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| "id": "5de8b72a-f02b-4b1d-af07-b09a4fd68cda", | |
| "cell_type": "code", | |
| "source": "# samchilders\ndata = {\n\t'afroelich':\n\t\t([2, 2, 2, 1, 1, 2, 4, 2, 2, 2, 4, 5, 4, 3, 4, 5, 5, 4, 4, 2, 4, 4, 2, 4, 1, 4, 2, 5, 4, 5, 2, 5, 1, 4, 2, 4, 1, 5, 4, 4, 4, 1, 4, 8, 4, 5, 5, 5, 3, 2, 5, 1, 2, 4, 5, 5, 4, 5, 2, 5, 5, 5, 4, 1, 2, 1, 5, 4, 1, 5, 4, 5, 1, 4, 1, 1, 5, 1, 4, 4, 4, 2, 4, 2, 1, 4, 6, 4, 1, 2, 1, 5, 4, 5, 2, 5, 2, 4, 1, 2, 9, 1, 9, 1, 1, 6, 2, 1, 2, 4, 5, 5, 5, 1, 5, 2, 3, 2, 5, 5, 5, 5, 5, 5, 4, 4, 5, 1, 4, 1, 1, 3, 2, 5, 5, 4, 5, 1, 2, 2, 2, 5, 2, 4, 1, 4, 5, 5, 6, 1, 1, 5, 6, 5, 2, 2, 5, 1, 6, 1, 4, 5, 2, 5, 4, 2, 5, 2, 1, 6, 5, 2, 5, 2, 2, 1, 2, 2, 4, 2, 5, 4, 6, 4, 6, 4, 5, 5, 5, 2, 1, 6, 2, 4, 6, 5, 1, 1, 1, 5, 5, 5, 2], [4, 6, 8, 6, 7, 5, 6, 5, 5, 6, 7, 7, 7, 4, 6, 4, 7, 6, 7, 5, 7, 5, 5, 4, 8, 5, 6, 6, 5, 6, 6, 7, 7, 6, 7, 6, 4, 7, 6, 5, 4, 6, 3, 6, 7, 5, 6, 9, 6, 7, 4, 7, 4, 7, 6, 4, 7, 6, 7, 6, 6, 6, 5, 7, 7, 6, 6, 5, 7, 5, 6, 5, 5, 5, 6, 5, 8, 6, 4, 6, 6, 7, 6, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 8, 4, 6, 7, 8, 6, 6, 9, 5, 6, 5, 5, 6, 5, 7, 6, 7, 5, 5, 6, 5, 6, 4, 6, 6, 7, 7, 6, 5, 7, 6, 6, 6, 7, 4, 6, 7, 4, 6, 6, 6, 7, 5, 5, 5, 7, 7, 7, 6, 7, 6, 7, 7, 6, 6, 7, 8, 7, 6, 6, 6, 7, 6, 7, 6, 6, 6, 8, 6, 5, 3, 6, 5, 6, 6, 8, 6, 7, 7, 5, 5, 5, 6, 4, 5, 6, 7, 8, 6, 9, 7, 6, 7, 6, 7, 6, 7, 5, 5, 5, 7, 6, 5, 6, 8, 5, 7, 6]),\n\t'aliandrasj':\n\t\t([2, 2, 2, 4, 5, 3, 2, 5, 1, 3, 1, 3, 2, 5, 2, 4, 2, 5, 1, 1, 5, 4, 6, 3, 5, 2, 6, 3, 1, 1, 6, 2, 1, 4, 6, 4, 2, 5, 1, 1, 1, 2, 1, 4, 4, 3, 2, 5, 4, 1, 5, 3, 6, 8, 5, 5, 4, 1, 5, 3, 3, 5, 4, 1, 9, 1, 2, 3, 4, 2, 2, 3, 2, 2, 4, 3, 5, 8, 4, 4, 7, 5, 1, 1, 1, 1, 1, 1, 3, 6, 1, 5, 2, 2, 2, 1, 1, 5, 5, 3, 1, 1, 2, 9, 1, 4, 5, 2, 8, 5, 4, 3, 1, 5, 2, 5, 1, 4, 4, 5, 5, 4, 3, 2, 5, 8, 3, 3, 2, 2, 4, 6, 4, 1, 2, 8, 8, 1, 1, 2, 5, 3, 5, 4, 5, 1, 3, 7, 4, 6, 9, 5, 2, 1, 4, 2, 1, 6, 2, 2, 1, 2, 1, 9, 4, 5, 4, 4, 3, 4, 3, 2, 4, 5, 2, 1, 5, 5, 5, 4, 4, 1, 4, 8, 5, 1, 2, 5, 2, 2, 2, 2, 3, 3, 5, 1, 1, 1, 2, 2, 2, 1, 6, 4, 5, 5, 3, 6, 3, 1, 4, 5, 4, 2, 4, 1, 1, 8, 2, 5, 8, 5, 5, 1, 2, 2, 4, 8, 4, 5, 1, 4, 5, 4, 1, 1, 2, 2, 3, 5, 5, 3, 5, 4, 8, 2, 6, 2, 6, 8, 3, 4, 8, 5, 2, 3, 1, 2, 3, 2, 1, 1, 4, 6, 5, 2, 2, 1, 5, 2, 2, 5, 5], [6, 8, 8, 5, 6, 8, 6, 6, 4, 2, 5, 7, 3, 7, 4, 7, 7, 7, 4, 1, 6, 6, 6, 8, 6, 4, 6, 6, 4, 6, 7, 9, 1, 8, 4, 6, 6, 2, 3, 4, 6, 6, 7, 8, 8, 4, 6, 7, 7, 6, 2, 6, 6, 9, 4, 4, 7, 6, 2, 4, 7, 6, 7, 6, 6, 6, 3, 5, 6, 8, 10, 6, 2, 6, 6, 6, 5, 8, 8, 7, 6, 7, 5, 6, 1, 4, 6, 7, 6, 4, 1, 7, 5, 6, 6, 7, 6, 3, 6, 6, 1, 1, 1, 6, 1, 6, 7, 7, 8, 8, 4, 6, 5, 6, 3, 9, 10, 8, 7, 5, 7, 6, 5, 6, 7, 7, 5, 2, 5, 7, 7, 6, 5, 6, 9, 7, 6, 4, 7, 6, 3, 6, 4, 6, 9, 6, 6, 8, 4, 8, 8, 1, 4, 6, 5, 4, 4, 6, 8, 6, 8, 4, 6, 6, 5, 7, 7, 7, 8, 6, 6, 7, 1, 7, 6, 1, 2, 7, 7, 7, 4, 6, 7, 6, 6, 6, 1, 1, 6, 5, 4, 6, 5, 7, 6, 6, 4, 7, 8, 6, 6, 6, 4, 7, 7, 6, 4, 4, 6, 8, 1, 6, 7, 6, 7, 8, 5, 7, 5, 6, 6, 6, 7, 7, 6, 6, 7, 8, 6, 5, 2, 5, 7, 5, 6, 6, 6, 4, 4, 7, 4, 7, 4, 6, 6, 5, 3, 2, 9, 8, 3, 6, 7, 6, 6, 7, 2, 7, 6, 8, 6, 2, 5, 6, 6, 6, 1, 7, 8, 8, 2, 5, 4]),\n\t'andersongomesguimaraes':\n\t\t([2, 2, 5, 3, 4, 2, 1, 1, 2, 2, 4, 2, 4, 1, 4, 1, 3, 2, 2, 1, 3, 2, 1, 3, 2, 2, 1, 4, 1, 1, 1, 1, 1, 5, 1, 1, 1, 1, 4, 5, 4, 1, 4, 5, 4, 1, 4, 7, 2, 7, 7, 4, 9, 2, 5, 9, 4, 3, 1, 5, 1, 4, 6, 1, 2, 4, 2, 1, 2, 4, 3, 2, 5, 4, 1, 1, 5, 2, 2, 5, 5, 3, 2, 2, 4, 4, 2, 4, 2, 5, 3, 1, 1, 4, 1, 5, 2, 2, 2, 5, 1, 5], [5, 7, 7, 9, 7, 8, 8, 7, 6, 8, 10, 8, 6, 6, 8, 7, 7, 6, 2, 7, 9, 9, 7, 10, 9, 8, 8, 10, 8, 8, 9, 7, 5, 9, 7, 7, 7, 6, 6, 8, 8, 7, 10, 8, 7, 8, 9, 8, 9, 9, 8, 4, 9, 8, 6, 8, 6, 6, 5, 7, 8, 8, 10, 7, 7, 10, 6, 5, 9, 7, 9, 6, 8, 7, 4, 2, 6, 9, 2, 6, 6, 9, 10, 9, 6, 6, 9, 7, 8, 5, 8, 5, 5, 7, 7, 7, 8, 5, 7, 8, 4, 7]),\n\t'brendalfrosa':\n\t\t([1, 2, 1, 5, 1, 2, 5, 6, 2, 2, 1, 4, 1, 5, 5, 1, 1, 2, 1, 4, 1, 4, 2, 5, 5, 4, 1, 5, 2, 3, 5, 5, 4, 2, 2, 2, 8, 4, 4, 2, 7, 7, 1, 1, 5, 1, 1, 5, 9, 5, 4, 2, 2, 2, 2, 4, 5, 5, 2, 2, 4, 1, 1, 2, 5, 1, 5, 6, 5, 3, 5, 2, 1, 6, 6, 4, 2, 2, 5, 1, 2, 2, 3, 1], [7, 10, 6, 10, 10, 5, 5, 8, 7, 7, 9, 7, 5, 8, 7, 8, 7, 6, 4, 8, 5, 5, 5, 9, 8, 8, 5, 10, 7, 6, 6, 6, 7, 7, 5, 9, 7, 6, 7, 7, 7, 5, 5, 5, 9, 7, 10, 6, 8, 7, 6, 5, 6, 6, 5, 10, 6, 5, 9, 8, 8, 4, 5, 5, 7, 4, 7, 7, 8, 5, 5, 7, 7, 5, 10, 7, 10, 4, 7, 6, 7, 7, 6, 5]),\n\t'cardoso131':\n\t\t([3, 1, 1, 4, 1, 1, 5, 2, 6, 1, 2, 4, 2, 2, 6, 5, 6, 2, 4, 4, 3, 4, 5, 4, 6, 5, 3, 2, 3, 2, 4, 2, 2, 2, 4, 2, 4, 4, 5, 7, 4, 4, 3, 2, 1, 4, 1, 1, 4, 3, 5, 8, 1, 3, 5, 2, 5, 2, 1, 4, 4, 9, 5, 5, 9, 3, 2, 4, 2, 5, 4, 1, 2, 5, 1, 3, 7, 1, 7, 1, 6, 4, 9, 2, 5, 4, 4, 4, 2, 1, 6, 7, 9, 2, 1, 4, 6, 2, 2, 1, 2, 5, 6, 2, 1, 1, 2, 1, 1, 4, 3, 2, 2, 2, 1, 5, 8, 2, 3, 4, 6, 2, 1, 5, 5, 2, 2, 1, 3, 5, 4, 2, 8, 5, 5, 2, 5, 2, 2, 1, 3, 6, 5, 4, 6, 5, 2, 3, 4, 3, 5], [6, 5, 2, 5, 10, 4, 5, 5, 6, 4, 4, 4, 8, 10, 8, 8, 4, 7, 10, 8, 3, 