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Diffstat (limited to 'vignettes/FOCUS_D.html')
-rw-r--r-- | vignettes/FOCUS_D.html | 14 |
1 files changed, 7 insertions, 7 deletions
diff --git a/vignettes/FOCUS_D.html b/vignettes/FOCUS_D.html index f740cfc0..c2599ee5 100644 --- a/vignettes/FOCUS_D.html +++ b/vignettes/FOCUS_D.html @@ -363,7 +363,7 @@ pre code { <h1 class="title toc-ignore">Example evaluation of FOCUS Example Dataset D</h1> <h4 class="author">Johannes Ranke</h4> -<h4 class="date">Last change 31 January 2019 (rebuilt 2021-03-31)</h4> +<h4 class="date">Last change 31 January 2019 (rebuilt 2021-07-23)</h4> </div> @@ -431,16 +431,16 @@ print(FOCUS_2006_D)</code></pre> ## of zero were removed from the data</code></pre> <p>A plot of the fit including a residual plot for both observed variables is obtained using the <code>plot_sep</code> method for <code>mkinfit</code> objects, which shows separate graphs for all compounds and their residuals.</p> <pre class="r"><code>plot_sep(fit, lpos = c("topright", "bottomright"))</code></pre> -<p><img 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5L056udHUwauJs28jBp4G7awMOkoYdKbVzzMAAAAAAAikQDCPLQlpamfvNDcdKdsvyC/8fefcdFcad/AH9mZ9tsoSwgiFgQUHq3R1GJvcQWY3LGqCmXckku/VLuNBdz6cnvcsmlGcVyJkawi7F3RaV3AUGQXrawZWbr/P5YQ4waAwo7y/K8X/4Bs9+Z+awFd5/9fp9vv9f+zHUcAACrUq3PyDWcy2FKKzuaCvEosSg8WBw6VDgkQDjYn1R49NDd7S2BBAF+Nz9k0xnMjS3m+mZLfZO5vtlc32xuaLa0qiytKjqn2D6GIEnBQD9h4EDhkABhYIAwMIBHiXsoKkIIIYQQQgihXgcLQIgb2v0nzLWNAGC4WEDnFFNx4Vwlsbbr9Ccv6jNyjJeq7HUfQigQR4SII4aJI0OEgQMJksdVNjueTCIKHiwKHvzrIZY1N7Waq+tNVxvMNfWmmnpzfbPpSp3pSt21AQQhGOArChosDB4kChkiHDyAEOA/doQQQgghhBDqu/A9IeKAVatTb/sZAKj4CDq7SLlhu390qOPrLMbyK9qfT+rPZrNmCwAQIiEVFy4dE0clRPLEIgeH6aA/my3o308YeNtd6glC4Ocj8PORjIqxH2CNJlNNvamq1lR11VRVa7pSa65tNNc2wonzAEAI+MLAgaJhgaLhgeLhgT03j6mDub6JJ5eScllP3wghhBDqXYxlVZpdhxWPLOD38+I6C0IIob4FC0CIA+of9tr0Bip6eL9Xn6h/8V1zbaP2wCm3mUmOuTtrNutPZ2l/Pmm8XAMAwONJEqOkSSMl8RGc78VOZxe1fLqOdJMN+M8q+7bxnUSIhKKQIaKQIfZvWYvVdKXWVFFtvFxjLL9irmsyllUZy6pgLwAA39tTFBYkHj5UFB4sHNgfCKJ7n4Wppr7htQ/5vt7+H7+OnYkQQgihDqzF2vrFJnN9M2u2+L7xFNdxEEII9S1YAEKOZr7aoD1yFkie5/KFBJ/0fHhe8wffqrfuk45P6OkJI6zFqjt8Rr39gFWpAQBSLpMlj5FPvcdJPoJjLVZlynYAsLbr1Nv2K5YvuONLEXzSvmpMDgAANpoxllUZL1UZy68Yy6osrSrLqUz9qUwA4Ekl4tChorBgcXiQMGhwt8zDUqWksWaLubaxPf24+9zku78gQggh5Bra9x0z1zcDAJ1dRGcXUfERXCdCCCHUh2ABCDmaMiUNrDa32ZOEg/wBQDIimooNo3NL1FvTvR5b3FN3tdl0Jy+qf0q3NLcBgHDoQLeZE6Xj4gmBoKfu2HXa/SfM9U18b0+LUqPdf0I+dZzA37dbrsyjxFRMGBUTBgDAsubaRqb0srHkMlNy2dKiNGQVGrIKAYAnFolCh4rDQ8QRwcLgIXdWDDJczKfzLxEiIWs0aVJ/liWNJN3l3fIsEEIIoV7NqtFq0g4AgGRktOFCvnLDdv+YUILEqbIIIYQcBAtAyKEMGbl0XilPJvFYOL3joGL5wvqX3tMePC2feo+9KtTtN1X9uNfec1owsL/nktmSkdHdvu7pLlk1WnXqfgDw+vODhgt52kNnlN9v8/37X7r/TgQhGNhfMLC/fMo9AGBpUxuLK5jicqa4wlzXROeW0LklYC8GhQdTkcPEkcOEgQGd/O1iLVbVxh0AoHh4Hp1TbMgqVG/Z4/XUQ93/LBBCCKHeRr1lj81ASxIifV56tP6Ff5nrmrT7T7jNnsx1LoQQQn1FHyoAaTSa0tLSyspKnU6n1+vFYrFMJgsMDAwPD/f09OQ6XZ/Ami2qzbsAwPOhuTy5tOO4IMBPPvWe9v0nlOtT/VY91413tDS3tX231b5XOt/P22PxLNn4RGcr/dipf9hr09NUQiQVFy4MGqQ/m03nlTpgcjjfy4M/PlE6PhEArOp2pqiCKS5nisrNtY322ekAwJNJqKjh4qjh4ujhAj+f21ytfc8Rc0OLIMBPNmUcFRtO55dqj56TTb1HFDSoR58FQggh5ORMVbXaYxkEn/R8ZD5BkopH5je997V6a7r0nkTSw6277mJpbDVV13XsEYEQQghdz/ULQBaLZe3atRs3bszIyGBZ9uYBBEGMGjVq2bJljz76qFDIcQ9g19a++4i5sUUwsL8seewND3ksmaU/ncUUlBku5EtGRnfDzWy29n3HVT/uZY0mnkzi+dBcWfIYp51lbbpSqz16zv5yEABIN5nHohnKDduV61L9o0Md1keZ9HCTjouXjosHAKtKwxSW0QVlTGGZpblNfy5Hfy4HAPj9vKio4eLoUCp6+PVVPACwqrWa7QcBQLF8IUGSfD9v+Yyk9t1HlOtS+695wTnrbgghhJBjKNengs3mNjvZvr7b/pEPnVOs3pru9ecl3XIL1mxpWvOlubHF58WV0rHx3XJNhBBCrsTFC0D19fVTpkwpLi6+/iBBEFKp1Gw2G41GAGBZNiMjIyMj47PPPtu9e3doaChHYV2cVd2u2XkIrlUHbmwuw5NK3BfPUH6/TblhOxUXdpeteUyVV1u//sFUWQMA0nsSFSsWOnkbGuW6NLDZ5HOTO5r+yGcmaQ+dMdc3aX/mZnI46ekuHT9COn4EAFia2+j8UqbgEpNfZmlu0x45qz1yFghCNHSgOCaMig0VDRtK8EnV/3bZaEYyMpqKDbNfxOP+GfqTF42XKvVnc+x1JYQQQqgP0p/JYoorSHe5+6LfLoHPv6Q9fEY+ZaxwaDdMlW3fd9zc2AIAqo07JIlRhNCJGh0ihBByBt2w44/Toml63rx5xcXFAoFg7ty5a9euLSkpaWlpMZvNWq2WYRij0VhRUbFhw4bFixdLJJLy8vLJkye3trZyHdw1qTbttNGMZHQsFXPrEpvbtPHCQf6Wptb2vcfu/DYsq07dX//6R6bKGn4/L983n/b563Inr/7oz2YzxeWku/z6vkgds4HUW9Ot6nbu0gEA8Pt5ye8d5/PCyoHr3vP/6G+eD8+joocTfL7xco1m+4HGf/z76vJXG//xf7rj54HP83x4PgCwZjPYbDxK7LFkFgCoNm5njSZun0WvxLLq1J/1py5ynQMhhNCdY01m+xJ4j4fm8CRUx3HBAF/5jCRg2bZ1qXCrWepdYlW3a9J+BgBS4W5pVWl2Hb7LCyKEEHI9rlwAWrNmzcWLFxUKxaFDh3bt2vXoo4+GhoZ6e3uTv6wDEgqFQUFBy5Yt27p1a0ZGxqBBgxoaGj744ANuY7skU2WN7uRFQsD3XHrf7w7i8RQrFgGAJu2AVaW5g7tYtbqmf32l/nEfsOA2Z/KAz96k4sLvOLNj/Pqi8MHZPCl1/UP2yeE2mlFvTeco3U0IQhgY4H7fvb7/eHbQhg9933rGbW6ycJC/jTEyxRXAsmCxNb37Zct/NtWsfL1x9efAsvLksaKgQZY2Nb4SvQP605nqH/e2frHZXNfEdRaEEEJ3SLPzkKVFKRwSIJ80+oaHPO6fQbrJjKWV+ozcu7yL6n+77fNw+730KBCEZsdBS4vyLq+JEELIxbhyASg1NRUA3n333aSkpD8cHBUV9c033wDArl27ejxZX/PLR1tuc5Jv30JYHDVMMiLaxhhVW/Z09SbGsqqGVz6gc4pJd7nvW88oHllAiHpBRyfNrsOW5jbhkAD55DE3P2pvpqM9fMa+nM2pEEIBFRumWDbf/9M3vB69HwAIAZ8npSyNrfoT51maYYor6l96r33fMbc5k4Eg7C9/uU7dm7BGk+p/uwGAtVqV3//EdRyEEEJ3ouMjEMXKhcC7eQk85bFkNgCoNtzVVFlT5VXd8fMEn/R8eL5o+FDpmDjWZFZt2X03yRFCCLkeV+4BVF1dDQATJ07s5PikpCSSJK9evdqDmfok/eksY2klABgu5Nm3GL8Nm04PALrj591mJAmHDuzkLdr3HVdt2sFarOLQIJ8XV5AKj7vM7BhWpfpaX6RbvSiEa5PDJ7TvPaZcl+b3zl+ds48yazLbX9p6PbFEljRSdyyj9ast9odMNfXKlO0AQIiELGNq/c9G3zef7hWFOWeg2XHI0qoSDhlgaVHS+ZccsCUcQgihbqfatJM1mqTj4sXhIbccIJ8yTnv4rKmyRrPnqMd1HYK6gGWV61OBZd1mTxb09wEAz2XzDVmF+tNZ8qnjxWFBd5MfIYSQK3HlGUDu7u4AcPny5U6Or66utlqt9rNQNzJdbbB/Ya5tNFXW3P6XpbkNAIBlTbWNnbk4a7a0/F+Kcn0qa7W5zU32ffv53lL9AQCl/UXh2N99UQgAHvfPJN1kTOnlu58c3kM02w9aWlXCoQNlE0cBQWgPnQEAj0XTRUMHAYBwsD/pLmeNJiCAKa6oeeTVpnf/255+wtKIzbZux9Kq0uw5AgSheGyxx/0zAEC5LpU1W7jOhRBCqAuMZVX6M1mEUOD5p99fAk8QipULry3aalXdwV30pzOZksukh9x9wVT7Eb63p/vcZGBZ5bptd99dCCGEejeWbfvuJ/XWfVzncAquPANowoQJqampn3/++eTJkymKuv1gq9X60UcfAcDIkSMdkq4P8XhgpnR0LEBXXn/w+cKB/f9wlI1mmj/8jim4xJNQ3n95uHv2j3cUY1mV/nQWIRTcri/SL5PD2779UbVhuyQ+wtmmz/xap1ixCAhCdyzDWFFNKjzc50+l4iMa3vzUXN/s/+kbNj2t2riDKa5gLRY6p5jOKVau2ybw96USIyVxEaLwIIJ00Fb3vYV9LYB0/AhxaJAoJFB75Jz5aoP255NuczjYEg4hhNCdYFnlulRgWff77uX387rNQHFokGRUjCEjV/3DHu9nl3XtJiazfb