for time series data set: “tetoxE retest”
Rendered on 25 September 2022
Experimental groups and single fly evaluations
Number of experimental groups: 4
Optomotor evaluations
Optomotor traces (right/left) at start of experiment
![](data:image/png;base64,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)
Optomotor traces (right/left) at end of experiment
![](data:image/png;base64,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)
Optomotor Parameter Analysis
Optomotor Magnitude at start of experiment
![](data:image/png;base64,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)
Optomotor Slope at start of experiment
![](data:image/png;base64,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)
Asymmetry Index Magn. at start of experiment
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAACQAAAASACAMAAACd54JuAAACH1BMVEUAAAAAADoAAGYAOjoAOmYAOpAAZpAAZrYwMDAxMTEzMzM3PUg6AAA6AGY6OgA6Ojo6OmY6ZmY6ZpA6ZrY6kLY6kNs7Ozs9RDBDVHRGUWRJRztKQy5KSUJKSkpNTU1NTW5NTY5Nbm5Nbo5NbqtNjqtNjshQUFBRUVFSXTtWaDFbZXhjY2Nkle1lYk9mAABmADpmOgBmOjpmOmZmZjpmZmZmZpBmcVBmkJBmkLZmkNtmtrZmtttmtv9oWzloaGhuTU1ubk1ubm5ubo5ujo5ujqtujshuq8huq+RvjMF1cVF5d2N6ZCx6enp8b018fHyJm2OOTU2Obk2Obm6Obo6OjquOq6uOq8iOq+SOyOSOyP+PrlGQOgCQOjqQZgCQZjqQZmaQZpCQkGaQkLaQtraQttuQ27aQ29uQ2/+azTKopISrbk2rjk2rjm6rjo6rq46ryOSr5Mir5P+tl1+tra2zs7O2ZgC2Zjq2ZpC2kDq2kGa2kJC2tma2tpC2tra2ttu229u22/+2//+4uLjDvYfIjk3Ijm7Iq27Iq47Iq6vIyKvIyOTI5KvI5OTI5P/I/+TI///Mp0nMzMzbkDrbkGbbtmbbtpDbtrbb27bb29vb2//b///e3t7kq27kq47kyI7kyKvk5Mjk5OTk5P/k/+Tk///w5oz/tmb/wSX/yI7/yKv/25D/27b/29v/5Kv/5Mj/5OT//7b//8j//9v//+T////L21otAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzd/5Nk1Xnn+SxoAldPLY1o4WXtVcnCIfWwkjAsaKe9YBAOKWyJksboB8dq2EUeixg8DjYUttzsMKsWyEYRM7EobFp86UaEIByeMkEjTbuoP3Dz3szK71/uc5+T93yee96vH8bdTXaRc55D3rcyb947OAUAACjMIPcTAAAA6BoBBAAAikMAAQCA4hBAAACgOAQQAAAoDgEEAACKQwABAIDiEEAAAKA4BBAAACgOAQQAAIpDAAEAgOIQQAAAoDgEEAAAKA4BBAAAikMAAQCA4hBAAACgOAQQAAAoDgEEAACKQwABAIDiEEAAAKA4BBAMBgCAFnK/emMZQ4EB2wUA7AggRQwFBmwXALAjgBQxFBiwXQDAjgBSxFBgwHYBADsCSBFDgQHbBQDsCCBFDAUGbBcAsCOAFDEUGLBdAMCOAFLEUGDAdgEAOwJIEUOBAdsFAOwIIEUMBQZsFwCwI4AUMRQYsF0AwI4AUsRQYMB2AQA7AkgRQ4EB2wUA7AggRQwFBmwXALAjgBQxFBiwXQDAjgBSxFBgwHYBADsCSBFDgQHbBQDsCCBFDAUGbBcAsCOAFDEUGLBdAMCOAFLEUGDAdgEAOwJIEUOBAdsFAOwIIEUMBQZsFwCwI4AUMRQYsF0AwI4AUsRQYMB2AQA7AkgRQ4EB2wUA7AggRQwFBmwXALAjgBQxFBiwXQDAjgBSxFBgwHYBADsCSBFDgQHbBQDsCCBFDAUGbBcAsCOAFDEUGLBdAMCOAFLEUGDAdgEAOwJIEUOBAdsFAOwIIEUMBQZsFwCwI4AUMRQYsF0AwI4AUsRQYMB26aOjSu4nAfQaAaSIocCA7dI/R0dvVEggYIcIIEUMpe8+ePGrh4eHn/va6xse88lfHs777F+tfiDbpW/G+UMCATtFACliKP3262cmUXP/z9Y+6l/+hAAq0zR/6gTK/XSAviKAFDGUXvvwydmq+e66h/3qSQKoTAQQ0AkCSBFD6bMPm2XN4uMIoFLM9w8FBOwKAaSIofTY6JOtP3z99PST9+uPwn7n71c/8L3hP/t8k5/IdukXAgjoBgGkiKH0WNU1h380+vUnP535zaLXhv9o7edjs9guvbLYPxQQsCMEkCKG0l/1G0DTN3ZeW/sWUPXAtR+PzWG79AoBBHSEAFLEUPrrvfniqXto5fs81TnQv/tPTX4k26VXjAF0/vz5rp4Z0DMEkCKG0lv1xX1mz+x5bd2ZPh82PQWI7dIvBBDQEQJIEUPpraV3fD5c9xnYe+vPDlrAdukVAig8bmMSBQGkiKH0VvXB1lzvrD3V57WmpwCxXXrG9i0wAkgNtzGJgwBSxFB6q3rDZ+7MnvozsRUnAVVhNCyl91+sLof41J/+44afyXbpFwIoMm5jEgkBpIih9NbyxX1eW/1RV/VW0effn94z4+vrz4dmu/SM6UrQBJAUruIdCgGkiKH01vI5z2vOgm58HWi2S+8QQHERQKEQQIoYSm8tv9+z5oLP7y0G0PoCYrv0jeVjFAJICVfxjoUAUsRQeqtxAL02ip765J8PXjxcumfG30wNfoG+eeqpv6089dTWRw4DqIPng2ZGY5vaPj/kRAApYih9VZ/y3CSA6gdOT5f+9TOL98wggHruqUqDxxFAQhb7hwISRwApYih91TiAqnOgZ78uVl8/aM1tU9kuJeMjMCHcxiQYAkgRQ+mrxgF0+t//63fun+2duohWXxiR7VIyAsgl7fIRQMEQQIoYSm81Pgdo0dI9NKbYLiUjgFwIoKIRQIoYSm+1DqD6catvjsp2KRkB5EIAFY0AUsRQeqvxdYCWrL1pGNulaASQS+Ll42vwsRBAihhKbzW+EvQSAgirEEAuBFDRCCBFDKW3Gt8LbOXfJICwiABySb18XAk6FAJIEUPpreZ3g1+0lE4TbJeSEUAuBFDRCCBFDKW36uv5zL7hs+aNneUPxtafK8R2KRkB5JJ8+bgbfCQEkCKG0l+LZbOma5a+81WXE9cBwiICyGUHyzdOIPInAAJIEUPpr/fm3/FZekdorL4Z/HcX/t6aj8rYLiUjgFx2snxHlfQ/FskRQIoYSn/VxTN9y+e1Nac21w+beQuovhD0mm/Ls11KRgC5sHxFI4AUMZQeq2/z/vVR2nzy08V7nE68N3cz1F8+uf4NILZL0TiCu7B8RSOAFDGUHqvf2zm8/wfDX75f3+N99XfbR7eD/+yf/uPwlx9853BtKJ2yXcrGEdyF5SsaAaSIofRZfXrP1PR9nfmPveoPvWZ9fd0PZLuUjCO4C8tXNAJIEUPptV/Ops1np2c6L5z3s1BAa/uH7VI0juAuLF/RCCBFDKXffvXMJGvu/9n0jxdPfB6dITR+3A/W/zi2S8k4gruwfEUjgBQxlL774MWvDqvmc197ffYPFwNomED/5TtPLj9uEdulZBzBXVi+ohFAihgKDNguJeMI7sLyFY0AUsRQYMB2KRlHcBeWr2gEkCKGAgO2S8k4gruwfEUjgBQxFBiwXUrGEdyF5SsaAaSIocCA7VIyjuAuLF/RCCBFDAUGbJeScQR3YfmKRgApYigwYLuUjCO4C8tXNAJIEUOBAdulZBzBXVi+ohFAihgKDNguJeMI7sLyFY0AUsRQYMB2KRlHcBeWr2gEkCKGAgO2S8k4gruwfEUjgBQxFBiwXUrGEdyF5SsaAaSIocCA7VIyjuAuLF/RCCBFDAUGbJeScQR3YfmKRgApYigwYLuUjCO4C8tXNAJIEUOBAdulZBzBXVi+ohFAihgKDNguJeMI7sLyFY0AUsRQYMB2KRlHcBeWr2gEkCKGAgO2S8k4gruwfEUjgBQxFBiwXUrGEdyF5SsaAaSIocCA7VIyjuAuLF/RCCBFDAUGbJeScQR3YfmKRgApYigwYLuUjCO4C8tXNAJIEUOBAdulZBzBXVi+ohFAihgKDNguJeMI7sLyFY0AUsRQYMB2KVnxR/CjSuu/XfzylY0AUsRQYMB2KVnhR/CjozcqrROo8OUrHQGkiKHAgO1SsqKP4OP8cSRQ0csHAkgRQ4EB26VkJR/Bp/lTJ1CbH1Hy8oEAksRQYMB2KVnJR3ACCD4EkCKGAgO2S8kKPoLP90+7Aip4+UAAaWIoMGC7lKzgIzgBBCcCSBFDgQHbpWTlHsEX+6dVAZW7fDglgDQxFBiwXUpW7hGcAIIXAaSIocCA7VKyco/gBBC8CCBFDAUGbJeSlXsEJ4DgRQApYigwYLuUrNwjOAEELwJIEUOBAdulZAUfwfkWGJwIIEUMBQZsl5IVfAQngOBEACliKDBgu5Ss5CM4V4KGDwGkiKHAgO1SspKP4AQQfAggRQwFBmyXkhV9BOdu8HAhgBQxFBiwXUpW+BF8nEAt86f45SsdAaSIocCA7VKy4o/gR5XWf7us5fOtVQ8RQIoYCgzYLiUr6wieXEnL5323rIcIIEUMBQZsl5KVdATfgXKWz3++VA8RQIoYCgzYLiUr5wi+E8UsX4JvzPUQAaSIocCA7VKyYo7gu1HM8hFAqxBAihgKDNguJSvmCL4bpSxfiqtm9xABpIihwIDtUrJSjuA7UsryEUArEUCKGAoM2C4lK+UIviOFLN9i/1BAIwSQIoYCA7ZLyQo5gu9KIctHAK1GACliKDBgu5SskCP4rhSyfLsKoOjLRwApYigwYLuULPohKLNClo8AWo0AUsRQYMB2KVn0Q1BmhSwfAbQaAaSIocCA7VKy6IegzEpZvh19Cyz68hFAihgKDNguJYt+CMqslOUjgFYigBQxFBiwXUoW/RCUWTHLt5srQUdfPgJIEUOBAdulZNEPQZkVs3wE0CoEkCKGAgO2S8miH4IyK2f5dnI3+OjLRwApYigwYLuULPohKLOSlm+cQOnyJ/7yEUCKGAoM2C4li34Iyqys5TuqpPyB0ZePAFLEUGDAdilZ9ENQZiyfS/TlI4AUMRQYsF1KFv0QlBnL5xJ9+QggRQwFBmyXkqU9BCX/jERd9CN4ZtGXjwBSxFBgwHYpWcpD0A7OklUX/QieWfTlI4AUMRQYsF1Klu4QtJPvSauLfgTPLPryEUCKGAoM2C4lS3YI2s2V8tRFP4JnFn35CCBFDAUGbJeSEUAu0Y/gmUVfPgJIEUOBAdulZKkOQTu6W6a66EfwzKIvHwGkiKHAgO1SMgLIJfoRPLPoy0cAKWIoMGC7lCzRIWixf0opoOhH8MyiLx8BpIihwIDtUjICyCX6ETyz6MtHACliKDBgu5SMAHKJfgTPLPryEUCKGAoM2C4lI4Bcoh/BM4u+fASQIoYCA7ZLyQggl+hH8MyiLx8BpIihwIDtUjK+BeaSYPmKu3/aDAII6TEUGLBdSkYAubiXr8D7p80ggJAeQ4EB26VkXAnaxbl8Rd4/bQYBhPQYCgzYLiUjgFx8y1fmms0ggJAeQ4EB26Vk3A3ehQByIYCQHkOBAdulZCkPQQWez+JavkLPm5pBACE9hgIDtkvJ0h6CivtGEwHkQgAhPYYCA7ZLyaIfgjLzLF+p106aEX33EUCKGAoM2C4li34IyixpAD3xmcLePwu/+wggRQwFBmyXkkU/BGWWMICeeOKH3y7sDKrwu48AUsRQYMB2KVn0Q1BmyQJomD8/rAOoqASKvvsIIEUMBQZsl5JFPwRlliqAqvw5C6CCzgWKvvsIIEUMBQZsl5JFPwRllupbYE/M9g8BFAUBpIihwIDtUrLoh6DMEgXQ/BtA5RRQ9N1HACliKDBgu5Qs+iEos0RXgp5/A4gAioIAUsRQYMB2KVn0Q1BmaQJo8Q2gYgoo+u4jgBQxFBiwXUoW/RCUWZq7wdffAJvtHwIoBgJIEUOBAdulZNEPQZm5l69OoCcW8ocACoIAUsRQYNDhdinuVlH6oh+CMkuwfMP/JD6zkD8EUBAEkCKGAoPOtkuBNwvXF/0QlFma5Sv2rmDRdx8BpIihwKCj7XI0fZUngXREPwRllmj5Sr0vfPTdRwApYigw6Ga7HBX5Aq8v+iEoj8lnuQSQS/TdRwApYigwIIBKFv0QlMPMZ7mplq/Q/zyi7z4CSBFDkfTx9UZudP28Otkuhv+Jy5nSXYp+COre3Ge5BJBL9N1HACliKIpuPTho5LafdPzEtAKIM6W7Ff0Q1Ln5nbyfavnKPEUu+u4jgBQxFEVFB1DTr7mUeRjIKfohqHM7CqAy0z/67iOAFDEURQTQ9gAq9IOAnKIfgrq2sJMv7SdcvvI+/I2++wggRQxFURVAe596dKNHDgggYwBFfwnNjfWz2WUAlSf67iOAFDEURVUAbYubJo9JTieA2nwZOPpLaG6sn8niFr10aT/3U4os+u4jgBQxFEUEEAEkiPUzIYCSir77CCBFDEVR0QHUqG1a3RAg+ktobqyfCQGUVPTdRwApYiiKbj184cLd2wKowWOSI4BKxvqZEEBJRd99BJAihgIDmStBE0AZsH4mBFBS0XcfAaSIocCAACoZ62fDt8BSir77CCBFDAUGMneDJ4AyYP1sCKCUou8+AkgRQwnj45cvXLhwufPbf83pbLtsvdQt3wLrHutntLMrQZco+u4jgBQxFHEfv3z3C/Uv3jwYXf354rsZn02H22XLpW4JoO6xfkYEUELRdx8BpIihaLs2TJ7Hq18cT+5/cUfGAhLaLlwJunOsn9VO7gZfqOjLRwApYijS6uy5c/iLk2endwC7N9/zEdouBFDnWD+7mc9yWT6X6MtHACliKMpGN0Wt3vI5Hv3i5KUct0CdUtou9rvBR38JzY31a2PyWS7L5xJ9+QggRQxFWZ09n64+8roy/MXeC+Nf5HsLSGu7bD1TekH0l9DcWD8Xls8l+vIRQIoYirIr4w/ARm8F1Sf/HJ/9URZq22XLmdILor+E5sb6ubB8LtGXjwBSxFCE1Sf+TE+Brt/4+egg52nQsbdL9JfQ3Fg/F5bPJfryEUCKGIqw6f1Oq7eCRimU5R6oE7G3S/SX0NxYPxeWz2z2Hd7oy0cAKWIowiaxU78VNMoeAqi96C+hubF+Liyf0fw5ftGXjwBSxFCETWKn+txrfOZP9UsCqJ3oL6G5sX4uLJ/J4rc8oy8fAaSIoQir3vipv/o1PQWo/iXnALUT/SU0N9bPheWzWLrOV/TlI4AUMRRlV8Zn/ky+BD/zxbAsYm+X6C+hubF+LiyfBQGEDjAUZddGb/fUn4CN3vY5npwNnUXs7RL9JTQ31s+F5TNYvtdf9OUjgBQxFGX15X/2Hjk4q56PqwtBcyXotqK/hObWfP1s12cqBNvPgABCFxiKtGtzt0Ad3xCMe4G1FP0lNLem62e9Qnch2H7NLfbPcDdFXz4CSBFD0XZWQKN3ferfXcz4dGJvl+gvobk1Wz/7PdoKsbvt17833AggdIKhiHvroepTsIuj730dD3/5WM5nE3u72F9C+3dk8Wi0fksnr2JsV0fwPr7hRgChEwxF3/UbZ7+69Wev5Hwi0beL9SW0j0cWDwLIZTdH8H6+4UYAoRMMBQaxt4vtJbSfRxaPJuu3fPIqxnZyBO9pbxJA6ARDkfbx9enbP2Mn7/zo97M8l0rs7WJ6Ce3pkcWDAHIhgAz4Fhi6wFCUrbjxV/VNMK4E3Q4B5NNg/Vb8L/cunlkIuziC97Y3CSB0gaEoWxFA3Ay1PctLaG+PLA4EkAsBZNHVlaA7+54DAaSIoShbUTvcDLU9AsiHAHLZwRG8x8vdTQB1+D0HAkgRQ5H09tXaj4a1s/f9qzN+9FDWS0HH3i6Gl9AeH1naI4BcCCCTDu4G3+n3HAggRQxF0vFgE26G2g4B5EMAuRBARvNvz6Rfvm5P8yOAFDEUTVc2BRA3Q22HAPLhW2AuBJDZ7Ak6BBDSYyia6hvAr8G9wFoigHwIIBcCyCX58nW8VQkgRQxF1JuPDlX3gd/71KNTf3716o+zfQf+NPp2IYB8uBK0C98CcyGAkB5DUZb3O+8rxN4ufAvMYvn7wQSQCwHkknr5uv7fOASQIoaijABKigBqbtX3g7kbvAtXgnYhgJAeQ1F28nbmj7wWxd4uXAm6qdUR03T9uInsSgSQCwGE9BgKDGJvFwKooTX/f2++fp1dXjcS7gbvQgAhPYYCg9jbhbvBN+QOIE3n+2l//1Jlf3/rI3MPwCX18yeAEP2Iho7F3i7Wl9BSP8pZd/5T8EPorkMkn/1KkwfmHoFH8qfPt8AQ/IjWV7cevnDh7p+M/u8Kd3MrjFbsL6FlfpRDAPVV7hF4JH/6BBCCH9H66uzbX9X/XYF7gbUT/AjQlbWfDQRfv+HT/1LJ4o8v8U/kStBgKIoIoJ0IfgToCgHUT/HHl/gnEkBgKIoIoJ0IfgToCgHUT/HHl/pHcjf44jEUGMTeLsGPAF0hgPop/vhsf6HJCXwdfs+BAFLEUGAQe7sEPwJ0hQDqp/jjszy8adp09j0HAkgRQ4FB7O0S/AjQmf5+Cyx3g2QVf3zNHyx4ES8CSBFDgUHs7bKjI0DvvitPAPVS/PE1fqziZdwJIEUMBQaxt8tOjgB9vFpiP68ETQBFH1/jxxJAaIahwCD2don+PZLOEEB9FH98TR/a8SUOmyGAFDEUcScvP3zA1+DTiH4lke747gYvigCKPr6mDyWA0BBD0fbmUv0QQK0RQM2t+mQv/hE0d4NkFX98DR/Z9W1OmyGAFDEUacdcCDGh6HcT6tbyud3xj6C5GySr+ONr+EgCCE0xFGVnV4K+nZuhpkAA+cQ/guZukKzij6/hIwkgNMVQlF2r6ufcK7mfxlTs7ZL6CKD5Qrs78Y+guRskq/jja/hIzf8uCSBFDEXYybPD/rnj3dxPY0bs7UIA+cQ/guZukKzij6/hIzX/uySAFDEUYfUnYI/nfhazYm8XAsgn/hE0d4NkFX98TR8q+dE0AaSIoQg7uym8jtjbhQDyiX8Ezd0gWcUfX9OHEkBoiKEII4DSIoB84h9BczdIY/dVEv/M+ONr/FjFy1MQQIoYirDqHKC9F3I/i1mxtwvfAvOJfwRNnBS7ct99f1xJnEDxx9f4sQQQmmEoyq5xDlBKBJBP/CNo0qDYlXH+JE+g+ONr/mDBW9QQQIoYirLqMzC+BZYMV4L2iX8ETZgTOzPNnzqB0v3g+OOzPFzuJsUEkCKGIq26EvS9uZ/EjNjbhQDyiX8ETVcTu0MArWZ++suXMs+KAFLEULRV9wITuhJi7O3C3eB94h9B09XEzsz3T8oCij++3E/BhQBSxFCUnbx99eWD5XthcCuMdnbyEir3VvvuBD8EEUDRx5f7KbgQQIoYirKze4FxM9QkdvQSKvZW++4EPwSFCKDF/klYQPHHl/spuBBAihiKMgIoqegvobkFXz8CKPr4cj8FFwJIEUNRRgAlFf0lNLfg60cARR9f7qfgQgApYigwiL1dor+E5hZ8/Qig6OPL/RRcCCBFDAUGsbdL9JfQ3IKvHwEUfXy5n4ILAaSIocAg9naJ/hKaW/D1CxFAfAtsneBPnwCSxFBgEHu7RH8JzS34+hFA0ceX+ym4EECKGAoMYm+X6C+huQVfvxgBxJWg1wj+9AkgSQwFBrG3S/SX0NyCrx8BFH18uZ+CCwGkiKEo42vwSUV/Cc0t+PoFCSDuBr9a8KdPAEliKMoIoKSiv4TmFnz9ogTQJIGS5g8BlBkBpIihKCOAkor+Eppb8PWLE0BVAt2XOH8IoMwIIEUMRdmth2fvgVrfFvXc969e/fG7uZ5Q7O0S/SU0t+DrFyaAdlE/XyKAMiOAFDGUSN55aDDYeyHjE4i9XaK/hOYWfP2CBNBuPv/6EgGUGQGkiKHEciVvAcXeLtFfQnNrt35HleTPpYUQAbSrM6C/RABlRgApYiixnDw7GNyR7ROw4Nsl+ktobm3W7+jojYpCAkUIoJ19B/5LBFBmBJAihhLM8WAwuDfbvz32don+Epqbff3G+aORQARQ6O0f/OkTQJIYSjAfHeR8Cyj2don+Epqbef2m+VMn0G6eVWMBAmh398H4EgGUGQGkiKEEU30znq/BtxP9JTQ3AmjXCKD1gj99AkgSQwmGAGov+ktobtb1m++f7AWkH0CL/ZO2gIJv/+BPnwCSxFCCOeZCiK1FfwnNbWcB1M0XxQig0Ns/+NMngCQxlFiqb4FxDlBL0V9CczOu32L/rCugrr4oRgCF3v7Bnz4BJImhhHKz6h++BdZS9JfQ3HYSQN19UYwACr39gz99AkgSQ1E2fyuMCxdy3wos+HaJ/hKa2y4CqMPzpAmg0Ns/+NMngCQxFGWrb4aa7w2g4Nsl+ktobgTQrvEtsPWCP30CSBJDUbYygDL2T/DtEv0lNLcdBFCXXxQjgEJv/+BPnwCSxFCULQfQ7Zdv5HxCsbdL9JfQ6v8Dkexfmrff6iEz3KuXsid2gitBrxX86RNAkhgKDGJvl+gvoTtolJ3aXjeLj9hpAZ0ngBJtxCyCP30CSBJDgUG+7ZLiUjHRX0J3ESk7tb+tbQigRSXfDX7zf+PyT38LAkgRQ4FBru2S5lIx0V9Ch8//L0J54N/NemDbA