diff --git a/08-Designing-Kalman-Filters.ipynb b/08-Designing-Kalman-Filters.ipynb index c38d3a0..d88e46f 100644 --- a/08-Designing-Kalman-Filters.ipynb +++ b/08-Designing-Kalman-Filters.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "collapsed": false }, @@ -255,7 +255,7 @@ "" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -310,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "collapsed": false }, @@ -345,7 +345,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "collapsed": false, "scrolled": true @@ -362,9 +362,9 @@ }, { "data": { - "image/png": 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Zs2cPbdq00YuwRESsSMW0iEghMWvWLODuLkuXLl2iQ4cOJCcns3DhQitHJiJS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\nAElFTkSuQmCC\n", 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UyU0yHKZ3797N/PnzqV69epptZ6ZOncq0adOYOXMmMTEx+Pr60rp1a9tfQBEREclZU6ZM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\nPDxo0qQJ0dHRjipT7GDw4ME8+eSTNG3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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -453,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -480,7 +480,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "collapsed": false, "scrolled": true @@ -530,7 +530,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -594,7 +594,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -625,7 +625,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -666,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -692,7 +692,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -708,9 +708,9 @@ }, { 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4cWO8vb3f4chEdifhL4QQb1C9enWKFSvGlStXyJUrFy9fvgSgTuP+zN9iz5YA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\nYII=\n", 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ShK1bt1K5cuV059fpFGevwuHTcPgMHDkDwccUiUmpQe3hEs/c9x3p2kJ2nYvn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\nPShRogTNmjXj+PHjVKxYkX/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Dlm1KbRv8pmE3+uOGOBVCCCGehYR4JlJK8dF8mP9Lalvv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\nAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -767,7 +767,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "collapsed": false, "scrolled": true @@ -784,9 +784,9 @@ }, { "data": { - "image/png": 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2zAVRFQXTULBcC6u6pOqW53kUKw5dGRufEqYhUEdzzN9ruXEhNnVrNCLteV6v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Hfc4R+ypEw6uvUGjbDrpuUxcPEVnFjh1CbKkkkBZCCCG2AK7rksrpdBST1FcHUBSF/fff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\nGCVkeU6v1EZXFQ4bGcexjQVlH0Xb4OCxGj2/SNst91fWk4jh40Y59fj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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -841,7 +841,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -867,7 +867,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -884,7 +884,7 @@ "data": { "image/png": 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vvffaWRYRLZLpsow3x7I4XjyOQNBER2uAcxQTNZiTQbwt0InuRCv622NOl0RE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\nAAAAADJBMw4AAAAAIJP/AGdoIEPHS6VUAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -908,7 +908,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -920,7 +920,7 @@ " [ 0., 0.]])" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -985,7 +985,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -994,7 +994,7 @@ "data": { "image/png": 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ePJmZM2fSp08fDMNg48aN1KtXj927dxMaGsrFixd57rnnqFSpEjNmzDATcBER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\nYsQIYmNjCQ4OpnXr1pw+fdoe1WfZnDlzAOjevTsxMTH06dO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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1069,7 +1069,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -1133,7 +1133,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -1199,7 +1199,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -1248,7 +1248,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -1274,7 +1274,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -1301,7 +1301,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -1310,7 +1310,7 @@ "data": { "image/png": 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582batm1LWLhKvxkqG66PhbyDdfXV+HBq205ljteIzApZCCEEktALIYT4W0RE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\nr5ff338MpQvD8C+hXiXtXMclS5bkjz/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J/2Z1Tf65QtHLPB8caRupFxGRzKdI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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1337,7 +1337,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -1353,7 +1353,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -1362,7 +1362,7 @@ "data": { "image/png": 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e7RCJKpGRkY7Roz0werQaDJOHXbv2IjCQwS23+IDjKvH55/8ExzXhllsiwHEN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\njUZkZmbKG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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1386,7 +1386,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { "collapsed": false }, @@ -1395,7 +1395,7 @@ "data": { "image/png": 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x6CUmhBBCCCHNi6CpA2iuikrLkJCaxpV7uKuuClTJ0coC+kIhykQiFJWVI3jv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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1419,7 +1419,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -1428,7 +1428,7 @@ "data": { "image/png": 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uXCB//vw4OzsDur1OL5Y5FiigWz8+Y8YMoqKiiI7W7RytV6+ecYJOo8TnCsu2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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1456,7 +1456,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -1465,7 +1465,7 @@ "data": { "image/png": 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Nh79DfkmOvs5CKMJj/adjWO9xEPCCNt1/Rl4qdsT8hMuJsQb1YpEUD0dOwrDe\nj0NsIWnTGFqqJZ8lmgo1fjv0Dc7cOKKvk4ot8czoVxHq26+1QjRZTRJ/4VYMLiScRJEqH0DVlaV5\nE5bCx6VHu8fU2vKLs/HLvn8h/u7lBteztlTC1c4LrvbecLX3goudF5xt3WEhFDVrv4Y5bNMP6jtN\nQv/RRx9hy5YtiI+Ph1gsRv/+/fHRRx+hZ8+e+nWamtDX0Go9wfNhYIyB57v+LADdHSVqxBTUT4gp\nTOknjDHEXN6LrcfXGkw36aR0x4TBsxHiHdmhx0arNWXYefJXHL2402B4kJuDD6aNmA8v54BW32dh\nSR52n15fZ0iSgBdiUNgYPBI1tcOM6W9MSz9LavrP5mM/QKut1Nc/EjUFjz40DXwbH1TpmA5Jaddx\n/oEk/kFiCwleGP8u/N16Gl3eGZy9eQwbD3+HMrVKXycSiuFi5wkXey+42XvDxc4LrvZerd7/uk1C\nP2bMGEyfPh39+vWDTqfD0qVLcfLkSVy7dg1KpRJA8xN6xgT45z/P4vbtDKxevbrVYycdCyVqxBTt\n2U9yCjOQlH4D9goXuNp5Qixq3cu1Wp0WaTnJSM6Ix52Mm7iblQiRSIIQrz4I9e0HN3t60mhzNdZP\nCkpysf7AalxPPqev4zkeo6Om4JF+UyAQdJ6Rr8kZt7Dh4Grcqx4CAlQNFRoaPhZjBzzVKv22TK3C\nwbN/4PD57XXGKEcGDcHYAU91uqEdrfVZkpwRjzU7PzG4WhLkGY5ZYxa3enJ5P4k/gQsJJ+pN4uVS\nBXRMh9LqefsthCI8//jbCPIMb9V42lppeQk2Hf4OZ+P/1Ndx4PBw30l4tP80CAVNu5+lObpNQv8g\nlUoFhUKBbdu2YezYsQCan9Dn5BTh0UdX4Lff1sPHpw99sXVxlNATU7RXP7maFIcfd30KTWXVTXMc\nqm60c7X3gquDD9zsveBm79OkJ1IWluThTsbN6v9vITUzQb99Y5Rye/T06YtQ334IcO/V7EvG3VF9\n/YQxhrM3j2HTke8NzvY52brjmdGvdtppCLXaShw+vx27T21AhfZ+wq20csDU4S+gp0/z/r2oNWU4\ncXU/9sVuqvNQpyCPcIwbNNNg6s7OpDU/S0rKirBuz+cG894r5faYO/Z1eDkHtmjbTUniw/36o3fg\nQPi59UR2QRpWbVmqX18osMBfx77R7L7Q3uJTL+HnfV+hoNZYeVtrRzwz+lX4uYW0WxzdNqFPT0+H\nm5sbjh+Gn0mVAAAgAElEQVQ/jujoaADNT+iBqg9fQASdrg80GitYWFhAKOw8Z06I6SihJ6Zoj35y\n8sp+/HboG+hqDSmoj1gkhZudN1wdvOFm7101btPOExzPIzXzNpIz43EnveoMfEETbuJ6kEgoRpBn\nOEJ9+qGnT19YWyqbva3uwFg/KSkrwsZD3+JCwgl9HQcOw3o/jrHRM7rELCXZBenYeOhb3Ey9aFDf\nO2Agnhj6LKwtlWCMoVxThiJVHgpV+ShS5aGoNB+FJXkoUuWjsDQfRaqq/8uNTPXo5uCD8QNnoYdX\nRHu9rTbR2p8lOp0Wu0//hr2xG/V1Al6ISUP/ikG9xph84K8qK0JK9VSbKVm3cSf9JopKTUviH7x3\nIis/Dau2vKv/7BHwQsx57LV2n+mlKSoqNfjfiZ9x+Px2g/qHgkdg0tBnIRXL2jWebpvQT506Fbdv\n30ZcXJy+87Ykoa+hUukwbtznmDx5OubNm9cqsZKOhRJ6Yoq27CeMMew+vQF7Tv+mr1NY2kIqtkRW\n/j2TEnygKknkOM6k9ZVWDvB2DoSXcyC8nAJQUJKDK4lncC35nMEZ5Ad5OQUg1LcfQn36wdXem65g\nPuDBfnIl8QzWH1yN4tIC/Tq21o6YMeplBLiHmiXGtsIYw5kbR/DHsTUGZ9UlIhnkUmsUqfIbvDJU\nH1trR4wdMAORQYO7xNNt2+qz5GpSHP67958G/3779RiGJ0fMqzPTT5lahdSsRKRk3kJK9UOxcosy\nG9x+TRIfERANf/fQRm+Azi3MxKotS/Xb5TkeM8cs0s/205Hcy76Dn/b+E2m5yfo6S4kVpo2cj3D/\nAWaJqVsm9IsWLcLGjRtx/PhxeHt76+trN0ZW1n+ate3r19OwceMZvP76Cmg07fuUL0JI16fTaXHq\n9m4kZN1/iqStpTNGhkyDVCSHVleJgtJs5KuykK/KRH5pJvJUWdBUljWwVUNC3gJ2chfYW7nDwcoV\n9nI3yMRW9caTVZyKu3m3kJp3C8Xl9T+oRyayhr9jGHq6R8NC0HWG5TDGkFlY9cVuLbWFVGTV5AMX\nTaUacUn7kJBleMba3ykC/bxHwaILnJWvT3lFKeKS9iMxu+FZQRrCczzkYhsEukQiyDkSAp6ukJui\nuDwfR278jnzV/eTcRuaIPl7DUVSWh9ySNOSWpKOogX/XtYmFMnjZ9YCXfTCcFF5NPqBSqQux78ov\n+s8RDhyiAx6Hn2NYk7bTVhhjuJZ2CueTj0DH7j9R2NXGD9EBf4FMZPxzsj0EBNy/ubxbJPQLFy7E\nxo0bcfjwYQQGGo4Xa42EvgbHSaBWhyEhIRfOzs4QCNr2LnJCgKrkSqNVo6KyHAKBhVk/XEjrq9Bq\ncOzmZtzLv62vc7HxxbCgJxpM+BhjKNMUI0+VhfzSzKpEX5WForJcMDAopHawt3KDg5Ub7OVusLF0\nbPaZzcLSXNzNj8fdvFvIKkoFQ92vCKnICpFeI+DjENrpz9iXV5TiePxWpBUk6uuEvAWspLawltjC\nWmoLa6ld1U+JHcRG5pfOKLyDmFs7oFLf/w6SWsgxwH8s3G1bfwaYjiqtIBGnbu9CSfn9qxMCXgip\nSA6phRwykVXV7yI5ZNV10uo6sVDa6fuSuVRqK3A6cQ9uP3Aw2RieE0Bp6QQ7uUvVCQC5CxQyhxZf\nFSnVFGP/lV9QWHb/5t3+fo8h0LlPi7bbUiXqQsTEb0dm0f2z8gJeiEjvhxHkbP6ZprpVQv/KK69g\n06ZNOHz4MIKCguosb40hN7WdPZuCsWP/ju3bdyAqKqrF2yMdQ3sOuSnXlOHanbMoLi1AmVqFck0p\nytSlKNOoUK4uRZmmtOqnWoUyjarOrA6hvlGYOvwF2Mjt2jxWYqi1+0mRqgDfbX8PqVn3k/mo4OGY\nPvLFZs90UlGpgU6nbfVZcWqoyotx/c45XEmKw/U7Z+s80t7bJQiThz7XaW/wTEq/gR93fdqkew5k\nEis42rjCUekKBxtXJCTdxM2MOIN1+gQOwpRhz8Oyk0yr2Jq02kqk5abAQmgBa0slpCJLsydK5tZe\n3zknruzH70e+R6W2os4ynhfA1c4Lnk5+8HD0h6eTP1zsPNts9pbi0gKs/mO5/qFYADB52HMYEj62\nTfbXEK1Oi7M3j2HzkX8bfIZ5OPph5iML4WTr3u4xGdNthty8+OKL+Pnnn7F161YEBwfr662srGBp\naQmg9RP6o0evIDe3HOPHvwKBwLbF2yMdQ3t9uN7JiMePD0wx1hxSkQwThsxF/5CR3f6LsT21Zj/J\nyr+Hb7b9HbmF9y+LPxI1BY/1f6rT/E212krE3TyGHTE/Gdw4x4FDVMgIPB79dKe5gZYxhiPnd2Bb\nzDrodPcvu7s7+CK3KLPBewoaIpNYYerwFzrkmGFiPu15EiklMwG/H/03NBVqeDj6wdPRD55O/nC1\n92732atU5cX4+o/lBicxJgyejRF9JrT5vsvUpbiRch5XEs/g6p2z+mk1gaqpVkf3ewJjop7sUNPG\ndpuEnud5cByHB8Ndvnw5li5dCqD1E/oajImh0/XFoUNn8fDDD3eaL2Bi3JHjB8BzPIYMHNEm22eM\n4fil3dhybA20usrGX1ALx/GQiKSQiGTIL842WBbkGY7pI1+ErbVja4ZL6tFaX8JJ6Tfx/fb39TcN\nchyPqcNfwMBej7Q4RnMo15RhX+wmHL6w3eAhN2KRFGOinsTQiLHtMmdzc5WqS/Dr/lW4dPuUvk4m\nluOZR15FT5++YIxBVV6M7II0ZOWnGf4sSKtzFa1GiHckpj/8IhSWdPKHGOrOEzGUqVX4ZtvfcSf9\npr5u7IAZeCRqSqvvK7coE1cSz+BK0hkk3L1q9PvXTuGEZ0YvhK9rx3uibbdJ6E3RVgk9AHz66Q58\n//1BnDoVCzs7Gv7QWR2/tAebDn8HBoaBoY/g8YHPQCZpvZufNRVqbDj0NeJuHNXXScWWiAwcDKnY\nEhKxJaQiGaRiGSQiGaRiea3fLSG2kOgPGG/dvYL1B1YhpzBDvy2xhQSPD5yJQWFjusTsDx1Za3wJ\nX06Mxdrdn+mTQAuhCLMffQ29fDv/EL7sgnT8cWwNriSdMah3tHHFxCFzO+Qc1KlZiViz62ODKyVe\nTgGY89jfTDpQ1jEdCkvykF2QXp3o30PKvTtwsfHFlDGz6GQPMao7J/RA1UmA77a/j9v3rurrWuMK\npY7pkJKZgCuJsbiSeMZgxpoHKSxtERk0GGMemgZJGw1RbClK6Gtpy4T+0KGLCAz0h4vLGAgENq26\nbdI+Yq8fxs/7vjKos5LZYNKQuegTOLjFX8ZZ+WlYs/Njgw8Vdwdf/HXsG7BTODVrm5oKNXae/AVH\nzu8wuDnRzzUE0x9eAEela4tibqqSsiLcy07CvZw7uJedhNzCTDjZuqNf8DD4ugZ3qIMMrbYSienX\ncTPlIrQ6LbydA+HjEgxrS9P+/bb0S/j4pT3YdOR7/WPrLaXWeP7xt+HjUvf+n87sevJ5bDn6H2Tm\n3zWoD/GOxKQhc+GodDNpO1XJci5yCjOQU5iJ3MIMaHWV6OHZGwHuoS16vD1jDCeu7MPmoz8YjC8e\nEj4WEwbPbtEVhe6erJHGUR+p+i77944PDZ5bMKLPeAzsNcZgvZrvYQ7V38f6H/e/n+9mJ+FK0hlc\nTYozmB72Qe4Ovgj16YdQ337wcPTr8AfclNDX0pYJfQ2dTori4mCsX78DL7zwQofvIKTKxYRT+HHX\nJ/XO193DMwJThr8ABxuXZm3/0u1T+HnfvwwejtI/ZCQmD3++VR4ik5R+E78eWInMvPtJk4VAhLHR\nT2FYxOMtSnaM0TEdcgoycC8nCfeyq5L3uzlJKGzg5kE7ayf0Cx6Gfj2GNbsdW6pIVYDryWdx9c5Z\n3Ey+UOcmTgCwVzjD1zUYPi494OsaDCdbd6MHIs39EmaMYefJX7DvzO/6OjuFE+aNX9buB2DtRaut\nxLFLu7Dn1AaDNhfwQgyNGItHoqZCKraEpkKNnMIM5BZlIqcgA7lFGcgpyEBOUSZyizINhvDUZiWz\nQe+AgegTOBg+LkFN+txVV5Rj46FvcebGEX2dWCTF9JEvtspYd0rWSGOoj1SpqNTgPzs/xrU7Z9tk\n+wKBEEHuYejp2w+hPn2htHJok/20FUroa2mPhJ4xhocfXg5v71D8+99rwfMd54wkMe568nl8v/0D\n/Xg6G5kjerr1x5W04yhU3Z+b10IgwiMPTcWIPuNNPmOn1WnxvxM/4+DZP/R1QoEFpgx7HgNCR7Xq\n+6iorMDe2I04ELfZ4MDEyzkQTz28AC52ns3arqq8GFn595CWk4y72Um4l5OEtJxkaCrKmx2rr2sw\nooJHoHdANKRiy2ZvpzE6psPdrERcTYrD1TtnkZJ5q8nbkInl8HYJgq9LD/i4BsPLKQAiC3GTvoS1\n2kqUa0pRXlGG3ac2IPb6Yf0yT0d/PD/uHZOvDHRmxaUF2HnyF5y8csDgipJMYgUhL6z3KZRNYWvl\ngN6BgxAZNBhu9j4NJvcZealYs/MTZOSl6utc7bwwd+zrJl85aAwla6Qx1Efuq9RWYO3uzw3uYWkJ\nuVSBnj59EerTDz08w9tsxq/2QAl9Le2R0APA2bMJCA8PBc9HgecVKCwsbFbjk7Z3+95VfL11hX4M\ns4ONK4YFTIVUJEfPXiHYefIX/Hlxl0Hy4WLnianD/w9+biENbrtIVYC1ez5Dwt0r+jpba0fMfez1\nNp3GLzUrEb/u/xfu1ZoOTCAQYkzUk3g4cqLRu/a1Oi1yCzORlX8Pmfn3qn/eRVZ+GkrKCuusXx8L\ngQgudp5wc/CBm4M3bK0ccfXOWZyL/9PozCAWAhHC/B5Cv+Dh6OEZ3ipXEsrUKtxIuYhrSXG4lnyu\nwUuuSisH9PSOhEQkQ2L6daRkJhid0q02nhfAw8EXMoEtxEIJ7ByUKFeX6RP2ck3V72pN1e9qTRkq\ntPXcKOnVB3Me+1un/pJpjtSs29h89Ackpl1v0uvkUgXsFE6wVzjDXuGMMrUK52/F1Ps3dlS6oU/g\nIEQGDYHTAwl63I2j2HDoG4MD04dCRmLKsOfrPEWzJShZI42hPmJIq63EntjfcOHWSeh0WrDq/wDg\n/g8GVKen+m/n6rJMaoVgrz7o5dsPXk4BrX6F2lwooa+lvRL6GjqdFPv2ZeLtt79AXFwcDb/pYFIy\nE7Byy7tQa6qesKm0csArkz9EYnzVGPeaD9fkjFv47dA3uJudaPD66NBReHzgTFhK6j7cKTHtOtbs\n+gRFqvtnHEO8I/HMI68aXb+1abWVOHB2C/ac3mhwJ7+bgw/G9n8KqvIiZOan6RP3nIKMJs+4YyWz\nqUrc7b3h7uADV3sfOCpdjT7+u6JSgytJZxB77TCuJ58zOrTJ2lKJfj2GIip4RJ2rCYwxaCrKUapW\nVc3Jry6p9btK//u97CTcTrtmMNVgbTzHw8c1GD29I9HTpy+cbT0M/l1WVFbgbvZtJKbdQFL6dSSm\n3WjSAU1T9A8ZiSdHzOtQ06K1J8YYzsUfx7bja/XzvPO8ALZWDrBXOMOuOmm3r07gba2dIBXL6mxH\np9Mi4d5VnL35Jy4mnESpusTo/twcfBAZOBhhfg/h8PkdiLm8R7/MQijClGEvoH/Pka3+PilZI42h\nPkJMQQl9Le2d0APAq6/+gEGDojBx4rPgeUfk5OTA3t6eknszS89Nwb9+f1s/VaCVzAavTP4QjkpX\nox+uWp0Wxy7sxM5Tvxqc0ZNLFZg4ZC76Bg3RT5t69ML/sPX4Wn1SyYHDo/2nYXTUlHa/KTQ9NwW/\n7F/ZrKEmNSwEIjgoXeFs6wE3Bx+4VyfxzZ1TvEhVgLM3jyH2+iGDqwi1udp5QSgUoay8BKWaqmS9\nviS9MZZSa4R49UFPn77o4RnRpFmLGGPILkhDYtoNJKZfR1LajTo3d5qi9nSjlhIrPBQyAkPCx9Ln\nAKoOojLyUiETW8LGyt7oAaGpKrUVuJF8Aefij+NS4mmThoU52rhi7tjX4Wrv3ez9NoSSNdIY6iPE\nFJTQ12KOhB5A9dz4HCornTFgwPNYseJ9jB3b/k9DI1WyC9Lx1aa39ON1ZRIrvPzE+3C19wLQ8Idr\nfnE2fj/yb1xOjDWoD/IIx/jBs3AgbgvOxR/X18skVpg1ZhGCvXq31dtplFanxZHzO7Dr5K/1Dv0A\nqqbtclS6wUnpVvXT1h2OSlcorVr+qO/63MtOwunrh3H2xlEUt+KZcHdHX/T07ouePn3h6ejXqpdc\nVWVFSEy/gdPnj4GBwdvLDxILCSTV04uKLaT65L3mp4VQRMl7O9NUqHH1ThzO3fwTV++cNTqUqnfA\nQEwb+aLRM/+thZI10hjqI8QUlNDXYq6EvkZCQhoWL/4Rmzf/AJ73A8dJkJ6eDlfXrjmzRUeUX5yN\nrza9hbzqhzKJRVIsmPh3eDkH6Ncx5cP10u1T+P3Ivxt8JLynUwDmmjh/dXvIyk/D7lPrkVlwD/YK\n5/uJu9IdDjaubZrUNEarrcSNlAs4ff0QLifGGp3NxEIoglRsCZlYDqnYsu7vEktYyZQIdO8Fhbzt\nH95DX8KdR5lahcuJsTh780/cTLkAAS/E+MGzMDjssTY/0KJ+QhpDfYSYghL6Wsyd0Nem00mwceN1\nrFy5ATExJ8waS3dRpCrAv35/C1kFaQCqEsR5E5bB362nwXqmfriWa8qw6+SvOHpxp34u8RoDe43B\npCF/hYWw4z4Rs6MqLS/B3ewkWAhFkIktqx+uZdnh2pK+hDunMnUpANamsyvVRv2ENIb6CDFFSxP6\n7nm3Vjvg+XKcPXsEf//7VGi1aeB5F6SkpMDd3R0CQde4I7sjKS0vwddbl+uTeQEvxF/HvlknmW8K\niUiKSUP/in7Bw7Dh4NdIzboNC4EIT46ch6jg4a0Vercjk8gR6NHL3GGQLsqcV6IIIcRcKKFvQ59+\nOgcAwNhZqNVKjBo1G99//wOGDRtm3sC6mHJNGb7Z9nekVd+AyXE8Zo1ZhBDvPq2yfQ9HPyx+8hPc\nybgFe4Vzt5hPnBBCCCGdBz0VqR1wHJCcfBlDh/pj8GAldLoS5OXl4YsvvjB3aJ2eprLqcdLJGfH6\nuhmjXkJEQHSr7ofnBfB17UHJPCGEEEI6HEro20lQkDv+/e8XIRCkgOOO4fffP0dMzAHodGowxpCV\nlYX09HRzh9mpVGor8OPOT3Hr7mV93ZRhz9NwGEIIIYR0KzTkxgw4TotevWwQHj4CHHcIOp0TVq78\nCcXFOvzzn1/q5zunafCM0+q0uH3vKg6d3Ypryef09Y8PnInB4Y+ZMTJCCCGEkPZHCb2ZDBjQo/q3\nSggE91BcfBvTp4+CTncJgBMWLFiBUaNGYdKkSeYMs8Oo1FYgPvUyLiScwOXEWKjKigyWj+43BaP6\nUlsRQgghpPuhhL6D+PLL56p/S0FFRRI2b16PJUsmQ6vNBs/b4R//+BizZs3qVnPaV1RqcCPlAi4m\nnMTlxFiUqVVG1xsW8TjGDniqnaMjhBBCCOkYKKHvgCwsBLh58xsolaVg7BQyMjT45JN/YMGCp6DT\nVUCn47BgwQKsWrUKQmHX+hOqK8px7c45XEw4iatJZ6Cu59HuCktbhPsPQJ/AQfB1DW7nKAkhhBBC\nOo6ulQ12IUqlHEDVDDlisRr//e/LkMsvAbiGq1dzcfjwXnBcFnQ6a+TmluGll17Chg0bzBt0M2kq\n1Lh0+xQuJpzEteRzqKjUGF3P1soB4f4DEBEQDS/nQPAc3dNNCCGEEEIJfSdga2uFxx+Pqi5VwslJ\nh5Ur50AgOAvGeJw4cQG5ucnQau8AsMb58wn49NPP8dtvvwEA1Go1BAJBhzybH596Gb/s/xfyi7ON\nLndQuCA8IBoR/gPg4ehHNwoTQgghhDyg42V4pFHOzko4OysBABynw8CB3vD3fxoCwWUwBpw4sRsK\nhQZa7U0ACvz2207s2rUf69evB8dxuHr1KtLS0jBq1CizvYeKSg12nPgZR85vr7PMxc4T4X4DEO4/\nAK72XpTEE0IIIYQ0gBL6LsDe3hr29tYAqoboPPvsCJSUlEEgqHrYUkZGDHr0EIGxk9DpLLFjxy/I\nyCjAiBF9wXGWWLfuF2RkZGDJkiUAgJSUFACAp6dnm8SbmpWIn/d9ifTcFH2dTGKF4b0fR4R/NJxs\n3dtkv4QQQgghXREl9F2QTCaGTCbWl19/fWL1vPa5AHIRGipBVJQneP44AAHOndsBLy8vaLVXAVji\n66//CalUjnffXQ6OE2L16tWwtrbGzJkzAQBnzpyBTCZDz549AcDkOfN1Oi0OnP0Du09tgFZXqa/v\n4dUbMx5+CQq5bWs2AyGEEEJIt0AJfTdRO+H+y1/61VqixdKlkyAQ8BAIEgEACkU+wsOV4Lj9YEyC\nc+f2on//iOqEX4QffvgKvXqFokcPN3CcGIsWvYng4BA8//zz4DgOv/zyC7y9vTFw4EAAwMWLF8EE\nFTh87Xckpd+ATqsDL+AhEooxfvBsDOo1hobVEEIIIYQ0EyX0BA4OCoPykiVTqn/TguNUeOedcbCy\nkuoT/vBwK/TpIwDP/wmAR2rqWQwYoIROFwtAjP/971eMHTsC/fu7gjEh/vbWAgjtNfDv4wIAOLjh\nAsIje+KrD1bBUemGjz/+GP369cPIkSMBAJs2bUJQUBDCwsIAVF0RcHFxgbt71VCcnJwcWFpaQiqV\ntnnbEEIIIYR0dDTvH2mUr6+zQdI/f/5j6N+/Bziu6qbcDRsWY+LEMAgEWRAIUjFrVj9ER1tDVX4G\n/9n1CYqRA0tl1RAgnuOglMkxdfRDcLC5DcZO4cSJ3SgsvASt9gq02hv49dd/Iz4+BlptMrTae/jo\no+U4cWIftNp86HRFeOGF57B9+x/Q6Sqh0+nwzDPPYNu2bWCMgTGG1157DQcPHtTH+/nnn+P06dP6\n8p49e5CYmKgv796926B86tQppKWl6cs3b95Efn6+vpyeng6V6v5DroqLi1FRUaEvM8Za2uSEEEII\nISYTLF++fLm5g2gtarVa/7tEkmzGSLqXquE6An3Z398VqXk5+GbbPtzLzoObnz2slFI4KRX4v/Gj\nsfDFcQju4QKe14DjShEU5IRevRwgl5eB5/PAWDl697aDg0MZeD4d8fEJiIqyhZubChyXgp07jyA6\n2g6+vqUAkvDDD5sQFWWPgAAG4B6++upHhIXZIiBADMYy8MEHXyIoSImAADkYy8Py5f+Aj48N+vTx\nAmOFWLRoCdzcrBEQ4AjGSjB//itwcpIjIMAVjJVj7tznYWsrR2CgJxjT4KmnnoZSaYXAQB8wpsPk\nyVNgbS1HYKA/GAPGjRsHS0tLBAUFAQBmzJgBmUwGf39/AMDcuXNhaWkJX19fAMD8+fNhaWkJb29v\nAMDixYshk8ng6ekJjuPw1ltvwdLSUn+FYvny5ZDJZHBzcwMAfPjhh5DJZPqnCH/++eeQSqVwcam6\nIvLVV19BKpXC2dkZALB69WpIpVI4OTkBAL777jtIJBI4OjoCAP7zn/9AIpHAwcEBALB27VpIJBLY\n29sDAH766SeD8q+//gqxWAw7OzsAwIYNGwzKGzduhFgshq1t1T0Sv//+u0F5y5YtEIlE+vLWrVsh\nEomgVFbN5LRt2zaIxWJ9efv27RCLxbCxsQEA7Nixw6C8c+dOiEQifXnXrl0G5d27d9cpi8ViKBRV\nB6179uyBSCTSH7RdvnwZIpFIv3zfvn2wsLAwKD+4vHZ5//79DZYPHDhgsD1jZZFIBGtra6PlgwcP\ntqh86NAhWFhYtGn5wf11pfK2bdtgYWGBgIAAo8sPHz5M5W5eLiwshKWlJVxdXTtEPFRuv3JTGOaw\nkia/nhJ60qrK1BpsPByDHTFxqKi8f+Pr0IgQzBk7ErbWVuA4zmDMvIuLLSwt73feXr28YWd3/x/D\n0KGhcHW1q74iAEycOAC+vo7gOB04TouJEx9CYKADhMIKcFwZoqJ8ERJiD5lMDZ4vgpubNcLC7KBQ\nlIPnc5GXl4GQEDn8/cXg+Szk5+ciMtIWTk6l4Pl0JCQkoV8/W7i5lYLnU3H69AVERSng6VkKjkvG\ngQMn0a+fAj4+peC4RGzdegAPPWQDP79SAIn46acdGDBACX9/DWoOOPr1UyIgoBJAMr77bj0iI5XV\nByB3sXr1f9G7txIBATwYS8NXX/0HYWG28Pe3AGNp+OKLb9Gzp7K6nI5PP12NkBAb+PuLwVgm/vGP\nr9CjhxL+/hIwloUPPvgCgYE28PeXgrEsvPfeZwgIUMDf3xKMZWPFik/g719TzsWyZR/Bz88G/v5W\nYCwP77zzfq1yLt5+++/w9VXA398ajOVhyZIV8PFRwN9fAcby8eaby2qVC/DGG+/C29sG/v42YKwA\nr7/+Dry9FfD3V4KxAvztb2/Dy+t++bXX3oKXl42+vHjxklrLC7Fo0Zvw9FTA398WjBVi8eIl8PCw\nri4XYdGiN6vLdmCsEAsXvlFdtgdjRbXKdmCsCK+++nqtcjFeffV1uLsr9Ou/+urf4O6ugJOTGBYW\narz33j8Mlr/yymtGytb1LC/Gyy8vbnHZza3+8ksvLeoEZWv4+ztUlxd2qfJrr70Fd3cF+vTxM7p8\nwQIqd/eyo6MM/v4OsLMTd4h4qNz25YAAX3Dc/clJTEEJfS2U0JvXrbvp+GbbXiTczdDXKeQy/PWx\nkRgSHgIB3zYjvEQiocEVAjs7K0gkIn3Z29sJVlYyfdneXgwbG5n+DHJUVCAcHe8PKRo6NBQuLvdn\n3Hn00Uh4ejroDygmTHgIPj6O4DgGjmOYOnUQ/Pycqss6zJgxFAEBzuB5LTiuEuPG9UNQkCOEQi04\nToNRo3qhRw9HiESV4LgyDB4chOBge0gkFeB5FSIjvasPSDTg+RKEhrqiZ097yOUa8HwxAgMdERpq\nBysrDXi+EN7etggNtYW1tQY8XwAXFzl69bKDQqEGzxfA3l6KsDA72NiowfP5sLGxQFiYLZRKNXg+\nD8luSjMAACAASURBVHI5j7AwJWxt1eD5XEilQHi4Lezsqsoika5WOQcCQQXCw21hb68Gz2cDUCM8\nXAkHh6qyTleO8HCb6nIWKivLEB6uhKNjOXg+C2p1CSIilHB0rFpeXl5TrlpeWlqIiAglnJzU4PlM\nlJQUoHdvJZycysHzmSguLkB4uA2cnauWFxXlIyLCBs7OVcsLCvLQu7eyupyB/PycWsszkJeXg969\nDcsREdZwcakq5+ZmIyJCAbE4HQJBJhjTondvhX55dnYmeve2MShHRDxYrlk/HVlZmbVeX7ecmZlR\na3vGyxERCri6Gi9nZKSjd+/ml9PT274cEWHdZcs3b95ASIgUwcFio8vT0tIM2oPK3a/s48Pg7FwK\ne3t1h4iHym1fdnLyBs/bNCmXaWlCz7EuNOC3sLBQ/7tCccyMkXQv5RoNth8/g+OXbxjURwb6Ysrw\naMgkTTtKbWu3bt0CAP0lckKMoX5CTEH9hDSG+kj3o9WGQSDwatJrDHNYRQNrGtdpboo9duwYxo0b\nB3d3d/A8j3Xr1pk7JALgevJdfPTzFoNkXioWYdaYYZj16PAOl8wTQgghhHQ1nWbaSpVKhbCwMMya\nNQszZ86kecvNrFStxtZjsTh1Ld6gPtTHE0+OiIZCbmmmyAghhBBCupdOk9A/+uijePTRRwEAs2fP\nNm8w3dzlxGT8dugEilSl+jpLiRiThw1An0BfOtgihBBCCGlHnSahJ+ZXUlaOzUdP4ezN2wb1EQE+\nmDJsAKxk9KAnQgghhJD21mUT+pqbUEjLMcaQkJGDo1cTUKa5/wAlmcgCQ3v6w9/FARn37iKjgW10\nRNRHiCmonxBTUD8hjaE+0n1UVIhRWprdpNe09KbpLpvQk9ahUmtw9EoCbmfmGNQHuTlicLAfpCIL\nM0VGCCGEEEKALpzQ0/RQLcMYw5kbCdhy/BxK1Rp9vUIuw7QRA9HTx9OM0bUMTSFGTEH9hJiC+glp\nDPWR7kerDWrRtJXN0WUTetJ82QVF2Hz0JK7duWtQHx0ahPGDoiAVi+p5JSGEEEIIaW+dJqFXqVT6\no1ydTofk5GRcuHABdnZ28PDwMHN0XYOqrBx7Yi/g+KXr0Op0+npbazmmjxyEIE83M0ZHCCGEEEKM\n6TQJ/ZkzZzBixAgAAMdxWLZsGZYtW4bZs2djzZo1Zo6uc6uorMTRC9ew/8xFlGk0BsuGhIfg8ei+\nENNYeUIIIYSQDqnTJPTDhg2DrtZZY9JyOsZw9uZt/O9EHPKLVQbLfFwcMWHwQ/BxcTRTdIQQQggh\nxBSdJqEnrSs+NQ1bj8fiblauQb2DjTXGDeyHMD+v/2/vvsOjrPL+j7/vmZRJJ50kpAEhlIB0pEiR\nJkUEKQI2UEFlVZSfsqugwgMPqKjYQMVFHnZZdkFdRLGB0kUsIKgUAelgAoEQSEif+/dHZJZZ2oQk\nTMrndV25mHPXL+Fc4TMn5z6jD4gSERERqQQU6KuZ309ksHT9dxc88OrnY6NXm2a0T6mP1WpxU3Ui\nIiIiUlIK9NVEZvZZPv1mExu378Y0Tcd2T6uVLs1T6NqiiVavEREREamEFOiruLz8Ar7a9DMrN/9M\nfmGhY7sBtG6QRO+2LQgO8HNfgSIiIiJSKgr0VdiB1OP8ddmXZGafddpePy6GWzq0IiY81E2ViYiI\niEhZUaCvorbtO8i8T1c5jcpHh4VwS4dWNIiv5cbKRERERKQsKdBXQRt++ZXFK7/G/sdceV+bNwNu\naE2r+nWxWPTAq4iIiEhVUupAv2HDBjIzM+nYsSN+fpqL7U6mafLZtz/y+bc/OraFBPrzYP+eRAbX\ncGNlIiIiIlJeXB6unTp1Kr169XLa1q9fPzp06ECfPn1ITk7mwIEDZV6guKaoyM4/v1rvFOZrhYcy\nbsjNCvMiIiIiVZjLgX7hwoU0aNDA0f74449ZtmwZf/7zn/nnP/9Jfn4+kydPLpci5fLy8gt45+MV\nbNy2y7GtflwMjwzqTaCfrxsrExEREZHy5vKUm8OHD1O/fn1H+4MPPqBu3bpMnz4dgF9//ZV33323\n7CuUyzpzNoe3ly7n4LF0x7bWDZIY1rWDPiBKREREpBpwOdAbhkFRUZGj/eWXX3Lrrbc62jExMaSm\nppZtdXJZxzIyeXPpF5zIPOPY1rN1U3pf3xzDMNxYmYiIiIhcKy4P4darV48lS5Zgmiaff/45R48e\ndZpTf/jwYYKDg8ulSLnQ/tRjzHxvmSPMG4bBbTe2p0/bFgrzIiIiItWIyyP0TzzxBEOHDiUkJISs\nrCwaNmxIt27dHPu/+uormjVrVi5FirNf9h5k3mcrKSgs/o2Jp4eVEb260Lh2vJsrExEREZFrzeVA\nP2TIEEJCQvjkk0+oUaMGY8aMwdPTE4CTJ08SGhrKnXfeWW6FSrGvf97J4lUbMP9YY97P5s3ofj1I\njIpwc2UiIiIi4g4uBfr8/Hw2btxIXFwcM2fOvGB/SEgIS5YsKfPi5D9M0+TTjZv54rstjm2hgQE8\n2L8nEcFBbqxMRERERNzJpTn0VquVrl27smLFivKuRy7iWEYm//fZKqcwHxsRxmNDblaYFxEREanm\nXBqht1qtJCQkcObMmSsfLGXm0LF0vvzhJ7bs2e+YYgPQIL4W9/S+EW8vTzdWJyIiIiIVgctz6MeO\nHctLL73EyJEjiYyMLM+aqjXTNNlzJJUVP2xl54EjF+y/vmE9bruxvdaYFxERERGgBIE+OzsbPz8/\nkpKS6N+/P3Xq1MHHx+eC48aPH1+mBVYXdtNk276DrPh+K/tTj1+wv358DN1bXkdSrSg3VCciIiIi\nFZXLgf7JJ590vF6wYMElj1OgL5miIjubdv3GV5t+4vcTp5z2GYZB07oJdGvZhNiIMDdVKCIiIiIV\nmcuBfu/eveVZR7WTX1DIxu27WLnpZ06eyXLaZ7VaaNMgiRubN9ZDryIiIiJyWS4H+oSEhHIso/o4\nm5vHup92sGbLNrJycp32eXt60r5xfbo0a0SQv5+bKhQRERGRysTlQH/Orl27WL16NcePH2f48OEk\nJiaSn59PamoqkZGReHt7l0edld7J01ms3vIL3/yyi7yCAqd9fj42OjdtyA1NGuJr0/dPRERERFzn\ncqC32+3cf//9zJ07Fyie3922bVsSExPJy8sjJSWFZ555hscff7zciq2Mjhw/yVebf2Lzrr3Y7abT\nvuAAP25s3pi2jZLx8izxeysREREREdcD/bRp05g3bx5Tp06la9eutG3b1rEvICCAQYMGsWTJEgV6\nipee3HXod77a/NNFl56MCq1B1xZNaFGvjpafFBEREZFScTnQz5s3j5EjR/LUU0+Rnp5+wf6UlBQ+\n/vjjMi2usimy29myex9fbf6Zw8dOXLC/bq0oujZvTMOEWhiG4YYKRURERKSqcTnQHz58mDZt2lxy\nv4+PT6X9JNl9vx8j40wWQX6+BPr5EuTnW6IpMHkFBWzctotVP/7CydPOK9YYhsF1dRPo2rwx8TXD\ny7p0EREREanmXE6tkZGR7N+//5L7N2/eTHx8fFnUdE39uHsf8z5decF2Hy8vAv19CfL1Kf7zvLB/\n7rWH1cKGX35l3U87OJub53S+p4eVNg3r0aVZCuE1Aq/VX0dEREREqhmXA/2gQYN46623uOuuuwgN\nDXXa99lnnzF//nz+/Oc/l3mB55s9ezYzZswgNTWVRo0a8corr9ChQ4dSXXPDLzsvuj0nP5+ck/mk\nnTx10f2X4mfz5obrGnJDkwYE+F74SboiIiIiImXJ5Scyn332WeLi4mjWrBm33347ANOnT6dNmzb0\n6dOHpk2bOn2abFlbtGgRjz76KBMnTmTLli20a9eOXr16cejQoau+Zl5+AXuOpDra8ZHhBAf4YbWU\n/EHV0KAABnduy+R7htL7+uYK8yIiIiJyTbg8Qh8UFMTXX3/NzJkzWbx4MTabjfXr11OnTh0mT57M\nE088gc1mK7dCX375ZUaOHMm9994LwGuvvcbnn3/Om2++ybRp067qmr8eOkJRkR2A6LAQ/t/QfgDY\nTZOzuXlkZp3l9NmzZGadJTP7LKeznf/MzskjOiyYLs0bc12deCxX8UZARERERKQ0SrT4uY+PD089\n9RRPPfVUedVzUfn5+WzevJnx48c7be/RowcbNmy46utu2/ef0f1GCbGO1xbDwN/Hhr+PjRhCrvr6\nIiIiIiLlzeVA36VLFyZOnEjXrl0vun/VqlVMmTKFlSsvfMC0tNLT0ykqKiIyMtJpe0REBKmpqRc9\nZ/fu3Ze9pmma/LRnv6Md6HHlc6Rq0b+3uEL9RFyhfiJXoj5SfRQUeHP27PESnZOUlFSqe7o8R2TN\nmjWkpaVdcn9aWhqrV68uVTHXUvrpbLLz8gGweXpQM1gr0YiIiIhI5VOiKTeXc+TIEfz8/Mrqck7C\nwsKwWq0XvKFIS0sjKirqoudc6Z3Ob9/+6HjdqHY8yfXqlb5QqRTOjZKU9t2wVG3qJ+IK9RO5EvWR\n6qeoKBmrtWRLuWdmZpbqnpcN9EuXLmXp0qWYpgnAnDlz+PLLLy847uTJk3z55ZeX/eCp0vDy8qJF\nixYsX76cgQMHOravWLGCwYMHX9U1t+3/z/z5lMTYyxwpIiIiIlJxXTbQb9u2jcWLF2MYBgDffvst\nmzZtcjrGMAz8/Pzo0qULM2fOLLdCx40bx5133knr1q1p164db731FqmpqTzwwAMlvtaZszkcTC2e\n22QYBvXja5V1uSIiIiIi18RlA/35K9pYLBb++te/Otagv9aGDBnCiRMnmDp1Kr///juNGzfm008/\nJTa25KPrOw4cxvzjdWJUBH4277ItVkRERETkGnF5Dr3dbi/POlzy4IMP8uCDD5b6OpdarlJERERE\npLIp8SchrVixgqeeeopRo0axc+dOALKysli7di0ZGRllXmBZKyqys/PAEUe7kebPi4iIiEgl5nKg\nz8nJoWfPnvTs2ZPnn3+ed999l6NHjwLg6enJoEGDeO2118qt0LKy9/c0cvKLl6sM9vcjKjTYzRWJ\niIiIiFw9lwP9hAkTWLNmDQsWLODAgQOOlW8AvL29GTx4MMuWLSuXIsvS9vNWt2mYGOt44FdERERE\npDJyOdAvXryYMWPGMHz4cGw22wX7k5OT+e2338q0uPKg+fMiIiIiUpW4HOjT09Np2LDhJfcbhkFO\nTk6ZFFVeTpw+Q+rJUwB4Wq3Ui412c0UiIiIiIqXjcqCPjY1l+/btl9z/9ddfV/hPQTt/dD6pVhRe\nnmX2QbkiIiIiIm7hcqC/4447mDNnDuvWrbtg3vmbb77J4sWLufvuu8u8wLK0fZ/z/HkRERERkcrO\n5SHqv/zlL3z77bd07tyZevXqATB27FjS09NJS0vj5ptv5tFHHy23Qksrv6CQ3Yd/d7S1XKWIiIiI\nVAUuj9B7e3vzySef8Pe//53k5GTq169PQUEBzZs3Z/78+Xz44YdYrdbyrLVUdh06SkFREQA1Q2oQ\nGhjg5opEREREREqvRJPIDcNg+PDhDB8+vLzqKTfbzluuUqPzIiIiIlJVlCjQr1q1infffZd9+/aR\nkZHhtBa9aZoYhnHZB2fdxTRN5/nzWq5SRERERKoIlwP9iy++yPjx4/Hx8SE5OZnw8PALjqmoH9L0\n+4kMMrKyAfDx8qJ2VKSbKxIRERERKRslCvTt27dn2bJlBAUFlWdNZe785Srrx8dgtbr86ICIiIiI\nSIXmcrLNycnhjjvuqHRhHjR/XkRERESqLpcDfefOndm6dWt51lIusnPz2Pf7MQAMoEF8LfcWJCIi\nIiJShlwO9G+88QZffvkl06dP59ixY+VZU5naeeCw4+HduJrhBPj6uLkiEREREZGy43Kgj42N5b77\n7mPChAlERUVhs9nw8fHBx8cHX19fx58Vzfnz5xtpdRsRERERqWJcfih2woQJTJ8+nVq1atGiRYuL\nzqWvaKvc2O12dhw47Ghr/ryIiIiIVDUuB/o5c+bQt29fPvzwQyyWyrFKzP7U42Tn5gEQ6OdLrfBQ\nN1ckIiIiIlK2XE7mBQUF9OnTp9KEeYDt+8//MKlaFe43CCIiIiIipeVyOu/bty9r1qwpz1rKnObP\ni4iIiEhV53KgnzhxIjt27GDUqFF8++23/P777xw7duyCr4oi40w2R9JPAmC1WEiOi3ZzRSIiIiIi\nZc/lOfQNGzYEYOvWrcydO/eixxiGQVFRUdlUVkrnT7epG1MTm5eXG6sRERERESkfLgf6Z5555orH\nVKQ56ud/OmxDrW4jIiIiIlWUy4F+0qRJ5VhG2dt18KjjtebPi4iIiEhVVXmWrCmh/MJCAMJrBBIR\nfOGa+SIiIiIiVUGVDfTnaHReRERERKqyqh/oNX9eRERERKqwKh3ovT09qRNT091liIiIiIiUm0oR\n6OfMmUOXLl2oUaMGFouFgwcPunReclw0HlZrOVcnIiIiIuI+lSLQ5+TkcNNNNzF58uQSnaf58yIi\nIiJS1bm8bKU7jR07FoAffvihROdp/XkRERERqeoqxQj91agVEUqQn6+7yxARERERKVeVYoT+akQF\n+rF79253lyEVmPqHuEL9RFyhfiJXoj5SfRQUeHP27PESnZOUlFSqe7pthH7ixIlYLJbLfq1du/aq\nr58QEVKG1YqIiIiIVExuG6F/7LHHuOuuuy57TGzs1c+Bb9+yORbDuOrzpeo6N0pS2nfDUrWpn4gr\n1E/kStRHqp+iomSs1vgSnZOZmVmqe7ot0IeGhhIaGlpu11eYFxEREZHqoFLMoU9NTSU1NZVdu3YB\nsG3bNk6ePEl8fDzBwcFurk5ERERExH0qxSo3b731Fs2bN+eOO+7AMAz69OlDixYt+Pjjj91dmoiI\niIiIW1WKQD9p0iTsdjt2u52ioiLHn1eagy8iIiIiUtVVikAvItWX3W7HNE1H+9yb+nMKC53bBQWF\nFBUVOdr5+QVO7bw853Zubj6Fhf9p5+TkObXPnr1yu6Cg0NHOzs69bDsrK8epfebM2RK38/MLLtk+\nfbps25mZ2de8nZdXedpnzuSQn1941eerXfXb6h/Vt30tWSdNmjTJLXcuB3l5eY7XNtsBN1YiFdnJ\nkycBHA9lF4clE4ul+P1tWloGFosFT8/iR0x27DiEh4cVHx8vADZu3ImnpxV/fx8AVqz4EW9vTwID\niz/I7N//3oDN5klwsD8A8+d/ha+vN6GhgQC8/fbn+Pp6ER4eBMDMmUvx97cRGVkDgOnT38Pf30ZU\nVPHSq5MmLcTf30Z0dHG9Tz45n4AAH2rVCsM04f/9v7kEBPhSq1YYAI88MoeAAB/i4iIAgzFj3iQg\nwJf4+EjAYNSoNwgI8CUhoSZgcM89rxIQ4EtiYhRgcNddLxMY6OdoDx8+g6Agf2rXjgYsDB36AkFB\nAY724MHPERQUQJ06MYCFgQOnnde2MmDAVIKCAqhbtxZg4eab/+ePdiymaaFPn8kEBQU62r17TyIo\nKICkpFhM0/rH/iCSkuIwTesf5weRlBR/0Xa/fv9DjRpBJCUlYJoe9Os3hRo1gh3tW245v+35RzvE\n0e7fv7gdHl4Dw/Bi5MhZF91f3Paif/8pBAeHkJSUiGl6MmDAldpTndq33nquXRvT9OLWW/+X4ODQ\nCtMeOLAs2mElaoeEVJ728OEvEhwcSrNmTSpEPWpXvLa/fyCJifHUqBFZIepR+1q0m2KxBJYomzhn\nWFuJzoVK8lCsVG9paRn4+/vg51fcwdet20bdulGOwPv3v6+iTZt61KsXA8ALL3xAjx7NaNq0NgCP\nPPIOQ4Z0oH37hoDB2LF/Z/DgttSt2wDThH79pvDQQ/3p1et6wMLdd0/loYcG0rt3B8DCuHHTGTPm\nNnr3Tgbgf/7nBR54YAh9+jQFLLz88gs8+OBwoqLqAgbvvPMiDz6YSFxcfcBg0aKXCQ5uTJ06KYDB\n0qUziYpqSXJyU8Bg+fKZ1KnTkYYNmwMGa9e+QqNGPWjSpDUA3333Gs2b16So6HoAtm59jbZtoykq\nagcY7Nz5OunpcdjtNwDw229vkJGRgGkWtw8ceJ3MzNqYZicAjh59nTNn6mKanf/4/r5OdnYypnkj\nAOnpr5GT0xDT7ArAqVOvk5vbyNE+ffo18vIaYZrdAMjOfp38/MaYZncAcnJep6CgyR9tg7y81ygs\nvM6xv6joNez2pkAPAEzzNUyzGdDzj39x57bF8jrQzHG8xfIGhtEcKL6e1foGFksLDKN4v6fnbKzW\nlhhG8X4vr9lYrc0xjOJ6vb2d2zbbbDw8mmMYxX8/H5838fBozunTkQD4+q5w2u/r+9Z/tWPx9GyB\nYRR///z84i7b9vePd2oHBCT80e7yRzseT8/ml217ebW4ZDswMKFM20FBiWXQbo5hdHa57e3dotK0\nvb2jyM+vV2HqUbvitfPz65GZ2RTDaF4h6lG7/NsWS3EeuZYM8/zfZVdy56/hGRR09R9KJWXr999P\n4u9vIyCgeAT7o4++pXHjeBITawLw9NML6Nu3Na1bJ1M8IvwCd93VjZ49WwOe3HzzBO6//1b69OkE\neNCv36OMGjWYm2/uBljp3/9B7rnnNvr160nxiPC9jBw5jH79+gAWBgy4k7vvHs6AAf0BC1279qJf\nv5sZO/ZRwMKQIUO46667uPnmmwEYNWoUgwcPpkeP4oA4fvx4+vbtS6dOxYF46tSp9OjRg9atiwP3\nq6++SseOHWnWrBkAc+fOpU2bNqSkpACwaNEimjVrRr169QBYunQpjRs3pnbt4jccy5cvp379+sTF\nxQGwdu1a6tatS3R0NADfffcd8fHxREYWB8wtW7YQExNDeHg4ANu3b6dmzZqEhBS/wdmzZw/h4eEE\nBRX/BmD//v2EhIQQGFg8WnDkyBGCgoLw9y/+DUJaWhoBAQH4+hb/+6Snp+Pv7+8YITh16hQ+Pj54\ne3sDcPr0aWw2G15exb+xyM7OxsvLC09PTwBycnLw9PTEw6N4vCA/Px+r1YrVagWgsLDQ8eFxUDyl\nxjAMjD+WmjVN0/HanX744QcAWrZs6eZKpCJTP5ErUR8RVzhn2KASn69ALyV29mweFouBzVYc6N5/\n/2tSUuKpX78WpgkPPfQ2ffu2pmfPVoAnt946mdtv782tt/YEPLjtticYNKg3gwffAngybNgY+ve/\nmaFDBwMeDB06gv79+zN06DAMw+Chhx7ipptuom/fvhiGwcsvv8z1119Pu3btAFi8eDEpKSk0bNgQ\nKA7ECQkJjoC8a9cuwsLCHIF39erVeHt707Zt22v8nZPKRP8JiyvUT+RK1EfEFaUN9JpyIxc4ePA4\nvr7ehIUVj+jOnv0pKSlx3HBDY8DCPffMok+fDgwffgvgzUcfzeX06TCSkloC3pw9u5jDhyOA7hiG\nleTkFRhGElZrcwAGDLiLxMS6WK0JAEycOIWwsDAsluIOPHfuu9hsNscI7qxZs5zqGzdunFN7yJAh\nTu2OHTs6tc+NjJ9zbmRaREREpCpQoK+GTNOkqMiOh0fxFIiFC9cQHR1Cp05NME0PJk/+Ny1aXMf9\n998O2NixYwm5uUV06NAR8CYxcR1nzkT9MW/Z4LbbRhESEoLVGgXAc8+9iK+vLxZLcfd6/vnnne5/\n++23O7WbNGni1A4ICCifv7iIiIhIFaRAXw1s3vwbpmnSokVdTBMmTPgHAQGBjB8/CvBjx44VbNuW\n/sfIti/XX3+IwsJCrNbiKSz33TcWLy8vxxPb06dPd7p+nz59nNrn5nqLiIiISPlToK+CVq36iYyM\nLAYM6IBp+rNq1WH27z9G06aDAV/i4w+xadMWLJZWf4ywj+b06dOOwD5q1Cin61133XVu+FuIiIiI\niCsU6KuAdeu2sWHDTp54YhimWYP09AD+9rc19O//DIZho2NHXwIDt2C11gLg3ntHM3q01bGSyLnV\nWERERESk8tEnxVZCmzbtYeTIV7Hb/SkqisXLqwELFnwHdMViaU2XLsMZMeJ+LBYfDMOgVatWTqPu\nHh4eFWJZQBEREREpPQX6SmD37qP06zcVuz2UoqI6xMR05d///h67/QYsluto3rw3M2e+hsVSHNTD\nwsIYOHCgu8sWERERkWtAgb4CKiwsYurURRQW2rHbQ4mL68x33+1n794IrNaG1KzZhI0bN2K1Fk+b\n8fT0pFu3bu4uW0RERETcQIG+gti7N5WsrBxM08BiCeGDDzazdq0Vw2iLt3cy33//A3Xq1HEc36BB\nA02bEREREREFenc69yG9pgljx87j/ff3Yre3wzBu4LnnZlKzZm1HaI+NjVWAFxEREZELaJUbN3nl\nlY/IyTEZP/4xIIIRI8axb99+rNYQAHr27OneAkVERESkUtAI/TVit9vZuzcV0zQoKoqladO+vPfe\nZqzWRlit4QwcOIjHH3/c3WWKiIiISCWjQH+NbNt2iPbtn+TUqRQsluvo2PFmVq5c6e6yRERERKSS\nU6AvR/v2pZKdnYvdHkjDhrdyxx0j2bPnOIZhYLFYqFGjhrtLFBEREZFKTnPoy9HTTy+iTp0UJk16\nEYvFgxkzZri7JBERERGpYjRCX4YKC4v48cffME0rRUV1mDJlFunpBRiG3jeJiIiISPlQoC9DBw6k\n0737JFJTk7BYGpCYmMysWbPcXZaIiIiIVGEaOi6lbdsOEhlZg5CQBBIS2jB+/EkOHz5FVJTWjBcR\nERGR8qdAX0qzZ6/Aag3h1Vf/isViYfz48e4uSURERESqEU25uUqmCUVF8TzzzCy8vUMBjciLiIiI\nyLWnQF9Cpmly331vsH27icWSQmRkDDNmzMAwFOhFRERE5NpToC8xg3btOjB8+NOYprtrEREREZHq\nToHeRaZpYppgt8czcuQE1q1bh8Wib5+IiIiIuFeFT6QZGRk8/PDDNGjQAF9fX+Li4hgzZgwnT568\npnU88sg7vPXWd1gsKRiGhcDAwGt6fxERERGRi6nwgf7o0aMcPXqUGTNm8Msvv7BgwQLWrl3L95Xg\n8AAAEvVJREFUsGHDrmkdDz88mrfe+ogTJ67tGwkRERERkcup8MtWNmrUiA8++MDRrl27NjNmzKBv\n375kZWXh7+9fbvcuKiqisNCOh0ciSUlN+PHHPppmIyIiIiIVSqVMp5mZmXh7e+Pr61uu95kz5wv6\n93+Z/Px6GIZVYV5EREREKpxKl1BPnTrF008/zejRo8s9YN9zzwiio+vx66+7y/U+IiIiIiJXyzBN\n9yy+OHHiRKZNm3bZY1avXk3Hjh0d7aysLHr16oWnpyeff/45Xl5eTsdnZmY6Xh87Nveq6rLb7aSl\nZVKzZgpZWbWx27W+vIiIiIiUn6SkJMfroKCgEp/vtkB/4sQJTpw4cdljYmNj8fHxAYrDfO/evTEM\ng88+++yi023KItBv3XqAMWP+xuuvz6ZOnaQrnyAiIiIiUgqlDfRueyg2NDSU0NBQl449c+YMvXr1\numyY/2/nf2NKonbtGygsbENYWAQtW7a8qmtIxfbDDz8A6N9XLkv9RFyhfiJXoj4irjh/UPpqVPhV\nbs6cOUOPHj04c+YMH374IWfOnOHMmTNA8ZsCT0/PUt/DNE3WrdtG+/ZdMYymDB3aqtTXFBERERG5\nFir8Q7GbNm3i22+/ZceOHdSrV4/o6Giio6OJiYnhm2++KZN7nDhxhhEj3uCNN77GYin9GwQRERER\nkWulwo/Qd+7cGbvdXq73CAmJYeXKNfz662/leh8RERERkbJW4QP9tWCacSQk1CYhoa67SxERERER\nKZEKP+WmPGVkZDFo0PN89dVOd5ciIiIiInJVqnWgt9k86d69Gx999Km7SxERERERuSrVesqNzWbj\nvvsexWqt4e5SRERERESuSrUdoc/OzsVuD8diKfni/SIiIiIiFUW1DfQPPDCbDh3+xI4dO9xdioiI\niIjIVau2U27mzp3AJ5+cJjIy0t2liIiIiIhctWob6K3WBAYM0DKVIiIiIlK5VbspN1lZOXz++U+Y\nZpS7SxERERERKbVqF+gPHUrnL3/5GyNG3O/uUkRERERESq3aTbmpXz+OH374mjNnrO4uRURERESk\n1KpdoDfNUKzWUIKDDXeXIiIiIiJSatVqys2ECQv4xz9+oKCgwN2liIiIiIiUiWoV6Fu3bsyCBcvI\nyMhwdykiIiIiImWiWgX6vn2H8MUXX2jteRERERGpMqrFHPrCwiIMwwPDiHF3KSIiIiIiZapajNB/\n+OFGGjT4E++//4m7SxERERERKVPVYoT+1lvbERl5A3a7v7tLEREREREpU9Ui0EMoHTq0wzC0VKWI\niIiIVC1VfsrNunXbyM0NV5gXERERkSqpSgd6u93Oc899SL16N3L27Fl3lyMiIiIiUuaq9JQbi8XC\nRx/NIy0tCF9fX3eXIyIiIiJS5qp0oDdNC4ZRi+joAHeXIiIiIiJSLqrslJtPP/2Bl176kszMQneX\nIiIiIiJSbqpsoI+ODmXTpgMsWbLE3aWIiIiIiJSbKjvlpkmTpixc+BCGUWXfs4iIiIiIVN0RetOM\nVZgXERERkSqvyibeZ555G9M03V2GiIiIiEi5qrKBPiYmTh8mJSIiIiJVXqUI9KNGjaJu3br4+voS\nERFB//792bFjx2XPGTNmzDWqTkRERETEfSpFoG/VqhXz589n586dfPHFF5imSbdu3Sgs1JKUIiIi\nIlK9VYpVbkaPHu14HRcXx5QpU2jatCn79u0jKSnJjZWJiIiIiLhXpRihP192djbz5s0jKSmJxMRE\nd5cjIiIiIuJWlSbQz549m4CAAAICAli2bBmffPIJHh6V4hcMIiIiIiLlxjDdtLbjxIkTmTZt2mWP\nWb16NR07dgTg9OnTHD9+nKNHj/Liiy+yfft2Nm/eTEBAgOP4zMzMcq1ZRERERKQ8BQUFlfgctwX6\nEydOcOLEicseExsbi4+PzwXbCwoKCA4OZtasWdx9992O7Qr0IiIiIlKZXU2gd9ucldDQUEJDQ6/q\nXLvdjmma2O32Mq5KRERERKRyqfCT0H/77Tfef/99unfvTlhYGIcPH+a5557DZrPRt29fp2Ov5h2N\niIiIiEhlVuEfivX29mbNmjX06tWLpKQkhg4dSlBQEN988w3h4eHuLk9ERERExK3cNodeRERERERK\nr8KP0JfE7NmzSUxMxMfHh5YtW7J+/Xp3lyRusnbtWvr160etWrWwWCzMnz//gmMmTZpETEwMvr6+\ndOnShe3bt7uhUnGn6dOn06pVK4KCgoiIiKBfv35s27btguPUV6q3WbNmcd111xEUFERQUBDt2rXj\n008/dTpGfUTON336dCwWCw8//LDTdvWT6m3SpElYLBanr+jo6AuOuZo+UmUC/aJFi3j00UeZOHEi\nW7ZsoV27dvTq1YtDhw65uzRxg+zsbJo0acKrr76Kj48PhmE47X/++ed5+eWXeeONN/j++++JiIig\ne/fuZGVlualicYc1a9bw0EMP8c0337By5Uo8PDzo1q0bGRkZjmPUVyQ2NpYXXniBH3/8kU2bNnHj\njTfSv39/tm7dCqiPiLONGzfyzjvv0KRJE6f/e9RPBKB+/fqkpqY6vn7++WfHvlL1EbOKaN26tTl6\n9GinbUlJSeaTTz7ppoqkovD39zfnz5/vaNvtdrNmzZrmtGnTHNtycnLMgIAA8+2333ZHiVJBZGVl\nmVar1Vy2bJlpmuorcmkhISHmnDlz1EfEyalTp8w6deqYq1evNjt37mw+/PDDpmnqZ4kUe/bZZ82U\nlJSL7ittH6kSI/T5+fls3ryZHj16OG3v0aMHGzZscFNVUlHt27ePtLQ0p/5is9no2LGj+ks1d/r0\naex2O8HBwYD6ilyoqKiIf/3rX+Tm5tKxY0f1EXEyevRoBg8eTKdOnTDPe0RR/UTO2bt3LzExMdSu\nXZthw4axb98+oPR9pMIvW+mK9PR0ioqKiIyMdNoeERFBamqqm6qSiupcn7hYfzl69Kg7SpIKYuzY\nsTRr1oy2bdsC6ivyHz///DNt27YlLy8PHx8fFi9eTHJysuM/WvUReeedd9i7dy8LFy4EcJpuo58l\nAnD99dczf/586tevT1paGlOnTqVdu3Zs27at1H2kSgR6kbLy33PtpfoYN24cGzZsYP369S71A/WV\n6qV+/fr89NNPZGZm8t577zF06FBWrVp12XPUR6qPX3/9lQkTJrB+/XqsVisApmk6jdJfivpJ9XHT\nTTc5XqekpNC2bVsSExOZP38+bdq0ueR5rvSRKjHlJiwsDKvVSlpamtP2tLQ0oqKi3FSVVFQ1a9YE\nuGh/ObdPqpfHHnuMRYsWsXLlShISEhzb1VfkHE9PT2rXrk2zZs2YNm0a119/PbNmzXL8H6M+Ur19\n8803pKen06hRIzw9PfH09GTt2rXMnj0bLy8vwsLCAPUTcebr60ujRo3Ys2dPqX+WVIlA7+XlRYsW\nLVi+fLnT9hUrVtCuXTs3VSUVVWJiIjVr1nTqL7m5uaxfv179pRoaO3asI8zXq1fPaZ/6ilxKUVER\ndrtdfUQAGDBgAL/88gtbt25l69atbNmyhZYtWzJs2DC2bNlCUlKS+olcIDc3lx07dhAVFVXqnyXW\nSZMmTSrHWq+ZwMBAnn32WaKjo/Hx8WHq1KmsX7+eefPmERQU5O7y5BrLzs5m+/btpKamMnfuXBo3\nbkxQUBAFBQUEBQVRVFTEc889R3JyMkVFRYwbN460tDTmzJmDl5eXu8uXa+RPf/oTf/vb33jvvfeo\nVasWWVlZZGVlYRgGXl5eGIahviL85S9/wWazYbfbOXToEK+88goLFy7khRdeoE6dOuojgs1mIzw8\n3PEVERHBP/7xD+Lj47n77rv1s0QAePzxxx0/S3bt2sVDDz3E3r17efvtt0ufTcpmIZ6KYfbs2WZC\nQoLp7e1ttmzZ0ly3bp27SxI3WbVqlWkYhmkYhmmxWByvR44c6Thm0qRJZlRUlGmz2czOnTub27Zt\nc2PF4g7/3T/OfU2ePNnpOPWV6m3EiBFmfHy86e3tbUZERJjdu3c3ly9f7nSM+oj8t/OXrTxH/aR6\nGzp0qBkdHW16eXmZMTEx5qBBg8wdO3Y4HXO1fcQwTRee2BARERERkQqpSsyhFxERERGprhToRURE\nREQqMQV6EREREZFKTIFeRERERKQSU6AXEREREanEFOhFRERERCoxBXoRERERkUpMgV5EpBLo3Lkz\nXbp0cXcZFzhy5Ag+Pj6sWrXKbTXMmjWL+Ph48vPz3VaDiIg7KdCLiFQQGzZsYPLkyWRmZl6wzzAM\nDMNwQ1WXN3nyZJo2berWNxv33nsveXl5vP32226rQUTEnRToRUQqiMsF+hUrVrB8+XI3VHVpx48f\nZ/78+TzwwANurcNms3H33Xfz0ksvoQ8/F5HqSIFeRKSCuVgo9fDwwMPDww3VXNqCBQsAGDBggJsr\ngdtuu42DBw+ycuVKd5ciInLNKdCLiFQAkyZNYvz48QAkJiZisViwWCysXbsWuHAO/f79+7FYLDz/\n/PPMnj2b2rVr4+fnR7du3Th48CB2u50pU6ZQq1YtfH19ueWWWzhx4sQF912+fDmdOnUiICCAgIAA\nevXqxdatW12q+cMPP6RVq1YEBgY6bU9LS+O+++4jNjYWm81GzZo16d27N9u3b7+qe+/atYthw4YR\nERGBj48P9erV47HHHnM6pnnz5oSEhLBkyRKXahcRqUoq1nCPiEg1NXDgQHbv3s0///lPXnnlFcLC\nwgBo0KCB45iLzaH/17/+RV5eHo888ggnT57khRdeYPDgwXTu3Jl169bx5JNPsmfPHl577TXGjRvH\n/PnzHecuXLiQO++8kx49evDcc8+Rm5vLnDlzuOGGG/j+++9JTk6+ZL0FBQV8//33jB49+oJ9gwYN\n4pdffuHhhx8mMTGRY8eOsXbtWnbv3k3Dhg1LdO9t27bRvn17PDw8GD16NLVr12bfvn0sXryYmTNn\nOt23efPmfP311yX4rouIVBGmiIhUCDNmzDANwzAPHDhwwb5OnTqZXbp0cbT37dtnGoZhhoeHm5mZ\nmY7tTz31lGkYhtm4cWOzsLDQsX348OGml5eXmZuba5qmaWZlZZnBwcHmvffe63SfjIwMMyIiwhw+\nfPhla92zZ49pGIb56quvXnC+YRjmSy+9dMlzS3LvTp06mQEBAeb+/fsvW49pmubo0aNNb2/vKx4n\nIlLVaMqNiEglNnDgQKcpL61btwbgjjvuwGq1Om0vKCjg0KFDQPFDtqdOnWLYsGGkp6c7vgoLC+nQ\nocMVl6E8N30nODjYabuPjw9eXl6sWrWKjIyMi57r6r2PHz/O2rVrGTFiBPHx8Vf8XgQHB5Ofn09W\nVtYVjxURqUo05UZEpBKLi4tzagcFBQEQGxt70e3nQvauXbsA6N69+0Wve/6bgcsx/+sBXm9vb55/\n/nkef/xxIiMjadOmDb179+bOO++kVq1aJbr33r17AUhJSSlRLRVxeU8RkfKkQC8iUoldKnhfavu5\n0Gu32wGYP38+MTExJb7vuTn+FxuFHzt2LLfccgtLly5lxYoVTJkyhWnTprFs2TI6depU6ntfSkZG\nBt7e3vj5+ZXZNUVEKgMFehGRCuJajizXqVMHKA7mN954Y4nPj4uLw9fXl3379l10f0JCAmPHjmXs\n2LEcOXKEpk2b8r//+7906tTJ5XufO+7nn392qaZ9+/Y5PUQsIlJdaA69iEgFcW5k+eTJk+V+r5tu\nuokaNWowbdo0CgoKLtifnp5+2fM9PDxo06YN33//vdP2nJwccnJynLbFxMQQHh7u+MCsnj17Xvbe\nx48fB4oDf6dOnfi///s/9u/f73TMf0/1Adi8eTPt2rW7bN0iIlWRRuhFRCqIVq1aAfDkk08ybNgw\nvLy86Nq1K+Hh4cDFQ+zVCggI4K233uL222+nWbNmjnXeDx48yOeff05KSgrz5s277DVuueUWnnji\nCTIzMx1z9H/99VduvPFGhgwZQsOGDfH29ubTTz9l586dvPTSSwAEBga6fO/XX3+dDh060KJFC+6/\n/34SExM5ePAgixYtcszFB9i0aRMZGRn079+/zL5HIiKVhQK9iEgF0aJFC6ZPn87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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1497,7 +1497,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": { "collapsed": false }, @@ -1506,7 +1506,7 @@ "data": { "image/png": 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3N7///juLFy9mz5497Nu3D1NT0xQ5vsicoqOjMTIykmReZHiKomBkZJTk3aY0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\nKPNzV1dXi9cOHTpExYoVcXV1ZebMmVz9J4EPRgahYs4QERFBzpw5n6u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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1532,7 +1532,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": { "collapsed": false }, @@ -1541,7 +1541,7 @@ "data": { "image/png": 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CAEII0TF3MzWXXb5LQQAhpPP55JNPIJFIcOrUKXh6egIApk+fDl9fX8yfPx/x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8Tf8pcT7ogIaMDUMaGYEh4CGwtzo7eb1DX61AOcSUrBpZQM8vb8mAhEBWnv7hk7LBbRDThwitjx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\nARsbGwQHM9bn3Llz8dxzz9GT9tWr1+DTTz8Hn+8OP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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1571,7 +1571,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": { "collapsed": false }, @@ -1580,7 +1580,7 @@ "data": { "image/png": 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vRt++fREcHAxvb2+l9rNmzYK5uTkWL14MqVQKADh16hRGjRqFdu3aYcWKFUhP\nT8eUKVNgb2+vMibgo48+wq+//gp/f3/Mnj0bjx49wtq1a3H58mVcuXIFenp6AErGEsTGxmL06NGY\nPn06pk2bBkdHx0q9NsYYUlJS0KZNm9d4h6qOkoAqys6T4sGTm2jVuAMMxcZ1HQ4hhBBCyFtn4cKF\nKCoqwrlz59CsWTMAQEBAAFq3bo25c+fiypUrSu0lEgnCwsIgELzs7PLZZ5/BxsYGFy5c4J8O+Pj4\nwNfXF87Ozny7ixcvYtOmTdi5cyfef/99vn7AgAHw9vbGb7/9hmnTpgEouYF/+PAhDh06hMGDB1fp\nte3evRtJSUlYtmxZlfZ/XZQEVAFjDBsPLsej57Fwsm6BeeNW1XVIhBBCCCFaOXYpCCf+2VMjxx7g\nORYDu46vlmPJ5XKcPHkSQ4YM4RMAALCwsIC/vz9Wr16N1NRUWFpa8tumTZumlAA8e/YM0dHRWLBg\ngVL3IB8fH7Rr1w65ubl83Z9//gkjIyP0798faWlpfH2rVq1gZWWF0NBQPgkAgMaNG1c5Abh79y5m\nzJiBbt26YfLkyVU6xuuiJKAKsvIy8Oh5LAAgMeUB8gtzIdarvYEnhBBCCCFvu9TUVOTn56NVq1Yq\n21q3bg0ASEhIUEoCyiYLAJCYmAgAaNGihcoxWrRogaioKL58//595OTkwNraWmM8ZTVt2lTLV6Is\nOTkZgwYNgpmZGfbt21dr05S+ipKAKkh+8VipnJGdRkkAIYQQQkgd0zQ7jzYUCgUsLCywZ4/6pyRm\nZmavfS6pVAo/Pz9kZWXh/PnzsLGxqVKs1YGSgCpITn81CUiFXSOnOoqGEEIIIUR7A7uOr7YuOzXJ\n0tISBgYGuHv3rsq20rqyffrVcXIquT+7f/++yrZX65o1a4aQkBB4enrWyNSiBQUFGDJkCGJjYxES\nEsI/zagrNEVoFSSnP1EqZ2SnaWhJCCGEEEKqQigUYsCAATh8+DDi4uL4+vT0dOzYsQMeHh5KXYHU\nsbW1RadOnbBz505kZWXx9WfOnMGdO3eU2o4bNw4KhQJfffWVynHkcjkyMzOr/FrkcjnGjh2Lf/75\nB3v37oWnp2eVj1Vd6ElAFbz6JCAzh5IAQgghhJDq9vXXX+PUqVPo0aMHZsyYwU8RmpWVhdWrV2t1\njBUrVmDQoEHo0aMH/P39kZmZiXXr1qFdu3bIycnh23l7e2PGjBlYtWoVbty4gf79+0NPTw+xsbHY\nt28fli+aWKdjAAAgAElEQVRfjokTJ1bpdcybNw+HDx/GkCFDkJaWhl27diltnzBhQpWO+zrqzZOA\nc+fOYejQoXBwcIBAIMCOHTvKbZ+QkACBQKDyc+rUqdeO5dUkID07VUNLQgghhBBSVa1bt0Z4eDhc\nXV2xcuVKLF26FHZ2dggJCUGPHj2U2moaYPvOO+9g7969kMvlWLhwIf7++29s27YN7u7uKvusXbsW\nW7duRXp6OhYtWoTAwECEhIRg7Nix6NOnT4Xn0iQ6Ohocx+Hw4cOYOHGi0s+kSZMqdazqUm+eBOTm\n5qJDhw6YNGkSJk6cqPWbf/LkSXTs2JEvvzqoo7Ky86TIzc9SqqPuQIQQQgghNaNDhw44evRouW38\n/f3h7++vcfuIESMwYsQIpbphw4apbRsQEICAgIByzxcfH1/u9leFhoZWqn1tqDdJgJ+fH/z8/ACg\n3A/5Vebm5rCysqq2OF59CgAAmZQEEEIIIYSQeqTedAeqqpEjR8La2ho9evTAvn37Xvt4apOAnBdQ\nKOSvfWxCCCGEEEJqw1ubBEgkEqxevRp79+7F8ePH4evri7Fjx2L37t2vddwUNUmAXCFDdp70tY5L\nCCGEEEJIbeEYY6yug6gsiUSC9evXV3qE9syZM3H+/HlER0cr1UulL2/gHzx4UO4xTt3ahWRpgkq9\nX4cAWErsKxUPIYQQQsjrcnJyqnCqTFI/paam8qseq1N2JWQTE5NKHfutfRKgjoeHR4U3+RWR5r3s\n/28ibsT/nltITwIIIYQQQkj9UG8GBleHqKgo2NnZldvG3d1d47a8ghzkXyiZT1Yk1IFLc3eE3zwB\nADC3Moa7m+Z9Sf0XGRkJoPxrhDRsdI0QbdB1QrRRmeukoKCgpsMhdUQikZR7DZTtzVJZ9SYJyM3N\n5b/FVygUSExMRFRUFCwsLNC4cWMEBgbiypUrCAkJAQDs2LEDurq66NSpEwQCAQ4fPoxffvkF33//\nfZVjKLtSsLWZPSxMrPkyTRNKCCGEEELqi3qTBFy5coVfpIHjOCxZsgRLliyBv78/fv31VyQnJyst\nKc1xHL7++mskJiZCKBSiVatW2LZtG957770qx1B2ZiAb88YwNXrZHYiSAEIIIYQQUl/UmySgd+/e\nUCgUGrdv27ZNqVy6CltVFBYWoqCgQGWAhVISYNEYZpKXg3AyaNVgQgghhBBSTzSogcHakMszERp6\nEiNHDodCoQBjDJcuXcLMmTP5JECalour5+/ATPLySQAtGEYIIYQQQuoLSgJeIRCcR2FhJBwdRQCC\nwVgYEhND8OxZDJJfPAQApD6V4vyZUBjpMwi4krcwO1+KIllhHUZOCCGEEEKIdupNd6DawnHAsGEe\nGDbMA0ARgCL07dsEbdubYvO/g47NrSQYOsAdQuENmBiZ8+MBMrNfwMqs/NmHCCGEEEIIqWv0JEAL\nFhbGMLYw4Mvt2jfGmDE9UFwsxbUz93Bq11UAQGYOdQkihBBCCKkP/P390aRJk7oOo85QEqCl5PQM\n/ndrczMAgFSai+ePU+HRryUAGhxMCCGEEFKfcBxXK+fJzc3FkiVLMHDgQFhaWkIgEGDlypW1cm5N\nKAnQUnJ6Jv+7jbkpAMDKyhQLvxkDM2sJACCdBgcTQgghhNQbjLFaOU9qaiqWL1+O27dvw83NDUDt\nJSCaUBKgpeQXqkkAAJhJDAEABXlFuPzP5VqPixBCCCGEqMrNza3V8+Xn52vcZmdnh6SkJCQmJmLT\npk21GJVmlARoSd2TAAAwkxghMzUHu749jUvnr9RFaIQQQgghb63o6GgMHDgQJiYmMDIygo+PD8LD\nw5XabN++HQKBAKGhoZg9ezasra0hkUj47QcOHED79u0hFovh4uKCv//+W+25GGNYu3YtXFxcIBaL\nYW1tjalTp+LFixdK7ZydneHn54fTp0/D09MTYrEY33//vcbXoKurCxsbG/4cbwKaHUgLhcXFSM/K\nBgAIOA6Wpi8XETOTGMKkkSFGzfZGq1bN6ipEQgghhJC3TkxMDLy9vSGRSLBgwQLo6elh8+bN6Nu3\nL4KDg+Ht7a3UftasWTA3N8fixYshlUoBAKdOncKoUaPQrl07rFixAunp6ZgyZQrs7e1VuuR89NFH\n+PXXX+Hv74/Zs2fj0aNHWLt2LS5fvowrV65AT08PQElXntjYWIwePRrTp0/HtGnT4OjoWDtvSjWh\nJEALzzOkKM3ZGpkaQ0ck5LeZSYzAcRzMrIyQmf0CCkUxOE5U5/28CCGEEELUWbqV4atfVeu/nAws\nnaJ6/1LZ9tVp4cKFKCoqwrlz59CsWcmXrQEBAWjdujXmzp2LK1eUe2FIJBKEhYVBIHjZ2eWzzz6D\njY0NLly4wD8d8PHxga+vL5ydnfl2Fy9exKZNm7Bz5068//77fP2AAQPg7e2N3377DdOmTQNQ8m3+\nw4cPcejQIQwePLimXn6Nou5AWtDUFQgAxHq60NPRAQDk5ORj/oKPMGPGjFqNjxBCCCHkbSOXy3Hy\n5EkMGTKETwAAwMLCAv7+/rh69SpSU5VnZpw2bZpSAvDs2TNER0fjgw8+UOoe5OPjg3bt2int++ef\nf8LIyAj9+/dHWloa/9OqVStYWVkhNDRUqX3jxo3rbQIA0JMArWgaFAyUPA4ylRgiJT0T+blFyEiK\nxQ8rt9Z2iIQQQgghb5XU1FTk5+ejVatWKttat24NAEhISIClpSVfXzZZAIDExEQAQIsWLVSO0aJF\nC0RFRfHl+/fvIycnB9bW1hrjKatp06ZavpI3EyUBWii7RoDNv2sElGX2bxJgYmGI+f59YWdXCMYY\ndQkihBBCyBtn6RQOS6fUXPu6JBaLq7yvQqGAhYUF9uzZo3a7mZnyPeDrnOtNQEmAFpS6A1mYqmw3\nlxjxv2dk50IgSMCTJxyePctGly5daiVGQgghhJC3iaWlJQwMDHD37l2VbaV1Zfv0q+Pk5ASg5Fv+\nV71a16xZM4SEhMDT0xOGhoZVjLr+oDEBFSiWyZAmLZkZiANgZWai0sbU6OWFkpGdg6tX76JTp26I\niIiorTAJIYQQQt4qQqEQAwYMwOHDhxEXF8fXp6enY8eOHfDw8FDqCqSOra0tOnXqhJ07dyIrK4uv\nP3PmDO7cuaPUdty4cVAoFPjqq69UjiOXy5GZmalSX5/Rk4AKPM/I4udztTCRQFek+paZvfIkYFDX\nzrh2bQ0cHOrvYBFCCCGEkLr29ddf49SpU+jRowdmzJjBTxGalZWF1atXa3WMFStWYNCgQejRowf8\n/f2RmZmJdevWoV27dsjJyeHbeXt7Y8aMGVi1ahVu3LiB/v37Q09PD7Gxsdi3bx+WL1+OiRMnVvm1\nrFu3DpmZmXwycebMGRQVFQEAZs+eDWNj4yofuyooCahAReMBgJerBgNAZnYuRCIhnJwsoVDEgrFG\nADgaH0AIIYQQUkmtW7dGeHg4AgMDsXLlSigUCnh4eGDr1q3o0aOHUltN91rvvPMO9u7di0WLFmHh\nwoVo3rw5tm3bhgMHDuDs2bNKbdeuXQs3Nzf873//w6JFiyASieDk5ISxY8eiT58+FZ6rPKtXr+YH\nKnMch+DgYJw6dQocx2HixImUBLxpypsetJTyk4CXGeXz57FYvHgdLCwc8d1339VckIQQQgghb6kO\nHTrg6NGj5bbx9/eHv7+/xu0jRozAiBEjlOqGDRumtm1AQAACAgLKPV98fHy526trn5pEYwIqUNGg\nYEB5TEBmbh7kCgUAIDVVComkGJ9+OqdmgySEEEIIIaQSKAmogDZPAnREQkgMSqaJYowhKzcPAODi\n4ow1aybC1FTKjysghBBCCCGkrlESUA6ZXI7UTClftjZTnwQAyuMCMrJzlbYJBPG4ezcK165dq/4g\nCSGEEEIIqSRKAsqRmpkFhaLkG3xziRH0dHU0tjUzUj8uAABOnbqEnj19VaaiIoQQQgghpC7QwOBy\naNMVqFR5TwJ69myHO3fWwtzcr3oDJIQQQgghpArqzZOAc+fOYejQoXBwcIBAIMCOHTsq3OfmzZvo\n1asXDAwM4ODggOXLl1fqnNoMCi6laYYgABCL9WBpaQwgFowxGh9ACCGEEELqVL1JAnJzc9GhQwf8\n9NNPEIvFFc7PmpWVhX79+sHW1haRkZH46aefsGrVKqxZs0brc6aUWSPAWsMaAaVMy3kSUCoxMRqj\nRw/BqlWrtI6BEEIIIYSQ6lZvugP5+fnBz6+kO01588CW2r17NwoKCrBjxw7o6emhbdu2uHv3Ltas\nWYO5c+dqdc7kF2W7A5mU29a87JOAnBy1bZ49S4erqy1mzvyPVucnhBBCCNEGY4wWJn3L1HTPkXrz\nJKCyIiIi4O3tDT09Pb6uf//+SEpK4ldrK49coUBK2ZmBXmNMQKnu3dti4cKh0NNLAGMK5OXlVRgH\nIYQQQkh5dHV1UVBQQN2N3yKMMRQUFEBXV7fGzlFvngRUVnJyMhwdHZXqrK2t+W1OTk7l7v9Cmg25\nvGTRLxNDAxiUSSbUMTIQQygQQK5QIK+gEIXFxdDTUT+bkEAQj7Cwy5g69RvcunULYrFY25dFCCGE\nEKJEIBBAT08PhYWFdR0KqUZ6enoQCGru+/q3Ngmo6iOxBw8eAAAeJqfxdcb6unx9eQz1dZGVVwAA\niLp1B+ZGBhrbbt9+AIsXj0dMzE0oFG/tA5m3UmRkZF2HQN5wdI0QbdB1QrRB1wkpT4sWLaq871t7\n92ljY4Pk5GSlupSUFH5bRdJzXnbVMZdovpkvS6L/8mlBTn5BuW0XLRqO7t3NIZHEQiiU4+bNm1qd\ngxBCCCGEkNf11j4J6NatGz777DMUFhby4wKCg4Nhb29fbleg0owq4uFTvq510yZaZVr28Ul4ml4y\njkBsbKp1dvb55+sQFnYPFy5EQCgUarUPqX2l38a4u7vXcSTkTUXXCNEGXSdEG3SdEG1IpdKKG2lQ\nb54E5ObmIioqClFRUVAoFEhMTERUVBQeP34MAAgMDETfvn359u+99x4MDAzg7++P27dvY//+/Vi5\ncqX2MwNVsFBYeLQZpn3XAeHRL6cONTUqOzhY/QxB6rRoYYrDhxeD4/K13ocQQgghhJCqqjdJwJUr\nV+Dm5gY3NzcUFBRgyZIlcHNzw5IlSwCUDPaNi4vj2xsbGyM4OBhJSUlwd3fHrFmzMH/+fMyZM6fC\ncykUCqSUkwTk5Akx9DMPbD3siJFfuKOouGT8QdkFwzI1zBCkzpQp/WFpCQCRSEl5iJUrV9IIf0II\nIYQQUmPqTXeg3r17Q6FQaNy+bds2lbr27dvj7NmzlT5XenYOiuVyAIBErA9Dsb7S9phEI2Rml0zZ\nlJaph/Ab5ujT+UW5qwZrR4rhw/+DPn0G0ly/hBBCCCGkxtSbJwG1qewiYdYWqisFe7SRYurQl2sN\nHIuwAqDdWgHlEQgE2LJlBpYv7we5PBVAzS8UQQghhBBCGh5KAtSoaDwAAAz3TuF/P/5vEqA0JiAn\nt0o38O3aOUIgKIJAcBVHj/6OiRMnVvoYhBBCCCGElIeSADW0SQJ6u6VBX7eky1DsE0Mkv9CDWE8X\nYr2SbkIyubzCaULLU1ych88//wLTp79LTwMIIYQQQki1qjdjAmpTcnoG/7umJMBAX4EVH92Fo3U+\nfN3TYGwoAwCYGRkiv7AIQMm4AIlB1VYD1tXVwbVr/4VIJIJC8QiAAzIzM2FhYVGl4xFCCCGEkJqV\nmHwfadIUuLbwgkDwZk/7TknAKxhjrzwJUB0TUOrjMfEqdWYSIyS9KEkiMrJz4WhtWeVYdHREABTg\nuBuYOXMh7O3bYOHChVU+HiGEEEIIqRmPnz/Ej399AblchruJ1/F+/9l1HVK5qtQdKCcnB7m5lR/4\nWh9kZOeiqLjkW30DfT1IDF7ODDR1RQes3+eEzGzNuZPy4OCqzBCkKjc3DzExNzBlSmfI5c/AmAK7\nd+9GZmZmxTsTQgghhJAaFxK5H3J5yT3kPzFnEJN4vY4jKl+FSQBjDKdPn8bMmTPh6uoKfX19GBsb\nQyKRQCwWw83NDTNnzkRISEhtxFvjXh0PUDpV5+04I/x6xBGz1rigybu+yM1X/4jHVGma0OpJlCQS\nA4SGfgMbm2IIBJF4+HAvPv54FgQ0ooMQQgghpM69yEpBVGyEUt2e07+gsOjNXQhW41faRUVF2Lhx\nI1avXo1Hjx7B3Nwcbm5u6NKlC8zMzMAYQ0ZGBuLj4xEUFIRffvkFjo6OmDt3Lj766CPo6OjU5uuo\nNprGA2w+5Mj/3s8jFYZiudr9lZ4E5FT/0xKOAxjLxNq1k2FkdA1yuSNu3EjH+vWbsGXLlmo/HyGE\nEEIIKd/ZqKNgTHk9q/TsVBy9FISRPSfXUVTl05gEtGjRAoWFhZg0aRLGjh0LNze3cg909epV/Pnn\nn/j222+xZs0aJCQkVHestULdzEAFhQLsPOHA108b+khlv5w8Ic5Hm6NF42S+rrq6A72qRQs7tGhh\nByAXQAx+/nktWrZsD4UiGxxnhLS0NJiZmUEkoiEfhBBCCCE1Kb8wFxG3g/mye+teiLxbsljt2agj\n6NzSG042LeoqPI003iUuWLAAU6ZMgb6+vqYmSjp37ozOnTtj2bJl2Lp1a7UFWNvUDQreF2aLjH9X\nCG5ilwtf9zSlfcYscsOhcGsUFQtxcePLbdXVHagi338/Efr6OuC481Ao7DB5ciBGjBiNyZPfzMyT\nEPL6pLnp2HPmfzA2MMHo3v8HoZCSfkIIqQsRt0P4bj/W5g6Y0P9jZOdl4t6jaDCmQNDp9fh03A9v\n3P+nNfYqnzFjhtYJQFn6+vqYMWPGawVVl1LKJgEWJU8CTv7zcoafKYMfq/TFZ4xDUXHJGIHzUc7g\n/q3Pzs2DTK6+21B1srQ0gURiAI6To6DgATIyEjFmTHPI5clQKBQIDAxEYWFhjcdBCKk9h8J/w624\ny7h4KxiX74bVdTiEENIgyRVynI06wpd9XIdBwAkwts9H0BGVfIGclJaA09cO1FWIGtHQ0leUzvGv\nr6sDE0MDAMCOxVE4szYC7/V7ioBBj1X28ev2nP/9xD/WMDYq2Y8BkObk1XzQZRga6iM8fCWMjKQQ\nCK7g5s3f8OefuyEUZoMxBbKzs7F+/fpajYkQUr0Ki/IRXWYAWkzitTqMhhBCGq7o2AhkZKcCAIzE\nJnBv3RMA0MjEBoO6vce3O/HPHjzPSKqTGDXROgmYM2cOWrRQ35+JMYaWLVti/vz51RZYXSs7MxDH\nAb3dXmDX0uuwbaT6jbpf15dJwPloc4h1G/Hl9BoaF6ANjgPMzRX48cdJEAojwNgZnD69Dfv2/Q6F\nIg+MMTx9+hTBwcEVH4wQ8saIfngJRbKX/y+6//gmFK8MSCOEEFKzGGM4c+0gX+7RYQB0RXp8uVen\nIWhs1QwAIJMX44/T69+o/1drnQQcPXoUY8aMUbuN4ziMHTsWR44cUbu9PipvkbBX2TYqhFurkm5E\nMrkAT1Nd+W2ZNTBDUGU0bmyJIUO6gOMAgSAfdnbFmD+/LzguFIxFYO/eDQgK2g6FQg7GGOLi4nD/\n/v06jZkQUr4rr3T/ySvIxtNU1cULCSGE1Jz4Z3fxKOUBAEAk1IF3Bz+l7UKBEON8Z0DAldxuxz69\njUu3T9d6nJponQQ8fvwYTZo00bjd0dERjx6pzppTX5WOB9CWX9fnMJMUYVzfp2hsVczXZ2TV3ZMA\ndbp0aYmBA93BcQoIBC9gY1OICRPaAjgDhSIKP//8Lfbs2QXGGAAgIiICDx48qNugCSE8aU467j++\nqVJ/71F0HURDCCENV9mnAB6te0NioHrv2NiqKXzchvHlg+HbIc1Nr5X4KqJ1EiCRSBAXF6dxe3x8\nPMRicbUE9SYou0aANj6b8BApR4Lx+7Lr6Nb+5YdbWzMEVdW4cT3Rp08HCAQFEAqfwMQkF0OGWIKx\ncMjlt/Ddd0tw9ep5KBTFYIxh8+bNiIqKquuwCWmwIu+d4+eiLjvTxL3HlAQQQkhtSc18hpsP/+HL\nvV2HaGzr5zkOjUxsAJRMJ7ov7M1Y10nrJMDX1xebNm1CYmKiyraEhARs3LgRffr0qdbg6lJBoT2W\nb2uBp6nazZBkZCCHSFTy7bnygmFv1pOAiixb9h46dXKGQJAJoTAenTpZoFs3gONOg7EI/PLLGuTn\nJ0Iuz4BCIcO0adNw/frLZbFlMlkdRk/I269sV6D+HqP53+OexqBYVlQHERFCSMNzNuoIGEru+9o4\nucHWwlFjW10dPYzz/Q9fjoq9iBtlEoi6onUSsGzZMshkMri4uGD27NnYtGkTNm3ahFmzZsHFxQVy\nuRzLly+vyVhrja6OCH+eaYMlW1rBaaQvvt7evFL7m0mM+N/f9CcBFVm27D04OVmC44ohELzAxx+/\nA1dXGQSCcDAWjH379sDSUgq5/BHk8ky0b98e8fHxfHeiX375BVlZWXX8Kgh5OzxNTUBSWgIAQEeo\ni96dhsDK1A4AUCwvQvyzu3UYHSGENAx5BTm4dOdl3/4+Zbr7aNKycQd4tvXly3tDNyK/sG7vEbVO\nAlq2bIkLFy7Azc0N69atw4cffogPP/wQ69evh7u7O8LDw9G6deuajLXWWBpbYMexxgAAhYJDh2bZ\nldpfOQmoX08CKuLv7wt9fd1/BxoX4/Tpr+DgkA2hMBr5+cF48iQRdnbxUCiuobj4FubNmwuOS4Nc\nLoVcXggnJydIpVL+eDt37kRR0ctvL0uTB0KIqsh7YfzvLs08IdYzQEvHjnwdjQsghJCad+HWKRQV\nFwAA7Cyc0LJxB632G+7tD4nYBEDJgo+HL+yssRi1Ual1Atq1a4ewsDCkpKQgIiICEREReP78OUJD\nQ9G+ffuairHWJb3ohpT0km5Ado0KMLDMOgDaMNTXg46wZPGwgqJifu2Btw3HcXB1bcaXjYz0IZUG\nQU8vF0JhEmSyu/j885GQSG5DIDiH9PT9kEpfwNAwBnL5TWRlRWP69GngOCkUilzk5mZBIpFAoVCA\nMYbCwkKMGzeOP75MJsOuXbv4MmMMaWnKqzcT8rZSKOSIvHuOL3u07gUAaNW4TBLw+Eatx0UIIQ2J\nTF6Mc2UXB3Mbyk8pXxFDfQlG9Z7Gl8NvnkBcUky1x6itKi0WZmlpCU9PT3h6eqJRo0YV71DPRNzs\nwf8eMOgR39dfG8/S9LD1sCNORHyO2CddAbx9TwPKI/w3+QEAsVgPS5aMB1CyZkGjRoZISNgMkSgV\nQmECiopu4eOPB0MkugSOC0NGxgEYG+sBOAfGLiE1NQyhocGQy+9ALn+A1NQofPLJbMjlqZDLM5GW\n9hjt2rWDQlEMhUKO5ORkNG3aFIwxMMaQmpqKPn368E8XMjMzMXnyZD6+zMxMLFiwgC9LpVIsW7aM\nL2dlZeGHH37gy7m5udi7dy9fzs7OxqZNm/hyTk4Ofv31V6Xyjh07lMplk5icnBwEBQUpHX/Pnj1K\n5b/++kupvH//fr6cl5eHAwcOKJUPHz6sVD569KhS+fjx43w5Pz8fJ06cUCqfOnVKqVx2DYn8/HyE\nhIQolU+fPq1UPnPmTLnl0NDQai2HhYVpXS4oKFDavybKkZGRNXb8W7FXcTvqHgBAIjaBs3UbhIaG\nooVDe3CcALJiOS6GRyCvIIff/9XXT+U3p1xYWFip9tk52Vj1v2XYd3YLgq/sw7nrJ7Djj814mpqA\n7LxM5OXnvVGvj8qvX7569eobFQ+VS8rXH1zEi8xUPHmQBmMDM7i17Fmp/V1bdEdL+4548qDkS8yg\nkPXIzslWal9rWCXcvXuXvffee8zW1paJRCJ2+vRpxhhjz58/Z/7+/uzSpUuVOdwbIzMzk/8JWOHP\nBN3ljPNSMEF3OYtPCmaMHdL655vtdxjnpWCcl4K1HBfGZv04jN2KW1+pYzTkn6Ki/fzvOTl/suPH\nl/Dl5OQdbN684YyxQ0yhOMRiY7ewTp2aMoXiKJPLj7G4uB3M0dGKyeVnmFx+lsXF/cUaN7ZmMtll\nJpNFsocPjzAHB2smk91kMtlNFh8fzOztrZlMdofJZDEsPj703/I9JpPdZ/Hx5/4tP2QyWRw7fXon\ns7ZuxGSyOCaTxbH4+AvM3t6GyWTxTCZLYPHxF/8tJzCZLJHFx0f8W37EZLJHLD7+EnNwsGUy2WMm\nkz1m8fH/lCk/YfHxl/8tP6mg/JTJZE/LlJOYTJbE4uOvlCk/Y/HxkczBwY7JZM9eKSczmSyZxcdf\nLaecwuLjr/1bTqmg/JzJZM9ZfPz1N7qckBDF7O1ta7RsZWXJbt48VyPH/+9vgczQRJ/N+nEY2xv6\ns9L2VUGfsICl/ZmhiT67du9Erb3ehl62s7NhcU8vs8KiZ5Xa/+bNcyw4+K9Kne9/f37Ff/6zfhzG\nf96l5cnLBjCJqQFbuXsW++XvReyn3QuZhaUpC7u2h127d4LdvR9R5+8Xld+c/59QuWrl4uIU9t3u\nWfzf3/FL26p0vOhbYczIVMz//W77eyWzt7dlCoVCyzvXl8rew1aWqOI0oUR0dDS8vb0hFovRo0cP\n/P333/w2S0tL3Lp1Cxs2bICnp2eNJCu1xUicgTPrjmFfaFukZujC2Ta/UvsP7PYcizaVjI14lOwK\nhULQoJ4EvC4dnZeXpKGhPgYM6MyXra3N8MMPJd/kcxzQrJkVrl//EYAcHAc4OZng1q2fIRCUvN92\ndhyOH18MoTAZAGBllY9Nmz6EUFiyqJKFRR6+++49CIWxAABz8zx8+eUoCIUl37aamuZg3rzBEApv\nAwBMTBLx3nseEApv/VvOwbRpPhAKb/LlyZN7QSi8wZcnTuwBobBkSlVj42y89143CIXX+fK4cV35\nskSShTFjukAovMaXR41yVyqPGNEZQuFVvjx0qCuEwpJvn42MsjB4cEel8sCBLhAKr/DlAQPaQyi8\nzJf792/Llw0NpejXr41SuW/fNhAK/+HLvr6tlcp9+rSCUHiJL/v4lF/u3btltZZ79WqhddnAQHn/\nmn/baS8AACAASURBVCh37doYenpXIBRmVuvxC4uLcT/pJhyalzx57dLGEGLBTX57a0dj3HsogEPz\nRnjwJBSuLYtgYCBFr17Kx6Ny9ZV19dLRyEmM/+79Bl3btkS/Th203l9P7wEkkhyt22dk5+J67D+w\nb/7yybtQJFAqC4SAbTNzPEktWa8nP6cQFo5G2HfudwCAiAnQw7vZG/P+Ubnisqeng9L/T+o6Hiq3\nRHzyATxNfQShSIDGLSzRo4MhhMJLlT6erZUUXbu1QqmIO2fh4al5La6awjGm3UhMPz8/xMXF4Z9/\n/oFMJoOVlRVCQkL4aUEXL16MP/74o14uLFV2oOpXOydj1X8mQiCoUk8pMAY4DOuLZy9KxhSM6vM5\nJvnpY7CXe7XESupO6bXdokWLOo6E1IbC4mLoikRa9/UEau4auXI3FjtPngUAWJuZ4IsPRinFdf9x\nEtbtL+nqZWlqjMWTRqs9Dqk+sU+f4ee/jvHluWOHwNnGSqt9K3ud/Bl6EeE3SvoN21qYoo2TA7Jy\n85GVm4esvHxk5eUjr6CwwuNMGeSLjs2dtTonqXv0b86bZ9OhYNyKL0m0u7u0xtg+3at8LIVCgR//\nOoqEZyXjTp1srPHJu+tRdv0XbZS9hzUxManUvlqfKTw8HEuXLoWpqanawZiOjo54+vRppU5eFb/8\n8gtWrVqF5ORktGvXDj/++CN69Oihtm1CQgKaNm2qUn/ixAn0799f7T5W5iZVTgCAkm+o/bo9x69H\nSuaLTXjmjvTsS1U+HiGk9v0VFoFz0Xfg2qIJ/P18KpUI1IQrd2P53z1aN1eJp4mtFXREQhTL5EjN\nzEJ6VjbMjSW1HWaDEv9MecKIQxciMWukX7VfK+lZOYi4dY8vD/f2RBsnB5V2xTI5svPykZ2XD2lu\nHrLzSpKEe4+SEPcsBQDw4MkzSgIIqaLnGVI+AQCA3q7tXut4AoEA43174PvfD0CuUCAxOQXhN0+i\nV6dBrxuq9jFUprG+vuaFs54/f17u9uqwZ88efPLJJ1i0aBGioqLg5eUFPz8/PH78uNz9Tp48ieTk\nZP7Hx8dHY1sbc7PXjnOQ18t/HJ6kuNT7tQIIaUhuxj3Cueg7AIDrD+Jx9Z7mldJrQ+mNXCn31s1U\n2uiIRGhmZ8OX7z1+ViuxNWQJryQBsU+e4e6j6v8i7NSVKMgVJStEN7G1QmtHe7XtdERCmBsbwcnG\nEh2aOaG7S2v4dXXDO56dlGIkhFRN6PVb/O/tmzjC2sz0tY9pa2GGfu4vZ3g7cnEX8gprrwu51kmA\nm5sbjhw5onZbcXExgoKC0LVr12oLTJ01a9YgICAAU6ZMQatWrfDzzz/D1tYWGzZsKHc/c3NzWFlZ\n8T86Ojoa29qYv/6H2tc9FVOG3MUQ768wwmcxMikJIKReKCwqxl9hF5XqDl24gqLiulsJ++q9OH6G\nq+b2Nhq/4W/laMf/fr8GbkbJS4wxlSQAAA5fiISiGtc6eZGVjUt37vPlgV07V/pJQ1NbawgEJfsk\nvchAbn5BtcVHSEORk1+AyzEvu7v7uFXftPj9PDrC2swEjUxMMG1wIAz0jCreqZponQQsXLgQp06d\nwtSpUxEdXbIgzdOnT3H8+HH06dMH9+7dwxdffFFjgRYVFeH/2Tvv8KjKtA/fM5NMeu+9kAQSkhBI\nCITemyKKiorrWtZdddfeXVd3XfvqWld09VNBZO2ggID03kkCpPfee5+ZzJzvj0mmkEmfAIG5r4uL\nnJlzzrzJzJzzPu/zPL9fYmJijzKeRYsWcfTo0V6OUrNy5Uo8PDyYMWMGP/30U5/7GiMIsLNR8tET\nGQR4JWEmUdDQ0oqqayXHhAkTly/bTyT2yNw1tLSy58yl09/XLQWKG9e7e3mYnzYIyCwuM+pk1IQ+\ntU3NNHdNpi3MzTE3U0sjl1TXkpRlvMzRbyeTUanU7+MYH0/C/LwGfQ4LqTn+Hm6a7ZzSCqONz4SJ\nq4Uj5zNQdCoB8HVzIcTHs58jBo65mYQ/XbeIp1evItQvymjnHQgD7glYtGgR69ev58EHH9Rood95\n550AODo6smHDhl5r841BTU0NSqUSDw8Pvcfd3d2pqDB8UbOzs+Pf//4306dPx8zMjF9++YVbbrmF\ndevWcfvttxs85vcvreC9B3bi69Y07DFbSs3pkCtQqlScTU3D1tJi2Oc0cekZjc3vJvqnuqlFL90b\n4OZMYXUdALtOncXTWoqt1cC+w8b6jNQ2t1JSXQuARCzCXqzq9dyCIGBpbkaHopOW9g5OJCbjan/x\nVpSuJjJLKzU/ezjY4mZvy5k8dVnqzwePY0MnkgH0lvX1OWlsbeeEThYg2tednJycXvfvCxdrCwq6\nfj6dmo61oBjSeUxcGkz3nEuLUqliX+J5zXaEt+uQv4t90ShqoqkpadCLxsNpHB9UC/Lq1atZsWIF\nu3btIisrC5VKxZgxY1i8eDH29vZDHsRI4eLiwmOPPabZnjRpErW1tfzrX//qNQgornLF3dE45Tt2\nlhZ0yNUX25YOmSkIMGHiMkUlCOw7n0334rmviwPXxo7nuyOJ1DS30qlScTQzn0Ux4y7quDJKtSUn\nQe4uWJj3fskWiUT4ujqRU14NQHFNgykIGCHKG5o1P3s62TMh0JuUonJknZ00tnWQVlxBVIB3H2fo\nn5M5RXqfR1+XoWepfZ0dOJOrDlJKahv72duECRO6ZJVX0SaTA2BjKSXEy62fI0YPg9MhAmxsbLj+\n+utHYix94urqikQiobKyUu/xyspKvLwGniKdPHmynqvrhdx9bRnjI3oqCg0Fz4wCqpvUDR62js6E\nhl58DVgTxsMk13blcuhsGpWN6omdRCLmzmsW4OHkyG02dnz4k1oGMrOsimUzphDk1bsMpDE/IypB\nYP1BrWPo3MkTCQ327/OYaplSEwTUtctNn9URYtPpVM3PsePHER7gy+K2TjYfUXtyJOaXcs3saVj0\n0n/W3+ekqr6RzLJDmu0b585gzDDKD/wDFGw5k4pKJVDb3Iq3rx82ViMr5GFi+JjuOZceQRD46YQ2\nCzAvNppxY8f2ccTQUamkiEQTB933oysROlgG3BOQlpbGL7/8ovfYgQMHWLRoEVOmTOHdd98d8iAG\nglQqJTY2lp07d+o9vmvXLqZNmzbg8yQnJ+Pt3fsKzR+vK+r1ucHiZKdeheuQ2XIyzcZo5zVhwoTx\naGxpZcvR05rthXETNKoPob5eTBgTqHlu48HjDNBaZdjklJTT0KLOStpYWRJhQBbyQsb6aZVjckor\n6FQqR2x8VysyhYKyrjIxEWi8AWZNiMDBxhqAprZ2DiSl9naKftlxIknzORvr7z2sAABMfQEmTAyV\nrOIyymrrAZCamzE98uJmg0eaAQcBTz75JJ9++qlmu6SkhGuvvZakpCSam5t54oknWLt27UiMUcPj\njz/O2rVr+fzzz0lPT+eRRx6hoqKC+++/H4DnnnuOBQsWaPZft24d33zzDenp6WRmZvL222+zZs0a\nHnrooV5fY1yA8ZR8OuTe/LT3NT7fvJaXv1hutPOaMGHCeGw8eEJTtufu6MDCuGi951fMnIxEor5U\nFlZUczoz96KMS7chODYsWDOGvnBxsMPFQa0eJO/spKCip4KNieFRVFmjabr2dHHEykIKqCcIS6dO\n1Oy3+8y5ISnxVNQ1cEanuXjZ1EnDHLGaUB9txjyn1CQVauLSkldWSVpByWUvYLA3UdsnNjUiDOsr\nrKx7wEFAYmIis2bN0myvX78epVJJcnIyaWlpLF++nDVr1ozIILtZtWoV7733Hq+88goTJ07k6NGj\nbNu2DT8/PwAqKirIy9NePEUiEa+88gqTJ08mPj6e77//ni+//JJHHnlkRMfZTbA3VNcHIwgSymrc\nyC2xviiva8L47Dlzni/2HOdUjvEyRSYuPWkFxSRl52u2V82bhrmZfpWkq4M9c2O0cnCbj5xCphjZ\nxkq5opPknALNtiFvgN4Yq6sSpOMvYMI46EqDXugQPCUiDHdHtWNnh1zBrtODV5XSzQJEBPgS5OXR\nzxEDI8RXm03ILjFlAkxcOtIKSnjvh6188stvnEy7fJuey2vrSS8sAdRZv9kxwzMHuxwZcBDQ0NCA\nu7v2grdt2zbmzZuHj486/bxs2TIyMzN7O9xoPPDAA+Tn59PR0cGpU6f0FIm+/PJLvSDg97//Pamp\nqbS0tNDY2MjJkydZvXr1iI+xGy8XS3zctbVk244NzFLexOVFXVMzm4+colUm50R2Ae1dDUImRjdy\nRSff79PKC8eHh+jJbOqycPIE7KytAGhsaWPPmfMG9zMW5/MKkXVlJ9wc7QnwGHgj2lgdM6nMYlMQ\nYGzydbIrgRdM0CViMddMi9VsHzybNiizyLKaOj2J0aVGygJAl19AV61xWU2dyS/AxCVBEAS2n0jU\nbCfn5Pex96Vlv45aXNSYANwcLz8BnOEy4CDAzc2N/Hz1m1VfX8+JEydYuHCh5nmZTHbRamVHC052\ntgR6aWuNtx83BQGjkYNn0zWfbUFQ30BNjH52nEiirqtx39rSghUz4nvd18pCyrUJ2sndnjPnqG8e\nOVdH3VKgyeNCBtUoFurrRffeRRXVpqDViFxoEhbo2TM4iwkJxN/dFYBOpVJvwtMfO04k0X0XjQzy\nJ8DA+YeKui/AVbNt6gswcSnIK6uksKJas51fVnVZlgQ1trZxKkNb+jlv0sXV779YDDgIWLx4MR9+\n+CHvvPMOv//97xEEgRUrVmieT0tL05TlmFBjb21FkHeSZntfogttHQP+k5u4DJDJFRxL1c9wdeu2\nmxi9lNXUsTdJu5q/Yka8ZqW/N6ZEhOLr5gKAolPJliOn+9x/qDS1tpNRqHX8ndyHQZghbK0s8XFX\nj1MlCKb6byNS09hMS9cKupWFFA8D5pIikYjl0ydrtk+kZVNZ19DvuUura/VKwHT7C4xFiK+pL8DE\npeXCLGq7XE5FV+Pt5cSe0+c0wgoBnm59qsKNZgY8I3311VeJjIzkySefZNeuXbz99tsEBgYC0N7e\nzvfff8/8+fNHapyjErFYjL9HG872RVhb1rFydj5NrYYl40xcnpxMz+6xkmoKAkY3KkHg271H9JxY\np0b0L8EnFotZOXuKZvt0Zi755cZvvE3KztOsjAV7e2gafQeDqS9gZNBttA7wdNOU11zIWH9vxvqr\n3wNBENh69IzB/XTZfkK7YBQ9JgA/d9c+9h4aobpBwFXcFyAIAnVNzSiVgzNlMjE8KuoaSMnv2VeX\nW1ZpYO9LR1NrG0fOZ2i2l8THDFq2c7QwYJ8ADw8PDh06RENDA1ZWVlhY6HdI7927F3//vjWsr0ac\n7GxYMfvvWFs28tCNS/B0GZ6BjImLh0oQOHA2rcfjpiBgdHMsJVNT0iERi7ll3vQBX+BDfLyICQnU\nrNhuPHicx1Yt73UyOBROpeuXAg2FsX4+mhU3U1+A8dAN+oI8+14ZXD5tMplFalnts7kFFFZU91re\nU1xVw7ncQs320inGzwKAti9AJQjqvoAOGTZXmNrJQNh48DgHktNwsLVm6ZRJTIkIHZDDs4nhsVcn\nC2AmkWhW2vPLKpkZHX6phtWDvYkpKLrG5uvuQkTglVvlMuhPvaOjY48AwMrKipiYGJydnY02sCsF\nRztbbKwaEImEEa0hNmF8MgpLqKpXm3Domv5U1DaY9NdHKU2t7RpDJ4AFcdF4Gijp6IsVM+Ixk0gA\ntWToGSNKhlbWNVBUVQOoTcsm9mMwmJRlT15pT9WxYB8PzRgr6xo0fgMmhodeP0A/5QH+Hq5679/m\nI6d67ZvbflybBYgJCcSnq+zM2Oj2BQhA7lVYEtQuk3P4nHqVt7GljW/3HOb19RtJys6/LGvTrxQa\nW1o5lald4Fg+PU7zc95llAlobmvn8Ll0zfaS+MGbd40meg0C9u3bN+STDufYKw0nO61JWN0gVCJM\nXHr265j9JESGYW+tdthUqlSUX4Y1jCb6Z9OhE5ryLlcHOxZOnjDoc7g42DF34shIhuo2BEcG+vep\nSf3Ot0HE3j2LsbfN4eNNAXrPSc3MCNaZpGaZsgHDRqZQaEQBdE3C+uKahFhNlii7pJyMotIe+xRW\nVGtKJETAkhHKAnSj2xdwNUqFphUUo1TplwFVNTTy5ba9/PvbzWQUlppETkaAA8lpmvKrQC93ZkVH\nIO2SY65rbrlsFkn3JaYg7+wEwMfVmah+XNpHO70GAcuWLSMhIYF169bR1NTU74kaGxtZu3YtCQkJ\nXHPNNUYd5Gim2zUYoOEy+ZCb6J/y2nrNDVskEjF7wnjcdN7LkmqTQtBoI72wRG/VftXc6Zqb0GBZ\nODlaXzL09PAlQ1WCoK8KFN67N8CxFEeeWaNOnyuVYv7ydhRPfBiOboIqTFcq1NQXMGx6MwnrC3cn\nBxLGj9Vsbzlyusdq8/bjWvWgiWHBeLuObEZdvy/g6ssEnM/Tll2N8fbASqp9H4uraljz8w4+2rhd\nT8HGxPBol8n1auwXxEYhkYj11LUuh2xAS3sHB89pS4CXTLmyswDQRxCQk5NDVFQUf/rTn3Bzc2PG\njBk8+uijfPDBB6xfv56vvvqK999/n0cffZTp06fj7u7O/fffz4QJE8jJyenttFcdTrbaTMBg9KJN\nXFoOJmsvBFHB/rg42OHmoH0vS019AaMKeae+J0Ds2DGMC/Dp44i+sZRKuXaaNp2958w5jdzoUMkt\nrdBcI6wtLfqsQ03OdkAQ9G9O7347Rs+LRK85uLjMtLo5TPoyCeuLJVNiMDdTl2aVVNeSrGNOl19e\nSVq3GZFINGK9ALr08AvokI34a14uKDqVpBaUaLZvnjuNF+9exfzYKMy7yucAskrK+fd3m/m/rbup\nGICyk4m+OZaaSbtcnYF1d3QgMliduQzy1vpsjITIwmDZn5SCXKHOAni5OBE1JqCfI0Y/vS6D+fj4\n8Omnn/Lqq6/y9ddf8/PPP/Ppp5/S0aFvMGJtbc2UKVN46623uP3223FxGZlaxtGKbiYgp8SaD34I\nZMdxd755KREH285LODITvdHaIeNkhtbFsNsl0NVeJxNQZQoCRhM7TyZT29gMqKUdb5g5pZ8j+mdK\nRCiHzqZRUl2LQqlky9HTTBsz9MDitE4WYGJokKam3xAP3FBIZFAzD70biZ97O78e9eChm/NZPkN7\nI/Vzd8HKQkq7TE5TaxsVdQ14uTgNeXxXO32ZhPWFg60Ns2PGs7vLPfjXo2e4OSEaiVjMNp0sQOzY\nYIOSo8NFqYScEht83TuwsVJiITXHz8OVwopqTV9A9JhAo7/u5Uh2SZnGhM/VwQ4vFydEIhErZsQz\nO2Y8O04kcTw1S5OtOZdbyPm8IuLDQ1g6ZRLOOvcAEwNDqVTpldbOi43UBKHBOkFAbtmlLU1r65Dp\nCYEsjo8ZkuCDIMA3u7w5l2vPWP8WIoObiQhswcbq8uwj7DcX7ubmxmOPPcZjjz2GQqGgqKiI2lr1\nBMjV1RV/f3/MhphSvxpwsteuHn+z8z4q69Qp/l2n3Lhp7tWXih0NHE3JQNGp/sL6uDoT4uMJgJvO\nDaC0pg6VIBhVFcbEyFBeW6+nTb1ixmTsbfr2BBgIYpGIG2dP5f0ffwXgTGYuQc52eDkN3lVS0dlJ\ncnaBZnsgqkAzY+pIWnsQQYC12/y4c2mx/vjEYsJ8vTmbqz5vVnGZKQgYIheahA1WM3xBXDRHz2fQ\nJpNT3dhEWnEFznY2mjItsUjEknjjZwFe/CyM//4cQHWDBYFebRz46Ch+Hh2E+nhpyl2ySyqumiBA\nV4EpekyAXqmHo60Nt86fwbxJUWw7fobELHXGRhAETqRlczozl5nR4SyMm9Cvp4gJLWeycjXCBHbW\nVnrXtkBPd0QiEYIgUFZTT7tMPqAyu5Fgf1KqJkD0cHYkJiRw0OdQqeDxDyL44IdgvcfnTqphz4fH\njTFMozModSBzc3PGjBlDfHw88fHxBAcHmwKAfrCSSjXKMv6eWq3oN9ePIbekp6qHiUuLUqni0Fmt\nMsCcieM1NwobCylWUvV7KVMoqGnov1fGxKVFJQh8t/eIphEw2MuDqTo12sNljI8nMToKMIfScodU\ndpOSX6xJl7s62A14kikSgVgM91xbjKHEQZi/yS/AGFxoEubu5DCo460tLFgQp21CP5lTxLFMbVlQ\n3LiQQZ9zIDS2mlPdoG4uLyi3ZvnT8TS3SvRNw66SvgCVIHA+T6tR31vg4+7kwF1L5/HUbSv0Sga7\nV7T/ufYH9iWmoFKZPAb6QxAEPVnQ2RMiMNeZM1pZSPHp6oERBEHPh+Ni0iaTcSBZm61YEh+DeAiS\nsf/+JrhHAAAQOabZ4P4/7fMk+o5ZrP77RF5bF8KWw260tg/6ZYeFSRh3hBGJRBqFoCCfE5rHz2Q6\nEv372Xyx9crVnx2NnM0t0K5aWFkyKUz9hVYqIbPYDScbbbre5Bdw+XM8NUvTcCYWi1g1b5rRszcr\nZkzWynE2NpNZNvgbma43QNy4EOM1ownjSMtTmzhml5abzJGGiO7kJNDTfUifoVkxETjYqBd+2mRy\nyuvViwhikYjF8TFDGlddkznrtvny80HD5UkrZ+tP8M/l2LP6H5MI8HC/6voCCsqraG5Tz7DsrCz1\nmlIN4efuyp+vX8KDK5fq+TvIFAo2HTrBBz9to9q0ENQn6YWllHUp6UnNzZhhwAtAtyToUjUHH0xO\n0+tZ6E+auTfuu76ISWPVPSQL4qq5eV4Z4wKamRBi+HOSlO1ASp493+724W+fjuOG5yZSd5E/UqZl\n/IuAk50tFXUNuDvl8cgtR/nwhwRUKhHtMgkezlf+xXc0sV9nNWB6VDjmZmbkl1mx8rk4zuY4MNYv\ngflTnkEsVlFSXasJEkxcftQ2NbPpkDbwnjcpakSUV1zs7Zg3KZKdp84CcDQjn4SJ0Sg6lXTIFXTI\n5XTIFbTL5OqfZerH2rse75DJydbRazdUCvT0R+HMi61hydSBK5ZU1kn5/T9nUFhhTUOLNwlRX1NY\nWa130zUxMPIH4Q/QG1IzM5ZOnci3e47oPR4fEYqb48BLyMqqLfj5kCebDniyP8kFpVLM1PH1XD+r\n5wRqRnQdhz85QnqBLX98Q52JKKuxpENuc9X1BeiqAkUG+w94pTfMz5vHVy3nfF4hW46eobKrUTiv\nrJI3NmzkuumTmTkhwlQaaoA9Z85pfk4YP9ag5HGwtwcHu2rxL0UQ0C6Tsz8pRbO9KH7CkLIAAPY2\nnWz/90n+81MgL96dZTA7q0tqnr4bvIOtAl938172HhlMQcBFQNcr4IbZh7l9oZJ735hAZFAz10y7\n9B3xJtQUVlTrOcnOiB7HvjMurHohltpGdZ1iZnEIvl6zCQ/cZ8oEXMaoBIENOw9qajzdHO1HpOa6\nmwVx0RxPzaKprZ1WmZx/rv1hSOcJ9HLvMSH8305v3v7fGN7+3xieXJ3L6/en93tzAfjbp+MorFCv\nPCdmrKSxxZP5sQdMQcAQKBiEU3BfTIkIY++ZFKoa1CaEYvHgsgBp+bZE/m5Oj8ePpzpRWm2Jj5u+\ncIdEAtOi6pkWVU92iQ2ZhbasfzEJW2ulXl9AzhXeFyAIAudydPsBAgd1vEgkInpMIOMD/fntVDI7\nTyWjUgkoOpX8dOA4Z3MLuX3BTFwc7Po/2VVCUWU12V2lZmKRiLkTxxvcL0inyb6gogqlUoVEcvGK\nVA6dTaOtyzvGzcGe2LG9SzMPBDcnOS/dmzWgfde9kExqvi0pefacz7UDQYxIdHEViUzlQBcB3SCg\nvrmFuPBGTn1+iDVPDV9b3ITx0M0CTAoLprXdiWVPxmsCgG6KytWTydKqWpPs4mXK/qQUckrVahNi\nkYg7Fs9Gaj5yax6WUqmeA+ZQEItELL7AvCynxJoH3orSbJdVWzLQRar3HknluhlaxY3ckmk89t4t\nVNVfmsa70cqFJmEB/ZSR9IVELOa6GdrPyYyocFzsBz5xDA9swc9Dv2h46vh63vhzOpbSvtVHXrsv\ngx9fPY2ttXo/PdOwK9w5uKKugepGdZ2Fhbk5YX5e/RxhGIlEzLKpk3jiluv0muxzSsp5fcNGDp9L\nN90TutAVY5gYFoxzL59zJzsbnLtUFBWdyou6uNYhl7P3giyAZIAX2LJqC2Ty4U2h7W06SYhs4I/X\nFfHBY6m892jmsM43FEyZgIuArkxotw64uZmAuZlhidB/fhFKU5sZ/7w3E2tLUw2vIVrbOziTlYfU\nzIz48JAhp++6aWxpJSk7T7M9O2Y8Xq4yXr8/g8c/GI+tVScyBbz3wK/k1m5A3gnN7R00tbbhoOMF\nYeLSU1ZTx5ajpzXbCydPGJSu+1CZHB5KUnoWuRW1WFhIsZSaYyVV/29pIdX7WfNc18+WUimuDnZ6\nqiMyuZjbXpxEc5s6PRzi28rHT51joFUHNlZKfnrtNA+/G8bHm8IAKKwI5rcTNdyxxJSBHChDMQnr\ni+gxgVwbO56WDhkrZg1OqlYkgpvnlXE2257rZ1Vw/azKHqv/vXHhJTLYW90XoBIEyqrVfQE2fThU\nj2Z0VYHCA331mlOHgp+7K0/euoLfTiax6/Q5BEFArlB7kZzNKeC2BTOvajnRmsYmknMKNNvzY6N6\n3xl1SVBdptpnJa+scliB9mA4fC6Dtq5+GBd7O+LG9q/KBpBZaMOix6YydXw9//tH4oAys5crpiDg\nIqDvGty3Ydi5HDteWRtKp1LM5kOefPrMOeZMMpWddNPU2sa+pBQOnUvXmHrkllZw28KZw6rJPHQu\nHZVKfaMP9vbA38MVgEdW5dPWIeHOZSW0NahXNmRJzuSVq2sXS6prTUHAIDmTmUt5bT2zY8YbXWqv\nU6lk/W8HNA2wfu6uI1oGpItYJGJ+9FjmR0NoaOiwz/fcJ+M4k6luRDc3U/HNS4nY2QxOa1oigY+e\nzKKk5hRbD99K7LifmDS2FtAXJFCpek4STajJH6JJWF8Eeaj9dAa66qjLW39JH3Ag2BeWUil+IBCb\niAAAIABJREFUHq4UlNcg77Qkt7SC6CvUHOm8rjRosHF+R3MzCddOiyMqOICvdx6gsl5d4pVZXMYb\nGzZyw6ypTI0IveIdZw2xLzFFkxEZ6++Nr1vf/lHB3h6c7nJzzyurZO6kyBEfo0yhYG+iNluxcPKE\nAZUhJWbas/TxKVQ3WFBcaYWro5yPnkjp97jLlUFdgTIzM7n99tvx9vbG3NycvXv3AlBTU8Pdd9/N\niRMn+jnD1YmjrX45UF98sdWPTqX6bckpsWHeQwnc/68omlovTrzWIRPz4Q+BLHh4KiuejuPJ/4Tz\n2WZ/DiQ509J26cLd+uYWvt97nCc/2s26bZBXolUZOJGezQ97jw45DSvv7ORIijYNNydGW7soEsFf\n78zRW23zddde0Ex9AYMjvbCEdTv2s/PUWT748VeNWoex2H48idKu0g1ziYQ7Fs++qPWlxmTFzAq8\nXdWfuzf/nE7suMYhn+uuZRncNP8ZpkR+Q2ZxaY/nx902l+Cb5jH/oanc81o0L38ZyvodPrR1jM6/\nnTHRcwoehEnYcCivseChd8YbLDcw5pzSz82P7UefYvPBF0jLH3jT+WiivrmFoqoaQB10jQ8yriJf\ngKcbT6++nvmxUXS/NR1yBd/sPsR/f9mpUZu7Wmhp7+B4mrYmfkFsdL/H6CsEVVyUkqoj5zM0sr9O\ndjbEh/efBTiQ5MzcBxM0srvWlp1cN+PSKBoZiwHPLM+ePcvMmTOxsrJixowZbNq0SfOcq6srKSkp\nfPzxx0yZMnwnzisN3SCgobUNpUrV6wrQu4+kETWmmSf/E0Fji7oM4NNfApB3ivjir+cMHmNMymst\neOLDCE0ggo6QxYGPjjIzpq7HMXml1rg7yTS1psbkRKrAw+8FkldqT2PLDXQq1V8+D+cs7g78u+ZL\nfCQlAzMzMStnTR30ysuZjFwSM6ZgKW1iYlh2v1bhPjqrGiVVPf8eJgwjCIKeQ2plfSNrft7BQzcu\nw9pi+GUIeWWV7NZRo1g+PQ7PEXBgvVjMnlhH8roDfPpLAI+syu//gD4Y6++Nh/NOALIu8Avo7BSR\nX26FUimmoFzfu2TFzErg6i1JFARBzyl4sCZhQ+FMhgPXPxtHabUVrR0SPn9u4CVgg6GzU8Rra/9E\nXql6Avbm10u4ZX7NiLzWpUTXGyDU12tEzKjMzcxYMSOeqOAANuw6qJEOTSss4fX1G7lxzlQmG1P6\n9zLm0Ll0rdmmmzNhft79HAGeLk4ad/Pm9g5qGpsHpZg1WOSKTr2ehUWTY/p0aAc4et6JpY9PoUOu\n3s/RTs6vb58kIbJhxMZ5MRjwMs+zzz6Ll5cXmZmZ/Pe//+3x/JIlSzhy5IiBI02Ym0mw7yp7EASB\npta2XvcVieAPy4tJ/Xq/pqnPzlrBS38YWLf5cAnybufOZSUGnwvzN5zFWPZEPPYLl+K7YgGz/5zA\nokemsPTxeDo7DV/w7n5lAne9PIF7Xovmj29Ec/+/onju43F6+5TX1vPVb/v5+JdtnEqLorYxQBMA\nALR1+PPPP9xG3DhtJ/+B5DS+23uWV9eGUFY9sEllZ6fAM2si2HXiUX47/gRBXjP6TdH7umllJnPL\nrq5VnuGQUVSqUSPpprS6jk9+2alR8RkqMrmC9TsPaFaQwvy8mRVjWI1iNOHqqOCvd+YMe2I2xttT\n87kuq63XuwaV11qgVPb8zDvby7G3Mdy3dDrdgauh/7GmsZnWPkzCPtnkz4qn43jn2yCqjdBw/d1u\nL2b9eRql1er7xVfb/UjOHpnJkJmZwO2LtY3jZ7On8sJnV57ksW4/QH8LPMMl2NuDZ1bfwJyY8Zqs\nQLtcztc7D/LZ1t2a+vMrFbmiUyP3CTB/UvSAAh+xSKQXYOeVVfSx9/A5kpKhyUI72toQH95/+WZM\naKMmG+vp0sGBj46N+gAABpEJOHz4MP/4xz9wdHSkpqamx/P+/v6UlvZMM5tQ42hnQ1PXh66+uVWv\nT8AQ3m4yNr1xmh/2eiFTiPHz6Nn8JVeIOJjswrzYmkHX88rkYhpbzXB3kvd47vk7swnwbCPYu43c\nUhuyi20oqbI0uK+iU0RemXr1sKzGkrIaS81zYrHhWcJXO3wRBP0Lg41VJ6/dn0FJdQ07T53lXE4B\nAmBrJUYsVqBSqbMijrbthAe2E+rbilJpxu0LZ9GpVJGcrV4p/fRnV/YnjuMfX4SxfHoVf1pRyKL4\naoN/n/omc657JoIj59TpYbnCho37r+XOpUl9/u28XJxQKq05k3EtSZkruDbhONOieg/sTKiD3+0n\ntH9XX3cXSqrUpVQF5VV8tnU39123cMgNe5sOnaC2Ue3KaCWVcvswe0SuNCyk5gR6uZPbpZiUVVyu\nCaD9PDpo3buNwgor8susKaiwpqC8916NfWdcWPzYFFbOruCL55OvaPGC/HJtqv9Ck7Cvf/Phz2+r\nSx22HPHkuY/D+b/nznLHksHfB1Uq+MfnYbyyNkzzmIOtgm//mcjEsJFzD3pydTGbDtZzPGUOAK+t\ni2B8UAe3Lbwy3KXbOmR6jsjRwf4j/ppSczNWzp5KdEgAG3Yd0lyXUvKK+HLbXh64YckVe206kZ6t\nCZqd7WwHZboV7O1JWoF6ATK3rJIpEWH9HDE05J2d7DmtzRgviIvG3Kz/UmdrSxVb/nWSP7w2gbce\nTCfY58q45w/qjmtpadnrc1VVVX0+f7XjZGdLUaU6eFL3BfRfWyoSwar5vUu3bTnswc1/iyPIu5V7\nri3mrmUl/SpFyBUivtjqx+vrQ4kb28BPr5/psU+gVzt/uyvHwNE9qWmQEuLbSm6pDYpO/Zm2oYm3\nINAjAABobTfjzQ3HKKtN03tcLFZxz/IvWBzvwdxJVjjbX7hiLObOxXNQKpWcyy0iJW8RAEqlmJ8P\nevLzQU8Cvdp45+FUPTOd9AJbVjwzmZwSbalW7Lg01r9YRH+YSSScTH2AMxkzAHjiw3Ec/W/iFZdG\nNyaZRWV6Hgx/vHYB53IL+enAcQCyisv4cts+/nDN/EHX8KfmF3FUp6fjprkJ/QbZlyPNrZJBN/4O\nhrF+3pogILO4VC+LZmWhYlxAK+MC+s5sFVVYsuqFWDqVYr7f6012iQ0/v3HK4CLFlUBBLyZh6QW2\n3P8vfcUTRaeY+PChrwyez9Wu+If5tfDLm6cY28/7MVxEInhi9X4ef9+R4kq1X8HnW/y5dUHZFXE9\nS8kv0ig7BXi69Sni0Nou4fpn47C2UGJlocLaUomlhRInOwWv3mdYurG1XYKNleHvbIiPF8+uvoHN\nR05x6Fw6oG4a3nP6HAsvkAK+ElCpVOzTabSdM3H8oK7lYy6Sc3C3nwuAg401CeMHHmw42nUanDON\nZgYcBEyaNImtW7fyl7/8pcdzCoWCb775hqlTpxp1cFcS+l4Bxrmwf75VvaqRX2bDC5+O4+//N5Zr\nEip55o5cpkXV6+0rV4hYu82P19aFUFSpXrkvrrQiOcuemGGsNHm5ykj73wE6O0UUVFhRVGlFZ6cI\nlYGJfjfrXkhCqRTRqYLS6kbSCsqobawlv7wA3XLNyCB/FsXryjsaLhmRSMTctXQen23Zw6Rxm0jN\nXURptfYGXVBu3aOsoaZBSmGFNmiNC/+eX96UY28zsBryWxYcIzEzAUGQcCLVmx3Hi1macGU21g0X\nQRDYoZMFmDo+DCc7W2bHjEcmV7D1mPqimpJfxNc7D3DH4tkDlnxtae/gf7sPa7ZjQgKJG6bZiy5y\nhYimVjNcHYdXrtQfNQ3mxN4zi9ULS/nnHzMxNzN+rc1Yf29NT0ZWURmCIAy6RtnLVcaq+WV8vDEQ\ngKQsByb/YSYbXz/d45pzJaDXD6CjDHQsxUlTGxzs3YqHswyJWDA4aRcE2HzYg0Xx1VhZGM6aiMWw\n/sUkpt8/HS+XDr55KQmnHgseI0N4gAdLEt7ix71v4O9Ryta36q6IAADgfK52UadbFailTWKwf62l\nXcKe0z2lKV0dZQaDAJlcjN2CpTjayfH36MDPvR0/j3YCPNt5+vZcRCJ1Bu7mudOwspBqHMV/PXaG\nEF9PPZOsK4GzuYXUdGU9rC2kJIwfO6jj/TxckYjFKFUqquobaW5rN7p6nKJTya7TZzXb6ixAz2mw\nSgVyhRjLXr6vVxIDDtOef/55du7cyb333svZs+o/YmlpKdu3b2fevHlkZmby17/+dcQGCrBmzRqC\ngoKwsrIiLi6Ow4cP97n/+fPnmT17NtbW1vj6+vLyyy+P6Pj6wslW1yugb4WggSAIMC6gBSc7bYmO\nSiViyxFPSqr0MzIqFcTdM5P7/xWtCQAA3J1kFFX2/JKl5hfz9je/sHb7XjIKSzUrKX1hZiYQ4tvG\nvNhaFk2pYclUwxNikQhWLyomKuQAdc3/obb5PTxcvicieA8W0jZEwMTQIJ5ZfT1/um7hgCX5zM0k\n3Lt8Hsun53HD3Be5fcmDTAjbjL1NOyG+rcy9QGZ1Zkwdd1+7BTNJB0sS3uKe5Yfwchl4E+nkcBXj\ng3dqtp9ZE45y5BZxRzVZxeUaSVWJWMzCOO0q2MLJE/TUI85k5fHd3iMDUocQBIHv9x7R1HbaW1ux\nat50ozbfHTrrjPs1i4m5cxaPvhfBL4c8aGg2jlKXIEBxpSVbDrtz64uxFFda8ebXIdz011ijnP9C\n/D3csJCqy+rqW1o1zYuDwdxM4KMnUljz5DnMJOobZFW9BTc9H0u77MpSEpLJFZTVqAObC03C7rm2\nmD0fHCPYu5WNr5/myH+PsuNdw+p4SVn23PDsZLyvW8if347kTIbhfgpbayW73j/O1rdOXbQAANSO\nrVYW7ayc+zwzY95EJRhXsetSIe/sJL1Q298WPSaA7/d4EXbrXJKzevZZtMsMl4RYWxi+sHffZxua\npZzLsefXox58simQ974L6hFELZ06iSAvd9o6HFAJAuu276dNduX0BwiCwB4dUYYZ0eGaa81AkZqZ\n4dclzQ360rzG4nhaFo0t6jIeO2srEiJ7BiqKThF3vRLDTc/Houilr/FKYsB3s0WLFrF+/XoefPBB\nvvjiCwDuvPNOABwdHdmwYQMzZswYmVEC3333HY8++igff/wxM2bM4KOPPmLp0qWkpaXh59dT8qup\nqYmFCxcyZ84cTp8+TXp6OnfffTc2NjY8/vjjIzbO3jB2JkAkgnceTuO1+zLYeMCTz7f4sy/RFRcH\neZeihxaxGK6ZVkVKnvrC5+Yo46nbc3nghsIeqczmtnbWbt+HTKGgqKqGxKx8nO1tSRgfxpSIMD2l\no8Ei7+zkRFo2exPPa+okNWMUiYgbN4aFcRPwGKKii9TMjHuXL+CTX3aSSykzY74kIeprZkQtQSTS\nDybaZXLsbL/ld0u3Ymtdy+yYxYN6LV83F+LHf0dm4RwUnVak5Nnz1Q5f7r7GcFP1YCiqsOSPb0yg\nql7KTfPKB1TmdbmizgJoFYGmRITqmeiIRCKWT4+jQ6HgcFfK/FhqFhZSc26YOaXPCf3pzFw9Q5rb\nFszA1sq4JYn7EtU3pXM59pzLseeDH4IRiwUeuyWPtx5MH9a5j6c6Mv2+ntfMP13ff0naUJCIxYT6\nepHSpZaSWVTao9F1oNx/QxHhgS3c9HwcDS1mfPVCcq+r3KOVwspqTTDarV6iy+yJdWR8sx+zrqxN\nb70R3RnbxhZzPtkUyCebApkb483zt+/nQjsJQ31XI42VhRQ/d1cKK9ULN7llFUQZSUv/UpJZVIa8\nU50B9nBy4ExGGL97aSKdSjFzH0pg13vHiQvXyu66O8n47d3jtMkktMsktHWo//XmxFzVIMVCqkQm\n1w8e/A2UxknEYlZMX8jfPlmEl2sqM2K+5Jvdh7ln2bwrQjEop7RCU+5sJpEwa8LARRmaWyUUV1kR\nEdTCGG8PTQleXlmlUX0rOpVKdp/SZgHmx0YhvSAL0C4Tc+sLk9hyxBOAu16J4asXkka1GVh/DGpJ\na/Xq1axYsYJdu3aRlZWFSqVizJgxLFmyBDu7gVufD4V33nmHu+++mz/84Q8AfPDBB+zYsYOPP/6Y\n1157rcf+GzZsoKOjg3Xr1mFhYUFERAQZGRm88847lygI0MkEtAw/E9CNpYWK1YvKWL2ojJwSazKL\nbLGQ9rwZPXFbLt/v9eL+6wv588qek/9ufjuZjEyhvwpV19TCr8cS2XY8ifGBfiREhhER6Ddgo5u2\nDhmHzqVzMDmV5nb9C6S5mYSE8WOZOykSl15sxQeDhbk59123kDU//0ZBeRVmEgUn0rYQ4jtLTwHg\neFoWMrkCW+taPJwdGefvM6jX8XFzxtqykYljf+Zk6m0sTagYVj1wN1lFNix8dCrFXRmaszkOvP99\nEGW/7NZMNkYT2SXl5HbVd4rFIoO1sCKRiJvmJCCTKziVoe5F2Z+UiqVUyrKpkwyet765hR/3HdNs\nT4scy/igoTf9ZRTaGKyHr2mQIpGo9NRzVCoR/h6GV0sr621QqUQUN7mQnG3PuWx7apukbHnrVI99\nI4OaEYkEvR6ZJ27L5ZppI+fmO9bPWxsEFJcxc0LEkM81e2IdJ//vEMdSnFgwuadYxGhHtx+gN2nQ\ngXwnwwNaCPFt1es/qmqwxdX+8mksDPH11AQB2SXlekHAsx+Pw81RzvLplYT5jx41tHO5BTpbs7np\n+ViN9LWXSwcBnvrfYWtLFQvjB/45TohsoG3vdqobpBRVWFFcpS6HdbAxnMV57/tY2mX25JUmUFgx\niYyCjQR55jIvdmAutZcze3XkNuPDQ7C30a8waGo1Y902Xx68qUAvS5KcZc8tL05CJheTuPYQwd4e\nGulOYysEnUzPpr7Ls8HWypLpUfqKhE2tZqx4ZjIHkrQS4LbWhtXRriQGnde2sbHh+uuvH4mx9Ipc\nLicxMZGnn35a7/FFixZx9OhRg8ccO3aMmTNnYqGjP75o0SJeeOEFCgsLCQi4uCsdekGAkXoCLiTE\nt40QX8M3FldHBdnf7etTRai6oYnD57WrmzEhgWQVl9EmU69OCYJASn4RKflF2NtYMzUilKnjw3B1\nMCxh19DSyv6kFI6cz+wRWFhbWjArOoKZE8KNXvdnKZXywIrFfLRxO0VVNQjAhl2HMJNImBQWjEql\n0pMxmxMzftCrMZZSKW4O9sSEbcbbLZX3Hh6Dv8fwrM7zSq2Z9edpVNXry5veMr9sVAYAgF4vwJTw\n0F4DPbFIxOqFM5ErOjnbdfPecSIJS6k58ybpN2CqBIENOw/SLld/Ll0d7Lhh5tD8Sdo6xDz5nwj+\n+3MAu94/zrxY/bKxT54+z1t/SePwOWf2JbqyP9GFxCwH5sYaNol76/uZbDkW3uPxplazHn0pdjZK\n4sY1YmWhJDqkiQVxNSwfYeOZsTrBbmZxGefzihgf5DdktZIg73aCvK+M8pEL0e0HGI5T8IM3FfCX\nGws4mOzMF1v9+XGfF6kFHvz180VseSf7sqi/D/X10ky+ckq0k6/mVgnvfReEXCHhqf9EEObXwrUz\nKlk+vZIZ0XWX7QqpUqXSBLuVtaF8ufl3mh6OIO9Wdr1/AjcjZF1EInX2xt1JrpdVuBBBgNYO7R9L\nqbTgZOptrHyuis+eTebmeRc/A2QsymvrSS0oBtRlcxder3efcuXe19WlyLbWnZpseYdMzDVPxlNe\nq87e3vPqBNb/XVshUFxVi7yzs8dq/VBQKlWangxQZwEszLXlSnVN5ix6dAqJmdoqhGd+l8Nr92dc\nFt/PkWTQf12ZTEZxcTH19fUG63bj4+ONMjBdampqUCqVeHjoN9K4u7tTUWE4WqyoqMDfX39lsPv4\nioqKXoOA7OxsI4y4J4IgIBaLUKkE2jpkpKVnDEiW6mKyPSkdlUr9nno7OzAj1I+EMb7kVtSQWlxO\naZ32ItfU2sbOU2fZeeosfi6ORPh5MsbDFYlETF1LG0l5xWSUVvXoJ7C1tGBikA8Rfl5IzSRUlJYw\nUorAi6ND2XiindrmVgRBYN2OfVRVViISoSlHsjA3w8l8cO97974OVlKqzZvwdU/lTIocWdPwMgGd\nShFRgf7sqQ/BTNLB5IgfqK2PY0H0abKze65QHTgXSE2jNUvjs7C2uPxWLEprG8jpUqMRi0SEujn0\n+3eeHuJLfWMjRV212D8fOkljfT2R/l6afZLzS8nqkv0TAXMigikqLBj0+FIK3Hnyk6XkV6h9H27/\neyRbXlmPg03PWt0QVwhZBH9cBM1tUqSdci78VQQBTqTPMfha2w40EhvaU3bx62f0T5IzMFGuISMI\nAjYWUlplcmRyBZ9t2YWDtSXRAT6E+3pgYW48Z/Kvd0/Az72R2dEFRjvnxUIQBI2SkiDAuxtmsii2\nmFnRhf0c2TvetvC3W0/wyHVSfjsdSpvMnNS0PCx6KTe5mAiKTkSAgNoF/XxaGpbm5vx2KgS5Qnuf\nyiq25Z1vbPl8sw9HP/gEM8nluThRWtdAa5cmf3NrMK0d6gmfm2MLnz36PW0NjWRfZIn3Z2/KZtEE\nL17+eg5phepyk6ZWd3acOMJ4bzvM+4ioRmpeYgx2n9U2TQd5uNBYU0VjTRUt7eb867tZfLdf2/P1\nyLvhRHgex9levXDwt9sV/OWDFQBsPuzJG1+44mRjRX1rO0qViqNnkvAxguFjWnEFdU3qCgxLczM8\nraV6f1O5QoKV2ThA/VpPrTrIPQvOjPj1+EJEIiuampJQqQZXWhl6YV3hIBjwFb+2tpbHH3+cb7/9\nFoXCcLpLJBKhvEy6Iy+3OjuRSISdpQWNbepymOYOGc621v0cdfGobGgmp1zbzDt9XBAikQgziYix\nPu6M9XGnobWd1OIKMkoqaNMxdyqubaC4tgFLczNc7W0pqe15dXW2tWZSsB9h3m4DLiMaLpZSc26I\nj2LjiXPUtbQhCLAjKR07K+1Ke6SfV58X375ws7clp0I9Oa9pGn6Jl5lE4N0HtnHHv6YT4v8DXq6Z\nwEbaO4OAnn0vH2+eQlKON69umMM1U7K4efZ5ooIqL5uVi5M52gnTOB93HAaQ8ZFIxCyLjWDzyfOU\n1asbV/elZGMuETPWx4O6ljaOZmrdcyeN8cNrkHXtSpWI/9sWxwebEuhUat/76OCKARlg2VkbXrVr\nbLXA0baDNpk5gZ71jPOrJty/mnF+NUT4j1yJz2AQiUTEh/qzPyWH7l+1sa2DQ+m5HM8qINzXg+gA\nb5yGeW06cDaQVzbMRYTAU6sOcfeS0SWh29jWQUfXNS6rcAm7Tk7mhwOTuf/aEzx649Fh/S521nJu\nmpVqpJEaB6m5GW4OdlR1LY6U1TUR7OHC5LGlvHL3TvYlB3M0NYB2uXoyPTMq32AA0NRqQV2zFYGe\nl9ZEKa9Cm6m7YcY55kbt4K3vZrL2qZ/wc+99xX6kmRRazo9//5Z1O8N4f+MMArzOYGN9jkNpnsyL\nGhld/JGkVSYns0x7bZsUrL5PFVQ4cs9bKymt1V6bHW3befF3e3Gy02YOF0zK4/cLE/lql7rs8+3v\nZ/LYrccBdZN9WV3TsIMAlSBwWkclamKQL9ILFmCl5ko+fGgL9/77BlbOSOPm2SnDes3RxICDgHvu\nuYetW7dy6623Eh8fj4PD0BrKhoKrqysSiYTKSv1UeWVlJV5eXgaP8fT07JEl6D7e09Oz19caTkTV\nH+7nsmlsU69g2ju7EBrgO2KvNRgEQWD7xu2a7QkhgcycbFihZHJMNEqlipT8Io6lZpJeWKrJCHUo\nOnsEAMHeHiyIjSZiGCUHwyUwKIgPftxGVUMjKkHQBGJikYjr5kwbsKZ898pB92dEYW7FsawCAJoV\nSqN8dhSdnSyY8qZe+dSxzHwiw0KI1DG6SS+wJSlHbcfe2mHB9wei+P5AFJHBTfz69slLrtueW1pB\nSa36ZisWibhpwaxey8YMERQUrCnnAth9LgsfHx8OZhSg7Fol8XFz5val8/u1e7+QuiZz/rcvThMA\n2Fh18v6jqdx9TTEi0fDMhLa8sh648DpiDQzcNGekCQ0NZdbkSRw6m86x1Ezau8r9FEol5wrLOFdY\nRkSAL7Mnjmesv8+gv7cqFdz4z1kIgggBEW9+N5vyxmA+efr8qJHcO5mu/q5X1wex78w9msfleBEW\nNvzv+YXXksuBqMp6TUlQq0o7timxcv5KBh2yLPYlurDliAfXTGs2OPbPNvtz35vRRAQ288HjKT3K\n6y4GgiCw4bBWjGDGpGjCAzp5YNVBbK1dAJfeD75IvD5WxZz49fx4QD3ZTS2uYHJkOJPC1I7N7TIx\nFuYqcnMvv8+JLvuTUjTZ/iAvd2bFq+cNAYEiXJxElHa9/TfMKmfNU+fxcBYA/d/l0+fLSStu4HSG\nIwqlhOrGOdhYq/8uTbLOYf/uiVl5mnu+lYWU6+fN7NHk382Jz7ubgC/N31ulkiISTRz0InZj49AD\n2wEHAbt27eLhhx/m3XffHfKLDRWpVEpsbCw7d+7kxhtv1BvTzTffbPCYhIQEnnnmGWQymaYvYNeu\nXfj4+Fz0foBuRsIrwBikFZRoXBXFIhHLp8X1ub9EImZCSCATQgKpb27heFo2x1Mz9X6nyCB/FsRF\nE+x96bWQ7W2s+cvKpXzw0696qkQxoYHDMpXyddPeTMqq61CpVIjFYgrKrdh6xIMHbyro83hFp6iH\nHnxWcXmP/gkBWPfbfp645To8u1ZFPJxl/OsvaXy+xZ/MIu3v0NhqjrfrpVcS0nUHnjwuZFABAKgv\n1g9cv5gPfvqV8toGVILAl9v2ap6XSMTcsWj2oAMAAGd7BV8+f5alj09h6vh61r+YxJheemmuVFzs\n7bh+ZjxLp07kdEYuB5JTqajTBvBphSWkFZbg4eTArAkRxIeHDljyTyyGXe8f58a/xnH0vLrU6qsd\nfmSX2LDpjdOXRAFnsBSUVyGTW7Pj2JN0KtW/d3RIEx8+fuWuEIb4GO4L6MbSQsXShOo+/VC2Hlb3\nTqQV2LH08SmseyGZWxdcXPfhspo6TemHlVRKqK96odCQN8ClZFG8P+V1eSRmqe9J3+7Jf9MEAAAg\nAElEQVQ5TICHGy4Odjz+QQRnsx146uZGIgP7ziIKglrTvl0mpl0moaldIK+kiskRElwdRlaw5Uxm\nnubnKRHaibPUXODL55NZ9kQ8/34ojdsW9m4+JzUX+Paficx5MIE3HkhnYXweL69TP5dfri4pHuoC\noiAIer4AsyZEYGUhRRAwOJ7LtcdlJBlwEODs7ExIyKXrYn/88ce54447iI+PZ9q0aXzyySdUVFRw\n//33A/Dcc89x6tQpdu/eDaiVjF566SXuuusu/va3v5GZmcmbb77JP/7xj0v2O+hOOBsukyBApVKx\n5YhWuWRa5NhByQY62dmydMpEFk+eQGZxGSVVtUQG++Pl4jQSwx0yTnY2PLRyKe//+Cv1za3qWvKJ\nkcM6p72NFfY21jS1tiHv7KSyrol/f5vAf34MRK6QEB/RQHyE4bT4O98G8dM+L35794TezUlX0SI+\nPJTskjLqm1vV9dubd/HErddhbWmBs72CJ1fn8cRteRw978TnW/z5fq8Xdy0rvuQXsryySrKK1Td+\nsUjEoviYIZ3HxsqSP9+wlPd/2Koxoelm+bQ4vF2dhzzGxVOq+fXtEyycXDNqm66NgYW5OdOjxjEt\ncixZxWUcSE4jNb9IUypUWd/ID/uPsfXoGaaOD2PmhPABBXQeznL2fHCcP/87ki+7JDJzSmxo6xgd\nd9n8iir2n7mfxhZ1ts3WqpPvXz5zxcmg6hLs7YFIJEIQBEqra2nrkGFtadH/gV0IAthYKbGyUNIu\nk6DoFHP7PyZSXS/loZsLRm7gOtQ3mbP5sDagjwjyG9JCwcVAJBJxy7zpFFZUU9vUTIdcwdod+5gd\nvZpPfwlAEETclLaa+HHFWFlas3JOhcGFpXe+Deap//RU+XK2L2XfR0lEBY/M+KsbmjSKUhKxmAkh\n+tnOiWFN5P+4d0DZv2CfNrK/24eFVIUg2GFnbUVzWzvtcjkVtfVDvtanF5ZSWl0HqJUIZ02IYMth\ndz7eFMhPr52+or/PA2XAxdn33XcfGzZsuGQ1/6tWreK9997jlVdeYeLEiRw9epRt27ZpPAIqKirI\ny9NGpfb29uzatYuysjLi4uJ46KGHePLJJ3nssccuyfjhwkyA8WRCh8OpjFzKatVNmFJzM5ZMMSzJ\n2B9isZjwAF8WTp5w2QUA3Tjb2/HozcuZHxvFXcvmDUvxoxtfN+3Fqay2lsJya00j3TNrwnvUmAsC\nvPhZGE9+OJ5jKc7c8FwcHV0mSyqVivN52trFaZFj+ePyhRp1hOrGJr7cvldTDgPq1Yzp0fV88fxZ\nyjbv5tFV+Vxqtuv4AsSNG4Ob4+CyALo42Fjz4Mqlev4UIT6eAwrgZHIxa3/1Jb/McC/C0oTqqzoA\n0EUkEjHW34c/XbeQv915M3NixmOps/LfLpezLymFl9f+wN7E832cSYuFVMX/PXuOdx5OxcpCycbX\nTxPodfkrCXWbhEWG7MDGUj2B+OzZs6NKHnMoqP0C1NlNAbVfwGAQieB/LyWR+e0+wgPVQbsgiPj7\n52FU1RsuvzAmLW0Srnkynic+/D3lNWoTKGPqzI8EVhZS7lo6F7FYvSxdWFHNuu2NmJupr/GCIOJE\nuj/7k1zJKDScte7Nx8DOuoLiynMGnzMGiVm51Dd58/P+lwjwCMXGQMA4mPK/bmlzkUikV0HQLTE9\nFHbrZAGmRY7ll0MhrPxrHDuOu3PrC5OuCjOw/hhwJuD555+npaWFiRMn8rvf/Q4/Pz8kBiLsVatW\nGXWAujzwwAM88MADBp/78ssvezwWGRnJgQMHRmw8g8VRxzU4u6SclvYOo5sbDQZFZyfbjp3RbM+b\nFNVD3/dKw8nOhhUzjKdg5evmQlqBWvKspLqWV+/L4JdDHnQqxRxIcuHXo+5cO12dzlWp4NH3x/Of\nH7UrJjK5GHmn2p48v7yKli4fBXtrKwK93BGLRNy+aJamFCazqIxfDp1k5eypPcZyoQTlpSC/vJLM\nInUWQCQSsWhyzyzAm1+P4ZtdPqyYWcFdy4r7lZh0trfjwZVL+Wb3IURidRlQX+nh6nopn/wcwJqN\nAVTWWfLQzfm8/+jl1Yh5OePmaM/K2VNZljCJk+k5HExOo6pBXXMqAL8cPkVkkP+AMoYiETx6Sz63\nLijD0+XiOKTWNamDF+chuu52m4T5uKXx8C0v4eN6L7csKDfmEC9bQn29NKZPF/oFDBRf9w4OrjnK\n8qfiSc62Z/Obp0a8BKxDJub6ZydzPFW9ALX54N+5e/lfCA8YnP/LpSDA043l0ybzy+GTAIgka/n5\nzVbW/DSfrUe0k+F2ec8129LqOo6nNSAWhSORyDGTyBGJVEjN21ky7S3OZFmwdGqU0YVSBEHguz2W\n/LjnTWQKW/aeNuPRVXn9HzhAgr08ONtlBJlfVsnM6J6yy/2RX16pVacTi8gpuoHnPpmoeT41347q\neinebleOc/NQGHAQUFJSwv79+0lJSeHZZ581uI9IJBrRIGC0E+jphtTcDLmik7rmFj7dvJMHVy5D\nakRZvsFw8GyaxjzDzsqSeZOGVx5zNaLbF1BSVcuKGa38aUURazYGAvDsmnCWTFGnTO99PZqvdmhV\nfpZOreKHV09rnEbP5WrVdKKCAzQT3YmhQZTFx/DbyWQA9ien4u3qzNTxA1OTqK6XGkUTeyDo9gLE\njg02OFFcFF/Ncx+Hcy7Hnpe/DGP2xFruWlbMTXPLezWxc3dy4JGbr+3ztYsrLXl5bShf7/DVaIID\nfLHVj5f+kImj3aUPkkYTllIpsyZEMCM6nIzCUjYfPklZrVoa+reTydyxePaAz9VbACAIamncC3tj\nhsL5XDueXRPO9uPuiEQCE8MamR9Xw4K4GubH1fTpkaKLrklY1Bgrbp0/dFnQ0UZ/fQEDxcVBwa73\nj5Ocbc/06HpjDc8gik4Rt7wwib1nXDWPJUStZ2KoLZbSkc9AGIO5kyLJLC4lo7AUgENnt/D13804\ncEJGea0dY4I88HPX9nrVN7ey7fgZTqZl42gHf775JwCkZmbMmTieA8lpyBQKqhtk5JdXGb03782v\n3Vj36zIEQX2d3XM6jLLqUqNNqLvHW9MQyKe/zOaOxYZr+Pti12ltFiS78BE++Fbb6xg1pokd75zA\ny/XqDgBgEOVA99xzD2fPnuW5555j06ZN7N27t8e/PXv2jORYRz3WlhbcsWg23Z/lgopq1u7Yp1fe\ncbFo7ZDpmWcsmTJx1FwwLyd83XWCgOpaBEHgxXuysLVSTzizS2w4k+mAWCxo3CoBVs0rY9MbpzQB\ngCAIekFAdIj+CtzSqZP0Utvf7TtCfnnfaVKVCv61YQxBN83jdPrIq3kVVFRpbmIikYjFvfQCxIQ2\nsWKmdoJxIMmFu1+NIXz1HIZTbahUifhiq79eAODj1s7f7spGIjaV/QwVsUhERKAvt8yfrnnsdGYu\nVfXDl1p8dV0ISx+fQn3TwJqO+yIpy57tx9UlfoIgIjHTkbc2hHDvGxMGNYEwlknYaKS7LwBQ9wXI\nhj5JsrFSjngAIAhqk6ktR7SKf1Oj1hMdup2oy7wUSBexSMQdi2Zj3yWj3NzewfqdBxjrW83cmHzm\nx9US5t9Ku0zO1qOneeWrHziRlo2AenIsEomYOj6MF+68iWunxRE7VtsIcDwtS/OzXDG8jIBSCQ+/\nO56/fjJVEwA42jVycM0xo66o+7q5kJ6/lB92v8nRc8t5//vBBTHltfUasziAiWHaBumEyDr2/+eY\nKQDoYsBBwLFjx3j66ad59dVXWbFiBXPmzDH4z0TfTAgJ5MY5CZrtlLwiftx3zKDx2kiy69RZjTSg\nm6M90yLH9XOECUM429tpaqdbO2Q0tLTi7iTn6d/lcNvCUjK+2ceU8Q2IxfDl35K5dnolf1hexIZ/\nJCI1177nZTV11Dap62gtpeYaRYtuum8S3l39Fkqliv/buqdPlaln1oTz7Jpw2jrMuOXFSTQ0j2zG\nacdxbRZgjPcEXls3ncKKnuVlik4RqxeVcs20SsQ6k/NlCVXDamoO9Gpn5Wx12Ubs2Aa+/nsieT/u\n5Znf5WJnc3kpg4xGgrw8GNdVXtGdDRgO3+/x4sXPxrH3jCsJf5pOdrFN/wf1we2LSokMbkIkEpBI\ntAsr8+OqDQYBeaXWfLLJn5wSawRBnUkSBIGCCq36TZDX1RUEWFlI8XPT6QsoHRkH6293e1NZN/xF\nJ5EIFkyu0VxHYsN/Ii58IyLUCnWjCTtrK+5YrF0kzCwqIzFPXWqqVKpd7l9e9wM7T51F0am9nkUE\n+vLM6utZvWAmDl29U7pKPUlZ+cgUCto6xMx/OIEXPg0bkB+KIcRidWa5G3enbH54dROx44zrvSCR\niGn///buOz6qKv0f+OfOZGbSe++9AumEBAiEziKCCgKKCKKsa1kEy0/U/Qq7CKisgqIorgW7ICog\nSi+hS0ISIJBGEpKQQhrpde75/THJzQzpdZLM83698mLOzL0zZ8jNzH3uOed5an0h5xWvtWZ7IK6k\ndT3T0VGlUYCRro5Y81gBrExrMWd8Pg5vuQiTHk4VHI66fFZgZWUFU9OeZ+MgLSL9fXG3ogpHYxUH\n6tlrSTA20Gv3ymlfKymvRHTCdaF9X0QIxOKBKeA13Ig4DnYWZkJ10ZzCEpgY6OP1x9NanXhItBh2\nr4+FVMK3ekx5FMDPue2MFjKpBE/NnorNP+5FVW0dKqpr8L/fj2Ll/FltllZ/eu4tfLbPEeVVEmTk\n6uHJjf7Y/VZsvxRtupVfiOu3clBbp4+45Ln4fO8c1NRpobJGjM/XqC5Ok0oY5k/Kw/xJecgrkuGb\nQ/b46oA9ls3KbvO5j/xljqIyKeZG5qOiWgvbf3XCrPA7CPFp/cXzf0+k4vl5mRjnXzKkilMNFTPD\nAoXRnpjkm5g+OqBb2cSUZeS1FCRLydbHmKfGYs+GWEwM6ji3fGW1GBItJiwkbCYWA5+9egV6OnI4\nWNbgVJwZjsaYC9Px7rX3tBVe/NBP5b5/zr+GRlYPkQjQlUlh0cP3NpS529sI9TnScvIw0rVvT6Z/\nPGqLR9cGws2uGofev9DpmqDOPP63HBjoNmL3cQ7mpt8CUASsQ3F9m5ejHaaE+AtpLS+kZILjgB/P\nxaPwbrnKtvaWZpg7bjQ8HWxbPY+ztSUsTYxwp7QMdQ0NiE3KwqZvFuLsFVOcvWKKO3dl+PjFq92+\n6MJxwL+WHcHJuHAY6BZh9vhPMCFgXo/fb0dWP3IKyZvsUVzmjLoGLSz4VzAufX663VSv5VVa+Oag\nHRZMvobY5JvC/VNC/KGnI8flL0/T1f82iNd2MWemRCLB9u3b8dhjjwl594eLOqUhT23tgZn/6eFg\ni6K75UJmntScPJga6qvMMe8ve06dR/YdxRetk7UFHhgfNugqLA9GJSWKTCFmZqq/o9uFJbjVdPXQ\nytQYHvY27Z6AaolZm4/9cuoCKqoVX4YzwgLbzbCkqy2Dk7UFYpLTwBhQXlWN4rIK+Ls7t/odmho2\nwN2+GruPK74kbtwygKlhPcL8+r6a584/L+HIxck4eOEl5NzxF6Y+XUkzxOLpt9u98mKgq5gy8MyD\nt2BnUdvm/82TG/3x3o9u+GiPMzZ/74ZjMRYor9LCvKjWc5YtTerhZF2jtgCgvWNkuDAx0EdG/h0h\nZWtNXT383Z179FzjRpXCx7kCv59VLKSvrRfju8N2GOFaAR/n1tnT6hs4bP/VGfNeD4G2lMeYEa2P\nY3vLWlia1ENbysPLqQozwwvh4dD2aNlbX3kgNUc148rF65aoq9eDk00cPOxtEOrTP2mxB/NxIufl\nQv73Rl6OsSP7bpQ4v1iGSc+Ho1EuQkm5FLuO22JqaCGsTNtfs8QYcDrBFKu2+sHSpK7NoMHHuRIl\nlb+isGkB+4RAP7jYqL9GTU+421kjOTsXdyurwABkF91FdW3LOYqJgR7mR0Vg3sTwdtP1chyHuvoG\nIVVzRTWPjNvjheP9crIxEtMNcP+4gm5nSDsZHw+JZB+8nKIxxs8Fo9yce/Q+O9eIvJLfcCNjEnim\nheIyKbLv6OCBCaqf+9W1Imz5yQUL/hWMPSdt0cBfg5wpEkG429tgRtPFVYNBVieiLYyJwXFu3T4f\nUz2H7V6ymS5f/q2oqIBMJoO7uzv+8Y9/YOPGjXjnnXda/ZCuEXEcHpk6XiWK/+HoGSHTTH+5XViM\nSzfShPb9Y0MpAOgl5cDtdmH3K2QWl1XgdpHipEBLLO40o4WHvQ0eimzJDhSbki6MKt1rXlQenn2o\nJW3opm/cUVXTt3mzswoKcTmlCn8lLkB9Q8uUjgCPMux7+xJcbDsvxKWY19r6/vTbujgVp/j/LauU\noK5pvv/PJ23anGpE+t/MsJYMG71dG/Dw5Dyc+vgcbMwUix6tTOsQ5qs6j5znge8P28L3kYn45/sj\ncKdUhg1fu6O8qnfT2+ZEFmD22Hxh/Q4A6OtUI8BrHwDAWcOmAjVztbVuWRdwp3frAu5lbVaH79dd\nhqwprWV+sTYmPBuB6PjWswzqGzh8c9AOIU+Mx8RnI/BbtDXe/6ntpPd1DQ1IbhqhAtCjrEaDhVgs\nwuMzJkLnnjV6OlIp5owLxRtL5iHU273TAlqjfdyF3+Otgiz8b80JLJ7ecn7xyykb/O3F0aisbv/7\n4N7vCjnPIy41AzJpNTiOCRWO+4OztSVMjXIxMfhTAIC+TgNmjGlZr1NXL8K2n53h/vAk/L+PfVFc\npvj/2nkgEjyvOLWdGjKq3/o3XHT5U3TNmjXC7U8//bTd7V555ZXe9UiDaInFWD5rMj74+QBuF5WA\nZwxf/HEM/3xoFhytzDt/gh7YdzZGKATk5+zQau456b57MwR1V4JSgTAvB9suLdAeN8oHuUWlOHst\nCQDw+9kY2JiaYEQbQ/ebn7uBC9dMIJXw+GHd5XYz8PTUwYvxMNLPh6/rUVy7OQOeDpX491PJmBeV\n1+WMLO0x1GvAf1YkYecfDkjLUQQYoT53sWph+qCojKyJXGys4O1oh6Ss22CM4fCleCye1vVMQfcK\n9SnDxf+dwSNvBmLLC4kqCwyL7kow7YUxiE9VnZajI+ORlqOLIK/ye5+uy566PwtP3Z+FhkYOl24Y\n41q6AW7mfoeaesWonqatB2jWvC4g606RsC6gL6cEzY0swKH3L+L+V0JRXiVBWaUES/4dgJSfTgjr\npGKTjDD7lVDkF6te1fzjvCVuF2rDzkL1bz/p1m00NGUVsDEz6VVtksHAzNAAi6dPwFd/HIOcZ4gM\n8MX00ADodSOluJG+Hnwc7XD9luLEPy41BV+9oQ8Lkzq8/6MbAMDcuB46stbfB3I58Op2Hxy6aIGz\nn5wV1lSlZOcKaayN9HThbmfdat++oiOTws7cFIydREW1Of5vmQgzx7SsC/jpmA3++b5qRkNLk1KM\n9FBkSrK3MIO34+BPEatuXQ4ClAtxkb6jI5Pi6TnT8N6u/SitqEJ9QyM+3XsIqxbM7lJlzu5Iyc7F\njaYPBI7jMHtsSCd7kK6wNjWGlliMRrkcJRWVqKqta7NwSnuuKmcF6mJGC47j8NDEMcgvKcXN3AIw\nADsPncSLC+6HtamxyrYyKY/fN/8FU8OGXqdiZExxdah5Xmb2nSJcy1BkYQjx3YXHZxpi5fzSPivC\nZW7cgNcfT8NrS9Jw9aYBpBIeXo5VNN9fzWaEBSIpS3Hl9VLSTUwL7fnaAEAxjefUx+db/V7NjBpU\nglZTw3qsWZKGZx/M7FYhoo5ItBgiRpYiyKsA/++TVAAAB8DRyqJPnn8o6u91AZEBJTj10TnMfDEM\nVTVi/LIxRiVRgpdjJWqV8uJrS+V4bGYOVs7PaBUAAKprqgZ7gbCuGunqiKVRYRCLRPD16dmUrDA/\nTyEIuHgjFdPDArH5uRuwMq3Hkb/M8c3/xbdaF1BRJcbidYFCxqVH1gbht02XIBZDmCYGAIGeLhD1\n9ipPJ1xtrZBTWIxQ35/BswAAwcJji6bmYv1XnkjL0YOteS1eefQGsgrfRX2jYrrY1FB/muXQBV3+\nDTo7O3fph3Sfkb4e/jF3BnRliivAFTW12P7bISHi7gs8Y9h35pLQHu3j3uNS3ESVWCxSmcPfnSlB\nFdU1SG+qiMhxXJtX8tujJRbjiVmTYWqgmOdZV9+Az/YdUZk/2szKtL7XAcD5a8aY8Ew4lq5vWcB+\nUKkuwLiRRnhxUUm/VOHlOGCUewW8nSgAGAxcba2Eq2zNowG91dbvleOATf+4AV3tRqxZkoqbu4/j\nxUXpfRYAKMsqKBKytNmYmUBHprkpkz3sW67wJqRlIrspIOhL/h4VOLP9HPa/e6nViI6+rhxPzs6G\njVkt1q9IQvZvR/HpK1fh69J6rYhcziMxoyUd5HAJAgBFpjiJVs+nb45wcRDOK0rKK5GWkweOA155\n9Cb+/O9frRbX38rXwfhnxqqkXBWLGOoaRKhvbFQZtQ72dOtxv7pKub5B+j2VgyVaDO88ex2bn09E\n6q7j8HM7KAQAFsaG8B9Gx0F/opQwg4S1qTGemj1VyApTeLccO/YdRn1D3xQ4ik/NEK7sSMRi/G1M\ncCd7kO6wt2gJqHK6EQRcTc8Spme52ljCQLd789wNdHXw1OwpQnagwrJyfPnncfB9WHsi+ZYeHloT\njLF/H4czV8zwyykbXLhmjJzCYlxVysU8Q2muOBn+lH/fl5L6pm5AW8aOKkX2r8fw1t+TYaTffwXf\nMpSKhGnqeoBmrrbWwpzzkopKbP5hL749fAqlFa1Pwnv1OnbViAwoafOxfy1NQcaeY3jt8TSYGbWf\n0jHtdj6qm9Jdm+jrDUhyjaFCoqWFYK+Wk/WL11OF2/derMktlCHsyXG4ktYyA+HlR9OwZ4OioOX1\njGzU1St+DxZGhv02ZVmZ8uLuzPw7kMtVv9fmRhZg9cIMaIkbcCLumnD/5OBR/T5KMVy0Ox0oKioK\nHMfh8OHD0NLSEtrtYYyB4zgcP368XzqqCdzsrLFk+gR8+cdxMLQUE1s+azLEvTigG+Vy7D8XI7Qn\nBPjBxKB3ObmJqp6uC7iidGWlp1kW7CzMsHhaJL74Q/G3l5yVi7jUDJUP/7bwPPDxL854dFr72XtW\nbfXFtj3OkCsVOtMS84hNNsK1zJZRAH83ZxpZ0jDNowF9tTagI13N652SnYsv/zgOLS0xAtxdEOTp\nCmdriy5NC1CuFKxpRcLupSOTYlZEMA6ciwXPGBiAv26kIS4lA1FBIzAlZFS/F5fsam2Pq+lKldbd\nnGgKyD3CfD1x+soNAEB8WgbmTQxvc5TLxrwOs8cV4PP9jpBo8fj0lStYOqtlIXFsSstUoCAv1wH5\nfzYx0IOpgT5KKirR0ChHTmExnKxbT9O7lJSK8ipFAgpDPV2EevdPVq/hqN0zS8aYSgErxhh4nm/3\n597tSc8EeLjgwQktmV/6opjY2atJKG5K6aerLcOUUFox39furRzcFbX19UhuSuEG9G4YO8DDBVGB\nLYukLiWldbC1YsHl7JdH45/vj8Dyjf7tFo/RlvIqAcDCKbdx4/uTWDT1mso83BlhA1PjggwuAzUa\n0BWMMew5dQFVtXUoq6zGqfhEvL9rP9Z9tQv7zlwSKnq3t2+mUqVgTV0UrGxqiD/WLH5QZYpig1yO\nw5cS8J+vduPMlRtqqXavrFWldZoC0oqDpZlQZLKhUY741Iw2t+M44KMXr2L+pFwc3XpBJQCoqatH\nYkZLHZfOLjD1pY6mBAEAz/M4FnNVaEcFjujVFCpN0+5IwMmTJztsk/4zIcAPdyurcCxWcWD3pphY\nTV09DipV9pwW6g/dYVbnYTCwNTMFB0WVzYLSMtQ3NEIq6Xjd/fXMHGF4087cFGZGXa+I2JZIf19h\nSDTp1m1UVNe0O73o3FVT/HlBcaLzW7Q1tu5ywQsLWn85/L/FafhsnyMCPcuw6R9JQmXIw3+1FGPx\ndrSDHQ3Ba6SBHA3ozO2iEuQVl7a6v6S8Ekdjr+Bo7BVYmhghyNMVwZ6usFJaQF94txxVTWtpNLVI\nWFusTI2xYvZUpObk4dfTF4VRzoqaWuw6cQ6nEq5jzthQ+Lk4qOUKfPadItytVNSB0JVJ4daP2WqG\nKo7jMNrXA7+d/guAYkpQ+AivNreVShh++s/lVvdfuXkLjU3Zl+wsTFsln+hPrrZWiGkq/pWeW4Co\nINWMQPFpmSgsU6wp0ZFJMXZk2++NtK3Lc0yio6NRWNh25UUAKCwsRHR0dJ90igCzx4YiRCnaPnA+\nFuevJaO+sbFbowLHL19FVdMCY1MDfYwf5dvnfSWKar7NJw6MsTZPRu7V11ewzIwMhCuYPGOIa+eK\nDwDcP74Az89veXz1B364mNj6g93YoBHxO6NxeMtFIQBgjKmMNIz28Wi1H9Ecg2U0QLn+iYe9Dcb4\neraa9nCntAwHL8bhrW/24O3vfsWRSwkoLqtQGQVwtrbsNAe7pvGwt8FLC+fgsekTYKLfMpW0oOQu\nduw/go9++bNfFg93RvkzdISrY6+mzQ5nod7uEIkUx3R6XkG3/0ZjU1ou+gzEgmBlqiMB+a1mqByN\naamRE+nv2+/T1IabLqcInThxIr799ls88sgjbT5+7NgxPProo5DLB39VtqGguZhYeXWNUPXvh2Nn\n8MOxM+A4DlItLUglih+ZRKL4V7hPAplEC1ItLZy7liw856yIYBom60f2FmbCh2t7cxebNTTKkZjZ\nMrzaV1UXQ7zchAWOMck3EenfftD37rPXceGaCS7dUJz8n4wza7OasL2lapaqrIIiFDS9T5lEQkPw\nGs7V1gpejrZIzspV22iAnOcRm9xyojI5eBR8ne3x8KQIJN26jcsp6biSfksl0cLtohLcLirB/nMx\nKoWZNH1RcHtEHIdQb3f4uzvjVFwiDsckCAtFU3LysPmHvQj1cces8GCYGOh38my9x/O8SuBHn0Pt\nM9DVgZ+zg5DI4a8bqbgvomspwiuqa5CS1TJttT8LhLXFuilTV01dPSpqalF4t4qQcqsAACAASURB\nVFxIR5yUdVuYfivREnf4fUfa1mdhc319PS3I6WPNxcTuXXDJGENdQwMqqmtQXFaB3KISZObdQXJ2\nLq6mZyE2+SbOXUvGyfhE1DcqvvTsLEwHdB6fJurO4uDUnDzhC9TM0AC25iYdbt9VgZ6uwhWfzLw7\nKCprv5iSVMLw479jYWygyKzx4xFbdGWKr/IogL+7c6fTnsjwNzMsSLitjtGAlOxclFcr0gMa6OrA\ny1FRiV1LLMYIV0csmTERG556FMv+Ngn+7s5CFrZmNfX1wm1aD9AxqZYWpob64/8en49xo3yEUZPm\nxcPrd/6M38/FoKGxfy8IJmXlorRpKpCejjZ8nBz69fWGujDflhHbizdSu5xBLi41A3zT1XdXWyuY\nGvZ/gKdMxHEqf5MZeS3rAo4ojQKE+3l1O7se6SQIKCsrQ1ZWFm7dUgy5FRUVISsrq9VPfHw8fvjh\nB9jZUXW2vqYjk+Ifc6bB3d4GOjJpj4c7544bTUPc/UwlCOhkcbBqVqC+y2ihr6MNH0d7oa18dbQt\nLrY1OPT+RTw4IQ9zJ+SjvqHj40su53FZKUsEZWEgQMtoANBcNyBhQF9f+YpwsJdrm5+TUokWAj1c\nsHzWZLz11CN4bPoE+Dk7CEFz8zYdjeCRFga6Ong4KqLdxcO/nLrQr69/XmmUe7S3O41yd8LP2RH6\nTRWHyyqrVZJSdET5OyR4gEcBmrnatqz1uNm0ODgj7w7ScvIAACIRh0n3rBUgXdPhJbwtW7Zg3bp1\nQvuFF17ACy+80O72Gzdu7LueEYGRvh7++dDfhLZczqO+sRH1DQ2oa2hsut2IuoYG1N/TbmiUw9na\nAl5UPrvfKWcIyi0qgZzn2zwZ4XleJb9+Xw9jh3i7CVONYpqquXYUZIT6lOHnDbFdeu4bt3Jaysbr\n66oUFSKabWZYEJKbpg3EJKVh+ugAWBj3bdXzttTVN6jMDe9KYKojkyLU2x2h3u6oqq1DQlomMvPu\nINDTheYUd1N7i4fPX0/GjLAAGOn3fTrq8qoaXM1o+Z23t9CVtBCLRQjxdsPJuEQAwMXrKfBxsu9w\nn5LyCmF6qYjjEODh0u/9bItbGxmCjsa0XGgI8XKDqWHvEmtoqg6DgKlTp0JPT/EH/Morr2DRokUI\nDFQtCMRxHPT09BAaGorgYCpANRDEYhF0xFKNrmg5GOnraMNYXw93K6vQIJfjTmmZSiXhZpn5haho\nmrqgr6Pd59MPRrg6QirRQn1DIwpKy5BTWAwHy74p7KI8FSjEy40KshCB8toAnjEc+isei6dF9vvr\nJtzMFKY92pgZd7tYlJ62DBEjvBBBJ5K90rx4+IOfDyA9twA8z3D2ajL+Fh7U+c7d9NeNVPB80xQV\nG6sBzVYzlIX5eApBwJWbWaiurYOudvvZApVrA3g52qltuo2DlTnEIhHkPI87pWVIzclTuZA2OZjS\nnvdUh0FAREQEIiIiAACVlZV46KGHMHLkyAHpGCFDkb2FmZCyLqewuM0gQPmq5UhXxz4/kW5erBuT\npBjGjUm62SdBQE1dvcoHL00FIvdSx2iA8lSgEG93WpumRiKOw4QAP+Fq7dlrSZg22r/VGozeYIzh\nfGLLVCAaBeg6OwtT2FuaIedOMRrlcsSmpGP8KJ92t49NbgkCgr3UMxUIUKxDcbAyFwr6fXv4lPDY\nSFfHNr9nSdd0+exj7dq1FAAQ0onOFgcrittkCu2+ygp0rxCvlhP02JT0Li8C60h8aoZKrmiqEEzu\npbw2oHk0oD/drawSsqdxUD3uiXqMcnWCkb4uAEVmmY5SFfdE2u18FN5VJDzQlkoQ4OHcp88/3I3x\n9RRuX7ye0u52ecWlyC0qAQBIxGK1Z19SnhJUWlEl3J4S4q+O7gwbNJZPSB+ys2g5MW5rcXBecSmK\nmqo3yyQSeDrY9ks/vBxtYdC0CKy8qhqpOfm9fk7lqUA0CkDao5wpKCYpTThh6w+xyTfRnDXcw94G\nJgZ9P/+cdI9YLML4kS1Xl6Pjr/fp8yuPAoR4uUEmkfTp8w93wV5uEIsVp35ZBUXt1rRRXhDs5+Kg\n9rUyyvUCmrnb21A2r16iIICQPqS8OPh2YXGrwm7KU4F8ne37LaOFWCRCoFImh5jktA627lxJeQXS\nbisCCY7jKN0saddAjgYoTwUK9aHAdLAIH+ElTAG6VVCIW/ntFxrtjuraOiSkZqq8DukePW0ZRrq2\nXNW/eD211TaMMZX1AIPh897FpnUQMDWE1gL01pAIAurq6vD888/DwsIC+vr6mDNnDm7fvt3hPl99\n9RVEIpHKj1gsRr1SPmhC+pqpgT50mxZsV9fVo7SiUuXxvq4S3JEQ75YP7oS0TDQ0Nnawdcea1xcA\nilEGIz3dXvWNDG8DMRpwu7AYuU1XMSVaYvi7O/f5a5CeMdDVUSkqdSohsU+eNyb5JhqapiTaW5r1\nWcIDTROmVOX9UlIa5HLV6aJZBUUobhqx1pZK4OvccRahgaCvow2rpiJhgGLqrTdlPey1IREEvPDC\nC/jll1/w448/4vTp0ygvL8d9993X6TxnXV1dFBQUID8/H/n5+cjLy4OU0r+RfsRxHOzaqRdQXF4h\ntMUiEXyd+7e4jZOVBcyNFGnTausbcC0ju5M92sYYo6lApFtcba3g5dC/owHKx+QoVye1T1cgqpSr\nt8alZKC8qrpXz8cYwzml2gDhfjQK0FPeTnYw1GtZt3H9Vo7K4zFKU4H83Zwh0RocBSF9lIKRaaH+\nlASgDwz6IKCsrAxffPEFNm/ejMmTJyMwMBDffPMNrly5gqNHj3a4L8dxsLCwgKWlpfBDSH9TXRxc\nIty+qjQK4Olg2+8pXjmOU10g3EnhsPZk3ylCQVMFWKlES+0LxMjQMCOsJZ10X48G8DyPGKXMJTQV\naPBxtDIX5mvLeR5nlU7geyKroKhloaqWGCGDYIrKUCUWiTBa6WKO8gJhnucRN8imAjWbERaI6aMD\nsGjyOLXVLBhuBn0QEBsbi4aGBkybNk24z97eHj4+Pjh37lyH+9bU1MDZ2RkODg6YPXs24uP7N1MF\nIYDqugDlkYCBnArUTHlKUGJmNqpr67r9HMpXXAPcnWkhHukSNztrldGAA+e7VpCuK5Kzc4Urywa6\nOlQMcZBSHg04ezVJyC7WE8oLggM9XKlOTi+F+bZMCbqWkSXUrkm7nY/yptsGOtrwcLBRS//aoiuT\nYVZ4MK0F6UODPgjIz8+HWCyGmZlqARgrKysUFBS0u5+3tze+/PJL7Nu3Dz/88AO0tbUxduxYpKX1\nboEkIZ2xb2M6UEV1jVDunIMit/FAsDQxgmPTvFm5nEd8WvfS9cnlvEquaJoKRLpj5piWtQGXU9KR\nnNXxWq6uUg5Mgz1d26zMTdQvwN1FmHZSXlWNhLTMHj1PXX2DyucQFXbrPStTYzhbWwAAeJ4JI8XK\nU4EC6W9r2FPbRK833ngDGzZs6HCbkydP9vj5x4wZgzFjxgjtiIgIBAYG4sMPP8TWrVvb3S81tfVK\neUKUdXaM8DwTqhverazClcTryChoyRRkbWKIgtzbaD+E7VtOZobIulMEADgddw0Wsq5nJMq4U4zK\nmloAgJ5MCtRW0d9IF9D/UQtPGwuk5Cmyw3x36BQWjQ+GlrjnJxb1jXLEK+Wet9KTDtn/76Ha7+7w\nsbXAxVTFKOihC5dhKOp+zZLE7DzUNTQAAEz0ddFYWYbU1P5LPTvY9Ndx4mJujMymzE3RcddgrSNB\nnFKwZak7dP+2hiKO00F5eVy36/p4eHh0vlE71BbirVq1CklJSR3+hIaGwtraGnK5HMXFqjnX8/Pz\nYW1t3eXXE4lECAoKogOa9DuRiIO5Ur7ywrJKpBcUCW1XK7O2dus3HraWaF4+dbukDBVNJ/VdkXz7\njnDby84SIlqIRbppnK8bpE2pcO9W1yA2vWcL1JvdzC9CY1M2E1N9XVgY6ve6j6T/jHC0ET438u+W\n405T1pnuuJ7dUufEz96aFoT2EQ8bC+FKf1FFFWLSs1HXlEXOUEcGa2MDdXaPDAC1jQSYmZm1muLT\nluDgYEgkEhw+fBiLFi0CAOTk5CApKQkRERFdfj3GGBISEhAUFNThdr2JqMjw1hxAduUYcc+6g4Ky\nJABAHaeF7OIy4bFJYSGwMDbsn062wzM1C8lZisqqJfUMQaM6fw81dfXIPHRWaE8LD6UqwZ3ozjGi\nSSp4EXafUKzhik3PxrTwUFgqpfvrjsNXW6YCjR3lC09Pzw62Hpw07TgJul0opBnOKKnE2JCOv4eV\n5RaVIP+uInAQi0SYOX4MDHR1+qWfg81AHCcBWQXCVKBLaVnC/WF+3kPyb2so43kpOC6w20FuWVlZ\n5xu1Y9BP9jIyMsLy5cvxyiuv4NixY4iLi8Njjz0Gf39/TJkyRdhu8uTJeO2114T2unXrcPjwYaSn\npyM+Ph7Lly9HYmIinn76aXW8DaJhlCsHR1+5LiyIszUzGfAAAIBKlqCYLmYJik/LFHJy21mYUgBA\nemzsCC84WSnmH8vlPHadONeqkF5X3K2sQkq2IpjloLrwnQxeE/z9hNuxKTeFRahdcT6xJXPNKDcn\njQkABsoYpQXCyn+TwV6ubW1OhplBHwQAwJYtW/DAAw9gwYIFGDduHAwNDbF//36VaCk9PR35+S1D\nhmVlZVixYgV8fX0xffp05OXlITo6GiEhIep4C0TDKGcIUs7IM1JN6TVHuTlB0lTBM7eoREi11xGq\nDUD6ikgkwsOTIoTP7JTsXJWFnl0Vm3wTzacpHvY2MDGgqUBDgZO1BZysW4LAc11MF9rQ2KjyOUS1\nAfqeh4MtTJSmrwKAjZkxXfTREEMiCJBKpfjggw9QVFSEqqoq7N27F3Z2qinhMjIy8MUXXwjt9957\nD5mZmaitrUVBQQH+/PNPhIWFDXTXiYayNTNtc0hPXTn2dWRSjFDKSNTZaEBJeSXScvIAKOoNDKZc\n0WRocrA0x4SAlpSRv0Zf6HbK2ks3lAJTqg0wpCinCz1z9UarKrVtuXLzlnCMmBrqw9PRtt/6p6lE\nHIfRPqrTjYI96fNeUwyJIICQoUYq0VIpcQ4Apgb6KulDB5ry1InY5JvgO5iOoRwkeDnawqgpzV93\nMMZUhpfbaitnQRgMbblSHvOetfv6+YZXe3qoP4z0m1JGVtdg7+m/urx/zp0i5BS2FIsa5eak9vdD\n7a63A9ydoactAwCUVVYj4WZmp/ufSbghtMf4eoD1+d/rYG8PzPsd7ePR9Hmo+HwO8nIdJO9fc9sD\nhYIAMmTV1NQhIaElVWBlZQ327bsotEtLK7Ft2+9Cu7CwDK+88qVK+4knWtLFFhSUYsGCd8AYwBiQ\nl1eK++77d1Obw507FViy5BMwxoExDrm5pZgwYY1S+y7GjXsVjInAmAi6Im3sej9aeH47IzOMHv2S\n8HhOTgmCg1eptAMCVoIxMRgTIyenFCNHPi+0s7NLMWKEatvH5xmVtqfn0yptd/e/gzEtMKYFPU4P\n36xXVNkurajCmb9S4OLyFHheCzyvhVu3SuHs/CTkcjEu3UhDRWkNvlx7GCFeXsLjDg5PqGzfUTsr\n6y4cHZe305YgK6sMTk5PguclA9LOzi5rev322/du3932xIlvgeO0++z5hlvby+MZPDh+HACgqqwW\nT83/EOm5JV3a/8/oK/hq3WEAwEhXFxQW1Kj9/fS0zXHaKCioHTT9GYh2Xm4lPvvXQeHzcN+xSx1u\nH38tB6+v+BqAYjTSztB6UL2fgWgP1OeJmaEZRtg5Y+e6wxg30g+mBmaD4v1rWtvF5fE+OTfqDrVl\nByLkXtXVdThz5jqmTQsEoDhJf+edX/Duu8vAGHDrViEefHADYmK2AZAhN7cW9933FjIzDwAQoaio\nEM888xlmzVoEQIyysgJs2rQX//jHqwA4VFffwXffncPGjR81tfNw6FAi5HJFPYna2jycOZMGnh8L\ngEN9fS7i4m6DsUgAQFVVI9LTPwJjEwAADQ05uHmzFIxNbGrfRmbm3aY2ByujLFTe3Sm8P0/7acjP\n3wPGJgEA5PIc3LlTC8YmN7WzUVxcr9K+e7cRjCkWwPN8NsrK5CrtykqAsalCu6ZGpNKuqxMLbbEo\nGyKupdrv1fQ6NDZKADRX486GXC5FTqE7CkrvCtuNdH0SgDaA7KZ/pwvbMybrsH3v9ve2OU5H5fX7\nt53TaVsk0u1VG5ChvHwMgIA+eb7h2B7l9nf4OZfgYvxpcByHXSfi8OKCdwHktbs/z8txNf0LYYpd\niNdCAJaD4v30pF1eHo/KyoJB05+BamvLDCASicHzcmTdKQSDtN3tL6d+IPy+fZ2CYaQ3EyLRW4Pq\n/fR3eyA/T2aG+eItw18wb+J/Bs3717z2wC9651hPUjQMM8rplYyMojvYkvRGdXUd/vwzFg89pEjt\nmpNTjPvvX4+YmE8A6CI/vwL+/ouQn38GgARFReXw8ZmMwsIUABLcvVsJV9cRKC0tBcdxqKiowLx5\n83D4sOLqYFlZGV5++WXs2LEDAFBZWYkPP/wQa9asAQDU1NTg119/xSOPPAIAqK2txalTpzB9uuKk\ntK6uDjExMRg7diwAoL6+HtevX0dAQAAA4MKFC8jJycG8efMAAA0NDcjKyoKbm2KaTWNjI3JycuDs\n7AwAuJ5xGZu/XgN9Yx3o6Rhi7dLPUFJcAhsbRRl2uVyOoqIiWFlZCe3S0lKYm5sL7fLycpiYmAAA\neJ5HeXk5jI2NhXZVVRUMDAyEdm1tLXR1dYV2fX09tLW1ASiGG29kxOOT/esAADoyfaxdugM62rrC\n43K5HHvPfoVT8b+DMYZQ74lYMmOV8DgAytHdgZiYGACgBASdKC4vwIZvnkdDYz0AYO74ZZgUNKfd\n7W/cisP23xTHrYGuMf69/HOIRV0vejfYaPJxsvPP/yI25TQAYIzvZDwy9flW28jljfi/L55ERbXi\nYsRTs1/DSNfRA9rPwUCTjxPSdarnsN1LvUzTgUifqa9vwJEjcUK7qqoWY8a8DJ4Xgef10dhoicWL\n30dDgzfk8mCYm/8NiYnZqK8fB44Lh7l5FCIjoyAS+UAs9oC5eQDee28LxGJLiMUmMDW1R3p6OkQi\nETiOg6GhoRAAAIqDvzkAAAB9fX0hAAAAHR0dIQAAAG1tbSEAAACZTCYEAIBiQXpzAAAAWlpawgk+\nAEgkEiEAaOtxL8dR8PZQpMabGvIgZFKZEAAAgFgsFgKA5nZzANDcbg4AAEWGleYAoLndHAA0t5sD\ngOZ2cwAAKE7evV38YWKgyNJRU1eJtNxrKo9zHHA5+bTQDvOddM/jFACQ3jMztMKMsIVC+48LP6C0\norDd7S8lnRRuB3uOH9IBgKaLDJgl3I5JjkZlTevKv4mZMUIAYKhnAl/n4AHrHyGahIIA0mM8z2P9\n+p/A8zwYU5zoz579FsrLbSGXj4RMNh5JSfkoLg4Gx02EgcF4LF26DHV1NhCLbaGtbYmsrCzIZDJw\nHAepVIo9e/YIJ5pisRhLly4VXo/juC4VmBssxGItvLRoM956aicmBc1Vd3cAACJOhGCvSKEdk3RK\n5fGkrHhU1CiuKhjpmcLDfsSA9o9ojkmB98PGTJGxqr6hFntO/a/N7erqa3Al7YLQDvWZOBDdI/3E\n2doLjpaKzE6N8gacv3ak1TbnlO4L85lEQR8h/YSCANItS5a8j6KiSvC8HhhzwOefn0JSkhkYi4JM\nNhVLly5DZaUNxGJnaGlZ4+LFizA2NhOuIm/fvh36+i25va2srIb11WURJ4KBbs8qo/aXEKUg4Fr6\nJdTUVQtt5SuuId6RENGXL+knYrEWHo5qKd545eZFXE3/q9V2CTcvoL5RkSbS2tQB9hZUxGgo4zhO\nZTTgzJU/IedbsqKUVhTixq2WEeUxflNACOkfFAQQFTzPq6Spmj79TcTG3oZcbgu53Au3btUiJkYP\nHBcFkSgQ69a9BV1de4hEuuA4Dp988glsbVtyOXt5eUEikbT1UkRNbM2dYGvuDABokNfjyk3FVdaa\nuipcvdlyEhbqPVENvSOaxM3OV+Uk7+eTn6GuoVZlG+XANNR74rC+aKApAj3GQV9HcXGktLIIV2+2\nZHW7cP04GFOkxvS0HwkLY5s2n4MQ0nsUBBAVDz64CQcP3oRc7gm5PBhWVt6IjRVBJAqCWOyJ99/f\nhqCgMcKV/SVLlqjMgydDg/JoQEyyYkpQfNp5NMgVCzXtzJ2FQIGQ/jRn7BLo6RgCUFwFPnjxJ+Gx\nssoSpGRfBQBw4BDiHdnmc5ChRaIlQcSIaUI7OuEAAIDn5biQeFS4P1xpG0JI36MgQMO9+eb3+Pjj\no5DLHSCXB2D06Bk4e7YYYrEXxGJbfPDBx1i+fLlw9S0oKAiWlpZq7jXprWCv8eCg+J2mZF9FeVWp\n6hVXmndNBoiejiHmjlsqtE/E7UNuUSYAxcLR5qvC7vYjhEXtZOgbN2oGRJziFCTtdiJuF2YiOfuK\nsEBcV9sAo9zC1NlFQoY9CgI0zO7dZ7B+/W7wvDnkcm94ekbh0KFMiET+EIsd8NJLa/DWW28J2xsb\nG0Mspnnhw42JgQXc7HwBAIzxOBb7K9JyFJmCuHsWDxPS30b7RMHdTpFJi+fl+On4J+AZ32oqEBk+\njPXN4O8eLrRPXzmgskh4tPdESLSk6ugaIRqDgoBh7vLlm1iz5mvwvC7kckfY2o7Frl1x4LgxEIs9\n8OCDj+G7774TrvRLpVKac6shQrwnCLdPxO0Tbns5jIKRnqk6ukQ0FMdxeHjS0xCLFPUrM/KS8Mup\nz4URAYlYqnLCSIaHSP+WBcKXbpxSWRgePmKqOrpEiEahIGAYys8vBQDwvDYsLYPw6adHIZePh0g0\nCmPGzMLPP7ek4dTR0VHJ1kM0R4B7BMTi1kXDaSoQUQdrUwdMDn5AaDfPEweAkW5h0JHptrUbGcJc\nbX1gZ+ECQJGkQM43AgCcbbyE9LGEkP5DQcAwU1lZCz+/53HrlimASNjbR2Lv3n3gOEWBLbFYDE9P\nT3V3kwwCutr68LunCI9Uoo1RbmPU1COi6aaNngczI6tW94cqjVqR4YPjOEzwv6/V/eF+NApAyECg\nIGAY+P33S0hNzQXPm0JHJxwrVvwDly/fgUgkAwCMHz8eWlqtr/gSEuylenLl7zYGMol2O1sT0r+k\nWjLMn/h3lfsMdIzg7RSoph6R/hbkNQ562i2Vz2VSHQR5jO1gD0JIX6EgYIhjjMPFi3l4992z4LgI\niMX22LhxEx544IHOdyYab4RLCLSlLdMsRvtEqbE3hAC+zkEIVDoJDPaKpIqxw5hUS6aSLjTYczxk\nUh019ogQzUGXh4egc+du4OuvT+GjjzYAcMTzz4/G/v37aUEv6TaJlhT3RTyKX09/CT/nYHg4jFR3\nlwjBw5OeBsdxkPNyzByzUN3dIf1s+uiHUVZVgvrGOtw/bom6u0OIxuAYY0zdnVC3srIy4baRUbQa\ne9K+/PxSWFubgOdlKC83hbv7dMTFxcPBwUHdXdMYMTExAICQkBA196TvyeWNbS4SJt0znI8R0nfo\nOCFdQccJ6QrVc1ijbu1L04GGgIqKaowc+U/ExYkATICRUTAFAKRPUQBACCGEaBYKAoYAPT1TbN++\nFcePJ0EkkoHjOAoACCGEEEJIj9Hlv0EsPj4do0aNAGPBmDfPWN3dIYQQQgghwwSNBAxS9fUNWLx4\nCzZvPg+xmAIAQgghhBDSdygIGKS0tCzwxx+HYWhoru6uEEIIIYSQYWZIBAE7duxAVFQUjI2NIRKJ\nkJWV1aX99uzZA19fX2hra8PPzw+//fZbP/e0dxhj2Lp1H0pLtQGEwtHRA08//bS6u0UIIYQQQoaZ\nIREE1NTUYMaMGVi3bl2X9zl//jwWLlyIxx57DAkJCXj00Ucxf/58/PXXX/3Y095LSirF/PmbwHEy\ndXeFEEIIIYQMU0NiYfDKlSsBtOTM7YotW7Zg0qRJWLNmDQDgtddew4kTJ7BlyxZ8//33/dLP3uJ5\ne2zb9j2uXEmkwl+EEEIIIaTfDImRgJ64cOECpk2bpnLftGnTcO7cOTX1qH2PPfYeTp8uhUjkD7FY\nisDAQHV3iRBCCCGEDGPDNgjIz8+HlZWVyn1WVlbIz89XU4/axhiwcOFCPPvsZvC8untDCCGEEEI0\ngdqmA73xxhvYsGFDh9ucPHkSkZGRA9QjhdTU1AF5nYqKGujr64AxL1hbh2D79u2Ii4sbkNcmvdOd\naWlEM9ExQrqCjhPSFXSckI54eHj0eF+1BQGrVq3CkiVLOtymN1Vxra2tW131LygogLW1dY+fsy+9\n8cZuODv74YknIgEwyGS0EJgQQgghhAwMtQUBZmZmMDMz67fnDw8Px5EjR/DSSy8J9x05cgRjx47t\ncL/eRFRdxZgYn3/+BVavfhd+fn7Q0dHp99ckvdd8NSYkJETNPSGDFR0jpCvoOCFdQccJ6YqysrIe\n7zsksgPl5+cjPz8fKSkpAIDExESUlJTAyckJJiYmAIDJkycjLCxMmGK0cuVKREZG4u2338acOXPw\n66+/4uTJkzh79qza3gfP8wA4MDYK1tZ2+OGHH9TWF0IIIYQQormGxMLgTz75BEFBQVi8eDE4jsOs\nWbMQHByM/fv3C9ukp6erTP8JDw/Hjz/+iK+++gr+/v749ttvsWvXLoSGhqrjLQAAdu06g3Hj/oXL\nl/MoBSghhBBCCFGbITESsHbtWqxdu7bDbTIyMlrd99BDD+Ghhx7qp15137x5kaiudhl0GYoIIYQQ\nQohmGRJBwHDBca5Ytuw+GgUghBBCCCFqNSSmAw11WVmF+O23WAAuFAAQQgghhBC1oyBgABQVleON\nN77Hhg3/VXdXCCGEEEIIoelAAyEgIACXL19BdXWturtCCCGEEEIIBQH9iTGGxkYeIpEHpFJtSKXa\n6u4SIYQQQgghNB2oPx0/fgUBAatx4sQNdXeFEEIIIYQQAQUB/Sgqyh9v/qZjqwAAEvxJREFUvfVv\nlJaWqrsrhBBCCCGECGg6UD9izAFz5lBKUEIIIYQQMrjQSEA/KCoqx5dfngTPU0pQQgghhBAy+FAQ\n0A9KSyvx2WcnsGrV6+ruCiGEEEIIIa3QdKB+4ObmhtOnz6Gysk7dXSGEEEIIIaQVGgnoY3V1DWDM\nA2KxNoyMjNTdHUIIIYQQQlqhIKAPXbmSAU/PZ/DLLxfV3RVCCCGEEELaRUFAHxo50gU7d36C2lqa\nBkQIIYQQQgYvWhPQh3jeBhMmBFNGIEIIIYQQMqjRSEAfqKyswQcfHEBdnQMFAIQQQgghZNCjIKAP\nVFTU4MiRZCxd+ry6u0IIIYQQQkinaDpQH7C2tsbevQdQXc2ruyuEEEIIIYR0ikYCeqmmpg487waR\nSBf6+vrq7g4hhBBCCCGdoiCgF7KzC+HisgKffnpI3V0hhBBCCCGkyygI6AV7ewscPPgTdHR01d0V\nQgghhBBCuoyCgDaUlFQgNTVXaF+9mondu88I7T/+iMVrr30DnjeHv/8ULFu2TB3dJIQQQgghpEco\nCLgHz+vj2LEMvPzyD5DLHSCXuyI1VYyvv46FXB4IuXw06us9kJBQDo4LoZSghBBCCCFkyBkSQcCO\nHTsQFRUFY2NjiEQiZGVldbrPV199BZFIpPIjFotRX1/f4X4cNxGOjlNgY+MDsTgAYrEfAgJm4OGH\nH4dYbA+x2ApRUfdh69ZtEIkkffUWCSGEEEIIGTBDIkVoTU0NZsyYgblz52LVqlVd3k9XVxcZGRlg\njAn3SaXSDvfhOA5hYWEICwsT7nN1dYWrq6vQNjIygpGRUTfeASGEEEIIIYPHkAgCVq5cCQCIiYnp\n1n4cx8HCwqI/ukQIIYQQQsiQNSSmA/VUTU0NnJ2d4eDggNmzZyM+Pl7dXSKEEEIIIUTthm0Q4O3t\njS+//BL79u3DDz/8AG1tbYwdOxZpaWnq7hohhBBCCCFqxTHlCfMD6I033sCGDRs63ObkyZOIjIwU\n2jExMRg9ejQyMzPh6OjYrdfjeR6BgYGYOHEitm7dqvJYWVlZt56LEEIIIYSQwaS761XVtiZg1apV\nWLJkSYfbODg49NnriUQiBAUFITU1tc+ekxBCCCGEkKFIbUGAmZkZzMzMBuz1GGNISEhAUFDQgL0m\nIYQQQgghg9GQyA6Un5+P/Px8pKSkAAASExNRUlICJycnmJiYAAAmT56MsLAwYYrRunXrEB4eDnd3\nd5SXl+ODDz5AYmIiduzY0er5Kd0nIYQQQgjRJENiYfAnn3yCoKAgLF68GBzHYdasWQgODsb+/fuF\nbdLT05Gfny+0y8rKsGLFCvj6+mL69OnIy8tDdHQ0QkJC1PEWCCGEEEIIGTTUtjCYEEIIIYQQoh5D\nYiSgP3388cdwcXGBjo4OQkJCcObMGXV3iahRdHQ07r//ftjb20MkEmHnzp2ttlm7di3s7Oygq6uL\nqKgoXL9+XQ09JeqyceNGhIaGwsjICJaWlrj//vuRmJjYajs6TjTbRx99BH9/f6HCfEREBP744w+V\nbegYIffauHEjRCIRnn/+eZX76VjRbGvXroVIJFL5sbW1bbVNd48RjQ4CfvrpJ7zwwgt44403EB8f\nj4iICMycORPZ2dnq7hpRk6qqKowaNQpbt26Fjo4OOI5Tefztt9/Ge++9h23btuHSpUuwtLTE1KlT\nUVlZqaYek4F26tQpPPfcczh//jyOHz8OLS0tTJkyBaWlpcI2dJwQBwcHvPPOO4iLi0NsbCwmTZqE\nuXPnIiEhAQAdI6S1Cxcu4LPPPsOoUaNUvnvoWCGAov5V8xrZ/Px8XL16VXisx8cI02CjR49mK1as\nULnPw8ODrVmzRk09IoOJvr4+27lzp9DmeZ5ZW1uzDRs2CPfV1NQwAwMD9umnn6qji2QQqKysZGKx\nmP3++++MMTpOSPtMTU3Zjh076Bghrdy9e5e5ubmxkydPsokTJ7Lnn3+eMUafJ0ThzTffZCNGjGjz\nsd4cIxo7ElBfX4/Lly9j2rRpKvdPmzYN586dU1OvyGCWkZGBgoIClWNGW1sbkZGRdMxosPLycvA8\nL2Qqo+OE3Esul+PHH39EbW0tIiMj6RghraxYsQLz58/HhAkTwJSWatKxQpqlp6fDzs4Orq6uWLRo\nETIyMgD07hgZEilC+0NRURHkcjmsrKxU7re0tFTJMkRIs+bjoq1jJjc3Vx1dIoPAypUrERgYiPDw\ncAB0nJAWV69eRXh4OOrq6qCjo4Ndu3bBy8tL+GKmY4QAwGeffYb09HR8//33AKAyFYg+TwgAjBkz\nBjt37oS3tzcKCgqwfv16REREIDExsVfHiMYGAYT0pXvXDhDNsHr1apw7dw5nzpzp0jFAx4lm8fb2\nxpUrV1BWVobdu3dj4cKFOHHiRIf70DGiWZKTk/H666/jzJkzEIvFABTFTVkXEjfSsaI5ZsyYIdwe\nMWIEwsPD4eLigp07dyIsLKzd/To7RjR2O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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1614,7 +1614,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": { "collapsed": false }, @@ -1623,7 +1623,7 @@ "data": { "image/png": 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TKGKRFqQPvRBCfMNatGhBx44dqVevHhqNhiEjZzNjvRUbhsDzKIBXiYGuDjSv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\nz9GjR/noo49szzt27Mjxo9t5u1fKc8OzBst2N2fDbpNfT5m0GgqxcSm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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1640,14 +1640,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To my eye that looks quite good! The filter quickly converges to the actual track. Success!\n", + "To my eye it looks like the filter quickly converges to the actual track. Success!\n", "\n", - "Or, maybe not. Setting the process noise to 0 tells the filter that the process model is perfect. I've yet to hear of a perfect physical system. Let's look at the performance of the filter over a longer period of time.\n" + "Or, maybe not. Setting the process noise to 0 tells the filter that the process model is perfect. Let's look at the performance of the filter over a longer period of time." ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": { "collapsed": false }, @@ -1656,7 +1656,7 @@ "data": { "image/png": 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A0dHR6S8byNNHb8ePH8+YMWO4ceMGM2fOTLN94MCBLFy4ED8/P4YNG8a1a9eY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\n69o7d+7k1ltvxdvbm8GDB1OzZk2Sk5NZuHAhL730kst1mzRpwtdff/0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ch4qKihbl0FKLFy9+ZJ/3R32+HTt2lJtPS0sLwcHB+Pbbb3Hu3Dl4enoCqP+sly5diu+/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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1699,7 +1699,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": { "collapsed": false }, @@ -1708,7 +1708,7 @@ "data": { "image/png": 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Ozn/rmsuWLcPd3Z02bdpYVYErVaqEXq9n06ZN5qQWoHTp0pLQFhB/e07tjh07\nWLNmDSkpKbnRn4dcvXqVN998E71ej4uLC1WrVmXLli1WbSZMmIC/vz+urq60aNGCEydOWB1PT09n\n2LBh+Pr64u7uzosvvsjly5fzpL9CiMLvm2++QdM0S0LroIfSn0HZMDT/f6DZuYLfIMi6jUrei4rq\nCkefNU81sLOz4/Dhw9y4cUMSWiHyUL169Xj++eetXnZ2dn/rmtHR0SQnJ2MwGNDr9Vav69evc+PG\nDav25cqV+1vvJ3JPjiu1kyZNYvv27axZs8Yc69y5Mz///DMApUqVYvv27QQGBuZa5xISEnjuuedo\n2rQpv/zyC76+vpw7dw69Xm9uM3XqVL788ksWLVpExYoV+eSTT2jdujWnTp3C3d0dgBEjRvDTTz+x\ndOlSvL29GTlyJB07dmT//v1WE8OFEE+vjIwMWrVq9bs5s/p7ldnBgIID5VGu1dHcqkHaOdDs4Miz\n3K/Murm5sWbNGpo0aWKTMQgh/j6j0YiPjw/ff//9I48XL17c6mtZ6aDgyHFSGxERYTV3ZfXq1fz8\n88+8//771KpVi2HDhjFx4kTrLSH/pi+++AJ/f38WLlxojj2YNCulCAsLY8yYMXTt2hWARYsWodfr\niYiIYMCAASQmJjJ//nwWLlxIy5YtAVi8eDGBgYFERkbSpk2bXOuvEKLwSUtLo3Hjxuzfv98SdDCA\n/yhQGng1N1VmARUUBnePomLGwe2fzM1dXV2Jjo7G398/v7svRK6a0FdjQl9b9yJ/PO5BsuDgYCIj\nI2nQoAFubm753Cvxd+S4TBkbG2u1MPjy5cspX748U6ZMoXv37rz99tts3LgxVzu3atUq6tevT/fu\n3TEYDNSuXZuvv/7afPz8+fPExcVZJabOzs40bdqUHTt2ALB//34yMzOt2gQEBBASEmJuI4R4+mRn\nZ9OuXTtcXFwsCa2DAcpOhzpn0UqNBJ0dxH4CgEo+CDe+g9OvmRNaPz8/4uPjSUlJkYRWiELGzc2N\n27dvPxTv0aMHRqORTz755KFj2dnZJCQk5Ef3xF+Q40qtpmlkZ2ebv46MjOSll14yf+3v78+1a9dy\ntXPnzp1j9uzZjBw5krFjx3Lw4EGGDRsGmB7guP9+BoPB6jy9Xs+VK1cAuHbtGnZ2dvj4+Fi1MRgM\nxMXFPfJ99+3bl6vjEHlH7lXhUVDuVXZ2Nr169eLcuXOWoIMB/EeDewO4Gm5KaAH0/UFzQZ3sYlWZ\n9fDw4JvmcxG4AAAgAElEQVRvviE4OJjz589z/vz5fB5F3ioo90o8WYUKFWzdhUKtXr16LFu2jBEj\nRlC/fn10Oh09evSgSZMmDB06lGnTpnHkyBHatGmDk5MTZ86cYfny5Xz66ae88cYbtu6+eIQcJ7UV\nK1Zk5cqVDBo0iHXr1nHlyhWrbSFjY2MfmmfydxmNRurXr89nn30GQM2aNTl9+jRff/01Q4cOfeK5\nebFLiBCicPv444+tngvAwQAl34GSI9DsXFDGDLizC5VyDFSGaWmu26vNzf38/Pj+++9xdXW1Qe+F\nEA/6s5/zv28/ZMgQjh49ypIlS5g5cyZgqtKCaVWFOnXqMGfOHMaNG4e9vT2BgYF0796d559//i/3\nQeStHCe1o0aNokePHnh7e5OcnEyVKlVo1aqV+fiGDRuoXbt2rnauVKlSVKlSxSpWuXJlYmJiANMH\nDEBcXBwBAQHmNnFxceZjfn5+ZGdnc/PmTatq7bVr12jatOkj3/eZZ57J1XGI3He/kiT3quCz9b1S\nStGvXz/r+f73K7OGQXCsCXg0Aq9maDpHVPn5EPOhVTJrMBg4f/58kX8gxNb3Svw5iYmJtu6CzYSG\nhhIaGvrIY2XLlsVoNP5hexcXF6tndn6vT58+9OnT54n9KGq/pSnscjyn9tVXX2X9+vWEhoYybtw4\nNm3aZF5I/NatW/j4+NCvX79c7dxzzz1HVFSUVSw6OpqyZcsCEBQUhJ+fH+vXrzcfT0tLY9u2bTRq\n1AiAunXr4uDgYNUmNjaWqKgocxshRNE0d+5cdDqdJaF18IPSn0DIGrRS76LZuUDJtyFhLSp5P+pk\nZzjRypzQ2tvb8+uvv3Lt2rUin9AKIURhl6NKbUZGBrt27aJMmTLMmDHjoePe3t7Wu+3kknfffZdG\njRoxefJkXn31VQ4ePMjMmTOZMmUKYCr7jxgxgsmTJ1O5cmUqVKjApEmT8PDwMO8Q4uXlRd++fRk9\nejR6vd68pFfNmjWtKs1CiKLh+vXrVK5c2foBEAe/e5XZgaa1ZM8PRVXbZvrVoUs1uLkCLk81N69e\nvTr79u3D0dHRBiMQQgjxV+QoqbWzs6Nly5aEhYVRsWLFvO6T2TPPPMOqVasYO3Ysn376KYGBgUya\nNInBgweb24wePZrU1FSGDh3K7du3efbZZ1m/fr3VMhxhYWHY29vTvXt3UlNTadWqFUuWLJG5MEIU\nMRs2bLD+YdXBD0qOBLKg5HA0TUP5vAKJv0HSFtSV6XD7f+bmDRs2ZPv27fJvgxBCFEI5TmrLli3L\nnTt38ro/D2nfvj3t27d/Ypvx48czfvz4xx53dHQkPDyc8PDw3O6eEMLGsrOzefvtt5kzZ44l6OAH\n/u+DYQDonOFwHXCtCt6dIOUgZFyG4y3MzcuVK8e8efPMa1kLIYQofHI8p3b48OHMnTv3sctgCSFE\nfvvnP/+Jvb29JaF1KAllw0xTDZzKoNm5mKqu5WZBdjLqZCc4Ut9cnX311VfJyMjg7NmzktAKIUQh\nl+PVD1JSUnBzc6NChQp06dKF4ODgRz44MXr06FztoBBCPCg5OZn333+f2bNnW4IOJU3b2ZYchKZz\nRt36H8SMRXl3gZR9cHkK3P7F3Lx06dKcPn0aJycnG4xACCFEXshxUjtmzBjzn5csWfLYdpLUCiHy\nQlZWFiEhIZw5c8YSdChpmmZQrCVE94ZSps1ZKN4ejMkQ1emhZPbChQvodDn+JZUQQohCIsdJrdXu\nO0IIkU+SkpJo1qwZhw4dsgQdS5nWmC05HM3eA6UU2HtC0laUztW0aUKCZZMFvV7P8uXLady4sQ1G\nIIQQIj/kOKm9vzasEELkh6ysLGrWrMmJEycsQcdS9x4A6w9RL4NjSTD0Na1qUPoz0zSDB5JZJycn\nbty4gYeHhw1GIIQQIj/96d/BRUdHM2/ePD777DPzThoZGRnExMSQnp6e6x0UQjx95s6di4ODgyWh\ndSwFpSdB+UVoJYeh6ZwhYAzcPYq6swd1ogMcb2pOaB0dHfnqq69IS0uThFYIIZ4SOa7UGo1GBg4c\nyL/+9S/AtPFBw4YNCQoKIj09nWrVqvHxxx/zj3/8I886K4QourKysujRowfLly+3BB1Lgf8Hpsps\nyhE49TKqzmk0nRNoDpAaDUefNTf39PTk8OHD8pslIYR4CuW4Ujt58mQWLFjApEmT2Llzp2kO2z0e\nHh5069YtT3YVE0IUfYMGDcLBwcGS0DqWMi3NVaIX6N9C0zmhedQDvyGQuBF1oj0cbQgJawHw8fHh\nwoULJCYmSkIrhBBPqRwntQsWLKBPnz6MHTuW4ODgh45Xq1aN6OjoXO2cEKLounHjBnXq1EHTNObO\nnWsKOvpD0Eyocxat1DuQdg7iTMfUnV2QtBlOdjAns/Xq1cNoNBIfH09gYKCthiKEeIr99ttv6HQ6\nli1bZuuuPPVynNTGxsbSoEGDxx53cXGxyY5jQojC5fz58/j6+qLX6zl48KApeD+ZLf0JqAzT9AKA\nwCngoEedaAdHG0HCOgC6d++O0Whkz549sqWtEE8hnU6Xo9eiRYts3VWRj3I8p9ZgMHDhwoXHHj9w\n4IBUSoQQj3X37l3q1q1LVFSUJegYACXfu7dpghPq7kk4/jzKb4hpO9tLEyBhvbl5lSpVOHDggGya\nIMRT7vfr5c+dO5ddu3axYMECq3ijRo3ys1vCxnKc1Hbr1o05c+bwxhtv4OPjY3VszZo1LFq0iPff\nfz/XOyiEKPymTZtm/as5xwDTA2A+L8ORemB4E3ROaK4hqOA5EPWiVTJrMBg4e/Ysbm5uNui9EKKg\n6dWrl9XX69evZ8+ePQ/Ff+/+7qiiaMrx9IPx48dTpkwZateuzWuvvQbAlClTaNCgAR06dKBWrVpW\nu44JIZ5uSimGDRtGvXr1LAmtYwCU+Qxq7EErOQTN0QDFWkHCetSdnagTL0BUV3NCW7x4cW7dusW1\na9fkg0gI8aeEhobi4uLCxYsX6dy5M15eXnTs2BGAI0eO0KdPH4KDg3FxccHX15eePXty6dKlh66T\nmJjIqFGjKFeuHM7OzgQEBPDaa69x5cqVx753ZmYmr7zyCu7u7mzYsCHPxiis5bhS6+Xlxfbt25kx\nYwbLli3D2dmZbdu2ERwczMSJExk1ahTOzs552VchRCGQkpJC/fr1f7dpQoBpXVl9Xzg/Aq6GQ+Bk\n0zH9W3DpU0j81dzc29ubH374gRYtWuRz74UQRYnRaKRNmzY0aNCA6dOnY29vSnsiIyOJjo4mNDSU\nUqVKcebMGebMmcOePXs4duwYLi4ugOnfs2bNmnH8+HH69OnDM888Q3x8PGvWrOHs2bOUKlXqofdM\nT0+nW7dubN26lXXr1vHcc8/l65ifZjlOasH0MNjYsWMZO3ZsXvVHCFFIZWdn07RpU3bs2GEJOgZA\nybfBqSxaiVcBUP7vQ+wkVNIO03a2DySz/v7+nD9/HgcHh/zuvhAC0xr0Dy7Zmdtf57fMzEw6derE\n9OnTreKDBw9m5MiRVrHOnTvz3HPPsWLFCvNvpKdNm8aRI0f473//y8svv2xu+7g86O7du7z44osc\nOHCAX3/9lXr16uXyiMST5Hj6QYsWLZ5YQt+0aRPPP/98rnRKCFF4JCUl0bBhQ+zt7S0JrWNpKDcb\n6pwB395wbjAq45rpWMZlSL8IxxqbE9oqVapw4cIFYmNjJaEVQuSqIUOGPBS7X4kFSE5O5ubNm1So\nUIFixYpx4MAB87EffviBatWqWSW0j5OUlMQLL7zAkSNH2LRpkyS0NpDjpHbz5s3ExcU99nhcXBy/\n/fZbbvRJCFEIJCcn07RpU7y8vNi1a5cpeD+ZLdEdindE0zmiOZaCsl9C0g7U8Tb3ktlIALp06UJa\nWhrHjx+X1VOEKAB+X1XN7a/zm06ne+SGLLdv32bgwIH4+Pjg6elpXmYwISGBxMREc7uzZ89SrVq1\nHL3XyJEj2blzJ5GRkdSoUSO3hiD+hBwntX/k8uXL8iCHEE8BpRSvv/46Hh4ebN261RR0KgNBs6HO\naTS/QabY5Smm9knb4cYSiO5mTmbLli1LfHw8K1eulOW5hBB5xtHREZ3u4VTn1VdfZcmSJbz99tus\nWLGCX3/9lV9//RUfHx+MRqO53Z9ZB7tLly5omsZnn31mdQ2Rf544p/bHH3/kxx9/NP+kNW/ePCIj\nIx9qd+vWLSIjI5+4OYMQovALDQ21XszcqQz4jwEHPSRGoukcTXH/0XB7Lep4a0i0TFsqU6YM586d\nw87OLp97LoR4Gj2qUnz79m02bNjAxIkT+eijj8zxtLQ0bt26ZdU2ODiYo0eP5ui9OnbsSPv27end\nuzdubm7861//+nudF3/aE5Pa48ePs2zZMvNPKrt372b//v1WbTRNw83NjRYtWjBjxoy866kQwiYy\nMjLo2LEjv/5qeaALpzLgNwJKDkHTOaIyb8HZgajSEyE16t4DYJZktnLlyvz2228YDAYbjEAI8TR4\nVFX1UbH7P1T/vpo6Y8aMh5Lgbt26MXHiRH744Qe6dev2h33o0aMHKSkp9O/fH3d3d7766qs/MwTx\nNz0xqX1wpQOdTse3335rfiJQCFG0ZWdn06pVK+u58k5lwH8slHgNDoWAdztwqYTm4I2qsAiie0Di\nRnPz6tWrM2vWLFxdXSWhFULkqUdVZR8V8/T0pHnz5nzxxRdkZGRQpkwZtm3bxpYtW/Dx8bE6Z9So\nUSxfvpyePXuyfv166tSpQ0JCAmvXruWTTz6hadOmD12/b9++JCcn8+677+Lu7s5nn32WuwMVj5Xj\nJb1kfogQT4cjR47Qrl0764XFncqAYRB4v4TmWhEA5TcYEjagMq/fq8xakllPT09Onz6NXq9n3759\n+T0EIcRTRtO0h6qyj4rdFxERwfDhw5k7dy6ZmZk0a9aMjRs30qpVK6tzXF1d2bJlCxMmTGDFihUs\nWrQIg8FAs2bNqFixotV7PWj48OHcuXOHjz/+GA8PDz744INcHK14HE39yUcTf/31VzZt2sSNGzd4\n7733qFy5MsnJyRw4cIDq1atTvHjxvOprnnrwaUcvLy8b9kTkxP1E6ZlnnrFxT4qOu3fvEhAQwO3b\nty1Bp0BTZVYfCle/guS9aJW+B0AlbjEls0mbzM3r16/Pxo0brR4alXtVeMi9Klxy8rmVlpYmGyOJ\nIuVJ39M5Xv0gNTWVtm3b0rZtW6ZOncr8+fPNlRwHBwe6detGeHh47vRYCJGvVq5ciZubmyWhdQqE\nwC+h5Htofv3RdA7gNxjsi6ESNqGOtYTjzc0JbfPmzUlJSWH37t2yCooQQgibyHFS++GHH7J582aW\nLFnCxYsXreacODk58corr/Dzzz/nSSeFELnv/PnzVKxYEU3TeOmll0xBp7IQPA9qR0PJQXDlc1Ty\nvYXIk/dD6mk40dKczAYFBZGYmMimTZtwdXW1zUCEEEII/sSc2mXLljFkyBB69epFfHz8Q8crVarE\nd999l6udE0LkvrNnz1K9enVSU1MtQaeyEDAW0mPBtaqpMosDKvhfkHoKdeEfkPSbuXndunXZtWuX\neR91IYQQwtZy/IkUHx9PlSpVHntc0zTrD0khRIFy8eJFatSoQVJSkiXoVBb8PwB9HzSdA+raPLj0\nKVT5BZW4GS5PtUpmK1SowKFDh6QqK4QQosDJcVJbunRpTpw48djj27dvp0KFCrnSKSFE7rl69So1\natSw/g2LU1kI+BCcK8HlSWh+A0xxfSjonFHHWkDSZnPz6tWrs2vXLklmhRBCFFg5nlPbu3dv5s2b\nx9atWx9auuKf//wny5Yt480338z1Dgoh/hqlFM2aNaNUqVKWhNYpCAKnQa0oNENf8HwW0i6g7p5E\nJf4GJ9rCmVBzQtuuXTuSkpI4cuSIJLRCCCEKtBxXaj/44AN2795N8+bNzWuzDR8+nPj4eOLi4ujU\nqRMjRozIs44KIXImLS2NevXqcezYMUvQKchUmfV9HY7UB9dqULwtmmaPCgqDc0OsKrPFihXjzJkz\n+Pj42GAEQgghxJ+X46TWycmJ//3vf3z33XfmrXMzMzOpU6cOPXr0oHfv3o9d5FgIkfeSkpKoV68e\n0dHRlqBTkGnThGLN0dzrAaACxkDyXpTOES59YpXMuru7s3r1apo3b57PvRdCCCH+nj/16LKmafTq\n1YtevXrlVX+EEH/S3bt3qVevnvWc9/uVWf0bcGs1nB2EqrHP9IOngy9c+ydc+tjcvE+fPkyfPh1v\nb28bjEAIIYT4+3I8pxZg06ZNvP766zRu3JiqVatSpUoV8yskJOSJqyP8XVOmTEGn0zFs2DCr+IQJ\nE/D398fV1ZUWLVo89DBbeno6w4YNw9fXF3d3d1588UUuX76cZ/0UIr/ExMTg6+uLm5ub5fveKQiC\nZoNvL9CHomn24P0iFGsDt39BHWsOx1uaq7NNmzYlISGB+fPnS0IrhBCiUMtxUjt9+nRatmzJihUr\nuHv3Lr6+vuj1evPLYDBgMBjypJO7du3im2++oUaNGlZTHKZOncqXX37JrFmz2Lt3L3q9ntatW5Oc\nnGxuM2LECFasWMHSpUvZunUrSUlJdOzYEaPRmCd9FSKvZWZm0rlzZwIDA60fAAv+FuqcAr+BkLAe\nbq4wHUv6De7shKhOkLQFgDZt2mA0Gtm8ebNsCy2EEKJIyPH0g+nTp/Pcc8/x888/5+uHYGJiIr17\n92bBggVMmDDBHFdKERYWxpgxY+jatSsAixYtQq/XExERwYABA0hMTGT+/PksXLiQli1bArB48WIC\nAwOJjIykTZs2+TYOIf4uo9FIaGgoixcvtgTvTzPIug06F1NlFlDlZsPd46bK7L1EFuD5558nMjJS\n5r8LIYQocnJcqU1NTaV37975XtUZMGAAr7zyCs2aNbPamvf8+fPExcVZJabOzs40bdqUHTt2ALB/\n/34yMzOt2gQEBBASEmJuI0RBl5SURM2aNbGzs7MktE5BUG4O1DmFZngL3GtD7CSUUqjEjXDhvXtL\nc5kS2kqVKhEfH8+GDRskoRVCFHoLFy5Ep9Oh0+nYtm3bI9uUL18enU5HixYt8rl34kE7duxg4sSJ\nJCYm5vl75bhS27x5cw4fPpyXfXnIN998w7lz54iIiACw+jC+du0awENTHvR6PVeuXDG3sbOze2hZ\nIoPBQFxc3GPfd9++fbnSf5H3ivK9UkoxaNAgDhw4YAk6BZm2s/VoDFEvgr4PaIBnC1PF9ngLq8ps\n1apV+eKLL9Dr9Zw/f57z58/n/0DuKcr3qqiRe1U4yIZH4OLiQkREBI0bN7aK79q1i3PnzuHs7Cw/\nyNvY/aS2T58+eV4YzXFSO2vWLFq2bMmUKVPo27cver0+L/vFqVOn+PDDD9m2bRt2dnaA6UP+wWrt\n48g3sCjMkpOTGTJkCCdPnrQEnYLAMAD8hqLZuwOgnIPgzjYU6t7SXJZktnbt2oSFhcmGCUKIIq1d\nu3b897//JTw8HHt7S0oTERFB5cqVzflDYZWSkoKbm5utu5ErcpK/5cab5NjUqVOVpmlKp9MpJycn\n5ezsrJydnZWLi4v5v7llwYIFStM0ZW9vb37df28HBwd16tQppWma2rdvn9V57du3V6GhoUoppTZs\n2KA0TVPx8fFWbapUqaImTJhgFUtISDC/RMG3d+9etXfvXlt3I1dduHBBVatWTQGWl1OQIvgbxbPp\niuKdFUGzlNbIqLRGRkWVdQrPplbtGzRooGJiYmw9FCtF8V4VVXKvCpecfG6lpqbmY4/yz/0c4Ycf\nflA6nU79/PPP5mNZWVnKYDCoSZMmqWrVqqkWLVqYjxmNRhUeHq6qVaumnJ2dlV6vV3379n0oT/jx\nxx9Vx44dVUBAgHJyclKBgYFq1KhRKi0tzardtWvXVN++fc3tDAaDateunTp+/Li5jaZpD+UcSikV\nGBhozlceHNPGjRvVsGHDlF6vV5qmmY/v2bNHtWvXTnl5eSkXFxfVuHFjtWnTJqtrjh8/Xmmapk6e\nPKlee+015eXlpUqUKKHGjh2rlFIqJiZGde7cWXl6eiqDwaCmTZv2UL/S0tLUhAkTVPny5ZWTk5Py\n9/dX7777rrp7965VO03T1KBBg9TKlStV1apVlZOTk6patapau3btQ/35/Wvz5s1KKaX279+v2rVr\np3x9fZWzs7MKDAxUr7/++hO/b590LMeV2g8//JApU6YQEBBA3bp1H1lCzs0KadeuXalfv775a6UU\nffr0oWLFiowdO5YKFSrg5+fH+vXrqVu3LmDaSWnbtm1Mnz4dgLp16+Lg4MD69evp2bMnALGxsURF\nRdGoUaNc66sQf0d6ejq1atUiKirKEnQKAr9B4FINzbsdACrgQ7j5X9Oc2d9VZsuXL09UVFShr0oI\nIcSfERAQQJMmTYiIiKBDhw4AREZGcv36dXr27Ml3331n1X7w4MHMnz+f0NBQ3nnnHWJiYpg5cyZ7\n9uxh7969ODk5AaY5uy4uLgwfPhwvLy927tzJjBkzuHTpktU1u3XrxrFjxxg2bBhBQUFcv36dLVu2\ncPr0aatlTh+VH2ma9sj4sGHD8Pb25qOPPjLPQ928eTNt27alTp06jB8/Hnt7exYvXkybNm349ddf\nadasmdU1evbsSUhICFOnTuV///sfU6ZMwcvLi2+//ZZWrVrxxRdfsGTJEkaPHk3dunXN846VUnTt\n2pUtW7YwYMAAqlSpwokTJ5g9ezbHjx9n3bp1Vu+zc+dOVq9ezZAhQ3B3dyc8PJyXX36ZmJgYvL29\nefnllzl9+jTfffcdYWFhlChRAoCQkBBu3LhB69at0ev1vP/++xQvXpyYmBhWr17N3bt3cXZ2ztk3\nwYMem+7+TokSJVSnTp1UdnZ2Tk/Jdc2aNVNvv/22+eupU6cqLy8vtWLFCnX06FHVvXt35e/vr5KT\nk81tBg8erAICAlRkZKQ6cOCAat68uapdu7YyGo1W15ZKbeFSFCpKKSkpqlmzZo+ozH6raJihqHlQ\n4eCnaJBsqsxWjXyoMuvh4aGio6NtPZQnKgr36mkh96pwsVWldv369apmzZrK09NT1apVS23cuDHX\n3+OP3K9q7t69W82dO1e5ubmZK4mvv/66atiwoVJKqapVq5ortdu3b1eapqklS5ZYXWvbtm1K0zQ1\nb948c+z3VUmllJo8ebLS6XTq0qVLSimlbt++rTRNU//3f//3xL5qmqYmTpz4ULxs2bKqT58+D43p\n2Weftcq1jEajqlSpkmrdurXV+RkZGapq1aqqUaNG5tj9ymi/fv3MsezsbFW6dGmlaZqaPHmyOZ6Q\nkKBcXV1V7969zbH//Oc/SqfTqS1btli913/+8x+laZpav3691bicnJzU2bNnzbEjR44oTdPUrFmz\nzLFp06YpTdPUxYsXra65atUqpWma2r9//yP+1h7vSd/TOV79IDMzkw4dOqDT/an9GnLV73+qGT16\nNO+++y5Dhw6lXr16xMXFsX79eqv5J2FhYXTt2pXu3bvTuHFjPD09Wb16tcy7FTZz69Yt+vfvj5ub\nG5s339ui1qkclPsGineEEq+gafZobjUhYAwkrL23aUIrc3X2mWeewWg0kpSUJA+LCCHyza5du2jf\nvj2HDx8mKSmJQ4cO0bZtW5s+XPjKK6+QmZnJqlWrSE1NZdWqVbz22msPtVu2bBnu7u60adOG+Ph4\n86tSpUro9Xo2bdpkbuvi4gKYllJMTEwkPj6e5557DqUUBw8eNLdxdHRk06ZN3L59O9fG079/f6tc\n6/Dhw0RHR9OzZ0+rficmJtKqVSt2795NWlqa1TX69etn/rNOp6Nu3bpomkbfvn3NcS8vLypVqmT1\nAPGyZcuoWLEiVapUsXqvpk2bomma1d8RQIsWLShXrpz56+rVq+Pp6Zmjh5KLFSsGwOrVq8nKysrh\n386T5ThD7dixo+UD2EY2bdpEeHi4VWz8+PFcuXKF1NRUNm3a9NCuZo6OjoSHhxMfH09KSgo//vgj\n/v7++dltIQC4cuUKTZs2xcfHh2+//dYUdA6G8v+COlFofn0h6yZcnQVgmmZwczmc6mZOZjt27EhG\nRgZ79+6VH8yEEPkuPDycrKws3nzzTa5evUqvXr3IzMzk66+/tlmfihcvTtu2bVmyZAk//fQTqamp\ndO/e/aF20dHRJCcnYzAYrDaP0uv1XL9+nRs3bpjbHjt2jPbt2+Ph4UHx4sXR6/U0b94cwDwlwMnJ\nialTp7J27VoMBgNNmjRhypQpxMbG/q3xBAcHP9RvwPyQ/oOv8PBwlFLcvHnT6pwyZcpYfe3l5YWD\ng8NDD/l7enpaJeTR0dGcOnXqoQ227l/vwb+jR70PmO5HTpL8Zs2a0a1bNyZOnIiPjw+dO3fm22+/\n5e7du3947uPkeE7tuHHj6NmzJ/3796dfv36UKVPmkfP38npVBCEKm9TUVGrUqMGZM2csQedg0xJc\nyggZV8ybJlBmEiRuRh1rBklbzc1r1KjB5s2bzT/ZCiGELdxPVtq1a4efnx9t27YlIiKCW7du2bRf\nvXr14o033iApKYnWrVub524+yGg04uPjw/fff//IaxQvXhwwJa0tWrTAw8ODyZMnU758eVxcXIiN\njSU0NNRqR9Lh/9/encdVVe3/H39tICYZRAFFcJ4Vc0AcKKeccrhSaZomZVmmmWNd78++XbO8adbV\nm3XV5rK63fTrteznNYOCUhJ/mVOWqamYI4SKKMgkrN8fRw+enLCUw4H38/Hw8cjPXufstVkdfbvO\n2mtPmkRsbCwrV64kISGBWbNmMXv2bFatWnXROtffutzs5PlZ4gv7DbanqJ6/h+i3fnu9l8pnl5sI\nMRfsSlBcXEzLli1ZsGDBJdvWqlXrquf57XteybJly9i4cSOrVq0iISGBMWPGMGfOHDZs2EBISEip\n3uNCpQ6152dAt23bxltvvXXJNpZlUVRUdM2dEKmIjh49St++fdm+fXtJ0bsR1JoKNR7GstwxuXvg\nh8Ol4XIAACAASURBVC6YWk/YQuzBZ+F0yUbit9xyCwkJCRf9ISci4gzt27dnzZo1TJkyhQ0bNthv\nmmrfvr1T+xUbG4uXlxfr169nyZIll2zTsGFDvvjiCzp27HjFbbKSkpI4fvw4K1asoEuXLvZ6QkLC\nJdvXq1ePSZMmMWnSJA4fPkybNm147rnn7KE2KCiIkydPOrymoKCAo0ePlurazs/c+vn5cdttt5Xq\nNb9Xo0aN2LRp03U9z9W+VYyOjiY6OppnnnmGNWvW0L9/f9544w2efPLJaz5XqUPtjBkzrtpGX4eK\nwN69e+ncubPj1zTejW0zs0EDYWsLqD4EbgrG8mmEqf+Kbb3s6W/szYODg0lISKBNmzZOuAIRkUub\nPn06SUlJfPPNN7z00kuA7WvkP//5z07tl4+PD4sXL2bfvn3ccccdl2xzzz33sHjxYp599lnmzp3r\ncKyoqIjTp09TtWpV++zjhTOyxcXFzJ8/3+E1ubm59nOfFx4eTkhIiMPTsxo2bHjR8s3XX3/d4f2v\npH379jRq1Ij58+cTFxeHn5+fw/GMjIxSzWqWJqMNGzaM1atXs3jxYsaNG+dwLD8/n8LCwovOfzXn\n/wFx4sQJh+UKJ0+eJDAw0KFfbdu2BfjdTx8rdaidOXPm7zqBSGVRWFhIq1at2LVrV0nRuzHUeBhC\nRmJ51gTAVB8CWUkYj8BzM7Mlj2wOCwtj9+7d1/yHhohIWfD19SUxMZHly5eTmppKw4YNGTx4MDfd\ndJOzu8bIkSMvWT//VXiXLl0YP348L774It9//z19+vTBy8uLPXv28J///IdZs2Zx3333ceutt1K9\nenXuv/9+JkyYgIeHB8uXLycnJ8fhfXft2sVtt93G0KFDadGiBV5eXqxevZqdO3cyb948e7uHHnqI\nsWPHMmTIEHr16sW2bduIj48nODi41A+Ueuutt7j99ttp0aIFDz74IOHh4Rw5csQelhMTE6/6Ppc7\n14X1kSNHsnz5csaPH8/XX39tvzlu165d/O///i/Lly+na9eu13Se6OhowPYPouHDh+Pp6UnPnj35\n17/+xcKFC7nrrrto0KABubm5vPPOO3h4eDBkyJCrXs+llDrUisjlTZw4kVdeeaWkcH5mNuRe2D8V\nDr8I9c/9IVd1IByeBadT7M1btWrFunXrbvgjBEVE/ihPT09GjBjh7G6Uaubxt7smvfLKK7Rr145X\nX32Vp556Cg8PD+rWrcuwYcPsX7kHBQXx3//+l8cff5ynn34af39/Bg8ezNixY7n55pvt71WnTh1G\njhzJl19+yYcffohlWTRt2tS+D+55Dz/8MKmpqbz11lusWbOGrl27kpCQQM+ePS+6hstdU5cuXdiw\nYQOzZs1i0aJFnDp1irCwMKKjox12Orjc3relrVuWxYoVK3jppZdYsmQJK1euxMfHh4YNGzJ+/Hha\ntWp1lZ/4xdcQFRXFnDlzWLRoEQ8++CDGGJKSkujevTvfffcdy5YtIy0tjYCAANq1a8fChQvtQfha\nWaa0q3kruAunuhUsyr/z28c4cx3XL7/8QufOnR3XRXk3hprjwSMIKzQOAFNwBA7NsS09OPgMZG+w\nNw8MDOTo0aMVes1seRgrKR2NlWspzd9beXl5v28Te5Fy6kr/Tztv01kRF5Wfn0/fvn2pV69eSaD1\nbgSN3oG2OyD4Htg/GZN/0HYs53vI3gQ/9bMH2gYNGpCRkcHJkycrdKAVEREpK1p+IFJK2dnZ9O/f\nn3XrSrbawruRbZlBzhYI6IJluYNnKKbBq5C1FpO+yGGZQfPmzdmyZYv9UYwiIiJyfSjUilxFdnY2\nLVq04ODBgyVF78YQ/iSEjrRtzXVgLxyaDY3exJyMh6MLHG4Ai4mJYdWqVfZ9EEVEROT60vIDkcso\nLCxkxIgR+Pv7lwRan6bQ+D2oOxdOfW2bmQXb3rMBt2K23wo7brcH2k6dOlFUVMQ333yjQCsiInID\naaZW5Dfy8/Np0qQJBw4cKCn6NIOaj0HNsViWG+bsKdg3HlPwK5zZetHWXL1792bZsmV6ApiIiEgZ\n0UytyDnZ2dmMHDkSb2/vkkDr0xwa/wtab4XDc+DMDgAsjwBosBB23ekwM9uhQwdOnjxJfHy8Aq2I\niEgZ0kytVHrffvstEyZM4Ntvvy0p+rSAGg9B1duxfJsBYGo9DqeTMQUH4eAsh625evXqddlHKIqI\niMiNp5laqbR++uknQkND6dixY0mg9Y2EJh9Bm+/Bcodf/lLyAp/G8Ou78NMAe6CtVasWBw4cUKAV\nkXJL29FLRXG1/5c1UyuVTmZmJnXq1CE7O7uk6NsKak2BwmNYwUMBMDUehrx9mOMr4fBsyN5obx4Y\nGMiXX35JVFRUWXdfRKTUPD097ZvVl+YJXCLllTGGvLy8K26JqVArlUZ+fj5t2rRh586dJUXf1lD7\nr1jV78IUF8CWphj/GKyAGDgZD6eSbdtznXPzzTezefNm3N3dnXAFIiLXxs3NDS8vL/Lz853dFZE/\nzMvLCze3yy8yUKiVCi8/P5/GjRs77jNbpQ1E/BVyNoNHNQAsN09Mo3fhzA+Y1Am2Byqc065dO/7z\nn/9Qr169su28iMgf5ObmpkflSqWgUCsV2t13383y5ctLClXaQsSTWNUHA2CKTsGh5yCwO+b4x3Bo\nFuRstTevXbs2v/zyi762ExERKecUaqXCOXv2LMOGDWPFihUlxSrtoPYMuCkU9k/DVLvLFlRD7oWi\nHMzWNnDme3tzf39/duzYQUREhBOuQERERK6VQq1UGAUFBfTs2ZPk5OSSYpUoqDEGajyEZVkYUwRF\npyH3J8yZH+HQ3+DMdnvz3r178+mnn+qrOhERERejLb3E5cXHx1OtWjW8vLxKAq1fe2j2Kdz8LaS/\nBpn/91xrC8L/DLvvgd3D7IF24sSJFBQUEB8fr0ArIiLigjRTKy4rJSWFW265hYKCgpKiX7TtoQm+\nrbD8OwFgas+AMzswxbnnZmZ/tDePi4tjyZIlWjMrIiLi4hRqxeXk5+czaNAgjh49WlL0i4baM7CC\nBmAyP4M9D2PabLMdK8qBjA8gd4e9eXR0NF999RW+vr5l3HsRERG5ERRqxWXs2bOH1q1bc+bMmZKi\nX3sI/z9w6huo2tdWq3o7BG+yPf3ryDzI/cnevHPnziQnJ19xnzsRERFxPQq1Uu5lZmYSGRnJkSNH\nSop+Hc7NzPa3PTbv6AI49hEmeDgc+wiOfQi5JQ9ZuOWWW0hISMDHx8cJVyAiIiI3mkKtlFs5OTk0\nbdqUw4cPlxT9Otm25jqzHQrSAWy7GtR/BbK+gq2RkLvL3rxZs2bs2LFDa2ZFREQqOIVaKXfOnDnD\nzTffzN69e0uK/rdA+DSsan8CwLj7wZ6HMCH3wfFlthvALlhm0KZNG7744guqV69e1t0XERERJ1Co\nlXIjJyeH1q1bO4bZgC4QMQO8G8APPTBVe2O5eYN/Zwh7DLa1clhmMHjwYN5++20CAgKccAUiIiLi\nLAq14nT5+fk0bNjQcZlBQHcIHQXVh2C523YoMH5RcOobTMEhODQH8nbbm48ZM4bFixfrBjAREZFK\nSqFWnObIkSNER0c73gAWeBtEzMAK7IrZeTecPQa1pmLMWQjqD/vGQl7JTG5ERARbt27VMgMREZFK\nTtNa4hR333034eHhJYE2sDc0WQphE7ECu9pqtf8KBRmY9LdgczPY+7A90N5xxx1s3LiRgwcPKtCK\niIiIZmql7Jw+fZqWLVty8ODBkmLVvratufw7Y87shB+6YaJ6gOUNp/8fHF8K+fvtzQcMGMAnn3zC\n1q1by/4CREREpNwq1zO1c+bMITo6msDAQEJDQxk0aBA//vjjRe1mzpxJeHg4vr6+9OjRgx07djgc\nz8/PZ8KECYSEhODn50dsbKzj+k25oX7++WeqVatGQEBASaAN6g+R68GrNvg0A8DybQZ1ZkHaa7Cl\nMex7xB5oO3XqRHFxMatWrcLDQ/8WExEREUflOtR+/fXXPPbYY6SkpJCYmIiHhwe9evUiMzPT3mbu\n3LnMnz+ff/7zn2zcuJHQ0FB69+5Ndna2vc3kyZNZsWIFH330EevWrePUqVMMHDiQ4uJiZ1xWpVFY\nWEhYWBhNmjQpGbOggdBqA1bzVVgBnaD4LBxZgCnOxxxdZNua65dpkH8AgK5du3LmzBlSUlK016yI\niIhclmWMMc7uRGnl5OQQGBjIypUrGTBgAMYYatWqxcSJE5k+fToAeXl5hIaG8ve//50xY8aQlZVF\naGgo7777LsOHDwfg0KFD1K1bl88++4w+ffoAkJWVZT9PYGBg2V9cBZKRkUGrVq1IT08vKVaLhYi/\nQs5WyNuLVfc5AEzeXsj4ANLfhIKS2fNBgwbx/vvvX3Zrru+++w6A9u3b37gLketCY+U6NFauRX9v\niTgq1zO1v3Xq1CmKi4sJCgoCIDU1lfT0dHswBfD29qZr166sX78egE2bNlFYWOjQJiIigubNm9vb\nyPVhjCE2NpbQ0NBzgdaCandCy0SsZh9j+bWDqr3g13cwhZmYIwtge1c4+Iw90A4fPpyioiJWrlyp\nvWZFRESk1FxqceKkSZNo27YtnTt3BiAtLQ2AGjVqOLQLDQ2131WflpaGu7v7RXfI16hRw3Em8QLn\nZyukdI4dO8bQoUM5ffr0uYoF1QdDxFPgVRc2N8a0+R7LsyZ4BNsemrC1BRSW/Pxr1arFJ598gmVZ\nbN68udTn1li5Do2V69BYuYbGjRs7uwsi5YrLhNqpU6eyfv16kpOTS7W2Uusvb7zdu3cTFxd3wdpk\nN6h+N4QMB79oLM8wAEzoA5CViCk4Akf+DoW/2t+jWbNmzJs3j9DQUCdcgYiIiFQULhFqp0yZwrJl\ny0hKSqJevXr2es2aNQFIT08nIiLCXk9PT7cfq1mzJkVFRRw/ftxhtjYtLY2uXbte8nxaT3Zlq1ev\nJjY2lrNnz56ruEHwMIj4HyzfFpj9f4GTn0ODhZiibPCoBqmTbQ9SOKd79+588sknv3sdmNb+uQ6N\nlevQWLmWC9fUiogLrKmdNGkSS5cuJTExkSZNmjgcq1+/PjVr1iQ+Pt5ey8vLIzk5mZiYGACioqK4\n6aabHNocOnSInTt32ttI6eTm5uLt7c2AAQPOBVo3qD4MWnwBgd2xfFvYGoY/AZYH5tAc2FQfDky3\nB9pHHnmEM2fOkJSUpBsbRERE5Lop1zO148eP54MPPrDP6J1fQ+vv70+VKlWwLIvJkycze/ZsmjVr\nRuPGjfnb3/6Gv78/I0aMAGx3hI4ePZpp06YRGhpKtWrVmDp1Kq1bt6ZXr17OvDyXER8fz8CBAyks\nLDxXObdmtvbTWL4tMYUnYPfdmMCe4FHdts9sxgdwtmTrtT/96U+sXLlSy0JERETkhijXoXbx4sVY\nlkXPnj0d6jNnzmTGjBkATJs2jdzcXMaPH09mZiadOnUiPj6eKlWq2Nu/9NJLeHh4MGzYMHJzc+nV\nqxcffPCBAtZV/PrrrzRo0ICcnJxzFQuq3QG1n4a0VwF3W/WmapgGCyFtMaS/BUUn7e/RqFEjPv74\nYyIjI8v+AkRERKTScKl9am8k7fdX4ueff6Z9+/acOnWqpBj0J4j4K5a/ba2dOfQc5O6G+q/A0Zfh\nyHyHMNunTx9Wr16Nu7v7Demj1v65Do2V69BYuRb9vSXiqFzP1ErZysnJISAg4ILdDM7NzEY8BQUH\nbTsXNP3Idij0QTiyADY3gLMn7O+xZs0a+vbtW/adFxERkUqt3N8oJjfegQMHaNKkCX5+fucCrQXV\nh0Dz1VjN/oPl1xYCe0L2/8PkpWIOvwBbW8ORF+yBds6cORhjFGhFRETEKTRTW4mtX7+e7t27O94A\nVu1OqD0DfFvApoaYZiuw/KJsx2qOg+2dHfaZ/fe//80999zjlP6LiIiInKdQW8kUFxfz6aefct99\n913wBDBsywxCRoJPUyzflgCYiP+B0xswJ7+Ao/OhMMPe/L333iMuLq6suy8iIiJySQq1lcgPP/xA\nq1atHItBg2xbc/m1xaS/AfsfhxZrbA9NOHsCjsyDs8ftzV9//XUefvjhMu65iIiIyJUp1FYC27dv\np2fPnmRklMy0EjQIwibCqa9ta2YBQu6H3D22hyYc+YfDE8Di4uJ47733yrjnIiIiIqWjUFuBffrp\np8TGxl5QsaDaINvWXH7tMOYs7BuLCewBfh0gbRFkvOuwzOC7776jbdu2uLnpnkIREREpv5RUKqCk\npCRuuummCwLtuSeAtd4KPk3todWyPKDhG3Ay0bY11y/T7MdGjx6NMYaoqCgFWhERESn3NFNbgWzd\nupWOHTtSUFBQUgz6E0RMx/LvBIDJbQuHn8cEdLE9AezIiw67GcyZM4cnnngCDw/9ryEiIiKuQ8ml\nAti3bx9t27Z1fAJY1b5Q+xmgGPZNwNz8re2xwFX7Qs4PtpnZC8Jst27d+Oqrr8q87yIiIiLXg0Kt\nC9u9ezft2rUjJyenpBjYE0Lug5B7sSw3jDFg3QTZmzCnEuHwiw67GYwcOZLXX38dHx8fJ1yBiIiI\nyPWhUOuCdu7cSdu2bcnLyyspBva0bc0VcCvm+xhw84bgu8Hk254OtnOgw8xs7969iY+Pd0LvRURE\nRK4/hVoXkp2dTVhYGNnZ2SXFgC4QOhq86mAF3Gqr1ZkJOdswRxfB4dlQcMTe/P777+fZZ5+lTp06\nZdt5ERERkRtIt7W7AGMMd911F/7+/iWB1i8amn+GFfk1eEXA3kcw5iymuADy9kHaQkh9zB5oH330\nUYwxvPvuuwq0IiIiUuFoprYcKy4upk+fPnz55ZclRd/WEPE/kPUFBPaw1QJ6QI1H4OhCODIfCg7a\nmy9cuJBHH320jHsuIiIiUrYUasuh77//ng4dOpCfn19SrNIGwv8HK3gwgO2RthnvYUIfgIz3IO2f\nkL/f3jw2NpYVK1Zoj1kRERGpFBRqy5GsrCwiIyM5dOhQSdEvGiKegjM/QmF6Sb3+y7bZ2i0tIW+3\nvTxq1CjefPNN3N3dy7DnIiIiIs6lUFsOHDp0iMjISLKyskqK/p0hbApW8BAAjGcY7L4XU3MsnPgY\nDs60Bd1z1qxZQ9++fcu45yIiIiLlg76bdqLi4mKio6OpXbt2SaAN6AYtEqDxh5A6CVN0xlav0g7C\np8G2NrDrbnugnT17NsYYBVoRERGp1DRT6wSfffYZgwcPJjc3t6RY9XbbfrLVh2B5BABgqvaE0xsw\nhUfg0GzI3WlvHhMTQ3Jysu0pYSIiIiKVnGZqy0hubi5vvvkmHh4e9O/f/1ygtaDanXDzRqwWqyEr\n0XbDF2DMWduuBvvGwc/32QNtv379KCoq4ptvvlGgFRERETlHM7VlYN26dXTt2vWCihsED4OQkVB0\nCssvylaOeAqO/RuT/iYcmgP5qfZXPPDAA7z55pvazUBERETkEhRqb6Ds7GwiIyP55ZdfbAXLA4JH\nQMSTWD5NMHl74ftOmKp9wfKCk/Hw6ztQULL7waOPPsqCBQvw8NBQiYiIiFyOpv1ugBdeeAHLsvD3\n9z8XaN0hJA5a/wgUg0cQAJZ3Q6j3Ihx5CTbXh/2T7YG2d+/enDlzhoULFyrQioiIiFyF0tJ1VFhY\nSEBAAHl5eecq55YZRDyF5dscAONWBY78AxM+DY6+DEcXwNlM+3sMGjSIlStXOqH3IiIiIq5LM7XX\nQXJyMv7+/nh6ep4LtBZUuwvabIXA7pD+RknjsIlQdAY21bPtNXsu0Hbq1IkjR44o0IqIiIj8Dgq1\nf8Cnn36Kp6cnXbp0ITs721YMGgjNV2M1W47lG2n7/fHlmIKjmAMzYHsnSHsZik4BMGXKFIqLi0lJ\nSSEsLMyJVyMiIiLiurT84HcwxtC0aVN+/vnnkmJgb6jzLPg0h80NMK23YHnVBnc/CHnA9jjbopP2\n5r1792bVqlV4eno64QpEREREKhaF2mtQWFhI8+bN2bt3b0kxoJtta66qvbG86gBgwibAqW8wBQfh\n8Atw9ri9+ahRo3jnnXfKuusiIiIiFZqWH5TC+++/j7e3N56eniWB1r8ztEjAikyC/ANw8BkATHE+\nuAfB/inwy1/sgXbEiBFkZ2cr0IqIiIjcAJqpvYoWLVrw008/lRQCekDofXD2BFbVnrZarclweB7m\n6GI4PBsKDtubr1q1igEDBpRxr0VEREQqF4XaSzh69Ci33nor+/btKylWHwwRM7CqtMKcPQWbG2Oq\n9gOfRnD8Ezj2IeTvtzf/y1/+wpw5c/QoWxEREZEyUGmWHyxatIj69evj4+ND+/btSU5OvmzbWrVq\nlQRazwio9xK4B9iPWx4B0ORfcOor2w1ge0fbA+28efMoKiri+eefV6AVERERKSOVItQuXbqUyZMn\n89RTT7F161ZiYmLo168fBw8evMwr3KD6UGj5FUTtw6o1EXxawOHnMUU5mLTFkDoB9j0KebYdEEaO\nHIkxhqlTp+LmVil+rCIiIiLlRqVIX/Pnz+eBBx5g9OjRNG3alJdffpmwsDAWL158yfZWzFkIGQ5H\n5mFZ51Zo1BwH1YfApvqwbzzk7gKgS5cuZGRk8P7775fV5YiIiIjIb1T4UFtQUMDmzZvp06ePQ71P\nnz6sX7/+8i+s2hfydmMK0jBZibDnftg1FM4eA2xLFHbv3s3atWsJDg6+kZcgIiIiIldR4W8UO3bs\nGEVFRdSoUcOhHhoaSlpa2mVfZ7l5Y9psh133wIkV9vqoUaMYP348AFlZWXz33Xc3puNSKvr5uw6N\nlevQWLmGxo0bO7sLIuVKhQ+1v5fZ1h5yNtt/HxwczNtvv61H2YqIiIiUQxU+1AYHB+Pu7k56erpD\nPT09/bIB1awvWZXRoEEDvv32W6pXr35D+ynX5vxMUvv27Z3cE7kajZXr0Fi5lqysLGd3QaRcqfBr\naj09PYmKiiI+Pt6hnpCQQExMzGVfN3jwYHJycti7d68CrYiIiEg5V+FnagGmTp1KXFwcHTp0ICYm\nhldffZW0tDTGjh17yfa5ubl4e3uXcS9FRERE5PeqFKF26NChHD9+nL/97W8cPXqUVq1asXr1amrX\nrn3J9gq0IiIiIq6lUoRagHHjxjFu3Dhnd0NEREREboAKv6ZWRERERCo+hVoRERERcXkKtSIiIiLi\n8hRqRURERMTlKdSKiIiIiMtTqBURERERl2cZY4yzO1Ee6HGDIiLiqgIDA53dBRGn00ytiIiIiLg8\nhVoRERERcXlafiAiIiIiLk8ztSIiIiLi8hRqRURERMTlKdSes2jRIurXr4+Pjw/t27cnOTnZ2V2q\nVGbOnImbm5vDr1q1al3UJjw8HF9fX3r06MGOHTscjufn5zNhwgRCQkLw8/MjNjaWw4cPl+VlVEhr\n165l0KBBRERE4ObmxpIlSy5qcz3GJjMzk7i4OKpWrUrVqlW57777tCvJ73C18Ro1atRFn7WYmBiH\nNhqvsjFnzhyio6MJDAwkNDSUQYMG8eOPP17UTp8vkdJRqAWWLl3K5MmTeeqpp9i6dSsxMTH069eP\ngwcPOrtrlUqzZs1IS0uz/9q+fbv92Ny5c5k/fz7//Oc/2bhxI6GhofTu3Zvs7Gx7m8mTJ7NixQo+\n+ugj1q1bx6lTpxg4cCDFxcXOuJwKIycnh5tvvpkFCxbg4+ODZVkOx6/X2IwYMYKtW7fy+eefs2bN\nGjZv3kxcXFyZXWdFcbXxsiyL3r17O3zWVq9e7dBG41U2vv76ax577DFSUlJITEzEw8ODXr16kZmZ\naW+jz5fINTBiOnToYMaMGeNQa9y4sZk+fbqTelT5PP300yYyMvKSx4qLi03NmjXN7Nmz7bXc3Fzj\n7+9vXnvtNWOMMSdPnjSenp7mww8/tLc5ePCgcXNzM59//vmN7Xwl4ufnZ5YsWWL//fUamx07dhjL\nssz69evtbZKTk41lWWbXrl03+rIqrN+OlzHG3H///WbgwIGXfY3Gy3mys7ONu7u7WbVqlTFGny+R\na1XpZ2oLCgrYvHkzffr0caj36dOH9evXO6lXldO+ffsIDw+nQYMGDB8+nNTUVABSU1NJT093GCNv\nb2+6du1qH6NNmzZRWFjo0CYiIoLmzZtrHG+gPzo2KSkpAKSkpODn50fnzp3tbWJiYqhSpYq9jVwf\nlmWRnJxMjRo1aNq0KWPGjCEjI8N+XOPlPKdOnaK4uJigoCBAny+Ra1XpQ+2xY8coKiqiRo0aDvXQ\n0FDS0tKc1KvKp1OnTixZsoTPP/+cN954g7S0NGJiYjhx4oR9HK40Rmlpabi7u1O9enWHNjVq1CA9\nPb1sLqIS+qNjc2GbkJAQh+OWZelzeAPcfvvtvP/++yQmJjJv3jy+/fZbbrvtNgoKCgCNlzNNmjSJ\ntm3b2sOnPl8i18bD2R0QAdtftOdFRkbSuXNn6tevz5IlS+jYseNlX/fb9YJSflxtbIy2yHaKYcOG\n2f+7ZcuWREVFUbduXf773/9y5513XvZ1Gq8ba+rUqaxfv57k5ORS/bmmz5fIxSr9TG1wcDDu7u4X\nzealp6cTFhbmpF6Jr68vLVu2ZM+ePfZxuNQY1axZE4CaNWtSVFTE8ePHHdqkpaXZ28j1d/5n+3vG\n5rdtLvwKHGx/Kf/6668avxssLCyMiIgI9uzZA2i8nGHKlCksXbqUxMRE6tWrZ6/r8yVybSp9qPX0\n9CQqKor4+HiHekJCwkXb3EjZycvL46effiIsLIz69etTs2ZNhzHKy8sjOTnZPkZRUVHcdNNNDm0O\nHTrEzp07NY430PUam86dO5Odne2wvi8lJYWcnByN3w2WkZHB4cOH7f941HiVrUmTJtkDbZMmTRyO\n6fMlco2ceZdaebF06VLj6elp3nzzTbNjxw4zceJE4+/vbw4cOODsrlUajz/+uPn666/Nvn37zIYN\nG8yAAQNMYGCgfQzmzp1rAgMDzYoVK8z27dvNsGHDTHh4uMnOzra/x7hx40xERIT54osvzObN1VLR\nuAAACD5JREFUm0337t1N27ZtTXFxsbMuq0LIzs42W7ZsMVu2bDG+vr7m2WefNVu2bLnuY9OvXz/T\nqlUrk5KSYtavX28iIyPNoEGDyvx6Xd2Vxis7O9s8/vjjJiUlxaSmppqkpCTTqVMnU7t2bY2XEzz6\n6KMmICDAJCYmmqNHj9p/XTgW+nyJlJ5C7TmLFi0y9erVM15eXqZ9+/Zm3bp1zu5SpXLPPfeYWrVq\nGU9PTxMeHm6GDBlifvrpJ4c2M2fONGFhYcbb29t0797d/Pjjjw7H8/PzzYQJE0z16tWNr6+vGTRo\nkDl06FBZXkaFlJSUZCzLMpZlGTc3N/t/P/DAA/Y212NsMjMzzciRI01AQIAJCAgwcXFxJisrq0yu\nsSK50njl5uaavn37mtDQUOPp6Wnq1q1rHnjggYvGQuNVNn47Rud/PfPMMw7t9PkSKR3LGK0mFxER\nERHXVunX1IqIiIiI61OoFRERERGXp1ArIiIiIi5PoVZEREREXJ5CrYiIiIi4PIVaEREREXF5CrUi\nIiIi4vIUakUqsO7du9OjRw9nd+Mihw8fxsfHh6SkJKf1YeHChdStW5eCggKn9UFERK4fhVoRF7d+\n/XqeeeYZsrKyLjpmWRaWZTmhV1f2zDPP0KZNG6cG7tGjR5Ofn89rr73mtD6IiMj1o1Ar4uKuFGoT\nEhKIj493Qq8uLyMjgyVLljB27Fin9sPb25v777+fefPmoQcrioi4PoVakQriUsHMw8MDDw8PJ/Tm\n8j744AMA7rzzTif3BIYNG8aBAwdITEx0dldEROQPUqgVcWEzZ85k2rRpANSvXx83Nzfc3NxYu3Yt\ncPGa2v379+Pm5sbcuXNZtGgRDRo0oEqVKvTq1YsDBw5QXFzMrFmziIiIwNfXl9jYWI4fP37ReePj\n4+nWrRv+/v74+/vTr18/tm3bVqo+f/LJJ0RHRxMQEOBQT09P56GHHqJ27dp4e3tTs2ZN+vfvz44d\nO37XuXfv3s3w4cMJDQ3Fx8eHJk2aMGXKFIc27dq1o1q1anz88cel6ruIiJRf5WsKR0SuyeDBg/n5\n55/597//zUsvvURwcDAAzZs3t7e51Jrajz76iPz8fCZOnMiJEyd44YUXuPvuu+nevTvr1q1j+vTp\n7Nmzh5dffpmpU6eyZMkS+2s//PBD4uLi6NOnD88//zx5eXm8/vrrdOn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eEUIIIYSQ+qzO1ChU1pUrV9C1a1doamoK63r37o34+HjExsb+5+NTjQIhhBBC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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1751,7 +1751,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": { "collapsed": false }, @@ -1760,7 +1760,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1792,7 +1792,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": { "collapsed": false }, @@ -1801,7 +1801,7 @@ "data": { "image/png": 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gAQBg27ZtUKvV2LlzJ5YtWwaj0YgtW7Zg69atSExMFN8nJCQEBw4cQEpKigO+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\neHIaCREREd0RAzkNGBZLOxpN9Wgw2Yb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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1848,7 +1848,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": { "collapsed": false }, @@ -1857,7 +1857,7 @@ "data": { "image/png": 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/d+7cPXPHRUREROReXl5elCxZkkOHDlG1RkNueQ/geMJ0DK8/Pppld0vi+k9N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AnjEGkUiY8i8SiVDXA4akpKTWaFa7ceLECQCuf14Pny8CLppe6w1ViOzSEUF+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\nG7t3d8Phq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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1898,7 +1898,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": { "collapsed": false }, @@ -1907,7 +1907,7 @@ "data": { "image/png": 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Vq1dz9uxZnn32WVt9RETEXWvHRURERORu2bJlo0SJEvz+++/UqFEDT7/abDj/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5gJ6QhlSqykTBPABotGooVQp4uHi16rGyi1Oh1dUAAG4V3aCAnhBCCCEWYzMB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\nDgAJVxuC+nkF851eVepKyqN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o0Wqg02mRX5zNbxPOQlwf8cBYqkXfFmq0GpTfvaPHgYOX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\nmExkasqok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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1943,7 +1943,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": { "collapsed": false }, @@ -1952,7 +1952,7 @@ "data": { "image/png": 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P56+Y/3yCiIiIyENMnz6d27dv06hRI8IjIqncfhtGoa9JsFrAyR/HmP0Mf/4H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55ZZbyM/PJzg4mEsuuYRff/2VyMhIAJ588kmqqqoYO3YsRUVFJCUlsXjxYszm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\nvW8T11Y9e/Z0Wtye7PKvAuSvcZFX5yCvzkNunYO8Ogd5dQ7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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1996,7 +1996,7 @@ " 1. The mean of the estimation error is zero\n", " 2. Its covariance is described by the Kalman filter's covariance matrix\n", " \n", - "### NEES\n", + "### Normalized Estimated Error Squared (NEES)\n", "\n", "The first method is the most powerful, but only possible in simulations. If you are simulating a system you know its true value, or 'ground truth'. It is then trival to compute the error of the system at any step as the difference between ground truth ($\\mathbf{x}$) and the filter's state estimate ($\\hat{\\mathbf{x}}$):\n", "\n", @@ -2023,7 +2023,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": { "collapsed": true }, @@ -2041,7 +2041,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": { "collapsed": false }, @@ -2115,7 +2115,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": { "collapsed": false }, @@ -2124,7 +2124,7 @@ "data": { "image/png": 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axl6S2u3QarTYspwavLyg7h1U+ne/oHaJbHaxyYOX2Xhmh8JB/Nfrfz+l8P74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\nSTKMmLq6O12OKD0Nm3x3d3fro48+0vLlyy2PL1++XNu3bx/2D/7ud7+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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2156,7 +2156,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": { "collapsed": false }, @@ -2165,7 +2165,7 @@ "data": { "image/png": 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W4eHhOHDgAM6dO4fS0lIEBwcDANatW4f58+cjIyMDGo0GmzdvRlNTE3JycqBUKhEREYHi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\nZwVBwJUrVxAYGAgACAwM7DTdp7KyEia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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2197,6 +2197,101 @@ "todo" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Control Inputs\n", + "\n", + "In the **Discrete Bayes** chapter I introduced the notion of using control signals to improve the filter's performance. Instead of assuming that the object continues to move as it has so far we use our knowledge of the control inputs to predict where the object is. I did not delve into the details, but in the **Univariate Kalman Filter** chapter we made use of the same idea. The predict method of the Kalman filter read\n", + "\n", + "```python\n", + "def predict(self, u=0.0):\n", + " self.x += u\n", + " self.P += self.Q\n", + "```\n", + "\n", + "Here `u` is the control which is assumed to be the change in the state `x` effected by the control input.