2, 5, 6, 7, 8, 10, 7, 4, 3, 4, 5, 9, 6, 5, 6, 7, 8, 4, 6, 6, 5, 8, 3, 3, 7, 5, 5, 10, 8, 4, 10, 5, 5, 10, 8, 8, 3, 8, 7, 7, 10, 8, 9, 10, 6, 8, 8, 5, 6, 5, 10, 5, 8, 5, 8, 10, 4, 7, 4, 8, 8, 10, 6, 4, 5, 7, 5, 10, 10, 5, 8, 10, 8, 6, 7, 7, 4, 6, 6, 8, 6, 6, 5, 7, 5, 5, 5, 6, 10, 6, 8, 7, 10, 3, 6, 8, 8, 3, 6, 6, 6, 6, 5, 4, 5, 7, 3, 4, 5, 5, 4, 9, 8, 8, 3, 5, 10, 7, 4, 6, 8, 7, 8, 8, 8, 7, 6, 7, 6, 8]),\n\t'chailini':\n\t\t([2, 2, 1, 2, 2, 4, 2, 2, 1, 4, 2, 5, 1, 4, 4, 5, 4, 2, 2, 2, 2, 4, 1, 1, 2, 2, 2, 4, 1, 4, 1, 1, 4, 2, 6, 1, 5, 2, 4, 4, 1, 1, 4, 1, 2, 4, 5, 8, 4, 1, 4, 2, 5, 6, 2, 1, 2, 5, 4, 2, 5, 6, 5, 1, 8, 1, 1, 5, 1, 1, 1, 5, 4, 2, 1, 4, 1, 1, 1, 5, 4, 2, 1, 6, 4, 5, 1, 4, 4, 3, 3, 5, 2, 2, 1, 5, 5, 1, 5, 9, 1, 5, 1, 6, 2, 1, 1, 5, 5, 9, 5, 5, 4, 2, 5, 5, 5, 2, 2, 5, 4, 5, 4, 1, 2, 2, 2, 4, 5, 2, 2, 2, 5, 1, 1, 5, 5, 1, 4, 4, 4, 5, 2, 2, 1, 6, 5, 2, 5, 1, 2, 1, 1, 5, 5, 2, 2, 5, 2, 5, 5, 3, 4, 1, 2, 3, 4, 5, 6, 5, 6, 8, 2, 2, 1, 6, 5, 2, 1, 2, 4, 3, 1, 2, 5, 5], [7, 8, 7, 8, 6, 7, 10, 8, 6, 8, 9, 10, 8, 6, 9, 10, 9, 8, 8, 8, 2, 9, 3, 8, 10, 6, 7, 8, 8, 8, 7, 8, 9, 7, 10, 7, 4, 10, 10, 8, 7, 7, 10, 8, 8, 10, 8, 10, 10, 8, 5, 9, 10, 6, 10, 10, 9, 9, 10, 7, 10, 10, 7, 9, 10, 10, 8, 7, 6, 7, 6, 8, 10, 10, 6, 9, 7, 8, 9, 10, 8, 8, 4, 8, 10, 10, 7, 7, 10, 9, 10, 8, 7, 8, 8, 10, 8, 7, 9, 10, 6, 8, 10, 9, 8, 7, 10, 7, 9, 10, 7, 7, 8, 9, 8, 6, 7, 8, 7, 8, 8, 10, 7, 9, 8, 7, 3, 9, 8, 7, 6, 8, 6, 6, 8, 8, 7, 8, 8, 7, 9, 7, 9, 9, 10, 8, 10, 8, 10, 8, 7, 10, 9, 10, 9, 7, 10, 9, 8, 10, 8, 8, 8, 10, 9, 9, 10, 8, 10, 9, 10, 10, 6, 10, 7, 10, 8, 8, 7, 6, 6, 8, 7, 7, 7, 7]),\n\t'cintiarigo':\n\t\t([5, 2, 1, 3, 4, 5, 2, 2, 5, 2, 5, 1, 2, 2, 1, 3, 5, 1, 4, 5, 1, 5, 5, 4, 4, 4, 6, 3, 5, 2, 6, 6, 4, 2, 4, 2, 5, 4, 4, 4, 2, 6, 9, 6, 4, 2, 3, 4, 3, 4, 5, 3, 4, 3, 2, 2, 3, 4, 4, 2, 1, 2, 4, 2, 2, 5, 2, 1, 5, 2, 6, 2, 5, 4, 4, 8, 5, 4, 3, 3, 5, 5, 8, 2, 1, 1, 1, 1, 3, 2, 4, 5, 2, 1, 2, 3, 4, 4, 2, 5, 4, 6, 2, 2, 5, 5, 8, 1, 5, 1, 5, 1, 4, 5, 2, 1, 5, 1, 2, 2, 1, 4, 2, 3, 3, 2, 5, 9, 5, 2, 5, 2, 8, 6, 4, 9, 3, 4, 5, 6, 2, 2, 1, 8, 8, 2, 5, 2, 5, 3, 3, 1, 5, 4, 5, 1, 5, 1, 6, 1, 7, 1, 4, 6, 4, 3, 1, 9, 5, 2, 2, 2, 6, 5, 5, 9, 2, 5, 4, 2, 4, 2, 5, 4, 2, 2, 1, 6, 2, 4, 6, 1, 2, 2, 3, 2, 2, 2, 3, 1, 2, 2, 5, 1, 6, 2, 1, 5, 4, 1, 5, 4, 4, 6, 5, 6, 1, 5, 1, 1, 5, 1, 4, 1, 2, 2, 5, 2, 5, 1, 2, 2, 5, 2, 4, 3, 2, 2, 4, 1, 3, 5, 1, 6, 2, 1, 6, 3, 4, 8, 8, 5, 2, 2, 2, 1, 4, 2, 2, 2, 5, 1, 1, 2, 6, 5, 5, 6, 2, 4, 5, 3, 3, 1, 6, 5, 4, 5], [9, 9, 8, 7, 3, 9, 9, 7, 6, 8, 5, 8, 6, 10, 4, 7, 8, 8, 7, 5, 8, 5, 9, 1, 8, 7, 7, 6, 9, 6, 8, 7, 3, 7, 9, 9, 8, 7, 5, 7, 10, 6, 10, 10, 5, 6, 6, 8, 4, 8, 4, 2, 6, 10, 7, 5, 5, 5, 7, 5, 7, 8, 7, 4, 7, 7, 6, 6, 6, 6, 2, 9, 7, 8, 7, 10, 8, 9, 8, 6, 8, 9, 7, 7, 10, 5, 6, 9, 8, 7, 8, 8, 6, 4, 8, 7, 7, 10, 6, 9, 4, 9, 9, 5, 6, 7, 10, 8, 6, 5, 9, 9, 9, 4, 3, 8, 10, 7, 8, 8, 3, 7, 7, 5, 8, 3, 10, 9, 5, 4, 8, 8, 9, 4, 7, 9, 8, 7, 7, 9, 6, 7, 5, 6, 9, 8, 10, 5, 7, 9, 7, 10, 6, 8, 9, 8, 6, 8, 4, 6, 10, 5, 8, 8, 10, 8, 5, 9, 10, 9, 9, 8, 7, 8, 6, 10, 1, 4, 10, 5, 1, 9, 8, 7, 8, 6, 9, 3, 5, 9, 8, 7, 9, 8, 5, 5, 6, 7, 3, 6, 4, 8, 10, 7, 8, 3, 7, 4, 10, 7, 7, 5, 8, 8, 8, 9, 6, 5, 8, 8, 10, 4, 4, 4, 9, 10, 8, 7, 7, 6, 2, 6, 8, 7, 5, 8, 8, 5, 6, 4, 8, 6, 7, 7, 8, 6, 10, 8, 8, 9, 5, 8, 8, 7, 6, 7, 10, 7, 9, 6, 8, 5, 4, 8, 8, 8, 8, 8, 8, 5, 8, 8, 7, 7, 4, 8, 6, 8]),\n\t'eltonbrasil1':\n\t\t([2, 2, 4, 2, 3, 3, 1, 3, 3, 2, 1, 5, 2, 1, 3, 6, 4, 2, 5, 2, 2, 2, 6, 2, 2, 3, 7, 2, 1, 2, 2, 5, 5, 3, 1, 3, 5, 5, 4, 2, 5, 5, 3, 2, 3, 3, 5, 1, 4, 1, 2, 2, 1, 1, 5, 1, 6, 1, 1, 3, 2, 1, 2, 5, 2, 2, 3, 3, 3, 1, 3, 1, 1, 4, 5, 5, 1, 2, 1, 4, 4, 3, 3, 9, 4, 1, 2, 4, 2, 5, 1, 5, 4, 5, 9, 5, 2, 3, 2, 6, 4, 3, 5, 3, 3, 3, 4, 3, 2, 5, 8, 1, 1, 4, 2, 1, 2, 5, 5, 2, 4, 5, 2, 4, 5, 5, 5, 3, 5, 4, 2, 6, 6, 3, 4, 5, 3, 4, 5, 1, 4, 1, 1, 4, 1, 4, 3, 5, 3, 8, 5, 1, 1, 8, 2, 5, 2, 3, 2, 3, 2, 4, 5, 2, 3, 6, 2, 5, 2, 4], [7, 7, 10, 6, 9, 9, 6, 7, 5, 7, 5, 10, 10, 10, 7, 6, 10, 10, 7, 10, 10, 6, 8, 7, 10, 8, 10, 8, 1, 6, 4, 10, 10, 6, 10, 6, 8, 6, 9, 7, 9, 9, 3, 6, 6, 10, 8, 7, 10, 7, 10, 8, 9, 7, 7, 9, 8, 8, 10, 6, 9, 9, 5, 10, 8, 5, 10, 9, 6, 8, 9, 6, 9, 6, 9, 9, 1, 6, 10, 6, 5, 7, 9, 10, 8, 10, 9, 9, 5, 10, 10, 6, 6, 8, 10, 6, 7, 8, 7, 10, 10, 10, 6, 8, 9, 7, 6, 10, 7, 7, 9, 8, 7, 10, 9, 8, 9, 6, 10, 6, 10, 6, 7, 10, 9, 7, 7, 10, 7, 7, 6, 10, 10, 10, 7, 6, 10, 6, 10, 10, 9, 8, 3, 10, 10, 10, 5, 9, 7, 8, 6, 10, 2, 8, 7, 8, 4, 9, 7, 10, 7, 10, 10, 5, 5, 10, 6, 6, 8, 8]),\n\t'germanoolivei307b82873dca44cd':\n\t\t([1, 2, 7, 2, 4, 1, 2, 5, 1, 1, 5, 1, 2, 1, 5, 6, 5, 2, 5, 4, 5, 2, 9, 3, 1, 2, 8, 1, 4, 1, 2, 1, 1, 1, 2, 6, 4, 1, 1, 6, 4, 1, 4, 5, 1, 2, 5, 1, 3, 3, 5, 5, 1, 2, 1, 2, 1, 2, 4, 5, 4, 1, 5], [3, 8, 9, 9, 8, 9, 10, 4, 4, 7, 6, 10, 7, 6, 10, 5, 5, 9, 10, 8, 4, 4, 8, 10, 2, 10, 9, 1, 8, 8, 8, 6, 6, 1, 4, 8, 5, 6, 9, 9, 9, 1, 9, 8, 9, 8, 8, 1, 8, 10, 10, 8, 9, 10, 8, 8, 7, 8, 9, 9, 8, 7, 