Usage - Standard case
We refer data consisting in a sample of individuals (for example: human, animals, soil sites…) with no repeated measures as “the standard case”. The format of the input table must be with sample names as rows and taxon/OTUs as columns. The input of the ‘kernInt’ functions, thus, has class data.frame
or matrix
. We will use as example for this case the soil
data.
kernel PCA
As the standard PCA, kernel PCA can be used to summarize, visualize and/or extract features of a dataset. Data can be projected in a linear or nonlinear way, depending on the kernel used. When the kernel is the standard linear (kernel=lin
), kernel PCA is equivalent to standard PCA.
The kernPCA()
function have two mandatory arguments - data
and kernel
:
kernPCA(data=soil$abund,kernel="clin")
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HtT+JQAEwOgNllOOCN2QZgMcicXGplKAAmB8DsMhzwFNOvOD0ybdoFNUWd//tUeSgAJgfA7DIc8EsS4MNDU4q6RC5ep7ppATA5AGaX4YDfkQCfHJrS17h8r+JQAEwOgNllOOAVEuC+wQnLc4zLVf9WGwqAyQEwuwwHrJ1heM36MXj5CUn0C2pXAcDkAJhdpgNeXFvnekfo8nUS4H5qVwHA5ACYXaYD1n44NIQ1577wW0fdJcA3q10DAJMDYHYZD1jb91bP83yProxcul8CPEztCgCYHACzA+DoZkuAF6qt4gnAiwdfc83gxUqLAjA3AOZHPpzwPMPvZYpreADw9m5Zodfpuqn8VACYGwDzIwPedGTE7wlbtL1FKmtUfsCFZ+r/KZ1RmHppAOYGwPzoB/TvvKtuYEtv8ODSPk2FOGyQP+UKlR/ws+afBSNTLw3A3ACYH+eMHMWLvvi15MNa4S3+gJ9SLV75AR9tAm6VemkA5gbA/Lin1FmYp2/yjf5NsWilB7xdemFObEm5OABzA2B+XMCXmJv8wBSLVnrAq2XAK1MuDsDcAJgfE/COquYm3zzFspUe8A4ZcOqHAIC5ATC/JIC3j+9/44NfS4/m2tH9b33mj6hlfpU2+awUP6FKD1g7zrwzx6ZeGoC5ATC/xIBfrRvakk9ZFrlcOKBK8HL2dTulhRbIv7R2JR+q8gN+0bwvY1IvDcDcAJhfQsAjjRenwr9zyy7XJ5wlnVp2c5a5zTdKMVTlB1x8oX5fLixOvTQAcwNgfokArzT/uD0/NOFtU+pT0nKnmZN7pRiq8gPW9vQJHeac02d3/Pnbl640ZQMwNwDmlwiwfLBC6AXZ083Lh0jL/c/4FVxtRYqhPABY01Y927fPM6viz/uifYB3nRvWRi4CMDcA5pcIcHsJ8JuByyU50gT5FBxPRQTnTUk1lCcAJ2lI5J42mBu+DMDcAJhfIsCtJa/PBC775VerfpGX/OI/gQ07t0PqQ5I8Dtg8Med+BaEJAMwNgPklAtxO8johcLlIOjG0+Ct62X+//1Hl3WSPAz7SvP8PhSYAMDcA5pcI8L2S19AftyeZlw+kPcLeBrxc+oEcH5oCwNwAmF8iwMuqGJvr2aEJL5vb7yO0obwN+H8S4NqhKQDMDYD5JXwf2DjtZMPwnhwl5+sTTkzwHkuqvA14hgS4bmgKAHMDYH6J98R6vmb46eKvkcs7e4Zfhe2Y+sjf+Hkb8CoJcH5oCgBzA2B+SfaF3vzSDV0HfiZ9ftmvj1591QPzyEN5G7B2vAn4sdAEAOYGwDHt+f6LRRYfaO7hhBbyOODPjF1WDtoRmgDA3AA4qn97Vwv+yfqowumczABYuedzw36bRk5aCcDcAFhuRdPIL4jTdqZe2AiA1fvxsppCHHj35shFAOYGwFIl5r5T11lYDYCtVPTPZvMCAHMDYKmp5mss2X+lXlwPgMkBMDcAluotvc1hYWMFYHIAzA2ApS6QAD+gvhoAkwNgbgAsJZ0eUgxRXw2AyQEwNwCWGigBnqS+GgCTA2BuACz1g+m3jgWUAEwOgLkBsNzVBuDnLKwFwOQAmBsAy+2J/BWcNcjKWgBMDoC5AXBUZZPOqyP2v2qupZU4gHfP/WKxhe0KgMkBMDsPACZFB7yhZ/BzzRo/pvTZwMEAmBwAswPgmJbuH/mLu53qYwDA5ACYHQBHV9TKeM2sr+IqAEwOgNkBcHT/Nd+1yt2otgoAkwNgdgAc3TXSfiNvqq0CwOQAmB0AR3eWBHio2ioATA6A2QFwdOdJgJ9WWwWAyQEwOwCO7lYJ8HS1VbwOuHhiz7MvunuBcRmAuQEwPyrgb0y/DRQfBI8D/vWo8N29Tr+7AMwNgPmR3wc2Pu9b+fQB3ga8upF+fy+LTAFgbgDMjwx4V+TT7LOVDz72NuArzacckRsMwNwAmB99V8qyd86tI5p2+1F5BU8D3mJ+VpToGJ4EwNwAmB+ORlJrlvSiXdPwJADmBsD8AFitDyXANcOTAJgbAPMDYLW+lwC3CE8CYG4AzA+A1dpX2wQcOXE+AHMDYH4ArNhdht/s+eEpAMwNgPkBsGI7T9IBPxaZAsDcAJgfAKu2/bqcIN9Gr+kTAJgbAPMDYPX+evXBIR/uNi4CMDcA5gfA5ACYGwDzSzvAa4f3u/LmYb/HTgZg1QCYGwAzmtnJd9lNV/g6ToiZDsCqATA3AKa3pYtvfLFW+mkn3/fRMwBYNQDmBsD0JvvCn0vxru+R6BkArBoAcwNgeiN8H4e+rvJ1j54BwKoBMDcApvf+2LWhrwt9N0XPAGDVAJgbALMrvN8XAftH33Dtn99mdwWbbb/KhEP5/VvdGmuL362RAkP5t7g2mHtDbfX73ds0Nru6FcaZ+m/+ZNsBFwz0XR/5P3BBfrh2o/wIIdtbnz/JZsB7J17l67dBA2CEnM92wLN7+LpONv5iLNke7uyXy+xuxzbbrzJRgb+Bi90aa6+/1K2h9vj9u90aq9S/162hSgJPNd0aq2z7dteGCvwNHGfT2Jc/zU7AhcN8l03YWX46XsRSDS9iccOLWPRKBvtuWRVvBgCrBsDcAJjeTN89hXFnALBqAMwNgOnd6ZtfFK44egYAqwbA3ACYXEknnx525CAGwNwAmNwGHwBzA2BuAOxAAKwaAHOLAF761ssfbXF8MAAmB8Dc0hnwT6cEz6CWd2uctzRtDYDJATC3NAb8WdXIOUzbOLyVADA5AOaWvoBXNzBOI97b2cEAmBwAc0tfwEPNz/HI+dfRwWwDXPblnZdf/diKJEsAMDkAZucu4HOlj9J6z9HB7AK85vTwx470j78jVDAAJgfA7NwFfIwE+FlHB7MJ8MZD9JvbNeEyAEwOgNm5C/gUCfCrjg5mE+AbzNv7QaJlAJgcALNzF3AvCfA8RwezB/DuGubtvSTRQgBMDoDZuQv4M9NDK2d/nPYA/kH6D6dRooUAmBwAs3P5feBrdA65Xzo7mD2Apf9wRG6ihQCYHACzcxnwvojgOpNTL8+KCHjzqqit9ycJ8AGJ1gFgcgDMzvV9ob/p1brFmY9sdHowCuCiEUcIkXXcOPOBLqxjAu6caDUAJgfA7HA0ktG2UyNUO+wzpg0wAX+dcD0ApgbA7ADYqKNh9Rbzao7Xp92RcD0AJgfA7ABYT3rFOWe1MbXgqqzglJpPlSZcEYDJATA7ANYbJL1g9YI0femIfne+sTnJigBMDoDZAbBeFwlw4ufLcQJgcgDMrjIAduIHC8DkAJhbJgHe9dQJVUSzm5MdrkeK9xR6tJUVAZgcALOrYMArW4XFVP+vzYPxXsRaY2VFACYHwOwqFvCew4wdFb+zdzDC20idDMD9LK0HwOQAmF3FAh5p/tY71d7BKDtynBa5Kb7EB+/HXQ+AqQEwu4oFfKoJWKy1dTDSrpTPBJ7QZ7V53eIDDcDkAJhdxQJuIAH+wtbBiAczFKwi/OYGYGoAzK5iAdeSAH9i62D8wwl/v+/8Uy8bsyP1ggBMDoDZOQb4jw+nLoje/TAOYPkcWb/ZOjwXcOk92aFbtf+MlIsCMDkAZucQ4JknBLf+g6O2rjiA7zL9HmLvj5cL+A79duXNTrUoAJMDYHbOAH41O7L53yj90OIAXl/bADze3lvABPxLtnHDWqd63NMZ8LZFS5zcFAGYnSOAl+TGcxlvR47Pq0eWu83mm8AEfKf03P6nFMumL+BZZ+cEnoJcYe8fN3IAzM4RwD3Nrf8Ic2rcXSl/8wW2EXH0RLtvAhNwewnwyymWTVvAz0SehlSfbvsYkQCYnSOAD5A2/z+NqQkOZtg2Z9Zq+28CE/AJ0j14OmrOt71PbHXOE/LhhekK+Iss/SdQ48/ka5ADYHZOAC7Okjb/b43Jlfxwwqguku7Bm9L0vd3D0xp8ZE5LV8Cnmz+CG20fJBwAs3MCcFle3L8gvQT4SfMOZMm7iBnHHFY1991OU8B+83U80cT2QcIBMDtHnkK3MR/6qqZZLwHeVNe4B1dKk2ead+x4Y6KHAC8ceO5pnV9NsXFFAM+X/hcWDm2PAMzOEcDS769O5lQvAdYm50TuQAv5DLjXSdv0In2iZwAX9Qn/bXPwnKSLRQAvlO5r1r6ka5ADYHaOAN7TSn/kay8zp3oKsPblEaEt98pN8sT8eH8aewZwD+NRWZRssQjgbeZ7geIQ1m1MHACzc2ZHjjXHhR/4xrOkid4CrJV+M/LRV1ZFT2slAX5Rn+gVwF+bt/2sZMvpL2JdaC4/gHUbEwfA7BzalXLf2HOa7HfK4KiTOXoMcLzaS4CNjxv1CmDp3XmxKslyOuCfq+pL77cpyeKcAJhdRZ8Ty6mcATzUJFBliz7RK4CPkwAn+2gqY0eO9yK7yTX+gXUTkwTA7ADYShvNz0rqa0z0CuDmEuBxSZYzd6Vc1quhEAcPdO6DrACYHQBb6gP9lZ1880BhrwA+RQL8cZLloo5G2rqTfNMUAmB2AGyt2aH3uPP67TIneQXwPdLz/61JlsPhhNwAmJ9TgDVt4esvvB/14pxXAP9ZzQB8U7LlAJgbAPNzDnC5vAJYe1XfR711sl/AAMwOgPkBcJw+CL2OldMjqV8AZgfA/AA4XkVfjnj09b9SLATA3ACYHwCTA2BuAMwPgMkBMDcA5gfA5ACYGwDzA2ByAMwNgPkBMDkA5gbA/ACYHABzA2B+AEwOgLkBMD8AJgfA3ACYHwCTA2BuAMwPgMkBMDcA5gfA5ACYGwDzA2ByAMwNgPkBMDkA5gbA/ACYHABzA2B+AEwOgLkBMD8AJgfA3ACYHwCTA2BuAMzPMcCFa9bFbHMATA6A2QGwpX6+tLoQ9XqvkacBMDkAZgfAVnq1Svi0jnW/kiYCMDkAZgfAFvrW+ND6uv+YUwGYHACzA2ALtTM/26C/ORWAyQEwOwBWryDbBNzMnAzA5ACYHQCrN1/6dLCsQmOyTYDL1pYSbhMAqwbA3AA4SYV31xf1BhVbvk0ArBoAc2MBLvn84Vsf+UL9d5THnkKXBv68biLEJZZvEwCrBsDcOIBnHx5ic5TyZ8V77EWs58Shv2mLDhRvWr1JAKwaAHNjAJ6ZF3FTfbbiGo4A/i7HqbeRThbTA//+V5xn9SYBsGoAzI0OeG9z4zffYYWpFw/m8I4cs6SJNgAurSaCt3edqG/1FgGwagDMjQ54svTq0Udqqzi1K2Wn0K6UUR/wRwY8xPzRNxJ/B/79TRxm9QYBsGoAzI0O+HYJ8D1qqzh4MMPfdh3MIJpP1r/tIIYG/h0orrZ6cwBYNQDmRgfcXQJ8ndoqXjic8Ln6ot3C8Lc/5+Q8+OVdWVV+szo4AKuWMYC/vqNjp/sXODAUHfCtEuCBaqt4AbDm75OT3ccf+nZs1cB9qzrO8uAArFqGAF5/TthJtx22D0UHPEEC/J7aKp4ArGmL2ot6o0K7byzo367vz9YHB2DVMgPwtqN0KOfa/pOlA97eyPB7wC7FVbwBWNMmNxdHfk4fHIBVywzA95i/6mzfMhjvA0/S94HKma64hmcAa3uH1BC+FdTBAVi1jABc0tgEfIrdQ3H2xJrUIHSbGn2guoJ3AGva31eLqncTby8Aq5YRgFdJf2zm2v2jZe0LvePlnpf0Gqf4/FnzFmBNm50v9n+NcjASACuXEYB/lgCLrTYP5fmjkRLEATz3xrbXfxf4WjquschX3U1UDoBVywjAf0l+8+y+vwBcrhHBnatzRgS/3T6wiuj2t+XBAVi1jABcZu50LM6xeygAjm1uds6Dsx7JyZ4burS8g6gxxOrgAKxaRgDWnjYBT7N7KACO7SLxWODfx8SFkcuftrJ83h0AVi0zABeerfvtZftQABzbfqFDGNaaxyAVjbQ6OACrlhmAtV19coN8qz9q/w8WgGMqrSaCP5CtIs/6qXT0AFi1DAGsaWtevPOuN/51YCgAju2U0N8pU8TJ9MEBWLWMAexYABzbS6LZIm3RweJF+uAArBoAcwPg2MouEGI/Ic5jbFkArBoAcwPgchUP2k/sd18RY3AAVg2AuQFwvNbzBm8/arPt+e2/yoRD+VUHWzTqnocnrmeNxVnZ4lDKd8uOsVwcys2foYtDxRtrQ/7kaGrlAc+axX+tsP2YPXa3dYvtV5moLX7/LqUFN14bOiFok/H0sXb46etaHsq/3a2xdrs5lN/FTcPVrTDO1G35U1MBFmL/mVzAmfEUevsJ+u4Jlt8oN8JTaG54Ch1TYHvMfpR0DJJZZgA2z2qYu4Q6FgBzA+CYhDiupjhnHWvwjAC8u4a5h29f6lgAzA2AYxLijuUnihqPqB/lXL6MADxLOkjuKOpYAMwNgGMKANYKB2aJpq/Tn0dnBOBJEuAG1LEAmBsAxxQErGkzjxXi6NHUsydkBODPJcCHUscCYG4AHFMYsFbycmMhqvf4jjR4RgDeKH2u65XUsQCYGwDHFAEcIHN/ncCm2fTqsUstD54RgLUOJuCPqWMBMDcAjskArGk7Xzw6tHk2tjp4ZgBe0UD324U8FgBzA+CYJMCBvuoW3EqtDp4ZgLX5h4X99t5HHguAuQFwTNGAA38Mz3mgjdXBMwSwVjjh6tPPHcD5yC4A5gbAMcUCppQpgPkBMDcAjgmAAZgdALMjA+7adQJ7cABWDYC5AbADAbBqAMwNgJM1a5afMrgbgH98sNs1j/1u+zgaANsQALOzB7AQUyiDOw/Y3zH0Bk72DbttHwmA+QEwu/QGvLONvg/FxcxDl+MEwOwAmB0Z8DI5IZ4LfrE6uOOAHzL3Ynzd9qEAmB0As+OckaNcVgd3GnDpAeZtO9X2oQCYHQCzIwOu4QHAq6XblmM7NgBmB8DsyIB/O1qIk18YHU6I3sEvVgd3GvB8+X+XzXYPBcDsAJgd/UWs3b2EuHpHZHblfBFrjeQ3F7+B1QJgfp4ArGnja4rDw3voV1LAZQebgM+0fSgAZpemgH+6td0Z3d4qdGUs1ttIS48ReWNCsysnYO0xE/A7tg8FwOzSEvCenuEt7ohf3BiN9z7w7uuFuGJb5QW89z+63872AwBgdmkJuJO+zTVc6cJo3B053qwpDp1XaQFr26/JCv4oqwx04PkMALNLR3afviwAACAASURBVMAfmM/6LnVhOPaeWL8fK6qMrLSAA7dv+M23PL/W9nE0ALahdATcyQScw//4sJTxd6Xc0zt4WystYOcCYHbpCLiZ9NbHF84PZ8e+0G/VAmCHA2BurgGuKwEmqbCWLQczbFi4kPTDAWDVAJiba4CPkADPdn44HNBPDoDZpSPgG02/tVy4dwBMDoDZpSPgRTkG4LtcGM42wPv69OljdXAAVg2Aubn3PvDTut9TOJ/cqZptgHeJync0krMBMLu0BKy9HTqKNfemHW4MBsDkAJhdegLW9k0Z/Mgb69wZyzbARSNGjLA6OACrBsDccDSSAwGwagDMDYAdCIBVA2BuAJws4ikfAVg1AOYGwAmvYcjxeTnNrltIGByAVQNgbgAcU61a94S+/nJg+E2v7Iesb2IArBoAcwPgmCKfTrixiRC1/tP1pDwhhloeHIBVA2BuABxTBHBfIXpsCXz980yR84fVwQFYNQDmBsAxRQA30c8WV9DA+gcGA7BqAMwNgGMKA/YL8b/IhLvEsVYHB2DVAJgbAMcUBvydEOsjE14XdawODsCqATA3AI4pDHipEAWRCZNFbauD2wN40/c/bDEuADA3AObnHcCFeWJmZMIwcZzVwe0APPP0LCFyzpsXuQjA3ACYnzcAX76sSNPuFNeELxe3EJ2tDm4D4GezI5+c8mb4MgBzA2B+3gAcUHN4h2uFCH2m2dZLhPjW6uB8wLOyjM8+WhyaAMDcAJifFwAfnqvTCX7y7vu1hPBZHpwP+BzzBERXhSYAMDcA5ucFwFrxik9G3XrBoTkhwCOEuNb6hx+wAe8wzz8kaoXuBwBzA2B+ngCsL/r73MC/L/X4ijA4G/Dv0ik8hT84BYC5ATA/LwHmxAa8Uga8NTgFgLkBMD8AVmxvDdPv/qEpAMwNgPlJgLdNe+LJaQ569jZg7SoT8K2hCQDMDYD5GYBLHqsd3DbrPEE85UXqPA54eU3db8PwLp0AzA2A+emAy7rrm2cPpx4/jwPW/lcv8gT6h/BlAOYGwKF2vdrj/K7PED8fVAf8tvkE8V3aNaXM64C1v29rJsRh9+o/aQDmBsDBPm0cYlfjJdJgOuCTTMBtSVeUOs8DDlRYZH4PwNwAONCMKjq8MZTBIoB3ZpmAsxz6nJV0ACznGODSGY/cNOhD6b8KAOZXWQEXtjDg1fyHMFgE8Cr5Xc4/CdejEACr9fMxoUeh2f/MSQDMrrIC/lyCN5IwWASwXwZckGIdYgCs1Dz91e6cD41pAMyusgJ+TILXlTBYBHBZM/NqDjHn7po06PanKadhjpcNgPdMmUIc3DOAS44xHojGxpvyAMyusgK+SwJ8IWEw/UWsh8yredSYOb5haMJF9nz6mQ2A11n/WMJIngH8lfSAvqZPBGB2lRXwU9LjfS1hMB3wzqP1aznWeA1rpPE7eX2i1a0EwCoNkR7Q6/SJAMyusgKeKz3erxIGM/bEWndG+ErOMrAuN17fFl3irjura/P6LXv9qDoUAKt0u/SAXqJPBGB2lRVwqfkGbmPKfszmvtBlH113xhnXf2I+egPNLSlnY/k1S24Oz8sapDgUAKv0qAS4hz4RgNlVVsDar5Ed/ETuJ5TBkhyNdIq0KU0rP9v0/ZTaUACs0mfST/1FfSIAs6u0gLXfwtBaUg5zTwq4hbQpvVxu7krjPDeiptpunACskvTGfj2/PhGA2VVewIG/g4fd+ejnxAc4CeATJcCTys19Upo7TmkoGwAXdKW8VRbMM4C1mVUjP9Wst4xpAMyuMgPmlARwH1No1ppyc3tIgAcoDYUdOdT6omn49+9/zUkAzC4DAf9o7h99fvm50vHtoq/SUACs2N63b7r8ulfkBwaA2WUgYG2ADrTB8iQzAw1TGgqAyQEwu0wEXPpQ+J3go+PtTCnvhD1faSgAJgfA7DIRsKateeKqDjdPjbvtlJ5s+L1YbSgAJgfA7DITcLL+PDDi94hNaisAMDkAZgfA5drUI/gMu9otqjcWgMkBMDsAjtO2LyfNUj99BwCTA2B2AMwOgMkBMDsAZgfA5ACYHQCz4wAed9mBB/3fl/qlEccea3VwAFYNgLkBcGybO4Rf774+8qkRd1k/pgGAVQNgbgAc25VC1Djz7BpC3BC+DMAOBsDcADimL4S4eLOmbQz8Hg4f8wzADgbA3AA4pmtEs93Br0Wni+b7gt8AsIMBMDcAjukE8Vj4mxVVxfPBrwDsYADMDYBjqmmc0ae/aBL8XQzADgbA3AA4pmbijch3/9YO/TIGYAcDYG4AHNM5+qvPwdNgV/8TgB0NgLkBcEx3iGx9H47i48RJuwHYyQCYGwDHtKyKyO41fXXo+x9yxMnzBwKwcwEwNwCO7cXg2bmqhb+fmCtEFQB2LgDmBsDl+ugoA7A2PXTSRquDA7BqAMwNgOO05uMR+rdFb13RprbVwQFYNQDmBsCcNj3X6/LeL5X7AQKwagDMDYAZ/dnF57vW5+sRe54uAFYNgLkBcPnK5hSHvv5x0X2zk25fd/oGb9X+HeAbGjMdgFUDYG4AHNvKW5uK8Lm3lgghWn2YeIzlvl6FgS/br7h0c/QMAFYNgLkBcEyvVw+wNQELMTDhGGN8YajDfJOjZ7gKeNWo2we8GucjlYNtfuy0A1te+p41jwDMDoDZUQG/kyVEk9vCT6G15S+cGRA8KtEY9/vmhb5+7Hs2eoaLgHdenx38X6bag8VxZn7ZKHxykTPVPpI1EgCzA2B2RMAFdUXWY6XShNdri+p+LX59fMtCX2f7Hg5PWPt4uHajd9rdloK4k/2n6Z9Y0bX8zLk19Jn5W60M5ffvoN1I623zuzVSYCi/lZ8CL/82t0ba4ffH3zScqMDFofzxNo2C/CnJAY8QIua36StCPJkAcGffP6Gvi339whMW5IdrN8rvUg+Ynxn1RrmZ7c2Zz7p1gxBysPX5MR8eHgu4szi4MHpK2XHigoSA14e+LvL1qSDA/zY1jZ4ZO3NptjnzDJduEEJOlhJwG9E7lumNomkCwH184U9Cne27Pzxhx7xwZ79UZHfbtsabukL61Ma8wpiZM6SZjawM5ffvo99Qa+32x95qx9oVeE7m1liF/l1uDbUv8JeBW2MVbdvm2lBb/fE2jV3506INxgKuJWLf09WGGztGx3a/76fQ1099z0TPcO1FrB8loyJ2iY+leTUsDIUXsdjhRSx2xBex6osYi5o2UtRJMMZo3/jQ1xG+d6NnuAb4D8lobmnMzAXSzCMsDAXA7ACYHRHwMeL22HVuTbj1L/PdGERT2OXSmH0pXQNc0sg0elrszNL9zZkdrj+r3U2fq2EBYHYAzI4I+BrRMmZKWXNxeaJB7vCNLtOKh/oej5nu3vvA95hGXy83c4QxL/Jy1rlKH64MwOwAmB0R8PRyEF4T4s1Eg6y6ynf1PZ19PWP3k3AP8PZjdKMXxT6DDvx+vkzE1EZlEwZgdgDMjgi4+FhR62t5wg+1RdOdCUfZ8GyPy64fW5GHE264ICQzq1e8j04uebJhcKb0VPoJhaEAmB0As6PuSjknR+Q9YmAoeq6GEO9YHtzVfaG/vbvTlQ8vTjBz36wJ7y45wNqLWQDMDoDZkQ9mmJQrRK3uT0yct+KnibcFf3c9bH3wynU00j/yk+jEzyaMAJhdmgOe1aPVQSfetcrRoeiHE85qKW/wtcYSBq9cgH+X78+61MsDMLu0BlzUK7wpVXvZyaEYB/TvGX2cvrnXH/AXZfAKA/zPnHnllyuQ/OYUxlkrJgBmZwVw6fTrz2rfZwZ1KPcB36BvTFnvOTgU75Q6f08edlf/h8b8FO8YPYUqCPBHJwWJdlgUO721CfgMhaEAmJ0FwGsjx5Odb+mQTzPXAc/PMramAxR+HVBz56R2CaoYwA9Hfqx5Mfcx+E6Y3pS4a0YHwOzUAW87XH9oTqQ963Yd8EDpCd3nzg2VeYDfN36swU90kiu9Up9T7kiNeAEwO3XA0p44T5GGch3wRRLg4c4NxTqpXbz3VK1UIYDbmD/Xm2NmFT9cMzi5zlPld/aIEwCzUwZc2sR81I4iDeU64DMlwIOdG4oMeG3/k2qK5pf+yBm8IgCvk36uB5WbWzBxyNApig80ALNTBvy39KiJ3ZShXAfcVbrF45wbigr423rhm5bzAGPwigA8V/q5ZhdxhgJgdsqAf5MBr6cM5TrgceYNzlrj3FBEwJuDh/c0b1Mt8G/MkcNWqgjAP0lbQi4LIACzUwbslx61HNJ/u64D3t3MuMVXOzgUEfBjQpy0LLDc/VniAKU/GONWEYALcsxN4UjWUADMTv1FrGPMR+0s0lDuvw/8Q63IDT52i4NDEQF3ELXCT2S6CbGCPHiFvIh1gbkpPMgaCoDZqQN+1XzUaE/5KmBXymWhTS3v1h1ODkUEfIS4LvzN90LEnK3dQhUCeH5V4zUs3iMKwOzUAZdeoT9qN9KGqpCDGf6aMu5Th0clAs7VzyG7VQjKXtDhKmZHjqmRpzbNfuUNBcDsLOyJVfxQ6OzddZ4m/sWGo5GiLxtsvQdY+7PvQSLr6Ee3MocCYHaWDmYIvsU3lSwDgKMvexlwoH020ANgdml9NJI7ZShgOwJgdgDMDoDJATA7AGYHwOQAmB0AsyMDvmZcOPO7cZb3+LQN8IwerQ8/58kCDYD5ATA/LwCOl9XBbQK8K3Ja2IafATA/AOYHwJbqoI9fbR4AswNgfpUf8MS4WR3cHsDTzf9B2gIwOwDmV/kB25M9gK+SngOsAGBuAMwPgK10lAR4igG4ZPVSh3+KAMwOgNmlAeCDJcDjI4A39K0vRM4Zn9px/YkCYHYAzC4NAJ8iAZ4RBrygceTyfXYMkCAAZgfA7NIA8P2m3xq7QoB3NDWmTLBjhPgBMDsAZpcGgNfVNLjeHX4V+imTdDPnNnwAZgfA7NIAsPaefpacM/aEAZ8uPameb8sQ8QJgdgDMLh0Aa98cH3r+fPfeyJ5YTSXA9POFpAqA2QEwu7QArJUtGv/SJ6HHJwT4IAnwVJuGKB8AswNgdukB2CwEuJ0EuNxHmNkWALMDYHZpCfhZ029LvIhlMQDmB8DkQoD3tDB3zbJ9BKNMB7xnwXermWMBMLu0BKz9HjkrfvaTtg9gltmA/+oe/FiOVuNZYwEwu/QErG0ZdLAQ1TvMsf36pTIa8Lz6kac4PegfzAHANpSmgANtXufg56IHy2TAOw4w/kgZwRgLgNmlL2DHy2TAw82XCRswPuIRgNkBMLlMBtxeeqPuG/pYAMwOgMllMuAWEuDyx4sUvdWx1eEXjt6V8moAmB0Ak8tkwEdIgN+Jnbn2pPCMFr+kuhoAZgfA5DIZ8CUS4J9j5u0+Up/T6O8UVwPA7ACYXCYDHm/6bRF7yx435/VKcTUAzA6AyWUy4OITdaNZ78fOO9oEXGtf8qsBYHYATC6TAWv/HBcmmvtc7JzibOnp9e/JrwWA2QEwuYwGrO199oRs0bBb+deptkt+xU/JrwSA2QEwucwGHKh0d9zJtSTA65NfAwCzA2ByGQ84QZ1Mv8ekWBSA2QEwOQCO35wsA/CbKRZ1E/Caoafu17Dt41vdGAyAyQEwN/4B/cb7SL1T3WgXAS8+JHybDvzBhcEAmBwAc7PhjByTQntaNn4h5W12D3CBcaLDBn85PxoAkwNgbnacUqdk3vjXv0nxHnAw9wDfrb53iQ0BMDkA5pae58SSPkCrtsPHiWsAzAiAuaUl4J3ym9OrHB8OgMkBMLe0BPyvDHiJ48MBMDkA5paWgEurm36znX8nCYDJ8QGXfNDv8u7DUx0IpwGwDbn3N3BHE/Bpzo8GwOTYgBcfE3qUqw5OKQaA2bkH+Htz75KPnR8NgMmpAl7av3XTo677vtz05Q31x/muVFcBwOxc3JFjpC74ARcGA2ByioCfzg0/mv1iz2p8ofmnUuyZJmIDYHZu7ko58ajgo3rEJDcGA2ByaoDHigS/Z/8yn2mJvimuBIDZuXsww8/TP3D+BehQAExOCfD2+obS3OVRcyZL7zacmOpaogFv/HTyXMd2EQBgbjgayYEqCvBEienQqDmvSHMOSXEtUYCXXRz83V3vYYcIAzA3AHagigL8oMS0S9ScadKck1Nciwz4O/0o9rOc2fgBmBsAO1BFAR4gMb0kas5G6YROA1JciwR4RxNjrdsptzplAMwNgB2oogCPlADfHD2rszGjSooTssmAR5nXV9WR/XwAmBsAO1BFAV4sAZ4aPeuf5vqMkamuRQL8f9IVTrN+o1MHwNwA2IEq7G0kE9zRxTGz1p4Xmt7gtZRXIgE+TgJc7jyrdgTA3ADYgSoM8IbDItoaxnlj8Odht9z9zs7UVyIBbisBtv8+aQDMD4AdqOL2xNrSu0rAWnYnzulVJMC9JMBzGFeZMADmBsAOVJEHM2z5+LUPNrCGkgD/z/R7aOzOmbYEwNwA2IEq49FI6snvAxtHq2VPd2SsGMDz+7Rp0faulY4MBcD8AJhcBQHeGXlZrNo4Z8aKAlw6MLzHdlVHXi8DYH4ATK6izshRNq3jgfWPvc2ZX4oxgAcZz9dfd2AoAOYHwOQy4JQ6K6sYgBvusH8oAOYHwOQyALD0AdriPfuHAmB+AEwuAwB3lQA/aP9QAMwPgMllAGCfBPgO+4cCYH4ATC4DAN8sAR5u/1AAzA+AyWUA4EkS4F/sHwqA+QEwuQwAXNTK8HuhA0MBMD8AJpcBgLVf6kX8HvKPA0OlPeC1s3/e5fBgAEzOMuD5w24Z8CZJfcWdlXLlRUG+udf6nRgqzQFPbB3ch63zH44OBsDkLAJed0HoV1mdMYShKvK0smvee/n9Tc4Mld6A+0WevNT62snBAJicNcAbDtX/mhxsfSicF5qd64DHGS8f1P/XwcEAmJw1wNcYj2fOQstDATA7twGXNTNfwHfyI1YAmJwlwAW55uOZ6nMYygfA7NwGvEh6B66Ng4MBMDlLgD+VHs/WlocCYHZuA54uPeD1HBwMgMlZAvym9Hg2sTwUALNzG/Bn0gPeyMHBAJicJcAfSY/n0ZaHAmB2bgNeKT3gZzg4GACTswRY/hyG6y0PBcDsXH8V+gTzAR/l4GAATM7aq9CdjIcza67loQCYneuAv8zRH/BWTo4MwOSsAV5jfKYR4bg8AGbn/o4cr+VF/K5ycjAAJmdxT6xlJ4YezqoPE04GC8DsKmBXyt96NRZZrZ90dm/oTAHc/vmtdlew2eLyk/v6Og/5jTLUZr9/C2U9Slv8bo20tcDvL3BtMPeG2uL365vGBovbiPU2Oz6COZQ/3qaxKX+yK4BH77S7LQW2X2XCofz+HW6Ntc3v1kiBofxb3Rprh3+be0P5Xdw03Bsq8P9tvKn5U9wAXPFPoTnhKTQ7HA/MLsP/BuYEwOwAmB0Ak/M+4BnXHN3izMEboycCMD8AJgfAyu2+IvyOSt3oxxqA+QEwOQBWztiLpcoseTIA8wNgcgCs2ufmXoXHydMBmB8AkwNg1a6VduxfJE0HYH4ATA6AVWsjAX5bmg7A/ACYHACrdrgEeKw0HYD5ATA5AFatnQT4I2k6APMDYHIArNpQ02+evL0BMD8AJgfAqm2qawC+XZ4OwPwAmBwAK/dRlYjf03bLkwGYHwCTA2D15p0S5FvjrmivAMwPgMkBsJWWvv3qZ7HbGgDzA2ByAMwNgPkBMDkA5gbA/ACYHABzS3fAuzc6PyYAkwNgbmkNuHRcfrbIafumwz9NACbHA2zp3JQAzM5twHsujLxz1nGfo4MBMDk6YP8DR2VnHTbgH+UVAJid24B7GPuu9JHnlXw3euRkf4IV/T8v2p1gVsIAmBwZ8I8HhB/Z+l+orgHA7FwGvCTLAJyz0pz1Yehj3vNuj3e3Pz4lsE5e5+XWBgNgclTAGxrqD21N1QcLgNm5DPgx6fiNkcacF3XWp5f/TfugvlHMsDQYAJOjAr7NfGi7KK4CwOxcBnydBNh4Dr28ijHt3tiVJhmz6qy3MhgAk6MCPsB8aGsoblQAzM5lwD0lwDfpM/qZ02rH3pqjzXkDrAwGwOSIgHdID61YobYOALNzGfAj0oP8pD7jGGnit9HrrJJmHWFlMAAmRwRcIANeorYOALNzGfB88zHO+k2f0VB65CdFr/OVNCvPygMAwOSIgMtqmw9VjuJPH4DZuf020uXGg3yNMeMQSeln0et8I82qYWUwACZH/Rv4KvOhaqe4CgCzcxvwtraRx/hM8+NFLzUf+eyYV6r+Md92Em2sDAbA5KiAF+UaT66+UlwFgNm5vitl4ZPNAw9xi2eKzRlTTaQXxK70H3PeUCuDATA58o4cb0QEZw1XXQOA2VXEwQzrfone2a6sg260ztLYlb4z/ltvtsPKYABMjr4r5dz2wSdMbdXfsQdgdpXicMJdV4aNHjyn/Lw3q4XnNf+t/LwkATA5zsEM/373rfqe0ABsQ5UCsKbNurFta9+Lu+LNWtpzPyGOeHirtcEAmBwOJ+SWgYCTt9P6kUsATA6AuQEwPwAmB8DcAJgfAJMDYG4AzA+AyQEwt0wEXPbLa89P+de+wQCYHABzy0DAc44PvlVU9Wbb2AEwOQDmlnmAP9B31zjO4rtFCQNgcgDMLeMA/2t+yltvmwYDYHIAzC3jAA+TDkRLdGY7iwEwOQDmlnGAz5UOGpxsz2AATA6AuWUcYPmUHM/bMxgAkwNgbhkHuK0E+A17BgNgcgDMLeMA3ygBXmDPYABMDoC5ZRzgb02/x9r0UwZgcgDMLeMAmx+4UvXbBEtYDYDJATC3zANcGDlfdP3pdg0GwOQAmFvmAda0OTfmtzrnic22DQbA5ACYWyYCtjsAJgfA3ACYHwCTA2BuAMwPgMkBMDcA5gfA5ACYGwDzA2ByAMwNgPkBMDkA5gbA/ACYHABzA2B+AEwOgLkBMD8AJgfA3ACYHwCTA2BuAMwPgMkBMDcA5gfA5ACYGwDzA2BylQ/wqvvObH3WoD95YwEwNwB2oEwAPKJK6FjTKiNZYwEwNwB2oAwA/IJxupYxnLEAmBsAO1D6A/bXNgDX5pw0PBZw2eLpn61jXF+SAJgfAJOrZIBfkc54+CpjrBjArx0SvMIz5jKuMWEAzA+AyVUywLdKgG9ljBUFuOymyDXmvsO4ykQBMD8AJlfJAPeUAPdgjBUF+DXjKvNWMq4zQekIuGz2iAee+BaA7S79Ad8rAb6XMVYU4Jbmdd7MuM4EpSHgueFPTzlrlRuDBQNgcpUM8P8kwDMYY/066Oor7/46/P0K6TqbM64zQekHeEbVyE+r0XIXRgsGwOQqGeCS4w1rJ9B329p3a3b4V8ja4KWvJMC5peQrTVTaAd55gPHj+o9Lb8YBMLlKBlhb0iCy7TRcSh/pSn0DbBl8K2qOBLgG/UoTlXaAX5N+Xj86P1wwACZX2QBrqy4MbTkXMfalnGpugH0CF/055uWT6NeaqLQD3EMCPNz54YIBMLlKB1jT/hg/fMIfnIEuNjfAWsEN/gJHN8i0A3yRBHig88MFA2BylRAwuwbSFvhT4PLC6vqlIx2glnaAu0g/vqHODxcMgMmlIeCybGkLDL2U/Wm98IXWaxwYLu0APyX9+D51frhgAEwuDQFrjaQt8JfQlPX3HVuj/pljHNn60w7w2mrGT6/ZvuhZhV8+O3wSZx/1BAEwuXQE3Mn0W7/I8dHSDrA2Qv/p5cb8Av7vgcGp1QbYfiMAmFw6Ap5hAr7H+dHSD7A2IrwnR/1p0ZOf0H+qZ++Lvx45ACaXjoC1W/Qt7cSdzg+WhoC1tUM7nN5h2NroiQvM1xYG2zweAJNLS8Clj9UIbmZZXbe4MFg6AtbiHY0kHWiyX7G9gwEwubQErGnrnruj3wjGvlwWyhjAzaTXBhfYOxgAk0tTwDilDrfygPMkwJ/YOxgAkwNgbhkDeD8J8Hf2DgbA5ACYW8YAPs/0W2WrvYMBMDkAVmzL8POOOumGb8rPyBjAb5mAO9s8GACTA2C1/hfZvatrOawZA7jU+BXcaLXNgwEwOQBW6gdj98IrYmdlDGBt+2XhH8HhC+0eDIDJAbBSbc2nj5/FzMocwJr29c2nn9z5Dbv3wwJgRgCs0nLpBdhuMfMyCbBTATA5AFZpsgT4mJh5AMwPgMkBsEqvS4CbxcwDYH4ATA6AVfpMAnxqzDwA5gfA5ABYpR3SboQPxMwDYH4ATA6AlbrN8Fsz9kMOAZhf2gFeO7zflTcP+z12MgCrZjfgnadE/Oa8FzsLgPmlG+CZnXyX3XSFr+OEmOkArJrte2Lt6h96Fn3s1+XmADC/NAO8pYtvfLFW+mkn3/fRMwBYNQcOZtg8bdS4n+NcKwDzSzPAk32DQl/f9T0SPQOAVdv3/QuDHvuk0I2hAJhfmgEe4fs49HWVr3v0DABWbKMvK/iE98ApLowFwPzSDPD7Y8OnE1vouyk8YfPUcO1f3Gt3W7fYfpUJh/L7d7sz0l8t9NeMRzs/2A6/f4fzo4Tb4+ZQfhc3ja2uDbXF748zdXv+VBsBRyq83xf5jbsgP1y7UX6k0BXGmz558yv6tiAvtD5/ku2ACwb6rt8GwIR+lz6O8I6KvjHIC9kPeO/Eq3z9NkQu4Cm0pSbKOz46PhqeQvNLk6fQ3X2Bng59O7uHr+vkci/54EUspcZKgA9zfDS8iMUvTV7EGjEkUPB/gsJhvssmxPlQAQBW6l0JsAOf6B0TAPNLE8B6JYN9t6yKNyMDAO9bsYr9eWQrJMB9uFeWMgDml2aAZ/ruib8LQtoDnt+xmhA1r17GHOkMw2/WD8yrSh0A80szwHf65heFi/kImnQH/EaVMLsaH/FGWlRbB9yfd0UqATC/9AJc0smnd1P0nDQH/IPx9k/1lbyhvm8euprse1z4oxuA+aUX4A2+DAV8ofmnay/uWKOvPbvDQyuY16IUAPNLL8CJS2/AO6uYgBswx8JHq3ADYAdKb8C/Sy8eC+Yn+wIwNwB23LXoBQAAFj9JREFUoPQGvEwGnPzTs3a/2vk/59/za+IFAJgbADtQegPeVdX0u1/Sa/ruoPB7RP0SflA8AHMDYAdKb8DaJSbgG5Mtt6CmvtgNiRYBYG4A7EBpDniB8Su49l/JljvdhJ7og6YBmBsAO1CaA9YmRj4DsO6XyZaS95TsnWAZAOYGwA6U7oC137rVEaLhDWuSLiQfLXhCgmUAmBsAO1DaA9a04n82lKZY5BUJcIsEywAwNwB2oAwArNAHEuDTEiwDwNwA2IEAONjmXBPwoATLADA3AHYgAA7Vy/BbPdFfywDMDYAdCIBDbT4q4jdrfKJFAJgbADsQAIfb3C076PeQxIcNAzA3AHYgANZbPe6RETMT7kgJwPwA2IEAWDUA5gbADgTAqgEwNwB2IABWDYC5AbADAbBqAMwNgB0IgFUDYG4A7EAArBoAcwNgBwJg1QCYGwA7EACrBsDcANiBAFg1AOYGwA7kfcDr726Vm3fckOTnnLQhAOYGwA7kecAzGoSPQmj2i8NjATA3AHYgrwP+3jidZBO/s2MBMDcAdiCvA+5oHol/l7NjpSvgVe89PfzDHW4MBcAO5HHAf1czATdzdqz0BFwytFbwZ1dveKrThtkQADuQxwF/L53MSux2dKy0BFzWLdXZdG0MgB3I44C/kQE7+0J0WgJ+0/zpTXZ8MAB2II8DXpFtboF1nR0rLQGfaP74Tnd8MAB2II8D9p9sboFdnR0rHQFvyzJ/fNmOvxoNwA7kdcDvGRtg7mJnx7IKeNdO8lCuAZY/UkYk/fAoOwJgB/I6YP9g3W/C00nalCXA6+88WIjGN6ykDeUa4I0yYMcfNgB2IM8DLvmoTWDjyzprjqMDlf72xex16oDnNAqbqPl+6mXj5BrgsgNNvy0dHw2AHcj7gDVt7VffbHR0mKJh+we28LwbNukTFj9/35NfJj6MYn19XUXeIsp47r2INcgEPMTxwQDYgdIBsNPtbhfZxg9YHrq85rzwr6wvEq3Q32TRkTKge4C3t9JvaGtn30UPBsAOBMCp62twPCZ43ug/D4hcypmWYIWmJuCquwgDhgGXfd7j+CMveMbZDXHtqeHbedZ6R4cJBcAOlKmA/5o1p0Bx0Q3SJ5+9G7h8nnGp/ua4K+yWXxr6jXDjQoC3+yK/9r8hXIN6JW92/8/p133sxltkAOxAmQl4SuuAjOwL1Y5AnCBx7KFpS6WLz8ZdYYcMmPJHcBBwmfH/RC1H3x/D0UjsAJgcEfDd+ktMiZ4DRzVU4thO08ZKFzvFX6OBuURO6Icx+9azTu0yfp/q7QsCnmhex3mq61ECYHYATI4G2LRRfbXC4k9JYs/XtCHSxQQfBt7DXKJ94OKuLuHvD1ugeAODgC8xryPrH8X1KAEwOwAmRwN8tGmjr8Li70ti+2vac9LFi+Ovsdw4yDE78Ads2cX6pYaKO3YEATeThvlM+a5ZD4DZATA5EuA1Eo3mCsvvqmcu/23g6bC0+kMJVpkSEZzzQuDCJHP5y9RuYRCw9DTc0QOFAJgdAJMjAf5WopGjsvoYY/ErApdKjzQuVlmeaJVFl1YJXPk53wW//z9zuNz4L1vHFgR8jHQrndzLDIDZATA5EmD5JAB5Sm+fPBg5aOfC0Ju63+TpayfbeWnXol8iP4cDpPG+VrqFQcC3mSvVLVRaixYAswNgciTA/hzTxnFqq8y9qrGoecbbkYfpf/uHf/8+rrZyTQnwB0prBAH/Yfw3IR5WG4cWALMDYHK0F7HMPTEs7ABcJh2NtHNsl/a+IaqH37WUAP+gtEZoR47X9GN1z1F++4kSALMDYHI0wD8bv9wOsXDMLvmA/t6m33rlnwwXvX35scd0mhA1I7wr5eehP7Zr3ueoXwDmB8DkiDtyTKsV9tRymYWVyIAXmk/ZHyg3c/UJ4TmtV0gTIwczlP742gsfOb0dAjA7ACZH3ZVydb8WWVWOf8LSOTPop9QZrvs9o9wxRtuM59fNpV2zcWJ3fgBMzgOAA1k+DzLjnFjvhI6br9q//BF7D5hPr+80pwIwPwAm5w3AluOc1K5wxsjH39kUZ4a0v9X+5n8pAMwPgMkBsHJbpReohbnHMwDzA2ByAKzc3zJgc7cuPuAtz3TMP/tulWORAZgdAJMjAy5dv67I4ipOAC6U9inJMrc4NuDp4T2ps+5O/Zc+ALMDYHJEwH/dGNjAa1650NJKjpzYvb0JuK05lQv4S+P/hQEplwVgdgBMjgb468jhRVUtnUraEcAfm4CnmFOZgEvqGleanfKEIADMDoDJkQCvq6Nv3jlzLazmzEer3KnfFvnIZCbggdIf1ik/NBmA2QEwORLgfubmfa6F1Rz6bKRXmgRvSOMx8pXzAJdJxy+nvocAzA6AyZEAH2Ru3jkWPpHUqQ83K5z10otfRSPiAV4sv7R9cqqlAZgdAJOjAN4nfSKfUD1LleahTyf8RAbsS7U0ALMDYHIUwHtFmgP+Ur6Dz6RaGoDZATA50lNo6XMTcraor+YZwOukpxi5Kc9eD8DsAJgcCbD5SSmhk76q5hnA2hnmHeyTcmEAZgfA5EiA19Y2fgHPtrCadwD/UFW/gy1Sn00LgNkBMDnajhwzIoKrvGplLe8A1qZF7mCbv1MvC8DsAJgccVfKVT0DW3i1jj9bWslDgLW1A46sVvfMl1TOZgnA7ACYHPlghuI1f1g91ZSXAFsIgNkBMDmvH06YIADmB8DkAJgbAPMDYHIAzA2A+QEwuTQFvP7eE2vXPfXpHS4MBcD8AJhcegKe2yT81syhi50fyyXAO//cCcA2BMDk3AO8xjhG7wC/44O5Abj05eOzRNbxL5cAMDcAJuce4J7m7ompT1PDzQXAey6I3Jvz/wZgZgBMzjXAhXVMwAc6PpoLgM3/kLoCMDMAJuca4NXyIXqO3z/nAS81j1jKsnBIJS8AdiAAVup3GfBGp0dzHvCT0t1R/4hVZgDsQACsNlC2ucFXt/yxSlZzHvCNEuBezg5lBsAOBMBqScfYXur4YM4DvkEC3NPZocwA2IEAWK3PjO09e57jgzkPeJgEeLCzQ5kBsAMBsGKP6K/5PO/8WM4D/lV6EesnZ4cyA2AHAmDV3jsiuLmfMMOFoVx4G6mbAfgKvI3EDIDJuXsww+8ffbLKlaFcALzzrIjfs9YAMDMAJoejkcgVjzo8wPfwUUXYlZIbAJMDYE6blm7CwQw2BMDkMhywf9rLby5ljgXA7ACYXEYD3nZDleAfsafOZ40FwOwAmFwmA958TORlqLwvOWMBMDsAJpfJgLsbbwQ15vzAAZgdAJPLYMDyJyA9xxgLgNkBMLkMBvyWtDNkys8QTRIAswNgchkM+GkJcD5jLABmV6GA24/eaXdbCmy/yoRD+f073Bprm9+tkQJD+bemWuYZCfCZjLF2+Lcx1rY4lN/FTcO9oQr88TaNgvwprgB+fqvdFWy2/SoTtdnv3+LWWFv8bo20NbBFFKRa5jMJ8M2cwVIPZVeB/25d3DRc3QrjTN2UP9kNwHgKrVolewpd0sI8nohzgCOeQrPD38Dk0gXwmp9XyVeu9DbSpzk64Js4QwMwOwAmlxaAi546OKCwySOmWbU9sd6tFfZ7QxFndABmB8Dk0gHwztMjv0iP36xPUtwXev3DZ7Vsc8P3vOEBmB0Ak0sHwOYeVRfrk/DZSPwAmBwAW+l3aY+qOZFpAMwPgMkBsJVGSG8HDYpMA2B+AEwOgK3UTwLcNTINgPkBMDkAttLtEuDukWkAzA+AyQGwlUZLgPUzNAMwPwAmB8BW+ivX3KNK/+xwAOYHwOQA2FIDDMDGhxQBMD8AJgfAliruEvH7f4YkAOYHwOQA2GKTz6oick6dYF49APMDYHIAbLniLVH7MwMwPwAmB8DcAJgfAJMDYG4AzA+AyQEwNwDmB8DkAJgbAPMDYHIAzE0ZcNHiH1YzxwJgdgBMLrMB/9sneE6Oli+xbhcAswNgchkNeFnTyB4gnTjn1AFgdgBMLpMBF7Yy9sG8nzEWALMDYHKZDHi8eRRTNcZPHIDZATC5TAbcWToOcSp9LABmB8DkMhnwKRLgkfSxAJgdAJPLZMD/kQAzPl8UgNkBMLlMBtxTAvw5fSwAZgfA5DIZ8HTTb8N99LEAmB0Ak8tkwGVnG4A5jyEAswNgcpkMWNvcNnIqrYc4YwEwOwAml9GAtaIxJ+WI2p2+Y40FwOwAmFxmAw5Uwt5MAZgdAJPLeMD8AJgdAJMDYHYAzA6AyQEwOwBmB8DkAJgdALMDYHIAzA6A2QEwOQBmB8DsAJgcALMDYHYATA6A2QEwOwAmB8DsAJgdAJMDYHYAzA6AyQEwOwBmB8DkAJgdALMDYHIAzA6A2QEwOQBmB8DsAJgcALMDYHYATA6A2QEwOwAmB8DsAJgdAJMDYHYAzA6AyQEwOwBmB8DkAJgdALMDYHIAzA6A2QEwOQBmB8DsAJgcALMDYHYATA6A2QEwOwAmB8DsAJgdAJMDYHYAzA6AyQEwOwBmB8DkAJgdALMDYHIAzA6A2QEwOQBmB8DsKhbwLePt7uWxtl9lwqHGjHndrbHGjXnDvaHGvOrWWG+MGefeUGNc3DRedm2osWPibRqvuQO449m21769/deZoHbt2rk3GO4WN1fvlotDtWsXd/onbgD2dv3z8/+p6NvgQFPz8/9b0bfBgQry82+s6NvgRNfn56v8aQDA5QNgLwXAKCYA9lIAjGICYC8FwCgmAPZSAIxiAmAvBcAoJgD2UgCMYlo2b96+ir4NDrRp3rwNFX0bHKho3rzfKvo2ONFv8+YVKywGwAh5OABGyMMBMEIeDoAR8nAAjJCHA2CEPBwAm60d3u/Km4f9Lk96xxdpXUXdKGabnut1ee+XtqWc5rHS8aFKcBdSPFoAbDSzk++ym67wdZwgTRvp8a3izy4+37U+X49NKaZ5rHR8qLT4dyHVowXAelu6+MYXa6WfdvJ9b04c4Fu5N5RrJ76xtzt9g7dq/w7wDU0xzVul5UOlxb8LqR4tANab7BsU+vqu7xFzYpdOrp0dy4mW+3oVBr5sv+LSzUmneax0fKiCxbkLKR8tANYb4fs49HWVr7sxbZuvb0XdHFsa4wufXXCYb3LSaR4rHR8qLf5dSPloAbDe+2PXhr4u9N1kTPvN9/hPwwcOe3drRd0oZvf75oW+fux7Nuk0j5WOD5UW/y6kfLQAOKbC+33mOXG/8F0eelHh6u8q8BYx6uNbFvo62/dw0mneLK0eKi3+XUj5aAFwdAUDfdebL9lP8HWa/Pee5UN9V3jzpc3OvvBxkYt9/ZJO82Tp9VBp8e9CykcLgOX2TrzK10865u6n95eGvj7se7qCbhGvzr71oa+LfH2STvNg6fZQafHvQspHC4C7B5+1hH9is3v4uk6O91rmAp83jxnv41se+jrbd3/Sad4r7R4qKfkupHy0AHjEkEBTA98UDvNdNmFn3GU2+Tp58t3F+30/hb5+6nsm6TSvlYYPlZR8F1I+WgCsVzLYd8uq6El7p38c/kn+7tG/F0f7xoe+jvC9m3Sax0rHhyrBXUj5aAGw3kzfPYWx0/pE/v97xfe867fHjpb5biwNfCnscummpNM8Vjo+VFr8u5Dy0QJgvTt984vCBU9F9PH0PwL/TvddszDw05vUsYu/om8erTt8o8u04qG+x4MXwvcpeponS8uHKvYuKD5aAByppJO+J3lo74ArfFMC/5Y95fN1u+FSX9fvU61eSVt1le/qezr7ev4bvBC+T9HTvFh6PlSxd0Hx0QLgSBt8cbYKrezbQT07D3hpSwXfOHobnu1x2fVjw2+XRu5T1DQvlqYPVcxdUHy0ABghDwfACHk4AEbIwwEwQh4OgBHycACMkIcDYIQ8HAAj5OEAGCEPB8AIeTgARsjDATBCHg6AEfJwAOy9JopIVVp1fKLAnF78cY/WDWqf2PUZD58bGVkMgL2XAThY42/1yd+31qfVm1iRNw+5GQB7rwDga8YGe6JnTSHqhz+lQJucK8Qh/UcOue5gIbLGS4tfJJYoXnHsknHXnNuzZfWWl840LpdK854T3v3ENI8GwN4rAHhc5Nt/8oW4LfTdrFxR69XQSdH2jcwS1c1zvq3PUQUcu2S8Ncvuygr/lu8dvjj21OqN/k8/Ccbm+s33WroniB0Aey8JsPa7ECcFv+49XFT9Wp84RAjjvIYlFwhFwLFLxl3zISGOGD7pycBv+ZGBS8UXhjBnjwzP7CM8+3lpng2AvZcMWGsuagV/744RwvzwnNImomnol/GGmU+0EEqAY5dMsOaSbHHhnsDXHUeLvB2adr84eOq2tUNzckK/gxfltKPfKUQLgL1XFOA2QuwKfDle1NplLnGbEHMDX0oiL2qlBhy7ZKI1u4hq4ZM+fiKCv233EwuDFx4UoU8JbJ+9kHyfEDEA9l4y4MJqonngy99CdJeWKN61K3jC1ZIzArVUAhyzZII1d9cQXSIjTJy4UFsv9gtdmCXaBv6dLDz9YUseDYC9lwz4fiEu1YJ4xBMJlh6r+jdwuSXLr/mpEB9JF8saisXBr4+I6wN/hR9Sz7NnZPZwAOy9DMDb5l2TJXJ+DHw3TIhE7/3aCfhpIf7UypbNWh357J57RbOp29YNy835LvjK2SgL9wHZFAB7r6gdOUToU+vuEmJegqXtBHy9ELtfahYYtPY1G4OXi84N3YSs4YEn8TWOLLZ4P5ANAbD3kgE3mRqa1F+IFQmWthPw5aJOb31vry+CE8pGn5RX7/zZge+uFp9ZuhPIngDYexl7Yo2dtCyyH9RDQvyUYOnyDAvWhdqTasnya14QkHv4f//ctejuKqJJ5C/e8O/d2cIXvliqITcDYO8V9TZSuDFCvCdfXrLkD/3b8gy7hn+HTom93tSAfUIcFX636g0hbpdmlOZXDT4DmO9rXK3tCzDsYgDsveIA/ina03IhLtK/txNwXyE+jHzbUpwszRgn7g78+3Ju6IrblfvsT+RYAOy94gAuri+aFJkXXxDiXv17O/8GflyIdZFvLxd5xsfIa9sb779d0xZWzRn819YPDhX3qI2HbAiAvVccwNqdQkgfbH2mELP17+0E/KYQ8yPfnitqm9MHite04P5fDwYv/Cbql2nIpQDYe8UDvKamqGm8kfS6EEcYhuwE/HeWvsd1QR1xnjF5eZX84N+97cSXoYtNxFq1ARE/APZe8QBrLwlR542Q2rJxtYV435hhC+CiXbv2Bb92EFVmBL/u6SjEx8aCHcK/7/uG/hDWFou6eBnLtQDYe8UFHHwnSRza75kRNx8f+GagOd0WwCNEeEfn5TWFuOqlyUMOEaKvsdynolvo609Vsu5e+s87B4n7LNwZxAuAvVd8wNrbB+h7d1QbKU22FbA2s354iJw7jLeRi1rV+Dv83StVQvM6YJcs9wJg75UAsLbzjUsPq5XX5NzHN8lT7QWs/ftgm3p5zbsvMBd7RgzRv13SpUW9s+XT+SCnA2CEPBwAI+ThABghDwfACHk4AEbIwwEwQh4OgBHycACMkIcDYIQ8HAAj5OEAGCEPB8AIeTgARsjDATBCHg6AEfJwAIyQhwNghDwcACPk4QAYIQ8HwAh5OABGyMMBMEIe7v8Bq4lSyFvV+toAAAAASUVORK5CYII=)
The rest of arguments customize the plot. For example, the dots can be coloured according to a desired variable, which can be continuous or discrete. Here we show a kernel PCA of soil samples in which each sample is coloured according to its pH:
kernPCA(data=soil$abund,kernel="clin", y=soil$metadata$ph,
col=c("aquamarine2","orange"),title = "Soil kernel PCA",legend = TRUE)
![](data:image/png;base64,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)
The projected data can be retrieved setting plot=FALSE
.
