0uXLkVqaioee+wxnD9/HpGRkZg6dSrmz59vaDNnzhxUVlbi4YcfRklJCYYOHYr169ejZcuWLoyciIiIiIjIuepWKwFScklftTRihIuC0ktLk5YltnVJY51Oar9ihTTRNhG5jEoIpYuRN29lZWXQaDQoLS3lfEtEREREROQxEhOB7dulhJKelxcwZIiLq5aEABISpDmUlHw9VamAuDjg2DGu1kbkIPbkPJrUHEtERERERERkTF+tVDepBMirllymqEha/U1pzYMQUr/iYufERUQ2YWKJiIiIiIioidPPrWSKfq4ll6moaFj/8nLHxEFEdmFiiYiIiIiIqAkzV62k5/KqpYCAhvUPDHRMHERkFyaWiIiIiIiImjBL1Up6Lq1aCg0F4uOVz5OkUkn9QkKcExcR2YSJJSIiIiIioibKWrWSnkurllQqYNo0+/pOn86Ju4lcjIklIiIiIiKiJsqWaiU9l1YtpaQA/v6A2savqGq11H7yZOfGRURWMbFERERERETUBNlaraTn0qql4GBg1Sqp+shackmtltqlp0v9iMilmFgiIiIiIiJqglJT7Zu2yGVVS0lJwNq1gJ+fFEj94PXb/PyAdeuA0aNdEycRyTCxRERERERE1MRUVgI7dwJCKOsnBLBjB1BV5Zy4rEpKAvLzgUWLgLg4+W1xcdL2ggImlYjciEoIpW81zVtZWRk0Gg1KS0sRFBTk6nCaBa1W+lGCiIiIiMjjCQEUFQEVFUBAgLQimpMmn75wASgtVd5PowHCwx0fj2JCAMXFQHk5EBgorf7GibqJnMqenIe3k2MiapCsLGDMGCAjA0hMdHU0RERERER2KikB0tKApUuB7Oy/t8fHSyuipaQ4fL6g8HA3SRDZS6WSEm+hoa6OhIgs4FA4cmvz5kkVS/PmuToSIiIiIiI7ZWQAUVHAzJlATo78tpwcaXtUlNSOiMjDMLFEbku/igXgwtUpiIiIiIgaIiMDGDdO+rVUCONJj/TbtFqpHZNLRORhmFgit5WaCnh5Sf/38nLh6hRERERERPYoKQGSk6XEkU5nua1OJ7VLTpb6ERF5CCaWyC3pq5Vqa6XrtbWsWiIiIiIiD5OWJi2vZi2ppKfTSe1XrHBuXEREDsTEErmlutVKeqxaIiIiIiKPIYQ0Ubc9liwxHjJHROSmmFgit1O/WkmPVUtERERE5DGKiqTV35QmiISQ+hUXOycuIiIHY2KpmdJqXR2BeaaqlfRYtURERERERoQACguBvDzpX3eo9qmoaFj/8nLHxEFE5GRMLDVDWVlAaKhU/eNuzFUr6bFqiYiIiIgMSkqAxYuBhAQgPByIjZX+TUiQtrtyEuyAgIb1Dwx0TBxERE7GxFIzNG+eVLE0b56rIzFmqVpJj1VLRERERISMDCAqCpg5E8jJkd+WkyNtj4qS2rlCaCgQHw+oVMr6qVRSv5AQ58RFRORgTCw1M/qKIMD9Kn+sVSvpsWqJiIiIqJnLyADGjZN+LRXCeOibfptWK7VzRXJJpQKmTbOv7/TpyhNSREQuohLCHQYge46ysjJoNBqUlpYiKCjI1eEolpgIbN8uJWe8vIAhQ6Shce6gbmzWuFvsRERERNRISkqkSiStFtDprLdXqwE/PyA/HwgOdnZ0cp4UKxER7Mt5sGKpGalfEeROlT+2VivpuVPsRERERNSI0tKAqirbEjWA1K6qClixwrlxmRIcDKxaJVUfqa189VKrpXbp6UwqEZFHYWKpGTE1f5G7zFeUmmrf8HN3iJ2IiIiIGokQwNKl9vVdssQ1q8UlJQFr10qVSCqV8UmvfpufH7BuHTB6dOPHSETUAEwsNRPmKoLcofKnshLYuVP557wQwI4d0g9QRERERNQMFBUB2dn2nThmZwPFxc6Jy5qkJGl426JFQFyc/La4OGl7QQGTSkTkkTjHkkKeOseSpfmL3GG+ogsXgNJS5f00GmlFWSIiIiJqmrRaqZgHAJCXB8TG2r+z3FygY0cHRNUAQkgJrvJyIDBQWv2NE3U3L0JISdKKCiAgQFpBkM8BchP25Dy8nRwTuYG6K8GZUrdqacSIRgqqnvBwJoiIiIiISC4rCxgzRlrULTER0pfwhggMdEhcDaJSSYmE0FBXR0KNraREmiNs6VKpgk4vPl5aQTAlhfNrkUfiULhmwNTcSvW5y1xLRERERER68+ZJFUvz5v1vQ2io9CXcnsk54+Ol6iAiV8jIkFYInDkTyMmR35aTI22PipLaEXkYJpaaOFtXW3OHuZaIiIiIiPTqVt0bzlNVKqmywx7Tp3O4EblGRgYwbpyUJRXCeI4w/TatVmrH5BJ5GM6xpJCnzbFkaW6l+txhriUiIiIiIkB+His7Ty0pkSo7tFpAp7O+I7VamqQpP5/DjKjx8flKHsaenAcrlpowW6uV9Fi1RERERETuoP55rOw8NTgYWLVKqj5SW/k6o1ZL7dLT+SWdXCMtTVrG2pakEiC1q6