{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- This is a regression problem ---\n", "\n", "1. Loading dataset from file...\n", "\n", "2. Calculating gram matrices. This could take a while...\n", "\n", " --- kernel matrix of walk kernel up to 0 of size 183 built in 0.217087984085083 seconds ---\n", "\n", "gram matrix with parameters {'n': 0.0} is: \n", "[[ 5. 6. 4. ... 20. 20. 20.]\n", " [ 6. 8. 4. ... 20. 20. 20.]\n", " [ 4. 4. 5. ... 21. 21. 21.]\n", " ...\n", " [ 20. 20. 21. ... 101. 101. 101.]\n", " [ 20. 20. 21. ... 101. 101. 101.]\n", " [ 20. 20. 21. ... 101. 101. 101.]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of walk kernel up to 1 of size 183 built in 0.31014084815979004 seconds ---\n", "\n", "gram matrix with parameters {'n': 1.0} is: \n", "[[ 13. 14. 4. ... 20. 20. 20.]\n", " [ 14. 20. 4. ... 20. 20. 20.]\n", " [ 4. 4. 13. ... 29. 29. 29.]\n", " ...\n", " [ 20. 20. 29. ... 365. 365. 365.]\n", " [ 20. 20. 29. ... 365. 365. 365.]\n", " [ 20. 20. 29. ... 365. 365. 365.]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of walk kernel up to 2 of size 183 built in 0.6249465942382812 seconds ---\n", "\n", "gram matrix with parameters {'n': 2.0} is: \n", "[[ 33. 26. 4. ... 20. 20. 20.]\n", " [ 26. 40. 4. ... 20. 20. 20.]\n", " [ 4. 4. 33. ... 49. 49. 49.]\n", " ...\n", " [ 20. 20. 49. ... 1417. 1417. 1349.]\n", " [ 20. 20. 49. ... 1417. 1417. 1349.]\n", " [ 20. 20. 49. ... 1349. 1349. 1287.]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of walk kernel up to 3 of size 183 built in 1.1889216899871826 seconds ---\n", "\n", "gram matrix with parameters {'n': 3.0} is: \n", "[[6.500e+01 4.200e+01 4.000e+00 ... 2.000e+01 2.000e+01 2.000e+01]\n", " [4.200e+01 7.200e+01 4.000e+00 ... 2.000e+01 2.000e+01 2.000e+01]\n", " [4.000e+00 4.000e+00 6.500e+01 ... 8.100e+01 8.100e+01 8.100e+01]\n", " ...\n", " [2.000e+01 2.000e+01 8.100e+01 ... 4.649e+03 4.545e+03 4.549e+03]\n", " [2.000e+01 2.000e+01 8.100e+01 ... 4.545e+03 4.447e+03 4.441e+03]\n", " [2.000e+01 2.000e+01 8.100e+01 ... 4.549e+03 4.441e+03 4.471e+03]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of walk kernel up to 4 of size 183 built in 3.3105242252349854 seconds ---\n", "\n", "gram matrix with parameters {'n': 4.0} is: \n", "[[1.4500e+02 6.6000e+01 4.0000e+00 ... 2.0000e+01 2.0000e+01 2.0000e+01]\n", " [6.6000e+01 1.2400e+02 4.0000e+00 ... 2.0000e+01 2.0000e+01 2.0000e+01]\n", " [4.0000e+00 4.0000e+00 1.4500e+02 ... 1.6100e+02 1.6100e+02 1.6100e+02]\n", " ...\n", " [2.0000e+01 2.0000e+01 1.6100e+02 ... 1.6701e+04 1.6597e+04 1.6211e+04]\n", " [2.0000e+01 2.0000e+01 1.6100e+02 ... 1.6597e+04 1.6515e+04 1.6107e+04]\n", " [2.0000e+01 2.0000e+01 1.6100e+02 ... 1.6211e+04 1.6107e+04 1.5847e+04]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of walk kernel up to 5 of size 183 built in 8.728955268859863 seconds ---\n", "\n", "gram matrix with parameters {'n': 5.0} is: \n", "[[2.7300e+02 9.8000e+01 4.0000e+00 ... 2.0000e+01 2.0000e+01 2.0000e+01]\n", " [9.8000e+01 2.0800e+02 4.0000e+00 ... 2.0000e+01 2.0000e+01 2.0000e+01]\n", " [4.0000e+00 4.0000e+00 2.7300e+02 ... 2.8900e+02 2.8900e+02 2.8900e+02]\n", " ...\n", " [2.0000e+01 2.0000e+01 2.8900e+02 ... 5.4909e+04 5.3301e+04 5.5251e+04]\n", " [2.0000e+01 2.0000e+01 2.8900e+02 ... 5.3301e+04 5.1859e+04 5.3571e+04]\n", " [2.0000e+01 2.0000e+01 2.8900e+02 ... 5.5251e+04 5.3571e+04 5.6199e+04]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of walk kernel up to 6 of size 183 built in 25.120248317718506 seconds ---\n", "\n", "gram matrix with parameters {'n': 6.0} is: \n", "[[5.93000e+02 1.46000e+02 4.00000e+00 ... 2.00000e+01 2.00000e+01\n", " 2.00000e+01]\n", " [1.46000e+02 3.44000e+02 4.00000e+00 ... 2.00000e+01 2.00000e+01\n", " 2.00000e+01]\n", " [4.00000e+00 4.00000e+00 5.93000e+02 ... 6.09000e+02 6.09000e+02\n", " 6.09000e+02]\n", " ...\n", " [2.00000e+01 2.00000e+01 6.09000e+02 ... 1.95501e+05 1.93793e+05\n", " 1.97299e+05]\n", " [2.00000e+01 2.00000e+01 6.09000e+02 ... 1.93793e+05 1.92719e+05\n", " 1.95661e+05]\n", " [2.00000e+01 2.00000e+01 6.09000e+02 ... 1.97299e+05 1.95661e+05\n", " 2.01707e+05]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of walk kernel up to 7 of size 183 built in 72.31423902511597 seconds ---\n", "\n", "gram matrix with parameters {'n': 7.0} is: \n", "[[1.10500e+03 2.10000e+02 4.00000e+00 ... 2.00000e+01 2.00000e+01\n", " 2.00000e+01]\n", " [2.10000e+02 5.64000e+02 4.00000e+00 ... 2.00000e+01 2.00000e+01\n", " 2.00000e+01]\n", " [4.00000e+00 4.00000e+00 1.10500e+03 ... 1.12100e+03 1.12100e+03\n", " 1.12100e+03]\n", " ...\n", " [2.00000e+01 2.00000e+01 1.12100e+03 ... 6.44397e+05 6.26337e+05\n", " 6.76883e+05]\n", " [2.00000e+01 2.00000e+01 1.12100e+03 ... 6.26337e+05 6.10895e+05\n", " 6.57917e+05]\n", " [2.00000e+01 2.00000e+01 1.12100e+03 ... 6.76883e+05 6.57917e+05\n", " 7.23339e+05]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of walk kernel up to 8 of size 183 built in 232.24490237236023 seconds ---\n", "\n", "gram matrix with parameters {'n': 8.0} is: \n", "[[2.385000e+03 3.060000e+02 4.000000e+00 ... 2.000000e+01 2.000000e+01\n", " 2.000000e+01]\n", " [3.060000e+02 9.200000e+02 4.000000e+00 ... 2.000000e+01 2.000000e+01\n", " 2.000000e+01]\n", " [4.000000e+00 4.000000e+00 2.385000e+03 ... 2.401000e+03 2.401000e+03\n", " 2.401000e+03]\n", " ...\n", " [2.000000e+01 2.000000e+01 2.401000e+03 ... 2.290957e+06 2.279257e+06\n", " 2.423083e+06]\n", " [2.000000e+01 2.000000e+01 2.401000e+03 ... 2.279257e+06 2.279151e+06\n", " 2.415007e+06]\n", " [2.000000e+01 2.000000e+01 2.401000e+03 ... 2.423083e+06 2.415007e+06\n", " 2.611143e+06]]\n" ] }, { "data": { "image/png": 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8OdbSzq5j6NJFJ6jJ9iJxsnboJglybf6Arv5bzuks9JMjJ/MwejjMAUyXliLcYG2YIib1JcAP267DS19k6LplmxyMXLZ9edfSuzUQQ7u3sw1kuSvrVP62zTZEY082VApf246et026a90Stm7dVySkTcx83X+2hUqc4UqHPPu1VXcgOHpTXb0epH7Ph6NBdxpMt4mDM8H42Ia/JGkz6zssaueEf/eLhcguxLaNr29LdKKD5j4BR6m+OuHYXZKnsEsXOkVdQFkCSXcH29vXsPeWl0S/PDoVvNHfuoUseymTFzIv68e25Rx1XagmpiDRg6rdya0iN/rvVJbub8uY1h76JwOdjCbgtDAHGqp/cNBIGuO6dhBtIEFUhvkicoCpugYvVzAewFWfnHRaLxoeD7j7YO4cpCnqZemfrSzaVpgU+i3Hd0hRf3UXiwafhUdr5ojGrsvVS+8esObfm2XtFMKyzlCVChEYzhVHXb6IEUVkpxqLzj0BAEgIjWNSVVI4KV+8gICgBOLXLyBP5TKVP6L7I91Oy3xpdGq4tg3BSRzHFs6xyXVEDDAlLwWNhuBpy4smyM2iiPMr7WiOCgn71jZ5oeRajQDVSFyzvwcbLAOFmhwOk77c3HnEK7m+eLkEMAPtuzwSyjNYZQyC4LScLNp0eAckGav+GICgQ3g2qjIuyKID0CM4e+mll8uXFx/BeRvkRUBUirQ5KLfdXu3Sx2W3s85n0eZn2eQD0cfa2ui6RjOmbVs3pO1cndHb5vxNzrVNC69Nz7bDF6wb8nv177xCCM5Nsu7BAuLfxAewTbEX7W2va3fDsvoNYe+fea+D13uxSLcy3mSVTMWQ9t61DVEp30kEwJvHgAMgBTRh6Ms/WP4BT5LSmJ0eXSnqYv6OxzFLMktc69yGKF+I3k6EFPUkSYzj9qQwLitTjSEml2U+i/1xSm8nfQt1XlHE+YXbJlBRwPqxUFmF/s1wCCvnWg57/uCrKcvwe/HwNdjjE3+uDSnxxieH8Xy+dhvC0xnM3UM3hR89bt2GmL09165KwafREOZjr8G+90E8Jv6ktm3IcAg+OY3bI7ag4+1T1HvL4mWTTjDSJfdxXW13WQtXaVloi6yrHf17V0Wyq7AsMp0uWut0F8ui91n0cnPSmZ+zvYf+SkTCkxdl0HrBpJU5bAe5fduQi3zVriOT9KayVUUuMjfb6nxZVkUrlLwD55FgK7qgzVu0t21/Gkuy5rwQqmyTVh7W9jnemNektsuazW2n8oWyLe7LF/bSSy9XKbfPsrjIV02v9Dn3ZBsH55q9ceKc1F8Xaa8aNJiWqSgC+Eqcj66NpWM9AmBns3i9oO1yx6v/urRxfGpeBDufNx2cbbygiF82MxoFajrtkNT1KMzBfmCjDpyf1kYOzhahsmo4ODUnpsy7zGWjRomtQdUg9BmYuZVpbQ72wS0OTniuSyoKWAWeMuMxqCxRy1g8zoKZAz9mED+3miNV5rj81Cdhnz5L5pQXi8h+tVhGPf19JmO8g3cJTGegB56D890P2h2c4xGoKmFPI41ece8u8NYb4G+/G/seDZ0TVLAeso0aVEBtwfN5gv/YxcF5+xaLy5LMIcUhArAdB2eDfj0/RRYKFclgyxEUlHFCNtOcQ45xU9+ObMk2nk0xPbvyH/Jr9IuapEgL5ybgIiHq96BTV1m9oEeWcs22eSzTiVc6VTudE+HKDOdOZ5GkOKPta9PPEQE3dWC/CCVzYzkBRCVjOzlxJLlyyDi+THi6O83BKfR7LEWG2JHomqOTZGz5z7xYhqiQ3EM7ncE8eZ4uame1e5bko+cP02oVOTg172adOWbXyCu8WHQ92FtO3qYcEs0OpfbByWLUtjhcRLj9Yd50TfJrXlXMHUROLhwIjuv0vO5+spdAoNNZdCFf1JJzFH9mm15Yrrx1aAG9+IRFot445+Gjkf+psbirBW2xTAl22EPGl+rDIOfKOUSBsBd1HUKyXQsu13WyMLrh1ODJNCFpZoG2Z+dGQmpOUKy8QyZZ77PI5TJrXiTJP+s90cFTrc+9itoblySByNfX55Df/R9T3dewb11QiW4Pv0Dfc6YvpRtJrY5LUaVlHra5jqipo/rf/7L5+nxcVyAv7tPYSy+9vFDy6m5DOhCRkQdBnZeH7/TXoKvIUEBYpg7OriJDVJYgIKAGE2huwhtRhy/qTkWGukoB5I7eqmwiOIW6X5yO+2PYsymoQJpwVdtIC5hPd4uDU/Nf7lxkSFCehkDS3N6e86cYpVMR26DCRN8CGTfngwFqrcM5igyZ+/dgnz1XfRaALjK0WkWfRV5kqLbAbAZz766bwg8euW2U71NEigxBFRmi8Rh44yFIFxmqyvYiQ74UwI0VGSKitwGcwO0QV8z8JSJ6AOB/A/BZAG8D+HFmftbVxjk7br7AuzaRRweKwvEi5tmfXdeGh6V2N2ieLRZlCaxW6Z66KGLUo1ZVwiy7WhyWAYmGFI6DU9cPcedGr71IeHiqMrQvfbjqWDb2ldQlqSP83OtvhsP4QtSSJm4cjNjPCe3vgxZLwFqnN+B0XyzAdbuxSkXMnwgLmoaQe/0CXFmiM8MhbO34KcI5o6HzB9Q1UMUMSjo8iKu8Nt0LA0ymDmqtiXUHA2A8Ak0mQQcaDEL0SFdXR1H4e2TjtQDqxQL2tUOQQMOZAdHz7h137GwKKn09lH1HzIuqhC0K0HwBOibUD91iQU+ehkU+LBoAaDwCVRXschkjRQf7mH/yHgZPn6vzxsB0Gj8Csq0ZDd39PJuEDFcwA9PrzTr928z8BWb+kv/9ZwF8nZk/D+Dr/verl0tC2hEROutHXrdcVc3Qi0r21XI/U/p7ONc0z70MMWa3Nin6AoIVYy7pXre0QeJ7oi39IgbxbdzhnnPuD8t0uczn+UK5Id6y+BIzP1bHvgngh5n5fSJ6E8C/YubvW9fOjeSGZNuQLjxDZ72O/Pp8HtvyBbIENM14RKX7QgZuhTxRTETnIqwh13FtKaxIV45EdlzwJqHfFqcZDQaRfVr6C9GRdFx67JrQJujYgvtIIguaF8QU8foWCyJsWbJFIISlM1YrKty2TWMv9HY0r4yecF+obV1x/36sgu77TpID9TZErA49B4tF+Nrbo+PYv4qMyFbQlY70lsVoBHPvbkJ+I0lswaLQC7sPnWqr9Buzr+HIPrmWrFMG8Dvk6t39L8z8iwDeYOb3/d8/APDGBfu4GslIblrLFwLtC0EOyiqKBlw3lOvToCy1fWgtX4i4WDj96khyk+vbQvuWg7KCOb0DKEvIX9zBGJVJyheOR+D6DLAmqcPBdZ3u89vmA4gZmBRfCA3KkvmR3zkvXxhKPaYkNbQ3dtgGSq0cqhCyfJPFoirdCz2LfiIqS8CDshIJf7OpnnUNOjxISiBSYVz5Qu+zoPk8lEOk0SjOgTFuu2UI5LNOQ/lCPXeGQIPKLWyK+p9GQ9iH90GTabw3gwogD8ZjjvMj9zUDZWG5vRVz0cXih5j5XSJ6HcDvEtG/039kZiaiVtOFiL4C4CsAMMLeBdXopZderlouLUWdiH4OwCmAf4DbsA3RkhOZAJu3Ibu0mRxvZ8ZOeCX1eXJu+HnNliLvd12KdZfk26e2imT+WMIxwRGolVgxenuXj01vpfL5anNgt1Uky7ckwu0hFcmYk8hTaF5VT7OK42KtdJDcmP39hCdDeDoiFF5t6wq1lVLcF+IoDjwhLUTAYWuktozmYN9xeOQEwFpndTyvUvaN1W/j2F4x+Q0R7QMwzHzif/67AP57AL8J4CcB/Lz//zfO28eaztvDmTssfEl0gIwje61tuMF2MoHwV8a+HC8mlWUSOqPhMH1Y4KMKvnSeNrHlobBn04QIx9w9BCyjfu4822Y0DF5xrtV2YelCXzp3QXMyJtGQycRHQxYxCpOFZsWrL/oXB/vNdosC5OcHAMy9u+CjY3e9iobwYuHaCeAs2XubpMxeIIAxJrwceTQk5Krs7cFOJuDVKhDgCkFPiObIluXBPfDRiYt+yEspvpT5AjSoYk4Lapg7d0D7e+CPnMuNiDZGQ/hsEvQEHMEu/7XPwryjCGiEZObhA3dgMg1VzfnAW9GDClwQaFnDHJ9h9YnX3Hj/7dtuy6QXT0MwB/suGvL8KOTTFB97iOm/90mM/+iduA0RHWX8sh0bDoBVDc6iIfRI8XFukItsQ94A8Ot+UCWAf87Mv0VEvw/g14jopwB8G8CPX6CP6xG2brLZJrj5BvR2Wyh4dn7YfwPpF0D30wKzdn6NlnYtA8U1RGx0opblODcq5yT5ajJHuDXkcEfa+AU99O5+cet8JvkO0pe17ty8rKEkpAHnnlPKP1I5ZJ05L/XqdSena127RQ0IerJ2JXTl3ACgmsMiHs7V89LuBTiXvPhMWbtwR56XS6ItypF5v4OcZ77atgZdnIqapk6ZvTvnfFyGrHuhOzgqE4ZxSTzrYnLadQzbLjB5kSFFTxicezpXoqWkwk7StnXr4u9sg76raFhsM6X9b32mM6i462Ndfk5zfLtUUX8Bg/i99NLLiyi3E+59CQjOnB8x8FnkIcZGebw6XdG74N7CZ6GPeV4IAEkhmKQgjRDCDuT6whPGIpxLZYWAaQASB2An3LuriFFmjWk+izBugSZLfN/DqjVuIGxN2kxmD5XWtUZCevYucG//9Q2hU+boKASc/2E6S0KnbuvntxseawAAbAAajGHKEvbkJOp6Drh3+Yk3Uz6LqgTP5tE3oC0E4bMoJURvgekMeN35LPj9R0pXhbPwcG9WcO/izh3gzdeB9x9Fn0VZJoS9wfdRlS4r9wJw79u/DVGLReK03DSuDdGKVk+5VPfaRtoiLEAaBUm6pWSxcjkPkf1aczm04TouTdZkiOrIR/D4F+miCyABIwHI6nfGhWHnMWTRkJDh2QZ+q+KzoKMhwaErzlui4DDceG87PkxmNEpJfGRuOiIwAMKiJOzlNPYw8OUy/D04zcnErZzqn0qHE0nm0S+0bZmnbSn5v2f/5atZCiAiD8/jV0iRimy5SQyS7Es3IDj1Q6wsE/Jp0zpKIuXyqNB9xIWizfG5CSwG4HwITo0cDUNJX0pBcCYp3lb5V+ThVWjOHJEoiVy7IDiT0G1LeFAjOIO1QZSUKwhtC71/UQAQIFyaULgtgpPG48TJKX2GqI8sTEDIZclBX7TnFgs+WjorQZEQkbGxfKFCcFJZNsoXQleL0/0YA2pBcL5a5QvPaxnlGIScsWkTPn8b8puWY679JsFKKEHawvDUaK8N6u31aHytGwQ8zWuSX1sJYbzOsm3SdT2z+H7ioFXHk7Fah05t+5Ln+uvf49ZQ41HS/t0ijyQfQ+M9tCORa+s+CMrBGayh/PZxDVbzrvXSVHcAIstWFg0DEJCerDAhXNcwJ6dRJ2T6Wwa4aVnYxRJ4fpTOUc4GlvzSdJbvsrN48ReLXRaDXaIg+ouq8y2UL4K7Xsr8+k2WhTrWmRui+DgBgAptKbWEAq/DstAWkc4NCTyZJu2vRuq3YItAWaUtk5DItZtlESyIogA8G1WesxL8A/p4eDGrRttuG5DO366WhaTsx3ZN1AdwodGO3BBmBhYLkC+MzAufG8KUzn+bZVGVoLuHYGVZmEGR5IbosbblhuxiWfTRkF566WUrefEdnDcp5420XLTPNnkB7lOrNZVbLDpSdFH8wrY6dVlLIvrvbVXCLqpfrsM2z02OPM71yi3TTRbupvM6ZBecxYu/DdlFdgFwdaSoN/IadLGZy0xRz/f6g4FD7omZK+HRUNNT9XddKepB7cykXZeinrCNieFqk+0N5f4E3fZlpagHvWyKcFSkv1SVLuIl5QPOm6J+756D1mudl6uGgxNAdHAWMTTKiwXojiPKsc+PlC9DuvbPZ1uKes7SZbI0/A0p6q+Wg1PLBZydVFDGVM1ATvGs8Qwq/Neaom6ocXmSou5regDw0A0CCgIv436/9WX3f9M0dcEXkKeoq4c+58toLI46RT04+dIwXThnUEU8iOhVkKPUYwtedTlTY6QntKmp++BfIu3fCOfYGP4sjMvZqevUNzEeAda/tAq27/Rdujolc8WUJXiM0FcV8CBUFCk+ImMnC4WSLYP290A6j8QY14b4IeaLmCouOAvHzEUlAAAgAElEQVQioCzBc/fyhxybgJ9RTsgaMHtDl6KuyhHQaAi+dwc4Oo56DYeALsSscRZErkbJ6GZS1G+vtEUBuIVKv/Xa3LvffDnasB5J25zW8mhEAXLAVRZ9SQoY+cUkp3l3X3rT3h5iLkfSr9SmSHRJdbLTWUfUpBvfov+WzkMWhRJrSkTqhmT3Jlhc6lw+m7RjN3xCX26N8WrloyFKL9En01Po/ZMFWqJDx2ndEGmLpW7IcgWWhU5wM0D4yPByBfYvfNccJnVDvNjpDOajp2nCm9QGEd2kX6kiv1imls4OdUN6B2cvvfSylby6lkUum/AI+bnZtmDbProsl92LA2U+C3ameqOiWhtOQ7efA74y6weAs1qSr1Hdfv6Okvtt3H+m/fdOHVWGa4tVBCDgMhq7yrpuwWkITLxuOV5nernf7Xzecv9sUjhIiv7oMbNZhSpnmzg1OosMTWcNS8z97vURtTxTV8NqXNtrKr1lcRlyU6S6mqx1E9nONm3dtCSFiTKy4uvWL8/+bZFdCwpdRBI8iSYd3kXMmqJMW8ira1nk0YEWUNa66xK4r6Fm4EN78UVUopdwQoY2MhKakJzWFs1Q4CGvbNRJR0M8JJtrNB2cSk8gfnFIwYWT6EURafuFkAZA+lLVdWe+h45yhEiFyn3RDs6k7quco9GhkuyV5dmY/XGMbOR9y55dfcFpMAAVBawQ8HgHcUxQ0/eOUkIcSYZbLFHcvwd77JPRFPuV8YWRWTscA/GPB4Qtl+DpzJEfAag/etxqHdFg4NqYzaNDdjyG+dhrwHsfJOfpRLLwvFZlUwcAdNw7OJtx7PzPeRRAsiJDNmG3eZ28lHJN5kDM63RIH611Q+o6HK+FycrXIhEnWE4QnEYt/A0vikbdkJhNK9mucQysxosQ6RjEZCYVIQkPIQC6cxC8/zqDkReLTgddEklQrFg2REMU6tE7/QBfN8QyeGWT6wI5sFqs6M4dmLasV79AU1miVs5AGgxAw0EcizCZLVfJuGAtUFWuQJCuG2IIWCwdae5SLcKmAGYzVTekjPMvTFnGwA4qmMkMMAXs6/ddu8+etzrMaW8c64b4R8rs72H+6QcYPIsITtrfA84mji0MUAvEIDJ+S9IaAJz1i8W1ihS5faHFZCZ+L92S1yNZU5/kquqKdooxO0UwWuWcW7r+qemll162kh7uLbIJ6ajPA1LfRgv5zaZErwC48n11ktN0yQaEKIBIPKuT1sQPImPUMGOvR+ueWfsc9JYkT//egndE+300yZBOhdf+koT6Tq5r81kMqnafiaIE0H+nsnR/W/qtiSkCOlSD0KSNMEZE5ybXNQph2FaSEBrpoj8JsCviLIwHcNUnJ+3buGrQJOQpikaKetA7VILz/XoyYjudJQRJ35j+7ziqH7+CcO826XrpGjkNHtqdFfNpb1PBtlmcjR2w5SRnwCS+jmThyHwHCStXm4PTs2a7YzbopB9GAL6GK+LDnsCkNYLTpuej6eCU41J/VM4PwwN2dnCGp9TDmR3iMJraVJhQM1YTxxAxwGk0gkZD8LTDPyXQdK1fUTQg3FS5xTLUDAWcw7OB9vQOw4X3J0i73sEJIC3m0+HgdP6hWWDVosmkw8FZOcfpbB4XgMEAdHgHJNXQoHxILQ5O2t8H1XXqj3ll4d5tsiWPQ7AM1i0S6lzm+PJujWa0NXhhW69LUHiJPmsQnEmHDkfQyDkRXShvx6Mis+hIoocgGzn9oln9QG+Js2hFcCZ1UtjBFqCsCX2uxkkkfSq9Tm37vRD4eI4xWCz831IEJ1t29HUa9p5ZOA5K7/5eP3veYAMD20DXl+TLzBSewlem57oG188a85Q05x3fbBnk4fI8ncJ++FFk+gJAijRHC80JVFvwfJ6gTdlu7/94+ReLLS0LMb/zKEmr6NwQMfW7LIvsmHz5bZIbEqMhVqqoB3Oyw7Joyw0pq5Cz4NryNTyIVcg2syyykKpRNG3astBmuTnYj/U3dC6KgKI6ok+5ZZGY+mJZ+PMEFBXqiNTZdcyNaIg52A91PRLxMGeXGxJfVjMcAlUFe3oa709Vgnz0I3J8eDO+qsLLTj7XgudzFB972EzmWixg7hy4edmQG8KzGcw9V0W9fv+DdstiPHb6q4JC5mAfePN1mG+/G8+TGjYtuSFUVbDWJrkh9Hx7t2Xv4Oyll162kt7BeV7ZyJS1hUXT9fO2/W/D47BjinoKY285hnarqXHNOn3X9dFRIrBNj0YXXXolfKjah+R9HroIdlu5xbZ2lMOYhsPWbUgssp3xh4qobYgG67XOobdmG0xfw2HiXG1wnarjOfcrsFv5wt6yeBlFoNLrXq4XAd4NIIGsh2M57Pv6dQ2RmVCKsZ2R/YWZxy0kbIXC87Hb6//y+yy2lW1Dp3Ju8rvZzjGah071n/Ljm0KnEr3JdM05MVujPFr/LPqThjNVPoI+rhCrjdDpDpKHTt1/6ZexlRekI3TaiASpMXKNZui08EzrNurgvrqFb7cZ1m0Q0qAOKFMtXKvIxIbQKYCI4M0d3VpXb4loKDyNRyANYRdkb0vo1EV/bFw0ANCyj4bsLrc967StHZ+JGv5va/sms04TZ6jK5tSZpF1cIfGE+ONlZZ2yRVqWAa1Zp2Tc3F5r1qm+XztmnTZ4UADwDtjjV3exuMxEsjamrOtMJFNMWY1EMo8j6GTKkuNLletxE4lk/kvtWLA4qV7mzrnmRLLBwCVthcbTRDLBWbDla0kkM74imWA/AOyeSFYNwGdnWSLZ9hXJep9FL730spXcvmjIRRi3z1tlfVP/+thl9HFevYCmtz+XjrkLMO/rfh52cRBetW5dPpo1/Qdcw1WLf8YCchTYud82KP/LXb7wIg/MZbzAbf3rY9e9SLTpsO5Y1+U3sVAA3eHlG9al1XfTdkkeMr0q0SjTtjT8bZqwfKF5vX2LBdCM2Z9jAnK+ibBX16t2GwahZXVv+7qY0chX7VKefc1nMZlENOdiicLvb+vj43C9oDxzZCmVZYJ+1GNI+CWmU49eXMR+hS9D2s18JcXhYXTMqfwMnTxmXnsA++RpnDfpb7FIoMfakaaRoSEiUFVOx+wYlst47ngcoNdm5JKtaORxDXXtzveQZfPgviO+zdPGiwI8nTk+C5VHURzsA+NRHIvwdggqV0cmisL16xGiMu765ATmB/466IOP/JjZITMnU5jXHEcFn01d1XTmyGdRFEBZAPMFcHQK/sTH3PE/f7sJ/Qdg7h46BObzozDH5Zsfx/z73sLgj98O59F47HQsS4R8GD9nWDkSYamrCgD0qMK2cjsXiwb35Dma0EWUiWL1adrcnoMjK2nNDVE1P9R52kMeeAmE9j+7XuuZeNE9i3fDTK7rSFyT6dnJHt6WLyF9S6ZmDUAfn0ydEzJjEw8MVy3x+zAfQEwSwzIek8XB6xqcq8t4Tqj/sViGLyxBjVflcyTbm7ojZ2S1As3nDR3EwZrMGTMwa84jAJiTM9i5f8GtBRUrt+BJScP5HLxMPzxUls4JuVyC53OYI7eI1TrSpO/5bB51kojMdIrBR2dNZvHFIs4nxbQE+NyQRHbIDekdnL300stWcjsti8uQrDScWAENbFWHFdP40ueXZfHscJ6yJqDYmsNeNGx9cshzS1uZXo26IXKMObWkgLClatQNyb7CDqrs50W+aItFrEDWgXloSDLfvp1V5NoM6fZiVYRz4pc0HJO5yu/XfBG3ZMqy4JXHMyCzouoaUKCkcH/YgsmkW0jUrpZIZh2B2dUrybJ1ubaATwrEchnT1sVKEpCVWAu+xggsp/BwPQZv/YZjiyXM0Sl4mWaR8moVLQoJoYq1lPtYdvB/vLqLhRbtBQ+l9xDRjxf0j7T32UJzl++1b4j+rrXEovtD81x5KDtzQlpyLNYd31UE1ZjrpKnwdD5F19guImSSxSlgG/IXVvTV/3fCyCOCdC11Xz7WNRSAF5VXd7EIN8nvn4VMZssXVC8q3ezeSF4IKopI3KrZq6AcmHJyUQA2snNrWHZMj5eGKeiUpIyLz4EjdTxz+lAniyPg2bVljDFpKoCl4B2MqxVgI5kPsccCdr2EGj4d0qdV+UINh/ZkN/K7szTifDmYtnXj8mUfAThC3bpuvEBEFMFzeSJWVYLmOmRqYrv6pgq9QACWCQEygfZG4NksaQN1HdPRgbg4yLHSlxP0FoOQ3+D5kUKZK73K0um7WsX7M6jAh/ugo+N4bwZVSsAj0O6yjL4iTcozX7MQZXI7F4u2aMiOX/3GC1cUINTxIVh2XAikSElhuWogOIUeLv2qiBedVqtk4XA3WZm9QgLsX7LGS50tCmEMKjpBoltdN6M/69i9QzQkjkVYtwHncafpzKVQKIo2LJCauVnR4gRpKvpmEZKgv9LHEbrEB58GFbi2oIzPgvb30rwIkcK4Gp9VGRGYhkCDCjQaAWeC4DQhKqZzXoKuo2FcLETP+Rz23gFIeDR8NIQsg3zkgw2BTMruzWUBLgqQr3Va33fRMPqgaLV6aDQEVRVosYgL7HiM2RsHGH5YBUd2YO4ORaSFR2MQFwtZmADg9GVn976ErUDjhsheUidltSQxATtGQ7I+tDc9fA0MuT2u8kyH2hV5dEFM245oiN47XzQaIn0zZ1GP6RSQr7VVi5BNF4Ng2di0sncYp1VzpNtX0RBWL0e4NxI2BRIYOk9mAeIu9P+wHIoPcx1DiWH/XqrogqcW3DkacjyJ0RDEiA5O/QKyXAS2LpIxVP4FZ/dMmCN3LgOBXjA8e4ZcNGS5akZDnkwStm+eTj3Rj/PrSK1T+LqufTSkl156uXK5nZaFZtPuSg/fsD0xPplGAC5mPHLJXaO02E/SvlDRKfATn546IIynZpO+zMG+W+XVqm/2x6D9fYAI9ukzkGd0tsenjlaNOSRomb092JMTBxKazRP2b9d/FZOmVIIXeSo3AODHT1z69GQSkpqEDk++yGbPmaQBDPbag1j9W0z20TCAowDAfu4tmLffBzGD/PUEgCcTUH0ab4GJvhQ3H54ycDxy/pKqAnz1cEluov198FnEDpj794Bnz2Gn06ArHR64yMdy6e6Dn/Pl5z6O6rtPnH8gkOmQAz89PwGNhqgffRTGb+7fA989APnx0qBy/S+WbqtzFgFcqAbA3QPQ46dBTwDgDx/h6G99HId/KCzpDAwqmGfHWHzPx92lTyfgyoGy5g89+G5kUA8NBscrDN8/wbMvPAAA3P+d4xAZCdarMaA3XwfvDWG+8z6s3zbxZ97Cd//OfXzqN+ZhDuz9AxRPTsBiWZVOr9XhCGaxQvHkBPVrd+Iz8m8Vee8GuX25IUC3z0JkmzFpCnwyCQU84Dkyy8plaeq8D58JmiMqG1mn1cD7LFKWpJB1qjgOYNktVnUdFgAzqALwSbMbcV27TNE8bAkkHJ9hDDkCtOUaGQfgkacyXtki+IzL4Egdj5xpv1yGxZVrCyyXsItl9GOo7NVQ8Q2IgCRrw2KtHZx6G2IGlTvHM1KF65kdAEqqkwGgvT23YFVlcCRitXILj/fbaHQqDSrQwT7s0+fhWQhZp5RyX4iDU8x4/ZwU3/NZ8IeP3XEiYFA5pKQs3HPPhcrW+UgA50OQ7dV0Ctx3HJz87gcRQRpKO5rARK7Jkot798CfeRP0Tsw6dbygnvPTctx2iePYI45F/u/jX8fR8qOXNDcEaF8MLrLoecxDioNoZ9DerVlOnJxUIHqq2bpoAtwLHHIzOO6bpVZp4ihV51yZZKnvLuoRFxRidshDZuc/8HqFRSZLcXdjVfgA7xNIwo076eUWiuBLscrHAr8Q5Knq1i2umoyYuAQWywvPJ63qEMViZpD4n9aFZ2sboyGrlbsGAFsb8RTKlxLIb7Sw70c7lSX9PL+Hl/DM3M7FYhP/5BYLRxINIePDYjaYw7xcxHAqp1ueraIhYkHU6qtZGPUljhEKLJypD8uBr4DK0v3ucQTBAvB4/wR0dNnREJVzEhiWqjI4M2lvz0PLV2ErBWb34qk2haGbrbOowpdSLAvREdguGiI1S4c+KiG5LRJluXPg9DCFy8UQvYQlXRUhImLQcAg62Af81k8K8ewaDalfuwNzpngmhk4nuuO2HJj4ELO1YH+MBxVgAFpZkDFYPXRbA/PREx9qjU5hIorRkFmEp9P+PqZv3cHeR3vxmR8Ownwyc4jCYDgAVr69c0ZDegdnL730spXcTsuiS867Fcmg391/28GUs7b9fGUtRCo/m3Irih5qq5IctxyASFctzBzCfeFLB++jYDUGyyokGuHnnehDBRw6r16+k