From 442101d433a6737698051b5c819bbebf7ace8a7e Mon Sep 17 00:00:00 2001 From: Jeremy Teitelbaum Date: Wed, 11 Apr 2018 17:46:52 -0400 Subject: [PATCH] starting visual studio on the mac --- BDA 3.10.11.ipynb | 28 ++++------------------------ 1 file changed, 4 insertions(+), 24 deletions(-) diff --git a/BDA 3.10.11.ipynb b/BDA 3.10.11.ipynb index 5f376ce..0c6ee87 100644 --- a/BDA 3.10.11.ipynb +++ b/BDA 3.10.11.ipynb @@ -199,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 262, + "execution_count": 263, "metadata": {}, "outputs": [ { @@ -210,16 +210,6 @@ " \"\"\"\n" ] }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 262, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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UnNwdcC1Oy+vq7WLOburvhmdxal6vIA9ZtOM+EUJg1BtKYs7DrFx1BSrWNU+RPLL5BEFV/Mu4NY8uo8FI4sUU4s9eIv7cJS5FJnMpMolLF5JIjkm9LujYO9uZUyX7uRJQxQ83H1fcfFzMPU4vp5JiEQ6u9o9N8jZFUdBYatBYarB3vvsyIEII8rMLyErNITvVfFSUmZxNRqK5FkF6ojkt77kDkWSl5FxX6cnN1wWfCl74hfngG+aNX5g3AeF++FX0xsrG6l7f5mPr4vFYstNyCatboaybckvlKsgHVQ0grE4Iy777mw5vt5YXPN2G7LQcLhy+SNTRGCKPRXPxeCxxpxOuGTqxc7LFr6IPlRuE0fKlJniHeOEd7IFHgBvu/m7Y2FmX4Tso38xHP3bYO9vhX9HnP5fV6/SkX8o0F6eJTSPpYgqJF5O5dCGJ/WsPk5GUdc16fUK9CKkRSGjNYCrUCiK0djBeQR4P/VHSw+C38X9ibWtFsxfKZr78nShXQR7gjdHdGfbMWOZ+voS3xr5S1s15qBgNRi4ciebkzjOc2n2WM3svkByTWvK8m68LFWoGUa9NTQKrBhAY7ot/JV95EvsRobHU4B3siXew5w2fL8wvIuF8IvFnLxF7OoHok7FcPB7LruX7S44AHN0cqNwgjGqNK1O1SSXCG1aUO/F/2bv6EFsW7eTVYS/g5O5Y1s25pXKZoOzr3tNZO3szny0dXGZXpj0MhBDEn7vE/rVHOLjhKMe3naYwrwgAjwA3qjSqROWIUCrWq0BorWAZzB9TRQVaok/Ecv7QRc7tv8CZfRdKsjOqLdSENwyjTqsa1H+qNpUbhD02Q243Enc2gfcbD8MjwI2pe8c98HMeZX7F6+2630FeV6Rj0JOfE3kkmlHLh1C/fe37tq2HjRCCC4cvsmXxLnb8uZdLF5IA8KvoQ93WNajZoirVngjHw9+tjFsqPczysvI5tfscx7ed4vDm45w/GIXJJHD2cKRRx3o079aYum1qPhI52EtLUnQKg1qORFeo4/u94256xHQ/ySB/lZz0XIa0/YLY0wkM+20ATzzX4L5ur6zlpOey/tctrPl5E7GnE1BbqKndqjqNn42gQYc6+ISUfQY96dGVk57LgfVH2bPqAHv/PkRBTiHOnk60e70FHfq0wS/sv88XPOpiTsXxcfvRFOVrmbhpJGF1yiYPlgzy/5KTnsuwjuM4t/8CfSa+zvMDnil3J5VS4tJYMmkla2ZtQluoo2rjSrTr2ZJmXRvh6CqHX6TSp9Pq2b/mMBvmbmH3XwcRJkGTzhF0//QFKkeElnXzSt2hjccY/dI3aKw0jF0zjNBawWXWFhnkb6Awv4gJPaeyY9le2vRozgfT+2Bt++hPHSvML+K3sctY+s0qTEYTrV9rxgsDOlKhZlBZN016jKQnZvLX9HWsnLaW3Mx8WrzYmL6TepaL4UAhBEu/WcWsj+cTVNWfUcuHlPkRsQzyN2EymVjw5R/M+2IJwdUD+HThAIKrBTyw7Ze2s/svMKb7ZBKjkmn9WjPe+LI7XkH3L+mbJN1Kfk4Bf3yzisUTlqO2UPP+D2/T5rXmZd2su5aTnss3b09n5/L9NH2+IYNn98PO0basmyWD/K3sX3uYCb2mUZhbyNsTetCpX/tHbvhm6++7GN9jCq4+Lgyd25+azauWdZMkqURiVDIT35zG8W2n6frhs/SZ2OOR+44d2nScib2mkpWSzVvjXuWFgR0fmvdQpqmGHwX1n6rDjCMTqd6sClP7/8ynHcaQEpt66xc+JHYu38fYVyZTpVElph+aIAO89NDxqeDFxI0j6dSvPUu/+YtZQ+eXdZNuW2F+EdPen83Qtl9gY2/Nd7vG0PXDZx+aAH+3Hque/GVCCP6avp6fhsxDpVbRZ2IPnu7dGpXq4d3nJcek0qfmIAKr+DFh00h5gYr0UBNCMKXfT6yasYEvVgyl8bN31Pl84A5tOs63fX4k6WIKz/V/mrfGvfpQnruTPfnbpCgKnfq1Z+bxr6kUUYHJ78xk8JOfE3M6vqybdlNzR/2OQW9g2KKBMsBLDz1FUXh38hsEVfXnpyHzMBofzqSB2Wk5THxzGkPbfoFKreLrLaN477s3H8oAf7ceyyB/mU+IFxM2jmTQrHe5eDyWd2oPZs6IRWgLtWXdtGsU5hexZdFO2vd6skwuwJCku2FppeHlj7sQd/YSp3efK+vmXMNkMrFuzj+8WWUAm+Zv5+WhzzHz6KRyOQRa7nLX3ClFUXjqzVY07FiPGYN/ZcGYP9i0YBvvTXmLRh3rlXXzAIg8fBFdkZ6Gz9Qt66Y89EwmE4W5RebiI8VpfS8XGdEW6swFRXQGDHqjOVd8cfGQy64pEKJRFxcCMRcBsbKxLCn8Yedki52T7WN1xefduPwdOr79DNWbVinj1phFHYthyns/cXLnWao2qcyAH/sQUj2wrJt13zz2Qf4yF08nPp77Pk+/2Zop7/3EiE7jadChDu9Pe7vMpydmpphL5rr5uZZpO8pSUYGW1Lh0UuPTzbcJ6aQnZJKZkk1WchZZabnkpueSl1VwXbrd+8nWwQYHN3uc3BxKCnq4+brg7uuKR4AbHsX53e8l3fCjzN7ZDlsHGzKTs2698H2Wl5XPnBGL+Gv6Ouxd7Bk0613a9Wr5UJ+LKw0yyP9LrZbV+PHwRJZ/v5bfJyzHZLq+YMODZm1nHh8szC0q45bcX0II0hIyiD4ZR/TJOGJPJxB/LpHEqORr0uRe5ujmgKu3My5eTlSq51FSScnOyQ47R3OJvcsFRyytzT1xjZUFao25cpRKrSop83d5+8IkiksGmitA6bQG9EU6tEW64hKEOnOxj5zCK5WtMvLISsshIymLC0eiyUrOuq4qlL2zHT4VvPCv5E1AZT+CqvoTUj0An1Bv1OryG2SMBiPaQl3J33CZtMFoZN3sf5g9bCG5GXk807cdvb586bG5IlwG+RvQWGroNuhZOvVrd8vCCvHnEzmw9ghn9p+nx2fd7ksOj8BwPwAij0RTo9nDcchbGnIy8ji56yyndp/j3IFILhyJJjcjr+R5Z08nAir7Uv+p2vhU8MIz0B3P4t6xm58rllYPZ70Ao8FIZnJ2yZFHSlwaiVEpJEYlc2rPebYs3l1ytGFlY0lIjUAqR4QS3rAi1Z+ojGeg+yM/be+yqGMxGA1GgqqWzcWHx7ad4ocBv5R8d/pNfqPM8s6UFRnk/8OtAnxiVDIT35hGRLtaBFcN4Ou3pjN4dj98Q71LtR2ege74hnmza+V+nuv/dKmu+0HSFek4suUkB9cf4/DmEyXpbC00akJqBNG0SwNCawYRXD2A4GoBj2zqY7WF2lyKz8+VKlS87vnC/CLiTidw8UQcUcdjuHA4mnW/bmHFD+sAcxro2i2rEdGuFhHta+HgYv+g30Kp2fnnPhRFoW7bmg90u4lRyfw0dB7b/9iLZ6A7ny4cQMuXmpSbneedkEH+LuVn57Nx/jbC64fR47NuAOxeddDcEy3lHE2KotC2Rwt+HbmYmFNxZdYruhu6Ih17Vx9m65Ld7FtzmKJ8LZbWGqo3DaflS02o3jScyhGhWNk8PrVIbeysqRQRSqWrknkZjSaiT8RxYsdpju84w97Vh9kwbxsqtYpaLarS7PmGNO/WGEfXRyfg64p0rJm9mYj2tXDxdHog28zPzmfhmGX8OWU1ags1PUe9RNdBz5arKZF3Sgb5u3Ry1zlSYlJ54cNnAfNhaXBVf+ycruS3EEKUWs+hU7/2LJm0ktnDfmPUn0NKZZ3306XIJJZPXcumBdvJzczH2dOJNq82o9Gz9ajVotpjFdRvh1qtIrRWEKG1guj83lOYTCbO7o9k918H2LF8P1P+9zM/DJzDE10a0OnddlR/Ivyh75X+NX09GYmZDJ3b/75vy6A38PfMjcwb9Ts56Xm0eb05b47ujrvfo58o7V7JIH+Xjm45iVewJ8HVAjAajMSdvWSednfVlLqiAi2Jkcls/X0XTZ5rcE9pWB3dHHj54y7MHraQ/euOPLSFUGLPJDDvy6VsW7IHtYWKps83pF3PFtR5srqcbngHVCoVVRpWpErDirw5ujuRR6JZP3crG+ZtY+vvuwlvEMbrI7tRr23NhzLYp8an8+vIxdR/qjZ1WlW/b9sRQrD7rwPMGjqfuLOXqNWyGn0nvU7FR6DA9oPyWKY1uFcGvYG3qg5g7Jph+IX5cPZAJNuW7MbN14XnP3imZLnZwxaSdikDRxd7di7fR/dPX6BD79Z3vV1dkY536w2hMLeIHw9PfKjGrPNzCpg9bBF/z9yAla0Vnfq157n/PYWbj0tZN61cKcwvYtP87SyasIKU2DTqta3J/6a8iV9Y6Z4Huhcmk4nhHcdxfNtpZh77Gp8K9yc977mDkcwYPJdjW08RUNmX3l+9RuNnIx7KnV5puZu0BuZpYw/4p169euJRptfpxTdvTxebFm4XqQnpYlyP78Qvw38TaZcySpZZ8/MmMazjWBFzOl4IIcSulfvFb+P/vOdtnz1wQTxt9bIY3mmcMBqN97y+0nBi5xnRPfhd0d7yZTH1g19EZkp2WTep3NNp9eKPyX+Lzq69REeHHuLvnzYKk8lU1s0SQgjx27hloo3SVayYtva+rD8lLk181fN70UbpKl7weEOsmLZW6HX6+7Kthw1wQNxhvJVB/i4d335K9Kk9SAxt/6VYPGG5KMwvKnnOoDeIvnUGi31rDpU8tnjCcjH65W+EEEIUFRSJzb/tEP8s2nFX21723d+ijdJV/Dpy8b29iVKwYf428bTNK6Jn5ffFqT3nyro5j53U+HQx9KnRoq3FS2Lq+7PLfMe/f90R0U7dTYzu/m2p73TysvPF7GELRQeb7uJp6+5i5pB5Ii8rr1S38bCTQb4MpCeae++bFmwTedn5Qggh/p65QXzV8/uSL5zRaBSvh70nzuy/IBIuJIqven0vRnWdKAa2GCGGPztOaAu1d7RNk8kkvupl7slsnL+tdN/QHdi0cLtop3lZDG7zhchOzy2zdjzuDAajmPHRXHOg/+CXMuvRRx6NFp0ce4i3a34oCvIKS229Br1B/PXjetHV6y3RRukqxrzyrUi8mFxq63+U3E2Qlyde75Grt3nM2cbBhvhziVSOCMVkEgRU9sNkNKFSqZgzYhE1mlXFzdeFhaP/IKxWCJ3/9xRqCzUju0wgKTq15IKn26EoCgNn9CU5OpVJb07D0c2e+k/VuV9v8YYij8bw9dszqNEsnNErh8rZMmVIrVbx9levYTIJln23mgo1A3n6zVYPtA3JMal82mEMto42jPn701LJlCqEYN/qQ8wcMo/Y0wlUbxrOlyuHEt7g+msPpJsrlSCvKMpsoCOQIoS4f6fSH2JX58u2srHkxOk4LDQWnD0QyeqfNvLDwQnsWLYXO2c76rWridpCTczpeOLOXsIryB0wT8O8cPgijTtF3PICGI2lhlF/DmFwq88Z9cIkxq8fQfUnwu/re7zMZDIx+Z2ZOLjYMXzRwIc6wGsLdWQkZ5OTkU9uVj55WQUUXE5aVqQvSVQGoKgULDQWaKwssLa1xNbeGjtHWxxcbHF0tcfF0xFbe+uH8sSeoii8/dVrRB2LYcbgeTTqWO+BzU1PT8zko9ajKMrX8u22L0qlvuv5Q1HM/GguR/45iV9FHz5f9hFNOtd/KD/7h11p9eTnAFOBuaW0vkdarZZV2bpkF29WHUDN5lV5/fOX8AxwJ+F8IjWbVyWwij8A25fu4cmXn0CvNbBp/nZWTl9HaO1g5n+5lKFz+1OtSeX/3I69sx3j1g7nw+YjGNZhLGPXDLvla0rD/rVHOHsgksGz3sHZw/G+b+9WDHojceeTuHgqgdizl4iPSiEpJo3kuHTysgpu+frLgUPcxkwza1srPPxd8Al0x7eCJ4GVfAiu4ktIFb8yzc8C5h79/6a8SZ9ag1n+/Rre+PLl+77NjKRMhrQZRWZyFhM2jiSkxr0Vkk+NT+eX4b+xcd42HN3seW/Km3Ts2xYLjRx0uFul8skJIbYpihJcGusqDzwDPRj91yecOxhJUFV/rGysMBqMRJ+Mo9UrzVAUhTP7zpMSm0bDZ+pycucZDm06Rt9Jr1OnVQ3mjVrCsa2nbitgu3g6MXH8diMKAAAgAElEQVTTSAa3GsWnT49hzOpP73uPftPCHTh5OPJk96b3dTs3U5BXxPFd5zm28yyn9kcReSIOvdYAgNpChU+wBz7BHoTXC8HdxxkXTyec3R1wcLHFztEWO0cbrG0tsbTWmBOVXZWgzGgwodPqzYnI8orIyyogL7uA7PRcMlJySE/MIiU+g6SYNI7uPIe2UAeYdxSBlbwJrxdCzScqU7t5ZVwfUE/6aoHhfkS0r82mhTvo9cVL97Xnm56YyUetPic1Lp0xqz+lSsO7H0YpzC9iycSV/D5xBSaT4MWPOtH9ky7YOT2e2TtL0wPbPSqK0gfoAxAYWH5zN1+tUr0rFz9lp+WgUqsIqOwLwG/j/qT2k9Vxcnfg0MbjVKwbSp1WNdDr9ORl5RNaOxi4vatm3f3cmLhpJEPajOKT9qP5YuVQ6rSqcd/e14kdZ6jbugYaywfXu8pKy2X7yoPsXnOU47vPY9AbsbTWUKl2EJ3eakmFagFUqOaHf5g3Fpq7u+hKURQsNGosNGps7a1x8fzvoxSTyURKXAZRJ+OJOhnP2cPR7Pz7MOsW7gIgtEYAjZ+uRYvO9fB/gPPYG3aow741h0m6mHLf5qgnRafwcfvRpF/KYOyaYXedOM9kMrFpwXZmf7qQtIQMWrzYmN7jX5PFcUrRA/uWCiFmAjPBfDHUg9ruw8LFy5k6rWrQs2J/6rapgUFvoMv7HTi27RTx5y/Re/xrAMSfS8TSWlNydejt9sQ8/N34essohrb7kuEdxzFs0UCadKpf6u9Dp9WTlpBBQLhvqa/734QQHNl2hlVztrFn3TFMRhMBlbx5rm9r6raoQrUGoVhal10mSpVKhXeQO95B7jTpYL4C2Wg0EXUijkNbTrN/0wkWTPyb+RNWUSWiAk+/3pSWXerf951jcHVzbqOEyKT7EuTjzibwcfvRFOQUMn7diLseIjy1+yzTB87hzL4LVIoIZdhvAx6awiLliRzoekAUReHloc/RqvsTaAt1eASYT7ZuXrgDR1cHPAPcKcgt5PzBKHIz8qjZ4s7LkLl6uzBp8+cMe2Yso16YxOCf+9H29Ral+j60BebSiLb2NqW63qsJIdi/6STzvlrJhWNxOLrZ06VvK1p3a0RI1dufhVQW1GoVFWsFUbFWEC998BRpiVls+XM/6xfu4pv35/LruJV0H/g0T736xH1L83D5/6Yov/TLWJ49EMmwDmNQVCombhp5V2l7U+LSmPXxfP75bSeuPi589Mt7tOnRvNwX7ygrMsg/YJ6B11aZ8qvog7WteXbKlsW7iD0VR/VmVe56hoKTuyMTNo5kZJcJfN17OtWbhpdqb866eGpcQV5hqa3zasmx6UwdupADm0/hHeTOgG978OQL9e8pd7wQgszUXFKTsslMyyUnq4C8nEKKCnTodAaMBvPsGpVKQWNpgbWNJbYO1jg62+LsZo+HtxNuno53NQzk7uNM135teeHdNhz85xSLJq9h6pDfWDHrHwZ+24MqEaWfY6Uwz1xcprQzLx7adJxRz0/E0d2B8euG33HthKICLUsmrmTxhOUIIXh12Au8NLQzNvexwyCV3hTK34CWgLuiKPHASCHEz6Wx7vKuVsuqjHxuAntXHyI7LZc3x3Sn2j2eOLV1sGHs6k85tftcqR+uaywtcPFyIvliaqmuF2DHqkN8O2AewiTo80VXnn2z5R0H1oJ8LWePxnH+ZDxRZxKJi0ol/mIquuITs/+mUqtQq1UoCphMAoPeeNPlfPxdCAj1JLiiN2HV/KhSOxBXj9vLH6QoChGtqlHvyarsXnOUGSOWMPjZSbwyqAPdP+xQqr3YS5FJAKVatvKfRTuZ0PN7/Cv7Mm7NsDvK7iiEYOvvu5g5ZB6pcek079aYPhN6lHlZzcdFac2u6V4a63kcVaoXym9xMzi8+Ti+od7/+Yd/eu95whuE3dY4vcZSQ60W1UqzqSUq1Azi3MGoUl3nnzM2MfOzpVSuG8wnM3rjFXh7QUQIQfT5ZHZtOMnBHec4eyyupPSep68zQWFe1G4Uire/Kx6+zri42+Psao+9ow3WNprrhkxMJhPaQj15uUXkZhWQmZZLWlI2ifEZxF9MIy4yhX1bz5bMrQ8M9aTuExVp+GQVakQE33IIRlEUmnSoTa1mlZn+yWLmT/yb+AvJDJ7aq9SGb07uPoetow2+pXCyVwjB4gkr+PmTBdRoXoUvlg+9o3q1F45c5IcPfuH49tOE1g7mk/kflKvqZo8COVzzkLjVbJgj/5zgo9ajaNChDv0mv1GqZQbPH4pCrzNQtVGl21q+Zouq/DJ8EemXMnDzvffi4usW7GTmZ0t5omMdhkx747ZOpublFLJ+2QHWLT1AbGQKiqJQqYYfL77dkuoRwVSqEYCD050PA6hUKmzsrLCxs8LD2wm4/nPWafVEnrrEyUMxHN59gb8X7WX53J24ejjQqlMdOnZvhJfff2fftHOwYdD3PQmo6M2csStQa9QMmtLznqc8CiE4uOEYtVpWu+fasUaDkR8G/MLKH9bR8uUn+OiX92572CwnPZdfhv/G6p824uBqz8AZfWn/5pOo1TLd9IMmUw0/Igx6A8u/X8O8UUvQa/W8+FFnXv6ky12PuwohiD4Ry6xPFqBSq0g4l0iTzvVLZvn8l9jTCfSuOYi+E3vwwoBnbrn8fzl/NIYPn5lIraaVGTn33VvOPMnLKWTJrK38tXAPhflawmsF0LpzXZq0qXbDoRMhBBnpecREp3EpPoPkpGzS0/LIyswnP09LUfFVr2A+aWplrcHW1hInZ1vc3B3w9HLEx8+FgCA3fHxdUKmuD8KF+VoO7jzPphWH2Lf1LAhB0/Y16NG/Df4htx6SWDBpFfMn/s3/JnTnmZ7Nb/OTu7Gz+yPp32QYH87sy1NvPHnX6ykq0DLu1e/YtWI/3QY9S++vXrutISWTycTanzcz65MF5GcX0Klfe3qOeumOev/Szd1NqmEZ5B8x6YmZ/DRkHpsWbMcryIN+371xV1MlT+89z8Z5W7FzsuXNMa8A8MnTo/lgep/bmqPcv8kw8rMLmHX867seTzaZTAx46isykrOZvmUEDi43DwRCCDYuP8SsiWvIzSqg2VM16Na7BWFVr5/KGReTzoG9kRw9FMPpkwlkpF8pDq5Wq3B1t8fZxQ4HB2usrMwXRCmKefqjtkhPXp6WnKwC0tNy0V41lm9ja0nlcB9q1g2iXoMKVK7ie11vOTUxi5ULdrPqtz3odQa69GxKj/5t/rMHbDKZGP7yVM4cvMjsPaPu6Sriye/+xKYF2/ktdvpdB9bM5CyGdRzHhUMXeW/Km3R+76nbet2Fwxf5rt9PnNl7nhrNqtB/6lv3fAWsdC0Z5B8jR7ee5Pv3ZhFzKp7GnSJ477s3b/tEVlZqNou/WoGtgw2vfdYVRVE4sP4o875YwoQNI25ZwBxg8287GP/6VL5Y/hGNnql3V+9h34bjjHztBwZ935M2Lza66XKF+Vq++2wZW1cfo1q9YN759NnrgntqSg7r/j7K5nUniItNB8DH15lqNQOoFO5DUAUP/ANccXN3KAnMJpOgSKvHYLjSk7e20pQ8L4QgO6uAS/GZxESncv5sEqeOxxN1IRkhwNnZlpZtqtG+Yy3CKl07/p2Zlsucb9ezftkBgit5M+L71/D9j/MM8ZHJ9G06ihf6teXNEV3u/MPE3AHoWel9Wr/SjIEz+tzVOi4ej2H4s+PJTs1h+OIPadTx1v+3+TkFzBmxiJXT1uLo7kjfSa/T+tVmMs/MfSCD/GPGoDfw53ermfv57wgheO2zbnT9sOMt83wsm/w3R7acYOiv/8POyY6UuDR2/LEXo8FIt8GdMJlMt+ydG/QGelb+AM8Ad77Z8vldfaHH9P6Jk3suMPfw2JvOosnNKmBE3184fyKBHu+35cW3W1zTtriYdBb+uoPNG05gMgpq1Q2iactwGj1REW8fZ0wmQWx8BmfOJRJ5MYXY+AySU3JIz8gjL19bcpL2arY2lri42OLt6YSfjzMVQjypHOZFxVAvNBo1OdkFHNx3ke1bzrBn5zn0OiM16wTyaq+m1K1/7ZTI/dvOMnHIYtQWasb+/CYhlW9+LuWLXj9yen8UC46Pv6ujox8Hz2X51LX8fOKbu6oUdXDDUb7o9jU29tZ8sWLoNVds34gQgh3L9jLtg9lkJGbRsW9b3hjT/ZbJ9aS7J4P8YyolNpVpH/zCrhX7Ca4ewMCZ79z0JKrRYGRCr6k8+047qjetQtqlDA6uP8rJnWdp/WozarW8dkaO0Wi86cmyVTM2MOV/PzNq2eBrsnDeDqPRRLdKg2jZJYL3J716w2V0Wj0f95rF+ZMJfPrtKzRufeUCscICHfNmb2PZ4n1oNGo6dK7Dc13r4+PnQlGRnj0Hoti64ywHj8SQnWOe029paUGAnws+3s64u9rj6GiNrY0lGgs1KAoGg5GiIj05uUVkZOaRnJJDbEIGeXnmi4qsrCyoVT2AJg3DaNm0Ei7OduTmFLJ21RH+/H0fqSm5NGwSxvuDn8bT+0remviLqXz8xiyMBhPf/f4enr7ON3y/m5fuY+J7v/D9hk8Iq3lnqT/SEjJ4o8oAmj3fkCFz3ruj1wKsnb2Zb/vOIKiqP6NXfYJn8cV6N5Mck8rU/j+zZ9VBQmsH88H0PveUu0a6PTLIP+Z2rdjP1P4/k5aQQcd32vHWuFewc7S9ZhkhBN+9MxMUhW6Dn2XVjxsw6AzUbFGVZi9cGTI5tfssiVEpHPnnBG1ea35d8Adzb/7diI/R6wz8dHTSHV2unxCVQu/GIxk4uQftuje54TIzxq1i+dydfDr5FZq1vzL7KC4mnZEf/05cTDpPPVubt955EmcXOxKTsliy/CDrNp0gL1+Ls5MtDSNCqF0jkIphnmiNRiLj04hLyiI5PYfMnELyCrTo9OZxdwu1CjsbK5wcbPB0tcffy5kQPzfcHe2IiU3n2Il49h6IIv5SJmq1iqaNwujetSFVKvug0xpYvnQ/82ZvQ61WMWR4J5o0v3K5f1xUCgNfno5/iDtfL3z3hjNfbuczuZkJvaaxdcluZp34Bp+Q28/7YjKZ+GX4IhaN/5OI9rUYvvjD6/5mrmY0Glk+ZQ1zPlsEQM9RL9Hl/Q6ySPsDcjdBXk6hLEeadK5P7VbVmTNiESumrmH3yv30n9b7mhOziqLQf1pvxrwymekD51ClUSUadqh7zeXp25buZvWsTYTXDyO0VjBf9fyeQbPepV7bWtdsz0JjwdvjX2V4p69YMW0tXQd2vO22pidlAeDhd+MpmFFnElkxbxcduze6JsCfPpnAJwMXYmGhZsKUV6kTEUJuXhGTp29k5eojKAq0eKIyHdvXxMPbkW0HI1m17zQnF25GWxzMNRZqvNwccHG0xdXJFkuNBQqgMxgpKNQRnZDOvuPRFBTpiz8zqBjoQeNaIQz/9FksFRXrNp1k9frjbN15jsYNQnm/b2tefLUxzVqGM3rEMj7/ZAkDhnSgQ+e6AARU8OR/Izvz1eDFrFu6nw4vNbzuPXv4mqddZiRn3/bnCOaEcRsXbKf7x8/dUYDXFmqZ9NZ0tizaSYferek/rfd/DvVFHYvh2z4/cmbfBRp0qMP7096WFzQ9AmSQL2dsHWzoN/kNWr3SlG/7zGDkcxNo8WJj3pvyVkkRCbWFms9+H4ROq6cov+iaaZjHtp1i7ue/02fi69RoXgUbO2tyM/PQFQe8f6v/VG0adqjDr58v4YnO9W/7Clu9zhxwbzYnfsmsrdjYWdJzQLuSx2Kj0/hk4EKcnGyZMOVVvHycOXQ0hjGT/iYjM5+OT9Wix0uNiLyUzpzV+9l3IgYwB+jOrWvi6e5AkclIZn4BcanZpOfkk5yTRdHl4K9W42BrhWuAI9Vq+ePpZI+tRkNeThHHziYwf9V+fl25j1B/d7p3qMfCF3vz19pjzFu8m57vzqZ/31Z0ero230x/nVGfLmXyhNXYOVjTopV5mKlFh1r8tWAPi2b8Q/uu9a/rzWuszF/Hm111eyMGvYGpH/yCR4AbL3/83G2/Lis1m886f8WZvRd4a+wrvDT0uZueV9Fp9Swc8weLxi/HwcWOTxcOoOVLTeSJ1UeEDPLlVHiDikzbP57FX61gweilHN50gve+e4Mnuzct+XJaWmk4vPEYqfEZdOzblvTETOZ/uZSXhjxHg6evlBM8tPEY/pVunHVSURT6f/8Wfep8xJT//czYvz+5rS//5R3LjZJo5ecVsXPDSZ5+sT72juYLmvR6I18O+wNNcQ/ey8eZtRtPMGHyGvx8XRgzogtqawtGTF/N0bMJeLjY89bzjfHydmTvuThWHT1DVr45p4uNlQZ/dyecHWxwdbZDrVZAAWEU6PRGcvKKOBOXSlZxfh4rjZqISgF88FYrTEVGVm8/xeiZ6/DxcGRwz9bMndGbid+t5evv1xMZlcoH77bh87Hd+Oj9+Xw9dhUVK3nj6++