oCVqxwblxEDsTEUhOWmmrf8HPOtURERERErmRqjlDZnKBJScDatVJlh0plfNKr3+bnB6xbB4we3ShxE8kIIU3UbY8lS4yHzBG5KSaWmqjKSmDnTuXvRUIAO3ZISXIiIiIiosZmrureqLo+KUkaLrRoERAXJ28cFydtLyhgUolcp6hIWv3Nni9l2dlAcbFz4iJyMM6xpJAnzbF04QJQWqq8n0YDhIc7Ph4iIiIiImsszRFqdk5QIaQv4eXlQGCgtPobJ+omV8vLA2Jj7e+fmwt07OioaIhsYk/Ow9vJMZELhYczQUREREREnqPuSnCm1K1aGjGizg0qFRAaKl2I3EVAQMP6BwY6Jg4iJ+NQOCIiIiIicgum5laqTzbXEpE7Cw0F4uPtm/g2Pl6qvCPyAEwsERERERGRy9m6ojFXMiaPoVIB06bZ13f6dA7nJI/BxBIREREREbmcLdVKeqxaIo+RkgL4+wNqG796q9VS+8mTnRsXkQMxsURERERERC5la7WSHquWyGMEBwOrVknVR9aSS2q11C49XepH5CGYWCIiIiIiIpdKTbVvGhpWLZFHSEoC1q4F/PykJ279J7t+m58fsG4dMHq0a+IkshMTS0RERERE5DKVlcDOnYAQyvoJAezYAVRVOScuIodKSgLy84FFi4C4OPltcXHS9oICJpXII6mEUPoW3ryVlZVBo9GgtLQUQUFBrg7HY2m1UkKeiIiIiOjCBaC0VHk/jQYID3d8PAZCAEVFQEWFtHR8aCgnVKaGEwIoLgbKy4HAQGn1Nz6vyE3Yk/PwdnJMREaysoAxY4CMDCAx0dXREBEREZGrhYc7OUGkVEkJkJYGLF0KZGf/vT0+XlrlKyWFc+CQ/VQqKUkZGurqSIgcgkPhqNHNmydVLM2b5+pIiIiIiIjqycgAoqKAmTOBnBz5bTk50vaoKKkdERExsUSNS7/iB8CVPIiIiIjIzWRkAOPGSb+CCmE88ZN+m1YrtWNyiYiIiSVqXKmpgJeX9H8vL67kQURERERuoqQESE6WEkc6neW2Op3ULjlZ6kdE1IwxsUSNRl+tVFsrXa+tZdUSEREREbmJtDRpiTlrSSU9nU5qv2KFc+MiInJzTCxRo6lbraTHqiUiIiIicjkhpIm67bFkifGQOSKiZoSJJWoU9auV9Fi1REREREQuV1Qkrf6mNEEkhNSvuNg5cREReQAmlqhRmKpW0mPVEhERERG5VEVFw/qXlzsmDiIiD8TEEjmduWolPVYtEREREZFLBQQ0rH9goGPiICLyQEwskdNZqlbSY9USEREREblMaCgQHw+oVMr6qVRSv5AQ58RFROQBmFgip7JWraTHqiUiIiIichmVCpg2zb6+06crT0gRETUhTCyRU9lSraTHqiUiIiIicpmUFMDfH1Db+BVJrZbaT57s3LiIiNwcE0vkNLZWK+mxaomIiIiIXCY4GFi1Sqo+spZcUquldunpUj8iomaMiSVymtRU+4aps2qJiIiIiFwiKQlYuxbw85NOTOufzOq3+fkB69YBo0e7Jk4iIjfCxBI5RWUlsHMnIISyfkIAO3YAVVXOiYuIiIiIyKKkJCA/H1i0CIiLk98WFydtLyhgUomI6H9UQij96t+8lZWVQaPRoLS0FEFBQa4Ox61duACUlirvp9EA4eGOj6cxaLXSD1hEREREZIYQQFERUFEBBARIK7K56+TXQgDFxUB5ORAYKK3+5q6xEhE5gD05D28nx0TNWHi45yaI7JGVBYwZA2RkAImJro6GiIiIyM2UlABpacDSpUB29t/b4+OlFdlSUtxvviKVSkp8hYa6OhIiIrfFoXBEDjJvnlSxNG+eqyMhIiIicjMZGUBUFDBzJpCTI78tJ0faHhUltSMiIo/CxBKRA+hXwAO4sh0RERGRTEYGMG6c9AucEMaTcOq3abVSOyaXiIg8ChNLRA6Qmgp4eUn/9/LiynZEREREAKThb8nJUuJIp7PcVqeT2iUnS/2IiMgjMLFE1ED6aqXaWul6bS2rloiIiIgASHMqVVVZTyrp6XRS+xUrnBsXERE5DBNLRA1Ut1pJj1VLRERE1OwJIU3UbY8lS4yHzBERkVtiYomoAepXK+mxaomIiIiavaIiafU3pQkiIaR+xcXOiYuIiByKiSWiBjBVraTHqiUiIiJq1ioqGta/vNwxcRARkVMxsURkJ3PVSnqsWiIiIqJmLSCgYf0DAx0TBxERORUTS0R2slStpMeqJSIiImq2QkOB+HhApVLWT6WS+oWEOCcuIiJyqCaVWOrYsSNUKpXR5fHHHwcAXLp0CY8//jhCQ0MREBCA5ORknDt3zsVRkyeyVq2kx6olIiIiarZUKmDaNPv6Tp+uPCFFREQu0aQSS7t378aZM2cMl40bNwIAJk6cCACYOXMm1qxZg2+++QabN2/G6dOncdttt7kyZPJQtlQr6bFqiYiIiJqtlBTA3x9Q2/i1Q62W2k+e7Ny