\n", + "\n", + "In this chapter we learned that the equation for the state prediction is:\n", + "\n", + "$$\\bar{\\mathbf{x}} = \\mathbf{Fx} + \\mathbf{Bu}$$\n", + "\n", + "Our state is a vector, so we need to represent the control input as a vector. Here $\\mathbf{u}$ is the control input, and $mathbf{B}$ is a matrix that transforms the control input into a change in $\\mathbf{x}$. Let's consider a simple example. Suppose the state is $x = \\begin{bmatrix} x & \\dot{x}\\end{bmatrix}$ for a robot we are controlling and the control input is commanded velocity. This gives us a control input of \n", + "\n", + "$$\\mathbf{u} = \\begin{bmatrix}\\dot{x}_\\mathtt{cmd}\\end{bmatrix}$$\n", + "\n", + "For simplicity we will assume that the robot can respond instantly to changes to this input. That means that the new position and velocity after $\\Delta t$ seconds will be\n", + "\n", + "$$\\begin{aligned}x &= x + \\dot{x}_\\mathtt{cmd} \\Delta t \\\\\n", + "\\dot{x} &= \\dot{x}_\\mathtt{cmd}\\end{aligned}$$\n", + "\n", + "We need to represent this set of equation in the form $\\bar{\\mathbf{x}} = \\mathbf{Fx} + \\mathbf{Bu}$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I will use the $\\mathbf{Fx}$ term to extract the $x$ for the top equation, and the $\\mathbf{Bu}$ term for the rest, like so:\n", + "\n", + "\n", + "\n", + "$$\\begin{bmatrix}x\\\\\\dot{x}\\end{bmatrix} = \\begin{bmatrix}1 & 0\\\\0 & 0 \\end{bmatrix}\\begin{bmatrix}x\\\\\\dot{x}\\end{bmatrix} +\n", + "\\begin{bmatrix}\\Delta t \\\\ 1\\end{bmatrix}\\begin{bmatrix}\\dot{x}_\\mathtt{cmd}\\end{bmatrix}\n", + "$$\n", + "\n", + "\n", + "This is a simplification; typical control inputs are changes to steering angle and changes in acceleration. This introduces nonlinearities which we will learn to deal with in a later chapter.\n", + "\n", + "The rest of the Kalman filter will be designed as normal. You've seen this several times by now, so without further comment here is an example." + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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zypuRA17k3p6PUcexAdOmTbturb4m24qUzuYR/1mzZpX6jTkiIoL//e9/bNiw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\nrK2tAWjWrBk3b96ke/fu2NjY8P7771OnTh0uX77Mjz/+yL1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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "R = 3.\n", + "kf = KalmanFilter(dim_x=2, dim_z=1, dim_u = 1)\n", + "kf.P *= 10\n", + "kf.R *= R\n", + "kf.Q = Q_discrete_white_noise(2, dt, 0.1)\n", + "kf.F = np.array([[1., 0],\n", + " [0., 1]])\n", + "kf.B = np.array([[dt],\n", + " [ 1]])\n", + "kf.H = np.array([[1., 0]])\n", + "\n", + "zs = [i + randn()*R for i in range(1, 100)]\n", + "xs = []\n", + "cmd_velocity = 1.\n", + "for z in zs:\n", + " kf.predict(u=cmd_velocity)\n", + " kf.update(z)\n", + " xs.append(kf.x[0])\n", + "\n", + "plt.plot(xs, label='Kalman Filter')\n", + "plt.plot(zs, marker='x', color='k', ls='', label='Measurements')\n", + "plt.xlabel('time')\n", + "plt.legend(loc=4)\n", + "plt.ylabel('distance');" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -2248,7 +2343,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": { "collapsed": false }, @@ -2264,7 +2359,7 @@ "data": { "image/png": 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bvsxhCvGPSCIvhBBCiCJp//79tGvXjszMTAACAwM5fvw4y5Yt0yXzhgaGtPHr\nhVarsHx9KEkl5qDx6sHVbGtQoXdok5KdBHHrMUr8kWdPgjExMWH8F+do37Iy/fv3JzQ0FMg9hXXx\n4sUve7hC/G2SyAshhBCiSBo0aBCZmZn07NmTatWqMXXqVL777jv69etHnTq5u8dcCVf4cR+sPQD3\nY6qicqyK9g/tKIlHmT+mKnE3/8fcOVPIyMjAycmJFStW4OXlhZeXF82bN+fq1avY2NhQuXLlfE9/\nFaKokUReCCGEEEVOWloa9+7dA2D16tVoNBouXbpIyKUj7D8Rxb5rCpuPwLW7z2kgPQLi1qA8Xkmb\nJuX5pPcuYAyTJ35BYmIitra2esl68eLFadCgQaGPS4iCJIm8EEIIIV45RVF48uQJ5ubmmJqaYmJi\ngq2tLfHx8cyePQfrkg04GF6fnNJzmfpTqXzbsLWCdnXSuHVyMqV8f6GYnTnZcdWZOea3ZTIGBgYU\nlwdZxRtC/ao7IIQQQoi327lz5yhfvjx2dnaYm5szcOBAMjMz+XzsPCg1mnGbOjE8sA5PDIbw9Jl+\nEm9qDD2awk+zIWo7TPzgPu3fy8TRzQYTcyMsXLO5+uD0KxqZEIVLZuSFEEKIt8iFsJOcvXGMRt7t\n8XCu/FLfOzU1lc2bNxMVFYWXlxf+/v7ExsbSqlUr4uLiMDExIT0jh8AtTzgYeYsHyX1QueZtx9Ag\njdZ+OfRuYYZPuTicnWwxNDQE4EliDA/j7urF+1Vq+hJGJ8TLJ4m8EEII8ZaISXjIyj3foChawiKv\nMKX/d5gam/+jtm7fvs2oUaO4evUqTk5OTJgwgSZNmjw3Pj4+nsaNG+t2hgHo3r07LVu2JC4ujkq+\n79Ks5wqC9mhJTDHkXpJ+fTOTLJztQyjnEkLdKkm4G3nzYbePSEhIwNTUlOnTp/Ppp59Ss3wDTlze\nS3jUdQDqVW2NmbHFPxqjEEWdJPJCCCHEW2LvL+tRlNw9XdIzUzkeuocWtbr+7XaioqKoW7cujx8/\nBuDWrVscP36cgwcP0qhRo3zrjBkzhtDQUNzc3Gjbti0//PADG346y82UblD9KtcMKnJtE/xxw/fG\nNaBfWwh7+AVPk3Mffi1l2ZKALgFotVosLCxITk7ms88+w8HBgd69e9O7+QiC9s7D0MCI1rV7/u3x\nCfG6kDXyQgghxFvg0ZMHnL95XO9aekbqP2rrf//7H48fP+add97h3Llz9O/fn5ycHGbMmPHcOqdP\n565Tn7cg1vpnAAAgAElEQVR4NeUbLsam/jVUNW8TmtAFlVlFvVgl4wHuRmsJWw+HFqvo3UJLh3pd\nKedcGRMjM0L2XUCr1TJ48GCSkpL4+uuvAVi5ciUAdsVK8nnPr/m461dYmln/ozEK8TqQGXkhhBDi\nLWBpZk3jGh04enEHWm0OU/oHYmNZ4h+19ejRIwC6du1KjRo1GDBgAMuXLyc6OloXk56eDoCJiQlp\nGQqZVp2h4jS6zqyNAoCTfqM5yShPtkLcGiq7RLPvx904OeVuD6lWa6hZvj41y9cnOS2JYR+NAMDN\nzQ2VSkWZMmX03lOIt4Uk8kIIIcRbwMLUio71+9GkRgcyszP+cRIPUKVKFQC+/vprMjIy2LhxIwCV\nK1cmLi6Ofv36sWvXbrBqiHONMSRqmpKcPR6VDf+fxP8/JYvG3pkM7GRONZcErl+1wMrqc+rXr4+x\nsfFzx9GsWTOCgoKYMGECx44d4/jx3L80NGvW7B+PSYjXkSTyQgghxFvEytzmX7cxaNAgNm3axLFj\nxxg7diwALi4uzJg5myYdJ3M5qgXU/C8qY2ceZuatr04OwdnkGN/NaknzxjX//2ppKpYv/ULv37t3\nb86cOcOiRYvYs2cPAB07dmTMmDH/emxCvE4kkRdCCCHE32JkZMT+/ftZvnw5l6/eIN3IjxzrDtQa\nbMATZTGqknnruDpk0r+dEe+2hDJOdYG6f/oep68fwamEK8527nnKVCoVCxcuZMCAAdy8eZPSpUvj\n6+urd1KrEG8DSeSFEEIIQWZWBkaG+S9nyU/EI0Oup3/I+tsQn5R/TAlrhYyHq0gK/w8bj/wXH5+a\n+Qf+jqIo7D61ln2nN2BtUZzPesyhmEX+J7FWrVqVqlWrvnCfhXjTSCIvhBBCvKEePXlActpTPJyr\nPDcmPOoGB85sIjE1ni96fvOns9rZ2Qo7TsJ/tsChs/nHqLIfo43bTAW7q1jFX+R0aAh2dnZ4eVXM\nv8LvZGVnsubgt5y7GQxAYvITtp9YRZ9WI/+yrhBvI0nkhRBCiDfUjpAfuBJ+mnLOlenS4ANK2bnp\nladmJLNk60SysnMXsl+/dwEvtxp6MYqicCL0OkG71ewKcSMmPu+svbM9dG4IXRpBTuItOnUcx43w\npwAUK1aMjRs3YmZm9qd9zczOYNGm8dyPCdNdq+DqTbfGH/6DkQvxdpBEXgghhHgD3Y+5zZXw3L3b\n70RezXem3czYgjqVW3Ds4k4ADpzZpEvkb0cqbD0GK3c/4frd8vzx6BmVSkuH+mo+6gRNfUCt/rX9\n+ty8eZNjx46hKAoNGzbEwcHhL/trqDEi4Vms7nXdKq3o2mggGrXmT2oJ8XaTRF4IIYR4A+0+tVb3\ntbdnXZxKuOYb16RGB06E7iU7J5tTV9O4/eAxxy7YcSX81wj99emmxol4uR+gSc0rzP5oSr5t2tvb\n061btzzXtdoc1h76D01qdKBkcf0dalQqFWWdvLh0+2c61O9HY+/28vCqEH9BEnkhhBDiNRQWFsaI\nESMIDQ3FwcGBcePG0aVLFwDO3TzOtbvnAFChoqVvj3zbyMxSOHu9BNfuTODnqyVJTrXLN06t0lLO\n5T71ql3EreRxklKjcXfy+tt93ndmE79cO4Srg0eeRB6gYfW2NKnZETdHz7/dthBvI0nkhRBCiNfM\no0ePqFevHo8fPwYgKiqKrl27smXLFjp16kR80mNdbI3y9SlZ3EX3OjFZYedJ2HEC9pyCZ6kAeXd+\nMTaCFrXA0fgU5w9NJe3yA1QW7zD0wznY2NiQlZ31t/p85+FV9v6yHoAb9y/g5VYTWyv9XxzKlqr0\nt9oU4m0nibwQQgjxmgkKCuLx48e88847rFy5ksDAQL7++mvmzJlDp06daObTmSdJ0dx6cJkO9fqS\nmp6bvK87CLt/hszn5ODW5gpt6qjo1BBa1Ya1PwYyaNAgXfnVq1c5d+4cISEhmJiY5Kkf+/QRKenP\n8syop6Q/Y9Xe+SiK9v9fJ2NtYVtwH4gQbylJ5IUQQojXzK8z8S1btsTT05OAgAC+/vpr3fXw8HAe\nXsrh7qNmvHtJw7HLkJKWf1tuJaF9PWhfH+pXU2Fo8Nu69MmTJwMwffp0GjZsSEBAABcuXGDnzp10\n7dpVF6coCicu7+Wn4ysxN7Xiy94LMDU215WtPfgtCclxAJiZWNKn5Uh5iFWIAiCJvBBCCPGa8fb2\nBmDBggWkZ6SzZ/ceAKpX9+bbFSGMnHmJ7GK9UBmWyL++J3RulJvAV3aHtLQ0Jk+ezLhhxzE3N2fQ\noEF069aN6OhoAD7++GMsLCxo1qwZK1asICoqSq+9lPRn7Pp5DZnZGWQ+i2Vr8HICmg8H4ElSDGGR\nV3SxAc2GYWOZf7+EEH+PJPJCCCFEEZGWloaBgQGGhoZ/Gte7d2+2bdvG4RP7CU8PITz6GcW8pnNF\n8zlbA43A7h3+uN9LuVI59G6loWdTKO/6W2lOTg7t2rXj8OHDumuHDh0iPj6eSpUqcfnyZXr27Imv\nry/r1+euca9cubJe2xamVnRv/CEr98wF4NS1Q1Qt60dl91qUsHZkdMB8gvbOw8W+LFXL1v4Xn5AQ\n4vfUfx0ihBBCiMIUHh5OnTp1MDMzw9TUlH79+pGamvrceLVazfKVK2j0/mRO3/uGlHK3SCw2lrCH\nRnpxLg5gl7US5aI3yz46Qa96Ycyc9D5NmzZlyJAhPHr0iEOHDnH48GGKFy/Ojh07mD59OgDjxo1j\n2bJlmJubs2vXLiZNmkRqaioDBgygcePGefpUw7MeNTzr6V6vO/QfUtKSALC1smdE16/oUK9fAXxa\nQohfyYy8EEII8QqlpqbSsmVLbt++jUqlIicnh6CgILRaLatWrcoT/yRRIXCHwtc/5hCf9GmeciUn\nGXXCVhaM9aZ+NYWGDT+B1CQSE5/SsWMHkpJyk+vDhw+zc+dOPv00t42mTZvi7+9PmzZtGD9+PPHx\n8VSrVo0LFy4QFBREYmIiderUoWfPns/d371bo0HcjrxKUmoCqRnJ3I2+RaUyPgBo1BpZFy9EAZNE\nXgghhHiFjh07xu3bt3F3d+fcuXPcu3eP6tWrs3r1apYtW4axsTGXLl3i9NVMjodVYUuwKemZKqCY\nXjuNvKFvG9gRNJzNvwQxot9vZU2aNGHDhg0kJSXRvHlzhg8fzuTJkzl//jznz58HYMeOHcyZM4fQ\n0FAAXFxcMDMzw8PDQzdL/1fMTa3o2XQIe09v4N0WI3C0dfnrSkKIf0wSeSGEEOIV+nUJjbOzM8WK\nFcPIyAgjIyMyMzO5cjOOgBFbuf20FipLvzx1TYySaP3OXeYOq0oZp9xZ8h5NllLS3pL169eTk5ND\n27ZtWbx4Ma1btwZg9OjRNG3alJiYGAYOHEhWVhYffPABgYGBjB49GgBDQ0OWLVv2j8ZT2b0WXmVq\nolbJ6l0hCpsk8kIIIcQr5Ovri7GxMcHBwTRv3pwHj5LJLPYeFm4f4DfUCYXhqCz167g6xOBRegPN\nfB/zWY/JaDS/LXUxMTFh8eLFLF68WK9OuXLl+Pnnn5kyZQrR0dEsWLAAAA8PD6ZMmUK9evUIDg7G\n3Nycfv36UaNGjX88JknihXg5JJEXQgghCtjt27fZunUrmZmZNG/eHF9f3+fGuri4sGLFKvp+so6D\nkX2hWCtU1kak/CHOQAMljU5y//QohnXuSpuujXG0dUGjebEf5ZMnT2bPnj0cP36c48ePA7nJ/ciR\nI1GpVPTt25e+ffv+0yELIV4BSeSFEEKIAnTgwAE6dOhAWlruCUwTJkxgyZIlfPTRR0DuAUmpqamY\nmZkRFQff74DAHd3ILtctz5aRKFqUpGN83s+ZUQPK0SfgK+4/+xkDgx5UdPX+W/1yd3fn7NmzzJs3\nj/v37+Pp6cno0aOxsbEpgFELIV4FSeSFEEKIApKdnc17771HWloabdu2xcHBgeXLlzN8+HD8/f05\nevQoIz/9jCdZ1TFx/Zgsy1ZolbzLUKqWTaVt3USibyxg747lrPufmh/mqomJicHMzIx27dr9o/65\nurqycOHCfztMIUQRIYm8EEIIUUCioqKIiYnBxsaG7du3o1arCQsL4/jx48xatIv/bEwE1zOojEuT\nAaD8VteuGLzvD4/ih2JtEcWzdDB3gy7Dc/dm//bT7djZ2bF69Wrc3d1fxfCEEEVMkX8a5dGjR/Tt\n2xd7e3tMTU2pVKkSwcHBejGTJ0+mVKlSmJmZ0bhxY65du/aKeiuEEOJ1lJ2dzaxZs2jcuDEtWrQg\nKCgIRVH+uuIf2NjYoFKpSEhIYM+ePew+dJmzj5pAtYv8N+RDVKVGoTIurVfHweQ6a6bA/a0w6yMV\nxSwe5dv2tWvXiIyMpEWLFv9ojEKIN0+RnpF/+vQpdevWpUGDBuzevRs7OzvCw8Oxt7fXxcyePZt5\n8+YRFBSEp6cnU6dOpXnz5ty8eRMLC4tX2HshhBCvA0VR6Nu3L2vWrNFdO3DgAFFRUYwZM+ZvtWVp\nacmAQcMJ3BKP/2hTsPJCZV85z9p3S7N0apa+yZG1vajT2ouezTbryjycK6NFAUXJnbBXFBQUPD09\nZTcYIYSef53Ih4SEkJiYSIMGDTA3Ny+IPunMmTOHUqVKsXLlSt01V1dX3deKorBgwQLGjBlDp06d\nAAgKCsLe3p41a9YwaNCgAu2PEEKIN09oaChr1qzB1NSUwMBAYmJi+PTTT5k8eTIff/wxZmZmPHz4\nkNjYWMqVK5fvJJGiwNnrCt/vhI3h81F55D351FCdhZKwjUaNruDhfo0LB29A2g0aNBisFzesy7RC\nG6sQ4s3ywr/aT58+XXeYxK/at29PvXr1aNu2LeXLl+fevXsF2rlt27bh6+tLjx49cHBwwNvbmyVL\nlujKIyIiiImJ0fszo4mJCQ0aNCAkJKRA+yKEEOL1sXfvXnr27EnHjh1ZtGgROTk5z4198OABAH5+\nfgQEBDBy5Ejs7OzIzMzkwYMHvPvuuzg7O+Pt7U3JkiXZtGmTru6jOIV1R+3pPacivh/Asm2QlPJb\nEq9WQwtfWDkebm1IYkDvNVTwCEWjyaZC7VL06NmdYcOGFd4HIYR4o6mUF1wE6OXlRatWrZg3bx6Q\ne5Rzhw4dGD16NNWrV9c9kb98+fIC65yJiQkqlYpPP/2U7t27c+HCBYYPH86sWbMYOnQoISEh1KtX\nj/v37+Ps7Kyr179/f6Kioti7dy8AiYmJurKwsLAC658QQoiiZ/v27Uybpj+r3bp1a6ZMmYJKlXem\n/O7du3Tr1g2NRsPgwYOJj49n7dq1mJmZ0aFDB9auXYuBgQH29vZERUWhMStHr6EbuBxVjst3zVGU\nvG262KXTvnYcbXzjsbPOIjM7nX1XfiAhJSY3QFHhbFSVRj5tUatluYwQIn8eHh66r62trfOUv/DS\nmsjISCpUqKB7vXnzZsqVK8fMmTMBuHnzZoEm8QBarRZfX1+++uorAKpVq0ZYWBhLlixh6NChf1o3\nv2/WQggh3mw5OTnMnz8fgD59+uDs7Mw333zDnj176NGjB5UqVcpTx83NjXfffZfVq1fr/dX3888/\nJzAwEICx01byOKcha/am8kzrwY8n8763oSaTFjWTaFf7Cd5lk/n9j6Gfb+/SJfEqVDSs2IXSxSvk\nbUQIIf6GF07kVSqV3p8mDx48SOfOnXWvS5UqRXR0dIF2zsnJCS8vL71rFSpU4P79+wA4OjoCEBMT\nozcjHxMToyv7Ix8fnwLt46/Onj1bqO2Lok3u/9tN7n/RERsbS3JyMmZmZgQFBQFw+fJlduzYgbGx\n8XPv0apVq2jdujX79u3D0NCQgIAAavo25tuN6WDbnmk76uRbT1GyIfEYPNlAZtw6eg1eSkDPgDxx\nbh7OLNk6iSeJMQQ0H0Ztr6YFN2jxSsm//7fXy7j3v19Vkp8X/nuep6cnW7duRVEU9u7dS1RUlN6a\n+cjIyAI/Ha5u3brcuHFD79qtW7dwc3MDoEyZMjg6OrJ//35deXp6OidOnKBOnfy/6QohhHhz2dra\nYmVlRWpqKmPHjuX777/n0KFDALq91x8/fszp06f1Jp9UKhUBAQEsX76Snh9+x/LgxpRsBwk2s1BZ\n/eHniTYDd5trKLf7UzmtBesnxTPAXws5z5g1a1a+/Sph7cgn3WbybouPJYkXQhSYF07kv/jiCw4e\nPIitrS3t2rXDy8uLZs2a6coPHTqEt/ffOy76r4wcOZJTp04xY8YMbt++zcaNG1m8eLFuWY1KpeKT\nTz5h9uzZbN26lStXrtCvXz8sLS0JCMg7IyKEEOL1Exsby5w5c/jss88ICgr60wdXNRqNbmnNzJkz\n+eCDD0hNTaV3797UqlWLadOmUbJkSWrXro2TkxNjxoxBURSeJCrM+kGhbDdo8QmsOQDpmb+1q2iz\nUJ5swyCiD0s/2EYv73XweCWtm9fC3d2dNm3a6PqqKApZ2Vl5+mZtbotvxcYF++EIId5qL7y0pnv3\n7tja2rJr1y6KFSvGkCFDMDQ0BCA+Pp7ixYvz3nvvFWjnfHx82LZtG2PHjmXatGm4uroyffp0Pvro\nI13MqFGjSEtLY+jQoSQkJODn58f+/fsLfCtMIYQQL9/du3epV68eDx8+1F3btGkT27ZtQ6PR5Fun\nf//+ODo6snLlStLT02nSpAnDhw9nw4YNTJw4EYBKlSpx9epVZi3aRUh0X87cLa+XuP+qajno1wZq\nu99HyXKgQoWF2Nrasnlz7r7vS5cu5fHjGK7eukTlOm741K/MuO/60cynE01qdCz4D0QIIX7nhXat\nyczM5NSpUzg6OuLp6fky+lWgfr++KL8nfguCrJF7u8n9f7vJ/S88nTt3ZuvWrdSsWZN27dqxaNEi\n4uPjWbFiBf369ftbbfXs2ZP169czbfpMKtUbzegFkdx+7Jwnrrg1BLSAPq1yMDA4Q8iVA7jYu+Nf\n511djKIovPfee2zbuZl3xzbFyFh/XszLrSaDO0z4R2MWrxf59//2etlr5P/xrjUajYamTZuyYMGC\n1zKRF0II8XoKDQ0FIDAwkOrVq6NSqZg0aZLu+t+RmOkMrnOYc2gwybsB9JN4b08Y0Q2a+ERzIewg\nW44f4lnqUwAiY8NpXbsnGk3uj02VSsUPP/xA0NoGnI/dnee9YuIjURRFdlATQhSqF07k3dzcePbs\nWWH3RwghxBvu2MWd7D29AT+vpnSo1/dPY+3t7blz5w4rV66kf//+7Ny5EwAHB4cXeq+4pwprD8Cq\nPXAu5mtUpSA547dyRcmmlvt95o9yp04VSEpJYOL3Q1DQ/2N1cmoiEdE3KVfqt+0rVSoV9RrW5fym\n3RhqjCnvWg1P5yp4OFehZInSksQLIQrdC6+R//jjj/nmm294//33X/gbqBBCCPF70fEP2Hwsd2/2\nQ+e24ufVFAfbvMtbfjV27Fjat2/PwoULWbhwIQAlS5b802U1iqIQfBG+3QTbT0BWdj4xmdGoHq9g\nSBcV337zpS7ptrawxcO5MrciLwNgZW6Dn1cz3qnUjOLWeX/2lSlZge6+IzEyMMW3lu+LfgxCCFEg\nXjiRT0lJwdzcHA8PDzp27EjZsmUxNTXNEzdq1KgC7aAQQog3x+5Ta/Ven791gtZ+PZ8b7+/vz/bt\n2/nqq6+IiYmhatWqzJ8/P98JpfQMhTUHYPFGuHQ7b1tGhtChPnSok4hbsQe4l+mf75kjdau2wtDA\nmHcqN6dSGR806vwfqgXQqDWYGMrmCkKIV+OFE/kxY8bovl69evVz4ySRF0IIkZ/HCVFcDAvRu2Zi\nZPaX9fz9/fH3939u+cNYhf9sge+2Q9zTvOW1vaBvG+jRFGysVEAxsnO8efTkfr7teXvUxduj7l/2\nSwghXrUXTuTDw8MLsx9CCCHecPY2TgzrPI2twd/zLDWRqR98j1r1YseZaBUtiqLoZscfJyhsC4bN\nR+Dwefjj1vKmxvBeKxjWFSq7669Vj4q7xw/75hOf9Jgv312EjWWJAhmfEEK8bC+cyP96mqoQQgjx\nT3m6VGFUwHwys9JfOInPycnmfztmcPZGBEnPOnAvphHnb1qh1eZ9mLS0AwztAgPaga1V3vL4pFgW\nb5lASloSAOsP/5cP24+XB1OFEK+lF07kf3Xr1i2OHj1KbGwsAQEBlClThszMTKKjo3FwcMDY2Lgw\n+imEEOINoVKpMDbK+4xVfhRF4X/bLzN7dVvuR1fneQeSK4lH4dFipn3Ujfd698o3JjM7g+93zdIl\n8YYGRpR3qYaCggpJ5IUQr58Xmw4BtFotAwcOpEKFCgwePJiJEycSEREBQEZGBpUrV2bx4sWF1lEh\nhBBvj5wchY2HFWp/AEPnVud+dA1+/yNLhRYlMZjiSdPZNPYsYzschPitTJ82Od/2FEVh4+FlPHh8\nBwC1WsOQjpNpXKP9C/9lQAghipoX/u41Y8YMVqxYwfTp0/n555/5/YGwlpaWdO3ala1btxZKJ4UQ\nQrwZgoODqVatGiYmJnh6erJp0ya98vQMhWXbFCoGQI8JcPbG70u1VCkbTUu/H/is+Xy42ohejWPp\n3LYWI0aMACAqKirf91UULcZGJrrXnRsMoGwpr4IenhBCvFQvvLRmxYoVvP/++4wdO5a4uLg85ZUr\nV2bHjh0F2jkhhBCvt8vhp7nz8CrNfLoQcfseLVq0ICMj90SmsLAw+n/Yh/vJdwmLcyM9ows7T8KT\nRP02jI2gX2uF3q0eUa+qM1ptb3bt2s3XQFBQEI6Ojhw7dgyAei1rkpGZlmfpjlqtoWujQZR28CAi\n6gb1q7Z+GcMXQohC9cKJfGRkJLVr135uuampqZz8KoQQAoALFy6wMmglOSUjUZvkcPLyPtLvWZCR\nkUHXrl2ZOiuQ4RP3Epbqxujvq5OjNcrTRjFLGNIZhncFB1s1kHtwlFqtwd/fn549e7Ju3TrGjRsH\nQAVvVzzqF2Pu+i8Y0HY0jrYuedr0rdgY34qNC3XsQgjxsrxwIu/g4MDdu3efW37+/HlcXV0Lok9C\nCCFeY3v37qV9+/a4V3Ogxbs1AUhPzyAhxhBs2nNFO5dKfayA7vnWVzLuo45exPxZden7bud8Y1Qq\nFT/++COtWrXi9OnT2BS3JqvkPdIyU4iJj2Tuui/o1XQINcs3KKxhCiHEK/fCiXzXrl1ZunQpffr0\noXjx4nple/bsISgoiNGjRxd4B4UQQrxeBg8ejKmVIU27+gAKqenW7N9XjUSlH6qKNtyMzlvH1voe\nzrYhlDW4j1nOdVafW8Wwj/5Ht86tMDPL/9AotVpN37596du3LwC/XDvMhiNLycrOJDMrnaC984hL\njKZFrW6yvaQQ4o30won8pEmTOHr0KN7e3tSvXx+AmTNnMmbMGM6cOYOPj4/e6a9CCCHePqmpqdy7\nd492H75DzLMKXLnYktsP6qBVDPXiFCUHko7hZnmJJu0jMDd7AMDHXWfg7jSa0Ju/cOX8Le7evYuX\n14s9lFrbqwku9u58v2sOsU+jsDKzwcvNR5J4IcQb64V3rbG2tubkyZOMGzeO6OhoTExMOHHiBCkp\nKUyZMoXg4ODnzpoIIYR4OySnm2JWbjx7Lqxgy5EZ3LrfUC+JL2Gt0MUvjDEtv2fdhDhuHB2Kj4ej\nrnz30S1s3LKeOt3K0XdCc27HnScnJ/uF39+phBuf95xL9XJ1SEpNYMGGLwmLvFygYxRCiKLibx0I\nZWpqytixYxk7dmxh9UcIIcRrRqtVOHAGvt8BPx2HLPupeWKsVFdZOLYiPZupMTbyBDx1ZS3rdOb0\nvDPsWn+U2MifqNXSE7/WFTE0MuB65Dna/R979x1VxfE2cPy7l96bIDawUAyWqFiwizV2sfdorImJ\nxpoYe4kmscTEqLHXqD+Nxt4bihXFhg0Ve0FAitLh7vsHrze5ARUVUOPzOYdzuLMzszN3Ye9zZ2dn\nNZ1eqT1mJuZ0bzSUS7eCeBIfQ9H8ssykEOK/Kcsj8r6+vuzdu/e52/fv30/t2rWzpVFCCCFyX2ho\nKHPmzGHOnDmEhobq0g8cOICvry+enp60bNmS69fTH6q08/A9Srf6E5PKd2k4CP7cDyn/GDw3IJ48\n2g10KjWD+7uK8mkjA0yMM05zKZr/I+ZMXE3Xdj35qERxytVy122rU67Fa02NURQFr8LeVPKqjYHG\n4JXLCyHE+yDLI/L+/v706tXrudvDwsI4cOBAdrRJCCFELtu6dStt2rQhISEBSL8Cu3btWiwtLalb\nty5paWkAhNxKZvfFVeT/eAhX7+YHWmX4JKlcEno0hba1zbE098vS/k1NTZk6dSrNu9Zh7f65ANhb\nOVLWvWq29VEIIf5rXmlqzYvcu3cPCwuL7KpOCCFELnn69CmdOnUiMTGBdr0bgQJ/LtpBp06dKF++\nPGmKLZX9ZhBv3pxzNyyJA67e1a/D3DiOuJvzcEjdwOHDB1+rHVptGvuDNupe1yrbDAODbPuYEkKI\n/5wXniE3btzIxo0bUVUVgHnz5rFnz54M+R4/fsyePXte+MAoIYQQb59Wq2X9+vVcvHiR/Pnz0759\ney5fvkxMTAwNO1XGySv9xtSO3zRm01p7jkV3gfLVORZmlKEuQ4MkiuQ/QevaKQxoWZ68joOJNjBA\nVdXXWylGUWherRt7T/3Fo6h7VC5R9027K4QQ/2kvDOQvXLjAmjVrdCfk48ePc+rUKb08iqJgYWGB\nr68vP//8c861VAghxBtJS0ujdevWbNiwQZc2ffp0Fi9eDMD546HkLe5H4OWPuXa3CskO6VdZ9UPy\nVFzzncHD5RBF8p/g9oVQnlzwodXysQCULVv2tZd71CgaPnbzoXSxSkQ/jcTE2Oy16hFCiA/FCwP5\nf65Qo9FoWLBgAZ06vdrqAUIIIXJGYmIikyZN4uDBg1hYWNC7d2+aN2/+3PyLFi1iw4YN2Nra8tln\nn7F582YuXbrEzDl/UNx3DpejarB0+0eZllWfHIXwPzCKW4+vbzksHY1QkszYufwU29MCAbC3t2fB\nghm1THkAACAASURBVAVv3C9FUbCzyvPG9QghxH9dlicfarXanGyHEEKIV5CWlkaLFi3YuXOnLm3b\ntm0sXLiQzz77LNMyz66ofvfddwwZMgS3Mp35YvwZVoW0R1VMUf71KBAbywd4uhzk247uXD5+kHv3\nNHh5jebTbp+yN2gddbz9aPRxN44ePYq1tTXt2rWjQIECOdZnIYQQ+l75LqLdu3ezf/9+wsPDGTx4\nMMWLF+fp06cEBQVRqlQp7OzscqKdQggh/mHfvn3s3LkTe3t75s2bx5kzZ5g4cSLffPMN3bt3z3R6\ni729PRg6sHCbGUuCkrl0uwyKUxnUf+SxMocO9aBLQ5W0tDPExqfRpIo3+Hrr1dW0ahcAGjRoQIMG\nDXKyq0IIIZ4jy4F8QkICLVq0YPfu3boPiA4dOlC8eHGMjIxo3bo1/fr1Y8yYMTnWWCGEEOlu374N\nQP369WnVqhV+fn5MnDiRiIgIEhMTMTP7e355aqrKzhNwOv47lPJjCEk2htv69ZX1gL5+0KEuWJor\npM+Mb5R7HRJCCPHKshzIjxgxAn9/f1asWEGNGjVwcXHRbTMxMaFNmzZs2bJFAnkhhMgFHh7pT0bd\nvHkzv/76K2fPngWgYMGCuiD+1KVElmzVsu6gGQ8jASz0HgNooCRQxu0cPw/8mKqlTV/7JlUhhBBv\nR5YD+TVr1vDFF1/QsWNHIiIiMmz39PRk1apV2do4IYQQmatWrRqdO3dmxYoVDBgwAAADAwNGTlzM\nhEUpzFjxkKikgpmWreQFLWpGcitsEIaGsew86YCn60QcbfPlZheEEEK8oSwH8hEREXh5eT13u6Io\nuicCCiGEyFmKorB06VKqVavGjn3BPEypTqxxQz6fZ/n/OfSDeCU1jC/aWPF5K3MKOEUxZdVQDA1j\nAbCzyoODtVMu90AIIcSbynIgX6hQIS5evPjc7YcPH8bd3T1bGiWEEOLFEpNUNhxSWH+pN3vugapm\nzGNokEThfCexiN3EmR3TKdd3Pl5FujNj7RRi46L+P48Rnep+hUZjkMs9EEII8aayHMh37tyZKVOm\n4Ofnl2Fkfs6cOaxZs4YpU6ZkewOFEEL87XSIyqItsHIXRD3JuN3IEIyTdlOlynmK5A8kr70VwVsj\nOUMaSUlJpKal8Cjqvi5/Q58O5LXPfAqOEEKId1uWA/lvv/2W48ePU6tWLd1NVgMGDCAiIoKwsDCa\nNm3K119/nWMNFUKID9X1uyp/HUwP3s9czbhdUaC2d/qykX41YPAPM7HMmz7CfuVkNOvX78TAwIAa\nNWoQGxdNXvuCxN2LpXSxStQu9/wHSAkhhHi3ZTmQNzExYevWraxatYo1a9agKAopKSmUK1eO9u3b\n07lzZ1nxQAghAFVVmTdvHjNmzCAqKooKFSowa9YsvdW+XlY+OBTW+8Nf/nDuWub5iuSHbo3g04bg\n4px+/n2aEIu1szFaNQ2AnX8GYGRkxNy5c3VXUwe0/h71/+fiyHlbCCHeX6/0QChFUejYsSMdO3bM\nqfYIIcR77/fff+eLL77Qvd6yZQvBwcGcPn0aW1vbTMvEJagcOgu7A2HTIbh+L/O6TYy0NK2WRJ8W\nJviW06DR6Afi9yNuYmxkQmJyPHZmziz8fRne3t64urrq5ZMAXggh3n+vFMjv37+fRYsWcePGDaKi\nonQjOpA+gqQoygtviBVCiA/BTz/9BMC0adNo0qQJLVu25MKFC6xbt44ePXoA6Q9pOnkZ9pyEvSfh\nyHlISc28Po2STFrkTizTdlCx4kWc89hiYzkIjaZGhrwehUozsddizl8/gamxGSWKlM+xfgohhHi7\nshzIT506lWHDhmFmZoanpyeOjo4Z8sgIjxBCoHvWRvv27cmfPz81atTgwoULPAiL5i9/lVW7E9l+\nVENcovFz67Aw1VLA6ShFChzB1TmIwG2nKe7ljoN7+oj+2j0LKOdZDY2iyVDW2NAEb8/qOdM5IYQQ\n74xXCuSrVq3Kli1bsLGxyck2CSHEe83b2xt/f3/8/PwoX6kWC/6KAY/VTNrdksStAKaZlitRBOqU\nh5plEwm6OoSYuPT5NeF3oxnWdxxNmjXmu98/RVW0JKTFcuHGSUoVrZh7HRNCCPFOyTiU8xwJCQl0\n7tz5rQXxkydPRqPR8NVXX+mljx07lgIFCmBubo6vr69M7RFC5KqwyPsEnNvBmZBjuumGM3/7Hdsi\nXTgRPZjZJ8aQWnQFSp62JCbrj51YmkVQvPBeJvW9zr2NcH6Fws8D4PHTX3VBfFqKyvYlJ7l75x7m\nJpakRZnryu86sVZviqMQQogPS5ZH5GvVqsXZs2dzsi3PdezYMebPn0/p0qX1pu/8+OOPTJ8+naVL\nl+Lh4cH48eOpV68eV65cwdLS8gU1CiHEm4lLiOW3NeO5+/gqikZBG61Stdl5SlT+mY2HPYnJt5TM\nJhuaakIp6XmKYgWPkMf2JvevR6A8aEq+PN8QFBTEuo3/44ntVd0wi4etDzERmxgyZAgTJkwgRU2k\n2+h6GBgacCvsKlfvnsejUOlc7bsQQoh3Q5YD+d9++406deowefJkevTogZNT7jzOOyYmhs6dO7N4\n8WLGjh2rS1dVlRkzZjB8+HD8/PwAWLp0KU5OTqxcuZLevXvnSvuEEB+mhLhkrtwMBpN8XLnpy+Vb\ntYiKLcSxrRnzliwKrXzh/vmZhD5aykelCgHgalmGP9ZO46pTLEUKF6Fjx46kpaVhbW/OJ5+Wp3iR\n0vTv8S0p0UaMGjWKmJgYbGxsyG/lweOUO1QpWR9H2/wA7A5ch7WFLWXcqmBibJabb4UQQoi3JMuB\nfKFChejZsyfffvstI0eOxMjISDc6riiKbtWa+Pj4bG1g7969adOmDTVr1tS7hHzjxg3CwsKoX7++\nLs3U1JQaNWpw5MgRCeSFEM919+5dzp8/T548efD29kajef4sQ1VVUVUtGo2BLi05RWXq4lD+2jOM\nWLUGqmqQoVxBJ+hUH7p8Al5F0s+Vw4bdZc/KIErkr0zjtr6oMZZEhT3F0SaJHj16kJaWRpcuXbCw\nsGDer3MxNDzGF21HMmTIEPr3709ERAROTk7EJz1FUcDKPP3G14SkeHac+B8pqcms3T+PEV1nYWeV\nJ5vfNSGEEO+aLAfyI0aMYPLkyRQsWBBvb+9M58pn96o18+fPJzQ0lJUrV2ao/+HDhwDkzZtXr4yT\nkxP379/neU6ePJmtbczt+sW7TY7/u2/t2rVMmzaNtLT0ByZVqFCBKVOmYGFhoZcvTZvGrYiLXHoQ\nSBHHEnjlr8T1+6ZsOp6H7YH2RMdVyFC3oSYBwycb+L5/SaqUTMZAA/GRcDIyfXvhwoUB+GXqLA7u\nPUJISAgAbm5uhISEkDdvXr766isURcHf359Lly6xYcMGvL29dfvI7Px2New0KanJAFgY23D9yk3g\n5pu9UeKVyf//h02O/4crJ4+9u7v7C7dnOZCfN28eTZo0YcOGDS8cvcouV65cYcSIEQQEBGBgkD7a\nlT4y9vIbu2QZTCFEZs6fP8+UKVNQVZWPP/6Y69evExgYyC+//MJ3330HQGJKHCEPg7jy4BQJKU95\nEpeHg2ccuPPAg2sPrDKt10J7DPPE1Tw6t4CPy3lRvfScTPNVrFiR/v37M3PmTE6fPg1AlSpV6Nu3\nL9u2bePRo0f4+/tjZmZGaGgoAPb29i/tV+ij87rfiznJfHkhhPhQZDmQT0lJoXHjxrkSxAMcPXqU\niIgISpQooUtLS0vj0KFDzJ07l+DgYADCwsIoWLCgLk9YWBjOzs7Prbd8+Zx5OMqzb2M5Vb94t8nx\nfz9s3boVVVXp2bMn8+fP5/jx4/j4+HDq1CnKly/Po6j7/PDHAJ7EmXHtbjVCblfnQYRXpnUVdILa\nJW+zeVFrHt8/yVPSR/c3btxIvnz5ntuG8uXLM3DgQC5evEjevHkpV64ciqLQp08f5s6dy9ChQ3V5\n/fz8aN269QsHJyJjwgg7fBsAjaKhRd3OWFtk/vRYkTPk///DJsf/w5Ubxz4mJuaF27McyDdp0gR/\nf3/69Onzxo3KCj8/PypW/Ht9ZFVV6d69Ox4eHnz33Xe4u7vj7OzMrl27dJedExMTCQgIYOrUqbnS\nRiHE++H6vQvkscmHoVH6KS8yMhJVVXn06BEAhoaGRMWqbA7Ix9aA8Vy7657pvHfUJNTIjfBoETOG\nfEFLv+bED/dn7dq1mJiY0LZt2ywNdhQuXFg3zeaZ3377jXz58rFmzRrS0tJo0qQJEydOfOkVxjuP\nrlOyaEUeRN7C0SafBPFCCPEByXIgP3LkSDp06ECvXr3o2bMnLi4uuikv/5Rdq9nY2NhkmIdvbm6O\nnZ0dXl7pI2Rff/01kyZNonjx4ri7uzNx4kSsrKzo2LFjtrRBCPH+S0lNZua6UWhVLSY2ZrTuX53w\n+9fxLF2Eq5eiwbErBiW+w7kppKQCFNcrr5CGNmoPbWtrmfdDQ6ZPucj48bv4c60DLf2aY25urrty\n+LwgPiU1hc1HllPWvQqFnT0zDc4NDQ0ZM2YMY8aMeaX+2Vs7kZScQGRMGM2rfvpKZYX4kKiqSkpK\nClqtNlvrdXV1BdIHE8WHJTuOvbGx8RvNdslyIP8seD579iwLFy7MNI+iKLobyHKCoih6H4DDhg0j\nISGBfv36ERUVhY+PD7t27cpw05oQ4sP1KOoeWjX9gzspNQHnIg4kmdXl3KNqKBWqgMaEa5EZy2ni\njtCnpQ2Xj3zPviOrqfP1XGwsFd0Aw6uc6y7fPs2B05s4cHoTbgVL0r/VxGzpG4CdlSP21k40rdqV\nj90qZ1u9QvyXqKpKYmIixsbGeqvuZQdT08yf1Cz++9702D/7uzQ1NX3tv8ksB/KjR49+aZ6cvsl0\n//79GdJeZwRLCPHhSElLoUi+4twKC+NsSCXOXm1C9JMC6Rv/NQiiPjlOXkN/CpgeI+jsBpaHWjFi\nxAj27VxNv379WLJkCcePHwegUaNGme4vMjaMYxf2cP3+Jb5qOQFFUTh15aBue2Fnz2ztn5W5DZ3q\nffXyjEJ8wFJSUjA2Ns50JoEQb4uiKBgbG5OcnIyJiclr1ZHlQP6fD2MSQoh3gaqqrFy5kl27dmFk\nZETHjh2pXbu2Xh4DxZ2HEZNZtgWin2asw9sTGpSP5ftBH2Nl/Jibjx5hYjIMb29vTp8+TenSpfni\niy+YPXs2R48eBWDIkCF07do1Q12paSn8tHIQCUlxAFy7F0whJzfOh57Q5SnvWT0b3wEhRFZotVqM\njIzedjOEyMDAwICUlJTXLp/lQF4IId41Q4cOZdq0abrXm3etY8K4SXTr3Jfpiy8xc3UMD5LK8+9T\nnbUF9GwGfZqDeyGFyMhUvu93i4Q0Q+7du4eDgwPh4eFA+r05s2bNYuDAgdy8eZNixYpRpEiRTNtj\naGCEt2cNAs5tB+DI+V14FYnUrfGez8GF/HkKZ/8bIYR4KVmaWvwXSSAvhHgvXblyhWnTpmFoaMjE\niRO59/AuN1D5dU9+hvyRwNOEjzKUKZpfy4C2Gro1AiuLvz/UHRwcaNq0KZs3b8bNzQ1DQ0NSU1Mp\nXrw4Pj4+QPpDm9zc3F7ariol6+kC+TPXjxIRG6bb5u1Z4027LYQQQujkzqLwQgjxDykpKVy/fp3I\nyEzuMs2iZ09FrVS9Bdp8Q/nz+ii2npjJxZvNeJpgppfXNOkY6qXmDKu3hK/aKHpB/DPLly+nVatW\nAKSmpuLj48P27dtfed5iQceiuDilB/xpaam4FfCiZY0euOZ1x9tDptUIIYTIPhLICyFy1Z49eyhY\nsCBubm7kyZOHbt26kZSU9MIy0dHRjB8/nq5duzJmzBgePYrkZowXeK7nSOJKRsxVeBjpqFdGTbpD\n36bRBK+AAfU2QdRm7ty5+dx92NjY8OeffxIXF0dMTAxHjx7NsNZ7VlUuWU/3e1zCE2qVbcrg9lNw\nsMn7WvUJIYQQmZGpNUKIXBMaGkrz5s2xL2BO5x51Cb8XxZ9//Q97e3umT5+eaZnHjx9TuXLl9BF4\nExdwKsaknYmkGRRFcSiql9fIMAHP/GdR76wm+NRv3CvQhMMOTVi8eDEAHh4eL22jubn5G/