Koih06dWUMR8s4NjeKOo0CbvmfRcVJ3+7k0pbv41fTtSxGEYuHXTbJffiziYwvOM40hIyGLFkEM2ev/6o4rLTe8/z9Vs/EHMqntavNaPft2/g6HZ7qRykh4MM8uWYhcaCV4e/QNPnG/B17+mMe20K25bupv+0t3HzMQ8NNHymHpkp5uGBxMgk/MK8afhM3ZJ1TOg11Vwg5OUnyM8pYMuinRgNJjr1a1+yjGegO71GvcQPA+ew/tettO/V8pZtc/MyH1WkJmRc99zx/RfR6ww80fZKJcnlS/YRfTGV0RNfwsvHmc1bTzP+29XUrRXEF8M6s2LLCaYv3o6DnRWDerbCZKkwd8NBEjNycLKzJiI8AAdHa7K0RcSmZ3E+JQNdTtoN26ZWKfh7OFG1qg9utjYYtUaOnLvEzpPR2Ftb8kLzmvR4tj6zl+1h0KQ/6dCsGqM+7cyvC3ex6I99WFio6N+3NcO/fJ63XvmRGd9vZNRXLwJQv3llLDRqDu08f12QT080D2G5et1esZGLJ+JYOPZPWnVvyhOdb+9aiVO7z/JZ569QFIWJmz+/6Ql6XZGOuZ//zpJJK3HzdWX0qk9o2KHuDZeVHm4yyD8GgqoG8O32L1n27d/8MmIRb9f4kPen9abFi+ZD7svDOGkJGRQVaEt6ajMGzyUrJZuP57/P2tmbObnrLLmZeVjbWbFx/la+2fpFyRhup37t2PHnXqYN+IWazavcctjGw98VKxtLok9fuu65qOLHKlU3l0nU6QwsWbiHeg0q0PCJikTHpvPV5LVUr+rP2M+6MOW3bSzbeJQWEWE8164Wk5Zu5WJSBjVCvGndsCInk1JYd/4CJiFwtLUiyNOFOpX8QAUGITCaTKCAgoJGpUIlQFtk4PSlFJKzzRdShXm70b1+XZKSc5i74QBOdjZ80KUpSQnZ/LJ8D/HJmXw9uAtGo5Elyw8SXsmHtk9W5cVXG/PrT1u5GJlCSKgnVtYagit6cfFc4nXvO+as+TH/0FsPeem0eib0moa9ix3vfP36LZcH2P7HHsa9NgUPf1fGrhl209QYZ/dfYEKvqcSeTuDpt1rT9+vX//NkrPRwkwmcHxNqtZpugzvx4+GJ+IV5M6b7ZMa+Mpmc9NySZUJqBnH+YBTTB87hhwG/cGDdET6e/z47/9zHuYNRNO4Uwed/fMTHc9/HK8iDjOKTp2DO+TJkznuo1Com9f4RY3ECr5u3R0WlOkGc2HvhuufSknNwdrMvScF8+EA0mRn5dOlWHyEEk3/YgKWlmlGfdOKXFXtZtvEor3WsT0TdYD74YQWFWj3vdmlCtlrP7B0HiU3LolnNEGpX9SPPysCh9CR2xMWyKzaWMxmpxOZnE5uXTWR2BnsT4tkWG8O+lEtcEvmEhXnQonYoarXCrzsPsT/pEm90akighxOj5m0gVVfIqPc6cCoyiY8nr6R3z+ZUq+LL9zM2kZtbxLNd6qFWq9i49njJ+/PwcSY9Oee69336QBQWlhYEV7l1QZY5IxYReTSaD2f2veUVspeTjH3R7WvC6gTz/Z5xNwzwep2eOSMW8X7jTynMLWLsmmF8+NM7MsA/4mSQf8wEhvsxecdo3hjdne1/7OXtGh+yf90RAIKqmOdIO7jaU71pOBM2fkZ+dgHnDkRSr21N6rapCcCB9Uc5s/d8ybi6ttA8luwZ4E6/b3txfPtp5n+59JZtqd0snKgT8WRflXYAQFekx+qqE7IH90VhZWVBnfohHDsRz+FjsfR69QkuJKTx68p9dH6yBq5e9oxbtJmGVQNpVC+Y7zbuokCnp139SuRY6tkYFUVMThbhgZ5UCnHHxt0SrYMgVVVIvDGXeGMuSeRTaGtE7WJBUJAL1St4UygMbIi8wNm8DFrWC8XPzZEfN+9F42LJy61qs2zHcTadjOTjt9py8FQc81btZ0C/tmTnFLL878M4OdtSo3YgB/ddydppZaNBq73+RPbBf05TNaLCLcfkj2w5yR+TV9OxTxsa3+KKVKPRnGRs1sfzaflSEyZt/vyGY+rRJ+Po3+hTFoz5g9Y9mvPT8a+p3772f65bejTIIP8YUluoeeXT55m6bxwOrvZ8+vQYvv/fLLSFWryDPXltRFead22Mi5czRzafQKVWUbVxJaxtrYg/n8jm37bz6vCuOLo5kHYpg6n9Z7Nz+T4A2vZoTtsezflt3J+c3Hn2P9tRr2VVhBAc2Hzymsc1lhYls28AIs8nEVrRG0tLC/5efwx7eyvat67ON79uJsjHhcb1KzBpyVZa1ApFsVfz+97jtKtTCZODwqozZwnwcCIsxJ0Ekcf+tAQyTIX4eNgR6ueEt7ctzh6WuHhY4uFlTbCfI0E+DujVRo5kJHK+KAO/AGdqVvDhnwtRXCjI5LnG1Th4MYEtUdG89UxDNh46T3xuLu2ahPPrir3YO1pTr3YQq9cfRwhBeFVfoqNSS4qT6HXG66Yqxl9IIvp0Ao3a1/zPzywjKYuxr07Br6I3b0/472RyOq2eMd0ns/z7Nbww4Bk+WfABltbX7kBMJhNLv/mLfhFDSU/IYNSfQxjyy/9kAe1yRAb5x1hY7RCm7R/P8x88w8of1tEvYiiRR6NLnjeZTJzdH0nNFtVw8XImPTGTZZP/xifEixrNzTnBVSqFWi2r8eWL37B/3REUReG9797AM8iDsT2mlJzUvZGKtQNx93Vh2/JrL4xzcrUjOzMfY3FOmdTkHLx8nBBCsPfARRrXD2XfyRhiEjN54/nGjF/0DxW8XbFxtmTzyUiea1yNjdGRaI0G6lT241BWEinaXKoGuqFxhgRjJpGFKeSrCrG1E7g5qXF1UuNgr2Cw0BKrTeeiLg2jvYFQf2eEhYndKXEEBLrg7eLAkhMnadegMml5+Wy5EMVT9Ssza/VeOhTn71+89hAtnqjEpaQsEi5l4unthNFoIjMzH4Cs9Dyc/pWMbdvKQwA063zznrnJZGJS7+nkZxcwYvGH/zmbJi8rn4/bf8n2pXvoM/F13vmm13WpElLj0xna7ktmDJ5LRPtazDz+DU1u8wSu9OiQQf4xZ2Vjxbvf9mL8uuHkZRXQv+EnLP3mL4QQqFQqAir7snDMHxxYf5TPn5+Ig4sdTbs0KBnTdfV2wUKjJqCyL0FVzPVXbR1s+GzxQLJTc5j45g/c7KpqlUpF664NOPDPqWtm2fgEumE0mEiKzwRAqzNgY2NJalouWdkFVKvix/pdZ/BwsSc5L5+UrDzaNQln5aHTdKxfheWnThPk7ozeVnAkJZEaQR6kqfKIKkgjxMMONxcFbIpIF+kk6VPIFpnkiExSDWmkGNMwWBZg52QkzNOeLGMe0fp0Kvg7k6bNJ1KbSaOKgfx5/BTtIipxJjEVS0dLHGyt+H3HMZrXC2P9rtNUrmT+fM5FpmBdPPR0eYjmUkw6PoFXLgITQrB5yV6qN66Iu8+NUx4AbP19NwfWHaXvxB6EFBfrvpHkmFQGNhvB6d3n+GTBB3Qb9Ox1y+xZdZC+tQdzZu95Bs58h1F/Dik5AS+VLzLISwDUa1uLGUcm0qBDHWYMnsuwZ8aSmZzFCwM70ua15pzefY7mXRvzxuju16SP3bl8HwvG/MHAmX3xDPTAaDT3vsPqhNBnQg8OrDvK4okrb7rdp3s0AyFYOXtryWOhxScez52IB8BSo0anM5CcYj5Z6ePlyMGTsTSsGcSfO49TO9SXPw6cINTble1xMXg62ZNMAXqMeHjacCIrkcrejhisCkjWpeHvpMHfGZzstNjaFKHS5KBocrC2LsDRTouno4EwF2uyTVlkq7Ko5O1AsjabQistXk527EqJpU6IL0uPnaR1zYos23+CtvUrsfVYJDUq+5KZU4jOVHwUkpZTkuVSY6EmIyWHzLRcQipeSSB2eNsZEqJSaP/Kf6cyaN6tMcMWfsCz77S96TJxZxMY0HQ4qfHpjFk9jFbdm17zvEFv4McP5zCi03i8gjyYfmgiHXq3lhc2lWMyyEslnD2cGPnHR/Sf2pujW07St/ZgDm44SrfBnegxstt1PcLLV8f2HPUSVRtXRghxTTKzZ99pS4sXG/PL8EUc3nz835sDwCvQjcZP12L9wp1oC3UAhFT2xs7BmmN7zScrnZztyMzIp7D4qlud0UhugRZPD0diU7IIDnAjITMHf18X0gsKsHbWUGDQo9gLsgz5eLpZEFuYQlV3Oyyt88kxphJgD5WcBT72uXjZ5eFll4e3fS6hTnrCnNQYlEyERQ6hrpZk6LPBugh3e2vijVn4uzhyJi8NF3sbYguyUVSQZ9IjBOTqze8hMc28Qyos1JOVWQCAo7Mtxw9EA1C17pUd5ZLv1+Hi6Ujz/xiqAfOMpBbdGt80IJ/df4EPm3+GQW/k221fULf1tdXGUmJTGdj8M/6Y/Ded33uK73aOxr9i6VUYkx5OMshL11AUhU792jN133gc3Rz4uP1o5ny2qKSH/s+inWxdspucjFx+Gjqfp3u3pmmXhiS10hgAACAASURBVCWv/fe6Bv30Dv6Vffiq1w+k3eDCJ4BObz1JTkY+G3/fA5iDWc0GFTi06zxCCHz8nImPTS+pypRZnFUyT2cOqMn5eTjZWrE7Jo4aQd6cTk/F18uOXEMhNnYmFEWPh4OJHEMG4c5qHK2zUZQU/Gy0VHOEcIciwh2KqOZoIsTOhKUqDY1FOmFORiwtirCwzMXX3ooUUzpudpZkqwv+3959h0dRtX0c/57tm94IvXdBQLoKKB1EQBEVFaUpIiCC9CYldBCRooiKICqIgFgQpNgApRcB6R2SkISU7XXO+0di3odHQB5FA+F8rmuvJFtm751Nfjs5M3MfXH4fxQtHcSg5hbtLFmb3mYuEW80kpmeHe1qGI/e1XDyfTnRMKBaLkZ0/HiE80kq5KtlDWycOnGff5qN06NX0hqfWu5q93x1gSPPxWMIsvPHT+D9M1rF9zW5eqjWUc4cvMOrTV+k7p8cfdsIq+ZMKeeWqSlctwdwdU2jZtTEfT1jJqIcnY0u3U75maRaNXspzZfvS6LH6PNK3NcA1x90tIWZGfdIft93NuI6vX3HUzO/uvq88lWuXYdmsdblb87UbVSQlMZMzxy9RtnwhLiVn5YZ8pi17y9iWc+jmyZR0ShSKxunzkRpwUSQ6nGNZqRSOMRHEhzA5iLVIIi1ZWPQ2Kkf4iTKlYdYlUsjsonRIkNIhQYpaPIToLxFmSKFsmJN4iw90qVSIspCppVE83IrX4CLL76ZskWj2pSZj1OvQmXVczLBRMDaMlMzscLfntGsID7dw4lgypcvG4/MF+OW736jf5K7cvjWfzf4Wa5iFVp0bXHc9Xs+Wz7czovVE4ovH8foP465oQREMBPlg1FJGtZ1CgeKxzNsxhQcev/d/fg7l9qVCXrkmS4iZge+/RP/5Pdn//SH61h2Ox+nljc0JFCgeS8al/z8Z6npjuqXvLsHghb05uuskC0cu/cPtQgi6jmhPWmIG6z7aAsC9TSqj0+v4cc1+KuXMApWVlh2gmZk5W/JuLyajjsQMG5oeDAYd52xZ6CyS+HALie5MYsMkcRYdQZFGhXADVkMK8SY/5UIcxBlTsXCaKF0KUbpUQsQ5IvSJlLJmUDZEh45EqkQI7IFkykeasct0AtJL6dhwzjjT8WtBihSIIMWVfdSM3qDHnvPB4/Fkf1hFhFk4fTKFu+4uxp6tx3E5vDRslT2McuLAeX76cjftejxIWGTIn67Hq9nw4Y8kPDGT8rXK8MbmhCv6wGekZDG89UQ+mbSKll0bZw/PXKMHkZJ/qZBXrksIQZuezZnxwzj8Xj/9G4xiz8YDzN87ncJlCpKWePUhmP/W4NG6tO/TipWz1rB+8Q9/uL3a/RWoem95ls9Zj8flIzounNoNyrPh892Uq1AIo1HP0UOJREeFkJaafZauxxtAk6BJidPvJyYyBCkk551ZmMxQNNyMI2DHqM+ifJgBn5ZI5VAwcpZSFj0VLQ6KmVKJ0J0hQneagoZkypvTqWg1I7TzlAv1AelUihA4g6lEmgTFIi0k+TJwB/2EhRjBIEh1ZIe8X9NyZ5pyu7L3H2SlOdA0Sa26Zfjuy71ERIVQo372jEsLEz4nIjaMjn2as2X1Dr6av55d6/dz5tD53PVyvS37te9vYnq3eVR/sApT14++Yk7X3345yks1B3NwyxEGvvcSgxb2vqFpHZX8R4W8ckPuql+Bt3ZPo3ytMkx+5k0WDFpC6+ebElfk6v3gr6bXjGep0bgKc/p9wNnfLvzh9i7D2pJ+KYuVb60HoM1T9UlPtbN78zHurlGCbVuPU6lCYU6euITJqMfr9ePPOcHIHfCj0wt0ekBIUrxZCJ2PUuEmrHoffnmJimE6BKlUtAYxaKcoZoqkoiWU8kYb5Y1ZVDBDaUshjPICpS2ZROm9FDU78GkplAzRE2MJcNmXQVD6MRkhzGrCHfTj8PmQgMvrQ0fOkNJlBxHhFo4dukh4uIWCBcL5eeMhmra/B6PJwIFfjrP3x8M83qc5O9ftY8m4FVw8kczuDb/y4bjPWLvwOyD7Q/ZqQf/Z618x84X51GpRjQlfDcMaZs29bfXctbz6wBhMFhNztk2iVfcmN/weKfmPCnnlhkXHRzJ90xgeebk1q95cw5Bm4696slP2XKEz8P3Xqft6g56hi/oQEm5hVPupZKVd2b+lav3yNGpXi+Vz1pOWlEnthhUoWDSabz7dTqPGlbl4Pp0ShaO5mJRJiULR2HJ2wEL2dIIBqWE26RE6DZ1O4gi68MosilihiFkQCCZTyuQkRHgpZwpg0g4Sro+jsOU+ClsaEmMsjzF4jOKGy8QbI4nWJWLVeSgbYkIn0nEHbRh1QSxGCLcY0YTEE/z/fQwZNjdCSoSAUydSqVK5KNu2nqDe/eX56pNtSE3y8NP3EgxqvDP6M2ILR9Gm6wP8+uNvPDf2cXrNeI7H+rehZdcH2b3hVz6Z/Dmapl0xhCOl5OOJK1kw+EMeeOJexn8xNHcHasAfYF6/hczrt5A6rWvw1q6plK1e6ma89cptTIW88j8xGA30ebM7wz/qx9GdJ+hbdxgn9p2+4j7Jp1PYvHI74x6bntvX5nexRWIYt2ow6YkZzHh+Ppp2ZSOzbqMeQQtqLJn6FTqdjoefqs+vO05RvGgUJpOB9OTsD5UIi5mLiZkIIMxsQkrwB4NIQOhAr9Mw6YMIfHi0dEL1NkpbQjDgopA+HYs+mtLmqsRpxwkJ7CUksJuo4CFKmYoRY7qLcHmYWIOVoiYPAS0Zg/ASavATYYIwkwGhg4AMokmJSa9HAB6PH5fTR7H4KFJSbBSIDMVh93B/wwqsXb6d+5pXoUiJWL79eCsnD5yn57iOWEPNxJeIZfua7DNe44rGUKNxVR57pQ1pFy5z9tCV//F8MmkVi0Yvo2nnhgz/6BWMpuwjcpw2F6PbTWH13OwWBmNXDb5i+Ea5c6mQV/6SJk835I3NCUhNMqDhaHat3597W5uezRnwzovsXLuPsR2m4/dduUVfqW45Xpjame1r9rB4zPIrbitUMo52zzdm/dKfObj9BK2fqEtouIVVH2yhYeNK7Np6gpLFY3Gku/D7gliMBkIMRvz+IC6fH28wAEh0AgxCw6L3Y9X5QboQ8jzFTGaMwkBh4UOnZSEipyDidyDi9yGiFyJ0MURrp4kyViFGl46mXSZM5yPKKIky6bEadOiEJIhGUJNIDUKMRgw6HUhISsokwmxGpxOcP3aJAvHhpJ6/jMPmof2z9+O0u/lo+tfcVacMDdtl92dv36cVaYnpvPHiApxZLsxWE+VrlcZoMbJ97V4gewv+g1FLcwN+yKK+ufOqJp26xMv1hrNn4wEGLOhFr5ldrzn5unLnuSkhL4RoJYQ4KoQ4IYQYdjOWqdz6KtQqy5ztkylSthAj20ziq/nrc2976IVmDFjwIru+3c9r7af+YYu+fZ+WtO7ehKVTVrP9mz1X3NZ5cBvii8fw1rBlWEJMPNa9Edu/P0y1asVxOryUKBTF2ZNpmAx6YsNC8Hr82BwevN4AUgMQZAe9xCA0TLoAITofRvzotIsUMpZBIBGxyxHWDghdFEIXgjA3QMQuBUN5YoQDKR1E6g1EG42E6rM/NEAjKDUCQQ1fIEggEERo2f9ZWIx6Aj6N1ItZVK1UhEP7z9O67T2seO8nqtYqRdVapVg86UsyU+083rd57jBMSLiVV995EWu4hcnPzuHQz0cxGA0YjAayUm1IKflw7HI+mbSK1j2aMviDPrl9aPZsOkDfesPJTMli2sbXeOj5pv/gO67cjv52yAsh9MA8oDVwF/CUEOKuv7tc5fYQWziaNzYnUKdVDWb3fpf5ry7KPXGqdY+mDHzvJXav/5Vxj105Rp/dyKwrZaqVZGqXeZw7fDH3Nmuohe6jHuX0bxdZ99EW2j5dH2uomd3f/UbpsvGcP3oJARSJicCR6cZp96H5JWRnMFKClCJ76AaJQYBFJ7EKDR1gCJ4A6xMIw5UnDGXXZUWEDURolwnXRRGuN2IkgCDA7wHvCQZx+wO4fH5cbj92hxevy0+UxUJkqIXMNCdmdBiNejSXl/RUO11fbcmJX8/x9Qc/cl+LqiydsJLlM77EmXPMf2yRaJ4c3I76bWoypctcZvR4m+3f7OHZ1zqyZNxnfJSwglbdGtP/nZ65W+kblvzIiNYTiSkUxextk6me0yBNUf7TzdiSrwuckFKeklL6gGVA+5uwXOU2ERJuZeyqwTzStzUrZ61hfMfXcefMp9qqexP6v/MiO9dlD90E/P+/o9JkMTF25UAMJgPjn5yZO8cpQKP2tajeoCILEz7HZXPToWsDft74G40aVSDxXDoVShckI8mOy+ZFBMGEwCh16DQdUhNoMueCQEoNgYZJp8OEDoGGMF/nhCDz/YAJqy4cPX