9]),\n\t'ignorfig':\n\t\t([5, 3, 2, 2, 1, 1, 4, 1, 1, 1, 6, 2, 1, 1, 2, 1, 2, 4, 6, 2, 1, 2, 4, 3, 1, 3, 1, 1, 3, 5, 1, 1, 2, 1, 1, 3, 2, 4, 1, 1, 3, 4, 1, 1, 1, 1, 5, 8, 1, 5, 1, 2, 1, 2, 1, 1, 1, 5, 2, 2, 4, 2, 1, 4, 1, 2, 2, 4, 4, 4, 2, 2, 9, 6, 4, 2, 2, 1, 3, 2, 2, 1, 3, 2, 8, 4, 2, 8, 2, 3, 1, 2, 1, 4, 8, 2, 3, 2, 1, 1, 5, 2, 6, 5, 5, 5], [10, 9, 9, 7, 4, 5, 8, 9, 4, 4, 9, 10, 10, 8, 10, 8, 10, 7, 10, 6, 7, 8, 8, 4, 6, 10, 9, 9, 10, 9, 8, 6, 8, 4, 9, 10, 10, 8, 5, 8, 10, 6, 5, 5, 9, 4, 7, 10, 10, 9, 8, 8, 10, 8, 6, 7, 6, 9, 9, 8, 7, 9, 7, 8, 10, 10, 8, 9, 8, 10, 8, 8, 8, 9, 9, 8, 4, 7, 8, 9, 9, 8, 6, 8, 8, 8, 9, 10, 10, 9, 9, 6, 8, 9, 8, 8, 7, 10, 8, 6, 8, 7, 5, 9, 4, 9]),\n\t'josafajunior13':\n\t\t([5, 4, 7, 2, 4, 1, 1, 4, 1, 4, 1, 1, 5, 1, 1, 1, 2, 1, 1, 2, 1, 2, 1, 2, 5, 4, 9, 1, 3, 2, 1, 5, 1, 3, 4, 2, 2, 1, 6, 5, 1, 4, 2, 1, 2, 4, 1, 2, 1, 4, 2, 3, 1, 1, 1, 5, 1, 4, 3, 2, 4, 2, 4, 4, 4, 1, 2, 2, 4, 5, 2], [10, 6, 10, 7, 8, 7, 7, 9, 7, 9, 7, 8, 8, 7, 9, 10, 10, 5, 6, 10, 10, 7, 9, 9, 10, 8, 8, 8, 8, 10, 9, 10, 8, 7, 10, 6, 7, 8, 8, 8, 10, 6, 7, 8, 7, 10, 7, 9, 8, 8, 8, 7, 5, 7, 8, 9, 8, 10, 10, 10, 7, 8, 10, 7, 10, 6, 9, 9, 7, 10, 9]),\n\t'jucaalmeida':\n\t\t([2, 1, 4, 5, 2, 1, 2, 1, 1, 6, 1, 2, 4, 3, 1, 5, 2, 5, 3, 3, 1, 1, 5, 1, 4, 1, 1, 1, 1, 1, 4, 4, 2, 5, 1, 4, 1, 2, 1, 4, 2, 4, 1, 4, 4, 2, 2, 1, 1, 4, 1, 9, 1, 1, 6, 9, 4, 2, 2, 2, 2, 2, 3, 4, 5, 1, 5, 2, 3, 4, 5, 1, 4, 4, 2, 2, 1, 2, 2, 3, 2, 1, 2, 5, 2, 2, 1, 2, 5, 5], [5, 6, 5, 6, 6, 3, 8, 10, 3, 8, 5, 7, 7, 10, 6, 6, 6, 6, 4, 6, 6, 3, 7, 8, 5, 5, 5, 7, 4, 5, 5, 8, 6, 8, 3, 5, 5, 6, 1, 8, 5, 8, 4, 8, 8, 7, 5, 6, 5, 6, 1, 7, 3, 1, 1, 7, 3, 1, 4, 6, 7, 6, 10, 10, 10, 8, 6, 5, 6, 8, 5, 7, 5, 8, 8, 5, 2, 8, 6, 7, 6, 4, 6, 6, 5, 8, 6, 4, 6, 5]),\n\t'julianotrm':\n\t\t([2, 1, 5, 5, 4, 4, 2, 1, 3, 1, 3, 5, 1, 2, 5, 1, 4, 2, 5, 5, 1, 1, 2, 6, 1, 1, 5, 2, 4, 2, 1, 1, 4, 2, 2, 3, 2, 8, 4, 5, 3, 2, 1, 5, 3, 4, 2, 2, 2, 5, 4, 4, 2, 5, 1, 6, 2, 3, 2, 2, 4, 5, 4, 9, 2, 2, 4, 5, 4, 2, 1, 1, 5, 2, 1, 4, 2, 5, 1, 4, 4, 4, 4, 6, 1, 9, 3, 2, 5, 4, 4, 1, 4, 3, 4, 5, 2, 7, 7, 1, 5, 9, 4, 1, 4, 2, 4, 1, 5, 1, 3, 1, 2, 2, 3, 6, 2, 1, 5, 4, 9, 2, 2, 2, 5, 1, 8, 2, 2, 6, 1, 4, 2, 2, 5, 2, 1, 2, 2, 1, 2, 5, 1, 6, 4, 3, 2, 3, 2, 4, 5, 5, 3, 1, 1, 1, 2, 5, 4, 1, 8, 2, 6, 2, 5, 2, 1, 5, 3, 3, 3, 5, 6, 6, 2, 1, 6, 8, 5, 8, 5, 5, 2, 2, 2, 5, 5, 5, 6, 2, 5, 4, 4, 4, 2, 5, 3, 1], [9, 6, 8, 9, 8, 7, 7, 5, 9, 7, 9, 9, 6, 7, 6, 9, 6, 8, 1, 8, 8, 5, 6, 8, 8, 1, 9, 10, 9, 6, 6, 8, 7, 7, 7, 10, 7, 9, 9, 9, 9, 10, 5, 8, 8, 7, 8, 8, 4, 5, 7, 8, 7, 8, 4, 8, 5, 8, 7, 7, 4, 8, 8, 9, 9, 8, 9, 6, 7, 7, 7, 7, 8, 8, 6, 8, 6, 9, 7, 8, 7, 9, 10, 6, 8, 8, 8, 9, 10, 9, 7, 8, 8, 8, 6, 8, 8, 8, 9, 6, 10, 9, 8, 6, 9, 9, 8, 7, 5, 6, 8, 8, 7, 8, 8, 7, 9, 10, 6, 10, 9, 7, 10, 8, 7, 8, 8, 8, 6, 9, 10, 9, 9, 5, 8, 5, 8, 6, 7, 7, 7, 9, 9, 9, 9, 9, 6, 9, 8, 7, 10, 8, 6, 8, 8, 8, 9, 8, 10, 6, 9, 5, 7, 9, 5, 7, 8, 7, 9, 8, 9, 6, 9, 7, 8, 7, 10, 9, 7, 8, 8, 6, 8, 9, 7, 7, 7, 8, 8, 1, 7, 9, 7, 7, 9, 5, 9, 8]),\n\t'kojiroo':\n\t\t([5, 3, 2, 2, 1, 2, 3, 2, 3, 5, 1, 2, 6, 2, 4, 1, 1, 1, 4, 3, 3, 4, 1, 3, 4, 3, 3, 1, 1, 4, 2, 1, 5, 1, 2, 3, 2, 4, 4, 1, 1, 1, 3, 2, 2, 1, 4, 5, 8, 2, 1, 4, 4, 4, 5, 2, 1, 2, 5, 2, 4, 1, 2, 4, 1, 1, 2, 9, 4, 1, 2, 1, 1, 2, 2, 1, 4, 2, 3, 2, 1, 1, 5, 2, 3, 2, 1, 3, 2, 2, 2, 3, 8, 2, 3, 2, 1, 1, 1, 2, 5, 5, 5, 5], [9, 6, 6, 7, 6, 7, 8, 8, 6, 6, 6, 8, 8, 6, 7, 4, 7, 6, 6, 6, 5, 7, 7, 6, 8, 8, 7, 8, 8, 7, 6, 7, 7, 7, 7, 8, 8, 8, 8, 6, 7, 6, 6, 5, 6, 7, 6, 8, 8, 7, 6, 7, 5, 8, 6, 7, 6, 6, 7, 8, 7, 7, 9, 7, 8, 6, 8, 7, 7, 6, 7, 6, 8, 6, 6, 7, 6, 7, 8, 7, 6, 4, 7, 6, 8, 8, 7, 7, 6, 7, 6, 6, 7, 7, 8, 8, 7, 6, 6, 7, 7, 8, 5, 8]),\n\t'lcsgoulart':\n\t\t([2, 4, 7, 2, 1, 1, 4, 1, 1, 1, 2, 2, 1, 2, 4, 5, 2, 5, 3, 9, 4, 5, 2, 1, 6, 4, 1, 1, 1, 8, 4, 4, 1, 1, 2, 2, 1, 1, 5, 1, 1, 3, 5, 2, 4, 1, 3, 3, 5, 1, 5], [5, 9, 8, 7, 5, 5, 10, 8, 7, 6, 4, 9, 5, 9, 6, 10, 5, 7, 7, 8, 7, 6, 7, 7, 7, 6, 4, 5, 6, 8, 7, 6, 3, 8, 6, 7, 4, 4, 3, 5, 4, 10, 7, 7, 7, 6, 7, 7, 7, 6, 10]),\n\t'leobalneario':\n\t\t([4, 3, 1, 5, 4, 4, 5, 3, 2, 2, 5, 2, 5, 3, 2, 1, 6, 2, 9, 4, 4, 4, 3, 3, 6, 4, 4, 5, 3, 9, 3, 3, 4, 1, 2, 4, 4, 5, 4, 2, 5, 2, 5, 3, 5, 8, 4, 1, 4, 2, 1, 2, 1, 3, 5, 3, 4, 2, 1, 3, 6, 3, 5, 4, 2, 3, 6, 4, 5, 4, 5, 1, 1, 5, 7, 4, 4, 2, 4, 5, 3, 4, 2, 1, 1, 4, 3, 2, 1, 2, 1, 3, 5, 1, 4, 3, 5, 3, 2, 4, 2, 5, 1, 5, 6, 2, 2, 3, 1, 4, 2, 2, 2, 2, 2, 5, 5, 2, 4, 3, 1, 5, 2, 6, 1, 4, 4, 2, 5, 2, 8, 6, 3, 8, 4, 2, 2, 5, 2, 4, 5, 5, 3, 2, 5, 4, 4, 5, 2, 5, 1, 5, 3, 5, 2, 3, 1, 1, 5, 1, 5, 2, 5, 1, 6, 5, 5, 6, 4, 2, 1, 2, 1, 3, 1, 1, 5, 4, 5, 1, 5, 3, 4, 3, 5, 4, 4, 2, 2, 5, 3, 4, 5, 2, 5, 1, 7, 1, 1, 5, 3, 2, 3, 5, 1, 1, 2, 2, 5, 1, 3, 5, 5, 4, 2, 6, 4, 5, 5, 5, 2, 8, 4, 2, 2, 8, 3, 1, 5, 3, 4, 2, 4, 2, 7, 1, 4, 3, 9, 4, 2, 2, 3, 4, 4, 4, 4, 5, 4, 1, 4, 1, 2, 2, 2, 2, 2, 2, 2, 5, 6, 3, 2, 4, 5, 6, 8, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 4, 2, 5, 4, 2, 6, 