2x7wgDqUC1eb+vc9kBdx9l24bxzapHeuwBH794uOxAbue2ItSm7H7OrXSLzaIBWzawFrazbuoi1odq4bLmdi8Ul+Cw25US0nRPP3S3rNPgbausAT95nwWpvn1PAJwWE8hwItuBVSyblVeAsALcfXyAsBjyZRJ+FZDz6nATJJYmqchyrzveAB57tgrMQXRcLN1bOXsjTs0ApR4U/13pfynLpXirNP7lcufyNC+IsiuenCc4CtW3gLJDjLMrSbfGsBc/mMM9OvU5Lj4+I8w9r2rNOZ3MMH505B2rAoljn4AxQc/8ELJcXxlm8+NGQXepp7MJS1VUvQ6MOpU7DeXJDupx3Abad3iTh1EzqS+gHW7/U8rcu4phwETePb9K/o+ByQ1exMnQhZtE/G2OAtuc1N/QY2mqeyHEdjVojAcSW94G48AdfhIDdDEXU6SbLsaOmidnbSxPJpD5H3pfml8gS3SQsrDlEG5Gr7HmksnQh9uksHfeaXJzc2tulbsjttCyA1pciyX/Y5aVWhWVyPL57yPSNOAcTVlu+SbYoub5tCl8uI2FMAgU3BF51jK9r3Lt8FDryY7TTL4RC5ZhYFBSduAm3huXQbqDVX27BRtVyPNnaCHmvFh1CZoadzaOTWaIF3jIhjQBdKVxO64ehe3FLSj0Wpmn1yYsq+43CoXZdGcQMFi/jEsJgQ6GEY66TG4OJOT8yFy2LRrBkEysVW0vv4Oyll162kttrWaz7Um7zFU3M3LhHTxK/6nSPe+5Y9YbrXPjWf5mUp0s4DPI2OHd6XqZ06Uom3XrUftuB6Hdxf7PBosjZvuKWQGWgnkM3PX5CnXzVRaeGTyr3jQQnbHvV8Z3UytmtVum2Jq9s765xP/NyFXE2qi2y0SdF3L5LYMuguo4MZVoH5FuYi+Msbr9l0eYb2Abs01Y2L5d1PAIXkdzMz7Y/jXNviNci758Mdeq5lnOho62L6JL33WjPUOv9I/Lp5zmvxAWkAS7LfTxd+knleONT6i/CS5HNjYban2uuW2SjRkT0VSJ6RER/oo49IKLfJaK/8P/f98eJiP4JEX2LiP6IiL54YQ1zj3fb3+VHjYTctt28fQmp+VW/87yL6N7CghU8/qul++ezIh3qUJPgcvP6qxQ9HzYya8VID8fjHFGSkhUboiDZv3N9zTva0XoFsRzD0fqrK7r5uW07Z2e12sLt2Ze+VT8f9mXrojUuYuHv+2Kx3VzZbE5Un7rvyyD72WYb8ksA/imAX1HHfhbA15n554noZ/3v/w2AHwXwef/vBwH8gv//emSXl1nnhkBFIwQpuVy4oHVHHsrG3JCyalDrUVk5zL4xzumm8jWMdwqG6lge8dhKfrMmz+PCuSHDYSN0Kjktcq052HcJaZLzAVHNP+htfAwyH4hOPKJqt9wQXz2NqtLDt7O6nQf7LglOk99Yh5CUCnA6amFGQ1eF/ORE6XmO3JCPvx7zSwDncJzNQXd8wpZUJNO5IUXhdFytwNMp6IFjArfvfRA5OWRragg03ANVJezpWcwNOTwAPvFx0DvvJ+Q37J8tcX4CCOQ3eW7ILhXJNi4WzPyvieiz2eEvA/hh//MvA/hXcIvFlwH8CjvNv0FE94joTWZ+f2uNLiK7hFmDnyL7Um6zlc7yRlqZo7OFonFM9yVWjJa2/IpwunwNc6xI7oHnYGlF3Mb6a/LyBV6ZtP/pLOqn9Zavmw5bkmIGy8emxqXnPZlbjSvQbbRch8k0JOgldH+ZFRSaWMY8kaRND5xLOTg4JPUlwgw+PnU4CCBkvDpezUkYQ9AnJIepMpOLBeDLHzYWatFnsYwcJvLMzuYwT57DLhZJXg4vV66OKhDfCbMMWJgEW1Fvb1GddzP8hloAPgDwhv/5EwDeUed91x/rpZdebrlcOBrCzEzbFNvIhIi+AuArADDC3oaz1za0uy8BUM4gtQ2pkSZsrelzu8LISL6uwvkIwKEQw5Zn5eL/zNE/4Wn+AMBV7I4MWe7nZnm9fBsSUp132IZIQp3vOOriE6EAuOQxn/WZ9OdZtCMFYIYf0Alv8qVVkYzQvz6uODjD9sVzYQachPSx75PCTCTQJSAgOFEUwFxtCweVS9AKW5MipL83nJYyt7JtVYl5dO8wJMSFv83nketDIzhlGyIcnNYCZ2chRZ1Oz9xzYyjcf5BxulYlrIqc0HgM+/p90GwWWMMxqACF4AwOXLmv2TYEy6tPJPuQiN4EAP//I3/8XQCfUud90h9rCDP/IjN/iZm/VGHYdkq37JravG2z4kFXnuRLaHSHcxUgrAVReiPSCihTPoHciy/XZACs9PJLvH9dbXVEQxoRlSt6ltbqkPer9Tlvvsy6vvI+zinntSx+E8BPAvh5//9vqOM/Q0S/CufYPLoSf0USvej4eQNTVvxSC5SY0tA0c8NaSJybissxpKirvgJhr/6SmzJFaIZ9tUqqkv2o79+lqtfuWq2//qKHRKiOFHXLW6eoO25Ij5PwdT2IypBiDQBUVWB7lr70/mvObBNkZvCRUtUAC9JgEHgcIhmv11+O+3OYbbQWigIMOMJe17j7bzR0zkQgRbwOqmBd2dUkHs9eTClfiNpbMZoSoytFfbEE740iMtRyIJoJdARWORp96UAuHU8oTeeujbFvT/AViQFYw4zvOP1mMbeDhgMs749RvaMsuOHQzZ30J/DywQDwH+UrI+wlon8B58x8SETfBfCP4BaJXyOinwLwbQA/7k//GoAfA/AtABMAf39rTS5bQlZi+xal4dhbrkIoa1O7SXFaT1KT92WFVEWHdhXRLNcKOMQcKOuSc5WeuUO1URrRX2O1A08SyViVR/QLXnB8LpUjzOvR5vAj7fg8Oo5RDJ0A1pVpqedDzgPcIpCBzgRgJOfY6SycE/pU55CJ/dunzxql/AAAc/JEvqv0fkynHkat5lYconkimU8OCw7K2sYv+XuPAh1iPL+GferbXMRtgVD4Cc7CrlyY1Ph8prqDjMeenDa2u/b5EQZ/Tkn9VprPExa28EHyW2A7naltFwLHxTayTTTk73X8qZH55aMgP71177300sutkdsL975kETxDXp+jeaIkfcWkNYfRaMsQROqHUEWAEl5NVsfF0dhSuChpXxyoSlldxMj1YWK8XvasiS/ERh3EovcmtGtWITfVcRpU4eukt0NYrTqT+HRZBc0cprEcAAKeQ5x7cTuXXsfsHYB6W6e2CYnIVqww4FWaKChV5kUHKWCEqkrGIYxhgTfC42VQ16C9cfxaM4c2aThIrwdikSHPqykp/sEZenTcGr6nwcDpr0LVNBiADw9AnvQYQHReBgenbO8qlxa/jNsjAMBse5/Ny79YXGbJwRdZusrgiS9mHZwcwLlyNS5blOnMoaTjNTt4delBjdXI9TDmap2jXXIBpzsZs0uSaUNe3sViwyKRhwxdqBJNh1/btYYSB2fyxVJcA0DmG1EOSBLnpT8nOMykDJ53mso+NQ/V6q9yJAQ2iYOTaxsqm4XrVZSCrVFl+PxFVaxuBRVOTRyn+/vB0aaPN8ar50xZIJpvU0BIISw6qJzfQc2j+5rWyXWhTKG2LPb2UvJakcqHQ31IMx6vQMMBSFCZhUeqGuOukfED7t5JeUSvJwDwfA57/xCkyheGamC+/AJIzbNUJCsKcFXCTNx19oFDe9JHj9sRsMOBr0i2jE7qvTHmbx5i8OhJPE+cl20OzrIALRbBigEAHF+ig/PWygZropVlKmfA6rpW8xIAkbEpIzRZx2TVcLBqp5M/V5/XQIxmVb7dcZsucmwBmEiaIsfkWrZpXgORY5RSDNgA4rZE/j87a2WMajum/9a6kCh0JhE1HJShTTLNam5ZHhBPJs15BGL1sZwVyrNnacLjUO1MohtAZAibKxaxhcdtFAXMs2NYiVKobQh7xyPPF/HZUNEfBz9fgmczmKcOwVnrqvF6HuYLt82rIys6T6YYvH/cYL/i+byxDcFq5UolLJYAKWf6DkxZL+9isaMkCVKbT073lZoDMmuvcSyPHvhzGrR3G6MyWeq8MCEts/Y9vR/pbYa+NoFQcwr31pZLQnW3bCwkob+u6JNtmRtV4pFQ+xJ//m/Sl0DNNX2AjoaocfFsDm6DL3fA3R2UXOnrrRWuLWipFjc/Lp02DiDwZPJkmkVOardAeao9XsTFQj4nLARAPhrCAg3vuu/LpfNBCeUeACwWMMensJk11RoNsdZZPMtluhXZIcHs9qeo99JLL9ciL69lsaPPIqeJ43m3w0+Dslw2Y9NnYXyNiuRLVJUw3lttJxOVuWgbZQSpKsHzuttn0RK1QFGE9kMfnuItlFucTkM0hy2n4DLAVUgX8prMZyEmvrl/D3jiy/hpH8liATtvJrjp+ZD25FrhnJToQsg69RaDGQ79OXUoOSlVyPIq6ubBfbCKDASpSvB0BipL1Crdn8Zj0HAA+/wojnMkoKZCVXtH8FkYv7WgwcAlm52egT/xBsz7j2J/pnBbi9dcJimfTRs+CyifBZ+cgd966C49mwQ8iRY62AdVFezRcbAezWv3MP++tzDQQK39PfDZpN1nURiXvat9FrNLzDq9tXJVoCy5Nt9CZP10gbJsBygrB/VcCihLbXtYh/YQt1F5tutWoKxnz68OlJWR5147KGvqQVlVnepCLs29DaF19UQAACAASURBVJRF737YDsryfscuUBbtAMri0zOwT7WXCJZ9foThN3cAZQ0G7gOi5+gyQVkvlWhrI3+oBSexKUc9XKdSiPXCI46lNoZxW6fPgeqr4Ry02R67AWvPvuCeHlDo7MOpNuIUmmNIx9Gqh9dT622n09DG1pwxej68MjpZL+pXB/9L+D1rg9UinLpumgto/CM3kgMDbaG0pclwgHQhIwZWql+/gJAh2JOT9tT1s0m4Psy4elGDdccW9kj8I+3Pn02u8wvpfAl+/DQhR0qIkoDYLxm34CsUsVOtd3C2i35JdNkAEmBVRn4jtPibyG80DFdCftWgSX6jskLtYrme/MaTxYRIhuAObO3K8+V8C1n7gCe/EbDZtuQ3o1E7+U1hQuTE7O25L2kH+U08EB2v7eQ3tIb8xo03Ib+pBvH6bclvgMDjoMlv2LIjvxlUqI9Pgw6a/Cbeu2It+U356U9G8hvrGLt5No+h08Uy4iN0cWdf65QnU5DfstTvfeAdrSnnKQ2HzcLIdw+BT3wcaCG/CWAs+XgNqguT3/QOzl566WUruZ2WRQfV3S5IzaTGCBALI4sjqmXrK/21Zp1moTmqSiThPigHGtyeNxZPruNqr2n1xKIgZfHYugXWrXgiLloYeTQMprI+lwZVADzR4YGDNzOn3Ah+T9/JZ6HmIbS7S9ZpXhhZAdsAuMLI4kvIU8BnzsEplkX4Wu+NQb6ocShcvVy1Z51KQWiZJ8AVRn54GMBVbnx+Tu8dut9PJy4TlTk4OG1VAqUBzZcgIqw+5s41jzwoyxAIKeBMYPbB53NwgMmnDjF+/CzwWdD+2D2jeWHk0dD5JwylDs7TV9HBuSOkuxXQxDYsHuv6SUBZgbYtb6+593QkLKtQvjClN6tTgJRVWwG2gNbL69lGApvT0oueOalsuDafhxxfAADkTP6wIM59qUUbjwWQVJfo0oFttHoyPpkH7TeQraCN1zv/QoZ7kCrurDg0dJ95YaDVyi2MWge/p+dszqiugaWir1PbLXM6T+j/mR3q1MwWsR9Z/AT5ulyBC+P+Xy5hJv7rlPimVN7McuHS/7WDdr5AdeTAWuFezeY+R8ffd3GsGg9qEzLgvI8t5HYuFleR6yHe9W1Iv1pe3oYoxuvob+DMoZY5SfWDwGmZucbCkPlDgh4JyErp2XDANbkew3l5NIQpckcAvh6nbSwQ60phJmMV60tFhCIrFLmX1TbPCW14HkldtBkAeD7382hA8sG0vtZptrDEsdbp70SuXQ+sCm1rdKfo6YXmC1jNlEU2AWUFAl62wDwS6JL0uVpF2HeHw5GXK2c96Pu+XKA4mSf3jJfLeC4QfCUMhDT7JBqyw7t0OxeLti1HV43PriZ0tiWZQGMXtgbLRZIp6S+CT3+MC4Acz8UQiH3+ha5RUVXhmsQ5V5UpYYt3uLpfON02+XoT+Ust40j0IgPo7MzwsJt0IRPR5Dc+AS1kXOqY/XLltgGybfBff16u4nmaFrAwMeu0KML9CqHPgGko3PZGFo+iAJmVU1W2KqXPTGX2xDb+qz0auRezKJzZDzgn7GoFttbhM1SRoZDzEpLW3DgDfiPLOqVKsbhrwt39MehIMYQPXT+B/Ebatuy2AwA4kOW4Ysn2QLF+e7rAWJ/V5aygLIG5KtdYDbC6N0L1odp6Dir398KjYSVPxeNcKIey75AMdzsXiy45r8WRxAXXmGU7mGzpZXLT17Tb2FLY9pf5qjNo8/FbBorMOgkEQGprofVX0PlOasIsl+a8ksC7ZUtIjNyH5BVqWk07hA67lci2cnm4my0g/ocAZ7cOhFbbdoi6TS2xrpminOndSgTv8jNi+2hIL730spXcTstCVzPXWwO9Z9jEwSnwZ+9wMuMReLGM3n1JOc77goXxrNAAUB8tYfbHqI9SB5U52Hf1NbQjbG8PdHgAALAfPQEJH+PRCejBPXeSL3hD+3vgo+MQVQn6rpynnsajAPoJGIn9cSxsAwAfPQaNhrCnFsbH/AX8I3gGs+90qJ97KPeD+5Hiz++5aThw+vh99fJzH0f5rfecXncO4rhPz0CanEWX0DvYBzx6kfadLjQawj59Fn4GnNefJ5N4Xx7cd8hMywG3QHcOXKr2fO62Hn7OF9/7BgbfdvgFVls8VCXMs2NgPAKmErUoQA/uwd7dBwmEezR0fcwXwHAQskYBON7Ru3dgHnuYu9eF353j6d98gAcqAY5HFczTE8w+7ypkDB6fgQcuGjJ73cP6xwarIWF4VGP87ikef9Hd/4+9/8SxfROlHKFvfAz2YAjz9vuuwBMA+5k38M5/so/PPbkfTlu+to/y8alLsQfAlbNolneHoIVF+dFxiLwAAJ+qLckGuZ2LRZ5xmR8DlAnYbrZH+LM3RyVjUZt/OSJQ9uWrlYMF+/btdNY0RaczBw/W8OvpNPa3XIWXB2zBas8r18t5rrydglUvV4CdxJRxgUNPZzC6P68n13VcWDLYuJ3q+CDAR8eNdsUJJ4Cr6rtPIrxZvyRSck/Pn/wsBYCAUHwH83mEZ0tf3lsfiiofHXt+C+sAV4CLLEhEREUCBt8u3Ty2hE7tbAaaL5JtCB+dwCxXDmItOvhoEE3S6mVcFM73IahMBce/92cnwONYkcyUBXg6xeht/3pNpsHHsXfi57sqwaUBzZag41M8+FP/cs9mMV1ftieGQE+eoTiuYM8mYR7L95/izW+MgOfHYVzVbO5zQ1x/xi84g+cDYOWeg2oWx0WLblqBXG7nYtElu1QkS65TK7gmUwm1PzIrZod2k+rVSeFb9UCTcQ6pWvkoSDkyEycrXV3BZtEr6Y6CLiGxynhnX20jEhZ1HF/m4GzofV72K10Lgwlg79CVCJb0UZYRf2EteOU5IMoy4mi88xZlcfH5LLPxCKZF52doSxcAix+odI5jsYTCucrBqmuj5GJLT3koHzm5VzmfxSX4h27/YrHrC6yvA5JIA0yEcTvwlYfcBs/9el7MhsiLnkco4B8KgeQKHyOgdDEB1pzXhNAFf65ENLWcrgsiwCoiYDgETWcBgMQrgArHSZEUCpIogC78Iy/1DlwKANIHn3x4tIzFi7hwVHdUluA9F12g5QpYTT1cuwD7aBRh6bYrgyre83POqa0MjF4YqtJHovw9k+iPDvMWhYuCDEoUVRnvr486kWf3CsfahAh24PsLVogJUR1Yqz5IF18segdnL730spXcfsviEsQxLvmf9eqfhbTYtoT78pU7QWFmKMmODwQz+xBYLNxLQEKhlshVWhXrxCpzP0ucC2HJLC0/HLMRfUi6rfOK9NeWFm9tdLR6iLO7JEWcErMLXer5XEdwTNk2MuiSnZffH9l+ZFtIJvJsWzZGOsUvpv1nYUuafduJXN+1bc5BJix4mdyfsxWRpJPbv1gkDkg1YdvmjLAy3zRCT7AEycOvszC9+Q2EClmJBDozhjgdqCoDKQnXFuQd0YFLgygiCq0NACe3aMSKZVxbB76RxYzU3lblYIierMFaYfuV5ZzINUUR2pUUbgfKMhGRWBbRMZnzYgKRj1LNMRkT8RcqQxJzZX4D3qRWaNaqjOfYOP/SjubTEPOfV7XbegBua1k68hvYMoU6E3mHpuShVBFZWZZAoSI7VemATaKn+ETIgAtKfCQhP0XAT7NFIA3moT9WGthBgeLMOV25is8FL1cp8XBtYe5Vrj0PUpP7UA9Neg/KUer3KOO8MhFouQSPFMnyDv6a279YdMmmaEgH+U0XO7VuN0k9Z4kCZNGQFuLVEAER7gmV1MTzRbrHrGNdkZTfwbelWJ5DhCUjq42LnY0vd8i5QKJDuEaRzYSXe7VyIUcZ4/MTDzGO+krxYQ3EighUk0ZKljFRLURINJmQyk/h6czfG8VTOpuF/rVV4IhzZxFxqsckBEUqZ8QR6aqEPM8qHgpK6wjUauWskEWWw8EW1YfH4JPTOIk+Tdw8cRESni8CotLI9VWJgsiNYTLB4IOTeM+Ahk/HHp/4RLh43/n4BHf+8o6b22DFWrcwFh6cJfMwdXNmp7N0ge3JbzZLo7iOhyM3vrRd1+psTU/bn5wT4LrxpXdU/Z5CPuOzCDDdMx/b1yYnWwQzJLRv0hcfiJW+g56LmHWaUf4HKHuedaprqIZCP0WMfgChpigr6HA059vTdRP4ujhzi8KxV8l4pH+1AFBZgoqVyzqV6zwXRKALlEVoPHLh0bKMjldrAetLAeyNA35D+tQFd6gwoe2GE1lKAfiFLuENubsH81y1Mxy4+fQ4mmCpMIM9roUHFVAQaOkY5Vd3nEPWKCcwy1NoKJYCmE4dcS8AGo0w+9gY+99Vz8Zo6OalLet06RLaQiV33/a2QuuSf65LDukB/yA1qiE66QqHtuSCJGnYm8aVpzCHH1XUoSwTOjiQ6WQyaoiEFFsg24EhSfcpae7yQvhIhLA3JdmVhrrH2JUjs21Y2aSOlQSurcPKRO5rHSIJHMYaFsTVKp6HaGlIZXVexfogDV9QTkGA9AVNdNJJU9YXIZYcnLpOqOhCAWOV1i+ENhutyhYLD8woDg8TvApVbrsTnkeFRSHNjckcygYIaE7wNSiKCI7zVk5+36kawBwe+C2WjX0lUSg1rz4pT9/Tb6x+G8f26VYrRh8N6aWXXraS27sN6foinastjTrU5n8LgvMcbSaWCYAGl4aufyF+AoM0XVy1leh4xZJYA/prXGcp/RpJq3webJrjTc4/ry4iCcq28H4nxMxZzvTT/BtAkgJ/XsnpEznrQ9/D0K/m55CoDhBT73UH6yweQbImCllAnpEsVf0icjsXi44U9bbCPp1NaE5KMo6qXjFlOd5HTk1PDwCTgroAAqdhXhXKjMfBUaf5JYVC3p5NYzr8YgFz5w7ANuD+aTCOZQbquF/nlWOMSsx7YW8aDFJq/uk0mrlSgiCU6ivint+PAwCKg/1mu54pK1DQ378H++w5iMuYS8POi8+LZUbi43NlRsPIjC1+DmOCqR22GFWVVEWj8dixcK9WgaeUhsMYqdE+mgf3GnBv8hExnvu5VD4Lc7Dv0tYlP4UolhkoUrg3igI0Gga4t8xbfXICfO+nYd6NpQCoLBNeTZ5Mgy8mlALwZRJpsYQ5PsXq06+7bv7dtz3/BcXtqyEUd30pgOdHgbe0ePgAs+//BIZ/9J3Y92joChaVZbrt8T4LnkxDThIA0KOXKTekdV/elUimvlabQqdqr02eZ4KwTOjSYErHSRG6osAnEWuHerLfzCeQOOpksRgMnBOOCKST1qx1NSrrGuzJY01ZOmeaD2VqByWVpXOAtoROdeVuns1j6FT28OKN7wqdjkeh9ieWXu+qdE6x0i8idw9cbZHFMpLSWgvMZmmNE7sK9HAJSexoGKMo8kKKr2Y4cE5Jmcehr1ciTmDAPexC4jsYhIiIvbsPs1y50K5yvGLpyGdIL1h+oeQHd0HHKi9nOHTRAoUMlXtHY+UglfGcnmH61gH2n8doCI+GADPqey7JzhTGhVytRX3fzVe9V4ENwSxqVESYvuVe4IO/dNXbSfgo/NzQeOxCnienIXTKd/Zx9LkBXv/2QSC7sXsj51uQUK04eveGLg9FL1gA8Hh7K/XFd3DuIrvkhuhzZRVXHvfAf9nG7t12fd6nMIMnfUYinMT0laxSy4HKPYke5FiSnHVcjUnnEbB8oTR3RJejWC1yuVkuDknRgwaDiA3JHJytoVM/r23biDa28cSZK79rIpdCza12TktRZQ3btxlfROCxcMzkVJbROan0bLCnC2ZF3R+Z4+K1B8EiDDovV01nKhAW7fDF9wl4ki1snx8FR7Fm95Y8IR2mN6NRsPKCGJPOn84REZZzZY19Y/Y1HNknvYOzl156uTx58bchu8i5mbIYVGQUesxAnqCmrJDw9VytXE2MZQpualDy+WMhnDafKyvGfwEKAi/1fr9uWgaA+wKqOhzhi5/hLKQOiuzBnb5qG5JbUsxZWUQV3i1MKGDkvuAeUBaSpcj9nS141XEftCMSWShUQpuSVCdfVRUO13gVZu9w1aHu0VA5VxVWw1scVBjYuSrWE6wqP66yctaGtc4CkC2S7P2TjOQIv6bRKBDxSjgUdQ0aOzwDz2NFslA3xLcnQLCw/Q3AQE0lAJiDsdNf35PBAHx4AKiSjTR0GBhoi8LPAcrScY4obAmW29sLL9dioWUT+Y0yIwF4Dk40QEqtTeuX3gOe8lqnOfV+6MM7xkiZg9rRGEh3PNCrs9apJ8UBEKIjutQAgFhugNOyAzIGtqahp3aQBkbqwqQlBvb3I0u1Pl/aaYlQJY5IVes0RAd8ZiZVpfcx+IVhNAwlBcN1AjDKkJp0sJ/CpIGQsh4WQuWIpsHA+SjE6VuVsczAoEoXnKJwL3p9EnUg40pGvnYY/Tx6uyTEQDSJIDHvL2BjwMMSNJmDANjXfNmAjx63RmdoNPKlAJZBL9rfw/ytQwwePYnn7Xt/hMy3UfNYlc5Xs698FjsUGXp5F4sN0kqjvyW7N1uOzkX4cFj29WeVFJb0IWG1LAGqEf5SPJa5viwsz7lezLHUgDsRUheVdGkBACHMmMPUa1WSQFPkq+NJxKON3btlcU7mQ18bIOG+L2N8OFBCnTFBLaHh9/po1nHMF815rBGS8vJFjOs6qeFKNpLqUK0Ie60rP0i6FEBt3bPCFjRdxI+LZaDw90flz0jpRBLimcL5EGi2cB+Aydxf3vH8rVbOCa0S8ni5RHm6TO/BMv09WF5zAlkPmZ8rK/ilLwWwiySRE4UGDE44f55n494Uj3ZfwMjMzbWBGQ5RB5Sgfyh8hl+yFVGON5IsQCAkoyWiKOmcvyvqS74deazIs3dTkRYZQlmG0KOOhojDjAplGchLorYArLg39HEaVJGbQutdu3obrZaFyrgM11Yq4lBVkQtiUMWs0aIAqrpxHQONKuoYDkCTlnksSw8tz9CphWMBDw7XyiVrUV0AD++DpCRhXbsvNZlAoy9WHDGDx4NoOYllsVrFRLLFMloWksTlLQswu0VubxjG2LpcDCrnfK4qFykDQFWF1UGFgbauKu/kzSwLDAdYvXEPxWIRYOhJrswW8vIvFh1ZqW01JLiuNybsui9UGsmw87lvO0YoeLVq70NqbeaJbFlCV3hhs//Dz8usfasKzch5qxXgMQo68cltWzyQaJZCnXmxaMCzg4Uhx8/OWgso5/Ve87815mOWXaNS35PKaTJWuZczb8VkkHc+PWvOIwAUnhIwSx2XkGzQa+GT+ZhBT59H6LW1LgPVmEZyGS8WKJ4cq4gKB2yLJJe5hDX/ZK1kXD66sliCZzOYJ87vULckIAJwlIKFT8hbRhrAwXvHDYwPz+fR3yJW5mqF0jLsZJpaHtumL6CPhvTSSy9bysu7WFw1fsSnfgNI0qtvRNbUPWn1nXTtU28Yc8PKR5BAoPVcX6UoyHVIwRcfQdvcKDKd6xRmbviathJfyQ0ynh3beHm3IZtIbwKvgUKC0nZ7uCRFvSMaErIhE1RpRkKj2mjwLGqSGkGoir4eoEMsfowICw6+CX+t+Aq0f0RCv2xN00dTRMeergqWVOiqBkChojYisjVoE50dKtcoop3A9yl/0/Mo90ZdR3XteCyVf4QqRU6jp1IqieV/Ex+P30KErQGQkN+Q31pQWYJNRJxSYdw2Ym8EEmoBq0KngvKsbSA9CtGqwrjohN968XgY2m1jEaPSVSQjTSw0qGAPx8GHIccSX474iaoKGA1B02nq19oht+p2LhY5knIdrLurCQlFipdaKnSr8oUN1GOg0EuZstrYqslj85NSJpWqor5YxrDlMpa6Ez4L94A7zgvN5RCqqCdIS5XDkcG9YYxHK7bAvaHwF7JAjIahenhwoEpIVrKw7x6APJ1/ErOfwe/pm1aAzEf42V+blwOk4cDhEiQ8KHDvlY3X7e0By0Wsdi7jvXsnJXbx46RB5cLIw4GqG+L6p/E41A2BD4/S0jur1X2lsnQV1wVfMvRlD/kMq9cPUU20f8PP6T2HygyOWzhIOgBwaWCHJYrTOQyAxZsudFq+W7YuuLQ39qQ6s1hT5c4BTj+zh7vvxFwPvrMPYTJ3Y/KO+L2RCz+PRuA7+7Hhpy976FQvCl3hujVhPAARnBTCgYtG9mBXm1sxZQk5jD4mDjTpX2VqhnoU+lzmwPkQ9FW6tzJl6bonoifbmNOwiSnrbNJ0cNa1cwRKctfjp9Gpph2v4pxrc3Dq+VAZoA2mLB82lXPN6VlkylJ9ioNTO1rN46eNeQQAFvDTUs25jHU2T+YW9YkLyS6WqTPTLECLRVrnxEOrq7cfOZg2kDg4zYeP3dAUKItOnX6mMCi8XnY2w+Av3d/rlucGcDBwqkpf38Y7o588w+EfV7Aqt4XmC+dwz0FZpxVA5JiydOh0DZ4ol5fXZ9FLL71cqtxOy2IbuSoEJ1HTZ+GrersGrwnBqWn1xGeR4SykD0ma0vo0EJxiNVwzgpNUHzCeZWuhINn+HGZ79QhOodmrbaIvgEirJ/PnEZyYza8HwTkeOVq92Tzc910RnPIu0J5CcJ72OIsrl8RheN4KWxcRY5Qzto4gL+2w9E5UMqvkBQ6gLGObTr/rFl2lTBXlIZ3eL1mXV66L8U5hTv0p1lMEaD8GGedMvK75k76NaS5kWwqPh8DpWfBjuA/b9g7O25eivosjsyv9umNfvZVIerhiiZavv/QBiL+gpY88tb3t5231EMl4PnWKeJLODcS0delLvoJVGdPOw8mZY1faz9LIE+nSvy29v4P7NIkItDBQdUmnXprrROsn1ARWJa1Jgt14HP05iq4gtO+d3DSoHDgrt2h8sp/onTC1A3GR9CkAxqM9I8AvG0I1CNcFIqPJBDQcpvyfGb+rPm7u3HGp9JqDc/5/4HjLFPXbZ1l4c1K/nJKjn2wFTOEeAlNAQhLaGVYcOrPPTiYAGRQPH4CnU9CBMx1X774HMxw6Z5twGPhMT3NwAOPNvdWjxygevobVo8dJH+WnPgk+OYkOMXiGqdcO3VbmOx/EiuqPn4L/2mddObs/+qa7/hNvwn70GDQew56exWrnR8co7t1zVc29Y0vYr4r792Afxora5jvvgfbGqJ89R/Gxh+76j5yeZjiEnc9R3HfVu1cffOiO/8Bfhzlx0QE+c3NDeyPYewcwx845d/S3Po7DP3gEWtWoX/NV2y1QPD+F/fCjeKtqX+CXGcXHXw/EPnTPzT3vjYD3HMOUsDfZ+4cwz45DEWT+xBugdz+EPTlB+elPujE8PIQ5nYPmC8eW7V+up3/zgStSXBrYShZzgAtC9eGxY+H+8+8E3fC9n8b0rQPs/Zv/z+kwGrktxXQBHg9QPInZnLw3clGPt52+sm3gb/4V/uq/+yI+/Vs+/GoZyzsVxu8c4/G//wAAcPDdBepxAbKMo8+4RWF1AKzGwPApcP8vlnjn77hF+/v+2QfgZ0fu6y/PKxmsvv8zWNytsP+H7wZn6vRHvojVzzzG3v9wNwSgJm8Osf/OFPW4BDGjHrp2p68VKGeMg+9McPpp9+wSA/b//L+wrdy+xQLpFyaBQydRkjxxKhVZjSUd2B4duxCmfCGYI7N3gHD7KMRsDqs8+/b4pNGPffos1HiQr4p99jzsbe3pWQjz8XwO884Hib726TPYxdLlHtQ17JlUXGf3RVGe+VBF/fjEMVipMZL/6glBinwBrf+iaU86ANAHH8F6bzkvnBefZzPQ2SQcP/zDAvzhYzAAcxYrwdv5olk5PszH8xCRoeAfqUI19hCSnM1gZ/Ow6Jr3H8FOJk5Xn6thJjNgtYJdrUCq+vwD5lDN3KivJ5Ul+OQU5vkwIbox7z7C/vNT1EJlOJu7++M/PskX++wM1WQWXtRwH5crfPq3Zhj85Yd+oBbVoAKfnuHh7/trj88Cc9X4XRe2tIPCFxlaonh6jM8sHK0eP34aFn+Nt6jefoRq4Gj1JCp08GeP8PyrH8fgz9+O5324Dzo+RVU5xi0pMjQeD4FVDTo5w+HzGDotJn00pJdeerlkuZWWxY0L2xRWvUvtUbF+tmBbpi3OSaRNj026tdXlbLsmw7bI9qJNWqkDgeaYbdpm689durZZjJoYRvtZtr0/AoEW+gCth+UIlc50JLvdnOk2yTKodvVWQxtK8iJDCUxbjYssB8q8pM/8f6mlm7exg+vu9i8WeQo6sJ2TMHc4eQ98QAQKEW8N1b6JzkQdAWlDcBYF2KwcJFv1ISEtl/bt0XVFEUlXJC3cQ5QDXDsQ9vp08bYIjDGNIkHhvK6ITX7cVwBznbGfBxNrgAIu9VqjIgEP3LJglb7vWKqFkStGO4I3X3v1Azy5SJiy9HgCyrYswFyCyPUf+B1GFUzp51juo9QeHVS+qpcKV5cleDSMEY2i8P1z1EPrVxSpnl6WdypUgwiz5+HAhVR9XdNiVoL9NsQOPZJzXMIWHrY/GWB5UPqpLd02rShCOQN5brgqE514UGF21+DucBC3ysOB48yQUG1Ija9AC3KM6roe7mXWOiWirwL4zwA8YuYf8Md+DsA/ACDerP+Wmb/m//YPAfwUHAb5v2bm395am/NIF+JyA4ITyucAIKQrB0gzZzVN5VxOq4OBOSAME7Uk/VkVRoaiouPVKsKql6tYK1P0mc2TwsiN/nRqtVyzXEWcBpD8PXj2cwRn5sXnyVTVIo1Iy0CcAl9TdDL1X7uYTCdp6GlEws0hKz9EwDqsYiFqjSQN9wIAS11T5oTGP8yBRnA+PYlVvLKK5zxzvoikn8k0zqcfZ/g/O7dNT5nP8TvHYEXYi9kcPJmieHrs+5l5KkBG6VPUuSyAsnDkNydn2Puui3CE2q46MlVb1/4i9QnR8Snu//mhc3T7588sliGdHUBYXMzMEfTwdJoGSy+51ukvAfinAH4lO/6Pmfl/1AeI6PsB/ASAvwHgLQD/koj+//a+JcayLLtq7XPu5/3ilxGVvypXubtlogn+MAAAIABJREFUN20ZZFltTxCyB1jqGfKQCZYY2AM8Y4rEwPIQhiA1ghECxAAkBIyQLIHAltsGIbvbVLlpqrOqOiu/EfH+737OZrDPPufc+15kRn66O7PqbSmVETfuZ9/z7jt3n73XXuvnmftslK9oV0oBpI0YzwFlqV6G4uxHI+HF9LyJWK9js1Wn2Uw0MLRJqL1sYSZjtJd+Hy3DTcYigpx8Gc1oBDo6kLd12wZwDE2noLMb4ufM07aNR6BmKiAlZf8GJNooctBwECsG/gE2k7GcX803M7nZDMYDhEKCrig6snntuT/H6QlYk5YqMlyWoMkI8FDl6mu3kf+ldIaS9hkwA/NlTBADyURrhb1ak5mjkbxRByXcUz+0PkKhyVh4KTbRH/cE4MUyyg4cH8KsK+kh8bT7ALD+uVsYfJyBE90QAECRi0jxaBjAZMwMOj1BezwJvSE0HAiQqqqlDyMRO6ayBB8fBAi3Aq54vcHjX7kRkpkSPeSwT6dY/pVbAIDBgyXagfTGrG9J1acZGjQDQnnZYnRvgUe/KtWVW/cnwGy+/dzevYl2XMC2LZz3q/nZW7j3rQG+9uQ07FadjpE/nIEHkuDkXCaL+mggsgMPZ6huxmeEZ9fXDXlugpOZ/yuAp9c8398C8G+YecPM/w/A9wH86rW92dve9vbG2qvkLH6XiP4OgD8B8PeZ+RzAuwD+KNnnU7/t9douacAX5DvohPBkYiNZgou46trce3vyZrN9fV823QJELVYSFjdNhAg7BparbsIwCY23ODfbFrypgh+Bp3OzARZJF2byd31Th6Rj3fjtPZalxSouE+paVLMAeVt7BvP86TLus0zeN3XVvV/V33AsqutaMq2jL1thPRm5N2UUW6x8U50Lnw3NfbOb8lL6axaPF8By5ZnSk1Z3jUKAhDODwcuVCADpEmNTAbSU5VFVhzGTMXcgolA+BkmUxG2LyaeVlEe92XUGXq4xeOCbxi4XoKXkLFS/XEun2bKGvVzg4BMPwVZC3kT/g4hA0wWs+uS32ydzHH00Bi1WIbmbE4EWq9AspjmLom5FsX22QG7jZ0bNj5+D858C+D1ILvX3APwjAH/3RU5ARL8N4LcBYIDRc/b+MRrFBCARdbPoV1naGwLshkx7+HW6ACKi0COwBc3W3pSr3Ezh5YCsgRX3zwlM2nbX6gL3jgnSUGFRPow+L2VmwXW3YxHGJ8ZUqzW3IOquif3Ju2jJ1FLuiYT2P3RjBk5PnwhNfg/jqL5nmSQtSfk4fBKv8AnA5Hhoe7hP0nbvNevwX+jnI30otruUsQZQ/gk/Tjqe7dDGhCqz8FRYI0sPQCYKbVH3Cc62NHClgWktOM/QDHvIzr5lNlxfPwcUOeqJ5wFRDFpu5R58QlWvy0Umy98il5+98TUe9+DC9XeNxswP9Gci+mcA/qP/9TMAP5Ps+p7ftusc3wbwbUDg3i/jx2ux9E3YKysFaPiOfa916n7Sk6PgbUf8Ni3F9q6f7v8TsWddJ4VMh8RmPwHssMVEnh7b//lVfGS3u/yafo669k/LomrOXb+s+gyjlKmdkxJln0EtLZ2qG62UXcPvjkP7fbytqz+TzrXjAXHbK4o+p/ZSkwUR3WHm+/7X3wTw5/7n/wDgXxHRP4YkOH8OwB+/spdbDlwnwXnFdv1zQjwD+ASbS0qBM+xOcAKhJ0C3UZHHCEX3LUtQ3XQji7IQeDIAms5EPxQAVuuoP5mI0dByKazXaYfqZiNsWP78QPxCUpF3dCxpNpdt603U5lxEIWJ2HO/DG09G8YF2LG+6sgRPRgETsDkbY/DQC+gkCU5iBlZrbCmrQ6DUYaz1vkdDkE/Sqn88GUnIn/hDy5WE58k+tN4AGyOCv5rgvDnCaLbuRgSGwGUuVYLxMJagmcGTEdqTMcznefBBzl0JC3dSKaBBCXc0DnwUYZwfG1x+kAdkppZHs6YNycwBfETBjOVdufdmQKhHwHBsMalaTD+QSOVwUAY0azrhuaMxmkmB/FH8e31jhItvONz67/Ez35wNUTYO7KMa5xOc1XEBWzmUjUN1FvfnH7zGrlMi+tcAfh3AGRF9CuAfAvh1IvolSFT8MYDfkXvj7xLRvwXwPQANgL/32ishe9vb3n4q9tzJgpn/9o7N//wZ+/8+gN9/FadexFJdjReKbk1vDa+6G7qu9UkyQhvOG5J16ZpY993yy0hysLPujWtbSgA+ZK0AnVJUYGbDOp8TGj8FSe3UlzA7wFomyZHsHIcdvJQaxVgr+Yosk0SZp+ZrBwYoC6n/q1o5swC3vAwj4IMsQ4GXMtxDJutnzmzkW0gBakk+BjbZJ9O3ZSZRVZbJ9f1Soh1KXoEtdbk4M7+9yOOY+/V8O8phbcyhsDGSnzCmm/+xBpwZGPUzyec0E0lYAhKNuaGMl+YhXGHRlgbEElEAQD0GmiGh2ghAq9Jqptc4QdrJTASXS0I0+AjAFQZ0UsEN8rCMaQcWXNrgj/7fel84M2iLeF/8Ag0fbyWCc9fEsKst95