9Y86EwRATRJoNT5Ix9A2/4bF3/6WxFAihgKDPJsl1SXion+EhougP7igWnhPLAqbQigVe6rpP+x0tt/+3/j0k+/AQJIEUOBQZbtkuyb0tFfQuMF0CSBVuYPAdQp5e3f4L9x5affBAGkiKHAgADKKWIAVQn0wJr8+YvlAtrQPwTQVKv3iJS3PwGELBgKDHJsl3SXion+EhozgDYigFpoeZaQ8PZv8t+48NNvhABSxFBgQADl1MMA2n6e9BQBVGv9PTHh7U8AIQ+GAoMM26XpPcUbiP4SSgB5l29XUdKh9lcK0t3+jf4b1336zRBAihgKDAignPoYQFu/KDZFAFUIoKAIIEUMBQYEUE69DKBtXxSbIoC+5LpbmO72J4CQCUOBAQGUU58CaO67YRu/KDZBAH2JAIqLAFLEUGBAAOXUnwBq+qbPHAJouX8sBaS7/QkgZMJQYMC3wHLqSwA1P+1nDgHU1wDiW2DIhKHAgADKqScBZPji1xwCiAAKjABSxFBgwJWgcyKAvMu3wzTpRk8DiCtBIw+GAgMCKKd+BJDl4s9zCCACKDACSBFDgQF3g8+JAPIu3w7TpCO9/BbYKXeDRx4MJZqPr1+/ke1fnmu7jF8eXfkT/yW0FwFkugH8HALoS/0NoO3/jYs//a0IIEUMJZhbDw4Gt/0k178933Y5qjh/RvSXUALIu3y7C5PO9PFK0GOb/xsfPf0UrwN5EECKGEowpQZQCvJHgC0IIO/y7SxLutPjANqsevpp3gnOgwBSxFCCIYDaC34EIIAIoC/1827wTZw/v5/oXMA8CCBFDCUYAqi94EeA3AHU7IYVW38KAeQ1TiBb/sQPoP1Lib4NmgcBpIihRFPkSdBpBD8C5A2gVnevWPmD+BaY230V618Kvv23B5D2+UEEkCKGAoPY2yXNESDfy2zGAGp594qVP4oAyiN4AO1fmgugpQJSPz+IAFLEUGAQe7ukOALkfJnNF0BtL96c9IcRQD69DqBU1wrbHQJIEUOBQezt4j8C5H2ZJYC8y5e7QbKKHUBHlxYCaK6Akl0tfncIIEUMBQaxt4v7CJD5ZTZbALX+1GrNj+Nu8Dm4t//5HdivNHrgpUX7a/9pox9o51s9AkgRQ4FB7O3ifg0jgJIEUMszqr3jO08Aedcvtf1RuDRJoI0BtPgPFQuIAFLEUGAQe7u0ewmbnvQ83z/dF9D5TAHU/pvrG36m/Tv13iPQeQLIu35p7U+7ZXsCEUDYAYai6NbDFza5m+sAtdLmJWz2pGcCKF0AteA9Ap0ngLzr988pPf0Ps542PXr+b2z6Z8kQQH3EUBRVVzvcgAshtmN/CZs76XmxfzovIALIu3y5GySr2AG0VDlPr/9HBBAaYiiKCKAlWW6GOp88nyGACKDAxAJoQ9BYHz/zj/6gQgChIYaiiABakObqOwRQO7R7/G0AACAASURBVARQLwQPoA3vGD09zZ+/rvzBHxBAaIShwCDPdkl19R3rS9jCZ17ffqLQAEr/LbBWCCAfrQCyf2y1NYDG+VP57fQFRAD1EUOBQZbtkuzL5wRQSwRQH0QPoH9+evp3np5/cP0Ppvnz19/awYdgBFAfMRQYeLdLqy+fdnKRs63/3qEv/Kb3y7bu1ctSHomvBN2Wd/3OE0De9UvYE61OXB4n0NOLDyWA0A5DgYFzuyTpkM4KaAcB5D4C5UkPAqgPEqxfwp5o+c2tpysrf9p8/6QvIO/yEUCKGAoMyg6gS7/hfiLe5cuTHknvBt9aguXL3SBZJVi/hD2R9qvrBBBaYSj6Tt565MJB/dWvm195Je9T8QfQf7P6xt8t+ob5Z7Sz/G/+Ld/zCBxALe9ekRQB5KMVQPZvgW3+ab89zZ9vpfiBSwigPmIo6m4+N/3u+/FgcO7VnE+m8AD6xje+MfNr8w8MHUCt7l6RFAHk0+sA+uenv/WtufwhgNAAQxH384OZi/9cGf7fvRcyPpuiAmjpX139i8cJ1CJ/wgdQbgSQj1gAWa8Evf2nfauS7icuIID6iKFouzZ79cOTZweZC4gAqhLoG63yhwByIoB8eh9Aad9SWkQA9RFDkXZcFc89r1ZXhq7PAao/Drvj3WzPp6wAWvh3u/+9BJALAeSjFkAbruvT5ocRQLBjKMrqW2LcO/q/o/tfXMv7FlCGAFrzPkwnCCAlBJCPXACtv65Pq5+12/4hgHqJoSg7Hr/fMw2g+lOwe7M9ocIC6L/5TnpeRAC5EEA+ggG09ro+bX4SAQQzhqKsOun58dPZAJo0UR45Aij1+zDGf7njpOdFvQyg+e+G7fKbYsIBdF9lVz88FckASijtOUVLCKA+YijCqrd76s+7ZgLoo4PAd4MPGECek54X9TCA5q8OtNtrBckG0H33/XFFPYEIIBcCqI8YirBJ98wE0MwvM8gSQIk/iMqndwE0f33oXV8tWjSAxvmjn0B9D6C0J1UvIYD6iKEII4DOpPwgKp++BdD8HcL+x13fL0wzgKb5UyfQDv4NqfQ+gNKeVL2IAOojhiKsip1VH4GZzgH64MWvHh4efu5rr6d4XK4ASvlBVD4E0OIPMJ0xRAD5FBBAKU+qXkQA9RFDEVZ/5WvhJOjqe/B3Nv8Rv37m8Mz9P/M/Ll8A9UHPAmi+f/71v/3fjAVkPWNIMoDm+0e6gIoIoN0hgPqIoSg7q51pAJ1dGaihD588nPrsd92PI4A8CKDZv20+Y4gA8iGAXAigPmIoyqrPu6q3gCYBVL8n1PxCiB8ezvnsXzkfRwC59CuAFvvn35oK6AHDY8cUA2ixf5QLiAByIYD6iKFIqy/8/NgkgG4+NLB8AvYvf1LlzB++fnr6yfv1R1y/8/euxxFAPgmOQEL2L836zS9+8YtfmPuTfcPf3vzYKe/yJY8KAqgY3uUjgBQxFGmj25/e/sjBsIO+/73RjeGbnwL9XhUzfzT69Sc/nflNy8cRQD4JjkBCXAE0/5cbF5B3+ZwJsXy9QwKoGN7lI4AUMRRtowKada7xd+DrN3Y+P/nta+ve2mn6uFMCyCfBEUhIcQG06nqHBFAxvMtHACliKOJOXj6Y65+Lzb8C/958ydSds+r85qaPOyWAfBIcgYR4Amixf5oWkHf5HPmw+nqHBFAxvMtHACliKPJmE+ieV5v/vU/+cu6NndFbO59v/7gKAeSR4AikZLGAHG8A6QfQusv98C2wUniXjwBSxFAiOLl+deiVG6a/tPROzoerP9tq+rgKAeSR4AikhABa+nMCqL+8y0cAKWIo0l663P7G7796cqFjqtJZ8Q33po+rEEAeCY5ASb7Ankr7K0HP/82GX4TPGUDrO4crQReCAOojhqLs2PSlrwXVGzm/+08zf1B/1rV8ck/Tx1UIIA8CaPXfJIA6QQC5EEB9xFCUXRnfCqOV95ZO5Xlt5Rfcmz6uUkwA7eTWY30LIMfd4BcLqMmVEDMG0KZznbkbfBkIoD5iKMJ8d35fPpd59dnNTR9XKSSAdnTz+d4F0OL9vJrf3atHAbT6+/GCCCAXAqiPGIowfwDNv4+z/F6P5XGVIgJonD/pE6iHAbR4R/fG93ePdSuMbd92X75CoiACyIUA6iOGosz1EViyAPqbqcEvXEIE0DR/6gRK+JOH/9/3Ll/LStHTLoC8y9e2HSJd7metBOuXO0Jy8i4fAaSIoSirboZ6m+HSP7PqU5kbBND2xxFAiRBAM1rdDd67fG3bgQD6BQFEAPUQQ5FW3f1076Lt+j9j6QJoRgEfgc33T9IC6uVHYO01P2NoRPNbYHHwEZgLH4H1EUOR9vH1l+orQO9dmHV3k/OCCKB2CKDuND5jqEYA+RBALgRQHzEUZdVZ0Cs0OzGak6DbWOyflAVEALlIXgk6EALIhQDqI4aijADqHAEkiwDyIYBcCKA+YijK3AHUg+sA7eSShBv+dQSQqqwBFOd6h2sRQC4EUB8xlN7qxZWgd3RJwg3/QgJIVd4ACnO9w7UIIBcCqI8YSm/14F5gO7sk4YZ/JQGkKncABbne4VoEkAsB1EcMpbfi3w1+d1fkafwv5VtgOvIHUGwEkAsB1EcMpbeqjpl7I6d6q2eudGyPqxBAHgSQCwHkQwC5EEB9xFAUNbkJ2PbHLJ7Ks+7c5qaPO+04gHaYIs3/tdv+pZZztAkgFwLIhwByIYD6iKEoShNA782/k7P0To/1cacE0NJjTedoE0AuBJAPAeRCAPURQ1GUJoDqkpm+lfPauk+2mj7utNsA2uXpyJv/xU1Pvbaeo00AuRBAPgSQCwHURwxFUZoAqlPm8OujL3h98tPDtV9ub/q4QgKo6Rs75lOUCCAXAsiHAHIhgPqIoSiqL4B4+4WN7tp+RcT6rZ3D+38w/OX7zxyuf2On6eOKCaBmp/YQQN0igHwIIBcCqI8YiqI1V4A2XxK6+j7XjOl32+vkmV78Z+3jFhUTQA3YT1EigFwIIB8CyIUA6iOGoihVAJ3+8snZrpme2bwQQGsft4gAmiKAOkYA+RBALgRQHzEURckC6PRXz0y65v6fTf94MYDWPW5RCd8Ca6hFnxFALgSQDwHkQgD1EUPpuw9e/Oqwaj73tddn/3ApgNY8bhEBNEEAdY0A8iGAXAigPmIoMCjgStBNEUBdI4B8CCAXAqiPGAoMCKAJAqhrBJAPAeRCAPURQ4FB/+8G3xgB1DUCyIcAciGA+oihwKDjALLea6JTfAusYwmWr3Te9csdITl5l48AUsRQYNB5ANnuNtopAqhjCZavdN71yx0hOXmXjwBSxFBgkCGAHJK30/wP5ErQ3UqwfKXzrl/uCMnJu3wEkCKGAoNIAZT807PFH0gAdSvB8pXOu365IyQn7/IRQIoYCgziBFDy86dX/EDuBt+pBMtXOu/65Y6QnLzLRwApYigwCBNAyb9BX//Ab1Zmf6DtXaYER6DcEZJTguUrnXf9ckdITt7lI4AUMRQYFB1A3/zmf6xUCTRzIpDhPKMER6DcEZJTguXL/U30rAggFwKojxgKDKIEUPK7aHzjLH/GCdTqBxJALgSQDwHkQgD1EUOBgT+AurF/ad6++wd+4YuzvtD2B3qXL3eE5JRg+XI3SFYJ1i93hHg8XXH8fe/yEUCKGAoMggTQYv+4C2j/0kIAtf2B3uXLHSE5JVi+3A2SVYL1S1YjnXv66X+oOBLIu3wEkCKGAoNiA2i+f9q/BeRdvtwRklOC5cvdIFklWL+ERdKpcf64Esi7fASQIoYCAwKIAMomwfLlbpCsEqxf0irpzjR/6gRq90O8y0cAKWIoMCg1gH7ji4t+o90P8i5f7gjJKcHy5W6QrBKsX9ou6QwBhDUYCgwIIAIomwTLl7tBskqwfmm7pCvz/dO2gLzLRwApYijRfHz9+o1s//LivgY/vszPN778H+d9uc1PJIBcCCAfAogAwgKGEsytBweD236S699eWABNLvRMAAkggHxKDaDF/mlZQARQHzGUYAigRlJcCXrmVl+/9c35Avpyqx9JALkQQD4EEAGEBQwlGAKokQQBNPcjvvw/+98AIoB8CCAfAogAwgKGEgwB1Iz/bvDzAfTNL0/fA/pyuzeACCAfAsiHACKAsIChRMNJ0A3Z7tS+/NfnzyL68jf/bpxAw/xp+ZkaAeRCAPkQQAQQFjAUGEQKINud2pf/8lIADf+fSvuTigggFwLIp9QA4ltgWIuhwCBWAHksfo/s7778W97P1AggHwLIhwAigLCAocCg4ACqvgzvyh8CyIkAmnNfxfIXig0grgSNdRgKDIoOIOdnagSQEwE04777/rhiSSACiADCAoYCg8IDaPlRpiIigFwIoIlx/tgSqNwA4m7wWIOhwIAAmnuM8TMxAsiFADozzZ86gRr+rYIDaJJArfOHAOonhiLu5OWHDwYLuA5QB7beTcN+pSECyIUAOkMAtfB0xfH3CaA+Yija3lyqHwKoG9sCqMW1pgkgFwJobL5/GhdQ4QHkRQD1EUORdrwifwigbmwpHAKoawTQGAGUAwHURwxFWXXfi8rtF+bcTQB1YHPhtLnfPAHkQgCNLPZP0wIigFwIoD5iKMquVfVz7pXcT2OqpADafJIPAdQ5AmiEAMqCAOojhiLs5Nlh/9zxbu6nMaOoANr0Na9m35JfQAC5EEAjBNBm3rOd1yCA+oihCKs/AXs897OYVVgArb/QDwHUxgOV1n+bABohgDbxf999DQKojxiKsCqA8p3wvEpxAbQOAWT3wAP/rtI6gQigEQJovRRXPFyDAOojhiKMAJJFAFmN88eRQATQGN8CWyfJPS/WIID6iKEIq84B2nsh97OYRQCNEUBG0/ypE6jNjyCAxpYDqNGNUQkgFwKojxiKsmucA6SKb4HZEEAJLVwJuuGNUfsfQPP9k7iACKA+YijKqs/A+BaYJALIZL5/2hUQAXRmLoD+l381k0Kb/laC9RO3f2nefuKf71o+AkgRQ5FWXQn63txPYgYBNMGVoC0iBlCjz5XymLkb/L/6n5qeDpRg/bQt9k/yAnItHwGkiKFoq+4FJnQlRAJoggAyWOyfVgWUYPnsjSGeQPfd1/zGqAnWTxsBBCuGouzk7asvHyzfC4NbYSjgbvDNhQugma7QTaDqDSrDN8ISrJ/PfsX9Uzb8fAIIRgxF2dm9wLgZqqT1F4pezfsSep4Aci5f47ho8zXzLOIE0P6oT3aYQAQQrBiKMgJI3LoLRa/mfQk9TwA5l69dVggHkOWiiAnWr739aZ3sLIEIIFgxFGUEUK94X0LPE0DO5WuZFboF1HEAtf4O+S4v0LPu38LX4LEVQ4FBkACyvTHTmXIDKNi3wAigNevXuh4IIAJIEkOBQYgAsp6a0xkCKEYAtb3ZVgZBAminZbL238OVoLENQ4FBgACyfzmrMwUHUKgrQRNA69avbTwQQASQJoYCA/0AanF5ns4QQARQat1+C2xzfVQadMlOC4i7wcOCocCAAPIoOYAi3Q2eAFq3ftvTY2V2dBdAm5+HCwHURwwFBvIB1OYWXZ0pOoAmCdQyfwig1Tq9EvS27FiTHl0G0KZ3olwIoD5iKMpuPXxhpUcvZ7o7BgHkUXgAVQn0QOv84Vtgq0kE0JZzb7oNoB0hgPqIoShbcx2g2sUcd4lXD6DF/tEqoOIDyIcAWqnxXTsIIBcCqI8YirJNATTYe6H7J0QAeRBALt0FUJwrQdca3rd1dwG09UteXX0LbJcIoD5iKMpuPXzXWe7cftdSAWW4ILRcAC1c8pAASsn3iVVyBNBaoxujbkEAuRBAfcRQtF2pSufu8Rk/7zxX/e7e09OTdx6ufnVn509HLICWLnlIAKXjPWc5uQ4DKMLd4M12FkANPuHq5krQO0UA9RFDkXZt4aOumw+OCmj5n3RDKoBWXPKQAErF/6315LoMoMafKwVCALkQQH3EUJR9dLBYOdM/uXKWQl1SCqCVV/zhW2BpJLhuYXLdBlDDz5UCyRlAu7xCYUcIoD5iKMquLUfO5I+Oh7+4o+tvghFAHgSQS9cB1DdZA2iHVyjsCAHURwxF2Mmzyx9zVW8B1d0z+UWXhAJoTepwJegUUty7NDkCyCdzAO3sCoUdIYD6iKEIq74Fv/hVr8mfrfqHO0cAeRBALgSQT8ZvgfUBAdRHDEUYAbTe2tOduRu832L/aBQQAeRDALkQQH3EUIRVjbP2IzACaN3pPktfjldBALkQQD75rgTdCwRQHzEUZVeWL/Yz+aPCzwHa+IX3hcsjqiCAXAggHwLIhQDqI4airPqm1+CxpT95vPrVtRxXQgwSQKIIIBcCyCff3eB7gQDqI4aibHQvsE9P3uc5+U+TW2DUl0R8vOsnRAB5EEAuBJDPLgMo/rfctyKA+oihSDse3fb0nqvXh3703MHkJqjVB2DdfwImFEDaV/xZLUwA8S2wPtptAEX/lvtWBFAfMRRtxwdLN4Gv3/aZfhTWKQLIgwByIYB8dh1APUcA9RFDEXfzofn+Ofdq/cdXhiX02Ja/ugNCASR9xZ/V4gQQV4LuIQLIhQDqI4Yib3Tn95Gz+8Kf/J8XLt/I8Fz8AZTO/qVZ+0l/9s54l6+r2CCA+ifB+uWOkJy8y0cAKWIoEbzzo+89+uij338l9/OQCqDz+9ME2g/SP2ECiLvB90+C9csdITl5l48AUsRQYODdLolzYpxAYfLH9wraaQBNEkglfwggrwTrlztCcvIuHwGkiKHAQG67HFWaPthdIJl1G0BVAj2gkz8EkBcB5EIA9RFDgUHs7UIAhUYA+RBALgRQHzGUYK5f/9Ejnd8CbCL2diGAQiOAfAggFwKojxiKuJvP3bV4JaDu74E6EXu7EEChEUA+BJALAdRHDEXbS0v1QwC1RgCFRgD5EEAuBFAfMRRp11b1z+AOAqgVAig0AsiHAHIhgPqIoSgb3Qx1cKH+FOz2C6NbgWW5AuJY7O1CAIVGAPkQQC4EUB8xFGXXxjeDP3l2dA/Um8P/O7gz4xOKvV0IICXmL9kTQD4EkAsB1EcMRdmVs96pSuje4f+tSijDPVAnYm+X6UuY6fJBMvoUQC0us0gA+RQeQN6b1RNAfcRQhE1z5/ishD46GAzueDfbM4q9Xc5ewo6O3qiES6D+BFCrG20QQD5FB9DTT/9DxZFABFAfMRRh1SlA1Sdfs91zJetbQLG3y+glbJw/AROoNwHU7larZQbQfZUkP6ngABrnjyuBCKA+YijCqgAafeV9+qvjrGcBxd4u9UvYNH/qBMr9nCwIIO/yJQmJLt133x9XkiRQuQE0zZ86gdr9EAKojxiKsGn2VB+GjX6V9zOw2NuFANIw3z+NC6i8ABrnT6IEIoAIICxgKMKm2VN98jX6MGwaRTnE3i7VS9h8/8QqIALIu3wJoqRD0/ypE8j744oNoPn+aVtABFAfMRRhZ99+Px19Daw+9YcAau/8+f2jzzzxBAGU12L/NC0gAsiHACKAsIChKDv79vvo1J/6V9VHYARQO/v7l779wx/+cD6BAhUQAeRdvhRZ0pn5/vEXUKkBtNg/LQuIAOojhqKsyp69+o2fyak/1R9xDlAbR0eXLtUBNJ9ABFDXCKBmCKA0CCCsxVCU1RcCGtzz6vSSQPXNMfgWWAtHb7wxCaBhAhFA2RBAjSz2j7uACCACCAsYirTj0c1P3x3fFeNTj9a3A+M6QC0QQCoIoEYIoEQIIKzFULTV3VO94zN6M2jSQ5nE3S7Vt79mAmhaQARQ5/gWWBMEUCIEENZiKOLePDj7+tdD4/45l+0U6MjbZRxAbyy+BRSofwig7gMo3XWY7f9qAigRvgWGdRiKvLf+bFQ8Jy9Vn3/tXcz3/k/g7VJf/mc2gM4KiADKIMqVoFNeh9mMAEqFAMI6DCWSj6/fyPsEwm6XSQAtvAUUqX8IoG4DKO11mO34FlgqXAkaazAUGITdLgSQlAh3g098GUI7AigVAghrMBQYhN0u0wB649vfngQQd4PPZpxAzfOnvADiStDJcDd4rMZQYBB2u8wE0DiBnoiWP/0KoCqBHrDkT9cBlPr9lxYIoHTGCdQ6fwigfmIoMIi7XY5mAqhKoM+Ey5+MAWRulZ38rOICiLvBp/R0xfH3CaA+YiiKTr736CZf4VYYZvMBFOzkn7FMAdTi06qd/KxOAyj5d7DaSfk9tMIDyIsA6iOGoqi+4cV63AzV4KhyenYl6Mj9kyeAWp2vvJOfVWIApbwSEQHkQgD1EUNRRAClcnQ06p2j4gIo0cdW7b6xvpOfVWYApUMAuRBAfcRQFBFAaYzzZ5RA9d3gz36T+5m1YgigZB9bEUAE0HT9ckdITgRQHzEURXUAnfs3V9f4cdnnAJ19qLX9gW/MOjrd378UOH8MAZTuY6uWd63Yyc8igHwIIBcCqI8YiqLxO0B7lzNf+HmJwHaZfqi1/aELAXT+/H7TdpLUNIASvmtTbABJfAssLQLIhQDqI4Yi6a2zO5+KNVD27TL3oda2x74x78j7EpZb9wG02Cyen+b+WQSQDwHkQgD1EUMRdSLZQLm3y+J7OoYH9yOAmti/NG+/4d9r8KM8PyzFz/Iun6UX1lyGMOP94Z0SrF/uCMnJu3wEkCKGomumgf7Nq7mfzEju7WIJoMX+eeONfQLIiABaCKCs94d3SrB+uSMkJ+/yEUCKGIq0k7celmqgzNtl6T0dy4PjB1CzAlKLloQ/y716pmBYvg5z7vvD+3gX8DwB5EEAKWIo8qYNdE/2BiKA9C3//7v9ad/zP2vYLMl+lu95tWINoKX3e/LfHtWFAHIhgPqIoUQg00B5t4vtEEoAJQiNuR82DCBPs5jydQdavW1VWf0eluOTxWy865epPZ7+7SHPfbxS8C4fAaSIoQSh0UAEkD4CaA1vPSQ8tyoX7/plKY+nf/sP/nroW5kTyLt8BJAihhLHpIFKvRK08dDeu2+BNZP2o6bZnzY85id8Zt1fj8lZD/EDyL18GbpjnD/5E8i7fgSQIoYSylvPEUAE0BZJ32npUwD5uMMy+vbLEkBPT/KnTqCMBUQA9RFDieTjlw8IoOaHoOUrQcc+AjWU9qOmmUtP7u87189yGUs5BBAB5EEAKWIoYYzrp+AAsh7aCw2g1O+0TG4+kmD9DDcyUUMAZQig+f7JWkAEUB8xlBhu/vuz+hmc+/Ns90LNvV2s720svOMQ/QjUVPKPmsa3n02yfo1vZauGACKAPAggRQwlgJvPSdTPaf7tYj60z73jEP0I1NiOPmoqZv1WIoC6D6DF/slZQARQHzEUdbP183zW+jnNv11avLcx845D9COQwU4+aipo/VbxnlsVffm6+abanP3f/OKCL+T87p1r+QggRQxFmlT9nApsF9d7G96XsFB28FFTUeu3jADqHAGE3WIoutTq51Riuzje2/C+hJWu9PVznlsVfvm6Lw6tAPKtHgGkiKGIekevfk5Ftkvr9zbcr2GFK339Sg+g7h098cOJYf0M/99vhzyBvkIAKWIoik5eOoufwd069XMafbtwBPIpfv18J5cXv3wtzBRQHUBx+4cAksRQFN16ULF+TqNvF45APqyf6+Ryls+OAMJOMRRFdQCdu3x9jRvZnljs7cIRyIf1O/WcXM7ytTAtoCqAAvcPASSJoSg6ewdojWKvBO3EEciH9XNh+VoggLBLDEURAbQTHIF8WD8