4, 4, 5, 2, 4, 2, 2, 3, 2, 1, 1, 4, 4, 5, 5, 4, 3, 5, 2, 2, 2, 2, 1, 5, 7, 4, 4, 6, 2, 2, 2, 4, 3, 5, 2, 2, 2, 1, 2, 5, 2, 4, 5, 5, 5, 6, 6, 1, 2, 5, 2, 1, 3, 2, 1, 1, 4, 1, 2, 2, 5, 9, 1, 4, 5, 1, 3, 5, 1, 1, 1, 2, 6, 4, 3, 1, 4, 5, 6, 9, 4, 2, 5, 5, 4, 5, 2, 6, 1, 2, 2, 4, 1, 6, 6, 1, 5, 4, 1, 2, 2, 1, 1, 2, 4, 4, 3, 1, 8, 3, 3, 1, 1, 5, 3, 3, 1, 4, 5, 1, 2, 2, 5, 2, 2, 2, 4, 4, 1, 3, 1, 4, 4, 2, 4, 3, 6, 2, 1, 2, 5, 4, 4, 5, 1, 5, 4, 8, 5, 3, 2, 3, 5, 3, 2, 8, 4, 4, 2, 2, 2, 4, 4, 5, 1, 8, 1, 1, 5, 4, 4, 2, 5, 1, 2, 1, 4, 2, 10, 1, 1, 3, 1, 4, 1, 4, 2, 4, 2, 5, 2, 2, 2, 5, 5, 4, 9, 4, 4, 5, 6, 4, 1, 1, 5, 2, 1, 5, 3, 3, 7, 2, 1, 4, 2, 2, 2, 4, 5, 2, 4, 1, 4, 5, 5, 5, 5, 4, 2, 5, 5, 5, 3, 5, 1, 5, 1, 4, 5, 8, 6, 6, 5, 2, 5, 2, 5, 4, 3, 5, 5, 6, 5, 1, 2, 3, 6], [7, 7, 6, 8, 8, 6, 6, 9, 6, 7, 6, 5, 7, 7, 5, 5, 7, 9, 7, 8, 7, 5, 6, 7, 7, 5, 8, 8, 7, 6, 6, 6, 7, 7, 5, 8, 9, 7, 7, 8, 7, 8, 6, 7, 6, 8, 7, 7, 7, 6, 7, 8, 9, 7, 8, 7, 7, 6, 7, 7, 8, 5, 6, 8, 7, 8, 7, 7, 8, 4, 7, 6, 6, 6, 9, 8, 8, 8, 8, 8, 6, 6, 8, 5, 8, 7, 7, 7, 7, 8, 7, 6, 8, 8, 8, 5, 7, 6, 8, 7, 7, 7, 8, 7, 8, 5, 6, 9, 6, 7, 7, 6, 8, 8, 7, 6, 6, 7, 8, 8, 8, 7, 5, 7, 8, 5, 7, 8, 6, 6, 8, 6, 8, 7, 5, 7, 6, 6, 7, 8, 8, 5, 7, 6, 8, 7, 7, 8, 7, 8, 5, 7, 7, 7, 6, 8, 6, 6, 5, 6, 6, 6, 8, 5, 7, 7, 7, 6, 6, 7, 7, 6, 6, 5, 6, 5, 8, 6, 7, 5, 8, 10, 7, 8, 7, 8, 7, 7, 9, 7, 7, 8, 7, 7, 8, 7, 6, 9, 8, 8, 5, 5, 8, 4, 6, 6, 8, 6, 8, 7, 6, 7, 5, 5, 7, 7, 7, 8, 7, 7, 7, 7, 8, 7, 6, 7, 8, 6, 6, 7, 8, 9, 7, 8, 8, 6, 9, 6, 9, 6, 8, 6, 6, 6, 7, 7, 8, 7, 8, 7, 7, 7, 6, 8, 6, 4, 6, 4, 7, 7, 6, 8, 8, 8, 7, 7, 7, 8, 7, 8, 8, 6, 7, 6, 7, 7, 7, 6, 6, 7, 6, 6, 8, 7, 6, 5, 7, 7, 7, 5, 7, 6, 7, 7, 7, 8, 6, 7, 7, 6, 6, 6, 7, 8, 7, 9, 8, 8, 7, 6, 7, 7, 7, 7, 6, 6, 7, 7, 7, 6, 5, 5, 4, 7, 7, 6, 8, 8, 7, 8, 6, 8, 5, 8, 8, 7, 6, 7, 7, 4, 6, 7, 7, 10, 7, 3, 8, 8, 6, 6, 8, 7, 6, 6, 5, 6, 7, 7, 7, 8, 7, 6, 7, 7, 8, 6, 6, 6, 8, 6, 9, 6, 8, 5, 6, 6, 7, 8, 7, 8, 5, 7, 8, 6, 6, 6, 8, 7, 7, 6, 7, 8, 7, 6, 7, 4, 8, 6, 7, 7, 7, 8, 6, 5, 7, 8, 7, 9, 7, 8, 7, 6, 8, 7, 6, 7, 7, 6, 7, 6, 6, 7, 7, 8, 9, 7, 6, 8, 8, 8, 8, 8, 7, 6, 6, 7, 8, 7, 8, 7, 8, 7, 6, 6, 6, 7, 8, 6, 9, 7, 5, 6, 7, 7, 7, 8, 7, 7, 6, 10, 8, 8, 6, 7, 8, 6, 6, 8, 7, 7, 6, 7, 8, 5, 7, 6, 7, 8, 7, 9, 7, 6, 7, 8, 8, 7, 7, 7, 6, 7, 6, 8, 8, 6, 8, 6, 7, 7, 8, 7, 7, 7, 7, 7, 8, 6, 6, 7, 8, 9, 7, 8, 7, 7, 6, 8, 9, 7, 7, 7, 7, 7, 7, 7, 8, 9, 5, 7, 5, 6, 6, 8, 8, 7, 8, 7, 6, 7, 6, 6]),\n\t'lu9578':\n\t\t([2, 2, 2, 1, 2, 3, 1, 1, 4, 2, 2, 5, 1, 3, 5, 2, 5, 2, 1, 4, 5, 2, 9, 5, 5, 5, 5, 8, 1, 4, 3, 5, 2, 4, 9, 4, 4, 5, 4, 1, 6, 1, 6, 2, 4, 1, 1, 2, 2, 1, 5, 3, 5, 3, 3, 9, 6, 3, 5, 4, 2, 4, 1, 4, 4, 1, 5, 2, 1, 3, 1, 5, 3], [8, 2, 8, 5, 8, 8, 7, 6, 10, 6, 8, 2, 6, 7, 6, 7, 8, 7, 7, 7, 5, 6, 6, 6, 6, 6, 8, 8, 7, 7, 8, 7, 7, 8, 7, 2, 3, 7, 4, 5, 9, 8, 7, 7, 9, 4, 1, 7, 8, 7, 6, 6, 6, 8, 6, 9, 8, 7, 8, 7, 4, 5, 6, 5, 4, 6, 8, 5, 1, 7, 6, 9, 7]),\n\t'lucas-dunck':\n\t\t([2, 2, 2, 3, 4, 2, 2, 1, 4, 4, 2, 2, 2, 4, 2, 1, 4, 2, 1, 1, 8, 3, 4, 3, 1, 5, 4, 2, 5, 4, 3, 2, 4, 9, 1, 4, 8, 5, 1, 1, 2, 1, 1, 5, 1, 1, 1, 6, 5, 2, 1, 6, 3, 8, 4, 3, 7, 2, 5, 4, 1, 4, 1, 4, 1, 4, 6, 5, 5, 6, 4, 2, 2, 2, 4, 4, 4, 6, 2, 1, 3, 2, 2, 2, 5, 2, 5, 1, 4, 5, 2, 2, 3, 2, 1, 1, 1, 4, 4, 6, 4, 2, 5, 3, 5, 6, 5, 5, 5, 2, 2, 2, 5, 1, 5], [5, 9, 7, 8, 7, 8, 6, 1, 5, 8, 6, 7, 8, 8, 8, 6, 6, 7, 6, 5, 7, 6, 6, 8, 6, 5, 6, 5, 6, 7, 8, 7, 7, 6, 6, 4, 10, 9, 5, 6, 7, 8, 6, 6, 5, 8, 6, 6, 8, 6, 1, 10, 8, 10, 6, 6, 10, 6, 7, 7, 6, 8, 9, 6, 8, 8, 8, 6, 8, 7, 8, 6, 6, 10, 6, 7, 7, 9, 7, 6, 10, 6, 7, 6, 9, 10, 6, 10, 7, 6, 6, 7, 7, 9, 8, 10, 7, 9, 7, 8, 8, 7, 10, 8, 9, 10, 8, 6, 8, 9, 8, 6, 10, 7, 8]),\n\t'manujsa':\n\t\t([5, 1, 3, 2, 4, 2, 3, 5, 2, 2, 3, 1, 2, 5, 2, 1, 2, 2, 1, 1, 4, 2, 3, 4, 9, 4, 3, 2, 4, 2, 4, 1, 1, 1, 1, 8, 4, 3, 2, 2, 3, 4, 6, 2, 3, 3, 5, 6, 2, 3, 5, 1, 4, 2, 3, 1, 3], [8, 7, 8, 7, 10, 8, 9, 7, 9, 7, 7, 6, 9, 8, 9, 6, 10, 7, 6, 7, 8, 6, 8, 7, 9, 8, 8, 7, 8, 6, 8, 7, 7, 8, 7, 7, 6, 7, 7, 7, 9, 9, 7, 8, 7, 7, 9, 8, 10, 8, 8, 8, 8, 7, 7, 8, 10]),\n\t'mateus2018':\n\t\t([3, 2, 5, 3, 2, 1, 5, 1, 3, 3, 4, 3, 2, 2, 2, 4, 1, 5, 1, 4, 4, 4, 3, 5, 6, 1, 2, 3, 5, 4, 5, 6, 9, 4, 2, 4, 5, 5, 1, 1, 4, 2, 4, 1, 3, 3, 4, 1, 1, 3, 6, 8, 1, 1, 5, 3, 5, 2, 4, 2, 1, 1, 3, 3, 3, 1, 2, 1, 2, 3, 5, 2, 2, 5, 4, 4, 8, 1, 4, 4, 1, 4, 2, 2, 2, 1, 1, 1, 5, 2, 2, 4, 2, 3, 4, 4, 5, 4, 5, 2, 5, 2, 4, 5, 2, 3, 1, 2, 2, 5, 1, 1, 2, 1, 1, 1, 4, 2, 1, 4, 1, 5, 4, 9, 3, 2, 10, 3, 6, 3, 2, 1, 8, 8, 4, 4, 2, 4, 2, 4, 1, 4, 5, 4, 1, 7, 3, 1, 1, 2, 7, 7, 4, 1, 6, 4, 2, 9, 1, 1, 6, 2, 2, 2, 1, 1, 2, 5, 4, 9, 4, 4, 3, 3, 2, 1, 5, 8, 4, 1, 5, 2, 4, 2, 1, 2, 2, 1, 2, 1, 1, 1, 4, 2, 2, 2, 1, 4, 4, 2, 4, 4, 4, 1, 1, 5, 2, 2, 8, 5, 2, 5, 1, 5, 6, 2, 1, 2, 2, 8, 5, 3, 3, 5, 5, 4, 1, 1, 4, 3, 2, 1, 3, 8, 5, 4, 2, 1, 8, 1, 5, 6, 3, 8, 4, 8, 5, 2, 5, 1, 2, 4, 2, 2, 1, 3, 1, 1, 1, 1, 5, 2, 6, 5, 3, 5, 2, 4, 1, 2, 2, 1, 2, 3, 5, 1, 5, 5], [8, 6, 5, 7, 7, 4, 7, 