4giETi1zTcgSD+oETTBCIoEEGQfonXFSArzUmU2Ux4qJnDu8/SqEll1i7bzj33laNS9RK8PeJTwqJCOH/wDMUqFMbj9PLxxFWc/e1C9gxdBaN4+MXmzN6SwHNjHmfGptf4Yu46loz/jBZdH2TAu71yt+CXTfmcaV3mcnfDSszakqDaEyjXdDNCvihw/j9+vpBz3RWEED2FELuEELtSU1NvwtMqtxKD0UCf2d3pPasb277axaDGY7HnnNr/0PNNc8bo9zK58+wrxugLlYpn2Id9OX8kkTdefCd3R6wQgv4zOxMMBHl37Eoe69aQ2IIR7NxwiCLFovFmuPHYvERYzERZzJgxYAjqMGo6TJoBNAMBTUdA0xNElz3Nn/Sj+/1IFXHt2ZSEMIEuDEEQKTWCUuLVNNxBDb+mI6gJZFCg13SYpA6rTo8JHUGvRvKZdIrHRxIIBAnT68hKd/Lsy8358r3v+W3nKXqO60j3CZ3oMu4JajWrhiXUzOq5664YsoqKjyS+RBzrF/3AwpGf0PSZhgx450V0Oh3BYJC3Byzi/RGf0Pip+5n4zUjV+125rpsR8lc7Re8PB/ZKKRdIKWtLKWsXKFDgJjytcit6tN9DjP18CKd/PcugxmNJOZ89WfZDLzSj5/Tn+OmzX5jcefYVR9XUbHo33SZ04vtlP7PijTW51xcqGccT/Vqx5as9/Lr1GM/0bsqxAxeoVbMkF0+nUTg+ArMmcKS78Tr9BDxBAh4Nn1fi9wsCQRM+zYBPM+CXBgJSEPj9mHPt0jVfg9RcoGXg1+x4NR8uLYA7SPZyND0yaEAf0KPzCaRXIj0aZk1HgfAQzDo9Zw8l06BRRb5dvoMHH65OfKEIlkz7mtpNq9D0iXrUe6gm8cXjqHJ/RR58/D5KVC7KL1/t5sfPfmH8EzPZvHI7X81fz7tDP+KBJ+5lyOK+GIwGvG4vk595k1VvruGRl1sz9MOX/1a/G+XOcDNC/gLwn82tiwF/nJ1ZuWPc27Y2478cRvKZFAY+OIbzR7PH2x8f2JYXZzzH5hXbmN37vSuC/snB7WjQoS4fjFrGr5sP517fsU9zSt9VlFkDllC/SSWKl41nz6bfKFI0CunwY7vkxKjpCBF6zFKHKahD59cR9Otw+3U4/CZcQQtuzYxHGvCjITEgfb9c+wX4NgMSt3Th1DQ8mgGPZsIdNOH1G/H6dAR9AumT4APNK/HafThTXBQvGIUWDKI5PAgh6DagJfOGLcPncFHp7qIsSVhxxdy4JSoXpVHH+jTqWJ+lkz8n6VQKAZ+f2b3fpV6bmgxZ/DI6nQ6nzcWQ5gn89Nk2XpjamT5vdldH0Cg35GaE/E6gvBCitBDCBHQCrt1AXLkj1G5RnWkbXsPj8NDv3pEc2XEcgI6vtqXT0EdYs2AD7w/7OPdsTiEEr77zIoXLFmRcx9dJvXAZAJPZyMA5XbClO/ho2tf0Gd2OSxcyqFgmnvTELOKjwwgTeoLOIJpLQ3okwgv49PgDBtwBI7aACVvQglOG4sOKGyO41yA1xx/qllIinYsIEoJLSlzSjEMLwR6wYveZ8fj1SL8evV+HKaDDrAnCdUYizWbwaVw4col69cqybf0hHnnufg5sPcbPX+/BRBCL1YQz00XvOsP4ftnW3OeMLRyNy+4m9cJlWnVvzNTn5nB3o8qMXv4qJrMR22U7Ix6axNEdJxj16QCeGKx2eSk37m+HvJQyAPQFvgUOA8ullIeu/yjlTlCxTjlmb5tEeEwYw1pO4ODWIwB0n/Q0bXu1YPmML1k85tPc+4dFhTJ+1SD8Xn/O2H32TtqyVYvT/oUmfLN4Mz6Hm4at7mbHhoOUK1+QQJYHz2UPeh+YAgKDH/Q+gfTq8Hn0OL1mHD4rtoCFjICJywEd6YHLSGlDZg1FyuCVRbtXgH836ZoDh2YmI2glI2Aly2/B5Tfh8xnRPDrwgHRLpEvizfLiueymcHQ4VpOBpKNJxBeO4uEn6/LumBUUiA+nUYd6PNa/DS/N7MKghS+xdMpq3h/xSe7TGk0GHh/YlncGLqbK/ZWYuGYEZquZzNQshrZI4PjuU4xc2p9GHVUHSeV/c1OOk5dSfiOlrCClLCulnHgzlqnkD4VLF2TGd2OIio9keMsJHNxyGCEEfef2oFW37DbG63L6tAAUq1CEAfN7cnDrUeb2W5h7fZfh7ShZsTBvDvyYp19qggDMgSCOyy7iIkKwagLh1hBu0LlB5xFInwG3z0i6z0KaL5TLgQgytFBs0ky6JsC7AZnZF+nbjfQfRbPPQNpG4sVKluYnLWgmPRhGhj+UDG8Idq8Rv9eA3qvH6BOYAgKLJgg3GDFLHSmn0qh2dzEunEjh+SGtmT9yOU6bmxcmPokW1Ei9cBkpJbWbV2fqtyPZveFXPpqwEoCoAhF8PGEF8SXiGLNyENZQC8lnUni5/gjOHb7AuM8H0/Cx+v/226fkA+qMV+UfF1+iAG/8NJ7YojEMaZ7Az1/sRKfT8cr8ntRsdjczX5jPpo83596/caf7eXJIe9a+/13usIbZauKV1zuTnpzFlws20e3VVhzbc5aa95TAkWgjkOXLDt2AwOgX6D0C6dLj8RiwuS2ke8NJ8YeR5I8gKWAmXfOQrumR3h+R6U8hL7cF5wKcRHIhkEpSwExKIJxLvnBSvWFk+Sx4PCY0lx7hFggX4JJojiDeNA9hQk+BuHAO/nSUe+4tR9Dt5Zd1++k68hFqNKpMwBdg5aw1uYeJRheMYtD7L+GyuUg6fYnR7aYQVSCC138YR2RcRPYk283H48hwMuP7cdRpdU9evHVKPqBCXvlXRBeM4s2tEyhbvSQTnpzJznV7MRgNjFs9lGoP3MXrPd7i4Jb/3+HaZezjVLmvIq+/MJ9ju04CULlOGR7r05y1S7YQE2WhTKXCnD9wAYvBQFyoFZ1TQzqD6FygdwuES6C5Tbg8ZtI8ISR7Ikj2RZIYiOSc30qqJjkTyCRJs5ImwzgXcJMUSCMpEEpKMIokfzTJ3khS3KHY3BZ8HiN6jwGDW2DwgckPoRiIsphxXHJQMMKCALr0b87bI5dT9u5iPNKzCRGx4fSZ3Y1LZ1OZ0GkWR3acIONSJif2nWHv94cY1HgsAV+ACWtGEFs4mrTEdPo3GEVmio1Ja0dSuV75PHrXlPxA/JWZaP6u2rVry127dv3rz6vkPXuGgyHNxnP6wDkSvhxKnVb3YEu388p9I0lPyuT1H8dRrkZpADJTbfSuOwyTxcS87ZMIjQgh4A/ySqspZKTYGLLgeUb1XETpGiU4fCoVUcCKL1KPJxTcoRJfJPiighDlJzzCScEIO6XC0ilpSaewKYNCRifhwkW0IRQh9DiDHjKCksxgGBf9sZzzRHHGGUOiPZL0rBACmSaMmQZMWQKzDcx2iSE9QKhXUrZoLKe2n6TbwFbs37CfA78cZ86GEZSseOVJSkunfM6ZQxfQNI2Lx5Lwur0knbzEzB/HUalueS4cS2RYywnYLtuZ8f1YKtQqmxdvk3KLEkLsllLW/l8eo7bklX9VeHQYM74bQ6mqxRnbYTpbV+8gIiacaRvHEBJh5bV2U0k5l32yXFSBCEYs6Ufy6RQmPv0mwaCGwajn1Tefw57h5PO563my54Mc33WGMqXiMHo0tHQf0h5E7wKdC3ROHZpDj9NlId0ZRqIrmvOeGM554zjljeWsP4Yz/lDO+EM474/ijC+Os74CnHNHc9EVRYozHJvLQtBlQufUo3OC3gV6l4bRI4mxmDFJwaUjiZSvWpQIq55da3ZTMNbKT8u3svHjzbln/wI8NexRXpjyDH1nd8NkMXDxWBKvfTaQSnXLczkpg6EtEvC6vEz/TgW8cnOokFf+daGRoUz5dhRlqpci4YmZ7Nl0gALFYpnw9XBcdjeDm43HkZk921LVBpXoO7s7u77dz6fTvgCyj7Z5fkwHdmw8SFSokVLlCpJ59jLSEyDabMbqA71bYnCB3gk6h56g04TdZSHVGcYFZzRn3bGc9sRxyhvPSW8sJzwxnPTGccYTxxl3DOfc0SS5wsl0WfA5TeicBkwuHWaPwOKDkKAOix+cSXaKx4fjdfno/FJjZvddSESUlaGLemMNs3By3xk+SljJxeNJua/faDawcPgnHNp6lH7znqf+w7VIS0xnUOMx2C7bmbR2JBVrq4BXbg4V8kqeiCoQyZR1IylRuShjH53Gvu8PUrZ6KSZ8NYzk0ymM6zgjdydlmxea0rjTfXw4djnb1uwGoG2PB6nRsCILE1bzbJ/GeB0eSsZH4EqyY/JCSEBg8YLZJTC5dOgcBvwOM1lOK5ec4Zx3RHPGGccpZxwnXXGccsdx0hXLaVccZ50xJDsiSHeE4HaYkXYDejsYnGBwgc4p0TL8CEeAUsVjObn3HM/0bsIn077GYNTz0oxnKVe9FO1eakGDR+tiCTWz8ePNBIMav3y9m9l93uOb