Xlq+No888cRZAX/hM4P4hgCQxFEUE0E5wBPJh/Vy8yxf2JiJO4wT6wm/s534mLgSQIoai6OR7j27ylWynRsfeLhzAfVg/F9/yBb6NrNvRZ4b2GyyfciMSQIoYCgxibxcO4D6sn4tn+XZ0d7dIti+fdiMSQIoYCgxibxcO4D6sn4tj+ZyXYOyFbcun3ogEkCKGAoPY24UDuA/r50IAuWxZPvklIoAUMRQYxN4uHMB9WD+X9svnvQ1rLxBASI+hwCD2duEA7sP6uRBALpuXT3+JCCBFDAUGsbcLB3Af1s+l9fItHtwVD++7RwAhPYYCg9jbhQO4D+vnQgC5bFy+AEtEACliKDCIvV04gPuwfi4EkAsBhPQYCgxibxcO4D6snwsB5EIAIT2GAoPY24UDuA/r50IAuRBASI+hwCD2duEA7sP6ufAtMBcCCOkxFBjE3i4cwH1YPxcCyIVvgSE9hgKD2NuFA7gP6+fClaBdCCCkx1BgEHu7cAD3Yf1cCCAXrgSN9BgKDGJvFw7gPqyfC3eDdyGAkB5DgUHs7cIB3If1c/Et3ziBSs0f7gaPXWAo0m6s+sOT/+cnXT+PM7G3CwdwH9bPxbt8R5VEzyWg7cun3YgEkCKGouzW7z22/IcfPXQbAdQKB3Af1s+F5XNpsnzKjUgAKWIoym49OLjj1fk/OnlpMCCA2uEI5MP6ubB8LtGXjwBSxFCUDQNosDf3JtBHDw0IoLaiv4Tmxvq5sHwu0ZePAFLEUJRVATQY3PPu2e+rt38IoNaiv4Tmxvq5sHwu0ZePAFLEUKS9eVAFz9mbQDcfqvvn4rub/9IOxd4u0V9Cc2P9XFg+l+jLRwApYijabj47aZ6T/1T/8tzzGZ9O7O0S/SU0N9bPheVzib58BJAihqLu56M3gZ7P//bPafTtEv0lNDfWz4Xlc4m+fASQIoYib1w+o7d/Xt3++F2KvV2iv4Tmxvq5sHwu0ZePAFLEUAIYvQk0GOxdzvr2z2n07RL9JTQ31s+F5XOZLp/y1X7WI4AUMZQIjkcF9OnczyP4duEI5MP6ubB8LmfLp3295/UIIEUMRd/4y+8Cn4AF3y4cgXxYPxeWz2W0fOp3/FqPAFLEUOS9eTA9B2jv9/M+l9jbhSOQ0cJnDayfC8vnUi+f/D3f1yOAFDEUcTefG7/3M34fKO+bQLG3C0cgk6XPGlg/F5bPhQBCegxF2/hKiPUbP/VtMPK+CaS+XTafHskRyGDFZw2snwvL51It33z/9ej/mwAAIABJREFUxCogAkgRQ1F28uzcuz753wTS3i7bTo/kCNTcqv+pzfq5sHwuBBDSYyjKRvcC+/T0y+9vHXAvsHW2nx7JEag5Aig5ls9luHyL/ROqgAggRQxFWRVA8+/3nDxHAK3W4OwAjkCNrfyf2qyfC8vnQgAhPYaibBhAn1689uGbBwTQKgRQSgRQeiyfCwGE9BiKslv/6wvLf3jyHAG0rMnZARyBmlp9pGH9XFg+FwII6TGUgN7OdkcM3e1CAKVEAO0Ay+dCACE9hgID2e3S6KWRI1BTBNAOsHwufAsM6TEUGMhuFwIoKQJoB1g+FwII6TEUfSdvPXJhdObzza+8kvepyG4XAigpAmgHWD4XrgSN9BiKuvG9MOoAOuZWGGsQQGnxLbD0WD4XAgjpMRRxPz+7FWoVQFeqW2Gs+GJYZ2S3CwGUFgGUHsvnwt3gkR5D0XZtciP4YQCN7oyRs4B0twvfAkuLK0Enx/K5nC3fthveqCKAFDEUacdV8dzzanVF6PocoPrjsDuyfQteeLsQQGkRQMmxfC7T5dt8y2NVBJAihqKsvhfYvaP/O7r64bW8bwEJbxeuBJ0Wd4NPjeVzib58BJAihqLsePx+zzSA6k/B7s32hIS3CwGU2tJnDayfC8vnEn35CCBFDEVZddLz46ezATRpojyUtwt3g09u4bMG1s+F5XOJvnwEkCKGIqx6u6f+vGsmgD464G7w62w7PTL6S2hurJ8Ly+cSffkIIEUMRdike2YCaOaXGahvl82nR0Z/Cc2N9XNh+VyiLx8BpIihCCOA0or+Epob6+fC8rlEXz4CSBFDEVbFzqqPwDgHqLG5t4Siv4Tmxvq5sHwu0ZePAFLEUITVX/laOAm6+h78ndmeUbDtsnBSUPSX0NxYPxeWzyX68hFAihiKsrPamQbQ2ZWBMgm1XZa+Fhb9JTQ31s+F5XOJvnwEkCKGoqz6vKt6C2gSQPV7QlwIsZHlCwNFfwnNjfVzYflcoi8fAaSIoUirL/z82CSAbj40yPoJWKjtQgClxvq5sHwu0ZePAFLEUKSNbn96+yMHww76/vdGN4bPeCuwSNtlxc3Bor+E5sb6ubB8LtGXjwBSxFC0jQpo1rls34E/DbVdCKDkWD8Xls8l+vIRQIoYiriTlw/m+udixvd/Im2Xxf6pCij6S2hurJ8Ly+cSffkIIEUMRd5sAt3zat7nEme7EEDpsX4uLJ9L9OUjgBQxlAhOrl8deuVG7ucRaLusCiD4RD8EZVb48m2+Tc120ZePAFLEUGAQZ7sQQOlFPwRlVvTybbtR8XbRl48AUsRQYBBnuxBA6UU/BGVW8PItXZO0hejLRwApYigwCLRdVnwLDD7RD0GZlbt8y5fkaiH68hFAihgKDAJtFwIoueiHoMzKXT4C6JQA0sRQFNV3/FrvtmyXAoq0XZK86mJG9ENQZsUuX5r/LRJ9+QggRQxFEQGUAAGUWvRDUGbFLh8BVCGAFDEURQRQCinOvMSM6IegzEpdvkTfR4i+fASQIoai6NbDF87cVRXP3qe+cvXqf360/vWnHn30K9muBh1su/i/e4sZ0Q9BmZW6fARQjQBSxFC0Vfd/P/fK5HfP1TeHzyfcdvFefQ0zoh+CMit1+QigGgGkiKFI++hgMLhz9v2elwaDwePZng7bpWjRD0GZmZavR+VOANUIIEUMRVl1LtAdc593VXeH33sh1/NhuxQt+iEoM8Py9eqzWwKoRgApYijKri2/33M8/KM78zybU7ZL2aIfgjJrvHx9O3ufb4FVCCBFDEXYqrd7lt8U6hLbpWTRD0GZNV2+3l2/gQCqEECKGIqwKnYWv/K+6s+6w3YJJumpJNEPQZkVG0BcCbpCACliKMJWxU51WjQBhEYSn0oS/RCUWcPl6+E9XAigUwJIE0MRVn0EtuocID4CQwPJTyWJfgjKrNwA4m7wpwSQJoai7MrSGc91E3ESNLZL/0lK9ENQZs2WL9F3ptT434yMvvsIIEUMRVn1ds/g3tk/qZKIr8GjAQJITNEB5D8dLfruI4AUMRRl9fs9g4uTT7xu1r/P9wYQ2yWOHXySEv0QlFnhAeQVffcRQIoYirTqlOehuy9fHfr3D2W+FSrbJRACSA0B5BJ99xFAihiKtuODxVvBn8vYP2yXMHZxHI1+CMqMAHKJvvsIIEUMRdzNh+b752K2b4BV2C5REEByCv4WWArRdx8BpIihyHvnuUn97F28kfe5sF2i4I0EOQSQizmAxO4nSwApYigRfPx2dQ7QjzPXzynbJQ4CSE65V4JOwhhAcveTJYAUMRQYsF2iIIDkEEAupgASvJ8sAaSIocCA7RIGn6SoKfZu8GlYAkixIQkgRQwFBmyXMAggNYYjuNznNwIIIKTHUGDAdolD8SBQNONnOFJn8Aqw9KNi/BNAihiKuJOXH166FBB3g8d2BJCY6N/jzowAQnoMRdubS/VDAKEZTiXRQgC5NF8+zS8AEECKGIq04xX5QwChIU4lUUIAuRBASI+hKLv14Kh4br8w524CCM1wKokOAsiFAEJ6DEXZtfrmX6/kfhpTbBegJQLIhQBCegxF2Mmzw/65I+vNvxawXYCWCCAXAgjpMRRh9Sdgj+d+FrPYLkBLBJAL3wJDegxFWBVA+U54XoXtArREALkQQEiPoQgjgIDeIIBcuBI00mMowqpzgPZeyP0sZrFdgJYIIBcCCOkxFGXXOAcI6AkCyIW7wSM9hqKs+gyMb4EBfUAAuRiXT+4ioASQIoYirboS9L25n8QMtgvQEgHkYl4+sYuAEkCKGIq26l5gQldCZLsALRFALtGXjwBSxFCUnbx99eWD5XthcCsMIJzoR/DMoi8fAaSIoSg7uxcYN0MFoot+BM8s+vIRQIoYijICCOiL6EfwzKIvHwGkiKEoI4CAvoh+BM8s+vIRQIoYCgzYLkBL0Y/gmUVfPgJIEUOBAdsFaCn6ETyz6MtHACliKDBguwAtRT+CZxZ9+QggRQwFBmwXoKXoR/DMoi8fAaSIocCA7QK0FP0Inln05SOAFDEUGLBdgJaiH8Ezi758BJAihgIDtgvQUvQjeGbRl48AUsRQFJ1879FNvpLtBvFsF6Cl6EfwzKIvHwGkiKEoWnMBRC6ECIQV/QieWfTlI4AUMRRFBBDQN9GP4JlFXz4CSBFDUUQAAX0T/QieWfTlI4AUMRRJH1/f5IblR33w4lcPDw8/97XXNzzmk788nPfZv1r9QLYL0FL0I3hm0ZePAFLEUPrt189Moub+n6191L/8CQEE7Fb0I3hm0ZePAFLEUHrtwydnq+a76x72qycJIGC3oh/BM4u+fASQIobSZx82y5rFxxFAQHLRj+CZRV8+AkgRQ+mx0Sdbf/j66ekn79cfhf3O369+4HvDf/b5Jj+R7QK0FP0Inln05SOAFDGUHqu65vCPRr/+5Kczv1n02vAfrf18bBbbBWgp+hE8s+HyHVVyP4+2CCBFDKW/6jeApm/svLb2LaDqgWs/HpvDdgFaIoBczu/vv1GJmkAEkCKG0l/vzRdP3UMr3+epzoH+3X9q8iPZLkBLBJDH0f6lS2+8ETiBCCBFDKW36ov7zJ7Z89q6M30+bHoKENsFaIsAcjh649IkgIYJlPvptEAAKWIovbX0js+H6z4De2/92UEL2C5ASwSQAwGEXWAovVV9sDXXO2tP9Xmt6SlAbBegLQKovaM35gIoYgERQIoYSm9Vb/jMndlTfya24iSgKoyGpfT+i9XlEJ/603/c8DPZLkBLBFB7BBB2gqH01vLFfV5b/VFX9VbR59+f3jPj6+vPh2a7AC0RQK0N+2c+gAIWEAGkiKH01vI5z2vOgm58HWi2C9AaAdQaAYTdYCi9tfx+z5oLPr+3GEDrC4jtArREALV29MYiAggpMJTeahxAr42ipz7554MXD5fumfE3U4NfAGhlGEC5n0JUT/3toqdyPyUzAkgRQ+mr+pTnJgFUP3B6uvSvn1m8ZwYBBPgRQK0RQNgNhqLs1u/d82rbv9s4gKpzoGe/LlZfP2jNbVPZLkBLfATW3uJnYPE+AeMjMEkMRdmtBweDvcs3Wv3dxgF0+t//63fun+2duohWXxiR7QK0RAC1RwBhJxiKsiqAhm6//G6Lv9z4HKBFS/fQmGK7AC0RQA5H0fuHAJLEUJTdenYwdu55819uHUD141bfHJXtArREADkQQNgFhqLt45cPzhronlc2PnLuy+xV+DS+DtCStTcNY7ugGEeVlD+QAPI4miYQd4NHKgxF3s3nzhpob9Mp0UsB1PhK0EsIIJRufLxNeawlgHx2MJIuEUCKGEoEN587exto/SnRSwHU+F5gSwgglG0nbzcQQF7J35TrEgGkiKEE8c7DZw10+2MrT4leCqDmd4NftJROE2wXFGA3J5wQQEUjgBQxlDjeeuisge5uckp0fT2f2Td81ryxs/zB2PpzhdguKAABhOQIIEUMJZS3zs4H2ru4/Zvxi2WzpmuWvvNVlxPXAUKpdnTRGQKoaASQIoYSyTuT86GHtibQe/Pv+Cy9IzRW3wz+uwt/b81HZWwX9B8BhPQIIEUMJYx3JmdC3zV+F+iFzX+hLp7pWz6vrTm1uX7YzFtA9YWg13xbnu2C3tvVrccJoKIRQIoYSgwz34W/fOP05M26gW77yea/VN/m/eujtPnkp4v3OJ14b+5mqL98cv0bQGwX9B8BhB0ggBQxlACm9TOYXAnozeqP7tz89+r3dg7v/8Hwl+/X93hf/d320e3gP/un/zj85QffOVwbSqdsFxSAAMIOEECKGIq6mWtBz90P49rwD+7YchrQh4dzpu/rzH/sVX/oNevr634g2wW9RwBhBwggRQxF2kz9LN4RtbpR6rbPwEafZ036Z3qm88J5PwsFtLZ/2C7oPwIIO0AAKWIoysZ3g6++9b50AehGAXT6q2cmWXP/z6Z/vHji8+gMofHjfrD+x7Fd0H98CwzpEUCKGIqycQDdveo2qNU/23IOUO2DF786rJrPfe312T9cDKBhAv2X7zy5/LhFbBf0HwGE9AggRQxFWRU5555ffaLPze99/8fbL4aYGNsFBeBK0EiOAFLEUJTd+r3LnTfORmwXFIAAQnIEkCKGIu0lAgjoHHeDR2oEkCKGouy4wVfdO8V2QRnGCZQufwigwhFAihiKsivDAHo895OYxXZBKY4qKX8gAVQ0AkgRQxHW7JvuXWK7AC0RQEUjgBQxFGEEENAbBFDRCCBFDEUZH4EBfUEAFY0AUsRQlH10MBjc9ur2x3WG7QK0RAAVjQBSxFCk3Xxo5W0wsmG7AC0RQEUjgBQxFGkfX39pdC+wC7PuznZeENsFaIkAKhoBpIihKJvcDHVevhOj2S5ASwRQ0QggRQxFGQEE9AUBVDQCSBFDUUYAAX2xNoCSX3IRggggRQwFBmwXoKU1AbSDm25AEAGkiKHAgO0CtLQygHZy21UIIoAUMRQYsF2AllYF0DR/6gTK8KzQEQJIEUOR9vH164sXATp550e/n+W5VNguQEsEUNEIIEUMRdmKm4GdPDsY3PFupufDdgHaWhFA8/1DAfUZAaSIoShbEUB5b5DKdgFaIoCKRgApYijKVtROfXswAgiIZjmAFvuHAuoxAkgRQ5H09tXaj4a1s/f9qzN+9BDXAQIiIoCKRgApYiiSjldeAPHMndmeF9sFSIYAKggBpIihaLqyKYAez/a02C5AMgRQQQggRQxFU3Wqzzr35ntabBcgGQKoIASQIoYi6s1Hhx6pzgH61KNTf3716o+zfQf+lO0CpMS3wMpBACliKMryfud9BbYLkA4BVA4CSBFDUUYAAX3GlaCLQQApYijKTt7O/JHXIrYLkBABVAwCSBFDgQHbBUiJu8GXggBSxFBgwHYB0honEPnTcwSQIoai7+StRy4c1OcC3fzKK3mfCtsFSO2okvtJYMcIIEUMRd3N50ZX/6kC6HgwOPdqzifDdgEAOwJIEUMR9/OzKyJWAVRdH3rvhYzPhu0CAHYEkCKGou3a5PrPwwA6eXaQuYDYLgBgRwApYijS6pui3vPq2fWARh+H3ZHvi/FsFwCwI4AUMRRlVfhUt/6aXhDxWt63gNguAGBHACliKMqOx+/3TAOo/hQs391Q2S4AYEcAKWIoyqqTnh8/nbslxnHWz8DYLgBgRwApYijCqrd76s+7ZgLoo4OctwdjuwCAHQGkiKEIm3TPTADlvT8q2wUA7AggRQxFGAEEAH1AACliKMKq2Fn1ERjnAAFAJASQIoYirP7K18JJ0NX34O/M9ozYLgBgRwApYijKzmpnGkBnVwbKhO0CAHYEkCKGoqz6vKt6C2gSQPV7QlwIEQBCIYAUMRRp9YWfH5sE0M2HBlk/AWO7AEALBJAihiJtdPvT2x85GHbQ9783ujF8xluBsV0AoAUCSBFD0TYqoFnnsn0H/pTtAgBtEECKGIq4k5cP5vrnYsb3f9guANAGAaSIocibTaB7Xs37XNguAGBHACliKBGcXL869MqN3M+D7QIALRBAihgKDNguAGBHACliKDBguwCAHQGkiKHAgO0CAHYEkCKGIu/k+ttX5/2Ym6ECQCAEkCKGom3xW/C127JdCojtAgB2BJAihiLt5oPL+UMAAUAsBJAihqLs1sr+IYAAIBQCSBFDUXat7p3bH13wFc4BAoBACCBFDEVYfSOwvedzP40ZbBcAsCOAFDEUYfUnYPfmfhaz2C4AYEcAKWIowqoA2nsh97OYxXYBADsCSBFDEVYFUL4TnldhuwCAHQGkiKEIq84BIoAAIDoCSBFDUXY8GAwez/0kZrFdAMCOAFLEUJRVbwHdke077yuwXQDAjgBSxFCkVWcB3SlUQGwXALAjgBQxFG3Ve0B7l19RaSC2CwDYEUCKGIq4+mKI3AoDAAIjgBQxFG0/X3EzeAIIAEIhgBQxFGnXuBkqAIRHACliKMqOR8Gzd2He3QQQAARCACliKMquVPnzaZUzoE/ZLgDQBgGkiKEIq0+A5maoABAcAaSIoQjjZqgA0AcEkCKGIoyboQJAHxBAihiKMG6GCgB9QAApYijKrnEzVACIjwBSxFCUVZ+BcTNUAAiOAFLEUKR9dDAYXMz9JGawXQDAjgBSxFC0VQV07nmZN4HYLgBgRwApYijKTt6++vLoZmC3cyVoAIiKAFLEUJRV5wBxLzAACI4AUsRQlBFAANADBJAihqKMAAKAHiCAFDEUGLBdAMCOAFLEUGDAdgEAOwJIEUOBAdsFAOwIIEUMBQZsFwCwI4AUMRQYsF0AwI4AUsRQ5J1cf/vqvB9nuzI02wUA7AggRQxF28n4StB8DR4AwiKAFDEUaTdXXgiIAAKASAggRQxFGRdCBIAeIIAUMRRl10Y3Qn10wVc4BwgAAiGAFDEUYSfPDvNn7/ncT2MG2wUA7AggRQxFWP0J2L25n8UstgsA2BFAihiKsCqA9l7I/SxmsV0AwI4AUsRQhFUBlO+E51XYLgBgRwApYijCqnOACCAAiI4AUsRQlB0PBoPHcz+JWWwXALAjgBQxFGXVW0B3ZPvO+wpsFwCwI4AUMRRp1VlAdwoVENsFAOwIIEUMRVv1HtDe5VdUGojtAgB2BJAihiKuvhgit8IAgMAIIEUMRdvPV9wMngACgFAIIEUMRdo1boYKAOERQIoYirLjUfDsXZh3NwEEAIEQQIoYirIrVf58WuUM6FO2CwC0QQApYijC6hOguRkqAARHACliKMK4GSoA9AEBpIihCONmqADQBwSQIoYijJuhAkAfEECKGIqya9wMFQDiI4AUMRRl1Wdg3AwVAIIjgBQxFGkfHQwGF3M/iRlsFwCwI4AUMRRtVQGde17mTSC2CwDYEUCKGIqyk7evvjy6GdjtXAkaAKIigBQxFGXVOUDcCwwAgiOAFDEUZQQQAPQAAaSIoSgjgACgBwggRQwFBmwXALAjgBQxFBiwXQDAjgBSxFBgwHYBADsCSBFDgQHbBQDsCCBFDEXZrd+759Xcz2EO2wUA7AggRQxFWfUtsL3LN3I/jSm2CwDYEUCKGIqy8dfgb7+sci8MtgsA2BFAihiKslvPnl3659zzuZ9Lje0CAHYEkCKGou3j8b3Ahu55JfeTYbsAQBsEkCKGIu/mc2cNtJf9lGi2CwDYEUCKGEoEN587exso8ynRbBcAsCOAFDGUIN55+KyBbn8s3ynRbBcAsCOAFDGUON566KyB7s51SjTbBQDsCCBFDCWUt87OB9q7mOVtILYLANgRQIoYSiTvTM6HHsqRQGwXALAjgBQxlDDemZwJfdf4XaAXOn8ObBcAsCOAFDGUGGa+C3/5xunJm3UD3faTrp8G2wUA7AggRQwlgGn9DCZXAnqz+qM7u34mbBcAsCOAFDEUdTPXgp67H8a14R/c0fVpQGwXALAjgBQxFGkz9bN4R9TqRqmdfwbGdgEAOwJIEUNRNr4bfPWt96ULQBNAABAEAaSIoSgbB9Ddq26DWv0zzgECgAAIIEUMRVkVOeeeX32iz83vff/HnV8JiO0CAHYEkCKGouzW713Od9+vVdguAGBHACliKDBguwCAHQGkiKHAgO0CAHYEkCKGAgO2CwDYEUCKGEoYH7984cKFy0tfh+8U2wUA7AggRQxF3Mcv3z265+mbB/luAj/BdgEAOwJIEUPRVt3w4vHqF8dnV4Tu/v4XM9guAGBHACliKNLq7Kkud3jy7CSABvfmez5sFwCwI4AUMRRloytBV2/5HI9+cfLSIMMNMKbYLgBgRwApYijK6uz5dPWR15XqhmAvjH+R7y0gtgsA2BFAihiKsivjD8BGbwXVJ/8cDzLcAmyC7QIAdgSQIoYirD7xZ3oKdP3Gz0cHOU+DZrsAgB0BpIihCKve9xmd8FO9FTRKoemf5cB2AQA7AkgRQxE2iZ36raBR9hBAABANAaSIoQibxE71udf4zJ/qlwQQAERCACliKMKqN37qr35NTwGqf8k5QAAQCQGkiKEouzI+82fyJfiZL4ZlwXYBADsCSBFDUXZt9HZP/QnY6G2f48nZ0FmwXQDAjgBSxFCU1Zf/2Xvk4Kx6Pq4uBM2VoAEgFgJIEUORdm3uFqjjG4JxLzAACIUAUsRQtJ0V0Ohdn/p3FzM+HbYLANgRQIoYiri3Hqo+Bbs4+t7X8fCXj+V8NmwXALAjgBQxFH3Xb5z96tafvZLzibBdAKANAkgRQ4EB2wUA7AggRQwlnpO3uRAiAARCACliKNHcfI5bYQBAKASQIoYSS31ONAEEAJEQQIoYSiAfv3QwyHslRLYLANgRQIoYShjvPDyYuyhQDmwXALAjgBQxlBhOXj44y5+9ize2P35H2C4AYEcAKWIoEdx8bnJLjLufz/lE2C4AYEcAKWIo8k7evGvy5s/lbF+AH2G7AIAdAaSIoYgb3QC+ds+ruZ8M2wUAWiCAFDEUafW33rOf+jzFdgEAOwJIEUPRdfLS2YnPe586IIAAICoCSBFDUTX91vvdz5/eepAAAoCoCCBFDEXS9Fvvt9fnPRNAABAXAaSIoSiqemfuvGcCCADiIoAUMRRFowCaueQPAQQAcRFAihiKojqAzl1+de4PCCAAiIkAUsRQFE0/Antl+gcEEADERAApYiiSpve+2OMkaAAIjgBSxFBUTa+ByNfgASA0AkgRQ9H1MRdCBIA+IIAUMRRpb02uhkgAAUBUBJAihiJueknEwbnntz98x9guAGBHACliKPqmN8WYfCssF7YLANgRQIoYSgQnb941/VbYjYxPhO0CAHYEkCKGEsT0i/GD2x/L9izYLgBgRwApYihxTL4Yn+90aLYLANgRQIoYSiTjL8YTQAAQCQGkiKEEU30xngACgEgIIEUMJZyTl/