8, 8, 8, 7, 8, 7, 7, 7, 8, 5, 7, 8, 7, 7, 8, 7, 7, 7, 7, 7, 7, 7, 7, 8, 4, 8, 8, 6, 7, 6, 4, 5, 8, 7, 5, 8, 7, 7, 7, 7, 6, 6, 7, 7, 7, 6, 7, 9, 9, 4, 7, 7, 7, 4, 4, 7, 8, 8, 7, 8, 6, 6, 8, 6, 1, 7, 7, 7, 7, 9, 3, 8, 8, 8, 7, 1, 7, 8, 6, 6, 6, 7, 7, 6, 6, 7, 7, 8, 6, 10, 8, 8, 4, 7, 8, 7, 8, 8, 8, 7, 7, 7, 4, 7, 7, 8, 7, 7, 3, 7, 8, 7, 8, 7, 7, 7, 8, 7, 7, 10, 5, 8, 8, 8, 5, 7, 7, 7, 8, 6, 7, 7, 8, 8, 7, 8, 8, 7, 8, 6, 8, 7, 9, 8, 9, 7, 8, 7, 9, 8, 8, 6, 2, 8, 8, 9, 8, 9, 8, 7, 7, 8, 7, 7, 7, 8, 7, 9, 7, 7, 7, 7, 7, 7, 7, 8, 7, 6, 8, 5, 6, 8, 7, 1, 8, 8, 8, 8, 7, 8, 8, 7, 6, 7, 8, 7, 6, 8, 7, 7, 8, 8, 8, 7, 10, 8, 7, 6, 7, 7, 7, 8, 8, 7, 7, 7, 7, 7, 8, 7, 7, 8, 7, 7, 4, 6, 10, 8, 9, 7, 7, 7, 8, 8, 9, 8, 7, 8, 8, 6, 8, 8, 3, 8, 7, 7, 6, 7, 7, 4, 1, 7, 7, 9, 7, 7, 7, 8, 7, 8, 7, 6, 8, 7, 7, 4, 7, 7, 8, 8, 8]),\n\t'mnocera':\n\t\t([5, 1, 4, 1, 1, 2, 1, 1, 2, 1, 5, 2, 1, 1, 8, 2, 2, 9, 2, 5, 1, 4, 2, 1, 1, 4, 2, 1, 2, 6, 1, 1, 6, 1, 1, 1, 1, 5, 4, 2, 1, 1, 5, 4, 5, 3, 1, 1, 1, 1, 2, 4, 2, 5, 2, 1, 1, 3, 1, 2, 1], [10, 8, 10, 8, 6, 10, 8, 10, 8, 7, 10, 7, 10, 7, 10, 10, 7, 10, 10, 7, 6, 6, 6, 10, 10, 6, 10, 6, 10, 10, 10, 9, 10, 10, 6, 7, 7, 10, 10, 10, 8, 10, 8, 6, 7, 8, 10, 6, 10, 7, 8, 10, 6, 10, 8, 10, 7, 8, 5, 8, 10]),\n\t'moai':\n\t\t([2, 4, 4, 1, 1, 2, 7, 1, 1, 6, 2, 1, 1, 6, 4, 5, 1, 3, 5, 6, 5, 4, 6, 1, 1, 1, 1, 2, 1, 5, 1, 4, 2, 3, 2, 5, 2, 4, 1, 2, 3, 1, 3, 5, 5, 1, 2, 1, 3, 3, 2, 1, 1, 1, 1, 4, 2, 1, 2, 2, 1, 9, 5, 4, 1, 1, 5, 1, 2, 4, 1, 2, 5, 2, 2, 2, 2, 4, 5, 3, 3, 2, 2, 1, 4, 1, 8, 4, 2, 2, 3, 1, 2, 4, 2, 3, 1, 2], [8, 8, 7, 8, 7, 7, 8, 8, 8, 10, 8, 9, 6, 8, 10, 6, 8, 8, 8, 8, 10, 9, 8, 7, 7, 7, 8, 8, 8, 8, 7, 9, 7, 8, 9, 8, 6, 8, 8, 10, 8, 8, 9, 10, 10, 5, 8, 8, 7, 10, 8, 7, 7, 8, 8, 10, 8, 8, 9, 8, 8, 8, 8, 8, 7, 8, 8, 10, 7, 8, 9, 8, 8, 3, 8, 8, 10, 9, 8, 8, 8, 6, 8, 8, 8, 9, 8, 8, 7, 8, 8, 7, 8, 8, 8, 8, 8, 10]),\n\t'mr_alluh':\n\t\t([2, 2, 2, 1, 1, 1, 6, 6, 6, 2, 2, 1, 4, 1, 1, 5, 3, 1, 1, 3, 2, 5, 5, 2, 1, 4, 4, 1, 3, 2, 3, 5, 1, 2, 5, 8, 8, 5, 1, 2, 2, 1, 4, 1, 4, 4, 2, 2, 2, 7, 1, 4, 5, 4, 1, 1, 1, 2, 4, 2, 9, 5, 2, 2, 4, 1, 1, 4, 4, 2, 4, 1, 4, 8, 5, 2, 1, 2, 2, 3, 2, 4, 1, 2, 1, 5, 2, 5, 5, 5, 5], [8, 8, 8, 3, 8, 8, 9, 8, 8, 6, 6, 6, 10, 6, 5, 8, 7, 8, 5, 10, 6, 6, 8, 7, 7, 8, 8, 7, 8, 2, 8, 8, 7, 8, 6, 8, 6, 6, 1, 8, 6, 4, 8, 1, 3, 8, 5, 10, 8, 8, 6, 8, 8, 10, 10, 5, 7, 8, 6, 8, 6, 7, 7, 8, 6, 1, 6, 6, 2, 8, 8, 8, 7, 7, 7, 1, 6, 4, 6, 6, 7, 8, 2, 7, 6, 4, 4, 6, 7, 7, 7]),\n\t'mrpickles':\n\t\t([2, 1, 2, 1, 2, 3, 2, 2, 4, 1, 1, 5, 6, 1, 5, 1, 5, 2, 2, 4, 6, 2, 6, 4, 8, 2, 5, 4, 4, 5, 2, 1, 4, 1, 1, 2, 1, 3, 3, 1, 1, 3, 3, 5, 3, 1, 1, 1, 2, 5, 1, 2, 5, 1, 3, 3, 4, 1, 5, 2, 5, 4, 1, 1, 5, 1, 8, 4, 4, 2, 2, 1, 1, 5, 2, 1, 3, 2, 4, 4, 5, 2, 4, 5, 5, 9, 1, 5, 2, 5, 5, 2, 1, 4, 1, 1, 1, 5, 1, 2, 1, 1, 1, 2, 3, 5, 4, 9, 8, 5, 3, 2, 5, 1, 5, 1, 8, 8, 4, 4, 4, 3, 4, 3, 1, 4, 4, 3, 7, 5, 5, 2, 7, 1, 1, 6, 4, 5, 2, 1, 9, 5, 5, 1, 1, 6, 2, 2, 2, 1, 1, 5, 5, 1, 5, 4, 9, 4, 6, 2, 3, 2, 2, 2, 5, 5, 2, 2, 5, 2, 2, 2, 6, 4, 5, 5, 1, 1, 5, 4, 4, 2, 2, 2, 6, 8, 6, 5, 5, 4, 5, 5, 3, 2, 2, 3, 5, 2, 2, 3, 2, 1, 5, 3, 5, 1, 2, 3, 2, 4, 5, 1, 5, 6, 5, 4, 2, 6, 5, 4, 8, 4, 2, 4, 4, 2, 1, 2, 1, 2, 2, 2, 1, 4, 2, 1, 2, 1, 2, 2, 3, 1, 5], [9, 8, 9, 6, 7, 8, 7, 10, 6, 4, 9, 8, 7, 5, 8, 7, 8, 7, 8, 6, 7, 5, 7, 7, 8, 7, 8, 7, 5, 9, 7, 7, 7, 5, 3, 6, 7, 7, 7, 6, 7, 8, 7, 6, 9, 7, 7, 7, 7, 7, 7, 9, 6, 9, 7, 8, 6, 8, 8, 9, 5, 5, 7, 9, 7, 7, 8, 8, 9, 3, 4, 6, 6, 7, 7, 2, 8, 6, 8, 5, 8, 5, 8, 10, 8, 7, 8, 7, 8, 9, 8, 7, 5, 8, 7, 5, 5, 8, 7, 7, 5, 7, 6, 7, 6, 8, 8, 10, 6, 8, 3, 7, 7, 7, 6, 8, 7, 7, 4, 8, 7, 7, 8, 7, 3, 3, 8, 9, 7, 8, 6, 9, 8, 6, 7, 8, 10, 7, 4, 6, 9, 7, 8, 5, 7, 7, 10, 8, 5, 8, 5, 7, 10, 6, 8, 5, 9, 5, 7, 7, 8, 9, 5, 8, 7, 8, 5, 4, 8, 4, 8, 8, 8, 9, 8, 6, 6, 6, 7, 7, 8, 7, 1, 6, 8, 8, 7, 9, 8, 8, 7, 7, 3, 10, 7, 7, 8, 7, 8, 7, 8, 10, 8, 10, 8, 8, 8, 6, 9, 10, 7, 8, 8, 10, 8, 7, 9, 10, 6, 6, 9, 9, 8, 9, 8, 8, 7, 8, 6, 8, 6, 9, 6, 7, 9, 5, 8, 9, 10, 8, 8, 7, 9]),\n\t'pamxvieira':\n\t\t([2, 2, 2, 1, 2, 1, 4, 1, 1, 6, 2, 1, 5, 1, 1, 1, 2, 1, 1, 5, 3, 4, 5, 1, 2, 1, 1, 1, 4, 2, 1, 2, 4, 4, 1, 2, 2, 2, 2, 5, 1, 5, 2, 1, 7, 1, 4, 1, 4, 9, 4, 9, 4, 2, 2, 5, 1, 1, 1, 2, 1, 1, 8, 5, 3, 2, 4, 5, 2, 2, 2, 1, 2, 3, 2, 1, 5, 5, 4, 2, 1, 2, 1, 5, 2, 2, 5, 5], [10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 9, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 9, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 10, 10, 9, 10, 10]),\n\t'promolldes':\n\t\t([4, 3, 1, 1, 4, 2, 1, 1, 9, 3, 1, 1, 6, 2, 1, 4, 1, 1, 5, 5, 3, 9, 2, 1, 1, 2, 1, 2, 6, 2, 1, 2, 6, 8, 5, 1, 2, 4, 1, 1, 1, 2, 4, 5, 5, 1, 2, 3, 3, 4, 2, 5, 2, 4, 6, 1, 4, 1, 3, 2, 5], [8, 7, 3, 8, 10, 1, 3, 4, 9, 6, 1, 1, 1, 6, 1, 6, 5, 7, 6, 4, 7, 8, 7, 8, 4, 6, 6, 8, 10, 10, 5, 6, 7, 7, 9, 3, 10, 10, 6, 4, 10, 9, 10, 7, 4, 6, 6, 9, 8, 7, 7, 6, 1, 3, 6, 5, 10, 10, 7, 10, 9]),\n\t'rameh':\n\t\t([5, 2, 3, 