4iIjIYVRCNN11PJ988kn8+OOPOHbsGMrKyhAeHo7PP/8ct99+OwDgr7/+Qrdu3bB9+3YMGjTIpn2WlZVBo9GgtLQUQUFBzgyf3FRmJjBypPJ+mzYBI0Y4OhoiIiIiN5eRAYwbJ632ptOZb6dWS1VK69YBo0c3XnxERGRgT86jSVUs1XX58mWsXLkSDzzwAFQqFX777TdcuXIFo0aNMrTp2rUrOnTogO3bt7swUvI0qan2TRXAqiUiIiJqlpKSgLVrAT8/6aSo/omUfpufH5NKREQeqMkmlr777juUlJRgypQpAICzZ8+iRYsWCA4OlrVr27Ytzp49a3Y/1dXVKCsrk12o+aqsBHbulH5wU0IIYMcOoKrKOXERERERubWkJCA/H1i0CIiLk98WFydtLyhgUomIyAN5uzoAZ/nkk09w4403IjIyskH7eeWVV/DCCy84KCrydK1aSec8paXK+2o00pQBRERERM1ScLA0Kfe0aUBxMVBeDgQGSqu/caJu04QAioqAigogIEBaaY+PVZOh1UqFekSerkkmlk6cOIGff/4Z6enphm0RERG4fPkySkpKZFVL586dQ0REhNl9zZ07F0899ZThellZGaKjo50SN3mG8HDpQkRERER2UKmkBEloqKsjcV8lJUBaGrB0KZCd/ff2+HgpMZeSIiXqyGNlZQFjxkhTkCUmujoaooZpkkPhli9fjjZt2mDcuHGGbX379oWPjw9++eUXw7YjR47g5MmTGDx4sNl9+fr6IigoSHYhIiIiIiJyiowMICoKmDkTyMmR35aTI22PipLakceaN0+qWJo3z9WREDVck0ss6XQ6LF++HCkpKfD2/rsgS6PR4P/+7//w1FNPYdOmTfjtt99w//33Y/DgwTavCEdEREREROQ0+hX0tFppGFz9iT3127RaqR2TSx4pMxPYulX6/5Yt0nUiT9bkEks///wzTp48iQceeMDotrfffhs33XQTkpOTMWzYMERERMiGyxEREREREblESQmQnCwljnQ6y211OqldcrLUjzxKairg5SX938uLq0eT51MJoXR9q+atrKwMGo0GpaWlHBZHRERERESOsXixNMxNydczlUpaUW/6dKeFRY6VmQmMHGm8fdMmYMSIxo6GyJg9OY8mV7FERERERETkUYSQJuq2x5IlypJR5FJ1q5X0WLVEno6JJSIiIiIiIlcqKpJWf1OaIBJC6ldc7Jy4yKH0cyvV1sq319ZyriXybEwsERERERG5IyGAwkIgL0/6l1UpTVdFRcP6l5c7Jg5yKlPVSnqsWnJvWq2rI3BvTCwREREREbmTkhJpvp2EBCA8HIiNlf5NSJC2c7LmpicgoGH9AwMdEwc5jblqJT1WLbmvrCwgNFT6+5BpTCwREREREbmLjAwgKkqaxDknR35bTo60PSqKy8w3NaGhQHy8NBm3EiqV1C8kxDlxkcNYqlbSY9WSe5o3T6pYmjfP1ZG4LyaWiIiIiIjcQUYGMG6c9A1GCOOhb/ptWq3UjsmlpkOlAqZNs6/v9OnKE1LUqKxVK+mxasn96P92AP82lqiE4GBtJexZeo+IiIiIyKKSEqkSSasFdDrr7dVqwM8PyM8HgoOdHR01Bj4HmqzERGD7duuJJUCqWhoyRBp+Ra5X92/XXP429uQ8WLFERERERORqaWlAVZVtCQVAaldVBaxY4dy4qPEEBwOrVknVR2orX9PUaqldejqTSm7O1molPVYtuY/6fzv+bcxjYomIiIiIyJWEAJYuta/vkiVcLa4pSUoC1q6VKpFUKuMhbvptfn7AunXA6NGuiZNslppq39RZnGvJ9UzNi8V5sExjYomIiIiIyJWKioDsbOUJIiGkfsXFzomLXCMpSRretmgREBcnvy0uTtpeUMCkkgeorAR27rTvpb1jh1SUSK5hrtKMVUumcY4lhTjHEhERERHZTQgpkVRRIS0xHxoKnDgBxMbav8/cXKBjR4eFSI1Dq5UKjywSQkoclpcDgYHS6m+cqNujXLgAlJYq76fRAOHhjo+HbGNpXqymPteSPTkPbyfHREREREREJSXSPEpLl0pVRnrx8cD99zds34GBDetPjS4rCxgzRlrYLzHRQkOVSko+hoY2WmzkWOHhTBB5mrorwZlSt2ppxIhGCsrNsWJJIVYsEREREZEiGRlAcvLf41rqnn6rVNJ1fRWKklNzlUoaGnXsGKtYPExiovTFNTGx6VY9EHkqW1bxa8pVS1wVjoiIiIjInWRkAOPGSeOehDBOHNW9bs/vvdOnM6nkYepWQ3CuFiL3YusqfpxrSY6JJSIiIiIiZygpkSqVhAB0OsttlSaV1GrA3x+YPNnu8Mg16q40xRWmiNyLqZXgzOHr929MLBEREREROUNamjT8zVpSqT5rFUhqtdQmPR0IDrY7PGp89ashWPVA5D5srVbS4+v3b0wsERERERE5mhDSRN32UqmME0z6bX5+wLp1XG7eA5mqhmDVA5F7SE1VPrJYpeLrF2BiiYiIiKjJ0GpdHQEZFBVJq7/ZM2+SEMDLL0sTc9cVFwcsWgQUFBgnlYQACguBvDzpX67P43bMVUOw6oHI9SorgZ07lb91CgHs2PH32gzNFVeFU4irwhEREZE7snn5cmoceXlAbKz9/XNzgZgYoLgYKC8HAgOBkBDjn9NLSqQhd0uXSoksvfh4YNo0ICWFw+XchKWVppryClNEnuLCBaC0VHk/jQYID3d8PK5iT86DiSWFmFgiIiIid8Tly91MYWHDvmkUFgKhoZbbZGRIk4Prfyqve1qvT0D5+wOrVgFJSfbHQg2WmQmMHGm93aZNwIgRzo6GiMg8e3IeHApHRERE5OG4fLkbCg2VqobsmbAjPl6qTrIkIwMYN04a/yiE8fgN/TatVmqXkaEsDnIoW1aa4lxLROSpmFgiIiIi8nBcvtwNqVTSUDR7TJ9uOSFVUiJVKglhfcU5nU5ql5ws9aNGZ+tKU5xriYg8FRNLRERERB6My5e7sZQUaSia2sZTbrVaaj95suV2aWnS8DdrSSU9nU5qv2KFbe3JoWypVtJjYpiIPBETS0REREQejMuXu7HgYGl+I5XKenJJrZbapadbnmxbCGmibnssWcLV4hqZrdVKekwME5EnYmKJiIiIyENx+XIPkJQErF0L+PlJiaP6Q9z02/z8gHXrgNGjLe+vqEha/c2eNbGzs6VV5qjRpKbaN80WE8NE5EmYWCIiIiLyUJaG2LBqyY0kJQH5+cCiRUBcnPy2uDhpe0GB9aQSAFRUNCyW8vKG9SebVVYCO3falwPcsePvxf6IiNydSgjWwyphz9J7RERERI7G5cs9lBBS1VB5ORAYKK3+pqSkpbAQCA+3//iFhdKKddQoLlwASkuV99NoGvZnJiKylz05D28nx0RERERETqCvVrI0d4u+aikrq/HiIitUKimxY29yJzQUiI8HcnKUlcKoVFJ1VEiIfcclu4SHM0FERE0fh8IREREReRguX96MqVTAtGn29Z0+XfmEP0RERFYwsURERETkYbh8eTOXkgL4+1tfaU5PrZbaT57s3LiIiKhZYmKJiIiIyINw+XJCcDCwapVUfWQtuaRWS+3S06V+REREDsbEEhEREZEH4fLlBEBaaW7tWsDPT/oD139S6Lf5+QHr1tm24hwREZEdmFgiIiIi8hBcvpxkkpKA/Hxg0SJpYu664uKk7QUFTCoREZFTqYRQemoCeNk6qL+BVCoVampqGuVYtrJn6T0iIiIiR+Hy5WSSEEBxMVBeDgQGSqu/caJuIiJSyJ6ch7c9BxJCQKVSwY6cFBERERE1AJcvJ5NUKiA0VLoQERE1IruHwjGpRERERERERETUvNlVsZSbm+voOIiIiIiIiIiIyMPYlViKiYlxdBxERERERERERORhuCocERERERERERHZhYklIiIiIiIiIiKyCxNLRERERERERERkF7vmWCIiIiIi8khCAEVFQEUFEBAAhIYCKpXFLlot4OfXSPERERF5GKcnlvLy8rBt2zb89ddfKCkpQVVVFYQQNvVVqVT45JNPnBwhERERETV5JSVAWhqwdCmQnf339vh4YNo0ICUFCA426paVBYwZA2RkAImJjRYtERGRx1AJW7M8Cu3evRtPP/00tm7d2qD91NbWOigixygrK4NGo0FpaSmCgoJcHQ4RERERWZORASQnA1VV0vW6p7/6aiV/f2DVKiApSdY1MRHYulX6NyurkeIlIiJyEXtyHk6ZY+nzzz/HkCFDsHXrVggh7L4QERERETVIRgYwbpw0nk0IeVIJ+HubViu1y8gw3JSZKSWVAGDLFuk6ERERyTl8KFx2djYeeOAB1NbWQvW/X4BiYmJw7bXX4v/bu/f4KMsz/+PfZxLAhCQTmEYQA5KksbSe6hFBo6CWYNFuNe1uu7ak2tXWRajBdn+12Wi7ttpqqwhddXU9hLa2tS/QqkSzFsGIkmhtqVIVgUA1QRASZ3LkYOb5/XE7QxJymHkykzl93q/XvDLzPPf9zJVgMuM1133dxx57rDIzMyP9lAAAAMCRvF5TqWTbkt8/9Fi/X3K5zPimJik3V1VVUlqa1NNjvt50E1VLAAD0F/HE0l133aWDBw/Ksizl5OTooYce0mWXXRbppwEAAACGVl1tlr+FWgnv95vxK1dq/clL1LujQ0/P4aqlOXOiESwAAIkp4kvh1q5dG7z/29/+lqQSAAAARp9tm0bdTixfrqoqW2lpfQ8HqpYAAMBhEU8sNTU1ybIsTZs2TfPnz4/05QEAAIDhtbSY3d/C7dtp21q/PV8bNljqv4dM76olAABgRDyxlPbxRzuFhYWRvjQAAAAQmo4Ox1OrdIvS0gZOSFG1hFjo7o51BAAwuIgnlo477jjZtq2OEbyYAwAAACOSleVo2nqdrw0qUU+PNeB5qpYw2urqJI/H/HcHAPEo4omlBQsWSJI2b96s/fv3R