2w55/uu77DtPv8qbrj501Vtbrj52U39R5CCKG+Q3figvbASQAQh4eIo4ZxHYdjrlwAeuutt9LT0w8ePJiUlLR69erJkyeLxeKbh5nN5lOnTr3//vuHDh0iCOL55593fFTXRpBk5xdzdZ5Vo2169ytTZQ3p6e771tPCwQO6/RY96JcXhXwfhfbg6T8YbLMRJGlpVbXvPea+cJpD8nWWatMO1mgSDOxvVbfrTpy3L/iSjo4xZBcBgDh0KFNyufU/m9zmTJZNHmMsq2ItVlnyWJYx0rkl5vom8+6m9t1HeJSYig2j4iOo+Agn37LNMezdQAmhwPNPcwGAIHmK5Qub3vlC/VO6dHwi6eHGdUCEEEJ/THfyorGiGgD0GbmGrKLbD7bpDfZT5DOSRMGDO3+X38zDvQ4hFHg+NLfl3ymq/+2SjIq5vjaEEEJ9h41m7FVyAGj7/if/T94gSFdeBfWHXLkAFBMTk5KS8sADD1y8eHHWrFkSiSQxMdHHx8fLy0sul+t0OqVS2drampWV1d5+bZvtd955Jzk5mdvYqDMszW1N73xhbmgR+PfzfeuZ23+w5oTMja32F4XmuiZN3aFOnqU/k+VUBSBLm1p/NgcAzFcbWj75vuN4e/oJSD/R8a2xrOr6R41lVQM+e5O12oyXKunsIjq7yFRTrz+Xoz+XAwQhChpEJUZK4iOFgQHO2fOox/3SNN19wVS+t6f9GBUTSsVH0NlF6q37vP78ILcBEUIIdYalodn+hfmXtfB/jGUtjS2dLwDdMA/3hkel9yRoD55iSi5rth+8/XRjhBByVZrtB60qjShkiFWjNdc26g6fkU8bz3UoLrlyAQgA7r//foVC8dJLL+Xl5RkMhpMnT/7eyKioqPfee2/WrFmOjIfujOlKXdO7/7WqNKKgQf3eeKo3zhkR9PfxfvZhq6q9S2eJw4N7KM+dIT3c3GYmWZUaAGAZoyGvBGysOGo4KZN0jDHVNpqvNhASMRUdZn9pKo4JBQCC5InDg8XhwZ5L77O0KOmsQkNWIVNUbqyoNlZUq3/cx/fyoOIjqcRIKmo4IRRw9BQ5YN/0je/t6T7nN8VoxcpF9fml2sNn5VPGCYcO4ioeQgihTvJYPFMyKhZYW+dPIQQCQSeWwHf4db3wLTs9E4RixaL61z5s33tUNnmMwL9f56+MEEIuwNLU2r73GBCE4tH7rW2q5o/Wqn7YIx0bz5NLuY7GGRcvAAFAcnJybm5uXl7egQMHCgsLq6qqdDqdwWCgKEoulwcGBkZEREydOjUuLo7rpKhTTJU1jW//x6anqejhPq88zqNusayvV5AljfrjQc6NIHmKFYvsXzd/8C3YWNmk0d7PLL1+DGs21z2/xtLcRkUPl0+955bX4fso5NMnyKdPYI0muuASnVVEZxda2tTaQ6e1h04TIiEVNZxKiJQkRJIKF+/RbqMZ9dZ0APB8ZMEN/Z4Efj7y6Unte4+2rUvt/84LfXR6FEII9SI8njAwoOcuf8N64VuyLw3THctQbdrZ77Unei4MQgg5IeWG7azZLJs0WhQ8GIIHUzGhdF6pOnV/x1uYPsj1C0B2MTExMTExjrmXVqt94oknWls7u8lRfX09AJSWlvZkKBdhrmtqWvNfm56Wjonzfn45wcfOwU6BKSgzXMzniUWeD8254SFCIPB8eF7LJ9+rtuyWjom7fbmdEAkliVGSxCgAMFXVGrIK6MxC4+UaQ2aBIbOgjSCEgQMliZGSxEhh4ECXrICot6Zb1e2i0KHS0bE3P+rxwEz96Uz7K37pGKxZI4RQH3ar9cK35Pmn+wzn8wwX8+ncEio2zGEBEUKIW0xBmeFCPk8s8nzw2jsUxfKFdS+/1/7zSVnyWOEgf+JSd70AACAASURBVG7jcaWvFIAcqaamZuvWrWwXN92srq7uoTwuw9KibHrnC2u7jkqI9P7rctw3ylnYbMr1qQDgvnAa6XmLGTrSMXE6e7k97WfF8oWdvKowMEAYGOCxaIZV3U5nFRmyCui8UlNljamyRv1TOqlwlyREUolRrrRAzNzYoj1wEgjCa+UtWjkAAI8Sezwws+0bJ90SDiGEkMNoj5w1VdYAQYCN1ez8g2aCAv9+xopq5Ybt/lGv9/HupwihvuL6dyi/rCEQDOwvv3ec9sAp5fo0v1XPcpqPM329AGRf+XXgwIF+/bptXXREREROTk5LS0snx3/77bfbtm1zc8OdfW7HqtE2vfOFpVUlDgvq99KjWP1xHu0HTplq6vm+3m6zJ/3emGvl9v0nZJPHdLXcTnq4yZLHyJLHsGYzU1huyCykswosrSrtoTPaQ2cIkZCKHk4lRkkSInv79ljKdams2XL7Fj/ye8dpD501VdZo9hz1WDTdkfEQQgg5D/2JCwAALKv+Kb2Tp5ivNpiqrnZpizGEEOqltAdP3/IdiueDc/Rns5mCS4bMAvuyg76mrxeAcnNzAcBsNnfvZbu03OzAgQMAQLjiepbuYtPTTe98aa5vFg4d2O/1J11mxocLsOkNmp/2A4DikQWE4Hf/XAQD+8uTx2oPnlalpPn+4w7L7YRAQMWFU3Hh8Phi05VaQ2YhnVlgvFxjuFhguFjQRhCioEGSEdFUYqRw8IA7fD7cofNK6ewiHiX2eOC2regJQrFyYePf/0+z46Bs4qjbT/tHCCHkqjwfWWA4nwddmW9OeriJhg7suUgIIeQkbHqDvaumYtn8G96h8GQSj0UzlOtTlSlpVEwYIehz9RCXfcIsy9psnd12wWKxWK3Wjm9JnF3iTFijqfm9r01XagX+vr5vPs2TUFwnQr9Sb91n1eqEgQHCwf6Wptv1vZJNGq07dp7Ov0RnFVIJkXd5X+GQAOGQAI9F060qjSGrkM4qpPMv2XcQU/2wh9/PS5IYSSVEiSNCekejKJtNuW4bABAiQevnG/5wOMHns0aT+oe93s8+3PPhEEIIOR1R8GCcy4MQQrdkf4cijhomGXWLaRny6RN0R86aaurb959wn5t88wDX5rIFoE8//fTll1/u5OAhQ4Zc/21X2/egHsSyrV9uZkov8709ff/xl96443uX2Bhj8wffiEICb+6m7ISsam37gVMAYKqqrX1mdSfPUv+UfvcFoA6kp7v83nHye8exJjOdX0pnFhoyCyzNbe3pJ9rTT/AoMRUXTiVGSeIjeNdtTu9srFq9ubEFAKxqLa2+1MmzjOVXejATQgghhBBCvY25tlF74DTweL/Xe5QgeZ7LFzb98z+abftl4xNv2cPUhblsAcjdvW/9Qboqze4j+rPZPAnl+/e/9IXVLprtB5iCMqawXJIYKRoWyHWcP8CjRFTUcHNDZ9tdAQAQII4J7YkwhFBg30HMi11ivFxjuJhPZxWartTpz2brz2YDjycODZIkRlIjogX9fXoiwN0g3eUDPn7domrv0lmCAb49lAchhBBCCKHeSLlhO2u1yqdNuE1TCCp6uCQh0pBVqP5xn9dTDzkyHudctgD02GOPkST53HPP6XQ6Ly+vd95555ZtnhctWgQA33zzjZeXl8Mzoj9A519S/W83EIT3c8v6wntdS1Nr+55jAAAs27Z2m/8Hrzj5TueESOj71jNcp7gJQdgnxns+OMfSojRkFtCZBUxROVNczhSXw8YdggG+khFRVGKUeFgg8JxlMxTBwP6Cgf25ToEQQgghhFBvZbhYQOcU86QSjyUzbz9SsWIRnV+qPXpONmVcn1pR67IFIABYsWLFhAkTli5dmpGRsXr16rVr186Zc+tlNbNmzRowoPd1jXVtlua2ls/Wgc3msXhmH+nQrty4gzWbpWPimEuVpsoa3ckLsqRRXIfq3fg+CrcZSW4zkmw0Q+cU05kFhuwic12Tpq5Js/Mw6SajEiIliZFUbDhuqY4QQgghhFAvxrKqjdsBgLVYGv72cWdP2bTT7+3nezaYM3HlAhAABAUFnTp1as2aNWvWrJk7d+7jjz/+6aefymQyrnOhP8CazM0ffWfT6iWJUR73z+A6jiMwBWWG83k8sUixYhFdUNr6n02qTTslI2N4lJjraK6AR4mlY+OlY+PBZmNKLhsyC+iLBebGFt2xDN2xDEIgEEcNkyRGSRIjSYUH12ERQgghhBBCXcOazNZ2HQCwRtPtd6e5nqVN1ZOhnI6LF4AAgM/nr169etq0aUuXLv3uu++OHj26cePGsWPHcp0L3U7b11tMVbUC/37ezy1z8mVQ3cNmU6akAYD7gmmkwl02YaT20BljaaVmx6Fe0Q26N+HxxBEh4ogQeGSBubbRkFlguFhgLKuis4vo7KK27whh4EDJiChJYpQwMIDrrAghhBBCCKFOIUTCgP/+06bTd+ksnqvvMnQD1y8A2Y0ZMyY3N/fZZ5/dsGHDhAkT/va3v61atUogEHCdC91Ce/px3cmLPErc79Un+sim79qDp03VdXxfb7c5kwAACMJr5aL61z5q331YNnm0wM/pmha7BkGAn3uAn/u8KdZ2HZ1VaMgsoHNLTJU1psoa9dZ9fG9PKiFKMiJKHBFCCPrKj0qEUB8RFxcHAAcOHLhlh0SEEEKoN+JJKZ60T7x/vGN96F2NXC5PSUmZOXPmk08++e677+7fv3/z5s1ch0I3MtXUqzbtBILwfmapIMCP6ziOYNMb1FvTAUCxbD7xS1FSOHSQbMII3YkLqs27+r38GKcBXR/pJpNNGi2bNJo1m5mCMsPFAkNWoaVVpT1wUnvgJI8SU7FhVGIkFR9BynEBKULIFeTm5gKA2WzmOghCCCGEHKcPFYDsFi9ePHbs2GXLlh07diwhIYHrOOg3WKu19T8bWbNFPvUeyehYruM4iHrrPqtWJ44aJhkVc/1xz4fnGS7kGzJy6bxSqme2Tkc3IAQCKj6Cio/wYllT1VXDxQJDZoGpqlZ/Lkd/Lgd4PPGwQCoxSjIiqi9sS4cQ6o1YlrXZbJ0cbLFYrFZrx7ckSfZMKIQQQgg5BWfZAtmRAgICDh8+/OGHH17/ogc5A822/aaqWr6ft+ey+VxncRBzbaP2wGng8RTLF97wEOnh5j5vCgAoU9JYa2dfzaPuQRDCoYM8Hpjl/9HfAr5+x+uxxVRsGEHymNLLqs07655/p+7Zt5UbdzDF5fhHgxByKp9++im/E+yDhwwZcvNBhBBCCLmqPvqfPY/He+WVV+bNm1dTUwMA3t7eXCdCYKyoVu84CATh/czDPLGI6zgOotywnbVa5dMmCAcPuPlRt7nJumMZ5qsNuiNn5VPvcXw8BAB8b0/59Any6RNsjJHJLTFkFtBZReaGFvPuI+27j/BkEiouQjIiiooN6yMtqxBCzszd3Z3rCAghhBByUn20AGQXEhISEhLCdQoEAMCazK1fbAKrzW1usjgsiOs4DmK4WEDnFPOkEo8lM285gBDwPZfe1/zxWtWW3dIxcTy51MEJ0fV4YpFkdKxkdCzYbExZFZ1ZYLhYYK5r0p+6qD91kSBJUXiwfS95vi/WlBFC3HjsscdIknzuued0Op2Xl9c777xzyzbPixYtAoBvvvnGy8uru25ttVo///zzpqamTo4/efIkAFgslu4KgBByDazR1PTe1wL/fl5PLOE6C0Kupk8XgJDzUG3ZY65tFAT4eT44m+ssDsJarKpNOwDA44GZt2ktLBkdS8WE0nml6rSfb14mhrjB44lDg8ShQZ5L55kbWuiL+YasQqb0MlNwiSm4pFyfKhjY314JEg0LBILgOi5CqG9ZsWLFhAkTli5dmpGRsXr16rVr186ZM+eWI2fNmjVgwC3mn96ZnJycF198satnabXa7gqAEHINml2HmcIyprBMMiKaigvnOg5CLgULQIh7THFF+75jQPK8n13WsQ2Wy2vfe8xc3ywI8JNPG3/7kYrlC+tefq99/wnZ5DHCQf6OiYc6SdDfRzA32W1usk1voLOLDZkFdG6x+WqD5mqDZsdB0k1GJURKEiLFsWF9Z2EjQohzQUFBp06dWrNmzZo1a+bOnfv4449/+umnMlnP7mOYkJDw3XfftbW1dXJ8enr6yZMn5XJ5j6ZCCPUulja1Ztdh+9fKlDT/6OEE9qdHqPtgAQhxjDWaWr/YBCzrsWC6KGgQ13EcxKanNWk/A4Clqe3qytc7cQILLKv+YW+/157o8XDojvCkEun4ROn4RNZqNRZfNmQVGjLzLY2tumMZumMZhIAvjgiRJEZRCZF8HwXXYRFCro/P569evXratGlLly797rvvjh49unHjxrFjx/bcHQmCeOyxxzo/vrW19eTJk9h8GiF0PdXG7azRJBkda66pN9c1afefdJs9ietQCLkO/E8XcUy9/YCluU0YGOC+aDrXWRyHNVuAxwMA1mxmzebOnoX71vUGBEmKo4aJo4Ypli8w1zYaMgvpzAKmrIrOLaFzS2DtT8LBA6iESElipChkCC4QQwj1qDFjxuTm5j777LMbNmyYMGHC3/72t1WrVgn6zGRbhFDvYrxUqT+bQwgFikcWmGrqm9/7Wr0tXTphBOnWsxMYEeo7sACEuGRpbG3ffRQIwuuJJX1qeifpIR+49l3W1NnSjx1uMtXrCAL83AP83Ofda9Xq6OxiOrOAzi0xVdeZqus02w+Q7nIqPkKSECmOCeVRYq7DIoRck1wuT0lJmTlz5pNPPvnuu+/u379/8+bNXIdCCKGbsKxyXSqwrPu8KXwfBd9HQcWF0znF6h/3YjdohLoLFoAQl5QbtrNms2zSaFHIEK6zOBohEPSdhkeIlMtkSSNlSSNZi5UprqCzCgxZhb8uEOOT4ogQe7cg3EEMIdQTFi9ePHbs2GXLlh07diwhIYHrOAghdCPtkbPGyzV8Lw/3++61H1EsX1iff0l7+Kx86njhkG7rWI9QX8bjOgDqu+jcEsPFfB4l9vzTXK6zIOQgBJ+koocrViwK+GL1gP97y3PpPHF4MGtj6bxS5brU2mdW1/11jWrzTqa4Amw2rsMihFxKQEDA4cOHP/zwQysuKEYIORkbzah/3AcAnssWECKh/aBggK98+niw2ZQpaZymQ8h14AwgxA3WalWuTwUA9/tnkB5uXMdBiAMdC8RsOgOdY99BrMRc26ipbdTsPMyTSajYcEliJBUbzpNJuA6LEHIFPB7vlVdemTdvXk1NDQB4e+OUQ4SQU1Bv229Vt4uGD5WOjbv+uMfimfqTmUxhmSEjVzI6lqt4CLkMLAAhbmj3HTfXNQn8fd1mTuQ6C0Ic48k6dhCzGUsv01mFhqxCc12T/nSm/nQmkDzxsEAqIZKKjxAO8uc6LEKo1wsJCQkJCeE6BUIIXWNubNHuPwEEoVi56Ib9MXhSiceSWW3fbVWmpFFx4R2TgxBCdwYLQIgDVrVWvW0/AChWLCT4faj3M0K3R5A8cUSIOCLEc9l8S2OrIauQzipgiiuYkstMyWXV5l38fl5UXIQkMVIcGYI9pBBCCCHkApTr01izRX7vOFHQoJsflU8Zpz102nSlrn3vMfeF0xwfDyFXggUgxAHV/3bZaEYyIoqKC+c6C0JOiu/n7TZrotusiTaaYfJKDVmFdE6RpblNe+Ck9sBJQiSkooZTCRFUfCTfy4PrsAghhBBCd4LOv0RnFfIosceSWbceweMpli9sXP25evsBadJIvrenYwMi5FKwAIQczVh+RXf8PCHgKx5ZyHUWhHoBHiWWjI6VjI4FljVerqGzCg1ZRaaqq4bMAkNmAQAIhwyg4iMl8RGiYUOAh639EUIIIdQ7sFabKiUN/qgrqDhymGRUrOF8rvqHvd7PPuzAgAi5GiwAIUdTbdkNLOs2ZzLfD3tPItQVBCEKHiwKHuzxwCyrSmPILqKzi5i8UtOVOtOVOs32Azy5lIoNk8RHUrFhPLmU67gIIYQQQrej3X/CVFPP9/N2m5F0+5GKR+bT2UW6kxdkU8aKQ4McEw8h14MFIORQTHE5U1DGk0rc503hOgtCvRjp6S5PHitPHsuaLUxxBZ1dSGcXmRta9Kcy9acygccThQyRJERQ8RHCwQNu6KeIEEIIIcQ51miydwW1NLZWP/jXTp6l3rLX75/P92QuhFwZFoCQQ6l/3AcAbnMm8yQU11kQcgWEgE/FhFIxobBikbmhhc4qpLMLmZLLxkuVxkuVqi17SIWHJD6CigsXx4TyxCKu8yKEEEIIAQCwNhshEoLe0KWzCAG+gUXozuG/H+Q4TMElpriCJ5e6zZrIdRaEXJCgv49g9iS32ZNsjJHJK6Vzig3ZRValWnv4jPbwGYJPisKCJXHhVEKkYIAv12ERQggh1KfxKPHAb9dwnQKhvgULQMhxVFv3AYD73GQeJeY6C0K9g+7IOdLbk4oJ7dJZPLFIMipGMirGi2VN1XV0dpEhu8hYdoUpuMQUXIKNO65tJx8fLo4cRoiEPRQeIYQQQggh5DywAIQchM4tMZZWkm4y+R/1eEMI2dHZRa1f/Y8QCQf8++93uOkpQQiHBAiHBLgvmGbTGei8Ejq7iM4p/nU7eaFAHBFCxUVQ8eECP5/ufgYIIYQQQgghZ4EFIOQg6q37AMBt3hTsQoJQZ7BWqzJlOwCwRpPqf7t8nl9+lxfkySTScQnScQnXtpPPLqKzi4yXa+icYjqnGNaBoL8PFRdBxYWLI0IIoaAbngNCCCGEEELIaWABCDkCnV1kLL9Cesjdpo3nOgtCvYM2/YS5vonv621VafSns9ymTxANH9o9l+7YTn7xTKtGS+eW0DnFdF6JuaHF3HC8Pf04TgtCCCGEEELI9WABCPU8lrVP/3GfN+WGbiM2xogTghC6mVWjVafuBwCvxxYby6rU2/a3rf3J/8PXun1Dd9JdLksaKUsaCTabsaKazi6mc4qMlVd/nRbk50PFh1NxEeLwYOwW1OuxbOuXm0k3meey+VxHQQghhBBCjoYFINTjDJmFxss1pKe7fOpvpv+oU/ert6b7vLhSOiaOq2wIOSf1D3tteppKiLQvyNIdP2+qqtUdPy+bNLqnbsnjiYYFioYFeiyZ9ZtpQY0t5vQT7eknCIFAHBFMxYZT8eEC/963iZj2yFnSTS4ZEcV1EC5pj5zVHT8PAOLoUCo2jOs4CCGEEELIobAAhHqcett+AHCfP/X6riKW5jZN2kFgWVVKmiQ+AmcWINTBdKVWe/QcQZKKR+YDACEUeD40t+XfKar/7ZKMiuFJqJ4OcOO0oJxiOqfYeLmGzi2hc0sgJY3fz4uKDaPiwsVRw3vFJD46t6Ttqy2EgO//2Zt9dlGbjWbUP+6zf61MSfP/5HWCJLmNhBDqdu37T9BZhT4vrOBJJVxnQQgh5HSwAIR6FlNcYaqsIT3k8iljrz+u3LiDNZuBICxtas2OQx5LZnGVECFno1yXBjabfG5yx0Qb6T0J2oOnmJLLmu0HPZfe57goHdOCHphl1eqY3FI6p4jOK7U0t2kPntYePE3wSVFoEBUbRsWGCQcP6PYVat2CtdpUG3cAAGu2qDbs6PfaE1wn4oZ6236rul0cGmTVtJtrG7UHTrnNnMh1KIRQdzI3tKg2bGctVvXWfYqV93MdByGEkNPhcR0Aubj2vUcBQD51PCH4dfoPU1hmyMglREKfF1YAQWh2H7Y0t3GXESEnoj+bzRSXk24yj4XTfz1KEIoVi4Ag2vceNdc3cxKMlMuk4xO9n3tk4Np/+X/4queDc8ShQSzLMoVlqs276l9+/+rjb7Z+sUl/OtOq1XGS8PdoD5w01dTzfb15lNhwMZ/OK+U6EQfMjS3a/SeAIDxXLPR8ZAEAqLemO9ufFELoLtmrPwDQfuCUqaae6zgIIYScDhaAUA+yNLYaMgsJgUB+/eZfNpsyJQ0APBZMk46Nl96TwJrMqs27OEuJkNPo+Lfg8eAcnvQ3S72EQwfKJo5iLVbVpp0cpfsFQQiHDnJfOM1vzQuD1n3g89KjsuQxfC8Pq7pdd/x8y/+lXF35esPfPlL/uJcpvcxabdyGtekM9lWoipWL3BdOAwDl+lTWauU2leMp16exZos8eawoaJAkMYqKC7fpDR0rwhBCLoDOKzFkFvAosXRcPFhtqg07uE6EEELI6eASMNSD2vcfB5tNOnEU6S7vOKg9dMZ0pY7v7ek2exIAKB6eZ7iQrz+bLZ8+Xhwewl1YhLin2XXY0twmHBIgTx5z86Oef7rPcD7PcDGfzi1xkg6+PCklHRNn7+Nuqqlnckvo3GKmpNJYUW2sqIbUn3kSShw13L5GjO+jcHxC1Q97bFq9OGq4JCGSjQnTHT1nrm3UHjjtNjPJ8WG4QudforMKeZS4Y7Gt4pEF9fmXtIfOyKfeIxw8gNt4CKG7x/5S8XFfNF2ePJbOv0TnlRguFvTxzvcIIYRugDOAUE+xGWjd0QwgCLdZE389+MtnzorlC+2Nn0mFh/u8KfBL3xOOwiLEPatSrdl5CAAUKxcC7xY/nEkPufuCqQCgTElzwjkswkH+bnOTff/x7KCUD3zfeMpt5kSBv6/NQBvO57Z980PtU/+oe+4d5bpUOruINZocE8l8tUF7+AyQPMWKhQBA8EnPh+cBgHrrvr6z+om12pTrUwHA4/4ZpIeb/aAgwE8+bTzYbMr1aZymQwh1D+3PJ0019Xw/b7eZE3kyicf9MwBAuSGNNVu4joYQQsiJ4Awg1FN0R87ZaEYcNfz6j5fVP6VbtTpx5DDJ6NiOg+733as7lmHf+Uh+7zguwiLEPeWmnazRJB0bf5upcG6zJ+uOnDXXNmoPnnab4aRzWAiRkIqPoOIjAMDS3EbnldK5JUzhJXN9k7m+qT39OCHgi0KHUjE93jpamZIGVpvbrInCQf72I5IR0VRsGJ1bovlpv+LRPtEhVbv/hPlqg8DPR/7bvzAeD8zUn8pkCssM53Mlo2J/73SEkPOz6Qzq1P1g/3RNwAcA+bQJusNnTTX17enH3e+7l+uACCGEnAXOAEI9w2Zr338CANxnT+o4Zq5r0v58Cng8xfKF148lhAL7xkbqH/ba9LSDkyLkDIxlVfrTWR3/Fn4PwSc9H54PAOofe8ccFn4/L/mUcf1eeWzgug/6r3nRY9EMUcgQ1mpjCjpaR7/R+vkG3YkLVnV7997acD6XzivlySQei2Zcf1yxfCFBkn2kQ6pNZ1Cn/QwAihXX3hZ24EklHg/MBADlhh2s2cxNPoRQd/h1rWvitQVfxC8zHzWpP1tVGk7TIYQQciI4Awj1CMOFfEtzm8Df1z4LwM6+bkU+9R7hkBtbTkjHxmt/PsUUl6vTflYsm+/YsAhxjWWV61KBZUkPN82Og384nBAKbHpD75rDQpA8UehQUehQjyWzbDoDnV9K55UweaWWVpXu5EXdyYtAEMLB/lR0qDgmTBwedP2+gXeAtVjt7bQ9H5zDk0uvf0gQ4Cefek/7/hPK9al+q567q2fl9FRbdtu0eip6OJUQefOj8qn3aA+dMVXXte856r5gmuPjIYTunrm28fq1rh3s9SBDZoHqx73eT/2Jq3gIIYScChaAUI/Q7D0KAG4zkzoWdxiyCumcYp6U8lgy+5anKFYurH/1Q+2+4/J7xwr8fR2XFSGuWTVa4+UaALA0t2kPnenkWYbsol5UALoeTyaRjo2Xjo0HAHNtI51XSueVMEXlpit1pit1mt1HCKFAHBYsjgmlYkKFg/zvYI1Y++7D5oYWQYCf7FarSj2WzNKfzmIKygwX8iUjo7vhKTkl89UG7ZGzQPI8fzvp8lc8nmLFwsbVn2u2H5RNHE0q3B0bECHUDZTr08Bqc5v561rXDorlC+m8Et3RDPmUe0TBgzmJhxBCyKlgAQh1P2NFtbG0kieVyCaNth9hLVb75hQe988k3WS3PEs4JEA+eYz28Bnlhh2+rz/puLgIcY30cPN962lLs7JLZ4lChvRMHIcSBPgJAvzcZk1kzRZjaSWdV0Lnl5qqaum8EjqvRAVAerhR0cPFMaFUdCjp2akKhVWt1ew4BPZ1T+QtVjrzpBL3xTOU329TbthOxYXd5Wwjp3WtBdLsSTe/LewgjhwmGRVjOJ+n2rLb+y8POzIeQujuGc7n0nklHV2fb8D383abkaTZfUS5Pq3/mhd6ruEaQgih3gILQKj7te87BgDyKePs+3wBgDb9uLm+STDAVz5jwm1O9Hhwtv5cNp1VSOcUU3HhjsiKkHOgYpxiW3cOEQK+OGqYOGqYJ9xnbdcxBZfo3BImv9TSpr62RgxAOMhfHB1KxYSKw4M7frzcTLVpp41mJKNib/O76jZtvO7QGVNNffu+4/aNCF2MIeOXFkgLp99+pGLZfDq7WHfignzaeNeoKiLUR/y61nXJ7BvWunZwv3+G7lSm8VKl/my2dFyCYwMihBByOlgAQt3MqtQYzuYQJCmffq3WY9Vo1ak/A4AsaZS5uu72p0tHx2mPnFVu2O4fPZwgyR6PixByPqSbTDouwf5exVzbSOeXMnmlTFG5qabeVFPfvvcowSdFw4dSMaHi6FDR0IHA+3Waj6myRnfyAsEnb99OG3g8xYpFjW9/rkk7IEsa2cm5Rb0Gyyo37QQA1myp/9tHnTxFtWGH35oXejYYQqj7/LrWdco9vzeGR4k9lsxq+2qLauMOSWLUbUrnCCGE+gIsAKFupjt+nrVapWPi+N6e9iPt+47bDDQAqLbsVm3Z3ZmLmGsbDWezpeNH9GBQhFBvcG2N2MyJrNVqvFTF5JfS+aXGihqmqJwpKocte3hSiThqGBUdKo4eLvDzaVu7zd5Ou3334euvw1qsBI+4vlQEADxKbKMZ1ZY93s8sdezT6lms2cIaGABgjSZLU2snz7K294J95RBCdn+41rWDfPIY3aEzxopqza7DHotnOiogQgghZ4QFINStWFZ37BwAyCaPfdSHWAAAIABJREFU6TgmDh3KBA9mbWznL0PwScHvN61ACPVBBEmKw4PF4cEeS2bb9DRTWEbnlzL5peaGFkNGriEjFwD4PgpLixIALK2qzrfTpvNKezA3FwihYMB/V9u6WNAhPdx6KA9CqNupf9xroxkgiLZvt/7hYJvOAACaXYflU8eTHvKeT4cQQshJYQEIdSemtNLc0ML38qBiQjsOUvER128GjxBCd4knpSSjYiSjYgDA0txGF1xi8kuZ/DJ79QcAAAi+l4cgwFcwwE/Q30d/NocpqQAA6Zh4cfTwG64mGh7o0PQOwaPEPErMdQqEUE+x6Q0AACzb+Vl+YLPZaAYLQAgh1JdhAQh1J93RcwAgnTjqhnUWCCHUQ/j9vOTJY+XJY4FlTVfq6LxSpuASU3rZ0qaytKnovFKC5LFWFggAFgz5pYonFpPyW+9FiBBCvYXPCys8H54HbBemV/NkEp5U0nOREEIIOb8+VADSaDSlpaWVlZU6nU6v14vFYplMFhgYGB4e7unpyXU6V2CjGcO5HCAI+aQxfzwaIYS6F0EIAwOEgQHu8+5lzRbjpUo6/xKTX2qsqAFggQUAYPWGhlc/dJs9WRw1TDiwP26KjBDqrXg8fj8vrkMghBDqZVy/AGSxWNauXbtx48aMjAz2Vp+TEAQxatSoZcuWPfroo0Ihbo5w5wxnc2yMURwewvfz5joLQqhPIwR8ceQwceQw/ZABLZ+u41Fiydh4pvCSpanN0qJUrk8FANJDLo4cTkUNF0cNw/dRCCGEEELI5bl4Aai+vn7KlCnFxcXXHyQIQiqVms1mo9EIACzLZmRkZGRkfPbZZ7t37w4NDf2di6E/oLW3f04ezXUQhBACAGBNZtXmXQDguWy+fMo4AGj96n+6I+dIdzmQPKtSoz+dqT+dCQB8X297JUgcOYx0xwYZCCGEEELIBblyAYim6Xnz5hUXFwsEghkzZsydO3fcuHHe3t6enp4kSQKAyWS6evXqmTNn9u3bt3fv3vLy8smTJ+fn53t74wSWLjPXNxlLK3mUWDo6jussCCEEAKDZddjS3CYcEiBPvrYuVbFsPn2hwKrR9nv5MUGAH1NYRhdcYgrLLU2t2qZW7eEzQBDCgf3FUcPEkcPFEcE8CcXtU0AIIYQQQqi7uHIBaM2aNRcvXlQoFNu3b09KSrp5gFAoDAoKCgoKWrZsWUFBwezZs2tqaj744IOPPvrI8Wl7O93RDACQjksgRLiMDiHEPatSrdl5CAAUKxd2tKXnSSUeS2a1fbdVmZI24N9/l0+fIJ8+AWw2Y1UtU1Bm7x5tqqk31dS37zsOPJ5o6EBx1HBx5DBx6FD84YYQQgghhHo1Vy4ApaamAsC77757y+rPDaKior755psZM2bs2rULC0BdxVptuhMXAEA2Gdd/IYScgnLTTtZoko6NF4eHXH9cPmWc9tBp05W69r3H3BdOAwDg8URBg0RBg9zn3ctarMayKqawjCm4ZCy/YqyoNlZUa3YcJPikaFigOHKYOGq4KGQIwSe5eVYIdUVNTc25c+cKCwv9/PySkpIiIyNvOay6unrnzp0A8Pzzzzs2IEIIIYQcypULQNXV1QAwceLETo5PSkoiSfLq1as9mMlF0TlFVpVGEOAnGhbIdRaEEAJjWZX+dBYhEHguve/Gx3g8xfKFjas/V28/IE0ayff+zS6QBJ8UhweLw4Nh8UzWaGJKLjOFl5iCMmNVLVNcwRRXwE/phEgoDg0SR4aII4cJhw4iSJ7jnhhCnWOxWN5+++333nvParXajxAEsWDBgu+//97d3f2GwaWlpX/9618BC0AIIYSQq3PlApC7u3tzc/Ply5c72de5urraarViA6A7oDuWAQCyybj7O0LICbCscl0qsKz7fffecnsvceQwyehYQ0au+oc93s8u+73LECIhFRtGxYYBgE1PM8XlTEEZU1hmutpA55XQeSUAwKPE4vBgcUSIOHKYMDAA95VHTmLJkiVpaWkAQBDEwIED29ra9Hp9WlpaRUXFkSNHvLxw2zuEEEKoL3Llzy0nTJgAAJ9//jlN03842Gq12ld+jRw5sseTuRarRktnFhIkKZuAv3UIIe7pjp83VlSTCg/3+VN+b4xi2XxCINCdvMiUXu7MNXlSSjIiWrFykf+nbwxc+y+fF1fKp94j8Pe10Ywhq1C5cUf9qx/ULH+t+YNv2/cdN1XXAct23xNCqGv2799vr/78+c9/bmtrq66uVqvV33//vVQqzcvLe/LJJ7kOiBBCCCFuuPIMoLfeeis9Pf3gwYNJSUmrV6+ePHmyWCy+eZjZbD516tT7779/6NAhgiBw/nNX6U9dZK1WyYho0gP3TkYIccxGM6otewBA8fB9t2nbzO/n5TZ3sibtgHJdmv8Hr3Rp5g7pLpeOjZeOjQcAq1JDF5YxRWX2rcQMF/MNF/MBgJTLRNdmBoUIB/bHmUHIkb766isAWLBgwddff20/wufzV65cGRwcPHny5NTU1LS0tIULF3KaESGEEEIccOUCUExMTEpKygMPPHDx4sVZs2ZJJJLExEQfHx8vLy+5XK7T6ZRKZWtra1ZWVnt7u/2Ud955Jzk5mdvYvY7+TDYAyJJw+g9CiHua7QetKg3f15vv72uqrLnNSComVLvvuKmyRnfygixp1J3djlS4yyaMkE0YAQCWVhVTWGb/ZWlVGc7nGs7nAgDpJhNHhNh/CQL8sBjk/IxG4x2fKxKJujHJnSktLQWAF1544YbjEyZMePnllz/44INXX311zpw5QmE3b2xH0/TLL7/c0tLSyfF5eXkAYDKZujcGQgghhH6PKxeAAOD+++9XKBQvvfRSXl6ewWA4efLk742Miop67733Zs2a5ch4LsDSojRWVPPEIio+gussCKG+zkYz7XuPAoClqbXhtQ87eZZ62/47LgBdj+/tKZs4SjZxlD0AU1TOFJUzhWWWNrX+XI7+XA4AkO7yaz2DsBjkxG45X7iTWCdY/VdTUwMAw4YNu/mht956a+PGjZWVlV9++eXNFaK7VFZW9t///rerZxkMhu6NgRBCCKHf4+IFIABITk7Ozc3Ny8s7cOBAYWFhVVWVTqczGAwURcnl8sDAwIiIiKlTp8bFxXGdtFfSn8sBlqUSIgmhgOssCKG+jhAKJYlR5qa2Lp0ljgju9iR8X2+Zr7e9Nb6l0V4MKqMLy63KG4tB9pViuEwMdSNPT8/Gxsa6urp+/frd8JBMJnv//fcfeeSRt99+e/HixQMGDOjG+8bExBw9erS1tbWT4zdv3rx79243N7duzIAQQgih27jDApBWqz116tSFCxdaWlr69eu3atWquro6Hx+fbp9O3F1iYmJiYmIccy+GYV555ZWmpqZOju/VU6ANZ7MBQDoWy2cIIe4RJM/npUe5TnEjvp+3zM9bljwGAMyNLUxRubGonCkq/83MIOwZ5EwyMzO5jnBXoqOjGxsbP/74482bNxM3/V1atmzZ5s2bDx06tHLlyvT0dJIku/HWkyZN6vzgCxcuAACP58obkiCEEEJO5U4KQF999dUbb7yhVqvt38bGxq5aterHH398//33X3/99RdffLFbE/Y+paWlX3zxRVfP6o1ToC3NbcbLNTyxiIrD9V8IIfTHBH4+Aj8fefJY6JgZVFzOFJVf3zOIJ5OIw4LFESHi8GDhkAGAb48dLiEhgesId2Xp0qUHDx7csmWLSCT697//LZffuEXDd999FxUVdfDgwWXLln377bechEQIIYSQ43W5APTPf/5z1apVAMDj8YYOHVpRUWE/zuPxWltbX3rppbq6uk8++aSbY/aMS5cu5eTkMAwTExMTERHRXdOXYmNjjxw50tbW2TUIvXcKtD4jF9d/IYTQnbl+ZpClqZUprmAKy5nickuLsmM3MZ6EEoUFicODxeHBwqGDCBKLQc4rPz9fKBSGhoZyHQSWLl2akpJy9OjR9evX//DDD9HR0cuXL3/qqac6BgwePHjDhg1LlizZsmXL8ePHw8LCOEyLEEIIIYfpWgEoMzPTXv1ZtmzZJ5984u3t3TG1+C9/+QtN02+++eann3760EMPOc+nZyUlJV999VVeXp5KpYqNjX3ttdciIiKsVutjjz22YcOGjmaNHh4eX3/99QMPPNAtN508eXLnB/feKdC4/gshhLrFtZ5Bk0YDgKW5jSmuYIrKmeIKS1MrnVVIZxUCAE8sEg0fam8bJAoeTAhcv4tfL2Kz2SZOnCgUChsbG7nOAgRB7N279+mnn960aRPDMBcuXIiPj79hzPz589PT0xctWlRfX19fX89JToQQQgg5WNdePv773/8GgFmzZm3YsOGGhwQCwRtvvFFfX//ll19+8sknW7Zs6baMdyElJeXpp5+madr+bUFBwc6dO0+cOLF79+6UlBT7QZIkrVarWq1esmRJWVnZ3//+d87i9iq4/gshhHoCv5+XrJ/Xtd3E2tTG4nKmuIIprjDXNdF5JXReCQAQAoEoZIg4IlgUFiweHkiInLQBnythWfbw4cMXLlzQ6XQ3P1pUVKRSqe5m+7DuRVHU+vXr33777Z07d9bU1ERE3OJ/6uTk5KtXr27YsOGHH36oqKjofO9ChBBCCPVSXSsAZWRkAMDLL7/8ewMef/zxL7/8Mj8//25zdYcrV6489dRTDMN4e3tPnz5dKpWePHmypKTkySefLC8vF4lE77333p/+9CdPT8+SkpJVq1bt3Lnz3Xfffeihh4KCgrjO3gtc2/8rMQrXfyGEUA/he3nwx4+Qjh8BAFZ1O1Ny2VhcwRSVm642MMXlTHE5ABAkKQwaKA4LFoUFicOCeFIJ16ldkMViWbp06datW28/7J577nFMnk4aNGjQc889d5sBMpnsmWeeeeaZZwBAr9c7KhdCCCGEuNG1AtDVq1cB4Dbr2wcOHAgAVVVVdxmrW/zrX/9iGCY6