3, 2, 2, 1, 3, 2, 6, 4, 1, 3, 2, 5, 1, 1, 6, 4, 5, 2, 1, 1, 5, 5, 3, 1, 5, 5, 3, 3, 3, 2, 3, 1, 3, 5, 3, 8, 3, 1, 1, 1, 1, 1, 5, 5, 3, 4, 4, 5, 1, 4, 1, 1, 4, 1, 2, 5, 9, 4, 2, 5, 4, 6, 3, 2, 1, 1, 2, 7, 6, 2, 4, 1, 6, 3, 4, 3, 2, 3, 5, 3, 2, 1, 4, 1, 1, 2, 4, 2, 2, 2, 2, 1, 2, 3, 1, 5, 1, 4, 2, 5, 1], [8, 9, 9, 8, 10, 10, 9, 9, 10, 10, 8, 10, 9, 7, 10, 5, 5, 10, 9, 9, 8, 6, 6, 10, 8, 9, 10, 9, 6, 9, 9, 10, 10, 7, 5, 10, 7, 8, 9, 9, 9, 10, 9, 8, 8, 8, 5, 9, 9, 10, 7, 4, 10, 8, 8, 10, 2, 6, 9, 9, 9, 10, 8, 8, 10, 7, 9, 7, 2, 9, 8, 7, 9, 4, 8, 8, 8, 9, 10, 10, 8, 8, 8, 10, 4, 9, 10, 8, 8, 10, 8, 3, 7, 7, 6, 8, 6, 6, 9, 9, 8, 9, 8, 8]),\n\t'raphaelmoraesg':\n\t\t([5, 3, 2, 3, 2, 2, 5, 3, 2, 2, 4, 4, 3, 5, 1, 5, 2, 2, 6, 4, 3, 5, 3, 3, 1, 1, 5, 5, 4, 1, 2, 1, 1, 3, 3, 2, 2, 1, 3, 2, 2, 1, 1, 2, 1, 4, 1, 7, 1, 1, 4, 3, 1, 3, 6, 2, 2, 1, 2, 5, 1, 1, 2, 1, 8, 3, 5, 8, 5, 2, 5, 2, 1, 1, 1, 1, 3, 5, 1, 1, 4, 1, 3, 5, 2, 4, 2, 8, 9, 1, 3, 8, 4, 4, 5, 2, 4, 5, 4, 3, 7, 4, 1, 2, 5, 2, 1, 7, 7, 4, 1, 4, 9, 2, 2, 2, 1, 5, 9, 4, 3, 4, 2, 3, 1, 1, 2, 2, 2, 4, 1, 6, 1, 2, 2, 1, 5, 1, 2, 2, 2, 4, 1, 3, 4, 2, 1, 2, 2, 1, 5, 8, 3, 1, 1, 4, 1, 3, 5, 2, 1, 4, 4, 1, 2, 8, 2, 4, 2, 3, 4, 2, 2, 2, 1, 1, 1, 1, 5, 5, 3, 2, 2, 2, 3, 5, 3, 5, 3], [10, 10, 10, 10, 10, 10, 10, 10, 10, 3, 10, 10, 10, 10, 10, 10, 6, 10, 10, 10, 10, 10, 10, 8, 10, 10, 8, 10, 10, 4, 10, 10, 10, 10, 10, 6, 10, 10, 10, 10, 10, 1, 10, 10, 10, 10, 10, 10, 2, 1, 10, 10, 10, 10, 9, 8, 10, 10, 10, 10, 10, 10, 6, 10, 10, 10, 10, 8, 10, 10, 8, 10, 6, 10, 10, 10, 10, 10, 10, 10, 7, 1, 10, 6, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 6, 10, 7, 2, 10, 10, 10, 10, 10, 10, 10, 9, 10, 9, 10, 10, 10, 10, 6, 10, 10, 10, 10, 10, 10, 9, 10, 1, 4, 10, 10, 10, 10, 1, 10, 10, 6, 10, 10, 10, 1, 10, 2, 10, 10, 6, 10, 8, 10, 10, 10, 10, 10, 10, 5, 10, 10, 10, 10, 10, 10, 10, 10, 10, 2, 5, 10, 10, 10, 10, 10, 10, 10, 10, 8, 5, 10, 10, 10, 10, 1, 1, 8, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10]),\n\t'romulovirginio':\n\t\t([3, 3, 3, 1, 1, 1, 2, 2, 4, 1, 2, 3, 1, 2, 2, 2, 4, 3, 3, 9, 2, 1, 5, 1, 4, 4, 4, 4, 5, 2, 4, 1, 1, 8, 4, 1, 4, 6, 4, 1, 4, 2, 3, 5, 1, 5, 2, 1, 1, 5, 1, 5, 1, 1, 1, 4, 2, 2, 4, 4, 2, 5, 4, 4, 7, 5], [8, 9, 9, 9, 5, 8, 10, 8, 9, 8, 9, 8, 8, 9, 6, 2, 10, 8, 8, 9, 9, 4, 7, 9, 10, 7, 9, 8, 8, 9, 8, 6, 8, 8, 8, 5, 8, 8, 5, 5, 9, 9, 7, 7, 6, 5, 9, 9, 8, 9, 7, 4, 3, 6, 5, 8, 6, 9, 7, 8, 5, 5, 8, 10, 9, 8]),\n\t'urso_impopular':\n\t\t([5, 3, 2, 3, 5, 3, 2, 2, 4, 3, 2, 1, 5, 2, 2, 6, 4, 4, 4, 1, 5, 1, 3, 3, 1, 1, 5, 3, 1, 2, 3, 1, 3, 2, 2, 1, 1, 1, 1, 1, 3, 2, 8, 1, 4, 5, 1, 1, 2, 1, 1, 4, 4, 1, 7, 4, 2, 1, 4, 2, 6, 1, 4, 1, 2, 8, 1, 4, 4, 2, 2, 3, 1, 4, 4, 2, 1, 4, 4, 3, 2, 5, 2, 1, 5, 6, 6, 3, 2, 2, 4, 4, 3, 2, 4, 4, 2, 8, 2, 2, 3, 5, 5, 2, 2, 2, 3, 2, 1, 1, 1, 2, 5, 4, 2, 5, 2, 2], [10, 9, 6, 8, 6, 10, 10, 8, 8, 7, 9, 8, 6, 7, 9, 8, 8, 5, 7, 7, 9, 8, 10, 9, 8, 8, 8, 4, 7, 8, 7, 8, 10, 10, 7, 8, 7, 6, 8, 8, 8, 6, 10, 5, 8, 9, 6, 6, 6, 8, 8, 9, 7, 8, 9, 7, 10, 9, 6, 9, 8, 8, 8, 6, 8, 10, 10, 7, 8, 7, 8, 7, 6, 10, 8, 8, 8, 9, 9, 9, 8, 8, 8, 8, 8, 8, 8, 8, 10, 8, 7, 8, 8, 10, 8, 8, 7, 10, 7, 8, 8, 8, 8, 9, 8, 7, 8, 8, 8, 7, 6, 9, 7, 8, 7, 8, 8, 6]),\n\t'wanderyen':\n\t\t([2, 5, 1, 2, 1, 2, 1, 5, 1, 1, 1, 1, 1, 1, 1, 4, 3, 3, 1, 5, 3, 3, 1, 1, 1, 6, 1, 4, 4, 1, 1, 3, 1, 2, 2, 5, 4, 2, 8, 1, 5, 1, 2, 1, 4, 1, 4, 2, 2, 2, 2, 4, 1, 2, 1, 4, 9, 4, 2, 1, 1, 1, 1, 2, 1, 1, 6, 2, 1, 2, 1, 5, 2, 1, 1, 5, 5, 2, 5, 1, 1, 5, 2, 2, 4, 1, 2, 1, 2, 3, 1, 1, 1, 2, 1, 5, 5, 2, 1, 5, 1, 2, 5], [10, 10, 8, 10, 7, 9, 8, 10, 5, 10, 7, 8, 8, 8, 9, 10, 10, 7, 10, 10, 10, 10, 10, 10, 8, 8, 9, 8, 10, 7, 6, 10, 9, 6, 4, 10, 9, 10, 10, 8, 5, 8, 10, 8, 6, 8, 8, 8, 10, 9, 8, 8, 9, 9, 8, 10, 10, 8, 6, 8, 6, 10, 10, 4, 8, 10, 8, 6, 9, 8, 6, 10, 10, 10, 9, 7, 10, 5, 10, 10, 10, 10, 8, 8, 9, 4, 9, 2, 10, 7, 10, 9, 9, 5, 9, 8, 8, 3, 9, 10, 4, 8, 8])\n}", | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "outputs": [], | |
| "execution_count": 7 | |
| }, | |
| { | |
| "id": "7ac288a4-5ed3-4748-b421-3a49f97aa9cc", | |
| "cell_type": "code", | |
| "source": "%conda install pandas", | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "outputs": [], | |
| "execution_count": null | |
| }, | |
| { | |
| "id": "e59dad6f-783c-47e9-887a-30d15f5d3756", | |
| "cell_type": "code", | |
| "source": "from math import sqrt\n\ndef pearson_corr_coef(X, Y):\n xSum, ySum, n = sum(X), sum(Y), len(X)\n Sumx2, Sumy2 = sum([x**2 for x in X]), sum([y**2 for y in Y])\n den = sqrt((Sumx2-(xSum**2)/n) * (Sumy2-(ySum**2)/n))\n if not den:\n return 0.0\n SumProd = sum([X[i]*Y[i] for i in range(len(X))])\n num=SumProd-(xSum*ySum/n)\n return num/den\n\ndef mean_centered_cosine_similarity(x, y):\n mean_x = sum(x) / len(x)\n mean_y = sum(y) / len(y)\n x_centered = [xi - mean_x for xi in x]\n y_centered = [yi - mean_y for yi in y]\n norm_x = sqrt(sum(a * a for a in x_centered))\n norm_y = sqrt(sum(b * b for b in y_centered))\n if norm_x == 0.0 or norm_y == 0.0:\n return 0.0\n dot = sum(a * b for a, b in zip(x_centered, y_centered))\n return dot / (norm_x * norm_y)\n\ndef diferenca_absoluta_media(x, y):\n num = sum( abs(a-b) for a, b in zip(x, y))\n return num/len(x)", | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "outputs": [], | |