8HAggAAiGAFDEUGLBdAMCOAFLEUGDAdgEAOwJIEUOBAdsFAOwIIEUMBQZsl344quR+EkBBCCBFDAUGbJc+ODp6o0ICAZ0hgBQxFBiwXeIb5w8JBHSIAFLEUGDAdglvmj91AuV+OkAZCCBFDAUGbJfwCCAgAwJIEUOBAdsluvn+oYCAbhBAihgKDNgu0RFAQA4EkCKGAgO2S3CL/UMBAZ0ggBQxFBiwXYIjgIAsCCBFDAUGbJfgCCAgCwJIEUOBAdslOAIIyIIAUsRQYMB2CY4AArIggBQxFBiwXaLjW2BADgSQIoYCA7ZLdAQQkAMBpIihwIDtEh5XggYyIIAUMRQYsF3CI4CADAggRQwFBmyX+LgbPNA9AkgRQ4EB26UPxglE/gCdIYAUMRQYsF364aiS+0kABSGAFDEUGLBdAMCOAFLEUGDAdgEAOwJIEUOBAdsFAOwIIEUMBQZsFwCwI4AUMRQYsF0AwI4AUsRQYMB2AQA7AkgRQ4EB2wUA7AggRQwFBmwXALAjgBQxFBiwXQDAjgBSxFBgwHYBADsCSBFDgQHbBQDsCCBFDAUGbBcAsCOAFDEUGLBdAMCOAFLEUGDAdgEAOwJIEUOBAdsFAOwIIEUMBQZsFwCwI4AUMRQYsF0AwI4AUsRQYMB2AQA7AkgRQ4EB2wUA7AggRQwFBmwXALAjgBQxFBiwXQDAjgBSxFBgwHYBADsCSBFDgQHbBQDsCCBFDAUGbBcAsCOAFDEUGLBdAMCOAFLEUGDAdgEAOwJIEUOBAdsFAOwIIEUMBQZsFwCwI4AUMZQi/MufHP7O329+yAcvfvXw8PBzX3t904PYLgBgRwApYihFeO1wSwD9+pnDM/f/bP3D2C4AYEcAKWIoJfjwcEsAffjk4dRnv7v2cWwXALAjgBQxlALUebMpgD48nPPZv1r3QLYLANgRQIoYSv/9sn57Z0MA/cufVA/4w9dPTz95/5mNj2W7AIAdAaSIofTee6O3dTYEUP2IPxr9+pOfzvxmCdsFAOwIIEUMped+/ZeH2wKofgPo85PfvrbhwWwXALAjgBQxlH775eTs5vUB9N78P60B1BtlAAAclElEQVR7aM150GwXYN5RJfeTgDwCSBFD6bPRGT2H9/9/T24IoE/+cu4NoNFbQJ9f/Vi2CzDr6OiNCgmELQggRQylxz4Zffz19X/61aYAWnrHZ8OX5tkuwNQ4f0ggbEUAKWIoPVYHUHVdw40BtPQPqyJa8014tgswMc2fOoFyPx0oI4AUMZQeGwbQ5/6P6hcbA6h6w+d3/2n+r607CYjtAkwQQGiMAFLEUHrsk//7B6NfbAyg95ZO+Xlt7Rfh2S7Amfn+oYCwCQGkiKGUYGMALZ/zvP4saLYLcIYAQnMEkCKGUoKtATT/fs/ye0Jn2C7A2GL/UEDYgABSxFBK4Augv5ka/AJA7am/XfRU7qcEXQSQIoZSgk0BVJ/yTAABRgQQDAggRQylBL4AmsF2Acb4CAwGBJAihlICAghIjQCCAQGkiKGUgJOggeT4FhiaI4AUMZQSEEBAcgQQmiOAFDGUvnjvcMbCZQy5DhCQHleCRmMEkCKG0hetA4grQQOtEEBojABSxFD6onUAcS8woB3uBo+mCCBFDKUvWgcQd4MH2honEPmDLQggRQylBBsDqOqduTd8qreE1jya7QLMO6rkfhKQRwApYigl2BhAS6f8rD8Hmu0CAC0QQIoYSgk2B9B78+/4LL0jNIPtAgB2BJAihlKCzQFUF8/0LZ/X1n8CxnYBgBYIIEUMpQSbA6hOnsOvj74I9slPV5xEPcF2AQA7AkgRQynBlgCq3wI6vP8Hw1++/8zhhjeA2C4A0AIBpIihlGDlN91nLv7z4eGcNd+BP2W7AEAbBJAihlKCbQF0+ssnZ/tnzRnQp2wXAGiDAFLEUEqwNYBOf/XMpH/u/9n6H8R2AQA7AkgRQynB9gA6Pf3gxa8O/+xzX3t90w9iuwCAHQGkiKHAgO0CAHYEkCKGAgO2CwDYEUCKGAoM2C4AYEcAKWIoMGC7AIAdAaSIocCA7QIAdgSQIoYCA7YLANgRQIoYCgzYLgBgRwApYigwYLsAgB0BpIihwIDtAgB2BJAihgIDtgsA2BFAihgKDNguAGBHACliKDBguwCAHQGkiKHAgO0CAHYEkCKGAgO2CwDYEUCKGAoM2C4AYEcAKWIoMGC7AIAdAaSIocCA7QIAdgSQIoYCA7YLANgRQIoYCgzYLgBgRwApYigwYLsAgB0BpIihwIDtAgB2BJAihgIDtgsA2BFAihgKDNguAGBHACliKDBguwCAHQGkiKHAgO0CAHYEkCKGAgO2CwDYEUCKGAoM2C4AYEcAKWIoMGC7AIAdAaSIocCA7QIAdgSQIoYCA93tcmUwuHfym1sPDu7c8vi3Hj4YDG6/fGPd70vjXb+Tl++qfv/urp6fOO/yVT462Pa3eivF8p1eG9z2kx08t1QIIEUMBQa622X4Err3wtlvtr6Enrw0GNl7fOXvy+Nbv9ObD45+f9urO32WspzLV//hs1uP+72VYPmG/UgAwYqhwEB3uwxfQgd3nL3/sPUl9MrgzOh1d/H35fGt3/DgPXZHme8B+ZavUi1hyQHkXL56/QggGDEUGOhul/pF8ext9G0vocP/sbj32PD19q2HRgedxd8XyLV+p9cGg3P/Yfj7g9mPMkriW76hm8Nfl7r3Eizf6EcQQDBiKDDQ3S5XZv8H4baX0Gtnjxw+sHrRXPx9gVzrN/xf36NlG/6+zLeAXMtXnUF1MCg+gNov39Dx4I7/S/u/XQJIEUOBge52uTK47f+dvI2+7SX0yuQwPXoxXfx9gVzrN/zf5PfO/r48ruWrP77Z+w9FnwPkWb767+y9cIUAghVDgYHudqle/SbfJRm/hB4PZq08vfl44YC9+PtiuNZvumrTFCqLb/sNA+jiu2WfBO37r3e4do+fEkAwYygw0N0u1avf8JVz9ILY/CV08UVT/EV0d1zrN/0C8vBvFhtA7bffyX9+tfRvgfn+671W/Q3x/3YJIEUMBQa626V+9Tsev43e+CX0o4P5g87i78vhWr8rswFU5AIm2H6lB5Bj+T46qPYfAQQzhgID3e0yevW7MnqlbHoYXjznudxzoH3rNz0ro9SjeILtV+rSVXzLN/zF46cEEFpgKDDQ3S6jV7/xxdAavoTeemj+f1ku/r4krvUjgBJsv1KXruJbviujj10JIJgxFBjobpfxq9+1+rvEzV5Cq6sX37vh90VxrR8BlGD7lbp0FdfyHY93HwEEM4YCA93tcnY66bPV/yxsdBbBmwtX7Vv8fVlc68c5QP7tRwC1XL6PDsZfBSOAYMZQYKC7Xc5e/eq30Zu8hA7/1+beYxt+XxjX+vEtMPf2I4Cq/9tm+a7NPU53CQkgRQwFBrrbZeYbsYM7t7+EnlwZDM69uv73xXGt39x1gIo8i8q5/eo/I4BaLR8BhPYYCgx0t8vkJbR6G/1/3/pBzJWF23Yu/r44rvXjStDO7Tf+m7pH7x3zLB8BhPYYCgx0t8v0BICPGtxWafiieXHT78vjWj/uBebbfjUCqNJ6+TgHCC0wFBjobpeZV79rW19Cuf7hEtf61adkPF/23eA9y1cjgGptl48AQgsMBQa622Xm1a96G33b7RTnzy5Y/H2BXOtXvfMzVuYbQM7lO/t7BFD75SOA0AJDgYHudpl99aveRt/0Ejo9XI9eQhd/XyLP+p2efXIxGNxW6InkzuWrEEAjLZePAEILDAUGuttl7tXv2uaX0LOj9dlL6OLvS+RZv8rJy3cNBrdfLvP9H//ynRJAk9+0Wz4CCC0wFBiwXQDAjgBSxFBgwHYBADsCSBFDgQHbBQDsCCBFDAUGbBcAsCOAFDEUGLBdAMCOAFLEUGDAdgEAOwJIEUOBAdsFAOwIIEUMBQZsFwCwI4AUMRQYsF0AwI4AUsRQYMB2AQA7AkgRQ4EB2wXA/9/e/f5KUd1xHF8EyxMiVOvTe72oTw2mabTRBLEoTwV/FGNiY2NjQmlpEyGhfaAmiySN1oRCrWYL1BKyFe5F790/sHPO/PqeX7s7zO7O2Tnv16PL7O7M7neGM5+dOecsmiMAxYidggY4XACgOQJQjNgpaIDDBQCaIwDFiJ2CBjhcAKA5AlCM2ClogMMFAJojAMWInYIGOFwAoDkCUIzYKWiAwwUAmiMAxYidggY4XACgOQJQjNgpaIDDBQCaIwDFiJ2CBjhcAKA5AlCM2ClogMMFAJojAMWInYIGOFwAoDkCUIzYKWiAwwUAmiMAxYidggY4XACgOQJQjNgpaIDDBQCaIwDFiJ2CBjhcAKA5AlCM2ClogMMFAJojAMWInYIGOFwAoDkCUIzYKWiAwwUAmiMAxYidggY4XACgOQJQjNgpaIDDBQCaIwDFiJ2CBjhcAKA5AlCM2CloYAAAeAhdt95wsVPQQNdNSDsff9z1O1hv1K8VytfK+pev69YbLnYKkvHxx12/g/VG/VqhfK1QPiweAQjJoAlth/q1QvlaoXxYPAIQkkET2g71a4XytUL5sHgEICSDJrQd6tcK5WuF8mHxCEBIBk1oO9SvFcrXCuXD4hGAkAya0HaoXyuUrxXKh8UjACEZNKHtUL9WKF8rlA+LRwBCMmhC26F+rVC+VigfFo8AhGTQhLZD/VqhfK1QPiweAQjJoAlth/q1QvlaoXxYPAIQAABIDgEIAAAkhwAEAACSQwACAADJIQABAIDkEIAAAEByCEAAACA5BCAAAJAcAhAAAEgOAQgAACSHAAQAAJJDAELc9m6dOb6xsbH11pdNXvXjGxu2p75q+U62j9urfLblGme6df6VbDObr77zXbVorDb89B35rJFa9K77Fk/86oL1pNzmn4tlt/XqT5y94z5n44TYZvWw3G62Y7KnvXrhjv20Ssc7YbnF89UzsNWJt1h7V83iu/pTv8lk53z26ObJL+yNDKvqZS831rx3ri5s8FgbmsU39KQNwDIRgBCzvSt1U3O0QQSav/Hbu3JqznWuuvHbuyo2eLJs+8fOKTc7U/jPQbJm+ZNyxav3zlsLjACUsQpjnqF+PD1zt3S5E5ZePHdRcKveYo2PO6+29aZ+4r/xa2aGGW/ME4CCx9o41vJhTRCAEDGzvdl8d+4Xzt34/e+4fZ6f880svfGrWv3iwxcNvT4HGe85f1/+c1D1qWVB8lUZp/C8slYAMiuz84b88i/WF/xa3eFOWHbxfIuCW/UVS2wseArvTf3koWZsTn3C2QEoeKzJl3s+w/q3AVg2AhDipZuboxfUJfjb56edKoKyRnD6Ze+Rc6Fj2rt5Ony/YtF0853fM8hvABSfIzsHbZlvZLSx+Up9Dqof2bt1um6gs0esQqi089p3xXf9/DFRjAfqxbLeKv+IlQ+zR9+5k7941jlg9Tth6cXzLQpu1VMsFQk2z2aLbh637yl5P816108daie/VPfByrBUGG7ME4CCx9pwrjZhfdsALB0BCNHSX/DOlv8yr0BI2286XQvEKta08VONe32/4FbV9mfnoGfOyWY/O1E8/XvfOSh7aFidIMZ2TlHFLc5FKmfqP41iqHN0/a+b+qtvtfLqJdVdiKh2wrKL510U3KpbLHHvJnuw7/VTn/9UtWJRNuOOWjAAecrnvjyq8mFtEIAQraHZ3tUNoSV7YCvQl3RtG7+xdathXH4LV2de401nb+vU0H8OEinH+ZzyDD4q/jafJJ6xU3QXqlY+qh8b5i+KaScsvXjeRcGtusVKq36j+sAxLpxl/zh6enYA8pTPfXlM5cP6IAAhVuKLY24UuASk75RtvuaMWpqsb+OnLr+YGytPM+ocZLyTUXYOCJ2D6qs4Qzs8yg9evswsRra0OPHor9qv36zfklrvu+aLI9oJyy+eb1Fwq55iyU88qgJQT+u3d85/nypb/tTfz80MQL7yuS+PqHxYIwQgxGpkd1rcPvN2cZ07HxpfDYu9fUZfn3jVvQruNn7FeNx8OMmw6Ml4yn1IXG8q/lxl4+de7Rpv5cOR1TnIGCF8LntXM8/hWR2mdJbwB6Bx9a+xHn8zrk+Lsqzl3/HshBUUz7MouFVfsTxXNXpbv9Amsxq8uzc7APnK53l5POXDGiEAIVKq/QwM0a0GlVTjwh5c0X1UnKvgduMnxuOqf8rGzx6qW+Wv8o2ssvELXewqbkyJpKJuQkxC56CqBVcP/PfmK3Xb7q5z4vYBqgb/bJ3NnyXuZMhv4sXzYtkJKyieZ1Fwq75ilT1/5F99rZ+vu9SkuMA4RwDyH2vOy+MpH9YIAQiREr10Tf4pWCbqdORcBbcaP3s8rmj85EO6jasCWNkKrrDxC4e//HQi3oq6CRE6B6nVVJ03tk7XH9YieqaUD+pRPE6voXLlxjlN3g2KYSesonjuovBWvcUailFg4mV9rJ8+qvbs9J1/qDkCkP9Yc14eTfmwTghAiJT4amwa5+eO7BxtDYvdKa6Ci2scVuNXDv1+cNUZ+GQM1T1VvIHiqrf/G+4SBcNfcT6oG359E8J/DvqPnmo4L5Axw4+n927VW1eoB+BVT5sZgGLYCasonrsovFVvscQMn+bcgP2rn7pXtV2mxdfMQpgByDYlADkvj6Z8WCcEIEQqGIDq6xROc7Snr4KLl5mNn+i5YXd7Ua3+qWr9VR546qv6+7DTQi9vDrRZ56C6BvomhDwHWYr6qK+5qntEPj2LueqdN7yndd+svd4AZPch7XonrKJ47qI5A1C17b3Pi5P8r+3n961+2eNvH7e3VxSlaQAqN+2+PJryYZ0QgBCpbc9Uc5rqQBr8Fqa+WQcbv7E4VRe/IiRaVGeIk+7FOay6YncUgOrN6veRN/1V9NM3IcLnoCLDiDl9nCE+P9bzK9kzQT9l9BcSJTIyjzuIptudsILieRaFt+otltiY+1si/aqfvsekr9nergJkto3yHtOsAOQrn+fl0ZQP64QAhEhNuwW2sfnW33wZaMa3P3mzpmgIy8ZPNrPVEJ1iMn0xEGRFjd/Mc5AYIqPabP85aMv9PdOJU9ed0/VgO9kHSE+9bSSlBV0BWvpOWGHxxKLwVn3FUs84Wl5BsnJ+3+qnAlARpdXkiPoYKn/EtGkfoOITel4eTfmwTghAiFQwAJVdFTfftr46z7r/L/s4lo1X2ehZ7aKcAKds4zrqA+Q9B5Xve1yeEKwuCvpL8FnvuuW8Kvna5chicxi8PR3eAvoALX8nrK54ctGcAajqu1JexbS7HPevfsM6P5Q3oOobgQ/VCdr38mjKh3VCAEKkwl0RdqpfapSnqdkjQKY0fkZLWrdy9UigyUobP/NnKLTyk4yN8bjFV2FPP9SbG6E7hXI6XX0loiqQGYDsm2WLGQW2/J2wsuIZi8Jb9RRL3t41gn4f62eMqtdPNt5b8wDkfXk05cM6IQAhVubvBimjo8V19VtnZAM2mXMOkOaNn/4C7JuGdtncqVisc1D+hrOFugC+gTijDad+1QNiFmK5HetmljUT5WLmAVrBTlhR8axFwa16iuUPkD2tn7E6/Vbtvmbe+RLD8wB5Xx5P+bBGCECIlTMTtHH/4fYf9Lc9vWDOWWB9PQamXv7OW8tyBats/KyffZw456D8jY/rQUnuKN3hhnuylk8uRgSLj2Sd3cfBANRiJugV7ITVFM9eFNyqp1hGoYexHcQLrt+4XQByy+d9eTzlwxohACFWYlRqbmwnomIioO15fwfIc/aa2gFS/fF59VV2lY2fM1bLOQfpdzMsPp33HKTq5/k58/oUcMU+ybtXgAK3wORpZLvhb4Etfycsv3i+ega36imW/65YT+tnDOfUT24UgNzy+V4eUfmwRghAiJb1a/CqTX3WbBCrYbnz/RK0e21fDoEtn1hdaNK9M+quSCtt/OweyNVppDwHqTL8qbgJEZiMV50U8n/Kc1CVY0ZOV1+3D5C8DSS/yY/qh5r+mvkKdsLSi+etZ3Cr3mLJqxrqeO5v/WSfom1rbos5+gB5yud5eUzlw/ogACFa+ltkdYquxmuLvkF507X9pnvdu16FaPy2xe/LD80hsEW6KlaqX1M03FWzuNrGb2jcntq7etwciKPf5glzXlznLY7KE5nIMlUN3BsdVgAabZhflmUA2q5+JrJcTVQ7YdnF89UzvFW3WOIaSzkyvL/1E0eanannCkBu+Twvj6p8WBsEIMRrnHdqVNe19bQ09XwjJ1Vz9+CKew63WNPgq4Zdv/R2maZG4nqINQ1++dBQXvdf/IcMyPsenPziTjknT51bxKS0xYcLnIPq+xCqknremavlF3PfIDsZgKbOA5RX8vU7+XzGs+ZCWf1OWHbxfIvCW/UUS7/+QvZEz8zcvaufWpu+O6U+bCjBhAPQlGPNPxGiZX3bACwdAQgRu2nMO1ZeDRqKZTNOvlbjZ4wB0a32uGzd5UO6jauGJ5dRYduZqnZ249vC3nlzY0etHin6DRcfP3AO0p8uXzC037XVkaKcEnfK5zMCUDE/3MaG3S/Lo4OdsOTieRcFt+or1hXxNF9n617VT3x+68POFYDCx9rDBKB1agOwbAQgxKye8kf8ZID8IckZr7caP9GwF2kqb1yfNdaqL/6LngvFBfCVN363xIevbgWO5WX68tpB6BwkBuNU4SYvoz0c2BeAjpofzwhA9Z5xf8nB1slOWGbxAotCW/UW69/lB3F/DKx/9as+v/1h5wpA4WPtYQLQerUBWC4CEOK288cTqtHZOinv8e+cV2Pg/b9WYLAbP3VrR63uxDtlW6svdz9zJ/8ze2jzZN7Ijswekc920vhlH15t54SY83ose5+U7zB4DhKDcfKavXqhfsD5KDIAbZ28YL0ZMwBN9vRkTCcCPU+tN9HFTlhe8UKLAludeIv14Oqcx3Af6je5dea478POF4CCx9pDBaA1awOwTAQgAACQHAIQAABIDgEIAAAkhwAEAACSQwACAADJIQABAIDkEIAAAEByCEAAACA5BCAAAJAcAhAAAEgOAQgAACSHAAQAAJJDAAIAAMkhAAEAgOQQgAAAQHIIQAAAIDkEIAAAkBwCEAAASA4BCEA8bvzm8KHBYLDv8Aufdv1WAPQbAQhAJO69PxD2vfRt128IQI8RgABEYffSwHKAq0AAloYABCAGPxyz889gsO+jrt8VgN4iAAGIQJF/9r3wibrxdf+f+d2wRz7r+n0B6CsCEIAIXMy7/dQL8jtiT3b3jgD0GwEIQPfu6j4/5vWea1wCArA8BCAAndt9zxd2LlqXgL4/Nhg8XnaMvn/5sLpmdOTDuceK7V5+TL/AWHjj52rY/f4jv2XIGZAYAhCAzukLQC/bS7/Pssmj3xZ/7fvobt5LSD9NDBnb98vy+T88Vz5fP+W9MlOp5Qcn98pe1gfqrtXXD9U9rp8gAgFJIQAB6Jy61nPQWbr73v5iPkQVgH73XD0y7J4xZOxgEV2mBqAfnqsjUxm1rhljzh4lAQEpIQAB6JoOJ84FIEEFoMfqmCLCTJ6A6tWEAtBP3nOH139/yFwNPa6BlBCAAHTt7qzuznlUOfDpZPfSk0WPocF+NVP0/cuH6ugyLQCp2PNi9tjXx+qLPRf1wLNvJuVq6HENpIQABKBr17x3wITvjXxyV3bZ0XfD6qATDkCPfFpvTF9uUourdaotMO8ikBICEICu2cO9HDoAvSyfXuclHW+eLP8KBqA63ZQvVyutV3PpyIvfLOCjAFgXBCAAXZsrAFUJRuUZebGmun40NQA9aaxMPWCvB0BSCEAAumYFIGNwlr7uUw+In9hXbsStrGkBSCadi/k/865ERz7kwg+QJAIQgK41C0B3retFKsjofDMtAMkx7teK1Vbb+en8sykC6AsCEICuzRWADsqHX7ZePjMAyUtGZYLaFUPjD5CBgMQQgAB0zRoF1jQAXXvIAGQkoMG+nxGBgJQQgAB07e7APw/ztcUFIHnPTNxDuyGnlGYqaCAlBCAAXQtNwjNnAHrYW2D50248XyUgpoIGEkIAAtA1fSvKMxOiPwAtrBN05f5f8hDEVNBAQghAADp3beC9BOQPQHMOg68nejamfBaByXDd/xYA9BUBCEDn9FSF7vUXfwCaOhFivZJyvkPnt1arMfVff/CYuBB0kQAEJIUABKB7+ue9DnxqLtQ/8+UGoKk/hWH+4oUIQPWloXLQvTX2jAAEpIUABCACF/VI9BdFT5177weGwQd/DFV3JSqDzrWBGYAGB4sHLpX3uvQPjFWdieoLRgCSQAACEIFySp7H9S9T7H59+bFigkJ9Vcjq9qPT0v6XskRz//IhMXxLh54Dn6ihXccGdgDK5zr8+lj1/PKnMFQw+tclIw0B6D8CEIAYGJMSVorrPFYAKhJNpXxIX9MpPfJXKwA5E/7ctRZzAQhICQEIQBz+ccgKJHWnIHvg1z0j0tTde8Qc0vs+umsMg78uVvuZ+/QBPYCAxBCAAERi97IRgY58Uj1iB6DJ7vt1bnlJLK9C1IGPJmYA+vZ6+dATdUej62KDj1tdsAH0GwEIQDzuffC87vxz+BfGj5M6AUj1/jms0s+RD83Fu3rxYdU/yApAk/uqn8/+F78xnn/j/cN6e9ZiAL1HAALQc/ZM0ABAAALQewQgAC4CEICeIwABcBGAAPQcAQiAiwAEoOcIQABcBCAAPUcAAuAiAAHoOQIQABcBCEDPEYAAuAhAAHqOAATARQACAADJIQABAIDkEIAAAEByCEAAACA5BCAAAJAcAhAAAEgOAQgAACSHAAQAAJJDAAIAAMkhAAEAgOQQgAAAQHIIQAAAIDkEIAAAkBwCEAAASA4BCAAAJIcABAAAkkMAAgAAySEAAQCA5BCAAABAcghAAAAgOQQgAACQnP8DjpsByQUO0FIAAAAASUVORK5CYII=)
Asymmetry Index Slope at start of experiment
![](data:image/png;base64,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)
Optomotor Magnitude at end of experiment
![](data:image/png;base64,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)