9zbx1PBHaf18UzIuZTLyoUmkXUxn8tqRlK9ZJi/fGiWfUSGv5JnQyFAmrR1JfIk4xnaYzuHtx6naoDKDFvZm//eHmPzMm0gps/vYvN2TMtVLMb3bW1w6m4pOp2PgnK5Yw8wsnrCaZ/o05cyBC5QqEYvO7kdm+NE7JUY3GF1gcAiE3YDPbibLbiXFEUaiI5JzjhiO2iI4ZY/mlD2KC44oku3hZDiseOxmsBkx2HUYHAK9E/RODYMzSLTRhFWnI/V4MjXqlcGZksXRvWdo9tT9fDr1C47sOIHJYqLKfRWp07IGJ/ae5tDWI9kTqqzYRtPODek24SlcNheDmowl8UQy4z4fQtUGlfP6bVHyGRXySp6KKxLDxDUjiIgNZ2jz8RzbfZLmzz7AizOe4+cvdvJRwgoArGEWRi19hWBQY9zjM3E7PMQVjmLw3K6cP55M8rGL1GlYgeTfLhJuNhEhDOhtQfR2DYMDjA4w2gXCZiBgN+GwW8hyhJBiDyPJFsGFLCuX7GGk2UOx2a347NYrAt7gBJMbQgM6IjDgSnYQYzJi1Oto3q4GK+atp1XnBvR7sysPPd+Er9/ZwNYvdgLZk6TUa1OLb97/jgWDFlPl/oq88nZPPC4vCU++wYVjSSR8NYyazarl5Vuh5FMq5JU8V7BkAWb+NJ7wmDDGPTaDpNOX6NC/DU07N+TDscv55t2NABQpW4jhS17m1P4zzOn7PlJK7nmgMh37NGfth1uoXbcUUdGhWHwB/Oluog0mLB4wODQMdjA4wGQX6GwGZJYJv82K02bBYbNgs1lx2Kz4bVYCWSZ0NgN6mw6DXWBygsULIT7Q2YJ4U1yULRlL0olLPD+oFQvHrqRExcL0mvA4AM2ebUSV+yuydfVO5ry8kMSTyXw1fz2/fLmTAsXjsudlNRsZ33EGezf+yoAFvajRuGpevgVKPqZCXrklxBWJYeyqwbjtbl5t9BqXkzIY/EEfarWoztyX3+dATtOyeg/V5JlRj7Hx4818Me9bgOwTjhpW5IMJq+nWrzlZKTaKFQjHnWQnNKgj1KfDmBP0xpygN2Tp0NsMiCwT0mZCyzIhs4zobUb0WXpMNoHx94D3CCxukOl+jM4AJYtEc3bfOdo/ex8bPvwJp83NsLe7Y7ZmT6gdGhFCi+ce4PGBbfF7/Xw4fgVpFy+j1+sYt3oIIRFWZvVawK5v9/PK2z1p1a1xnq13Jf9TIa/cMsrXLMO0TWNwZDp5rd0UXDY3Iz5+hUKl4xn18GQu5Byh8szIDtzbthZvv7qYX3/6Db1ex6C5XQkJt/DhxM/pPrAViUeSKF+qAP5LTsweSZhfj9GeHfRmZ06A23WYbDoMWf9/MTt0mOwie3jHASEeHWaXRF72Ey71RFnNpB1Noso9JTH4/fy28xT9Z3amdJViV7wWvUFP6arF6TevB7Y0G47LdkYtG0DpqiVY/NqnrFv4Hc+MfIyHXmiWF6tauYOokFduKeVqlGb08oGcOXie19pPxRJmYcq3ozCYDIxuO5msNBs6nY6hi/tSpFxBEjrNIvlMCrGFohj3UW8yUm3sXLOHhzvV4/SeM5QpEUsgxY3JrREe0GOwaVjdOox2CHFlfzXaBEabwGQTmBwCs1PkfBhILF6Ql/1E6wwY/RrC5iY6JozGLauw8q0NtOrcgAc71Lnm63l/+CfsXLuXvnOfp2azanw67QuWTv6cVt2b0DWh07+4ZpU7lQp55ZZTt/U9DPqgDwe3HGF8xxlExUcy7vPBpJxL47VHphHwBwgJtzJu5WCC/iCvPTIdr9tH+eol6TPlKfb+eBh/ho37m1fh3N5zlCsVRzDFRahPYHWCwR7E6gKLW4fJBiZ79sVoB4NdEu7Vo88KEqkZCF7yEqs3Ip1+InQCn8tHj4EteW/MZ1S9tzx9pmQH9Zdvr2fL5zuueB1rFmxgxcyvaNurBW17tWDb17t5b9hHPNjpfvrP75kXq1a5A6mQV25JTZ5qwCtv92T7mj3MH/hhzqGVffjt56PM6PEWmqZRonJRhn/0Mmd/u8DUrnMJBjVaPn0fTw1ozfqlv1CmRDT31C/L+b1nqVy+MO5EO/EWC6T6WC8wIAAAEWRJREFUiZUmyPRjsGmY7P9/IT1AWECPxSkx2DWi0CPcAQpYTWQmZfHKuEeYP2wpETFhjFjwPAajnl9/+o15r3zAd0u35PbHP/TzUWb3fpe6D91D7ze7sXvDfhKeeJ0y1UsyeGFv9AY14Yfy71Ahr9yyHn6xOY8NeJiv3v6WRaOX0bjT/XRN6MSmjzbzcUJ2i946LWvQc1pntqzakdub/tmhbXmwQx0+mv419e4rQ/W6ZTi+7QS1a5Qg40wG8SYzRrdEu+TFaAtS3BJGydAICumtmLOCuC86KVsgmsAlB1EhZiKE4PKFdAZPeZyPp3yB1+0jYenLRMdHkHgymYROsyhSriCDF/ZGCMH5oxcZ22E68SXiGLl0AOlJGUx48g2KVSjC1PWjMVlMeblalTuMIa8LUJTreWFaZ5xZLj6euJKi5Qvz9IgOnD96kSXjP6NgqQK06PIgj/Vvw7kjF1k29QsKlylI6+5NGDi7Cy67hwWjV9Br0hNERIXw07oDVK9flstOLxfOZlCiZAwxhSOxOT2gQXRoKCXCwjhzJJkLh5KoV78sJ7efwu8LMOrNZ1gyaTXJZ9OYsOxlSlYsjNvpYfQj09CCGgmrh2ANs+BxeRndbioAk9aOxO3wMLRFAlpQY8zKQUQViMzjNarcaVTIK7c0vV5P//k9STp1iTdefIeI2DD6z3+RjORMXu/xFoXLFOTuhpXp82Y3Ui9cZlavd4krGkOdljUY+d4LTOyxgLeHf0r31x6l/ODWfDDzWyKirLRqUZUTp1M5vO30Fc8XEmKiZs2SWDTJ5jX7KVa6AP3HP8qCkZ9y6uB5Rn/Qi2r3VSDgDzC58xwuHE1iyrcjKVahCAF/gKnPzeHi8SSmbXyNwmUKMrRFAqnnLzPl21EUKVsoj9aicidTrYaV24It3c6wFglcPJ7MG5sTKFQ6nl73DMbr9jHjuzEUr1gUt9PDgIavcelcGlPXjaRC7bL4fQFm9FnET1/upv0LjXnw8frMn/Q1R389T2x8BNXql6VI6Tg0BH6vn8STKez44QiaJnn4qXq0aH8Pk194j5SL6YxY8Dz1W1UH4M3e77Hm3Y30nd2ddi+1AGD+wMWsfONres/qRvu+rZj63By++2QLw5b0o+kzDfNy9Sn5xF9pNaxCXrltpJxP45X7RqJpkpk/jsPvDTC4yVgsYRbm7ZxCREw4KefSGNRsPC6bm5nfj6VE5aIEgxrvjlnBF+9+T6VapRk4pwvnz1xmw+e72bftJG6nN/c5YgtGcG+Tu3i0awOO7DjJW8OXYTDqGb2oF1XqZneGXPHGGhYMWcKTg9vRY9LTAHy/bCuTnp5F214t6PfWCyybupr3h39M14ROPDPysTxZX0r+81dCPnt2+n/5UqtWLakof8Xpg+fko7FdZc8aA2XWZZv8bdsx2drcSb764GvS5XBLKaW8eCJJPlG0p3yq5Evy/NGLuY/9cfUu2aFsf/lwsb7yvfGrZMrFdOn3BeTZE5fkycOJMvlCutQ0TR7edUqOfnqubBXfS/ZvPVUmn03LXcY372+SzQ1PyvFPzpSBQFBKKeWBLYdlC8MTcsADo6Xb6ZHfLvpeNhMd5YROM6Wmaf/uClLyNWCX/B/zVm3JK7ednev2MuaRaRSvXJRZWybwy5e7mPrsbO5tX4fRy19Fr9dz+sA5hrScgNFsYMo32S2NAS4nZ7Jo0hds/HQbQghKVS5C9QYVsYZZyLps58DPxzl/PJmwqBA69W/NIz2boNdnH4S26ZMtTOs6j1rNqzHu88EYTQaSz6TQv8EozCFm3to5hcSTl+jfYBR33VeRiWtGYDIb83JVKfmMGq5R7hjbv9nD6LZTaPZsIwYt7M3q2Wt5+9VFtOrehFff7YUQglO/nmVY60kE/QHGrhrE3f/RxjfxTCo/rd7F7h8Oc2zvGXwePyHhFu6qU4baTavS4ql7sYZacu//7aIfmNnzHao9cBcJXwzBEmLGkenk5frDyUq18foP4xA6Ha82Go013MqbP08krkhMXqwaJR9TwzXKHWXxmE9lM9FRvv7821LTNPnBqKWymegoF4/5NPc+iSeTZbe7+suHQp6R3y7+4arLCQaD1xxWCQSCcuHoZbK54Uk5tNUE6XZ6pJRSelweOajpWNnK9KTc/+Mh6XK4Za+ag2XHgj1k4qnkm/9iFUX+teEadQilctt6dszj+H0Blk35nFJVitNl/JOkXEhjyfjP0IIaXRM6UbhMQWZtTmBCpzeY0eNt9v9wiN6zuhIaEZK7HJ3u6ucEpl1MZ8bzb7Nn4wFadn2QfvOex2gyoGla9rK+P8TgRX2oVLccw1pO4NT+M4xZNZjCpQv+W6