| "execution_count": 9 | |
| }, | |
| { | |
| "id": "a04902a1-fedc-4c53-a115-ee92d920d1eb", | |
| "cell_type": "code", | |
| "source": "import pandas\nfrom collections import defaultdict\ndf_dict = defaultdict(list)\n\nfor k, v in data.items():\n df_dict['username'].append(k)\n df_dict['pearson_corr_coef'].append(pearson_corr_coef(v[0], v[1]))\n df_dict['mean_centered_cosine_similarity'].append(mean_centered_cosine_similarity(v[0], v[1]))\n df_dict['diferenca_absoluta_media'].append(diferenca_absoluta_media(v[0], v[1]))\n\npandas.DataFrame(df_dict)", | |
| "metadata": { | |
| "trusted": true, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "execution_count": 8, | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>username</th>\n <th>pearson_corr_coef</th>\n <th>mean_centered_cosine_similarity</th>\n <th>diferenca_absoluta_media</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>afroelich</td>\n <td>0.204062</td>\n <td>0.204062</td>\n <td>2.694581</td>\n </tr>\n <tr>\n <th>1</th>\n <td>aliandrasj</td>\n <td>0.213680</td>\n <td>0.213680</td>\n <td>2.736264</td>\n </tr>\n <tr>\n <th>2</th>\n <td>andersongomesguimaraes</td>\n <td>0.242934</td>\n <td>0.242934</td>\n <td>4.294118</td>\n </tr>\n <tr>\n <th>3</th>\n <td>brendalfrosa</td>\n <td>0.207004</td>\n <td>0.207004</td>\n <td>3.666667</td>\n </tr>\n <tr>\n <th>4</th>\n <td>cardoso131</td>\n <td>0.343551</td>\n <td>0.343551</td>\n <td>3.046358</td>\n </tr>\n <tr>\n <th>5</th>\n <td>chailini</td>\n <td>0.296057</td>\n <td>0.296057</td>\n <td>4.935484</td>\n </tr>\n <tr>\n <th>6</th>\n <td>cintiarigo</td>\n <td>0.206497</td>\n <td>0.206497</td>\n <td>3.733813</td>\n </tr>\n <tr>\n <th>7</th>\n <td>eltonbrasil1</td>\n <td>0.216669</td>\n <td>0.216669</td>\n <td>4.552941</td>\n </tr>\n <tr>\n <th>8</th>\n <td>germanoolivei307b82873dca44cd</td>\n <td>0.283784</td>\n <td>0.283784</td>\n <td>4.317460</td>\n </tr>\n <tr>\n <th>9</th>\n <td>ignorfig</td>\n <td>0.223702</td>\n <td>0.223702</td>\n <td>5.254717</td>\n </tr>\n <tr>\n <th>10</th>\n <td>josafajunior13</td>\n <td>0.271126</td>\n <td>0.271126</td>\n <td>5.577465</td>\n </tr>\n <tr>\n <th>11</th>\n <td>jucaalmeida</td>\n <td>0.289541</td>\n <td>0.289541</td>\n <td>3.322222</td>\n </tr>\n <tr>\n <th>12</th>\n <td>julianotrm</td>\n <td>0.206095</td>\n <td>0.206095</td>\n <td>4.287879</td>\n </tr>\n <tr>\n <th>13</th>\n <td>kojiroo</td>\n <td>0.215257</td>\n <td>0.215257</td>\n <td>4.192308</td>\n </tr>\n <tr>\n <th>14</th>\n <td>lcsgoulart</td>\n <td>0.427558</td>\n <td>0.427558</td>\n <td>3.784314</td>\n </tr>\n <tr>\n <th>15</th>\n <td>leobalneario</td>\n <td>0.203191</td>\n <td>0.203191</td>\n <td>3.570370</td>\n </tr>\n <tr>\n <th>16</th>\n <td>lu9578</td>\n <td>0.231952</td>\n <td>0.231952</td>\n <td>3.301370</td>\n </tr>\n <tr>\n <th>17</th>\n <td>lucas-dunck</td>\n <td>0.288850</td>\n <td>0.288850</td>\n <td>3.956522</td>\n </tr>\n <tr>\n <th>18</th>\n <td>manujsa</td>\n <td>0.225874</td>\n <td>0.225874</td>\n <td>4.771930</td>\n </tr>\n <tr>\n <th>19</th>\n <td>mateus2018</td>\n <td>0.286145</td>\n <td>0.286145</td>\n <td>3.935252</td>\n </tr>\n <tr>\n <th>20</th>\n <td>mnocera</td>\n <td>0.237252</td>\n <td>0.237252</td>\n <td>5.934426</td>\n </tr>\n <tr>\n <th>21</th>\n <td>moai</td>\n <td>0.223710</td>\n <td>0.223710</td>\n <td>5.285714</td>\n </tr>\n <tr>\n <th>22</th>\n <td>mr_alluh</td>\n <td>0.240067</td>\n <td>0.240067</td>\n <td>3.758242</td>\n </tr>\n <tr>\n <th>23</th>\n <td>mrpickles</td>\n <td>0.250321</td>\n <td>0.250321</td>\n <td>3.967078</td>\n </tr>\n <tr>\n <th>24</th>\n <td>pamxvieira</td>\n <td>0.211185</td>\n <td>0.211185</td>\n <td>7.159091</td>\n </tr>\n <tr>\n <th>25</th>\n <td>promolldes</td>\n <td>0.261320</td>\n <td>0.261320</td>\n <td>3.786885</td>\n </tr>\n <tr>\n <th>26</th>\n <td>rameh</td>\n <td>0.240610</td>\n <td>0.240610</td>\n <td>5.096154</td>\n </tr>\n <tr>\n <th>27</th>\n <td>raphaelmoraesg</td>\n <td>0.208290</td>\n <td>0.208290</td>\n <td>5.978836</td>\n </tr>\n <tr>\n <th>28</th>\n <td>romulovirginio</td>\n <td>0.217617</td>\n <td>0.217617</td>\n <td>4.515152</td>\n </tr>\n <tr>\n <th>29</th>\n <td>urso_impopular</td>\n <td>0.235773</td>\n <td>0.235773</td>\n <td>5.000000</td>\n </tr>\n <tr>\n <th>30</th>\n <td>wanderyen</td>\n <td>0.204240</td>\n <td>0.204240</td>\n <td>5.844660</td>\n </tr>\n </tbody>\n</table>\n</div>", | |