Optomotor Slope at end of experiment
![](data:image/png;base64,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)
Asymmetry Index Magn. at end of experiment
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAACQAAAASACAMAAACd54JuAAACGVBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZpAAZrYxMTEzMzM3PUg6AAA6AGY6OgA6Ojo6OmY6ZmY6ZpA6ZrY6kLY6kNs7Ozs9RDBDVHRGUWRJRztKSkpNTU1NTW5NTY5Nbm5Nbo5NbqtNjqtNjshQUFBRUVFSXTtWaDFbZXhjY2Nkle1lYk9mAABmADpmOgBmOjpmOmZmZjpmZmZmZpBmcVBmkJBmkLZmkNtmtrZmtttmtv9oWzloaGhuTU1ubk1ubm5ubo5ujo5ujqtujshuq8huq+RvjMF1cVF1h6d5d2N6ZCx6enp8b018fHyJm2OOTU2Obk2Obm6Obo6OjquOq6uOq8iOq+SOyOSOyP+PrlGQOgCQOjqQZgCQZjqQZmaQZpCQkGaQkLaQtraQttuQ27aQ29uQ2/+azTKopISrbk2rjk2rjm6rjo6rq46ryOSr5Mir5P+tl1+tra2zs7O2ZgC2Zjq2ZpC2kDq2kGa2kJC2tma2tpC2tra2ttu229u22/+2//+4uLjDvYfIjk3Ijm7Iq27Iq47Iq6vIyKvIyOTI5KvI5OTI5P/I/+TI///Mp0nMzMzbkDrbkGbbtmbbtpDbtrbb27bb29vb2//b///e3t7kq27kq47kyI7kyKvk5Mjk5OTk5P/k/+Tk///w5oz/tmb/wSX/yI7/yKv/25D/27b/29v/5Kv/5Mj/5OT//7b//8j//9v//+T///+0U9fKAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzd/7Md9X3n+XNBFFLuIoyM42QvgZSDlcQEFpxRFnYxKVNe1tydGP+QGoddnImpIXEx5cpMxI5mLYNjuWqmBleCzBeJqIBKOXcpJHvkq/sXzuk+38/pPqff/fl0f17vTz8fP8T3SkdS5/N+3+4X3Z/+fEYnAAAAAzNKfQAAAAB9IwABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQABAIDBIQDBYAQAaCH12RubKAoMaBcAsCMAKaIoMKBdAMCOAKSIosCAdgEAOwKQIooCA9oFAOwIQIooCgxoFwCwIwApoigwoF0AwI4ApIiiwIB2AQA7ApAiigID2gUA7AhAiigKDGgXALAjACmiKDCgXQDAjgCkiKLAgHYBADsCkCKKAgPaBQDsCECKKAoMaBcAsCMAKaIoMKBdAMCOAKSIosCAdgEAOwKQIooCA9oFAOwIQIooCgxoFwCwIwApoigwoF0AwI4ApIiiwIB2AQA7ApAiigID2gUA7AhAiigKDGgXALAjACmiKDCgXQDAjgCkiKLAgHYBADsCkCKKAgPaBQDsCECKKAoMaBcAsCMAKaIoMKBdAMCOAKSIosCAdgEAOwKQIooCA9oFAOwIQIooCgxoFwCwIwApoiiD8OtvHfzOP2z/yCevf+3g4ODhr7+97UO0CwDYEYAUUZRBuHKwIwD96qWDmUd+Vv8x2gUA7AhAiijKEHx6sCMAffrswcJD36n9HO0CAHYEIEUUZQDKeLMtAH16sOKhv637IO0CAHYEIEUUJX8flbd3tgSgX3+r+MCfvn1ycufjl7Z+lnYBADsCkCKKkr0bk9s6WwJQ+YlvTL6+89OlbzbQLgBgRwBSRFEy96vvH+wKQOUNoC/Nv72y5cO0C1A4LKQ+CDhCAFJEUfL20Xx2c30AurH6u2UeqpkHTbsARfx5p0AEQmMEIEUUJWeTGT0Hj/y3Z7cEoDvfX7kBNLkF9KXqz9IuwDT+EIFgQABSRFEydmfy+Ov5X/xyWwDauOOz5aV52gWDt4g/ZQRKfTjwgQCkiKJkrAxAxbqGWwPQxm8WiajmTXjaBYNHAEILBCBFFCVj4wD08L8pvtgagIobPr/7i9U/VjcJiHbB0K3mHxIQmiEAKaIoGbvz738w+WJrALqxMeXnSu2L8LQLho4AhDYIQIooyhBsDUCbc57rZ0HTLhi49fxDAkIjBCBFFGUIdgag1fs9m/eEZmgXDBwBCK0QgBRRlCEIC0B/tzD6J2DQnvv7dc+lPiR4QABSRFGGYFsAKqc8E4CARghAaIUApIiiDEFYAFpCu2DgeASGVghAiijKEBCAgEh4CwxtEIAUUZQhYBI0EAkBCG0QgBRRlCEgAAGxsBI0WiAAKaIoQ8A6QEAsBCC0QABSRFGGgJWggWjYDR52BCBFFGUI2AsMiGgagYg/aIwApIiiDAG7wQNRHRZSHwQcIQApoihDsDUAFXln5YZPcUuo5tO0CwDYEYAUUZQh2BqANqb81M+Bpl0AoAUCkCKKMgTbA9CN1Ts+G3eEltAuAGBHAFJEUYZgewAqE8/ils+V+idgtAsAtEAAUkRRhmB7ACojz8HzkxfB7vz0oPYleNoFANogACmiKEOwIwCVt4AOHvnB+MuPXzrYcgOIdgGAFghAiijKEFS+6b60+E/x3teSmnfgT2gXAGiDAKSIogzBrgB08tGzy/mnZgb0Ce0CAG0QgBRRlCHYGYBOfvnSPP888rP6v4h2AQA7ApAiijIEuwPQycknr39t/GsPf/3tbX8R7QIAdgQgRRQFBrQLANgRgBRRFBjQLgBgRwBSRFFgQLsAgB0BSBFFgQHtAgB2BCBFFAUGtAsA2BGAFFEUGNAuAGBHAFJEUWBAuwCAHQFIEUWBAe0CAHYEIEUUBQa0CwDYEYAUURQY0C4AYEcAUkRRYEC7AIAdAUgRRYEB7QIAdgQgRRQFBrQLANgRgBRRFBjQLgBgRwBSRFFgQLsAgB0BSBFFgQHtAgB2BCBFFAUGtAsA2BGAFFEUGNAuAGBHAFJEUWBAuwCAHQFIEUWBAe0CAHYEIEUUBQa0CwDYEYAUURQY0C4AYEcAUkRRYEC7AIAdAUgRRYEB7QIAdgQgRRQFBrQLANgRgBRRFBjQLgBgRwBSRFFgQLsAgB0BSBFFgQHtAgB2BCBFFAUGtAsA2BGAFFEUGNAuAGBHAFJEUWBAuwCAHQFIEUWBAe0CAHYEIEUUBQa0CwDYEYAUURQY0C4AYEcAUkRRYEC7AIAdAUgRRYEB7QIAdgQgRRQFBrQLANgRgBRRFBjQLgBgRwBSRFFgQLsAgB0BSBFFgQHtAgB2BCBFFAUGtAsA2BGAFFEUGNAuAGBHAFJEUWBAuwCAHQFIEUWBAe0CAHYEIEUUBQa0CwDYEYAUURQY0C4AYEcAUkRRYEC7AIAdAUgRRYEB7QIAdgQgRRQFBrQLANgRgBRRFBjQLgBgRwBSRFFgQLsAgB0BSBFFgQHtAgB2BCBFFAUGtAsA2BGAFFEUGNAuAGBHAFJEUWBAuwCAHQFIEUWBAe0CAHYEIEUUBQa0CwDYEYAUURQY0C4AYEcAUkRRYEC7AIAdAUgRRYEB7QIAdgQgRRQFBrQLANgRgBRRFBjQLgBgRwBSRFFgQLsAgB0BSBFFgQHtAgB2BCBFFAUGtAsA2BGAFFEUGNAuAGBHAFJEUWBAuwCAHQFIEUWBAe0CAHYEIEUUBQa0CwDYEYAUURQY0C4AYEcAUkRRYEC7AIAdAUgRRYEB7QIAdgQgRRQFBrQLANgRgBRRFBjQLgBgRwBSRFFgQLsAgB0BSBFFgQHtAgB2BCBFFAUGtAsA2BGAFFEUGNAuAGBHAFJEUWBAuwCAHQFIEUWBAe0CAHYEIEUUBQa0CwDYEYAUURQY0C4AYEcAUkRRYEC7AIAdAUgRRYEB7QIAdgQgRRQFBrQLANgRgBRRFBjQLgBgRwBSRFFgQLsAgB0BSBFFgQHtAgB2BCBFFAUGtAsA2BGAFFEUGNAuAGBHAFJEUWBAuwCAHQFIEUWBAe0CAHYEIEUUBQa0CwDYEYAUURQY0C4AYEcAUkRRYEC7AIAdAUgRRYEB7QIAdgQgRRQFBrQLANgRgBRRFBjQLgBgRwBSRFFgQLsAgB0BSBFFgQHtAgB2BCBFFAUGtAsA2BGAFFEUGNAuAGBHAFJEUWBAuwCAHQFIEUWBAe0CAHYEIEUUBQa0CwDYEYAUURQY0C4AYEcAUkRRYEC7AIAdAUgRRZF061oj1/s+LtoFAOwIQIooiqLbj40auevHPR8Y7QIAdgQgRRRFEQEIADJCAFJEURQRgAAgIwQgRRRFURGA9j731FZP7hOAAMAFApAiiqKoCEC7wk2Tz0RHuwCAHQFIEUVRRAACgIwQgBRRFEUEIADICAFIEUVRdPuJs2fv3xWAGnwmOtoFAOwIQIooCgxoFwCwIwApoigwoF0AwI4ApIiiwIB2AQA7ApAiiuLGrUtnz5690Pv2XytoFwCwIwApoijibl26/7Xyi3f3J6s/n/sw4dHQLgBgRwBSRFG0XR1HnmeKL47m+1/ckzAB0S4AYEcAUkRRpJWx597xF8cvL3YAezDd8dAuAGBHAFJEUZRNNkUtbvkcTb44fiPFFqgLtAsA2BGAFFEUZWXs+XzxyOvi+Iu916ZfpLsFRLsAgB0BSBFFUXZx+gBsciuonPxzNPulJGgXALAjACmiKMLKiT+LKdDljZ/P9lNOg6ZdAMCOAKSIoghb7Hda3AqaRKEke6DO0S4AYEcAUkRRhM3DTnkraBJ7CEAA4A0BSBFFETYPO8Vzr+nMn+JLAhAAeEIAUkRRhBU3fspXvxZTgMovmQMEAJ4QgBRRFGUXpzN/5i/BL70YlgTtAgB2BCBFFEXZ1cntnvIJ2OS2z9F8NnQStAsA2BGAFFEUZeXyP3tP7s9Sz61iIWhWggYAXwhAiiiKtKsrW6BONwRjLzAAcIUApIiiaJsloMldn/K7cwkPh3YBADsCkCKKIu69x4unYOcm730djb98OuXR0C4AYEcAUkRR9F27Pvvq9l++mfJAaBcAaIMApIiiwIB2AQA7ApAiiiLt1rXF7Z+p4w9++CdJjqVAuwBo4rCQ+iCEEIAUURRlFRt/FW+CsRI0AGWHh+8UiEBzBCBFFEVZRQBiM1QA2qbxhwi0hACkiKIoq0g7bIYKQNoi/pQRKPXhaCAAKaIokt6/XPrhOO3sfe/ykh8+nnQpaNoFwA4EoAoEIEUURdLRaBs2QwWgajX/kIAmCECKKIqmi9sCEJuhAlBFAKpCAFJEUTSVG8DXYC8wAKrW8w8JqEQAUkRRRL371FixD/ze555a+KvLl3+U7B34E9oFwA4EoEoEIEUURVnad94r0C4AtuooAJ05cybGX5MMAUgRRVFGAALgCwGoEgFIEUVRdvx+4kde62gXAFsRgCoRgBRRFBjQLgC26+YtMAIQ4qMoMKBdAGxHAKpCAFJEUWBAuwDYoZOVoAlAiI+iKLr9xNmz9/948r8V7mcrDACqCEAVCECKKIqi2dtfxf9WYC8wALq62A2eAIT4KIoiAhAAx6YRKFr8IQChCxRFEQEIgGuHhYh/HwEI8VEUGNAuAFIgACE+igID2gVACgQgxEdRYEC7AEiBAIT4KAoMaBcAKRCAEB9FgQHtAiAFAhDioygwoF0ApEAAQnwURdzxpSf2eQ0ewLARgBAfRdH27kb6IQABGBwCEOKjKNKOWAgRAAhA6ABFUTZbCfpuNkMFMGQEIMRHUZRdLdLPqTdTH8YC7QIgBQIQ4qMowo5fHuefez5MfRhLaBcAKRCAEB9FEVY+AXsm9VEso10ApEAAQnwURdhsU3gdtAuAFAhAiI+iCCMAAUCBAIT4KIqwYg7Q3mupj2IZ7QIgBQIQ4qMoyq4yBwgACEDoAkVRVjwD4y0wAINHAEJ8FEVasRL0g6kPYgntAiAFAhDioyjair3AhFZCpF0ApEAAQnwURdnx+5cv7W/uhcFWGACGhQCE+CiKstleYGyGCmDQCECIj6IoIwABwAkBCF2gKMoIQPDhsJD6IJAzAhDioyi5++T1rx0cHDz89be3fObO9w9WPfS31R+kXVDh8PCdAhEI3SEAIT6KkrdfvTQPNY/8rPZTv/4WAQhtTeMPEQiBtt5HJAAhPoqStU+fXU4136n72C+fJQChpUX8KSNQ6sOBVzvuIxKAEB9FydmnzWLN+ucIQGiOAIQIdt5HJAAhPoqSscmTrT99++Tkzsflo7Df+YfqD94Y/96XmvyNtAvWrOYfEhBa2R2jCUCIj6JkrMg1B9+YfH3np0vfrLsy/q3a52PLaBesIQAhAgIQUqAoysJegy9vAC1u7FypvQVUfLD28dgK2gWr1vMPCQgtNIjRBCDER1GUhQWgG6uJp8xDlfd5ijnQv/uLJn8l7YJVBCBEQABCEhRFWVAAKhf3WZ7Zc6Vups+nTacA0S6DVnUJIgAhXJMuIgAhPoqi7PYTy3ugltuinvre5cs/+rDJH9644/Np3TOwG/Wzg9bQLkNGAEI3CEBIg6J48sHjo9Heaw0/XDzYWsk7tVN9rjSdAkS7DBoBCN0gACENiuLLxeYJqLjhszKzp3wmVjEJqAhG46T08evFcojP/fk/b/k7aZchq7wE8RYYghGAkAZF8eX45dHonkZPwCoW97lS/airuFX0pY8Xe2Y8Xz8fmnYZMgIQukEAQhoUxZmj0Wj0YKNPbs55rpkF3XgdaNpl2KovQawEjWC8BYYkKIozn+03vQW0eb+nZsHnG+sBqD4B0S5DRgBCRwhASIKiOFO8Gd/sNfjGAejKJPSUk38+ef1gY8+Mv1sY/ROGa3wJqvrl5577+5nnnuv7mJCHRQ+VfVTxiZruc4MApIiiONM4AJVTnpsEoPKDi+nSv3ppfc8MAhBKtZegaQQi/qAtAhBSoCjOHDVdCLFxACrmQC+/LlauH1SzbSrtMmRbHkIcFvo8FmSG3eCRAEXxpXgLrNkcoMYB6OS//9dvP7Kcd8pEVL0wIu0yZN4vQZA2jUB1Qdp79xGAFFEUV24W+cfwFlijALRuYw+NBdplyLxfgiBu631E791HAFJEUZStboVx9qxpL9TWAaj8XPXmqLTLkHm/BMEz791HAFJEUZRVb4ba7AZQ83WANtRuGka7DJr3SxA88959BCBFFEVZZQBqmH+arwS9gQCEKt4vQfDMe/cRgBRRFGWbAejuC9eb/uHGe4FV/kkCENZtuwTxGhi6RQBCfBQlW813g1+3EZ3maJchq78E7XiBBwhGAEJ8FCVb5Xo+yzd8am7sbD4Yq58rRLsMWd0laOcSLsPDDbHoCECIj6Lkaz3Z1OSajXe+yuTEOkBYV3MJYjOwddwQ6wABCPFRlHzdWL3js3FHaKrcDP47a3+u5lEZ7TJkBKBGuCHWCQIQ4qMo+SoTz+KWz5Waqc3lx5ZuAZULQde8LU+7DFmT3eBJQOTBbhCAEB9FyVi5zfvzk2hz56fre5zO3VjZDPWjZ+tvANEug0YAaoIA1A0CEOKjKBkr7+0cPPKD8Zcfl3u8V7/bPtkO/qE//+fxl598+6A2KJ3QLsNWeQlazz9Dv+aTBztCAEJ8FCVn5fSehcV9ndXHXuVDr2XP1/2FtMuQEYAaIAB1hACE+ChK1j5ajjYPLWY6r837WUtAtfmHdhk0AtBuDEdXCECIj6Lk7ZcvzWPNIz9b/PL6xOfJDKHp535Q/9fRLkNGANqN4egKAQjxUZTcffL618ap5uGvv738i+sBaByB/su3n9383DraZcgIQLttGQ7vV/DEvA8fAUgRRYEB7TJkvAW2GwGoK96HjwCkiKLAgHYZMgLQbgSgrngfPgKQIooCA9plyFgJuoH6POj9Cp6Y9+EjACmiKDCgXYaMANQAAagj3oePAKSIosCAdhkydoNvojYPer+CJ+Z9+AhAiigKDGiXIau/BLH9+QIBqBveh48ApIiiwIB2GbJtl6DDQo/HIqzuhpj3K3hi3oePAKSIonhz69q168n+cdplyLxfgnpTfUOM4QviffgIQIooijO3HxuN7vpxqn+ddhky75egHlXdEGP4gngfPgKQIoriDAEIqXi/BCXG8AXxPnwEIEUUxRkCEFLxfglKjOEL4n34CECKKIozBCCk4v0SlBjDF8T78BGAFFEUb5gEjUS8X4ISY/iCeB8+ApAiigID2mXIvF+CEmP4gngfPgKQIooCA9plyLxfghJj+IJ4Hz4CkCKKAgPaZci8X4ISY/iCeB8+ApAiigID2mXIvF+CEmP4gngfPgKQIooCA9plyLxfghJj+IJ4Hz4CkCKKAgPaZci8X4ISY/iCeB8+ApAiiqLo9hNnt7mfdYCQgPdLUGIMXxDvw0cAUkRRFBWrHW7BQohIwfslKDGGL4j34SMAKaIoighAEOT9EpQYwxfE+/ARgBRRFEUEIAjyfglKjOEL4n34CECKKAoMaJch834JSozhC+J9+AhAiigKDGiXIfN+CUqM4QviffgIQIooCgxolyHzfglKjOEL4n34CECKKAoMaJch834JSozhC+J9+AhAiigKDGiXIfN+CUqM4QsyGb7DQupDaYUApIii6Dt+78mz++WrXze/+mbaQ6FdhowreBCGL0gxfIeH7xRcRiACkCKKou7mK4t3349Go1NvpTyYQbWL3//Y7AhX8CAMX5AzZ05P4o/TCEQAUkRRxP18f2nxn4vj/917LeHRDKhdPP/HZke4ggdh+IKcOf3oO0vc/VwSgBRRFG1Xl1c/PH55lDgBDaZdDl3/x2ZHuIIHYfiCEIAQH0WRdlQkngfeKlaGLucAlY/D7vkw2fEMpV0O33F9ru1Iyys4jxInCEBBTj/6qOufSgKQIoqirNwS48HJ/072v7ia9hbQUNqFAFSl1RWcR4kzBKAgBCDER1GUHU3v9ywCUPkU7MFkBzSQdlnNP/7OtR1pcQXnUeICASjE4aNrAcjbTyUBSBFFUVZMen7mZDkAzTNRGgNpFwJQJfsVnDtpSwhAIQhA6ABFEVbc7imfdy0FoM/22Q2+a+v5x925tiMEoCAEoBAEIHSAogib556lALT0ZQLDaBcCUDXzFZw7acsIQCEIQOgARRFGAIqr6RWIAFSNABSEABSCAIQOUBRhRdipegTGHKB2CEBhrFdwxnEFASgIb4EhPooirHzla20SdPEe/L3Jjsh3uxCAwhCAghCAghCAEB9FUTZLO4sANFsZKBHf7dL4CsSjm0oEoCAEoCCsBI34KIqy4nlXcQtoHoDKe0IshNgSASgMASgIASgIAQjxURRp5cLPT88D0M3HR0mfgDlvl+ZXIF7frkIACkIACsJu8IiPokibbH9695P74xz0ve9ONoZPuBWY83YhAIXhLbAgBKAgxfB53leFAKSIomibJKBlp5K9A3/ivV0MVyC2cKhAAApCAAoyGT6/O+sSgBRRFHHHl/ZX8s+5hPd/vLeL6Qrk+T82O8JK0EEIQEG8Dx8BSBFFkbccgR54K+2x+G4X4ynU739sdoQAFMT7FTwx78NHAFJEUTw4vnZ57M3rqY/Debt4P4Wmxm7wQWi/IN6HjwCkiKJIe+NC0ideG3y3i/dTaGqtxo9HiTO03zY777d6Hz4CkCKKouwo8UtfG3y3i/dTaGotx2/7pW04Dxppv3oNYrL34SMAKaIoyi5Ot8KQ4btdvJ9CU+tg/IZ0f4j2q9PoQan34SMAKaIowtLu/F7Fd7t4P4WmFn38hjVDiPar0WyqvPfhIwApoijCCEBxeT+FphZ7/Ab2jhjtV4MAhFQoijIegUXl/RSaGgEoCO1XreFymd6HjwCkiKIoKzZDvSvx0j8rfLeL91NoapHHb2jrRNN+1QhASIaiSCt2P907l379nxnf7eL9FJoaASgI7Vep6Za53oePAKSIoki7de2NcgXovbPL7k82L8h3u3g/haYWd/wGt1c87VeJAIR0KIqyYhZ0hXQTo323i/dTaGoEoCC0XyUCENKhKMoIQFF5P4WmRgAKQvtVIgAhHYqijAAUlfdTaGoEoCC0XyUCENKhKDDw3S7eT6GpEYCC0H7VeAsMyVAUGPhuF++n0NR4CywI7VeNAIRkKAoMfLeL91NoagSgILRfDVaCRioUBQa+28X7KTQ1VoIOQvvVIAAhFYqiqMkmYEk2CvPdLt5PoakRgILQfnXYDR6JUBRFBKBOeD+FpsZu8EFov3rTTtjWBd6HjwCkiKIoIgB1wvspNLUOxq/BhS8bK8N3WEh3LHp2Doj3n14CkCKKoogA1Anvp9DUOhm/4SSBpeEbUu6LxftPLwFIEUVRVC6AePfZre5LsSKi73bxfgpNjfELMh++YT35i8V79xGAFFEURTUrQKdfEtp3u3g/habG+AWZDd/A5n7H4r37CECKKIoiAlAnvJ9CU2P8ghCAgnjvPgKQIoqiiADUCe+n0NQYv1pNZjJNh29o6z/G4r37CECKKAoMfLeL91NoaoxfjWZzmglAQbx3HwFIEUWBge928X4KTY3xq9R0TvNk+Aa3B2ws3ruPAKSIosDAd7t4P4WmxvhVaTylhwAUxHv3EYAUURQY+G4X76fQ1Bi/KgSgfnjvPgKQIooCA9/t4v0UmhrjV6H5lB4CUBDv3UcAUkRRYOC7XbyfQlNj/CoQgBoJX/Dbe/cRgBRRFBj4bhfvp9DUGL9Nhjwz4LfAYmz94b37CECKKAoMfLeL91NoaozfJgJQncU9nzhbf3jvPgKQIooCA9/t4v0Umhrjt8kegNquBO1r19ilez6RVr723n0EIEUUBQa+28X7KTQ1xm9TXwHI1/7xK/d8CEAlApAiigID3+0yPoX6+s9oMd4vQV1oEYBaPBJytn/8yqD86/+94fjs4L37CECKKAoMfLfLmdOn3VxDFHm/BHXC+hbY5A/Z7ud42z6VAFSBAKSIosDAdbscnn70UUf/Ga3H+yWoE60CkHFGj7MAtJp//uN/jJOAvHcfAUgRRYGB53Y5fOfReQBycBUR5P0S1A3jStDB/4J+7xKAqhCAFFEUGHhuFwJQKO+XoG4QgNasHu44AK0lIAIQZFAUGDhul/FpeTkAqV9FFHm/BHXEtht8i7//nXWJevdMM6cfXfZ7f/AHf/CFlV853fDvkRM2egQgRRQFBo7bpdsANIi3y4KvAblqNqe57fCpBKCmOSHbABTW/QQgRRQFBn7bpbiKrASgmFcRX4u0tBZ6CchYkwDcdvh8B6AiAX0hj/xDAMoPRfHm1rVr15P9437bpcMA5GyRlvZCLwED13b4hALQ/9/Ei/+44v/6D//hf1v+/sVGf4keAlCOKIoztx8bje76cap/PXm7tH7U1F0AcvaOcgACUJChBKCNBNRl/nmxEPevrEEAyhFFcWbQASjgURMBKBwBKEjr4RN5C0wwAL04+ad6iUAEoBxRFGcGHICCHjV1FoBErk59IAAFGUwAWktAL7744tLXESNJV39vNQJQjiiKM8MNQIF3Wrp6C0zk6tQHAlCQ9sOncZOxdQDq6E7Nxr/SLQJQjiiKN4OdBK0ZgFQmaPSBABRkOAGo4t5MB3N1CEAIRlFgkLBdgu+0dLMSNAEIDQUMn8SLhoYA1MfsnLWZRp0nIAJQjigKDAhAuw6LAIQaQcMnsNSUKQB1/34WAQjhKAoM0rVLhKDRyW7wBCA0FDh8yRcbNwagjq3nn84TEAEoRxQFBq4D0MmZ06ej/2c0AQgNeR8+AlDQ8BGAFFEUGDgPQGfOxP/PaN4CQzPeh48AFDR8BCBFFAUG7gNQ9wc2iAC0K0cmf1yjiAAUEwEIEVAUcceXntgfrSDBh20AACAASURBVBniOkCyAUjkHeU+zMZv14RcgQm7ighAMRGAEAFF0fbuRvoZaACKcaeFABRmMn67XsmWeGVbEQEoKt4CQziKIu2oIv4QgLQC0HCu+OX47cp7w8mDVgSgqAhACEdRlBX7XhTuPrvi/iEGoAhX1s6uQAN55kMACkIAiouVoBGMoii7WqSfU2+mPowFAlCNQcz6LcZv1424Ac0JtyIAxUUAQjCKIuz45XH+uefD1IexxO9u8AXvV6DUCEBBvLefWgBiN3gEoyjCyidgz6Q+imWJ2yXwUZP3K1BqxTpK76xbrUWu60LGuMPnvf3kAlAfO44tEIByRFGEFQEo3YTnKsnbJehC5P0KVPw/kNjpR9edNv1+mFTjHmeOV8L/B6I4IxKAVjYZ63rHsYXQ8hGAFFEUYQSguDK4AqWWNgClKV+st/xMxy84qeyMRADq86bPitD2IwApoijCijlAe6+lPoplvtsl1RU0lphRoqUBBqBor7UZjl/ytcIzAgGo32k/K0LbjwCkiKIou8ocoJgSXUGjGR//X6d0/vz53/zjv1hzfvUj67+99vshBhOARBeWEghAPb/4tYIAlCOKoqx4BsZbYNEQgEKcL8PNl//4j7fmm/UEtP77AdKUL95rbU2PX3UlJQJQ0PARgBRRFGnFStAPpj6IJSrt0m6GBAGovfPTZPPlP/uzlQh0fv1zBKA6BKBQTRZ/7mxWNAEoRxRFW7EXmNBKiBrt0naGBAGotUWuGSegP/vjLfnmfFf5J00Aivhef8Pjl11JyUMA6nCKNAEoRxRF2fH7ly/tb+6FMcytMGbaz5AgALWWRQBqM+2641ndDf7FiP9e8PDFjxUWOzeA73SKdOj4EYAUURRls73A2Ax1IeABQfAlILEzyQLQcqr58pfnCej8+arPLj5c+futhZYvShzpPAB1+g+Gjl/sUGGzKwB1O0ModPgIQIooijIC0CYCUAKrt3W+/OU/3hpvphEobvwhAEUQOn6RM4URAQixURRlBKANITMkQk9hqZ1JFYA2Xm7/8m+e3xpvzp/f/vutRLiA/6HZF/+PdV+0/yUa/2DuAajJFOkABKAcURQYpG8XAlACXa7u01ySALQRSDrOPwSgegQgxEZRYJC8XYJeyiEAtUQAIgAJBKDtEWfnFOlABKAcURQYJG8XAlAKQw5Aa4mk6/zTYeIiAAUhAOWIosAgebsQgLbpZOrNXxOACEDT8YuaKFrYNs2ZAAQ7igKD5O1CAKrX0ctX5V8tkH9SBaA//OIiknyx+/zTXeIiAAUhAOWIosAgebsQgOp0tvxO+ZcPOQDNI1Av8YcAtM2WpQ4JQLCjKMpuP3G20lMXEu2Okb5deAusWncLMPfx1zeSLgAVEeiLPcWfP+zsllMOAWjbZhe8BQYziqKsZh2g0rkUu8SnbxcCUDUCUJPhi5cmutXJLac8AlD9dqcEIJhRFGXbAtBo77X+D0igXVgJukrnz6g6fcLWzIACUCe3nHIJQLVYCRpWFEXZ7Sfum8Wdu+/bSEAJFoQWaBcCUJUeJul0OMe6mUEFoA4QgIIQgHJEUbRdLJLO/dMZPx+8Unz34MnJ8QdPFF/d2/vhKLQLu8Fv6uc99a7esm+IABQm+wDEbvCwoijSrq496rr52CQBbf5OPzTaZRqBjPGHAOQcAShM/gFo2xTpYASgHFEUZZ/tr6ecxa9cnEWhPqm0y2HB/KcIQK6pBaBe3wyLYAgBqH6KdDACUI4oirKrmyFn/ktH4y/u6ftNMN/tQgByTSsARXlRq9cMNYwA1BkCUI4oirDjlzcfcxW3gMrcM/+iT77bhQDkmlIAirJUT7/rKxKAwhCAckRRhBVvwa+/6jX/tarf7Jzvdsk3ADV5CyzxFOZwQgEoxmLNfe+wQQAKQwDKEUURRgCKa8gBKPlL7OHyCkB977FKAApEAMoRRRFWZJzaR2AEILOMA9COpZoFljEMpxOAYmzYTgByhgCUI4qi7OLmYj/zX2IOkNlgA5DCRhbhsgpAMTKUEQEoCAEoRxRFWfGm1+jpjV95pvjqaoqVEH23S84BaOtNHgLQdPjiJIn18NImvhCAvCEA5YiiKJvsBfb5+X2e4/803wKjXBLxmb4PyHe7ZB2Atkzz6WGfjD7kFIBiZCgrAlAQAlCOKIq0o8m2pw9cvjb2w1f255ugFg/A+n8C5rxdMg9AtS96EYBmwxcnSRCAhogAlCOKou1of2MT+PK2z+JRWK98t0v2AahaLosEEYDCEICCEIByRFHE3Xx8Nf+ceqv85YvjJPT0jj/aAd/tQgAiAMVAABoiAlCOKIq8yc7vE7N94Y//77MXric4Ft/tQgAiAEURPoOZANSDuNuCEYByRFE8+OCH333qqae+92bq43DeLgQgAlAUvAbvQOyN4QlAOaIoMPDdLgQgAlAc4asYEoC6NY0/ESMQAShHFAUGvttlfgo7LKQ9ljZaBiDeApsPX6wswVYY4hbxp4xAMf5KAlCOKAoMfLfL9BR2ePhOwV8EIgCFDl+0MBG+kykBqEsEIDRCUZy5du2HT/a+Bdic73YpT2HT+OMxArUNQKwEPRu+iHFiGoHab+Q+y1C/9Vu/9Ru/EfHAag0oAK3mnzgJiACUI4oi7uYr962vBNT/HqhzvtulOIUt4k8ZgVIfkgkBKHT4ogaKLxbC/oIi/vyfv//7ITmqOQJQEAJQjiiKtjc20g8BqLXBBiB2g58OX/cpw+Y3fuP3i/gTdiupqeEEoPX8EyUBEYByRFGkXa3KP6N7CECtjE9hq/nHWQJqH4C2bBTmR34BqN95QASgIASgHFEUZZPNUEdny6dgd5+dbAWWZAXEKd/tMuQAVLtRmB8EoDAEoCAEoBxRFGVXp5vBH7882QP15vh/R/cmPCDf7XLmzOl31nlKQGEByL3sAlDPawERgIIQgHJEUZRdnOWdIgk9OP7fIgkl2AN1zne7EIBcIwCFIQAFIQDliKIIW8Sdo1kS+mx/NLrnw2RH5LtdCECu5RaA+t4PbDgBiLfA0BBFEVZMASqefC3nnotJbwH5bhcCkGsEoDAEoCAEoBxRFGFFAJq88r746ijpLCDf7UIAco0AFGZAAYiVoNEMRRG2iD3Fw7DJV2mfgflul2G/BeYeASgMASgIAShHFEXYIvYUT74mD8MWoSgF3+1SG4CcbI5KAAodvk4DhhUBqEPsBo8mKIqw2dvvJ5PXwMqpPwSg9mpWgnazOSoBKHT4Og0YZrwF1qVpBIoUfwhAeaIoymZvv0+m/pRfFY/ACEDtVAag2s1R9W4LEYBCh6/bhGFFAOrWi4VofxsBKEcURVkRe/bKGz/zqT/FLzEHqJ2q3eDr9gZTvC1EAAodvm4ThhkrQTtCAMoRRVFWLgQ0euCtxZJA5eYYvAXWzvQUtpJtqgNQ7W2hpAhAocPXccSwIgA5QgDKEUWRdjTZ/PTD6a4Yn3uq3A7M7zpAZzScLky+enRV1a+ejvcPB49e6hCSUuj4nZELQH/4xUUEYjd4caHDRwBSRFG0lbmnuOMzuRk0z0OJBLZLvCQRS88BKPgKlDqEpBRh+LrOGHbTCNR9/CEABQodPgKQIooi7t392etfj0/zz6lkU6DzC0Dr+WeSdqpTURShw5c6hKQUYfi6Txl2Xyz08Q9FGL/UISSl0OEjACmiKPLe+8tJ4jl+o3j+tXcu3f2fGAHoX6S88JN1L5S/+s3Cyq/FQAAKkmkA6g0BKAgBKEcUxZNb166nPYBBBKAXvvnNvyksItCWBPRCoeG/RgAKQgAKQwAKQgDKEUWBwRAC0Au//TczswhUm3BemPwFDSMQASgIASgMASgIAShHFAUGAwhAL/zkK3+z8M1tAeiFF5b+WIN/jQAUpOcA1NvcnL4QgIIQgHJEUWCQWwDaSEAv/EvzAPTC2p/ciQAUpNcA1OPbWX0hAAUhAOWIosAg/wA0/oXlADRJQAQgBT0GoF7X5+kLASgIAShHFEXR8Xef2uarXrfC0AtAGymm+H79FlCT/NMkARGAgvQXgPpdobkvBKAgBKAcURRF5YYX9dxuhqofgMpv128BEYAqnC/0+i8SgMIQgIIQgHJEURQRgPqzOpN58s3qLaBm+adBAsooAJ0//xeFXiNQbwGo513a+0IACkIAyhFFUUQA6tPyu+wEoCam8afnCEQACkMACkIAyhFFUVQGoFP/6nKNHzEHKK7FaobTWPOVRQT67bp34IcbgBbxp4xAff2zfQWg9fyTSwIiAAUhAOWIoiia3gHau5B44ecNmQaghXmsmUagr3ylLtYQgAhAvhCAghCAckRRJL032/lULANlH4CWcs1XClsWgR5sAFrNP/0lIAJQGAJQEAJQjiiKqGPJDDSkALQr1SzdLCqS0nDeAiMA+UQACkIAyhFF0bWUgf7VW63/lk9e/9rBwcHDX387xufyD0DNlzdcnS5U/6xsIY8AtJ5/ektABKAwBKAgBKAcURRpx+89EZaBfvXSwcwjPwv/HAFo7ZOL2dLf3L0dGAEoCG+BhSEABSEA5YiiyFtkoAfMGejTZw8WHvpO8OcGEICab3G6umtG7YKJCwSgIASgMASgIASgHFEUD9pmoE8PVjz0t4GfG0QAWl0YaPvnFvd/6rfMWCAABWEl6DAEoCAEoBxRFCfaZKBff6uIM3/69snJnY/LR1y/8w9BnxtKAFpeGGj7x775zUX82Z2AIlyBenS6UPXrj66r+lQ3QoevYVQgANWMX+oQklLo8BGAFFEUP+YZqOlK0DeKMPONydd3frr0TcvPDScANfTCT37yzULDF+EjXIF6c3qSc05XhJv1BNRf/mE3+BARxi91CEkpdPgIQIooiivvvWIIQOWNnS/Nv71Sd2un6edOCECrrEsBRbgC9eT0IuSc3sg3jgNQc1sCoGOh45c6hKQUOnwEIEUUxZNbl/YNAejGapIpc07V/OamnzshAK3KNgCd3h5wdvx2h/ocvrpHgJ6Fjl/qEJJS6PARgBRRFDem6adxALrz/ZUbO5NbO19q/7kCAWgZASjnAJSj0PFLHUJSCh0+ApAiiuLDzX87Sz+jU3/VbC/UjTs5n1Y/22r6uQIBaFmuAWjnM66tT8i65GL4hIWOX+oQklLo8BGAFFEUB26+Yk4/Y798di3HFEmn4g33pp8rEICWJQhAvbxv3mCvi/OTz5yv+K3ORBi+oQsdv9QhJKXQ4SMAKaIo6pbTz6uN08/J5EbO7/5i6RfKZ12bk3uafq5AAFrRfOOwUoQrUB9Bo9lCP+cLfRzOXIThy4t9llLo+KUOISmFDh8BSBFFkdY6/ZxM5javTuW5UvmCe9PPFQhAK4YcgPoXYfhSvoUe2/RV/eav6ecegF4sdPfXE4ByRFF0haSfk6q5zNWzm5t+rkAAWtV847ACASgIAWhJi5WK8g5AL774j4XuIhABKEcURdQHYennpOo+zua9HsvnCr0HoIZLMqdCAOoRAWihzVrVOQegafzpMgIRgHJEURQdvzELP6P726Wfk4gB6O8WRv8UxBqAmm7KlU7jnVML4//3Q4evj6AhHIBCh6/bVNKjlgEodPy6iRbhFvGnjECd/Buhw0cAUkRRFN1+LDT9TKcyNwhAuz+XKgCZwkUyhpDmJAA1eQssBQLQXKv96glAQQhAOaIoisoAdOrCtRrXm/wd8QLQkj4fgdkeLyXU+DGdk0dgwgEodPg6ziW9aRuAQsevk2QRbjX/dJSAeASWI4qiaHYHqEajlaAJQHK8BKC1BHS+n390JwLQzHr+aZaAIoyfqL52pwsaPgKQIoqiKEYA8j4J2viKuQehp9AzBKDA4es6mfSEALRiPf90loCCho8ApIiiKCIAEYCqh6+nrHF+EYF6Xu1wiwjD13Uy6QkBaAUBCG1RFEXH331qm682mhrtex0g6zYTHoSeQs/0FoDS7HWxQ4Th6zSVFLr8B5b+KQLQMgIQ2qIo2fK9EnRVABJfFGin0FPomR4DUIq9LnaIMHzNI4Y1zZjXZQ5BAFpBAEJbFCVbvvcC2wxAvy2/KNAuoafQM70GIDkRhq9pwLCmmRbrMgdJ9RaYJgIQ2qIo2dLcDb7tSe0LX/i9+dmt5enNvndkfKHDlzqEpBRh+Jqli51pZv3+UJtlCYPwGvwKXoNHSxQlW0WOWbmRU9zqWUk6ts8VkgWgL/zBH/ze4rs2Meb06aD0FEno8KUOISlFGD57uKiIFpv3h3oPQGyFsYIAhJYoSr7Wp/LUzW1u+rmTPgPQWgL6wnL+aRGATi/+utMpI1Do8KUOISlFGL4I2aLi/lCr+zFhCEAreloJOmj4CECKKEq+bqzeydm402P93Em6ALR6A8iegFbTVMIEFDp8HeQKucnOdSIMnzlabISLquSRIACxG/wKAhDaoSj5KpPM4lbOlbonW00/d9JrAFoJLas3gAhA8Qi+7l4nwvA1SRbmANTunaxg5pnaEcavk2QRA7vBoxWKkrEiyhw8P3nB685PD2pfbm/6uWQBaP0GkDXD9LVU/m6hwxc5U6RY8LD1HacIw9cgVmxPM1XxKFEAMr+rH2H8uokWhRcLYX9Bp/GHAJQnipKx8tbOwSM/GH/58UsH9Td2mn6u373AlnaD/8o3vxm0KqLIqtJyASjBlhcBd5wIQGGEA1CU9BKcobYjAOWIouSseJ9ryeLd9jLyLBb/qf3cul4D0DwCvfDbYctCq6wqTQAKuuMkEIAqf5cAFKiH51cREIByRFGy9tGzy7lmMbN5LQDVfm5dzwHoX6aLPwcmGAJQTRz5i7/oNwGFBS4CUBjVANTHDOYICEA5oih5++VL81zzyM8Wv7wegOo+t673ADRBAJoNX4d5hABUaBGAkrwF1gIBKAgBKEcUJXefvP61cap5+OtvL//iRgCq+dy6RAEocBIPAahBHOkhAQUGrl4C0PY0QwCKr5dVDCMgAOWIosCAABSCAJRnAEqwEnQbBKAgBKAcURQYpApAaxnGml94C6xJHuk6AIX+e/0EoO1ppjoeEYDaW88/sgmIAJQjigIDAlAIAlCmAaj33eBbIQAFIQDliKJIu171i8f/74/7Po6ZZAFoaVGgn7xgzy9h+SkWApCHALQ9zdTFI/O6zP0jAAUhAOWIoii7/UdPb/7iZ4/fNcAAtFgUqE18IQA1SSS2PBL8z6kGoK1ppv7+kHFd5v4RgIIQgHJEUZTdfmx0z1urv3T8xmg0zAA0WxSo5R8NuYEUCQHISQDalmZcPO2qRAAKQgDKEUVRNg5Ao72Vm0CfPT4abgAKEnIDKRK1ANT3StAu3gLbzcHTrkqaAYi3wJAQRVFWBKDR6IEPZ98Xt38IQG01uoEUcJdpJwJQFgHIwdOuSgSgIASgHFEUae/uF4FndhPo5uNl/jn34fY/1CHXAaiBbm8TyQWgvneDd7ASdMZEAxArQSMdiqLt5svzzHP8n8ovT72a8HDyDkBdTxTSC0BBu7O3+McIQAkRgIIQgHJEUdT9fHIT6NX0t39OMg9Anb8qpheAzo/9ZvF/Iv+99f9ewB0nVwFI8CmZagBiN3gkQ1HkTZPP5PbPW7s/3yUCUAi1ANTr3Z/wf9NRAJKcJy0bgOYRSDj+EIDyRFEcmNwEGo32LiS9/XOSdwDqfrlorQDU8/yfpX+35R0nNwFI9E154QBURKAXpeMPAShPFMWDo0kC+nzq4yAABZEKQD2/ARaBlwCkujOYdADSRwDKEUXRN335XeAJWM4BqIct4wlAQQhAYQhAQQhAOaIo8t7dX8wB2vuTtMdCAAqhFIB6XgU6BicBqGa/1PQIQEEIQDmiKOJuvjK99zO9D5T2JhABKAQBKAgBKAwBKAgBKEcURdt0JcTyxk+5DUbam0AEoBBCAajvneBj8BGA1vOPTgIiAAUhAOWIoig7fnnlrk/6m0AEoBAEoCAEoDAEoCAEoBxRFGWTvcA+v3j5/b199gKLY3PPr0G9BUYA6goBKFMEoBxRFGVFAFq933P8CgEogqo9vwhA4ghAYQhAQQhAOaIoysYB6PPrax++u08AClSz59eQVoImAHWFAJQpAlCOKIqy2//La5u/ePwKAShIXdAZUgDiLbDO8BZYnghAOaIoDr2fbEeMrAPQoHaDJwB1hQCUJwJQjigKDHIIQNvm+lTNDYpHIgDNtuJiJeiusBJ0lghAOaIoMMg9AFW9HRaPQABabMZOAOoKAShLBKAcURR9x+89eXYy8/nmV99MeygZBKAe1vupkzwArWwAn2o3+Nb6DEBfLLRNGuwGnyMCUI4oirrpXhhlADpiK4xgAw5A6zd9FreDXOgvAE0TTHAEUoo/BKBABKAcURRxP59thVoEoIvFVhgVL4b1hgAUQi0ALSYEudBXAIpyAyfoFlI3CEBBCEA5oijars43gh8HoMnOGCkT0OADUNAUocQByOGLXyt6CkCqU3iCEYCCEIByRFGkHRWJ54G3ihWhyzlA5eOwe5K9BT/0ABT4khgBKEiE4Wvi9KPLTjf8Uz6Ejl/qEJJS6PARgBRRFGXlXmAPTv53svrh1bS3gDIIQO23vAheJijCFSggP3hc/HlFhOFrYDX/ZJaAQscvdQjpwouFBp8LHT4CkCKKouxoer9nEYDKp2APJjugIQeg8IWiI1yBAvLD4ANQswSUcwAKHr6uw0j/XnzxHwsNIlDo+BGAFFEUZcWk52dOlgPQPBOlkUMAaptkCECJBV/Bmzh8Z91hrL+6l+PvUIYBaBp/GkUgAlCOKIqw4nZP+bxrKQB9ts9u8IHaJZkIm8UTgIIQgNLKLwAt4k8ZgbZ/mACUI4oibJ57lgLQ0pcJZBGA2k3mIQClRgBKiwAUNHwEIEUURRgBqCv217liLB+UNgAN/i2wRghAtbILQKv5Z1cCIgDliKIIK8JO1SMw5gCFsy7oQwBKjgCUFgEoaPgIQIooirDyla+1SdDFe/D3JjuifAKQVQYByOH+pyv6CRDrCSha/iEAiVnPPzsSEAEoRxRF2SztLALQbGWgRAhABKBkCEBpEYCCho8ApIiiKCuedxW3gOYBqLwnxEKICeQQgP7a3QbwK3oKEIcd5R8CkBgCEAhA2sqFn5+eB6Cbj4+SPgEbcADy/xZYydkG8CsIQGkRgIKGjwCkiKJIm2x/eveT++Mc9L3vTjaGT7gVGAHIewBytgH8ir4CxOEiAh1GzD8EIDEEIBCAxE0S0LJTyd6BPxl0AHK/ErR7/QWIaQSKGn8IQHJ4CwwURdzxpf2V/HMu4f0fAlDyADRwYe1ncFiI/Hf2efxdOEMACkEAUkRR5C1HoAfeSnssQw5AErvBD1xY+yWWwfH3lEz6wkrQg0dRPDi+dnnszeupj2PYAajNAtIrgq+AScOHgLDRS837/wNnCEAhCECKKAoMBh6A7AtIr8jgCpj6EDzzPnz5BSB2gx88igKDwQegIBlcAVMfgmfehy/DADSPQDvjDwEoTxQFBgSgEBlcAVMfgmfehy/LAFREoBcbxB8CUJ4oCgwIQCEyuAKmPgTPvA9fpgGoKQJQjiiKonLHr3p3JVsKiAAUIoMrYOpD8Mz78BGAgoaPAKSIoigiAGUpgytg6kPwzPvwEYCCho8ApIiiKCIAZSmDK2DqQ/DM+/A5DEBN5/c0QQDKEUVRdPuJszP3FYln73NfvXz5Pz9Vfv25p576arLVoAlAITK4AqY+BM+8D5+7ANT8Da8mCEA5oijaiv3fT705/+6VcnP4dAhAITK4AqY+BM+8D5+zAGRZ46cJAlCOKIq0z/ZHo3uX7/e8MRqNnkl2OASgIBlcAVMfgmfeh89XADKt8twEAShHFEVZMRfonpXnXcXu8HuvpToeAlCQDK6AqQ/BM+/DJxyAKub6EIDQAEVRdnXzfs/R+JfuTXM0JwSgMBlcAVMfgmfeh082AFXN9bHt9N4EAShHFEVY1e2ezZtCfSIAhcjgCpj6EDzzPnyiAah6rg8BCE1QFGFF2Fl/5b3q1/pDAAqRwRUw9SF45n34NANQ9aOu9fwTIQERgHJEUYRVhZ1iWjQByKcMroCpD8Ez78NHAAoaPgKQIooirHgEVjUHiEdgPmVwBUx9CJ55Hz7JAFTzqIsAhEYoirKLGzOey0zEJGifMrgCpj4Ez7wPHwEoaPgIQIooirLids/oweVfKSIRr8E7lcEVMPUheOZ9+BQDUF3QIQChEYqirLzfMzo3f+J1s/w+3Q0gAlCQDK6AqQ/BM+/D5ykA8RYYGqEo0oopz2P3X7g89m8fT7wVKgEoTAZXwNSH4Jn34SMABQ0fAUgRRdF2tL++FfyphPmHABQkgytg6kPwzPvwuQpArASNJiiKuJuPr+afc8neACsQgEJkcAVMfQieeR8+AlDQ8BGAFFEUeR+8Mk8/e+eupz0WAlCIDK6AqQ/BM+/DpxiAtjzqYjd47EZRPLj1fjEH6EeJ088JAShMBlfA1IfgmffhcxaAqvcIa48AlCOKAgMCUIgMroCpD8Ez78MnGYC2P+qq2CW+NQJQjigKDAhAITK4AqY+BM+8D5/DABQTAShHFAUGaQLQC4XYaSQBySvgYaHZRyWP3w/vw6cZgKLP9alDAMoRRYFBigD0wgs/KWQQgQSvgIeH7xSaRSDB4/fE+/CJBqDYc33qEIByRFHEHV96YmMpoCHtBj+NP1lEILkr4DT+NI1Acsfvi/fhkw1Acef61CEA5YiiaHt3I/0MKwAt4k8ZgTrJJb1RuwIu4k8ZgXZ+Xu34nfE+fMIBqA8EoBxRFGlHFfGHAOSV2hWQANQr78NHAAoaPgKQIoqi7PZjk8Rz99kV9w8mAK3mH+8JSOwKuJp/GiQgseP3xvvwEYCCho8ApIiiKLtabv71ZurDWCAAhRC7AhKA+uV9+AhAQcNHAFJEUYQdvzzOP/ck3fxrTc8BaD3/OE9AWlfA9fyzOwFpHb873oePABQ0fAQgRRRFQdgs3wAAIABJREFUWPkE7JnUR7GMABRC6wpIAOqZ9+EjAAUNHwFIEUURVgSgdBOeqxCAQmhdAQlAPfM+fASgoOEjACmiKMIIQASg7hCAeuZ9+AhAQcNHAFJEUYQVc4D2Xkt9FMsIQCG0roAEoJ55Hz4CUNDwEYAUURRlV/ObA2Rz+tFVp81/g5g4ZYiDt8D65X34zhCAQhCAFFEUZcUzsMzeArMhAHWIANQv78N3hgAUggCkiKJIK1aCfjD1QSwJbRdzYDhN/ukOK0H3yvvwnSEAhSAAKaIo2oq9wIRWQuy9XazX6K28X4FiIwD1yvvwEYCCho8ApIiiKDt+//Kl/c29MNxuhdGCccPyij9/OP9z3q9A0bEbfJ+8Dx8BKGj4CECKKIqy2V5guWyG2sr0Kl1eoZfjjPXP+r8CdWB1gHZg/IJ4Hz4CUNDwEYAUURRlBKDSLPaYrtYnmzc4vF+BOmHIlIxfEO/DRwAKGj4CkCKKoowAtMT8MGxjiov3K1BqjF8Q78NHAAoaPgKQIooCg4TtYp8OTQCKjPEL4n34CEBBw0cAUkRRYOApAG0uc+P9CpQa4xfE+/ARgIKGjwCkiKLAIF27mFftIwBFx/gF8T58BKCg4SMAKaIoMHAUgCq2uvJ+BUqN8QviffgIQEHDRwBSRFFgkKxd7Dt3EoCiY/yCeB8+AlDQ8BGAFFEUGBCAhozxC+J9+AhAQcNHAFJEUWBAABoyxi+I9+HrJgC9WOjg742OAJQjiqLo+LtPbfPVZBvEE4CGjPEL4n34ughAL774jwUPEYgAlCOKoqhmAcQBL4RoD0C8BRYd4xfE+/DFD0DT+OMjAhGAckRRFBGANvAafHqMXxDvwxc9AC3iTxmB4v7l0RGAckRRFBGANtgDECtBN9ZwPzDGL4j34SMABQ0fAUgRRZF069o215Mdl6eVoAlADTXeY3YI42fYG9bK+/DFDkCr+Uc+ARGAckRRYOAqALEbfBOGPWbzH7/GWbAN78NHAAoaPgKQIooCA1e7wZ+sX9C8X4G6YMmVuY9fmw4z8D58kQPQev5RT0AEoBxRFBikbZc2/32+/EjD+xWoCwSguRb3GE28D9+ZuE4/uu505H8huqDhIwApoigwSN0uYTM0Qk9hGTLNLc98/AhA20VOEwQgpEdRYOC7XUJPYRkiAM21eM/Qxv3whSeI04XZ1+4CUNjoEYAUURQY+G6X4HNYdmzrS+Y9fgSgrq0+wraubep9+AhAiigKDHy3i/dTaHwEoLkWa40bZT18u21MMTcmTu/DRwBSRFFg4LtdvJ9C4yMAzRGAurU5w4oAhOQoCgx8t4v3U2h8BKA5AlC3KqaY22adex8+ApAiigID3+3i/RQaHwFojgDUqarbPQQgpEZRYOC7XbyfQjvAW2AzBKBOVTaaaeVJ78NHAFJEUWDgu128n0I7QACa4y2wDtXFS8Papt6HjwCkiKLAwHe7eD+FdoGVoGcIQB2qv7/WeG1T78NHAFJEUWDgu128n0K7QACaYyXo7kR4wOh9+AhAiigKDHy3i/dTaCfYDX6GANQdAhABSBJFgYHvdvF+Cu1I43kYuY8fu8F3hgBEAJJEUZTd/qMH3kp9DCt8t4v3U2hnGs7DyH/8DHNy7cKGL2wf4OTCZ1h57z4CkCKKouz2Y6PR3oXrqQ9jwXe7eD+FpjaE8eswZ4QMX6fJrA8EIAKQIoqirAhAY3df+DD1kUz5bhfvp9DUGL8g7Yev42dzvQieYeW9+whAiiiKstsvj6ZOvZr6WEq+28X7KTQ1xi9I6+HrenZ2LwhAvk+emaIo2m5d2p9loAfeTH0w3tvF+yk0NcYvyLADUPBtLO/dRwBSRFHk3XxlloH2kk+J9t0u3k+hqTF+QdoOX+crNPYlbCKT9+4jACmiKB7cfGV2GyjxlGjf7eL9FJoa4xdk8AEobIq59+4jACmiKE588MQsA939dLop0b7bxfspNDXGL0jL4et+l1YfvHcfAUgRRfHjvcdnGej+VFOifbeL91NoaoxfEAJQEO/dRwBSRFFceW82H2jvXJLbQL7bxfspNDXGLwUC0IT37iMAKaIonnwwnw89liIC+W4X76fQ1Bi/FAhAE967jwCkiKK48cF8JvR907tAr/V+DILtYphX6f0UmhrjlwIBaMJ79xGAFFEUH5behb9w/eT43TID3fXjvg9Drl1Mb9Z6P4WmxvglkdFbYCG8dx8BSBFFcWCRfkbzlYDeLX7p3r6PRKxdjGureT+Fpsb4JUEAKnnvPgKQIoqibmkt6JX9MK6Of+GevqcBabWLdYVc76fQ1Bi/NPJYCTqU9+4jACmiKNKW0s/6jqjFRqm9PwPTahcCUL8YvzQyD0ANZ/F57z4CkCKKomy6G3zx1vvGAtAEIPOjAe+n0NQYv0Ry2A2+TuNZfN67jwCkiKIomwag+6u2QS1+b9hzgAhAPWP8kgnbRkuXIdp57z4CkCKKoqwIOaderZ7oc/O73/tR7ysBKbWL/fVg76fQ1Bi/hEK20ZJlebjnvfsIQIooirLbf3Qh3b5fVZTapWEAWrpweD+Fpsb4IS4CENKiKNLeIADVahSAVh4deD+Fpsb4ISrTQ2zv3UcAUkRRlB2leNV9G6V2aRCA1mYYeD+Fpsb4ISoCEBKjKMoujgPQM6kPYplSu+wOQOs32L2fQlNj/BCTbRaf9+4jACmiKMKSvOm+lVS77PzvRwJQXIwfYiIAITWKIowAtNWuALTx+95PoakxfoiJAITUKIoyHoFtteMdEgJQZIwfYiIAITWKouyz/dHorrd2f643Wu2yPQBtnl5POz+Fpub9EgQtBCCkRlGk3Xy8chuMZMTaZes6sgSg2LxfgiCGt8CQGEWRduvaG5O9wM4uuz/ZvCC5dtmyRQABKDbvlyCIIQAhMYqibL4Z6qp0E6MF26V2iwACUGzeL0FQw0rQSIuiKCMABSAAxeb9EgQ1BCCkRVGUEYBC8BZYZIwfImM3eCRFUWDgql0IQJExfohuyyy+Vd67jwCkiKLAwFe7sBJ0XIwfOlA7i2+V9+4jACmiKDDw1S4EoLgYP6TjvfsIQIooirRb166tLwJ0/MEP/yTJsRSctQu7wUfF+CEd791HAFJEUZRVbAZ2/PJodM+HiY7HX7uszDDwfgpNjfFDOt67jwCkiKIoqwhAaTdIddguSzMMvJ9CU2P8kI737iMAKaIoyirSTrk9GAGoFe+n0NQYP6TjvfsIQIooiqT3L5d+OE47e9+7vOSHj7MOUGveT6GpMX5Ix3v3EYAUURRJR5ULIM7cm+y4fLeL91Noaowf0vHefQQgRRRF08VtAeiZZIflu128n0JTY/yQjvfuIwApoiiaiqk+dR5Md1i+28X7KTQ1xg/peO8+ApAiiiLq3afGnizmAH3uqYW/unz5R8negT/x3i7eT6GpMX5Ix3v3EYAUURRlad95r+C7XbyfQlNj/JCO9+4jACmiKMoIQFF5P4WmxvghHe/dRwBSRFGUHb+f+JHXOt/t4v0Umhrjh3S8dx8BSBFFgYHvdvF+Ck2N8UM63ruPAKSIosDAd7t4P4WmxvghHe/dRwBSRFH0Hb/35Nn9ci7Qza++mfZQfLeL91NoGovN1Bg/pOO9+whAiiiKupuvTFb/KQLQ0Wh06q2UB+O7XbyfQlM4PHynUEYgxg/peO8+ApAiiiLu57MVEYsAVKwPvfdawqPx3S7eT6H9m8afaQRi/JCO9+4jACmiKNquztd/Hgeg45dHiROQ73bxfgrt3SL+lBGI8UM63ruPAKSIokgrN0V94K3ZekCTx2H3pHsx3ne7eD+F9o4ABBneu48ApIiiKCuCT7H112JBxKtpbwH5bhfvp9C+reafd945zfghGe8/vQQgRRRF2dH0fs8iAJVPwdLthuq7XbyfQvtGAIIO7z+9BCBFFEVZMen5mZOVLTGOkj4D890u3k+hPVvPP+88eprxQyref3oJQIooirDidk/5vGspAH22n3J7MN/t4v0U2jMCEIR4/+klACmiKMLmuWcpAKXdH9V3u3g/hbawWMWwxZ8lAEGH959eApAiiiKMABSX91Oo2fIqhi3+NAEIOrz/9BKAFFEUYUXYqXoExhygdryfQo1WVzFs8ecJQNDh/aeXAKSIoggrX/lamwRdvAd/b7Ij8t0u3k+hNmuL+AT/DbwFhojMD2e9//QSgBRRFGWztLMIQLOVgZr75PWvHRwcPPz1t7d85s73D1Y99LfVH/TdLt5PoTYEIMhq8XDW+08vAUgRRVFWPO8qbgHNA1B5T8iyEOKvXpqHmkd+VvupX3+LAJSb9fQSnoBYCRpxtHo46737CECKKIq0cuHnp+cB6ObjI9sTsE+fXU4136n72C+fJQDlhgAEUe3uTXrvPgKQIooibbL96d1P7o9z0Pe+O9kY3jAF+tNmsWb9cwQg/zZmMLdLQOwGj+gIQFBBUbRNEtCyU83fgZ882frTt09O7nxcPgr7nX+o/uCN8e99qcnf6LtdvJ9CLeIEoNXJGkMaP3Sm5b1J791HAFJEUcQdX9pfyT/nDK/AF7nm4BuTr+/8dOmbdVfGv1X7fGyZ73bxfgq1iBWAll/XGdL4oTMEIMigKPKWI9ADbxn+YHkDaHFj50rtLaDig7WPx1b4bhfvp1CLeAFoYUjjh6607Uzv3UcAUkRRPDi+dnnszeu2P3VjNfGUeajyPk8xB/p3f9Hkr/TdLt5PoRYEIGgiAEEHRclWubjP8syeK3UzfT5tOgXIebt4P4WaxHgLbM2gxg8dIQBBB0XJ1sYdn0/rnoHdqJ8dtMZ3u3g/hZoQgCCJAAQdFCVbxYOtlbxTO9XnStMpQM7bxfsp1CZ8Jeh1wxo/dIMABB0URd7xtfcvr/pRozfBihs+KzN7ymdiFZOAimA0Tkofv14sh/jcn//zlr/Td7t4P4XaEIAgibfAIIOiaFt/C750V6OlgDYX97lS/airuFX0pY8Xe2Y8Xz8f2ne7eD+FGoXuBr9hYOOHbhCAIIOiSLv52Gb8aRqANuc818yCbrwOtPd28X4KNWux5eQ2gxs/dIKVoKGCoii7XZl/DAFo9X5PzYLPN9YDUH0C8t0u3k+hLSxWMYxggOOHDhCAoIKiKLta5p27n1rz1UZzgBoHoCuT0FNO/vnk9YONPTP+bmH0T56NT6GpD8E1xg9RPPfc388891zTP+S9+whAiiiKsHIjsL1X2/3hcspzkwBUfnAxXfpXL63vmUEAQonxQyTTCNQ8/vjvPgKQIooirHwC9mDLP9w4ABVzoJdfFyvXD6rZNtV3u3i/iZ4a44dozA9nvXcfAUgRRRFWBKC911r+4cYB6OS//9dvP7Kcd8pEVL0wou928X4KTY3xQzreu48ApIiiCCsCULMJz1UazwFat7GHxoLvdvF+Ck2N8UM63ruPAKSIoggr5gAlCEDl56o3R/XdLt5PoakxfkjHe/cRgBRRFGVHo9HomYafXXmZvQg+jdcB2lC7aZjzdvF+Ck2N8UM63ruPAKSIoigrbgHd0+id94oA1Hgl6A0EIFRh/BCPdRa09+4jACmiKNKKWUD3NktAGwGo8V5gGwhAqML4IRb7IuXeu48ApIiiaCvuAe1deLNBBtoIQM13g1+3EZ3mfLeL91Noaowf4mizTZ337iMAKaIo4srFEFtthVGu57N8w6fmxs7mg7H6uUK+28X7KTQ1xg9RtNoLw3v3EYAUURRtP6/YDL7pm2HryaYm12y881UmJ9YBwjrGD1EQgCCCoki7GrAZaplslu74bNwRmio3g//O2p+reVTmu128n0JTY/wQw2r+aZqAvHcfAUgRRVF2NAk8e2dX3d8sAJWJZ3HL50rN1ObyY0u3gMqFoGvelvfdLt5PoakxfoiBAAQVFEXZxSL+fL7he/Cbym3en59Emzs/Xd/jdO7GymaoHz1bfwPIebt4P4WmxvghgvX80zABee8+ApAiiiKsnADddjPUk+m9nYNHfjD+8uNyj/fqd9sn28E/9Of/PP7yk28f1AalE+/t4v0UmhrjhwgIQJBBUYQFbYZa+PRgxeK+zupjr/Kh17Ln6/5C3+3i/RSaGuOHCAhAkEFRhIVthlr4aDnaPLSY6bw272ctAdXmH+ft4v0UmhrjhwgIQJBBUYSFbYZa+uVL81jzyM8Wv7w+8XkyQ2j6uR/U/3W+28X7KTQ1xg8REIAgg6Iou2rYDLXOJ69/bZxqHv7628u/uB6AxhHov3z72c3PrfPdLt5PoakxfoiBt8CggqIoK56BNd0MtRe+28X7KTQ1xg8xEICggqJI+2x/NDqX+iCW+G4X76fQ1Bg/RMFK0BBBUbQVCejUqzI3gXy3i/dTaGqMH6IgAEEERVF2/P7lS5PNwO5usRJ0B3y3i/dTaGqMH+JgN3hooCjKijlA7fcC64DvdvF+Ck1tMX6HhaTHAt+mEcjQRd5/eglAiiiKMgJQVN5PoanNxs9+8QLWWUO0959eApAiiqKMABSV91NoapPxa/P4Agjl/aeXAKSIosDAd7t4P4WmVo5fqwmsQCjvP70EIEUUBQa+28X7KTQ1AhDS8f7TSwBSRFFg4LtdvJ9CUyvGr90idkAo7z+9BCBFFAUGvtvF+yk0NQIQ0vH+00sAUkRRYOC7XbyfQlMbj1/LjSyBUN5/eglAiiiKvONr719e9aNkK0P7bhfvp9DUCEBIx/tPLwFIEUXRdjxdCZrX4CPwfgoVQABCIt5/eglAiiiKtJuVCwERgNrxfgoVQABCIt5/eglAiiiKMhZCjMr7KVQAAQiJeP/pJQApoijKrk42Qn1qzVeZA9SK91OoAt4CQxref3oJQIooirDjl8fxZ+/V1IexxHe7eD+FKiAAIQ3vP70EIEUURVj5BOzB1EexzHe7eD+FSmAlaCTh/aeXAKSIoggrAtDea6mPYpnvdvF+CpVAAEIS3n96CUCKKIqwIgClm/BcxXe7eD+FamA3eKTg/aeXAKSIoggr5gARgOLxfgpVMY1AxB/0yPtPLwFIEUVRdjQajZ5JfRDLfLeL91OojsNC6oPAoHj/6SUAKaIoyopbQPcke+e9gu928X4KBYbL+08vAUgRRZFWzAK6VygB+W4X76dQYLi8//QSgBRRFG3FPaC9C2+qZCDf7eL9FAoMl/efXgKQIooirlwMka0wovB+CgWGy/tPLwFIEUXR9vOKzeAJQC15P4UCw+X9p5cApIiiSLvKZqgReT+FAsPl/aeXAKSIoig7mgSevbOr7icAteL9FAoMl/efXgKQIoqi7GIRfz6vMgP6xHu7eD+FAsPl/aeXAKSIoggrJ0CzGWo03k+hwHB5/+klACmiKMLYDDUu76dQYLi8//QSgBRRFGFshhqX91MoMFzef3oJQIooijA2Q43L+ykUGC7vP70EIEUURdlVNkONyfspFBgu7z+9BCBFFEVZ8QyMzVCj8X4KBYbL+08vAUgRRZH22f5odC71QSzx3S7eT6HAcHn/6SUAKaIo2ooEdOpVmZtAvtvF+ykUcOOwEPMv9P7TSwBSRFGUHb9/+dJkM7C7WQk6nPdTKODE4eE7hZgRyPtPLwFIEUVRVswBYi+waLyfQgEXpvEnbgTy/tNLAFJEUZQRgKLyfgoFPFjEnzICRfpbvf/0EoAUURRlBKCovJ9CAQ8IQFUIQIooCgx8t4v3UyjgwGr+iZaAvP/0EoAUURQY+G4X76dQwAECUCUCkCKKAgPf7eL9FAroW88/sRKQ959eApAiigID3+3i/RQK6CMAVSMAKaIoym7/0QNvpT6GFb7bxfspFNDXVQDyjgCkiKIoK94C27twPfVhLPhuFwIQ0DUCUDUCkCKKomz6GvzdF1T2wvDdLgQgoGsEoGoEIEUURdntl2dL/5x6NfWxlHy3CwEIrUTf1yprHb0F5h0BSBFF0XZruhfY2ANvpj4Y7+1CAEILHexrlTUCUCUCkCKKIu/mK7MMtJd8SrTvdiEAwayTfa3y1s1K0N4RgBRRFA9uvjK7DZR4SrTvdiEAwYqLuR1jVoUApIiiOPHBE7MMdPfT6aZE+24XAhCsuJi3wF2zCgQgRRTFj/cen2Wg+1NNifbdLgQgGDGfpR3mTW0gACmiKK68N5sPtHcuyW0g3+1CAIIRAagt3pxbQwBSRFE8+WA+H3osRQTqu13inkUJQLBhTRvEQgBSRFHc+GA+E/q+6V2g13o/hn7bJfZ9dAIQbAhAiIUApIii+LD0LvyF6yfH75YZ6K4f930YfbZL/JmUBCDYEIAQCwFIEUVxYJF+RvOVgN4tfunevo+kx3bp4PUbAhBsCECIhQCkiKKoW1oLemU/jKvjX7in72lABCAMCQEIsRCAFFEUaUvpZ31H1GKj1N6fgfXXLl28fkMAghFvgSESApAiiqJsuht88db7xgLQBCAzAhCMCECIhACkiKIomwag+6u2QS1+L985QJ08eyAAwYqVoBEHAUgRRVFWhJxTr1ZP9Ln53e/9qPeVgAhAGBYCEOIgACmiKMpu/9GFdPt+VfEdgAAz9rVCFAQgRRQFBgQgDA77WiECApAiigIDAhAGiH2tEIwApIiiwMD3W2AAkAYBSBFFcePWpbNnz17YeB2+VwQgALAjACmiKOJuXbp/sufpu/vpNoGf870SNACkQQBSRFG0FRtePFN8cTRbEbr//S+WEIAAwI4ApIiiSCtjT7Hc4fHL8wA0ejDd8fjeDb5DTJMFsAUBSBFFUTZZCbq45XM0+eL4jVGCDTAW+m0XN+8fuzlQAGkQgBRRFGVl7Pl88cjrYrEh2GvTL9LdAuq7XVzcWHF1qwpACgQgRRRF2cXpA7DJraBy8s/RKMEWYHO0yyYmKwHYhQCkiKIIKyf+LKZAlzd+PttPOQ2adtlEAAKwCwFIEUURVtz3mUz4KW4FTaLQ4tdSoF02sGARgJ0IQIooirB52ClvBU1iDwFIDAEIwE4EIEUURdg87BTPvaYzf4ovCUA62LQMwG4EIEUURVhx46d89WsxBaj8kjlAOghAAHYjACmiKMouTmf+zF+CX3oxLAnaZR0BCMBuBCBFFEXZ1cntnvIJ2OS2z9F8NnQStMs6AhCA3QhAiiiKsnL5n70n92ep51axEPRwVoL2gAAEYDcCkCKKIu3qyhao0w3BBrIXmBO8BQZgJwKQIoqibZaAJnd9yu/OJTwc2mUDAQjATgQgRRRF3HuPF0/Bzk3e+zoaf/l0yqOhXTaxEjSAXQhAiiiKvmvXZ1/d/ss3Ux4I7VKFAARgFwKQIooCA9qlArvBA9iBAKSIovhz/D4LIWqZRiDiD4BqBCBFFMWbm6+wFYaew0LqgwCgigCkiKL4Us6JJgABgCcEIEUUxZFbb+yP0q6ESLsAgB0BSBFFceODJ0YriwKlQLsAgB0BSBFF8eH40v4s/uydu7778x2hXQDAjgCkiKJ4cPOV+ZYY97+a8kBoFwCwIwApoijyjt+9b37z50KyF+AnaBcAsCMAKaIo4iYbwJceeCv1wdAuANACAUgRRZFWvvWefOrzAu0CAHYEIEUURdfxG7OJz3uf2ycAAYBXBCBFFEXV4q33+189uf0YAQgAvCIAKaIokhZvvd9dznsmAAGAXwQgRRRFUZF3VuY9E4AAwC8CkCKKomgSgJaW/CEAAYBfBCBFFEVRGYBOXXhr5RcIQADgEwFIEUVRtHgE9ubiFwhAAOATAUgRRZG02Ptij0nQAOAcAUgRRVG1WAOR1+ABwDUCkCKKousWCyECQA4IQIooirT35qshEoAAwCsCkCKKIm6xJOLo1Ku7P94x2gUA7AhAiiiKvsWmGPO3wlKhXQDAjgCkiKJ4cPzufYu3wq4nPBDaBQDsCECKKIoTixfjR3c/newoaBcAsCMAKaIofsxfjE83HZp2AQA7ApAiiuLJ9MV4AhAAeEIAUkRRnClejCcAAYAnBCBFFMWd40v/EwEIABwhACmiKDCgXQDAjgCkiKLAgHYBADsCkCKKAgPaBQDsCECKKAoMaBcAsCMAKaIoMKBdAMCOAKSIosCAdgEAOwKQIooCA9oFAOwIQIooCgxoFwCwIwApoigwoF0AwI4ApIiiwIB2AQA7ApAiigID2gUA7AhAiigKDGgXALAjACmiKDCgXQDAjgCkiKLAgHYBADsCkCKKAgPaBQDsCECKKAoMaBdAzWEh9UFgBwKQIooCA9oF0HJ4+E6BCCSOAKSIosCAdgGUTOMPEUgeAUgRRYEB7QIIWcSfMgKlPhzUIwApoigwoF0AIQQgNwhAiigKDGgXQMdq/iEBKSMAKaIoMKBdAB0EID8IQIooCgxoF0DGev4hAQkjACmiKDCgXQAZBCBHCECKKAoMaBdABgHIEQKQIooCA9oFkEEAcoQApIiiwIB2AWQQgBwhACmiKDCgXQAdvAXmBwFIEUWBAe0C6CAA+UEAUkRRYEC7AEJYCdoNApAiigID2gUQQgBygwCkiKLAgHYBlLAbvBcEIEUUBQa0C6BlGoGIP+IIQIooCgxoF0DM4f88RvxRRwBSRFFgQLsAUrgB5AQBSBFFgQHtAghhCpAbBCBFFAUGtAugg5fA/CAAKaIoMKBdAB0EID8IQIooCgxoF0AGC0E7QgBSRFFgQLsAMghAjhCAFFEUGNAugAo2g/eEAKSIosCAdgFUEIA8IQApoigwoF0AFQQgTwhAiigKDGgXQAUByBMCkCKKAgPaBVBBAPKEAKSIosCAdgFk8BaYIwQgRRQFBrQLIIMA5AgBSBFFgQHtAuhgJWg/CECKKAoMaBdABwHIDwKQIooCA9oFEMJu8G4QgBRRFBjQLoCUaQQi/qgjACmiKDCgXQAxh4XUB4FdCECKKAoMaBcAsCMAKaIoMKBdAMCOAKSIosCAdgEAOwKQIooCA9oFAOwIQIooCgxoFwCwIwApoigwoF0AwI4ApIiiwIB2AQA7ApAiigID2gVujAbwAAAct0lEQVQA7AhAiigKDGgXALAjACmiKDCgXQDAjgCkiKLAgHYBADsCkCKKMgi//tbB7/zD9o988vrXDg4OHv7629s+RLsAgB0BSBFFGYQrBzsC0K9eOph55Gf1H6NdAMCOAKSIogzBpwc7AtCnzx4sPPSd2s/RLgBgRwBSRFEGoIw32wLQpwcrHvrbug/SLgBgRwBSRFHy91F5e2dLAPr1t4oP/OnbJyd3Pn5p62dpFwCwIwApoijZuzG5rbMlAJWf+Mbk6zs/XfpmA+0CAHYEIEUUJXO/+v7BrgBU3gD60vzbK1s+TLsAgB0BSBFFydtH89nN9QHoxurvlnmoZh407QIAdgQgRRQlZ5MZPQeP/LdntwSgO99fuQE0uQX0perP0i4AYEcAUkRRMnZn8vjr+V/8clsA2rjjs+WledoFAOwIQIooSsbKAFSsa7g1AG38ZpGIat6Ep10AwI4ApIiiZGwcgB7+N8UXWwNQccPnd3+x+sfqJgHRLgBgRwBSRFEyduff/2DyxdYAdGNjys+V2hfhaRcAsCMAKaIoQ7A1AG3Oea6fBU27AIAdAUgRRRmCnQFo9X7P5j2hGdoFAOwIQIooyhCEBaC/Wxj9EwDAigCkiKIMwbYAVE55JgABQHcIQIooyhCEBaAltAsA2BGAFFGUISAAAUBCBCBFFGUImAQNAAkRgBRRlCEgAAFAQgQgRRQlFzcOlqwtY8g6QACQEAFIEUXJResAxErQANAtApAiipKL1gGIvcAAoFsEIEUUJRetAxC7wQNAtwhAiijKEGwNQEXeWbnhU9wSqvk07QIAdgQgRRRlCLYGoI0pP/VzoGkXAGiBAKSIogzB9gB0Y/WOz8YdoSW0CwDYEYAUUZQh2B6AysSzuOVzpf4JGO0CAC0QgBRRlCHYHoDKyHPw/ORFsDs/rZhEPUe7AIAdAUgRRRmCHQGovAV08MgPxl9+/NLBlhtAtAsAtEAAUkRRhqDyTfelxX8+PVhR8w78Ce0CAG0QgBRRlCHYFYBOPnp2Of/UzIA+oV0AoA0CkCKKMgQ7A9DJL1+a559Hflb/F9EuAGBHAFJEUYZgdwA6Ofnk9a+Nf+3hr7+97S+iXQDAjgCkiKLAgHYBADsCkCKKAgPaBQDsCECKKAoMaBcAsCMAKaIoMKBdAMCOAKSIosCAdgEAOwKQIooCA9oFAOwIQIooCgxoFwCwIwApoigwoF0AwI4ApIiiwIB2AQA7ApAiigID2gUA7AhAiigKDGgXALAjACmiKDCgXQDAjgCkiKLAgHYBADsCkCKKAgPaBQDsCECKKAoMaBcAsCMAKaIoMKBdAMCOAKSIosBAt10ujkYPzr+5/djo3h2ff++J/dHo7gvX674fmtDxO750X/H9h10dn7jQ4St8tr/rT2UrxvCdXB3d9eMOji0WApAiigID3XYZn0L3Xpt9s/MUevzGaGLvmcrvhyds/E5uPjb5/q63Oj1KWYHDV/7iyzuv+9mKMHzj/EgAghVFgYFuu4xPoaN7Zvcfdp5CL45mJufd9e+HJ2z8xhfvqXuGeQ8obPgKxRAOOQAFDl85fgQgGFEUGOi2S3lSnN1G33UKHf/H4t7T4/Pte49PLjrr3w9Q0PidXB2NTv278ff7y48yhiRs+MZujr8eau9FGL7JX0EAghFFgYFuu1xc/g/CXafQq7NPjj9YnDTXvx+goPEb/9f3ZNjG3w/zFlDQ8BUzqPZHgw9A7Ydv7Gh0z/+j/bNLAFJEUWCg2y4XR3f9f/Pb6LtOoRfnl+nJyXT9+wEKGr/xf5M/uPz98AQNX/n4Zu/fDXoOUMjwlX9m77WLBCBYURQY6LZLcfabv0syPYUejZZVTm8+Wrtgr38/GEHjtxi1RRQalrD2Gwegcx8OexJ02E/veOyeOSEAwYyiwEC3XYqz3/jMOTkhNj+Frp80xU+i3Qkav8ULyOM/OdgA1L79jv/zW0N/Cyzsp/dq8SfEf3YJQIooCgx026U8+x1Nb6M3PoV+tr960Vn/fjiCxu/icgAa5ABGaL+hB6CA4ftsv+g/AhDMKAoMdNtlcva7ODlTNr0Mr895Hu4c6LDxW8zKGOpVPEL7DXXoCmHDN/7imRMCEFqgKDDQbZfJ2W+6GFrDU+jtx1f/y3L9+yEJGj8CUIT2G+rQFcKG7+LksSsBCGYUBQa67TI9+10t3yVudgotVi9+cMv3gxI0fgSgCO031KErBA3f0bT7CEAwoygw0G2X2XTSl4v/LGw0i+DdtVX71r8flqDxYw5QePsRgFoO32f701fBCEAwoygw0G2X2dmvvI3e5BQ6/q/Nvae3fD8wQePHW2DB7UcAKv63zfBdXfmc7hASgBRRFBjotsvSG7Gje3efQo8vjkan3qr/fnCCxm9lHaBBzqIKbL/y1whArYaPAIT2KAoMdNtlfgotbqP/rzsfxFxc27Zz/fvBCRo/VoIObL/pn9S9encsZPgIQGiPosBAt10WEwA+a7Ct0vikeW7b98MTNH7sBRbWfiUCUKH18DEHCC1QFBjotsvS2e/qzlMo6x9uCBq/ckrGq8PeDT5k+EoEoFLb4SMAoQWKAgPddlk6+xW30Xdtp7g6u2D9+wEKGr/izs/UMG8ABQ7f7M8RgNoPHwEILVAUGOi2y/LZr7iNvu0UurhcT06h698PUcj4ncyeXIxGdw10Inng8BUIQBMth48AhBYoCgx022Xl7Hd1+yl0drWenULXvx+ikPErHF+6bzS6+8Iw7/+ED98JAWj+TbvhIwChBYoCA9rlf7R3d79SHOkdxwfDhgtkiDe+O8cHr28tVlG0jmwJ48XLtWHXDpYlRxs5skRISCSDRPbCXmlYpGg3KxGIY2sCZIPQxHDAPmf+wnRVvz31NjNFz0zXdH0/V4ee6Zd5uqn+TXdVDwDEIwCliJ2CCBwuABCPAJQidgoicLgAQDwCUIrYKYjA4QIA8QhAKWKnIAKHCwDEIwCliJ2CCBwuABCPAJQidgoicLgAQDwCUIrYKYjA4QIA8QhAKWKnIAKHCwDEIwCliJ2CCBwuABCPAJQidgoicLgAQDwCUIrYKYjA4QIA8QhAKWKnIAKHCwDEIwCliJ2CCBwuABCPAJQidgoicLgAQDwCUIrYKYjA4QIA8QhAKWKnIAKHCwDEIwCliJ2CCBwuABCPAJQidgoicLgAQDwCUIrYKYjA4QIA8QhAKWKnIAKHCwDEIwCliJ2CCBwuABCPAJQidgoicLgAQDwCUIrYKYjA4QIA8QhAKWKnIAKHCwDEIwCliJ2CCBwuABCPAJQidgoicLgAQDwCUIrYKYjA4QIA8QhAKWKnIAKHCwDEIwCliJ2CCBwuABCPAJQidgoicLgAQDwCUIrYKYjA4QIA8QhAKWKnIMIIAPAC+m694WKnIELfTUg3X3zR9xZsN+rXCeXrZPvL13frDRc7Bdn44ou+t2C7Ub9OKF8nlA+rRwBCNmhCu6F+nVC+TigfVo8AhGzQhHZD/TqhfJ1QPqweAQjZoAnthvp1Qvk6oXxYPQIQskET2g3164TydUL5sHoEIGSDJrQb6tcJ5euE8mH1CEDIBk1oN9SvE8rXCeXD6hGAkA2a0G6oXyeUrxPKh9UjACEbNKHdUL9OKF8nlA+rRwBCNmhCu6F+nVC+TigfVo8ABAAAskMAAgAA2SEAAQCA7BCAAABAdghAAAAgOwQgAACQHQIQAADIDgEIAABkhwAEAACyQwACAADZIQABAIDsEICQtsMHl87u7Ozs/eoPMXP98MGO7bU/dtyS/bP2It/ouMSFHlx9t1jN7nsf/amZNFUrfv2RfNdETfrY3cRzP79mvam0+y/VtId68ecuP3Lfs3NOrLN5Wa632DHF29679sh+W6PnnbDe4vnqGVjrzFusw9tm8V3Dqd9s9uxq8eru+d/bKxk31StmN5Z8eKUtbPBYG5vFNwykDcA6EYCQssNbbVNzOiICLd/4Hd66sOQyN934Hd4WKzxft/1T55RbnCn85yBZs/JNpWruw6vWBCMAFazCmGeoHy4u3C197oS1F8+dFFyrt1jTs87ctsHUT/w3ft/MMNOdZQJQ8Fibplo+bAkCEBJmtje7Hy8949KN3/+dtc/zS27M2hu/ptWvPnzV0OtzkLHN5Xb5z0HNp5YFKRdlnMLLyloByKzMsw/kl3+xvODX6h53wrqL55sUXKuvWGJlwVP4YOonDzVjdeoTLg5AwWNNzu75DNvfBmDdCEBIl25uTl9Tl+AfXp13qggqGsH5l70nzoWOeVvzevh+xarp5ru8Z1DeAKg+R3EO2jM3ZLKz+257DmpfOXxwsW2gi1esQqi08/6fqu/65WuiGM/VzLLeKv+IhY+LVz96VM686Byw+Z2w9uL5JgXX6imWigS7l4tJ98/a95S8n2a766cOtfN/UPfB6rBUGe8sE4CCx9p4qTZhe9sArB0BCMnSX/Au1/8yr0BI+790uhaIRWxp46ca9/Z+wYOm7S/OQT+5Ipv94kTx+j/4zkHFS+PmBDG1c4oqbnUuUjlT/2kUQ52j23/d1199m4U3szR3IZLaCesunndScK1uscS9m+LFoddPff4LzYJF2Yw7asEA5CmfO3tS5cPWIAAhWWOzvWsbQkvxwl6gL+nWNn5T61bDtP4Wrs68xkYXm3Vh7D8HiZTjfE55Bp9Uf5tvEu94VnUXahY+aV8blzOltBPWXjzvpOBa3WLlVb9Je+AYF86Kf5y+uDgAecrnzp5S+bA9CEBIlfjiWJoELgHpO2W77zujlmbb2/ipyy/myurTjDoHGVsyKc4BoXNQexVnbIdH+cHr2cxiFFOrE4/+qv2L++0mqeV+bM6c0E5Yf/F8k4Jr9RRLfuJJE4AGWr/DK/77VMX01/79ysIA5CufO3tC5cMWIQAhVRO70+L+pQ+r69zl0PhmWOzDS/r6xHvuVXC38avG45bDScZVT8YL7kvielP15yYbP/dq13SvHI6szkHGCOErxVYtPIcXdZjTWcIfgKbNv6Z6/M20PS3KstZ/p7MTNlA8z6TgWn3F8lzVGGz9QqssavDx4eIA5CufZ/Z0yoctQgBColT7GRii2wwqacaFPb+l+6g4V8Htxk+Mx1X/lI2fPVS3yV/1hmyy8Qtd7KpuTImkom5CzELnoKYFVy/87/1327bdXebM7QPUDP7Zu1y+S9zJkN/Eq/elshM2UDzPpOBafcWqe/7Iv4ZaP193qVl1gXGJAOQ/1pzZ0ykftggBCIkSvXRN/kewzNTpyLkKbjV+9nhc0fjJl3Qb1wSwuhXcYOMXDn/l6URsiroJEToHqcU0nTf2LrYf1iJ6ptQv6lE8Tq+heuHGOU3eDUphJ2yieO6k8Fq9xRqLUWBitiHWTx9Vh3b6Lj/UEgHIf6w5sydTPmwTAhASJb4am6bluaM4R1vDYp9VV8HFNQ6r8auHfj+/7Qx8MobqXqg2oLrq7f+Gu0bB8FedD9qGX9+E8J+D/kc/argskPGEH0/v3aa3rtAOwGvetjAApbATNlE8d1J4rd5iiSd8ms8GHF791L2q/Totvm8WwgxAtjkByJk9mfJhmxCAkKhgAGqvUzjN0aG+Ci5mMxs/0XPD7vaiWv0LzfKbPPDaH9vvw04LHfiavAKLzkFtDfRNCHkOslT1UV9zVfeI8vEs5qKffeA9rfue2usNQHYf0r53wiaK505aMgA16z78XXWS/xv7/UOrX/H6h2ft9VVFiQ1A9ard2ZMpH7YJAQiJ2vc8ak5THUiD38LUN+tg4zcVp+rqV4REi+oMcdK9OMdNV+yeAlC7Wr0dZdPfRD99EyJ8DqoyjHimjzPE54f2+Ur2k6BfM/oLiRIZmccdRNPvTthA8TyTwmv1FkuszP0tkWHVT99j0tdsHzYBslhHfY9pUQDylc8zezLlwzYhACFR826B7ez+6t98GWjBtz95s6ZqCOvGTzazzRCd6mH6YiDIhhq/hecgMURGtdn+c9Ce+3umM6euzy62g+1kHyD96G0jKa3oCtDad8IGiycmhdfqK5Z6x+n6CpKV84dWPxWAqiitHo6oj6H6R0xj+wBVn9AzezLlwzYhACFRwQBUd1Xc/dD66rzo/r/s41g3XnWjZ7WL7YX6to3rqQ+Q9xxUb/e0PiFYXRT0l+DL3mXL56qUS5cji81h8Pbj8FbQB2j9O2FzxZOTlgxATd+V+iqm3eV4ePUbt/mhvgHV3gh8oU7QvtmTKR+2CQEIiQp3RXjW/FKjPE0tHgEyp/EzWtK2lWtHAs022viZP0Oh1Z9kaozHrb4Ke/qh3t8J3SmUj9PVVyKaApkByL5ZtppRYOvfCRsrnjEpvFZPseTtXSPoD7F+xqh6/WZj2+IDkHf2ZMqHbUIAQqrM3w1SJqer6+oPLskGbLbkM0DiGz/9Bdj3GNp1cx/FYp2Dyg0uJuoC+AbiTHac+jUviKcQy/VYN7OsJ1Gu5jlAG9gJGyqeNSm4Vk+x/AFyoPUzFqc31e5r5n1eYvg5QN7Z0ykftggBCKlyngRt3H94+I/6256esORTYH09BuZe/i5by3oBm2z8rJ99nDnnoHLDp+2gJHeU7njHPVnLN1cjgsVHss7u02AA6vAk6A3shM0Uz54UXKunWEahx6kdxCuu37RbAHLL5509nfJhixCAkCoxKrU0tRNR9SCg/WV/B8hz9prbAVL98bvmq+wmGz9nrJZzDtJbM64+nfccpOrn+Tnz9hRwyz7Ju1eAArfA5GlkP/K3wNa/E9ZfPF89g2v1FMt/V2yg9TOGc+o3RwUgt3y+2RMqH7YIAQjJsn4NXrWpb5gNYjMsd7lfgnav7cshsPUbmwtNundG2xVpo42f3QO5OY3U5yBVhn+ubkIEHsarTgrlP+U5qMkxE6err9sHSN4Gkt/kJ+1Lsb9mvoGdsPbieesZXKu3WPKqhjqeh1s/2ado33q2xRJ9gDzl88yeUvmwPQhASJb+Ftmcopvx2qJvUNl07f/Sve7dLkI0fvvi9+XH5hDYKl1VC9XzVA130yxutvEbG7enDm+fNQfi6M08Zz4X19nESX0iE1mmqYF7o8MKQJMd88uyDED7zc9E1otJaiesu3i+eobX6hZLXGOpR4YPt37iSLMz9VIByC2fZ/akyoetQQBCuqZlp0Z1XVs/lqZ93sh51dw9v+Wewy3WY/BVw65nfVinqYm4HmI9Br9+aSyv+6/+QwaUfQ/O//5R/UyeNreUjbS+6F99uMA5qL0PoSqpnztzu/5i7htkJwPQ3OcAlZX8xaPyecbGKc1j8zth3cXzTQqv1VMsPf+14o2eJ3MPrn5qafrulPqwoQQTDkBzjjX/gxAt29sGYO0IQEjYfeO5Y/XVoLGYtuDkazV+xhgQ3WpP69ZdvqTbuGZ4ch0V9p1H1S5ufDs4vGqu7LTVI0VvcPXxA+cg/enKCWN7q62OFPUjced8PiMAVc+H29mx+2V59LAT1lw876TgWn3FuiXe5utsPaj6ic9vfdilAlD4WHuRALRNbQDWjQCElLWP/BE/GSB/SHLB/FbjJxr2Kk2VjesbxlL1xX/Rc6G6AL7xxu+B+PDNrcCpvExfXzsInYPEYJwm3JRltIcD+wLQafPjGQGo3TPuLznYetkJ6yxeYFJord5i/Xf9QdwfAxte/ZrPb3/YpQJQ+Fh7kQC0XW0A1osAhLQ9+6dzqtHZOy/v8T+7qsbA+3+twGA3furWjlrcuY/qtlZf7v7Jo/LP4qXd82UjOzF7RL7RS+NXfHi1nnPimddT2fuk3sLgOUgMxilr9t619gXno8gAtHf+mrUxZgCaHeqHMZ0L9Dy1NqKPnbC+4oUmBdY68xbr+e0lj+Eh1G/24NJZ34ddLgAFj7UXCkBb1gZgnQhAAAAgOwQgAACQHQIQAADIDgEIAABkhwAEAACyQwACAADZIQABAIDsEIAAAEB2CEAAACA7BCAAAJAdAhAAAMgOAQgAAGSHAAQAALJDAAIAANkhAAEAgOwQgAAAQHYIQAAAIDsEIAAAkB0CEIB03PvbkydGo9GRkz/7qu9NATBsBCAAiXjy6Ug48va3fW8QgAEjAAFIwsGNkeUYV4EArA0BCEAKvj9j55/R6MjnfW8VgMEiAAFIQJV/jvzsS3Xj6+l/lnfDXvpt39sFYKgIQAAScL3s9tNOKO+IvdrfFgEYNgIQgP491n1+zOs9d7gEBGB9CEAAenfwiS/sXLcuAX13ZjR6pe4Y/fTmSXXN6NRnS48VO7j5sp7BmHjvL9Ww+6On/o4hZ0BmCEAAeqcvAL1jT/2uyCY/+rb668jnj8teQvptYsjYkb+u3//9m/X79Vs+qTOVmn589qTuZX2s7Vp990Tb4/rHRCAgKwQgAL1T13qOO1MPPjlaPQ9RBaC/f7MdGfbEGDJ2vIoucwPQ92+2kamOWneMMWc/IgEBOSEAAeibDifOBSBBBaCX25giwkyZgNrFhALQn33iDq//7oS5GHpcAzkhAAHo2+NF3Z3LqHLsq9nBjVerHkOjo+pJ0U9vnmijy7wApGLPW8VrX59pL/Zc1wPPvpnVi6HHNZATAhCAvt3x3gETvjPyyWPZZUffDWuDTjgAvfRVuzJ9uUlNbpap1sBzF4GcEIAA9M0e7uXQAegd+fY2L+l482r9VzAAtemmnl0ttF3MjVNvfbOCjwJgWxCAAPRtqQDUJBiVZ+TFmub60dwA9KqxMPWCvRwAWSEAAeibFYCMwVn6uk87IH5mX7kRt7LmBSCZdK6X/yy7Ep36jAs/QJYIQAD6FheAHlvXi1SQ0flmXgCSY9zvVItt1vPnyz9NEcBQEIAA9G2pAHRcvvyONfvCACQvGdUJ6kAMjT9GBgIyQwAC0DdrFFhsALrzggHISECjI39BBAJyQgAC0LfHI/9zmO+sLgDJe2biHto9+UhpHgUN5IQABKBvoYfwLBmAXvQWWPm2ez9tEhCPggYyQgAC0Dd9K8rzJER/AFpZJ+jG038tQxCPggYyQgAC0Ls7I+8lIH8AWnIYfPugZ+ORzyIwGe76NwHAUBGAAPROP6rQvf7iD0BzH4TYLqR+3qHzW6vNmPqvf/2yuBB0nQAEZIUABKB/+ue9jn1lTtQ/8+UGoLk/hWH+4oUIQO2loXrQvTX2jAAE5IUABCAB1/VI9LdET50nnwaGwQd/DFV3JaqDzp2RGYBGx6sXbtT3uvQPjDWdidoLRgCyQAACkID6kTyv6F+mOPj65svVAwr1VSGr249OS0ffLhLN05snxPAtHXqOfamGdp0Z2QGofNbh12ea99c/haGC0X/dMNIQgOEjAAFIgfFQwkZ1nccKQFWiadQv6Ws6tZd+YwUg54E/j63JXAACckIAApCG/zhhBZK2U5A98OuJEWna7j3iGdJHPn9sDIO/Kxb7W/ftI3oAAZkhAAFIxMFNIwKd+rJ5xQ5As4NP29zytpjehKhjn8/MAPTt3fqlH7cdje6KFb5idcEGMGwEIADpePLrn+rOPyf/yvhxUicAqd4/J1X6OfWZOflATz6p+gdZAWj2VPXzOfrWN8b77316Uq/Pmgxg8AhAAAbOfhI0ABCAAAweAQiAiwAEYOAIQABcBCAAA0cAAuAiAAEYOAIQABcBCMDAEYAAuAhAAAaOAATARQACMHAEIAAuAhCAgSMAAXARgAAAQHYIQAAAIDsEIAAAkB0CEAAAyA4BCAAAZIcABAAAskMAAgAA2SEAAQCA7BCAAABAdghAAAAgOwQgAACQHQIQAADIDgEIAABkhwAEAACyQwACAADZIQABAIDsEIAAAEB2CEAAACA7BCAAAJAdAhAAAMgOAQgAAGTn/wHGbKpmAH5ccAAAAABJRU5ErkJggg==)
Asymmetry Index Slope at end of experiment
![](data:image/png;base64,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)
Fourier Spectrum Analysis
![](data:image/png;base64,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)
Dwelling Times
![](data:image/png;base64,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)
Learning Score Statistics
Statistical tests of single groups against zero
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Statistical tests between pooled groups
The following experimental groups were pooled into two groups:
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)
Estimation statistics for pooled groups
![](data:image/png;base64,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)
Split Violin Plot for pooled groups
![](data:image/png;base64,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)