fT27MG\nETEP8PGqS177gi8vIIQQr2nJkiV89tlnutcGBgY4OztTr149Jk6cSP78+XOtLdu3b2fKlClcunSJ\nmJgYnJycKFOmDO3ataNDhw651o4PiQTyQohcs3nzZgzNoFmfKhgYKtjltSAxLoWVK1cybdo0li9f\nzuLFi0lMTKROnTqMGjWKURNmExJbF/MKy0g0qoCKwr9XcM/veAGvInsoXTiEH778ldNBhtSqtYBN\nmzaxadMmAGrWrEn79u1zpZ+mxmY0r9YtV/YlhBAA48aNo1ixYrqn3C9btgx/f3+Cg4MxMzN7eQVv\naPr06QwZMoRq1aoxbNgwrKysCA0N5eDBgyxYsEAC+RwigbwQItckpyTRoGt5DAz/nqN+ZMtFrC1t\nmDZtGkOHDk1PNM7PsZsxzDkUQlTqcJSiGhL+VZcR0fTvYEvPpmBqYszOwHha1xyHoYEhFSpUIDAw\nkNmzZxMREUG5cuUYMGCALD8nhPjPatCgARUrVgTgs88+013p3LhxY44PYqSmpjJ+/Hh8fX3Zu3dv\nhu3PVgF7X8XFxb2zDxuVOfJCiAy02jROXTnI3lMbsrVe26IKzq52utfHt14lJSmVBg0aMGrsT+DU\nnWLNbqOUv4tS9FeiUkvyz9OUoqg4GAShXmlLe49hTPlSwdNVwdXZg95Nv8Pe+u958l5eXvz222+s\nXr2aYcOGvfbDNoQQ4n3k6+sLwM2bN4H0p1F///33uLm5YWpqiqurK9988w2JiYl65YKCgmjUqBFO\nTk6YmZlRuHBhunbtmiHfP0VERBAbG0u1atUy3e7o+K97mFSVmTNnUqpUKczMzMibNy89e/bMsABC\n4cKFadiwIQEBAVSsWBEzMzOKFSvG8uXL9fKlpqYyceJEPDw8MDc3x8HBAR8fH/766y+9fP7+/tSs\nWRNLS0tsbW1p2rQpFy5c0MszduxYNBoNFy5coEuXLtjb21OqVKnn9v1tkxF5IYSe2Lgofl03kkdR\n9zA0MKJ88RrYWNi/cj3h4eEsXbqUsLAwSpUqRfv27YjXRuu2B2wM5vT+UEpX6098/gkkltSgGFgQ\nGqFfj6JoMXh6mJSw1aiRfxGR8hBra2u++/YEQgghMnf9+nUgfXldgD59+rBo0SJatWrFkCFDCAwM\nZMqUKQQHB7N161Yg/bxdr149nJyc+Oabb7Czs+P27dts3ryZ+Ph4TE1NM93Xs6B/8+bNDBgwAHv7\nF39mfP755yxatIhu3brRv39/bt++zcyZMzlx4gSBgYG6gRdFUbhx4wZt2rShZ8+edO/enYULF9Kt\nWze8vb3x8vIC0qcVTZo0iZ49e1KxYkXi4uIICgoiMDAQPz8/APbv30/9+vUpVqwY48aNIyEhgVmz\nZlG1alUCAwNxd3fXa2O7du0oWrQokyZNIjk5+TWPQi5QPwDR0dG6n5wSGBioBgYG5lj94t32Xzj+\nmw+vUAPO7VDjEp6oU1YOVr+a0Vz9akZzdb3/wleu68aNG2qBAgVUQPfTrFkzNSk5Sd16dKU6YdEP\naudvr6r5mySoShVthh9NlVTVrtYRlbx91H2HLqghISFq+/bt1fLly6tt2rRRL1y4kAPvwOv7Lxx/\n8frk+L/7EhIS3nYTcszixYtVRVHUnTt3quHh4eqdO3fU1atXqw4ODqqFhYV6//599ezZs6qiKOpn\nn32mV3bs2LGqoijqli1bVFVV1Q0bNqiKoqinTp165XaMGzdOVRRFtbCwUOvXr6+OHz9ePX78eIZ8\nhw8fVhVFUVesWKGXHhAQoCqKos6bN0+X5urqqiqKoh46dEiXFh4erpqamqpDhgzRpZUpU0Zt2rTp\nC9tXtmxZ1dHRUX38+LEu7erVq6qxsbHaunVrXdqYMWNURVH00nLai/4+XxbDyoi8EIKnCbHsObUe\nrTaNdf4LaF2rN7f3XgMg4PwO6pZviZW5bZbrGzRoEPfu3cPb25smTZrw66+/smnTJmbN30RoYnsW\nblZJTM7kKYvxwRTJuwNf32DMTWNQqjriWy19xGXVqlW6bFrtv293FUKI7LPt2Cp2HP9fhvRPKrWj\nkU/GmzZfNX9O+OSTT/RelyhRgl9//ZV8+fKxZMkSIP3c/E8DBw5k4sSJbNu2jcaNG2NjYwOkL0xQ\nunRpDA2zHiaOHj2aokWLMnv2bPbt28fu3bsZM2YM7u7uLFu2jEqVKgGwZs0aLC0tqV+/PhERf1+C\n9fT0xMnJif3799OrVy+99H9O2cmTJw+enp7cuHFDl2Zra0twcDBXr17NMLIO8ODBA86cOcPgwYOx\ns/t7eqebmxvNmjVjx44dqKqq9/Tfzz//PMt9f5tkjrwQgqCQAF1wXNCxKJVL1KWAYxEAUlKT2Re0\n8ZXqO3v2LAALFy5k7NixdOk1ForNY+jK5sxah14Qb28N/VpB4EI4PDuORtWDMDeNAcAwXwx3w0P1\n6lZVlRlrv+N/e+fwOPb9voFKCCGyy8yZM9mzZw8BAQHcvn2b8+fP6+bJ37p1C0VRMizBa21tTb58\n+XTz6GvVqkXr1q0ZN24cDg4ONGvWjAULFhAfH5+lNnTu3JkjR44QExPDgQMH6NOnD9evX6dx48a6\noD0kJISnT5+SN29enJyc9H4ePXqU4cZYFxeXDPuxtbUlKipK93r8+PHExMTg6elJyZIlGTx4MKdO\nndJtv3XrFpD+peDfihcvTlxcnN6XCoBixYplqc9vm4zICyE4edlf93uF4jVRFIVPKrZl4dYfAbh8\n+wxN1S5olKx993dyciI0NJSps3cQbeHC1mNfoOQ1QKv+nad8cRjSEZpXBxPjZ4G9D2XKlWb6/4YR\nFnWXlNRkFm75kSEdpmJhagVA8I1Abj68ws2HVwi6GsCEHoswNpIbWYUQH7YKFSroVq15Faqq6r1e\ns2YNgYGBbNmyhd27d9O7d28mT57MsWPHMty0+jzm5ubUqFGDGjVq4OTkxIQJE9ixYwedO3dGq9Xi\n4ODA//6X8QoGoDdiDunr4r+s3dWrV+f69ets3ryZXbt2sWzZMmbMmMEPP/zw92poryg3luzMDhLI\nC/GBexR1n5sPrwCg0RhQ1iP9EmapYpX4uJgPpd18KOdRPctBfHKKSnW/mZyIj+OP4Brpif+YRVOt\nNIzoBvUroncZ8xkzE3N6NvmWqf8bSlJyApGxYWw7uoo2vr1RVZXtx1br8lYuUVeCeCFEtmvk0+GV\npsS8av7c5urqiqqqXLlyhZIlS+rSY2NjefDgAc2aNdPLX6FCBSpUqMC4cePYsWMHjRo1Yv78+Xz3\n3XevvO8KFSoAcP/+fSB9pHvPnj1UqlQpW5d0tLW1pUuXLnTp0oXExEQaNWrEmDFjGDJkCK6urgBc\nvnw5Q7nLly9jaWlJnjx5sq0tuUmm1gjxgTt77ajud6/C3liaWQOgUTT0aPItFYrXwkCT+YjIP90J\nUxk1T8W1JUzd6I1qWUNve9USCez/DQ7OUWhQSck0iH8mr31ButQfAEBZ96o0q9oFgPOhx3VTbYwN\nTajj7fdqnRVCiA9QkyZNAJgxY4Ze+i+//IJWq9Vtj46OzjBCX7ZsWQBiYmKeW39CQgKHDx/OdNu2\nbduA9CksAO3bt0er1TJ+/PgMedPS0oiOjs6Q/jL/XrbS1NQUT09PkpKSSEhIIF++fJQrV45ly5bp\nTcm5fv06mzZtomHDhi/8THqXyYi8EB+4Ot4tcMnrRuDlA3zsVvmVyj6OVfll2TVW707lWoQH6r/G\nBjRKKkUKnGB0d2u6fPJq6/CWLubDgNaTKJr/IxRFQatq9Ubjq3/c8JVuwBVCiA9VqVKl6NGjBwsX\nLiQmJgZfX1+CgoJYvHgxDRs2pGHDhgAsWbKEWbNm0bJlS4oWLUpCQgKLFy/G0NCQ1q1bP7f+uLg4\nqlevToUKFWjYsCEuLi48efKEPXv2sHXrVnx8fHRfFqpXr06/fv2YMmUK586do379+piYmHDt2jXW\nrVvHhAkT6Nq160v79M8vHB999BE1a9akfPny5MmTh7Nnz7Jw4UKaNGmCubk5AFOnTqV+/fpUrlyZ\nXr166ZafNDc35/vvv3+Tt/etkkBeiA+cRmOAp8vHeLp8zIMHD5g9e7bupOzj4wPAyZMnGThwICEh\nIeQt5E315lMJifiI/ae0aFW3DHVamEVSouguvIrupnWt+q99yblYAS/d7ykpSRR0KsaDyNsYGhhR\nu1yL1+uwEEL8x2RlNHnu3LkUKVKERYsWsWnTJpydnRk6dCjjxo3T5alVqxYnT55kzZo1PHyY/syO\ncuXKMWvWLN0UmczY2dmxYMECtm7dyrJly3j48CGKouDm5saYMWMYOnQoGs3fAz0zZ86kXLly/P77\n74wcORJDQ0NcXV1p164dtWvXfmm/FEX/qu7AgQPZtGkT+/btIyEhARcXF4YPH84333yj17fdu3cz\nevRoRo8ejaGhITVq1OCHH37Azc3tuXW/6xT139dQ/oP+eTno2dJK2e3kyZMAlC9fPkfqF++2/8Lx\nP336NPXq1dO7RPnTTz/RtGlTvH0aE2/RAvK0Q7F8/sncMH4/dXyPUbTQKQw0aZQu5sNnjYdleX59\nVoRHP+BueChl3atmW51v6r9w/MXrk+P/7ktMTHzuw4yEeNte9Pf5shhW5sgLIQDo2rUrkZGRVKlS\nhe7du6MYWvLNlLPU+TKJeK8rKIWnZhrEm2uDmdQXLq2EvBGfEhG8FANNGvkcXOhSf0C2BvEAjrb5\n3qkgXgghhHhbZGqNEIKEhASCg4NRFIWx0/fxxy5jDCr9RppqxoME+OdVRo2SSgGnYIoWOI5Rwjau\nHTmFT6E/CDn3hHv37nH3rsqMn2bhWaQkJsbvx/JdQgghxPtIAnkhPlDnrh/H1dkdGwt7jIxMQyps\nNgAAIABJREFUMHZuQ7LjIBoMMv7/HPpBuEnyUapVuECRIgcwNY77/1QNxTzK0qBRPZITUgHo1asX\nVcvUzb2OCCGEEB8oCeSF+ADFJT5h8bYppKQpPHnagZOXmpNS9H/8+/Ye47RQhn2Wn72re3DkyCr2\nnAR7Zyvqtq6As7s1qqpilGBPofyuGBgY0K5dO0aNGvVW+iSEEEJ8aCSQF+IDEx4ezsAJw7irrcfp\nKy14Eu+kn0FNwihqFT5FzrNy/hAKFDBj9GfLWLWqISEhIbi4uNCxY0fikqPZc+ovmlTuxK9j7DLf\nmRBCCCFyjATyQnwg4hJU1u5NZPivlwmPn4tWNdLbbmkGff1gYDsT8uXprrfN0NCQLl266KVZWFjQ\nse6XOd5uIYQQQmROAnkh/sPiE1L5a38cW49bs/kwxCWYAtX0M6WEY/lkEbeOf4Od9fuzdq4QQgjx\noZNAXoj/mIQklR3HYMKsYM7cKgiGmT/91CXvPXo3s2BEj8LEK8nYWn2TaT4hhBBCvJskkBfiHZKU\nnMCK3b/yKOoerWr2xKNQ6ZeW+fPPP1mzbjsPEsqgtWvBuTsFiUsAKJnhPzyfTRSR13/jI9cjNPAs\nw74VJ0GbwMflyr1XT7ITQgghhATyQrwz0rRpLN42hYu3ggCYt+l7vmo1AVdnj0zz332k0m/kDjYF\nmIHNLBSNCYRnzFc4H5jHb+aC/yja961HUtFEZs3ayZndO4H0J8XNmzcvx/olhBBCiJwhgbwQ7wBV\nVVmz73ddEA+QnJrErbBruDp7oKoqBw8eYtfhMG7GlOLyIw9OhyjAJyiZLBhjnHYDw7j1/DCoMv26\nVWHs2FNc2H6OpKTqzJw5k7p163L06FFsbGzo1KkTrq6uuddZIYQQQmQLCeSFeIm4xCeYm1hmmHqS\nkppCckoCFmbWb7yPu+E3OH5xr15alwYD8faoQcBZlc9H7ib4vjuKafXn1lHaDe6f/43wy7/TtlMp\nrD+KZ9/JjezebMu2zTsAqF27Noqi0KJFC1q0aPHG7RZCCCHE26N52w0Q4l0Wn/iUn9d8y8rdM0lN\nS9Gla1UtK3bNYPqab4mMDXvj/RRyKkrvZiMwNjLF27M2jSr9j8VbalCwBdT4Ai48rodiWlivjEIq\navRuuNGf8S3+oHelOUScGYAJV3GpYI7GQENBDwdSbMNITU1l2LBh+Pn5vXFbhRBC/LeNHTsWjeb9\nDRFPnz5N9erVsbS0RKPRcPbs2Uz7VKtWLXx9fd9SK7PH+3uUhMhhaWmpLNr2E4+i7nH80j7mbZ6E\nqqoA/HVwEaevHiY8+j4/r/mWqLg3C+afxqtculGOW/cXMPiXL2k02Jjf/4KHkfr5bCzBt9RD1Cvt\nKJVYhyGNdqM++I1Rw7rQr18/VFXl89HtiE14DICRgQnt6vbl7Nmz/Pjjj3JDqxBC/McsWbIEjUbD\niRMn9NKfPn1K9erVMTY2Zv369a9c7/v6eaHVamnXrh1hYWH8/PPPrFixAldXVxRFydCnf6clJCQw\nduxY/P39c7vZr02m1giRCVVVWXtgHiF3zunSfLzq6P7h3QqU4PD5naSmpRAbF8WO88uo7tGC8pTP\n8j4eRqpsPgybDsGek5CUDGCRIZ+Z4VPi766imlcYqxb0YMmCReyLXItNiRr89NNPuLm58ddff6Eo\nCrWaVeBe8t9t7tygP2Xdq772+yCEEOL9ExcXR6NGjThx4gSrV6+mZcuWr1zHs4Gr9839+/e5du0a\nv/zyC7169dKljxw5kuHDh+vlVVVVL5CPi4tj/PjxaDQaatasmWttfhMSyAvxL0+ePGHvqQ0cCd6l\nS2tcuSPlPP5+kNLHbpX5vMUY5m+eRGJyPClpSZy/e5jmavsM3/iv3j3Pmn1zSU2z4vZDT67fc+fa\nnWLcj8j73DbYWTylYcUkerVywNbgFj6VBnBNa8a4hUe5dy0Cu7yWfP755yiKQp8+fejTpw+qqvLb\n+tFwN72OyiXqSRAvhBAfmGdB/PHjx1m1atVrBfHvs0ePHgFgba1//5qBgQEGBgZZqiO7v8QkJye/\n0v5fhUytEeL/JScn06dPH+zsbFm1eaEuvbxnTepXaJMhv3vBkgxo/T3W5unLxpgZWegF8RcvXqJR\nm9E07nWO39Z+yfiFE1i85VMOnq6SaRDvWSgZmyczUc+W5/Fua1ZOcuLsoZl8XLokq9YtpWW/aphZ\nGONWJj+dh9fhkVEwQSEBurn7iqLweYvR1PVuibN9IVrW7JHdb5EQQoh3WHx8PI0bN+bYsWOZBvGb\nNm2iadOmFCpUCFNTUwoXLsywYcNISkp6ad2FCxemYcOGHDhwgPLly2Nubk6pUqXYt28fAOvWraNU\nqVKYmZnh7e1NUFCQXvlz587RvXt3ihUrhpmZGY6OjnTo0IE7d+7o5Xs2VejgwYMMGjQIR0dHLC0t\nadmyJRERES9sY7du3ShfPv3KePfu3dFoNNSuXRt4+bz/mzdv4uTkBMC4cePQaDRoNBq6d++uy/Pg\nwQN69uyJs7MzpqameHl58fvvv+vVc+DAATQaDStXrmTs2LG4uLhgbm7OvXv3Xtj21/VOj8hPnjyZ\n9evXExISgomJCT4+PkyePJkSJUro5Rs7dizz588nKiqKSpUqMWvWLLy8vN5Sq8X76rvvvtOtp75n\n2TkqN3fH0sacas2aPXeuYAHHIgxs9wMLN0zF1NgSgHvhKtOWhfHLSlBNxz13fwaaNKp9bEDz6tCs\nGvTo/AmXzx+gePHifPSRHxs2bODrr7+mZs2aNPukFdHKHYJCDunKX7sbzLW7wXzZcgIehUoBYGhg\nRLNqXfnEpx3GhibZ9dYIIYR4x8XFxdG4cWOOHj363JH4JUuWYGZmxoABA7CxseHo0aP8/PPP3Llz\nh1WrVr2wfkVRCA0NpWPHjvTp04euXbsyZcoUmjdvzq+//sqYMWP48ssvURSFSZMm0aZNG65evaoL\nnvfs2UNISAjdunUjf/78XLt2jd9//50TJ04QHByMmZmZ3v6+/vprHBwcGDduHDdu3GDGjBl8+eWX\nrF69+rlt7Nu3L25ubowePZo+ffpQvXp18ub9e+DsRfP+nZycmDNnDp9//jktW7bUvX/FihUD0kf6\nfXx8UFWVL7/8EicnJ/bs2cMXX3xBZGQkI0aM0Ktv0qRJGBgYMHDgQFRVxcIi49TZbKG+wxo0aKAu\nWbJEvXDhgnr+/HnVz89PdXZ2Vh8/fqzL88MPP6hWVlbq+vXr1eDgYLVt27Zq/vz51SdPnujyREdH\n635ySmBgoBoYGJhj9Yuc5+TkpALq3r171ZSUFLV27dqqsamhOnPmzOeWefLkidqtWzfV1NxeNXTu\nqub1DVINqqWpShVtxp/Kqapzg1tqj0lh6teTN6r9hgxUR48erV65ckVNS0tTDQ0NVUANDw9XVVVV\n27ZtqwLq7NmzVVVVVa1Wq166eVpdsHmyOuAXP/WrGc3VCUs+V7Vaba68P+L55P//wybH/92XkJDw\nSvnHLMjkHJ6NP2MWZN95e/HixaqiKKqrq6tqZGSkrlu37rl54+PjM6RNmjRJ1Wg06p07d/7u/5gx\nqqIoevlcXV1VRVHUgIAAXdquXbtURVFUU1NT9ebNm7r0efPmqYqiqHv27Hnhvo8cOaIqiqKuWLEi\nQ3/q1aunl3fQoEGqoaGhGhsb+9z+qWr6/6OiKOrSpUv10jPrU82aNVVfX1/d6/DwcFVRFHXcuHEZ\n6u3Vq5eaL18+NSIiIkO6ubm5Lsbcv3+/7nhk1ufMvOjv82Ux7Ds9Ir9jxw6918uXL8fGxoYjR47Q\nuHFjVFVlxowZDB8+XLes3tKlS3FycmLlypX07t37bTRbvKeSk5MByJ8/P4aGhjg7O5OcmKpLz0zz\nDt+x70JZKDkdxdCWR/+6OmlqnErb2oaYJu5m7k8dqNOuITYReZk+fbouz9SpU9m+fTsWFhbExMRw\n8uRJqlSpwpUrVwCwtEwf6VcUheKuZSjuWobop5EcvbAHe6s87+3KAkIIIbLPo0ePMDU1xcXF5bl5\nno16a7Vanjx5QkpKClWrVkVVVU6fPk3BggVfuA9PT0+qVv373quKFSsC4Ovrq/dgwWfpN27cyLBv\nSF9RJykpCXd3d2xtbQkKCqJTp056++rRQ396aLVq1fj555+5desWJUuWfGE7s5uqqvz555+0atUK\nVVX1pvjUq1ePBQsWcPz4cerXr69L79q1a4arDDnhvZojHxsbi1arxc4ufU7yjRs3CAsL03vjTE1N\nqVGjBkeOHHlbzRTvqWd/RzVr1qRmzZqsXLlSb37dM4lJKn/sVKnUI5H9j39ByfcViqGtXh4Hw7Oo\nVz+lTEpjarsux3/9AEh9jJmZGdOnT8fY2Jjhw4fTpEkT4uPj6dmzJ3379gWgYcOG2NjYcPbsWQoU\nKECTJk0ytNXW0oGGldpRyatODr0bQggh3idz587FzMyMhg0bcvHixUzzBAcH06hRI6ysrLCzs8PJ\nyYlatWoBEBMT89J9/PtLgo2NDQCFChXKND0qKkqXFhUVRZ8+fXBwcMDa2hpHR0ecnJyIjo7OdN//\n3tez2O+fdeaW8PBwoqOjWbhwIU5OTno/7dq1Q1EUwsPD9co8m5KT097pEfl/GzBgAGXLlqVy5coA\nPHz4EEBv/hOkz3O6f/9+rrdPvN9mzZrFzZs3OXHiBI8ePcLIyIjZs2dTpkwZAEJuq8zfBEu2QWQM\ngP4c9IJ5Ekm6O59HF6bx29Kf+PLL7Rw9HMHRw7uB9JGM0qVLA+Dn58ekSZNISUnB2NiYq1evMnLk\nSNLS0pg9ezYJCQlUqFCBJUuW6E5eQgghcsfYHgpj37P1Ajw9Pdm5cye+vr7Ur1+fQ4cOUaRIEd32\nmJgYfH19sbKyYtKkSbi5uWFmZsbdu3fp1q0bWq32pft43qorz0tX/7H6S9u2bTly5AhDhgyhbNmy\nWFlZAdC+fftM952VOnPLs/Z17NiRzz77LNM8/743MzdG4+E9CuQHDRrEkSNHCAgIyNJUguflOXny\nZHY3LVfrFznn0v0TDB3Tj8f3PuPpkzg8PDywc8jHxN+vs+GoI0HXrDIWUlNQIzfgbr2fPBHnORp0\nGHNzcxwdHVm8eDErV64kLCwMV1dXOnfuzNmzZwHYu3cvCxcu1Js+c+nSJdq1a0fbtm1JTU3FyMiI\nuLg4+Zt6j8ix+rDJ8X93ubq6Ympq+rabkePKlCnDli1bqF+/PvXq1ePQoUPky5cPgP379xMZGcn6\n9eupXr26rszu3btzvF1RUVHs3buXcePGMWrUKF16YmIijx8/zvH9Z9XzYkdHR0esrKxISUnJcJU+\nOzx58oTg4OBMt7m7u7+w7HsRyA8cOJA1a9awf/9+ChcurEt3dnYGICwsTG9eV1hYmG6bEFmRkpZM\n0K19pGlTMdQYUbbIMFYeKcS2QAdi4zP+m9iYRtGxTjwuZnuZMKofV0PiuAqYmJgwbtw4rK2tsba2\nZtCgQXrlfHx8KFGiBBcuXKBnz5669B49euhOIIqiYGRklKP9FUII8d9UtWpV1q1bR/Pmzalfvz7+\n/v7Y29vrRrj/Ofqt1Wr17tnKKZntG+Dnn39+px48ZW5uDpDhy4WBgQGtW7dmxYoVnDt3Tnd1/Znw\n8HAcHR1zrZ3/9M4H8gMGDGDt2rXs378fDw8PvW1FihTB2dmZXbt24e3tDaR/uwsICGDq1KmZ1vds\nfdHs9mwkJqfqF1l3NzyUtLRUXJ09Xp75/525eoQ0bSrRT/JxPLg/M+4Uz5BHVVPh8RZ4tIDoqB1U\n7r6Uzp0/pWPr2sydOxetVkuPHj1eOi8uICCAoUOHcujQISwsLOjTpw+9evWSm1bfY/L//2GT4//u\nS0xMfNtNyFWffPIJK1asoEOHDjRs2JC9e/dSrVo1HBwc+PTTT/nqq68wNDTkzz//JC4uLsfbY21t\nTa1atfjpp59ITk7GxcWFgIAADh48iIODw1sN5v+5bzMzM0qUKMHq1avx8PDA3t6eokWLUrFiRX74\n4QcOHDhA5cqV6dWrF15eXkRFRXHmzBk2bNhAQkLCa7fBysrqueePl9278E4H8v3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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2337,7 +2432,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": { "collapsed": false, "scrolled": true @@ -2347,7 +2442,7 @@ "data": { "image/png": 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1dHT0u3/Ac7bLy8tRVFSE+vr6+LZIJIIdO3bg2muvBQBMmzYNmqb1Oqa5uRkH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\nvN4rkJMzCR5PLlRVZdAmopR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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2373,7 +2468,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": { "collapsed": false, "scrolled": true @@ -2383,7 +2478,7 @@ "data": { "image/png": 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y8nJMJhOzZs0iLS2NiRMnsmnTJl544QWqq6tJS0tj1KhR/PGPf4wkswB/+9vf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\nHFi/fn1UCiYiul1Dg/bTj76YkEH7RgPLBIqDI91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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2426,7 +2521,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": { "collapsed": false }, @@ -2435,7 +2530,7 @@ "data": { "image/png": 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ldcJqtTZ5jLiQOBJHJPLMlmfqXFev1TMzfiYGvaHJ+62PFStWUFBQQEFBAVBZ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\nzLE+stLSg7z++pcMGnQGl112Bbm5uT1foIgMeF4P3dTX17N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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2511,7 +2606,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": { "collapsed": false, "scrolled": false @@ -2521,7 +2616,7 @@ "data": { "image/png": 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0+GBOYc5dsYZTZ6cYJrx1hqLP3Y3Xfi5fvsy6detsbVdXV5YuXWpr16xZk8GD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3wZQps9i4cSPdh30DQKBPW3bvvrOYac6cOVPxnYiIPDkUUEVERJ5ShmEQGhpK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\norGpY8eOqZZfu920bt269OnTh1GjRrF9+3aaNm2Kp6cnBw4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hmiaAfZRdthTFrLgNwyME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VKuHk5MSMGTOS1L+IPDuNoIqIiIiIze09blC9O9TsaR1OPVxhcHs4uxx6NTclOZwCtGzZ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2553,7 +2648,7 @@ "(5.0, 0.02)" ] }, - "execution_count": 46, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -2591,7 +2686,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 48, "metadata": { "collapsed": false }, @@ -2600,7 +2695,7 @@ "data": { "image/png": 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0+GBOYc5dsYZTZ6cYJrx1hqLP3Y3Xfi5fvsy6detsbVdXV5YuXWpr16xZk8GD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BBhH0n3wznBoGBLeEPV//dzi9dRVegLfeegtvb2/btsKpSNaVKQLq1q1bmTFjBk8++aTd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0KE899RTJyclA6jukR48e5cqVKwAEBwfTvXt3R9ySiIjDaYqviIiIyB2wWk0W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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2670,7 +2765,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 49, "metadata": { "collapsed": false }, @@ -2712,7 +2807,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 50, "metadata": { "collapsed": false, "scrolled": true @@ -2729,7 +2824,7 @@ "data": { "image/png": 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A/8UAWra8TODV+wRePQ/A+PHjJZEXIptIIi+EEEIIABISVbYdg2U7Yd+N71FK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\nNn2+fNu2bYSGhvLrr79muuPMsWPHSExMxNPTk99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T208KkRXORqg0HAB9pzw/iS+gScDW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\nYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2787,7 +2882,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 51, "metadata": { "collapsed": false }, @@ -2829,14 +2924,12 @@ "\n", "$$\\mathbf{F} = \\begin{bmatrix}1 & \\Delta t \\\\ 0& 1\\end{bmatrix}.$$\n", "\n", - "Since the wheel and position sensor reading coincide once every 4 readings we can just set $\\delta t =0.25$ and not modify it while filtering. If the readings did not coincide in each iteration you would have to calculate how much time has passed since the last predict, compute a new $\\mathbf{F}$ and $\\mathbf{Q}$, and then call `predict()` so the filter could make a correct prediction based on the time step required.\n", - "\n", - "So here is the code. " + "Since the wheel and position sensor reading coincide once every 4 readings we can just set $\\delta t =0.25$ and not modify it while filtering. If the readings did not coincide in each iteration you would have to calculate how much time has passed since the last predict, compute a new $\\mathbf{F}$ and $\\mathbf{Q}$, and then call `predict()` so the filter could make a correct prediction based on the time step required." ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 52, "metadata": { "collapsed": false }, @@ -2852,7 +2945,7 @@ "data": { "image/png": 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CjRs3pkaNGrRq1QpPT0+mTZv21Db79++nRIkS1KhRg4oVK+Lv709sbCzvvd8X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\nAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2924,13 +3017,6 @@ "The code is fairly straightforward. The `update()` method optionally takes R as an argument, and I chose to do that rather than alter `KalmanFilter.R`, mostly to show that it is possible. Either way is fine. I modified `KalmanFilter.H` on each update depending on whether there are 1 or 2 measurements available. The only other difficulty was storing the wheel and PS measurements in two different arrays because there are a different number of measurements for each. " ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Control Inputs\n" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -2970,7 +3056,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 53, "metadata": { "collapsed": false }, @@ -3040,7 +3126,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 54, "metadata": { "collapsed": false }, @@ -3049,7 +3135,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3306,7 +3392,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 79, "metadata": { "collapsed": false }, @@ -3316,7 +3402,6 @@ "\n", "\n", "def ball_kf(x, y, omega, v0, dt, r=0.5, q=0.):\n", - "\n", " kf = KalmanFilter(dim_x=4, dim_z=2, dim_u=1)\n", "\n", " ay = .5*dt**2\n", @@ -3328,17 +3413,14 @@ " kf.H = np.array([[1, 0, 0, 0],\n", " [0, 0, 1, 0]])\n", " \n", - " kf.B = np.array([[0,0,0,.1]]).T\n", - " \n", + " kf.B = np.array([[0, 0, 0, dt]]).T\n", " kf.R *= r\n", " kf.Q *= q\n", "\n", " omega = radians(omega)\n", " vx = cos(omega) * v0\n", " vy = sin(omega) * v0\n", - "\n", " kf.x = np.array([[x, vx, y, vy]]).T\n", - " \n", " return kf" ] }, @@ -3351,16 +3433,16 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 80, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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2Z1JKCM826E/1wDp/JDCtWkkyIu4d10bZ+/fHu+9gnnhhAa89+X9E+DbCoqhs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\niYiIiIg80P8BIs+M0V4jP7UAAAAASUVORK5CYII=\n", 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kcEbn1SHSqwJXlQJ+CEjh7UqX2JV3HuuB/a6OVBQxcOBA0tLSWL9+vWObxWJh\n2bJlPPHEEze0t9lsfPLJJzRo0ACdTkdYWBjPPPMMqampxdr9+OOPPPzww1SuXBkPDw+qVq3K+PHj\nyc/PL9bOYDDwzDPPONqFh4fTo0cPjh8/7mijUqmYPHnyDbFUrVqVp556yvHz/PnzUalUbNmyhRdf\nfJGwsDB8fP4Y4Lx371569OiBv78/np6etG7dmq1btxY756RJk1CpVJw8eZLBgwfj7+9PSEgI//rX\nvwC4dOkSvXv3xs/Pj/DwcKZNm3ZDXPn5+UyePJmaNWvi4eFBREQEr7zyCkajsVg7lUrFc889x6pV\nq6hfvz4eHh7Ur1+/2P+LSZMmMX78eACqVauGSqVCpVKxfft2AA4cOECPHj0IDQ1Fp9NRtWpVhgwZ\nQl5e3g1xuYr0qAshSkaRmVwuaPNY89unnFZnAeBn1dAjI4CmOT6og4Ltc6ALcS8rMksMQO3oaGod\nOMCxtQv4KSCdy255LAm8wtYj83ikgo46FaJketJSICIigtatW7NkyRJ69uwJwKZNm7hy5QoDBw5k\n6dKlxdo/99xzzJ07l2HDhvHiiy9y8eJFPvnkE/bs2cPevXtxd3cH7EmzTqfjpZdews/Pj507dzJz\n5kwuXbpU7JyPPvooR48eZcyYMVSrVo0rV66wfft2zpw5Q1RUlKPdzcpvFEW56fYxY8YQGBjIW2+9\n5Vi8Z9u2bXTt2pWYmBgmTpyIm5sb3377LV26dGHjxo20bdu22DkGDhxI3bp1mTp1Kj/99BPvv/8+\nfn5+fP3113Tq1IkPP/yQRYsWMX78eBo3bkz79u0B+xuZPn36sH37dkaOHElUVBTHjx/ns88+49ix\nY8WScICdO3eyZs0ann/+eby9vZk9ezb9+vXj4sWLBAYG0q9fP86cOcPSpUuZNWsWwcHBANStW5fk\n5GQ6d+5MaGgor732GgEBAVy8eJE1a9aQm5tbahbqkkRdCFEy9HrSMpJYE5bJfm0GADq1B10eHEDr\nup3RHjlmbydJhhB2180So8TEUH/LFqISPTngmc2agHQScq/w2apJ1LH48UiyLxXN7vfmoknp6bBp\nE2g00LUr6HQuCUNRFAYNGuTo8dXpdCxevJjmzZtTvXr1Ym3j4uL46quv+Pbbb4v1tnfr1o3WrVuz\ncOFCRowYAcDixYvRFbmnESNGULNmTSZMmMBHH31EREQEGRkZ/Pbbb0ybNo1XXnnF0fa11177R/fk\n4+PD1q35YzZmAAAgAElEQVRbHYP4bTYbzz77LG3atGHDhg2OdqNGjSI6Opo333yT3377rdg5mjRp\nwpw5cxyxV61alddff5333nuPN954A4DHH3+cihUrMnfuXEeivnTpUtavX8/WrVtp3bp1sfMNHjyY\njRs30rlzZ8f2kydPcvz4ccezbt++PY0aNWLp0qWMHj2aBg0aEB0dzdKlS3nkkUeoUqWK49jVq1eT\nnp7Oxo0biSnSWTRp0qR/9PycTUpfhBBOl2cysvbiNt4Lv8h+bQYam0KnLH8mRo+iY+M+aD297QmJ\nlLkIcWuFveyq/o/RpOdwJjw7l14th+ChduekOpOpYZdYEppGVrrhj971e0FGBnz4IRw+DHv3wrRp\ncF1JyN3Uv39/zGYzq1atwmg0smrVqpuWvSxbtgxvb2+6dOlCSkqK46t27dqEhoYWmxnmWpJutVrJ\nzMwkJSWFli1bYrPZ0Bf+v9bpdGi1WrZs2UJ6errT7mfEiBF/zLQFHDp0iNOnTzNw4MBicWdmZtKp\nUyd27959Q6nIM8884/hepVLRuHFjFEXh6aefdmz38/Ojdu3anD9/vtgzqlWrFlFRUcWu1aZNGxRF\nuWH2nPbt2xd7Q9SgQQN8fX2LnfNW/P39AVizZg0FBQV3+HTuPulRF0I4h8mE9cB+dicf4aekOLJy\nM0AFjXO8eTgziED/cHighaujFKJsKdLLrgE6NelL87wA1m2dzw7vTHa5p3GwQgbdE/fQxtIYtfoe\n+LO+YweoVKBW27/S0+HsWahXzyXhBAQE0LVrVxYtWoRKpcJoNDJgwIAb2p0+fZrs7GzCwsJuep7k\n5GTH90ePHmX8+PFs27bthtrsa+Uo7u7uTJ06lVdffZWwsDCaNWtGjx49ePLJJ4mIiPjb91OjRo0b\n4gaKJdlFKYpCamoqlSpVcmwr2nMN9qRco9EQGhpabLuvr2+x+z59+jSnTp0iJCTkptcp2vZm1wH7\n/487eePStm1bHn30USZPnsyMGTNo27YtvXr1YtCgQXh6ev7p8XfLPfAvWghR4kwmzs2cxHLVWS5r\n7TO5VA2rSZ8WQ6mWmGNvIyUuQjiFd9OWPPrrLtokJbLSP4Xjulx+uLCZuCWn6NtiKHVTrPaG5fXf\nnJcXFBTYy14AbDZwcT3xoEGDGDJkCFlZWXTu3NlRC12U1WolKCiI//73vzc9R0BAAGBPxNu3b4+P\njw9TpkzhvvvuQ6fTER8fz7Bhw7BarY5jXnrpJXr37s3q1avZuHEj77zzDlOmTGHt2rU31I1f71a9\nyLrryoiuXW/q1Kk0btz4psdcf783m+3mVtNUFp2NxWq1Uq9ePT7++OObtq1YseKfXuf6c97OsmXL\n2Lt3L2vXrmXjxo2MHDmS999/n127dt30zYIrSKIuhPhHsnIy+HHVNPZ42GcZCLBq6JUeSEyzfihV\n6sONHR5CiH+isCQmVK9nFHAs0MbKuIUY0uL5fO17NMj1ok9GMMHltXa9VSvYvx8uX7b/XK8eXFcP\nfrf17t0bd3d34uLiWLBgwU3b1KhRg02bNtGsWbPbTnm4ZcsWUlNTWblyZbE67Y0bN960fdWqVXnp\npZd46aWXuHz5Mvfffz/vvfeeI1EPCAggIyOj2DEmk4nExMQ7urdrPeze3t506NDhjo75u+677z72\n79/v1Ov82Tz2DzzwAA888ACTJ09m3bp19OjRgzlz5vDmm286LYZ/QmrUhRB/TeGUi5ZdO9m2bxXv\nLnyePSlHcbMpdDWG8a/MujTO9ZFFPoQoSddKYpo1o17N5rz+xMf0qtIed6vCEc8c3q9wkfXmM5j3\n73V1pM6n0cDLL8PYsfB//wdPPw0u/n2j0+n4/PPPmThxIo888shN2zz++ONYrVbefvvtG/ZZLBZH\nMn2tl7hoz7nVamXGjBnFjjEajTeUxVSqVImQkBBHeQzYE+1t27YVa/fVV18VO//tNGnShPvuu48Z\nM2aQnZ19w/7ry1Fu5U7+JgwYMACDwcDnn39+w778/PybXv/PXHtTlJaWVmx7RkbGDT3v0dHRAMWe\nn6tJj7oQ4s4VTrl47mo8ywKSSSgsc4mqEk2/U1ZCUnKAXAgKsn/sLoS4KzRuGjpVbM4DO8+zOjiT\nfe7p/OSXxp7DX9M/1J06KRZ7w/JSDqNWQ2Skq6MoZvDgwTfdfi0ZbN26NaNHj+ajjz7i8OHDdOnS\nBXd3d86ePcv333/PO++8w5AhQ2jVqhVBQUEMHTqUMWPG4ObmxooVK8jJySl23lOnTtGhQwcee+wx\noqKicHd35+eff+bkyZNMnz7d0e6ZZ55h1KhRPProo3Tq1IlDhw6xYcMGgoOD76hERFEUvvnmG7p1\n60ZUVBTDhw+nUqVKJCQkON4AxMbG/ul5bnWtotsHDx7MihUrGD16NNu2bXMMoD116hTLly9nxYoV\ntGnT5i9d54EHHgDgjTfeYODAgWi1Wjp27MjixYv59NNP6du3L9WrV8doNDJv3jzc3Nx49NFH//R+\n7hZJ1IUQdyxnz2+stp5gV5h9PvTAAjf6RT1C/W5PoJjNMq+zEK4UHY1fbCxDrrjR3F3H8uA0DHnp\nfLb2XWJyvemTHoxfeS2HcYE76SG+fq7yTz75hJiYGL744gsmTJiAm5sbkZGRDBgwwFHuERAQwE8/\n/cS4ceOYOHEiPj4+9OvXj1GjRtGwYUPHuapUqcLgwYPZvHkzS5YsQVEUateu7Zin/ZoRI0Zw/vx5\nvvnmG9atW0ebNm3YuHEjHTt2vOEebnVPrVu3ZteuXbzzzjt89tlnZGVlUaFCBR544IFiM7zcam72\nO92uKAorV65k1qxZLFiwgNWrV6PT6ahRo4ZjusU/c/11GjduzPvvv89nn33G8OHDsdlsbNmyhXbt\n2rFv3z6WLVtGUlISvr6+xMTE8OmnnzqS+9JAsZXCNVWLfuTg5+fnwkjKl3379gH2j7GE89wLz9Vm\ns7HnRCyrtnxNToERtU2hU14onVO90D46oNjcz850LzxbV5DnWjJKxXM1mRxvmAsaNmDLL1+x/sI2\nTCob7jYVD2cE0qrbM6iaN78r4eTl5ZWahWOEcJbbva6dncNKj7oQ4uYK/+An5qawLHkH/0s8AUBN\niy+PXfEnrEArJS5ClDZFpnN0AzpXepDGu8/zfXA6R7RZrAhIYf+xbxlYqxLhgZVdG6sQ4k9Joi6E\nuJHJhHn6R2wwn2WTbzoWBbw9fOnTdjhNqj2IcvCgvZ2UuAhRukVHExgbywiDhkM6T5YHpnI++zJT\nl7xM15i+dFKq4qZSy79lIUopSdSFEDc4t30NSzUHMXiaAWiR7UuvJsPxrNPO3qCESl2EEE5WOJUj\nej2NgJpRtfhxzxLijm7k573L0Ju0DEoPJVJq14UolSRRF0I4ylzyLPmsMR5jx7H12DQQanFnYE5l\namQCbro/PY0QohQqUg7jCTzecTQxlhD+e3g5iVoTM0Lj6Xg1m+7796J5sKVrYxVCFCOJuhD3usIp\nF4/nXOS/AcmkuxWgUtR0NoXRNckDDUgtuhDlTC2/SF4zVOaX4Gxi3a+wyTeDY0fm8USVIKrEFw6G\nk3IYIVzOaQseFRQU8Oabb1K9enV0Oh3Vq1fnrbfewmKxFGs3adIkKlWqhKenJ+3bt+f48ePOCkEI\n8Tfk7dvFUusJvghJJN2tgComd/6v/lAeenEWmv4DoH9/+UhciPImOhptYAi9k30Ze6USIVYPEo0p\nzFj+Oj+t/4KC5ctg+nT7G3khhMs4rUd9ypQpfPnllyxcuJAGDRpw6NAhhg0bhru7OxMmTABg6tSp\nzJgxgwULFlCrVi3efvttOnfuzKlTp/D29nZWKEKIO3Qm/iiLD39DmncWbjaFnsYKtEvVofYKK/Zx\nuRCinClSu14NeK1+FGvXzmZb4l7W+6Vz1MvI4BQTlfR6+T0ghAs5LVHfu3cvvXr1omfPnoB9Iv6H\nHnqI3bt3A/Z5mGfNmsUbb7xBnz59AFiwYAGhoaEsWbKEkSNHOisUIcStFNaim60FrM0/wdZDP2HD\nRoTVkycNQVQocJcyFyHuFUXejGuBvlU70fBwAouDkrnslse0sEs8lLCb9rYHUCl//wN4m812R4sD\nCVEW3O3lh5yWqHfv3p2pU6dy6tQpateuzfHjx9myZQtvvvkmAOfPn8dgMNClSxfHMR4eHrRp04a4\nuDhJ1IUoaYW16JeyLvNt0BWSNCZUioquDzxG1/t7oz58xN5O6lKFuDdFR3NfbCyvJ7qzyj+F37yz\nWH0xluMrkxnc/jkCzlxytLvT3xFarZa8vDy0Wi1qtboEgxei5FksFkwmE+7u7nftmk5L1J9//nni\n4+OpW7cubm5uFBQUMGHCBEaNGgVAUlISAGFhYcWOCw0NJSEhwVlhCCFuwXrgAFtNZ1kTloZFsRFq\n1vBk9CAiH7R/wiUfbwtxjyssh3HX6xkA1AuwsnTrF5yJP8IHC8fQPy2YJrk+8BemclSpVHh4eGAy\nmTCbzX8rrKtXrwLg4+Pzt44XNyfP9a9TFAUPD4+7+gmR0xL12bNnM2/ePL777jvq1auHXq/npZde\nomrVqgwfPvy2x97uhq8tySycR55pySjNz9VoymbngcXE+6cCEJOqo+N5FVeDMkp13NeUhRjLInmu\nJaPMP9drPd9ZarrVH84e/VIuFCSxMMjAXrcMup9MJHfxYnIbNHBtnEKUQjVr1nTq+ZyWqL/33ntM\nmDCBxx57DIB69epx4cIF3n//fYYPH054eDgABoOBiIgIx3EGg8GxTwjhPIrZjO7kSS6YDWwxHybP\nkovOouKh/2mpmanG7OeHsU4dV4cphCjFdFovuumacvHwejZF5nPCL5+EeiY6FKQh/bBClDynJeo2\nmw2VqvhgE5VK5Si6r1atGuHh4WzYsIHGjRsDkJeXx44dO5g2bdotz9ukSRNnhXjPu9bLI8/UuUrl\nczWZME//iB8tp9nmY58TuValBjzZcTR+py/Y20RHU7mU16KXymdbDshzLRnl9rk2bEi96QYaGxKZ\nH2Qg3j2f1XlxPKxUp31M73800PROlNvn6mLyXEtGZmamU8/ntET9kUce4YMPPqBatWpERUWh1+uZ\nOXMmQ4cOBezlLWPHjmXKlCnUqVOHmjVr8u677+Lj48OgQYOcFYYQAkjZGcs8t8Nc8sxHZYOemUF0\nbNYTVUA4NJNPsIQQf0Fh7XqoXs/L1gLW5B1j6+GfWb1jAacuHGRwSFt8tV4yEF2IEuC0RH3mzJn4\n+voyevRoDAYDFSpUYOTIkfz73/92tBk/fjxGo5HRo0eTnp5O8+bN2bBhA15eXs4KQ4h73qGzu1hy\nZB5GbT6BFi1P5UQSedUGMj2aEOLvKpzKUQP0pSW1IqNZvHE2Jy8dYurvRxmSGkbtvzDIVAhxZ5yW\nqHt5eTFt2rTblrEATJw4kYkTJzrrskKIwrnRC6wWVhuPsu3IzwA0LAhgUJI/njabzI0uhHCq+tUf\n4LWooSyM+5qzHnl8FpJA1ywj3Q7sR