| "text/plain": " username pearson_corr_coef \\\n0 afroelich 0.204062 \n1 aliandrasj 0.213680 \n2 andersongomesguimaraes 0.242934 \n3 brendalfrosa 0.207004 \n4 cardoso131 0.343551 \n5 chailini 0.296057 \n6 cintiarigo 0.206497 \n7 eltonbrasil1 0.216669 \n8 germanoolivei307b82873dca44cd 0.283784 \n9 ignorfig 0.223702 \n10 josafajunior13 0.271126 \n11 jucaalmeida 0.289541 \n12 julianotrm 0.206095 \n13 kojiroo 0.215257 \n14 lcsgoulart 0.427558 \n15 leobalneario 0.203191 \n16 lu9578 0.231952 \n17 lucas-dunck 0.288850 \n18 manujsa 0.225874 \n19 mateus2018 0.286145 \n20 mnocera 0.237252 \n21 moai 0.223710 \n22 mr_alluh 0.240067 \n23 mrpickles 0.250321 \n24 pamxvieira 0.211185 \n25 promolldes 0.261320 \n26 rameh 0.240610 \n27 raphaelmoraesg 0.208290 \n28 romulovirginio 0.217617 \n29 urso_impopular 0.235773 \n30 wanderyen 0.204240 \n\n mean_centered_cosine_similarity diferenca_absoluta_media \n0 0.204062 2.694581 \n1 0.213680 2.736264 \n2 0.242934 4.294118 \n3 0.207004 3.666667 \n4 0.343551 3.046358 \n5 0.296057 4.935484 \n6 0.206497 3.733813 \n7 0.216669 4.552941 \n8 0.283784 4.317460 \n9 0.223702 5.254717 \n10 0.271126 5.577465 \n11 0.289541 3.322222 \n12 0.206095 4.287879 \n13 0.215257 4.192308 \n14 0.427558 3.784314 \n15 0.203191 3.570370 \n16 0.231952 3.301370 \n17 0.288850 3.956522 \n18 0.225874 4.771930 \n19 0.286145 3.935252 \n20 0.237252 5.934426 \n21 0.223710 5.285714 \n22 0.240067 3.758242 \n23 0.250321 3.967078 \n24 0.211185 7.159091 \n25 0.261320 3.786885 \n26 0.240610 5.096154 \n27 0.208290 5.978836 \n28 0.217617 4.515152 \n29 0.235773 5.000000 \n30 0.204240 5.844660 " | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 10 | |
| }, | |
| { | |
| "id": "7b2990d7-3934-4cec-9e05-2801e6e6be3b", | |
| "cell_type": "markdown", | |
| "source": "# Ranking usuários com maior compatibilidade:", | |
| "metadata": {} | |
| }, | |
| { | |
| "id": "9cfc0cd7-7f94-4f00-a468-bbf2b5313077", | |
| "cell_type": "code", | |
| "source": "pandas.DataFrame(df_dict).sort_values(by='mean_centered_cosine_similarity', ascending=False).head(5)", | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "outputs": [ | |
| { | |
| "execution_count": 9, | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>username</th>\n <th>pearson_corr_coef</th>\n <th>mean_centered_cosine_similarity</th>\n <th>diferenca_absoluta_media</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>14</th>\n <td>lcsgoulart</td>\n <td>0.427558</td>\n <td>0.427558</td>\n <td>3.784314</td>\n </tr>\n <tr>\n <th>4</th>\n <td>cardoso131</td>\n <td>0.343551</td>\n <td>0.343551</td>\n <td>3.046358</td>\n </tr>\n <tr>\n <th>5</th>\n <td>chailini</td>\n <td>0.296057</td>\n <td>0.296057</td>\n <td>4.935484</td>\n </tr>\n <tr>\n <th>11</th>\n <td>jucaalmeida</td>\n <td>0.289541</td>\n <td>0.289541</td>\n <td>3.322222</td>\n </tr>\n <tr>\n <th>17</th>\n <td>lucas-dunck</td>\n <td>0.288850</td>\n <td>0.288850</td>\n <td>3.956522</td>\n </tr>\n </tbody>\n</table>\n</div>", | |
| "text/plain": " username pearson_corr_coef mean_centered_cosine_similarity \\\n14 lcsgoulart 0.427558 0.427558 \n4 cardoso131 0.343551 0.343551 \n5 chailini 0.296057 0.296057 \n11 jucaalmeida 0.289541 0.289541 \n17 lucas-dunck 0.288850 0.288850 \n\n diferenca_absoluta_media \n14 3.784314 \n4 3.046358 \n5 4.935484 \n11 3.322222 \n17 3.956522 " | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 11 | |
| }, | |
| { | |
| "id": "ce76ccfc-f718-4b07-820c-f068f5e06110", | |
| "cell_type": "code", | |
| "source": "pandas.DataFrame(df_dict).sort_values(by='diferenca_absoluta_media', ascending=True).head(5)", | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "outputs": [ | |
| { | |
| "execution_count": 10, | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>username</th>\n <th>pearson_corr_coef</th>\n <th>mean_centered_cosine_similarity</th>\n <th>diferenca_absoluta_media</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>afroelich</td>\n <td>0.204062</td>\n <td>0.204062</td>\n <td>2.694581</td>\n </tr>\n <tr>\n <th>1</th>\n <td>aliandrasj</td>\n <td>0.213680</td>\n <td>0.213680</td>\n <td>2.736264</td>\n </tr>\n <tr>\n <th>4</th>\n <td>cardoso131</td>\n <td>0.343551</td>\n <td>0.343551</td>\n <td>3.046358</td>\n </tr>\n <tr>\n <th>16</th>\n <td>lu9578</td>\n <td>0.231952</td>\n <td>0.231952</td>\n <td>3.301370</td>\n </tr>\n <tr>\n <th>11</th>\n <td>jucaalmeida</td>\n <td>0.289541</td>\n <td>0.289541</td>\n <td>3.322222</td>\n </tr>\n </tbody>\n</table>\n</div>", | |
| "text/plain": " username pearson_corr_coef mean_centered_cosine_similarity \\\n0 afroelich 0.204062 0.204062 \n1 aliandrasj 0.213680 0.213680 \n4 cardoso131 0.343551 0.343551 \n16 lu9578 0.231952 0.231952 \n11 jucaalmeida 0.289541 0.289541 \n\n diferenca_absoluta_media \n0 2.694581 \n1 2.736264 \n4 3.046358 \n16 3.301370 \n11 3.322222 " | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 12 | |
| } | |
| ] | |
| } |
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