/ryAAAAwPA8HqmoSLIGThANpkq3KE0fDTkmTR/ppsWtI4kOCFllpalYqqyMdSQAMLCIJ5a+9a1vKTMzU/v379d9990X6csDAAAAw7MsafHisKYEq5WG2Ti5R+l6cfNErb/9lZFECAxr/XoFdyekUg5AvIrKUrh77rlHtm3rBz/4gf7v//4v0k8BAAAADK+8XMrMlFyhveUNpVopIE0f6aYbD0le7wgCBIZWVaXg7oT09wIQryKeWJKkhQsXauXKlZKkz3/+87rmmmv06quvyu/3R+PpAAAAgCPl5kqrVpnqpWGSS+s1J6RqpYAepetF/zlaX7U2AoECRwpUKwV2J6S/F4B4Zdl2uHuwhr7j2969e9XZ2Snr47XtY8eOlcfj0dixY0MLzrK0ffv2cMOLqra2Nrndbvl8PuXk5MQ6HAAAAAyntlYqK5O6uszj3m9/P36fWmK/oJc0W7bSQr6spR6de9Rrqus6M+xeTsBwSkqkjRsPJ5YkU7U0e7Zp6A0A0eAk5+EoseRyuYLJolAFnibUebZty7Is9fT+SxoHSCwBAAAkIK9XWrlSWr5c6v3BZVGROr/2LU340Xd0SKF9+NnbGB2U9912ZU71RC5WpLz166W5cwc/v26dNGfOaEUDIJWMamJpNJBYAgAAQETZttTaKrW3S9nZ0sSJ0j/+ob0FZ8ond9iXc8unvB2vStOnRz5WpKyBqpUCqFoCEE1Och6hLSLvZ926dU6mAQAAALFlWZLHY24BWVnK0z7laZ+za2ZnRyY2QH13ghtI715LVC0BiAeOEkvnn39+pOMAAAAAYsPjkYqKpMbGvv2XhmNZUmGhqXoCIiSwE9xQCzcCO8RRtQQgHozOmjYAAAAgXlmWtHixs7lLltC4GxHTfye4wbBDHIB4QmIJAAAAKC+XMjOlUHuJulxm/MKF0Y0LKSVQrRSKQNUSAMQaiSUAAAAgN1datcpUHw2XXHK5zLjVq808IAJCrVYKoGoJQLwgsQQAAABIUmmptGaNlJFhEkf9l7gFjmVkSDU10rx5sYkTSamqKvxVlZZF1RKA2HPUvDtce/bs0SuvvKLm5mb5fD4dOHAg5Lk38ZcSAAAAo6W0VGpqklaulJYvl7ZvP3yusND0VCovl9zu2MWIpNPZKTU0hNc7XjLj6+ulri6zMhMAYsGy7XD/fIXu97//ve688079+c9/dnyNnlBrQUdJW1ub3G63fD6fcnJyYh0OEFe6u82HuAAADMq2pZYWqaNDysoyO7LFa/Nr25ZaW6X2dik72+z+Fq+xIuHt3Sv5fOHPc7ulvLzIxwMgNTnJeUSlYumjjz7S1772Nf3hD3+QJA2Xu7I+foHuP87ihRtIGHV10vz5Um2tVFIS62gAAHHH65Wqq6UVK/pWARUVmR3Zysvjr1+RZZnEl8cT60iQAvLySBABSExRSSx95zvf0WOPPRZ8PG3aNJ111ll6+eWXtWvXLlmWpYULF6q9vV3Nzc3atGmTDhw4EEwkff7zn9cnPvGJaIQGIEoqK03FUmWlSTIBABBUWyuVlZn1Ov01NkoVFeYFZNUqsxQNAAAkjIgvhXvzzTd10kknybZtuVwu3XnnnVqyZIkk6eKLL1Ztba0sy+qzxG3//v367W9/q5tuuknNzc069thj9dhjj2nWrFmRDC0iWAoHHGn9emnu3MOP162T5syJVTQAgLhSWystWGCWlfn9g48L7LS2Zg3JJQAAYsRJziPiu8I9/PDDsm1blmWpoqIimFQaylFHHaUrr7xSb7zxhs4++2w1Nzfrkksu0bvvvhv28zc3N+trX/uaPB6PMjIydNJJJ/Xp8WTbtm666SYdc8wxysjI0EUXXaStW7eG/TwADquqktLSzP20NHYnAQB8zOs1lUrDJZUkc962zXivdzSiAwAAERDxxFLdx2tgLMvSDTfcENbc3Nxc/fGPf9TEiRPl9Xp17bXXhjX/ww8/1DnnnKMxY8bomWee0Ztvvqlf/OIXmjBhQnDM7bffruXLl+u+++5TQ0ODxo8fr9LSUu3fvz+s5wJgrF8vbdggBYoQe3qkF180xwEAKa662ix/Gy6pFOD3m/ErV0Y3LgAAEDERTyz94x//kGVZKi4u1uTJk/uc692M+9ChQwPOz8vL09VXXy3btvV///d/ev/990N+7p/97GeaOnWqHn74YZ111lkqKCjQvHnzVFRUJMlUKy1btkz/+Z//qX/6p3/SySefrJUrV2rXrl164oknwv9mAfSpVgqgagkAINs2jbqdWL48/H3XAQBATEQ8sfThhx9KkqZMmXLEuXHjxgXvd3R0DHqNc889V5Lk9/v18ssvh/zcTz75pM444wx9+ctf1tFHH61TTz1VDzzwQPD8jh07tHv3bl100UXBY263WzNnztTGjRsHvOaBAwfU1tbW5wbA6F+tFEDVEgBALS1m97dwE0S2bea1tkYnLgAAEFERTyyNHTtWkqkO6q9346fm5uZBr+F2u0Ma119jY6PuvfdeFRcXq7a2Vtdee62WLFmi6upqSdLu3bslSZMmTeozb9KkScFz/d12221yu93B29SpU0OOB0h2A1UrBVC1BACR0d0d6wgcGuJDxJC0t4c+1ralffuknTvNV6qdAAAYNRFPLAWSNoHKpd6mT58evP+Xv/xl0Gu89957wfvdYbyb8vv9Ou2003Trrbfq1FNP1TXXXKOrr75a9913X8jX6O/GG2+Uz+cL3nrHBqSywaqVAqhaAoCRq6uTPB7z9zThZGWNbH529vBjvF7p7rul4mIpL08qKDBfi4vNcZqAAwAQdRFPLH3mM5+RbdvaunXrEVVLp512WvD+73//+0Gv8Zvf/CZ4/5hjjgn5uY855hh95jOf6XPs05/+dHB3uUDPpz179vQZs2fPniP6QQWMGzdOOTk5fW4Ahq5WCqBqCQBGprLSVCxVVsY6Egc8HqmoSOrVYzMklmXmTZw49LjaWik/X6qokBob+55rbDTH8/PNOAAAEDURTyydc845kkyl0aZNm/qcmzdvnrI//vTp2Wef1V133dXnvG3buuWWW1RTUxM8dt5554X13Fu2bOlz7J133tFxxx0nSSooKNDkyZO1du3a4Pm2tjY1NDRo1qxZIT8PkOqGq1YKoGoJAJwL/K2VEvRvqWVJixc7m7tkydAJqdpaacECk3Wz7SOXvgWOdXebcSSXAACImognlubNmxe833+ntYyMDC1atChYyfTd735Xn/zkJ/Uv//Iv+pd/+RcVFBTohz/8oSSzg9yll17aZ/nccCoqKlRfX69bb71V27Zt06OPPqr7779fixYtCl7z+uuv149//GM9+eSTeuONN7Rw4UJNmTJFX/ziF0fybQMpJZRqpQCqlgDAmd5/axP2b2l5uZSZKblCfMvpcpnxCxcOPsbrlcrKTOLI7x/6en6/GVdWxrI4AACixLIH6rI9Qscff7y2bdumY445Rv/4xz+Unp4ePLd//37NnTtXDQ0Nsgb5JMq2bU2bNk0NDQ1HNNoeztNPP60bb7xRW7duVUFBgZYuXaqrr766z7Vvvvlm3X///fJ6vTr33HN1zz336Pjjjw/p+m1tbXK73fL5fCyLQ0pav16aOzf8eevWSXPmRDoaAEhOg/2tTci/pYHqouESQS6XqVKqqZF6fVB5hLvvNsvcwnkLa1nSsmWmEgoAAAzKSc4jKomlDz/8UF1dXZJMX6O0fqUNHR0d+u53v6sHH3xQPQOspfnCF76g++67b9C+R7FEYgmprqREeuml8N/Pn3uuaUILABheSYm0cWPfJcdpadLs2Qn6t7S21lQNffz+sM+LSOCDxsxMafXqoZNKtm0aczc2hv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size 1400x900 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Musterlösung\n","punkte = [21, 47, 27, 75, 30, 20, 88, 60, 81, 25, 85, 62, 41, 42, 17, 95, 30, 24, 67, 69, 30, 54, 35, 76, 86, 49, 90, 63, 23, 50, 19, 92, 68, 82, 38, 22, 73, 66, 56, 45, 21, 93, 71, 37, 77, 44, 79, 28, 16, 59]\n","stunden_gelernt = [2.5, 5.1, 3.2, 8.5, 3.5, 1.5, 9.2, 5.5, 8.3, 2.7, 7.7, 5.9, 4.5, 3.3, 1.1, 8.9, 2.5, 1.9, 6.1, 7.4, 2.7, 4.8, 3.8, 6.9, 7.8, 4.2, 9.5, 5.8, 2.3, 4.7, 1.6, 9.0, 6.2, 8.1, 3.9, 2.2, 7.1, 6.3, 5.3, 4.4, 1.8, 9.4, 6.7, 3.7, 7.3, 4.1, 8.0, 3.1, 1.3, 5.7]\n","stunden_gummibärchen_sortiert = [7.1, 7.6, 1.2, 6.8, 6.6, 1.5, 1.5, 1.8, 1.6, 2.0, 2.2, 7.4, 9.2, 8.6, 7.2, 5.6, 6.8, 9.0, 7.3, 8.5, 2.7, 8.8, 5.2, 0.4, 9.6, 8.9, 0.8, 5.9, 7.1, 5.3, 9.2, 8.1, 9.5, 3.0, 3.5, 9.1, 0.7, 5.1, 0.9, 1.7, 2.4, 8.1, 1.2, 7.0, 0.8, 9.6, 7.6, 5.9, 4.0, 5.0]\n","\n","plt.figure(figsize=(14,9))\n","\n","plt.scatter(stunden_gelernt, punkte,               label='Gelernt', c='red', marker='o', s=100)\n","plt.scatter(stunden_gummibärchen_sortiert, punkte, label='Gummibärchen Sortiert', c='blue', marker='^', s=100)\n","\n","plt.legend(fontsize=15)\n","\n","plt.title('Was hat einen Einfluss auf die Testergebnisse?',fontsize=30)\n","plt.xlabel('Stunden', fontsize=25)\n","plt.ylabel('Punktzahl',  fontsize=25)\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["\n","Ok... Wie interpretieren wir nun diesen Plot?