Clustering
A dendogram plot presenting a hierarchical clustering of data can be obtained with:
soilData <- CSSnorm(data=soil$abund) ### CSS normalization
hklust(data=soilData,kernel="jac",labels=1:nrow(soilData))
![](data:image/png;base64,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)
Additional arguments allow changing the agglomeration method, outlining clusters or customizing the plot:
hklust(data=soilData,kernel="jac", title = "Soil data cluster dendogram",cut=3,colors=c("coral3","orchid3","darkolivegreen3"))
![](data:image/png;base64,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)
The dendogram object can be retrieved setting plot=FALSE
.
SVM regression
SVM regression is performed with the regress()
function. regress()
performs automatic training/test splitting of the input data, k-cross validation if requested, and regression with optimal hyperparameters. To perform MKL, go to MKL section.
The most basic call only needs three arguments: data
(predictor variables; e.g. taxonomic abundances), y
(target variable; e.g. a phenotype) and kernel
.
For example, if we want to predict the pH of soil (y
) from the abundances (data
) using the compositional linear kernel:
modelreg <- regress(data=soil$abund, kernel="clin", y=soil$metadata$ph)
If the user has a pre-computed kernel matrix at hand, it can be passed as input to data
. kernel
should then be turned to kernel="matrix"
.
The SVM hyperparameters Cost (C
) and Epsilon (E
) can be specified, thus tuning how the model will adjust to the data. Roughly speaking, C
is the cost of doing errors. In SVM regression models, differences between predicted and actual values smaller than E
are not considered errors. Both increasing C
and decreasing E
increases the complexity of the model and the danger of overfitting.
regress(data=soil$abund, kernel="clin", y=soil$metadata$ph, C=5, E=0.001)
In addition, a generic kernel hyperparameter (H
) can be specified. For example, if the chosen kernel is RBF, H
will be interpreted as gamma: RBF(x,y) = exp(-gamma·||x-y||^2)
regress(data=soil$abund, y=soil$metadata$ph, kernel="crbf", C=5, H=0.1)
k-Cross Validation can be performed to obtain the optimal hyperparameters. This is done providing an argument to k
. Then, the best hyperparameter value (or the best combination of hyperparameter values) will be selected among the values provided by the user:
regress(data=soil$abund, y=soil$metadata$ph, kernel="clin", C=c(1,5,10), E=c(0.001,0.1), k=5)
Training/test splitting is controlled with the p
argument and the rownames of data
. If given a numeric value between 0 and 1, regress()
will consider it the proportion of data instances for the test set, and will do a random splitting. Default is p=0.2
. Otherwise, a vector containing the indexes or the names of the rows of the test set is also allowed.
If the input data has repeated rownames, regress()
will consider that the rows that share id are repeated measures coming from the same individual. The function will ensure that all repeated measures are used either to train or to test the model, but not for both, thus preserving the independence of the training and tets sets. However, users can enter the test partition, setting p
to be a numeric (row indexes) or character (rownames) vector. The remainig data will be used as training.
Output
A list containing:
$nmse
: Normalized mean squared error over the test data. This permits evaluating how good the model is at predicting.
$hyperparam
: Hyperparameters’ values used to build the model and their cross-validation error (if applicable).
$prediction
: Predicted and true values (test set). Rownames correspond to the indexes in the original data.
$var.imp
: The variable importance (e.g. microbial signature) if a linear or linear-like kernel is used. To present relative values of
SVM classification
SVM classification is performed via the classify()
function. Both binary or multiclass classification (one-vs-one) are supported. One-class classification is available in the outliers()
function.
The usage of classify()
is for the most part identical to that of regress()
. For example, to predict if a certain soil came from forest, tropical, shrubland or grassland environment:
modelclas <- classify(data=soil$abund ,y=soil$metadata[ ,"env_feature"],kernel="clin")
Probabilistic classification is available setting prob=TRUE
:
classify(data=soil$abund ,y=soil$metadata[ ,"env_feature"],kernel="clin",prob=TRUE)
The available hyperparameters are H
and C
(where C is the cost of missclassification). Also, classify()
supports several methods to deal with imbalanced data:
-Class weighting:
classify(data=soil$abund ,y=soil$metadata[ ,"env_feature"],kernel="clin", classimb="weights",C=c(0.001,0.01),k=10)`
-Undersampling:
classify(data=soil$abund ,y=soil$metadata[ ,"env_feature"],kernel="clin", classimb="ubUnder",C=c(0.001,0.01),k=5)
-Oversampling:
classify(data=soil$abund ,y=soil$metadata[ ,"env_feature"],kernel="clin", classimb="ubOver",C=c(0.001,0.01),k=5)
Output
A list containing:
$conf.matrix
: Confusion matrix (true versus predicted) for the test data. This permits evaluating how good the model is at predicting.
$hyperparam
: Hyperparameters’ values used to build the model and their cross-validation error (if applicable).
$prediction
: Predicted and true values (test set). Rownames correspond to the indexes in the original data. If prob=TRUE
, the probability of each observation to belong to a given class.
$var.imp
: The variable importance (e.g. microbial signature) if a linear or linear-like kernel is used.
Variable importances
Following Guyon2002, we can obtain the importance of a variable in a SVM model as:
imp <- modelreg$var.imp^2
Then, to generate a plot of the 10 most important features:
imp <- imp/sum(imp) ## To give relative importances
imp10 <- sort(imp,decreasing = TRUE)[1:10]
par(mar=c(4,5,4,2))
barplot(sort(imp10),horiz = TRUE,las=2,
main="Soil data top ten important taxa",xlab = "Relative Importance")
![](data:image/png;base64,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)
## To know the taxonomic classification of the ten most important OTUs, do:
soil$taxonomy[names(imp10),]
Outlier detection
The outliers()
function can be used either in a supervised or in an unsupervised way.
In the latter approach, the most basic call to this function needs two arguments: data
(predictor variables) and kernel
(the kernel function used). Then, the function will return the data outliers:
outliers(data=soil$abund ,kernel="clin")
The nu hyperparameter (nu
) and a gamma hyperparameter H
can be entered:
outliers(data=soil$abund,kernel="crbf",nu=0.2,H=0.05)
If an argument for y
is provided, outliers()
functions as an one-class SVM. In that case, cross-validation will be performed if k
has an argument. Also, p
stands for the proportion (or indexes, or rownames) of data instances reserved for the test set.
outliers(data=soil$abund,y=soil$metadata[ ,"env_feature"],kernel="clin",nu=c(0.1,0.2),k=5)
Usage - Multiple data sources
The availability of multiple types of data for the same sample of individuals is becoming increasingly common. For instance, for several patients, we may have types as diverse as metagenomic data, metabolomics and blood analysis. Another example is when we have spatial-related samples, as in the smoker
dataset. There, each individual is sampled in four body sites: left and right nasopharynx, and left and right oropharynx. Combining this different kind of data types can be tricky for most methods, but the kernel framework offers a straightforward solution: using specific kernels for each data source and then directly combining the kernel matrices. The process of obtaining an optimal convex combination is known as MKL (Multiple Kernel Learning).
MKL
MKL is available to classify()
, regress()
and outliers()
. All features of these two functions are available when performing MKL. To do MKL, the data
argument must be a list of length > 1. Each element of the list should be a data.frame or matrix, and rows should coincide. If kernel="matrix"
data may be a three-dimensional array. kernel
argument may contain only one kernel name (thus implying that the kernel is the same for all datasets) or a vector of kernel names. That way a different kernel will be applied to each data type. For example, if we have a list of metagenomic abundances, as in smoker$abund