9X8QVeHJ0S54bREXQjhAoVzo6dmJDE/KIkL7vmoVGp6txpK\nu6iuKAcP2tvJR9JCCCfz1/rwQnIl1gVns97DwDq/dM6f/C9DGtbFx9Pf1eEJUS5Ioi5EWabXcyzn\nIt+GXyFXZSGgwI2nGg2ianQv+36ZG10IUVKio1HFxtIjRaG6u5qFIVc4lfk7Hy55mWGRPanhW1k6\nCYT4hyRRF6KMslotrLu0nfXBidgUqGfyZXByEF4+lVwdmhDiXlA4yBS9njrA+JqRzN84i3NJJ/nk\n2CIeygyiQ2wNVONelWRdiL9JEnUhyqAcYxYL18/ixOUDKEDPjEA6Xw1AFRQstehCiLuncJApgD8w\nJrI3P51OYpNvBj/6p3I+N4/Be3eia9nWtXEKUUZJoi5EWVE4aPRidiJzL/xE2tVkvDx8GNrpJeqk\nWOxt5GNmIYQLqRUVvTKDqa4K4FvPixzxzGH60QU8U7c64YGVXR2eEGWOJOpClAWFg0Z35Z1nWUAy\nBYqNKqE1GN7zdQJ9Q6CGqwMUQgjsnQWxsdRPTeXVrAi+Cb9CQl4a07/7PwZ3GE2jTO0f7aRTQYg/\nJYm6EGWAZf8+frCcZHugfcWzltm+9G3aF41viIsjE0KIIorUrYcAL9evy9Ltczhw+le+WT+dzlkB\n9MwMRCVzrgtxRyRRF6KUyzZmMffkd5z1yURtU3gsN4IH091BJf98hRClUJG6dXdgaLdXiMzXsvr3\nzWz0TeeSroBhBiueer3MTCXEn5C/9EKUNoW16ACXKwcwZ/000rKu4GvT8PSVUKqZ3GUBIyFEmaEo\nCu0rNKXS3hPMD77CSc1VpoflMcKYQrirgxOilJNEXYjSpLAWndRU9LpsFgddwaRYqRJWk2e6jMP/\nzAV7O6nvFEKUJdHR1IqN5dUkDXOCE7msNTHjxCKGRoZRr1oTV0cnRKkliboQpYlejzU1hXXB2azT\nGQBoGlyfAY/+G42bFppJ/5MQogwqrF0P1OsZazGxOO03Dv5vF1/9+B69mj9BB1sEiqJIJ4QQ15FE\nXYhSxGQxsyjIwEFdNooNHskIpl2zh1Dc5A+XEKKMK6xddweesrVi/Z5l/LxrKat3LSIhx4fH00LQ\nyCBTIYpRuToAIYRdRnYqH/++koOe2XhYVTybUoH27jVQYmJcHZoQQjiVoih0azaAp2v1RWtV2Ot1\nldkVkshKNzjG6AghpEddCNcqsojRV+dWk5WbTpBvGCOr9qKCZ7B8DCyEKNcaBdYm+EoEc0KSuOCW\ny4yweEbmJlPR1YEJUUpIoi6EqxQOHNXnXmBRoAGzykaNCnV5+uE38Nb5ujo6IYQoedHRVIqN5ZUk\nNXOCE7ngns/ME4sZXr0SdSNlZishJFEXwkVsBw4QazrL6uBUAJpn+/BY5YdxkyRdCHGvKBxk6qvX\nM8ZqZnHqb+j/t5MvV79Dv8jOtA6PQbFasWk0ro5UCJeQRF0IF7BaLXz/+wZ+9bcn6b1zK9IhXYei\nUrs4MiGEuMsKB5lqgaG2FoTsWMSGAytZ/vt6rhzZxQOJXiQPftLVUQrhEjKYVIi7LN+cx9drP+BX\nwwHUNoVhKWF0TPVECQqWRYyEEPc0laLiIW1tnkgNRW1T2OaTyY8hBtxOHHV1aEK4hPSoC3E3FA4a\nzTLl8FX8T1y88j883b0Z0e3/qGHIs7eRgaNCCAFAs1xfArW+fON1ntMBFjJz46hhHCDjd8Q9RxJ1\nIUpa4aBRQ2YiX4QkkOpWQJBPKKP6TCQsoBJUdXWAQghRikRHQ2wsNVNTGZtdif8EX8ZAOjOXvc6o\n3m8R4l/B1REKcddIoi5ESdPrOX/1Ml+FJZKjslAl352RMY/jG1DJ1ZEJIUTpUzjAFL2ecKBrXiab\nznxPckYCs5a9zsgajxDpXVE+hRT3BKlRF6KEHU0/w39CLpOjslDP5MuY5Er4ar1cHZYQQpRehQNM\nadYMnVcgXesPoXZEQ64aM/nk8EKOrZkP06fbP7EUohyTRF2IEhR3dCNzTn+PWWWjebYPzxhCcA8M\nkUGjQgjxF2jd3BlVsRtNc3wwqWzMCU5kt/G8rGIqyj0pfRHCmQoHjdpsNtZZz/HL3mUAdG3cjx5u\nNVEURT6uFUKIv0GtUvNEWij+Kk826AwsDrpCdsJuOtLM1aEJUWKc2qOemJjI0KFDCQ0NRafTUa9e\nPbZv316szaRJk6hUqRKenp60b9+e48ePOzMEIVyncNCodfkylm3+jF/2LkNRFB5rP4qerZ5Ead7c\n/lGuJOlCCPHXRUejBAXzUIoP/dKDAVh9MZbVO+Zjs9lcHJwQJcNpPeoZGRm0bNmSNm3a8PPPPxMS\nEsK5c+cIDQ11tJk6dSozZsxgwYIF1KpVi7fffpvOnTtz6tQpvL29nRWKEK6h12NOTWZhWCqHtFlo\nrApD6/SlYcNuro5MCCHKviKDTNsCnl7ZLN7yGZv3ryL74jker94ddUxj6QwR5YrTEvUPP/yQSpUq\nMX/+fMe2yMhIx/c2m41Zs2bxxhtv0KdPHwAWLFhAaGgoS5YsYeTIkc4KRQiXyLPk83VIIqe1RnRW\nFSOTK1CjRS1XhyWEEOXHtUGmwAOAl7s33/w0ld3Jh8m98D+GbolCO+7/JFkX5YbTSl9WrVpF06ZN\nGTBgAGFhYURHR/Ppp5869p8/fx6DwUCXLl0c2zw8PGjTpg1xcXHOCkMIl8gz5/Cf31dz2sOIr0XN\ni1cqUcMnQgaNCiFECYpKg9FXKqCzqjnimcMXqiMY9+5ydVhCOI1ic1Jhl4eHB4qi8Morr/DYY4+h\n1+sZM2YMH3zwAaNHjyYuLo5WrVpx8eJFIiIiHMcNHz6chIQE1q1b59iWmZnp+P7MmTPOCE8Ip1PM\nZnQnT3LVmsuagv1k5aXh7e7Pw5om+Km8MNapg02jcXWYQghRbnkeOULg5s0YArT8NzKDbI2VEJU/\n7ZsMx0Pj6erwxD2oZs2aju/9/Pz+8fmcVvpitVpp2rQp7733HgCNGjXizJkzfPrpp4wePfq2xyqK\n4qwwhLgrFLOZsEWLyMhP58faRq5qbQToQuhYfxAarQ+5rg5QCCHuAcY6dSjYt4+w9EyezPVgSZ18\nkrUZrD+ykM71nsDT3cfVIQrxjzgtUa9YsSJRUVHFttWpU4eLFy8CEB4eDoDBYCjWo24wGBz7bqZJ\nkybOCvGet2/fPkCeqVPs3k28r4rFofnkqGxEXFXxQpPBeLZo6+rIyhV5zZYMea4lQ55ryfjT59q4\nsWMV03E1I/nsp/dISrvEltPf8UL1vgR5+Mu0uDchr9eSUbQqxBmcVqPesmVLTp48WWzb6dOnqVq1\nKgDVqlUjPDycDRs2OPbn5eWxY8cOWrRo4awwhLgrLmYnOlYbrX5Vy8DTOjzdPFwdlhBC3HuKrGLq\nHxjOi4++R5WQGqRmGZi17ysSf1gsq5iKMstpifrLL7/Mrl27mDJlCmfPnmX58uV88sknjrIXRVEY\nO3YsU6dO5YcffuDo0aMMGzYMHx8fBg0a5KwwhChx5xNP8p/T/yVXbaVBrhePntKAj78MHBVCiFLA\nW+fL6Mje1MjzINPNwuywy1zKuiyrmIoyyWmlL02aNGHVqlW8+eabvPPOO0RGRvLuu+/y3HPPOdqM\nHz8eo9HI6NGjSU9Pp3nz5mzYsAEvLy9nhSFEiTp7+Rhfrn6HfHMe99doztCgNpwKP4WxTh0qy8eq\nQghRKujc3HkupSJzw1I4rsniP6EJPHf1MlVdHZgQf5HTEnWAHj160KNHj9u2mThxIhMnTnTmZYUo\nWSYT6PWcyvydr858j7nARJPabXmiy4uoVWpyNZKgCyFEqRIdjTY2lmeSFBYEWTjkmcOnp5cxqm5t\nalSq5+rohLhjTk3UhSh3TCaYPp0TORf5OigJs8pGs9rtGNhlDCqV2tXRCSGEuJnCVUzd9HqG2aws\nSt3B/rO/8fmqtxnRfTy1kwvs7WSQqSjlJFEX4nb0eo7nXOTr4CQKFBsts33p799cknQhhCjtCgeZ\nqoEnrU1x2+zB7uOb+fLHd3k6JZx6eV4QGwvjxkmyLkotpw0mFaI8OpZ+ljnBiRQoNlrlBfNYeggq\nmfdfCCHKFJVKzcBOo2kVFk2BYuPr4CQOBRRAaqoMMhWlmiTqQtzC0XN7+frMD1gUaHPVj/7JfihB\nwTK7ixBClEEqRUX/ql1pd9UPi2JjntfvHNRluzosIW5LSl+EuIkj5/Yw96cPsVgLaNugO309G9lX\n0JV6RiGEKLOUmBj6bKmNW9ZpNvlmMD8oiWG++dzv6sCEuAVJ1IUoymTiyOZlzD2zEovNStv7H6Jv\nm6ftSboQQoiyTatFGfcqDx84gHJpGxsTdjJ/4yyGublxf01ZfFGUPlL6IsQ1JhOHZv2LuadWYLFZ\naWcOp2/zJyVJF0KI8kSrRWnenIceHU/nJv2w2qzM/2UaB39eALt3ywqmolSRRF2IQvs3Lmae9gwW\nBTrkhdAnyQvl4EFXhyWEEKIEKIrCQy0G0yWmjz1ZP/0DB9fOg+nTJVkXpYYk6kIAe05sYeHZH7Eq\n0MUYRm9jRRSkJ10IIcozRVHoqalNl6wArArMD0riYO4FmQlGlBpSoy7uTYWrjQLEuafx321fYcNG\nD1ME3VI8gBwICpIZXoQQopxTFIWemYGg0bJBZ2B+UBJPp52hAc1cHZoQkqiLe1DhaqOkprLdO4MV\nASkAPNxyCJ0bPvRHT4rM8CKEEOVfdDRKbCw9U8Dil89m3wzmnl3FiN+jiKoa4+roxD1OEnVx79Hr\nITWVrUFGVnrak/Q+kR1p36SvfX8z6UURQoh7hlYL48ah6PX0stkoyD3MtiM/8/Xa93m21wRqV2nk\n6gjFPUwSdXFP2umVxUrPKwD0Tw+hdfOmLo5ICCGEy2i10KwZCtDX1gwLVnYcWcdXa97juVr9uc+3\ninzKKlxCBpOKe47eN5/vAuxJer/0YFq7V5dadCGEEIC9Zv3R9iNpXqc95gITXx5dwvnVC2U2GOES\nkqiLe8qJC3oWbpqNTYHuEa1p230EjBsnvSRCCCEcVIqKx/2a0iTHh3yVjc9DE7mUdVlmgxF3nZS+\niHvGuYQTfL32fSzWAtrd/zDd2gwHWcxICCHETagUFU+khVKgUXNQm8FnIQmMNaYS5urAxD1FetRF\n+WYywe7dxMf+yJer38FcYKJZ3Q480uYpWXFUCCHErUVHow4KZoghiCijJzlqK/85u4LULIOrIxP3\nEEnURflVOA3jlR8W8/nBBf/f3p2HRVnvfwN/3zPMAMO+DasFGG64xBFFybWStFyOlSYd1yxKjcz8\nXZWPnUs7j2meop/POYmplXIqj0ubZS5YaIqgqQxuoHJSI5QZFtm3gZnv84c6l3Msc5nhHuD9uq65\ngvv+zs1nPo3w5uaez6DBWI8+Ef0x6eE5UEh86hMR0U1cnQbjNGEinhkyG52Du6Oq7jJSv1yM6roK\nuVjPLqYAACAASURBVKujDoJphdovnQ4VlQas1BajRmlC10ZXTA0YCqVCKXdlRETUFlydBqOOH4Sk\ncW8gTBuJ0qpipH61GPWNtXJXRx0Agzq1W7XN9UgNuIgKZTPCWzR4tiwYKgVflkFERLfP1dkNs8Yt\nQqBPGC6V/4IPPnsVTVn7OQmG7IpBndqlRmMDPijcBoOqGcFGNZ43BMLZN4BjGImI6I55aLwwe/RC\n+JrVuFB7CWv3p6I55R2GdbIbBnVqd5pbjFj77VIUlv4MPw8tZg94Hm5PTOIYRiIiums+BYWYbQiC\nh9kJZ10a8C/kwZRzVO6yqJ1iUKf2w2iE6WA20ja8gYKiE/DU+GD242/Ca/BDQFwcQzoREdmEtkWN\n2bWd4WpW4JimDpvO7YQQQu6yqB2yW1BftmwZFAoFkpOTrbYvXrwYoaGh0Gg0GD58OPLy8uxVAnUk\nRiPMKe9iY0YqjlechatQYvbohQjwDpa7MiIiak9iYgA/P4RWmZBUGgyVUOBg6TF8cyBN7sqoHbJL\nUD948CDWrl2L3r17W82qXr58Od577z28//77OHz4MLRaLUaMGIHaWr5ymu6OyMnBV6YzOORWA7VQ\n4IWSIIQUlstdFhERtTdXxzZiwgR0HjcVzzz2KhQKJX44+jV2H9oMHDp05cbr1skGbB7Uq6qqMHny\nZKxbtw4+Pj6W7UIIrFixAgsWLMD48eMRHR2NtLQ01NTUYMOGDbYugzqY7UX78aNHFZRCwszacEQY\nXeUuiYiI2qurYxsRF4foqAGYPOIlSJDw7cENyNr+IbBlC5CSwrBOd83mQT0pKQkTJkzA0KFDra7X\nOn/+PAwGAxISEizbXFxcMGTIEGRlZdm6DOpAfjj6FXZdPACFAKaXB6J7pQLw8+OEFyIiahWx3Ybi\nifARAIBNPqXI9WkByssBnU7myqits+lQ6bVr1+LcuXOWM+TXX/ai1+sBAIGBgVb30Wq1uHTp0u8e\n88iRI7YskdC+enpWfxQHf94BAIjvPBoqLyXyADR06wZx/Hir1tKe+upo2Fv7YF/tg321D0fvq/9l\nVwy+qMb+UCPSNBfQVOQKj7w81Csd+032HL2vbU1UVJRNj2ezoH7mzBksXLgQmZmZUF59UgohbulV\n0NcHeqI/IjU3w/X0aZxt/hUHG3IAAHGRoxAZfD/q+dpRIiKSQUO3bhhw5DDqDaU4GtiMLVGNeOQe\nX/j88V2JfpfNgnp2djbKysoQHR1t2WYymbB//36sXr0aJ0+eBAAYDAaEhYVZ1hgMBgQFBf3ucWNj\nY21VYod37bfmNt1ToxFIScHxul+w118PSMCYAU9jRNxE2UpqF311UOytfbCv9sG+2keb6mvfvpiS\ncxQtBV/j2OUz2Hd+K+ZNfBu+nlq5K7tBm+prG1JVVWXT49nsGvXx48fj5MmTOHbsGI4dO4bc3FzE\nxsYiMTERubm5iIqKQlBQENLT0y33aWxsRGZmJuLj421VBrV3Oh3O1RRhvb8BZglIqPbBCNwrd1VE\nRESAWg3FgIGYmvh/cV9oNKrqLiP1q8Woy9zDSTB0R2x2Rt3LywteXl5W2zQaDXx8fNCjRw8AwMsv\nv4ylS5eiW7duiIqKwpIlS+Dh4YGnn37aVmVQO1fSUI41/sVokQQeaPLDY1XecpdERERkReWkxrNj\nFuAfm/8PLl0uxOqsD/BiaSjUGRl8l2y6LXZ9Z1JJkqyuP3/11Vcxb948zJkzB/369YPBYEB6ejrc\n3NzsWQa1EzX1lVh1fivqlWZEN2jwZIk3JD9/TnchIiKHo3F2x6zwsfBpccIF5yas05bBVF7GSTB0\nW2w69eW/7dmz54ZtixYtwqJFi+z5ZakdampuxOpv3kJ5tQGdAiIxPXw8lEr1lZDOMxNEROSAvNQe\nmF0agv8NvIhT6mp87gNMFAIcoUG3yq5BneiuGI2ATgezMCPN8AMKDQXw9dTi+XF/hbMbX0dPREQO\nLiYGgRkZSCo14X3tJRxwr4avVIgRGCB3ZdRGMKiTY7o63UWUl+EL7zKc9KiCxtkNL4z7KzwZ0omI\nqC1Qq4H58xGp02FK+WmsL/ga3x7cAF/vYPTtOlju6qgNsOs16kR3TKcDysuxx68B+z2qoBTAs53/\njCDfTnJXRkREdOvUaiAuDjGPTsO4wdMAAJ/u/n/4+eIpmQujtoBBnRzWCZc6bHW98q61k8sDcZ/n\nPTJXREREdOeGx4zD4N6PwmRqwdpvl8KwdzvHNtJNMaiTQyrq5IM0fwOEBDxW6Yu+mnBOdyEiojZN\nkiQ8MXQmet7bF/VNdfjg6Meo/uLfQEoKwzr9JgZ1cjhVdZexZsdyGCUzYv2jkfBIEufOEhFRu6BQ\nKDFNOwz3GJ1R7tSCtYElMF4u5dhG+k0M6uRQjC1NWPvtMlTWliMiuBsSn1oEacAAhnQiImo3nJVq\nJJUGw9ekxi9O9fjUtwRmIeQuixwQgzrJz2gEDh2C+eBBfLrzfy1jGJ8d/TpUTgzoRETUzsTEwNMn\nEM+XBMLFrECuphbbm8/IXRU5II5nJHldHcOI8nLs8CxHrlcFnFWueH7sG/DQeMtdHRERke1dHdsY\nrNNhRuU5rD6zBek5XyHALwxxPR6SuzpyIDyjTvK6OobxqE8zdnlVQBLAjM5jEOzHCS9ERNSOXR3b\n2P2RRDwx7DkAwMYfVqGg6KTMhZEjYVAn2RWqGrHBrRAA8HilP3p4d5a5IiIiotYzuPcoDIsZC5O5\nBR9tW4YSjm2kqxjUSVZVXcKxVmtAsyQQX+uJIc6RHMNIREQdzp8HTbOMbVx9ZB3qvtjIsY3EoE7y\naW4x4sP0FFQpmhHpEYYnH3wB0vz/4YQXIiLqcK6NbQw1qlGqasbH2lKYyss4trGDY1AnWQghsClj\nFX7Rn4WPRwBmTloCp4HxDOlERNRhOSvVSCoLgafZCQWqWnzhUyp3SSQzBnVqXVdHMe7Z+j5+yt8D\ntZMznhuzgBNeiIiIYmLg4x2IZ0uD4CQkZLpXY7+qRO6qSEYcz0it5+ooxry6Qmz1LwYkYPKDcxAW\nECl3ZURERPK7OrYxXKdDYulJfPLzt/gicx20/veg6z195K6OZMAz6tR6dDqUVBUjzc8AIQEjq3xw\nf7Wz3FURERE5jqtjG/uNnomHY5+AWZixbvs7KK0slrsykgGDOrWa+pZGrPEvRoPCjN5GL4ys9pW7\nJCIiIoc1Ov4v6BnRD/VNtViz6Q00HPiRU2A6GAZ1ahVmswlphj0oUTUjxKjGlBI/KPz8OYqRiIjo\ndygkBaY++CKCza4wNJZj/f7VMKe8y7DegTCoU6v45sAnyP81F24uHniu/0w4P/kUMH8+p7wQERHd\nhMup00jSa+FmViLftR7ftpzlyMYOhEGd7O6n/D3IyPkaCoUSzzz2GvyGPgLExTGkExER3QI/kwrP\n1IVDIYAfPCtxpOyU3CVRK2FQJ/u4OobxwvdfYuMPqQCAJ4c+h6iwnjIXRkRE1IbExAB+foiqlPB4\npT8A4N/nd+DXkp9lLoxaA8czku1dHcNYWWnAh4G/okVpwqDoBAzqPVLuyoiIiNqWqyMbodNhsBAo\nqvoJB09n4MNvl+F/Et/l+5C0czY7o75s2TL069cPXl5e0Gq1GDt2LE6duvFPM4sXL0ZoaCg0Gg2G\nDx+OvLw8W5VAjkKnQ3N5GT7SlqBaacJ9ja54wu1+uasiIiJqm66ObJQGDMCEh2YhPLgrKmrL8PG2\n5WjJzgIOHeILTNspmwX1H3/8ES+++CKys7ORkZEBJycnPPzww6ioqLCsWb58Od577z28//77OHz4\nMLRaLUaMGIHa2lpblUEO4gufUvziVA9fkwrPlAdBqVDKXRIREVGbp3JSYeZjr8HLzQc/F+fjy4wP\ngC1bgJQUhvV2yGZBfefOnZg2bRp69OiBnj174pNPPkFpaSmysrIAAEIIrFixAgsWLMD48eMRHR2N\ntLQ01NTUYMOGDbYqgxxAlnM5styroTJLmFkaCHcfLccwEhER2YiXmy9mho+BUgCZ7tXI8m0Cyss5\nDaYdstuLSaurq2E2m+Hj4wMAOH/+PAwGAxISEixrXFxcMGTIEEuYp7bvF/1ZbMn8GAAwMepRdPrz\nFI5hJCIisrFwj1BMuqwFAGzRFOG8ulHmisge7BbU586di5iYGAwcOBAAoNfrAQCBgYFW67RarWUf\ntW019ZX46LvlMJlaMKj3KMSNfo5jGImIiOwhJgZxrhEYUuMFkyTwcYAB1V0j5K6KbEwSQghbH/SV\nV17B5s2bkZmZifDwcABAVlYWBg0ahMLCQoSFhVnWPvPMMyguLsaOHTss26qqqiwfFxQU2Lo8sjGp\nuRnO+XnYVp+NS6YyBHiEIaHnFF6XTkREZEdSczPU+Xn4tv4A9KbLCPS8ByOi/wIFf/7KJioqyvKx\nl5fXXR/P5mfU582bh02bNiEjI8MS0gEgKCgIAGAwGKzWGwwGyz5qe6TmZgR++imOnd2JS6YyuLUo\nMKzzWIZ0IiIiOxMqFZp698HgP02Fq8odhupCHL3wg9xlkQ3ZdI763LlzsWXLFuzZswddunSx2hcR\nEYGgoCCkp6ejb9++AIDGxkZkZmbi3Xff/d1jxsbG2rLEDu3IkSMAbNzTQ4eg8zXhkH8zFAJ4tjwY\nnV28gA70/80ufSUA7K29sK/2wb7aB/t6a8IigvCPz99AfvFPiO39APp1G3rT9eyrfVx/VYgt2OyM\n+pw5c7B+/Xp89tln8PLygl6vh16vR11dHQBAkiS8/PLLWL58Ob766iucPHkS06dPh4eHB55++mlb\nlUGtrKThMjb4XvkryfiGUHQ2uspcERERUccTEdwNjw+dCQDYuPufKMr4huMa2wGbBfVVq1ahtrYW\nDz30EEJCQiy3lJQUy5pXX30V8+bNw5w5c9CvXz8YDAakp6fDzc3NVmVQK2puMWJd0U40KQTur3fH\nkHIXwM+PoxiJiIhkMKjrg4hrCUCzuQUf6f6FupTlDOttnM0ufTGbzbe0btGiRVi0aJGtvizJ6Mt9\nH+Ni+S/w9wxEYuxfIDk5XwnpnPJCRETU6qTcXEws9sCl4Fr86tSAT5rzkZSTA8WAAXKXRnfIbuMZ\nqX07emYfDpzYCaXSCTMeew2uDwzhKEYiIiKZqaDAzLoIaMxK5LnWY/dFvldNW8agTretpOIiNv6Q\nCgB4fMhMdNJGylwRERERISYG8PODb7URU8u1kASwvWg/zhQek7syukMM6nTrjEYYszOx7vM30dTc\niD91GYRBvUbKXRUREREBV/6qPX8+MGECeoyZjkdin4SAwPqdKaioKZO7OroDDOp0a4xGICUFX2as\nwcX6EgSYnfHU4GchSZLclREREdE1avWVS1Hj4jAyPhHd7rkfdQ3VWLfjHbSYmuWujm4TgzrdGp0O\nRxouIMu9Gk5CwowSLVxPnZG7KiIiIvodCoUSU0e+Am93P1woPoOtny8HDh3iJJg2hEGdbom+oQwb\nfUoAAI/XhyKs2VnmioiIiOiPuLt6YsaIeVAKCT/qjyBn28dASgqkZp5dbwsY1OkPNTU3Yl3hThgV\nAn3r3PHAZWfOSyciImojIorrML7SDwCwwa8UhqpiuJ4+LXNVdCtsNked2ichBLbsWY3iil8R6B2K\nSf0mQVKqOS+diIioDRlc64Vzbi3IUVdinZ8eo0SL3CXRLeAZdbqpg6e+x0/5e6ByUuOZ0a/BOX4w\n56UTERG1JTExkPz8ManEF9pmFS6pjdjn8qvcVdEtYFCn32Y04mLGN/g8YzUAYOLwFxDsd4/MRRER\nEdFtuzq20eXJpzDjT1OhUqpQUHocP5ccl7sy+gMM6nQjoxENKcvxcc4naBYtGNASgLj7BsldFRER\nEd2pq2MbQx8cgyeGJQEADv28A8XlPLPuyBjU6QYiJwf/xhmUqpoR0uKCJ/UegE4nd1lERERkAwOj\nH0ZEQE+0mJux7rvlaMraz7GNDopBnW6w35CDXE0tnIUCz9SFQy34NCEiImovJEnCgM6PwsvFF/qK\nImzZuwbYsgVISWFYdzBMYGSlqPQcvirMAAAklgdAW93CUYxERETtjEqpxiPKPlCZJfzkVoODvk1A\neTn/gu5gOJ6RLJqMDVi/IwUmcwviezyMP3n2u7KDoxiJiIjaHV+lJyZUBmCDbwm2aIoQXt0JQXIX\nRVYY1Mni871rUVJxEcF+9+DxYc8BKr77KBERUXvV0K0bBuj1KKhrwGG3GqwLLMX8XtHgqTnHwUtf\nOjqjETh0CIe3fYRD+RlQOakxfdT/QM2QTkRE1K4JlQqYPx8Thj2HABcfFCsa8FX2J3KXRddhUO/I\njEYgJQUlX32GzQXbAABPPDCd89KJiIg6CrUaLvFDMOPxv0KpdMKBk7ugKzggd1V0FYN6R6bTobm8\nDOsDStGkEIipd8fARl+5qyIiIqJWFhYQifGDZwAA/v39SpRXGWSuiAAG9Q7vW+8yFDk1wNekxqTL\nAZAkSe6SiIiISAaDez+K3p3j0Gisx/oti9GSncVxjTJjUO/ATvkK7PWogkIA08u0cPXVcgwjERFR\nByVJEhKHPA8fsxq/1BXju+/XcLa6zBjUO7BOIV3RNawXxtw7HOHjpgDz53MMIxERUQfmll+AaaUB\nUAjgtKYRzeWlnK0uI45n7MA83Xww6/E3r3wi8Xc2IiIiAiKNrni+NhKdW9yhQr3c5XRosqSz1NRU\nREREwNXVFbGxscjMzJSjDAKgkBRQMKQTERERcOUSWD8/dK9UQF1bz3cnl1mrn1HftGkTXn75Zaxa\ntQqDBg3CypUrMWrUKOTl5aFTp06tXQ4RERERXaNWX7kU9trlLnx3clm1+qnU9957DzNmzMDMmTPR\ntWtX/OMf/0BwcDBWrVrV2qUQERER0X9Tq4G4uCs3hnRZtWpQNxqNyMnJQUJCgtX2hIQEZGVltWYp\nREREREQOrVWDellZGUwmEwIDA622a7Va6PX61iyFiIiIiMihOfzUlyNHjshdQrvDntoH+2o/7K19\nsK/2wb7aB/tqH+yrbUVFRdn0eK16Rt3f3x9KpRIGg/Xb0hoMBgQHB7dmKUREREREDq1Vz6ir1Wr0\n7dsX6enpeOKJJyzbd+/ejQkTJvzmfWJjY1urvHbv2m/N7Kltsa/2w97aB/tqH+yrfbCv9sG+2kdV\nVZVNj9fql7688sormDJlCvr374/4+Hh88MEH0Ov1eOGFF1q7FCIiIiIih9XqQX3ixIkoLy/HkiVL\nUFxcjF69emH79u2coU5EREREdB1ZXkw6a9YszJo1S44vTUR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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3368,35 +3450,33 @@ } ], "source": [ - "y = 1.\n", - "x = 0.\n", - "theta = 35. # launch angle\n", - "v0 = 80.\n", - "dt = 1/10. # time step\n", - "g = 9.8 # gravitational constant\n", + "def track_ball_vacuum(dt):\n", + " x, y = 0., 1.\n", + " theta = 35. # launch angle\n", + " v0 = 80.\n", + " g = 9.8 # gravitational constant\n", + " ball = BallTrajectory2D(x0=x, y0=y, theta_deg=theta, velocity=v0, \n", + " noise=[.2, .2])\n", + " kf = ball_kf(x, y, theta, v0, dt)\n", "\n", - "ball = BallTrajectory2D(x0=x, y0=y, theta_deg=theta, velocity=v0, \n", - " noise=[.2, .2])\n", - "kf = ball_kf(x, y, theta, v0, dt)\n", + " t = 0\n", + " xs, ys = [], []\n", + " while kf.x[2] > 0:\n", + " t += dt\n", + " x, y = ball.step(dt)\n", + " z = np.array([[x, y]]).T\n", "\n", - "t = 0\n", - "xs = []\n", - "ys = []\n", - "u = -g\n", - "while kf.x[2, 0] > 0:\n", - " t += dt\n", - " x, y = ball.step(dt)\n", - " z = np.array([[x, y]]).T\n", + " kf.update(z)\n", + " xs.append(kf.x[0])\n", + " ys.append(kf.x[2]) \n", + " kf.predict(u=-g) \n", + " p1 = plt.scatter(x, y, color='r', marker='.', s=75, alpha=0.5)\n", "\n", - " kf.update(z)\n", - " xs.append(kf.x[0, 0])\n", - " ys.append(kf.x[2, 0]) \n", - " kf.predict(u=u) \n", - " p1 = plt.scatter(x, y, color='r', marker='.', s=75, alpha=0.5)\n", - "\n", - "p2, = plt.plot(xs, ys, lw=2)\n", - "plt.legend([p2, p1], ['Kalman filter', 'Measurements'],\n", - " scatterpoints=1);" + " p2, = plt.plot(xs, ys, lw=2)\n", + " plt.legend([p2, p1], ['Kalman filter', 'Measurements'],\n", + " scatterpoints=1)\n", + " \n", + "track_ball_vacuum(dt=1./10)" ] }, { @@ -3417,7 +3497,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We are now ready to design a practical Kalman filter application. For this problem we assume that we are tracking a ball traveling through the Earth's atmosphere. The path of the ball is influenced by wind, drag, and the rotation of the ball. We will assume that our sensor is a camera; code that we will not implement will perform some type of image processing to detect the position of the ball. This is typically called *blob detection* in computer vision. However, image processing code is not perfect; in any given frame it is possible to either detect no blob or to detect spurious blobs that do not correspond to the ball. Finally, we will not assume that we know the starting position, angle, or rotation of the ball; the tracking code will have to initiate tracking based on the measurements that are provided. The main simplification that we are making here is a 2D world; we assume that the ball is always traveling orthogonal to the plane of the camera's sensor. We have to make that simplification at this point because we have not yet discussed how we might extract 3D information from a camera, which necessarily provides only 2D data. " + "For this problem we assume that we are tracking a ball traveling through the Earth's atmosphere. The path of the ball is influenced by wind, drag, and the rotation of the ball. We will assume that our sensor is a camera; code that we will not implement will perform some type of image processing to detect the position of the ball. This is typically called *blob detection* in computer vision. However, image processing code is not perfect; in any given frame it is possible to either detect no blob or to detect spurious blobs that do not correspond to the ball. Finally, we will not assume that we know the starting position, angle, or rotation of the ball; the tracking code will have to initiate tracking based on the measurements that are provided. The main simplification that we are making here is a 2D world; we assume that the ball is always traveling orthogonal to the plane of the camera's sensor. We have to make that simplification at this point because we have not yet discussed how we might extract 3D information from a camera, which necessarily provides only 2D data. " ] }, { @@ -3431,7 +3511,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Our first step is to implement the math for a ball moving through air. There are several treatments available. A robust solution takes into account issues such as ball roughness (which affects drag non-linearly depending on velocity), the Magnus effect (spin causes one side of the ball to have higher velocity relative to the air vs the opposite side, so the coefficient of drag differs on opposite sides), the effect of lift, humidity, air density, and so on. I assume the reader is not interested in the details of ball physics, and so will restrict this treatment to the effect of air drag on a non-spinning baseball. I will use the math developed by Nicholas Giordano and Hisao Nakanishi in *Computational Physics* [1997]. \n", + "Our first step is to implement the math for a ball moving through air. There are several treatments available. A robust solution takes into account issues such as ball roughness (which affects drag non-linearly depending on velocity), the Magnus effect (spin causes one side of the ball to have higher velocity relative to the air vs the opposite side, so the coefficient of drag differs on opposite sides), the effect of lift, humidity, air density, and so on. I assume the reader is not interested in the details of ball physics, and so will restrict this treatment to the effect of air drag on a non-spinning baseball. I will use the math developed by Nicholas Giordano and Hisao Nakanishi in *Computational Physics* [1997]. This treatement does not take all the factors into account. The most detailed treatment is by Alan Nathan on his website at http://baseball.physics.illinois.edu/index.html. I use his math in my own work in computer vision, but I do not want to get distracted by a more complicated model.\n", "\n", "**Important**: Before I continue, let me point out that you will not have to understand this next piece of physics to proceed with the Kalman filter. My goal is to create a reasonably accurate behavior of a baseball in the real world, so that we can test how our Kalman filter performs with real-world behavior. In real world applications it is usually impossible to completely model the physics of a real world system, and we make do with a process model that incorporates the large scale behaviors. We then tune the measurement noise and process noise until the filter works well with our data. There is a real risk to this; it is easy to finely tune a Kalman filter so it works perfectly with your test data, but performs badly when presented with slightly different data. This is perhaps the hardest part of designing a Kalman filter, and why it gets referred to with terms such as 'black art'. \n", "\n", @@ -3467,14 +3547,14 @@ "\n", "We can incorporate this force (acceleration) into our equations by incorporating $accel * \\Delta t$ into the velocity update equations. We should subtract this component because drag will reduce the velocity. The code to do this is quite straightforward, we just need to break out the Force into $x$ and $y$ components. \n", "\n", - "I will not belabor this issue further because the computational physics is beyond the scope of this book. Recognize that a higher fidelity simulation would require incorporating things like altitude, temperature, ball spin, and several other factors. My intent here is to impart some real-world behavior into our simulation to test how our simpler prediction model used by the Kalman filter reacts to this behavior. Your process model will never exactly model what happens in the world, and a large factor in designing a good Kalman filter is carefully testing how it performs against real world data. \n", + "I will not belabor this issue further because computational physics is beyond the scope of this book. Recognize that a higher fidelity simulation would require incorporating things like altitude, temperature, ball spin, and several other factors. The aforementioned work by Alan Nathan covers this if you are interested. My intent here is to impart some real-world behavior into our simulation to test how our simpler prediction model used by the Kalman filter reacts to this behavior. Your process model will never exactly model what happens in the world, and a large factor in designing a good Kalman filter is carefully testing how it performs against real world data. \n", "\n", "The code below computes the behavior of a baseball in air, at sea level, in the presence of wind. I plot the same initial hit with no wind, and then with a tail wind at 10 mph. Baseball statistics are universally done in US units, and we will follow suit here (http://en.wikipedia.org/wiki/United_States_customary_units). Note that the velocity of 110 mph is a typical exit speed for a baseball for a home run hit." ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 57, "metadata": { "collapsed": false }, @@ -3483,7 +3563,7 @@ "data": { "image/png": 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6dCmysrKQmZlpkIfz8ssv678ODQ3F008/je7du+PgwYOYPHlyg/PoPoYi8XBM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\n/wMzu+iTMZVX4gAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3504,8 +3584,7 @@ " (1. + exp((velocity-35.)/5.)))\n", "\n", "v = mph_to_mps(110.)\n", - "y = 1\n", - "x = 0\n", + "x, y = 0., 1.\n", "dt = .1\n", "theta = radians(35)\n", "\n", @@ -3553,7 +3632,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 58, "metadata": { "collapsed": false }, @@ -3624,7 +3703,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 59, "metadata": { "collapsed": false }, @@ -3633,7 +3712,7 @@ "data": { "image/png": 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WNPVqR1OvdiiVedy4d4XzsSc5f+0k1+MucfHGGS7eOMPmf5bjYO2Mj0drmni0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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3693,16 +3772,16 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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UuWNCCFFd3E2O4e8re7kWZxh4sEnX0Sc0kl57L+CYnIHOZhdpHgH3A64ctHv3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\nduyIHj16MM/1cO+x3XvXMubVMJWVlZgyZQree+89+Pn5PXK8IXlt1BU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xlqHE2/mOzzD1QFe+XKxx+zaUKgUjRqTrFDjw6+w7SYK6bfVq85J4VnSgvHLn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\nUPsKdpBADAdZSzJhnL3YICTEWvlKRERE5DItWlgFOGjgpTt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lS7Zv306/fv0AmD17NikpKUydOpXY2Fg6duzIzp07HzlXphBCVCQ6Rce1m+c4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\nB2cMnqu9hfZjAAAAAElFTkSuQmCC\n", + "image/png": 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LCG/dn8XPld7nxOZILj/TmUWWIxnAMspxk3NXSzP/W4UXXtAme3bsCLNna3XXi6WgINi+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\nRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3747,7 +3826,7 @@ "\n", " p1 = plt.scatter(x, y, color='r', marker='o', s=75)\n", "\n", - " p2, = plt.plot(xs, ys, lw=2)\n", + " p2, = plt.plot(xs, ys, lw=2, color='b')\n", " plt.legend([p1, p2], ['Measurements', 'Kalman filter'])\n", " plt.show()\n", " \n", @@ -3766,16 +3845,16 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 61, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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lVb4Hd819AZKfn1+h89dE9fAnihCiVHcmJHeOuN2ZkNTSmsYaRa02jFYuWWJ4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\nsG7dOvUxzGvTSktL0a9fP3z66aews7Or81yYNjlcvHgxoqOjsW3bNhw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PuXHjBnFxcbk+Vq9evftqb3aFCsIffPBBjhw5QkpKCqtWraJ///5s376dkJAQs8szwcHB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\nfn6+/jPJmBzGxMSIgIAA8eWXX4pTp06JkSNHiiFDhgidTmevP8vuWst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9tnx8fJg8eTKbNm1i+fLlqFQqOnTooO/TXubRRx8lOTmZL7/8kvXr1xMeHs6GDRsYOnRo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\nU9ErDeX18uXL9X6OPbrcIPP6pMa8Xh/1tEK9uXmVCKGm2e5ERERERKQ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JEhWkOznBnTv3nzt+PDRseD9o79hRHafQZZXvL4QoEAnUhRCiuLLUYEhL94rn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\nIlIgFupERERERAr0/022KLlFrV/dAAAAAElFTkSuQmCC\n", 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