OvrIkSPe3t4AYLVaZ82adeDAAQD45z//+cILL9hHRkdH79ixIzk5+ejRox9//PFXX33FZe5ewnAuBwCkY3D9F0IIOQLp4SYdE2f/qWvTGZiSy0xxubG4wnil1lh2xVh2BXYdBoIQDvIXh18rBpGe7lyndhFpaWn26s+IESN8fX0PHTpkNBrnz59PkqRarT59+jTDMG+++eYrr7zCddI7J5VKuY6AEEIIoZ7VtQKQu7t7c3Pz1atX/fz8bjmguLgYAAYPHtwN0e5adnY2APzrX/+yV38AgCTJ999/314AWrFixQ3jX3nllaNHjxYUFDg4Z290bf0XJabiwrnOghBCfQ5PJpGMiJKMiAIAG80YL1UZSy8zReXGihpTdZ2pug72nwAAQX8fUWiQvR4k8PPhOnUv9v333wPA448/bt8z65NPPnn55ZdffPFF+5SfjIyMiRMnlpSUuLtjxQ0hhBBCzqtrBaCRI0fu3bt38+bNI0aMuOWAPXv2AEBMTEw3RLtr5eXlABAX95spKpGRkQRBCASCAQMG3DA+PDwcAEpKShyWsPe6tv4L9/9CCCGu8SgxFRtGxYYBAGs2GytqjMUVTOllY2mluaHF3NCiO5YBAKTCXRwWJAoNkoyI5nt7cp26l7HvedqxkZZ9q4fz58/bC0CjR49+7rnnPvroo717986ePZvDnAghhBBCt9G1naf++te/EgTxxRdffPfddzc/umfPno8//hgA5s+f3z3p7o59MvMNTQ35fL5MJpNIJB37l3UwGAwAYLFYHJaw98L1Xwgh5IQIgUAcFuS+cJrvm08P2vCh/4evKpYvlIyKJd3lVqVGfyZb+f22prc/5zpm79PQ0AAAgwYNsn8bEhICv1SF7B599FEA+Oabb7hIhxBCCN0KyypT0tr3HOU6B3IiXZsBlJyc/Oqrr37wwQdPPPHE119/fe+99wKAUqn87LPPzp49u337dpvNdv/99y9evLhn0nZNaGhoQ0PDiRMnbpgElJeXd8vxOTk5AHDzzCB0A1z/hRBCvQCPJxw6SDh0kNvsSQBgrmuyTwsSDsb/5rrM19e3urraYDB4eXkBgEwm8/LyKisr6xgQFBQkEAjse2UghBBCzkB38kL73mNAEKKwIFGwUzRpQZzrWgEIANasWUNR1EcffZSdnW1vslNTU/Piiy8CAEEQDz/88OefO8tHi0lJSceOHXvrrbcSEhLGjx/fcTwwMPDmwWq1etWqVQAwffp0x0XsnfRns3H/L4QQ6l0EA3wFA3zlyWO5DtIrhYaGVldXZ2Rk2De7AIDg4OCsrCyr1UqSJADYbDaLxWKfSowQQghxzsYYVf/bDQDAssp12/q/+xLctAIG9UFdWwIGAHw+f9WqVWVlZX//+98XLFjw/+zdeVxU9foH8OfMBjPMwDCAK2KuuaBkmntq4JKa+1op5pZlu5bVza6Zllpp+01/uYHmUqDgguGeGyhuKCqpoOygMAuzMtv5/TFmhkigMGeY+bz/gu95zsznde3W+Mx5vt/Q0NDg4ODw8PDZs2cfP348OjpaLpfXRtCHMG/evObNm+v1+vDw8H79+s2YMaPCsv379y9ZsqRt27bXrl2TSCR3J/zhQQzJ5wnzXwAA4DEce/3Mmzfv5MmTjpUuXbpoNJpff/3V8WtCQgLLsi1btuQsIgAAwD002/balBqvFiF8f7+yqzd1R09znQhcQrWfAHJo1KjRp59+WrNRapxYLN6xY8eMGTOSk5P/+OOP48ePr169+v6yYcOGmUwmR/26descg/3wIDZ1aVlGNuMlcmw4CgAA4Pbmzp27fv36jIyM7t27x8XFjRgxYvjw4T/++OOMGTPOnz/P5/N//PFHIhowYADXSQEAAMhaVFy68yAxjGLGeEtuYfGPG1Ub4yVdO/K8vbiOBhx7yAZQXdG+ffsTJ07Ex8enpKT8+eefDypTKBTDhg2bN2+e4yAwqITx7CViWXFoa8x/AQCAhxCLxVu3bn3xxRfvfpYYOHDgoEGDEhMTv/jiC8dKkyZNPvroI+4yAgAA3KGM3s5aLNJ+3bxaPebVsqk28WjZ9azSuH3yiTiq0tO5eQOIiBiGGTly5MiRIx9UkJOTExgY6MxIdZrh7CUiEj/ZnusgAAAAztO5c+dLly5lZGQoFArHyrZt2xYvXpyQkMDj8Xr27Llw4UJ/f39uQwIAAJjSrhpOpvK8vfxfGE5ExDCKaWMLPlqhiT8gDe8hqBfAdUDgUvUaQE899VQVK1NSUqofhhvo/lQda7OZLvxJRDj/CwAAPA2fz2/duvXdXyUSyeeff/75559zGAkAAOAf7Hblulgi8hs9kK/wc6x5tW4mfbqL7kiKakNc0NzpnOYDjlWvAXT6NPaO8mhllzPsBqMopBE6xwAAAOA6lOtijOeuNFj4Jt/fj+ssAACc0e49Zs7KE9QL8B0Wfu+6/6QRhlMX9EnnZJeuebfHpreeq3oNoJUrV96/yLJsUVHR6dOnd+/ezbLslClTXn/99RqKB67FcDaNMP8FAAAArqTs6o3ShD+IZVW/7Ah8fTLXcQAAuGHXG9RbE4hIMWUUI/zHhq18hdx35AD1ll0lq39t9NWHDL/ap4GDe6heA2jWrFmVXE1KSnr22WejoqI6derUpUuXRwsGrsiIDYAAAMDzuOUIvPtgWeXaGGJZItL9cUr2bB+vlk25zgQAwAH11gSbVucd2lrS7Yn7r/qNiNAdTLLkFOgOnpAN6O38eOAKanIT6B49eqxYsWLGjBkffPDBrFmzvL29a/DFgXPWWyWWvCKeROz1eDOuswAAADgPRuBdme7wybLrWYIAuaRbWGnCH8q1MQ0/m0MMw3UuAACnsuQWahOPEo+nmDqmwgJGKPSfPPL28jWqX3b49HiSJ5U4OSG4gho+BWz48OFEZDKZrl+/HhoaWrMvDtwynE4jInGntgyfz3UWAAAA58EIvMuyG02qTTuJyH/SCPFTHfXJ58uu3tAdPS3tU9WHtgAA3IMyahtrs8kGPS1q2vhBNT49OmnbtzJduqaO+V3x0mhnxgMXUcMNIIVCIRQKLRZL06Z4+NbdGM9h/gsAADwRRuBdliY20abSeLVu5tO7CzGM//PDin/cqNoYL+nakeftxXU6AAAnMZy+aDx3mecjkU8cWnmlYurY/HnLSvcclkX0EDZp6Jx44DpquAF0+vRpi8XSsGFDmUxWs68M3GLNFtOla8Qw4jAcAA8AAPA3jMBzxVpUXLr7EDGMYtpYx8yXtF83beLRsutZpXH75BOf4zogAIBT2O2q6O2OH4sW/e9fyxkBnzVbVBvj6334Si0nA5dTkw2gtLS0GTNmEFG7dugRuBvjhXTWbPFq9RhfjtYeAEBdZbp4lRF7YYvcGocReE4o129jLVbpM93//keaYRTTxhZ8tEITf0Aa3kNQL4DTgAAAzmAvM1tL1ERk1xvMmdlVvMuSX1SbocBFVa8BFBQU9KBLZWVlWq3W8fPcuXMfKRS4HuOZS0Qk7oz5LwCAusp8M7dw0Q88kbDxdx/zFXKu47gVjMA7n+niVUPKBZ7Y2/+FYfeuO8bB9EdTVBviguZO5yoeAIDT8MTewd//16YurdZdgiC0yD1R9RpAxcXFlRcIhcJly5YNHjz4ESKBKzKev0xEEmwABABQZynXxpLdbjeVqTbGB745hes4bgUj8M5mtyvXxRCR35hBfH+/chcVk0cYTqXqk87JLl3zbt+Ki3wAAE7FV8jx1Q5URfUaQL///nslV2UyWVhYmI+Pz6NFApdjzs633lby5b6iZk24zgIAAA9Dn3TOdPkaXya1m8p0R0/Lnu3j1boZ16HcBEbgna808ag5O19QP9B36DP3X+Ur5H6jBqi37Faui2n0xfvE4zk/IQAAgAuqXgNo0KBBtZQDXJnxTBo5zv9iGK6zAABAtbFmi2pDHBHJXxhmLVZqYhNLVv/WaNl7+Ld6FWEE3qXY9QbNr3uISPHSaEZY8UdZvxH9dQeTzTfztAdOyAb0dm5AAAAAF1XDp4CBm7EWq5TrYqyFxYT5LwCAOksTv996q0T0WLAsogdrser/OGXOzNb9cUrarxvX0eoGjMC7FPWW3TatzrtDa8lTHR9UwwiF/pNH3l6+Rr15l0/PzjwfsTMTAgAAuKbKGkAZGRkP/botWrR46HvBdSjXxRhOphJDDJ/vHdaG6zgAAFBtNqVaE7ePiBTTxhCPx3iJ5M8PK/4+WrUxTtItjCfGmeX/DiPwrsOSW6jde4x4PMXUsZVX+vTopG3XynT5mjpmj2LKaOfEAwAAcGWVNYBatmz50K/LsuxD3wsuwnTxquFkKhERS/wAOf6SAABQFyk3xLNlZp8enbzb3dkNV9rnKd2+46b0DM32vf4vDOc2Xp2AEXjXodq0g7XZiCh/zudVvEWb8Ifvc+GCAGyPCgAAnq6Gd8WTyWShoaGhoaE1+7LgfKztzvkawvqBRGRTamxKDdehAACgesqu3tAfO+0Yh/l7lWEU08YQw5TuOGApuM1dOoBq4/v7VXfvKr5cxvCxDzQAAEClTwCp1er7F6Oiot555x2GYcaOHfvCCy80b95coVBkZmb+/vvv33zzjdFofPvtt6dPn15rgcFJdPuOOc7XIKGAiFirVfXLjsA3JnOdCwAAqoxllWtjiGX9RvQX1Au494qoeYi0T1fdHydVG+PrvTeDq4CuCSPwrixg5oSAmRO4TgEAAFAnVdYA8vPzK7dy8uTJOXPmeHl57d+/v2fPnnfXGzVq1Lt37ylTpnTt2nXWrFmPP/547944cKEOs+sN6q0JRCQf+2zx/35hREJiSXfklHRAT+82+GgLAFA36A6fLLue5TgS+/6r/pNHGk6lGk6eN6ZeEYe1dX48l4UReAAAAHBL1Xsg9osvvrDZbIsWLbq3+3NXq1atPv/8c5vNtmzZshqKB9xQb71zvgYjEhHLerdr6TssnFhWuTaW8NEWAKAusJvKVJt3EpFi8gjGS3R/AV8uczSGlOtiWZvd2fncC0bgAQAAwPVVrwF07NgxIurfv/+DCp555hkiSk5OfsRYwCFLbqE28RjxeIqXxpjSrhKRd2hrv9ED+Qo/c2a27sgprgMCAMC/08Qm2pQar9aP+fTu8qAa3+H9hQ2DLLmFun3HnJnNxakr8u233/J4PD6fP2HChPj4+IsXL+bl5R09evSjjz7y8fFxjMBfvHiR6+wAAAAAD1S9BpBjV6BKHm82m81EpNVqHzEWcEi5Ppa12WQDe4uaNjal/UlE3qGted5e/i8OJyLVhji70cR1RgAAqIy1qLh01yFiGMW0cZXsmMsI+P6TRhCRassuu1bvxIAuze8+6enpjhH4I0eObNmyZfjw4aGhoY7598WLF587d04qlc6aNcvxPRlwovjHjTkzPrQWq7gOAgAA4Loq2wPofo0aNbp58+ahQ4eeeOKJCgsOHjxIRMHBwTUQDbhgSLloPH+F5yORTxhiU2osBbd5ErFX8yZEJO3TVfv70bJrNzVx+/yfH8Z1UgAAeCBl9HbWYhHUCzClXXU8y1kJno/ErjOof9ujmDbWOfHqnKqMwM+ePXvZsmXYA5ETprSrukPJRKSK3h40ZxrXccBzGS/8KQiUCxvV5zoIAEDFqtcAGjx48E8//fTf//53wIAB9w+6X7p06eOPP3aU1VhAcCLWalNt2E5E8glD+DKp7o9TRCRsVM9uKuNJxMQwiqljCj5aUbrjgPSZ7sIGQVznBQCACthNZYZTF4jIeqtEtTG+infpjpxCA+hBMALv0ux25bpYx4/6pHOyKxnebf9xYIXx7CViWXFn7NAEtct0JaNo0Q98f9/G337ME3tzHQcAoALVawB9+umnO3fuzM3N7dq16+uvvz527NhWrVoR0bVr12JjY7///nuj0RgcHPzJJ5/USlioZaW7DlnybwmDG8gGPU1Eji+Ny65nFX+/od77LxORV+tm0j5P6f44pdoYX+9dHBsMAOCKeN5eQW9NMd/Mq9Zd3u33j7RFAAAgAElEQVQe/ugrt4cReFem3XvMnJUnqBfg07uzZtte5ZrfGn0xj3h3djkwZ+cXLVtFRI2+/EAU0ojTpODWWFa5LoZY1qbUaGITHdO1AACupnoNoMDAwC1btjz33HNqtfrLL7/88ssvyxX4+/v/+uuvAQEBNZcQnMSm0Wq2JRKRYspohs8nItPFPx2XDCkXjKnp4rA2ROT/4nDDyVRD8vm7KwAA4Gp8enepZO9nqC6MwLssu96g3ppARIopo8Sd2uuPnTHfzNUeTJL17+UoUK6JIZudiEr+b2vDxe9wmRXcmvZgkjkzh+8rtWn1pbsPyfr3EjQI5DoUAEB51dsEmoh69eqVkZHx9ttvy2Sye9flcvn777+fmZnZo0ePmosHzqPatMNuMEq6dBB3akdE1lsljp0U+TIp3dkZ2k5EfIXcb9TAe1cAAADcm2O2/b///W9aWtr9V118BF6j0Zw8eXLz5s0///zzN998s3Llyo0bNx4/flylcof9ktVbE2xanXdoa0m3JxiR0P/FEUSk3rzLbjASkSHlgunSnT2wytIzDCdTucwK7stuNKk37yIixfTx0n7dWItVGb2N61AAABWo3hNADgqF4uuvv/7666/z8/OvXr0qEolatWoVFIQdYeow88083cFkIjJn5+fP+4KIbCoNERExPD+Z3VRmySnInb2A7ycjIrJaiciSU6A7nCyLqGA7TAAAAHdSF0fgrVbr6tWro6Ojk5OTKxxeYximW7dukZGR06dPF4lEzk/46Cy5hdrEo8TjKaaOcaz49HpSm3jEdPm6JuZ3+QvDlWt+IyKGxyOWZVm2ZM1v4ifbMUIhp6nBDal/22NTl3o93tynZyfv9q0MyecNpy4Yz18RP9GW62gAAP/wMA2guxo1atSoEaap3YG16DaxLBFZb5XQrZJ7rrCW3ALHT7YSla3kH98WWvNvOS8iAAAAR+rcCHx+fv6AAQMuX7587yLDMD4+PhaLpaysjIhYlk1OTk5OTv7666937NjRpk3dG+tWRm1jbTbZoD6ipo3vLiqmjs1//4vShMMsyzqeZZYO7sMQU7r7kE2pLt1x0G/MIO4igxuyFhZr9/xBDKOYNpYYhi+X+Y0eqPplh3J9bKPlHzr2VQAAcBGP1AACtyHp9kTjb+azZrPjV8PZS+otu4ko8M1IUXADIlKu+dX0501pryd9R/x1BgrDE2IzRQAA8AyOEfhFixatWbPm3s2e5XL5rFmzPvjgA7lczmG8exmNxpEjR16+fFkoFA4ePHj48OG9evUKDAz09/fn8/lEZDabc3Jyjh8/vnv37l27dl27di08PPzChQuBgXVpyxLD6YvGc5d5PhL5xCH3rouaBcue6a49cEK76zARMWIv/7GDScDXHz5l0+vVMb9Ln+nOV/hxExrckXJdDGuxyiJ6erUIcaz4DovQHUyy5BZq9x7zHdyX23gAAPeqbA8goVAoFAq7d+9ebqUqaj851DBhcANR8xBR8xBh4wbaxGNExBN7S59+yrEY8Ookhs/XJZ0ngcCxImoWzPCrvYcUAABAHeUYgS8tLc3Lyzt06NDx48dv3bqlUqmWLl3qOt0fIlq8eHFKSopCodi3b198fPz06dPbtGkTGBjI/+tJBJFI1KJFi8jIyK1btyYnJ4eEhBQUFCxbtozb2NXCWm2q6O1EJJ8wxLFZ4b3kLwxjBAKWtRORYtJInsyHJ/aWTxpGRKzFotoQ5/zA4K6MF/40nEnjib3lE4feXWQEfP/Jo4hIvWW3XavnLh0AQHmVPQFktVqJyGazlVsB96belujYAEj8ZHtiGMeiMLiBbGDv0j1/KNfFNFjwJqcBAQAAuOTiI/AxMTFE9Nlnn/Xt+++PHnTo0GHVqlWDBw+Oj4+/f7StWtRq9cSJE4uLi6tYn5ubS0RFRUVdupQ/sY5hmA8//HD06NH3LhYWFr744osajYaIbOpSm1LNCIXCG0n0X6Zcva1EzVqtt02Gt0/vL7uRRB/d+TBjySlkLWY6+Jto9fL/LPykktevbh7Ue2Y9a7Or1scSkd+4wbfLjC9GjL633lJwmzUaeX/ECoMUrpkf9ahHfRXr71+vw9gHO3z48OHDh8+cOXN35ViVVfKyUM67775LRI0bN+Y6CMuyrOW28uYL79wY89qNMa+V7v3Hn6NNp89+6f0bY17Tn0rlKh4AAHBIoVAQUUlJCddBoDJeXl5EdOXKlSrWGwwGPp/v7e39iO975coVfs1td/LOO++Ue/1Tp04xf30vVVm93Z7/wZc3xrwWHz7ugdWP8vqoR/1f9Zpdh26MeS3ntQV2s8UV8qAe9aivpXp3+vzDsBUdDAHO9N5773311VeNGzd2fBXGrdvL1+iTzjEiAWu2Nv5+gbDhPw53K93zh3LNb4L6gY2/mc8IsYEUAIBnCQgIUCqVJSUljk9C7soxyd65c+fk5OR7V6rCYrHUVqwqq1+//q1bt3bt2jV06NB/ryZKT09v27Zt/fr1CwsLH/Gtb968WVJS8u91RET07bffbtiwoV69egkJCeUu8Xi8Dh06CATlP2lkZGSo1Wp1zB7DqYve7VoqXhp9f73+aMrtb6OISNSq6bXzF3R8Xr33Z/AkEkelMnq7Ke0aj6FeH70jf6Z7ha9/f9TK86DeM+t5JnPuGwvtWn29D1+RdA6tsF4Tt09/4py4VdN+P3zuavlRj3rUV72+fv36bvP5p2b+Ds+ybHZ2dlBQkOSv/75CXWRKz9AnnyehgDVb+Qq/ct0fIvId9LRu33Fzdn7p7kN+IwdwEhIAAKBW1fUR+D59+sTExHz33Xfh4eFisbjyYpvN5pj86tq166O/9WOPPfbYY49Vsbh+/fpEJBQKO3fuXMVbWrRoYc7Myb9eRAH1G745U9io3t/Xysz2MjNrtijXbyMihs8LeHkCb53QdPm6LD0/YOYER5W1afO81xeyVmvphjjfHp143l7lXr+KSVCP+pLNsXat3rvD447uT4X19jZtc19faC/Wm89dFjzVsVbzoB71qHdmfd31MA2ggwcPHjlyZM6cOb6+vkSUkpIybty4rKwsoVA4aNCg6Ohof3//ms4JtY9llWtjiWXFHdoYz6aJOzxeQQ2Pp5g6tnDhd5rYRGnfrnx/HKIBAADu5vDhw0Qkk8nurhw7doyzNNU3f/78hISEvXv39u3b95NPPgkPD/f29r6/zGKxHD16dOnSpfv27WMY5q233nJ+1Ieg2rKLWJZYtuDDryopY232gve+cPys3Xfcb0R/Qb0AIhIE+vuNiFDHJtpLdaVx++QTn3NGaHA7lpwC7f7jxOcppo6ppIznI5GPG6Jc+5ty/TbxE+3w+DwAcK7a/xp6+eWXf/75ZyJ69dVXfX19DQaDo/tDRBaLZdeuXX369Dl37tz9T1WBi9PuP27OzBYE+vO8BETk1a5lhWXeHVpLnupoSLmg2rQz8LVJzs0IAABQ6+7fO7lXr16cJHk4YWFh69evnzBhQkpKytChQyUSSZcuXYKCggICAmQymU6nUyqVxcXFZ86cKS0tddyyaNGiiIgIbmNXkSikYdmfNyq8xNpZ1mQklohheJK/H33iK/yYe5708Rs9SLv/hE2j1WzfJw3v4WgMlWO9VaJcG+M7tJ93hd+HgccrWfsb2ezCxvWNZy8Zz16qrNRmZwR8a1Fx6e7DfiP7OysgAEDFqtem2b59u6P706pVK5FIREQxMTFZWVkNGzbcvHlzaWnptGnT0tLSNm/ePHny5FrJC7XDrjeqN+8iImGThsbUdCKy5BZq4vZVWMyXy4hId/ik7Nk+Xi1CnJkTAADAdbjsCPy4ceMUCsXcuXNTU1MNBsORI0ceVNmhQ4clS5ZUcbcgV+A/aaT/pJEVXrr11WpD8nkiEj/ZTtTkH8e0le44cO+vopZNjWfSWJtNuT623ryX73+pkjW/Gc+kmW/mNv72Y8ZLVHPxwR1Yb5WYLl4lIktekWpjfBXv0h1MQgMIADhXvQbQ//73PyKaOnXqmjVrHBtl79y5k4jef/99x9dln3/++csvv7xhwwY0gOoWQ8oFW6mOiIznLjtWSnce/Jd7WFZ34AQaQAAA4CHq1gh8RETE+fPnU1NTExMT09LSbty4odPpDAaDWCyWyWTNmjVr3779wIEDO3XqxHXSGsKyhlMXHT8az1wynqn0oYy/GE9fJLudeLx/LF7403gmjYisxSpN/H75+CE1HhbqNEGQQjFtnE1ZwX6xlfBu36qW8gAAVF31GkBXr14lojlz5tw9Ju3o0aNE9Oyzzzp+7d+/PxFlZmbWZEaofZIuHeRjB7NWqyWvyJByQVA/wKfHk/9yD8NI+9bAhpEAAACur46OwIeFhYWFhXGdwkkYPsPaq3kPr/y59azNplz7GxH59HpSf+KcJn6/NLyHINCFWnvAPYbxHVJ+UBQAoE6o3seUW7duEVGjRneeqs3KyioqKgoMDHz88TsD0nK5nIjy8vJqNGTN0Gg06enpmZmZOp1Or9d7e3tLpdJmzZq1a9fOpb6y4wRPKpFPHEpEyvWxRCR9prt87GCuQwEAALgEjMDXAQwjHzvYfDO3WjcJmzYq9/iPds8RS26hsEFQ4OuRRIz++BnVhrigd6bWaFYAAABuVK8B1KRJk2vXrhUWFioUCiI6dOgQEfXu3ftuwc2bN4moXr16D3gBDlit1tWrV0dHRycnJ7Mse38BwzDdunWLjIycPn2641OdJ3NsrOjVujnXQQAAAFwFRuDrBL8xgx7xFew6gzr2dyJSTB3DCAX+kaMMpy/qj5+RDXra+wGHYwAAANQhvH8vuUfbtm2JKDo6mohYll27di0RDRny92j0pk2biCgkxFX2hcnPzw8LC3v11VeTkpLudn8YhpFKpV5ed86DYFk2OTl59uzZoaGh6enp3IXlHmuxmm/mEsN4tXSVP0EAAADOYQTeQ6g27bBr9eKOj4s7hxKRIEDuN6I/ESnXxVBFXyICAADULdVrAL355ptE9MUXX4wdO3bgwIFHjx719vYeNmwYEV29evU///nPt99+S0Tjx4+vjazVZTQaR44cefnyZaFQOHz48NWrV1+5cuX27dsWi0Wr1ZpMprKysuvXr0dFRY0fP14ikVy7di08PLy4uJjr4JwxZ2SzFqsopNG9h6cCAAB4uDo9Ag9VZMkp0B44QXye/0tj7i76jRwgCFKYb+TqDiZzmA0AAKBGVK8BFBER8fLLL7MsGxsbu3//fiKaO3dugwYNiGjDhg1LliyxWCytW7eeOXNmrYStpsWLF6ekpCgUin379sXHx0+fPr1NmzaBgYF8/p0N/0QiUYsWLSIjI7du3ZqcnBwSElJQULBs2TJuY3PI9GcmEXk93ozrIAAAAC6kSZMmRFRYWOj4tU6MwEN1KdfHks3uO7ivKOTvI+QZkdD/xeHkeDjIYOQuHQAAQA2oXgOIiFatWrVp06ZJkyaNGDFi5cqVixcvvnupYcOG06ZNS0lJ8fb2rtGQDykmJoaIPvvsM8d8fuU6dOiwatUqIoqPj6/1ZK6q7OoNQgMIAADgn+rcCDxUlyH5vDE1nSeVyMc8W+6ST+8u3m1b2DRazbZETrIBADw0zY4D+qMpXKcAF/Iwh5U+//zzzz//fLnF+fPnL1q0qCYi1RjH4az9+vWrYn3fvn35fH5OTk4tZnJtZVdvEnaABgAA+Kc333xzx44dX3zxxfXr1zUaTbkR+PXr17vUCDxUF2uxqjbGE5H/88N4Mp/7CxTTxuXPW1a665A0vKewEZ7zAoC6wXDqgip6O/F5omZNhMENuI4DLqHaTwA9yN09lV2Hn58fEWVkZFSxPisry2azOe7yQNZbJTaVhi+TChsEcp0FAADAhdStEXiortIdByyFt4VNGkr796qwQNQsWPpMd9ZqU23Y7uRsAAAP5+9/ZdnsJWt+4zoOuIqHeQKIiLRa7dGjR0+dOnX79u169eotWLAgLy8vKCjIpY5R79OnT0xMzHfffRceHi4W/8uuxjab7csvvySirl27OiWdy7lzAPzjzeivI04AAADAYdWqVf369UtISNBqtYMHD541a9bdSw0bNhw8ePDXX3/tIiPwUC02dakmbh8RKV4aw/Af+M2o/4vDDcnnDSkXjecuizu1c2JAAICHUbrroKXgtjC4gU1Varr4p+H0RUmXDlyHAu49zBNAP/30U0hIyNChQxcuXPi///0vLi6OiLZs2dK4ceMVK1bUdMKHN3/+fIlEsnfv3r59+yYkJJhMpgrLLBbLwYMHBw8evHbtWoZh3nrrLSfndBF3NgBqjQ2AAAAAKvD8889v2LAhLi7u3u7P/Pnz8/Pz16xZ4+vry2E2eGiqDXF2o0nS/QlxWJtKyvh+Mr/Rg4hIGbWNtdmclQ4A4GHY1FpNbCIRKaaOkU8YQkTK9bGsxcp1LuBetZ8A+vTTTxcsWEBEPB6vefPm169fd6zzeLzi4uK5c+fm5eUtX768hmM+lLCwsPXr10+YMCElJWXo0KESiaRLly5BQUEBAQEymUyn0ymVyuLi4jNnzpSWljpuWbRoUUREBLexuWL6EztAAwAAVI8LjsBD1Zkzc3RHUojIfCM3f94X/1JttRKRJbdQdyBJNrD3vxQDAHBH9Uu83WiSdO0oDmvrHfq4bv8Jc3Z+acJhvxH9uY4GHKteA+j06dOO7k9kZOTy5csDAwOZv8aFXn/9daPR+NFHH61YseKFF17o3LlzzYetvnHjxikUirlz56amphoMhiNHjjyoskOHDkuWLBk6dKgz47kOtsxszsolPk/UAieYAAAAVKxOjMBD1VlLVMSyRGQtKq7GXbeVtZYIAOBRmTNzdIdPMgK+/+RRRMTweYqpYwoXfq+J+V3a5ym+v4fueAsO1WsAOQ65GDp0aFRUVLlLQqHwP//5T35+/o8//rh8+XLHeaiuICIi4vz586mpqYmJiWlpaTdu3NDpdAaDQSwWy2SyZs2atW/ffuDAgZ06deI6KZfKrmeRzS5q3oTnjW8yAQAAKvDTTz/95z//UavVjl+feOKJBQsWbNmyZenSpR9++OGcOXO4jQcPQfJUx8Y/LGANxmrcIxCImjSstURQh9l1hsL/fiNqFhz4RiTXWcCDsaxybQyxrO+wCGHDIMead4fHJV06GE5fVG3ZFfjqi9wGBG5VrwGUnJxMRO++++6DCmbOnPnjjz9euHDhUXPVtLCwsLCwMOe8l9VqXb58uUqlqmK947kki8VSm6H+hWMHaO/HcQA8AABABerQCDxUi7BBENcRwE2of91tzs43Z+f79HxS3DmU6zjgofTHTpvSM/hymd/ogfeuK14aY0y9ojuYLBvQ26tlU67iAeeq1wDKyckhojZtHrhJXpMmTYjoxo0bjxirTktNTf3ggw+qe5dOp6uNMFWEHaABAAAepM6NwAOAk1lyCkoTjzp+VkZtbxTWlhHwuY0EHog1W1S/7CAi/xdH8MT/OJhS0CDQd0g/Tfx+5dqYhp/NwbnPHqt6DSA/P79bt27l5OQ0aNCgwoLLly8TUdOmrtVTzM7OTkpKSktLa9CgQd++fUNDK27JZ2VlOU40e8SDwJ588smNGzfm5uZWsT4hIeHIkSNcnh7CsncaQNgBGgAA4D51cQQeAJxJGbWNbHbZwN6mKxmWnAJtwmHf4R56sAxwSLNtr7VYJWreRNqv2/1X/cY+qzuSUnb1hv7EWZ9e+LrCQ1WvAdS1a9ddu3Zt3LjxqaeeqrBg586dROS0Yat/ZbVaFy5cuGTJEttfB3YyDDN69Og1a9b4+ZXf/io9Pf3tt9+mR24AMQzz4ovVGK0sLi4+cuQIn8/ZtwSWwmJbqY4vlwnqBXCVAQAAwGXV3RF4AHACQ8oF4/krPB+J/PnnzDfyij79Xv3bHp8+T/Hl3H2/C57HWqzS7DxADKOYOrbCB3x4Ym//ic8V//SLKnq7pEsHxgvHF3giXrWq3377bYZhfvjhh59//vn+qzt37vzqq6+IaNSoUTWT7pFNnDhx8eLFNpuNYZiQkBAfHx+WZWNjY/v27VtSUsJ1OldRdjWTiLywARAAAEBFMAIPAA/CWm2qDXFEJJ8wlC+Tijs+Lu4cajea1Ft2cx0NPIsqejtbZvbp3dm7bYsH1UjDu3u1bGotUWvi9zszG7iO6jWAIiIi5s2bZ7fbX3755c6dO7///vtEpFQqv/7663Hjxo0cOdJut48bN278+PG1k7Z69uzZExsbS0SzZs0qKSnJyspSq9Vr1qzx8fFJTU195ZVXuA7oKhw7QGMDIAAAgAo5nhp2tIEq5Joj8ADgBKW7DlrybwmDG8gG9XasKKaOYYQC7YETZRnZ3GYDz1GWnqlPOseIhP4vDK+sjmEUU8cQw2ji9llvK52VDlxI9UbAiGjx4sVisfjLL788e/bs2bNniSg7O9tx9CnDMJMnT/7uu+9qPuZD+emnn4ho9OjRK1eudKwIBIJp06a1bNkyPDw8JiYmNjZ2zJgxnGZ0CWVXbxI2AAIAAHiAOjcCDwDOYVNrNdv2EpHipTHMX/s5CBsEyZ7tU7rzoHJdTMNF72C3Xah1LFuy5ldiWZ7URxW9/V/Led5edqNJ9cuOoLdfqv1w4Fqq3QASCAQLFiyYOXPmypUrL126dPXqVbVa3bp16zZt2kyaNKlHjx61kfLhpKenE9E777xTbr1Pnz7vvvvusmXL5s2bN2zYMJHIo6cfWYvFklNAfJ5XsyZcZwEAAHBFb7/99u7du3/44YfQ0NCZM2eWu+qCI/AA4ByqX+LtBqPkqY7iJ9reuy4fP0R/9LTjoQyfnk9yFQ88hN1gsmQXEJFNqdYnnaviXWXpGbUZClxUtRtADo0aNfr0009rNkqNy87OJqLWrVvff2n+/PnR0dGZmZk//vjj/R0ij2LOymdtNlFII2wDBgAAUCHHCPyyZctefvnllStX9u/fn/4agT9x4sS2bdtcagQeAJzDfCNXd/gkI+D7Tx5Z7hJP7C2fMLRk1WZV9HZJ51B8zIZaxfMRN1z6nqXwdrXuwtf/nukhG0CVs1qtAkGtvHK1+Pv7FxYW5uXl1atXr9wlqVS6dOnSKVOmLFy4cPz48Y0bN+YkoSswZ2QTkag5/v8PAADwQHVoBB4AnIFllWt/I5b1fe4ZYaPyf9cgIln/nrr9x8sysjU7DsjHDXZ+QPAoombBombBXKeAOqBKm0DbbLarV68eOXIkMzOz8kqTyRQfH39/w4UTHTt2JKKvvvqKZdn7r0ZGRg4YMECj0UybNu3uIfEeyHwjl9AAAgAAqJRjBP7q1asff/zx6NGjQ0NDg4ODw8PDZ8+effz48ejoaLlcznVGAHAe/bEzpisZfD+Z3+hBFVf8dRq3Zvte7LYLAC7iX57TMZlMH3744U8//VRWVuZY6dSp08qVK7t27UpEFy5ciIqKOnPmjEaj0Wg0er2+uLjYbrfXeuqqmTRp0t69ezdt2uTl5fXtt9/KZLJyBT///HOHDh327t0bGRn5f//3f5yE5FxZJp4AAgAAqJI6MQIPALWNNVtUm3YQkf+Lw3kS8YPKvNo09+nRSX/irGrTjqC3XnJePgCAB6isAcSybERExIkTJ+5dPHfuXERExPHjx4uKioYPH24ymWo54cObNGnS+vXrDx48uG7dus2bN3fs2PGll1569dVX7xY0bdo0Kipq4sSJmzZtOnz4cNu2bSt5NbfEWm2WnAJiGFFTzx2CAwAAqBEuMgIPALXNcYS2sElDyVMd7XpDJZV+owcaTqXqj53xfbaP1+PNnZYQAKBClX1M2bp1q6P789hjj82cObNly5aFhYW//vrr8ePHZ8yYoVKpTCaTRCIZOnRo06ZNxWKx1WqVy+WNGzfu16+fk+JXimGYXbt2zZ49e8OGDSaT6dSpU08+WX4T/lGjRiUkJIwdOzY/Pz8/P5+TnByyZOezFqswuAFP7M11FgAAANdis9kyMjIKCwuDg4ObN6/sb24mkykxMXHq1KlKJQY9ANycXWfQxO8nIktOQfbU96t4l+qXHQ0+fbs2cwEA/LvKGkBRUVFE1K5du+Tk5LvzU2+88caYMWO2b99ORM2bNz9x4kT9+vWdEPThiMXidevWLVy4MC4uLjs7u3379vfXRERE5OTkREVFbd68+fr160VFRc7PyZWyGzlEJMIO8AAAAPeo0yPwAFC7eIwgSGFTlVbrJkGQopbiAABUXWUNoIyMDCKaM2fOvbvnMAwzb948RwPoo48+cuXuz10hISFvvvlmJQVSqfS111577bXXiEiv1zsrF/fMmTlE5IUNgAAAAP5S10fgAaBW8STixt/M5zoFAMDDqKwBlJWVRUQtW7Yst966dWvHD+3ataulWBzy8fHhOoLz4Ax4AACAcur6CDwAAABAhSprAJnNZiLy8/Mrt65Q3HmCUSx+4Kb34PpYm92cnU8MI3osmOssAAAArsINRuABAAAA7vfvZ1UwDOOEHOB8ltwC1mwRNgzi+aCRBwAAcIfbjMBnZ2cnJSWlpaU1aNCgb9++oaGhFZZlZWXFxcUR0VtvveXcgAAAAOBUOKzUczk2AML8FwAAwL3cYATearUuXLhwyZIlNpvNscIwzOjRo9esWXP/k93p6elvv/02oQEEAADg7nhcBwDOmO8cARbCdRAAAAAX4gYj8BMnTly8eLHNZmMYJiQkxMfHh2XZ2NjYvn37lpSUcJ2uLrDbDacv2vVGrnMAAADUJDSAPFcZngACAAB4gLo7Ar9nz57Y2FgimjVrVklJSVZWllqtXrNmjY+PT2pq6iuvvMJ1wDpAE7f/1tJVxT9Ecx3EU9j1xvx5XyjX/sZ1EAAAN4cGkKdiWcvNPCLyaoYdoAEAANzHTz/9RESjR49euXKlv78/EQkEgmnTpiUkJPD5/JiYGEd7CB7EptRotiUSkSHlojH1CtdxPIL6tz3mzOzShD9Ml69xnQUAwKgmm28AACAASURBVJ39ewPo6aef9r9PJZfuLQCXZckrspvKBPUCeDIPOvYeAADA7aWnpxPRO++8U269T58+7777LhHNmzfPMeYGFVL9ssNuKuP7SolIuS6Wtdm5TuTmLHlF2j1/OH5Wro0hO/4HBwCoLf/eANJqter7VHLp3gJwWZj/AgAAcEvZ2dl0z5bV95o/f37Dhg0zMzN//PFHp+eqG8qu3tAdOcUIBQ0+fVvYqJ4lt1CbeITrUG5OuT6WtdmkfbsJghTmm3naA0lcJwIAcFuVnQL2wQcfOC0HOJnjCDAvNIAAAADci7+/f2FhYV5eXr169cpdkkqlS5cunTJlysKFC8ePH9+4cWNOEroullWuiyWW9R0eIQxu4D951K1lq9RbE3ye7sKXSbkO556MZ9KM5y7zxN7+k0eaLl+7vWKtevNOn55P8nxcfat1AIC6qLIG0JIlS5yWA5zszhnwzdAAAgAAqMDTTz/N5/Ore0mlUtVmqCrp2LFjYWHhV199tXHjxvu3so6MjNy4ceO+ffvu7grESUjXpDtyquzaTb5c5jdyABFJnuogfqKt8fwV9daEgBnjuU7nhlibTRm1nYjkE4bw5TKfnk9qfz9qunxNHbNHMWU01+kAANwQNoH2SCxrvplLaAABAAA8QN0dgZ80aRIRbdq0afr06Vqt9v6Cn3/+WSaT7d27NzIyUq/XOz2gi7KbylS/7CAi/8kjeWJvx6LipTEMn6/de8yclcdpOvek3X3Ykl8kbFxfNrivY0UxbQzxeNqEPyz5RdxmAwBwS5U9AQTuylJw224wCgLkfLmM6ywAAACupa6PwE+aNGn9+vUHDx5ct27d5s2bO3bs+NJLL7366qt3C5o2bRoVFTVx4sRNmzYdPny4bdu2NfK+BQUFTz/9tFKprGK9wWAgItfpQGm27bUpNaLmIdI+Xe8uCoMbyAb1Lk34Q7k+tsGCNzmM535sGq069nf6q8vmWBQ9FiwL76Hdf1wZtb3+h69wGhAAwA2hAeSJzDccO0CHcB0EAADA5dT1EXiGYXbt2jV79uwNGzaYTKZTp049+eST5WpGjRqVkJAwduzY/Pz8/Pz8Gnlfs9lcXFys0WiqdZfdNY58st4qKd15kBhGMW0M/XNuTj5hqP7oGdPFq4aTqZJuYVwldD/qzbvseqO4c6i4U7t71+XPP6dPOuvYG6jcJQAAeEQYAfNEf20AFMx1EAAAAKh5YrF43bp1mZmZ33777dy5c7t27Xp/TURERE5Ozg8//NCrV6/69es/+ps2bdq0qKhIWWVvvPEGEclkLvEwsjJqO2uxSPt09W7Totwlno9EPmEIESmjt7MWCxfp3JD5Zq72YBLD5yumjCp3ie8nk495lv46HYyLdAAAbgtPAHmiO2fAt8ATQAAAAG4rJCTkzTcrm1qSSqWvvfbaa6+9RjU0iuXl5eXl5VX14kd/xxphSrtqOHme8RLJn3+uwgLZwN7avcfM2fmluw75jRro5HhuSbk2lux22bBwYaMKmo+yof20+09Y8oq0e/7wfS7c+fEAANwVngDyPCzrGAHzwg7QAAAAQEREPj4+XEfgiN2uXB9LRPLRgwSB/hXX8HiKqWOJSBObaFNWb8YN7qc/cdZ0+RrfVyofO7jCgrtPBql/22Mr1Tk3HQCAO0MDyONYbyvtOgNfLuMr/LjOAgAAAM724YcfLlq0iOsUrkK777j5Zp4g0N/3uWcqKfPu0FrStaPdVKbavNNp2dwSa7aoNsYTkfz5YTwf8YPKHHsD2fVG9ZZdTkwHrqLs2k1LwW2uUwC4IYyAeRxzVj4RiR7DBkAAAACeaOnSpYGBgR9//DHXQbhn1xvVW3cTkbBJw9I9f1RezPfzJSLd4ZOyQU97tWzqjHzuSBO/33qrRPRYsCyiR+WVipfG5F/4U7vvuKx/Txxd4lHMmTkF81fwZdLG3/+XJ/bmOg6AW0EDyONYsvOJSBTSiOsgAAAAAFwypFxwTBgZz102nrtcpXtYVncwCQ2gh2PXGTRx+4jIfDP35vjKNqi6l2rzrvofza7NXOBKWFa5LoZsdpu6VPPbHv/I8tuEA8CjQAPI45iz84lIiAYQAAAAeDbJUx3k4wazFms17mEYad8KTlWDqmBZO0/sbSszV+sunrer7BcOTqA/cc50JYPnI7EbjKUJh6UDegsbBnEdCsB9oAHkcSw5BUQkCmnIdRAAAAAALvF8JPIJQ7lO4UH4MmmT1Z9znQJcF2u2qDbGEZEicpTpaqbuQJIqalu9D2ZxnQvAfWATaM/C2myW/CJiGGHjBlxnAQAAAAAAuEMTt896WylqFix9ppv/C8N5ErHh9MWqjmcCQBWgAeRBbKW6sj9vsFabsEEg4yXiOg4AAABwoHv37p07d+Y6BQDAP1hL1Jr4/USkmDqWeDy+n8xvzCAiUkZtY202rtMBuAmMgHkKu06f+8rHZLcRNgACAADwYElJSVxHAAAoTxW9nS0z+/Tq7N2upWPFd+gzugMnLLmF2sSjvkP6cZoOwE3gCSBPcfubdazZwlrthCPAAAAAAADAZZT9mak/cZYRCf0njbi7yAj4jlPA1FsTbFodd+kA3AcaQB6hLCPbeD7979+FePILAAAAAABcAMsq18USy/qNHCAIUtx7RdKlg7hTO7veoN6SwFU6AHeCBpBHuP31WiLi+8mIxyMi7Z6jXCcCAAAAAAAg7cGksutZggC534j+919VTBnN8PnafcfMWXnOzwbgZtAAcn/aAyeshcVEpHh5ArEsEVlVau3eY1znAgAAAAAAj2Y3mtRbdhORf+SoCo+pEQY3kA16mux25bpYp6cDcDdoALk51mpTrY8lIq8WTQUB/sSyjJeQIVJGb2MtVq7TAQAAAACA59LE/G5TabxaN/Pp+eSDauQThvBlUlPaVcPJVGdmA3A/aAC5OeXa3+zGMmKYoHenW7LziUgc1p5hGNZkLln9K9fpAAAAAADAQ1kLi0sTDhPDKKaNJYZ5UBnPRyKfMISIlNHbWYvFiQEB3A02A3ZnNpVGu/8EEUn7dhUEKczZBUTk1SqELxNrDyTpDyXLxw0WBPpzHRMAAAAAADyOMiqWtViFwQ3MN3LNN3IrL2a8RNai4tKdh/xGD3ROPAD3gwaQO7v91Rqy23kiUcCsiURkycknImFII99hEfrjZ+wm8+0Vaxt+PpfrmAAAAAAA4Fls6lJDykUisuQWlqzaXMW7tPuPowEE8NDQAHJbpivXTX9mEpH/5OGMUEhEjieARE0aMgK+/+RRJT9vLbt6w3ghXdyxDcdZAQAAAADAk/D9ZIrIUZaCW9W6S/xEu1rKA+AJ0AByW8VfrycifqC/bHA/IrLrDDaVhif2FgQpiEg26GlN/H7rrZLi76Kb/PxZJTO3AAAAAAAANYxhfIdHcB0CwLNgE2j3VLrzkFWpJqKgt6Y6VsxZeUQkbNLwbq8naM40IsamLtXE7+cqJwAAAAAAAAA4ARpAbog1W1RbdhKRd7uW3m2bOxbN2flEJAppdLfMq2VT7/atiEi9dTdbZuYiKQAAAAAAAAA4A0bA3FDxyk1smZkYRvZsH+OFPx2LxnNXiIj4/LsrROQ7uI/pyjXWYi3+aVPQ2y9xERYAAAAAAAAAah0aQG6HZQ3Hzjh+uL1ibbmL2sQj2sQj99+kP34m6I3JxOc7ISAAAAAAAAAAOBlGwNwQI/au7i08iTfx8A8DAAAAQO1iy8zGs5fIbuc6CAAAeBw8AeR2GKbJ2iWsqezeNWuJOn/O53ypT+MfF1R8k7cXDgIDAAAAqG3FKzfpj572f36Y35hBXGcBAADP4kENII1Gk56enpmZqdPp9Hq9t7e3VCpt1qxZu3bt/P39uU5Xkxg+n/GR3Ltiu3qTiITNGvP+uQ4AAAAATlOWnqk/doaI1NsSffp1EwTIuU4EAAAexP0bQFardfXq1dHR0cnJySzL3l/AMEy3bt0iIyOnT58uEomcn9AJzFnljwADAAAAAKdi2ZK1McSyPKnErjOoNsYHvTWF60wAAOBB3Hzbl/z8/LCwsFdffTUpKelu94dhGKlU6uXl5fiVZdnk5OTZs2eHhoamp6dzF7YWWXIKiEjYpCHXQQAAAAA8lO5gsjkzWxAgb/jZXMZLpD922pSewXUoAAD3V5aRbckt5DqFS3DnBpDRaBw5cuTly5eFQuHw4cNXr1595cqV27dvWywWrVZrMpnKysquX78eFRU1fvx4iURy7dq18PDw4uJiroPXPHN2HuEJIAAAAACO2I0m1ZZdROQ/eaSwcX2/YeHEssq1MVTR8+kAAFBTLLmFhR8tL/hoha1Ux3UW7rlzA2jx4sUpKSkKhWLfvn3x8fHTp09v06ZNYGAg/6/DzkUiUYsWLSIjI7du3ZqcnBwSElJQULBs2TJuY9c8u92SV0QMgyeAAAAAADihifndptJ4tW7m06szEfmNGigI9Ddn5ugOn+Q6GgCAO1NGbWOtNrveoN68k+ss3HPnBlBMTAwRffbZZ3379v3X4g4dOqxatYqI4uPjaz2Zc1kKb7NmiyBIwav+8fAAAAAA8IishcWlCYeJYRTTxjrOXWW8RPIXhhOR6pd4u9HEdUAAAPdkPJNmPHeZJxEzfL72QJL5Zi7XiTjmzg2grKwsIurXr18V6/v27cvn83NycmoxExcs2QVEJMLjPwAAAABcUK6PZS1WaXh3r5ZN7y5Kn+7i3aaFTa3VbNvLYTYAAHfFWm3KqO1EJB8/RDa4L9ntJat/9fDBW3duAPn5+RFRRkZVd9fLysqy2WyOu9yJGTtAAwAAAHDEdPFPw+mLPLG3/8Tn/nHhrweCSncesBTc5igdAIDbKk04bMkvEjauLxvcRz5hCF/uW5aeqU8+z3UuLrlzA6hPnz5E9N133xmNxn8tttlsX375JRF17dq11pM5l2PDc2GTBlwHAQAAAPAsrM2uXBdLRH5jnuX7l/+WUdS8ibRvV9ZqU22M4yIdAIDbsmm0mpjfiUjx0hiGz+eJveUThhCRKmobW2bmOh1n3LkBNH/+fIlEsnfv3r59+yYkJJhMFc9XWyyWgwcPDh48eO3atQzDvPXWW07OWdss+UVEJGxUn+sgAAAAAJ5Fm3jEnJ0vaBDoO7RfhQX+k0byxN6Gk6nG1CvOjQYA4M7Um3baDUZJ51Bxp3aOFVn/XqLmIdZilWbnAW6zcUjAdYBaFBYWtn79+gkTJqSkpAwdOlQikXTp0iUoKCggIEAmk+l0OqVSWVxcfObMmdLSUsctixYtioiI4DZ2DWNZa8FtIhI2rMd1FAAAAAAPYtcZ1L/tISLFlDGMsOJP3Xy5zG/UQNWmHcp1sY2W/4fhu/O3swAAzmG+mas9lMzw+f5TRv29yjAB08YWfPy1Ztteab/ugkB/7gJyxp0bQEQ0btw4hUIxd+7c1NRUg8Fw5MiRB1V26NBhyZIlQ4cOdWY8J7AqNXZTGd9PxpNKuM4CAAAALqFTp05ElJiYWK8evh+qRarNu+xavXeHxyVPdaikz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width="768" /></p> <p>Confidence intervals for the parameter estimates are obtained using the <code>mkinparplot</code> function.</p> <pre class="r"><code>mkinparplot(fit)</code></pre> <p><img src="data:image/png;base64,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" width="768" /></p> <p>A comprehensive report of the results is obtained using the <code>summary</code> method for <code>mkinfit</code> objects.</p> <pre class="r"><code>summary(fit)</code></pre> -<pre><code>## mkin version used for fitting: 1.0.4 -## R version used for fitting: 4.0.4 -## Date of fit: Wed Mar 31 19:01:35 2021 -## Date of summary: Wed Mar 31 19:01:35 2021 +<pre><code>## mkin version used for fitting: 1.1.0 +## R version used for fitting: 4.1.0 +## Date of fit: Fri Jul 23 15:39:43 2021 +## Date of summary: Fri Jul 23 15:39:43 2021 ## ## Equations: ## d_parent/dt = - k_parent * parent @@ -448,7 +448,7 @@ print(FOCUS_2006_D)</code></pre> ## ## Model predictions using solution type analytical ## -## Fitted using 401 model solutions performed in 0.146 s +## Fitted using 401 model solutions performed in 0.152 s ## ## Error model: Constant variance ## |