:
css_data <- lapply(smoker$abund,CSSnorm) ## CSS normalization
smoking <- smoker$metadata$smoker[seq(from=1,to=62*4,by=4)] ## Target variable
classify(data=css_data, y=smoking, kernel="jac")
## This is equivalent to:
jacc_kern <- sapply(smoker$abund,qJacc,simplify = "array") ## 3D Jaccard array
classify(data=jacc_kern, y=smoking, kernel="matrix")
The coeff
argument is for the weight of each data type in the kernel combination. When absent, the mean across all kernel matrices is performed.
classify(data=jacc_kern, y=smoking,coeff = c(0.1,0.2,0.4,0.3) , kernel="matrix")
The use of additional arguments as C
, E
, p
… remains the same. Kernel(s)’ generic hyperparameter in the MKL usage, H
must be NULL or, either, a list so each element is the hyperparameter applied of each kernel function:
h <- list(nasL=0.001,nasR=0.1,oroL=0.01,oroR=0.01)
classify(data=smoker$abund, y=smoking,coeff = c(0.1,0.2,0.4,0.3), C=10, H=h, kernel="crbf")
In the case of k-Cross-Validation:
h <- list(nasL=c(0.01,0.001),nasR=c(0.01,0.001),oroL=0.0001,oroR=0.0001)
classify(data=smoker$abund, y=smoking,coeff = c(0.1,0.2,0.4,0.3), C=c(1,10), H=h, kernel="crbf",k=5)
Side functions for data fusion
KInt()
and fuseData()
return a fused kernel matrix, but the former uses kernel matrices as input while the latter needs a list with the different data sources.
KInt(jacc_kern)
We can use different kernel functions for each type of data; for example, the Jaccard kernel for the first data type and the compostional linear kernel for the second:
fuseData(DATA=css_data,kernel=c("jac","clin"))
The former command consider the two sources equally important. If not, we can state the weights:
fuseData(DATA=css_data,kernel=c("jac","lin"),coeff=c(0.9,0.1))
Usage - Longitudinal data
In this case, we have repeated samples for the same individuals indexed by time. Take as an example the growth
dataset, which follow the growth over time of several girls and boys from birth until they turn 18-years-old:
library(ggplot2)
#>
#> Attaching package: 'ggplot2'
#> The following object is masked from 'package:kernlab':
#>
#> alpha
target <- rep("Girl",nrow(growth))
target[ grep("boy",rownames(growth))] <- "Boy"
target <- as.factor(target)
growplot <- data.frame(rownames(growth),growth,target=target)
ggplot(growplot, aes(x = age, y = height, group=rownames.growth.,color = target)) +
geom_line()+ ggtitle("Growth spurt") + theme_bw()+ theme(legend.title = element_blank())
![](data:image/png;base64,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)
This kind of data is called longitudinal and is typically represented as functions. The coefficients of a simple polynomial fitting can be obtained with lsq()
by least squares. For the growth
dataset, we interpolate the growth curves with a polynomial of degree 2:
growth2 <- growth
colnames(growth2) <- c("time", "height")
growth_coeff <- lsq(data=growth2,degree=2)
The kernel framework allows direct handling of complex data types as functions using specific kernels. ‘kernInt’ implements the functional linear (kernel=flin
) and functional RBF (kernel=frbf
) kernel. When used, a domain
argument to evaluate the functions (e.g. a time interval) has to be provided. For instance, we use classify
to predict from the growth curve if the individual was a girl or a boy:
target <- rep("Girl",93)
target[ grep("boy",rownames(growth_coeff$coef))] <- "Boy"
target <- as.factor(target)
cm <- array(0,dim=c(2,2,40))
for(i in 1:40) {
model <- classify(data=growth_coeff,kernel="frbf",C=c(1,5,10,50), H=0.0001,domain=c(1,18), y=target,k=5)
cm[,,i] <- model$conf.matrix
}
We may compare this approach to perform a nonlongitudinal prediction using only the last time point (age 18):
cm2 <- array(0,dim=c(2,2,40))
for(i in 1:40) {
model <- classify(data=matrix(growth[which(growth[,1]==18),2]),kernel="rbf",C=c(1,5,10,50), H=0.001, y=target,k=5)
cm2[,,i] <- model$conf.matrix
}
acc <- matrix(0,nrow=40,ncol=4)
colnames(acc) <- c("Acc.Long","Acc.18y","F1.Long","F1.18y")
for(i in 1:40) {
acc[i,1] <- Acc(cm[,,i])
acc[i,2] <- Acc(cm2[,,i])
acc[i,3] <- F1(cm[,,i])
acc[i,4] <- F1(cm2[,,i])
}
boxplot(acc,main="Accuracy and F1")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA8AAAAPACAMAAADNCOCpAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3de2AU5b3w8V8CkaBcA0ZKQcCIWrWKYhsVL1SlFVTUWq3ipaKCwWqV1ipyDKI9CBVvRXuqvn1bb/hq7WlRW6hW22Otx2ARKWqRKmCFFrUIgiAaIPPuzG6yt5kkz+48O/kN388f7Oxk55mHZb4km8xsxAGglkQ9AQCFI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECjsrz4vnPqOdh163u37FvzsrXJd/0SKanHwFHZWLywD0g6nnYVUjAv0ncvb6ks1SMgCPyWVXqyH0t6plYVUjAxxJw+xFwROY1H7n/EfVMrCog4DlCwO1HwBE5s/nIrYl6Jla1EnCfYZnuSX1syxQhYAMEHI1NXVs+97wc9VxsaiXgutzHNn2w5Dd1PYSATRBwNH7uHqVdu7t/fjfqudhkEvBPM76iJuB2IuBonOAepWee6/75+R2ZH/jX7aOHdKsccOIt/25t5eGZBVzi3jnKXapzlw53nA+/f1DlYu9ja344bsSALoNGnH3rmuDxZnjN3Jv64OZd3HszcmecP9LPzku4wXEWX/aFHrvWnP98xoP/d+K+u1Yd+oMPCNg2Ao7E2k7uUfrLJ72DNePIb7ym5UvrrjN2BK9sPeCXeyduFiXuf3Zt55YkdpmyPWi8d8rc5ZNSH37C+8iK7An7jZTcW9O08tT68z9NPXjDuak1/Z4nYMsIOBK3uwdpt08+65V9JG8cmXEMyxk7Ale2GvByt1834O1jM7eUbwXu5Gh3qXJz8uPNn8Yz+Y6UfOB16dUXJx/84aEta3pcbBDw/17u6UnABgg4EsPdg/Rcx7nQO763Na8+U7JcH7iy1YBPklTAc7K3lGeCxrvXW/p1crhB7vKPsufrO5K3t90yVy/yHvy1nAe3N+CUvQnYAAFH4U3vCH7ScRZ4CwtSq3/p3au86J6fTKhwl3ZZGbSytYC7NcfU9Hlvy2/96ME7vuqtOj9oJ+u9l73jvdHecBc7rc2ar/9Idak+9zr93AOTS5e5q3+WXN57/MX7thrw7oelnZHxUQI2QcBRqHeP0V6fOc62Pu7St1KrvSx7/tVd/JP3IvmGVlcGBCyy72PLt773qbPQuzPfe4z3qnRY4E5O94ryvjr3XrWekD1f/5GSe9v1/qbE8t3e8sGJpaZ9vEXvxIzZ5a0EnGm/jI8SsAkCjkJNyye8Ce5Sj+R3f972juUfJh9ykbt8WMDK1gM+/LPkeu9T4V7JZe9F98CgnTj/7a190V13vLv0s+z5+o6U2tt/JVd7L6N3Tyz80Vt7RXLtFAK2jIAj8JJ30P7OXXzWW/yVt/oBd7F8dfIxv++c0KPJf2XrAS9Mrd/8XsJ6b3HrV9wPDAjaifOp9920axOrPna/mu7yUfaEfUdK7q1L6gW8l2qlk/rqokvqR00fdCVguwg4Ape7h2gf78jfXu0un+Wt/q67uE/OY31XthrwrtkP3fbGo/Wne69hvez8x0t+JfAFJ3WO9um+084ZKbm3g1IfnNMcsPci+djmbUYRsF0EXHrbvGgvTd65zF3u+rG7+K2WEDP4rmw14AMzHrf0P4/dJZ3JgMDxUlcn/91xLnVvf5E/6fyRsn/edHdzwMPchfHNm00MDpjvQoeBgEtvvnf8Dkp+/3Wwd2euu/40d2lszoN9V7Z1JlbKhrqyrM9zAwLHc5r2dNff5jjubfdPcj/sN1JAwN5fqOUSqx8QsF0EXHrnSp6T3fXj3KUROQ/2Xdm+gJuOSQ5evs+5989szs5/vNRr2GOTP0Q6P/eDviMFBOz9ROmS5i2vIGC7CLjktmSd+5BU4X6HyHtpvGfOo31XJgOemLozLiDg+7yhT12wKbE8uzk7//FSUXX60HvcgtwP+o4UELD3Ta7jmrccQ8B2EXDJzc3vV+SniQ/c5TWU+v7tv+9xNfmvTAZ8amrAgwICPq3lc3vqpe2AoJ24vNeuDx0nmWeGtTpSQMDfcxd2/SC59qNeBGwXAZfcGL+Aj098YIm39L3ko653l4cGrEyeeDEg+fPeF8oDAt7PvZd807xN1c3Z+Y/npE7gONH9RtVleVP2HSkg4OS1EN9Prp0uBGwXAZfav73LeialV3hnU5SvTbzSHOpF8Et35cveD1C/E7DSudZL4Gr3qqA/DpSAgD/n3hvlfn7deoE0Z+c/XsI/my8qkhfy5uw7UkDAjXt4f5/Z3srOBGwZAZda8qTDp9Mrkp+y5iSW7vGWys64/ad1XdylzsuDVv48mdo+554/PFWdT8Bf9j5w3N0PTN1P0tn5juc6ITXSnk15c/YfyT/g1NXFcsCldQelRiRgewi41I5wj8+ejekVn3ifB49MLG0fKVmmOUEr1+0qOXwCnp77mN0Dx3Pdn1pxTf6c/UcKCLjxwNxHE7A9BFxiK72D99zMVd61tmXvJJbeG5Z53H8reT2w78rb0msO/kZAwOurWx5Tlbxq973A8Zz023QtyZ+0/0gBATsrB7Q8unwEAdtFwCXmndkgj2eu+r/eKu/6gs0TW974oud/NX/cd2V985kVX3s/8ESOxUNTjznqzde829OaAsdLONtb9QW/WfuOFBSws+orqUd3e9DkHTlSCNgEAZfYF7wD/ePMVe973z4alryz8ubjBnbtOnDsjzdlPMJv5dK6/bpVDvnGPMe59+yEG9x1uW+m0Xj3CYO67HnmE4nFK90Hnf1hKzvxfiOCyA98p+03UmDATtNvzhnatdcXr/uH85T72Ak5gxFweAgYzRq9C/zfinoaMEHAaLba7ffLUc8CRggYzb7vBnxH1LOAEQKG64Pt/5zivhTvsrbtx6IDIWC4Tu6U/L5x/mmU6NAIGK6Tk/12/UfUE4EZAoYrGfBuf4h6HjBEwHBd2L1i9wOvfTPqacAUAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKCY/YDXvb1k0fK11ncD7IzsBrz0xhG9xdO9tn6p1V0BOyObAb81VrKctsrizoCdkcWAX6xyq+1ZUztmdO3e3ifi6lfs7Q3YGdkLeH1/kZr6V5vvvjnrEJHBm6ztDtgZ2Qt4hsi4rZkrmupFZlvbHbAzshfwcBn4Wc6qkVJrbXfAzshewFUyKXfVHOlrNMQ/pl4LxMlNW0ILLMlewJVyTe6qB6Sr0RDXCBAvj4UWWJK9gIfIqNxVV0mN0RCT5eRZQHwcIg+FFliSvYDHS9nT2WuW9ZCLjYaYLLeHOCEgaucpCrihXCpnZpxCueG+PlK+0GgIAka8aArYmZL4ir9sxNQ7H5q/YO6caaMqEnenmo1AwIgXVQE7MyuyX79X3Gw4AAEjXnQF7Kys2yOdb/XEFabbEzDiRVnAjrNjydzpkydOmDz94cU7zLcmYMSLuoCLQ8CIFwIGFNMYcBHvyEHAiBdtARf5jhwEjHjRFXDR78hBwIgXVQEX/44cBIx40RRwCO/IQcCIF00Bh/COHASMeNEUcAjvyEHAiBdNAYfwjhwEjHjRFHAI78hBwIgXTQGH8o4cBIw40RQw78gB5NAUsOk7cjStzzPJIOBP8zfPsbIty9p8xNq29vFREU9YR7K9zWfz3baeq+V/b+sRa9rcSQFXsHVsmgI2fUeOOr/38Bvd3p190i+Mtwws3k9CeOI6gK9F/TwmXRD18xA2VQEbviPHLX165+osx7Z3X6ulPG/zbLuWtUXafETnXm3sQy4v+lnrEAZIz9b/pt3L23w223w6y3u0vo8eMjzq5yFsugIu+h05DpVT2/vQ1TLAdHQL7opPwKujnoLjLCLgtnXod+Qg4KgQsB3qAi4OAUeFgO0g4CAEHCoCtoOAgxBwqAjYDt0Bb12zZo3RBgQcFQK2Q3fA80TMdkfAUSFgOwg4CAGHioDtIOAgBBwqArZDd8DrGxoajDYg4KgQsB26AzZGwFEhYDsIOAgBh4qA7SDgIAQcKgK2g4CDEHCoCNgOAg5CwKEiYDsIOAgBh4qA7SDgIAQcKgK2g4CDEHCoCNgOTQG/58toCAKOCgHboSlg/7cpMxqCgKNCwHZoCrgPAetFwHZoCrhx3gGJYIedmM1oCAKOCgHboSlgx/n4yyK/LGYAAo4KAduhK2DnVwSsFAHboSzgxgoC1omA7VAWsHMAAetEwHZoC/j6kc8XszkBR4WA7dAWcJEIOCoEbAcBByHgUBGwHQQchIBDRcB2EHAQAg4VAdtBwEEIOFQEbAcBByHgUBGwHQQchIBDRcB2EHAQAg4VAdtBwEEIOFQEbAcBByHgUBGwHQQchIBDRcB2EHAQAg4VAdtBwEEIOFQEbAcBByHgUBGwHQQchIBDRcB2EHAQAg4VAdtBwEEIOFQEbAcBByHgUBGwHQQchIBDRcB2EHAQAg4VAdtBwEEIOFQEbAcBByHgUBGwHQQchIBDRcB2EHAQAg4VAdtBwEEIOFQEbAcBByHgUBGwHQQchIBDRcB2EHAQAg4VAdtBwEEIOFQEbAcBByHgUBGwHQQchIBDRcB2EHAQAg4VAdtBwEEIOFQEbAcBByHgUBGwHQQchIBDRcB2EHAQAg4VAdtBwEEIOFSxCXjZojY8t6CtR/y1KYS/S4rSgHcseuznv33ffDsCjkpcAv6jhOD/hvGXSdIUcEPDa8mFxh9Wu09D2THPmw5BwFGJS8D/+urwNnSSYW084itLw/jLJGkKWOQw73bT0c3/k5XdYDgEAUclLgG3rbest7+TFhoDPj2R7r7jrh8/LHE7x2wIAo4KAduhMOA/iHS7x/s2wGN9pOtaoyEIOCoEbIfCgM8XuS+15lGRG4yGIOCoELAdCgMeIvu0fBv+i3K40RAEHBUCtkNhwJVyTsuq86Wv0RAEHBUCtkNhwNUypWXVVKk0GoKAo7LzBFwlG+zvpIXCgI+SS1pWXSBDjYYg4KjsPAH/4DL7+0hTGPAsGdCYWvPpABllNAQBR2XnCbi0dAXc7cxpj7y6rr/Up9ZcI3KL0RAEHJUBMuveyE0l4LbZDDh5+lUXkYfd+0vOEtl9s9EQBByVAWGcQ1w8Am6TvYAnnzS0c+rfwf021orEbfkjZkMQcFQI2A5NASc0Ln/q9rrjBpS5Ab8t0u8Jw+0JOCoEbIeygFO2/DvxxztnPdnY5iNzEHBUdp6A1/3T/j7SdAZcMAKOys4T8P49P7O/kxYEHISAQzVAzp0Yua9zJlbbrAf8/qt/erbhjY8L2paAo7Lz/ByYgFvR+Mjpuye/FiobfNZjW4y3J+CoELAdugJ+bmjWC5rqu3cYDkDAUSFgO1QFPG+XRLV9hyT+GHDC/j3dhL++1WwEAo4KAduhKeD3e4uMe8dx1l9d5p7A8cqkRMMXmw1BwFEhYDs0BXyTyHXJpVmy68rEzdrhIi8YDUHAUSFgOzQF/CUZ9GlyqXGQXOHeru4qFxkNQcBR2XkC5nrgIH3l/ObFs1PXAZ8p+xgNQcBR2XkC5nrgIBVyffPiddLVu50quxkNQcBR2XkCLi1NAfeTM5sXz5Fe3u3F8nmjIQg4KgRsh6aAT5I+65JLWwcm/yW29JevGg1BwFEhYDs0BXy/yBneeeJNV4r8R+J265kitwU//s+X5p0M21dGt3dvBBwqArZDU8Db9hXZ//6/vv6Lo0V2Xes4D/YTGdrKlR+n+F2Ocmh790bAoSJgOzQF7Lzeq6VDd9Z1IoNebeXhq/LfFGlPOaW9OyPgUO08AXM9cLA3hyfzrXrMvVfX66IPDQcweg3c/drojSLgEJUkYK4HbkXT/EknjPjG3cmflK8yfkMOs4A7BgIOD2ditUN8LujvGIoOeNV1bX6aP7utR8zaVuwsCNgOAg6yrizqdJOuKfbv/B9hzOIvxc6CgO0g4ED3h3HgF+2YdcX+ndfdMat135Pd23jErLlNbe+ndQRsh+6At65Zs8ZoA5OAO8bX0CV4CbxM9rO/EwK2Q3fA8xJHuNEGJgFvauvTUpsukb2LHuMZ0+fEHAGHioDbz2rAxfu9nFDCvRWMgENFwO3XwQP+55AZJdxbwQg4VFwP3H7rGxoajDYobcBKEHCouB7YIgL2QcCKETD+0f4rPApHwHYQMJwnl9rfBwHboTHgdW8vWbR8bUGbEnBUCNgObQEvvXFE7+QZDt1r680/cRBwVAbI0ScUaVBNsSN8mYDbZjPgt8Zmn6Z02irDAUob8Du9rivh3jq2Q0t8BluAdr8hS+G4HjjQi1Xuv0HPmtoxo2v39j4RV79iNgInckTlvd8X7fTzih+jBOdYcD1wkPX9RWrqW96D481Zh4gM3mQ0BAHDNs7ECjJDZFzWLzNrqheZbTQEAfu567moZxAnBBxkuAzM/eJkpNQaDUHAPlbIF6OeQpwQcJAqmZS7ao70NRqCgH2U5EysnQcBB6nMf3eKB1K/YqW9CNgHAYeKgIMMkVG5q66SGqMhCNiHloDX/jvqGbQLAQcZL2VPZ69Z1sPwN3wTsA8lAW+rGhr1FNqFgIM0lEvlzIxTKDfc10fKFxoNwfXAPpQEvNnwN1FGheuBA00RkbIRU+98aP6CuXOmjapI3J1qNgKnUvog4FBxPXCwmRXZJ8ZV3Gw4AAH7IGDFdAXsrKzbI51v9cQVptsTsI+SXA9cPAL2oyxgx9mxZO70yRMnTJ7+8OId5lsTsJ9SXA9cPAL2oy7g4hCwXgTsh4ChBAH7IWCLuB44TFukW9RTaBeuB7aIEzkU+860qGfQLlwPbBEBwzbOxLKIgP1wPXCYCNgiAvbB9cChImCLCNiHkjOxtCBgiwjYBwGHioAtImAfWgLmemAfBGwRAYeJ64H9ELBFXA8cJi1nYnE9sEWcSumDgEPF9cAWEbAPAlaMgMH1wIoRMLgeWDEChhIE7IeAoQQB+yFgi7geOExcD+yHgC1SciKHFlwP7IOALSLgnRFnYllEwH64HjhMBGwRAfvgeuBQEbBFBOxDyZlYWhCwRQTsg4BDRcAWEbAPLQFzPbAPAraIgMPE9cB+CNgirgcOk5Yzsbge2CJOpfRBwKHiemCLCNgHAStGwOB6YMUIGFwPrBgBQ4mSBDyjqncHsPul7Z4wAUOJkgR8hHQIe7R7whoDXvf2kkXL1xa0KdcD61WS64GPkKfXR255jANeeuOI3sn/pLrX1pu/dONEDsVKcT3wEfK/9nfSlvdiG/BbY7O/0jhtleEABIxWEbDNgF+scqvtWVM7ZnTt3t4n4upXzEYgYD9cD9yCgC0GvL6/SE39q81335x1iMjgTUZDELAPrgdOI2CLAc8QGbc1c0VTvchsoyEI2IeSM7FKgoAtBjxcBua+XdhIqTUagoB9EHAaAVsMuEom5a6aI32NhiBgH1oCLsX1wARsMeBKuSZ31QPS1WgIAvahJOCSXA9MwBYDHiKjclddJTVGQ3A9sA8lAZfoTCwCDnm8tPFS9nT2mmU95GKjITiV0gcBpxGwxYAbyqVyZsYplBvu6yPlC42GIGAfBJxGwDZP5JgiImUjpt750PwFc+dMG1WRuDvVbAQC9sH1wGkEbPVUypkV2adSVtxsOAAB++F64BYEbPdihpV1e6TzrZ64wnR7AtaLgP0oC9hxdiyZO33yxAmTpz+8eIf51gSsFwH7URdwcbgeWK8SXQ9MwCGPFypO5FCM64F9KAz4/Vf/9GzDGx8XtC0Bo1UEbDfgxkdO3z35HayywWc9tsV4ewL2w/XALQjYasDPDc36KVL13abfxyJgH1wPnEbANgOet0ui2r5DEn8MOGH/nm7CX9/a9laZCNiHkjOxSoKALQb8fm+Rce84zvqry8ofcZxXJiUaNjsVmoD9EHAaAVsM+CaR1I9lZsmuKxM3a4eLvGA0BAH70BIw1wP70BTwl2TQp8mlxkFyhXu7uqtcZDQEAftQEjDXA/vRFHBfOb958WxJ/mOeKfsYDcH1wD6UBMyZWH40BVwh1zcvXpd6J46phv+onErpg4DTCNhiwP3kzObFc6SXd3uxfN5oCAL2QcBpBGwx4JOkz7rk0taBMty93dJfvmo0BAH74HrgNAK2GPD9Imd47yvbdKXIfyRut54pclvw45vyf23UwQTsg+uBWxCwxYC37Suy//1/ff0XR4vsutZxHuwnMjT3naIzTPL7xY1HWJse7CJgP5oCdl7v1dKhO+s6kUGvtvLwH/bJ+83JneUYe9ODVQTsR1XAzpvDk/lWPebeq+t10YeGA3A9sF5cD+xHV8BO0/xJJ4z4xt0bvDurGo2350QOxbge2IeygItFwGgVARNwmpaAuR64BQETcJqSgLkeOI2ASxrw1jVr1hhtQMA+lJyJVRIEXNKA54mY7S6OAfv9tLvkTivBX7QUCJiA0wg4VFwP7IOACzcjhAP/8xuLncWXQphFCOxfOMn1wH50B7y+oaHBaINQA76zou3jui1f2FzsLIqfQyjsfwrmTCw/ugM2FsOrkaIuN4WAw0PAgQjYFgIODwEHimXAUc8g4dcEHKK4B7zu7SWLlq8taFMCtoOAwxTngJfeOKJ38mu27rX15tehE7AdBBym+Ab81ticF16rDAcgYDsIOEyxDfjFKrfanjW1Y0bX7u19Iq5+xWwEArajFAFzPbAfTQGv7y9SU9/yHhxvzjpEZPAmoyEI2I5SBFyi64H77xW5QTENeIbIuKxfZtZULzLbaAgCtqMkAZfCEaX94VuQeAY8XAbmvoXdSKk1GoKA7SDgcMUz4CqZlLtqjvQ1GoKA7SDgcMUz4Eq5JnfVA6lfsdJeBGwHAYcrngEPkVG5q66SGqMhCNgOAg5XPAMeL2VPZ69Z1sPwN3wTsB0lCbg01wP/ckXkFsY04IZyqZyZcQrlhvv6SPlCoyEI2I5SBMz1wH40BexMSXxxUTZi6p0PzV8wd860Ue7luFPNRiBgOzgTK0yxDdiZmXMJfcXNhgMQsB0EHKb4BuysrNsjnW/1xBWm2xOwHQQcphgH7Dg7lsydPnnihMnTH168w3xrAraDgMMU64CLQ8B2EHCYCDgQAdtBwGEi4EAEbAcBh4mAAxGwHVwPHCYCDkTAdsToemACDnm8UBGwHTE6F5qAQx4vVARsBwGHiYADEbAdBBwmAg5EwHYQcJgIOBAB20HAYSLgQARsR4yuBybgkMcLFQHbwfXAYSLgQARsB2dihYmAAxGwHQQcJgIORMB2EHCYCDgQAdtBwGEi4EAEbAcBh4mAAxGwHQQcJgIORMB2EHCYCDgQAdvB9cBhIuBABGwH1wOHiYADEbAdnAsdJgIORMB2EHCYCDgQAdtBwGEi4EAEbAcBh4mAAxGwHQQcJgIORMB2cD1wmAg4EAHbwfXAYSLgQARsB2dihYmAAxGwHQQcJgIORMB2EHCYCDgQAdtBwGEi4EAEbAcBh4mAAxGwHQQcJgIORMB2EHCYdoKAdyx67Oe/fd98OwK2g+uBwxTXgBsaXksuNP6wWhLKjnnedAgCtoPrgcMU14BFDvNuNx0tKWU3GA5BwHZwLnSY4h7w6Yl09x13/fhhids5ZkMQsB0EHKaYB/wHkW73NLlLj/WRrmuNhiBgOwg4TDEP+HyR+1JrHhW5wWgIAraDgMMU84CHyD5Nzau+KIcbDUHAdhBwmGIecKWc07LqfOlrNAQB28H1wGGKecDVMqVl1VSpNBqCgO3geuAwxTzgo+SSllUXiNk/KgHbwZlYYYp5wLNkQGNqzacDZJTREARsBwGHKb4Bdztz2iOvrusv9ak114jcYjQEAdtBwGGKb8DJ06+6iDzs3l9ylsjum42GIGA7CDhMcQ148klDO6cidr+NtSJxW/6I2RAEbAcBhymuASc0Ln/q9rrjBpS5Ab8t0u8Jw+0J2A4CDlOMA07Z4v5E8J2znmxs85E5CNiOEAJuWrqodS9I1zYeseiNov8iR8jP29qJfc/EPuCCEbAdIQT8kITg6WJncWQYsyhev3ZPmIC1i0vAfxs5vA3Vn2vrEV97t9hZ3P/ltvZRCl+e2e4Jqw34w2fuX7DJeCsCtiM250Kroyzg1Xdecf2fErdNN3VLfKHR5dsbDbcnYDsIOCq6An5wV/cFwqQm54rUa4WD15kNQMB2EHDa9s9KuTdVAd+RyvbWBSJ9zpp66m5ietwQsB0EnHbM4G0l3JumgN/vIeWX/eKuA6VykBz1XmLF8v1FXjIagoDtIOC03rK+hHvTFPC1Iu6JV5uHiVSu9ta8LHKp0RAEbAcBpxFwkBPkEO/21yLnpVYdLfsbDUHAdhBwGgEHGZD6dPtPkZtTqy6VnkZDELAdBJxGwEG6y9Xe7ccid6VWTZEuRkMQsB0EnEbAQQ5LHSWLRa5KrTpDPm80BAHbQcBpBBzkPOninSpXJ7Lfdm/Nx9VystEQBGwHAacRcJDnRA5+3dl6SycRud1bc6XIPcGP/3PdxFx9ZbS16UWEgDsYAg50SqLcPhUix08Wmfj86qdPFem3pfWH5znU3vSiQcAdzPhRTW0/KDSqAn4v+VvNBq3ZNCiVY6cFrTx85b159pRT7E0vGgS8U1MVsLPtxr3Ke56deCG8Illw1fbzJBoAAB+ISURBVDzDAXgNbAcBR0VXwAk7kjdbZp88fMxthpcyELAtBBwVdQEXh4DtIOCoELB2BLxTI2DtCLiD4Xrg9tu6Zs0aow1KGfD6hy7/xgU3Lba9GwLuYLgeuP3mieHhW7qAG6d3S/6ka+Rf7e6IgDsYTuRov44b8EfHStkJtz/+wLf7yq6/tronAu5gCLj9OmzA278mA//sLW28RCobbO6KgDsYAm6/9Q0NZnGUKuD/I/3+0bx8pey/3eKuCLiDIWCLShRw02B5vOVO4z7ymMV9EXAHQ8AWlSjgV2TPjBPa58g3Le6LgDsYAraoRAE/0PKmXa6lcoDFfYlcW6yTzy92hK8TcAsCbsu6t5csWr62oE1LFPAdLW8Z4lpr8MvmzFWG/Hu1CmTziwxdCLg1S28c0Tt5xHSvrV9qvHkMPwPPn1Ws78nuRY8x6y2Lf0VduB442Ftjs//bP22V4QAlCnixDMj4R/yRnFOKnRZsmewX9RRQKFUBv1jlVtuzpnbM6Nq9vU/E1a+YjVCqHyPtJY+2LH9Wk/Et6Y6IgBXTFPD6/iI19a82331z1iEig81+xWipAv6ZVK9qXv62HGjz58DFI2DFNAU8Q2Tc1swVTfUis42GKFXAO8ZI/z96SxsulMqXS7LPgm0ccEHUU0ChNAU8XAbmXqk1UmqNhijZudAbjxcZOfvRn11aJd2eLM0usTPSFHCVTMpdNUf6Gg1RuquRts3okfxG26g3SrRHdAxcDxykUq7JXfWAdDUaopTXA2/8f9/55oUzzX/UBd24HjjIEBmVu+oqqTEaIobvyIEOhhM5goyXsqez1yzrIRcbDUHAsI2AgzSUS+XMjFMoN9zXR8oXGg1BwLCNgANNEZGyEVPvfGj+grlzpo2qSNydajYCAfvYfMBlUU8hTgg42MyK7FMpK25ue5ssBOyDEzlCRcCtWFm3Rzrf6okrTLcnYB8EHCoCbtWOJXOnT544YfL0hxfvMN+agH0QcKgI2CIC9kHAoSJgiwjYBwGHiuuBLSJgHwSsGAGDgBUjYBCwYgQMrgdWjIABxQgYCBXXA1tEwLCN64EtImDYxokcFhEwbCNgiwgYthGwRQTsg+uBQ0XAFhGwD07kCBUBW0TAPgg4VARsEQH7IOBQEbBFBOyDgENFwBYRsA8CDhXXA1tEwD4IWDECBgErRsAgYMUIGFwPrBgBA4oRMBAqrge2iIBhG9cDW0TAsI0TOSwiYNhGwBYRMGwjYIsI2AfXA4eKgC0iYB+cyBEqAraIgH0QcKgI2CIC9kHAoSJgiwjYBwGHioAtImAfBBwqrgduy7q3lyxavragTQnYBwErpi3gpTeO6C2e7rX1S403J2AfBKyYroDfGitZTltlOAAB+yBgxVQF/GKVW23Pmtoxo2v39j4RV79iNgIB++B6YMU0Bby+v0hN/avNd9+cdYjI4E1GQxAw4kVTwDNExm3NXNFULzLbaAgChm1cDxxkuAzMfW5GSq3REAQM27geOEiVTMpdNUf6Gg1BwLCNEzmCVMo1uasekK5GQxAwbCPgIENkVO6qq6TGaAgChm0EHGS8lD2dvWZZD7nYaAgC9sH1wKEi4CAN5VI5M+MUyg339ZHyhUZDELAPTuQIFQEHmiIiZSOm3vnQ/AVz50wbVZG4O9VsBAL2QcChIuBgMyuyT6WsuNlwAAL2QcChIuBWrKzbI51v9cQVptsTsA8CDhUBt2rHkrnTJ0+cMHn6w4t3mG9NwD4IOFRcD2wRAfsgYMUIGASsmNqAP3zm/gVmVyK5CNgHASumLODVd15x/Z8St003dRORLt/eaLg9AfvgemDFdAX84K7ud58nNTlXpL4RffA6swEIGPGiKuA7UtneukCkz1lTT91N5DSzEQgYtnE9cJD3e0j5Zb+460CpHCRHvZdYsXx/kZeMhiBg2Mb1