\n","\n","Wie wir sehen können, besteht ein eindeutiger Zusammenhang zwischen der erreichten Punktzahl und der Anzahl an Stunden, die gelernt wurden. Wer mehr gelernt hat, hat auch besser in der Klausur abgeschnitten. Das Gummibärchen zählen hat hingegen keinen wirklichen Einfluss auf die Klausurnote gehabt. Die Punkte sind einfach wild verteilt. Mist... das heißt wohl, dass man doch besser die Zeit in Lernen investieren sollte. Immerhin habt ihr noch genügend Gummibärchen übrig, um die Zeit süß zu gestalten. Und da die auch gleich so schön sortiert sind, kannst du direkt nach deiner Lieblingsorte greifen! So macht lernen Spaß.\n","\n"]},{"cell_type":"markdown","metadata":{},"source":["## <span style=\"color: #9C68C8;\">Zusammenfassung</span> "]},{"cell_type":"markdown","metadata":{},"source":["Heute haben wir mehrdimensionale Arrays kennengelernt, wie man sie definiert und visuell darstellen kann. Außerdem haben wir einen neuen Diagrammtypen, die Scatterplots, kennengelernt."]},{"cell_type":"markdown","metadata":{},"source":["\n","**<span style=\"color: #EB6ECB;\">Aufgabe Z.7:</span>** *In einem botanischen Garten soll ein innovatives Bewässerungssystem anhand eines Gießroboters eingeführt werden. Dafür werden für alle Bereiche des Gartens die Feuchtigkeitswerte des Bodens benötigt. Diese werden automatisch erfasst und für jeden Bereich des Gartens in einem 2D-Array gespeichert. Anschließend soll das Programm die Daten als Heatmap darstellen, um Bereiche mit niedriger Bodenfeuchtigkeit visuell zu kennzeichnen.*\n","\n","*Erstelle als Erstes ein (10x10)-Array `data`, welches Integer Zufallszahlen zwischen 0 und 100 enthält. Plotte die Daten anschließend mit plt.imshow(), um dir einen Überblick zu verschaffen. Ergänze es anschließend mit Titel, Achsenbeschriftungen und einer Farbskala.