tAUf7c//qpcDMuakteuVmCwaAc8+hU2Ux0lGvf3yQDgYCc0eMt2Ux0lJ+9/mXu/QL+gFw8drlsaeokHy/SU341f730ur1XXabb6ZErZ62R7aO7yjZhneXXCzbkbukHAgE5tesc2Ux0lEsnr5JSSvlW/w9kM9FRbvpk8z//gpU7GmrHq3In8vv8jGo7hX3fHWTEJ/1p0KEuE5+axeYV2+g+8WmeGv5o7n2P7jzJO0OWcHDLEcJjwri/fR3KVCtJaGQIboeHk/vO8POXO8lKs1Oz2d30m9sj9yQmKSXvDPqQlW98zXNjn6Dz6I4sm7KahSM/oX2fVvSd0yOvVoFyh1A7XpU7lsvuZsRDEzn8yzGmrB9NtUZ3Mb3bPDZ9vJn2fVrx0qyu6PXZTcGklOz7/iDfvLeJPRsPYM9w5i4nPCaMao0q0+GVh6h6fyWEELmPmf/qYla9uSY30Dev2s74jjNo8nQDhizum7t8Rfmn/Os7XoHHgUOABtS+0cep4Rrln+C0uWT3u16RbcM7y90b9stAICDffnWRbCY6yuEPTZSOTMcfHqNpmkxLTJcXTyTJtIuXr7oD1uPyyAmdZspmoqOc2+99GQwG5a71+2Rrcyf58r3Drznsoyg3G39huObvdqE8CHQAfvqby1GUvy0k3MrU9aMpVDqe0e2mcOCnw/R6vQv95/dkz4Zf6VN3OMf3nLriMUIIYgtHU6RsIWKLxORuuf8u5VwqAxq9xo/Lf+H5KZ3pPasbR7YfJ+GJmRSrWIQJXw9XXSWVW9rfCnkp5WEp5dGbVYyi/F1xRWNzm4ONbjuFnev20qZnc6ZtfA2vy0u/e0ewaPQyXHb3dZejaRrrF/9A79pDuXg8iXGrh/DkkPYc33OKoS0SiCwQwYSvhxMRE/4vvTJF+WtUP3kl34kqEMn078ZSrGIRxnaYzg+fbqVao7t4Z98MGj1+Lx9PXEmX8i/z4djlJJ269PvQI5A9tv/dJ5t5uf4IpnebR5FyhZi7fTL3tq3Nib2nGd12ChGx4cz8cTzxxePy8FUqyo350x2vQoiNwNV6pI6UUn6Rc58fgEFSymvuTRVC9AR6ApQoUaLW2bNn/2rNinJDstJsjHl0Goe2HuXpER14btwT6PV6juw4zofjPmPn2r0AhEWFEl0wEp/Hz6WzqQAULV+Yp4Y/SvPnHkCn07FrffbMTqGRIUxeN4qSlYtd76kV5R+RZ0fX3EjI/yd1dI3yb/H7/Mx+6V3WffA9NZpUZejivsQVjQUg8WQyu9fv5+T+sziznAidoORdxalcvwI1GldBp9MhpWTFzK95b+gSStxVjIlrRqgteCXPqJBXlGtYt/A75vVbiNFipPesbjR9puEfdrL+t8zULOb1W8gPn/5Mw8fqMfiDPljDrP9SxYryR/96yAshHgXmAAWATGCflLLlnz1OhbySF84fvci0LnM5suMEleqV5+kRHajXpuYf2hrYMxx88+4mlk5ehdvhoVtCJ54c+siffigoyj9NnQylKH8i+6iZH/lw7Keknr9MgWKxVKhTluj4SKSEpFPJ/PbzMTwuL3Va1eDF17uo8XfllqFCXlFuUMAf4KfPfuHnL3dyct8ZHBlOpJQUKh1P+ZplaNOzOeXuKZ3XZSrKFVTIK4qi5GN/JeTVcfKKoij5mAp5RVGUfEyFvKIoSj6mQl5RFCUfUyGvKIqSj6mQVxRFycdUyCuKouRjKuQVRVHyMRXyiqIo+ZgKeUVRlHxMhbyiKEo+pkJeURQlH1MhryiKko+pkFcURcnHVMgriqLkYyrkFUVR8jEV8oqiKPmYCnlFUZR8TIW8oihKPqZCXlEUJR9TIa8oipKPqZBXFEXJx1TIK4qi5GMq5BVFUfIxFfKKoij5mAp5RVGUfOxvhbwQYroQ4ogQ4lchxOdCiKibVZiiKIry9/3dLfkNQFUpZTXgGDD875ekKIqi3Cx/K+SllOullIGcH7cBxf5+SYqiKMrNYriJy+oOfHqtG4UQPYGeOT86hBBHb+Jz/y4OSPsHlvtPUjX/8263euH2q/l2qxduz5or/q8PEFLK699BiI1AoavcNFJK+UXOfUYCtYEO8s8W+A8SQuySUtbOq+f/K1TN/7zbrV64/Wq+3eqFO6fmP92Sl1I2+5Mn7QI8DDTNy4BXFEVR/uhvDdcIIVoBQ4EHpJSum1OSoiiKcrP83aNr5gLhwAYhxD4hxPybUNPfsSCPn/+vUDX/8263euH2q/l2qxfukJr/dExeURRFuX2pM14VRVHyMRXyiqIo+Vi+CnkhhF4IsVcI8XVe1/JnhBBRQogVOW0hDgsh7s3rmv6MEGKAEOKQEOKgEGKpEMKS1zX9NyHEQiFEihDi4H9cFyOE2CCEOJ7zNTova/xv16j5lm0ZcrV6/+O2QUIIKYSIy4varuVaNQshXhZCHM35vZ6WV/VdzTV+L2oIIbbl7APdJYSo+2fLyVchD7wCHM7rIm7Qm8A6KWUloDq3eN1CiKJAP6C2lLIqoAc65W1VV7UIaPVf1w0DNkkpywObcn6+lSzijzXfyi1DFvHHehFCFAeaA+f+7YJuwCL+q2YhRGOgPVBNSlkFmJEHdV3PIv64nqcB46SUNYDXcn6+rnwT8kKIYkAb4L28ruXPCCEigEbA+wBSSp+UMjNvq7ohBsAqhDAAIUBiHtfzB1LKn4D0/7q6PbA45/vFwCP/alF/4mo138otQ66xjgHeAIYAt9zRHNeo+SVgipTSm3OflH+9sOu4Rs0SiMj5PpIb+BvMNyEPzCL7F0zL60JuQBkgFfggZ3jpPSFEaF4XdT1Syotkb+mcA5KALCnl+ryt6oYVlFImAeR8jc/jev5X3YG1eV3E9Qgh2gEXpZT787qW/0EFoKEQYrsQ4kchRJ28LugG9AemCyHOk/33+Kf/4eWLkBdCPAykSCl353UtN8gA1ATellLeAzi59YYQrpAzjt0eKA0UAUKFEJ3ztqr8L6dlSAD4OK9ruRYhRAgwkuzhg9uJAYgG6gODgeVCCJG3Jf2pl4ABUsriwAByRgOuJ1+EPHA/0E4IcQZYBjQRQnyUtyVd1wXggpRye87PK8gO/VtZM+C0lDJVSukHVgH35XFNN+qSEKIwQM7XW+rf8mv5j5Yhz9ziLUPKkv3hvz/nb7AYsEcIcbWeV7eSC8AqmW0H2aMAt9QO46voQvbfHsBnwJ2x41VKOVxKWUxKWYrsnYHfSSlv2a1MKWUycF4I8XtHuabAb3lY0o04B9QXQoTkbO005RbfWfwfviT7j4Ocr1/kYS035D9ahrS71VuGSCkPSCnjpZSlcv4GLwA1c37Pb2WrgSYAQogKgIlbvytlIvBAzvdNgON/+ggpZb66AA8CX+d1HTdQZw1gF/Ar2b9s0Xld0w3UPA44AhwElgDmvK7pKjUuJXufgZ/ssOkBxJJ9VM3xnK8xeV3nDdR8AjgP7Mu5zM/rOq9X73/dfgaIy+s6b2Adm4CPcn6f9wBN8rrOG6i5AbAb2A9sB2r92XJUWwNFUZR8LF8M1yiKoihXp0JeURQlH1MhryiKko+pkFcURcnHVMgriqLkYyrkFUVR8jEV8oqiKPnY/wEeNtilnQ8zFwAAAABJRU5ErkJggg==\n", @@ -239,12 +229,12 @@ "Z1=L1(X,Y,[10,10,11,9,12])\n", "lev=[.0001,.001,.01]+[x for x in np.arange(.05,.95,.05)]\n", "CS=plt.contour(X,np.log(Y),np.exp(Z1-np.max(Z1)),levels=lev)\n", - "plt.clabel(CS,[.0001,.001,.01])\n" + "junk=plt.clabel(CS,[.0001,.001,.01])\n" ] }, { "cell_type": "code", - "execution_count": 261, + "execution_count": 264, "metadata": { "scrolled": true }, @@ -257,16 +247,6 @@ " # This is added back by InteractiveShellApp.init_path()\n" ] }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 261, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", @@ -284,7 +264,7 @@ "X,Y=np.meshgrid(u,np.exp(v))\n", "Z2=L2(X,Y,[10,10,11,9,12])\n", "CS=plt.contour(X,np.log(Y),np.exp(Z2-np.max(Z2)),levels=lev)\n", - "plt.clabel(CS,[.0001,.001,.01])\n" + "junk=plt.clabel(CS,[.0001,.001,.01])\n" ] }, {