wEGuFXkkcbN5mEjlam/NyyKXGg1BwLCNEzmCnCCHeLe/Fjkvtepo2d9oCAKGbQQcZEDq0+0/RZrPgb5UehoNQcCwjYCDdJervduPRe5KrZoiXYyGIGAfXA8cKgIOcljqe86LRa5KrTpDPm80BAH74ESOUBFwkPOky7vubZ3Iftu9NR9Xy8lGQxCwDwIOFQEHeU7k4Nedrbd0EpHbvTVXitzTygbr8xxMwPkI2MTm/KMqWy9Z2cYjzE8BDqYpYOeURLl9KkSOnywy8fnVT58q0m9L8MMvEx9H2JueVgRsYNEufkeVmfJfhTcfVQG/d7T39x+0ZtOg1FPRaUErD59Z1TtXZznG3vS0ImADywfnHVQ5dqlo6xGDnw9vPqoCdrbduFd5z7MTL4RXJAuummc4AK+BfRCwYroCTki9DceW2ScPH3Ob4aUMBOyLgBVTF3BxCNgHAStGwOB6YMUIGFBMd8Bb16xZY7QBASNedAc8T8RsdwSMeCFgQDECBhTTHfD6hoYGow0IGPGiO2BjBOyD64EVI2BwIodiBAwCVkxjwOveXrJo+dqCNiVgHwSsmLaAl944onfySsLutfVLjTcnYB8ErJiugN8am31l9GmrDAcgYB8ErJiqgF+scqvtWVM7ZnTt3t4n4upXzEYgYB8ErJimgNf3F6mpf7X57puzDhEZbPb+QgTsg4AV0xTwDJFxWzNXNNWLzDYaYmcM+NHK4t/FaaDZNSMoGU0BD5eBub/4baTUGg2xMwZ8f3nxAff+R9R/C/jTFHCVTMpdNUf6Gg2xMwaMONMUcKVck7vqAelqNAQBI140BTxERuWuukpqjIYgYMSLpoDHS9nT2WuW9ZCLjYYgYMSLpoAbyqVyZsYplBvu6yPlC42GIGDEi6aAnSkiUjZi6p0PzV8wd860URWJu1PNRiBgxIuqgJ2ZFdk/3ai4ue1tshAw4kVXwM7Kuj3S+VZPXGG6PQEjXpQF7Dg7lsydPnnihMnTH168w3xrAka8qAu4OASMeCFgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUUxrwjkWP/fy375tvR8CIF00BNzS8llxo/GG1JJQd87zpEASMeNEUsMhh3u2moyWl7AbDIQgY8aIx4NMT6e477vrxwxK3c8yGIGDEi8KA/yDS7Z4md+mxPtJ1rdEQBIx4URjw+SL3pdY8KnKD0RAEjHhRGPAQ2aepedUX5XCjIQgY8aIw4Eo5p2XV+dLXaAgCRrwoDLhaprSsmiqVRkMQMOJFYcBHySUtqy6QoUZDEDDiRWHAs2RAY2rNpwNklNEQBIx40RVwtzOnPfLquv5Sn1pzjcgtRkMQMOJFV8DJ06+6iDzs3l9ylsjum42GIGDEi6aAJ580tHMqYvfbWCsSt+WPmA1BwIgXTQEnNC5/6va64waUuQG/LdLvCcPtCRjxoizglC3/TvzxzllPNrb5yBwEjHjRGXDBCBjxQsCAYpoCvvDCGduKHIKAES+aAhaRI98tbggCRrwoC1iqnixqCAJGvOgKeMiRIleanbqRjYARL7oCPmz7DZ2k333bCx6CgGHVJ7+45MTjv3X/hpLtUFnAjvPiYJED5hc6BAHDpgf7J88U7H17U9sPDoW6gJ2NdZ1Ejn38s4KGIGBYdFXiEL19wbM//orImcYnGRVGX8CO88boxP9xfb/3twKGIGDYc4tU/jz5mfe3veXy0uxTY8CO88xB7tcph9/w3BbDIQgY1qzqUt7yM5KXu5b9b0l2qjNgZ8dTJ5a5DVccfo3REAQMa66Q8ek70+WUkuxUacAJb323t/f9AqMhCBjWDJRX0nc+6FRZzM87201vwI7zyVOTBrcW8It1E3P1ldHWpoed22bZLfNbzwfIa6XYq+aAXX+7Nfjxp4iPQ61NDzu3NfL5zLtHy59KsVftAbdm5b159izRKxPsfLaWVWaeYbS3LCvFXuMcsA9eA8Oa/eWP6TurpGdhpyoY0hTwlCl3FTsEAcOaaZnfYKmTC0qyU00Bh4CAYc2HveSO5uX/Lq9YXpKdEjAQksfLyq7+2F347JbOcltp9knAQFjurZC+l9w55/KBUjatRLvUHfDWNWvWGG1AwLBp4YjkDysPfLpUe9Qd8DzOxELH8vrtV14x8+VSXUxIwIBqBAwopjvg9Q0NDUYbEDDiRXfAxggY8ULAgGIEDCimMeB1by9ZtHxtQZsSMOJFW8BLbxyRfCMO6V5bv9R4cwJGvOgK+K2x2Vfnn7bKcAACztP4+/qLL7/l9aingcKoCvjFKrfanjW1Y0bX7u19Iq5+pe2tMhFwrvsHJP8vHLk46pmgEJoCXt9fpKb+1ea7b846RGTwJqMhCDjbtgtFDrjup3dN6COVj0Q9GRRAU8AzRMZtzVzRVC8y22gIAs52uXR72Dtvd+O3pfPvo54NzGkKeLgMzH2XkpFSazQEAWf5o1S+1LxcLwM+iXIuKIimgKtkUu6qOdLXaAgCzvIVmdmy3PRlKfodi1BymgKulLxfw/CAdDUagoAzfdCp8uP0vcdkZHRTQYE0BTxERuWuukpqjIYg4Ex/kGMy7q2TXpHNBIXSFPB4Kct5o4NlPeRioyEIONPj8o3MuxVSol+JifBoCrihXCpnZpxCueG+PlK+0GgIAs70rByXce8j6RHZTFAoTQE7U0SkbMTUOx+av2DunGmjKhJ3p5qNQMCZ/lnWLePHck/KEdFNBQVSFbAzsyL7VMqKmw0HIOAsh8uP03eOk1uimwkKpCtgZ2XdHul8qyeuMN2egLM8KT3/1rx8l/T9KMq5oCDKAnacHUvmTp88ccLk6Q8v3mG+NQFnO1uqn/UWGn9QXvaLiCeDAqgLuDgEnO2T0SIn/Hj+vGl7S6c7o54MCkDAO7ftM3skX4/s/2zUU0EhCHhnt/7+i0afOvmZ7W0/Eh0QAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKaQx43dtLFi1fW9CmBIx40Rbw0htH9E7+SvnutfVLjTcnYMSLroDfGitZTltlOAABI15UBfxilVttz5raMaNr9/Y+EVe/YjYCASNeNAW8vr9ITf2rzXffnHWIyOBNRkMQMOJFU8AzRMZtzVzRVC8y22gIAka8aAp4uAz8LGfVSKk1GoKAES+aAq6SSbmr5khfoyEIGPGiKeBKuSZ31QPS1WgIAka8aAp4iIzKXXWV1BgNQcCIF00Bj5eyp7PXLOshFxsNQcCIF00BN5RL5cyMUyg33NdHyhcaDUHAsOvfj86e+dDq0u1PU8DOFBEpGzH1zofmL5g7Z9qoisTdqWYjEDBs+vuZndzzi8pGGZ5gVDhVATszK7JPpay42XAAAoZF87pJ5Zirp3y9m1T8pES71BWws7Juj3S+1RNXmG5PwLDn2Qo513uJ99HkMnmwNPtUFrDj7Fgyd/rkiRMmT3948Q7zrQkY1nzcT6Y0L/9EupbmhbC6gItDwLBmlhzV1HLnHKkryU4JGAjHITI/fedvsvv2UuxUU8AXXjhjW5FDEDBs+axsl8xT9QfL30uxV00Bi8iR7xY3BAHDljXy+cy7R8kLpdirsoCl6smihiBg2LJRumfePUiWlGKvugIecqTIlZuLGIKAYc0e8kb6zoaKio2l2KmugA/bfkMn6Xdf4d8dIGBYM0G+k75zW/6VN1YoC9hxXhwscsD8th/sj4BhzRuddml52bu8pzzd2mNDoy5gZ2NdJ5FjH899b472IWDYc630/l1yadFAObs0+9QXcOJ/utEi0vd7fytgCAKGPdu/KTL2sdf/9sR5neTYLaXZp8aAHeeZg9zvSB9+w3OmzxIBw6KmH3ZLnqa/y/cL+wrRnM6AnR1PnVjmXY50eN677LSKgGHV+3eM3n+/429eVbIdKg044a3vJn/HitEQBIx40Ruw43zy1KTBrQa8Ps/BBIxY0Ryw62+3Bj/+MvFxpLXpAaWnPeDWzOydp6JU390HSiLOAfuYLLeHMROgg9AU8JQpdxU7BAEjXjQFHAICRrwQMKAYAQOK6Q5465o1a4w2IGDEi+6A55meiUXAiBcCBhQjYEAx3QGvb2hoMNpgsvTZq3QGlneqUKBzWXnUU2iXciXT7FzCQ2yvbqoDNvYjv9OjAb3Kwn732g4dsPPOihJ6UIb/jwIPyJ5RT6E9FkjXqKfQLt1lcSkPsn+FnUjHDrikfi8nRD2F9lgm+0U9hfbYLLtFPYV26S3ro55CUewHvO7tJYuWr7W+m+IRcJgIuDTsBrz0xhHJN+KQ7rX1S63uqngEHCYCLg2bAb81NvsF/GmrLO6seAQcJgIuDYsBv1jlVtuzpnbM6Nq9vU/E1a/Y21vxCDhMBFwa9gJe31+kpv7V5rtvzjpEZPAma7srHgGHiYBLw17AM0TGbc1c0VQvMtva7opHwGEi4NKwF/BwGZj7dtkjpdba7opHwGEi4NKwF3CVTMpdNUf6Wttd8Qg4TARcGvYCrpS8X8PwgHS1trviEXCYCLg07AU8JP9Xrl4lNdZ2VzwCDhMBl4a9gMdLWc7vXF3WQy62trviEXCYCLg07AXcUC6VMzNOodxwXx8pX2htd8Uj4DARcGlYPJFjinv11Iipdz40f8HcOdNGVSTuTrW3t+IRcJgIuDRsnko5syL7VMqKmy3urHgEHCYCLg2rFzOsrNsjnW/1xBU291U8Ag4TAZeG5csJdyyZO33yxAmTpz+8eIfdPRWPgMNEwKXBBf0tXpYzop5Ce6wp78ins7Vo7No/6im0y+Aun0Q9haIQcNrv34t6Bu3y51VRz6BdFr8R9QzaZdmiqGdQHAIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFCNgQDECBhQjYEAxAgYUI2BAMQIGFItfwP8tIjUFbHeryJTQJ9MehU64NN7J/g2Tcn3rD4/sWUwznLFy8Qv4NPcf7SXz7SI79AqdcFJjH8n8jTB/uOBLPQZ+dcoHIcwrKTiHnD0ndeiAfWfs+6HQn0ZrYhfwh7u4/2iXm28Y1aFX8IST5knGkffeqamDtsedoczN8XLoeWGG//bfc7OOEbDJjH0+ZOFptCZ2Af9EZJTI7tuMN4zq0Ct4wp6PD8w48rYdI7LL2O9NGJY49h4KaXqJHPx/nWnWnlt0jIBNZpz/IRtPozWxC/hIkT8dIfJb4w2jOvQKnnDCtidqJePIu0nkoHfchYfLZbfV4UwvIIecPbfouAEHzTj/QzaeRmviFvAKkb2afiQyznjLiA69wifsXH+g99V3+sirEXktuTRJ5EfhzM83h7w9t+ioAQfPuDRPozVxC/hGkenOv8pl149bVn32k+P7Ve439pGmgPspfofe9gfGDtil6pBrVqXuHyUnO9t/dnT1bsMmNK9yPvrPw3p1H3bTBudAOa+kE3ZGpl6pNR95O8qlT2rxMZEr3F9ZLuc2P/hIKV9TwPT8c8jdc1pEz2IRMy7N02hN3AIeKrLCcb6S8eLljaGpf6Avrfa938zn0FtxYOqhXW5Nrkgcehu/KrJHeWLVr5Or/tQv+ZDPvVDYoVf4hJ3nf5kwLOOg7CkVW5NLdye/+TpYenyWXPFOmRxfwOwCcsjbc4uInsUiZlyap9GamAX8ksjRiZt7RU5MrVnZR6T/Wdef10NkxDaf+y3yD721iaOq+9eu/da+iSPrFm/NUXLSqV3vXedsmdlJeq1117y6m8jAc6Z8bTfZtWchh14RE046MePI+6bIbG9hyxcTL6wTt1e3vLaeKXK/+eycVr4llLXnFtE8i8XMOP9DNp5Ga2IW8LdFfpq4WVchnVL/HseKnLUlcfvBkSJzfO63yD/0ThU5dFXitilxoFUsc9ccJZWdX/Y+9n2RhxM3OxL/c1/4aWJhuftpsoBDr4gJJ2Ueee/uKZ0uW7J57ROHikxyVywUuSj5oS/KrpvMZ+eEEHApnsViZpz/IRtPozXxCrixr3Td6C6Maf7uwwsihyU/trqznJR/Py3v0FtWJlUbk4tTRC51b48SmZBc8xeRqxM3vxE5Lrninc6FHHrFTDgp66B897jUV6uVtyRfMA+SPt5n7dcK+i6Z6x3J1Dloz80ieRaLmrHPhyw8jdbEK+AnRM7xFh4U+bK3cJlI8w/yT+23T1Pe/bS8Q+9mkRmpxQ92k2r3NnHoLU6tSZ57ca7I/6Qec14hh14xE07KOvI2fTd15A3+XXJF4ou/Z93b60QWGE/OU2zApXgWi5qxz4csPI3WxCvgb4gkn/KNlSJ/dxcOlrJPMx+Rez8t79AbK7K0efl4kVWOd+htTq5Ylzz0BstuzQ95rJBDr5gJJ2UeeSsGi+z7nTkzzk0MdqW3ZmHyi8CmwbLHduPJed7JOq/pooA9t4jkWSxqxvkfsvE0WhOrgD+qlE7T/9MzyP3pTEIv+VzWQ3Lvp+Udel8SaXm9c4nInx330Ns9tSJ56O0olwObH7KwgEOvqAknZRx5WxJj3OodYO8mGvmBt26Q9NvhOC+KTDadW0qxr4FL8CwWN+O8D1l5Gq2JVcD/J+uLp73dVWUyPOshuffT8g69/aRby/INIr9x3ENvQGpF8tD7SOSE5oesLuDQK2rCSRlH3q0try2dtX2k24fuwvdEXnCcy0VeMZ1bSrEBl+BZLG7GeR+y8jRaE6uAj8nqQRYmVu0mQ7Iekns/ze9zR8vJFXUizzv5h16jyBebH7K4gEOvqAknZRx5Jycn6TlL5Bn3tkHkKmdbtexvOrVmIXwGtv0sFjfjvA9ZeRqtiVPA75RJty3Nd84Q+U7iZi/p3PzD06bt2/Pvp/m9enuteXmUyHIn/9Bz+qY/v/zK/NArbsJJGUfecJGWUz2mNv/Ack/Z0/mdyEzDqaXnWGTA9p/FImec9yErT6M1cQp4RuY//uMi1Ykjf5zIc6k1E0XezbuflnfoJYablVr8sIdUud8Azjv0xiZf1bm+bX7oFTfhpIwjb7TI082rT23+fmnii7+/XCBl+Ru2U7EB238Wi5xx3oesPI3WxCngL4jMb7nzSTfvuU9kcUxqRT8Zmn8/Le/Qe0Okb+qrvyki493bvEPvAZGvJVesrTQ/9IqbcFL2i7fTUot/7yZdkt87Snzxd2V3+YrhzNKKDdj+s1jkjPM+ZOVptCZGAS9KHCoZ5xqe6x0K2/cRucg9s/XTxKey6/LvO+vnzZvnnfmafw5R4sXQ4d4XUz/sJBVvuAt5h95ng0UmNSYW/nGIGB96RU44KePIW9c7cZR5sfxlf5HLUmv3lM4iPzObWYb25RDhs1jsjPM+ZOVptCZGAV8p8u2Mu0+J7LbZcV5O/J++57k3XTZQZJj7A9Xc+4n/WsW7viRx6B10SVriY/+sFul5yvUTDpD0Wbw5h57zfIXIkAumndZLTtpHLinphJMyD8pfdUp8GX7mlLpjyhJ/l49SK92TEio3ms0sQ/tyiPBZLHbG+R+y8TRaE5+AtyUOlBcz7n+W+I90buL2+erU93iPWumtz7mfeehlck81+PsXUne63JYcM//Qc57skXzIN7cOSv3Uv1QTTsr6snB+80PllH83r3vJnZzRxLKYB1zaZ7HoGed/yMbTaE18Ap4vMijrTMOLRca4t5tuGdG38oBvPNK8Pvt+a4ees+1nJ/ffpdewa95Jbepz6Dn/unrfrn2Oe9zZ3lluKumEk7Jf123+8ejP7dJ9v0v+nF7VtGfyp68FKj5gu89i0TPO/5CNp9Ga+ARcYpuWr8xesUrk8Wim0rqmIQW/4ZZ9ap7FDvs0EnBRfnfeec3n5tSLrGz1sRF5Lvnz5Y5MwbPYYZ9GAi7KqyJfT34Z/Fa35sv+OpizRf4S9RzaoOBZ7LBPIwEX53CRU/9n/eYls3cTeSrqyfh5qVwOiHoOberwz2LHfRoJuDgfDG35hs11Uc8l30unnNhV5NGop9Gmjv0sduinkYCLtOWOIe5xV3F0R/wW5e/cqZ2V/y4AHU6HfhY79NNIwMXb8saLr29p+2ERWHrkbvvMaox6Fu3TcZ/FDv00EjCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOKETCgGAEDihEwoBgBA4oRMKAYAQOK/X8/TjeVWUh/mQAAAABJRU5ErkJggg==)
It can be observed that taking account all time points delivers a much better prediction performance that keeping a single time point, even if it is that of maximum separation between the two groups.