From 7c6cfb3ae3f0584e4ad53e901df6eb227864be61 Mon Sep 17 00:00:00 2001 From: Eric Teunis de Boone Date: Thu, 9 Dec 2021 20:24:59 +0100 Subject: [PATCH] FourierPhase: better plot for frequency and time domain phase relationship This is somewhat dependent on the frequency and the sample_rate --- 01_fourier.ipynb | 47 ++++++++--- 02_fourier_phase.ipynb | 173 +++++++++++++++++++++++++++-------------- 2 files changed, 152 insertions(+), 68 deletions(-) diff --git a/01_fourier.ipynb b/01_fourier.ipynb index ca4d9ec..0fa2e13 100644 --- a/01_fourier.ipynb +++ b/01_fourier.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -27,10 +27,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The Fourier transform (FT) of a quantity $t$ is defined as\n", + "The Fourier transform (FT) of a quantity $f(t)$ is defined as\n", "\n", "$$\n", - "\\hat{f}(\\omega) = F(f(t)) = \\frac{1}{\\sqrt{2\\pi}} \\int_{-\\infty}^{\\infty} \\mathrm{d}t\\, f(t)\\, \\exp{ \\left(-i \\omega t \\right)}\n", + "\\hat{f}(\\omega) = F(f(t)) = \\frac{1}{\\sqrt{2\\pi}} \\int_{-\\infty}^{\\infty} \\mathrm{d}t\\, f(t)\\, \\exp{ \\left(-2 \\pi i f t \\right)}\n", ".\n", "$$\n", "\n", @@ -67,7 +67,12 @@ " f_\\mathrm{min} \\sim \\frac{1}{T}\n", " .\n", "$$\n", - "Even lower frequencies will no longer be detected as a frequency. Instead, they will introduce a bias for the $0 Hz$ component in the spectrum." + "Even lower frequencies will no longer be detected as a frequency. Instead, they will introduce a bias for the $0 Hz$ component in the spectrum.\n", + "\n", + "\n", + "$$\n", + "\\delta f = \\frac{1}{T}\n", + "$$" ] }, { @@ -79,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -217,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -504,9 +509,33 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", @@ -546,8 +575,8 @@ ], "source": [ "\n", - "for n in [4, 2, -4]:\n", - " index_t0 = n_samples//n\n", + "for n in [1, -1, 4, 2, -4]:\n", + " index_t0 = min(n_samples//n, n_samples-1)\n", "\n", " t_0 = t[index_t0]\n", " signal_step = np.zeros(n_samples)\n", diff --git a/02_fourier_phase.ipynb b/02_fourier_phase.ipynb index eebabbd..de67105 100644 --- a/02_fourier_phase.ipynb +++ b/02_fourier_phase.ipynb @@ -153,6 +153,10 @@ "\n", "signal_func = lambda phase: np.sin(phase)\n", "\n", + "# set signal_func to exp(i*phi)\n", + "if False:\n", + " signal_func = lambda phase: np.exp(1j*phase)\n", + "\n", "print(\"Required signal length is: {}s\".format(1/f))\n", "print(\"Required number of samples: {}\".format(required_N_samples))" ] @@ -171,9 +175,9 @@ "outputs": [ { "data": { - "image/png": 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7F+KSoxW463GLv1eStqOvxXVwtBGXUG/SKdgWjlEGN7b1Blx13BlJLGPZ3OfSlnwdd70/h7tpcMUWlv8a7uZOp4i8bSvW/3ncft2XNAW4hZHt/V+MP+PeI4/gOgy7ZEsvSNoH/wvu2HTg3h8LyhbZJ4mtF3fD7qKk7XOE++w9HHeMNgC/xNX2MMaYrSIjm1oZY4zZWUTkNOCjqjq6p1YzBSWlgI8CJ6rroMnghtrBJSspHb9HXzOJiYgC+yRtmI0xZkqwRNcYY4wxO4wlulOfJbrGmKnIqi4bY4wxxhhjjKkqVqJrjDHGGGOMMaaqWImuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqYomuMcYYY4wxxpiqElQ6gB1p+vTpOm/evEqHYczk1d7u/re0VDYOY6aAhQsXblDV1krHMdXZd7MxxpiJsrnv5qpOdOfNm8eDDz5Y6TCMmbwuvdT9P++8SkZhzJQgIssrHUM1sO9mY4wxE2Vz381WddkYY4wxxhhjTFWxRNcYY4wxxhhjTFWxRNcYY4wxxhhjTFWp6ja6xhhjjDGTncYxPQuupfe6PxL39ZLac2+azvsgmX33r3RoxhgzZVmJrjHGGGNMBXVddgk9f/gNcVcnhCGlJU+z4esXUnrh+UqHZowxU5YlusYYY4wxFRL39dF701/RQmHEdC0W6b7mqgpFZYwxU58lusYYY4wxFRK2rUOCMVqSqVJa9uzOD8gYY6qEtdGdIBrlYeM90PsUiAcNh0PzMYj4lQ7NGGOMMZNUML0VDcOyKer+ieDPnFmRmIwxphpYie4EUI1gxeXQ9SCE3VDqhI13weo/VDo0Y4wxxkxiXl09NSedgqQzgIIAAiJKcdGjdP/hykqHaIwxU5IluhOh92mX4Go0PE1DGFiJ5lejYR8a9lUuvu1QiLrpKj7HQLhhh26nO1/iuidWcfWjL7Cqq3+HbssYY4yZTJrP/yi1Z7wO8UDE/QEQhvQuuIbC4kUVjc8YY6Yiq7o8EQZWgpaGnkYx5COPmiBGVl4NSZKr6emw65uQzPRKRbrVVGNe6P0H3aUVCB6KkvWb2KP+NQReZkK3dfeyNr58w2OICBorP7vzGd511DzOf9leE7odY4wxZjIS3ydzwIH031KDDoy82avFIv233UxmvwMrFJ0xxkxNVqI7EVJNIMP3DAZCj96ix/p+obu/15X0agSFdbD8MjQuVjDYrbM+/xjdpRUoETEllJB8tJFVfXdN6Hb6iiFfueExCmFMvhRRiGKKUcxvHnqeJ9d2Tei2jDHGmEkrDBlqn1tOFS1O/t8Nxhgz2UyKRFdEXiMii0VkqYh8YYz5GRG5Kpn/TxGZt/Oj3IyGQyg/lHXpmGzgvqwGSh7r+gP6S8n8OITuJ9GepWjXIjScnNV02/NPobiq2P0FoRSCEtNVWk5nYcmEVWW+7/kNeEN1tIYVwphf3ruUtd0DE7IdY4wxZjLLHHwYGpY1gRpsq+tB3NFO3NtTsdiMMWYqqniiK65b4v8GzgAOBM4VkdH1cz4AdKjq3sCPgO/t3Cg3T/wa2O2dkGoB8QGfxpoaZqQL+EkO11PyyIfiqjivuRFWXg2rF8CSH6Eb7q1o/GNRXA+QqjBQFLoHPHrzAihr++5hec9feL57AZFu313mKB5591pViWMlVmXhyo2848q7+cE/FqE6xl1uY4wxpkp4dfU0feAjkEoN/TobvA9cXLyIDV/9LBpH46/AGGPMCBVPdIFjgKWqukxVi8DvgLNGLXMWcFny+GrgFJExigErSLKzkHkXwLyPwB4fhxlnIF6K6bmQ1lxITRCT8ZVSDO39SiksQlx0VZrX34b2r6z0LoxQl9oNEESgoSYGoFASSpGiEiZVmTewtv+e7drOsbu3EJYlu6ruL46VMHbVmG98ejU3LV6zXdsxxhhjJrvak0+n4Zz3IH7AiF85UUi0sZ3Cow9VLDZjjJlqJkNnVLsCK8qerwSOHW8ZVQ1FpAtoATZbf7a9vZ1LL7104iLdBqoKGxZD2FPWG7NHMYJ82XB5dakIT4Dcaki3QNQHqWbIzUKkcvchwjjPuoGHUY1QYhQII8j4OtSCyBOAu2hO30/g15Dy6l7Utg7v6uDGp9cQqxLHEMcusRYBz3MPvv7IP1h61Dxq06kJ2Dsz5K6JbXNtjDFm+8S93RCFm0zXUolw5XI44ugKRGWMMVPPZEh0xyqZHV1PdWuWcQuKXABcANDS0rJ9kW0HEUFbjofeZ1yvzACpRtL5dXjE9Icuie0t+XhAra5C+lcDkevYqjuHzjgR8SqT2AVellm5+fSFayjE3RTCjWR8RcS12VWFlA+ZlNJVXAICKa+e5szBeOJv07YO37WZuc013P9COw+v7EBEiGM3lmCs4KG09xW46N7FHNDayBn774rvTYbKCMYYY8zESu06F8lm0XwecN+7rq1ujPjb9v1qjDEvZZMh0V0JzCl7vhuwepxlVopIADQCG8damar+HPg5wPz58/W8886b6HhfNA0HYMmP3Bi7wEAodBfdKWgMikMdWAGurW/LXGSX0ysR6iZW9NxEb/gCAMUQegaGE83p9bEb9w+PhtTezKo98UVtI4qVN1xyG115N1RTFLnjIaL4Afg+9PgepQN35wPH7bede2RGmETvE2Mmq/e9732VDsG8BOSOewXdv70ULRbwcDd9RQCN6L36MiSXpeZVZ1Q6TGOMmfQmQ7HYA8A+IrKHiKSBc4AFo5ZZALw3efxW4O86BXsnkiAHM09NhiIScoEysxaa0iHZQClEwrr+FD0lz1V37nwMbV+IPvc7dOUNaH5iejp+MWbWHIcvGQSfdADT6pLqxcDGXo9SNNgr81L6Sqsoxd3bvA3fE7786oPJBB6BJ/i+4HnubraIoqoUopg/P/ECpcg65DDGGFN9JJ2h9Vs/Ipiz+3CSO6hYoOeKi4nzNiKBMcZsScUTXVUNgY8DfwOeAn6vqk+KyDdE5A3JYpcALSKyFPgMsMkQRFOFtBwDe5wHzUdCw4Gwyxlk/JE5e3/JZ11/iv58Hlb+FTqfhLb74OmL0K7FFYk77TewZ8PZTM8eSV1qdzwRptfHZNIu9mJp8Js4Zk3fzSzvuZpVfTcQa2mbtvOyea1ceu7LeMuhc/A8xfMhSLkOqqLItX0eCCPO/L+b+f7tj5MPLeE1xhhTXfyW6aSamxir203xfUpLFu38oIwxZoqZDFWXUdXrgetHTftq2eM8cPbOjmtHkdxsyM0eeq4bF0L/SjK+MiNXor0QEMUePXmPHo2YngHfi0FjWH4NesjnkW1sBzsRAi/L9NxhAKzs/Rt94Qrqs0qUVjxxyWh/EeoyJQQYCNewfuBuZtWctE3bmdNUyydO2J/F7Z08sbYTcHe0B5Nd348JY+HWpavpGCjwndfMn+A9NcYYYypLass7eCy7IR6WIJ3Z6fEYY8xUU/ESXQPMeTMEteClEfGYXuMxPRsP9dYcqev8KYpx09ofQpddhS69Am13PSPvbDNyx+FJGsHH91wiWihBoSi093qEESgRvaVnKUYdxC9ivN1PHH8A2cDHE8HzXDVmcD0zqyrFKOahVe2s7emf+B00xhhjKqjmlNclCe2ollphkZ6L/oOobW1F4jLGmKnCEt1JQNLNsN+nYLezYNYpsPs5+NkZzMyVaM2WSPvKQOSxoZBiXZ8Qv/BX6HgcuhbDCwtgyaU7PdlN+43sUX820zKHURvMQRByaSWddKjV2e/RVxCUmNV91/JC7xW0DfydWDcdMmE8+7U28vO3vozT9plNJvDwPMH3XVI9WI25FMV8/M/38MsHnqa/uPXrNsYYM5KIzBGRf4jIUyLypIh8ctT8fxURFZHpyXMRkf8SkaUi8piIHFmZyKtT+sBDqXvjueB5SV8Vw+11484Oui76bmUDNMaYSc4S3UlCvABpPAhpPR6p2xNmHAdeKhmrFtJeDAhoTFu/0F4IUAXiEvSvgs6nd3rMgZdjeu5Idqs7nbrUHESgoUapz7qOqgaKQkefoERARH/4HBvyt2/TNuY21fGFkw/hrIPmkA4GO6ganq8oHQNFrnn8eT553b2EyRi8xhhjtlkIfFZVDwCOAz4mIgeCS4KBVwMvlC1/BrBP8ncB8D87N9zqV/uGt+O3tG46Q2PC558l7u7c+UEZY8wUYYnuZNV0CEw70vXQ7KUJgjQz6wLqUi7zDWNhfT5FKRaIi7DxcXTtXegzV6IrbkALHTs13OnZY/FIAx6Z1GCvzIrH8B1oJaI/fJ5IC9u8/rceMo+07yOA5wlBILhqzK46cymOWdvTzz3L103YPhljzEuJqq5R1YeSxz24DiJ3TWb/CPgcI+vRngVcrs59QJOI7LIzY35J0HFu4KqisXXIaIwx47FEd5ISEWTO6+DAT8Lcs2DPd8KcN1Kbgpm5Ejl/cHgfJVah0L4YVt0MnYtg3T3wxI/Rnud3Wrxpv5G59W+hKX0gWX8GKQmY1RDTkgxD1DMg9BcFiFnZezkrey+lo3D/Vle5nlGX46I3vYxj57aS8oa7oRzdG/PlDy3hb8+8QMF6YzbGmBdNROYBRwD/TEZAWKWqj45abFdgRdnzlQwnxqPXd4GIPCgiD7a1te2AiKtX9thXuuEHwI3pl/yJhvRe8T9ouG2jGxhjzEuFJbqTnKSbkOZDkfo9oXEfEHfKGtIRM3MlAg/6Q4/OPKzrEwqRuA6r4hI8dzU7c7jhlFdHa+5lzKk7i/r07i5ZF9eJViEU+gtCe29SEkuRntLjbMjfutXrn9tUx3deM58vn3I4tRkP33dtdmE42V3e1cP/3P8kH15wOz2Fbe8AyxhjXupEpA64BvgUrjrzl4CvjrXoGNPG/NJR1Z+r6nxVnd/aOkZVXDOumrPOxW+dxeAXXnlb3eKj99P3p19XMDpjjJm8LNGdQsQLYJ/zhnpoxsuApKhN+Qiu5LSzmGLdQNpVaS52Q/8adPUd6Iob0a5nd1ri25Q5CiEABN+D5loXnyq093quB2kiBqIVhHH3Nq37uLkzyAXBUDXmwTa7UVKImw8j2voG+O1jz0zU7hhjzEuCiKRwSe6vVfVaYC9gD+BREXke2A14SERm4Upw55S9fDdg9c6NuPp5NbU0f/u/EU82HVe3VCT/j79WJC5jjJnsLNGdYqR2Vzj0c7D3u2DPt8FhX0BStczIlZiWGa6+tLGQohgpLLoIVt4Eq2+DJZfBksvR8dr7TKCU18js2jdTG+yJL7UEXorW+pggueI6+twQRAJsyN9I28AC+ktLtiq2lO/x49cfxz7TGwk8GUp2fX9w6CEIY+XWZ1fxTHvnTi3VNsaYqUpEBLgEeEpV/xNAVR9X1RmqOk9V5+GS2yNVdS2wAHhP0vvycUCXqq6pVPzVTDwfNmmPqyCK5gcqEpMxxkx2luhOQSI+Ur8n0rgf4mdgxrEgKVKeMjNXpCntqjQHEhOGId1FJVZcp1Xdz0L76GZWO+Z6K3UAACAASURBVEbKa6Q1dwpz6t5JQ3p/RDym1cXUZFzi6Xmug6ow7qAYr6GzeCcbCzdvVWI6u6GWi954PBe/6RVk05DOKEGKoeGHVKG7WOTzN93DR6+7nY39+R29u8YYM9UdD7wbOFlEHkn+XruZ5a8HlgFLgV8AH90JMb4kie8TzNsneaZ4vuL57nvUl5D+P11e0fiMMWYyskS3Gsx8OTQfmPTQnCGTStHSUIsnPoXYYyD0acun6S76aFSEDQ+h4QC68Qm0YzEa7/jxZ+tThyC49kU1aWV6fYwn0F+ADUlVZiWkEK2kGG99z8m7N9ezX2sjXtIe2PMgjiEMlShS8mHEiu4evnX7Aztq14wxpiqo6l2qKqp6qKoenvxdP2qZeaq6IXmsqvoxVd1LVQ9R1QcrE/lLQ915n0AyOTzf1V8eaqurSv5v11BceFdlA5wCNC6hG/6OPvcTdNkP0TXXoqWuSodljNlBLNGtAiIestfb4eBPwh5vgv0+APPeCgi1QUzOd9WdBiKf9fk0ff296IPfQJ/5HbrkCvSBb+zwHpoDr46ZudeT9mYMRg0oYeS+sDf2eRRKroS3r/Q4faUnKMUbt2rdXzjxSGbUZskFbvghEVciHMfJn8Kyjm7W9/VP/I4ZY4wxO0Fq3j40fu47iD9GW91invzN11Ykrill7bXQ9RDEedAQ+pfCysvQyGp9GVONLNGtIpJtQaYditTNgfq54LkS1IZ0RGu2SOApeAE9XRsphRFEheRvAF10CRrt2CEK0v50ZtW8kTm15zMt/XICCWiujalJu8S0O+/R1S/ko+V0l+5jQ/5aOgv/2GJV5tbaHL9688l89eSjmZZL43mQSrk73VHkkt1iFPOhBX/ne3c+yMYB+0Izxhgz9Ug2C6lM2RQd+ou6OioU1dSghfWQXwmUt3VW0KJLfo0xVccS3Sol4sO+73E9M3tpPM+nJQfT6uvIeUUCUQqR0JZPUYyTRq2dT6OqaFTYoR1WiXjUpPYael6bUZpq3PaKEXQPxLgvooh8tIx8tGyL6/REOGKX6Zy69xzSvuucKigbeiiOlWIUc8+KNXz6hjvIhzu+urYxxhgzkfxZc5DBoQbQ4XF1PWDjGvJ//3Plgpvsim2M+Nk7eOyIoOtutP+5ysRljNlhLNGtYlI/D474Isw7C+a8Bg76GEH9HBpSISIQqxAjdBRTtOUDSp3L0Ae/g977ZfTeLxEvW4Bu0svjxPAkS0v2tXhkEVKk/YCWuphsoNRmh0twlZD+8ClizW9V8v3Wg/aiOZcl43vIULKr7veAQKRKX6nEHcttBAxjjDFTiwQBNe/+BKTSIMPtdAUgjhm45peEy21ovTGlpjE0zLNr51Te0BnW/xGNrAdrY6qJJbpVToIs0noUsssJSM0sZNpBbgxeIBfE1AUukY3jmPblD9Ld2w3Erofmtfegy3Zcm5+Mvwuzat7N9OyZNCZVmRtrlMCDQghtPR69eaEYr6Et/xva8lfQV3pks1WZ6zNpLnrdK3nXYfuzW0Mtvu+qMQep4Ta7+TBiwdNLufnZ5Vaya4wxZkrJHPsqat76fsT3N50ZlijedePOD2oqyMyC9HSS2wIjiQAxdFqHXsZUE0t0X2qa94eGPYaS3dogYkZOyWVrIQ4ZiDyiJI+MoxKsexANd9wdThGPtD+TmmBfRDa9HAdKQnuPEGuMUqI3fIT+8InNrrMmneItB+3FR445mFzKY7CWVxQN/y3v6uGXDz/OR/56K+0DdgfXGGPM1OE1NkM6vemMOCbqaNv5AU0BIgK7vB3SLQwluzKqWLz3cbTz7kqGaYyZQFWd6MaxEkYjq7tuzRit1UzEQw54P7L326HlUGidj3fQB2lIhUzPFKkLInyBgcijrZCmL04R964ifu564sf+h3jpn9CB9h0Ql09z5lSEAPDJBNBc686dIrT3epQigJC+8JGtWudhs1ppqcnhJ91TBoFbWxzrUMluZz7Prx7afOJsjDHGTCbBfodBeY2ksra60aIHKdx+XaVCm9TEz0Dra8ALyiaWl/DG0HW/VWE2pkpUdaIbxUp7X5F8KaLnkUU8fu4neeCoN7DwhLez4meXE5demtVWRTxk+qF4+70bb5+3Iw17QN1u+CLUJlWZBy+M3pKwfuGV5JffAZ3PwJq70YXfR7uXT3hcGX8OrdlzqAuOojY4hJTn0VoHQTJmYGe/hyooBTryN9NdvINiNP6Yu54I33v18Ry72yx8EUSUIHBj7apCFLqhh+5fvZaeYnHC98cYY4zZEbyGZrJvPC8ZYmBUW90oZOAPFxNbye7YMrOhZl8QryzJFRA/+RNouxaN7XeBMVNdVSe6nuc+wLqfWc6ij/47HUtfoDOdoydfYuVv/8Lz37mowhFOHjL3NPBSQ88zfkxDWiBogKhAVxE2FlOgEcRF9Jk/7JA4fK+W+vQRNKRfTuBNw/OEabUx9dmYppoYSTqILsYryEdL6SzeSF/psXHX15jNcOGJR3PNOWeS8oUgcL8LwCW5g0MPnf+XG/jKbXfQ3m93cY0xxkx+udPPJn3cqZuOqZsoPXLPzg1oihARaD0TsnMGpwwnvYN3C0rtsPHmSoZpjJkAFU10RWSaiNwsIs8k/5vHWS4SkUeSvwVbu35PhJTvseyKBXQQ0B+kiUUo+Cm6YuHZW+5j49qJr4Y7FUntLsghH4WGPV373UwzuX1exwzZQG3gSr5LsbjkUKHYsxaNimixF+16Di12T3hM9aljAdfZRjYFKR/CGDb0emwYqsoc0Rc+TKybT1ADz+O4OYMluwyV7IooIkoYxzy9oZ2v3H4H8Uu8ersxxpipwWuZAd5gp1TDY+oSlYjWTHzNq2ohItD8SpBgVMkuSbKrkH8WLVqpuDFTWbDlRXaoLwC3qup3ReQLyfPPj7HcgKoevq0rF4FptWmyS5eSKxUo+j5BHJMLi4SeT76mkf5V65k2qwWAvkKIdnbRffPdxL19NL78COoO2c99IL4ESP0c5NCPjZgWP38jddpLzo8oxh6eQG/o0xelyTx+LXXtDxAEPsQhOuMw5IB3It7EXFYZfzea06fTU3qASDsBQSghyf2Zzn6PukxMLi0UouWkvJn40jhmp1YAH5l/GC909dDen6cQRYioq8IcueGHCKC7UOTx9W0cNnPGhOyDMcYYs6Okj3gFhRt+C/FwUyw3Wk5M6d6byDe3kj3j3MoFOIlJZhY67TTYeFPZxLJOqhTY8Ae09Wwk1VqRGI0x26fSie5ZwEnJ48uA2xg70d0u9fvvSfG5FeSKJZSkvwZVolKEP6uVnnyJbMpn9R0LefYbP0NixS/kyV7+J2aceDT7fOczZQO0v8TMPh5W/B0/LpHzXedQKc+D9AwKax+jEHvkwpDaIMRvewxNNyD7vGnCNp/2Z9PinwVAd/Ee8ixmel1Md14ohkJvwaMQxsS5+wg8H/CoDY4lF+y9yboaMhl+esbJPLaujd8+8RTPdGxE1fXnEcWgIRQl4tdPPMHq3t05ae5ccqnUJusxxhhjJgN/9u5kz3wX+QWXgkYjB84pFShcfyXpE8/Eq22oUISTm9QdiOafh4ElZWPqDs7E/TDouA1mnF2hCKemMC6wduBhOgvLAGFaZm9m1RyBJ5VOO8xLTaWzt5mqugYg+T9eMVpWRB4UkftE5I3bupHZ7zsbL+O64R/8CEtlUsx79cvJNTfQX4zYsLGX5d/8Gdm+XoL8AKF4dIew9s6FdNz2T1T1Jdljs8w5FaYd5Hoo9LPgpchMm0dDqQ3iEgADkU9XKeWer7p7hx2nXLAf4CECjTmlLuMS71IEYRSjhChFesN7KMVjd1LliXD4rBmcttfu5AIfzytrsxtDoaQs6+rk108+wWduvYXuQmGH7IsxxhgzEbJnnIM/b79Ro8MmVZj9gOj5xZUJbKpoOh4kzcjxdWX4r7QO7b7vJfkb8MVQjXmm+y+0558m1DyhDrB+4Eme6bzejqHZ6XZ4oisit4jIE2P8nbUNq5mrqvOBdwA/FpG9NrO9C5Kk+MG2Nte2IrfnHPa/+NvUHrIf+B5BUz2zz3sr+174IZpq0rTWZdCnliAImSikNixSExbJRiWC3j7aFtxKIYxp6ynQ2V9koBgRxy+NN6t4Pt6B70GO+jyy/zuRIz+Dd+hHyNFPa6ZAzne9NJdiLykdDenr7SB69nrihT8lfup3aN/4PSNvi5TXQl1wDOAjpKhJBzTXxEyrjcmkxG0/abe7pbF2XzF3Do3ZDEHSZjdVNvRQGEIhiujI57n66acnJHZjjDFmR/Fbdymrdqt4vmu664V9hAtvRaOosgFOYhI0wsx3j+yBGUZ2TtX3COSXVSrEKaWr+AKlqA8lRpN+XWJi+qINPNN9I1FSSGLMzrDD6xCo6qnjzRORdSKyi6quEZFdgPXjrGN18n+ZiNwGHAE8O86yPwd+DjB//vyhbLTu4H056LIfjBmH5wk1KZ/6sMDgqLt5P0XoeRS9gKwkHSKlfQqlmL7OLtZc8Wd6/n4P9RIz882nset5b8ZLV281V8m1QK5leELjPLzOpTSkQmr8iEhdwlhIz6D3np/QFxeo9wbI+kvRNQ/A4Rcg0/bb7jhqUgeQDfakFK8j0h76eAgkJI6hvdfdt0kHSlOune7ibfhSQ9bfD99rHLGejO/zvVNexe8XPcU9K1bRWSiQSiWJsibDD6Hct3oV5x54oFVhNsYYM2mlX/VGSo/cBaV80tHi8Lzo4Tsp1jSQeetHKxfgJCeperT2UOh7HNBRww55blr3nWhmNuLlKhjp5NcfthETJsNBDlOFnuJalnTfyAFNr69YfOalpdJVlxcA700evxf48+gFRKRZRDLJ4+nA8cCiiQ6k4aiDR3wx1Jfy1JUKpDMpak8/ia4BdweqJeux+iNfpuuaGyi1baS4ah2rfn4VCz/2DfoKJaKXSknvPm8CPw14BJ6S8RW8FH52GoQDxHFIV5iivehTCEvoot9MWJUVTzJk/Llk/X1cz4i476Rc2j0uhkJbb57+0gvko8V0Fv9CMVq5yXrq02k+cPhh/Pi0U0inBD+ATAaCJKdVhY0Dec6/4a/8x713WzVmY4wxk1Kwx/5kz/k4ni+bDjdUKlC6+69oMV+R2KaMxuMhsxvDJbreyGGHNA8brkGtRHKzMn4DQjCU5KpCpBADMUpvaQOLOq4jtHGKzU5Q6UT3u8CrReQZ4NXJc0Rkvoj8MlnmAOBBEXkU+AfwXVWd8ETXS6fY94dfxMtm8HIZJPDJpgN2P+UY9n71sdRnAzKBx8Zb7qG0to2oFJKOXC+HcaFIx6JnWfvQYjb0FtjYV6SvEFZ10iv1c5CjPwe7HAN1s2HmUcj8z5Lpf4E6vzjU0iVUj0LkQ7Ebij0AaDgwIV8UnqSp8Q8DAkSgLqvUZ5MyeRU6+4SBogIRvaW7UY3HXE99JsN+06bhJb8ORCCKoFRyHVWV4pjH29bzzXvutPYlxhhjJqXMy1+DV9809kyNibs27tyAphiRAFpe74ZYdFPY5K5BPAB9j+302KaSpsyeeOIPPR/+1SSoumEqe0rtPN1507i/y4yZKBXt/kxV24FTxpj+IHB+8vge4JCdEU/jcYdzxN9+xcab7ybq7afxZUdQu/+eANT47p7AqkeeppQvEKYylPyAfpR0FJIr5kkve466I/cnX4roLYTEqtRnU5R6+ohUyTbU7Yzd2GmkZgZywDtGTguy1AY9ZP2I3jAgH/uUVEBjCp0rGVj0J2qLawk80JmHIweeiwQvvhpQbeowAq+J/vAJYvLk0gVSfonOfoaqIAMoEWHcSeA1uC+zUT559DF8/a47aR8YIIxjYi8mTj5/wxAIlPV9fTzT0cG+06a96HiNMcaYHcWbsw/Rovvdk/IcLS5RuPhCcp/+L8R6YB6XiI82ngRdf2dExduhhDeGgYdQvwapOaACEU5+vqTYp/FMlnTeQKgDyVGUoZJdR+kpbeCR9j9x8LQzSXmZisVrqlulS3QnnVRTAzPPPoPZ73vLUJJbLjtnFplUQGNhgNpSgSCOKfgpenN15HZppTYT0FKXYXpdBlm/gUfe8W/cefw7uelV53Pbuy6k7dmVlKIqvoM195XgpfEFGlMhzakidSmFpr0IH72EfO8G2osB3SUhXvso+vD/bvcmM/7uNGfOpCXzFlLSRMoXWmqVljqlJjPYm3JEe/4GOopX0Vn8C2E8chD45myWH51yKl96+fHMa2zA9yGdTmorJUMQhbGyYOlTPLBmFWFcxefQGGPMlJR+/fsgnRmzPyVtX0vxTxdXNL6pQGr2hYYTk7a5lB3EwRJehd670aivonFOZlm/iQOaz8KX9NC04UqOrmQ3UugLu3ly498IY2saZnYMS3S3UevrT0ZSAQKk44i6UoHGUp7GtM+0E+YD0NFXpLOzj4Xv/BxdjzyFVyyRyw/Q9/hi7j//a7S199LWU6jKqs2y2wkwa/7QcETpIEWmaQ7kpo3o9XEg8tlQ8OlrX4n2rp2w7WeD/YEAz4PBoY+780L3AHT1w0BRibWT7tKtRNozMnYR9m9p4YQ5c8kmQw8FSeGvKgwUYx5av4b/ffQBvnTnLfSXrJ2OMaZ6iMgcEfmHiDwlIk+KyCeT6d8XkadF5DER+aOINJW95osislREFovI6ZWL3gD4c/Yh+/HvbzIkLABRSPjw7RWJa8qpOQD8RmD0QZThaV03oLG1ex5Pyqth/6Y3kPZqyzqmkqQX5mG94UYe2vBnSnYsX7SefIkrHnyeT//xYf7ztsWs6OyvdEiThiW62yjVWM/B//ddcnvPRdIpJBXQcOi+HHnZd/HcGDUEvrDuH/fTE0JXKks+SBPEEfWFPPVdHZTufoC07+F77sOytxDSnS9RCKd+9/8iHt6B5yIv/3fkkPcix/wr3tGfgf52cl6JGn94HxXc+AcDG9CwQLxmIbrqn2ih+0VvP+3tQcbfC/CBFBCQSymDX0y9eaFnQFCNyIdjDx100tzdyQUpfJGhZNf3lSBQRCAfhazt7+WPz0x4U3FjjKmkEPisqh4AHAd8TEQOBG4GDlbVQ4ElwBcBknnnAAcBrwEuEilrnGcqwp+33/CdXnBff17yFxWJlj9VocimDhGBaW8Av47hZFdGFpFHXdD1twpGOfll/Ab2bzozKdmVET0xDw09pJCPBnh4w18ZCHs2tzozhva+Audcfi+/vHcZ9z7fzjWPrOQdl93LLYsnrhBpKrNE90Wo3X9PjvjjRRz1t18x/9bLOPSKH5DddebQ/Ppsipp168l2dxPEMUU/IPTcd78O5IlXr6exZni4mliVfDGibU0Hzz+6lI6Onimf9Eq2CZl+MFK3i5vQtCeeH1AfhLSkiqQ9dz8vjCI0zDNwyxdpW3gVA49fhd7+JeLnb31x2xWhLnUsTZmzqEu9jJx/KJlUmml1kDSzJl+Cjj4oRm0UoiUUo+WoDh/vmlSK7510Mq+cM5f6dDpJdl2iG0VJR1VRzD2rV2zXMTLGmMlEVdeo6kPJ4x7gKWBXVb1JVcNksfuA3ZLHZwG/U9WCqj4HLAWO2dlxm5HE8/H3n5/0GEzyN1ztNn/RvxGvea7CUU5+4tdA8xkgPmOX7AJhOzqweGeHNqVk/DoObXkzWW9kPzUjO6mC/rCXhW3XUYysZHdb/OLeZXQOlMiXYuIISqFSKCkXXvckX/nLE4TV3FxyK1iiux3S05tJNTeOOa/+wD3JZVLUlQo0FPqHemgOa+so7DmPzv4i+VKEqlLnQds3fsaiMz/EU+d/lTtO/zBLLr56qIffweWmMpnzSvAzgBB4SnOqRFMaamYdBE9ciUQFNCrSVYhpz3sUnr4O7X7xiaQvdWT8eWSCPRCJCXxoqlHSSVXklA8qHfSHD9EX3kdX8VrCeLhHyqZslg8dcRQ/OfU0sinwkzKKMEx6Yi5BZz7PR279M1c+9Qj5MBwjCmOMmZpEZB5uzPp/jpr1fuCG5PGuQPkH9cpkmqmw9Ns/DfVN4I1Rh7lUonjTbyoT2BQjwTSoPZyRPTCXN4AG+u5F80srFOHUkPJyHDjtjKFOp7SsvW6sECYdVRXiEvesu5bu4oaKxTrV3LWsjShWBjuwVhXiSIhDuOGJdbztkvtYtqG3skFWkCW6O8i0E44iO2cmkk7hkdxQTaWon93K7BOPpBjFdA2UaOst8PDXL6btprtJ5fNku7qo7+xkw8+vYt11txEOLtdTGJEcTzWSqUeO/RzMPByCHGSayOz7GlKzDgWEgnoo4IkSq9BZELqeu3e7t+tLLWlvLuDa3DbWKNPqlPqcoqoUw4iefEisRXpLt29ybGtTafZobBq6IZ4qG2O3WFJ6ikVuXfEs/3H/bVPyvBhjzGgiUgdcA3xKVbvLpn8JV73514OTxnj5mB+EInKBiDwoIg+2tbWNtYiZQF5zK9kPfgOC9KgZAqLEyxfZd9ZWktqjIHcgI9rnlie9g8muja+7WRm/lqNazybrD/f6Xd4TsyYjZZTiEg+sv4G+UleFIp1aatLBiBsHGjOifvgLG/p55yX/5Jan1r0k3/OW6O4g4vsc9uvvM/vc15JqaSLV0sjsc1/Lkb/5fzTUZphRn6UxlyIIQ9bccBeadwNnlzyX8DFQYPnFv8f3hKaaFNm0P5wc9xQohlOvKoLUTMc77Hy8k3+A98pv4+1xGqIRoNT5ITkvIlb35RFITEYLaKGHaMlfKf7zIuLFC9D8tn/w1QYvJ+cfjJADAoLkjmJ/QejsFwaKQkefUIqKRNqxyes/esSxNGayZP2AwBtOdhGhVHTVmFf19fD0RvvxZoyZ2kQkhUtyf62q15ZNfy/wOuCdOvxraSUwp+zluwGrx1qvqv5cVeer6vzW1tYdE7wZwWvdlaFfvCIQeC7R9QT6Oij+/ocvyR++L0rtkSDJEDiDSa74SfVwD4ih609oPFCxEKcCTwIOnXYGOb8BkKFOqQbb7g5ejTHKveuuo21gZWUCnULOPnwO2cBdkzriICqiSXPyMObLf3ycL1z7GPFLbNQQS3R3oKCuhr2+eAEvu/vXvOzu37DXhRcQ1NUMzc+mfOqiEvUl1x5Bgb50lq5sDb2pDL3trlF+JvBpyKaYUZ+luSZNLu0TtbXT//xqevMlOvqK9BdD4qnYi3PLAaARnkBDKmRaqogvMaGXpVS/B3rbV+hf/DfaVz5N9+JbiP7xVbRnzN9R4xLxyAWH0Jx5C9My5+BLI4KQTUEwWCU5ho5+6Bh4iJ7SjQyEDxGr67VuRk0tPzn5tVxw2Hz2ndaCHyjpjOuYShHiGKI45r61K1jXbx0pGGOmJhER4BLgKVX9z7LprwE+D7xBVcu781wAnCMiGRHZA9gHuH9nxmzGJzX1BEefBqk0+ILI8B8aEz1+F/GShZUOc0oQLwvNb4LB8V7Lhx4a/K956Btd09+MlvZzHNX6pv/P3nnHyVWX+//9nDJnyvZNbySBdEghoSUBQgglEQXsWK5wuShXsV5UFFG86k/AhorYFWwXUBSQToAESCOFkApppG7qtuxOPeX7++PM7s6mESC7k91833md1858z5kzz5zMnHOe71M+JKzKQ+R/hNJDgQJfBbyy73n2pLYWw8wuw/vGDeCikX2QwgQbpdrK81XY5jrwFXPW7OHyn73Epj0nTiqzdnSLjF1VjlUaFugLUJpNE/VcfNPEmDCGvc1ZMm5bo6Rgzz5eu+rLLJz+Xyy67DMsvOg6ahevoinjsbc5S13e6e0qiFMGw68EwwYE21BUxYTy3icT27MU3DS2yuIYPmkX9qUDml75v3c0Cx0xBgMmlgmVcUW0NR3Zpy61l2Sunmywnib3CQIV6uRZhsFZfQcwpf8goqaZ19lVRCIK0wRPBczbuZmb5z/ND5fOJet3nf8DjUajyTMF+DgwXUSW55dZwF1AKfBMfuxXAEqp1cADwBrgSeAzqrCzn6boRN73WczRZx1CawjIZfCWz+l0m7oqYiagZApg0a5mt7ATs7cdlV6uI+VvgogwrvpSKqNhw9IW6aHCrswQNmtdvm8uW5oOrZKhAUOEb1w8htuvOI3IgT3v805ui8Nr+AG19Wn+45fzeWjJthPie6od3SIjhsEp3/gURjScJTSVIhb4VBkB479wFY5pYuVliLI5j3kfu5mG1RsJci5BOovU7GHbDd8h3thAwrFQSpF129ISMq5/3HdcMwZPR87+Mpx0AQyYgoz/FLFJ12HWvQ4okr5FThnETI+IBCT3bqEh9fbFxR3zZEypAixEoCwmlDgKESEWAceCMHEmR9pf2e615/QbhG2a7ZpYBgFks9CUCsh5Pq/V7+Vvry9/B0dEo9FoOh+l1EtKKVFKjVVKjc8vjyulTlFKDSwYu77gNd9TSp2slBqhlHriSPvXdD5imliTZiBOvGCwZRH8tQsJdm8plnldDnGGQGwCB9XqFjq72bXgalWGN8MyIoyruojKSN/WaGSh9JCf19v1UKyuX8za+qUnhGP2dpl2Si/uu+YcBlbG2mK7BQfU9POpzEqh/IAf/Xs1X7x3Mals9w7MaEf3OKD3rHMZ+7tvUzllAtFBfel92XlM+udPqRwxmPK4jZXXxdmzcAX7m9I02g7NEYecYYY1DZ7P7geeosSxqC5xqMhLFwWBojHtUpvMUducpTnrHbdOr5QNxBj1AYxTP4b0HB2mVpnh5yizXCISkPYtXGWQsBVxC4J1j+HO/jqpJ79GsPafKO/oWtKLmJTaM0hYU3CM4TjGCOKORY8SKIuF16qcB3VJoTm7C6WCVvmhmGXzzbOnM6yiGqN1hly1XuNyrpD1AubVbCbQJ2SNRqPRFBlz+Om0tmQtnKUVIJMk8+svo9y3P3l8oiGJ0yAygEM2psIAFKQXgl936B1oWhERxveYQf/EsHbjbXeqbanMGxvXsrJ2kXZ2j8DAyjj3XXsW7zqtb/jtzNfoSr60UQqKoYMAlmyo/Ak3hAAAIABJREFU5Yrbn2fNtoYiWt2xaEf3OKHyzNMY/8fvcs7s3zH6h18mPnTAQdtYdQ2UZzJharMYJCMOTU4M5Xpktu1u3U7yJ13DEHqUOCQMhZ9Mkcx61CZzpHNdJLNs4GQwbEyBCtulws4hhkmy55l4i+6GdY+SbqqjsbmJ2tfmkJl7Gyo4upkpEYOIOYC4fQYx61REwCjQ2W1ICZ4PjWmPmqYH2Z/7J0l3DoFqpm+ilFvOns5vZlxBxBQsK0xjbsHNO7t3r5jPol1b8U+wwn+NRqPRHD9IJIrzsZvBtA6dwux5+KvfucrBCUXiHDBitDUeD/U1Wuug8aH5WdDNqd4UQwxGVpxNv/gpQHvpodbIrgrz7DY3b2DermfwdYXEYXEsk1svG8MP3jcW2wpvbFuaUrX2plMKw1dIAOmMx3//cgG/eHxt1+z18yZoR7cLUT5uBOJ7xDyX8mya0myGqJvDiEepmjyOumSuXdTWS6ZZ/aUfMn/CB1k++eO8dvln8VetI5L/4qdzPnubsjRl3OOyi7OMvBKqhoERATOKY1v06NWP0pNOJ7p/IwQujviUmi6B79PQuJ/6N17BfYtRa5EItvSj5efgWBC1WypGAtI5qE8pst5eku6zKBU6045pMbqqFxA6ybbd3tldvHs7f1z7Mncsm4OnnV2NRqPRFAlz5BmYk9/TfrAlAOln8FbORenr1FEjRgzKrgCx2sZa05iNfEdmBan5oLp3auixQEQYUzWZkRWT2tKYW6WHWqK6gq9gb2YPL9U8Q8bXkwhH4vwRvfj3586lf0UMw2jLYg4jvPnHSoXR3kDx9xfe4NqfvcjWvd2rUZV2dLsQ8SH96TVzKkYsrOe1VIBjGTi9quh52fmhlFs+aluXzLHo+u+x67EXUTkP5flkNm1nzX9+k8zmHUDeOTOFdM6nPpVjT1OG/Rn3uEkLETOCcfYXkKlfQ8Z9HJn8VYzJXyGR2RnOlgKNnk3St0iYHiWSxK3bTCofsVaBd9SfJW6djSW9ABMRm7KYQWnUaJ389nwhmVUoPNygrfbmqpHjiVk2lhitzq5hBFhWgGFA1vfZ0lTH4t26a6BGo9Foioc1bDxEYuGTMACZjz6C2rAM9+G7imlel0MMC2JnAwUdgMSktVGVCKg6SM0tDFNqjsBJpaMZVXlG+w7ChKnMhfW7tdl9zN7+GDlfp9wfiapEhL9dfw7vP/ukNodPtQRyaEttzo9v3rGfa380lycWbz1ufIF3inZ0uxijf/Alht18HSUjhxA7qS+Drr2SM/51J3Y8SmUiQo8ShxLHonlLDTUrNpLz8k5f/vV+zmPz7/4FhOkNFfEIPUsdymM2jmni+ap1VjKV88i4ftG/7FLWH+l3BlKel2uMVoIRzqKWWy6WKJp8mwwxysorKWnaQPDsN8g9dD2ND30eb9WDqODIaS4iNiX2BZTZ76LEOp+oMYZERKiMgWkoShxFSRTAx/Xqyfnb8YJ99I2X8v3Jl3LJScMYUFJGxIRIJNTaVfkaiLTr8/Ju3ZhCo9FoNMXDGD4Ro/cgMEPHTArTmD0Xf/mzqMZ9RbKuayLOYIhPzssNHVizSzgWNEBuXRGs65oMKh3JxJ7TMfIuSuEtaKHebtbP8sTWh6jN7C2KnV2FqG3yxUtGcsdHTydW2Ja5UILID8JUZgW+G/Dj+1fwxV/MJ9tVSh2PgHZ0uxhiGAy4ahZnPfYLJj/3e0658WrsspLW9aYhJByL+L5aygIfO5+KlLFsGqNx0oZJ4/r2TpeIELVNyuM2VYlI63gy69OYdtnblKUx5R4XTi8AfcaB6dAiR1Rp56iwcgRi0mD3JrfgLmjaiasM0q7PvtdfpGnpX4/KdkMSWEZPLKMHYGJbUJWAuAOmATnPYF9qIzubFtPsvkjSe5xyx+eDw8fx0ZETiFhm6zXOdaV1eWVvDZ976R88sHEZ7ps43RqNRqPRHGvEMHE+eTtS2au9kwut4R1/3ZJimNalkchJiNU3n7Jc2JiqoOmXuxpyrxfRyq5Fr1h/zu59MaZY7SK5bTJEYYOqjO/x3PZn2J3affidaQCYPLwn//7KBQzrW9Z+Lkap1hpeUQpDgQoUqzfV8b5bnmT5+q49kaAd3W5KyfCTMLJtXYitwMcKfHKxGHL6GPY1Z0ke0FK8ceUGFn3oJp4e8V7mTLmG9CPPUh6zcGyTrB86vc351yilila0LoaFTP0qlA8KI7uGhVPWm57TPkdpzYs4KvzclgRUWVkclSG5ZSl76+qPuhGXKb0xSABt6ct+IDSmFa4Pnu9Tn/TIuCnS3ksopRhR0RPbaJsts6zW0zO+p2jOucyp2cAvV794DI+GRqPRaDRHh9gO5rDT8xFI2kkNEfi4j/8af9OrxTSxaxKfClaf9iKwhd6EALk1EOzvbMu6LJXRnkzteym2YbUbVwq8fP2uAjylmLPjWdY16ImENyPmWPzh05O5/tIRGHnpUimYSSh0eMVX5DI+X71rAT/62ytdNrqrHd1uSrRPD/q+Z1prPa8dBCS8HJXiM+rjszBF8Py2M/LeVZtY8N4vUzfvVfxkmvSWXbx262/Ydtf9lMdsepVGqYjbxCPhCSfnB+xrztKQCrs4d7bTK4leGOffgsy4Hbnw+xjTv4NRcRLx1HYgPBE2ehEavAgRCaiM+Fi5BnylUG4K1bgd5R6+kYGIkLAvwDaGADZgYRlRSqOqtTtzoITGtLA/k8JXjZiGwf9MOJ8SO0LUtIiYBratEFFghBHejOvzWsMedqb0xU6j0Wg0nY81+Qqw7LaGwe1SmHO4//zJ8ZG91ZUQE2LngERojeRCgZRTi5zT81p26C1QHqnk4gHvI2rGWucQCm83gwKt3cV7l7BkzxICpZuqHQkR4SPnDuXXn55MjzKnbW6m0OENCh3egGfnb+Hqbz3Na290ve+udnS7MWNu/zynfOFjRPv2xCqN0+vic5jy759SMaAnlYkI5Xm9Xc8PWPGLf1BvmCQjDjkz1Of101neuPvv+OkwQupYJmZ+BsgUIRYxcX3F/ozL3uYs9clc5zu80XIkVtk2UDGIsMU/lFs5TFHs922aXINYWTWx1X8leOTzpGf/P/Y+eCOpZfejDnNSFIkQsyZSFrmSssh7MSROLCJUxsO63RYynpDzNpPxltA3sY8fT53JZ8ZOYUBZGXYkIBpt29b3BEOERbvfYE+6qaMOi0aj0Wg0h8ToOYDIf9wKhnlw1NEQVLIeVa9TQd8yYkP8gtDZVbR3dqGt+09uIegSpqPGNm2m938XlU4VIIdIZc4/VvBaw+vM2TFXyw8dBSP6l/O3L0/j4on92hpS0daRmRYJIgUEisbGDF/+0Qv87sGVuMehUsvhKKqjKyIfEJHVIhKIyKQjbHepiLwuIhtE5KbOtLErI6bJkOvfz/kL/8SFqx5kwq9vIX5Sv4O2s0wD9epanFwO3zBIRaLsj8XxDAMMg/T2PYd8TWnUpmepQ1UiQjwSOsctqRCpnEcy6+F3tuM74jIwQwc+Yiiq7BzlEQgGTqF+1TO4m+ZD4IKXQQUeDevmUbfyqaOSJLKMAYCJZYZ1u46tSDiKqriHL2/gBltI5laTDZ5mdFWCsT36YBsGhhnq7DqOwo4osr7HczWv87/LHufnq54n52vpAY1Go9F0HubQcUh1wf2AJWAKYgoQkPvzzahkY9Hs67KYZRCbku++zME1uwDKheyzoHTH4KPFMaNc0G8mvWJ9Wh2yAn+stUGVAnakanjkjX+T8TKH3JemDcc2+fqHJvD9/zoTO2LS7tuav3+XlpRmBYGveOiZ9Vx785PU7OkaMkTFjuiuAt4LvHC4DUTEBH4BzARGA1eJyOjOMe/EoXxwP2KuS1kmTUk2TcTzMIMA5fkEVRXsz7gHOYPJN2pYceOdLJz5WTZ+5U7s7TWt63JeQHPWY19zltp8PbD3FvVt3w5SNgCZ+mWoOiWs33XKiY55Nz0mvo/y7c9hF1xYKq0spSRx1z9HXTJHU8Y94r4jxsn5ut2w4VR5TEg4gmGA5wU0ZaA+5dOcccn4y5jWbxhWPs/ZKOhR4bqKpoxPOufzeuMe/r5pWUcdDo1Go9FoDol51rvBdsDM1+pJy1+gqRb3md8X0boujFkNkbHQzm2gfRozWci9UiQDuyYiwpQ+FzCysr0LUBjVDfK1u41ukoc2P8q+dG3nG9oFOXNkLx689SJGDKpA8pq7bfW64TbSEuENoKE+w39/4yn+9siaYpp9VBTV0VVKrVVKvVn1+JnABqXUJqVUDrgPuLzjrTuxOPkLV7Xp8wYBMTeHGXXo977pSCJGJudTl8yxrzlLc9ajdsUGXrz402y7/xn2r9pIzb+eZ96sz1O3aBUAFfEI1YkIJY6FiNCc9UgWFLJ3pNMrlUMxzvsaxnt+jTHzxxjDLsUQiAYpIDwRNvoR6rzw81arehKOhWUIqnYjwdaX8ZsPjmKLWMStGTjGOEzpiy2DARPBoCkLGRcMgVQOapv3UWo5fHX8DE4u69F6uQubeAlBAJ4Xahgv2POGrofSaDQaTadinTkL49RzQeTgLszKJ1gzrziGdQciQ8EeTettdmv6stnWnVntA3cJ6JrSo8YQg7HVExhXNT7Ufy6s16W905v0svx7y1Nsb645xJ40BxKP2vzsc1O54f1jsYyW7IM2zd2WlGbJzyioAO5/ZC2f/sZTbN1x/PadKXZE92joDxTq4WzPj2mOIVVnnsr4u75KtF9PxDIxYg4DPzaTMd/7DKVRmx4lDmVRG1OEZNZj6Xd+j5/MgO+H6SJ+gJ/OsuprbYLzlmmQcCyqCvR9AVw/oDbvNDcdIlLcEYhhQWlfIHRGq6xsq/5uXeIUrFwzkee+RTDndpoX3sueR75N40u/IzigjkbEJGKeTNyaStSahOSF4stjYJuhE20IeIFQ0ziXEmsBXxhbyt3nzsQ2wLLAibSdmVuc3T++Po9Fe97Q0kMajUaj6RTEMIhc8TnEKLgVNCRcREB55B68/U116DWHwR4G0ou2iG5BOnPLEuwFb1PRTOyqjKoaw/T+F2Lkj207h1eBm4/sukrxxLY5LN27okiWdi0MQ3j3lMH86qvTOGlAWdsK1ZbGTEGEV/yAXdsb+eItT/H3h1fjHYe1ux3u6IrIbBFZdYjlaKOycoixw4a/ROSTIrJERJbs3du1tZ86m96XnMO0Rfdy4cr7uWjtg4y+9VMYduicGkbYfKoy77TmloTpCgGwPxan2YmSMy0aX99C4B18UTQNadfIqjRqYYqQykeK9zZlO9zhNSZ8DMxQJ9gSRaXlUuGAMeZK6ub9Ab9xJ3hZnCCJo7Ikt77K3pXPkcp5h4242jIIMDANqIhDLBJ2YxZAjP2I5AjULnLBiwyvqA7tMCFiq9Yvtu8JC3dt5b4Ni/nBq0/rml2NRqPRdApimBjDJoVRRuOAFFsg2LgUf/nsIlrYhREj7MRsVheMHZjGrECtB39DcWzswvSJ9+GSQZfgGJHWsRbpoZbHYSqzYvHelczePg830PdXR8OgPqX88qYLuGrWSIxDeIphGnOAoVTo/PoBD/xzFZ/76uPsqDm+avs73NFVSs1QSp16iOXho9zFdmBgwfMBwGHzEJRSv1FKTVJKTerZs+c7Mf2ERESwSxMYlnnYbUxDcEpjrc8jnosSIRVxSFZU0HiYelzl++x6agErvvxTNt/xJ+xde+iZjxTbprSmSqRyHvszLlnPP6YpvdJ7DMa0m6DvBEj0ggETic24mR69+1PZuAaT0EHPBQYlpkeV0YS5eS5NGY/96UOfHCPmqRhSSVi3a1IaNSmLgWMJ1SVhlBcgmfV596AIUdPGlLBBlR1RiIAZ9vwiG3jsTu9n7s51x+wzazQajUZzJOx3fQZKKto5uK24WfwljxXHsO5CZBIQ5ZC1ui2yQ8FG8HVw5q1SHa3mssHvImHFAQ7Zkbnl+frGzTyw8TFcHUw4KkSEj182il/eMoOKMqdd1LGd3m6QT2sOYO/uZr5005P89f5XCYLjI7rbFVKXFwPDRGSIiESADwOPFNmmE57B116OEXMwgJjrUppJU47Pye+bhhe0NbXIeQEZ18d3PRZ8+Bss/fTtbP3rk2z81YPMufDT1Dw0h1jEpCIeaX1NoCCT82lIhbJFjenQ6T0WSNVQzKmfx5x1B+Y5NyAVA8HPEsk7pL4SmgObWs8hE5iU00xF3CZqeARvzMNb8RCZrctR+R+wiEXMPJ+YeR6OOY6oeQYx26Q8Hn4WP4CmTFi3awVJvjb2Ii7sN5RBiUoiphDNd2M2jPBEnHF9lu7bekw+q0aj0Wg0b4aUVmF/5NZWxYJwsGCp3Yo37+/FMa47IFFwZoTyQwevzC8K1DIIdnWycV2fuBXnyqGX0zfW+6B1Kp/CnPfDaMg188d1D7JHN6k6agb0KeWe78/k3RcOxWhpXKeCVrWs8Hk+fJ7vzPzww2u4/oaH2batoWh2t1BseaErRWQ7cA7wmIg8lR/vJyKPAyilPOAG4ClgLfCAUmp1sWzWhJxywwfp/97pGI6NVZrAcGz6X3I2E7/xn/QsdVrTlNOuT2PaZcXf57B95SbSGTes6fV8gkyOV//nTrxk+xbwJY5Fz1KH8piNY5pkPZ9Uts3RPdaRXmJV4IS1CKYoqq0sUfFJBQ61PSbiNuzCfPRG1OJ7SL76b+pe+AO1j36HXCZsbiUimEYVtjEEU/q0a+qRcSGda5skz+Ze5Pzee/jIKT62Ia0pIZ4H2azgusLmhnq+sugB/rJ+Ac2ubo+v0Wg0mo7F6HUSxErDJxJe16SgSZU//x8EO96sd6jmsBgm2JMIb7sLujG368QsEKyEIF08O7sohhhcNHA6oytHAIeubwwUeAGkPI/7NjzF2npdG320WKbBdR8azx1fnUZFmQMi7TozFzq8ph9g+oqm2jQ33fgY9/xhMUEnS40WUuyuy/9SSg1QSjlKqd5KqUvy4zVKqVkF2z2ulBqulDpZKfW94lmsaUFMk7E/+DzTl/yZM/78v1yw8B4m3H0TRqT9jGV5zKYyHqH+8ZfIZV3SkSjNTrRtA8uk7uVVB+9fhKhtUh63w/TmWLhfP1BhpLcpS0MqR8b13/EPSEQwzrwurN8VE1MUZY5QVeLgjJpF87w/orLN4GVJGC6lNOE17mbfssdoTLnt0rRFTCw5CfJNqhIOlERBKQF8TCMgmfVxlEd5pK1O1zDaLn2+D80Zj2V7N/OjFU/h6UYgGo1Go+lARAwiV94Iln1w+rIBBDm8ZU8UxbZug1EF9rkHH18x2ndjZiGo46vOsStgiMHZvSdxXp+zMFsyBPPrWiK7qvWx4qntC3lu+2KtevEWGD6kit/eNpNLp59yUAMlAYygRXM3lCLCh9mPr+OG6/7JmlW7i2Fyl0hd1hzHONUVVJ05hmjv6sNuE7EMSmMWZekU8WyaqBfq1SpgfyRKk5ikc4d2WJXvs+vpRWz4+QPUPDYfCYIwlThi4vqKxrTLvuYsGfedOYPSexTGpd+FYTOg33jk1PfhzPoeFQmHqtRGjLyQ2H7fxkTRw2gmUbOArOeTzLZ/b9s4DVMGEv68TOIRi4o4GKLwA3BsiEeEa0dEKbVNHNPCscywZpfwZOH5QjqnaM5lebV224HmajQajUZzTDEGjcG++JOIaeUHAFtCnV0T1PqX8Na+UFQbuzxGCRgFskMtV/12kd0A1Cug9CT322Fk5SlcMfhSTGnrNeMXNqgiXHyleKVuHX9e/wRZ3y2KrV0RJ2LyqY9N4LZvXkh5RUHgSqm22t0DpIj216f5/ree4e6fvERTU7ZT7bU69d00JywnfWwWe55dDKm2L7gCopZByfgR7M+EJ5lIXpIoYhlk6/Yzd+YXyeyqxc/kMKMRItXlTHvyTsp6VUI0rAHOej62GV400jmfjOvj2AaOZbamUB8NUtIbc8JH2o2pbDNmvnzGV4KLQcY3sSWgRAJKSxyCVAP+8tm4ezaSLRtE6ZgZOKXjUepUFFmUyiIsoCrukcqFUV4R6Gkb/M+plbyxvw+rGneyoq4W21DkcmFKiB8Iac9jZd02qqMlDCqpxjhwJlij0Wg0mmOEMfIcmP278Il5QHMqFeA/fTfmoNOQRGVxDOwOmIPCet1g5QENwAqv7wqYD2oiSLwIRnZtesaq+MDQWTy69Tkac8nWVObCCK8iXHal6/nt2od575Bp9Ev0KI7BXZBhQ6v57U/fzW/+uJTn5myElnmZAu3ddjW8ChbOfYNlC7dy3eemcObkQQfrd3cAOqKr6RR6nX86Q669HMOxMeNRrJIYkbIE0+65hd4VcSrjEeIRE78gheSVW35N3Y595JIZlOfjNadJ79jL8i//vHWbiGVQGrVbHVqRcJauKeOxrzlLXTJHMvv2O+yJUwIVgwAJ63fNLKWmiy8R6vtOoXHvdoJHb0KteZzsztdpfv0Fdj/0bZI7NwImhiQwpAwIG06VRPPyhArqU5B1s/SObmNoPI0tYQpzJKKI2AonojBNWF1fw6/XPMd3lz3MrpROZ9JoNB2DiAwUkedFZK2IrBaRz+fHq0TkGRFZn/9bmR8XEfmZiGwQkRUicnpn2dq8ZTcrbv8/lt7yB/YsWK3TD48REivFnHEtWCYHqTsKoHz8Vc8Vw7TuhdEXZAAHH+OCTsx4wKu0uWeat0KFU8ZVp7yHfvFe4Ve3UGuX9h2am70sf17/NKvr3tDnkreAYRhcf+0Z3PHdSygrj7bPyi/Q3g3TmcOvtZv1+c1PXuKeXy7qHBs75V00GmD0zf/J9Jd+x2nf+zQTfnYjl6z4PyonhI0DWhzWHiUOESv8Wm55fCFpMWnK6/RmLRvPD9j55MLWrscHErVNepQ4VCciJBwLpVS7tOaM6x9S+uhIGJP/G5wSsBxEhHjEokd1NaVjZ+K+8g/ETUPgETc8KiWN5WdoWPhX9jWHNcQiFpYMp6VuF8JuzOGisIyAwaUGRmBAEDq7phn+9f2wA3VTxqc+m+JXa54lUPqip9FoOgQP+B+l1CjgbOAzIjIauAl4Vik1DHg2/xxgJjAsv3wS+GVnGLnpvuf45+ireeVb97Di//2Npy76Ci/95w/0DeoxwppwCcb4i9v1TGp9rAKChfcTbFpaJOu6EcYokMF5j+sQ0k4CkAG1EMh1rm3dBFMMLh98IWf3Oq3tK1zo8Ko2pzcAHtmygIe3zNfnkrfI4JMqufun7+ay94zCOEwmZeGo5wXMn7OJ7VvqO9w27ehqOpX4wN4Muupi+s6aghmNHHHbqOtSkk7huGHb4kwkQjIaaz1L+UdoQtW85g12/+UJMs8vpsIOf15KKfanXWqTOfY1Z2nOerhH4fRKWR+My3+MnHE1ctqVGFNvwJz5bUpLSqiqX4WIQimo9R2yyqDczFHRtAlRfuv+bXM4tjEBoQxwiJi9qIpbOLbgBWAZwieGxxgYtZDCk7AneJ7g+5BzhYzvsXH/nje1WaPRaN4qSqmdSqll+cdNhEoH/YHLgXvzm90LXJF/fDnwJxWyEKgQkb4daWNuf5KXrv0hfjpHkPNAKbxUhs3/mEvN00s68q1PKMxxF4PVdo1u7cIMEPh4T/wE5em6xneECMhQkCoOFT1XShH+y6DUCpSu2X1bGGJwVu+xXDpwcmuTKijU2hWUEtwAXAUr6rbwq7WP05BtLpbJXZJIxOIjH5nAd2+bSe++JW2y0Ye5VQ+UYvWrHS+npWt0NcctfWeew45HXsR0XXBdAhECy6T3jDMQw6CuKYtC4VgmjmXgWAYEAYuu/T47n1qEUgrDMjGjDuc//kPKhg+iusQh6/lk3YBk1iOZDeWMEs6RfwpiOciQKQevsBzwcyjAloBUYJEOLGKWUJlwkFQ9/sL7yGxdScqIUzpmGtFxl6GkCSXzqYiHGrvNGaiMGvzXqTEiVoK/rm9iTX0Sx1Fkc4IKIPAhnVE8uuUVhpT2ZHKfYfSKlXfMwddoNCc0IjIYmAAsAnorpXZC6AyLSK/8Zv2Bwm552/NjO4+489pauOeet2XX/iWvc0pQg68OiHA1Q/P/3gE73/W29qtpjwGYu0pRm19p74K1RnkNVMPNSP/RnW9cd0MpYAeoptbo+aEjig+jGIwUNFnSHD0jgYFuhgW7V5AL/NYa3RYJWChIZwZe4FEm9xlJj6i+z3orDAZ+OEHxKjtYvGBb68E9MM5r2QaDX9oBdR2bwqwjuprjlrHfu55Yvx6YiRgAdjxKSXU543/wWQBKo1arzm5jOpQcWnPvk+x8ehF+OkuQyeE1p8nWNrLg4/8LgGmEqceViUgoWxS1QweZUJ93b1OW/RmXnHd06cEybDqYNoZAuelSbWVxTIP0gLPZV1eP+8jNqDcWonIpvFQjtUufoH72L/H9UlpSmeMRqExAWRSitiCkGVEWoFxBKXAiqlVvN+cHbKprYP6u9dy58knW1u84hkdco9FoQERKgAeBLyil9h9p00OMHXL+XkQ+KSJLRGRJU1PT2zfOkEO/q4CY+pbmWGKNmIJU9msbaNczKSB4bS5B7dYiWNbNEAH6goQR9EInt9UZa4nssg2ly5feNgk7yrR+E6l0Sg86jaiCBcBTAS/tWsuaev0df6sYhjBh4gA+evXp9OpTcshTNsDgk6s63BYd0dUct0R7VXLxot9T89g8GtdupnTYIPq/e2prynPUNonaJkpZ5PyArBew9U9P4qey+IZBJhLB9H1s3ye1dTfNm3ZQMrR/6/4NQ4hF2mZGBcE2hUzOJ53zEQHHMimLWoftDGecdgXB/hrUjuVgWFiBT3nPIajJHya18hlMLwMqQDCoMrOklUdq60pyu2uIVY/DsZcBCtsMCB3fgMa0YlDMpspx2ZfxwVREImE35tBuhRJwA5/7Ny7kmxOvxBB9g6fRaN45ImITOrl/VUr9Mz+8W0T65qO5fYGW+ontwMCClw8Aag61X6XUb4DfAEyaNEkFrwllAAAgAElEQVRx9dVvy77yD6TZ+MdX8STTbtyKRxn2na/D+ePe1n41h8Y4dzTeE3eCl81HG9tfC4OSHdifuKVTuqd2e1QALAPa5pYUB6crK0oxOBPR1/23hQWcpQJeqFnOgr2v4QX5Gt0Cnd3CgPpSYECimv8YfgEx68gld5r2JIArboD5czdxzy8XYRhhAMc0hc/dNA3n1N7H5o2uueawq7SjqzmuMSI2A66cxoArD7+NiOTTl03MbChfFM7KCVk7QtYGOxahoSlLPFCHLZQ3PY/9j88juW0viQnDKTtzNK4ftF7AW5paOZbROiamhXne51BNe1CNO5DS3kh5OANeUvc6yncJFDQGEQSIGx5VEZ9Mcw2RnpNwjAtws+tQfjNGtDc+64nZAa4HHxsWZ1VdjrUNHrszPtGCyG7LSTjn+9Sk6ukfr9I3GhqN5h0h4Unk98BapdSPC1Y9AnwCuC3/9+GC8RtE5D7gLKCxJcW5o7ATMS544Js894FvA6CyLiiFYQo7nlpMjzNGYMWjb7IXzdEiQ8/AGDGVYO0BnZZbrjepeoINizCHnd35xnU3xADGgloMhKVZLYRR3pbnjfgsx2ScTmN+mxhiMK3/6Qwo7c0/Nr1ILgjadWFuIVChBu+mplruePUR/mPYeQwp63XIfWoOz+TzhzLpnJNYt2Y3pmkwbFQvLKtzJmqkO3cWmzRpklqyRDenOJF47cf3sfaOv+BnwvqtAPAsC6tfT6a9+Ct6lkURETKujx8oHMvAMg2a1m/nuUu+hJ/J4mdyGI5N5dhTOP/h21ojyPuas/iBQggjvaFWr3FYB9Nf/DfU6ich8HCVkAxsssrEsCxKZ36FeGUvgufvIlmzjiQO8bhN9H2XImbYkbkxDS0No//0eopaz8WywpNwNhvOiokB0YgiYdtM6zeG8/uOemsOb0ud3NuMrmg0JxIislQpNanYdnQUIjIVeBFYSZumydcJ63QfAAYBW4EPKKXq8o7xXcClQAq4Rin1phfdY3FtTu+u49+TriezpwGVb/pnRiNUnjaUWfN/rif+jjG5ez4NLY0Q22m/AmYE67KvYgw8rTjGdTsClFqIIhWmLLdzckNCJ7gcS87W3/V3SJOb5rdrn2C/mwkju/kznx8cJA2LAJcOHMf5/UZj6ON+3HCka7POe9B0K065/gpKR56EmQhn9C3HJuZYXPCrG+lVHmu9IGTdgOasR20yx96mLM9edwfJ+ma85jTK8/GTGepfWcdrP32gdd/ViQgVcRvHNsn6YV3w/kybRm9wQBdoY+RFYISzrbYoKswclbaPVdGPZKI/udl3onauwQ6yWF6a5sYktVv2ksmBaUBVAhJO+Hj6oAixfMaMUmH6MoSZTrmckPRcZu9YyZydazrs2Go0mu6NUuolpZQopcYqpcbnl8eVUrVKqQuVUsPyf+vy2yul1GeUUicrpU47Gif3WLFn/mrcpnSrkwvgZ3I0rN3CrueXd5YZJwzmxCvC5osHOrkAfg7vpT8Vx7BuiUHYB845aE1LH+aQRjy1BKW8g7bTHD2ldoxPj7mMMRUD240XOrktUw0B8PjWV7lr1VO4vj7uXQHt6Gq6FVY8yvTZP+OMu7/Myde9h9E3fZxLl/6RnpPbzzSXx0PN3rKojV/XSN3GnWSttkz+nGWRy3ls/svTrWMtKdLlMZtepVEq4xES+Rpf1w/Y15ylPpkjnfMJAoWU9sS89OtQ0T90eA0LZ9B4erzrRqrUfsy96yHwyAQWjvhUGFnMl+bTuCdNY1oAixLHoDohTOodYVIPB+UDXtiW0TRVqwh6LitkPZ85NWsIunGWhkaj0QDsW7oOrzl90LifzVH7yvoiWNS9MU6dgYw494BIroCVXxq34b82p2j2dTdEYsAUwKYlmqsOjOoqhVK1eMHiTrevuxE1I3zg5HO5ZMAEDNoiuG0SROFjX4UO8ObmOm5d+i/WN+4uksWao0XX6Gq6HYZlMuDycxlw+blH3M5saUblmJRmUvi5cHYuANKRcCZV2REaUy6ObRAxjXb1vZGWbs11+1l375PsXLqe6KjBnPThGUR7lhMxDcp6nIL13h+gskkwbSTfyMBs3IlvWCjPxcUgFViYKGJumvjLy7Cv+BqW5PD37cQv34ppCxf1jzOqJEpNyufRLUl8JZhWKDukFLiekDM85tason+iilPK++omVRrNCYyI3ATcTni3/L9KqZuKbNIxo3RIX6xEFC/ZvimVGY1QMrhPkazqvogYWNM/hbtxIeRSoZMrtEubDeb9ASntgdH/1CJa2n0wxECpM/B5GWiT0wr1ddsyGRR15Px52MaZhL3kNG+Xyb1HcXJpX36z9mlcry1iq1RbLUeL89vsufxi9bNcMuA0Lh4wBtPQ91vHI/p/RXPCE+tTTenQ/hj5KTwDKE2nSKAYcvnU1jTljBcmsgSBIuv5KKVo3rKLf4+9htXf+RN7H5zDjh/+jflTPoW3aTuBUrT4xVkjSso38Fv0xCoHQBB2dq4ys1SYWUwJaCZKstepCDHU3PtJPnIndQ05GtMKy4D+ZQYjK2x6Rs28LWAYEHEUEVsRoHh+x0ru3ziPn696nJSX7fTjqdFojhteBu4D7gXuL7Itx5QhH5wW9k8ocLTEEAxT6D1VO1odgYhgTLwCrMhBTi4C+Dn8xd3qa1Z0RBIYTKUwLtWuSVX+X0A9brDoMPq7mrdC73gFXxr7HoaV9TpYgijv8LYc5UDB49tWctvyJ0i6+n7reEQ7uhoNcPYfvoZdUYKZ79YZiUfpcUpfJv3Ph+hVGqUqESFqhc5l1gtoSIW6vXNv+i1NzVlyWReAIJMjaEyy6gs/p7rEOagmeF9zltrmLMnAIpjw/rDmCXAkoNL2qYwaRE+9CGvHq6hNi4h4KeKvLieb9qlNghdARRwuHBjHMgAFIooW+Ug/B5mckPE86rLNPLF1aeceSI1GczwxhlAKyAO6VZjTLo0zc+6dVJ0+DMMUDBPEUCjP56FR/8GuubpOtyMwT78cGXl++xRmg7z0ELBvA97CP2uH6xhiGDamnAW0SNsUpjK3LQH15ILnUSp36B1pjpqEHeXakRdyYT474cBvs1Lh/ZiXT2fenmzkppf/xcq6HZ1vrOaIaEdXowEqxgzhslV/Zvxt1zPqxqs4+w83MWPuXdglMQDsgrTlqG1QEbeJRUx2vvAqGcsiGYsR5C/8vmGwZ8nrBG5b2ktLTXCJE2ryJrMe6eGXYF7wWaT3CLzSvsjIC4m//zYqq3vChnngZWkObNLrt+AsnI+zv4FUc450k83pfaJ8fEQJJ1UYxMLJdQhAKcEPIJMVPD9gVd22zj6UGo3m+GGbUuqzSqmPA8OKbcyxpnzkIMZ9/aOY8XzTHgV+OouXzDD3g7e2Owdrjg0igjX1E0h+kjZ0cqVdkyr12rOonWuLZ2Q3RKQESybTvuKwvfyQUgGBaiLrz9fO7jFARLh44Fg+d+olRM3wuLemL9M+qhsAuSDgrtVz+eNrC3CDg/WPNcXhqGt0RWS4UmpdRxqj0RQTuyzByVfPetPtCnV7y1VAJpnEN83W1OesbRPEouxN5ohGFLYlRMxQxijhWCQc8ANFEASse2wbq+7cQF3Go8ekUs78Vj29xpS3tq0vM3IkA5vMlp3Ilp3YkQiJ6Z9EKhsYVWVzcnk5UUvxrZfr8b32STaZrKAcn//3ygP0jJUzo/94hpQeI3FujUbTFdglIncB8WIb0lFsvPdJ/FTmoHHlB+yZt4o+08YXwarujVgRjDM+SPDyfaDcA1YCfpZg8V+Ry25FTF0zeqwQiWJxDjm1CEWqdVypoN12ikYy/vNEzWmIHNy5WfPWGFhSzbcmvpdfrXmOzc378FXo3MLBzaqUgvm7N/Naw24+PeY8TiqtKprdmpC3EtG9TkSu7zBLNJouyMlXX4oVjWD7bbN3cRTDZp5BNGKT8wOaMh6N6babgYwb1ve++rXfsOzm35LasguztoG9zy3jscu+xrbXtlE7cCo5M4YlinIzRw8zQ8zw8JQQ9B0NSYd01qcpA/UpYVDCPqiWBEK93ZTrsT1Zy1/Wz+GNJt0hUKM5gfgvoAG4FdhUXFM6BhUEb2ud5p1hjn0XxmmXhmLu0Jq6LCJhyU7dFvynb9cpzMcYkQQR42zC/nK0O76q3b80GX8ugUoWydLuRcS0uOHUGbx70IR291rtGlQpAEEp2JtK893Fz/DElrUESp+HislbcXRrgf8WkTtF5BoRmdBRRmk0XYWxt3yCXlNOw4w5WCUxrESU6tOGMPUnN1Aet+lZ6lCdiFAabbso7U+71GyvZemfZ9Psg2tZWL5PPJ0mVtfAjl8+RKT/aKwR54IZIYND0ogTsUx6Xfwp4rEo6tlnMPY3o3Iurq+4oKdDwhLsA37RhZKHnvJ5avuyTj5CGo2miOwGooT3Y92qRreFoR+7CCuvm16ICgJ6TdFNqToSY8KVUBCxbdecigD2bkDteq3zDevmiMRxjPM5UqKGUopAJUl7zxEEuknSscAQgwv6j+KLp11Mmd0+Ut7q5Abge4IKBNeHB9at4JsLnyLl6lTyYiFHM9smImcQVsHngPXAeGCsUupn7+jNRT5AONM8CjjzcGLzIrIZaCKUr/KUUpOOZv+TJk1SS5Z0mn695gSmfuUmGlZvpuyU/lRNHH7ABb89nh9Qs3ANsz/4bTKpLEoEJ5fDcV0CoGTCcN790l3YpkD9dpo2LSdFFAZNwIiV4Jgmxr3XEXg5kgMG41dUQnOS4OShbCmrZF/aY/6uDCIQiypEwPdDh9c2hcsGTqBXvAf949XIvfeGRl19daccJ42mKyMiS4/2+nM8ICKjgSzweeA5pdRDRTYJOLbXZhUEvPDR77LjyUUE6WzrudeIWPScfCrn3XcrkfLEMXkvzcH4mxYQzLkLaUngNCSUHgJAIFqGOfNWpKRn0WzsrigVRm0h274T8wHyQ2ARM8/FNHQa7bHCDwLuXjOHNfW78FVLRFfyJWRSEOEFECzD4FOnnsWZfQYW0eruy5GuzW8a0RWRh4BfAjcCfwF+DLz8Tp3cPKuA9wIvHMW2FyilxnelmwzNiUPlaUMZ8uHpVE8acUQnF8AyDXoM7YvT1ExpKkUilcLO67UFtoU1fBD1qRx7m7I0OL0xTptJjwkXUlFZiWOZZH2fZKwXMfGo3r6B2MrlmJs2YTY2MLLU5j0nJyiLgWkqlAprdbM5IZMVcp7iqe2v8Of1s7l33Ww83TBBo+nOrANKgL8CNUW2pUMQw+C8v93CqM+9DyPS1nYkyHnsnb+aBZ/8QRGt6/6YQ8/BmPgBwrbX5PV1WxYg24T/rE5h7ghEYkTNixDaJnIKndy2NOYcKf95/KCxWKZ2O0zD4IYxF3D1iHMwD7jnK3RylRKCAHJewM+XL+Qny+bRnNPR3c7kaFKXTwU+A3xIKTUCeInQ8X3HKKXWKqVePxb70mi6EvG+1Qx41zmY0QimUq2NrBzLZPIX3kt5zCYaMQmUIpn1UEDUNonaBlHbZN+OarL5bKSMsggQ/BWvYwYBSsFZPWOICp3bwjK1XE5IuQo3CKhJ1fJag+7KrNF0Yx4AZgJT80u3RETY8egClNt+4i7IudQ89TK5huYiWXZiYIy8CMwIrcLxLQggCpL7UJsXFMW27o6IiWNORSjJjxxKegggIOXPxvW1/M2xQkQ4q9cQvjlxFn3jZQetV0oOcniX7Kzh888/xqp9ul9KZ3E0ju5twFeBtSKyEpgBzBCRi0Sks3JRFPC0iCwVkU920ntqNB3K1D/exNCPzsCIRhDbpGRIX6b9/dv0PH04UdukLGpTXeLQq9TBzgvler4ik/NZcM8ann80oKYpgvICrKzL+sf28PRVj7Jnf5TTKxzOqI5ii2rNIhPC+xDXFVwXPBWwtXlv8Q6ARqPpaFYrpW5TSv1IKfXjYhvTkeTqmw45LoaBuz91yHWaY4M4CcxZt4S68FJwwaGlbjdALfodaofWNu4IRKJEzQsRyg7Se4UW6SGFUj5pfx45f2un29id6Rsv59ZJs5jRfzhyiLagSoW1u+TTm1M5n+8vnMcvlr5MztdZdR3N0cgLvRv4P6XUe0WkHBgHTAc+TOgETzzSi0VkNodugnGzUurho7RzilKqRkR6Ac+IyGtKqUOmO+cd4U8CDBo06Ch3r9F0PmY0wtl3f4kz7vwsfjqLXZY4ZNpz4VgoT2QRrWtk9/YMNYvTmDEDpzGNCiBZ6hKkRhE8/BWme1nOHDyM9Bln8vuN+yk8/7qeYJoKN/B4ctsCalZFOKMpwmnnvL8zPrpGo+kcXBF5BtgLoJT6SJHt6TD6XDiRzf83G+W3pbCIgFUaIz6gRxEtOzGQ6sHIxA+hXrkfglBloOXaFeq8ewSLfodx5c8QeSt9UDVHg4gQNc8l47+Mr3bRGtk9IGVcoUj7CwmCJFF7VBEs7Z4YYvDhYRM5s9dg7lg2h7Trt+vCDPkaXj/8TQQo5m7bzuJdu7j5nKkMq9L10x3F0Zxt/gv4mIi8CtxNWKP7pFLqWqXUEZ1cAKXUDKXUqYdYjtbJRSlVk/+7B/gXcOYRtv2NUmqSUmpSz566+YHm+MeM2ETKS960treQQZdMIhIExDJZIvWhkwvQa3h/EhXleOWDaPIt1I4aSiIWfRMHaxn6flhH4inY7cGT8RzL5z9wrD6WRqMpPn2UUhcppT7SnZ1cgHG3fAK7PIFhW5gmWJZgWoJqTrL0iz8n0JGTDsc45XxI9IAWiSHIpxLlF7eJYOFvtOxTByFiEzUnY9AbDogshpW7PooAhU9GLSfpLjpIg1fzzhhaXs3Pzruc8T365mt3W4R228rIwjTm0AFO5jxunjuHX7+yDF/XsXcIb+roKqX2KqUuI6zz+RNwg1Lq6o42rAURSYhIactj4GLCJlYazQnLxNuuI1pVhhkLW9wbjo1VGuOCuz9PVSJCn0uupSoqlHoZSpcv4gNDYpQ4Bc0wCaO6nhc2qoLQ4X25TN8MajRdERH5af5vrGA4LiIfFpFZIjKrSKZ1ColBvbhs6e+oHn8yhmm09kJSrseW+2bz2k/0JF5HI1YUc+a3ESdfrygtS4HO3Y6lqNceL5aJ3R4RIWZNxjZOaTde2IU5TGMOyAUbSbrzUEpf948lEdPiCxOm8ulxZ2EZZn5UoVRbR2YIAw1BEAYdnt64hU899gRr9u4rltndlqOSF+qwNxe5Evg50JNQ1H65UuoSEekH/E4pNUtEhhJGcSFMtf6bUup7R7P/IUOGqG9961sdYbpGU3TcZIbdL7xK06adxPtV02faeJzK0tb1Kpcm2LEGmmuhRx+8HpW80ZSkMRuwvXk/ACetCHvBbRk3Aq9RoeoVA6oqGDw0Rt/SEqS+CVW3C4mWIH2HI/bBepUazYnCNddcc9zKC4nIKqXUqXmZhYn5sU8UbqOUurc41rWno6T/lFL8s+/l+KnMQeucnhVcvlE7u51BsGEuaumfQLltDi60BRmNCMa77kBilUWx70RAKUXWf4VcsCHfeTloHeeASl5DKiizL0bk4MwvzTujLpPirlcW8npdHZ4n7RpUtYhetIwFQZgJMfPkwXx83Gjitv7/OFqOJC90NDW6HYZS6l+0ObGF4zXArPzjTYR1wRqNpgA7EWXAzLMOu14iMcwhbdUFJjAyXwbSuH0huUBhGAo/gMZXArL7AAWN0sDahQ30P1e4YHgJkZoa/M17Yd0CzDOuwCjv3bEfTKPRvB2eFJEFQB8R+U/gVeB+pdTBXl83RfkBfjp7yHVuo+683FnIyeehGrbChtkFg7Q5vcolePoWjIu/o53dDkJEiFqnY/jlpP2lQHsnt1B311f1NOYepzQyHVNKD7U7zdukKhrnm+dMZ/bmDfxx5QrcVue2ZYu2NOYWh/fRdZuZs3kH3zz/bEb11LW775SiOrodTXV1NVdffXWxzdBojjuGzhdeTtiMBNJbFXXN56Fi7bex9oH18Sjvv+oSjD//mUgmCYk3iHziK2+pnlij6S5cc801xTbhsCilbsxnQM0BhgDvAcb8f/buO86uuk78/+v9OeXW6TMJ6QkljR4CQZCOCChSFIVdEWWV71pYXV27rov+3HVBXXfdtStYWFEUWJpUaaGDEBJKGiEhZZLpc9u5p31+f5w7k5kUBCVzB+bzfDzuY2bOvbnzvpPkznmfz/vzfouID6zQWr+nnvGNBWVbNC2czcAz63a6r/nAvesQ0cQkIliLLyDqehYGN49OciH5OqwQr7gW6/C/q1eYE4Jr7QMoytEj7LiSO0RrTcQgA9WbaHLfjqVMsvtaO3n2vizeazr/vPReOgul4b+J7TN3R4+CHPRCPnP7A7x55hQ+edShOJa1i2c1XgnT+s4wJqCjl/wti0s+tgjl9eB6GtEM3wAiH9au8+gtB/RN34cucgxGEPdtHn4erTVxzybirg2mqYVh1FmtAupkrfWXtdZnaa33A5YA/1Hn0MbMom9fgpVNIUqSraEKlILBZ9bx6N9fZhohjSG1+P2gHLbPGgJsBZYCpWHTg8SrzH7dPc215pCzTiCp6xq9mquH5t6g0QT0+9dTDdfXJc43uuZ0mu+cdArnL1xYa1TFqP26ycftK7xRrLln3Rbe85vb+NOmbXWK+vWvrnt097Q9tQ/IMN4owp/8mBuvWc71mcOTrxVEqvYGDGiB/Cxh1qlw2MwUh7XkaG5IkXb2wdsaElz/bdxSd7LCm8rinP1p1HQzssB4Y3q5fUDGK7enfzcPPPcid5/6j4QDpVHHrWyaQy/7KLPf+9Y99r2N0eJtz6HvvQzQYKudq4GUg7z5M0irWXHf06K4n8HgdjQ+sHMp8/aGVULePpK0Nc9Ub+0hGwYHuPyhR9g0UCKKt48dGipfHrmXd+j4khmT+Pwxh5Jxzd7dHb3c72azomsYE5htO8w/YCqWm7zJWkMXd4doKG6A1b+E5wY8HuqrMOjFdBXW0vPY1fT39dHlKwb8GK8wgP/rS9Hlgbq8FsMw/noi8jMR2SYiK0YcO0REHhaRp0TkcRE5onZcROS/RGSNiDwtIovqF/l2ViaF9sOdjkdlj7U/vbEOEU1catICmLw/qB1KL4c6MusQ/cQP0F5/PcKbUCzVTKNzKsJQU8ldJbnJKm8heJhC8EAdopwYZjY28Z1T3sJ5B8xHRBAZmnsMI0dDDc3ejULhwXVdvPOqu7ht1cb6BP06ZRJdw5jg5i6cxNz5k1Bu8vbqRjq5ogjJvioNYQhbVwjP9nl4UQzEWIcsBEAjVLXFgE4xENtEK+5Njr+Bq0UM4w3sSuDUHY5dBlyqtT4E+Ofa15CMHdyvdrsY+P4YxfiyYs8HteuVqN01qzL2HHXkh6FpGqNKmIHhGVCVXvTSb6BjM+ZmT7NUI83uOSgah48NlTInY4eGfm/HeNEq+rybibVfh0jf+CwR3r1wAT9828nMaGpgdIILQ/t2dTzUrVnwgph/v2c5H73+QV7qL+3uqY0RTKJrGBOcZSk+e+lb+OQXT2LWgmZEgRtr7BF5auxDz0OaweWaW9b1c+fmAboth8z8OeTfdSrT3nc6bYfug6UD/MEeolizrVCle+VT9P3k05S/8W687/09YS0JNgxjfNJa3wf07ngYhs+Mm4ChjfpnAr/QiYeBZhGZMjaR7l7D3BnYudHd9URA2Yrc7L2IPHPiPpbEzaGO/Qxijeh/Oqo5lYDXh15t9uuOBRFFk3sajppZO7LzRemhVV5fb6HHu44oLoxtkBPI5HyO773tJN538HwsNTrZ1fH22bsjS5qf6Rzgwt/cz88fX001NBeIXo5JdA3DQEQ48OCpvPPcRbhpB0SwdvjdF/TAlrtg6Y9CVnVVuXnzIMsPPpTWfSajpkwic/wSone8jf6OBfSUquhNK6lc+20Gt2ykK7Do6+mlcvP3CJ/4Q31epGEYf6lPAJeLyEvAN4HP145PA14a8biNtWN1JUpxxI8/h5VNoyyFKBAloDXdS5dx79s/RewH9Q5zQhE3Dwe8J+kMNpTkimy/aQ1rbiFec1t9A50gRBwa3eNJWXPZMRXQjJ61G+lBur3fEURdYxvkBPPuA+Zy5dknM70xhxJhuLR8xCiikQlvFMFPH3mBd//iPlZsMaX/u2MSXcMwhh148BTaJ+WwrORExI22/8qLBbxYCIqw7VEINTzS69NdivBDTTG2aZ3VRtPcmVgi+A/8Dh365CQgJwEawQo8wnuvwvMDStWQMDIdUA3jdeDDwD9qrWcA/wj8tHZ8V/XBu9yzICIX1/b3Pt7VtedPmCcfdyjH3XAZYsmohjpRpUph1QY2/t/9ezwGYzS194mw4ByQEft1ZWQ5cwyr/o+4OliP8CaknL2EBvsoRv9X3l7KHOsITUyMT3f1OkrBil0+j/HaaMtm+P4ZJ/CRJQdgqx0uQIycvRsle3fjGLqLAR/+3WN87qanKO2iN8FEZxJdwzCGKUvxpa+/lWNP3Ac3ZQ3v2RWBwEreLnQE/c+BPwC2BY91eawZDBjwNH2+hY77ac2UaZ/tkps/i7QDeQnIi08Zh6BapVosUKyG9JR8ulY9Q+/Vl1H6yT8R3H2VaWZlGOPPhcC1tc+vAY6ofb4RmDHicdPZXtY8itb6R1rrxVrrxR0dHXss0JFKGzqxMqmdjkcljy23PjwmMRijyd4nQ6Ylmfs0lOSqoZFDkowduv9SdNmsHo4FESFt70eDfTygRo8eGtWgCmKt6fcfYKD6IFqbctk9xVLC2+fN5qfnnMChU1t3upqo4+2ruiNHEd23toszfnwvyzb11SXu8cokuoZhjJLLuVz04SP51vfOwnItRAnODguvQRme+yUs/zU8213hgZ4CN3b28sJgQKnaRdfAo3DEIlpPO4rcR96LTGojQFHSDr0qT2BnyLoW7uoHCK/5VwrP/4mBTeuJHvw91R9cQlAwb9SGMY5sBo6rfX4isOCxCloAACAASURBVLr2+Q3A+2rdl48EBrTWW+oR4K64LQ2j94IOsYRUR9PYB2QgloMc8wXIttUO1BpSDZUwA4QV9FM/rluME1Hank1r6hwEFxjdTDLW28s0tIZCsIKtleuIY7N6uCftlc9y+elv4ksnHULG2V4FEcc7vqcNtTAHL4z57E3LCM288GEm0TUMY5eaWzLM2ac12VJFsrJrx0PjCEBHQnkrrLwe/FgTaljaXaAYFNE6IhJBUi6STuGcfSo5CelwI5qPOBVRilLFo3T7L2iJBumQEg34EAXoUoFt91xHV6HKoBfgh+YN2zDGioj8GngImCciG0Xk74APAd8SkWXAv5J0WAa4BXgBWAP8GPhIHULerY5jDklWdGvJlGXXbgq2/uEB+p9e/eefxHjNSaoRWfQhsNxkFXenPbtAYRPxil+itXn/Hyu2aqQt/U5s2oaPjZ7lCsnMBY0f97K5/L/4UffYBzrBHL/3VH5/wcmcvN8UQGA3o4iGhFHM8i2mMm6ISXQNw9itSz55DJMmN5BO28NVZVash99bbR9KG6BaSN50065mk1dFa00lgIqv8QJNb5wmmDwN57hzaTz2VNpyilavmwaSUR9KYBCXQe3ix5rci0/gWILnR/SVfbZu2EDxtl/i3/g/RCsfRZurlYaxR2itz9daT9FaO1rr6Vrrn2qtl2qtD9NaH6y1XqK1fqL2WK21/qjWeh+t9YFa68frHf9IyrY45rp/JzO1DcuW2rxKQYDq1l4efNfnCEtevcOckKRlb1h4LttHDu0i2e18HP3infUKcUKyJEtr+gxSwx2ZE0NJbtIQSYg1hNpjc/k6SsG6eoQ6oaRtiy+eeAg/OOdI2nMuu26PkBBJSpmNhEl0DcPYrda2LJf/1xn80xdOIN+cRg91Lx3RQERHwkM/UTx7u2JgQHh6oMLvO/u5ZUuBdYNJaVNspyidfSHFeTnC6kPg34nT2EuqNp8v1uAQ42HTr1MUMy0oJbTkXHIvPIa+4jPoB39H9OgtFH9zOd1X/Aue55tZvYZhvKzG+bOY9w/nYrnOTvfpKGLLLUvrEJUBoGYdB7NPSvbrws7Jro5g7U3o3lX1C3ICErFpSb+VvH04Q2nCyNLlkb91tdZsrdxJd+WBsQ5zQpo/qZlrLzyB9y2eM2oU0UgaOGhK89gGNo6ZRNcwjJclIsxfOIkj3jQLy1YI4ETJr7pQJCllqsC2FcLyaxSlshCG4EnIA30FSnFEWw4k7sEPNb2liIIXI3YX9gkngEpWixvFp4MyzS5kjjgdz4+I/CrWjd8hHxTRtQ7Noe9T3vgCPU/eT1ehykA5wAtMYwzDMHat2tW/y3FCsR9S7TJjOepJ9ns7ZCePTnKHPtZGrOinfoAefGm3z2HsGQ3uIlpTbyVpUpUYmfCGcTJ9IdKaPv9ZNhSuJYpNhcSeJiJc/Kb9uO6iY5nbkccZmpJhKVK24tJTD8S1TXo3xPwkDMN4Rc46e39yeRe7luzakUYLVG0hUgoVQlCE3rWCHwoVL0mCn+j1CMMIke3XgZMGzhHqkLnovfYB24VUFnFcssecQ9tBR9HRkMLZ/DyIooJNH2l6dAaN0Br00/D8vaQci2oUUfBCtO8RPvVHyvddS7ThObPaaxgGAG1vOhArlx7+WqTW4DeOCHoHzFaIOhI7jRz9RUi1jDg4YqVKAB2il/8U7RfGPL6JLm3PZFLmHCxJM7JcdnuDqu2lzJWol3WFa6iEW+sU7cTSnktxxflH8u0zF/Hew2bxwSP35rcXHs3Rc8amq/3rhV3vAAzDeH1oaclw2Tffxh9uXsn996+jt6+SnIPUZr3FIlieZvOTggamzI/RwKYy3BEVaHQUe6dTONqiWB1qpBBSOudDZFhDLhUhqglJHQwkVy2xHECTJUChqWJTwqGEQ8pKs1fGARz8TWvxrvg8RCHdoY1WDunZC2g47zOkUw5qNyU+hmG88XUceyjNh8yl/4nn0dVku0SyWKhZf8UNhIUyB/77JfUNcgITZcGBF6L/9D+ga518h96yh5Leai/6scthyRcQO73L5zH2DEe1MSVzAVu966hGPcD2/brbt4ImY25CXWV94SYmZ4+iJbWgPgFPICLCYTNaOWxGa71DGbfMiq5hGK9YY2Oa95x/MO+7aDFO1kGJ4MZJN2YNhEood8L6u4Q/XWFRLUHJ91lXCFlZ8Lm9u4BvhbgWBBGkbBeX1ZTDkO6ypuL3o72lEA8CoGYuANtFCWQlpEU82qiQcxSZw04Ckj1CA1f9O5WyR1z1aIrKZIMi/ovP0vvIHXQVq5TNEHXDmLBEKd7066/T8eaDESWjFgyjSpWNv70dr7OnfgEaSOt+cNgl2/frwugyZqUgLKJX/850Yq4DpRR7Zc6i0TlwF/fK8N7d5KbZUnqADYVbzd+VUXcm0TUM41VbdMhUMpntK6WK7aPmQyVEgVAtwPN3KTxf8AOh5AlBDA/2lmnOQlNGsMUjn4qSi/caClUY9CIIk+YjoixS7/0KpHPgZsBJYTkOjUecTOPCIwCIul6iWipQwKWbLGUcbGJag36aVtxB1rWwa6vOfhjTvXYVA4/cjv/CclPebBgThHId4qo/el7KiPsGn1lbh6iMkVTLPjDzeFAjig2V2n4ToOtJ9HO/rFeIE5qIRWv6TbSljkPVklsY3aAqWdWFEOgPNvH8wDVUwt56hWwYpnTZMIxXz7YVX/vKyXz3+w+zek03UaRRMUQWIILWGh0LPatgxhJNqhGiGEqeoOOY5wop0nYb051NxDFJ9+ba1KKUDcT9xME2gupaUu0B6U9dSry2G10pofY+GNU6ZTgWpTVtqkqATxULD5tBUjTgkyXEdZO3OR36eFd+De/F1RTFog9wmttpuugr5JpbklJpwzDesHJ7T6Pn4eXJm1GNCMSV6i4TYGPsyX5noeMQNi8dMWpo5J5dDb3Libc+hpp8eP0CncAa3HmkrClsKF5LpLdXS+lagptI/s6CuMjawk3MazoXR2XGPFbDqOuKrohcLiLPi8jTInKdiOyyH7aInCoiK0VkjYh8bqzjNAxjZx0dOb76zyfxg/8+E7EEUYJTS1YjJUQCUSD86SqLJ662qAwkvwhLVeHhbd08uG0Vv9k0QFcQ0pGDnJs874AHBU8oFR+mv9RJX7GHMFiFtbeHfdjJo5JcAOmYAekcjsTkJaBdKjTjkXIsrENPxgsjuopVtt16NcG6Z2gOB2gN+sgFBejZRO+1Pxh+rmoYEUSm1Mow3ohmf/Cs4TFD23MogTjmqQ//Gz0PPFXnCA0Rhcw7t9aJeWQZ89CtdlV0zTXEWx6sV5gTnms1MqfhPLLW1OFj2y8Vjb5orHVMj/f8mMVmGCPVu3T5DuAArfVBwCrg8zs+QEQs4H+A04CFwPkisnBMozQMY7eaGtMcfNAUlJKkG3O8ffRQoIQoFKrdsOJ6CzS4NogVEeiQUMM93R6B1uRT0J6HjKNAF8m7EflUspe3txwzUK4Q+TsPphelcM//Qq20OcmW3ZSLNX0/7CVvw7UUWdfC/9MfKUSKbnIUSZEjoCUu0brmIQiT0SNFL6S35NM1UKL/mSeoPPsY2jfjEgzjjaBhv5ksvuIr2Lk0IjKqiiOqVHn6k9822xnGARFBFl0CmfYd76h9BIhh3fXEJdPht14slWZ6/jRaUwe97OM0EdWob4yiMozR6lq6rLW+fcSXDwPv2sXDjgDWaK1fABCRq4EzgWf3fISGYbwSH/7g4Xzpq3dRKFTxqiF2rJMVXUuIRCCG2NP4XdA6JzmR9APwQyGfEtaXY6ZlhIyVpzE/C4KVQMzQKDgBvDCC8haa3JkQvAQEYE0C1Yo1cwHpT19BtOxe4kIP1pwDUfsciiiFDTRYCisuElDBxyIaccW5jI14PmnLoSXrUl6znMFf/TulOHlMWvu0n/cP2Ae+eUx/poZhvPbaj12E05SnWqnudJ/fM4C3pZvMVDOeo97EbYRD/wH96NdB+7ues4uGp7+D3v9ipHFO3WKdyESESdkjyDnTWV+4jaF+zKMeg0XWNv+njPoYT3t0LwJ+s4vj04CRk8I3Akt29yQicjFwMcDMmTNfy/gMw9iNluYM/3X56Ty5bAtXX7uCdS/1o0i2UwWSNKgigCducOiYrZl7VIiVT/5swYN7t3lkXYWjYo5oD5nlJMmwErBrHZoFsJWG0h8IY40XxOTclYi9F6SXINlG7DedsdsYrQVLYNm9OHEw6ngwaQ5FbVMsVrEDj/gXX6PBLyK1cUYWMf7Vl6On7ENfqoW0Y5GyFa6lzL5ew3gdsvMZRqW5MjSuNRi1f9eoL3Eb4IAPolf8CIh2k+xG6JU/h0M+izhmD2i95JypzG0+n7WDN1GNB9leyCwocWhNza1neMYEtsdLl0XkThFZsYvbmSMe80WSPexX7eopdnFst7VFWusfaa0Xa60Xd3SYK0iGMVYsS7F40TROO2U/Uml7+GRk6D9wCAS+sHmNYumvXcJSclyj8XwoeDHl0OOBbU+zzbcAcCxozUJTBpSyKJb76a9EVMOYkg9dpYhypRMdbPyz8TmnXQS5JnBSyQHbhVSWKe/5GG05l3zKJlz5BCXt4mGjgDQhCg1xRPDk3aQsC8+P6C8HdBWrDPQP4q9+mnjr+tf2h2kYxh4z6wNnojLJ+4Co2l5dlaxOPXzmx6lsNOWw44U07wsHfAikti4zlOSq5C9OlILIg6cvR1dNeWw92SrNfk1n0ZE+EEvSKBya3Nns13gmlkrVOzxjgtrjK7pa65Nf7n4RuRB4O3CS3vXmmI3AjBFfTwc2v3YRGobxWnrzkTO54dZVbO0qEgQxdqwJFGglxCKIhjDQvPCYxSFvDan6yYlLGCXlzMqNWF50OanNBV0BhLStSadmUSm/CEDGSZLg/jIUqhHleB35ximkrSJoD1QL7PCLVTW2kfnUjwifuIv4peeRSTNwDj8VaWhBAbalcCnj6SJCsupbxWKQNFYUkyuWyLsWjRmbahhTuO9G+m67CqUCgjgkaJ+J+4F/IdPeYVZ6DWMcm3nB6QyuWMPm397OqOvmcYzfX+D5r/6IQ3/05brFZ4ymmvcjnnUqrL+ldiBZoxl6nxUlEFVg9a/QC/8eUU69Qp3wlNhMyR7OlKzpiG2MD/Xuunwq8FngHVrr8m4e9hiwn4jMEREXOA+4YaxiNAzj1Um5Nt/48km884wF7DU5j1KSzNwTIVIQKoi1sG2tw4t/crBDjW1BytGkaucnWyt9/F9nidu6LV4K50DmdLCnknGSJBeSCkNNrctzFBMU74TyH6HyMJRuguqKnUaGSDqHc/Q7SJ33GdwTz0caWkbdb+13KBZ6+I3RJSJPFctx8eYcSl/Zp6tYxVr3NNnbfkJH0I+qliCoUtq6kW0/+zpdhSr9ZR8viIhj09jGMMYbUYoDvnHJruvFopjuex4f85iMl6emnwAz3wqSVPvIrsqYy1vgmf9GR6aBoGEYiXp3Xf5voAG4Q0SeEpEfAIjIVBG5BUBrHQIfA24DngN+q7V+pl4BG4bx52UyDue+Y3/+7csnJW2WlcJChhdPIgVlT7PiAYtbf5ZmYKOQcpJzFT+AvlLItlKZbV4/D2xbwTN9K0G1MfLMNGUPjSSyIC4ThQXCOKIaBvSVY4LKKghfXfGH6piOveR0cNPJ10DWtWndbwGTD1xEU8Yh7VhE910HQZUCLgOk8LBojCs09azD7d9MEGkGKgH9lWRlWPtVoo1r0YOmtM4wxgURxLZGHVKqdhNNWNjdtXejXmT6CdCykOHfAzvO2VUC1R5Y93u0juoWp2EY40e9uy7vu5vjm4HTR3x9C3DLWMVlGMZrozGf4shFU3nkyc34QYytAQ2hJMkukaCAh292ecdHPJSVdGIWIAyhHAtpN2J573LmNs/FSR8JXjI7UUlMPqXIZjoolTup+DAQJ8lvECcjidLhSvKtU7FEk+wSdrafFO2G847/hzV/McGjt0IYYB92EtYBRyNKYVmQdiwqhSRhFcDHooqNoHFUimavSHNDCj+M0Wj8u3+Pf/MVdEseJ6qSmXsQjRd+FjuT3XM/eMMwXpYoxV5vO4bOm++HMByqhk1WCnXMI2/7CEfc8F2c5ob6BmoME7GQ+e9DP38lDKxiVNn5yNFDA8/Bqp+h516EiLWLZzIMY6Ko94quYRhvcJe8fzFvPmIGjq1QtXMRSwMiRMnkIQRh43MpVOyQS2uc2iW4OIayJwSB8HT3MpYNbGabOhztHgju/pA5DpXan4aUoj0PjWlIO9BWyyG9wKen52mKXdfC4HVQuBaqq182XhHBmreY9AVfIv2BS7EPOhZRo0+WrP2PBNslj08HZZqpkCEkijXR5GTMhWsrvKcfpnLzFWjfI1sdIApDBlY9w6af/we9JR8/NB1eDaNeFnz1I+TnzkJZMnqubhRT7epj/U+urW+Axq7t+x5It48uWx65sitA+SV46Wa0Nu+xhjGRmUTXMIw9KuVafPwDi/nVf57BgQsmJSchSoaLkDUQ+PDUvQ6//77DmqdssilN2t1+tb4cRKzuX8Vzfc9w35alLO3ZSOzsB1YLqEaSEQZJgypIVnSTb+Sgq6uAAIjRsY+uPAnVdX/Va3KOOTPZ32u7ALjE5F1hrzPeS0NjMjcpiGL677qO3sCijwwaoYEqreEAmVWPEJcGhxP/ahhRqoYEYUQ82Iv2TNmkYexpTlOeA//jU1hpd6f7tB/QdfuDdYjK+HPEzsBB/wipth3uGLrVZuz2PA7rdjW10jCMiWI8zdE1DOMNLJ2yedsJ+7ByXS9eNcLWJCu6ta27oR+hRFi21KGhJWbqnBjL0kQR2DagINZQjUM6y51sLG5gZsPsZC5IahFUHweSfVlp28LJpyhWevGiiHIgaDSWQNGPyYcryLiz/+LuyJLJk/n0DwiW3kC04iGksRXnuHOw9j14+DGOpWgtduLpKj42ZXEo49CsPXIqJqUrqNr3DyLNwLNP4l/7Q1Shl7QOySxcRMMF/4Rk83/dD94wjN1yGnKjBxaOWBiMBov4Pf24bc11ic3YPRFBz/sAPPt9iCsj70g+qtpfZHElevPtMOVkRMzajmFMNOZ/vWEYY2bJIVM49ogZuI6FbSssXeuarCBSQgREobDycRdbbBwlpB3BlmT8ULEslCpCxQ95YfAFer1uSkER3JmQPQHsWWB1gLsQK38STemQtpwmZWnCSLAtsBUUvArdg314Aw+gB65FF25B+69uFq5k8rhv+Rsy//hd0n936agkd4g79yCyKqYZj3ZdolF7OERgWZTzHXQVq/SVfNi2kewvvkqubyMq9CnFQu+zy6j84EsARKZ7s2HsEempk8gvmAOWGlEBm5QxBwODPH72xwmLpsJiPJJUKxz8mWSU3MhrlpYaUc4M9DwMG2+qV5iGYdSRSXQNwxgzIsLHLljEt794AmectA+2a6EELASlk9XdCNi2yeL2XzUTvDAPWyxERk8K8nzhxf5O7t38R27feBP3bLqdKhnIHAHZ4yE1HyQFksFW0JSB5ozGtaAprdEqR1S4i/7BFxmsVCDqhfKDaG/Fa/p6nVPfB6ksKAsFpIkQN4V79ofJpF2yrkWkNT1330hfbFPFpqWWFDdFJeKXVhNvWU9PqUpXocqgF5h9vcYeJSI/E5FtIrJih+OXiMhKEXlGRC4bcfzzIrKmdt9bxz7iv95B3/sSmemTESWjqzyimGCgQOd1d9UvOONliXJg3gdrye7Ifboj9+9qGHgK3XknWpuLhoYxkZhE1zCMMTdzaiPvfcdCLDu58q4AC4aTXT/WbOmqcN2tm1l6W7LDwrEhl9HD3VHDCAbKIUEU0Vvt5qGt943+JiKQPrT2zNvPezQWrp0FnYz+iXWSRMc6IigtJ5lo9tpQbXuR+ewPsY88DemYjpq7iPSHvoZz5Kk4lqIh7dCeT9HSu558VCFVK71WQBGXAStLeVsn+ZSNYwmeH9HbX2DDL7/P1o+fxcBH3krx258m2vLqVqMN42VcCZw68oCInACcCRyktd4f+Gbt+EKS2fb71/7M9+R12OY2NbmNvT/xXlQ6tdN9caVK36PL6xCV8UpJdgrs/wkQe+dkd+TKbu/D0Hl7XWM1DGNsmUTXMIy6cByLi955ACl3+3lxrYUIkUo+Vv2IF1fZVAbtWimzIp/WpByNkCSpyZ/R9FV7kzLmkdxZkD0aVDNgg9WG3XAcLekiLdkY14ZqCN1loeRDb9lioNhD6PegS4+jS4+gg61/1SqAap1M6rxPkP3ylWQ+dhnWvEU7PSa13wFkbSFLbe4uYKEJQk2hdQYFL0RraMw42L/6BvLoHVjVCsQx3qrlbL7s01R6us1qhfFX01rfB/TucPjDwDe01tXaY7bVjp8JXK21rmqt1wFrgCPGLNjXUHpasqI7REntpmDwkWUUV/51DeyMPUucBtj3QlB28ga6q4QXDX2Pobfcat4rDWOCMImuYRh1c9oxc/jyh4/k0AUdpFNW0pAZhkcPJecrwqYnZ+P0zuOAloNpcvPk09CQ1TTlkhXeKIZqoLl30+3ctP63PNR5N4P+QPJNnGnQcBo0nQv5U8CeDCqHa0FLRtOc0WQdTc6FrBvilV+ie8ttFAafI/ZWQuEuKD28R0+M3GPPgnSWoeVqARpd2GvJ0bRN2Wu4xDnash5n7XJyQZEqNgGKCPDDmG13/4GuQpWBcoAXROZEzngtzQWOEZFHROReETm8dnwa8NKIx22sHduJiFwsIo+LyONdXV17ONxXr2nRAlJTJyGWGu5jNLQQGA0WefqCzxFVvHqHabwMyc+GfS9Okt3hgzskuwoYfBK6TDm6YUwEJtE1DKOuDpk/ia/9w5t56zFzsByFEsHStU7MAuUw5r5lnVxxzSb+68dbaXOmoVBYtXevOIZiRShXNduKFbzAp7OyiXs3/4FiUNj1N03vz1BJc8qGnAtKFOlUO3irgIiyD4WqACH4L0DYvcd+BtLQTPaz38defBLkm5GOabhnXkzqPR/HtbeXOLvdm8CyCFFUxKZPMhQlhRt6uFvWkrItqlHEYKVWlt3fw8Av/5O+z19A4esfxX/0bpMAG38JG2gBjgQ+DfxWks2su2pbvst/YFrrH2mtF2utF3d0dOy5SP9CIsKhv/hXsrOn7vJVxWFE950PjX1gxqsimckw+/ykjHnoX+JQsmup5GKiaOh/DN15g3k/NIw3OJPoGoYxLrz92L2xatmrguFkN67dytWIjV0lHn3IxrFcVO3tSylqM3eTE5aiJ/gBhDpiZf+um0uJPRkyR4K41HYHgzMNJzWd5oweTqKrYXIL44hy6UUAdFRA+xvR0W6S6L+QaplE+n2fJf+N35H7ys9xjzsTUaPfotVeMyCKSBHRrss0aQ+XCN9O40/Zh4a0zaSGNI0Zh2Cgj8L/9/f0PHwvXX1Fel56iZ5ffpfy9Ve+pnEbE8JG4FqdeJTkv2R77fiMEY+bDmyuQ3yvCbe9hY63HDUqzxUBZQG+R/HZNfUKzXgVJL8PzH5f7S+uZuhNfeRSfXEVDJr914bxRmYSXcMwxoUpHTku/fCRTGrN4NhJGutoECVokeES3fue6OTwlrewb9N8mtxm2lLt5FxFY2b7lfmKL3i+ptvr5NneP/F83zKKwcCo7yepOdD4Lmh4OzS+E8kdB8olZQvtOU1TWqMEBjyhHCgKVejacgfVrmuhcDf0XYsevBOtozH7GVlTZ2Ptsz84LgKkiGjUPu12yF4nnoaq7TGs+BFbbruBHk8jUYhNTISiEGg2/fEPDPb2jVnMxhvC9cCJACIyF3CBbuAG4DwRSYnIHGA/4NG6RfkaaDp8f1Q2DSR5krJAKUEEtv32FrZdf0edIzReCcnNgFl/m6zsDh/cYaleBzDwxNgGZhjGmDKJrmEY48ZBczu44qun8N3PHw+uIraTUuYhETBQ8vnA1+7n+z8vMM89jjftdRygsSxozGqc2nmNbUElLLFm8FlWD6zgns23sG5w1ajvJ6IQqwFRtW6rzgyGVobTDrTnNC0ZTWNKaHYrRNVO+j1NbynEjyLwN0Hp8T3+cxkp95FLcY8+FVJpEIU172Dyn/lPUq3tw49pzDikX1iGCn1CFCEKi5gWXSFnaVRn0qU5ijW9JZ9SNSSslPHuuYnij/+Nyo2/JO7vGdPXZYwPIvJr4CFgnohsFJG/A34G7F0bOXQ1cGFtdfcZ4LfAs8CtwEf1WF752QNajl5EfsE+KNcenqkLtaZ3fsALX/8BUblS3yCNV0Rys2HmefByjcBfwy77hmGMP/aff4hhGMbYERFm7tXI/NmtPLuuF62T4uKIEaXMUcyaTQN84rsP8KsvncSU3Ay2lDYSS0Q2paGWt8YRlAIhZWtcJ+KZvieYmptJykrv+nurFDp3DJTuZ2ijnmNpyB6GXXgMJRGxhiAWilVozUZQXQX5JWPwk6nF6KbJnHcJmfMu2e1jLCXkOzpIrX8WrTU+SaMvhxgr9Cikm/FLPkogjGKqA30U/vOLWKVBUtUSGRu8235Hw6cuw54zb8xem1F/Wuvzd3PXe3fz+K8DX99zEY0tUYqDrvg6T53zMbz1m3Z+gKUoPPUczUft3D3dGH8kNwc980LY9Ctgh2swYkPD/nWJyzCMsWFWdA3DGJc+/beH0pxPkal1Yx66Jh+q5HQl1uAHEfc/vYXD2o9iRn4OSqykUZXYKMCPhDhOSpnLVQEtdJZeohgMEMT+Lr+vpGZC87mQOxJyR0DzOUh6PpaEtGdj8m4y2iiIhf6K4PkB/aUi4cB96O6fo7uuRA/eg47ru+qTOvldo0qcXSKwbKyZ+9EwbTpaa6phjAa8W6/BHexBfI+yOBAGUK3Q/7NvEkRxXV+HYYw15Trk5s0edWx4Qk3FY/OV1xJ71brEZrx6kp0K094N4jD8m0QccFqheXFdYzMMY88yK7qGYYxLU9pzqqKMXAAAIABJREFU/OIrJ7N02RZue3QDT67uRgGRSDJrl2Qv6pW3rmTZC72869iFHDzzcEIdsKpvOeuKK8m4GhHwAyEIoT/UPK0fxbUVWmum5eawf+sSlIy+5ifKhdTeowOyJyHhVnJuMo6oHAheCLE1mWrPbXhRgawTkXM1qroWgk5067nIy5XN7UH27Llk3/9pKv/7XbRfhTjCnn8I2Ys+h0rZ5FM2UayphhGVZx4hF5ax0VSwk07OOqTc00OwtQu7oZm0o0jZFq6d/KzigT7CdStRTS1Ys+cOl3gaxhvB5HNPo+/+x4kr1VElzACFJ5/lha/9D/t+/ZN1jNB4NSQ7Gz3rYhhcBuEgZGdDfn7d3p8NwxgbJtE1DGPcch2LExdPpyHv8txL/VSqERZJ+fJQstvZX+H2xzdy91Ob+ZcLD+OI+ZOY0bA3G0priIjIuGBbmrInaGIGK5rmXIgIbCqvw1I2C1sOf/lAAPJvgv6bgQiRmJwr5FwLcnvj6kfpKceUA6EcCA0pTdb1oPoipPfZkz+il+UedizOoUcTd3ci2Twq3zTqfksJWdem2QE9YiqMj4UnNmiF2A6x1pT9iLIf4VpC6g9X4d1xLTgOxDGqpYPGT/0bqnX8jY0xjL9E85GHMPX957Dph1fvNG1I+wE9ty9lzhf+HiuXrUt8xqsnTiO0HVPvMAzDGEOmdNkwjHHvsLkdzJiUx7XVcBmzYnuyG2lNNYj41jVPo7WmOdXGfk0HJKXMYpG2bRqympStyaf1cPPNKI7YUFxNrP98ea7YrdByNqQXgL1X8rHlbNABlkRkne2JYqEqRFEIYQ9xHKG9tejBpejSU2Ne0izKwpo0backd6TUsaeDk2xszhDSrsu0iE/TPvNwsjksJXTkUzRlHMJljzB4143EYUCPpyn4Md62LQx+99KxekmGMSZmfuRvcVqbRx0TAVEgcUThyWfrFJlhGIbxSphE1zCMcU8p4ZsfOYp3Hb83Hc3p4TGIWoDa6CFIOjLf8/QWCpWAuc0HcuK0M9i/5TAObD2ctKXIZ5KuzLGG/pIwUBbCKObJrrt5qPNmVvU/iR95u41DrDySX4I0n558tPJgNSFi0ZDStGdjMk6yh7en7FIIsvRsvI5q733gPQulJ6DnanSwdQx+aq9c+pRzcRYemiS7qTSkMqQmTWbShz5FWz5FW85FKSHtWBTvuYWBUOhROWJReOIwQIptndvofeklQrOn13gDaVx8ANTGdokChvbq6pg1n/kGhWXP1TU+wzAMY/dM6bJhGK8LmZTNB05fwAdOX8BFl9/D+q3FUWXMMRCEMZdfu5ww0lxw4r5ccOK+zGmcC8CW8gv0VDsB0NsXXxmsQBxvIuVAIehjc2kNb9rr7aSszCsLzJ0BKg1xiKU0jSlNzgEvsrApUY0L9HsRllI0piJcK4KBP6Lbzhs3+1rFtsl/7KtEm9YRrl+NatsLe+6B20erjIizpdJHJfbwxcLHIhaFpWMcBV6hRDbW2FYy8zjWGjcOKF9/Fd79t0MU4h52NPl3X4RqbN5dOIYxbsz46Hvpf+AJdKWy0xjW2Kuy4Vs/Yf9ffKs+wRmGYRgvq64ruiJyuYg8LyJPi8h1IrLLMx8ReVFElovIUyIytkMrDcMYd955zBzSzvZuzEKS6PoCpWqIH8ZcdfdaHnh2+8rp/JbDsCS5tmcpaMpqbAWCpuILJU+IdYwfV3lx8JlXHIuIgpYzkoQXAQQrNYXc5HeQitfRmgkAiGLoqygGPIG4DHEBAK1DdFREv4Ly6T3NmjaH1FGn4Mw7aLdJuHvY0aQcRYP2adMVmuMKjdqjUUW07r03A5WArkKVvrJPf9ln9WVfpfPOW6kUSkTlEtUH76LvK5egq7tfOTeM8SIzexoHXvWtnZJcSFZ2y8+vJQ7NLFbDMIzxqN6ly3cAB2itDwJWAZ9/mceeoLU+RGttesEbxgR3+pKZnLZkBo6tyKSs4dFDWklthVfjBRHXLF03/Gea3FaOmnwae2VmkbFytKTaac4q8qlkeTeIIIxBE9PlbaK/2kVfdSuxjnYOYAeiskjTKdD+AWj/QFLabDUACiXQlo1JWcn38UKh6AtxBGH//bD1Cui6GrZdiS698gS7XtKnnINqbgc32dPrKLBdl+z7Po7rOjSkbRxLECB8cQ3Rxhfxw5iCStGvMhBFxKUClYfvqevrMIxXKj17Oiq3vcJjaNSQiCBxzPPv/zSRGTdkGIYx7tS1dFlrffuILx8G3lWvWAzDeP0QET521gH8zUn7cf+KTr5/y3NEQYyFTppTARaaZzb088H/foC3LZ7OGYfPoMFtZlHHsQBUwhJLt1yP64BlaWINjpXs3y34g/yp+w4gSdgOaD2Gjsz0VxDXDtcO0wug9Bi2CmnOaIJIU/KFUtRE1LeManE1GTtORhIBFB5CWxkkvfeunn5cUNk8TV/5Ht7S2wiXP4a0dpA+6UzsGUnMWdcm64LWmoFtGwi0Ty4uEaEoKJd+SeP6EYOr1tKy2B8eW2Sp7Utm4Usv4q9cgWpqJnXIEYjj1uvlGgYiwl7nv4POX16H9v2dqh0q615i269vZMoHzCmMYRjGeDKe9uheBPxmN/dp4HYR0cAPtdY/2t2TiMjFwMUAM2fOfM2DNAxj/GhtSHH64TP44a0rgRhBRiW71TBi1eZBNvxhJQ8+v43LLlw8fJKasXM0uW30+11YSg+vChfKyf2eFZGrdWh+uvdejp58Fmk79+oCzO4PwWbwNwEax1I05xzChhOQnmsRKxoeSZRzNTknRIpPwDhOdAEkkyXzlrPhLWfv/jEiZKdMIZBkRdwmJq1DPLEpOXmyk6cSRDFBFFMgxLEUWUeo/vTbVB9/ADSIZVGwHVq+cBn2jNlj9OoMY2fT/t/5eJs66bvtvlHHRQDfp/vGO02iaxiGMc7s8dJlEblTRFbs4nbmiMd8EQiBq3bzNEdrrRcBpwEfFZFjd/f9tNY/0lov1lov7ugwMx0N443OsRWfOHMhKUfVujHLqNFDWidlzMte7GPFhv5Rf/aQ9uNpcttRYmGLg6DIp5KdtmEEAyUhjpPn2FJe+6pjE1FI81uh5R2QPxKaToC2v8G201hK05DSQw1dKfnCtpKCqAiADvvRgw+i++9CV9aMiz28r5az8BCsplZQyWWEjA5piau0WQHtx5yAaykcS5FP2Wit6bnvbgaeeATfDymFmsDz0MVB+r9zKXpkBzHDGGNiWUz/8N+iUkl1gQjYNlhWcos7O+n86dV1jtIwDMMYaY+v6GqtT365+0XkQuDtwEl6N2cyWuvNtY/bROQ64Ajgvl091jCMieeURdOZ1p7jd0tfZMX6PrYOeAiaWJI9u0prgjDiD3/aSD7jMGdSHgDXSrNk8mmUgkH8uMKA383agaewrIjB2sruYFnIpmN6vM10eRuwxGF6fh6T0rNecddkcdrBaR/+Wqs0iIMQ0ZGLqYbQ7yXXHbv9DhoKq6HvLlJ2DMRQWQP2U+j2sxGxdvNdxh9RiuYvfpPCT/8Df8UToMGevS8NH/wkdsvo3oMZx2LN0rsIAgGV7Icsi4ugSQ8Wyb20nszM2XV4FYaRSE+fQmrqZLwXN2JZevT/f63Z9qtraTj8YHIHLahfkIZhGMawupYui8ipwGeB47TW5d08JgcorXWh9vkpwFfHMEzDMF4H9p/Zwv5/08L1D6/ne394Hi+IQWtikpVdIs1ty7Zw+/ItzOrI880LDqMlnzRUyjmN5GjEUSnWDjyFUtCc15Srgh9AGAkDfhdIsqo62NdNf3Yr85qX/EWxiih0w5EwuBQISdkwOR9TDW1KuUOo9txCxddYChpT4FoBhN1Qfg5yB7wmP6+xoppaaPrkV9G+D3GEpHc9tkkpoT0qUYkrVMXCEweNoBE8cekpenSEESnbIor18J7eaFsnxet/TbByBap9Evl3vAd3/0PG8iUaE8g+l3+elRd9Gio7n7LoapWeG+4wia5hGMY4Ue+uy/8NNAB31EYH/QBARKaKyC21x0wGlorIMuBR4Gat9a31CdcwjPHupIOnompJkBIZHj8UAV4Q4gUxazoLfPHXT+30Z/NOM1Nyew+PIcqmNE05IZvSxDqmXE1KmWMdsrm0mkpY+IvjlOx8aH4L2B3JHF53JqnJZ9GaFRpT0JiKiWKhr2KxtWgRhCFUVo16jtdTOa+47m6T3CGpo0/EcR3yOqA9LtMal2mPS7Q5EbmZs+gvB2wreHQXq2wd9OhZv4EtX7wEb+mdRFs3EzzzFH3f+hcq9985Rq/KmGgys6cz6/MfHi5hhhFdmIGB2++m8NAT9QvQMAzDGFbvrsv77ub4ZuD02ucvAAePZVyGYbx+NWQcvn3REfzz/z7JYDmgGkboWBMr0CKI1hDD85sH2DpQYXLT6ORrQfORtKWnsqm0mljHxDpk0O/Cj6AaCNVAyKZisq4Mjx9yVArXevkkblckPQvSs0Yd0/5WQJNxNJqYQjW5HtlbsWhJObhxkKwEl58DHaHdqdB8POK0/cU/s/Eie+LbqT58H9HGF9FVD6u2CbL5I5/DyaWphjHVIMYLkwZXvf/3O6oBKNJkJCCrA/CrFH71I9JHnYBYr58yb+P1o2HJouHPh5LcYVHM+i9+g/nX/RS7qXHsgzMMwzCGjaeuy4ZhGK+JhTOaueYzx7N+W5HPXPUnNveWUVCbsZushMax5nO/fpLD5rTy7iNnM6kpDSTdgidnZjE5kySgqwcepxh0k3I0UaypBkK5qghDWMMjWApiHdPkTmZBy7E4Kv3XBe9MAnFBB2QdTcZOOjOXQoc+5pHdciP4neScMGlk5W+CrmvQky9ArFfZFXqcEdel5cvfwn/yYarPPIXV2kb6zW/BakmS+LRjkXYsmnDwwxhv9dOkwgpVsSmJiyc2to4JI0VuayfZKVN3u49a+z4ohdjm16Dx6tiNeaZ96mI2XfY9iHdoEieA1gz88QHazj6tLvEZhmEYiXqXLhuGYewRIsLsyQ0cv3AvHNtCRIbf8GIgiGJWbR7kd49s4L3/8wDru4q7fJ5pubnD83GzKU1DJjmx9aOY3mJMEIdoYgb8rTzTe/drEjdtZ4DUGlYpm5yr6GifT0O2CeVvpexrukoWA55Ca0BHUHr6r/7e44FYFqnFR9N44UfJnXHecJK7I9dW5JsbSRHRqKvkdRULTVVsIg2DVoZthSoD5QAviIbLvIP16+j6wsfZ8v5z2HLhOfR+59+Ii395CboxMbWd8RZazzyF4csoAqJqq7tRyNbvX0ll1Qt1jNAwDOP/Z+++w+Q6y7uPf+/nnDNtq1Za9eoi4SKDbdkYbNwwxt289I4JxLS8QCAJIeEFQguhBExocegdQgngUNxtsI1tyb3IVZItq61Wu6st08557vePM1skrWRZWu3sru7Pde2lnTNnztwz2pkzv3masaBrjJnSXvOCJbQ2RGRCNxR2B5ceSgOvMlCO+dIfHhr19oWwmaOnnUooGQKJyIQh0xsdkVPCYHh5IMXTV+2kGG/f75olmgGz3wzTzoaW02Dm63Ctp1IIemnIwvRC2nW3FAtb+gP6Kh6qHWkd6tHSerT4GJoU97uWiazholdBJp1QLK8xLb7E9KDC9GcfS1AoAFBOEnqKVboHqvR3dLDxox+g/PgjaUtcElNaeQudn/znSTXe2UwMbeecieTSv7+0C7OkP4CWyjzxDx9Dk6S+RRpjzEHM+mwZY6a0aQ0Zvvuuk/nFrU/wl0c6uP/JHlxt6SEFvCpOhDvXbqOrv0JrIdqlu2t7fiEvyM2nt9pJICEPd/+ZwG0bur6vlE5SNa3B0VFcS6JlMkGBmflD97krs0gAuSU7bgynAUrooL0hobvkqCZCfyXCJzNoKHcSdP4SfAWQdAxvy0lI8wn7VMNElzvhZJKOTfT/4gcggiYx+eecSMvb3oNkh5/3YiWhrxyz7eqr6fMBBGkILvgq+bhKvGE91cceJnPYsno9FDMJ5Y9aSsuZJ9Nz5Q3gBwOtpq27gO/vp+/O+2haYdOMGGNMPVjQNcZMec2FDG8+4zDedNqhvPCTV1OJPU41Ha9LGnbLsefCy25kemOWD55/BCcdOmOHYzhxtGTaAZiWnUd/3I3iUYVqnAbjrb0J3t+NuARHwBN9d3L0tBfTVLvd/pJoOpqZA+UNOEloy3sSD/1xSDFchj71a5K4SGPGkxmch2n7rWhmDpKbPyY1TDQN572MwlkXEG/eQNAyDdfcuss++UxAPhPgN66lUi1Rqa1FPOAiBojIugyFDU/tMej6gf4D9RDMJCUizP+nd1NZ8wSlhx8DFOdgqD9zUmHjRz9N5qufJbtwar7+jDFmIrOuy8aYg4ZzwjnPnjPUjXnw86gCVZRqomzqKfGBn93NI5t3P25zXsORhC6D4BCB1gaPqx2ve0ApVcGTkGjM6u7rx7Zb7PQLoeEokAgQgvwCmue/ghn5MjlXIlGhqxSwuT+gkgAaQ9/dY3f/E5BkskQLlowackdqWLaMlhDakwHakiLTkiIFX6WsQm/7fLZsL7F5e4mu/gpxko7F1rhK19e+wMa/fu14PJS6E5FvicgWEblvlOv+TkRURGbULouIfElEHhWRe0TkuF2POLWJCG0vOw/JZdPxuYNLDQ226haLbPjk5+tdpjHGHJQs6BpjDirvOecIjl/SRjZ0NGTDdDZmIe3KXAuklcTzg5vX7vYYmSDH8TMuYk5hGbmgiZZMOzObMhSyaffFYtlRidN9q75EKRm7yY5EQqT1dGTuO5B5/xeZ8X+QqI1AqmRDmJEfHhPYVQrY0h+gSQkATQbQnpVo5zVo/2pUD67xg4XTz8blcuAcAUqI0hAKc5cewvRDDx1af7mSeDr7K3T2ldnwzcvpvelPUK3Wufpx8x3gnJ03isgC4EXAEyM2nwscXvu5FPjaONQ34bScdSr5pYcigey41JAAKJXH11B6fG19ijPGmIOYBV1jzEEllwn43OuP53vvOplLTj+UXCEDgUOc4DXtxuwV7l7fzc9XrWfz9tKox8kEeQ5rOZETZ76U58w4jyjIkstAc8ETBkpU6zrsFdZuv5VVHT/j3s4r2FZ6YtTj7bfMHMAjArMaElpztRZJQrb6Qyj1bcCv/wb0/Bn67oTOP8LG76G+fGDqmYBcQyMzPnUZuROfj+TyuOYWGs67mBl//2HymYAZjVlmNmVpyoVEgYNqlY4/38S2xNHjsvUuf1yo6o3AtlGu+gLwD6QdIAZdDHxPU38BWkVkzjiUOaG4KGLxFz9O2NI0vLEWeKW23NCT7/0glfVP1aU+Y4w5WFnQNcYclOa3FTj/2HlUVYe7MQtoLexu6S1z2TUP87Kv3cwPb133tMebnV+KIyBw0JRXRKBYEbr6lU0DG6j4AfrirTzScwMbBx4c88cjLgOtp4KEgJANlFmNQmtjC0HjUkqbf0/nQEJv2deWJKpCtRt6bhvzWiaycMZM2t77T8z5zi+YffmPaXnNm5EoGrpeRChkQtoaMrRKlTafdm/2B/HpUkQuAp5S1Z37wM8DnhxxeX1t22jHuFREVorIyo6OjgNUaf1IGNB64TlIJtox5Nb4YpHNX/lGfYozxpiD1MF75jbGHPRaCxleetw8ctHw0kMiaStsxXvKsaeSeL5+w2M8tpt1dgfNLiyjJTsHR4jgcBIS1I45UBa6+9NPvZ6EJ/vuwB+AbsPSeAzMfAUUjkhnbG49g+y8V9KWT2gIeomcMlB1bBkI6S45IIH+sQ/dU4VrbiHK52nQKtP81F6qaXdEpAD8M/Dh0a4eZduoA9JV9XJVXaGqK9rbx2Zytolm+mteRmbRgqExugxNd6egnuLKOyg9+lh9izTGmIOIBV1jzEHtvWcv491nLWX+tDyFTEgYOCQARUh8+pk9TjxX3b9pj8dx4jhq2lksb3sxi5tWcHjzybRkc7Q0pF2IvQrb+hzeg6KU4l5iXxrzwCuZWcj0s5H2i5HGoxAJQQJCUVpznnyY1lNOHJv7Qyo+7WOtST+67UZ0w4/Qjt+jla1jWtdkJM7RcslfI5mDo9vybhwKLAHuFpG1wHzgDhGZTdqCu2DEvvOBDeNe4QTh8jkWffkzEAY7bB8ZfJ/82w9SXvfkqLc3xhgztizoGmMOaiLCy1Ys4Bd/cwrvPnspUeRwbvit0XslUfjNvRt554/v4OrVm/c4i3JTpp15DUfSnl9CNmwicNDW6HGS3mZ7UVBNeKjnD9zV+VPu2PpD1vbehNf4wD3GoAEyMwChOeuZWYjJBh4koMsdxfbeTirrvgk9t0N5PfTdBxu+hxbXHrCaJovCKWfQ9oGPkDlyeb1LqQtVvVdVZ6rqYlVdTBpuj1PVTcBvgDfWZl8+CehR1Y31rLfeXBTR8qIzkShdvXGnJbnRSpnO7/+oDpUZY8zBx4KuMcbUnHzYDGqNuAQuHbc7uM7ulr4yt63r4l/+9wE+feVDe3W8eQ3LcaStO60NSmPO05xPj1qMi+k6vCRsLT3Gmu1/PiCPaciMCyEogGQQCWjNB8ycNofGGcfiu26hayBhaxHKce1Rawxb/zC2SyNNUrnlz6H9o/9W7zLGhYj8GLgFWCYi60XkLXvY/XfA48CjwH8B7xyHEie8me98K9lDluw6A3NtYqr+P9/M9mtvqFN1xhhz8LCga4wxNbOac/zNmYeRDR2B1MJubcxuoqCqFKueK+7dyBPbBp72eNOy81nc9FwCyeAIyYaOXJjFe6W36NjW50g8KAldlSeo+tFneB4LErXCvEthxnnQdjrMeiVu9stpzGVp9mtozCQkXuguB2zuD6kmQNwP/ukfp5k6VPU1qjpHVSNVna+q39zp+sWqurX2u6rqu1T1UFVdrqor61P1xOLyOeb/60cgTFt1R05ONTgL85Yvfpny2gM0A7sxxhgAwnoXYIwxE8mrT1jISUum88cHNnHjIx08tKVvaHqdtHFTEWDVE10sbCs87fFmFZbSnj+MStJP6LI82H0FHnCieBV6BhyFrKeQcZSSHkpxF4HLkA/akJ37Pe4nkQAKh+26PcjSEBXJBp7OYnpa2FYKaYiEgoY4TWD73dB7LyDQdAw0H4OIfVdqzGiC5iaazzyV3utuRON4eHKqwbAbl+j89neY89H/N+avc2OMMSn7lGKMMTtZPKOBt516KKctnUkYOpwTnNTmT1Uoxwmfvmo1Z3zper50/SNUYr/H4zlx5MImQpehIWwHhNYGpZBNbzdQdnT3ex7t/gOP9V7Nw93/ywPdv6Sc9B74BwvQvAIkJHQwqyGmNZcQOUd/uITeitC/7r/RrddBeROUN0LntbDpl9at2Zg9mPXed5E/9tlDIVccuMEfgdIdq9j65a/Uu0xjjJmyLOgaY8xuXLB8DmGttUVkOOzGHhJV+isJ/33nej50xX17fcy5Dc/GSdpqmougpeAR0i7MCQleq3hiykkPj/b8cXzCZPOx0Hg0EIBkyYYBbdNm0bbwxbjyevp6N7OlH7aVguE1eItPQPmgnWDXmKclUcTs9/3N0DrNw7MvAyj4hL5rr6Wydm29SjTGmCnNgq4xxuzG3NY8//qS5TRmQxoyAVHg0jllaquHqCrlxHPzmk6e6t67dVZzQTNHtp5PS2Y+gWQoRM3Mb22htRDjBCoxlKvpvlU/wEDceWAe3Agigsw4Gxa8DWZeBPMuQea8hkyUp8k/xbRsOa0nEXrKgw8+hqItk2LMnoTTp9P68pfgopFLDunQ5FQaV9j8qU+SdHfXq0RjjJmy6h50ReTjInKPiNwlIleKyNzd7PcmEXmk9vOm8a7TGHNwesFhM7j63S/gS698DktnNxBEQuDSLsxam6AqCoSb12xla195r46ZD6extOVFHDfjdRzT9jIiFw0tvdlXcvSXHd39afNPJdnOtvJjdJUfJ/GVA/hIQcJGpLAEidqGN4aNZMKAWQ0xjRlPQyYZ3DmdxdkYs0czLnkDTS96IeJqM5rLcOuuAPHmzWz66EfqXaYxxkw5dQ+6wGdV9RhVfQ5wBfDhnXcQkTbgI8BzgROBj4jItPEt0xhzsAoDx7Pnt3LsgmlEgaTdmGth13voK8d85U+P8NJv3cS7f3EH20vVZ3T8lmghUluGqKWQjtv1KnT2Ko9vv5H1fTfxZN9N3Nf1E3oq4zxTa+OzGDxVNESeaPCsIQ4al41vLcZMUm2vf23ahXm0eafUU127hv6bbxr3uowxZiqre9BV1e0jLjYwNL/pDl4MXKWq21S1C7gKOGc86jPGmEGvPm4BmSB92xQRxJF2P1SlGCdUEs+d67v4pyvueUbHnZ5fSiZoRAgIHLQ1epw4QOkpQjmO8VRRYtb2Xkfs967leCxIkIe5r4SgESRKf4ImmPMqxGXHrQ5jJrNw+nRmfvADiHPD43Rr3ZfTJYc8Hf/+OQbuWFXHKo0xZmqpe9AFEJFPisiTwOsYpUUXmAeMHAy2vrbNGGPGzZyWPJe/5niOmduCAKETnKRdEb1PA2/VK/ds6GFz796viRtIxLNaL2Ju4Xgawpm0ZBZyaNtiCtna934jWoEEoaeybmwf2NOQ3DxY9E6Y93qY9wZY9A4kN2dcazBmsms48URaX/PqdH3dEWvrphSqFTov+4LNZm6MMWNkXIKuiFwtIveN8nMxgKr+s6ouAH4I/M1ohxhl26hnAhG5VERWisjKjo6OsXsQxhgDLJ3ZxDdeu4K/vP9MDm0vEISCC3bcJwqEbf3PbDxtIBGzCkezrPUCDm0+i8gVyGc8bY2ekfPYKIonHoNH8syICJKdiWTbbd1PY/ZR84UXETQ3D7fkojinQ8sOaW8XHR//MFp9ZsMfjDHG7Gpcgq6qnqWqR4/y8+uddv0R8LJRDrEeWDDi8nxg1HUtVPVyVV2hqiva29vH5gEYY8xORIQTFrbVWnWFoDZ2FyDxypLpDft1/JbMQhzhqNc1RwtG3W6MmdiCxkaYW/ZvAAAgAElEQVTmXfYlXGMjMNyiO3JyqvL999Hz0x/Wr0hjjJki6t51WUQOH3HxImD1KLv9EThbRKbVJqE6u7bNGGPq5vUrFtOYDQndcAtnLnS8/eTDyEXBHm759AphO63ZQ3YIu0LArPwxZIOm/Tq2MaZ+gtZWpr3pEiST2Wlt3Zpqhf4rf1+X2owxZioZvblgfH1aRJYBHlgHvB1ARFYAb1fVt6rqNhH5OHB77TYfU9Vt9SnXGGNSMxqzfP/1J/G929dw67ptzGjI8voVi3j+khn7fWwRYUHDyUzLHkp3+XFEAtqyh1IIraeKMZNd04teTOXxNQxcecWo1/vy+E04Z4wxU1Xdg66qjtZVGVVdCbx1xOVvAd8ar7qMMWZvtDdmef8ZzzogxxYRmqI5NEU28ZMxU4mIMOPt72DTIw9QXfP4zleSO/qY+hRmjDFTSN27LhtjjDHGHIza3vVeJJdLZ2IGiCIkX6D1ry6tb2HGGDMF1L1F1xhjjDHmYJQ55FBmX/Y1ev/3t1TXrSFz2FKazr2AoK2t3qUZY8ykZ0HXGGOMMaZOwvaZTLvkLfUuwxhjphzrumyMMcYYY4wxZkqxoGuMMcYYY4wxZkqxoGuMMcYYY4wxZkqxoGuMMcYYY4wxZkoRVa13DQeMiHQA6+pdxx7MALbWu4hJzp7D/WfP4diw53H/TfTncJGqtte7iMlujM/NE/1vZnes7vE1GeuejDWD1T3erO49nJundNCd6ERkpaquqHcdk5k9h/vPnsOxYc/j/rPn0DxTk/VvxuoeX5Ox7slYM1jd483q3jPrumyMMcYYY4wxZkqxoGuMMcYYY4wxZkqxoFtfl9e7gCnAnsP9Z8/h2LDncf/Zc2ieqcn6N2N1j6/JWPdkrBms7vFmde+BjdE1xhhjjDHGGDOlWIuuMQcBEfm8iDwgIv9R71qMMcaYqUxE3iYiKiJHjNj2oIgsrl9Vxhx8wnoXYIw5sETkEOBkVT2y3rUYY4wxB4FjgLuA84EHRSQLzGJiL3lpzJRjLbrGTGEisgy4AVgkIneKSEO9azLGGGOmuOXAp0mDLsBRwINq4wWNGVcWdI2ZwlT1IeC7wP9T1WNVtb/eNRljjDFT3JHAb4CZItJCGnzvrW9Jxhx8LOgaM/UtB+6udxHGGGPMVCciC4BOVS0CVwEvJu3KfM8Y388lInLBWB7TmKnGxugaM/UdBdwvIpcAZwBFYCMQAUcDrwQOB15HOoboG8BsYAFwP/BcVf3U+JdtjDHGTDrHMNx6+zvSc+sc4H9E5LXA6UAv8E/AYex47l3G7s/Tr61d9wCQAFsBRGQR8H5AgMeALSPvQ1XLB/CxGjOhWYuuMVOYiDQBVVUdqG36o6q+HThVVT8E3EYahMtADtgMvEFVfwUsBd4O/Nv4V26MMcZMSiO7Kd8AvIDh8DuftGX3i7UAusO5t3ab3Z2nAa5S1X8DVjD8Gf6dpMG4s3bfO9+HMQctC7rGTG1HA/eNuLy99m9H7d8KkAXeA3wR+E+gICICtAIe6/lhjDHG7K2hoFsLmvcCFVXtVtXPAH8CPisih7PTubd2+92dp2H4fBwBgxNbOeCHqvpRVX3LKPdhzEHLPsAaM4Wp6i3AK/Zi1+uAD5B+qwzpyffHwCbg48A/HJACjTHGmClEVV+30+WLB38XkUtJhwp50hbYnc+9T+dsETmGtJV3MOh+GfiUiGwk7a68caf7MOagJTbTuTHGGGOMMRNXbZ6Nrap6Rb1rMWaysKBrjDHGGGOMMWZKsTG6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmFAu6xhhjjDHGGGOmlLDeBRxIM2bM0MWLF9e7DGMmrs7O9N/p0+tbhzGTwKpVq7aqanu965js7NxsjDFmrOzp3Dylg+7ixYtZuXJlvcswZuL6znfSfy+5pJ5VGDMpiMi6etcwHkQkAFYCT6nqBSKyBPgJ0AbcAbxBVSsikgW+BxwPdAKvUtW1T3d8OzcbY4wZK3s6N1vXZWOMMcaM9B7gwRGX/w34gqoeDnQBb6ltfwvQpaqHAV+o7WeMMcZMCBZ0jTHGGAOAiMwHzge+UbsswJnAz2u7fBd4Se33i2uXqV3/wtr+xhhjTN1Z0DXGGGPMoC8C/wD42uXpQLeqxrXL64F5td/nAU8C1K7vqe1vjDHG1J0FXWOMMcYgIhcAW1R11cjNo+yqe3Hdzse+VERWisjKjo6O/aw0lVSqPPAfv+Q3J7yD3z73XTx0+RX4OBmTYxtjjJn8pvRkVMYYY4zZaycDF4nIeUAOaCZt4W0VkbDWajsf2FDbfz2wAFgvIiHQAmwb7cCqejlwOcCKFStGDcPPhHrPlS/+AB23ryYZKAPQff9anvzdrbzwVx/DelAbY4yxFl1jjDHGoKofVNX5qroYeDVwraq+DrgOeHlttzcBv679/pvaZWrXX6uq+x1i98aGq+9g66qHhkIuQDxQYuM1d7D19ofGowRjjDETnLXoGmOMqRut9sCma6H3UQiyMP25MP0EROx72AnkA8BPROQTwJ3AN2vbvwl8X0QeJW3JffV4FbTpxruJ+0q7bPflKhuvv5v2E581XqUYY4yZoCzoGmOMqQuN++GR/4SkCCgk/bDpaihtgvkX17u8g5qqXg9cX/v9ceDEUfYpAa8Y18Jq8rOnE+QzJMUKAEM9lb3n/s/+hIUXnkTrEYvqUZoxxpgJwoKuMcaMo4c6evjqzatZ3dFDczbDq5+zhJcevfCAjCmsJNvZWlrJQLwBJxmmZZfTmnnWxBm/2LkSfAVQBju8ClXovgeddToStaCVHtjyJ+hbC5kWmPkCpHFxHYs2E8Ehrz6DVf/0DSANuSP/pivdfVx93j/yssd+iDjrGWCMMQcrOwMYY8w4Wbutj/f8+jbu3thFOfZ09Jf4r1sf4r9ufXjM7yv2/azr+x96q2tItETVb6ejeCtbin8Z8/vaZ/3roLZqTWc5ZEsxSgOvhPiBjWilGx7+KnSugnJH2r358R+g2+6qb92m7nIzWjj7958mzGd3/eJGlXJXHx23rq5PccYYYyaESdOiKyI54EYgS1r3z1X1I/Wtyhhj9t73Vj1KJUmXPxmcs6cUe3581xp+cs/jNGRCLjxiAX91wlLC/WyJ2la+F68xI1d7UWJ6Kg8SuQx91UdQYgrhQqZlVxC6wn7d3z7JTof+tYAn8WlYEQHU05M0ET9+PZliTMZBxkHgAK3Cht+j05YjEqBxMW0Z7l0D2TZofy6Sax//x2LG3ayTj2bWC5az8erh1ZAGh3b7YpHHvvsH2k86YuL0YDDGGDOuJlOLbhk4U1WfDTwHOEdETqpzTcYYs9ce6tiO1zTkJgl4D94rXj2q0F+J+dV96/jM9fdSSRIS7/f5vorxZmD49nEC/WWhmihd5buItZdEi/RWH+ap/l/htTIGj/AZmvFckGCo23JjlAAOcrMoNM0mU1xHJRG2VwK2liJ6KkG6o3q0vA2t9sHqL8PGa6H3Edh6O6z+Grr90fF/LKYuFr30BQSFLJCG3LQbc3rdmp9cw90f+24dqzPGGFNPkyboaqqvdjGq/YzLMgbGGDMWFk5rYGTbkupg2B3eVk481zy6gfO//UfO/84f+dR1d9FXqT7j+8q4Fhhxb7GHUlXoGRC6B6BYEbwCKF7LbCutYvPAH3ii7/ts6P8VA/G6fX2Ye02yM2Dxa9GoFSRAXABNh8OS15GLAloaC7Tnq7TlYhqjhKxLnyj1CR3FkM4119E7MEA5Tmph2actvk/8aqjFXNWjPQ+jT/wvuvEGtLL9gD8uM34Oe+PZtCxbiAuFnRtuk2KZBy/7OUmpDl/iGGOMqbtJE3QBRCQQkbuALcBVqnprvWsyxpi99cbjDiUTpm+7IuAcBIHu0Ao12MLrFWKv/GnNRj74+9vpr1TpfwaBd1puOYJDFbb1OVBhWoPSkFWEtHW3uz+9XknYXr2PYvIEXotUfAcdxWvorRz4MY7SuARd+m449K+RZX+LLH4NEuTTK2eeAhIROaUh8uRCTVuAmw6nodCE632UYix0V0K2lCJKcfokarWIlrtQn8BD34ZHfwSbb4KnroF7P4/2PHLAH5cZH0Euw3l/voyoaceu94OvKV+psvlP99SpOmOMMfU0qYKuqiaq+hxgPnCiiBy98z4icqmIrBSRlR0dHeNfpDHG7MYRs1r5+IuPZV5LA1EoRIHDiRAEtYCmiveQJJAkiqpS9crqrd28/MdX8sqfXsn7fncTG3v7n/a+csF05jW8iEAaQANAaIzm0pQVWhs80xo8jTk/FLB7BoS+klBNhxCjxHSVb6WnfA8b+n/KU/0/ZFv5JhLdde3S/RUGjtnTp1PI7xRWWo6A2WeAROCyICE0HoJb9FIasyHTCiHtuSqtmZhC6Ald2opbTpSOInStX0l/z3qqce0LAo3BV+Gxn6QhuEarveiW29Ett6HV3jF/fObACrIZph93+NDlwb9pEYHEc+OrP8rW221iKmOMOdjIYPeuyUZEPgL0q+rndrfPihUrdOXKleNYlTGTzHe+k/57ySX1rOKgVI4TNvcVefsvb6YUjwhd6vF+5If1WstvqDiXdkZuzWW57PyT8QqzGvN7nGwnTjybe3tozecpZLI81f9LKr6bkeN3VaG/BNVEUNJJn7Khko0gcg5ksD5HIAXmFF6Bk2jMn5PdUV+B0laIGpGoeXj71tth/e/T7spDHNXCYkqLXk/5ge+Q9D2VbhVleraKE1DJIs96M9K4EO1YBWt+NfyEq8Lii5CZuywbi4isUtUVB/KxHgwOxLl5y833cfV5H8CXyqO+HmacdBQvvu6LY3qfxhhj6m9P5+ZJ06IrIu0i0lr7PQ+cBdhXtMaYSSdOPL2lmFmNeb5w4XM5YmYLTiATOELnCEMhCHYMuyLUuhlDT7nMX/3qWt7x2+t54y+u5s6Ne+69Ero8gYsQEeYUzicfzCV9+3eE0kwmaKK5oLQ1ehpzihMYqAhxoigJXqmN5/V4LbG9cg9d5WvYPPB9Ooo/pxjv3+RPceLpKVaJk9En3xKXQQpzdwi5AEw/Htqenbb0uiy4CHIziQ55Bc25iBkFx4xchZZMTC7wuNrzub3q6OhP6OnupPjIr0l8raXXV9NW37W/QctdQ3ejqmj/U/v1GM2BNfP5R3Pazz6yS8gNgvSna9WDVLqstd4YYw4mk2Z5IWAO8F0RCUg/of1MVa+oc03GGPOMKZB4RRWWtbfwlZc8H4CeUoU3//cN9FWqeE3DLuhQ4E2StEXXOyUIwCcJ5WLCx667nU+88LlEoWN+cxOFaPdv7YHLMafhXLxW8BoTSJ6BeC1bS9eBxOQiJRcpiU+7VYsoxYowUBYyoZINY1TvIArSUOp1gO7KDcR+O02Z4/bp+Yi9UqomFDLBM7qdiIOFF6OzT4eBDZBphvzc4bDTvoKg/0kCqZAbcehsFEHTXMobb6VYDUAzZANPayauPSbFbbsX5pyKxgPog9+Aog2FmejmvugEwsY8cV8REWqvn1oXZpQ/Pu9tnH3T18hOb6lrncYYY8bHpAm6qnoPcGy96zDGmP01OGJk5x6WLbkMX3nJyfznrQ+ycv1WnAhVH+MlDZXO1WZpTtJjDLb6lpOED1x1M4VMQOw9LzvyMF67fBkigoiQiwICt+OdOcngJANAQ7SERIt0l29D8YDSmFlAOX4SSMiEaSgvV4VKLPQBDVmhKTc49CWmL76DUJrpj+/Faz+Ra6cxcwKRa9vr52VfVzuVTAtkRgkvbcuh5xHYdi+QTmSFCLllrydfyKJ5pZqtUEl0h+5NW0shri8mU6wSPfYzov6NBOz7Uk9mfIgIy95+Mau//EskruzSulve2sPqy/6bZ3/srXWq0BhjzHiaNEHXGGMOBnOaCnz0rOOBtNX3Xb+9kae291P1fscuzJq28IbpPFN4VQaqaYvkLx94jKZMhrnNBdobCixqad7DPaaaM0fSFD2LRAdwkkMI2DjwM2LdTuiUMJvO2FyJ0/sdOb1DsSJEAXRzA1ILhGX/BJXSBtpyFz9t2B0O/vsadUcn4uCQl6OzT4HexyFsgNYjkCAN+Ew7kmj9VUQycow0NERQbVtGqVRkYOta0JDGKB7T2syBccxHLmH7o+vZ+L837bBdBLRaZe2PruToD76BIJ+tU4XGGGPGiwVdY4wZZ1pbAlyepg0zcMLnz30+P7j7Ya5fswGvSm+5glL74O5BXHrEwfDpXNrC+1933Edz3pF4ZVFLMx96wfNoymb2eH8ijlAahy7Pyl/I1tI1lP1mBMFJgZZsnlg3D+3jNV2qSFECB7lQyEXp70pMX+V2QtdGKXkEJSEXLKYxOgEnuVGejwNDCrOhMHvX7fl2dO5psPFG8GmQlSCkYd7zkenz0GoflWyVSuLJuMk5cePBxoUBKz77Dn539W34cnWHce4A1W09XHfO33LmVZfhMuM3oZoxxpjxZ0HXGGPGmRMhGzrcXiS7hkzE2044iredcBQAl91yN9eveYpyktRCbkqk1q3Zp2HXubSF13tYvaWbz950G6cfsoDIOY6fM5tC9PQf8gNXYFbhQhItoRoTSANVv4nO8u+AuPZYoK0RKnHatXmgkk5k1ZTz5CIo+/VUdAOQtpoWk0co+6eYkX05IsOnIGHXrtzjQea/CJ12FHTenW6YfgzSMC/9PWwgyrUQlTvHvzCzzwrzZzLt2KVsu/1B8H7Hvyuv9D6ynid/dQOLXnVW3Wo0xhhz4FnQNcaYcRYFjtbCnltXd+f/nnQMS6e38NuH1jJQjekpl6kkCWGYtuimYVeHujanS4kq93Rs5ZHuTpwTVOHvn/dcjp09a6/uM5DcUHNrJphDS3Qa26s3ocSAJx8uwsmT5CNP4qEcp12ZAUpVpRx7smE6mVXg0pmbB+IHiHUzFb8BISCfPxw4nnqclqRhLjTM3XW7CBz6CnT1t4ZafKcyEckBNwJZ0v+In6vqR0TkO8BpQE9t10tU9S5J+5pfBpwHDNS23zH+le/q5B98mGte+G6KTw73PhAh7eZfKvHQZT9j/sWnEuT27XVojDFm4rOga4wxk4gT4dylizl36WIAbnpiA/9+851UalMyB8Fwi65zw+NfvVdKcboN4DO33MrLj1hKKY45emY7y9tn4vaySbUQHUY+PIRE+3GSxUmGnvKfKCaPELiEQmawm296Z6pCXxkoC5lAyYQJsGqoRVvxlJLVJL6L1uw56XI+VBHCdJxtHUnzEjjmveimW+paxzgpA2eqap+IRMCfReT3tev+XlV/vtP+5wKH136eC3yt9m/d5WZOY8WX3svNr/sXkoHSUO+HwXHgfY8+yZ9f9kFOveJzYz423BhjzMRgQdcYY8ZZqZrQW4ppa8jsMhvyM3Xywrm05XP84oFH2djbj1fP5mIfg1FzKOiOmKnZOagkCT978EE8yh8ef4xl06fzwec9n8DtXbBMx/M2DV1uzjwfKmnXZAAhIBcsxcnD5DNVYp92bS7HQqkK+YwCQiWGaiKoKo25LRTj1RTj+/H0A45scCiN4YmkK8vVh+SmI4svqNv9jxdVVaCvdjGq/expcPLFwPdqt/uLiLSKyBxV3XiAS90r7S94DlFzgaRYJl2ma8RrLfF03/MIW2++l/aTj6lbjcYYYw4cC7rGGDPOVNNZksfKEe1tfOi0EwHoHCjyvquuo1iNqXpfC7pKGA3P1OwTcEG6Pq84KCUJD3Z28rnb/kI5jpnT1MR5hxzGvKamPd7vSCIBLdkX0KzPw2sJJ4W0nvITJBrvMHOzV4fUnoftRTcUxgMHib+NcGjip4Ry8hiqFZozp6FaJdHtOCngJD9mz58ZVlurfhVwGPAVVb1VRN4BfFJEPgxcA/yjqpaBecCTI26+vrZtQgRdFwac+pvPcN3Z7yHpHUg3jlhfl0qF+z70VU759eeJmhvqVqcxxpgDo759wowx5iB0IGcZnl7I8x/nnMXLj1jGMTNncMLcWeQyDucgDCGKGOq+PFiA91COE1Zt3MT9nVu5du0a/vGGa7mvY8szvn+RkMA1IuIQcUzLXkjGzSU93ThCmU5DeAQiISLQWhhen7avBNv6oFgZecSEin+S/sqdbCv/jJ7KlXSVf8H2yrWoVvfxWTK7o6qJqj4HmA+cKCJHAx8EngWcALQBH6jtPtqf8Kjf4IjIpSKyUkRWdnR0HIDKR9e8dCHLP/pWXG0sbrr2tNR+oO+RJ7n1jR8Zt3qMMcaMH2vRNcaYKaY5m+GVRy0DlqGqfHnlKm5Zv4FKkqStuCEgwzM1x3H6u3MQCnhJuzZ//va/UIjSHZ83dwEvPfzIvZqteaRACkzLnotqFUVxksFrkUr5cZSEMIAoVFBHY06oxn5oIqtyNV26KBtBHN5PFHgGZ2+u+g30Vm+mOXMaie8m1k6cFAhlto25HAOq2i0i1wPnqOrnapvLIvJt4O9ql9cDC0bcbD6wYTfHuxy4HGDFihXjulbTgpeezv0f+xZUKrteGSf03LGa7Q+sofnIJeNZljHGmAPMWnSNMWacDXbVHa889q7jj+ODJz+PFx+yhAsOP4zmXDjUqjvY0jsYeqvVNPiqwkA1pqtcprtc4qp1j/GxW66jFFfZVhog9n7Pd7oTkQgnaauakzytmfMJJZ31WdWRDRbREC6mkBXCYPA26fJFA2Wlq1/p7BP6SlJ7/jxV/yTbK9fRU/09/fHt9FZvoKfya7z2j9Ezd3ARkXYRaa39ngfOAlaLyJzaNgFeAtxXu8lvgDdK6iSgZ6KMzx0pam7g1Cs+R9iYG/oSZPBvSwSIY2591T9SXP/MezAYY4yZuKxF1xhjxlnghFw4PpMr9ZVjipWE5TPbWT6zHYCTF8zjEzf9Ga9KrEqMHwq+3qchN80DOrQub+w9G/p6ecc1v8GJ4ES46JAjuOCQZfvUghq6VqZlz0PVE8RVgsDREBWpVJ5gcI3eTAiZ0OG9UIkTyrFQjqExlx6jWIGSbCQbjqiffnqrf6Y5Oouqf4KqbsJRIBMcSiCN+/dkTn1zgO/Wxuk64GeqeoWIXCsi7aRdle8C3l7b/3ekSws9Srq80JvrUPNeaTlyCYe942U88uX/hkp1l3WbK1293PnOT/P83/x73Wo0xhgztizoGmPMOMtFAblofIKuwi4jKQ9va+Pr557HbRs20Fep0F0u8cc1j1FOkuHxu7WhlkmS/jgH3imJKq5W+v88/gChc0zL5XAiLJ8xm3z4zLo2izjaGrO1SxGtmfPor66kqh04suTDI6kmWwncGvIZZeQcXqUqxImnT9JW4GyoZEKFoJPtlT+gMkAamoWyf4iG8BQit+t6uSalqvcAx46y/czd7K/Auw50XWNlyZsvYs23f0sSV3d4SYgA6um5czWdN93N9JOfXa8SjTHGjCELusYYM4WpgowyZ1A+DDlt4UIgnQG6v1rhxiefIHSOqvd49YhLW0q9T38GA28kw0sU/eihuynUQrtX5R3LT+K4WfP2ud7QTaMl+6IdtmVcLz2V9SgxIoNJN6CtIaSaVCnHSjUR+stC4qEpr3j6hsb7prdJGIhvoTE8l4q/n6pfD4Rk3KFkg2fVfb1ec+Bl21s57covc8Ppl+KLZWC4VVdEQJWVb/owJ/7kX5m24sg6VmqMMWYsWNA1xphx1luqUqp62puyT7/z/tqLaX+cCJc+5zhevuwI1m3voTWb5bMr/8z2chmthVrVtBvzyMOpT2eQLiXx0Lav3nsLZ3QvYePAdhY1TeOF85fSlivs8f67+ivkooB8ZvRW7sA10ZK9kGJ8H1W/mUAayYdHU03WgzxEFHpASYaGDTuqSUL3gEMEMoHWukF7+uI/ApXaE1Om7O8n0W00RKekj5E+0AQnzRZ+p6DCglkseuMFrP32r6Ea79Lt3pcq3P+hr3LKH75cpwqNMcaMlSkddJW0W5uIDI3Hsdk4jTH1pgwvMTQe9vZtry2fpy2frk/70eefwVfvup3Hu7elLcIOkiDZ4ViJhyQRvFecS5duqXrPtesfA/E83N3B9U89ygePP4u5DS2A4nYKj6pKJfFE4Z5DZSCNNEYn7bStlUrlSTwlICZw6RJGgTQhwXZa8ko5hmoilEsASmuhSjZMQ3t6TkiIdSNVv4FyfDeeAdI28IB8eBKhm7V3T56ZNA5/72vYfOUtlNYNz5s18s+y78HHWP3xy1n2ob+2zwzGGDOJTemgGydKZ/+OywlMb8gQBo5iJaGvHNdmXhwOws25COeEcpxQiXcKyQi5yCEiJF7xqrXrLEgbY/aejuPiKtnIEekzf1+aWWjko88/g/5q+h76UNdWvnLXX6j4ZGifINBaa28aeNOuzR7nFCeQqCdJPJ+78zpKWsarsqx1Fm9YegIz803AiBmo9+GxOcnSkrmAil9L1W/GSSO54HBiv4WB5DayUUI2AlDiJA28UZCO2S3Wli6KAsiGQpzcQhQMPzYlZiD+M43RuQgBVb9uHyo0E1HU0sgLrvka1xz1Sny5MhRyR56+1//o97Q8eylzLjq9LjUaY4zZf1M66IZOaMlHqKatJ6ppqAVq3dnc0HYFvB/+9FlNlGIl2aXNJRelXQ37K+lMpjub1ZxOB7q9VKVc9bWAnAZgJ9BaSJfXKFYSYr9jkHYiQ/9wzfYAACAASURBVBPUVBM/NPPpyNtbkDZmahht3OyBsL+TXjVE6XvWcTPn8r7jT+EXj9zHpoE+pufybOjvIda0v7Cq4pP0vXTwbSqO027PvdUyLkjfTR/q3sy/3nEV715+Kk8NdNMQ5JgVtQ29Nz9TIiHZ4DCywWFD2yK3iIxuoeLXMhihoyCiEM6jqmsATyYcbE0W+soKZQgdTK9NzJy+/yrl5EESXQ88s+WUzMQW5rIsefvLWPOfv0ArlRFjddO/WcolHv6Xr9N20jFkZ7bVtVZjjDH7ZkoHXZHdf8h7ullPG7Mhjdn06VEdDsODQbMQBWQCV7t+OEgPipxDQ2DEdSOvr8SecrxjkA7ccNDtK8VUkh0/WIVOmF6bnbSrv0LsdYcgHAZCcy6d8bSvHO/S4jzy+OU4QZAdbi+AcxakjTngdMfWowPJD75PjMEdHjV9JkdNH56A99sPrOSWjevS2ZoFJBzs2TKilTcGRIkicEEaIgbiCv9211VEgQMVtBry98edwaLMtP2uEdLHWghPJKtHkPitiOQIZRZKiWp1HZBOUjV4ClAfUU5idMRbbtcAqHoywZNkwoTMlD5bHpwOf9/rGFi3gc2/vQFI/zZHvlbi7u3cdvG7ed6VlxM27Xmc+WSk/dtJ1t6P5Btxi49CnI1JN8ZMLZPm1C0iC4DvAbNJv1q/XFUvG6f73uVDaRg49rQMZj4TkGf3O7QUIiANpYNBeqTGXIgfsV13+mCcCR3O6w5BeqRK7IlrM8cMXpUN3VDQ7SlWd7lNLgxqdcGW3lL62EeE4VwU0FAL/z3F6i4hOQocmdChqpTjwdbs4dsHTqxF2hjS12+wD92J90XXQIXAyVBvkrF0yRHHc9LshdyycR2BOPrjEvdse4pqLVxnMlqbsVmJE4EEokghSL/5U5/UZnNO+MoDNzC/qYnOUh+HNLVz7sKjmZlv3q/6AmkiCJqGLgsFGsLTKca34umv7TOTbOYoXHzjDrfNRVCNg9r6vftVhpmgJAg45ot/z3U3riLu6dvlCyERiLt6WPO1n3L4P0zYJYL3SfXGn1O98vsQpN/IS7aB7Fs/iZu5sN6lGWPMmJk0QZd0McT3q+odItIErBKRq1T1gXoXtr9GC9JRsOdvVgcD5+60NQx/qB0tSE8rZHYJ0iO/zM1HQTphTjprTto6LMPHq8Q+nUxnRJBuyIa1oJsG4Z01ZkMasiGJVzr7yrBTEG7IhuSigMQrfaU4vX5EmM6FjjBweJ9OXmNB2kxWu5tdeLIREY5om8kRbTMBqCYJX73vJh7s2kwojqpP8M6TZvq0a3P6PqPEMaCCC5Qwo/TEA/R3DyACXeUB7ulaz98tfzFlXyX2nsVN0wnd/j9voZtBU+Z8vJYQAkTSL/eqbj6xXw+kQ1IKmQCXaUTpI/ZQ3XWkipkCXBiw/HPv4+53fSpdP4val8qD57skYf23fkmmtZFFl76ifoWOoeTxe6le9QOIK+mPgFZLlL/8f8m8+RMES5bXu0RjjBkTkyboqupGYGPt914ReRCYB0z6oHug7UuQbqp1gd7d8XZeFkVHJGmRNGjrTt22w6A2Ppr0g/7IID1yBlpVper9Ll3CQxcR1mZ1HS1It+QjclFAqZqkLc61OxsMwy35iChwVGKfjq/eKUjno4DACXHiiWvjtUeG6bAWpFXVArWZNJTxGw8cBQHvefapbB7oZdPAdmblm/jmQ7ewvq+bWH3aeFTjHPgE4liGxvISpF2cPUolifnMPb8nEjf0env94c9jedv8ManVSW6Hy/ngRKoyk4p/DDQhcgvJBIdTTG5CZCv7OdTZTGAzz34eR332b1n9gS+g8eC5YcRrxnvWfukHtJ9zCoWFc+pX6BiJ/3IFVNN1hBkxEZcmVSrf+WfCc99GdNL59SvQGGPGyKQJuiOJyGLgWODW+lZiBu3Y3UuIgt1/sHZO9hikw8Axo3HXID14H5nA7RKkYTi8h05oyIZpSzbDa30OVuR3CtKDrdLZ0BEgVBJPb2nXvoozGrMEAgODM3bDDkG6rZDBOaFYSYbGQI8M043ZEBGhEnu87hqko6Ex34PXWZieqrr6Kyg79rw4UDRNuuNqVqGJWYW0y/D7jzmTnz9+F7duWUuiSnuuka2l7cTOQ5i27MaxoB68CIN9ROIEvHq8Gx44+92Hb+K02Ut5dPtm8mHEKbOXcdS0eWPyWhERMsESMsGSHbbnghMpxtejVHZzSzMVzLn4DJ64/OcMPLpuaEKNwYkiAYhj7nrV+zj2p/9OfpKHXR3oTX8ZmoBLIBj8Qjwh/sPX8OvvJ/N/3ocEk/JjojHGAJMw6IpII/AL4L2qun2U6y8FLgVYuNDGmkwVzyRIh4GjcQ8t1k83EVkuDMg0uHQm7hHduwfn6YoCt2OQrrVKD3XtRkm8oqRLUA0G6cFwX4qTXWbsFmDm4IzdxZhSnAxtRyCQ4YnI+spxuj70iCAdiAx1Zy9Vkx3GdA/O6D0YpMdyciKzb8YzeyrDww7qIRdGvH7pCbx+6QkAlJOYz9x9FR3FXso+JnKOGCWf06HXmCpUq+mFxKXLGKVr9CZct2E1SPqiXNu7lVNmL+OMuUewcaCLlkyB9v0c17szJ3kK4TkkunlMj2smFhHhuO//K6te/XcU122obdtxboy4u5d7/upDnHjVNyb1+2ew/BT8ugcgKaePw8mOqV7AP/Anyl0byb7qn5HmGXWt1xhj9pWM7HI60Uk6mOoK4I+q+u9Pt/+KFSt05cqVB74wY54BX1uDeTAkD7ZKD4bvUjWpBeXhoD24xjNAb6laGyM9fPuRQXhbf4XqHmbs7uwrD3XNzv/w++n4rDdeMjQRWc9AdWhMtiCIS2cRHxxXOhjSRwbpQISwFqQTr0OfmSbzh8EDaVt/BQGmjUOL7kAlJnBCdk+z542z2Cfc2bme1V2bKLgcT/R0s660iZjhL4C8Bzx4Lwyu/JaJ0sA78nsuhxAKREFIop75DW1csuw0CuHYP7ciskpVV4z5gQ8yE/ncPLD2KW6/8G/SJYcYDrtDw8NFmHH+6Sz9xN8iE+g19UxotULp6+9HNz2OoBDKDiF38H1bAcnmyFzyWdysxXWr1xhj9mRP5+ZJ06Ir6TvvN4EH9ybkGjNROSe4PbTnPd26p3vq9g3Qmo9qIVjxOthte/j+BicEUyAIa628O7WQK2lgVVU0UTRkaBbx3vIoM3ZHAS359Fhb+8o7XDc4JrspF6GqdA1Uhz9A1lqlB2cEV1UGKsmOE40JhM4ROBl6TJM9SKvquC3lVZiA6+KELuCE9kWc0L6I/nJM14wyV226k7u3rSdwDq+Kx6ezM9e+CEpqE1k50vV540QInBIECg6SJB23/0RfJ9956Aaaoyybit3Mzrdy5ryjmdtga6Gap1dYPI9D//EtPPaJryO1L/xcsON7zbYrb2JtaxNL/vFtdax030mUIfeOz1P97ddJVl3J/2fvvOMkuap7/z23qjpM3JxXm5SF8iIRhcjghJ8fGOFnQIBJBp7B9jMY7IeNH8GAMWAwfiJjg0gGwxMiSEIEgQLKYZV2V5tXG2Z3coequuf9cauqe2Zng3Znenpm6/v57HZPh+rb1d1V93fPOb+TWUo2H1NNctYI69Q//w78578W/8m/O00jzsnJyTk+2m8GdHieDrwSuE9E7k5ue7eqXjuNY8rJaTsaAmpiITVGSKfXm1y808ju4VjQWcyEdBpVbtZsPaWgKWLtLpvNz9IqTJukd6u6iDOAVZeaPZ4xjt0jY2slBSf+ywWPKLZJ6ysZI6bLBY+Cb4itUg3HCmlwdd8mEdKx1SnvK91Kg6gothiRtu2RrUBgPF5z5jMYCWsMhlUWlLr4ry13ctvezdSt+7wKgYytbRcndqMIInHpzYUCxGp5bGgfgQACB2vDPDq4mytPvxwR4WBtmGUd81jcMWda33dO+7Lif/wO8cAQ2z7zdcRGh7QcIgrZc/U19F5yHvOe89TpG+gJIH6B4PffhsxZRPTz/xh7p2mK8BoBo0Q//QJ254MEL34rUpx9PYVzcnJmJzNG6KrqTbTcUiUnJ2c8RxPSR2qdIyJHTNf1jLCou5ikZDdSt73kNY0IPaWg4eaNE9Nek4jzjEt1TZ+rqhTVCe3I2gmF9JyOgKLxqEWHOnoLMKejQME3VMOYkVp0iJDuKvl4xhmN1WOb3WeSyWLRd87Badp6wTd4LXDwVnULA+lCQTtixC00AHQGRToDl2L/0jXrOaN3Cb/es5G6jTm9dzE/3fmAc2/2nLBVdSnOGpPYzTkhHIaAcS1Cjbja3i8+fCOBaRi+re1ZwhWnPmNSWhbNJkSkBPwCKOLmCN9W1feKyBrg68A84E7glapaF5Eirsf9xUAf8HJV3TItg59EVrzmv7HvB7+gtm17dtv4LJJH3/VRTv+nv2buM2dmNruIEDz7Cszqs6n/x3vBjjs2+pI9DkAfvYXw4G6CK/8JkSN3bsjJyclpB9pz5pOTk3PS0twOyxsnpo2RIwpp3zPM6Ti8kC76Hou6zRiRrLgaY3CR595y0BDJjBXSIiQp1OOj0i5GG8aWkQmEdObYnQjllFR0L+wqYowwUouohHHW8kpwYjmNslfDmKi5BjqJSqdR+jgR0iZ5bpph3s4Z3h0Fn4k+MhHhvPkrOW/+yuy2JeUevrH5VgS3kOGJIYxD1IfGu3V1vfUYJGlb5BnFehalUbu+afBxvr7xFzxe7Wc0qrG4PIcXr7yYU7oWTt2bnRnUgOeo6nDii3GTiPwQ+HPgn1X16yLyb8DrgM8klwdV9VQRuQL4R+Dl0zX4ycIrl7jwW//MPa94B9XN28eK3DTgGdbZ9Ncf4Ulf+2dKpyyb1vGeCN6a8yi+5V+pf+U9MLTf3Zh5MDQdPFTR/t3Ye67DnP4UpKO39YPNycnJeQLMKDOqJ0o7G17k5LQFX/qSu7zyyukcxaxCx4lkpdGDOe3RHNvGcVeBzoKHiFAN48w1O30+kBmJDVRCquE4x26BRd3OsXtgNMwcu5vpSVK7ByohYRZxdmLY8yQzOhutR2NTt2WskE5Nzpqf3+pa6cjG7Bg5SMkLKHk+H7/vR9TikEhtJu695EpsIY4FayHwlVKBRr2vl2RlNgWmAvG4Yt1l7KseZKA+wsquhZzZuxIvifqebGZUItIB3AS8GfgBsERVIxF5KvB3qvpCEflxcv1mEfGBx4GFeoTJxUw6Nw9v2Mj9r/orZ06V9IprdmNWwOvs4ElXf4LSiiXTOtYTRasj1L/1AXTb/a5Gd3x3AwMYg/jueCFr1+O/8G1IUDx0Yzk5OTktYlaYUeXk5OTMBJoj0uPTu33P4Huwd6hKKfAygZlytNZXveWA3nJwiJhO6Sh6FIM0Yq1EVse0svKNgJqxqd9NBt210KVeNxN4JhvTQCUcI9LBpR2n6eh9wzVnFpakbQtQ8E2WNj1UDRv7CPe40XqMb4Q5HQXqkXttI4cX0r7xWN3daHfyl+f/Nr/c/TCbBvcwv9hFyQ+4u28zoY0xxglc1cYnYS3UQ4HQiVzfd07ORiAk5mubfkbRGCKNuffAY9xUeIArT38BRe/IteuzCRHxgDuAU4FPA5uAflVN0xF2AMuT68uB7QCJCB4A5gP7WzroKaLr7FM5+4sfZMOV74QoPqTlkBHQSoVH3/EPnPnZDxLMmdz2Vq1ESp0UX/l+wl98nfjX30TVjoliY5JjWxyCAd18C+GXH8L/nXdilpw2nUPPycnJmZBc6Obk5OS0Gh0vgZ8YhxPTgWdo1slRbKkkLtbAUet0U8HaLKSbSY3G3GOcmDZNs/6Cb1zNbLOQbnp+NbRZlLuZdBsHR+uMp6PJsXvfcK3hxp3sh3IQ8OJTzsdaZagWAUoUKXfuf8ylpItS8j0qUZ04drurECjWQmyFKHKGVqWic9gNrSLqRHJoIw7Whvj1ng08e9n5R9x3swlVjYELRGQO8F3grIkellxO9FU+JJo7k3vc95x7Bqv+4nVs//gX0TBdrCG5dFdqj23nwT9+B+d881N4HeXpGuqkEFx2BWb1uUTf+nsnagE8aXJkprEDqgNE3/kbvEuvwFz4EsTktbs5OTntQy50c3JycmYpRoTukp+5Wh8rY4V0g4J/5Ens0VpfLexupDimYvrAaD1TSnM6gqx1VSqk/aaJs2tBBTT1n25OIa1FMShctvg8LllwFoP1UZb39FCxo3xuww2MVpVILYHxiBI35yBQF5UDRisuihwnL9lZVmK1bDi49aQSuimq2i8iPwOeAswRET+J6q4AdiUP2wGsBHYkqcu9wIEJtnUVcBW41OUWDH9SWfKK3yEaGmb3//1adlsq/Ixx/2zffh575wdY8+H34JVL0zXUScE75RzM6z5J+KNPo9s3NO5IRa4AiYmcCNjbvoF99Jd4v/8+TKlrWsack5OTM55c6Obk5OS0GKU1da3GSFv20YWxYjq9LPpHduwen+rdjHPsbogL1SKqXYjAPCnzjvN+h1v2bKSvOsiKzgX01Ya4u28zMS56a9WlMRuVxOm7adsnkcOsiCwEwkTkloHn4QymbgReinNefjXwveQp30/+vjm5/6dHqs+dqYgIK9/4Cqobt9D/81tdoTfg+437AUbuuJdNb/kbTvv8R2Zsn+8UmbOEwhX/gEYh0Y8+gW68hSxY75mxac0oDOwi/vc3Yi//U/zTnj5No87JyclpcPKcvXNycnLagFZqAGuVMLYtfc0niqufnXxBIEnv4HQy3lPs4AWnnMcrTn8Gz1x+Jr+35mKetfwsyomxzoJSN8u7uugsKZ1lpVR0+8wXjwvmr5v08bUxS4EbReRe4DfAdap6DfBO4M9FZCOuBvfzyeM/D8xPbv9z4F3TMOaWsfZ976DnyefBmIWahiu7ALWHH2Xruz+ErR2aij8TET/Af/ofgV/kkEz1rNtc8uaJ0Z9/iuiHH0Irg60daE5OTs44ctflnJyTmdx1ueWoKiP1mIJnjpoKfKJUw5iBSsjcpA9wOzJQCQm86Ys8qyoW16roYG2Yrzx6HfU4xKpr47SqezEvXXsZnpiTznV5qpjp52ZV5f4/eDPh7t1447ISsiCuZ+hafz5rPvZ30zHEKUH7Hye89qOwfwskvcEbTcOTBzknOvfPK+Bd9lbMqouncdQ5OTmznSOdm9tz5pOTk5MzSxERuop+S4VnO2dQ9paDaU2vFpEsNXlusYu3nvMSXrL6aTxv+UW88vTn8/J1l59Uqcs5R0dEOOOzH6C4YllShpDejms/ZEDUMnL73Wx99wdmT2R3zhKCV3wYufD3AGk4jjVHdX2TuDMLoiH2Fx8nuv7DaG1oegadk5NzUpOfvXNycnJaTGy1penEbaxz2w5PDKf3ruDihaextGPedA8np00pLJjHmV/5GH63M15qFrtp/bmgjNxyOzv+/iPTONLJRcQQPPNV+C/9ABKUx75xk6ZwJxHeRPjz+H3E3/kz7Jabp2vYOTk5Jym50M3JyclpIbFV9g/XqIb26A8+QVIt3a6mOKrK3qHqmF6/OTkzBa+jzKmf/Uf8+XNdZNekvzV1TsweiMaM3HIbW9/+bmytNt1DnjTMonX4V14Fp1zs3nhigZ6lM0OjblcAG2J//RniH78XWxuZxpFPMxpCtA2iR8Hubxykc3JypoRc6Obk5OS0kDSS2wrtmXasbU+Zm7QQ0sY4c3JmGqVVKzj1cx8Z005IkmimNP2r3L+BHX/7fmx9dqQxA4hfwH/RX2Ke+3bwCqBJpkpat9tk1iWeuP1ycAv6vbdiH/7xdA59erD9ULseovshegjqt0L9eoh354I3J2eKyIVuTk5Oziyl4Bl6y0Hb1ujaZHJn2nWAOTnHQGHxQtZd9WG8Ob2oaiZugYbYQ6nceQ9b3/gO4pHRaRvrZCMieGsvwb/iE8iScxi/rJalMbs/wBfwFL3/69gfvwvt39byMU8LqlC/HYiAGLefFCQEew9EN0C8PRe8OTmTTC50c3JyclpIK6cxvmcoBV77pi5P9wByciaJ0tpVrP3UB/A6yo0bs4iu4r7tSrhjO9vf/leE+/ZP11CnBOmYi/9b78E8800gE5jLiYAnyT4RxAg6uhf92d9j7/oSGlZaP+hWoiNAGs1Pvhiel+a7g1jQB8HeAHYj2Gg6R5uTM2vIhe4MYsvWg9x2+w727h2e7qHk5OTMAKLYUo+mvhb4eGnUEE/vOHJyJoPiqhWs/dw/4c3pmfB+9z1X6lu2su2NbyMaGGjp+FqBt+4ZmD/8DMxfA2LGOjMnIjf9wWf1vNtuQn/859jtN7d1z+8TY/z7ynYITTneyUO3gv4c7COg7Xv8zsmZCUxfT4c2pb82yCP9m6naOqu6lnNK17Jpj4YMj9T54Id/zrbt/RgjRJHl0iev4C1vegqel69V5OTMJEzSXihowW+3EsZU6jGLekpHf/A0YARKvoeXK92cWUJx5XJW/fP72fKW/wW1KqnAcXrGmVQBaGWYba9+HUvf/z7K55w9beOdCkyhjLzo79Gtt6C3fhZ0ArO5MaZVADHc+2V00w/hwj9Bek9p4YhbgHQBBSCJXB+S294sfB3KjiQSPB/oBXqmfT6akzPTyFVSE48ObOFbm6/lrr4NbDj4KNftuIlrt92IneYVtX+76jYe23KQWi2mUokIQ8stt+3gE5++mb4Ds6fWJyfnZMAzQmfRxzNTP2FRaF8nKlxqdW9HgJ8v2OXMIoqrT2HdV6/Cmzu36VYncjODKkDrNXa/691U7rl3uoY6ZYgIZvVTMS/5OCy7gGy6KWPFXCOFN9kpo3vRmz+EvfvzaG1wOoY+NYhAYT3gkdXnNt93iMhN/z+IshHldpRfYnUXmkd5c3KOmXx2kRDaiJ/vuoVY48wBNNKInSOPc83W69hw4BFCG7Z8XLVaxJ137yJK0g/TSp8ostxy23be9pc/4Lvf39DyceXk5BwfqkoU25ak6M3aLMCcnDbHn9PLKZ/8R7y5cw/RdmOyVm3E7r/93/R/7/vTNNKpRUo9eJe9A3PZX0DQ5Y57zc7MplkAkyzMKey5A/35e7Cbf4zGrZ97TQlmDhSfD95a0KYvxLgDdfNfKhawKBalhvIAsd5AZB/E2tnTrionZ6rIhW7C7pE9iLjdEcUwNCqMVoXIKrtH9/ObfXfy7c3XUIlaa5gQRmMnxLGByAiRQF2ESmS5+jv383+/dDt795/EvelycmYItcjSN1Insq1RodLGId3ResTewSq2RfsiJ6eVFJYuZu3Xv0CwfOkhs620XpdE7B783FXs//Sn0Gh2mhDJkidhfvufkdNe2FSLqmND3DAu4mth8zXoL9+D3XvP7KjflQCCs6DwApDTcF+Mpv3RRKqFm9uvqSpKjLKVSH9KGP+a2O6fHfsmJ2cKmDFCV0S+ICJ7ReT+qdi+Z7zGayWXsYVaXVB1tW77hitc/dAPuG7br9gz3NeSA0tXZ4HFi7qyv02SsRKLoIAVoapw7c8386fv/hE/v3krQH7Qy8nJcfPo9tW5SQ/d9h5jTs6JYDyPUz75UUrnPGlsJDcRuc26bugnP2b3374HW5mdDsTiBZhzr0Ce/0HoWcUhdRXNjYeNAc+4h8RVeOCL6K3/Bzs4S9oRiQf+OvCeC+ZsXP0uR0zDcSLXBT9c+rJiOUikt1K31xHFm1CdnQslOTnHy4wRusCXgBdN1caXdCzKejl6HnSVlcCHyDZl2QBD9ToP9W3j2xuv5+7Ht2SRiHpkqUXxlEQm3vyGSykWPYwRDOBZxSSDEsBXxcRKGMb8y1W38rHP3sYDjx1g/3CNgUpINYyJ84hJTk5b0Qpt11H06C61r+dgelTKDVZyZjNeTzcrPvoBOi9ZjxjjtMz4Xrvieu3WNzzAjje9gWj/7Go/1Ix0LsI8+3/Dk9/kIpwTTU9Mk+A1SU1rtQ/u+jj27k+hlVmyf0TALAfvMpCLQebh6ngPnZ4rNrvm/m+O9NYI9X6q8bVUo1uJ7exz9D5e+qr9/Ndj1/OZB77GVRu+wf/beiNbh3blAaGTBJlJH7SIrAauUdUnHcvj169fr7fffvsxb3/P6H5+sO2nqCphsiqmFgrJPDGM3PHWNy7aqwrzyx2cOmcdK0unEybGgkaEwBMCz9BZnJxJ5t69w3z/Bw9x3Q0bsclJ0ooQG/AsSfaLi/Kqb/AKPm973XrOOn1BtkAYeIZ5nW7V0FrFtMAMJ6fN+dKX3OWVV07nKE4qKvWYwWrIgq5iSwyp2pmhatjWrtDjEZE7VHX9dI9jpvNEz82zBY1jDnz1awx881uAnbCzDADG0PGUp7LonX89DaNsLdbGcP9XYdfN7gYRN9Ea49zVtCrQfLngAmTt7yHF3ukZ/BSiOoByFxBlgtYm7tWpGdXY2/WQFGehiG9OJTBrkYl6G58EDIejXL3xGmpx2FgmUIjVLbCu6FzMufPWsa5nBYE5OffRbOBI5+aZFNGdchZ3LOBVp/8Bly9/CvOLvQTSELmqUAuFSk2ohYJnoBDASDTKAwc2cOv+X1AMIjoLHgXPEFmlGjYs9ftH6xwcqTNUPb4I66JFXfzJa9bz2tesp1DyQVzlnW8b/n2RgMWJ87Ae87HP3MqHPvkrdu8coLvkUwoaH/f+kRr7hmoMjLqJZhTnLn45ObONetTmfXShrV2hTzZEZKWI3CgiD4rIAyLyZ8ntfyciO0Xk7uTfbzU9569FZKOIPCwiL5y+0bc/4nnMf9UrmfeaKxHTOB8fktBgLZXbf9PawU0TxniY814Fl/0f6F55qCNzM82GVQIcuAe98wPYzd9Bw9nlUSLSi/B0YDWNqXqzK3MS1VXlUJGbpjVXqNv7GIm+TyX8FbH2t2j07cM9fQ8R2TjbO1YhUncZWuWxocf5/tZf8S/3f5s79j1EaCNCm6d/zyZmXURXRN4AvAHglFNOuXjr1q3H9VqVqMq1265jOBwlSqO7ClEIYewONoVAxCTsugAAIABJREFUKfkN00BPhLJX5pLFl7C8c7lbUUsO1IPVkDCyYwxoSr5Hb0cAQDWM8Y0cU5uN7TsG+Pb3HuDm3+wgTj4/FSEyYHGroSZbJoZCweMNr7iAZz/lFALfoKpUwpgwUmpxnEV8Owoe3SU3nii2ecuPk4E8ottyotgSxkopMFOesntgpI4Ac5NMjnajGsaEsc2OO+3ObI/oishSYKmq3iki3cAdwO8DfwgMq+pHxz3+bOBq4BJgGXA9cLrqRI1TG5ysEd1mKvffz+N/+zcQRxPWqEtHB6uu/mbrBzbN2P0b4N4vgtbGOjOPN6zyvMZ1APGQpc+EZc9G/JmRIXKsqFqU3VjdhDKa/N0Qus6c6kjCV7O0Z6VA0ayj4J2OkWLL30ur+e5j17FrdC9xsjvC1OdmnPRRBatCOkXvLnRx3rw1PHnhaXQGs+v7NBs50rl51gndZk70ZKqq7KnsY+PAY2we3IxNDhTWuuhuGENPWUn1YHZMFsOT5p7N4vJiFpYXj5nMqiqRVaJYEYFS4GGtsm+4lm3D9wy+J5R8j4J/eLH55a/fzY9u2EQ9jBtthzxD7AkoGE1KW0QQIxTLPm++4nyefenYRuxRbKnHFt8YCr6hHlkOjtYRgaLnEfhCwTO58J2N5EJ3VtM3XMMzwpyO9hS6M43ZLnTHIyLfAz4FPJ2Jhe5fA6jqB5O/fwz8narefKTt5kLXUdu8mT1//15s/8GxdwQB3c97AfPf9ObpGdg0o2rRbTfCY9eQOepl0dxxac0JIoKKIOLBsmfDkmci3uw77lk7SKyPouxxcvYQoTs2rTkzsMpmiel9gqGXkncegVk2a30Sfrn7du4/8AihqgtWJd2tmvOcmm+PNCkB1Ma/slfgjLnLuWThaazsmj9r99VM5kjn5jwh/QiICEs6FrG4vJCiF/BQ/8OAgIkpF5WSJRO51bq7XgzAquWBAw+w0XuIkl/m8mXPp+yXs226+t3G6xgjzOssEMVKaC1RrFTrLsJbwBDFloFKiO8ZAk/wjbt89RUX8LxnreXq7z7ALXfvIozVGWpZiAWskBlsWauMViM+/u93ct/GPn738rWsWe7qWvxxItY3Qk8pcGmPsaUauYPjnI6Aou8RW3dwzYVvTs4TJ7aKVSVowe/HTWfa96TcnPWS014kC8sXArfihO5bReRVwO3AX6jqQWA5cEvT03Ykt+UcA8W1a1n+L5/m8Xe/i2jfXpdPaYRgxUrmvurV0z28aUPEIKuei654Brrxu/D4beMfkIlcOeS6wp4bYe8v0CWXw+JnIrOo9tKYHgwXoxoS2cewsjlLVZ6IwxlYqVoiDjAc3YiqUDCrKflnEZh5LXgXreP8+WfyYP8mwvjw6ciaXR4qci0wEte5fd9j3Lb3MQzC6p5FXLRgDefPX0nRmxnZSK3koQf38p/fvo9dOweYO7eDC85fytOeuYZly3umZTwzJqIrIlcDlwMLgD3Ae1X180d6zmSvGlejKnsqe/nV4zcTN1m4q8Jo1aU8OLGrFHxIS2IDEzCvOI/V3etY2bUq69d7NNJJYBhbhqsRobVjnOdT4RnFls9efQ/X37SFKLKNdTtJVjlxP1bxGunMQcHn95+zjlf/3tlHHcf4VMvhWsRIzaVbFTwXBQ4805KJe84kk0d0W076+1ncAgOmfUM1Cr6ht9yeJ+N2T60ez8kS0RWRLuDnwPtV9TsishjYjzu1/AMuvfm1IvJp4GZV/Y/keZ8HrlXV/5xgm5NSVjQbUWup3n8/4c4dFFatonjW2fkCUBO2NggPfw0GHnVRXc87VOiKNCIPmfhNLhc+A5Y8CzHteRw8EVQVq3sI7UNY+g9JXbYaZ9Hc5nTmhrHV2PuEIiXvdMr+2RiZHSm7+yoHuHHXLTxeOUhk3XpSc0Q3sk7khtYd4Oy49ObYJv432rhM9+S8QicXLVzN+oWrWNIxp2XvqV25666dfOJjN1GvRUiysyTpXGMMLF/ey0WXrORZzzuVhYu7jra5Y2bWpC4/UaYqPepA7SC/2v1rBuuDWTqzAFHsUpqtdc7M3ePSmn3js6i8hAvmr6fklzHHKHibia0Sxq7Wtxx4eEYYrUcMVSMGBmt885oHuf3exwkjm7Uhj4HIcycEk3zhNHF7nTO3xEuetY7//px1xxyhja1m0d56ZLGqCGTOqbUoTpync+Hb9uRCt+W0UujuHapSCjx62rQGdqalVp8MQldEAuAa4Meq+rEJ7l9NUkKUpy7ntBI7uhce+neo7slSmTOhO96pGZrqegXEwNwLYMnzkSTDbrZhbZW6fZhYt6C4YMxEQre5H+8h9bxNKc6GHjq8cyj6azEyM47RR6IehzzUv5nb9z1EX214jEFVrGOFbrOobU53bk57tong1cTcKjAeZ81ZylMWreGsuUso+e153p1K3vE/v8+ePcNIskogtnHZ3E0tCAyveO16nvviMybldU9aoXv+hRfr9b/4Nb4RPE+yyZ61mhwLT2zFtBpVue/AfWwa3ETc5L1Rj0AjobOsGHE/Gs80jr2eCL7xOGvO+azrPfOExgDu/aQpz7Uw5rvXPco1P9tMVHEHukjAJtHc9NP2ksGoQFDyWbe8lz97+fmsXtr9hPdLbJXIWoq+y8fuG64RJfu4kER606hvTpuRC92W08qWOvXIupZobfrb2z9cIzAmM+Vrd2a70BV38P8ycEBV3950+1JV3Z1cfwdwqapeISLnAF+jYUZ1A3BabkaVM5XYwS2w6RtQd7XNkkZzjTlU5I6p5U2u95wBS16EBNOTSjnVqCqx7qUe30es/UmNbrOBlc3qe8cI4FQQN5tXJU2ffZlPV3ARRW/lMWcltjOVqMYjA9t4qH8bw/VR+sMqlSgiVD0moTvR/amcUhVQYUGxk6ctWcOFC1ewoqt31mdpRFHMq//4G6hVxIIkoW9piuo2EwQeH/6332fe/I4Tfu2TVuhedPHFeuMvbyFWVxO3oMs5zPWP1qlFroedbwyeEXwjWc/bJ1I3pqpsHNjIg/0PMhqNoGrxxnokMFwRZ+wUKIGnjT7oYlhcWsr80gKWda6mM+ietPcex5avXvMg/3XDRiqhRaWxCqXJwd9Xd90mk+Cg6LFsQSfvf/2lLJp7/CueadS5FlnC2BJbHeMwPVqPMuOrnGkmF7otZ7AaUp1BvWOnknaPOI/nJBC6zwB+CdxH45TxbuAVwAW4tdItwBubhO97gNcCEfB2Vf3h0V4nF7o5k4H2PwKbvg3xcBLRHefQPD66my34JbfPeTIset6sFiBWq9Tih6jbzSjO9LQR0R1nXJUaro5Jax4b5XX1vMvpCM6h7J0yK0QvwGhU48add3Nn32ZCq1mv3VTIptHbLJ05uYzGpTurCpoI5Tg2ifgVAuNxWu98nrl8DecuWExPcfad/1WVP3nNt6iMhmOFbhLNHf8rKxQ8rrjyYp77Wyce1T1phe7hTqa1KCaKnftxnPzzEkMocBHJWDWJvBqMgcAzlJodpCagFle5fsePqMXVMRHeKIJ6JMQWjCjFQCkG6fFXKRhX+3ru3EtY2X3qZO4Cbr1nN9/+ySM8uPkAMYCATQ7qBog9IU7qeFXAeEIxMDz7ouW87LJ1rF5y4uK72bwqtsr+JofpNNpb9HNX52khF7otZzDppb2oe+pPdE+kbdl0sHewSrmprVm7M9uFbqvIhW7OZKGqcHADbP0+6GhD5KYRhSy12TTEb4oEsOR3kJ6je5XMdFyUt49qdD+h7nZOzYdEdO24tGay2yFN8SUTb2AoeafQW7iAordw1iwY7Bzp4+Y9D/HQwV2MxuGYut7xgje0zeZVqcgV4liy22DsfWqhu1Bi/ZJlPG3ZCk6bP5+id2R9MVP49rfu5ZrvbyCsxEcVukHB4xW50D0xjvdkOlqPnAiOlVidEC76Jqsj2zdUS6LBgpf8S82YIhuxbegx9lYeZ+fIdhTNjqthBLUIbAwdRaUQAGhmWgXui9AV9HDW3PUsKk+eeeV1t2zj01+/270nq5mwjTyTrdWpcSlAFndOKAUef/bfz+P80+bTUfQJjGt75Bs5oQOaterqe5Ma39gqveWAUuCMtaqRTVKeT+x1co6BXOi2nCzL4SgLZyeKqrJ3qEZX0c+yVdqN4VpE4ElW9tDu5EJ3csiFbs5ko6rQvwF2XJtEeJM70ghvc/1YM6XlyKorWznUaUc1ohZvohI9gGX4iEK3kc6cpuhKw6U4q1FNRe8K5hTPpcNfOivmbqrKYFjhjr2buGXfJg5UR4nHCd4jC105BgEMosLizk6euXIFFy9bxto5vVnHlJmGtZav/cdd/ORHj2BrcVbEnPoDNZOnLk8Ck3Uy1aT/lkkMnIaqYVKXqthENJYLLv1OVekbqeOJ0F/fxx37bwZiVCKMcasacVPNbj1UBKHoqzMSJFl8xGNF5xq6Cr0sKa+i5Hee8Ps4MFDlulu28R8/eph6bLODfkxSa5AIXcGJ4NSxWYqG5120glc951R8zyBAZzJ5VlXCWE9IlDbXTFfDmIFKCDQivoFv6Ai8bP/nTCK50J21pP25u0s+HYX2FLozjVzoTg650M2ZSnTgIdj5Q4gGGpHdwwndwnxkzZtaP8g2IbbDVKIHqdpHUeqAOgOrcUI3TtJ3bZNAS0Vu1FSbqgAqdAUrmVM8k65gxaxJb65EdTYc3MnNezaxaXAfoWrmyGyborXWSvYPwMbJXDtJZU5vVyVLc3ai2Ilgg8fqOT08feVynrpyCct7Js+duFVUqxFbNvdxx207uOOWbfTtGc5MgnzfIEb4H69bz7NfePqkvF4udKeYOHEV84xgrTJUjYisTaLBloHaQUZ0HztGNxBZy2hN8IxijGarOwC+B6WkNVFKkBwgzp57Kcs6103KKtnDWw/yka/exc59I5lQtwY0ieaCOzeQtibyBN83LF/QyYvXr+BZ5y5lXleBou8RxpYDI/Xs/adR31LiCH08NEd8w8g5TC/qLmZCOLJOWBc8MytWDaeVXOi2nDB2bcKmukZ9JgjdyTIGbBW50J0ccqGb0wp0+DHYdS2EfRMLXfFg7lOQhZdPy/jajdDuZyS8i7rdiVUXcEiFblaLmghdm6Qvj7+92ZUYBCMBKzqfRU9hVUvfy1RjVdk8uJc79m3l9v3bGKzXsSrYuFGfO1boClHUHOWlkcqsY2t6G0LYmVoVPMMZ8+fw1FOW8rRVS1jcNfNcw+PYsnvnAPfesQvjCeufcgoLFuXthU6YdjiZ2iTy6xlhX3UX9/fdw/6RIepxhDSlNXumkf4g4gSvMS6t2RgnPD1RSl4Ha3suZFnnidfy7tw/zLs+cwsHhmvUw0b/XQXENPrvahKtVVzxeCHw+MTrLmHd0m5UoZ60O0r77VrVrMdvLYqp1GMCzwngwJgnHJltNgcbTBxrIWnZ5Ln63nZNzWx7cqHbcvpH60S2YY43VaT18D2lgHKh/VKD2318E5EL3cmhHc7NOScPWtkFu38I4eONGyUAvxNWvQ7xZp8x0ImgGlOLtzMS3Uvd7gFsVp/bLHTTaG4ayR0vchvXPE7t/W8Uvd4Wv5PWMVivcPu+bdy6ZyuPDRykHjnBmglXhSgyhxW61k6Q7pw8ziYCuCF8hbMXzePpqxfznFOXMqc881s/nSi50G1DHj54NxsHN2BjJVKbLTbW6kI987FSkq5AdJUsBd+lR8Sxx8LyMroKPSzuWMnc4qLjjoiMVEOu+dUWrr11O7sPjBKnSptGSrP1JSt3aXYx7OoqcOXl63jZU1eNef3xqcjDtSiLegMYccZfnpEx0fBjJY34hkmNrxFhbmIkNlAJMeKiZXnE9xjIhW7L6R+tE1tl/hQL3Si29I3Us/r3diPNBmnX8U1ELnQnh3Y+N+fMXrS2Dw7eDtEgdKyFOecjJhcJR0I1YjR6lJHwHmp2MKtNtZkjsUwgdMfPu4T5pXNY2nFpq4c/Lagqmwb6uGnXY9y5ZzcHqjXUCnHsxGoqgJuFrhPBjWhuehlHh0Z5m2uCwUV8z1wwh+ectoQXnrH0pAz8nLxC98LT9Tc3fBLKp0FpTdvVCYyEg+yt7KKv+jj7q7uwNJyaVdWZV4Xuy+0ZpVxwR5hq6A4snoARjwWlFVy0ZD0Fv0AUS+Yi7YkzyjoWsaeqfPp7D3DNLdsyJ2pwrszJYlSGMSYzrwp8w3mr5vKCC5bz3HOWUDpMZCaNbIdJ9Le37FxW0witCFna87E4XB+OAyN1wrixphh4ho6CN2Mm0i0nF7ot5+BIHYXM5X2qUE2ySUTasr69HlkOjtaz7I+ZwEwTuiLyLuAfgQB4n6q+a5qHBORCNydnJhLbGqPRJgbq9xDaITRJXXbiVzIRfKjQhd7CGlZ2PafVQ24LqlHErbu3c+uuHdy/r49a5CLkaZpzalLVqOuVrOY3jiaK8h4a7QUQXNngP73kQi5YPnda33OrOXmF7vmn6G9++FcuRaWwHHqfDeEeMB1QWNw20T5VZevQw2wcvI+6rQJgkrRmq1APoR45ZzbjKT1lbVrRcSs9nUUXQS3LSpaWLsY3jXYdnpEsTbIWxaiS9Q4evw/2D1S58e5dfO4nj1CL4ix6a1Fi3GuYtHZXFElEb7nkUy54fOZ1l7B8bscx79swicyGsUt9jq1LU17Y7cY7XIuwqmNE8LHsz9TROYyVUmDoKPjEVukfrVPwnUN2wXviadSzjlzotpxWCd12pxbF9I+GzO0ozJie2jNQ6D4HeCMu0PJhVb1rmocE5EI3J2emE9sKg/UNDIaPUo2HswjvRBFdwWdZ59OYWzxtOobaduwZGeGX27dxy45dbBsYIordXD+KZExE92hC11rJ6n+b6Sn6XPP6Z7VtW8Gp4Ejn5lkd3840vIZQ2wa7v+DMB1DwutCFf4D4J94n9kQREVb3nMnqnjMBeKT/TrYOP4iqxYhSKijlQhoVlSx7uB46U6tSwXU5MygV3c72Wh9lr5eyN5+FpdPwpJEiOVqLneNy9tpQ8Bqtk3o6C7zk6as5d908Pv+TR7jnsQPUQ+fQ7CXi1aWtKNaI65MFVGoRlXrMyz5xE93dRV77zDW8/JJTjip407ZMKapKU5YzUSJYKzTqcouBl0WEo9geErUWce1KxkeJ0lrfSj1mNNmeb4SecnBMAjonZzJQJlrvnnxiq9SimKJ//MZwU0m2Ct1+Q5tNnAPsBeYAS6Z5LDk5ObMEz5SZW7qYuaWLibVOf/VhDtYfoBqPjHmc4FHwuuktrJ2mkbYfizs7eemZZ/HSM89CVXm47wC/3LaD23buYfdgNRO7IhPPFtI+xmon6k4LkSr3PT7AhSdZVPdwTLrQFZEeVR2c7O0eD5EV9o8aeoqWgmdBFLSe3NkPe77hGmHHI+DPhbmXIeXp/zGePucilnWuZW9lOyNhP/sqW1BxdbxBmkSsJMXuBhGl6EOpoHjGUrfDhHaI4Wg3B+oPcubcZzMSBpT9ufSWg6w3cNoiqXmiOZi0TprbU+J/vew8wsjy3q/dxfZ9I1TrsavhhaxHXWZeBUgiJAdG63zqho388tH9PP9JS3j+WYuPuWZARLK6ZCAT4FGS8hwmwjblQBId843gJ713C56ZcCXL9wzzOgtZxDeMlTCp8QWcAK5HBEl9bx7xzZkKulpUPxNZy1A1wu8wbSl0fSN0Ff1sAS1nStiuqv8CICJ/BvxwmseTk5Mzy/CkwPzyucwvn0sYVxiob2Qw3IrViN7CWuaXzsLIzChPaTUiwpkL5nPmgvm8/iII45g7d+3jV9t2c9vOfRy09abuLG62LZL0jT7MkrngAmM5jklNXRaRq4EBoAx8XlV/MWkbPw4uOu8UveG/3kV3weKJUg2hGioFTyl6imdw1eAp4kPvM6C+B2wVOk6DzrOQaf6BPj76GJsG70xWylwv3nTeGkZQi5xtuQh0liwFX7N+vOC+9AXPR4BVXU9lYXndYV8rFZSxVSeIY7eftu4d4bp7dvHd27cTNfXgzb49yYAEsL7JWhOVioaC7/Fvf3wx6xZ2TWq6uKpSi1zqcxQroXVtWzqLPl1FP2v15HtyTI7P1dA5RIexzd6Xb5xxloiMcX+eNeSpy7OWtCf1vM5CnrEwScy01OV2JU9dzsnJyTk6w/WQO3fu46Yte7htWx8D1XCMm/NEqcudBZ8fvP5ZM6YkaDJoZeryg6r6vuRF/xWYVqEbWyEwmqx+OJFbi4VaLAwBHi4S2l1IxK5G0P+zJC9AoboNhu5BF/0BVHe628qrWu7St6RjDUs61gDQV93BAwd+BiJYjQl8JfDdeOuh68ULLtobW6HgK76nWU+0x4ZuYvfoPfgmYEHxNBaWTx9j0uV7hol8Yc5dVeDcVXNZf9oCrrruEbbsS2oyEndlwYneOKkrdn2SYLQeUwktr/jcrXSUfP7wohW88bK1+ObEf4AirvC+2Wgqtpr95OMkcluNGos5RoSesk/R97I06TTalW5LVQlj99y0Zhico3NkNXN0ziO+OcdDLYoxcmz15pNBu35D0x7e7Rhtni2IyKXAK4FOQFX1tdM8pJycnJycY6SrEHDZmmVctmYZAAPVOnfvOsDPNj3Ob7b1cXAkzqK7gec8dN734nNPKpF7NCZN6IrIZ4EzRaQfuBfon6xtHzciDIcFhuux68vT5GoMrifYaCj4SfRxqG4oe5aybwk8XG1vfS9s+1dnMQyAoot+G+k6gzQa3soo3/zSCp665GXsr26jFo+yc/gBYiJAKRXc+MDpzFok1ELBM5bOAhQCxYilEg9gLFSigxysb2FR6Ux8U6QrWHxUZ+rLzlrMZWctZqgS8qdfuI3d/RUq9di9qqqL7CaqN10vILlpuBrylVu38ouN+3nB2Yt47hmLWNhVouhPnGp8PDRPmgPPsLC7iLUu2hvFShRrlipZiywDlTCrU/Y9g2+Eom+cmB13oCj4Bg0t1Xqc1QyXfI/eDlcvbK3mwjfnqAxVIwJj6O2Y2hNRowa2Pb+To2HMSC1icU/ew3IKeT3wOPBh4NXTPJacnJycnBOgt1TgWWuX8Ky1znJhpBZy/+MD3LXjID3lgBecsZQFnVPbunCmMWlCV1VfLyIdwPnAJcD8ydr28eIH3fQsvhzrLSDe9z3C+iidQUhsheEwjUHCYL0x4axEhko0dmJYEFAbI0BPIcbb+/+o9d0OlR0YAdN9BmbxCxCvoyXvKzBFlnY497rF5bU8NnQH/bXdKBarDdFbCCz1SIkiYbQu1CPo6WhENy0xg+FuRsK9GCMYfE7rfRFl/+gF7N3lgC+/+Wn8ZnMfN27Yww/u3UU9iX56OJdmBFQSl7jk79Aqj+4dZmv/CF+4eQvvfsGZPPfMxfiei3QNVEJ8Y1xrJM85Q59o5NQYoWg8xpdG+kboLvmZ43MtigBY0FXEE5f6GcaWIBHAHQWfpGQ46+GbCmtVZf9wDWNcpK6YODvn0aqc8RyhtGZyX2dMU7D2Q1XbNto8i9gDlHBmqIumeSw5OTk5OZNIZzHg0lULuHTVgukeStsy2anLHwE6cArywUne9hNGTJGOHicItfxHMPIAVLaA10Wn8WH4PtRGztZbhTAGVKlEgtVkCpb0BQtj9/f+SrLL7G4yR6bKJjj4NczKP2ZBVxFjhKFqiOJSZY24S89Mfrpi2e/m7LmXAxDbkAcOXs9wuB8XRo0oB+AVFKuaRXhUoX9UCHwo+hbxIlCwhDzU/z0C41PwOlhUOp85xcPX8xojXHrqAi49dQGXnb2YT17/CFv3j2AVxAhiXF1rWgUtxiTBXiVWJ4b/7kcb+OANG3juGUt422WnUfQ9rHVpwzZJOZ7XWcAgVJMIkG8MxpBdFjxzXFErf5xpVdZ3NBGnYWzHODQLLko8N6l59ETGGHl1Fn3C2FKLYqqhe053yaej4B+SJp1z8qKMNYCbKsqBR6GNF1sS48icqeXrQBH4PHDjNI8lJycnJyenpUyq0FXVtwCISDfQFo3pU8QUoPtC94/EscyfgwzcimdH8fweitEoaI2uphJctYpYS80T+mtJLWgakVHoDCxGYobCEezoNvZxCo1Y8ViMCPM7Cxgj7BuqoWgihJ0YLvoe5YJ7jWoYIwJeev8xTFY9E3De/BczHB6gGg8yWN9NX3UjlmiMkzHqannroVALDb5RSgEUA8VITKwx1bjG9pGbqNsRFpXPO+prP+3UBTzt1AVUw5g//dqdbNo7TDWMUREMrpY33e+uiF4xzrOK0MINj+zhkb1DfPVVT8lckDVxh26eqBsRQutEsCYCdGFXEREYrUfUI4tJegR7xrVEOta0aBFX45DSXQroKvpEVseYXaX0V8KsvVHq+NxZ9Jnjmaw/cCF57TRN2og0anz99hUhOTMfEWfC1q64Mv72Hd8s4X3ArcBPjuXBIrIS+AquFZEFrlLVT4jIPOAbwGpgC/CHqnpQ3ArjJ4DfAkaBK1X1zsl+Ezk5OTk5OcfDpApdEflz4B5cjW4wmduebEQkE76pm67W98Peb4F1xk1ojCRiqugri7yIunUpwPXIRYELnnNxNqZORfvxC840ylon6OZ0BKjCgdE6sVX2DdcycywA3xOsOiEEUAqcMBqohIeMuaPg0V0KUFUnmoyMiRinLXa6gnl0+nNZUFrN3OJydo8+QGQrVOMhwGI86PJclLceKVEoVOpC4CnGc7XLHoBE7K3cxYLS2Rg5tq9KKfD4/KvWc/vWg9y0cT/fvHM7Yaxjm2UaQFzZtIhiBCILjw9V+c22A1y6an72GTVP1CcynoqsHbMIEFulHjVckwVYlNQAjtQiYnU1ul4ihP1xPXjHk4rfwIMyY126OgoeYSxEsSZRXBddTiO+1TCmjsVqI026Ho2N+M7vLOB7xjlZw0nV4PukRVsTyKwnjuTH2tqr1bjj7nSPYtZzv6p+6Ak8PgL+QlXvTBas7xCR64ArgRtU9UMi8i7cQvY7gRcDpyX/LgU+k1zm5OStwF+SAAAgAElEQVTk5ORMO5M9A/oJcCHwQuChSd42IvIi3OqxB3zuCZ7Aj7Rdd1lYgC5/I9R2gK1DcTkcuAmG7gN1pkVFz1A0MQROwKQaK7IedTOXsB5nUbtS4FJqRWBOOTikbY8RyYyM+oZr1CLL3iEnhAUnejoKXiJIXeQwjYhGVrHx2AhjV9HPRFPfSB0RMLKYJYUlGAErB9g2+nPCuE49sohYCgZKZecalWqsSk2IYqEQKGVfqNthSt6cJ7Q/n7x6Hk9ePY/nnbWYj93wCA/sHsxSmp3hsmY9eFPBG1llS99IJnSPhhOrDfHpamjdV9omPYJt0w6KVV2UWcduY0GXK9wfqUVZT940GnykSPpEwjs1KFNVqqEd8/qeEToKHnM6CklNsM2E7UjdiV8jriY58A/fDzhnZjOno9CSSH4tcu2y2lXolgvemN9izpQQJkJ1H4Cq/tGRHqyqu4HdyfUhEXkQWA68BLg8ediXgZ/hhO5LgK+oO/DdIiJzRGRpsp2cnJycnJxpZbJnQItU9d9FZCmwdzI3LK6Z7aeB5wM7gN+IyPdVdcPkvo6B0inZ37rgedB5Kgzd78KwXWfAnh+DjmIknaV5dHX2Ul6wjnpiUlSLYmpRnAmhyLroRUfBmzCC2FMOkgilE8PWKp4n2fOHa1VqkWWoGmXR246CR0fB9Yt1oslt14hLobWqqAWb1J52FRdy/rw/ZKDWx8GROjtHfkPVDmKTqHVXKaboJ2nNEVTrQq0OfYGhHNSZUw4widhOPpOj7s9zl/fyxVc9GVXlH370INc/vMfV36og4kJbkrQo8o2wuLtEPbInbI1ujFAYJyZ6SgE9pQCbLjaMa6id9uRtpugb5iQOVKP1CKERDR4vVtzfyaKJCAu7i8RWXZ9f6wyv0rRsEWG4FjFajwk8QXBuz6pkLZGaRXgtip9QGnZO+9Iq2/9215DFifqY5Uw2S1T1+cfzRBFZjVu4vhVYnIpXVd0tIqmx1XJge9PTdiS3HVno9vU1enjn5OTk5ORMEZMtdF8kIo/gBOlW4H9O4rYvATaq6mYAEfk6bjV5UoXueEQEOta4fwlaWgb7roORjYCB7rNgwXMzc6PUmbdZSA3XoqzHa+A12tek5lSBZwiOMO/rLQdYSxYNjhNzIzdGGKy6VGfBiTxPhHLBo1RyGw1jm5gnCb3F+XQFytKe3+JAdTMHatuwNiaSx/FMjG8U3wNrfbqDlfimkIm1ghEGKiG1yCLJ/vGMS5/uLgV4RtxjYyfsvab06v/94rN5+UUr+dXm/Xz1jq2MhhGp76pvhMVdRc5a3MPB0TqBZ+gselMyGXYO03LI/p7XWcjqgtMFh2YxO1yNxogHwUWluksuKl+px5lJVvq88VHn5ud2Ff2s9je2TmD3lgNKgUc1jBlNorx+ss81yQBP63vziO/MpJIsbrTks2vj1OAwWfjJ69SnlA4RuQIYBFDVa4/lSSLSBfwn8HZVHTzCouZEd0y4xiIibwDeAHD6/GlvypCTk5OTcxIw2UJ3Di6d6a+AP5nkbU+0cnzEWqC+vj6+NKWrxumi9j6cueXhSR194ySyF6sTtx2J+VQ9svjm2EynDrft1FnZWrBqCXxD0feIrWW41nAOTmt6g0RoO0dgpRLvY6C+GVX32A5/EXOKEXfrlsw4K7LKaL3RjzjdlqrSUfAxxrkjpzXHzXQX3f1RZHl+XOenm/awuW8YEeHMRd0865xlXPufD1OLbFZn64kTk56ZfkGX7ierZJd+4qRtrTJUi7LHukUAF7Uq+Cb7jNL9NX7imArs1HgsjO2Y/ZySpq9bddHmUuCh6lyqXcr1E9xPN910PLsi5zhRVQarESXfUDzSytYkMFqPia3NFmLajaFqiCeGjmIe2Z1CbsS5Li881ieISIATuV9V1e8kN+9JU5LHZWztAFY2PX0FsGui7arqVcBVAOvXr1euvPKJvI+cnJycnJyJec1rDnvXZAvd9wFnqurDIhIDiMgLVPWYHB+PwjGtHDevGs9vo1XjZlMjAtdCJyW2lkpiTmQEPOMcfI9WIzp+22NpTB6NuDRna12rH01Sd9Ppb0O8zqPbzEMJ8Y1PKfAxYsbUmQZJxDqMnBGUVRAaIhdIesim/XNdxreqZvcrSlfR43eftCx7DLh2KAC26bZY3YTdE0sp8DIRmEY3U0E5kXicbETcZzLRtNwYobvoE6eLDapJ7THJe5p4gaDou6hs9n6SxweeoackWFXiNJJvlc4k9X205hYTIqugrl2TG2OM39TK6kT6D+dMPtlPqRUfS7vnLkNbR5xnA6r65Sfy+MRF+fPAg6r6saa7vg+8GvhQcvm9ptvfmmRYXQoM5PW5OTk5OTntwmS3F9qBW+FFVdP2Qk/hGFsbHIVjWjkev2p85QxZNY5im9X3ptHMNI01dRc+3n6xRyPtW9tslBWr0lsOMvfg1AU6TTX0ROgoelmv2dRgJ3UTLvrHPtbxPWZrUUwUN6KnaU1wlCwOjK+thbGmUgOV0LUvEkFMw5E6rXdOU8hbKQJVlTB5T5Ft7OOuok/BH7uPRZL0ZxE6ix5+EjGmacyuBtyliEdxw2W6FLjPJLZKqaldVRjbManyhzBDficzndgq+4drWX/lqSQ1rmvXxY69g1VKBY+eNo04T8RrjrBq3I6IyF8BT8a1CrpdVT9ylKc8HXglcJ+I3J3c9m6cwP2miLwO2Aa8LLnvWlxroY249kIzawfl5OTk5Mxq2tOOc2J+A5wmImuAncAVwBEdJGcSzfW9qShKo7SVMGakFh22vvdEMUYoTVBHmuKii0EWVYwTYdwlbrKuCvuHa4c8rxR4dBQ8Jzg5/ITbRUobfxd9j4mMYqvJfmjefmrg1KypRVwwqx5bNHLuzoFnMqF7MGn1BGT1wwXfZCmeo/Wo6b5G+6YTEQwiQsE//PMLnqG3yZAsXXzoTOLH1ShmqOq+A64tksEYMoOwMHYOz2lN8/7hGtUopho1pT/XyL5DgW9cdPi431HOidCK/rGp43u7krYjz5lSFqrqywBE5KNHe7Cq3sThP5bnTvB4Bd5yQiPMycnJycmZIiZN6IrI6ar6yER3Tcb2VTUSkbcCP8bl5X5BVR+YjG23G+NFUWfBwzeSRXyHaxFSg4XdRURkyk1dPCNZZHAiir7BSOBSmS2ZuKqGjX6x0DDKSmuR00jOsUZY03Y+zUZNRd8cMrbxEaI0spXSVfSds3VTxLg5+jzedCp97d5yoxVUKoLTiHFqEAVk7spPRBgfy2JDd8nPosGhtdjIRYTB7WtnhhXhG9feKhW1kVVqYUysSinwXNZALXKtZ2oxkVqikTodBe8JReJznjgNx/Kpf61Kkip/pN/udJHuB5N/16YMEfltYKmIvBK3rrBkmoeUk5OTk5PTUiYzovt6Edmkqv827vZJ6XULmWPkMblGziZEZEzP1jSVORUkg5WQKHEITt14WylYXDQa0rrg3qT611odE1GshTZLkW4W5UPVxMVZcDWwxjnSpiIuTkyc0veT7otaFFNIotqVeoxVpZzU8TYzPrJVOooJ0MLuYpPhVJL+mWxA1Y3dKk5sxomITlKQrVX6RupNr520eyr4lJM66dEwbjKlaqRWH+nzcq7ch4/gpyI7i7hHFhInbIA4dn2X41gT86zYGWCpq3cOY8tAxWb9myNr6Sm51PXcFXfy8Iwwr7OA14LfZiWMM2fwdqS3HODn362pZAGubCjtezYZJUQ5OTk5OTkzhskUun3Am0XkTOAe4G5VvUtVD81pzTkhxres6SkHWW1vtR5TIR7T/zVMHHlbHakzRsbUIRqJCas2M2sarIaUA1dHGnjGtUxKUndVrfMKBfpH61kf4rR2NfAb206FXTWKGalHdBR8OiYQvMdKmko9UWKviGT7NUWbwsUiSSuoZnfmZOzg/m5Ov07pKQWUC14iOMNGynTSnqmUmFalPYDT+9PP1KV7jxU0zYZngS+AE7BhUgPuG6E76StcTd8LZL2E05rhlM6in5lh5RwfExvHTQ3NBnDtRrp4lzN1qOqXReTq5M9OoBf4yjQOKScnJydnCth6YITP3bKZe3f2Uw58nrS0l6euns9ZS3pY0lM6qbOnJkXoisiTgV8CNwCPAhcAzwTumozt5xyZNNrXWSRrNZPWAMZWOTBSRyCr7Z2u/qvNqce10Inyaj1mYXeR4hHqVzuLftaaKa1dBQOJ3uwbqWWpyaowUosYqUWZeBwfQZ5smoXf0SbwvmdY3FNyDtiqmUtzGq0VIDBO9EfWRWHd/QE+ru64WYD+f/bePEqS7K7v/fzujYjcaunu6u6Z1oxmRjOa0b5YNBIYI4Q0CCQjBGaHJxDmWc8L9vN59jmAZT84tnmWH8/vmWNssLCxwFgsXpCEwcggEFgSAkkIa0Vo9n3rpZbcIuLe+/64cSMjs6qrq7tryeq6n3OqsyszK/NGZmRVfOP3+32/oSIcjMMKYxkVps4vFutv76SabjZZZ3h+CCckNIVxdUt3eOxultTCPLyugdBBkFYu4THT9/IY6xiXhlai97xS7mdg5/OPW/g9laroDL6XOOe+M/xfRP72Qa4lEolEIrvP/ef6fP8v/hHDwmAMODfmnicHvOePH/NdeuI7yV504yJfetsJvuz2FU4vtfc84nBeuGahKyLvwTsgPwy8EPgw8APOuQ9e62NHrhwRmarsqarCGOZ7xyMvVIKj86yb734QBK+1CUWjBft8P0fJxGSq2aq8HYutdMotOlQklfIH1MEoK7hFa+1jfcLrZO3+V76UEhSy6QOYaMVy99KCMa1Mq5oVY2cnrdWlcVvm7670MhItDPKSQW4mJly5QcTPLYtI3fpsq6pxlvgW8vP9vH5dA8Y6hlUHAXiR3mslVaSUN8ZK9f53EswzxjrWRyW6O92VsRe42UHzOaIwjouDwv8e2uPX4SgjIm+s/psArzjItUQikUhk9/nXH7mnFrkAznpHVqmOAYyxPH1xxO9dGPKhzzyJOO+L08s0d5xe5GW3HueVd57kjhsXWeyk190x225UdF8MfDfwSedcLiJ/GfgpfNZe5IDZar43L21dQQxuvsHAKFR892NHV0poNQ5yUy0MC1PP67ZTTTfVl60UbjeD6KoPtMNvuxVHYalnA0tjOVdVvJtGWZ3Ut1NPzIPm44M/27Y+SyfT9SxwUwyH6qESIVWqyuf1s944aFc/H4RwwOcUCycXMkSEYW4YlwbnQGtfLwz3d8BGo+Ibrlfi84AXWknlGO3nsOflNd1PXGVzth+VVoebW1vj8Doc5XaqfeJUdTkGfvAgFxKJRI4OzlnOj/+MC+Mv4nB0k9MspbexkN5wJP/27yWfemwVW3c1VrEj4djVuUr0OrRx9ffOOQaDkk/ff57P3neeX/yde8BBSwknF1u84NnHeNkdK7z8uSc5daxNe6solEPCbqz8Hfg/oC8TkQHwaeCrRORr8HO6T+/Cc0R2iVkH5awyfcpLn4c7yL2BTXB03s9q52I7ZbGdTrU2p8obXV1tJqiIsLLQop+XjHIv0NqJroW+EqndjG3DyCnTilT7VuGLg6I2ygqxPt3Mi7Z5E8KBUDGepXnSo7rCX1brnwh8plqrw/YVdpLzXBVyEYFTC636tZoltEJvbDGbvNBKUCKU1tbGVwcxT349cqrKlZ5HQrU5vs17zrudc4WI3AEMD3oxkUjk+sc5x/3r76dfPklpDQ5Yy5/hMT7vR7FUl+XsWRzPnsNSdmbPu5uud072WlMmqFNUf2tVrYTD99Vl+FtsHeKgLC1Pnhvw1DN9fv8Tj3qBXBm93nRqgRfefoKX3nWS59y0zOmTvUNhVrobQvdNwC865/6SiCwDLwNei8+5fQfwJbvwHFdF6NwL0Sta+2qWblTujjohv7c531uaSdzO6rCgsLaOz9mP+d5ma3M4EB4WvvLcStSm1ubLoasoo4UsoZ+XdezKcldtMsyaJVH+REBojQ6xPu1UoxFGhWVtVNTxTqE1OphhzUYXzTsTB+2tWWqnLLVT79hsq3gmXN0yv9h2FKWrHatLGyqYbIpsglnxO91yHd7rQHCnPsyf2/0UeIdhv5v/FR56/i8R+efAP8Z/wP6XA15PJBK5ztkoH2NQPoV1piouCpaqYIEwNgMeH9zDY4N7fXeYZCwkK6y0b+FY6wzdZPlQ/P2aF976qtv4h7/5WQZjy6aEeje5DNdKs9pbXUpV9ZXwvfWXyjicc4zKknsfvMD991/gN377Ht8FKdDrpNx6ZpEX33WSO59zgluffYxTJ3v7s+E7ZDeE7v8K/DsR+WHgM8DzgN90zn3/Ljz2NRHe1FCdKnJbzxMCnK6qlqPC1O2diTq6cSpBrDQ7FDqZRpXi53tLL0qajs57KeSagibTim6mp1qbO6mu43N2+niL7ZReltSf/cJYNkYlvSoeaBathN42LRuJ9rc3jbJs6ehWAq2fG/rjckqkaSW1e/FhE8IBESHZwj24myW1SViTcBJlmBtK6+hlCda5Wugq8Z0GTbOrcWkZl3bzg1UkalJhD+ZOIVM6xDfNqyjej1WtjYqpWfR5YiL45/P9OYyIyE845/53Eek450L1dgl4M/BPiCI3EonsAxvFY1jKup02/BV3wSTVd8/Wtxc253z+BOfGT2Dxoz1ttcix9hlOt29hpX0m/q3YhtfeeQNPrY/56Q/fw2DscI3KglMgFpz4v7tbvYrSEMPg7+8vqxGjmSow1fvnSssgH/GnF4Z84bNP1UJZiXDjDQt8+7e+hC9/1S27vr1XyjUL3ao1+etF5FnAS4BV59xHr3llu0iYWwQ/p1kYi20IjHFhp/JeBW/6c7w3iecJ+aJHjWara2l8Dm4zU/bp9fEkv3cP53sTrVjUaqq1uTSTGuGo8Jm6OxE2zfsY66u0FwZ55Vy9OaZnO7bKt22K10wraCW1Uda4NOCoM4LXRiXjwngBXFWDk0aV+bAK4VkmJ1GmX1sHFKWlMLYWuX6fU76dvpi0m7dSNeU4XVpHaf3ndisDrkA70fRaXgivDUtEMSWG9zMruJUoTi602Ounc84bhWkR5nG0Jku8qdqcnoc4rLyuuvwQk06qDwI3O+c+JSJfPJBVRSKRI0WiOggahyFIK+fCJXWVN1wfRkptdWmcY92usbq+zgPrX6yqvinL2QlOd27mRPs0x7ITiBy9Y/JL8R2vuIW/9NKbefBCn089epGP3n+eTz+yysWNAucsTgmYyh1DBKmcMoImDmHrAV/Z3br6Gy6Vc1PVYOoTGI7HHl/nX/70H7K6OuLrXn/Xfr0MW7Jrh0DOuceAx3br8faKrcx8lrspi5UDsLGTdsvA2rDwOa54kZQqNZXjelRIZtqWnYNuNd87aMz3LlWOznvF7Jypta4WQFfa2hzuOywM/bHh4qAg06Y+yXE1NJ83nABo0szdbSUKJdRux0Xho6HCvnVxUFAYW+23Uu9/4cTNYRfCC60Eqrb5wviqb6K8KE6UYpD7qKTw9+xEL2OQG0rjP6vhlWwnmjQRBrnBVJ/fhZavGg9yM3Uia5ZOplmsqvLn+nkd2aSlyjDOfFU0VOzDvPbVVIxDRvNR53KmapGr4jdF5A+AGytTyP8J/KpzbgTgnPuZA11dJBI5EhzP7uDJwScqETXTSnsJwt9yW4uliQB2QGELnhg+yeODp+rovEy1OdE+xZnOTdzYO0NLt1FHWPxmieLOU4vceWqRb375s+vrHzzX53OPrfLHD5znMw9c4PFzA0rnULbymaneHiu+etusCF+KUO2VRpUXpt/pPDf80n/8NHe/9rkkW3RM7hdHS6ltw6wDcJOlTkppvENtqABSTnJcn14fI0LtJpsckVxRpWRKqIxLWwsV8FXWtVFBS+ta8O1F5UwpYaWXMSzMVGvzcifdUXVWxAvLTqoZFbY2TwrbsNuivSlMN5lDMS2E26lGa28KVlqHLS1Gu1ronuvnvu2+YZSVarWnJxr2AhEhS2TqpIBAbZQ2asQYLXdSH7FUfRatpd63lEh90qM/Lut5/JAXZ6rPsRJhqYppujDI67ltmJxRVloorKXl/JoKO51hHAhRXaEqrap1hIpx6DQIYr4wlm7Vur5XzLvZU1GdqDhs++k845z7uyJyO76K+xzgG4AXiUgOfMY59+0Hub5IZF5wgwdh9ZNgx9C7HRaejySLB72s64ZEdbht8fU8sP4BcpujACuuruI2cVtcTqq8E7FbumY12Fd/h2bEQ+sPc//6w/XfvK7ucrp7Azd2b+Sm3hk6SWePt3b+uXWlx60rPd7wkmfV160NCz7/8EU++9AFPnnPOR54Yp1hP0eMq8u8VgmqmtXd7nSFzFw2KUvLxdUhJ1cObm43Ct0dkFYOvLD1QVkn07VRkXekNXQyzVIVT3NxUNQtqbqqyM3r7ODVMhtjBP4gv6U1uZm0hmslnOhmu779s63No8KQKC9QxqWv8rUTve3zikw7Uo9Lw+qwYGNc0ssS2un+xC41n6OTaTpcWgh3Ul07RgejLJtMsoefWh8hSF0R1kpqY7F5R1Xz0b1Gxbcw3hgNJtFYWgm5UbQS30a+0ssoqxGFsvpcdlLfujzIS8rcP/a49PtIncNsJ1+ZVix3/fz3U+sj1kaFby2vRGxSfZ6tm0RVBfMta+xUhu3xbkamJsZlAP289CcmxLuNayWUxvrOkTBfXInlq9nnwtPvR4zR1TCsPqNR6O4uzrn7RORu59yfhetEZAEfAxiJHHncuQ/BhY+CK/yZwOEDcP53cLoHvbtg6RWQrhzqTql5YCE9w4uOfxf98ilW80e4MH6IYbmGFd/q6uq67GWLh43bpyWVdd5hrymA18oBq6v384XV++sf7iYLnOndwIuO38Wpzond3dBDylIn5VV3neJVd52Cu/11zjnuf2KdP33oIp+7/xyfv+88Tz3Vx+QGheDE1aZWVok3qqrewEt+WhwsHnACRBS6u8DCzBBcaWz9SzK0YYxyM/VhXmgl9FoJ1jqGhW/P3M9Zwf2g2bYb5nuLchJXtDosvKioZntTvTuxMrOCe1xFJ61zZa7NrUSz3PGVwbVRwcZY6LU0nXRvq3GXo/ncWxllBSHsnKObJbV4y0tfrXaZr7Bb69gY+uiksp/XOcJZsnnu+KDZquIborEKYxmXXjiBN5lLqs+SymTqMxXcsf39q8dmEqc1rk7IpGryPL1s4rpdVicUUq3pZsnUnLpWQitRdUdHyA8Oz5/oyR/18PjNMYlRaafMuAKnFlooNckwlka1WCup9/Vm1FXIj57XYzXfLTWnizvkNEVu9f0GMFe+GZHIQeDKDbjwEXBm8stRq+oofQT9T8PgM4DGtc7Awsug+1xE4gm5q0FEsZDeyEJ6Izf1zuKcZWQ2WM0f5enhA6wX5yic/5uroDKiunS7c8hwCH81g01L3fY8c1laf9tqscHqxQ2+uPoAf+7kizh76iW7vanXBSLC7WeWuP3MEm9smEgNRgX3PrzKPQ9e4LN/9gz3PnCB1dWRP84IZxm2MLvKMs3rXnM7rQM2ColCdw9otixrJZyo5j39/K9v2QtCorB2KmJFqp9ZbKe1GAkHy4f5DGM939sYfU21YKyjPy7p47e9nWmWrsBJeScstdOqLXnS2pxqVb8v2xFE86jwM8j9saEz51WosJ+IyKaTMM1qMECaKJyFAl/BHjlYlIRUKwpjudAQwMEwq5XsfcTUTpidGQ/tsGH7N0ZlbZ4WTqZkjciirYzpBmNDbvyfSW9U5X92qTXZJ5uvoXN+nw2t5aGjY7Gd0M0SrPFzv+H1CyJ0qZNuOqnVyzTtRGErl3j/NTFPc1QVZzddMQ7bszYqGRWm9hJItGJc2Pr2cWmqTORrrxhfM25+RfhRR0R+Fvh64Cnn3Iur634U+CvA09Xd/p5z7jeq234Y+H58ceVvOefev++LjkR2wvAhfGdeNaqiKpErlRVPuMRC8ThcfBJWfwunFqBzO3RfjKSxIni1iCg6yRKdZIkbuy8AwDrDM6OHOTd6iPOjJxm6oddN1T/OyVQdtymCQxWXS1zOVoqNM3zymc9y5/JtLGexVX2ndNspL7nzJC+58yTfdPed9fXnLg559LE1vvDFZ/j8F57moQcu0N/web5aK+5+7R285bteflDLrolCdx/ZyoCllWhOLSjKqupWWt9uGY6Bx+Wk3THMG/p4muTQtz93s4RuRm3y03R0Bji3MSZRalfme4M78kIrmYqsCa3lrVRt29ocBG8QUs45zvdzWqmuM3MPA01Ro5TUor3bm8RF1bdXrdzNirADtEpJ9GQGO7T0hq/LtYjvFZMRA89iO/H7VTmp+GYzbuqJEhI9+aHlTkpRfQZD27MrLFWaFheqUPZES71PzZ6YMdZNndVMlEy9fuG5tdLk5WSuN2m8hq0t3Mv952XyKzucBAu0U/8Zsc7h7EQsB5oiPqCVcLJqK1obFdhq/96qYmyrturdEMYOF+u588u7gJ8Efn7m+v/POff/NK8QkRcC3wG8CHgW8Nsicpdz7tLub5HIQaGqFkqR6a8pkQsoPX2b7cPgszD4HE4UpCehcye070LUwbZlHnaUaE53buN05zYArLOsFee4MHqSJwYPs5ZfpKCs2p09TafgWTE7W+3djOOh9Ud5ycrzd3dDjiArxzqsHOvw0hfeUF9nrWNjY0ynk5LOSVEoCt05QCkhq4XB9I4RYjhCtaq03vSpVx3wboxLhrmpDtgnOcCHYQYzoJTQVpudlBOlGBszNd+70Equaa4vzBIHTCUW1kclG5R1xe9Src1BbDvn/98flwzGJZ1MXxcnH5rbHDoLmgSxE25vp7pu6Q1CLu0pFL7Vdn1c+H1SBKUgUWrfZp1DxTeI1NJMhKZzE6fuYBgVTqjMZkk3UdUs7SC3hKpAO9Usd/zr5GfDBV1VmhM9yZwG364fBDd4weeYVNMDJ3oZqQ4t1rY+ydXMY1ZKUHSIth4AACAASURBVA252Fx3aSz93NBrzJwf66bV/u5FsNviQCB8HlxlPtE0Njs/yGsRH8RwK9V118AgLxGkUTHmkp0o1sUM3XnFOff7InLbDu/+ZuCXnHNj4H4RuQd4JfAHe7S8SOTq6d4GosHm1RVbtMhuK4AraVU+A/0L0P8YTqWQ3gjZcyG7BYlu8teEEsWx7BTHslM8Z8lbCxhreGb0OI8NHuHp4ZNs5H0MDi3TVV3YXgT726Pj/16ilLC01D7oZUwRhe6cE6rATXHWjJRJKnOh0lqGuW+bFOB0taP1xyXGuSlH6MMwB6yUVGZAXuTnpf8Kx8Z56Vu+my2pV0OiFSsLLQpjp1qbj3czskQuGd+jlHCsm1EYy2Ds25qHueFEL5uLtt69oinkt8oQNnbSjaAUU7E8tnSAoZW0EJk+SaPq/VP2zKCo+b6IeKfuMDceTqjULcfWMSq9IG3+XBC0rjKeKo0jjPOaRsyVEIS2r5qH12mpnbDYmpwQaWYLW+tqU6za4MpSz1Y3ObnQQithVJiqMq2mqurGOUbFdJu9VCZal2K2Mu1mxPBCFcEUWqrtTAzbxqjcdGDRPAlwvp/XYfLhMi/t1Bz/1UQ2RfaNHxCR7wE+Dvwd59wF4Cam538fqa6LROYOEY27+TvhkV8CN6r6W6s5inB56R+eXIqeCGBXQv6ob3UegFMdSM8g2R2gV0BdfVRhxKOV5obuzdzQvRnwf5s2inXOjZ7hscFjPDl4in45nGpXVuJPqM7igOcsPnvzDZHrlih0DyHbxdOENtP6++qAt3nAmihhpWpXDAY+iZrfOKQgqHqNDiGHrzrV873izYmW2ulVHSg3W5tzMzn4Xh+XFKWlk+ktW3JTrVjuKnpGMyxM/RqOCnPdmYvthOb2NkVcwNiJGVk4SWPcxChLmMycrg6rDGERtJa6RXq3hPD03HhaCy2A3FjWR352XgRa2uf0hn1Aqvnd5lLCPH5oeS6NY5SbymjNtyuvDQuSyngtmFaFz3Oo0DYfs5NpOpnGOVd3dBg7MbgqjM+wrmfOqvUG0TouDaW1V3WSS0Smjvsu97qfWmx5F8y6KtzsgHB1XnRpJxVjXc1A2yrDGJiqGPeqDg5rHYPCoGVnFePIrvNTwD/CHyf+I+CfAX+Zrc02t2waFJG3AW8DuOWWW7a6SySy50jrBtztfxMG98Pap2D8IFDi7ZBgc6vLTJuzqOkqb8htVZUApoDyEVz5aHW3NugbIb0ZklMgUfheKyLCYrbEYrbEbUu319ev5ms81n+Mx/tP8sTwGfrFCEPlfSMaB7z2WV9OJ5mvimNkb4lC9zojVHQCS+2UpfYkc9TMnOJaH5V1tUiqn2+2I5bGzuXBZCvRtBYm1cJxaSnMpOLbH5eU1tGqKr47Fb8iMiXOUqUosFOtzZ1ss4AL8UbgD+rXRoU3Kko1vUzP7UmE/aa5b86epHFVpTCQagHnuxWKwtbCKfzMxaqVVlcV4dC1sJPs5K1ovkftVJMooTBehPuILEdrYWLsFEzlmlXtMCfcjISauGB7l+XSThyfoYofShSlsXVc0ez+Gqqxs5u22E7rSmuoBjeP02ZzoYGpOeXmia5r/ZyLCFrYUkyLyFQL96gwtdmXv93/rmqacDXnxU11UmuWpXZKJ9P1SYRgsiXKi+F2ZZwWThTEivHV4Zx7MvxfRH4G+K/Vt48AzfLIzcBjl3iMdwLvBDh79uzlEkUikT1DREHvDv8FuOIibHwKBn8GZmMmiDy4yjYtkWjcTl3llSkBHO6Xg3kYzCO+zUm1QN8EyZ2gunu7oUeM5WyJ5WyJFxz387fWWQbFkEcGT6BQ3Lr4LFo6zlQfNaLQPSIoJbS2mEsImaNNR+gm5/t5ZUA0LSTmZQZ4q/le8DOIzciZZEbA75RQUWu2NqtyIqZKYzeJWN8W26Kfl4zyKi800fRaUfBuRxBKgW6WTLl0zwph/1r67FlbzQdnWtXvzfl+jnN+1lsp6givnUYn+YovdbZys5IaIqv8uqnb55tmUc3tAur577y0nOj5tvfSulrsNeOFQt52ooVutn2cVS2CG9eF/f54N0VE6k6P0tqpx9oYl1OfeSVCK1VTFWElUs1Y755AXBsVtFNNlqT1NjQzrGdJteJ0VTEOYtg1MoyByojLO9lb429PdUqCf79CW7l/Pr+ty520dhgfl7Y24RKh7iCYt5N8B4GInHHOPV59+03AZ6r/vw94t4j8v3gzqjuBPzqAJUYiV42kx+D4q+H4q3HOwOA+HzNUPgHOTlqbIdgBzz7CzLdNsVtVguvjrwLMA174tr4S1NKebddRR4liIevx/OyOg15K5AA5FEJXRL4V+FHgBcArnXMfP9gVXT9sZ4QVYlBK6zNECxvmZKfbDb35zkQIp2rnFdS9YrGdsthO62pcUVpMw4ZvdVhcUWZss7U5/L3LS8uFgd/+2dZmrYSldspCltDP/SxqtzXJO40Hz1fOrBCePWlhrZvqmUy0YEwlfEp/m58Z9e/3MxvjWsSF1uhUX7qFf7ZTopclk/3LWMrc1EJ3Y1wisHn/cpPHmjXE6KaaVItvfa5cyMelq7OS10c+dzrRikRdPnc7OCRPd3lMP+eJrj/RZV2jLbqxb64OionTpUzMxMJ25qXdsgJ9WbYLmL/k9lQV4y1+Mp0x/YLpinCqvalfqBabqn06PFJptq4Yr/QyEu2N1fr55tuvR0TkF4HXACdF5BHgR4DXiMjL8XvwA8D/BuCc+6yI/ArwOXz/59+IjsuRw4yIht6d/gtw5ToMPgeje8BteOMEJZeY693CxCqI3E1/80soPg2tr9inLYtEjiaHQujizx7/JeBfH/RCjhKzDsWBuhUT6pbLIp842oZ2wuD8WgvgA5hZDU66NOd7naM0llHhYDyZwWxn6rJtr825xUQJi+3Euws3WpsX25OMVFU5Fy+0klrcro1KrPUCZl4q49cDs2Jrq9ifgHO+7dhMGWX5mdAFPX0Sp2mU1dyHdXWCI7QpN4XVuDCUttq/YCq/91LnOELXRVO/Nx9TRCitZVxOBFczDzqvKpJJ5ZS8k1nm6RNdmzneyxrVYDdlQGWt48JgMlcbBHVo7Q8V+NnPfJjP3euTPbMO4ts5bXYyTTtVOOfbpGdnjL3IPxonp5xz37nF1f92m/v/GPBje7eiSOTgkGQRll4FS6/CWQvlkzD8PJSPg6vcm53Fn0RstDlfztwKwJ7f49VHIpFDIXSdc5+HGEcxL4T3QSupHVWBujUyqWxoTWgfnrF+P9aYSSyt25X5wCtd/8pCa2q+Ny8tLTdxfx1UETDbzfcqJXW2aWhtDu2PMGn7TGcyUVMtbJSGC4O8MtnaPPMb2X2agktket8NM5zhfQpt0GEfDnqzORMaugKUmhhlhf1lZaGFsZPKbF76fT3UnC9W732qpw2pZmlev9BKqo4CR2H8Z63J6rCoDb2C43MrufzJm+2YzSaeXht1lTSIYH/pby+tmzgtq0ksUrtajzBf3Q3hJJbaomK80xMHkUjk+kWUguyM/wKcLSF/CMb3gDmHUxMH5/r32lY5bjWH4hA8EjnUXHefsujseHDMVk1aieb0oq4PgE1liBUqI+MqIqj580nV8quU1Jmte3UgfKn53tJ6t9whk/neLFHb5uQG0bLYuG59VNZRMc3W5m6W0Em9S3N/bLg4KFhoTVpUI/vPbPSOViHeytM0MwokSuqKcDiWOdZNaSnNuDRsjMq6ytnNdBWn4yuhJdSVWYHqhMfOKvx+dEDImL7vsW5aOz4Pc0M1pltXVy8MChI9mf1NdsF8ajvxp8V/lsPsv6myltPqRFhhLE+tl3U2cGgfb6f6yLmVRyIBVxTY0RC1sDg3J4EiWyMqgfbt/gt8hTd/AIqHwV6gTnSdMrcKKEies78LjkSOIHNzZC0ivw3cuMVNb3fOvXenjxOdHeePZntk0422m3lTq1D5Cu2R4W/BRjXbGg6EkyqSZTvTmt2gnWpaifKOu1U1bpgbetVc4qjwjruXm+890c0YlWaqtbnXSuhVbcxB8I6KSZxReB1i9Wi+mBXCszOhIQN31hyprMRd+EV0opeRKGFU+JM8oY03N5bMWFIttdFVWjmGb1fxbdJ0fBZgkBsWq5Mn4TireQIHJhXqUCXe6XPtBKWCwdTm2f9UZ95hWvvZ+WYMWitRgDDISzbG5VRGcKJ8lToKgMj1hisKLvzbn6b/u78D1qC6Xbqv/RqWvvFb0MvLB728yE6QDFp3+S8AO/Si1zwGrOGFb9XirG+C5K6DW2skckSYG6HrnLv7oNcQ2V+aWaRbCbt24qtgpmrTHOYWEVsL3dVhMOeZGGFdaVbodmvLEqnne5stluPStyk353tbqdq0DVu1NgexZKxjkJe0Uz0l3AeVS/PGuKSXJbTTeFB/GAgZuIHZDOHQ1RCqqGHms7STOdyNcUm32hfyquW533iO5U56RSdAhEk3hFJSz/KGkYHC2Hp/zI3l4sC7Ejcdn/eiuto8aTBbwbaNnOXg8B4qwSEm6dRCCxEfITYqTO2qHT77ce49chg5/5P/nMEffgSKHATsxhr9X/vP9H/9v5DedjvL3/VWWi97Rfx7cJhQnUr0BuE7ANcHtQDSOdClRSJHhbkRupHILLWRVIOmGY6uWkdDJQimzXmC822oBF1LtE/z4GK5482l8mq2d2wMxk2qsP1xWR2kT0TqbKxNYSyD3DCozLpCa/NyJ6WVKPrjkrVRwcZYWGgle17FjuwtoauhPy4R8dFJTdEaWntDO7B1jkFupgy01oY+kmdtVNTRRqqK5WkavkFl7nyJ4+EQm9R8/lR5V+LSeqO2kBucJQqNMCpMdaLGV5ivxVndWD/33Eo2i+jmY86eLKjbx4PRW5WZOzETMwhweqkN+M9/yAHXu3wiLBLZTczaKoOPfhiKojLqndiSCxb70D1c+L//PqIT2l/65+m9+dtIb42RKYcO1QVidm4ksp8cCqErIt8E/AvgFPDrIvInzrmvPeBlRQ6A5oHwQiup3ZRtNf/bJLQYBwRoZ7p24x0VphbBV3qWvHbczTSQ1gLcOR9TEp41rfJV24maEtrtVJNptam1+dRiqza+GZd+htc2zCzmybwncuWEfW4mCWcmAoi6EwAmAi/sys34H+vcVPbuyYUWzrlaCK+NKsMs2f5kT5hXb9KsrjrnZ9ebjs9KhJMLmXeDNraOMrochbGsj0qS7pWJztn28cnnb/NrFK6bbR0PrxH4uCYHU69PzM2NHATm3DkkSXBFMXW9iKvjV0UAWzL6o99j/LHfR/V6dL7mzXRf/2bUYsxijUQika04FELXOferwK8e9Doi80uIZmlysnJWDkZYpbV1xctax+pwclARBG/TXfVKRGUQBCLCqcVWPdubl9ZX8UhIqtiaUekdnROtplqbSzN5vtVBgVKw2E7qNY8Kw9qo8D+T6quuqEUOF7MCL8x5OzdxDXeWWvQ9vTGu7xsEL3gX6eNVt8PFQY4gKMUlq53N/SuIyvB5Kq2t5un9ffpjw6g0iFC3Pad6czt/k93cfWdfI6iytKv/h4p5M2l51kgMpl+j9VHhc5Yb88GRyF6Q3HgGTCN+OFRzq/NS4c+QSLWzOofrbzB4739g+L5fQJ88Tfsrv5b2a78etXRs/xYeiUQic86hELqRyNUynROqp64/UWWEltZhKrfacNBbGsu5fj7lCJtUM4OXq0KJyFTbZbPdOq+qWeArYlmiqgiYSWuzNyhyDHI71doc4mv645LBuKST6W2doCPzh/fg3J33a3Y/A7/vdFLt44fMpJLZTjTd1vT+WFjf8lvfJ9V15NL5fu4jkyonZKWo25UztdnxudvSpInUzzvMLbmytdBdG/mTSqlSdSzSflZOZyvmQG0mVsciuYkRHsCosFPdFJHIXqE6HRa/8ZtZf89/xhV5bdbr5+yr/zf2zYkA9hVfd+FJhr/284x+/d+jVk7T+qqvJ/vyu9HHVg5gayKRSGR+iEI3cmTZPiPUz8aGmcUi96JBdXyEUmgrnsz/Xnr+rylE26km1Woy31v62ceVXkaihcL4g+vlTopzTLU2L7YTjnUzCuOrxIPckJeWlaoVMzL/7LVuEhEWq9b8UPEtjKvcm/1+d2GQ1+7FqVYkSrBuUmG11mfxTmZfPb0qxzd0Q6hGpVOJz8ftZlI/d7ON2BhvftV0fN4YlXWEU2HsNccdXS3TJ8MmnFps1e3PoSIciewVS9/+3ehTp1n9hXfh1i8C1ay9CyLX73/N6q7Ss/O8Dnf+SUbv+Tfk7/23qGMrpH/hDaSvfhN66fh+b1IkEokcOFHoRiJboJVsyrX1OarT9xuXhlHj+PdELyPVinFpKIx32Z2d/Zud7/Xut/4U/SC0gDKZ712qqmxhNrOsYo9aDbMu5xzrlVNzNNuZc/bh7VmvKqiL7ZTmbhz266KKMBpUwvNEL6tb64G6fTcI1tLaev+zVSTSuDRTwj1EFRXG+gzhqhqslbDQTurc4dVhQWkdaVI9nnWc7+cA9RxxqqVu7z9Ims7wkcheIiIsvO71LLzu9eT3fpHVd/8c+Wc/iYjvgHBuuqo7+3tkUvl1+KhqB2tPU/y3n6f4zZ9HdRfQL/sK0ld/I/rZd+7TVkUikcjBEoVuJLJDmgJytjU5VH3CHF9hJiZBzZ9f6XnznsL4g5ek4ZQLsNRJaJtJxXdjXKKLiYHOuPTCJNOKcWnrzFWtpM77baeaXqYPXCRENnNqcX+q74VxW+ppraQ2cQvZuXlVTQXo575TIMT0ZNp/Ndujk4azeTCBKq1rtN57MVwU0/Ovx7oprUTTayX0xyVlFbGlROqZ49K4qsvBz6cn2udsb4xK3zVxjY7PkchhILvjTk79g3+MHY0Y/M5/Y/D+92GfeQJwteCtPwEyfTk1zysTAeyGG5Qfez/mE7+FJBr1nJeQnL0b/bJXI1l7X7cvEolE9osodCORa2Sr1seFVkIv07UALozF2slcYqjcAg1HXKkqcN6RWdqCtQ7TUAurwwLn/M+0EoV1vtKMdawstBhUQmVUGNqJZqmTRBfZI4hz7rJicCoruqKd+uzqvLSMcsMQbzB1etEfCBfGVjO7E/M1L0Anj5slqm6nD/uvsY5UTZ7HAaPc0GwGXullJG3FqPCxW4XxQthWLfw0zhspEZY7KVniq9AOYidD5LpDtdssvPGbWHjjN2FWL9B//3sY/davQT7Ausp1oprnhUoAy2aRCyCJV8eiAGex9/1P8vs/Be/5V7Te8nb087/0QLYxEolE9pIodCORPaLZ9jjrPttraVqpqo2wSmspGqabFwYFpbUklYOtn2FUnOhmU47ODuhWplQiVFU1/0Cj0tCzmkT7ltEoBA6e1WFBK9nejXg3uFrTq5D33GtUfO3MiZawL6V6YqJ2qX1LKUGxufW3m2m6WTJlBBUewzpXV4RHjbSVkwstSmtZG5ZY5xhW8WHj0jAube34nCaqnkGOJ3ki1wt6+ThL3/Z9LH3b95Hf9wWGv/4fKT71UTC5F7QOLjVFPmlrlokaDhQjxv/+H9P5e/8e6cWYokgkcn0RhW4kcgAkWk1VwWZpp4rCeIE6KvwsZCtRHOv6Wcq8zGklGocXCLaqmjUjk4DaOdo6b0jUbU279Eb2l5Cju9fshulVqPg2We6k5KWlMJZxMekcCKZSo8JsK3wBxoWlsJZu5Rg+2w3RzBAOJlBBCGul6WQ+J3hUPX+glWjKyqgNvHlWooRxaavb1bZZwpHIYSG7/Xlkf/PvA1A++EWGv/Zuys/8ITjfAaG4xDzvNr96zGc+TPKqN+zVkiORSORAiEI3EplDwoF+ILRnBpyr4mGcqw/kQzxMbuxUfqp1jnaqGRWGfGCBguVOuudVxcjBESKxdptQ8Q2EWXPwkVzhREuIzsqqqm+zjdqx9fxwYDwq+NDv3sf//MSjnFjpcvcbn8fNt04cYxcq9+cwH2ycn1sM+/PqoGBUmk0z8k1RHB4nCPJMx7nfgIj8LPD1wFPOuRdX150Afhm4DXgA+Dbn3AXxJfOfAN4IDIC3Ouf++CDWfVRJbr2TxR/4EZw1FJ//JPmH3o/97Edw5biOKJpwiX3cGtx4uA+rjUQikf0lCt1I5BAwexAeXHGbRljBQCjVakroghckIpNK3+qwYHVYsNJwfI7sLa568fdDToX9Y69pit5gUlWY6eis5U5KW/lqa2F8O/SlKr7DQc6P/t3/xvlzffKxQSnhw797H9/7117FDc9a4vjxDidPLwCN+eCZx1jupiyTThllgZ/hLY2rM303ZoRwqPaOCuMFeqomOdoHFH10QLwL+Eng5xvX/RDwAefcO0Tkh6rvfxB4A3Bn9fUq4Keqy8g+I0qTvegs2YvOAmAe/AL5770H8+mP4EZ9RIGzFtnq971ScUY3Eolcl1zXQvfcuXO8613vOuhlRCL7jqvmHINZlbWgNeBgVE6qcOkffASAclTQSfWBZZkeBZxzrI1K2omidUSq6cZalPh9ygvfxr5XzZ+nerLP/fEfPsyffPwRjJnuvf7Bv/NBkpbGWscNNy7yNW98Hq3Wtf358l0SjnHhsM4iInV1eCt62dF4z5xzvy8it81c/WbgNdX/fw74IF7ovhn4eefP4nxURI6JyBnn3OP7s9rIpdC3Po/O9/wgAG79AvmH/ivm4++HtWem75i2SL7sL6JOP/sAVhmJRCJ7y3UtdCORo4pIlWEKm4yAUq0wzjFutHI6B4OZKrAIJEqhxVeUowi+NupYkH14DTdGBVmipxyVDwLdcFpuJf5EysbY72elsxQFpNr/GSqM5d57z02JXCNQGchSjA0IPPHYGv/p3X+CThQLi23+3NmbuOnm5Stem++SELotqPxrgYkAFrzwDZ+L/szn44hxQxCvzrnHReR0df1NwMON+z1SXReF7hwhi8dpveEt8Ia3YEcD7Bc+jvn8H4LSJF/yOvQdLzvoJUYikciecF0L3ZWVFd761rce9DIikfmlXZkIffdbNhlZzXKil9Vt0Xlp0bqKRTp6rZ1zjXOOp9bH9KpZ1nmjbuGWaTfwi4OcB+79He79s2eQSuu6sEtVYlcBqnmbCPd+TvOSF7+EY8c7rKz0eMELT+/6vK21jsJa/vZff9uuPu51wFYv9JY1cRF5G/A2gFtuuWUv1xTZBtXuol72apKXvfqglxKJRCJ7zvwdBUUikX2nnerasGp1WNROzeCddq1znO/naOXFCTCVayrA6SWftRpMf3SsAh8o8/qqN/eH5qzusW7Gm974fH7mvj9gmBucgLKgnMOKUGrBAKl1iJvEh+a54Vd+4U9Iuz4zenm5zT/40bs5caK7a2tWSmipo9G6fAmeDC3JInIGeKq6/hGg2fN6M/DYVg/gnHsn8E6As2fP7oIveCQSiUQi2xNdaCKRSE071dyw1ObUYotTCy0A1kZFbehTi9yKhVbCciel26gcDnMvls/3c55aH/P0+niqWlwai7VH7zjXWMfFQU7emJHeC8KM6byeX1gfFYzLrduAX/UVt/L6N9xFRwtLWUJLQDsvdsPmFErItf8aa8EIWGA8KhmNSp5+us+/+IkP79v2HBHeB3xv9f/vBd7buP57xPNlwGqcz41EIpHIvBArupFIZEuUEo53MwZ5ucnFOZBqRZYo+uOSp9ZHtVttpzLuKa3DGDclui4OC4x19QxwooVMq+s+7ihEQbXTvRX54dFlTmu6g9wgImzVVS0ifPv3fglf+6YXcM+fPYMAP/OvPsp4VCKlxeHndp0IpqoGl0r8NitIrW8zvveec6yujlhebu/jll0fiMgv4o2nTorII8CPAO8AfkVEvh94CPjW6u6/gY8WugcfL/R9+77gSCQSiUQuQRS6kUjkkmSJIkt8ZMxgbBiVPnpFBMalZViYOtKopTW5sYxL39OslXCyqgq7hpXtYjuhNJNYpFFhpnJQn14fo6u53zD/m2p1yUiayGZSrVBz2K+z04ilYye6nP0yP8d5x10n+Y33fZ7PffoJdKJ48MGLlKUlqUyrLF7sWpE6o1cpIT/a5lFXjXPuOy9x0+u2uK8D/sberigSiUQikasjCt1IJHJZUq1Y7ip6RtfGU/1xSV7aujo7Lg2tRJMmXsY0u5MvDAqcc5VwVnQzPTWrGQSQc45WqjDGkZeWUXV9MFay1rE+KmsjrMM0B7xfLcVaCSf2KUf3SrFX8RocO9Hlu976JfX3v/6+z/FffvnTiIJ8bABHgoOGrl0+1ubkyd2b0Y1EIpFIJHL4iEI3EonsmERPyoQOHwnzzMaYVPuq7tgYRqUXMp3U554qJbQSRV5ahrnxratAt+EKHISqiLBUOUGDb0MtG8681nn321E53f673ElppxpjvUD2VeDDIYCPEuGEhrqG9+UvfsML+ZqvvYsnn9wgTRXv+CcfZPXiiPG4JEkUWiv+2t/48vjeRyKRSCRyxDkUQldEfhx4E5AD9wLf55y7eLCrikSONguthE6q6xleB3QzTaoVo8IwLEwtZLNE0Uk1IpAbS15akiBereOZ/piW1nXFNwhbpYSs0bKcaMXJhRbOTVqfS+vqxyqMZW00Mb5S4iu+i+2ERKvaBGu342d2ihLZ89nZwlhWhwVL7fTAc3Rn2a3p5KyV8OxbjgHwT3/8jXzkQw/wuc89xekbFnjta+9g5WRvl54pEolEIpHIYeVQCF3gt4Afds6VIvJPgR8GfvCA1xSJHHm0EhbbKb0soZ+XZImilWgyrSisratqq8MCax2tRNPOFIuNqq0DWon2rcrlJJpoO6Em4iu2s/5V7VSTKJkSwaWZrGNYGDbGZW2EFVqfZ1up94IsUZxabO3pc4Cves+6Y88LqVbcsLS7BlGtVsJXv+65fPXrnrurjxuJRCKRSORwcyiErnPuvze+/SjwLQe1lkgkshlVCd7AoDD0xyWZNnRbmuVOyrAwjArDaGBQrZ4FhQAAHnlJREFUUvqKcOZnfpc7/mdLY+uKb6jq+nbnsq72ejOsS4vSRCuSSxg4txKFSFIJYMe4NIycr0QDbIxLxoXxIriaA06UTLVszzvzHi8UiUQikUgksh8cCqE7w18GfvmgFxGJRC5NL9MI0M9LLg4sqfYGVIuthHFpGRWmFmLWOkaloZ3oSqQqug0vJRFfwR005ntTrTjWTa+4Chsev4m1rn4cLYISITcWW80Bi8DpRV+F7I9LHFyVEda4NAzGhqVOui8O0vOoc/PKqXuhlUQX7UgkEolEInvK3AhdEflt4MYtbnq7c+691X3eDpTAf9jmcd4GvA3glltu2YOVRiKRyyEi9FoJ3UwzLAz9sa/mtlNdfwXGpWV9VLJBWbc2txol2XB/V+XQ5sZOidPVYQGOTfO9O6U5r9vJdJ0BHOaAbSMaqTCWcWmnfr6VKI5VynxUmHoueHYO2Dk/n+wNmY6myAtxUgtbhehGIpFIJBKJ7CJzc7ThnLt7u9tF5HuBrwde55qhnJsf553AOwHOnj07n4NqkcgRQUToZt60KnxqS2O5OCxYaCW0Uy8sEy2bWptPLmRT1VIR2SSS/fUwKs3UfG8303Sza/v1FuaAmxzrZjjXmP+1jqaeXRsVU63DqVK0UkU3SxrX763IFYFMq2tyNt4rHDvL0Y1EIpFIJBK5VuZG6G6HiHwd3nzqq5xzg4NeTyQSuTJEZNKqXAm+1WHB+qisBK9iqZ3Wrc1lo2K7PirQSmgneku35KV2ylI7pahme/PS1s/hnOPioCCtZnt3I3JIREi0bDkHvNJrURhbC2FjXb2WUBkOcUyh9TlLfDTTbtFK9FRFfJ6I88ORSCQSiUT2i0MhdIGfBFrAb1UHqR91zv3Vg11SJBK5GrLERwSNKsOqtVFBPxdWelldtQ0453NxS+su2docCFm+vYaxsalaj/vjkj6+kpglil4r2VVxGdBK0Gp7kdlONLbarpFzLIpfS1nFAjWNsK50DnjeCS0218v2RCKRSCQSmV8OhdB1zsXciEjkOiO0IY9Lg2lUcEeFqdyRvcBbWfBV0mZr82Lb7ag1OdGKlYUW1jrv5mws42IyYzsuDaPC0qoqvnuZrxtE61InqbfVzxpP36dphAWw3Elpp5rCeBOvEIt0qep0f1wyyM2+RBldDVHjRiKRSCQS2Q8OhdCNRCLXL83qbFFVNUWgmyV0U9+uHKq1obU5VGNHhXdibqfqkq3N4A2n2qqa723EuFobxK6f7w2txAutZNerjlvNFzfXm+iJqVUwwjLWkVXbaqxjmBscZvLzIhzvpiRVRdhsYaA1Tyy0kmhEFYlEIpFIZF+IRxyRSGRuSLXiRC/zrcbjksG4pJNpelmCqlp4Z8WidW5b1+btCC7LzfneUWFZbHsB2h+XALs+R3s5ghFWc1ODUC6NrUVwadwkb7gS/YHz/RythKW2F+3OudgyHIlEIpFI5MgQhW4kEpkr0qqyWRjLYGzq3NWtCOKv2dpcjCytBa8QrXU7akfear4XGnFC44mb8VaV2Z0wyEtGheVEL7v8nbfBZwFvvr6XJWSJ4uKgqK8rjK3F7dqwZFyaqoV6Mgd8NdtytfTHJdY5Ftvpvj1nJBKJRCKRo0kUupFIZC5JtWK5q3Bu0kZ8bmNMohW9TJM0KqzN1mZT2Rw753imuv/lWpsvxbFuVs/3jquKr4itxeHaqCDTO5vv9RVYu+19rgWlhJbStFO/zllB3UoVosAYV88B64bQXR0WOOe8kN4jI6y8tMxnU3VkJ4jIA8A6YIDSOXdWRE4AvwzcBjwAfJtz7sJBrTESiUQikUAUupFIZK4JQss5R5ooRrmv3LYTTa81LXhD9E+g10oYFmaqtXn2Zy7H1HxvtQ7wwnWUG4ZMz/d20q0f38G+BMh6k6rNzz9biXZuEn0UKK1jXJb195lWHK8Ec39comQigK/GuMsRM3SvA77aOfdM4/sfAj7gnHuHiPxQ9f0PHszSIpFIJBKZEIVuJBI5FIgIS+2UXpYwyEuGuWFUGo53M7Jks7ATEXqthF4rmWpt7uLFXqiuXonoDY8L3iH59FLbz/ZWM76D3JBWrcVlVQXe7/nenbhRg9+OxjkBlju+ndg5V+cAh2KuqyKa3NTP+3bpXtVWPi4njtCXwrmdtZJHDhVvBl5T/f/ngA8ShW4kEolE5oAodCORyKFCK2GxErzDwtQid1QYlMiWorfZ2hyEar+qDKfX0NoM3qgqSxS0JtVegNxYNsZlPd8bbpp3U6hQFW/OAYt4UW+sozC2FsJB1Brr6tlgwZ880EropHrq/bAOkljTPcw44L+LiAP+tXPuncANzrnHAZxzj4vI6a1+UETeBrwN4JZbbtmv9UYikUjkCBOFbiQSOZQoJXU1EWBjXNZxPN2W3tJ5uSkwF1sJiZKp1uZ2plm6BqOk5uN3s4RWoiduzqWZum+INNrt/N6LgxznqFuOdxOtBK02v65K4Fg3rQWwMY689PnE4GdzLw5yHDAqDXrs25/3Ors4sut8hXPusUrM/paI/OlOf7ASxe8EOHv2bBzVjkQikcieE4VuJBK5LljpZQxyH7FzcVCQau/WvFWFFyZCudnarBpCdWNc0k7UFbc2N9FK6gijZbwQDGJ4kBuKqn061b4qnFWX14J1+z8HKyLbRjop8VFOviLs6tim492MTAnj0jDMG47QSqpZ4yiC5wnn3GPV5VMi8qvAK4EnReRMVc09Azx1oIuMRCKRSKQiCt1IJHJdEGZyu5lmWBj640kF9XLtwqG1OVAYW2X5+ts6qaaVXHv1sTm/erybUlQOyHnpn69MFFniK7HD3JBquWKhPY9zsIlWLDa2wzlf+U1UMBrzRljelXnyvp1caKErIWysI1Hqqo2wIteGiPQA5Zxbr/7/euAfAu8Dvhd4R3X53oNbZSQSiUQiE6LQjUQi1xUiQjdLpkyZ1scleWlZaCU7yo1NteLkQotR4XN810YFgm8HvlpjqdVhAQ6Wu2m9ziyRer7XWlebPRnrWBv5mdcwd9xKdhZjNK89oc75Od5O5t2f04YTVtMRujTWtz83ZoDHpWWYTwSwCCRK1RFKZZUXvJ0RVuSauQH41eqEUQK82zn3myLyMeBXROT7gYeAbz3ANUYikUgkUhOFbiQSue7JtKIoLavDgvVRWQletW2VV8+0No8KU1cgB7mfB75UlNBWNIXsVjQFrFbCyYVWPd87Lr1x1lI7bbQA+xnYrbZB5tDwyTlv0NVy279eSeVa3SS4bZd2YoTlGpHE66OS3FgE6vbnNJEdO1BHLo9z7j7gZVtcfw543f6vKBKJRCKR7YlHAZFI5LonVAxHhZ/hXRsVFHbnxlObW5td/Vg7bW2+0gzZ5nwvpBTGoiVUOL2BVnA4bs73thJFovYvzmin2Mp2+mpF+KWMsAAW2gmlcRTWeiMsY7FO6FZ+XOc2xjh81nGifftz+H8kEolEIpHrkyh0I5HIkSEI3nFpatFYVDOy3Uzv2PxouZOy0EqmWpvbia7bkveCptDupBqtpK749sclfeDUQovFthfFpbFzJeRCNXsv/KX8iQjosLUQbqW6bokel94Iy79f/vVZHRQoRW2EFeeAI5FIJBI5/EShG4lEjhxNh+BxEIp56Wd7053l6c62NgdKY7kwKGinaqq1eTdNooLLcdgOa301Mzz+RtXKe6XzvXtJyBE+CCPlhUYMlXN+/rf5fWktpnRTRli9VsJCK8E5x7Awcf43EolEIpFDRhS6kUjkSLPQSmglqnJZLhmMS7qVyNkpzWqrA1ItddRRaG1OtNozsaSU0Kraep9cG9FONIvtZGq+N9UT86bCWBK1//E9WslUhNNBICIkDSMsEWFloQVQzz4b6+r3tLSO9VF5IGuNRCKRSCRy9UShG4lEjjypVhzrZhTGMmjEEgFT7r9X8ljGurq1eX1UcHKhhVJyxY93NWgdnKf993k5qTg757jQz+u1Zon/ulo36Z2SJd7Jep7Zag44OHCX1l7ipyKRSCQSicwjUehGIpFIRapVPbcJMCoMa8OCVqrpZTt3WIbp1mZjJ23Lq8MCY92m1ubdwNWGT9NkyfRzLHX8HO+4tGyMSxj7ynavatW1jtiq22A7I6xIJBKJRCLzSRS6kUgkcglSrWhnmlHu23/biabXunJxqpVwbmNMlii62cT9ObQ2dzO9o3zfy7GTOVgRqU25Fpm064aK7riKYdJKJm7OO8nvdRbMEHQHkc2vT9jmY500Gj1FIpFIJBLZcw6F0BWRfwS8GbDAU8BbnXOPHeyqIpHI9Y5WUme4DvKSYW7IjeXU4pW34Brnc3SDyGy2NgeBGkylWrNBsjukdja+ggif2WplqlU93zvKDcPKoOnkQgutBGsdItTzvc45OPdhuPAH4AxIglv5Sjj+yqkZ4CCoD3hENxKJRCKRyBHhUAhd4Medc/8AQET+FvB/An/1YJcUiUSOCloJi5XgLSvHXucca8OSTqY3tQZviZtuKW62NgdGVT6ukvKqWpsF6Gb6mtqOtZrM9zrnKIwXqOEx10cl49LU873p2sdIL3wEXFFtp4Fnfg9UC469vH5caw3Oloi0r3ptkUgkEolEIjvlUAhd59xa49sek8JFJBKJ7BtKCVkl+ErrGBvDaGDItKLb8nE/X3x6nX/5oS/yuSdXOdHJeMuX3sYbX/CsHT1+J9UoEYb5dGvz8W5aV0etMzw1/AQXxl/AOkMvfRZnul9GSy+hKkG+W4gIWSJTQr6dKUR5g6v1UQGP/hGpWE5U+tU6UBRw7n/AsZfjyj48+mu48/chpeBWboSb3oS0Tu7aOiORSCQSiURmORRCF0BEfgz4HmAV+OoDXk4kEjnipFpxaqHFsDD0x4aLg4LH19b4P977x4wql+ONcck/+90/5ZmNMV/3/GddNs6nOT8bWptL6+qfG+Qlj/Q/QOEerzNfN4qHuXftSe5a/ha0tHGOPZ2Bbeb3lsaQp/2p288NE0Qg0wNaeUn2wLuQ4gIO/Ozu8GG472dxd/1NRHf2bJ2RSCQSiUSONnMjdEXkt4Ebt7jp7c659zrn3g68XUR+GPgB4Ecu8ThvA94GcMstt+zVciORSAQR3+bbSTXDwvDPPvggY+NFrnNeoI5Kyzs/ei8/80df5Fgn5btf8Ry+/eW3XTZPNrQ2B5xznB+c54m1JxHlaCVCK3VoBc4ZHt34H/SLc5zvj1jpLXDz4qtYzPb2d2CiNbqzBMVqtUboppbcCCN1iuG5e2F9yKIGLZCqqhnHlXDxU7Dyqj1dXyQSiUQikaPL3gYnXgHOubudcy/e4uu9M3d9N/DN2zzOO51zZ51zZ0+dOrW3i45EIhEmgvfec+s450WptWCMwzqHtd6EaW1c8O8+dg8/89EvXtVzLHQ2WGyDVo5hLlzsK0a54DBslA9T2D7gKNwqj/Y/wEbx8O5v7Cyn7gZJqjVCL7Uc7winbn0Nx/QaXV2SKEcvtRxrVRnFroTxM3u/tkgkEolEIkeWuRG62yEidza+/QbgTw9qLZFIJHIpbj7WBbwoVdVvV2fBWu+oDDAqLf/p0w8yLMorfvy2PkaWWpY6jmM9S7flSBP/uOPSi9+Aw/DU8OPXuEWXRxafDzd9C7TPgGpD+ya4+TtQC3fQWriRxcyR6RlbBUmhs7O55UgkEolE9pLclIzK/KCXEdkD5qZ1+TK8Q0Seh48XepDouByJROaQt77ydj712EXGpUVE0Nrny/oq76SdWYnw9MaYW45f2a/gdnKCTnKSYfk0Wlk6WUNAOjDWC90wopub1d3atG2R3h3Qu2PzDZ2boX0DjJ7wVVy/OtBtWH7xvqwtsveIyNcBPwFo4N84595xwEuKRCKRyzIoR/z6Qx/lvvUnAFhpLfIXb/kyznRXDnhlkd3iUFR0nXPfXLUxv9Q59ybn3KMHvaZIJBKZ5c/ddJwf+doXc7LXIlGCEm8MlWag9SR71ljHyYUrz+IFuHXx9SxndyDVr++OPkUiCZ0Mjvcsx3qWkEiU6aVd2a6rRUTgtrfA8bOgOz5yaPlFcPtfQdTuuUNHDg4R0cC/BN4AvBD4ThF54cGuKhKJRLbHOce77/kA9609jnUW6yxPj1Z59z0fYL0YHPTyIrvEYanoRiKRyKHgNc+9ga+64zTr45IHzq/zd/7rJxiXjpCi204U3/CiZ9NNr+7Xr5aMmxdezU3uKwGHiOLc6NM8PfwESImuqrmC5lTn7O5s1DUgKoUzr/dfkeuRVwL3OOfuAxCRXwLeDHzuQFcViUQi2/Do4Bku5n3sTGKpcZZPPnMPrz7z0gNaWWQ3ORQV3UgkEjlMiAhL7ZSXPusE73jjK3jOiQUAFlsJ3/2K2/nrf/55u/IcIv5X+InWizndeSVafFxPqhZ5Vvc1LKbReT6y59wENF3PHqmum0JE3iYiHxeRjz/99NP7trhIJBLZiovjjS2vN85yfry2z6uJ7BWxohuJRCJ7yJfcvMLPfcdX1PO5e4GIcKL9Qk60X7inzxOJbMFWO5vbdIVz7wTeCXD27NlNt0cikch+ckPnOM5t/lWUiOambkxtuV6IFd1IJBLZB/ZLfEaRG9lnHgGe3fj+ZuCxA1pLJBKJ7IhTnWM8Z/FGEtH1dQqhrVNeunL7Aa4ssptEoRuJRCKRSORq+Rhwp4g8R0Qy4DuA9x3wmiKRSOSyfNNtf4E/f8MLWUw7dHTGi07cxvc97w20dDRLvF6IrcuRSCQSiUSuCudcKSI/ALwfHy/0s865zx7wsiKRSOSy/P/t3X3MZGV5x/HvzwW20SJoKS+RlQULpCAEtmhNEFpoo0It1Da1Imk1NbHYl4D1XVolMSEuaGv6ktpWTWlL1ZqKJYZWqLG0fwgEkGXBlQrtEpFl192mYirBF67+cc50Z8czs7vs7syZ83w/ycmc557z8Fxzcc9939fMPbOrnrGKs48+jbOPPm3RoegAsdCVJElPW1XdBNy06DgkSRrn1mVJkiRJ0qBY6EqSJEmSBsVCV5IkSZI0KOn6N6SGIsk3gIcXHccMRwDbFx3EkjOH+84c7h/mcd/1PYfHVZX/wOI+2s9zc9/7zDTGPV/LGPcyxgzGPW/GPWNuHnSh23dJ7qyqsxYdxzIzh/vOHO4f5nHfmUPtrWXtM8Y9X8sY9zLGDMY9b8Y9m1uXJUmSJEmDYqErSZIkSRoUC93F+otFBzAA5nDfmcP9wzzuO3OovbWsfca452sZ417GmMG45824Z/AzupIkSZKkQfEdXUmSJEnSoFjoSpIkSZIGxUL3AErysSTbktw30f47SR5Icn+Sa8ba35Xkwfa+l88/4v7pymGSM5LcluSeJHcmeXHbniR/1Obw3iTrFhd5fyRZk+QLSTa1fe7ytv25SW5J8tX29jltu3mcMCOH1yb5SpunG5IcPvY7Pp/HTMvh2P1vTVJJjmh/th/qByTZnGTjaPxv2zrHsj5IcnIb6+h4PMkVSa5K8vWx9gt7EGvXfNv7eWJK3J1jc5K1SZ4Yy/uHexb31H7RlzllStyfHIt5c5J72vZe5HtZ10F7u/ZYgnzPv39XlccBOoBzgXXAfWNt5wH/Aqxufz6yvT0F2ACsBo4HHgJWLfoxLPqYksObgQva8wuBfx07/ycgwEuA2xcdfx8O4BhgXXt+KPAfbX+7Bnhn2/5OYL153Oscvgw4qG1fP5ZDn897mMP25zXA54CHgSPaNvuhR1c/2jzqI2NtnWNZ3w5gFfAYcBxwFfDWRcc0EV/XfNv7eWJK3NPG5rXj1/Uw3539ok9zSlfcE/d/EHhPn/K9rOugp7H26Hu+596/fUf3AKqqfwP+e6L5TcD7q+rJ9pptbfvFwCeq6smq+i/gQeDFcwu2p6bksIBnt+eHAY+25xcDf12N24DDkxwzn0j7q6q2VNXd7fm3gE3A82jydV172XXAL7Tn5nHCtBxW1c1V9b32stuAY9tzn88TZvRDgD8E3k7z3B6xH2pPTRvL+uZngIeq6uFFB9Jlynzb+3miK+4ZY3NvTMn3NL2ZU2bFnSTAq4GPzzWo3VjWddDTWHv0wm7m+y4HrH9b6M7fScA5SW5PcmuSF7XtzwO+NnbdI8zuFCvZFcC1Sb4GfAB4V9tuDncjyVrgTOB24Kiq2gLNoAQc2V5mHmeYyOG4X6d5BRjM4UzjOUxyEfD1qtowcZk5VJcCbk5yV5I3tm3TxrK+eQ27FgC/3W49/Fh6tN16whDmifGxGeD4JF9q12DnLCqoGbr6xbLk+xxga1V9daytV/le1nXQHq49oN/5hjn3bwvd+TsIeA7NVoi3AX/fvgKWjmv9t5+6vQl4c1WtAd4MfLRtN4czJPlh4B+AK6rq8VmXdrSZR6bnMMmVwPeA60dNHb9uDtk1hzQ5uxJ4T9elHW3mUGdX1TrgAuC3kpy76ID2RJJDgIuAT7VNfwa8ADgD2EKz3XOZLMXzs2Ns3gI8v6rOBH4X+Lskz572+wswrV8sRb6BS9j1xZxe5XtZ10F7sfboe77n3r8tdOfvEeDT7XaIO4CngCPa9jVj1x3Lzi252tXrgE+3559i5/YGczhFkoNpBpvrq2qUu62jrTjt7WgbvXnsMCWHJHkd8Erg0mo/bII57NSRwxfQfB5nQ5LNNHm6O8nRmEN1qKpH29ttwA004/+0saxPLgDurqqtAFW1taq+X1VPAX9Jfz/asLTzRNfY3G6N3NGe30XzWcCTFhflrmb0i2XI90HALwKfHLX1Kd/Lug7am7VH3/O9iP5toTt/nwHOB0hyEnAIsB24EXhNktVJjgdOBO5YWJT99ijwU+35+cBoi8yNwK+135b3EuCboy0pK1m7Y+CjwKaq+oOxu26kedGA9vYfx9rN45hpOUzyCuAdwEVV9e2xX/H5PKErh1W1saqOrKq1VbWWZrJbV1WPYT/UhCTPSnLo6JzmC1nuY/pY1ie7vNM18Xm/V9E8jj5aynli2tic5EeTrGrPT6AZm/9zMVH+oBn9YhnmlJ8FvlJVj4wa+pLvZV0H7e3ao+/5Xkj/rgV/M9eQD5pJbQvwXZoF3BtoCtu/bf/n3g2cP3b9lTSvvjxA+63CK/2YksOXAnfRfEPb7cBPtNcG+NM2hxuBsxYdfx+ONl8F3Avc0x4XAj8CfJ7mhYLPA881j3udwwdpPlcyavvw2O/4fN6DHE5cs5md37psP/TY5QBOaMf9DcD9wJVte+dY1pcDeCawAzhsrO1v2n59L80i75gexNk13/Z+npgSd+fYDPxS23c20KzBfr5ncU/tF32ZU7ribtv/Crhs4tpe5HvGHN7r/j0j7l737xlxz71/p/2PS5IkSZI0CG5dliRJkiQNioWuJEmSJGlQLHQlSZIkSYNioStJkiRJGhQLXUmSJEnSoFjoSpIkSZIGxUJXGpAkH0zy5SR/vOhYJElaiZL8RpJK8uNjbZuSrF1cVNLKc9CiA5C0fyQ5ATi7qk5ZdCySJK1gpwP3AD8HbEqyGjgKeHihUUkrjO/oSgOQ5GTgVuC4JF9K8qxFxyRJ0gp1GvB+mkIX4FRgU1XV4kKSVh4LXWkAquoB4Drg96vqzKr630XHJEnSCnUKcCNwZJLDaArfjYsNSVp5LHSl4TgN2LC7i5K8Pskr5xCPJEkrSpI1wI6qegK4BXg5zVbme/fz33Eul3bDz+hKw3EqcH+S1wI/DXwLeDdwCbC9qj6b5BPAPwOXJDkP2FZV65O8HjgPeALYAhwMvBB4L/ArNJ8t+khVfTHJq4A1wP3AT1bV1XN8jJIk9dnp7Hz39ibgUuAY4DMd8/OPtfcfBXwEOJnuufjVwGvb+74MfB/YDpDkOOAtQICHgG3jf6OqnjyAj1XqNd/RlQYgyaHAd6vq28CxNK8cf2jGBHdzVb0FeFGS0Tjwuaq6DDi3qn4PuAM4BPghYCvwqwBVdQNwEnAZsP5APSZJkpbQ+DblW4Fz2Fn8Ts7PTzIxx9I9F5/a3ndLVa0HzmLnGv43aQrjHe3f3pM1gLQiWOhKw/BC4D6AqroG+Hfg2iQn0kyko90boy+pqrHb0fnj7e032tvvAFcDHwL+HHgmQJIAhwNP4a4QSZLG/X+h2xaaG4HvVNX/dMzPlzMxx9I9F69uz0dz7sHsnLufAVxfVVdV1Rs6/oa0YrlIlQagqr4I/DJAkjcCJ9IUojtoXlG+JsnxNAUqwCuSnAHcWVXV1K6dvgC8g+bV5pHLgY8DjwHvA96+fx+NJEnLqaounfj54tF5x/zcNcfO8rIkp9O8yzsqdP8EuDrJFprtylsm/oa0YsVvOpckSZL6q/0uje1V9dlFxyItCwtdSZIkSdKg+BldSZIkSdKgWOhKkiRJkgbFQleSJEmSNCgWupIkSZKkQbHQlSRJkiQNioWuJEmSJGlQLHQlSZIkSYNioStJkiRJGhQLXUmSJEnSoPwflW/5oIvJSjEAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { @@ -186,14 +190,16 @@ "# \\phi_f vs f_max for differing \\Delta f\n", "N_delta_f = 200\n", "\n", + "plot_submax = True\n", + "\n", "\n", "Ns_samples = required_N_samples//1 + np.arange(0, N_delta_f)\n", "phi_f = np.empty(N_delta_f)\n", "f_max = np.empty(N_delta_f)\n", "\n", - "# set signal_func to exp(i*phi)\n", - "if True:\n", - " signal_func = lambda phase: np.sin(1*phase)\n", + "if plot_submax:\n", + " phi_f_sub = np.empty(N_delta_f)\n", + " f_submax = np.empty(N_delta_f)\n", "\n", "for i, N_sample in enumerate(Ns_samples):\n", " time = np.arange(N_sample) / sample_rate\n", @@ -206,29 +212,68 @@ " phi_f[i] = np.angle(fft[id_max])\n", " f_max[i] = freqs[id_max]\n", " \n", + " if plot_submax:\n", + " fft_power[id_max] = 0\n", + " id_submax = np.argmax( fft_power )\n", + " \n", + " phi_f_sub[i] = np.angle(fft[id_submax])\n", + " f_submax[i] = freqs[id_submax]\n", + "\n", + "if plot_submax:\n", + " fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2,2, figsize=(16,8), sharex=\"col\")\n", + " fig.suptitle(\"Maximum (and sub maximum) Power frequencies and their phase\")\n", + "else:\n", + " fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16,4))\n", + " fig.suptitle(\"Maximum Power frequencies and their phase\")\n", + " \n", " \n", "# Maximum values\n", - "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16,4))\n", - "fig.suptitle(\"Maximum Power frequencies and their phase\")\n", - "\n", "ax1.set_xlabel('$f_\\\\mathrm{max}$')\n", "ax1.set_ylabel('$\\\\varphi_f$')\n", "ax1.plot(f_max, phi_f, '--', alpha=0.1)\n", "sc = ax1.scatter(f_max, phi_f, c=Ns_samples, cmap='Spectral')\n", "ax1.axvline(f, color='r', alpha=0.5, label=\"Signal frequency\")\n", - "for n in [2,]:\n", - " ax1.axhline(-np.pi/n, color='k', alpha=0.5, label='$-\\\\pi/{}$'.format(n))\n", - "\n", - "\n", - " \n", + "for hline in [0, -np.pi/2]:\n", + " ax1.axhline(hline, color='k', alpha=0.5)\n", "\n", "ax2.set_xlabel('$N_\\\\mathrm{samples}$')\n", "ax2.set_ylabel('$f_\\\\mathrm{max}$')\n", "ax2.scatter(Ns_samples, f_max, c=Ns_samples, cmap='Spectral')\n", "ax2.axhline(f, color='r', alpha=0.5, label=\"Signal frequency\")\n", "\n", - "if False:\n", - " ax1.set_xlim(f-5,f+5)\n", + "# SubMaximum values\n", + "if plot_submax:\n", + " \n", + " # filter submax frequencies above twice the frequency\n", + " if True:\n", + " idx_submax = np.argwhere(np.abs(f_submax) < 2*f)\n", + " \n", + " f_submax = f_submax[idx_submax]\n", + " phi_f_sub = phi_f_sub[idx_submax]\n", + " \n", + " Ns_samples_submax = Ns_samples[idx_submax]\n", + " else:\n", + " Ns_samples_submax = Ns_samples\n", + " \n", + " \n", + " ax3.set_xlabel('$f_\\\\mathrm{submax}$')\n", + " ax3.set_ylabel('$\\\\varphi_{f\\_sub}$')\n", + " ax3.plot(f_submax, phi_f_sub, '--', alpha=0.1)\n", + " sc = ax3.scatter(f_submax, phi_f_sub, c=Ns_samples_submax, cmap='Spectral')\n", + " ax3.axvline(f, color='r', alpha=0.5, label=\"Signal frequency\")\n", + " for hline in [0, -np.pi/2]:\n", + " ax3.axhline(hline, color='k', alpha=0.5)\n", + "\n", + " ax4.set_xlabel('$N_\\\\mathrm{samples}$')\n", + " ax4.set_ylabel('$f_\\\\mathrm{submax}$')\n", + " ax4.scatter(Ns_samples_submax, f_submax, c=Ns_samples_submax, cmap='Spectral')\n", + " ax4.axhline(f, color='r', alpha=0.5, label=\"Signal frequency\")\n", + "\n", + "\n", + "\n", + "if True:\n", + " res = 50\n", + " ax1.set_xlim(f-res,f+res)\n", "plt.show()" ] }, @@ -236,42 +281,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## $\\varphi_f$ vs $\\varphi_t$" + "## $\\varphi_f$ vs $\\varphi_t$ and the effect of $f/f_\\mathrm{sample}$" ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Required signal length is: 0.00022222222222222223s\n", - "Required number of samples: 2.2222222222222223\n" - ] - } - ], - "source": [ - "sample_rate = 1/1e-4 # Hz\n", - "f = 4500# Hz\n", - "required_N_samples = sample_rate/f\n", - "\n", - "signal_func = lambda phase: np.sin(phase)\n", - "\n", - "print(\"Required signal length is: {}s\".format(1/f))\n", - "print(\"Required number of samples: {}\".format(required_N_samples))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -283,29 +303,49 @@ } ], "source": [ - "phase_offsets = np.linspace(-np.pi, np.pi, 100, endpoint=True) # rad\n", + "sample_rate = 1/1e-4 # Hz\n", "\n", - "phi_f = np.empty_like(phase_offsets)\n", + "phase_offsets = np.linspace(-np.pi, np.pi, 500, endpoint=True)# rad\n", "\n", - "time = np.arange(required_N_samples) / sample_rate\n", + "frequencies = sample_rate * np.array([0.5, 0.49, 0.45, 0.3, 0.28, 0.25, 0.05, 0.001])\n", + "\n", + "signal_func = lambda phase: np.sin(phase)\n", "\n", "\n", + "# Precreate figure and axis\n", "fig, (ax1) = plt.subplots(1,1, figsize=(16,4))\n", "\n", - "for i, offset in enumerate(phase_offsets):\n", - "\n", - " fft, freqs = ft_spectrum(signal_func(2*np.pi*f*time + offset), sample_rate) \n", - " id_max = np.argmax(np.abs(fft)**2)\n", + "for f in frequencies[::-1]:\n", " \n", - " phi_f[i] = np.angle(fft[id_max]) \n", + " required_N_samples = sample_rate/f\n", + "\n", + " phi_f = np.empty_like(phase_offsets)\n", + "\n", + " time = np.arange(required_N_samples) / sample_rate\n", + "\n", + " for i, offset in enumerate(phase_offsets):\n", + "\n", + " fft, freqs = ft_spectrum(signal_func(2*np.pi*f*time + offset), sample_rate) \n", + " id_max = np.argmax(np.abs(fft)**2)\n", + "\n", + " phi_f[i] = np.angle(fft[id_max])\n", " \n", + " \n", + " ax1.plot(phase_offsets, phi_f, '.--', label=\"$f/f_\\\\mathrm{{sample}} = {}$\".format(f/sample_rate))\n", "\n", + " if True:\n", + " id_phi_f_min = np.argmin(phi_f)\n", + " ylocation = (np.max(phi_f) + np.min(phi_f)) /2\n", + " ax1.text(phase_offsets[id_phi_f_min], ylocation, \"${:.2g}\\\\pi$\".format(phase_offsets[id_phi_f_min]/np.pi), horizontalalignment='center')\n", "\n", + " \n", + "ax1.set_title(\"Frequencydomain phase of maximum amplitude frequency $\\\\varphi_f$ \\n vs Timedomain phase $\\\\varphi_t$ with varying $f / f_\\\\mathrm{{sample}}$\")\n", "ax1.set_xlabel('$\\\\varphi_t$')\n", "ax1.set_ylabel('$\\\\varphi_f$')\n", - "ax1.plot(phase_offsets, phi_f, '.--')\n", + "ax1.legend(loc='lower right')\n", "\n", "# grid lines\n", + "## vertical lines\n", "vlines = [\n", " (-np.pi, r'$-\\pi$'),\n", " (-np.pi/np.sqrt(2), r'$\\frac{-\\pi}{\\sqrt{2}}$'),\n", @@ -320,7 +360,10 @@ " ax1.axvline(location, alpha=0.1, color='k')\n", " ax1.text(location, -0.06, label, transform=xtrans, horizontalalignment='center')\n", "\n", + "## horizontal lines\n", "hlines = [\n", + " (1, ''),\n", + " (-2, ''),\n", " (-np.pi/2, r'$\\frac{-\\pi}{2}$'),\n", " (np.pi/2, r'$\\frac{\\pi}{2}$'),\n", "]\n", @@ -331,12 +374,24 @@ " ax1.axhline(location, alpha=0.1, color='k')\n", " ax1.text(-0.03, location, label, transform=ytrans, verticalalignment='center')\n", " \n", - "if False:\n", - " ax1.set_xlim(-2,-1)\n", - "\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For $f_\\mathrm{sample} \\geq 3f$ the relationship between $\\varphi_t$ and $\\varphi_f$ is (almost) linear.\n", + "\n", + "From $f_\\mathrm{sample} \\geq 4f$ onwards, this relationship is stable with\n", + "\n", + "$$\n", + "\\varphi_f = \\varphi_t - \\frac{\\pi}{2} \\delta_\\mathrm{sin}\n", + ",\n", + "$$\n", + "where $\\delta_\\mathrm{sin}$ is 1 if the signal was a sine, and 0 for a cosine." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -346,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -371,12 +426,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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CTmIO1ZnVGGNUcq/EWug+AU3vwlAnpJdAwcJwuU0vdTqdiIiIyJRR0RWRiDQeHGf3md00djXicXm4s/BOarJrMBqRvLKBjvDpyQPtkJABczdATrVGcEVERCQmqeiKSETqH++nsauRORlzWF6wnERPotORIlMoBC4X2CCMD8Ls+yB/AbjcTicTERERcYyKrohEjI6hDjqGO1ict5jcxFy+VP0lUrwpTseKTEOd0PQeeJPD5TatGG7/ugquiIiICCq6IhIBBicG2d6+neN9x0n2JFOTXYPH7VHJvZKRHmjeHJ5syu2F0jt+t08lV0RERAQAl9MBYtVrr72GMYajR49e2PbDH/4QYwxHjhy5sK26uprm5uZP/PgtLS3cc889VFdXM2/ePL73ve9d2Pf2228ze/ZsZs6cyXe+850b+jpEboQ/5GfXmV3UHa2jqb+J2rxaHpvzGB63x+lokamjEer/EbqOQcny8Ahu2R0ff78YEQqGeOu1Q/zJV/6FZx6t42/+429ob+13OpaIiIg4QEXXIXV1ddTW1rJx48YL2xobG1m0aBFvvfUWAOPj45w9e5aysrJP/PhxcXH8zd/8DUeOHGHHjh18//vf5/DhwwSDQb7xjW/wq1/9isOHD1NXV8fhw4dv2tcl8kmMB8Zp6GygLLWMx6ofY1nBMpXcS40PwWhv+PP0UihaDMu/DjPuAU+Cs9kizD/9sJ7XN+6nt3uE8bEAjXvbeP7f/4ruc8NORxMREZEp5njRNcaUGGN+a4w5Yow5ZIz5P69wjDHG/L0x5rgxptEYs9iJrDfL0NAQ7777Li+99BJ1dXUXth84cIBvfvObF4ruoUOHqK6uvq5ZZgsKCli8OPxtSklJobq6mra2Nurr65k5cyaVlZV4vV4effRR3njjjZvzhYlMQtdoF9vat2GtJdmbzONzHmdd+TotF3Qp/yic3AQ7fwAf/Ft4W0I6VK0FX7Kj0SJRf98oW357gonxIPbDjRYm/EF+9YbezBMREYk1kXCNbgD4M2vtXmNMCrDHGPNv1tqLX5ncD1Sd/1gO/OD8nzfk9eOvX7ZtZvpM5mfPxx/y89bJty7bPydzDnMy5zAaGOWd5nc+su+hmQ9N7nlff501a9awYMECkpKS2Lt3L4sXL+bw4cNs2LCB559/nv7+fg4cOEBNTc1l91+5ciWDg4OXbf/ud7/LmjVrLtve3NxMQ0MDy5cv59e//jUlJSUX9hUXF7Nz585J5Ra5EaOBUeo76jncfRhfnI/52fNJ9aaS7FVp+4jABLTthtM7IDAOudVQscrpVBGvvaUft8dNj9vQn+Ahd3AcX8ASDIQ4ceyc0/FERERkijledK21HUDH+c8HjTFHgCLg4qL7WeCn1loL7DDGpBtjCs7fd9qpq6vjmWeeAeDhhx+mrq6OnJwcsrKySEhIYO3atbzzzjs0NjayYMGCy+6/efPmST/X0NAQX/jCF/i7v/s7UlNTCX8LP0rrksqtFLIhDnYdpP5MPf6Qn/nZ81mav5T4uHino0Wmtt1w8l3IroLylZCS53SiaeFMMERTYhwTgM8fvLDd5TIUl6Q7F0xEREQc4XjRvZgxphy4Dbh0iLEIaLnoduv5bTdUdK81Autxea65PyEuYdIjuBfr7u6mvr6eV199FYBHHnmE1atXc/fdd18YvV2/fj0vv/wyHR0dPPTQ5c8x2RFdv9/PF77wBZ544gk+//nPA+ER3JaW330rW1tbKSws/MRfh8hkBUNBGjobyE3MZUXhCrISspyOFFlCQThzAHwpkDUDCheHr8VNK3Y6WcQLBEPEucNX4Iy4DOVFqYwc68Y9GuDDt+/iPG7uf2iecyFFRETEERFTdI0xycC/AH9irR24dPcV7nLZ0KQx5hngGYDS0tKbnvFmeOWVV1i/fj0+nw+AiooK8vPz2bt374Wiu3r1ap599llGRkaueOryZEZ0rbV85Stfobq6mj/90z+9sH3p0qV88MEHNDU1UVRUxMaNG/n5z39+k746kbD+8X72n9vPisIVeNwevjjriyTGJersgYtZC52HoWlzeLKp/Jpw0fXEq+R+jDF/kP0tfTS09PHFJcVkJ/tYNy+PtbNz+B8/2sW2TU0EgyHyClJ48uu3U1iS5nRkERERmWIRUXSNMR7CJfdla+2rVzikFSi56HYx0H7pQdbaF4EXAWpray8/RzcC1NXV0djYSHl5+YVt3d3dZGVl8fTTTwPg8/moqamhoaGB9PTrO+Vu69at/OxnP6OmpoZFixYB8Nd//desX7+eF154gXXr1hEMBnnqqaeYN0+jHXJzTAQn2HN2D/vP7cdt3MzOmE1eUh5JniSno0WWniY48b9h6Bwk50DNFyFrptOpIt6YP0jD6T4aWnoZ94eozEn63cit2wVuF0994w7+4NnlBPxBfPGawVtERCRWOV50TXiI5yXgiLX2b69y2JvAc8aYjYQnoeqfrtfnbtq0aVLH3ehMyHfdddcVr8eF8KnR69evv6HHF7mYtZZjvcfY0bGDYf8wszNmc3vh7Sq4l7IWjIHxAQgGYO4GyJ0b3ibXFAxZfrb9FEPjAWbkJrO8IpO81Ctf5+12u3C7HV9UQERERBzkeNEFVgC/Dxwwxuw7v+0vgVIAa+0/AL8E1gPHgRHgDx3IKSJXYbHsP7efJE8S68rXkZ+U73SkyNLfCk3vQVYVlCyFvBrImw8ut9PJItrIRID3zwyyqCQdt8twV1U22ck+clJ8TkcTERGRCOd40bXWbuHK1+BefIwFvjE1iURkMob9w+w5u4el+UtJiEvgwcoHSYhL0HW4Fxs8Gy643cfBmwh55y8TcGm08VqGxgPsOdXLgdY+AiFLcUYiOSk+qgu01rKIiIhMjuNFd6pZa/VCfJKuduqzxLZAKEDjuUb2nN1D0AYpTimmMq2SRE+i09EiS9NmaN4CcT6oXA1FtRDndTpVRBvzB9l+spuDrf2ELMzOT2FZRSaZSfq+OcEYcx/wPcAN/Mha+51L9pcC/wSknz/mm9baX055UBERkSuIqaIbHx9/YeInld1rs9bS3d1NfLzWOpXfaepvYlv7NvrH+ylPLWdF0QrSfJrR9oLRPnB7w6O36SVQdgeULAdPgtPJItqHywS5XYYTnUPMKUhlaXkG6YkquE4xxriB7wNrCU8IucsY86a19uI17v9v4H9aa39gjJlL+DKj8ikPKyIicgUxVXSLi4tpbW3l3LlzTkeZFuLj4yku1jIn8jtHe47iMi4erHyQ0tTIXMLLEeNDcHo7tDdA0WKYuQYyysMfclV9IxPUN/XQ3jfK799Rjsft4sk7yy+sjSuOWgYct9aeBDg/GeRngYuLrgU+PJ88jSushiAiIuKUmCq6Ho+HiooKp2OITBtjgTF2n93NvKx5ZMRncHfJ3XhdXtyaRCnMPwqnd0DbbgiFwmvhFi91OlXE6xkOF9z3zwziMjC/OI1AKITb5VbJjRxFQMtFt1sJr3pwsW8DvzbG/B9AErDmSg80Hda4FxGR6BNTRVdEJidkQxzpPsLOMzsZD4yT4csgIz6DhDidgvsRx/8XnD0EudVQvhISM51OFPHO9I+xcddp4lyGRaXpLCnLINmnX0UR6ErX91w6ccNjwE+stX9jjLkD+JkxZr61NvSRO02DNe5FRCT66NWFiHxE+1A7W9q20DXaRUFSAStnrCQ7IdvpWJEhGID2vZBZCUnZUH5X+Brc5Fynk0W0zsEx+kb8zMpLIS/Vx10zs5lbmEqiV7+CIlgrUHLR7WIuPzX5K8B9ANba7caYeCAb6JyShCIiItegVxki8hFN/U2MBca4t+xeZqTP0MRtAKEgnGmE5q0wPggVE5B0FyRkOJ0sop0dGGNnUw8nOodIiY9jZk4yLpehtlwj39PALqDKGFMBtAGPAo9fcsxp4NPAT4wx1UA8oEkwREQkIqjoisQ4f8jPvs59FCQVUJxSzLL8ZSwrWIbH5XE6WmToPAIn34XRXkgrguoHNcnUx+gaGmfr8S5OnhvG53Fxe2UWt5Wm43LpTZPpwlobMMY8B7xDeOmgH1trDxljngd2W2vfBP4M+EdjzL8jfFrzk1br0omISIRQ0RWJUdZaTvSdYFv7Nob8QyzOW0xxSjEetwouH75WNwYG2sHtgZrfg6wZ4W1yRcGQxe0yBIKWjv4xVszMZmFJGr44TV42HZ1fE/eXl2z71kWfHwZWTHUuERGRyVDRFYlBXaNdbG7dTMdwB9kJ2awpW0NhcqHTsZxnLfQ2QdN7ULEqfC1uxSqY8SkV3Kuw1tLaO8qOk92kJ3pZOzeP/LR4vnpXhWZQFhEREceo6IrEoI6hDnrHe1ldsprqzGpcRoWEvpZwwe07DfGp4etyITyaK5ex1nK6Z4SdJ3to6xslyeemKi/lwn6VXBEREXGSiq5IDAiGghzsPki8O57ZmbOZlz2PWZmz8Ll9TkeLDEffgo5G8CZB1VooWARu/Xi8lt2netnyQRcp8XHcMyeXeYWpeFRuRUREJELolZxIlDs9cJotbVvoG+9jdsZsZmfOxmVcKrkjPRCfBi43pBVDQiYULYE4r9PJIpK1lhPnhkmNjyM3NZ5ZeSn44lzMLUjV6K2IiIhEHBVdkSjVP97P1ratNA80k+ZLY33FespSy5yO5bzRPmjeAmcPwqz7oHARFCx0OlXEstZyvHOInU09nBscZ15hKvfOyyctwcOC4nSn44mIiIhckYquSJTqHeulbaiNOwrvoCa7hjhXjP93Hx+EU9uhYx9goLgWsqucThXRjncOse1EF91DE2QmeVk3L585+Skff0cRERERh8X4K1+R6GGt5f3e9xkLjLEodxFlqWV8ae6XSIhLcDpaZDj4KgyeCY/elt0ZnnBKLhMKWYwBYwxdQ+MArK8poCo3WevgioiIyLShoisSBc4Mn2FL2xY6RzopTC5kYc5CjDGxXXID49C2BwoXgyc+PMlUXDwkZjqdLCIFQ5YjHQPUN/VwV1U2s/JSqC3LYHlFJkZLK4mIiMg0o6IrMo0N+4fZ0b6D93vfJ8mTxKdLP82sjFmxXUyCfmjbC6e3g38UfKmQPx9StU7wlQSCIQ53DLCruZeBUT+5qT4SPG5ASwSJiIjI9BURRdcY82PgQaDTWjv/CvvvBt4Ams5vetVa+/zUJRSJTKOBUU70n2Bx3mKW5C7BE8trvloL7Q1waiuMD0FmBVSsUsH9GK81tNHaO0pBWjyfmpNLeVZibL9RIiIiIlEhIoou8BPgBeCn1zhms7X2wamJIxKZrLU0DTRxdvgsdxTeQXZCNl+e+2Xi4+KdjuYcazl/USl0H4f4dKjeABmaYfpK/MEQB9v6mV+UhsftorY8k2UVUJqpgisiIiLRIyKKrrX2PWNMudM5RCJZ92g329q30TLYQmZ8JrV5tXjcntgtudZC17HwUkHzPw8JGTD3s+D2hkuvfMREIERjax97TvUyMhEk0RvH7PwUKrKTnI4mIiIictNFRNGdpDuMMfuBduDPrbWHLj3AGPMM8AxAaWnpFMcTuTXGg+PUd9RzsPsgHpeHu4ruYl7WPNwut9PRnGEt9JyEpvfCsygnZsHESLjoxvmcThdxQiHL7lO97D3dy+hEkLKsRJZXZlGUHsMTlYmIiEjUmy5Fdy9QZq0dMsasB14HLlsA01r7IvAiQG1trZ3aiCK3RjAU5FjvMeZlzWNp/tLYnknZWti/EXqbIT4N5jwAefPBpUmTLhUMWdwugzHQ3D1MQVo8yyoyKUiL4X8/IiIiEjOmRdG11g5c9PkvjTH/zRiTba3tcjKXyK3SNtTGsZ5j3F1yN4meRL4090v43DE8WjnSE14WyBhIK4KcWVCwCGJ1VPsaRieCNJzu5WB7P08sLyPJF8fnbivCoxmURUREJIZMi6JrjMkHzlprrTFmGeACuh2OJXLTDUwMsK19Gyf7TpLiTWHIP0SKNyV2S+5wV/gU5XPvw21fgvSS8EzKcpmRiQB7T/Wxv7UPfzDEzNxkAqHwiS0quSIiIhJrIqLoGmPqgLuBbGNMK/AfAA+AtfYfgC8CXzfGBIBR4FFrrU5NlqjhD/lpONtAQ2cDxhiW5i9lUe4iPK4YXS5otBeat8LZg+D2QPldkJTjdE+EaOYAACAASURBVKqINeYP8t+3NuMPhpidl8LSikyyk2P0zRERERERIqToWmsf+5j9LxBefkgkah3rPUZleiW3F9xOijfF6TjOCQVh788gMA7FS6H0DvAmOp0q4gyO+TnVPcL8ojTiPW7umplNSWYimUlep6OJiIiIOC4iiq5ILDo3co6GzgbuKb0Hj8vD783+vdg9RXliBM40Qsny8HW31Q+GR3B9MVz4r6J/1M/u5h4OtYenLijPTiLZF8fCknSHk4mIiIhEDhVdkSk24h9hZ8dOjvYcJT4unr6xPnISc2Kz5AbGoaUeWush6Ie04vBHZqXTySLO8HiAbSe6Odw+gDEwrzCV2vJMkn36MS4iIiJyKb1CEpkiIRui8Vwju8/uxh/ysyBnAbX5tbFZcIMBaNsNp7eDfwxyZocnmUrKdjpZxLl4maDjnUMsKE5jSXkGqfExev22iIiIyCSo6IpMEYPhZP9J8pPyWVG4goz4DKcjOccY6NgPKYXhgpta4HSiiNM9NE59Uw8DY34eri0h0RvHV1dWaAZlERERkUlQ0RW5hfrG+th5Zicri1aS6EnkwcoH8bpjcLKgUCg8g3J7Ayx8DOK8sPjL4ElwOlnEOTcYLrgfdA7icbtYUJxGyILbaJkgERERkclS0RW5BSaCE+w+s5vGrkbiXHF0jXZR6imNvZJrbXgN3ObN4TVxU/JhYgjiMlVyr+DkuSHe2NeON87FsvJMbivNIMHrdjqWiIiIyLSjoitykx3pPsKOjh2MBcaYnTmb2wtuJ9ETg8vj+Edhfx0Mng1fezv/85A9K3zaslzQ0T/KuD9EeXYSJZmJ3FWVTc35JYNEnGSMuQ/4HuAGfmSt/c4VjnkY+DZggf3W2senNKSIiMhVqOiK3GStQ62k+dJ4oPIBchNznY4z9Ub7ICEd4uIhKTe8Fm7uPHDptNuLtfWNsvNkN6e6R8hLjac8OwmP28XS8kyno4lgjHED3wfWAq3ALmPMm9bawxcdUwX8BbDCWttrjInBH3giIhKpVHRFbtDQxBA7OnawKHcR2QnZ3F18N3GuOEysjVwOtEPTe9DXAsu/BvGp4fVw5SPO9I+x5XgXLT0jJHrdrKzKpqY4zelYIpdaBhy31p4EMMZsBD4LHL7omKeB71trewGstZ1TnlJEROQqVHRFrlMgFGBf5z72du7FWktxSjHZCdl43DG27MvQOWh+D84dC193W7FK199ewlobnlDKZRga99MzPM6qWTnUFKXhjdNIt0SkIqDlotutwPJLjpkFYIzZSvj05m9ba9++9IGMMc8AzwCUlpbekrAiIiKXUtEVuQ4n+0+ytW0rgxODVKZVckfhHaT5YnBUbnwQdv8Y3HFQsTJ8mnJcDK4LfBXWWpq7R9h5spvSrETunJHNjJxkyrKSNIOyRLornZJiL7kdB1QBdwPFwGZjzHxrbd9H7mTti8CLALW1tZc+hoiIyC2hoityHc6NnMPj8rBhxgaKU4qdjjO1xgag5wQU3ga+FKj+DGSUgzcGJ9y6CmstJ84NU9/Uw9mBMVITPKQnhGfcNsbgccfYae0yHbUCJRfdLgbar3DMDmutH2gyxrxPuPjumpqIIiIiV6eiKzIJY4Ex6s/UU5ZaRllqGUvylrA0fykuE0OjchPDcHo7tDUAFrJmhotu3lynk0WcTcfOse90H2kJHtbOzaO6IBW3S+VWppVdQJUxpgJoAx4FLp1R+XXgMeAnxphswqcyn5zSlCIiIlehoityDSEb4nD3YXZ27GQiOEGyJ5my1DLiXDH0XycwDi07oaUeQgHImw/ld4VLrgAQClk+6BwiPzWetEQP8wpSyUuJZ05+Ci4VXJmGrLUBY8xzwDuEr7/9sbX2kDHmeWC3tfbN8/vuNcYcBoLAv7fWdjuXWkRE5Hdi6NW6yCfTPtTO5tbNdI91U5RcxIqiFWQnZDsda+qFAtC6C7JmQPnK8Jq4AoQL7tEzg+xq7qFneIJlFZmsmJlNbmo8uanxTscTuSHW2l8Cv7xk27cu+twCf3r+Q0REJKKo6IpcRd94HxOhCe4rv4+KtIrYWS4oGICO/dDbBPO/AN4kWP5s+E+54EjHADtOdtM34ic7xccDCwqoyk12OpaIiIiIoKIrcoE/6Gdv516SPcnMy55HdWY1VRlVeFwxslxQKARnD0DzlvCEU+klEBgLLxWkkgtAMGQvXGvb3jeKL87NZxbmMCMnKXbeCBERERGZBlR0JeZZaznWe4wdHTsY9g8zP3s+cH52XBMjJXekBw68AiPdkJIPs++HjApQeQMgEAxxsH2A3c093F9TQFF6Aqtm5RDnMiq4IiIiIhEoIoquMebHwINAp7V2/hX2G+B7wHpgBHjSWrt3alNKNOoa7eK91vc4M3yGnMQc1pWvIz8p3+lYU8NamBgKTyrlS4X4NKhcDdmzVHDP8wdDHGjrZ09zL0PjAYrSE3Cf/95oHVwRERGRyBURRRf4CfAC8NOr7L+f8Np8VcBy4Afn/xS5IWOBMQbGB7in5B7mZM6JndG53lPQ9C6MD8Kyr4E7DhY+4nSqiGKtpa7+NN1DE5RkJnLf/HyKMxJi59+IiIiIyDQWEUXXWvueMab8God8Fvjp+Rkedxhj0o0xBdbajikJKFEjGApyoOsA/pCfpflLKU4p5om5T8TOdbgD7XDyXehtDo/klt2p0duLjAeCHOkYZGFxGsYYlldkkeRzU5yR6HQ0EREREfkEIqLoTkIR0HLR7dbz2z5SdI0xzwDPAJSWlk5ZOJkemvub2dq+lf7xfirSKrDWhq/DjZWS298Ke38Wnlxq5qeh8DZwx8jX/jHG/EH2tfTRcLqPMX+QrCQvJZmJzM7XWsEiIiIi09Gki64xZpa19titDHOtp7/CNnvZBmtfBF4EqK2tvWy/xKaB8QG2nd3B6YHTpPvSeaDyAcpSy5yONTVGemD4HOTMhtQimLUO8uZBnM/pZBHBHwyxq6mHhpY+JgIhZuQms7wikzytgSsiIiIyrX2SEd2njTEnrLX/cMvSXF0rUHLR7WKg3YEcMg2FbIjOkU7uLLyTmuwa3C6305FuvbF+aN4KZw6ER3AzZ4Svwy1a7HSyiPDhMkFuYzh2dpCyrESWVWSSm6KCKyIiIhINPknR7Qa+boyZA+wH9llrG25NrMu8CTxnjNlIeBKqfl2fK1cTsiGO9hylc6STBZl3kh6fzpfnfpk413Q5U/8GTAzDqe3Qfn5S8qLFUHpHuOQKQ+MB9pzq5XjnEL9/exneOBePLw//KSIiIiLRY1Kvfo0xS4HNwP8GPgAWASuBm1J0jTF1wN1AtjGmFfgPgAfg/AjyLwkvLXSc8PJCf3gznleiT8dQB5vbNtM12kVBUgH+oB+P2xMbJRdgbADa9kD+fChbAQnpTieKCINjfnaf6uVgaz8hC7PzUwiEQnhxqeSKiIiIRKGPffVvjHmd8KnCLcBcYCvwnLV2080KYa197GP2W+AbN+v5JPqM+EfY0raF433HSfIksaZsDVXpVfSO+J2OdmsFJqBtN0yMQNUaSC2AO/4oPKOyANA3MsFPt5/CWqguSGFZRSbpiV6nY4mIiIjILTSZYa75wBNAg7V2whjzFOF1bP/gliYT+QRcxkXHcAe1ebXclnsbnmifTTgYgI59cGpruORmV0EoBC6XSi7QP+LnzMAYs/NTSEvwcOeMLKrywp+LiIiISPSbTNH9DvB/AQuNMSPAAWC1MWYt4et0z93KgCJXYq3lZP9JjvUeY135OuLj4nmi+onYOEW5rwWOvBk+TTmjDOavhrQip1NFhN7hCeqbezjaMYgnzlCZk4TH7aK2PNPpaCIiIiIyhSbTCj4D1FlrP2+MSQMWAp8CHiVcgpfcwnwil+ka7WJL2xbah9rJis9ixD9Csjc5ukuuteAfBW8ixKdBfDrMXg+ZFU4niwj9I362neji/bODxLkMi0rTWVKWgcet629FREREYtFkmsFXgf9ujPkL4CAwG3jbWvuVW5pM5BITwQl2dOzgUNchvG4vq4pXMTdrLi4TxWXGWug+Dk3vQlwCLHoc4lPhtiecThYRQiGLy2UIWsvJrmGWlGWwpCyDRG8Uv+khIiIiIh/rY18Nnj81+UFjTCFQQ3hpnx23PJnIJdzGTftQO/Oz57M0fynxcVG+5mlvM5x8FwbaISEDShc5nShidA6MsaOpB5eBBxcUkpnk5emVlZpBWURERESAT7COrrW2HWi/hVlELtMy2EJDZwP3l9+Px+3hi7O+GN2nKH/ozEE48ovw6O3s+yG/Blxup1M57kz/GDubujl5bhifx8VtJRlYazHGqOSKiIiIyAUx0BhkOuof72db+zaa+ptI9aYyMDFAVkJWdJfcoU4IjEF6KWTPgqp7oWAhuKP4a/4EDrb182+HzxLvcXPnjCwWlqQT71H5FxEREZHL6RW0RJRgKMius7vY17kPt3GzvGA5C3MWRnfBHemBpveg80h4HdwlT0KcF4o1z1tLzwhul6EwPYHKnCRWVmVTU5yGL04FV0RERESuLorbg0xHLuOic6STqvQqlhcsJ9mb7HSkW2esH5q3wpkD4dOSy+6AkuVOp3KctZaWnlF2NHXT1jtKZU4Sn11URKI3TssEiYiIiMikqOiK484On2VHxw4+VfopUrwpPFDxAO5YuB61rwXOHoSiJVB6O/iiuNRPUkvPCFuPd9HRP0ZKfBx3z85hflGa07FEREREZJpR0RXHDPuH2dGxg/d73icxLpGBiQFSvCnRW3L9o9CyE7zJUFwLuXPD1+PGpzqdzFHWWqwFl8vQPTzB0HiAT1fnMrcglTitgysiIiIi10FFVxyxr3Mfu87sImiD3JZ7G0vyluB1e52OdWsEJqB1V7jkBiegcHF4u8sV0yXXWsvxziF2NvWwsDidmuI0aorCH26XcTqeSMwzxtwHfA9wAz+y1n7nKsd9EfhnYKm1dvcURhQREbkqFV1xRO9YL0XJRawoWkGaL4pPTT33Phx7GyZGILsKKlZBcq7TqRwVClk+6ByivqmbrqEJMhI9JHjDI7cquCKRwRjjBr4PrAVagV3GmDettYcvOS4F+GNg59SnFBERuToVXZkSPWM9bG3byrL8ZeQl5bGqeFX0nqIcCkIoAHE+8CRAUi7MXwVpRU4niwhvHzrD+2cGyUr2cn9NPrNyU3Cp4IpEmmXAcWvtSQBjzEbgs8DhS477j8B/Af58auOJiIhcm4qu3FLjwXF2ndnFga4DeFweBicGyUvKi86Say10HoamzZBZAbPWha/BXVTqdDJHBUOWIx0DzMxNJt7jpqYojZm5yVTlJmOMCq5IhCoCWi663Qp8ZFp4Y8xtQIm19l+NMVctusaYZ4BnAEpLY/vnoYiITB0VXblljvYcZVv7NsYD41RnVbMsfxmJnkSnY9181kLXB9D0Lgx3QXIOZM5wOpXjAsEQRzoGqW/uYWDUTyBkWVSSTklmFP4bEIk+V3oXyl7YaYwL+H+BJz/ugay1LwIvAtTW1tqPOVxEROSmUNGVW2ZoYogMXwYrZ6wkOyHb6Ti3TvPm8Hq4iZkw97OQWw0xPFJpraWxtZ9dzT0MjgXIT4vnntk5VGQnOR1NRCavFSi56HYx0H7R7RRgPrDp/JkZ+cCbxpgNmpBKREQigYqu3DSDE4Nsb99OZVolMzNmsjhvMUvylkTn6an9rRAXD0nZkF8D8WmQVxOeSTlGhUIWl8tgjKG5e5jUeA9r5+ZRmpkYnf8GRKLbLqDKGFMBtAGPAo9/uNNa2w9ceAfTGLMJ+HOVXBERiRQRUXQ/bgkDY8yTwH8l/MsW4AVr7Y+mNKRclT/kZ1/nPho6G7DWUpBUAIDLRGHpGzwLTe9B93HImwdzN0BCRvgjRk0EQhxo62PvqT5+r7aY9EQv988vwOM2Krgi05S1NmCMeQ54h/Dv5h9baw8ZY54Hdltr33Q2oYiIyLU5XnQnu4QB8P9Za5+b8oByTc39zbzX+h5D/iFmpM/gzsI7SfGmOB3r5hvuhub3oPMoeOKh8m4oWuJ0KkeNB4Lsb+ln7+leRieClGUlEgyFL7/zxkXhmxwiMcZa+0vgl5ds+9ZVjr17KjKJiIhMluNFl8kvYSARaCI0QXxcPJ8u+zRFyVG8fM7Zg9B9AsruhJLl4bIbwwLBEP+0rZnh8SAV2Uksr8ykIC3B6VgiIiIiIkBkFN2PXcLgvC8YY1YBx4B/Z61tufQALWFw6434R9h1ZhdpvjQW5S6iKr2Kmekzo+805fFBOLUdMisheyaU3g7FteCN3QmVRieCnDg3xPyiNOLcLu6ozCY31UdeamyXfhERERGJPJFQdK+5hMF5vwDqrLXjxphngX8CPnXZnbSEwS0TDAU52H2QXWd24Q/5WZy7GABjDOaKf4XT1MQItOyAtj0QCoEvJVx043yAz+l0jhiZCLD3VB/7W/uYCIQoTE8gM8lLTXGa09FERERERK4oEoruxy1hgLW2+6Kb/wj85ynIJeedGT7Db1t+S+9YLyUpJawoWkFmfKbTsW6+tj1wchME/ZA7F8rvCi8ZFKPG/EHqm3pobO0jELLMykthWUUmmUlep6OJiIiIiFxTJBTday5hAGCMKbDWdpy/uQE4MrURJWRD3F9xP+Wp5dE1k27QD8YFLnf4z/QyqFgNyTlOJ3PM75YJgiMdA8zMVcEVERERkenF8aI7ySUM/tgYswEIAD3Ak44FjgETwQl2n91NyIa4q+gu8pPyeWzOY9F1HW4oCB374dRWKL0TipdAwSIovM3pZI4ZGPOzu7mH9r4xHl9Wii/OzR+uqNAMyiIiIiIy7ThedOHjlzCw1v4F8BdTnSvWWGt5v/d9drTvYCQwwpzMOVhrMcZET8kNhaDzEDRvgdE+SCuC5Nzwvmgaqf4E+kf81Df3cKRjAIB5han4QyF8LrdKroiIiIhMSxFRdMV5PWM9/Ob0b+gc6SQvMY/7K+4nLynP6Vg339FfwNnD4XK74OHwrMoxWnAB2vtG+efdrbgM1BSlsaQ8g9R4j9OxRERERERuiIpujPtwxDbOFcdYYIxPl36aWRmzouc6XGuhtxk8JeBNDJ+anD0LcubEbMHtHhqnf9RPZU4y+anxLK/MZH5RGsk+/TgQERERkeigV7YxKhAK0Hiukc7RTtaVrSPVm8rj1Y9HzynKAH0tcPQ96G+D4J3hWZTTY3d95XOD49Q39fBB5yCp8R4qspNwuQy3V2Y5HU1ERERE5KZS0Y0x1lqaBprY1raNgYkBKtIqCNgAHuOJnpI7eAaa3oPuE2BToPIeKIndSaa6h8bZdqKb451DeONcLC3PZHFpRvSM2ouIiIiIXEJFN4YMTQzxm5bf0DrYSkZ8Bp+p/AwlqSUff8fp5tRWGGiDGfdAeg24PeCOvX/qHy4TNDIRpKV3hNsrs7itNJ14j9vpaCIiIiIit1TsvfqPQR9eh+t1exn2D3NX0V3Mz54fPSO4o73QvBVK74CkLJi5Ftxe8MTD8ITT6aZcW98o9U3dpCd6uWd2LsUZCXz1rkrNoCwiIiIiMUNFN4qFbIgj3Uc41nuMDTM24HV7eXT2o9Fzyur4IJzaFl4PFwMZ5eGiG5/qdDJHtPSMsLOph5aeERK8bsqykgDCb3LERcnfuYiIiIjIJKjoRqm2oTa2tG6he6ybwuRCxoPjJLoSo6fkNr0Hp3eCDUHBQii7M2YLLsDOk91sO9FNks/Nqlk51BSlaQRXRERERGKWim6UGQ+Os6llEyf6TpDsSebesnuZkT4jOgpuYALivOHPg37InROeSTkhw9lcDrDWcqp7hOT4OLKTfVTlpeCNczG/KA2PWwVXRERERGKbim6U+PA6XI/Lw9DEEEvzl7IodxEel8fpaDcu6Ie2PXB6O8x9CDIrYManYnIdXGstJ7uG2Xmyh7MDY9QUpbFmbh6ZSV4yk7xOxxMRERERiQgqutOctZbjfcdp6Gxgw4wNxMfF8/mqz0fHCG4oCB37wtfhjg9BZiV4w9edxmLJPXluiO0nu+kcGCctwcPauXlUF8Tu6doiIiIiIlejojuNnRs5x5a2LXQMd5CdkM1oYJT4uPjoKLnWQsP/gIF2SCuGuZ+F9FKnU025UMhiTHhCqY7+MfyBEOvm5TMnPwWXKwr+nkVEREREbgEV3WkoGAryXut7HO05ii/Ox+qS1VRnVk//5YKshe7jkDkDXC4oXgpxvvBIbjSU908gFLK8f3aQ+qYeVlZlU5mTzLKKTO6ozFLBFRERERH5GCq608iH1+G6XW7Gg+MsyFlAbX4tPrfP6Wg3xlroOQlN78Lg2fDobd7c8EeMCYYsR88MUN/UQ9+In+wUH3Gu8BsYmmRKRERERGRyVHSnidMDp9nRsYN15etI86WxrnxddJyi3HcaTr4L/a2QkA7VD0LOHKdTOebVva209o6Sm+rjMwsLmZGTFB1/zyIiIiIiU0hFN8L1jfWxtX0rpwZOkeZLYzQwSpovLTrKj7Vw7B0IjMGse6FgEbjcTqeaUoFgiKNnBpmTn0Kc28VtpeksKcugIlsFV0RERETkeqnoRrAdHTvY17mPOFccdxbeSU12De7pXgSHzkHLDpi5FjzxMP8L4EsBdxQsg/QJ+IMhDrT1s6e5l6HxAL44F1V5KczMTXE6moiIiIjItKeiG2E+vA4XIBAKMCtjFrcX3E6iJ9HhZDdotBeat8DZQ+FSm78AMsogMdPpZFMqFLI0tPSyu7mXkYkgxRkJ3Dc/n+KMBKejiYh8hDHmPuB7gBv4kbX2O5fs/1Pgq0AAOAc8Za09NeVBRUREriAiiu4kfpn6gJ8CS4Bu4BFrbfNU57zVzgyfYXPbZlYUrqAwuZAVhSum/+mroSB88G/QsT88k3LJMii5HbzTvLh/QqGQxeUyGANHzwySnexjeWUmxRmx9X0QkenBGOMGvg+sBVqBXcaYN621hy86rAGotdaOGGO+DvwX4JGpTysiInI5x4vuJH+ZfgXotdbONMY8CvxnouiX6dDEEDs6dnCs9xhJniT8IT/A9C65wQD/f3t3Hl1HeeZ5/Pto3yXLsiwvsi2DdxsbW94gEEIYIAyETiAZkzDNzMAwkCGnM91zJsxwDpNJ9x8kOaRPpzvdiTuhEzh0IEsPuBMyJISwxhtbjBfA8i5vsi1btiRrvc/8USVyUST5Yku37vL7nHOP61a9iF/VrXvrPrfeeovcvOCa2552mHwpTF8ddFPOIl29/bx14BRbD7bx+ZXTKS7I5dZlUynMS/Mu6CKS6VYATe6+G8DMngBuBt4/Nrv7b+PabwBuT2pCERGREURe6JLAwTR8/pVw+qfA35mZubsnM+hY2HJsCxsPbyTmMZZOXMqy2mXkp/P1qr1d0LwJDr4By/5DMJLywluy7j64Xb39vLH/JG/uP0VPX4yZE0rp6Y9RTK6KXBFJB1OAA3HPm4GVI7S/E/jlUAvM7G7gboBp06aNVj4REZERpUKhm8jB9P027t5nZm3AeOB4fKN0OZgO1OdmRsxj1JfXs3ryaioLKyNOdgH6e+Hg67B/fVDs1sbdIijLitzOnj7+6dW99PTFmDWxjBUN1dSWF0UdS0Tkwxjqg3vIH5fN7HagEfjoUMvdfS2wFqCxsTHtf6AWEZH0kAqFbiIH04QOuOlwMD1x9gSvHHyFudVzmVM9h8UTFrOkdknUsS5Mfy9sWgtdp2H8RdBwJZTXRZ0qqTq6+zhwspO5dRWUFOSxamY108eXUlNWGHU0EZHz0QzUxz2fChwa3MjMrgEeAD7q7t1JyiYiInJOqVDoJnIwHWjTbGZ5QCXQmpx4o6Orr4tNRzax7fg2CnIL3p+fttfhxmJwai9UzwxGUZ66Iihuq+rP+Z9mkjNdvby27yRbm9twYFp1CSUFeSybnl2jSYtIxtkMzDKzBuAgsAb4XHwDM7sU+C5wvbu3JD+iiIjI8FKh0D3nwRRYB9wBrAduBZ5Pp+tz3zv5Hi83v0xPfw8LahawvG45xXlpejsZdzj2Dux5GTpPQON/DArc+uVRJ0uqju4+Nu45wdaDp3GHeZPKWdFQTUlBKrylREQuTHiZ0H3AswR3RHjE3beZ2VeB19x9HfANoAz4Sfij7X53/2RkoUVEROJE/q08wYPp94HHzKyJ4EzumugSJ27gnrh5OXnUFNdw+ZTLqSmuiTrW+XGH1t2w+wVob4HSGlj4aSibGHWypBq4TVDMnR2HzzB/UgXLZ1RTWZLGA4iJiAzB3Z8Bnhk078G46WuSHkpERCRBkRe6kNDBtAv4TLJzna+27jbWH17P+KLxLK9bTkNFAw0VDenbTRmgrxu2Pw35xTDvJqidH9wXN0uc7Ohh095WOrr7+PTSqZQX5XPXFQ0aQVlEREREJAWlRKGbKXr7e3mj5Q3eankLM6OuJBiQKW0L3NOH4MjbMOtayC+CJZ+D0gnBvXGzxIn2bjbvbeWdI2fINWPR1Er6Y05ujqnIFRERERFJUSp0R8mB0wd4/sDzdPR2MGvcLFZPWk1ZQVnUsc5P+zHY8yIc3xmcwZ26HEqqs24k5aaWdn6+5RB5OcbSaeNYNn0cpYV6y4iIiIiIpDp9a0+Qu9N56Di5RQUUja/8wHwzoyiviNL8Uq6dfi2TyiZFmPQC9J6Fnb+Glu3BSMoNVwRFbl723CKn5XQX3X0x6qtLmFZdwoqGapbUV2mQKRERERGRNKJv7wk4+upWXrrjIc4eOoHHnNrV81n+6H9ji+8E4OppVzOhZAK3zLolPbspx/qD7si5BdB+FOpXwrRVwdncLHGkrYuNe06w+1gHkyqLWLNiGgV5OVx2UZoOHiYiIiIiksVU6J5D+4EWfvWJL9PX3gVAzJw3jrzBsw/exdwvfYpLJlzy/lndtCtyezpg//qgi/Lyu4KzuI13ZtUgU0dPd/G7XcfZe7yTovxcLrtoPIvrq6KOJSIiIiIiF0CFPpMvowAAFQJJREFU7jm8u/YXxHr6AWiv7GdnYzdny2LU7DWuPrmI2YsvizjheejtggMboXkzxPqgbhH09waFbpYUuQO3CTrZ2cPR0918ZFYNl0yt1ABTIiIiIiIZQIXuOZxpaibW0wtAQbeR22fM21DEhI5Scg+ejTjdeTh7Cl7/p6DYrZ0HM66A0vFRp0oKd+dA61k27DlBQ00py2dUM7u2nJk1ZRTkZUeBLyIiIiKSDVTonsPEKxdz4F830NfZRUFXDoteLMIwvLifmsY5UcdLTH8ftB+ByqlQVAmTlgT3wS2fGHWypHB39h7vYOOeExw61UVZYR7F+cGZ25wcoyAnzbqci4iIiIjIiFTonsPFf/pv2Pr1J+g83Eespw/DyC0ppP7G1VTOqY863shiMTiyBfa9Cr2dsOq/QkEJXPSxqJMl1au7jrOrpYPyojyunlvLgskV5OXqDK6IiIiISKZSoXsO+aXF3LT5H3jrq4+y76lXyCspYu49NzHvi5+KOtrw3KFlB+x9GTpboWISzLkha0ZRdnd2HWtnYkURALNqy5hZU8a8SRXk6uytiIiIiEjGU6GbgKKaSlZ964us+tYXo46SmM5W2LEOSsbDwlugZhak24jQ5yEWc5qOtbNx9wmOt/ewcmY1c+sqmFhRTHVpQdTxREREREQkSVToZoqTe6GtGWZ8JBhcasnnoWJK1oyi/O6RM2zcc4IT7T1UlxZw/cI65kws59TZ3qijiYiIiIhIkqnQTXdtB2HPi3ByHxRVwNTlkFcIVSl+/fAoGLhFEMCe4x0Y8G8vmcTFE8reny8iIiIiItlHhW66OnsKmp6D4zuDAaYuvgYmXwq5mf+S9sec7YdOs3lvKzdeMonaiiI+NncCBbk5WBZ00RYRERERkZFlflWUaWKxoDtyTh6cOQINV4ZncTP/GtS+/hjbwgL3TFcfdZVF9LsDUJiXG3E6ERERERFJFSp000VXG+x9Fc62BtffFpbBqnshJzsKPHfn8Y37ae3oYXJVEdfMm8j08SU6gysiIiIiIn9EhW6q626H/evh0JvB88mXQqw/6KKc4UVuT1+M946eYcHkCsyMZdPHUVmcz9RxxSpwRURERERkWCp0U9mpA7DliaC7ct0imHE5FFVGnWrMdff1s6W5jdf3neRsTz/jSguYUlXMwimZv+4iIiIiInLhIi10zawaeBKYAewFPuvuJ4do1w+8HT7d7+6fTFbGsdLX1cOuR3/F3p+9RMG4MubdezN1H10MfT1w9iSUT4TyOpi4COpXQEl11JHHXG9/jNf3neTN/afo6u2noaaUFQ3VTK4qjjqaiIiIiIikkajP6N4P/MbdHzKz+8PnXx6i3Vl3X5LcaGOnv7uHZ678M9q276evswuAg79Yz6r/dQUXX1kKOfmw8h7IzYc510ecduy5O2aGAVsPtjG5qoiVDeOpqyyKOpqIiIiIiKShnIj//zcDPwynfwj8SYRZkmb3j56nbUdQ5Jo54yd1MHvRfjqef5weL4X5NwcjK2e4zp4+Xtl5nMc27KOvP0Zebg63r5rOzUumqMgVEREREZHzFvUZ3YnufhjA3Q+bWe0w7YrM7DWgD3jI3Z8aqpGZ3Q3cDTBt2rSxyDsq9j31Cn0dwZnc8upu6mefouN0AQeba6k6PpfplVMiTji2Orr7eH3fSbY0n6Iv5syeWE5PWOgW5Wf2AFsiIiIiIjL2xrzQNbPngLohFj3wIf7MNHc/ZGYzgefN7G133zW4kbuvBdYCNDY2+nkFToKiCVWQYxBzTp8opOn3NbSfKiC/vJjCceVRxxtTrR09PL5hH/3uzK0rZ/mMasaXFUYdS0REREREMsiYF7rufs1wy8zsqJlNCs/mTgJahvkbh8J/d5vZC8ClwB8Vuuli7n+5id0/ep7+zm7AaD9VCGbklxdT+5GFUccbdae7emk53c3FtWWMK8ln2YxxzKurYFxpQdTRRERkGGZ2PfA3QC7wPXd/aNDyQuBRYBlwAvh37r432TlFRESGEvWFoOuAO8LpO4CnBzcws3HhwRQzqwEuB7YnLeEYqGmcw4pvfoHc4gLyK0rIKy+mZEoN1/3q6+TkZk7X3bbOXp7bfpQfvLqXX28/Sl9/DDPjsotqVOSKiKQwM8sFvg18ApgP3GZm8wc1uxM46e4XA38NfC25KUVERIYX9TW6DwE/NrM7gf3AZwDMrBG4x93vAuYB3zWzGEFh/pC7p3WhCzD37hu56LarafndNvIrSpiwch6WIQNQtZ3tZePuE+w4fAYzWDSlkmUzxpGXmxnrJyKSBVYATe6+G8DMniAYQDL++Hsz8JVw+qfA35mZuXvKXjokIiLZI9JC191PAB8fYv5rwF3h9O+ARUmOlhT55SVMuW551DFGzcBtgrr7+nnv6BkW11eybPo4yovyo44mIiIfzhTgQNzzZmDlcG3cvc/M2oDxwPH4RukyUKSIiGSWqM/oSgY43t7Npj2t5OYY1y2oo7a8iLuumKkRlEVE0pcNMW/wmdpE2qTNQJEiIpJZVOjKeWs508XG3a00tbRTkJfDpfVV75/VVZErIpLWmoH6uOdTgUPDtGk2szygEmhNTjwREZGRqdCV8/J2cxvP7ThKYX4OK2dWs3TaOBW3IiKZYzMwy8wagIPAGuBzg9oMDCi5HrgVeF7X54qISKpQoSsJO3TqLHk5Rm1FETNqSlh90XiW1FepwBURyTDhNbf3Ac8S3F7oEXffZmZfBV5z93XA94HHzKyJ4EzumugSi4iIfJAKXTmn5pOdbNzdyv7WTi6uLeOmxZMpL8pn1czxUUcTEZEx4u7PAM8Mmvdg3HQX4d0SREREUo0KXRlW88lO1u86QfPJs5QW5nLl7BoWTamKOpaIiIiIiMiIVOjKBwxcXmVmHGnr4lRnL1fNmcDCKZXk6z64IiIiIiKSBlToChAUuHuOd7BxTytL6quYN6mCxfVVLKmvIk8FroiIiIiIpBEVulnO3dl1rJ2Ne1ppOd1NRXE+eTnBrRF1BldERERERNKRCt0s94u3D7PzaDtVJflcu2Aic+sqyA0LXRERERERkXSkQjdDeSzG9m/9C1sf/gndrWeoWTGHFQ/fS/WSWbzXcoaGmlIK83JZMLmSiyaUMWdiOTkqcEVEREREJAOo0M1Qm//Hd3nnO/9Kf2c3AIdfeptHbvkryr/5JbrKyvj4vFoumVpFQ01pxElFRERERERGly7CzEA9be288/fr6O/sxoHDE2vZtHQJ2+qnc+TZzdy0eBKLplRGHVNERERERGRMqNDNQKd3HSKnIDhZb0BLzXjye/tYuH0Hl7y0notryzFTN2UREREREclM6rqcgcqmTyTW0/f+8wXvvEdufz9mxriPLogwmYiIiIiIyNjTGd0MVDS+kobPXkVucSEAef39GJBbXMAlD3w+2nAiIiIiIiJjTIVuhrr8H/+COffcSG5JIZaTQ8XsqVzz1F9Ss3R21NFERERERETGlLouZ6ic/DxWPvwFVnzjHvp7+sgrKog6koiIiIiISFJEekbXzD5jZtvMLGZmjSO0u97M3jWzJjO7P5kZ053l5KjIFRERERGRrBJ11+WtwKeBl4ZrYGa5wLeBTwDzgdvMbH5y4omIiIiIiEi6ibTrsrvvAM51q5sVQJO77w7bPgHcDGwf84AiIiIiIiKSdqI+o5uIKcCBuOfN4bw/YmZ3m9lrZvbasWPHkhJOREREREREUsuYn9E1s+eAuiEWPeDuTyfyJ4aY50M1dPe1wFqAxsbGIduIiIiIiIhIZhvzQtfdr7nAP9EM1Mc9nwocusC/KSIiIiIiIhkqHboubwZmmVmDmRUAa4B1EWcSERERERGRFBX17YU+ZWbNwGrgF2b2bDh/spk9A+DufcB9wLPADuDH7r4tqswiIiIiIiKS2sw9My9lNbNjwL6oc4RqgONRh7gAyh+tdM6fztlB+aOUitmnu/uEqEOksxQ7Nl+oVNxHx5rWOTtonbNDpqzzsMfmjC10U4mZvebujVHnOF/KH610zp/O2UH5o5TO2SU7ZOM+qnXODlrn7JAN65wO1+iKiIiIiIiIJEyFroiIiIiIiGQUFbrJsTbqABdI+aOVzvnTOTsof5TSObtkh2zcR7XO2UHrnB0yfp11ja6IiIiIiIhkFJ3RFRERERERkYyiQldEREREREQyigrdUWBmj5hZi5ltjZv3FTM7aGZvhY8b4pb9TzNrMrN3zey6aFL/wTD5n4zLvtfM3grnzzCzs3HLvhNdcjCzejP7rZntMLNtZvZn4fxqM/u1me0M/x0Xzjcz+1a4/beY2dIUzf8NM3snzPh/zawqnJ8u2z/l9/8RsqfLvl9kZpvM7Pdh/v8Tzm8ws43hvv+kmRWE8wvD503h8hkpmv/xcN/YGn425YfzrzKztrjt/2CU+SV7mNn14T7ZZGb3D7E8pd5boyGBdf5zM9seHqN+Y2bTo8g5ms61znHtbjUzN7O0vy1LIutsZp8NX+ttZvbPyc442hLYt6eF3w3eDPfvG4b6O+nChviOP2h5Sn0vHnXurscFPoArgaXA1rh5XwH++xBt5wO/BwqBBmAXkJtq+Qctfxh4MJyeMVy7iLJPApaG0+XAe+E2/jpwfzj/fuBr4fQNwC8BA1YBG1M0/7VAXjj/a3H502X7p/z+P1z2QW1Sed83oCyczgc2hvv0j4E14fzvAPeG018AvhNOrwGeTNH8N4TLDPhRXP6rgJ9Hvd31yK4HkBt+Ts0ECsLPr8GfEyn13krSOn8MKAmn782GdQ7blQMvARuAxqhzJ+F1ngW8CYwLn9dGnTsJ67w27rgzH9gbde4LXOdzfcdPqe/Fo/3QGd1R4O4vAa0JNr8ZeMLdu919D9AErBizcAkYKb+ZGfBZgi+cKcfdD7v7G+H0GWAHMIVgO/8wbPZD4E/C6ZuBRz2wAagys0lJjv2+4fK7+6/cvS9stgGYGlXGkYyw/YeTMvv/ubKnwb7v7t4ePs0PHw5cDfw0nD943x94T/wU+Hi4jpEYLr+7PxMuc2ATKbrvS9ZYATS5+2537wGeIHgvxUup99YoOOc6u/tv3b0zfJqyx6gPIZHXGeAvCX5I70pmuDGSyDr/Z+Db7n4SwN1bkpxxtCWyzg5UhNOVwKEk5ht1CdQoKfW9eLSp0B1b94XdAB6xsOsswRfpA3Ftmhm5MIjaFcBRd98ZN68h7NLxopldEVWwwcLuYpcSnBma6O6HIShogNqwWcpu/0H54/0ngl/bBqTD9oc02v+H2fYpv++bWa4FXatbgF8T/FJ9Ku5Hkvjt+/62D5e3AeOTm/iDBud3941xy/KBfw/8v7j/ZHXY1fmXZrYgyXElOyXymZVy760L9GE/p+/kg8eodHTOdTazS4F6d/95MoONoURe59nAbDN71cw2mNn1SUs3NhJZ568At5tZM/AM8MXkRItMSn4vGy0qdMfOPwAXAUuAwwRdICHoGjBYKt/j6TY+eEbrMDDN3S8F/hz4ZzOrGPK/TCIzKwN+BnzJ3U+P1HSIeZFv/+Hym9kDQB/weDgrXbZ/2uz/I+w7Kb/vu3u/uy8hOJuyApg3VLPw35Tb9oPzm9nCuMV/D7zk7i+Hz98Aprv7YuBvgaeSm1ayVCLvm5R7b12ghNfHzG4HGoFvjGmisTfiOptZDvDXwF8kLdHYS+R1ziPovnwVwTHxexaOGZKmElnn24AfuPtUgm69j4Wvf6bKtM+vD8jkFy5S7n40/BIXA/6RP3TPbAbq45pOJUW7RZhZHvBp4MmBeWGX0xPh9OsEZ5BmR5MwEJ75+RnwuLv/Szj76EDXi/Dfge42Kbf9h8mPmd0B3Ah8PuzGmTbbP132/xG2fVrs+wPc/RTwAsH1NVVhfvjg9n1/24fLK0n8kosxFZf/egAz+9/ABIIfFAbanB7o6uzuzwD5ZlaT/LSSZRL5zErZ99Z5Suhz2syuAR4APunu3UnKNlbOtc7lwELgBTPbS/BZuy7NB6RKdN9+2t17w8uN3iUofNNVIut8J8FYF7j7eqAIyORjTUp9LxttKnTHyKD+7Z8CBkY7WwessWCUxgaCD4xNyc6XoGuAd9y9eWCGmU0ws9xweiZB/t0R5Ru4jvL7wA53/2bconXAHeH0HcDTcfP/NBxlbhXQNtDFOQrD5Q+7B32Z4AtEZ9z8tNj+6bD/j7DvQHrs+xPsD6NxFxNk3gH8Frg1bDZ43x94T9wKPD/wA0oUhsn/jpndBVwH3Bb+UDLQvm7gukczW0Fw/DqR/OSSZTYDsywYzbyAYLCpdYPapNR7axScc53DbrzfJThGpft1m3COdXb3NnevcfcZ7j6D4LrkT7r7a9HEHRWJ7NtPEQw8RvjD4mwiPO6NgkTWeT/wcQAzm0dQ6B5LasrkSqnvxaPOU2BErHR/EHRvPAz0EvwycifwGPA2sIVgJ5oU1/4BgrNB7wKfSMX84fwfAPcMansLsI1gpLo3gJsizv4Rgi4WW4C3wscNBNdH/QbYGf5bHbY34Nvh9n+biEdNHCF/E8E1EwPzBkb0TJftn/L7/3DZw2XpsO9fQjAa5haCHxIGRoeeSfDjQRPwE6AwnF8UPm8Kl89M0fx94f4x8JoMzL8vbvtvAC6LMr8e2fMIP9PeC/fLB8J5XyUodFLuvZWkdX4OOBr3Pl0XdeaxXudBbV+I+vtDkl5nA74JbA+P6WuizpyEdZ4PvBoea94Cro068wWu71A1yj0D33FIse/Fo/2wcCVFREREREREMoK6LouIiIiIiEhGUaErIiIiIiIiGUWFroiIiIiIiGQUFboiIiIiIiKSUVToioiIiIiISEZRoSsiIiIiIiIZRYWuiIiIiIiIZBQVuiJZzsweNrPtZva3UWcRERERERkNeVEHEJHomNlM4HJ3nx91FhERERGR0aIzuiJZyszmAC8C083sTTMrjTqTiIiIiMhoMHePOoOIRMTM/grY6+7fizqLiIiIiMho0Rldkey2CPh91CFEREREREaTCl2R7LYA2BZ1CBERERGR0aRCVyRLmVk50OvunVFnEREREREZTSp0RbLXQmBr1CFEREREREabBqMSERERERGRjKIzuiIiIiIiIpJRVOiKiIiIiIhIRlGhKyIiIiIiIhlFha6IiIiIiIhkFBW6IiIiIiIiklFU6IqIiIiIiEhGUaErIiIiIiIiGeX/AzFq1uQ8dK8QAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -393,7 +448,7 @@ "fig, axes = plt.subplots(1,2, figsize=(16,4))\n", "\n", "for N_delta in N_deltas:\n", - " time = np.arange(required_N_samples+N_delta) / sample_rate\n", + " time = np.arange(2*required_N_samples+N_delta) / sample_rate\n", "\n", " fft, freqs = ft_spectrum(signal_func(2*np.pi*f*time), sample_rate)\n", "\n",