*\n","\n"]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[{"data":{"text/plain":["Text(0, 0.5, 'y-Koordinate')"]},"execution_count":18,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Musterlösung\n","data = np.random.randint(low=0, high=100, size=(10,10))\n","\n","plt.imshow(data, cmap='hot')\n","plt.title('Bodenfeuchtigkeit im botanischen Garten')\n","plt.colorbar(label='Feuchtigkeit')\n","plt.xlabel(xlabel='x-Koordinate')\n","plt.ylabel(ylabel='y-Koordinate')"]},{"cell_type":"markdown","metadata":{},"source":["\n","**<span style=\"color: #EB6ECB;\">Aufgabe Z.7 - Fortsetzung:</span>** *Dir fällt beim Kontrollgang durch den Garten auf, dass die Orchideen, die durch den gesamten botanischen Garten verstreut gepflanzt sind, unterschiedlich viele Blüten haben, je nach geografischer Lage. Du vermutest, dass die Anzahl der Blüten sowohl mit der Orchideenart, als auch der Anzahl Sonnenstunden pro Tag in Verbindung steht. Du möchtest visuell überprüfen, ob Deine Vermutung in einem Streudiagramm erkennbar wird. Erstelle dafür anhand der gegebenen Daten einen Scatterplot (inklusive Titel, Beschriftungen, Markern, Legende), und entscheide, ob Du mit Deiner Vermutung recht hattest!*\n","\n","🔎 <span style=\"color: #2E88B6;\">Die Orchideenart Phalaenopsis kürzen wir in den Daten mit 'ph' ab, die Paphiopedilum mit 'pa' und die Dendrobium mir 'de'.</span>\n","\n"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"data":{"text/plain":["Text(0, 0.5, 'Anzahl Blüten')"]},"execution_count":19,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["# Musterlösung\n","ph_blueten = np.array([3,2,4,7,1,2,5,3,1,6,6,5,6,4,7,8,8,7,6,8])\n","ph_sonne = np.array  ([1,2,3,8,2,4,2,3,2,5,7,6,7,3,5,6,6,7,7,6])\n","\n","pa_blueten = np.array([1,4,3,5,6,4,3,2,8,8,7,6,5,8,4,3,1,6,7,4])\n","pa_sonne = np.array  ([3,2,2,6,5,5,3,3,7,6,7,8,4,5,2,1,1,6,6,3])\n","\n","de_blueten = np.array([2,5,4,6,7,7,8,7,6,4,2,1,1,3,4,5,3,8,6,5])\n","de_sonne = np.array  ([1,4,4,5,8,7,8,6,4,3,3,2,1,2,2,6,2,5,7,6])\n","\n","plt.scatter(ph_sonne,ph_blueten, marker=6)\n","plt.scatter(pa_sonne,pa_blueten)\n","plt.scatter(de_sonne,de_blueten, marker='x')\n","plt.legend(labels=['Phalaenopsis','Paphiopedilum','Dendrobium'])\n","plt.title('Anzahl Blüten in Abhängigkeit von der Anzahl Sonnenstunden pro Tag')\n","plt.xlabel('Sonnenstunden pro Tag')\n","plt.ylabel('Anzahl Blüten')"]},{"cell_type":"markdown","metadata":{},"source":["*Was kannst du anhand des Streudiagramms erkennen? Hattest du recht mit deiner Vermutung?*\n","\n","&emsp;→  Es scheint einen positiven Zusammenhang zwischen Anzahl Sonnenstunden und Blütenzahl zu geben, jedoch ist die Anzahl der Blüten nicht von der Orchideenart abhängig."]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.12.2"}},"nbformat":4,"nbformat_minor":2}