nn6CcM+1++3rqxYz1OgZ38AvpF713T6cPqzwNAGKQtAe4KOHQfeOY4PlQA2PiHyhq4ZFkRSHKUAAZIvpweYWp7T0tmO4lN77h8if0ubWnEB6KYWENCCqxgLnaA8wnPdBLTiSvP4vJN7yXPgpBT+F21ZfW4zICtiTkff+6mJHDmv/iKaCSShi2dxMJa3gkBTS/JzGUmfyvj+Kofrsxg1c8yfubNMJksWhZkZmbDxOAKC1eKX/VIjyE0YyBfAM4atKMI7WbmDvkSM8uEMzAxgQuZtA8PF4ApwnPWDghsjUwszHBFMjZkwEWGZqRjhNeL4HwT7cqJ4QXg3lv8mE3TTXBq+W0X81PbikycHltvl1u5Fok/9n0Uck23m//QGFDdxgw/AFbCFUDKiT0uCN5UCTkLh2uaZURwuqYRNGZSOg37NiJKtOX7pitiA5JWadpEntFi2gT/Q+mtjcnCSHrc+MjCdB7+sN9qIz4CoSxqlmvp1lW06HINpxKD+qbd1BJZeLp+ZdsqL1vQugYyC+cz/uQc7EK4Saluu9WPqoap2jgmVS3MVWvPf5oydhHBzjdhm8oNsmOUTwG78NtZ8jy0rlB6oF62rGFaC7SM4djnEDYyURQzht20KB9TGEct/YbIwhrY+QaF91FfYvm0wcVnh7hVL0KLejFtYda1TATMoNqPTUawawez2KA8T9nUrv+SfSsni34tP/7C2/tcsTbpk9Lyah17MfRcinHQt5RqbtYNIlbbiXJV/zqrdYR869tzvQZN/Ze9qsKsznUDM114WLOLx6fqXEnSK5D51snf/T2kywr1k9tWYNPJvvozJ23YAIDLecBehMlI4db+9/K+h1U3DSiNjhTSrRNe24JYlm68WkVMxWIh+1T1TgUxXq8jzmK2CDgLRawSkUxyTeNb+GXMhp/NQdM5YC1s2hviGLxcCn1dooxupnPkRAkUXqpPqgfKCXQeTQMDwPltIQHbtjj5yzpAuwGAloVAuO8J9sJeLqSU6RwmlacT8L0hdtMie7rA6V94opzF0j8bsTmMWwPzdAZabmRs/OeQP5ji9E9vwj6dh2e0rFuYi1loiTd+HOyiBFUN6GKGMvmemPrHj7P4ydmOaIGyPBLSWAt2njPCJCxVz6mGGA+1VuYgc3LsyW8kq03LJWg49Hj85I3ZtjDDQeA65KqCOTqMD7e+DW4cw1zOOl8Gc3yE9uwIMIBpGtCR511sHZp3T6UT8cm57HzzFPSAQaMhzGweYOht3YAODoT27VIeUOU/MEeHcDcT8pvNRkhy2nOY46PgLxDJb8xRQgIEgN99B+bSA4z0yzn2VYNL2ef8l27g5DuN+H3m6e4ZMOdzmD7XiDGgugbdOAGUO+PE+zIsYBQer5/HjQPp8VB/7p7BuBbusgWdyr017xzCLCWKcpNBuN7jXz7Gje9mYF16AWACODcoPp+hORjAzqO+R/P+TazuDjF56iHwg1LIb5Yb8KgMkoLia4nqzmFg4VbyGzOb4ZPfsIGPghyjnmQYfVoGCPfBJyM0Q8lZaNWjOgDaEaN8TDj9ixw//E15vr/x/VPQxVRyXvrsEGHztZuojjIcrCs4P4nMfvEM7//W93H58fuha3X+boGDHw7RjDRnIRP38swiXzIm90aYvx+lA5oH16cF3PNZ7G1ve7uWvfkcnLvyELtEhoDn81+mpuG6h3sHrsqEtRvWdnkpla+Rohp6oPTrsYFTXkABSin/YljPV1WXIXw4lFBe18RFnogjx+5Oaa2W5rJ+3qVTzYFEHMpLGfzdcYzeB+Ab6nQfXeIl6u8AQKOhLAmc6yqg1bXkZXpM4pEBvcvkDeeEjQyxKqVjqctDU+Syj4sKX+TZulNBH/FrJKxeHbi3k+tq7ilJcFJRiKqXsm15BnHNM3U+UxV2UiZwrcxsNsi+8gH4cdI+lWfg1Tqye1d1qAoFUaYsk22t14y5Kc1g/KMH8dnTLltfkaI8g5svwrja42Pw+7dB9z6Pz2iWCbQ9yXeF6zWNNEuWURjqD6f/Hpf1oy8oB+frsh6iMOCusL1k2T6Wt9b+W7ukf1fQlPGt4uRVwpJriUBQMsHpRJHmSzr+bk+IHFrie36m/u44pvN72sKtE13rr6+T3nIlx7VtF2F6ReI5TU7KNSFfkiRHo+PfR80GasN0TK7KUy0WUYog6Q1Je3nCRKYVhwSNmo4fy4XiuX1/Dvd9YAafX0YqPCBQGUK7VjX3wBzpA62Nk1JVgS6mnXvskitJDw+HfiPNs61Anz/pilzpPp6cKOTgtNekRyEQKlfXsLd3sngBjcbnn8ts/6ys3X3W5pc6fYrJMDu3EVG35q3U+E0T+zgAQZR66cEft6lkQPg9lROw1k8g/n6cE/9V69NvgzEddmy5N838v7BD3eO9H+GLpb091ibRjZOmPEOdiIN0fxt7Xl56TG1vjKyNuiZALBv3NGSg+qvGhEQx+/uhPItRpjXgKxq+RH/VYBdsPejH+nt9VXvzJ4tdy4krlhhXvT2ff34XHuaQC1XJv45swAv2EfTemkGrA723I3ZEKVp52UmJ/2JuvKj1fQs0eSH6ikujnf4qZ0SnszdJUL/klzJ0YSLKG6S+kjHer7Q3IiHnAQPNCskBW1HiS5kvQwMAg4XhKiV67pEXAXHZx17ZPCTIdew0QpCb3HlZ1vJuv/ztOL54ks7VV7V9gnNve9vbtezNjyyeZy8iOnTV8eFn03mLkqHX8xa/Qk2rQ2yrsOjecWT82zpdHr0uv65hneVSoh4meAQXAWcGAr5CG1GiydKpI37zkmH/zuWcTQBr3scUSg+iIMOYtrOLsHFs4QdeIWLrUfgJmC9potMxUuY2v42Zxf/WJEsWnwhN5CmvbPvX+7e2+x3gSKic5iyuRCRf097OyWLXBNHf9jxaPVWL8ngNMyhFN0TXul6rYte1KcvDfm61ghmNAk5Br2WGg24o6a+heAk3nYeOT16tI73dE8mq06CEW6185aOO/tay/jejsqMbQoZEF3QUa+juciZdp5uNVFsAOK8yrlUS47PzbiV8lOboMIbCiZATDcqo+3HnJvj+Q6m++OMJEkLzqt0JtKJyFMlr/H2b4UGgiAsasGUhaFMfWivNnqvqWA0ZjYC6Cp9XmEJuvRNxKuHCBuZYlMapLNB67REAsEdj0HCIVqkVJ0PpiG0aodVbxiULZRloNIy0hMMBQAbu4hLNL3wQxIfgnFQk5gvgrsdeTBeBQNcded0Q3+th5xuYpzNsvib75t/5UJKZaY6CHeytm1K5efw0jK+9exsX37yN4//2cdz1YCwiUVoV016W0QAEgM6nYC9uBQD0w65W7bPs7ZwsXof1MfEK7b6OdmWf/GYXu7eyc6fsItaCtNRoKLJVbyhuT/1J/ey94fX8ALrkN+l5TExwPZf8RsvPeSzZhvWunlcRoyPPiG16frctaLM76un4G1i6Y/9F8C/PpcTXxt853IPft8iFoMb3yKi5SQk77Y2jMcLsnWUiLJwmR/NcWtGTZjYqcrD3LU1cIsvkPOp7noexrY4Sdm9PfoOqQjuWL6Kt6tBA2Exkm/Z6FABouUF1FNm9eRdbW5GDh6VEEn4TD0usTg2Oy/iF51EJqurI4K1NZ6MCcIAtC/Aolk65/z14hr35OIu+XXfZsSuyUGyFS/o9EoxGB4/wDBX1gMuARCaU5WBPFRe6PA09EwehGAhAIoOgX6lwYsVupPeh/vroZuf5FcMAxDJt23bxHeJgqPioqR99KDxp56liMSZjQb56P8Pxnt17dyQX5SXDlz7Fp3jWq6BXqtfOs8Bo3cFiaKNf4r+ZjAWz0Ddrpe/Dmk6J05QlYG1URdOI0eNH0giJiGSbRld+nLltYc9OQ8QBZn+9KpAk86aKywGNjqwJfvF6HRC27f3Pd0a0ZjKRiSJhOKeiAO7cBH/yo7itLAUL0qvEUJGHiCdgPQD84cW/2+MsAGyVizot5rvwBtfJjCd9D7v/TPHvz8JB9LAPrvc22ars9NakWxOFoVjNSWvnhqR60M+H9NfAVvbp4BqCL+jgH9xitY030HM+q1K1qzqwY7+0jMx1E3M3WxiHLlOWmy92lrrJqESB6fjnqhpkejIOzoGZYbIsSiKo3+tNp0JBWSaw+URSMA4FhyVW2h+kOAvW0riXM3ChD2T3ZMtVJREPUVxSzhcwD590sTEeS5HcfDjeHB91JCjEt+tX+PbVkL3tbW/XsrcvsugvLZ6VyEzDd3SXFpos01DdjEcy+6oeyHTaXbYA8rvX8NCEnJvPJfmnosn+Gvb4SIR1k1mehsOQyHTnFyEcdPNFUDlXNXN7cCACyFkmb0BdRmw2MIOBT4D6V4SG98NhUHcHgPb8QvRBVqt43bl/k/gcTXhLeb2S7M7tINSTQs9pOIzbP7gL4yHGNPZ0cr7rVM8DdKMOeziJIby/JpVFR8cEQISSa8Pb6THcxSXcpobVxrvJxCdBKyCP63X3wS1k91WIhOL/mQV7GsPWq90DgD27AT4Yg+99Fnyg8Qhc153cDQGiPXIwAfsEqjYSto8eY/WtX8bkezHByUUOms7R/KzohtgncyE3glDhAdLg1Q4M8mmD/MEUs1+Uz//gDz6K45w8z/bubfCwBD79PCwBzc9/Bfd/7RR3//OncQyOJzDns5iz8Ms0dzAA1y3soIQ7jglO/iguSZ5nb99kAXS7TotCsv3JNjCHPEInn5CYOfTdltOphHa3zkCzBXAs2zGbSYWkbUPXqSlycOtgDiagQ+m25PUG5p3TWEHQa929BfPkAqzU9ABw6wyb947BRBh8j+HOpIvSfHofq7/6HqhlZA+8yNudm6BP78u69+IydKi2Dx9Jh+zxAcwj+WJom7l55xSb92+Eeyz+vAEdHsA9eATc8Zn5e7K+peFAqjDvSE+Cfsk3X7+L4pF/GC9F7IYPx1jfmqB4Imv7T3/jBO/9FwKcw+qu7zptHMqHC5iP2/CQUwpdfve2CP0AoTO2Phmi+Mgv23yGfnPnEMX9Kcx0HvwpPyTpvXj3NgBg+TOHyC8r2NkGzfEgdFx+8jfHuPNHA7iM4ArN8QhZz8EPDrB+Z4jRH8cJdv0L7+LyKwVu/adF8GFz9xDZvEYzyVH8KHadusMh5h+McPhn8qXf3JXPI5/O0PzuY1z8C/GNHGN9ZHDy0SHufUsqX0cfjVFPCOQYF9/w/TEnFQ4PF7j47BCnf3oT7//W9wEAq/97G/T5E8nLJAjOi2/exurU4PYfOJiHTwAA93/tFP/rH/wT/PVHvxP8vPyqxY0PJ6gmBmAh2QGAxV1CvgBOPjzA+dfj1756ga7Tty/BCWwnLdOEJdCNNK4qnfo3kq5BdWLoRAyaROzVu/uJSm33DtcGYMZjiTIU6gz/hh6U8gWcL+K1NhvYk2Nw60Lp1E7GkgTVhiZNhmr0k7Qwp01X+tYGZALQyCSUSPXt7vM3xr/xNLFqT2/EbHxdR1awIo/r27MT4OkFUDexVd85YLOBW6wiRV7CmGVGo+BvSLCRiYlSrTL4BJ3mHjSZyk0Ne+C554aDKH3oG/YAAKcnwMVU/NU3a+uCFCHlUkLVz90cHgJHE/CnnnvamKg5a20nDxFKp/74qEg3hfsbfw3FR/EcKAuRFPTNYbRYyXZmuEMfWQxyySfVLezTOdZflcii/J8/iHwWisy0Vl4aZQH3KOYo7Ht3cfErd3D8nfsxH1QW8tLTZjvVOi0LqZLMl6Iu5+1/fPYvcbn+fJ/gfG0Wljyv93wdwZt+MvQNmMTVOrIFsmH7Z8cR8q2lXBWR9ucIEUfalPaCfoTj9V/fH1U0DxNV4h+w1UNBjl9ESHy3pafcqXbOW9lBYsh1nfhIadJWO2rVnvcscG8s0uu/xudon+Dc2972di17OyOLXexXyjVx3VPYbgmUihyoEtxA0rq8dWyWhSUENhv5uVc6o0EJLBJKPUioTcOhLENW64jgXG9k/6Q8SVkmia6i8MsFH04yx3BZ3z4KdvIJunC91Uq2NU1EP+pSwPMbhPtQfEeyjGHfNdpPcLqTCczFVJYmKmgMgNkBK9Mt0+r9JPwcmuyjsgwSjsG/cVedjsYj0GYjeBY9bjwUpfLab3Ne/Pd0jHztMQYJUI6zgYzVoOxEbDQo4UaDiEUoy26CM7UiBx+MA4eq+kmzGZZ3SuQPom4IlwVMVaM6lW05URAo3pzJ+LYDi3ZAKKYtyrrF/F0Zxxt/lu2U0OSDsQCupvPwzLrjCS6/anH0v4sQQbQnY1jmqETmr9tOSpjawQJozw6jry+Qs3g7J4vXonXaPY6reqtGf5UiWR+wtZtHcgP2nA0Be1HVgGa66wYgzXN4ApTkQVYgUuBwSHzjtu1ohwYOhqoCElBS+vfAq6lfZE8w0/c9cECm9+niGAGAfTKLmp/psZttrdPOeOg96LGt24mLSHMWvFjGnxWQ5Fv3uW46E2z2eC7jGGQNdXeZnFOwl3B6LmEAtDqJ6YTftvI8pDkLj/9wO/AU409Wwv2p+64r8HKF/KHPbyxWIu3AjNLDuLm0YGtg1jXMxQwHPxyGMdwiH2KGmS1AVS3X1zzb+Qw3PpxIjsI/O5YZmC3CS09b32ktJMc8XyKdHqi5/gv27ZwsXreRB8j0YNxbDVva0EOm8+baBfcW/Unqwr2JYjk2YZ9iIICi0uN3NnGpJXT5oSFLNS9Sf9W3PoxdOTH6vvuIQ9xNUIDGgqyfuLyWJxxHdjJtXgrnFr80karSA53zJlyZSLfpZ9HfRx98ZbNyLH/XMc6zqKna0WClqIei53JG7jXPuvtpZJllkSRZx8/rnYS/610OM+R5hHsjs6IzMvCR0KYK2qNBKcwLIxOL38qZmev9AwGYRt4vzpPr+8+hmpiYzPRjQFkWEpshMV7kEOSvDVovnXG/hu0nC6AbPbjdb8at/V7HZd+gJGawZ91jRye0l6S94hz8rP1e0jrnuuq8aYLQUyZusXnt0gl9CaN+QnOXb7sqcv1kZNg16RbFc8aOd5+7f116Dff55Z0s+u3OQVgnyTHs0joNZdRexNCz3YphJjA2EUVlcybPlJQSxPjjd51Hjw9NQIFcp9/gRsG3LfITT5e35Xuidh4buExXJcyrpUm7fJIb2FHhiJFFrw27d61OBJQquSViTUHB3BiwRh+p9EFuYYyJLGNqqu5mkijF+8RZzwdDyb9+63n6nMTzt6WNb3JmUVqzNuQL2Cugw3HQHpXIwoBqB5NngYVbWdPSlnKJlPy1jTKlydg0QwGdhQpb7u/Tt62zlk5zLxJlE1/l5Fuf2VW2r4bsbW97u5a9nZHFdVTUn3cKXcslJCqpzuezj40s3QA6PwcrRP28Q/vmeSEAyBsivVbZ4xXotRh38hvGyNpU19TajZknVRr4CCTPQBuKGqsmiTSSNvlwjAenycW871km/vlcRnM4QPYwkygr9buuk3wFAoVgOIep489kBH2btJ3L/4VPvrrwO2t+Rtfag1Kii+Q4AKiPShQXhbwtQ3Tk7321FsV1NUNSHRmVnc5MGpTAhjr3K2ObCyfEPA/jpOO5OrUYDv25HYMHOcy6Qn0kCM6ibsFeIa06lvFqhwZNSaIUtiixPJNxGGdZiIw6ZLujAdyogHkSu2HdwQCLuwROPoN2UoLWtUDOmUN00xyVoMohq2o0h1Frhe0XPWdxnWoIGQCedDe0QSdoTtc7LoB5nsHazU5IaJJQkKyVtmPPshXp772cX+pX20awUAc45ICm9wWtpVOS9Byul1fpk89q6JlWAYoCNB6DWhdLgWTCxAjm0FtBWeZZuBMf03tpo7+mauIXKc2m93k5U0vkDeU8DkAZJ6ssk/A5s0Juo8sLa0L5N/jVtB4d67r9PpXr+gO/jPPdnVDJQ7W6kS+W+uWTiOQYza1jZEnlCFraTnpOeFjCHBwgW3Pn86NKqjXGq49RHRHGtkryOWRg1w5UNciXSZWqP37Kou7ExyAYVbfIFwAlpVZTO5F21CVbMjbLdwc4fLoIEwS9YBrj7ZwsrmMeCbeLLBXYXf68ksMi3a/ZbiXn2RyhPVzXjr602SkfJqVNkciL5cw+D0O/fJn6xk3j5RG7TFl9c6s1qG3Bm02nBVp4O+RLzYtF2A5m8HIVy6z9UrLfLqXTbgkx3PNVcgBJqTfFpGgzHNWNRApV1SWhdS3cUsqnoZRpSCbTpon9JwCyR9NtPgtDoLr2TX2u+3ksVyDnot7qfCHj1TSwVQWnTFnOCWZlMIjNe8zAfAE3X2BybynlS/jkpDHgVVI6nS1CBBRKp5mIFJvFBnQxw+TeKI7xjsmWzqewZeGh775ZcVDi5MMD8DzeswUE0t2rhmRVjcOnC+Biijxtbqz3pdPnLk86gkRA7HrsgZR2nVcZlWQ/L9qiGAB/rQCaSt98CWiKVqsOUCqAkc7Pox+bTSTlUX+9qBH2Hff0AAACQElEQVQNyq2HSsFT4a2yWksYX9UxbN5sYnTBLt6Hx3+ktHzhvB6spNaeHsB4YZ4tEFVV7WbKSkBkKQCLev0iNBoBtIrq9qORvDnbtkOrx1Ul25NlSPPOIfJ1D/9BBB54YNpgAEq6Ymk0BE9GoPOL4AONR4IDGQ3j+DLLOKagrNFIko6zOebvj3B4kYCyPNVfdVN6WXJr4jLkzHerFgbNyKA8L1AyB0nB4/9T7ozM+HAioKz5IvBRuOMJzr+eYfLd5LM5O5QJQ8fFTxrN4QBsCXnbor2RdJ3+aC9fuLe97e012xc3svhJ2ovgL66qd7+JmIsvs13n8wgYhpe7xMse90x7ht+ver39ZKG2ixj3dZyvv61fuw8/m+19X8bsFcFip4XfYSuoDC3/O1CVitdQ2Pou5GXq8y7pg11o1F01ftOjFDDCm9GRT7Sq4JZUDOAz+/379+Q3ILP9N59Q3dr/Kp7XDprU7+cYbUHxPK0DWyuJ9dzjaKwFZ544129zBaEtCC4nsLVoy+c8f9aAM5FgCC0AmUEzQMBSyPktjEeQ6j76P/kErW6T+919uV32RvBZENEjAAsAj5+37xfMzrC/5y+Dvcn3/AEzv3OdHd+IyQIAiOhPmPmbP20/fpK2v+cvh31R7nmf4Nzb3vZ2LdtPFnvb296uZW/SZPHtn7YDPwXb3/OXw74Q9/zG5Cz2tre9vdn2JkUWe9vb3t5g208We9vb3q5l+8lib3vb27VsP1nsbW97u5btJ4u97W1v17L/D+6u9GxivJmhAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --- kernel matrix of walk kernel up to 9 of size 183 built in 725.239883184433 seconds ---\n", "\n", "gram matrix with parameters {'n': 9.0} is: \n", "[[4.433000e+03 4.340000e+02 4.000000e+00 ... 2.000000e+01 2.000000e+01\n", " 2.000000e+01]\n", " [4.340000e+02 1.496000e+03 4.000000e+00 ... 2.000000e+01 2.000000e+01\n", " 2.000000e+01]\n", " [4.000000e+00 4.000000e+00 4.433000e+03 ... 4.449000e+03 4.449000e+03\n", " 4.449000e+03]\n", " ...\n", " [2.000000e+01 2.000000e+01 4.449000e+03 ... 7.557901e+06 7.407113e+06\n", " 8.335467e+06]\n", " [2.000000e+01 2.000000e+01 4.449000e+03 ... 7.407113e+06 7.290473e+06\n", " 8.182755e+06]\n", " [2.000000e+01 2.000000e+01 4.449000e+03 ... 8.335467e+06 8.182755e+06\n", " 9.406663e+06]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%load_ext line_profiler\n", "%matplotlib inline\n", "import numpy as np\n", "import sys\n", "sys.path.insert(0, \"../\")\n", "from pygraph.utils.model_selection_precomputed import model_selection_for_precomputed_kernel\n", "from pygraph.kernels.untilnWalkKernel import untilnwalkkernel\n", "\n", "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n", "estimator = untilnwalkkernel\n", "param_grid_precomputed = {'n': np.linspace(0, 10, 11)}\n", "param_grid = {'alpha': np.logspace(-10, 10, num = 41, base = 10)}\n", "\n", "model_selection_for_precomputed_kernel(datafile, estimator, param_grid_precomputed, param_grid, \n", " 'regression', NUM_TRIALS=30)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# results\n", "\n", "# untiln kernel when h = 2\n", " lmda rmse_test std_test rmse_train std_train k_time\n", "----------- ----------- ---------- ------------ ----------- --------\n", " 1e-10 7.46524 1.71862 5.99486 0.356634 38.1447\n", " 1e-09 7.37326 1.77195 5.96155 0.374395 37.4921\n", " 1e-08 7.35105 1.78349 5.96481 0.378047 37.9971\n", " 1e-07 7.35213 1.77903 5.96728 0.382251 38.3182\n", " 1e-06 7.3524 1.77992 5.9696 0.3863 39.6428\n", " 1e-05 7.34958 1.78141 5.97114 0.39017 37.3711\n", " 0.0001 7.3513 1.78136 5.94251 0.331843 37.3967\n", " 0.001 7.35822 1.78119 5.9326 0.32534 36.7357\n", " 0.01 7.37552 1.79037 5.94089 0.34763 36.8864\n", " 0.1 7.32951 1.91346 6.42634 1.29405 36.8382\n", " 1 7.27134 2.20774 6.62425 1.2242 37.2425\n", " 10 7.49787 2.36815 6.81697 1.50182 37.8286\n", " 100 7.42887 2.64789 6.68766 1.34809 36.3701\n", " 1000 7.24914 2.65554 6.81906 1.41008 36.1695\n", " 10000 7.08183 2.6248 6.93431 1.38441 37.5723\n", "100000 8.021 3.43694 8.69813 0.909839 37.8158\n", " 1e+06 8.49625 3.6332 9.59333 0.96626 38.4688\n", " 1e+07 10.9067 3.17593 11.5642 2.07792 36.9926\n", " 1e+08 61.1524 10.4355 65.3527 13.9538 37.1321\n", " 1e+09 99.943 13.6994 98.8848 5.27014 36.7443\n", " 1e+10 100.083 13.8503 97.9168 3.22768 37.096\n" ] } ], "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }