From a599c25d56fe9d0b05786e25fea572d0f6b6ad48 Mon Sep 17 00:00:00 2001 From: Kelvin Ly Date: Tue, 14 May 2019 09:05:09 -0400 Subject: [PATCH] Work on LNA design; looks like minimal matching produces the best results --- sim/low_noise.ipynb | 932 ++++++++++++++++++++++++-------------------- 1 file changed, 508 insertions(+), 424 deletions(-) diff --git a/sim/low_noise.ipynb b/sim/low_noise.ipynb index 50a1ebb..69558d1 100644 --- a/sim/low_noise.ipynb +++ b/sim/low_noise.ipynb @@ -8,7 +8,7 @@ { "data": { "text/plain": [ - "2-Port Network: 'BFU520_05V0_010mA_NF_SP', 0.4-2.0 GHz, 1001 pts, z0=[50.+0.j 50.+0.j]" + "2-Port Network: 'BFU520_05V0_003mA_NF_SP', 0.4-2.0 GHz, 1001 pts, z0=[50.+0.j 50.+0.j]" ] }, "execution_count": 1, @@ -32,7 +32,7 @@ "f = freq.Frequency(0.4, 2, 1001)\n", "tem = media.DistributedCircuit(f, z0=50)\n", "\n", - "bjt = net.Network('BFU520_Spar_NF_400MHz-2GHz/BFU520_05V0_010mA_NF_SP.s2p').interpolate(f)\n", + "bjt = net.Network('BFU520_Spar_NF_400MHz-2GHz/BFU520_05V0_003mA_NF_SP.s2p').interpolate(f)\n", "\n", "bjt" ] @@ -44,7 +44,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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2jMlkgk6ng06ng9FopEYhFAppZlNz/RQIBDCZTA7vD8M04vP5VuvSjDEzLxatVguTyQSBQAChUAiBQGAXWYHFYqFbt24ICAjArVu3kJeXBzc3N4SEhLS7YsSjhi7DxX+DJGVlZXBzc0N0dPR9CZA07I/RaKTGarFYIBQK4eLiQllA9kAgEFD39l6we1gsFn2pMDCbzdDr9dDpdKirq6MvHIZa2BI4HA7Cw8NhNBpRWFiIP/74A6GhoQ98UPBe4H/ecHU6HYqKimAwGBAZGdnqnKozYTQaoVarodPpwGazIRQK4eHhAR6P166Rn8PhgMvlWiWX3GtwOBw4OzvD2dkZhBBqxPX19fQcnZ2daQ54c+DxeIiNjUV1dTVKSkpQU1PzPz/6/s8abuNRNjY29r64xYQQaLVaaDQamEwmuLi4wMvLq8UHuS0QCoWor6+/b4bbECwWC0KhEEKhkHoVWq0W1dXVEAgEcHZ2hkAgsHkfvL29IRaLUVBQ8D8/+j4SmVMcDgcpKSlITk5Gz549ce7cOQBASUkJnJyckJKSQj8GgwFLly7F4sWLUV5ejsjISERGRiIsLIyyREJDQ5GYmIiUlBT07t2bHufNN99ETEwMkpKSMGbMGNTW1tLvli9fjsjISERHR7e62H7kyBFER0cjPDwcS5cuhVarhYuLC9566y0kJSWhd+/eSElJwdWrV1FSUoKgoCC6fMMgJSUFFy5cgF6vx4QJExAZGYm+ffta0dcAwNnZGRqNptV+Mn2KjIzEihUr6PZZs2YhOTkZSUlJGDduHOrr6+28K//F1atXwWKxcOTIEbqNmSO7u7vD19cXAoEASqUSbDYb8+fPp+e7evVq/P3vfwcA/P3vf0dISAgmTZqEqVOnYuHChSgsLITRaGxyzEOHDqFHjx5ITk5GXFwcPvvsM9pGYGAgUlJSkJCQgAMHDrTYd41GgylTpiAxMREJCQlIS0uj1+Dll1+Gj49Pk7zxlp4Th8Fe4i6xh0ifvoSQrSMd+0m3TZZm4OLiQv9/5MgRMnDgQELIXSJ9Q5KzxWIhFRUV5NVXXyVLliwhFouFfteYSM/8vyGOHj1KjEYjIYSQxYsXk8WLFxNCCLl+/TpJSkoiOp2OFBUVkfDwcJtEc7VaTUJDQ8n58+dJVVUVSUxMJNevXyeEEDJ9+nSye/fuJr/p168fOXnyJP37xo0bJDw8nBBCyIYNG8icOXMIIYTs2LGDjB8/3uq3CoWCZGVltdhPk8lEwsPDyc2bN4lerydJSUm0T3V1dbStBQsWkOXLlzd7Xi1h8eLFJC0tjUybNq3F/SwWCxEIBCQ4OJhkZ2cThUJBVqxYYUWkb1gAwWg0kpycHJKZmUnkcjndbjAYiL+/P7lz5w4hhBCdTkdyc3ObtJGTk0MkEgkxm802+/TBBx+QBQsW0L9zc3OJTqcjhBBy6tQpcvny5SZEelvPSWN0hEj/SIy4DWGLj2uxWFBUVISqqiqIxWJ4eXm12TVuLx8XuJvnKpPJ8OuvvyIiIgKpqanw9vbGpEmTKPfVFtrDx2UgEolgNBphNput+hkaGoqIiAicOXMGv/32G8LCwiCRSFBfX49Ro0Zh+/btKC8vh1qtRnl5OcrKyiCTyaBSqVBeXo4JEyZg+vTp6N27N0JDQ3Ho0CFMnToV0dHRmDp1qlUNLHv5uCwWC1wuF3/605/omrNGo6HR6cbgcrmIjY1FYGAgSktLUVpaCkLIfefj2npOHAnHznFHrGh9n05Aa3zc5ORk6PV6ymltzWA7ysdtyHM1mUxQKpUwGAwQiUTQaDQIDQ2lkeHG3FdH8XGZ6hFMgKqurg63bt1Cz549IZPJYDQa4eXlhZs3b4LNZiMgIICuwYaHhyMjIwM+Pj5gsVh4+eWXcfjwYcTFxWHTpk1wcnKCUCiETqfD2bNnsX//fkyePBlHjx7FJ598gieeeAJnzpxBbGwsLl++jG7dusHX1xcDBgzAwYMH8eKLL7Z4/Rk+7ltvvQVXV1f60tPpdPjiiy+a8HEZgn9ZWRk0Gg0iIiIeGD5uw+fEkXgkRtyW+LgMnevgwYPYsWMHPD09aeG1xugoH7chLBYLamtrIZPJwOPx4OPjAxcXlxZfGo7i45L/RG+VSiU9vlwuh8lkApvNhkgkgq+vL5ycnODm5gZXV1fw+Xy4urrC2dmZZkAx6Y1fffUV5eN+//33tCDd6NGjIRAI0Lt3b/j6+qJfv37w9PREcnIylEol/Pz8kJ6ejvHjx8NkMuHZZ5/F119/jaqqKigUCmi12iZzd8Caj8tisSAQCKhxzZ49G6dPn0ZmZiaGDx8OvV4PvV4PiUSCxMREGI1G5OTkYMOGDfedj2vPc9JePHJR5YZ8XLlcDoPBAB8fH+rucDgcWqHCZDJRl6YjfNyGPFeLxYKSkhI4OzuDzWbDx8fH6k3fWXzcgIAAqNVq1NbWUl6uUCiESCSCVquFVqtFREQEjeA2PrYj+bhsNhsmkwkWiwX79u3DwYMH8eGHH9IK/lwuF3w+HxqNBrW1tXRtVygU0jYa83E5HA5dOjKZTKiqqoKrqyvUajXc3d3pNY6Li0NRURFycnIQERGBBQsW3Bc+bnPPiSPxSIy4DcHwcZm5GY/Ha/IQDhkyBD///DPu3LkDi8XSLj6us7MzbY/huSqVSmRkZODmzZt46qmn4Obm1sQ9cyQf12KxYPjw4fjss89QWVmJnTt3YtCgQfD29oaPjw/c3NwgEAjg6uoKnU533/i4d+7cQUlJCW7duoWxY8fi0KFDcHFxgUQiga+vL1xcXGAymSCTyWjKqUgkapaPy2azIRaL6XycEGKVXMIQF4qLi1FYWIiqqipcuXLlnvJxbT0njsQjMeI25ONaLBYsW7YMSqUSkZGRzWYMJSUlYf78+bT0ir+/f5v4uE8++SSAu4GHzZs3IzY2FqNGjUJSUhL4fD42bdpks0SNI/i43bp1Q21tLbRaLSZOnIgzZ85gwIABlI/beA3Y3d0dRUVFiIqKuq98XAAYO3YsNm3aRCsjstlsODk5wcnJyYqhVFNTgxkzZmD9+vXNku2Z/VxdXVFTU0ML7TFF8rZs2YKCggI6Ndi6dWuLfXUkH9fWc+JIPFIkA6PRiLy8PLDZbFrutCUQQiCTyahL2R7o9XrU1tZCIBA0O8I6CqRBoobZbKbZSPamMt64cQNubm5NvI8HFYQQ6HQ6qNVqmEwmODs7w8XFhZ6vXC4Hj8eDSCSCyWRCbW0tCCE004yBwWBAbm4uhEIhIiMjbd6fh42P+8gYrsFgQF5eHvh8PqKiouyeV5jNZshkMri5ucHJycnu41ksFiiVSuj1eri7u1vNzxwJxu3XaDTg8XhwdnaGUChs87ypvLwcCoWi2TpYDzqMRiM0Gg00Gg0EAgEEAgFUKpVV/IAQAo1GA5VKZTX6AnevYU5ODuVTPyiqDP/z7KCGb9WoqKg2/ZbD4UAsFkMul1M5j9bQcJT19vZu9i3eUT6uxWKBWq2GWq2Gk5NTm9Igjx49iiVLllhtCwkJwbvvvnvPCActoa3Xhsfjwd3dnQbalEolOBwOzGYzxo4da8XHJYTgnXfewRNPPAGxWAwulwsOh4P4+Hjk5OQgPz8fUVFR9/0adBQP/YhrMBhw48YNODs7d6jeLfO2bq72UUMwwSsPD49OGWUJIVQzSCAQQCQSOSxv+Y8//oCvr+89dQcdDaPRSOe0tq5Rw2soFotpxNtiseDGjRtgsViIjo6+78bbkRH3oY4qM0br4uLS4SLVzs7OcHJygkKhaDYYQghBXV0d1Go1vLy8HG60jKtXVVVF1yWZEcNRcHNzoxHShxVqtRouLi5wdXWFj48POBwOZDIZ6urqYDabAdwNXLm6ukIsFkOhUECtVgO4GwiLi4sDIQT5+fl0/4cRD63hGo1G5ObmwsnJCZGRkQ5pUyQSgc1mNzFes9mMmpoamEwmhzJ3GBgMBlRXV0Oj0cDDwwMSiaRTKGsNl1AeRlgsFmi1WrrEwmaz4ebmRj2I6upqq/MTCATw8vKi69tM1Do2NhZmsxkFBQXNJoA8DHgoDddkMiE3NxcCgaDNc9qWwGKxIBaLaeCJ/Id6JpPJwOfz4enp6dCoMbNmKZfL4erqColEYpXI4GgwUdm6urpOO0ZnQqvVNltFg8PhwN3dHV5eXtDpdPQlC9xdfvPy8qIvX7PZTEdehqD/MBrvQ2e4FosFBQUF4HK51GjbSuv7+9//bpWVBNyl8slkMrBYLPTu3RuPPfYYpdiJRCK4ublh8eLFDqP1RUVFITw8HKtXr4a3tzecnZ0xc+ZMhIWF0b46gtbXGNu2bUNycnKHaX1MATlmyUapVKK2thY1NTU0c626uhpVVVX45ZdfwGKxsGvXLsjlctTV1UGlUkGj0dByPMz5sVgsLFq0iB6/Ma2PoVumpKTgrbfesjo3LpcLiUQCoVCIHTt2IDk5GcnJyUhISMDu3bvB5/OxZMkSBAYGomfPnpg0aRKOHDmC27dv2/RCbNH67ty5gyeeeAJxcXGIj4/HJ598Qn+ze/duxMfHg81mIyMjo8X70W7YSyMiD4g+bklJCcnKyrKiYtlL62Ngjz5ucXExKSsrs6K1OYLWZzQaKa1PoVBYUeg6g9bXENevXyfx8fHk/PnzpLCw0G5an8lkIlqtlsydO5f87W9/I+Xl5aS8vJxUVVURmUxGFAoFUSqVpL6+nmi1WqLT6Yher6efRYsWkf79+5MpU6YQjUZDVCoVqaurI3K5nMhkMlJZWUmkUimprKwkAoGAhISEkNLSUmI2m6k+rtFoJIsWLSKrVq2yeX4MGFpfVlYWqa6uJvX19ZTW99e//pW8++67RKfTUVpfRkYGqaysbLYtW7Q+qVRKLl++TAghRKlUku7du9NrlpOTQ3Jzc8mgQYMeDn3clRdXIlee68gmEeMZgyV97i5tVFVVQS6XIy4uzqbL6giZTfKfQJGfnx9qa2vB5/MhFArx1FNP0X0ee+wx7NmzB4BtWl+/fv2s2mVKp4aFhaF37940/3f//v0trq8yecqMPm5jWh8zIo0bNw7z5s2zykBqiP3792PKlClwdnaGm5ubFf2QkdkEgAkTJmDPnj2YP38+9Ho9NBoNuFwutFot+Hw+vLy8MHv2bDg5OeHKlSuoqqrC1q1b8c033+D3339H3759aV4wIQR79+7F8ePHMWDAABo4au6aM7nj06dPx+rVq7F48WLU19fTUd1WUbzGYGh9kZGRsFgsUKlUCAoKorWmGfmY8PBwqnNUWlpKi+81RHl5uVWKI0MPZKRSgbuxkdjYWJSVlSEuLu6erLI8NK6ySqVCaWkpIiIimswDmZTHmJgYzJ49G3/729/od4zMZkpKCubOndvqcZjgxpQpU9C/f3/s3bsXtbW1TVTvtm7dihEjRgCwptYB1rS+hn2sqalBbW0twsLC6Dyt8b7vvPMOkpKSsGDBAqr7M378ePz444903rZr1y5KNLBF62sOzL4SiQRVVVX02GVlZQgMDIRarUZNTQ3VP2KM9O2330Z8fDyKioqwcOFCGpxTKBT4/fffsXbtWowePRoLFizA9evXkZ2dTcXEz50710RmszkwheaAu9Ij+/bto/RBFotFS/usWbMGSUlJLcp6MDKboaGheOWVV3Ds2DGoVCrU1dXdHa24XIjFYkoACA8PR0BAAG7evGmltQTcpfWtXLkS/fr1w9KlS1FQUNDkeCUlJbhy5YpNvajOgENHXGZkdDT0ej0KCwvh7+/fbD5pQ0X633//HdOmTcMff/wBoHlFeltvbbVaDYvFgjNnziA4OBhVVVV48sknERUVhYSEBBrtbQtdixCC+vp6aDQaeHp6tlhTafny5fDz84PBYMCrr76KlStX4t1337Wi9fn6+tols9kSfH19UVFRQUup6nQ66PV6GAwGOhozVSWBuzKbZrMZ8+fPx65duyhjp7HMJlO/OT4+HiUlJUhJScGOHTuodzBx4kR88803rerjMrS+devWwcnJieZ9Ozs7Y968eZgzZw4MBgOEQiEMBkOzxfS2bNmC7Oxs/Pzzz1i7di1OnDiBtWvXQqPRYMuWLfj222/h6uqKTZs2Qa/Xw8/PD2q1Gvn5+YiLi6ODz8M0AAAgAElEQVQvVobWd+zYMfz8889ITU3F77//TkfV+vp6jB07Fh9//PE9LTT4wI+4ZrMZ+fn5EIlE1DVpCfbKbDZez1QqleDxeJBIJAgODgbwX1rf1atX4ebmhpqaGnz55Zc4dOgQtm/f3iytD/gvLc5isUChUECv18PLywt8Pr9VWh/DP505c6ZVFQ3GXd65c2eztD4ATWQ2G4PZlxACV1dX3Lx5E2KxGOHh4ZDJZBCLxXBycoJUKrVJ6/vhhx/ottZofWazGT/88AP+8Y9/IDQ0FPPnz8eRI0co+6olvP766/jyyy+hVqthNptpkXc+n09ZRTweDwqFAtXV1fSl2xCJiYlYsGABjh8/jr1799J18dmzZ+PixYs4c+YMRo4cidraWuj1eoSHh4PNZuPmzZtWwSqG1rdx40a89NJLSE9PB3B36jN27FhMmTIFL7zwQqvn5Eg80IZLCEFRURFYLBYiIiLs+k17ZDa/++47xMXFwcfHBzqdrllan7OzM86fP4+VK1di7969zdL6GtLlmEoTbDYbEomEvsHvpcxmY4wYMQLbt29HaWkp6urqUFJSgqFDhyItLe2e0vr27dvX6m8bymwyhtsQbDabJmG4ublBr9ejsrISdXV1qKura1Zmk3kpCoVCyOVyOmcXi8XYvn07XTXQaDSQSqUAbNP6CCGYNWsWYmNjsXDhQruviaPwQOcqMzWPEhMTWwxKdERmkxACsViMrVu3gsvl4vbt2zZpfW+88QZ0Oh2efPJJcDgc9OvXD5s3b24iX/nxxx9DoVA0SXYH7q3MJgOj0QiVSgV/f3+MHTsWQ4cOBZfLxdKlSyGTyRAQEHDfaH0tgZHZtFgsNmmSDUu+mkwmqNVqVFdX44MPPrAps8l4VnK5HEajESKRCFVVVeDxeLBYLIiOjqZptLZofWfPnsW2bdvo8hQAfPDBBxg5cuT/tsymRqNBbm4uoqKimo1COgIGgwFyuRyenp42H4zmwOTBSiSSJllUer0eCoWi03KZ2wKTyUSjskxZmobR+KqqKlRWVjpcW8jRqKysbPZa24LZbIZKpYJOp4OLiwtcXFyaXYUwm82Qy+Xg8/mYO3culi1bBqFQCC8vLyr4lpCQ0GmF1x+5XGWmIqOnp2enGa3ZbIZCoYC7u3ubjBYAzZVtmKED3FVFUCgUEIvF99VomcwvxlX38fGBq6trk4fXy8uLzosfVDCyoG0hBHA4HJo6ajQaUVVVBY1G0yTJgsPhQCKRwGAwYP369QgODqb56kw++q1btxx9Sg7BA+kqV1RUwGKxtFoipL0ghEChUNDKC+0BE3GtqamBRCKhZG5m9L6XMpsNodfrsW/fPixbtszqYQ8LC2syt2Sz2fDy8kJZWRnc3d07rU+N0ZZrYzabweVybU6VWpLZ5PF48PT0hMFgQF1dHbRaLdzd3a1GbiYGIZfLUVtbCw8PD5rd1b17d2RnZ9OX8YOEB85VZlzk6OjoTpFWJP9h+VgsFoeIJ2s0GjoHlEgkbR69HQUm0UCr1bbJTTebzbh27doDK+fBVP3o6MuOWZZTq9UQiURwdna2uvcWi4Vyst3c3CCTyeDi4gKNRtNpLvMj4yo3dJE7Sw9Vo9HAYDDAw8PDIdX3OBzOfWfb6PV6VFdXw2KxwMfHp01uOofDga+vLy0m/qChrW6yLbBYLIhEIkgkEmg0GlqulgGbzYanpycN5Hl6ekKlUtE17QfNZX6gDLezXWS9Xk9viiNYPkajEQqFAp6enrSKRkuV+h0N8h92ETNXF4vF7TovPz8/WCyWFte+7xccXbGDx+PRNXWmyDoDxm02GAzQarWUzxseHg6VSvVAcZkfGMPVaDSoqKhAREREp9ShZYJRjiKnM64VUwJVKBTC09MTtbW1ViJbnQXm+AaDAd7e3h0KhrHZbPj7+6O8vPyBo7hZLBaHF+BjRl/mfqlUKuptMCMvk9Dh6uoKpVKJwMBAlJSUNCswdj/wQBguk2jRmS6yUqmEk5OTQ/iuhBDI5XJaoJsBk9WjUqk6lbDO1CBmoqKOGJGY2lkVFRUO6KHjYIsw4Qjw+Xx4e3vT1QDmpcXhcODp6Ym6ujqaosoU6XtQXOYHwnCZ+UZ7XeTW+LhJSUkYMGAABg0a1Cofl/l/SzKbCQkJmD59utXoxPBxExIScPnyZaugVWPY4r7OmDGjVT6uXq+HTCbDsGHDkJeXB4PB0CY+ri3e8NGjR/HCCy+gb9+++OCDD+j2zpLZbA4WiwUsFgvz5s1DdXU1KisrsXr1aixduhRVVVVYvHgxAgICkJyc3CwftyHsldn86aefqABcw+U9Pp8PNzc3lJaWYv78+UhNTcW4ceMwbtw4VFZWtsjHffhkNtsBs9lMrly5YpMPaQ9a4+OWl5dTaURC7OPj2pLZrK2tJZWVleTNN99skY9rMBhIdXU1kcvlVnKeLXFfW+PjqtVqUl5eTrKystrNx21NZvPKlSskNja2U2U2jUYjkcvl5Pbt2yQ3N5dkZWWRy5cvk0uXLhE+n08CAgLI6dOnSU5ODlm0aBH585//TK5fv05ee+01smDBArpvZmYmyc7OJgUFBUQqlRKVSkUsFku7ZDYtFgtRqVSkvLycGAwG2vd3332X/OlPfyIqlYpUVVWR48ePk6ysrBb5uPdCZtOh67gVH3wA/Y228XENRgN4BiO0Li5ozgkRxMbA769/tbu9xnxcs9nsMBd50KBBUCgUkEgk6NevX4t83IyMDPTt2xe1tbWQy+U0cHTx4kUr7qu9fNxt27YhJiYGXl5e2Lx5c7v5uLbkQJk+qVQqDBkyBD/88APi4uIo44X8pyA70+6MGTPs5uPu3r0be/fuxfDhw3Hp0iWw2WzKi3VxcaECZDweDzweD/PmzcPhw4exbNkyGkNgcsldXV3Rs2dPmM1m6PV6aLVa1NfXo7a2FpWVlXS7wWCg0y57ZDaZtjkcDmpqauh6vFwuh7+/P8xmM1gsFvr27YvCwkK4uLigZ8+eAJrycW3xth2J++oqExAYDIYOG5UtPq5Op0NJSQkGDRpkNx8X+K/MZq9evfD5558D+G9wi6mUbw8fl9G54XK5qK6uhtFobJW72xwf95lnnsHBgwdp8kBH+biNj91wu0gkQmhoKHJz//sCnjlzJvz8/JCbm4v58+fT7S3xca9cuQKFQoFdu3ZRyc++ffvi+vXrSElJQVJSEqKiohAUFAQPDw8IBAIahJo7dy62b9+Ouro6KinCgFHa69WrF06fPg2JRIKQkBDExsYiJSUFiYmJCA8Px+DBgxEREYERI0bg448/ppUeG6I5mU0nJyeahGEwGDBr1iysX78eQ4cOxapVq5CdnQ1PT0/KsgJa5uM2fE4cCYeOuG0ZGYG7DxKrrg4iiQQikQhOTk7tCkQ0x8fNysqCSqVCeHi43XzchjKbgYGBlI8bExODxMRESuxuCx+XxWLB3d0dPB4PNTU1TQj5DdEcH3fRokVwcXFBYmIiTp065RA+bmvw9vaG2WxGRUUF/Pz82sTHNZlMCAsLw8mTJ/HEE0/g8OHDmDp1KlJSUjB79mx88803mDFjRovHbyyz2dBwW1PaY7Ry9+zZg6ysLBw6dAiff/45Tpw4gVWrVkGj0VCNXZFI1KzMplAopMbLqP+lp6cjPT0dI0aMwIEDB+Dp6QmFQgE+n2+Tj/tIymwajUZUVlaie/fu4PP5NBLLuEbtjSQyfNzi4mKb7UgkEkqhY9CSzObZs2cRHR0Nb2/vVmU2geZlKp2dnWlWTklJCXVnW5LZXLlyJSUzTJ48uUWZzaCgILv5uM31s+F2qVSKqKgoSKVSWlC8NZlNPp+PwsJCKJVKmM1meHh4ICEhAceOHcMvv/yCjz76iMpsqlSqVrWaGJnNKVOmtDs6zxSLmzNnDsLCwiASiaBUKjFhwgQsWrQI/v7+NpeaGhqvRCLBiy++SCmTv/76K2bPno2ioiL89a9/bZaP+8jKbEqlUiq2JRAIIJFI4ObmBqVSiZqamiYlROwFw8d1dna2SVBozMdtSWbz6NGjCAkJgYeHB44dO9aizGZj+crG4PP5GDZsGAoKCpCVlQWdTmeTj7tnzx5ERkZSVowj+LhtkdmcMGEC3Nzc8Ouvv9I+NcfHNRqNuHPnDr1fsbGxVC7kl19+6TAf95tvvmmz4dbX1zfLxw0KCoKvry88PDygUChw7do1VFRUgBDSrMymUChETk4Obt68Sac6BQUFiIiIAIfDwfvvv4/Q0NAmfNxHVmZTr9ejpqbGKk+T4VUKBAJotVrU1tbSEaq1HNHGfNz169fD3d2dLu80RkM+LovFgo+Pj02ZzTFjxuCZZ56BQCCwKZ/YmI/bUL6yMYRCITZs2IBx48bBZDJh1qxZTfi4FosFMTEx+OKLL2iySEf4uAxa6mdzfFyj0Yhx48ZhwYIF4HA4Vnxc8h+lw+zsbBgMBvD5/CaF6R3Fx22r4RJCsGrVqmb5uMyabHx8PGpqaiCVSlFVVYXs7OxmS8/cunWLBvzYbDaefvppDBs2DJmZmTh06BAiIyOb8HEfWZnNkpIS6HS6FqspkAb6L3w+H66urnYl8BsMBigUCptiXG0BIzDliLYagzRIem+sb1NdXU0T4e83amtrUVRUhPj4eNpHlUqF4uJicDgcBAcHt1ui1B6YTCbU1NTA19e3U9onhKCyshIvv/wy3n33XfTq1YsOFMyxXV1daWzCw8MDKpUKBoOBFsv38fFpV/8eKpIBQ15uGN1sDkwZTx8fH/D5fCgUCupC23rZkP/k7jbHPW0rLBYL6urq4OHh0Smat0zaHeO2MWl3CoWiSUbW/YSHhwcVxrZYLCgpKUFBQQEkEgni4uI61WiBu8k1Foul03R+WCwW/Pz8sH//fojFYvzxxx9U8UAul1Mivru7Oy1MIBKJYLFYwOPxIBaLUVlZec8JGvfcVa6pqQGPx7M7tZGpLeTi4gKtVkuXCFxdXZvoxOr1elgsFoc89CqVirru7YG9nFOhUAhvb28oFApoNBpwOJwOVwtsTmazOT6uvQgNDUV2djaysrLA5/MRGxvbbh4z0DY+LlO21Wg0Njv9aImP2xbweDxER0dDJpPh9u3bqK6uhp+fH42TMDnM1dXV4PF4NHDFvFgYJtG9gkNc5ZiYGLsiZ4QQZGdnw9fXt92uD/mPUjmTC+zq6kofIplMZvV3e8HkAnt7e98zKUZmXs/oF3WmhlBbIZfLaSQ8PDz8nvN26+rqwGazO310Z6BSqXDr1i0QQhAVFWV1L5hyR97e3pTXzQiKtUUxkhCC3Nzc++cqC4VC1NTU2OUq1NfXw2w2w8fHp93HY7FYVOjZzc2NSlMy5VccUTKmvr4ezs7O98xozWYz6urqKD1QoVDYzHO+1ygtLUVJSQlCQkIQHByMkpISaLXae9oHPp9/z1g5ZrMZarUaUVFRcHFxQU5ODpRKpVVfXFxcUFtbC5FIBJPJBGdnZzrvtQfMslhHntUOj7hGoxGlpaV28VCrqqrAYrEcLqzMVPcD7q4tdmQd2Gw20/XkzmKlNIZGo6EvJODu/JqhBjYu8HavQAhBdXU1pQ0yo05NTQ20Wi0CAgLuWb8auqKdfU8YqRPGqBgxM7FYTEd8JrAoEAhgMplo/5isK3sgFAoRFBTU3IqJfSdob1IzsUEysBdSqZQIhUJy69atjjTTLO7cuUM++eQTUlFRQfbu3UtWrlxJjh8/TlQqVZvb2rlzJzlz5ozD+2gLOTk55NNPP7VKbCeEEIvFQk6fPk0+/PBDkp2dbUVU6Gzo9XoycOBAEhMTQ6qqqqy+M5vNZMCAASQtLc1KeK2zsXHjRnL79u1OPUZJSQn59NNPmwi2paenE5FIZCU4Vl5eTlatWkVKS0vJihUryLx584inp2eT+9gO2GWL9+xV/tlnnyEqKoqqBDgSGRkZ6N27N3x9fTFmzBi88sor0Ov12LBhA3766Se7aVWlpaWQSqXNJk90BjQaDdLT0zF69Ogmb14Wi4W0tDRMmjQJp06dwu7du9tFqWsrDAYDnnjiCSgUCly4cKGJd8Rms3Ho0CHcuXMHf/7znzu9PwyioqKQl5fXqcfIyMhAampqkynSiBEjcPDgQfzrX//C8uXLAdytGpKamopTp04hOTkZ3bt3h7u7Ow4cONCpfaSw18JJB0Zco9FIPD09ya5du9rbhE2o1WqyYsUKolarm3ynUqnI8ePHycqVK8mePXvIrVu3Why5vv76a0rVuhfYt28fOXz4cKv7GY1Gcvz48U4ffQ0GAxk0aBBJTExs1Vu5ceMGcXNzIxs3buyUvjTGnTt3yIYNGzqtfZVKRVasWEG0Wq3NfU6fPk1EIhH56KOPCCF3KZqbN28mly5dIsuXLycTJkwgjz32WEe7cu9pfbbw66+/gsPhYPz48Q5v+8qVK4iOjm52CcjV1RXDhg1DWloarl69igMHDoDD4SA1NRWJiYlW0cKqqirIZDIkJyc7vI/NoaKiAoWFhVZsG1vgcrkYNmwYYmJisH//fuTk5GDkyJEOrzk9efJkVFRU4MKFC622HRMTg23btmHy5MmIj4/HwIEDHdqXxggMDKRF3jw9PZt8r9VqUV5eTj91dXUwmUxUw4jL5YLL5dKqFwEBAfD396crB5mZmYiLi2sxYJSWloZ9+/bhueeeQ1BQEMaPH48RI0Zg7969SElJgcViwZEjR3Dnzp1W8xQ6intiuD/88APlLjoShBBkZGRg3LhxLe4nFArx2GOPoW/fviguLkZGRgZOnDiBxMRE9O7dGz4+Prh06RJ69ux5zyLJJ06cwIABA9q07BMUFIQ5c+bg5MmT2Lx5M55++mnEx8c7JGDzr3/9CydPnkRmZqbdNZZHjx6NpUuXYvTo0fj555+tqoU4GgwLKTMzE8OGDYNWq8W1a9dw584dSKVSqNVq+Pn5wd/fH927d4dYLAaPxwOXy6UiZCaTCXq9HlVVVSgpKcG5c+dQV1cHHx8fVFdXY8iQIa3WuBo6dCjWr1+P2bNn0yoXvr6+4PP5VLLz0KFDeO211zrtWgAOiCq3+gNCaC7wc88919aft4iCggL8+uuveOWVV9r88CqVSly+fBmZmZnw9PREeXk5XnvttXuyRllSUoL9+/dj7ty57S5cV1paiv3798Pb2xsjRozo0BrnwYMHMWnSJKSnp7dr5HznnXewadMmnDx5EklJSe3uR2uoqanBli1bEBUVhfz8fHTv3h2RkZHw9/eHRCJpV5Rbr9ejqKgI+/btg0QigU6nQ+/evdGjR48WE3n+7//+D3v37sW1a9dgMBiwbds2eHt7Iz09HRUVFTh16lR7T9OuB7nTDffatWsYMGAAFAqFw5cPduzYgZiYGPTo0aPdbZjNZvz000/Iy8sDm81Gz5490atXr07LgiGEYOvWrUhNTe3wQ24ymXDq1ClcvnwZaWlp6Nu3b5s9hvz8fPTp0wfLly/v0CixcOFCfPPNNzh9+rTDtaSMRiOuX7+OS5cuoaqqClFRURg5cqTDCgvm5eXh0qVLeOmll1BWVoaMjAyqW5WamorAwMAmA4PFYsGTTz4JtVqNc+fO4cCBAzCZTLhx4wbWrVuHoqKi9k5lHoxc5R9//BFRUVEON1qmugXDrGkv2Gw2ysrKMG7cOEydOhVarRabNm3C999/j6KiIocnQeTl5cFoNDpEaIvL5WLo0KGYNWsWioqKsHnz5ibpfy3BYrFg7NixGDNmTIdduzVr1mDChAkYNGgQbty40aG2GqKgoADr16/H9evXMWjQILzwwgtQKpUOrQYqlUopFzowMBDPPfcc5s+fD19fX+zduxc7d+5sounLZrNx4MABlJeX429/+xsGDx6MoqIiCIVC+Pv749ixYw7rX7OwN4pF2hlVjo2NJatXr25ffK0FZGdnk+3bt3e4nZKSErJu3TqrSK1OpyOXLl0iGzduJOvWrSO///57i9FGe2GxWMjmzZtp4TJHwmKxkJycHLJ27Vqye/duqyJvtrB06VISHBxM9Hq9w/rx2muvEYlEQrKysjrUjlarJT/++CP5+OOPSVFREd1uNpvJxx9/TEpKSjraVYrt27fTQm+NYTKZyC+//EJWrVpFrl692iSif+rUKeLi4kKysrJIeno62bp1KxkxYgSZOHFie7tjly12quGWlZURgUDQ7FJNR/HDDz+QS5cudbidPXv2kPPnzzf7ncViIbdu3SJ79uwhK1asIPv37yd37txp93LM7du3yaefftqpyRQGg4GcOHGCrFy5kpw5c6ZJMgGD7Oxs4uLiQk6ePOnwPixYsICIxeJ235/8/HyyZs0acujQIavqnAyuXr1KtmzZ4rDr+PHHHxOZTNbiPlKplGzatIl89913RKlUWn336quvkvj4eFJdXU1WrlxJFixYQPz9/W1e+1Zw/xMwDh06hJCQEIdT1MxmMwoLCxEVFdWhdkwmEwoKCmy6rSwWC8HBwRg7dizmzp0LsViMH3/8EevXr8fJkydtFmWzBSZRpDPT9ng8HoYMGYJZs2ahpKQEmzdvRkFBgZXLb7FYMHnyZEyaNAmDBg1yeB/WrFmD1157DcOGDcNvv/1m9++MRiP279+P9PR0PP/887SAQWMkJibCYDA4LCHDaDS2Gt339/fHK6+8Aj8/P2zevBl//PEH/W7dunWor6/H2rVrERAQgNDQUHh4eOD33393SP+aA4cp7Wkn2rTzm2++iccff9zhVe5u374NqVSKxx9/vEPt3Lx5E3K53K5MKT6fj5CQEKSmpiIoKAhSqRTHjh1DTk4OjEYjxGJxi0R/tVqNw4cP47nnnus0oeSGcHZ2RmJiItzd3XHs2DHcuHGDEjPWr1+Pn3/+GceOHeu05S+GtjdnzhyIxWKkpqa2uL9Op8N3330HHo+HyZMn08qQzYEpwHfixAn06tWrwy/CU6dOoX///q1G+NlsNsLCwhAeHo6DBw8CuLtEx+Fw0KNHD/zlL3/B/PnzIZVKUVpairq6ujbTCwG8b89OnRZVNhgMEIlEyM/Pd7iI19GjRyEUCjs8Whw6dAienp7tfgEw6oLZ2dnIy8tDcHAwEhMTER0d3cSIz5w5g5qaGocvidnbz6tXr+LUqVPw8fHBwoULsWzZMsyePbvTj33gwAFMnToVkyZNwsaNG5sNUqrVanz77bfo1q0bRowYYTdF9KuvvkJCQkKrL4XWsGLFCvzf//1fm+igdXV12LZtG+Lj4zF48GCwWCwMGzYMbm5u6NWrFy3ZmpGR0dbu3N+o8vXr1+Hq6upwoyWEIC8vr9kC121tJz8/v0PtsNlsREZGYsyYMVi4cCESEhJw7do1rFmzBvv27UNhYSEsFgssFgsuX77c4QesI/3s2bMn5s2bh9OnT8PZ2RleXl73RIl+9OjRuHDhAo4cOYJBgwY1OaZWq8W2bdsQGRlpt9ECd0fdZ599FidPnuywxAePx7OS3LQH7u7umDlzJnJzc3Hq1CnU19dj9OjROHLkCEQiEbp164aqqqpm6zk7Ap1muJcvX+4Q79YWZDIZzGZzh2sQlZeXU5EuR4DP5yMpKQlTpkzBvHnzEBAQgJMnT2Lt2rXYs2cPOBwOXXK4X9Bqtdi1axc+/PBDiEQibN68GceOHet0dcGYmBhcu3YNLBYLSUlJdLnIYDDgu+++Q2hoaIvVKW3B29sb/fr1w4EDBzq0bCcUCttlYC4uLpg6dSoyMzOxbt06xMXFYcSIEUhPT6eSnVlZWe3uV0voNMP9/fffW5TVaC+Ki4sdIsXpiFHbFlxdXdG3b1/Mnj0bM2bMgFKphEajwYYNG3Dq1Kn7prP6z3/+ExERERg3bhyGDh2KP//5zzAYDHTO25nsIzc3N5w8eRLPPPMMHnvsMezbtw979+6Fl5cXhg8f3u77+fjjj0Ov1+Py5cvt7pufn1+7VQoVCgVMJhM4HA4CAwPx8ccf4/Tp02Cz2XBycmqPq2wXOi1X+dy5c/jLX/7i8HbLy8ubFBtvD/Lz8ztFGqIxGK3VadOmwWQy4dq1a9iyZQs8PDwQHR2N6Oho+Pj4dDpB3GKx4Ntvv8XatWvpNpFIhGeffRZpaWk4d+4cNmzYgISEBDz++OOdkvrJZrOxceNGpKSkYOrUqRg1ahS++eabDp07m83G888/j6+++gohISHtKtLg4+OD/Px86PV6VFZWwmAwUEFtgUAAHx8fBAQEwM/PzyqwqFarsWvXLowZMwZCoRDff/89/vSnP2HIkCG4ePEivLy8Os0OOsVwDQYDCgsLMXbsWIe3LZVKOzxXVKvVUCgUCAoKclCvbKO6uhqEEPj6+oLFYiEoKAjDhw/HrVu3kJ+fT+sgR0VFITo6GiEhIZ0S6f3+++8BoFmGloeHB0aOHImBAwfiwoUL+OKLLxAZGYm0tLROme5MnDgReXl52L59OwYMGIAdO3YgLCys3e15e3vjySefxM6dOzF79my7gkwGgwHZ2dnIzMxEZWUl2Gw2nJ2dERAQAKFQCA6HA7PZDK1Wi4qKCmRlZaG6uhq+vr7o2bMnEhMTkZ6eTrm4wN1lqsOHD2PJkiUYOXIkxo8fjytXrrT7vFpCpxju9evX4ebm5vCbbjQaIZfLO9xueXl5i/ITjgTjkjccVTgcDsLDwxEeHo7hw4ejuroaeXl5+OWXX1BTU4OIiAiqn9vRwncMPvnkE7z00kstnrOrqyuGDh2K/v37IyMjA9u2bUNAQADS0tIcRlMjhODQoUMYNWoU3n//fcyaNQtJSUl47733sHDhwnbfk5SUFFRWVmLPnj2YMmWKzXaUSiXOnj2L7OxsBAcHY8iQIfDz88Mnn3yCkSNHtnh8s9mMoqIiZGRk4OjRo2CxWJgzZw79/oknnsBnn32GuLg4BAYGQqlUQq/XQ61WO1ywvVOWg7Zs2YI1a9YgJyenfb2ygdLSUvz0009WF6s9+O2336DT6azkEHzdtssAACAASURBVDsLW7ZswZAhQ6zUB1pCfX098vPzkZ+fj+LiYgQEBNDRuDkeqj0oKChAUlISbt++3SZX0mg04urVqzh37hzc3NyQmpqK2NjYDnkEV69exfnz5/HKK6/Qdg4ePIhXXnkFoaGhHRp9LRYLvvvuO3h5eeHpp5+2+o4QgqtXr+Lnn39GSkoK+vTpY0Vf3LJlCwYOHGh3Us93330Ho9GIqqoqPPXUU0hKSgKLxcKdO3fw/fffw2Qy4fPPP4dYLMann37aliVHu+YNnTLinj9/3uEMEeCumxwQENDhdsrLyztMTrAHGo0GMpmsTUtijP5rz549YTQaUVRUhLy8PJw9exbOzs7UiAMDA+0enbZs2YI+ffq0ef7H4/GQmpqKnj17UgbN0aNH0aNHD/Tq1ctu3i4DlUqF48ePY+rUqVbGP2rUKBQWFnZ49GWz2Rg7diy+/PJLnD17Fv379wdwd5Q9ePAg6uvrMXXqVPj5+TX5be/evXHp0iW7DFer1eL27dt4/fXXoVAo8OOPPyInJwfPPvssunXrhsTERCpv4unpicuXL3c4WajJuTq0tf/g3LlzGDZsmMPbZVxcR7TjiBeAPcfx9/dv9wjFFOkePXo0Fi1ahNGjR9OaTx999BH279+PGzdutFph8+jRox1K/OBwOIiLi8P06dMxbdo06PV6bN68Gbt27cLNmzftXoq5cOECEhMTmzUcV1dX7Nq1C9999x1Wr16Nxx9/vE1MJwZOTk6YNm0aLl++jAsXLqC6uhpffvklAgMDMXv27GaPDdzVVZJKpZDL5a0eQyqVws/PjzKBXn31Vfj4+GDr1q2oqanBE088gbKyMiQlJcFoNOKXX35p83m0hk5xlV1cXJCZmenw5ZZNmzbhueee65DRqdVqrFu3DkuWLOn0SO7p06eh1Wo7xSVXKBTUpS4tLaUCz2FhYQgODqYlWORyOQICAnDnzh2HlsVlgjuXLl2C0WhE7969kZKSYnNObjKZsHbtWrz88sutrp3X19dj1qxZSE9Px6xZs7Bs2bI2zxFra2vx73//GzqdDiNGjKDCXC3h2LFjYLFYVKzLFs6cOQO1Wt0knTEzMxMnT57E9OnTkZWVhd27dyM9PR0SiQSZmZn2dv3+uMparRY6na5NVd3tAaPl4qjA1L2omVxeXt4pUwYAEIvF6Nu3L/r27Quz2YyysjKUlJTg/Pnz+OGHHyCRSBAaGopz584hMjLS4bWs+Xw+evXqhZ49e6K0tBSXLl3CqVOnEBYWhsTERERFRVnl/l6/fp1WqmgNzOh78uRJLFy4EN26dcPrr7+Ot99+2+48bxaLRfV9FAoFCCGt3vPevXvjyy+/RL9+/VokwSuVymbPo2fPnmCxWNi2bRtefPFF+Pj4oKKiwuGBKaATDJfpqKMjtiqViopDdwSOcrftgVQqbVYjx9FgVPOCg4MxcOBAmEwmSKVSFBcX48iRIwgJCcEXX3yB0NBQhIaGIjg42GESJywWC926dUO3bt2g0+lw48YNZGRk4ODBg4iNjUVSUhJCQkKQkZFB55z2YvDgwcjMzMQPP/yAt956C5999hmWLl2KOXPmtPh8EUKwf/9+Oj/fuXMnZDIZnnvuuRaJIJ6enujRowfS09Px4osv2jT0lupS9ejRA3V1dTh69CjEYjF8fX2h0+nsenG0BQ433PLy8k55w9TX1zukqqFCoXBIAkdr0Gg00Ol07Y4EdwRcLpcacmlpKd555x0kJSXRAmm7d++Gj48PNeRu3bo5xJCFQiF69OiBHj16QKlUIjs7G0eOHEF9fT2MRmObg1kMmCodn332Gf71r39hzZo1WLFihc08gYyMDBgMBqSlpYHNZmPGjBk4dOgQ/v3vf2PChAktqg0MHjwYn3/+Oa5fv46EhAS6nRBC194LCgrwxx9/4PTp0xAIBPDz80NgYCASEhLg6uoKf39/nD59GgEBAQgLC0Nubi5VfnQUHD7H3bNnD9566y0UFha2v1fN4MaNG8jKyrJSY28Ptm/fjtTU1A5zeVvDzZs3cfr0acyYMaNTj9MSlEolvLy8IJfLrV56JpOJagKVlJRAKpXC19cXwcHBCAgIQEBAADw8PBw2Qnz//fdQq9Wora2FQCBAdHQ0oqKiEBQU1OZjGI1GrFy5EmvWrEFoaCiWLVtmlQFXW1uLL774AjNmzLCaHhBCcP78eZw7dw7PP/88/p+97w5r+lzfv0PCTlC2LAER4hYZFYQ6qlXce2u1zra2tqenw7bafs+0oFXr9rgnqOAAHDjAgYhsUUDC3jMEyCTr/f3ByecrlRFCgp7z/d3XxYUmnzzvG5Ln8zzvM+7Hzc2twzUqKioQGhqKTz75BEwmE9nZ2YiLiwONRsPQoUMhlUpRW1uLmTNnUrSwJSUlePXqFRwdHVFRUYGgoCDExMQgIyMDN27cQEJCgrolwG/njFtVVaUTojU+n68Vi6sty90VeDzeW7G2r+Phw4dtRkWqwGAwKGsL/O/8p9LSUrx48QJ37tyBVCqFnZ0d7OzseqzMlZWVWLlyJSwsLFBRUYHc3FxER0dDKBTC3d0dbDYbAwYMUGtwub6+PrZu3Yo//elP2LZtG5YvX46+ffti9erV+Oqrr/Dw4UP4+vq+caan0Wjw9/eHra0trl+/joEDB2Ly5MntehoODg4YNWoUwsPDYWxsjLq6OkybNg2urq6g0Wioq6vD+fPnwWKxYGZmBltbW3h6emLy5Mk4fvw45HI51ZElFAohkUhQVVWl1dp9rSuuKsKpbfD5fK2MWdSWnK6gGoD8NhEfH69WZF9fXx+urq5tCh8EAgGqqqpQWVnZoTLb2dnB3Ny8U2V+/cigKvl0dHTExIkTwePxkJubi6SkJFy9ehXOzs6UNe7qb2dqaopdu3YhODgYJ06cwKFDhxASEgJPT08EBwd3+LoBAwbg008/xZ07d3Do0CHMnDmzXevr5+eH5ORkGBsb45NPPmmj4FZWVtDX10dZWVmbkTpSqRQikQjLly/H1atX4eXlRbUMVlZWdvp+ugutK25JSYlOaoAFAkGPy+6USiXEYrFOzuB/BJ/Pf+ttfFlZWRqzSTKZTLi7u7fJDmiizCoGxfaU29zcHH5+fvDz84NEIkF+fj5yc3Nx7949qpfb1dUVzs7OHXpJ+vr62LhxIzZu3IgzZ87g7NmzmDJlCgYOHIhPP/0Ua9aseSMSbWRkhFmzZiE/Px+RkZHo378/JkyYQHlIhBCEh4djxIgR4HK5iIyMxLx586h8PI1Gg4+PD5KSktoobnFxMQYMGABnZ2esXr0aJ0+ehLW1NWg0GqqqqjT6HDqC1hW3rKxMJ1032nBxVXNve6NGubdc8s5QW1vbWghDCJB/D3gRDlRnAgoZYOEKeAQBI5cABurdyLqjzP369YOlpSWampqoGcp9+/btsBjFyMgIw4YNw7Bhw6BUKlFTU4Pi4mJkZmYiOjoaTCaTcu9dXFzeuPkSQtDU1IQTJ06gT58+2Lt3L4KDg/HDDz9g2rRpWLJkCaZOndpm/YEDB2LTpk1ITEzEsWPHMHToUIwbNw5ZWVlQKBQICgqCUqlEeHg4QkNDMX/+fCpPPXLkSDx58gTFxcVwcHBAVlYWnj17BpFIhIiICAwePBgzZszAxYsXQaPRkJeX192Pr1Po5Iyr7RwuoB0Xt7fc5N5eqyPU19e3nmNvbwGeHQZMLAFHX4BhCNRkAze+BmL/DqyKBPpp1zLX1NSAy+WisLAQ+vr6OHfuHPh8Pvr27QtLS8s3fphMJmWV9fT0KCvu7+8PpVKJ6upqSpGjoqJgZmYGR0dHytIbGxtDLBZTAa+tW7di69atiImJwalTp7B+/XoIhUL4+flh7ty5WLZsGfr06QMDAwOMHTsWPj4+ePz4MQ4cOACZTEY1Kujp6WHRokWUaz19+nSw2WwYGRlh+vTpCA8Ph1KphIODA5ycnFBZWQlXV1c8e/YMFRUVMDU1BZ1OR1lZmTY+UgpaV1yJRKLVsLcKYrG4x50yvWkF3wXF5fF4rc0Nlk5AvxHA8IUA47UAUGkikHYGsNJuhRuTyQSTyYSbmxsSEhKwaNEiWFpaQi6Xo6GhAVwuF1wuF+Xl5Xj+/Dm4XC7kcjmlxBYWFrC0tISVlRUsLCxgZGREBcjGjBlDKXJFRQUqKyuRmpqK+vp60Ol0REVFUcpsa2uLKVOmUBVOqo6nvXv34k9/+hOGDh2KadOmYfXq1XBzc8OUKVNgaGiIly9f4vLly3B0dISvry/c3NwQFBSEQYMGITIyEtnZ2QgKCoJEIqEGfy9cuBBKpRK///47FTE/deoUpFIp6HQ6ZDKZVv/GWldchUKhteT+61AqlT3uU5XL5b3CsAi03mi0TUvbHSgUCvD5/NbAi6kp4OD95kX9/Vp/dAS5XA6BQECdHRkMBmxsbNqtfhOLxZRS19fXg8Ph4OnTp+ByuTAwMACLxQKLxQKTyaT+zWKx4OPjAxaLhcTERIhEItjZ2VHKzOVyYWFhQd0ALC0t8e233+LXX39FQ0MDzp49i6ioKOzcuRNWVlYYPHgw1Zu8fPlyFBcXIy4uDjdv3sTgwYPBZrOxYcMGxMbG4sCBA2hpacHy5cvx/PlznD17FvPmzcPgwYNx7do11NfXQyqVwsnJiert1Sa0rrhyuVwniqtQKHp8Nu1qEps2oWJQeFtoamqCnp5erwTiOoJMJoO+vr5aKSRjY2M4ODi8URxDCIFAIEBzczMEAgH4fD74fD6qqqrA5/OpxwQCAQwNDVFTUwMmkwl7e3uK4kipVEIoFKKurg7Nzc3gcrmg0+mwtrbGt99+CyaTCQ6Hg5cvXyIxMRFbt27Fhg0b0K9fP7DZbAwZMgRyuRy5ubkQi8Vwd3dHv379UF9fj4sXL8Ld3R12dnY4evQorK2tUV5ejpEjR4LD4WDAgAHUHrQJnVhcbTV/vw5tWNzeUlxVUUtv1EN3BJWL9jYhl8t7XKJKo9Eo69oZTp06BV9fX5ibm7dR8NcVm8/nQygUgk6nQ09PD83NzeDz+dR0ABcXF/Tr1w80Gg1SqRRcLhdVVVVISEjApUuXUF9fD1NT0zaWn8lkIikpifp/XV0dmEwmXrx4ATqdjvz8fNBoNK1/F3RicaVS6RtDknoKsVhMlc5pCj6fj5aWFq3v7Y9QKBSQyWQ6X6czNDQ0gEajvdU98Hi8Xvs7CIXCNkreUSpOqVRCKpVSPwKBAGKxGCKRCHV1dXj16hXc3d0hFApha2sLV1dXSCQS6nvd2NgIHo+H+vp68Hg8lJWVITs7m2qukclk7bY5vvN5XD09Pa0fxFVye0LBCUAnLktH6/R0rz0Fg8HolffaGeh0eq/tQU9Pj1JKgUDwxo9QKKQsr0QiQUtLC+UR0Ol0yiK2tLQgNzeXihHU1taipqYGVVVVqK6uRlNTE+h0OmVhTU1N4eLiAhaLBRMTE7BYLBgbG4NOp4MQAgaDgbNnz2qdxknriquaAq7tiKqxsTFMTU17FPAxMzODoaGhzqO9hBAYGBi0SXH0NlpaWkAIeauRbTqdDjqdrpU9tLS0dOoC83g8il/59QCWsbExDAwMwGAwYGxsDDMzMzQ3N4PH44FGo1GRbIVCQbF8NDU1obCwEM3Nzejfvz8GDx6MKVOmwMbGBlKpFPb29iCEQCqVQiaTwcTEBE5OTsjOzoa+vj6EQiEGDRqEvLw8TJs2DRcuXOjxkeGP0Lri0ul0tLS0aFssdUd92zLUAY1Go9Z6W+fMPn36QC6XQyKRUE31vQ0Gg0G5jurcwCQSCZUq4nK5bVJHSqWyTTRZlXKytbUFi8XCixcvYGhoCA8PD1RVVVE/zc3NVETZwsICrq6usLS0hLm5OZ48eYLQ0FDExsaipqYGzs7OsLW1xQcffICdO3fC0dER6enp1BgdDw8PuLu7U8R+MpkMS5YsQXV1NVJSUjB//nzk5uYiPz8f2dnZUCgUePjwIZRK5bt/xmUwGBCLxdoWCz09vR6H1Ol0erdHTWgKIyMjiMXit1Y9pa+vDyaTiaKiIp0186uzByMjIzQ3N1MtfXK5HDwer42Cqn6kUmmbXK67uzv8/PyoXO7rX35V4X5lZSXy8vJQXFwMkUhElVi6u7tj7NixsLKyogKSAoEAYWFhuHLlChISEqjii507d2LOnDkwMDBAbGwsSkpKkJ2djYyMDPj4+GDq1KkwNjYGj8fD1atXIZPJsGbNGmRlZSEyMhIMBgNr166FkZERLl++jLVr10IgEODq1atoaWmBQqF49xXXwMBAJ8EIIyMjSCQSjXs6gdbCdF3NcvkjWCyW1jqaNEXfvn1RWFjY64pLCKHSLiYmJrhx4wYIIeByuZQSqxTU3t4ew4cPh6WlJVgsVodfcIlEgtLSUqoVkcvlwtbWllLSkSNHIjIyEmvWrGnzuoqKChw/fhw3btzA8+fP0b9/f3z44Yf4+eef4ef3vzls1Xyn9PR0iEQizJs3D0OGDKHiFSkpKYiNjUVAQAD8/f2puVEJCQnQ09NDQkICWCwWRYCfkZGBpqYmWFhYUEwc2oTWFdfW1haFhYXaFkspQk9mBqlk9AZUa73NRgNLS0sUFxfrdA1CCBobG1FZWUm5p5WVlaDT6bCysqK8nNGjR1MuqjrHh5aWljaKWl9fDwcHBzg7OyMoKAj29vZtzo2qYGBdXR0sLS1x8+ZN7Nq1C0+fPsWIESMwc+ZMXL58uU1TgOp1OTk5iI2NhZmZGZYsWYLs7GxkZ2dj6NChIITg7t27yM/Px8cff0y1C8rlckRGRmLWrFlwdHRESkoKnj59ipaWFty8eRNDhgzBggULEB4eDoVCoXVyQq0rrqOjo9ab6IHWMrqezrZRydA2jUhna71NWFtbo7S0VGvyOlJSfX19qjNo9OjRsLe3pzyNV69eITU1tcv2QkIIqqurKYaJuro6akj05MmT4eDg0GmAh0ajwcPDAz/88APu3r0LoVCIJUuW4PTp0x12ldXX1yMyMhIymQxTp06liiVsbW1x5MgRJCUloba2FtXV1fj444/b1CdkZWWBxWJh6NCh1IhNKysrFBUVYe7cuZBIJDh9+jTs7OygVCq1TtygdcV1dnamprFpE0wms8fWksFgwNDQECKRSOcVRb1p3TsCm83WmJReEyVtD/b29oiKimr3ZimXy1FcXIzc3FxwOBzQ6XSw2WxMnDgRTk5Oakdinz17huDgYMTExMDR0RE//vgj1q1b16FlVyqVSExMRHx8PMaNG4f33nuvzd4YDAaWLl2KI0eOUP24fwzwpaSkIDAwsM3rHBwcEBsbi6amJly6dAn29vbIzMwEIUTrnpfWFdfJyQmPHz/WtliwWCy1OG/VkSMQCHSuuEwmE7W1tTpdoyuMGTMGN27cUOtaPp+PsrIySlH/qKR+fn6ws7Pr9plddW5VnW1FIhHy8vKQm5uLwsJC2NjYwMPDAytWrICVlZXanpBSqcSZM2fw22+/obi4GDNmzMDTp0+RnZ0NNze3DpWWy+Xi+vXr0NPTw7p16zpkKSkoKACLxQKdTkdERASmT59ONc+oijD+2AVnZWUFQ0NDHDp0CP7+/hSjB51Of/ddZTs7O50MTGaxWFpx+1SWu7OzsliqQGIhFx79WHDoq1n5Zp8+fcDhcDTdplYwceJEfPTRR5BKpW/QwggEAur8WFxcDKFQSHFOaaqk7UHFAhkbGws+n0+1vbHZbEyfPl2jG2hUVBS+//57cLlcbN68GV999RUlx9raGufPn8egQYPeyB9zOBxcv34dY8eOfcPKvo6GhgbExcVhzZo1MDc3R3x8PI4cOQIXFxcMGzYMIpGImiQhk8mo3uG0tDTQaDQwGAy4ubkhNDQUhYWFMDQ0fPctrr29vU4it9pyPdWRwxNJ8fGpZGyfNxxL3+vf6bUdwc7ODlVVVb1ynu4I1tbWMDc3R0JCAnx8fFBSUoKioiKUlJRAIBDA2dkZLi4u8PHxoaYJagsKhQL5+fl48eIFCgoKQKPRMGvWLCxdulTjCOvTp0/x1VdfgcPh4PPPP8e2bdveuCHZ2dnBy8sLN27cwOLFi6mo8JMnT5CUlISlS5d2ytBCCEFkZCQCAwNhZWUFABg3bhz8/PyQmZmJzMxMFBUVQS6XY/v27VAoFLC2toaDgwPmzZsHBwcHJCUlUWfr27dvU22J2oROLK4uFFdbwZ4+ffp0OVjazLj1i8WXaF66+UcXsbchFApRXFwMJycnHDx4EN7e3ujfvz9cXFzg7e0NW1tbrTdcEEJQXl6OzMxMZGdnw9LSEiNGjMDUqVNx8uRJMJlMjZQ2JycHmzdvxtOnT7Fq1SrcvXu3U0LCsWPH4ujRo3jx4gUGDx6MyMhINDQ0YN26dV0SGSYnJ0OpVLZJFQGAoaEhfH194evrixs3bsDCwoLilPrj31HVhlhbW4vi4mKYmJhonYdNZ4qr7U4c1dm0p3Lt7Oy6nF5uakAHy5CBYq5I43VoNBrs7e1RWVnZK4orEonauL7Nzc1wdnaGv78/nj59irCwMJ11RgkEAqSlpSEjIwN0Oh3Dhw/HunXr2gzH9vX1RXJycrcGoFVUVOCrr77CzZs3MWvWLHA4HLUsF4PBwNy5c3HmzBk8efIENjY2WL16dZc3DYFAgAcPHmDNmjVd/q1UQ6//iMLCQty7dw+LFi3CmTNnUF5ejoEDB777BRhMJhN0Oh3l5eVv5Mx6An19fZiZmaG+vr5HBdvquLA0Gg2e/fsiraRzy6zuWroogJDL5RRBd3FxMZqamiiLOmfOHPTr1w96enoICAiAh4cHRCKRVotBCCEoLS1FcnIyCgoKqLxlR8RwI0eOxIMHD9RiIVEqlfj73/+OkJAQvP/++0hPT+92OqVv374wNTVFQ0MDpk6dqpalT09Px6BBgygXuSOYmpq2e9wqKipCREQEFi1ahIqKCtTX18PS0lIt2tnuQidjNu3t7fHo0SOsWLFC63IrKyt7pLhmZmYghIDP53fqNo3qb479sXkQSxUwNtCs3lgd694diEQiigmxoKAA1tbW8PDwwKxZszoc1K2aaKCa1t5TtLS0IDMzE8nJySCEwMfHBzNmzOiyHtrIyAhDhgxBamoqxo0b1+F1r169wtKlS6noryYjXFpaWnD+/Hm4uLhg0KBBuHz5MqZOndpmMsEfoVQqkZKSohbhvp2dHZKTk6n/E0Lw4sULxMTEYOHChXBycsL169eRmZkJKyurDicE9gQ6UdzRo0fj9u3bWldclQVTZ/JaR3jdhe1McUc49IGSAFmVTfBx0YzY3N7enupY0dRV4nK5VJ6zuroarq6u8PDwwLRp09SOyH744Ye4cuVKjxS3pqYGKSkpePnyJQYMGICpU6fCxcWlW+/L398fJ0+ehKen5xvHh9et7MKFC3Ho0CGNmiMUCgXCwsJgbW2NadOmgUajUTzHOTk5Hf7d8vLyYGZmplb0197eHhUVFVQTx40bN8DlcqnZu4mJiWAymUhJSQGbzcb777/f7ffRFXSiuAEBATh69KjW5drb2+PVq1c9lqPiJRo0aFCH1wx3bP1iZZZrrrhmZmZgMpmoqKhQm2taqVSivLycUlaJRAIPDw+MGTMGrq6uGgV3Pv74Y0yYMAFCobBb6RdCCIqLixEfH4+6ujp4eXnh008/1XhShZWVFUaPHo2oqCgsX76cUnptWFnVfm/cuAFDQ0PMmDGDkm9vb4+NGzciLi4Ohw4dwsSJEzF8+PA2BR7Jycnw8fFRax1Vo/6NGzeQl5eHUaNGYf78+WAwGOByuXj06BHMzMxgZmYGGo32RqBLG9CJ4np7e+Ovf/2r1uX269cP1dXVWglQdTWv1NbMCLZmhsgoa9R4HaC1eik3N7dTxZVKpSgoKEBubi7y8vLAYrHAZrMxd+5crYwE9fHxgbOzM/bt24ctW7Z0eT0hBLm5uYiPj4dEIkFgYCCGDx+ulRbFgIAAvHr1Cunp6fD09NSKlVUhOTkZ5eXlWLt27RvfDwaDgQ8//BCDBw/GgwcPcP/+fXh6esLHxwempqYoKSnB4sWLu1yDx+MhJSWFYphcuXIlxZOlVCqpPPHmzZvh6+uLwsJCeHl5afyeOoJOFHfkyJHg8Xhobm7W6hwhIyMjsFisHgeo7O3tER0d3aULGzjQGjFZ1RBJ5TAx0OxPxWazERUV9YYVaW5upqxqaWkpHB0dwWazMX78eJ3Q227cuBF79+7tVHEVCgVevnyJJ0+egMFgIDAwEIMGDdJqNJpOp2P27Nk4ePAg1qxZg4aGhh5ZWRWKiorw6NEjrF27tlOyQkdHR6xYsQJcLhcpKSn417/+RTXap6amUpPmVcyMYrEY1dXVVNmnSCTCyJEjsX79ekRGRqKsrIxS3KSkJNBoNJiZmeHly5fw9PREcXGxTj5PnSiuiYkJHB0dERkZ+c4GqIyMjFBTU9Np4GCRjyMi0spxN7sGsz01G83p4OAAoVAIHo8HAwMDZGVl4cWLF+ByuXB3d4enpycWLFigE2bM17Fx40b8/PPPuH///htKIpPJkJ6ejoSEBJibm2PKlClUwb0ukJOTg/3798PT0xNPnz7tMbkgn89HREQE5s+f3yYF1RksLS0xZcoUTJo0CXFxcSgrKwOXy0V2djakUinF0mloaAgbGxu4uroiICCA6ngCgNmzZ+P48eNwcXGBvr4+Hj16hHXr1uHLL7/EmDFjUF9f32YekzahE8UFWocm6SpAVVlZ2eMAlYeHB3JzcztVXF8XC9iwDHH7ZbXGiiuXy2FlZYXQ0FA0NzfDw8MDY8eOxYABA3qVHcPAwADz5s3D9u3bKcWVy+VISUlBfHw8HB0dsWDBAp3MfXod+/fvx5YtW/DTTz/BysoKycnJGDt2rMbyCCGIjo6Gl5eXRkpCp9MhFAoxfPhwtc+4KlhaWmL69Ok4f/48DA0NMW7cODAYDFy/fh1/11MvswAAIABJREFU/vOfcffuXUyfPr3be1IHOlPcMWPG4NixY1qX6+zsjPT09B7LYbPZuHPnTqepCT09GqYM7Yfw1PJupYWUSiWKiorw4sUL5Obmom/fviCE4Ouvv9ZJTk9d/PWvfwWbzUZCQgJMTU0RFxcHGxsbrFixQicpi9ehVCqxYcMGRERE4OLFi5g+fTr4fD5OnjwJY2Nj+Pr6aiQ3MzMTjY2NWLRokcZ7q6qq6rbSquDh4YG4uDg0NTXBwMAA33//PQYNGgQ6nQ6xWIz33ntP4311Bp2RDPv4+Gh9QhnQ6ipLJJIedwo5OTmhsbERzc3NnV4XNKwfxDIFHnLqOr2OEILKykrExMRg9+7diI2NRb9+/bBp0yasXbsWIpHorbf52dvbY+7cudi4cSNSU1OpGTq6Vloej4eAgADExsYiKSmJskIsFgsrV65EfHw8MjIyui2Xz+fjzp07mDNnTo+8F6FQqBGhnVwux6VLl+Dg4IA1a9YgNjYWZ86cwcqVKwG0NivoIjAF6FBxVQEqbbTivQ4ajUYRdvUEdDodAwcO7LKDZ7SrBcxN9BH5vKLd53k8Hh49eoSDBw8iPDwcBgYGWLVqFdavXw8/Pz8wmUwwGAyMGjUKKSkpPdpzT1BaWoqTJ0/Cy8sLpaWlsLGx6Vb5oaZ4+fIlRo4cCSMjI2RmZr7RCmdubo4VK1YgLi4OSUlJ3ZJ9+/ZteHt797jzRhPidlWRh2pkp6oow8vLC01NTaisrASLxVL7zN1d6ExxTUxM4OnpiT179mhdNpvN1krLnDpyGHQ9LPJxQkxWDaqaWknwRCIRkpOTceLECRw7dgx8Ph+zZs3CF198gQkTJrRbMuft7Y3nz5/rhHO6M9TW1iI0NBRXrlyBl5cXvvzyS2zatAnfffedzhkvr169ioCAAMyZMwf379/vsNTR2toaq1evRmJiIh48eKAWJ3V5eTnKysq0UtzQ3fSiQCDAmTNnYGlpiblz54JOpyMnJwdRUVH4y1/+AiMjI+Tn52P06NE93ltH0Ok8jiVLluDatWtalztgwABUVlb2mE3Szc0NJSUlkEqlnV63ws8ZhBDsiU5DWFgY9u7di5KSEgQGBuLrr7/G9OnT4eTk1GkU1tzcHI6Ojnj58mWP9qwuWlpaEBMTg9OnT8PFxQWff/45PD09oaenh59//hl8Ph9///vfdbb+2bNnsXLlSvz222/Yu3dvl4phbm6Ojz/+GIWFhTh9+nSnnhohBPfv38e4ceO0QsLGYDDUYv9UlTYePnwYHh4emD59OkXDu2zZMixYsAA8Hg9GRkaorq7G/Pnze7y3TjfTjZ9ugcPhEFNTUyKTybr70i4RGhpKnj9/3mM5586dIxkZGR0+39zcTB48eEAmbAslg3+MJM9S0ohEItFoLQ6HQ/71r39pulW1oFQqyfPnz8lvv/1Grl27RgQCQbvX3b17l5iampKcnByt7+HIkSPE1NSUXLp0qduvVSgUJCEhgQQHB5PExESiVCrfuCYvL4/s27ePKBQKbWyX7N69mzQ0NHR6DZ/PJ2FhYeTAgQOkoqKizXN/+9vfiIODA6mtrSXbt28n33//PenXrx8Ri8WabEctXdSpxXV3d4eFhQXOnz+vddkeHh5acZd9fHzeOHuSf5f6Xb58GQcPHgSfz8efZ3pDpNBDCbHSOOfq5uYGkUik9SHHKtTU1ODUqVNITEzEokWLMHv27A5LHCdNmoQFCxZg6dKlWnWZ9+3bhz//+c+4cOECFi5c2O3X6+npwd/fH2vXrkVWVhZOnTrVxvoSQhAbG4sPPvhAa4UhFhYWqKtrP/hIXrOyVlZW2LBhQ5vWQg6Hg19//RUnTpxAVlYWrK2tweFw4OXlpVMiep2Prlu0aBFOnDihdbkeHh4oKCjoMUm6u7s7NbZRIpEgKSkJBw8exM2bN+Hs7IyvvvoKM2bMwDSfgfCwZeJUQrHGc4H09PQQGBiI2NhYrc4WkkgkuH37Ns6cOYNhw4Zh3bp1auVjDx06hPr6evzlL3/Ryj727NmDH3/8EeHh4Zg1a1aPZFlaWmL16tUYNGgQjh07hpiYGHC5XJSWlkImk2m1VVLVvPI6lEolOBwOzp07h8ePH2PZsmWYOHFimyCWUqnE4sWLMX/+fAQGBiIpKQl8Ph8lJSU9Sk+pA53lcVWYO3cuTp06pXW5TCYTNjY24HA4PfoQ9fT0wGazERERAaFQCDc3N0yfPh3Ozs5tzqw0Gg2rxrjgp6svkVzMw3uumjUejBo1Ck+fPkVhYWHr0OkeQGUN7t69C3d3d3z22WfdaiIwNjbGuXPnMH36dPj7+yMoKEjjvRw5cgTbtm1DREQEJk+erLGc16GyvoMHD0ZKSgpOnDhBFc8QLVIC2dvb48WLFwBaU0Pp6elITU2FiYkJfH19MWzYsHajzuvXr0dzczMOHz6Mx48fo3///sjPz0dFRQWmTZumlb11BFo37/zdNhMKhQLm5ua4desWAgICuvvyTvHixQtkZGRQebPuQC6XIycnB8nJyeDxeJBIJNi4cWOnTdQiqRzvB8eB3Y+FC+s17/jIzs7G48ePsWHDBo2/fM3NzYiOjkZzczNmzJjRo4qnvXv34pdffkFKSopGN5NTp07h888/R2hoKGbOnKnxProCj8fDoUOHYG1tDYFAAG9vbwwcOBA2NjY9GqpVUVGB8+fPw93dHRwOB4MGDYKPj88bQ7Zfx759+/Dzzz8jKSkJNjY2OHLkCJycnHDz5k1kZ2f3pA9brS+Ezi0unU7HjBkzsGfPHq0r7uDBgxETE4P6+vouWQtUaGpqQkpKCtLT02FjYwN/f3+w2WxcvXoV+fn5ncoxMWBg04SB+Gt0NuLz6hHort6a7e37yZMnyMrK6rS5uz0QQvD8+XPcvXsXvr6+WLx4cY9LJzdv3oyMjAxMnjwZmZmZ3bLaly5dwueff47Tp0/rVGmB1iqpESNGYMaMGaiqqkJaWhoiIyPB5XJhZWUFOzs7ik7W3NycmhxJo9GgUCioGbc1NTVt+KLFYjHkcjlYLBY2b97cZe10XFwcfvjhB1y+fBnu7u64fv06hg8fjvT0dOTl5encTQZ6weICrfm8L774AuXl5Zq8vFPcv38fMpmsUzePEIKCggKkpKSgtLQUI0aMgI+PTxslLS0tRWRkJDZt2tSpFWyRK/DBzoewMDXA9U0B0NPTzGIWFhbixo0b+Oyzz9RWvNetrIqeRltQKBQICAiAoaEhYmNj1dpTeno6xo4di/3792PVqlVa20t7IIRg3759WLhw4RsFFyqK1NeVsampCXK5HHK5nPo8GQwGDAwMYG1tTSm5vb09zM3NcffuXdBoNHz44Yed7oPD4cDf3x/fffcdvv/+e9TV1eHUqVPw9vZGSkoKduzYgfj4+C4nN3QC9b5Q6oafiQbpIBWEQiExNTUljx8/1lREh+DxeCQ4OJi0tLS88ZxcLifp6elk//795PDhwyQ1NbXd6whpTaMcPnxYrfRIRGoZcf4+mkRmVHR5bWc4e/YsiY+P7/I6pVJJ0tPTSUhICImLiyNyubxH63aExsZG4uHhQYKCgrpMtdTV1RE7OzvyzTff6GQvf0RNTQ3ZvXt3u+mhzqBUKtVKG3G5XBISEkKkUmmH1xQWFhJbW1uyceNGSvbZs2fJ48ePSUhICFm1ahVxd3fv1v7awdtPB6lgYmKCNWvWqNXE3V307dsXTk5ObQobZDIZnj17hn379iEzMxNTp07Fhg0b4OXl1WGRP41Gw/jx4xEbG9tlemS2pwMG9WNh551cyBSap1KmT5+OJ0+eoL6+vsNrmpubERoaisTERKxcuRLjx4/XWVdRnz598OTJE3A4HMycObPDiL1CoUBQUBBGjBiB4OBgnezlj8jNzYWHh0e3YwKqWcVdwcLCAnZ2dh2ObCksLERgYCCCgoJw+PBhAKAm+ymVShgYGODZs2f47rvvurU/TdErigsAn3/+OdLS0ros6tcEKupPsViMR48e4ffff0dxcTEWLFiAjz76SO3eUg8PD6qmtjPQ9Wj4PmgQSrgiHIwr0Hjf5ubmGD9+PK5fv97uzSInJwdHjhyBvb091q9fr/NmAKCVXiYxMREcDgdTpkxpt6ps1apV4PP5uHr1qs4oX/8IDofTE/dTLfj6+iIpKemNVF1OTg4VdVelNpuamnD//n0EBQUhMTER5eXlqKiowNKlS3W6RxV6TXE9PDzg5eWlE6trY2MDHo+H33//HQ0NDVi1ahUWL17c7UirauragwcPuiyBmzDIBrM97bE3Ng/ppZrTuPr6+oLBYCAxMZF6TC6X4+bNm7hz5w6WLl2qUyvbHqytrfHs2TPU1NTAx8cH1dXV1HM7d+7EzZs3cfv27R43wKsLoVCIuro6nTdFqBogXqc1io6Ohr+/PxYuXIjjx49DT0+PmnYwevRo5ObmwsrKCklJSfjoo490PpNKhV5TXAD45ptvcOXKFa3J4/F4iI6OxqFDh2Brawt7e3vMmTOHmmGqCfr37w9bW1u1Onn+OnsY+pkZ4auLGRC2aDbpXjWaIz4+HvX19eByuTh+/DgEAgE2btyo88b2jmBhYYHU1FS4urpi5MiRSExMRExMDP7nf/4Hly5d0hmzQ3soKyvr1vQ+TaGnp4fZs2dTE/f++c9/YsmSJfjHP/6B/fv3U9elpaVBLBZjxIgRSE9PR11dHTIzM/HFF1/odH9toO5hmPQgOKWCTCYjlpaWJCwsrEdyqqurSXh4OAkODib37t0jAoGAyGQysmfPHlJSUtLTbZLq6mqyY8cOtWqSEwvqicuWaPLd5Z7VTT979oz8/vvvJCQkhCQlJXU7CKNLbNu2jZiYmBBTU1Oye/fuXl///v375P79+zpfR97YSJRKJYmNjSUTJkwglpaW5MGDB22uUQWxqqurSWRkJDl16hRZtmwZ8ff319Y23p3glAoMBgObN2/GP//5T41eX1paitDQUJw7dw62trbYvHkzJk6cCFNTUzAYDIwfPx737t3rcTmhra0tBg4ciISEhC6vHT3AEp+Oc8PFlDLceqEZcYBUKkVVVRWEQiGcnJzg4+Pz1gaFtYdffvkFlpaWkMlkiIuL63L2krZRVVWl9aFZr4MQgsaICORPnoLUffuxbt06lJWV4cyZM20YUlpaWhAWFoZx48ZRrXy1tbV4+PAhvvnmG53trz30quICwIYNGyhmQ3VACEFeXh5OnjyJq1evYuDAgdi8eTMCAwPfKOIePnw4WlpatNJ8MH78eCQnJ3ca8VXhq0keGOHYB1uuvKB6dtVFbW0tjh49CqVSiS+++AI8Hq/bDeW6xrfffgtDQ0Pk5uaiqakJ7u7uCAsL65W1yb+ZRXSluC2FRSj9aBWqftqKchoNq7Ztxbx58xAfH4+cnByKx5sQgitXrlA31hs3bsDOzg4ikQhisbjHtdndhrqmmWjBVVZh9uzZZM6cOZ1eo1QqSV5eHjly5Ag5ePAgef78uVr5uNzcXHLgwAGttHwlJiaSY8eOqSWroJZPBm29RZb+6ylRKNRzc7OyskhISAhJT0+nHmtoaCA7duwgBQUFGu9bm0hOTiYmJiYkMTGReuzgwYPEzMyMzJgxg5SXl+t0/aamJhISEqL1o4OipYXU7ttPcoYNJy89R5FP3AaSQWw2SUtLo66pqKggISEhJC8vj9y/f5+cOHGCyOVykpSURA4fPkx+/fVXMmLECPLzzz9rc2tq6eJbUdy0tDRiampKqqqq2n2+rKyMnDp1iuzbt49kZWV160NTKpXk+PHjbZRBUyiVSnLy5Eny5MkTta4PSyohzt9Hk913c7uUGxcXR3bt2vVGbychhBQVFZEdO3YQLper0b61BblcTthsNtm8efMbz5WXl5OgoCBiYmJC1q9f32U/q6YoLS0lR48e1Zo8aU0Nqf39d8IJfJ9ksweRUyNGEOc+fciWLVvaLWwpLS0l27dvJyEhIUQgEJCGhgYSHBxMIiIiyJ49e4ipqSmpra3V2v7Iu3jGVWHUqFGYPHnyG80BdXV1uHjxIi5duoThw4fjs88+w5AhQ7p13utOSkcdWa9HfLvCIh8nzPNywJ57eTiXWNLuNVKpFJcvX0ZBQQHWr1/frgvo4uKCcePGISwsrMcsHz3Bt99+C4VCgZ07d77xnIODA27duoXY2Fi8fPkSLi4u+OGHH7Q+G5nP52tE5PY6iFQKwcOHqPj6z8ifOAn1hw7jhVCITbW1eOTjg7TCQmzfvr3dlBuNRqO+f/Hx8bh27Rq8vLyQn5+PgwcP4ptvvulRFkNT9EqtcnvIz8+nwun9+vXDw4cPkZubizFjxuC9997rMSVJaGgo+vfvr5XGhmfPnuHly5f4+OOPuyw4kCmU2Hg2FXG5tdi9yBNzRv1vh0ljYyPCwsJgZ2eH6dOnd5neuHv3LoqKivDRRx/ptCm7PaSkpGDcuHF49Pe/o2/MHdBMjEE3MQXN0BAMK0sYenjA0N0dhh4eYNja4vbt29iyZQsKCwsxY8YM/PDDDxgxYkSP95GUlIS6urpu8xMTqRTCxEQ037oN/v37UDY3Q25khAeEYF9hAYZOmoTdu3fDxcWlQxlVVVU4f/48Zs2aBUdHR5w7dw51dXVwdHREVVUVfv31V5SXl2t1fCnUrFV+a4oLtPYzZmdnY/bs2fD29kZAQIDWvqANDQ04duwY1qxZo3bnUEcghOD06dPU8K2uIJEpsPpkEpKLeTi03AuTh/ZDSUkJwsPDERAQgNGjR6vlRRBCcOvWLVRVVWHFihU6n3aggkKhwNChQzFlyhT8Y+EiNF2JgFIkhlIohFLaAnlVNeS1tdT1en36wMDFGQbOzqg1MMTFxERcSnoG84EDsWbtWqxYsULj4d7379+Hvr6+WqTpSrEYoqQkNN+OoZQVJibIMzfHKU4uUuRyLF6xAt988w1sbW07lVVbW4uzZ89i2rRpGDx4MHg8Ho4ePYpBgwYhIyMDFy5cwKeffoovv/xSo/fVCd59xVURUZ89exYffPCBNkUD6J6l7AqqD+6jjz5Sq/RQ0CLH8mPPkFPZjB8C+oCbnYC5c+d2u9+VkNYJdDU1NVi+fHmvWN6vv/4aUVFRyM7O7tDzUTQ2oiUvDxIOBy15eZCWlEBaVAz5a1VWLQYGyJG2IKe5GTQrK/T38sK4efPQ38sb+jbWoKlBDh8ZGQkHBwd4e3tTjxGFAvJ6LuQ11ZAWF0Oc8RzijAxIcnMBhQJKY2PkMJm4XFmB21VVGOnjg08++QRLlixR63tQXV2N8+fPY8qUKRg2bBgUCgXOnDkDFxcXpKWlQSAQ4Ny5c8jKytIFwf27r7gAsGXLFkRFRSErK0vboilLyWaz4e/v32N5L1++xL1797B+/Xq1Stt4whZM33UPdSIl/rV0OCaMcNFoXUIIbt++jbKyMqxcuVKnpYZZWVl47733EBsbqxG9qKK5GS35+ZC8eoWWnFeQZGVBUlIMCEVvXCsyMACsrNDXzQ2mzs6gm5mBKBWAQtn6W0mQz+GgD5MJc7oeZNU1kFVXQV5bB7wWv5Dr66Pc2AgZIhFiq6vxEoDf++9j4cKFmDdvXrdudhUVFQgNDcW0adMwZMgQAKBaKQ0NDWFiYoJVq1Zh9+7dWL58ebf/PmrgP0Nxm5qa4OTkhHPnzukkF6ZNlxlodd1KS0vx0UcfdVo/rFAoWqe51TUhvLE/GkUyhG3wxxB7zaYXEkJw7949cDgcLFmyBJaWlpq+hU4xadIk2Nraap3gTyEQQF5dDXF5OV49SUBZehqEpWVgNDaij1wOWwYDLD09KND6JSM0GgiNBiUhIDQaRPoMNNLpqJHLUSFpQalIiGI+H/V6eqD1749hI0Zg9OjRmDBhAgYPHqyRh5Wbm4vIyEjMmjWLamhITk5GUlISxo4diwcPHqCsrAzXrl3Dq1evdNVg8Z+huACwY8cOHDx4EEVFRboQr1WXmRCCsLAwMJnMNsOTX4cqcqynp4cFCxagRiDDwsNP0SJX4shKb/hqOCgbaA0aPXjwQCO3uyvEx8cjKCgI+fn5vdKJpIJSqURFRQUKCwpQXFKCkpIS1NbWQiqVoqKiAkwmE+bm5jA2NoajoyP69+8PV1dXuLm5aWVSACEE8fHxSE5OxuLFiynKmuLiYoSHh2Pp0qUICwvDrFmz4Ovri9DQUEydOrXH63aAd6eRviuIxWJia2tL/va3v+lEviofm5CQoBV5EomEHDhwgCQlJb3xnFAoJEePHiXXrl1rU7hRVCcgE3bEkYE/3iChz3pWT11cXEx27txJnj59qtXCBF9fX7Jp0yatydMGrly50invdU8hlUrJ5cuXydGjR0lzczP1+OuFMBEREeTWrVtkzpw5xM/PT9d15O9uHvePMDIywrlz5/Drr7+qXQrZHajysY8fP+6QP7c7MDQ0xJIlS/Dw4cM2XkJjYyNOnDgBV1dXzJo1q411d7EyxdXPAuDvZoUtV17gfyKzINewCd/Z2Rlr165FRkYGIiMje5yvBlqDQHl5eRrXkesKdDpdK++vPTQ1NeHkyZOg0+lYvXo1lS+WSqUICwvD+++/D4lEgoqKChBCcOfOHZw9e/bdqCNXV8OJDi2uCmvWrCFDhw7Vmfz09HSyd+9eIhKJtCKvsLCQ7Nixg9TU1JDq6mry22+/tSkNbA8yuYL8LSqLOH8fTZYdfUp4wvapdNRBS0sLuXjxIjly5AipqanRWI5CoSBsNpts27ZNYxm6wr1798jDhw+1Ljc7O5vs3LmTPHnypI0Flcvl5MKFC+TatWukurqahISEkKKiImJjY9NbnVFq6eI7ccZVobm5Ge7u7vjiiy+wdetWnawRExOD2tpaLF++XCvBhczMTNy+fRsAMG3aNLVZGy+llGHr1Zew62uEQ8u9exS0Sk1NRWxsLPz9/REQENDt93XixAn8+OOPKC0tfavze9uDpgUYHUEkEuHWrVuorKzE7Nmz0b9/f+o5pVKJiIgIyOVyzJgxAydPnsT48ePxyy+/oLy8HM+ePesNxg+1zPk74SqrYGZmhvPnzyM4OFgnLjMAfPjhh6DRaLhz545W5LFYLCgUCtBotE55eP+IRT5OCN3gB7FUgTkHnuBEfJFG7Yg0Gg0+Pj7YsGEDiouLcfz4cdS+VhzRFRQKBX755Rf89NNP75zSAq3E9wKBQCuycnJycOjQITCZTHzyySdvKO21a9fQ0tKCefPm4cqVKxg8eDBqampw584dhIaG9hpNj1pQ1zSTXnCVVdC1yywSicjevXvbdIJogoKCAsqVSkpKInv27Ol2sT1X0ELWnkoizt9Hk1UnnpGaZo0GRRFCWoNwycnJJDg4mDx8+FCtYWvbt28nrq6uWhugpW1oo8mAz+eT8PBwsnfv3naJFhQKBbl69So5deoUkUql5MaNG+T8+fNELBb3pouswrvbHdQVmpqaiI2Njc6izIS00ouGhIRozJiRl5dHQkJCSHFxMfVYUlIS2bVrF6mvr++WLKVSSU4nFBH3n26SIdtukf2xeUQs1ZyClcfjkQsXLpDdu3eT9PT0DpVSoVAQe3t7cvLkSY3X0jV60tYnFovJ/fv3SXBwMLlz50671KtyuZyEh4eTM2fOkJaWFpKcnEz2799PxGIxmTNnDvHx8entm9p/ruIS0joGkslkaoWKpiNwOByyc+dO0tjY2K3XqZS2vb2lpaWR3377TaNgUWGdgKw7nUycv48mY7bfJ9czKnqUeigpKSHHjx8nBw8eJK9evXpDVnh4OLGxsXlnrS0hrTe1kJAQ0tTUpPZrZDIZSUhIIDt27CDXrl0jPB6vw+vCwsLI+fPniUwmI8XFxWTHjh2kvr6e3Llzh5iYmJC8vDxtvRV18Z+tuIQQsm7dOjJgwACdfrHi4+PJoUOH1I40q9zj0tLSDq/JzMwkISEhhMPhaLSnJ/l1ZOqeR8T5+2gy50A8SS3RvNdVqVSSV69ekQMHDpDjx4+TwsJCSoEDAwPJV199pbHs3sK5c+fUIqqXyWQkLS2N7Nq1i4SGhnZ68+Tz+eT48ePk0qVLRCaTkdraWrJjxw6Sn59P6urqiIWFBdmzZ48234a6+M+LKv8REokEfn5+sLa2xt27d3WyBvl3fq60tBQrV67stK61qKgI4eHhWLRoUZdUoWVlZbh8+TJGjx6NMWPGdDv3p1ASRKSVY0dMLur4LZg10h7fBbHhaG7SLTkqKJVKZGZm4smTJ6DRaHB0dMTixYtRVFTUq1VSmiA2NhYAOmxEaWxsREpKCjIyMmBra4vx48fDycmpQ3lVVVUICwvDqFGjMG7cODQ0NOD06dOYNGkShg0bBjabDU9PT1y6dOlt5Gz/cyqnOkNlZSWxtLQk3333nc7WUCqVJDo6mhw/frzDESXFxcVUIEpdNDY2kiNHjpArV650OtqiMwgkMvJbzCvi8dNN4vHTTfL36CxS1dizAFZhYSGZOXMm8fb2JtHR0aS6ulpjeb2BnJwccu7cuTaPKZVKwuFwyIULF0hwcDC5ffu2WrGFFy9ekJCQEJKVlUUIaa2Q2rVrF0lNTSWEEBIUFESGDRumtVy/BvjPt7gqqJq6z5w5g/nz5+tkDUIIoqKi0NDQgGXLlrVJjdTU1ODMmTOYN29et+uDZTIZIiMj0dDQgMWLF8PMTLN8bWWjGDtjcnEtowJ0PRpmezpgw9gB8LDtPjuETCaDjY0NTp48ib59+yItLQ1mZmZgs9lgs9mwtrZ+K9VBSiVBYhEX4Snl2DZjCMxNWz8DoVCIffv24U9/+hMqKyuRm5uLV69etZlf2xXxAiEEcXFxyMzMxJIlS9CvXz80Njbi9OnT8Pf3x3vvvYdt27bh4MGDyMzM7FZqT8v4z2kyUAcXLlzAJ598guTkZJ2NolAqlYiOjkZ9fT2WLVsGIyMjqoxx8uTJ3R6JqQIh/1vEvnDhwk7duK5Q1iAk7mF1AAASpklEQVTC8fgihCWXQiJT4oNBNlji64RxbGsYMtSbdnDo0CHs3LkTBQWt41MUCgVKSkqQm5uL3Nxc0Gg0Son79++v8ykKlY1iRKSW43JqOUobRGAZMfCvlT7wd7OERCJBfn4+bt26BZlMBmtra3h4eIDNZsPW1latG4xEIsG1a9cgFouxaNEimJqagsvl4uzZsxTjyvXr17Fs2TKN2xm1iP8uxQVaOZDOnTuHgoICmJhodtbrCoQQ3Lx5E5WVlZg3bx5CQ0Ph6+urlQ8zNzcXUVFR8PT0xPjx43vEzN8glOLs0xKceVoMrlAKliEDHw61xfThdvB3s4SJQceyR4wYgcWLF+Onn3564zlCCGprayklrq+vR79+/WBnZ0eNprS0tOxxMUKzRIZ72TW4nlGJx3l1UBLAf4AFPnRjwsNEBG5tNaqqqtDQ0AAXFxfo6enB2NgYs2fP7tY6+fn5iIqKApvNxpQpU0Cn01FXV4ezZ89i3Lhx8Pb2RkFBAUaNGoV9+/bpfFyoGvjvU1zVlLj6+nqkp6frbB1CWhvX09LSMGrUKEybNk1rsgUCAW7cuAEul4vZs2f32CWTKZR4kl+P6MwqxGRVgy+Rw4CuBx8Xc4z1sMZYd2sMtmNRliklJQXjx49HdXW1WlxJYrGYmjlbVVWFyspKCIVC2Nraom/fvmAymWCxWGCxWNS/jY2NoaenBz09PdBoNCiVSigUCuTV8vHgVQ3i8xuQXimEXAmYGwJe5jK40+ugaK59Y0C1ra0tGAwGamtrceHCBXz55ZdqW9mYmBgUFRVh1qxZGDBgAACgvLwcFy9exKRJkzBy5EhIJBIMGDAAixcvxu7du3v0WWgJ/32KC7TWM48cORJ+fn4IDQ3VyRoKhQKhoaEQi8Vobm7GokWLeuTe/hGEEGRlZeH27dtasb4qtMgVSC7i4VFeHR7m1iG3hg8AsGEZ4n13a4x2tcDl479DXF2E6GsRGq8jFotRU1ODpqYmCAQC8Pl86jefz4dEIoFYDnDlBmhQGKJOaYoKOQsC0npmtTRQYLgF4OdoiBEOZuhjZoa+fftSStoeCGkdbL1gwYIuydFVVtbd3R0ffvghxdX1/Plz3Llzh2qUVyqV8PHxQZ8+fXDv3r1eHazWCf47FRcACgoK8N5772HhwoXUrFJtgRCCa9euQSKRYPHixSgoKMC1a9cwadIkjBo1Sqtradv6/hHVTZJWJebUIT6vHk1iGQCABgInC1Ow+7HAtmXBxcoU5ib66GtiQP3uY6wPul7rd4gQAoWSQK5s/S2VK1EvaEEtvwU1zZI2v2ubJShtEKGmuYXaB8uIgQA3K4z1sMb77lZwstDsmPPw4UM0Nzdj5syZ7T7fkZVVKpW4d+8eXr16haVLl1J0quPGjUNNTQ0SExPRt29fjfakA/z3Ki7QWjA+ZswYrF69Wqsuzp07d1BeXo6VK1dSkcr6+nqEhobC3d0dkydP1mqx+evW193dHePHj9eYEbEzKJQEj9KyMXf1Jvz82yEUcMXgVPNRWC+EQtn+x2rA0IPi38raFUwN6LA1M4I1yxAO5sbwsGXBw5YJdxsWHPoaQ0+v51FqgUCAAwcO4Msvv2yTb1coFEhLS8OjR4/AZrPbWFmJRIKIiAgoFAosXLiQ4uuaPHkyCgoKkJiY+FZ4kTvBf7fiAq0tde+//z4+++wzbN++vcfyUlJS8OzZM6xZs+YNQjaxWIyIiAgQQrBgwQKtE7ZJJBI8efIEqamp8PT0RGBgoNYDcFu3bsXDhw/x+PFj6rEWuQLVTRLwRDI0iqRoFMnA+/dviVwBfT090PVoYOjRQKfTQKfRoE/XgyXTALZmRrBhGcLGzAhMQ92OwFQhPDwcTk5OGD16NAghePnyJeLi4mBhYYGJEyfCzs6Oura+vh5hYWFwc3PDlClTqBvuzJkz8fz5cyQlJb2LxSf/HQUYXSElJYUwmUyyZcuWHsl5vU61IygUCnL79m2yd+9ebY+doNDc3EyioqKoDp+OCkI0wahRo8ivv/6qNXlvA8XFxWT//v2Ew+GQw4cPk6NHj5LCwsI3ruNwOCQkJIQqrFBh5syZxM7OjpSVlfXWlruL/54CjK6QmpqKDz74AKtXr8bvv//e7dc3Njbi2LFjahOwZWRk4O7duwgICICfn59O+jS5XC7i4uJQUlKC999/H56enj3ql+XxeLCzs0NhYaFOR1bqEoQQFBcXIywsDAYGBpg2bRoGDRrUJsoslUpx9+5dcDgczJ8/v03P7eTJk5GTk4OnT5++tYHhauC/31V+HZmZmRg3bhwWL17crYCVVCrFiRMn4OnpCT8/P7Vfx+PxcP36dSgUCsyePVsr1K/tobKyEo8fP0ZJSQmGDx8OHx8fjc5kBw4cwMGDB3XCX61rtLS04Pnz50hJSQEhBG5ubsjLy8OmTZva3DSLiooQGRkJFxcXTJkyhToHK5VKTJgwAWVlZXjy5Ekbd/odxP8txQVaA1aBgYGYPHmyWqkiQgguX74MQ0NDzJo1q9tlfoQQJCcn48GDBwgMDNSZ9QVaic1SU1ORnp4OKysr+Pr6gs1mq53CmDRpEoYPH/6u5CrVQk1NDZKTk5GVlYUBAwbA19eXau44c+YMhg0bBm9v7zZWdsaMGXB3d6dkSKVSBAQEoLm5GfHx8e9aIKo9/N9TXKA1VTRp0iT06dMHCQkJnQZ4Hjx4gIKCAqxatapHedTesr5AawQ1JycHKSkpaGhowKhRozBkyBDY2Nh0eONRKBTo27cvHj16pPWUlrYhEonA4XCQnp4OHo8HLy8veHt7vzGxr6KiAhcvXsTMmTNx8+bNN6wsAJSWliIwMBCOjo6Ijo6GhYXmfNa9iP+bigu0FmnMnz8fL1++xIMHD9qtbc7OzkZMTAzWr1+vlWlrr1vfMWPGwM/PTytFFZ2htrYWaWlpyM3NBQCqhtfZ2bmNJb537x6WL1+Ompoane5HU9TX1yM3NxccDgc1NTVwdXXF8OHDO/UoRCIRjh49CpFIhAULFrSxskArKeCiRYuwbNky7N27t8fTH3sR/3cVF2i1Mj/88AMOHz6MEydOYMGCBdRztbW1OH36NJYvX671QA2Px0NMTAyqqqowfvx4jBw5UuckY4QQ1NXVUfXFXC4Xbm5u8PDwgKurK0JCQvD48WM8ePBAp/tQFzKZDBUVFeBwOOBwOJBKpdRNx9XVtdMbnlQqxdOnT/Hs2TN4eHggLy/vjc/xH//4B/75z39i165d2LhxY2+8JW3i/7biqnDhwgWsX78en3/+OYKDgyGVSnHs2DH4+/vr1G0sKyvD/fv3IRQK8cEHH7wR/dQlBAIBpRSlpaWIiIiAk5MTPv/8c6oOuKfDotWFTCZDdXU1KisrqXrnhoYG2NjYYODAgWCz2bCzs+vyb6NQKJCamorHjx/DxcUFEyZMgIWFBUUOsGHDBtBoNMybNw8PHz5EVFQUAgMDe+U9ahn/X3FVSElJwdSpUzFy5Ehs2rQJADBnzhydKxIhBPn5+dSM14kTJ3Y6SFlXe3B1dcU333yDwYMHU40CdDoddnZ2MDMza9MgoPoxMTHp0lMghKClpaVNnfLr/66rq0NDQwOsra3bNA7Y2NiofYwgrxVZWFpaYuLEiW2KJgghuHjxIphMJr777jso/197dxvS1BfHAfyrbjhdZrFlmg6fppN8CppQaEUQBVFoWWCQSPQiw6igQjAssjchGEkWRC8taEZGD/RCjL9ZRmNqkJIPI22a7gaGLbd57/Tu/F/IxpZp0/Z09Xzg4hudZy++O7v3/M7v2O1oaWlxWwYSGBpcV0ajEQcPHsTs7CyePHni9QOzFkMIQU9PD/777z/I5XLs2LEDCoXCLzMwy7JYu3YtGIZxPpwhhMBkMoFhGGfIXENnNpsxPT0NiUSC0NBQhIWFOUNst9udl81mQ0hIiFvwXX/K5fIlhdSV3W7HwMAA3rx5A5FIhD179iz4odfW1obTp09DpVLh4cOHHh2BGsRocH/HcRzOnDmDR48eobKy0menJSzE8XVPq9VCLBZDrVYjJyfHp43IW1tbUVpaCqPRuKS/43keLMs6Q8rzPAghzhCHhoZCLBY7a4K9xWw2o7u7G11dXYiOjsb27dsXvM2w2+04efIkNBoNqqqqcPny5eA41+ff0OAuxPGUdcOGDXj16pXfv1YRQjA8PAydToevX78iOzsbeXl5PlljvHLlCtrb24PmwdSfEEIwMjICnU6HL1++YPPmzcjLy1u0jlir1aK4uBhRUVHQaDTIycnx44h9igZ3MVNTUzh//jyampoCMvs6mEwmdHd3o7u7G3K5HGq1GiqVymtLSfv370d6ejpu3brlldfzJpZl0dPTA51OB0II1Go1cnNzF+206TrLVlZWoqqqSkhLPZ6gwfVEoGdfB57n0d/fj87OThiNRqSkpCA9PR1paWn/dM/mWA46evSoF0e7fJOTk84127GxMSiVSqjVaiQlJf31a+4KnmVd0eB6KlhmXweLxQK9Xo/BwUEMDQ0hJibG2bxNJpN5fB9ns9mwZs0ajI+P+7SaazGEEIyNjTnDarFYkJaWBpVKhZSUFI/u71fBLOuKBnepWltbcfz4cUgkEtTX1y+5MZkvzM7OYnh4GIODgxgYGIBYLEZycrLb0spC1UV9fX3Ytm0bTCaT38Zrs9nAMIxz2cnR2M9RYBEfH7+kgpTbt2/j+vXrkMlkK3mWdUWDuxwsy6KhoQE1NTVISEjA/fv3kZ+fH+hhAZibvRiGgcFgcBYzTE5OIiYmZt46aVhYGF6+fImKigoYDAafjMc1pI6guo4nLi4OycnJy6oRbmpqwsWLF8FxHOrq6nDs2LFg6QnlazS4/8JkMuHGjRuor69HVlYWGhsbfdbP+V84wvN7ZVJkZCT6+vrQ0dGB2traeQUWjjVa126MhBC35R+r1TqvqMJ1rZfjuAU/NJarra0Np06dAsMwqKmpQXl5udeXnIIcDa43GI1GXL16FQ8ePEB+fj4aGxuDsd2JG57nYTabUV1djZ6eHtTW1s4LIMdxbsUUdrvdLcihoaGIjIz8Y3HFUqqrPNXb24uysjL09/fjwoULuHTpkt/KMoPM6mhd4y96vZ4cOnSIREZGksLCQrdzcYNVaWkpKSsrC/QwFqXT6UhBQQGJiIggFRUVPmsJJCAeZdG321ZWEKVSiebmZrx79w4hISHIyMhATk4ONBpNoIe2IIZhgrJNjd1uR11dHVJTU7Fz505kZGTg8+fPaGhoEMJG9+DgacLJKp9xf2c0GklNTQ2RyWRk48aNpLy8fMEDlANly5Yt5O7du4EehpPBYCBHjhwh69atI0lJSaShoWFJB1avEnTG9aXY2FhUV1eDYRjcu3cPvb292LRpE/Lz89He3h7o4QGYazjn791If6LRaJCbmwuVSoWZmRk8e/YMQ0NDqKioWPbphauepwkndMb9q8HBQXL27FkilUpJfHw8KS4uJm/fvg3YeKKiosjAwIDf/y/P86S5uZns3buXxMTEEJlMRq5du0aMRqPfxyJAq6c9a7CxWq1oaWnB48eP8eLFC4jFYmRmZuLEiRMoLS31eUsbYO4+UiQSgWVZn+4+crBarbhz5w40Gg30ej3Cw8NRXFyMw4cPY/fu3X55zysEXQ4KBjzPQ6vV4unTp2hqasLExARSUlJQVFSEc+fO+awUkWVZSKVS8Dzvk9cH5tqh3rx5Ey0tLTAYDEhNTUVJSQmKioqQlZW1ErbYBQINbjDS6/V4/vw5NBoNPn78iPXr1yM2NhbZ2dnYt28fioqKvHLf9+vXL8hkMszMzHhh1HNPqJubm9Ha2oq+vj58//4dFosFBQUFKCkpwYEDB4K9X7FQ0OAGO6vVik+fPqGzsxPv37/Hhw8fMDo6Oi/Mu3btgkKhWFKxw8TEBOLj48Fx3N9/2YXdboder8fr16/dQmo2m6FUKp2nN2zduhWZmZkrudg/UGhwhcgR5q6uLnR0dECr1WJ8fBwzMzOQSqXOKzo6GnK5HAqFAqmpqVAqlZBKpYiIiEB4eDimpqZQWFiIjo4OTE9Pg+M4cByHnz9/Qq/XY2hoCN++fcOPHz8wNTUFi8UCs9kMq9UKiUSCxMREGtLAoMFdSSwWi7OQ31GTPDo6ipGREYyOjoJhGNhsNvA877zCw8PBsixEIhFEIhHCwsIgkUgQFxcHhUKBxMREJCQkuNUax8bGLrqRnfI5GlyKEiCPgksLMChKgGhwKUqAaHApSoBocClKgGhwKUqAaHApSoBocClKgGhwKUqAlrrXim73oKggQGdcihIgGlyKEiAaXIoSIBpcihIgGlyKEiAaXIoSIBpcihIgGlyKEiAaXIoSIBpcihKg/wFQGj3lMNjo3AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -65,7 +65,7 @@ { "data": { "text/plain": [ - "(4.105588512516754, (2.478775227242761+4.2244480827589j))" + "(2.4087748915771234, (0.8163269481036434+2.8250725890510995j))" ] }, "execution_count": 3, @@ -97,7 +97,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -127,7 +127,7 @@ { "data": { "text/plain": [ - "(2.8820382027100058, (-3.371227372367411+1.4990710463003132j))" + "(3.2273035636098206, (-2.6077959539714635+2.662169442645758j))" ] }, "execution_count": 5, @@ -152,7 +152,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -173,7 +173,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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NzSU7N4/3DmVyXmVHtLuOx8JFGLQakCpvO75YLObjjz/mrbfe4sknn2TYsGGMGTOGFStW4OHh0eb381dEuxBX5qVEpJCiSa/Arq/lmlRbh992XGtRVa4BwM7JulA5qAuX++711+mvVpPr50ve6VMorNzxb4UgCHyX9B2dnDoxNGBoi/rn5ORw5coVUlNTUavVhIaGcs899xAUFFQnjmqr4KshYOcBE5c16R0VEhKCWq1GrVY3q0BrK0gkEry9vXF0deeLiwbOqwp5cmBH7vXTcfXqVQ78+ANeXl6EhoYSFhaGu7t7s+MplUrWrVtHcXExEyZMICQkhFWrVvHAA3c4K+afEO1CXJFYhE1HB7SZKqv6mYhbab1mWV2uQWEvQyKzboe8du0asbGxDC4qor+tktc3b0baCtIC/Jz9M5dLL/Nm/zcRW5G5Lj8/n7Nnz5KSkoJSqSQ0NJTx48fj5+fXcOcXBNj7IpRcg1k7zWZqtLOzw9PTk59//plx48a16p4sRbFaw9w1Z7iUXc6/JnVnZnRd+tTevXuj1+tJT0/nypUrrF27FrlcTteuXenbty9OTk5mx3R3d+fEiROsXLmSuXPnsm7dOr7++uv/6d23XYgLdcH1tallGDV6xE0oI5qCjV3drtCSbI/V5RrsnC3fbY1GI5999hmvv/469957L8+Gd8FYXYXUrXUePIIgsOLCCvzs/Rjfefxt2+v1elJSUoiPj6e8vJy+ffvy2GOP4eraTNrUc/+BCxtgyCsQNKTZ8cPDw/nll1/uCHFvFFfx6HenKaisZcUjfRndraHfsVQqJSQkhJCQEARBIC8vjwsXLrBixQoCAwOJjIwkKCjI7NHiiSee4MEHH2TcuHH/87tvuxFX5u8AAuhy1NgEOVvUR66oy6aorbU+1au6XIO9hcSt32WzsrKIi4tjRP/+XImOwe3RWVbP+3scyzlGUkkSS2KWIBObV5SVl5dz9uxZzp07h5eXFzExMYSFhd3+TJ2fCN8vgk5DYMhLt11Pnz59OHv2rLW3YTXOZ5Uzd3U8RkFgvQXeUCKRCF9fX3x9fRkxYgSXLl3iwIED6HQ6IiMjiYiIwLaJ7Jqurq53d1+sdMAwGo0Wt5X71+2e2my1xX0kMhkisRhdC4hbVa7Bzql5xZQgCHz66af06tWLjh07kpOTw6hRo1AfPw46HXaDBls97+/HX3FhBb52vkzsPLHJNunp6WzYsIGVK1ei0+mYPXs2M2fOpEuXLrcnrUYFWx6tc2l84BsQ3z6EcdCgQVy+fLklt2MxDiYXELvyBEobCdue6m+1C6NcLqdv3748+eSTTJo0yeTYsnPnTgoLC5vs88QTT5CWlkZBQQEhISHExcW1xa38ZWDVjpuZmUlgYKBFbSX2ciTONmizLT/nikQi5ApbdLU11iwLg8FIjUrXrKhcU1PDrFmzOH/+PNu3b2fMmN+qB6h/+gmxoyPKPr2tmvf3OJ57nEvFl1gcsxiZpOFum5uby8GDB6moqGDAgAE88MAD1oX01edELk2DR/eAvWVa96FDh5Kfn09VVVWDjBVGo5GysjIqKytNttl654x6e211dXUDBw1BEBo4acjlcq4avdhf7ESAPbzYS0RZ5hVSy+qcNFxdXbGxsfz4IhKJCAgIICAggKqqKhISEli7di3BwcEMHToUZ+eGklv97rt8+XIWLVrE6dOneeutt/4nHDesIu758+ctJi7UnXOt2XEBZAqF1aJydUWdKcgccXNychgzZgxarZaXXnqpgdePYDSi/vko9gMHIrLSG+hWCILA8gvL8bbzZlLnSabvS0pKOHz4MFlZWQwePJjevXsjkbQg2P/MKkjcBiMWQ+AAi7s5Ojri4eHBnj17CA8PNyWYKygoQKlU4uzsjL29Pfb29jg6OuLn52dy1lAqlQ2cNOrv02g0otcb+OTgVfYdzyLKX8kzfZXoa6rIyckxvQRKS0txcnIy2XTrnTQsIbOdnR2DBg3innvu4fjx46xcuZKePXsyaNCgRilzOnTowN///ncWL17MuXPn2Lx5s1WB/H9FWEXcpKQkxo4da/FOIfe3p+ZSMYYqHRILHSNkLdhxVSV17R2asBmfPHmSsWPHEhMTw+7du6murmblypUEBgYSFBREbVIShuJi7IcNtWrORvPkneRC0QVe7/c6MokMlUrFTz/9xOXLl4mJiWHSpElWuwmakHse9r8KwaNgwPO3bW40GsnOzubKlStkZWXh5eXF5s2bmTFjBj4+PoSHh+Pj49Nik1etzsBLcYnsuZhHbFQAb03qjlTSeJczGAwUFxeTm5tLbm4uSUlJDZw0QkJCCA4ObnYdNjY2DBs2jKioKI4ePcoXX3xBv379iImJQS6Xk56eTmpqKk899RQPP/wwMTEx9O7dmx9//JGgoP9/8zBbRVydTkdqairdu3e3qL3Mt+6cq8tTI7EwD5VcoUCnsW7HrSiqI66jR0NlxurVq1mwYAEvvvgib775JlAXZjZp0iR27NjB3Llz0R05AmIxdgMHWjXnrRAEgS/Pf4mn0pOxHcZy8OBBEhIS6N27NwsXLmxSyWIxaivqzrV2njBlpdmcyFqtluvXr3PlyhWuXr2Kg4MDoaGhDBs2jMTERJKSknjwwQdbvo6bKFZreHztGc5llvPqfeE8Mdi8FlgikeDl5YWXlxe9e9cdQ+qdNLKzs7l06RK7d+/Gz8/PZNt1cWn6d2Jvb296AR85coRly5YRExNDfHw848ePN5H/woULPPTQQ/Tu3Zu4uDiGDRvW6nv+M8Iq4trb25OYmGg5cb3rRBpdfrXFCeRkNgq0Vu64FUU1iMQiHNzq/nh6vZ4XXniBNWvWsGHDBiZObKgoCgoKon///mzatImRh49g26c3UjM/GEtwLOcY54vO81TwU6xauYrAwEDmz59vcUZGszAaYcdTUJENc/Y1stfW1taSmJjIlStXyMzMJCAggNDQ0EbnwcGDB7N169bWrQW4WqBizup4itUaVjzSh3u7WxdEAr85aXh7exMZGYlWqyUtLY0rV67wyy+/YGdnR2hoKD169MDTs/E53sXFhSlTppCfn8/69esxGAwN7lUsFrNx40Y++ugjxo8fz/vvv8+CBQv+FPmi2xJWEbdbt26cOXOG2tpai8QsiYMcsZ0MXb7ldlmxRILeytCuyuJaHFxtkEjElJeXM2nSJFJTU0lISKBz56ZrzURHR1OSmor28mU8XnjBqvluhVEw8tnZz3AVu1Jzuob7J9xPcHAbRQId+xCu7IV734eAe0xf5+fnEx8fT3JyMkFBQURERPDggw+aPTuOGTOGoqIirl+/bvZ53HYpV4t4+j8JKOQSNj0RQ68Ay0x8t4NcLic8PJzw8HCTx9jly5dZt24dbm5uREVFER4e3kgvIJPJ0Ov1DBgwgNWrV9O/f39iYmJMZ/EXX3yRvn37MnnyZBISElixYkX75Pf6g2AVcbt3786pU6e4fPkyERERFvWReSvRFVgeVC+WSBCsVE5VFNXg6G5LUVERAwcOxM7OjrS0tGZfLiKRiGigCLjs5EhLBeW1p9aSWp7KNLtpLHhqQatcJRvgyn448k5dxfh+T6LX60lOTjYlMu/bty8LFiywyJXR1taW3r17s2bNGtORwRpsOJ3J63GJhHjas2p2FH7O7VMWVCQS4e/vj7+/P8OGDePy5cucOXOG/fv306dPH/r27WuSYo4cOWLK89ytWzd27dpFSkoK999/v8mmO3ToUJKSkoiOjmbcuHHs3r277f4+fzCs0pv7+/vj5OREYmKixX1k3nboC6pMJTBvuyCJBKPRYM2yqCyqQaoU6NevHz4+Ppw5c8aiP1DVgYNIO3cmPjeXlJtFrC2FRqNh5+6dfJ38NR2VHXntgdfa7kdRfA22Pw4+Paka9hYHDx3i008/5cKFC/Tv35/nnnuOwYMHW+V/PGHCBL7//nurlmE0CrzzfQqvbr/EoBB3tsyPaTfS/h4SiYRu3brx6KOPMmvWLGpqali+fDmbNm0iISGBjIwMoqOjAXB2dmbmzJn06tWL1atX8+uvv5p8Dnx9fbl8+TLp6emMHj2a6mrrM7P8GWEVcUUiEd27dyctLc3iByDzskPQGjGUWbaLisQSjAbLiaup0VNbpeO7/35FcHAwP/30k0V2PH1xMdVnz+J8771MmzaNPXv2UFBQYNGcmZmZLF++nDO1Z6iUVLIoepFVPsnNQqOCTQ8jiGWc6LiQL1Z+i1arZc6cOcycOZPw8PAW2SlnzZpFYmIilZWWBXCoNXqeWHeWlUfTeDSmI9/MisRB0brsIi2Fh4cHY8eO5fnnnycoKIh9+/ahVCobRD6JRCKioqJ4/PHHuX79Ot9++63pulKpNIUdDhs2DJXKOh/6PyOs/gV07doVo9FIamqqRe2l3nVhXLp8y4guloitIu7VxHQAXLzs+PHHHy3upzp4CAQBh9Gj8fPz495772Xjxo23fSGdPXuWzZs3M2LMCI5znF4evRji37y/sMUQBIw75iMUp7JZGEt+jYzHH3+csWPH4tZKH2o/Pz8CAwPZsGHDbdtmllQz5ctfOXKlkH9O7MY/72/a3HOnIZfL6dChAwqFgl69erFu3Tri4uIoL/8tHXD97tu9e3dWrVplSpanUCi4ePEi1dXVDBky5C9PXqv/Gj4+Pjg4OHDlyhWL2ss864irL7aQuGKJxa6VeXl5PL/gFQDe/di6s5vqxx+Qd+yITWgIAD169KBbt25s3rwZvb5xLmKDwcD333/PiRMnmDNnDgnGBAqrC3muz3NtorE0Go3kbXkJ8eU9JLhPYeicfzB58mSz5pGWYPTo0Wzfvr3ZNsevFzPxi18oVGlY99g9f7pKefHx8URGRtK/f3+eeeYZnJycWLlyJfv37zclnBOJRERHRzNlyhS2bt1KfHw8UEf8c+fOodPpGDly5F9abLaauGKxmLCwMK5du2ZRYi+xQorYXoa+2DJR+cqJY5TlZt+2XWFhIf3796drUG9EYhEuXrcP0K6HvqyMqlOncRg9ugHphg8fjlKpJC4urkF62erqav773/9SVlbGvHnzkNpLWXlxJQN8BxDl3frMDLm5uexb9iLeyV9TFTSWvk9/g5dX22eEfOSRRzhx4gSGJiQaQRBYd+IGM1edxsPehp0LBtA/uPl42TsNjUZDUlISffrUZRSpd854+umnEQSBL774gpMnT5r+dkFBQTz22GPEx8ezZ88eDAYDUqmUs2fPUlFRwX333UdtC/zi/wxokfwTFhaGTqcjPT3dovZSN1v0JdbZZptDaWkpAwcOJDAwkDFDJuLkYWtVHK768GEwGHC4xV8Z6l5KU6ZMQa1Ws3//fgRBoLCwkG+++QYfHx9mzJiBQqHgq4tfodapeSGy5WYkqLM3Hzp0iH3/Wca96s3g1Q272FXtUjIE4J577sHOzo59+/Y1+F6rN/JaXCL/2JnEsDAPtj/dn45ud6aspjW4cOECQUFBjdwZ7e3tue+++5g7dy4pKSmsXr2a0ptpfl1dXZk7dy4qlYp169ZRVVWFXC7n/Pnz5OTkMGHCBLRa60vm/NFoUVhfp06dkMvlXL58mdDQ0NtP4qawuCxJl4FDybtqXgzX6XSMGzcOZ2dnDh06xPolp3Dzsy67Q+Xevcg6dEDRrWvjtUqlxMbG8t133xEXF8e1a9cYM2YMPXv2BCCzMpMNlzcwOXgyoS63v3dzyM3NJS4uDh9nBXNs9iHGBmL/C3LLJYeWYMiQIWzcuJHx4+tihUvUGp76bwKn00t5emhnXhwdhsSC+sJqtdpUX/f3QQq/zyB5a+bI+rq+v88a6ezsfFsf5nPnzjF69Giz193c3Jg9ezanTp1i1apVDBo0iH79+mFjY8P06dM5cuQI33zzDbGxsXh5eXHx4kXCw8OZP38+q1at+ks5abSIuFKplODgYFJTU01/mGbbu9lSnVCIUWtALG/ewV4QBGjm+S1cuJCcnByuXbuG0SBQWVRDSKTlYqWusJCqk6dwn/+k2T+UQqGgZ8+eHDp0iIEDB5pIC/BpwqfIxDIWRCyweM5bodfr+fnnnzl37hxjRo2g+/nFiCpz4NHd4BLYojGtwZw5c5gxY0ad+2pRNU+sPUuE3znqAAAgAElEQVSxWsNnsRHcH9F0lUSVSmXyN65PDlfvsfT77JEODg4oFApTcIJIJGoyc6RKpaKkpMRE9rKyMhwdHRsEJPj4+JjIXF5eTmVlJR07dmz2/urPtyEhIQ1su66urowYMQJPT0/Wrl3LtGnT6NixIydPnqRbt2706dOHhQsXtvnzbi+0OJA+LCyM5ORk8vLy8PNrviym1L3OvmkorUXs3bwIZjQYEJuJM12xYgWbNm3i4sWLyOVyirJUCAK4+lou1qn27QOjEcfx5rNTnDp1ivj4eB5++GHi4uLw8/MjLCyMhIIEDmQc4OmIp/FQWh+4XVBQwLZt23B1dWX+k09i/9PrkH4UJn8FHaKtHq8lGDNmDM7OzrywdCM/lrnjopSz+cmGnlAajcbk95yWlobRaDQRKiIigsjIyCbPyVCnZGtO6SMSiXB0dGzkDlofdWQwGEz+zPn5+YjFYlM5l+HDh1usFAXo168fWq2W1NRUFAoFNjY2SKVS7r33XvLy8qisrEQqlXL48GEKCws5d+7cHXPQUCgU+Pv7tzjwpMXErXedu379+u2J61ZntNcX15j8l83BoNchaeJmjh49yosvvkhcXBwdOtRVKi/NrdMiWkPcit17UHTtio2ZyJFff/2Vs2fPMnv2bJydnYmNjWX9+vVMmz6NDy99iKetJ492fdTi+eqRkpLCnj17GD16ND179kR0cjmcXQ0DX4BesVaP11LoDEbCH/oHu4tc6dfJmc8f6oOHgw0VFRWm5HRZWVkEBAQQFhZm8nuul07S09NxcHDAzc2t3UVLQRDQ6XRoNBrU6rrwUIVCYSKhpfZsvV5PaWkpcrkcJycnRCIRGo2GsrIynJ2dUSgU5Ofnk5eXR1BQkFUxxC2BIAiUlJSQnZ1Np07W15KGVhDX3t4eb29vrl+/zuDBzWeOkLjcdP6/mYmxOei1WqSyhj6lGRkZTJw4kddff71BguzSvCrEYhHOnpadCzXp6dQmJuL5UtMpX3799VfOnTvH7NmzTTuCn58fkydP5v2d73PJ8RL/GvAvlDLLz6GCIJhE44cffhhfX19I/RF+fA3Cx8Pwf1g8VmtRWFnLgvUJJOs9qTm3h+cmzaYg4yp7z5yhsLCQkJAQ+vTpw9SpU83+eGtrawkMDLwj50GRSIRcLkcqlaJWq3F3d0er1VJdXU15eTkKhQI7OztkMlmz65FKpbi7u1NeXk5xcbEpwN/V1ZXS0lKcnZ3x9vamqqqK1NRUunbt2rKYaSvuy83NjaKilhe4a1XOqc6dO3PixAk0Gk2zbymxUopIJsZQcXvi/n7HraqqYtSoUQwfPpxXX321QduSbDXO3kokUsvevJV79oJIhOO4sY2unTx50rTT/l6M8wv0I8U9BddqV/o79bdoLqgLtYuLi0OtVvP444/XuSgWJMPWx8Cre7Nhem2NsxmlPPWfBFS1et67P4zvzi3llZf+zty5c7nnnnsICwuz+Md6p5U4Wq0WmUxm+tjZ2ZlE8rKyMkQiEXZ2dtja2prdhcViMS4uLqjVaoqLi3FxcUEul5vI6+LiQlBQEMnJyVy/fp2QkJB2vc/Wjt2qX03nzp0xGo23LeUoEomQONlYRlzdb8Q1Go3ExsYilUobhaUJgkBhpgqPDpZlOhAEgYo9u1FGRSH7nY30zJkznDx5klmzZjUZivdt4rcUa4uZHzqf/6z7DyUlty++XV5ezrfffouNjQ2zZs2qI626CDZMB7kdzNhY9287o94+G7vyJDKxwJNBlWQc3cakSZNISEhg8uTJ7b7DtBY6na7RWVAsFmNvb4+npyeOjo5oNBoKCgqoqKgwe/4WiUQ4ODjg6OhIaWkpNTU1yOVyXFxcKCsrQ6vVEh4eTnV19Z+qWFpTaBVxO3TogFQqtah4ssRRjqHi9vYyg06P5KYy4p133uHUqVOcPHmy0Zu0qlxLTaUWz46WEbcmIQFdRiZOkyY1+D45OZmjR48ya9asRjmNALJUWXx76Vvu63QfMwbNYMiQIaxdu9ZkJ2wKWVlZrFq1ioiICCZOnFinXNHVwMaHQF0IM9aDU/N6gbZArc7Aoi0X+cfOJDrb6ZggT2ZA9048//zzPPXUU3Tu3JmlS5e2+zpaC51O1yAkb//+/YSFhREcHMz777+PQqHA1dXVFBVUVFREZWUlRqORbdu2IRKJOHOz7jHURUu5ublRWVlJZWWlibxvvPEGPXr0YObMmQwfPpwDBw4A8PnnnxMcHIxIJKK4+LfC6/XZTWxsbPjwww/v0NOoQ6uIK5VKCQwMtIy4Fu64ep0WiUzGxYsXeeedd9i9e3eTu2BhRp2zvEcHy4LVy7dtR6xU4jjmNztgXl4ee/fuZcaMGWbzGP87/t9IxBJe7PsiAH379mXQoEGsXbu2yfIeN27cYOPGjUycOJHo6Og6kchogG3zIDu+Tjz262vRmluDtCI1E5cdZVtCNlG2Rbw22I0Xn32aqKgoEwnmz5/Pt99+2+5raS1u3XENBgMLFixg3759JCcns2HDBpKTkwFMhcg8PDwwGo2kpaXx8ccf069fv0ZjymQy3N3d0Wg0VFZWcvbsWY4cOcL+/fs5f/48O3fuNCnHBgwYwMGDBxuZolxdXVm6dCmLFi1q/4fwO7T6gNWpUydKSkpMWj9zkDjbYKjU3ja8z6DTIpZImTZtGrGxsU0+dICiTBUiEbgH3N75wlhVReX+/TiMvQ/xzURjarWaTZs2MXbs2Ab1b27FsexjHMk6wvxe8xsUpY6MjDQFcN+68167do0tW7YwdepUQkLqfKARBNj/ClzeA/e+C13vv+16W4udCVmM/fRnMooq+VtvGetejmXQwIGNxM158+ZRXl7eyJPqzwSDwYDRaDSJ8qdPnyY4ONhUiiU2NpadO3c26CORSHB2dmbp0qU888wziMViamtrG7ix1rdzc3Mzpf3x9PTE2dmZsrIywsLCCAgIICMjg969ezeZJNHT05OoqKiW5xJrBVqdEL3eNJORkUG3bt3MtpM4ycEoYFRrkTiaV2Rpamq4lJxCVVUV33zzjdl2RZkqXHzskN3GoQOgcv8PCNXVOE+py3pvMBjYvHkzPXv2NLtmrUHL+/HvE+gYyMwuMxtdj4qKQiwWs2bNGmbNmkVpaSlxcXHExsYSEBDwW8Pjy+oKTscshOinbrvW1kCjN/DKxtPsSCylo72Rb+b0J8TPvL1ZJpPx6KOP8tprr3HfffdZPd8/dyeRnGt9nafm0NXXkTcm/PY3qfcvrlfm5OTkNHi+/v7+nDp1qtE4CQkJ5OTkEBsby/Lly6mpqTFlnay3C0PdWdnNzY1BgwbxwQcfEBkZycCBA3nggQcYM2YMly5doqysrE2DPdoCrSauj48PMpmMzMzM5olrXyeeGdQ6s8QVBAFNlZqTVy6yfft2sxrCesVUx67NlOm4BeXbtyPv1Anb3hEIgsDevXtRKpXNJhJbm7yWjMoMVoxc0ShHcj369u2LWCxm1apVCILAQw891JC0l7bCgX9At8kw6l8WrbWlSCuoYM43v5ChgindnHlvRgxyC7Ttb731FgEBAWzbtu1PWc7DYDBYHX9sNBp54YUXWL16NVCnlHJ2dkYul1NcXIyDgwNKpdL0MhCLxXTo0IGDBw8SHx/P6dOnmTNnDv/617+YMmUKN27cuCNF06xBq4krlUrx9/cnIyOj2Xbim+lZjVXmI4pqqqoQjEbCunZrth5qVbmGmkotHh1vf77VpKdTc/YsHi++gEgk4vTp0+Tk5PDYY4+ZVcnnV+Wz8uJKhgUMY4Bf8zmMXV1dTT+uBuOlH4O4p6BDf5i0ol3NPut/usQ/f0hHJBazdFpPJvbpYHFfOzs7XnjhBV555RUmT55sFUlu3RnbC7eKyVBnV8/KyjL9f3Z2diMHIJVKRWJiIkOHDgXqcnTdf//97Nq1i169elFeXk5tbW2D3VcsFuPh4UG/fv0YNGgQ3bp1Y9WqVcyePRuFQnHb3/edRpv8mjp27Eh+fn6zIVIm4labJ+6/330HgBkzm6/hU3CjTjyzRKNcsX07iMU4TbyftLQ0jh49SmxsbLN253dPvYsgCLwU1XxtnqKiIjZv3sz06dOZPHkyGzZs4OrVq1CYAhsfBpdOdYEDsvZxo9PqDcxfsZ//259JgIuSH14YZhVp6/Hyyy9TXV3NV1991Q6rbB0MBkMD4kZFRXH16lXS09PRarUmReCtcHJyori4mBs3bnDjxg2io6PZtWsXkZGRFBYWEhsba9p963+zV65c4fr166Yz75kzZ+jcuTNlZWUEBQWhUqmsKsHT3mgT4tafczMzM81PpKx7sxmrGgepA1y8eJFvv14JgOI2YknetQokMvFtbbhGrZbyrduwHz4MnYM9O3bs4IEHHmj2vHIo8xCHsw4zv9d8/B38zbarqalhw4YNjBo1iqCgIEJDQ5kxYwYHd/wH7XcTQWYLj2w1WwKztbieX87Id/aw/4aB6X192fP8sBaH4slkMl5//XXeeusti2Ks7yR+H8QilUr5/PPPGTNmDF26dGHatGmmI9rixYvZtWtXs+Pl5eUhlUpNJVLKy8tNQQ+PPvoo3bt3Z8SIESQlJfF///d/2Nvb89FHHzFu3Dhyc3Pp2bMn8+bNA+p2cn9/f1MRbn9/f4tTA7UagiBY82kSGo1GWLJkiXDo0CFzTQSjwShkvXJUKP/xRqNrer1eCA8PF56e9Yjw4bRxwvWE02bHEQRB2PxuvLD9w7PNthEEQSjftUtIDgsXVMd+EbZu3Srs37+/2fZqrVoYsXmEMHnnZEFr0JptZzAYhDVr1gg//PBDwwtVJYJuaZSgecNdOLdvjWA0Gm+7xpZg0/FUIfSVXULY/+0WdiRktcmYBoNBCA4OFv71r3812y45OblN5rMUpaWlQlVVVZuNt2zZMmHnzp2m/9fr9UJhYaFQUlIiGAwG0/cajUbIy8sTtFqtUFRUJKhUKiE5OVm4evVqm63FzLO0iIttsuPK5XI8PT3Jyckx20YkFiG2lTZ5xl2/fj0lJSW8+LfnALBRmt9xdRoDxZkqfDqbL4Rcj7ING5F17ECWizO5ubkMHz682fafn/ucwupC3oh5o9kSmT/88AMSiYSRI0f+9qW2CtZPQ1qeju7BNRxPU/Pjjz82MkG0BjVaAwtX/8pLO1MJcJbz4wvDmdTbvFRgDcRiMe+99x4ff/yxKQXMnYbRaKSmpoby8nKKioooKCigsrKS0tJSCgsLKS4uprKyEo1G0+LnunDhwgaitUQiwd3dHZFIRElJiSltkVwuN3lYOTo6olar6dSpE5WVlX/Y87kVVimnamvzUCiatnnWp8EUBMGs0kdsJ2tEXI1Gw6JFi1i8eDGaqpsRIM2IygU3KjEaBXyCm0/IXXsllZqEBFye/xv/3b+fqVOnNmtvSypOYv3l9UwLm0Yvj15m2yUkJHD9+nXmzZv3mwin18CmRyDnLExbi12XsczpXCdK79ixg/vvv7/VLoVX8lXM+/Y4WZV6ZkS48ebUe5C1cQK3Bx54gLfffpvXX3+dTz75pE3HvhV6vd4Uh1tdXY1Go0Gv15sUUfUfsViM0Wg0/Z4EQUCv1zew7cpkMlOwgYODA3Z2dlb7AddrnauqqiguLsbNzQ2ZTIZSqUSv11NZWYm9vT0qlQpnZ2eysrIIDw9vj0djMawibmHhPjp0eKzJa35+fpw7d46ysjKzXkhihRSjpqEf6ZdffolCoWDhwoWc2bMDADtn82fQvGvlIALvoOY1ymUbNyCSyzmpVNI9MNB0Dm8KeqOef574J64KV57r85zZdpmZmRw6dIg5c+b8FrdpNMD2J+D6Ybj/C+gyAahzq5s5cybbtm1j/fr1PPjggy2qISQIAv89lck/dyUiQ8/nD3ZnfGTLqhFYgo8//pgJEybw7LPPtjjk7PcQBMG0c6pUKpMnVD3hvLy8sLW1RSaTNdJql5WVYWNjg1LZMCLLYDCg0WioqalBrVZTXl5OQUEBBoMBW1tbHB0dcXd3tzi+ViQSYW9vj0QioaSkBFdXV+RyOQ4ODpSWlmIwGBCJRHh4eHDt2jUqKytbX2KmFbCKuAWFe8wS19fXF6hLyWKOuCIbCcItxFWpVPz73/82vd2rK8qRSKXYKM0rWfKuV+Dma4+N0vzuaVBXUblzF0L//mSVlzM/tvl41/Up60kpTeHDIR/iIG9a4VVdXc3WrVuZNGkS7u43k6gJAux5HpLjYPTb0PuRBn1kMhnTpk3jwIEDppQp1lROr6jW8fK2i+xPyqejTRWrHh9CsH/bJ5G7FUOHDmXs2LE89NBDnDhxosXjCIJgCqNTq9UmB//6pPrWRCI1JRZLJBKUSiVKpbJB6lqtVktpaSnl5eUUFhYilUpxdHQ0vRxuB1tbW0QiEaWlpSbyuri4UFxcjFKpRK1W4+rqSlZWFl27dv3D0t1YJWtVVl6gpiaryWteXl5IJJLmz7nyhsT94IMP8PLyIi8vjwsXLqAuK0Xp7GL2YRiNAvlpFfgEN3++rYiLw1hdzXFHR+6///5mReSsyiyWnVvGYP/BjO5oPp/Rvn376Nat22+ujAAHl0DCGhi0CPo3nfZELBYzZswYBg4cyOrVq+vMRRbg+LVi7v3sKAeS8xnsWEzc86PbnbT1WLVqFenp6Xz00UdW99Xr9WRnZ3Px4kUyMjKQy+WEhIQQERFB586dcXV1terYUC8uWwq5XI63tzfh4eFERETg7++PTqcjJSWFlJQUSkpKbns+VigUODs7U1pailarRSwW4+zsjFqtRqFQIJPJTIXB/yhY7YBRULCXwMD5jb6vr8LWXDiUWC5Gp60jbmFhIR9//DH79u0jMDCwrlp7YiIOSoXZc3JxlgpdraFZ4gpGI6Xr1lLTIQC/4cOaFZGNgpHFxxcjFUv5R/Q/zL4wUlJSyM3NZf78W+77l0/h108h8jEY/rrZOerRu3dv3N3d2bJlC/369aN///5NzqfRG/jwhyt8fSwdX3sJ01wzefnxGU1GLrUX7O3t+frrr3nooYeYMmWKRSKzRqMhKyuLyspKbG1t8ff3x9XVtfVxp2Kx2TA9S/q6urri6uqKXq8nPz+f7OxssrKy8PDwwMfHx6zDya3krT/zSqVSqqurkUgkuLi4kJWVhbOzc4sqS7QWVs3o5NibgsI9Zq97e3tTUFBg9o0mspEg3CTukiVLCA8PZ/DgwXTo0IE5c+ZgbyNDVaPhu+++a9ImnJVS59DvH2beNqr+6Sd0GZkkd+5s8pwxh01XNnGm4AwvRb2Et513k22qq6v5/vvvG+7cZ1fDwTeg+wMw9kOL06kGBAQwd+5ckpKS2LFjRyOb6eX8Su7//Fe+PpbOhHAn7rdN4e9zp99R0tZjwoQJJpG5OdSn6U1KSgKgS5cudOnSpc1S20gkkkbEvTWs77333muy3+rVq/Hw8CAiIoKIiAhWr16Nv78/PXv2RCwWM3XqVIKDgwkNDTWbZlihUODk5MSpU6cYOHAgw4YNY+jQobzyyitIpVLKy8sZNGgQ9vb2jRLNvfbaawQEBLSbq6RVxPX0vA+1OsWsuOzp6Ultba3Z8g71onJ6ejqrV69m7dq1v10TiTDU1tC1VwR9+vRh+/btbNiwoUE9n6yUMtz87FE6mi+XWLp6DVpHRzrFxjarmMhWZfPJ2U8Y4DuAScGTzLbbt28f3bt3/23nPr8Bdv+trjr8pBVgJrGdOTg5OTFnzhwEQWD16tU340YFvjmWxsTPf6VYreGTyaF0KDrBQ9MeNKsvuBNoTmQ2Go1kZWVx6dIlUwB6cHBw64p4N4Hfi8rNhfX9HtOnT+f8+fOcP3/e5DQhEol49tlnWbJkCadPn2bt2rUUFhaaja+ud055/PHHuXDhAomJicyaNQuZTIa/vz9z587lgw8+aNRvwoQJnD59ug2eQNOwirju7nV2y6Lig01er8++b654lthGgqAz8s7b7xAZGdkgKMFoMFBdUYGdswsREREsXLiQTp06sW7dOjZv3kxmRjZ518vx72Je41ybkkL16dOkdwnnnv7mU8wIgsCS40sQi8S8EfPGbUVkk/334hbY+TQEDYHp60DasnqrMpmMKVOmEB4ezidfrWbqlz/z1t4UhoR6sHP+PWSf3s+oUaMaBiz8AagXmZcsWdJgV6r3Ba6srCQkJISwsLBGWt+2wu93XEvC+ppDcnIyer2e0aNH4+7uTr9+/ejYsSMZGRmkpqY2kIL0ej0lJSUUFxfTsWNHKioqkMlk9O3bF0EQUCqVREVFNeltFh0dbTZctC1g1RlXqeyInV0IxUUH6RAwp9H1+gri9YnHGs9W957YumkLh34+3OCSurQEQTDieFPrKpVKiY6Opk+fPiQkJLB93T5k+s7IXbRmz8Ala9ZikMnoMHdeswqpLalbOJV/isUxi/Gxb/rh1tTU8P333/9m/03aATuehI4DIHZDnUtjKyASiahw6swWlRpNiYq5PZS8Oj2CDRs2EBoaanH94fbGrSLzzz//TElJCTU1NXh5eeF7cSmi05aXXLUI3j3gvt/EX4lEYkrbWq/8tCSsD2Dbtm0cPXqU0NBQPvnkEwICAkhNTcXZ2ZkpU6aQnp7OyJEjee+993BzcyMtLY3ExEQ6dOhgOt/a2dnx4osvMmnSJCIjIxk5ciTz58/HaDQik8lwcXGhsrKyTR1tLIHVp2oP95GUV8Sj0zWuTKBUKnFwcKCwsLDJvqKbGfID/ANM9V/qUVlU18fRo6HmVC6XEx0dTWT4EERiOJ30E6tWrTI5e9RDX1RE5Z495IWHEzHQfERPrjqXj858RLRPNA+GPGi23bFjxwgNDa0TkVP21GWw8I+6mSuqdbtLaZWWhesTWLj+HMFejuyYfw/+2kyWLVuGXq9vkMnyz4BVq1Zx7do1vL290Wg0dOnSBT8/P0TNZa5vI4hEImQymdU+1BMmTODGjRtcvHiRUaNG8eijdSl19Xo9x44d48MPPyQ+Pp60tDRWr16NTCYzBc9nZmZy9epV5HI59vb2zJkzh5SUFGbMmMHPP/9MdHQ0tra26PV6JBKJKVPGnYTVWmV3j1HcyFhOScnPeHs3zubg6elpvs7szdfEk48/0ehSRVFdH0d3zya75lwpx6ezM/cvfIrLly9z9OhRDh8+zIABA+jevTsla9ci6PX4z3/SrJbPKBj5x6916VCX9F9iVkSuqKjg/PnzPPXUU5D6A2yZDT4R8PAWsGmdsuGHpHxe23GJihodfx8TxpODg5BKxIj79WP37t2UlJRw48YNgszkff4jsGfPHqqrq9Hr9Tg7O/92jr2vacVQW6OeuAqFwqKwPqCBbXfevHm8dDMlr7+/PxEREabnO2nSJE6ePMncuXMBcHd3x8bGhoyMDLKysrC1tcXGxgZfX1/mzZvHrFmz6NmzJykpKQQHB2M0GrGxsbnjlf+sJq6jQw/kck+Kig82SVwPDw8yMjKaLE1yLe06Hoh5Yl5j4lYW39xx3Rs7KNSotBRnqek3MQixWEzXrl3p0qULaWlp/PLLLxzbv5+h6zdQGhrKoGb8kdclr+N0/mne7P8mfvbmk7X99NNP9O3bF4eCU3WujF7d4JFtoGi5p0x5tZYlu5KIO59LN19H/jOvH+HedeNVV1ezb98+YmNjMRgMxMXFERERwdChQ/8QU8OtePnll/nyyy9ZsWIFNTU1FBcXU1NT0+ZKqOYgl8upqakrGndrWJ+fnx8bN25k/fr1jfrk5eWZzpi7du2iS5cupv71vtAeHh4cPnyYyMhIAF599VVTWqLQ0FCys7NJTk4mPT2dCRMmIJPJTM4d9WVXSkpKkMvl6HQ6tFptg6R27QmrfxUikRh3t6GUlh7DaGwcoufm5mbyRf09Dh46eHPSxjtdZVEhds4uSJu48czkOo1fQJffNKwikYjOnTvz6KOPcp9YjESjITksjF9++aXJuOArpVf4LOEzhgcMb1aLXFRURGpqKoP8jHUxte5hMHMH2LbcJHP4cgGjPznKnot5/G1kCHELBphIC785d3Ts2JGgoCCeeOIJcnJyWLNmzZ0LE/sddDod48ePZ+3atRw5coSZM2fyxBNPYGdnx9WrV1tsW20JZDIZWm2dbsPSsL6lS5fSrVs3evXqxdKlS03ZMCQSCR9++CEjRoygR48eCILA448/DsClS5ews7NDqVQil8sJCgrCx8eH7du306VLF3r16sWYMWP497//jbu7OzqdjnvuuYc333yT3bt307FjR5OG+6WXXsLf35/q6mr8/f1ZsmRJ2z4US8OIhFvC+vIL9goHDwUJ5eWNQ+uuXbsmvPHGG0JaWlqD73Nzc4WZfScJWS8fFXRltY36bX7zVeG/r73QZPjT/q8vCav+fkwwGhqHyRlqaoSU6Bjh6MhRQn5+vrB9+3bh/fffFw4cOCCoVCpBEAShVl8rTN45WRiycYhQUlPS5Bz12Lhxo3Bp5+eC8Ja3IHwRLQjq4mbbN4eKGq2waPN5oePLe4Qxn/wsXMoub9QmOTlZWLp0qaDVNgwjNBqNwrFjx4R///vfwqVLl9otRLApaDQaYfDgwUJ4eLhQWFjY4FpSUpKQkpIipKSk3NE1FRQUCBqNpl3nGDlypJCfn9/ovsrLy4WzZ88KeXl5pu+0Wq2Ql5cnaDQaITc3V8jIyBDOnTvXIDTwdmhNWF+LUte4uvQHxJSU/oKTU0MlU73dsbS0tIHHzVdffcWYrnWlSgxltUidG2agqCwqwisouNFcBr2RzMQSOvfxNCm3bkXFjh0IZWXYPD4PLy8vJk+eTFlZGcePH+eLL76ge/funHc6z9Wyq3wx4gtcFebtotnZ2cgyfqabdhu4BsGsnWDnZrZ9c/jpSiGvbr9EoUrDwmHBPDMiGBtpQ5tvvXPHgw8+2EgLLhKJGDhwIJ06dSIuLo7k5GTGjh3b7rmPtFotw4YNQ/GOzT4AACAASURBVKVScerUqUaO9CKRiJCQEJKSksjMzLxt9by2gkKhoLa2tl1F0c2bNzdZzsTJyYmQkBCuXbuGIAimPGt2dnaoVCqUSiW1tbVIJBIqKiruSGK5Fh2gZDJnHB17Ulp6rNG1egfyWw3aer2eZcuW0dVMMjmDXkdFUQHO3o1NM7nXytHWGgjs2bg6uqDXU/zNKko93Ok2fbrpexcXF8aNG8eCBQvIJJON1zYSKY0k0BjYrNo+dfdnTKrdjMg9BB7dA/ZNK8qaQ2mVluc3nWf2d/HY2UjZ/lR/Fo0Ja0RagB9//NEkIpuDn58fTz75JK6urqxYsYLExMR2Mz3odDpGjx6NSqXi+PHjZqNfJBIJISEhpjjZO4F64rYXDAYDtbW1Zu3RDg4OBAcHk5eXR35+PlBn5zYajUilUoxGI0ql0nStvdHiZHGurgPJyFiOTleJTPbbH7i+RsutZTqOHDmCRCIhdERPyrZeRfK73ba8IB/BaMTVt3FQ+I2LxUik4gbn23pU7tuHPieHmpkzsbNrHFFklBvZXrOdDo4dmO09m127diGRSIiKiqJHjx4N8k5VnFjLkIJvEPlGwMztYGvdW1MQBHZfzOOfu5KoqNHx7IgQFgzr3CRhoS7tybVr13jmmWduO7ZUKmXkyJGEh4ezc+fOdtt9H3roIfLz8zl16tRtx7a1taVTp06kpaVha2vbqEp8W6PesV+v1zdIr1oPo9GITqczKYnqz+D1oqVIJDJ9pFIpcrnc5H8sEomorq7+f8ydd3hUZfr+P1MzM5mZTHohJAFCAqFDIh0pCoqIooiLYkdR0FVcy7ruV3ddXcvu2tsqKmtZUFexIIqIVAMCChJaEiCF9GQyyfR+fn+M55AGaRP83deVi4sp57wzc57zPO9T7vus2kNw2niPHz8u6Q4ZjUaampokg7dareckSdVjw42NmUpp6ctYLLtISJjT6jlRSEnEJ598Eqrbip1rbUKRxqqK0PvaGK4gCJQebCB1SDSqiNYGIAQCNLz6GraYGIZc3573WPi1O6rB2cC7F7/LiPgRTJs4jZKSEvbt28fmzZsZMWIEubm5JNRux7DxbmzGLKKu/ww0nbNrtER1s4s/rzvE5mN1jEqN4oNbx7dKPnWEzZs3M3Xq1G5JOqamprJs2TK2bt3K66+/zkUXXcSwYcPC0hP8+OOPs3XrVn7++Weiorr2+U0mE8nJyRw/fpysrKwOb57hgkwmQ6vV4nQ6MRqNkuiX1+vF5/NJDRHinK9CoWhlrC33hy2lO0XeZr/fj8FgOCsRBIDRaCQtLY3S0lI0Gg06na4V73NERARNTU1SM1JfoceGazSOQqHQYWlqb7gmk0misxQEgU8++YRVq1ZJIZ6szU2tsTJkuNFtDNdS7cTa4GbM7PahpHXDBrwlJZyaN4+81Pae+uOij9lUtomV41YyIn5E6LwyGQMHDmTgwIGS7MRPb9/HHPcXVMhSMVz7v24ZbTAo8N895Tz19TH8wSB/vmQoN00egKKDvXhLlJaW0tDQwNUtwvuuoiPve/HFF/fK43355Zc89dRTbNiwodttlsnJyQSDQYqKivq09RFCVLL19fVSWCtq5RoMhlbG0xla3iyDwSAej4empiZcLhcOh0NS/jvT+GFcXBxOp5Pjx4+Tk5OD0WjEbDajUqmIiIigsbGxzw23x0VCuVxFlHEsTU372j0nqqd5PB6pCf3SSy8FUX6kzRdsqaogMjqGiDY/emlBSGApY0TrBJHg99Pwyqu4EhMZuPh37X6wwsZCnt7zNJNTJnPjsBs7XL/RaGRG1Ckucn+B2ZDDp9rFvP3+R2zZsqVLJZiSBge/e3M3f/7sECNTo9h4zzSWTh3YqdEKgsDmzZuZMWNGhyFfVyF639jYWF577TXy8/N7VKIpKiriuuuu4x//+EenOsdnQr9+/YiLi6OoqEiqt4YTLSU1IfQdJiQkEB0djU6n61Qf92wQ+bDVajXx8fFER0fj9/upq6uTFPw6yin079+fiIgIiouLUSqVktC2VqvF7Xb3ebmsV9V9kykXu/0YPl9zq8fFpIbVauWzzz4jKysLuVyO4AvFyjJV69M2VlV0uL89sb+e+DQD+ujWUz7Wr77CW1rKwaFDGDZiRKvnnD4n92+/H2OEkSemPIG8rXsX8eMb8MVdkDmLddrfcdlV13Ddddfhcrl47bXX+Oijjzh58mS7H83jD/Di5mLmPL+do9VWnr5yBB8sHd9latTCwkJ8Ph8j2qy7J1AqlcyaNYtbbrmFkydP8vrrr59xRK0jBINBrrzyShYsWBDqEusF+vfvT3R0NIWFhWE1XrfbTX19PS6XC4PBgMlkYtOmTeTk5Jx1rG/lypXSSF9WVpY0GnngwAEmTpzIsGHDGDlyJB9++KGkvwuhZg+TyURCQgIqlQqLxcKPP/7I+eefz+jRoxk6dCi33XYbMpmM6OhoSUL14YcflobuVSoVDzzwQJ+O9fVKycBkOg8QaG7+ibi40x1LLQ137dq1UjtZR4YrCAKNVRUMmXR+q2NbG1zUlVqZuKA1v5Lg99Pw6msIGemop05tlwR4cs+TlDaX8sbsN4jVdlDKEQTY9jRsfRKyL6F8/F/xbtgoqazPnTuXWbNmUVBQwMaNGwkEAuTm5jJ69Gj2Vzp4+LMCTtY7uGRkMo/MyyHR2HWyc+FXdfoZM2aElfIkNjaWa6+9lmPHjvH555+TmprK7NmzO+VEevTRR7FarWEjQhez44WFhWRlZfUqbA4GgxKjo8lkksJbv9/Pgw8+yNdff82gQYPIy8tj/vz55OTktHp/S7K7l156if379wOhfvp3332XwYMHU1VVxbhx48jLy2s3yaNQKNDr9URGRnLNNddw0003sWjRIrRaLYcOhQYrIiMjeeKJJ9i6dSuNjY1otVpJEnTSpEncd999HQ/bhAHd8riONu7faByFTKaiqWlvm8dDF0xZWRknT56U7uaCPwhykLVgJ3Q0WfA4HMT0a+1xT/xcD8Cgsa33Cs3r1+MtK6Ny8mSysrNbPbf+5Ho+O/4Zt468lQnJE9p/gGAQvn4wZLSjr4VF77Jv/0Hy8vJaGVJERAS5ubncfvvtzJ8/n8LSSub//X8sfnM3Lo+P1Tfm8co1Y7tltBCqE3u9XrKysrr1vq5AJpMxdOhQVqxYIZWOfvjhhzOGbIcOHeK5557j3XffDWsGND09ndjYWAoLC3tMYyp6WQi10Lbck+7du5fMzEzi4uJQqVRdGutbs2YNixcvBiArK0syppSUFKm3/kzTZDKZjPr6eoYMGYLdbqexsVG6SURGRjJ79mxiYmKwWq0SK6RGoyEzM5OkpI7JGcKBbnncr+qbWZR0uiyjUGgwGkdiOYPh7t+/n/T0dOnOK/iCyNqUR+rLQqFdfHprepTjP9WSkG4gKv50T6zg9dLwyqtEDBnCfrWa21sYQJm1jL/t+htjE8Zyx6gOwr6ADz5bDgUfhZTzLvwb/mCQ4uLiMyrVCQLsqoXnigzY/VrmD1IxwFVEwaZjUDOCESNGtGpm7wz79u0jNze3TwnGVCoVM2fOZNSoUZLW6+zZsyVhZgh5s2uuuYbFi0NC3T3F03ue5ljjsQ6f83g8+E74zprk6QgDIgewLGtZKy/bEpWVlaSnpyMIAm63+6xjfRByHiUlJR1yau/Zswev10t6evpZf5OVK1cyZ84cJk2axLRp07jiiitIS0uT+rVjYmIIBoPU1dWh0WiQyWQoFIpOpWd7g2553A+r27MEmKJysdkKCAROi1YrlUp0Oh1FRUXMmXM64yz4Au32t3WlJ4HWhmttcFFXZmPQuNbe1vLxx/hOnUK49hqif62hQWhfu3LrSlQKFU9PexqlvM39yOcK9R0XfAQz/w9mPw5yOSUlJSQmJnYY0hXV2rj6jV08+EkBWQkGvr57Ki/eeiH33LWcK664ArfbzTvvvMOqVav48ccfO/UuDoeDoqKiczZnGxsbyzXXXMMFF1zAxo0b+c9//kNFRSh7/8orr9DY2Mgrr7zSZ+ePiIiQhgO6OvLm8/kQENp52baQyWQYjUZsNlunzShr165l4cKF7W4e1dXVXHfddbzzzjtSyehMEMf6rrrqKnbv3s38+fOpr6+XDFMul2M0GqmtrZXWrVKpaGpqP/oaLnTL4/7QZKfM5SFde/pLNRpHIQh+7PajREWdvih1Oh3Nzc08/fTT0mOCL9ih4RrjE9FEnt7EH/8p1I2T2SJMDjocNLz6Grq8PI4ZDGT9mm4XBIG/7f4bxy3Hee2C19pzR7maYM1iKN8FlzwLebdITxUWFpLdJtx2ePy89P1xVu04iUGj5JmFI7lqXKr0w8pkMvr160e/fv2YPXs2J0+epKCggC1btpCWlsaIESPIzs5uF37u37+fIUOGnNOpGplMRnZ2NoMHD+bAgQN8/PHHJCQk8Pjjj/PEE0/0OkR+8LwHO31NU1MTJSUlxMTEkJaW1qGBBAIBGhsbJfWAsxmRONYnZnHFKaEzYe3ate1uUFarlUsuuYQnnniCCRMmUF1d3ennSElJ4eabb+bmm29m+PDhVFdXo9FoCAaDCIKAWq0mMjKSmpoaIiMjiYiIOCOFUzjQ7azyZ7Wt7yJGYyg7arUdbPW4IAgYDIZW7XyCL4hM3fqU9aUnSchoGybXkZBhxBh3+iJvfPddAmYz8ffeS+GvNUOAjwo/Yv3J9dwx+o72kpj2Olg9Dyr2wsK3WhmtIAhS7VH8/xe/VDHrX9t4fdsJFozpx+Y/TGdRbv8zKzPI5WRmZrJgwQLuvfdehg8fzsGDB3n22WdZt24dx48fJxgMEgwG+emnn84qHdqXkMvljB07ljvvvJMdO3ag0+mIi4ujubm58zf3EiaTiSFDhtDc3ExhYaEk8SEiGAxiNpuJiIjo1Gjh9FhfaWkpWq2Wjz76iLlz53b42mPHjmGxWJg4caL0mNfrZcGCBVx//fUsXBgiUhAbNB566CHWrVvX7jjffPONFDXU1NRgNpulvbzb7ZYkUUwmE1arFblcjlqtbvdZw4luedw8YySf11m4O+M0S0VERDJqdRxWa2vDdTqd7VLhQZcfufZ0EsDrdmGpqWLI5NP7rOZ6J/XlNiZdcXrgwG+xYF71FvoLZuFI7UcgECAxMZGD9Qd5au9TTO03lWUjl7VebONJeP9KsNXANWsh84JWT1dXV6NWq0OJlBobj3x+iB9LGhnez8irS8YyNq17LY9qtZqRI0cycuRI7HY7hw8fZuvWrXz++ef0798fhULRpxxEXYHL5eLDDz/kzTffxGAw8PrrrzNmzBimTJnSp40TWq2WYcOGUVxczJEjRxg8eDBarbaV0RoMhi7t/VuO9QUCAa699lr69euHIAg8+uij5ObmStpAa9eu5Xe/a13n/+ijj9i+fTtms1ka9Xv22WeZOnUqBQUF7SQ7IdRTfvfdd0vkg//4xz+kxNN5551Hc3MzXq+Xzz77jFWrVqHX63n++ef59NNPpbG+pUuXhnW0T9adhvVVFfXCn4sr2XbeELIjT2dUf/nlVpyuciZO2Cg9dt999xEREcETTzwhPVb70n4UehVxNw0HoKroKGv+734uu+/PZOaFssB7vjzJ3g2lXP/EJAwxoXPUPvkUje+9x8Avv+AXs5mamhqmzJ7Coi8XoZQr+XDeh0RFtOh4qvgJ/rsIhAAs/hDSxrf7LFu2bMHq9nHA3493d5Vh0Ci5f042v8tL67SJojswm82sW7eOxsZGdDodI0aMYOTIkedkgqQt7r//frZs2cK+faGmGZvNxrZt2zhy5Ahjx45lwoQJndYdjx49Kg2ldxeCIFBeXk5jYyMZGaGBD7lcTlRUVI8TdoIgSCoDPW25FGVOFixYwMaNGzt/QwuIyglwesDm0KFDJCcn09TURExMjESi2BZn+C679EV0y+POjzfxSHEln9dZeGDAae9hNI6kwbwFv9+OUhn64cvKyhg2bFgrJoygy4+qRZa4rqR1YkoIChT+WENqdrRktL7KSiz//S9RCy4nYtAgqg8dIjklmQe3P4jFbeG9ue+1NtrCr+Hjm0KTPUs+gbj2dbRgUOB/P1WQ70igyV3KNeelcd/sbKIjw98YHhMTg8Ph4Prrr8fv93Pw4EFWrVqFyWQiOzub7OxsEhIS+lzKIhgM8v7777eqbxoMBubNm8eUKVNajUFOmjSpT24sMplMqjKUlJRgMpmk+nlvjmkymSQmirORBJ4JSqUSt9vNJ598QlNTUys6WLlcLg0lKJXKVkMI4t5cJEVvbGwkPj4eg8GAw+FAqVRit9vPaLi9QbcMNyFCxSSTns9rm7g/I0n6wo3GkYCAzXaY6OjxeL1eKisrGTZsWKtRqaDTj0x7+pQ1J4rQGqMwxocSTdUnmrA2uDlv3uk9b92//gUKBfG/TtFUVVVxKPoQu6t389ikx8iJbVF43/sWbLgPkkfBNR91OJZ3sKKJRz4r4EBDDGP66/nb5cMZ3q97QwXdQX19PYIgkJiYiEwmIzU1lTlz5kh0oGvXrgVC9cXs7GzS09N7rezXET766CMAFi1a1O45k8nE3LlzmTZtGj/++CNvvvkmmZmZTJkypU96bmNiYnC73TQ2NlJYWMjAgQO7NWzRFiqVSpLEjI+P7xLdjyjp6XQ68fl8yGQyqeup5fvFqSOXyyVNJul0OrRaLc3Nzeh0OimEFh9LSkqiuLiYmJiYPuOi6nbn1GWJJu4vrOCw3cVwQ8gg9fqQ5KDdUUh09HgOHz4sGbVouEJQQPD4kbcw3KqiYyQPzpZee2xXDaoIBQPHhC4W58/7sW74mrjly1ElJeHz+TjgOkB+ST5XDr6SBYMXhA4UDML3j8HO52DwHLjqHVC3Dptqmt08s/EYn/5ciUmj4PJkG8/eMRd5GMPijiBmrlt6FYVCIQ07zJkzh/r6egoLC/n+++8xm80MGjRIYuoPVxb6hRdeYMmSJWe9qPV6PbNmzWLy5Mns27eP9957j5SUFKZMmRI2jmfhVzEwk8lESkoKpaWlHD58mJSUFOnm1hPodDp8Pp+kFnmm4wQCAex2Oy6XS1LjU6lU1NXVdRqyC4KAx+PB4XBI/ewtu9MMBgMNDQ1otVrUajWBQABBECRq2XCi24Z7cZyJBwsr+LqhWTJctToBpdKE3V4IwE8//SR5Wa/XC4Dg9oOAlJxy2axYqisZdv4sAHzeAMd/rmPQ2HhUEQqEYJDap55CmZBA7NJQNviH4h/YE7OHsQljeXj8w6EF+b3w+YpQjXbcjTD3X6A4/bFc3gBv7jjJa1tPEAgK3H7+IMaoa5EF5H1utBAy3LMJastkMhISEkhISGDq1KnY7XaKioo4fPgw69evJyUlRfLGPVU1KC4u5sCBAxIfU2fQaDRMmTKF8ePHc+DAAT799FOMRiN5eXm9Jq9zuVwEAgH0er3EG9bU1ERZWRkWi6VX3lf0ulartd1ooiAIuFwuqcMpLi6u1ZCHUqnE4/GcVf1CJpNJE0mieFhDQwNGo1Ga5W2pN9TQ0IBCocDlcoW9Z7n79KxqJXlRkWxssHL/r/vckLZoNo5fDXf37t2S7KZouEFnKDUu14VOWXO8CIDkwSFvfXJ/PT53gCETQse0fvUV7oMHSX7qSeQ6HQ2uBh7Z/wiRikienf4sKoUqVKP9cAmU7gg1Vkz9gzR5JJZ3nvr6GNXNbuaOSOKPFw0lLVbHhx/+0kpFoa/gdDolFvyuQq/XM3bsWMaOHYvP5+PkyZMUFhbyww8/oNPpJCPu169fl41o1apVnHfeed2S+IRQCJqXl8fYsWMpLCxk7969DBkyRLr4uzvdFAgEsFqt7XSFTCYTBoOh195XbPwXpT1FYwkEAtLeVRTwaovIyEgcDkeX9HSDwSBer5fExET8fr80EmgymVCr1RLnstfrRavV4nA4fnvDBZgdF8XfTlRxyu2lvyaU0NFHZlFdsw5BEMjPz2fZsmXSWBRAwBb6V2EIvb6q+BgymZykzFDyqHB3NYYYDSmDTQRdLur+9Sya4cOJmj8fb8DLvVvvxe638/DAh0PDA5Yy+O/VYC6GBf+GUac1cH8ut/C39UfYX97E8H5Gnr96NOMHnm5NrK6uPiek4yJFaE/DJJGkOzs7G0EQqKyspKioiPXr12O328nKyiIrK4sBAwac9YLbuHEj119/fU8/BgqFgpycHHJyciTqnPr6eklwOiIioktG5nA4JAHrjs4RDu8rl8slbwdI87E6nU7y8h1Bo9FgtVrPyLDREuI0kVivjY+Px2azSWr2oiiATqcjGAxis9nCnqDqUdxzUVwort/YcLqAH6nPIhCw43ZXUVZWxvjxoRJMO8P9VbCruriQuLR01BottkY3p45ZyJ6QhEwuw/zOO/hrakj844Mgk/HEj0+wv24/0z3TmThoIpTtgjdngK0qlDn+1WhPNTq5e+1+rng1n0qLi38sHMkXK6a0MlqHw4Hb7T4n5Ziqqqqw1W7FxNbMmTO54447WLp0KUlJSezbt4/nnnuON954g40bN1JUVNSKm6mxsZFjx45x3XXtWUJ6AoVCQVRUFImJiURERGC1Wqmrq8Nut59Vx1YQBJxOZ6clG5PJxPDhw1Gr1RIhXXfV+hQKBQ6Hgzlz5jBmzBhmzZrFjh07kMlk+Hw+brjhBkaMGMHQoUN58sknAaRZ2o6SSevXr2fMmDGMGjWKnJwc/v3vf6NSqdi+fTtjx45FpVLx7bffotfraWhoIBgMsmTJEsaPH88dd9wh2UA40SOPO0inYbAugm8bmlmaGgq/9JGhhv9Gy0HcbjeZmaEGCslwraF/5QY1QjBIdXEhQ6eEGi+O7Axp6g6dlIyvshLzG29imDMHXW4uHxz9gE+LP+WW4bfg+MZBYvVm2HAvRPWHaz6EuME0Ob28/P1x3t1VhkwGd83M5PbzBxEZ0f7jiV7wXCiJV1dX97jm2Rmio6MZP34848ePJxAIUFlZSWlpKbt37+aTTz4hNjaWjIwM8vPzyczM7HaY3BnkcrnEQezz+XA4HFKvrlarlZrtRbhcLonjqTOI3tdms3Hq1CkOHjxIYmIiSUlJCILAihUr2LRpE6mpqWcc6/v73//O/PnzueGGGygvL2fRokWUlpby8ccfSwQPTqeTnJwcFi9eTEZGBpGRkTQ0NBAZGSlFST6fj9tuu409e/aQmpoqvVehUJCWlsbq1av55z//CYTCbZlMhtls5r777qOmpoa33nqrW8LcXUWP53HnxEXx+qk6rP4ARqWCyMiQodbVHSIyMlIK3aQ9rs0LChlynZL6shK8LicpWUMJBIIc+aGK9GGxGOO0VNz1NMhkJD74ADsrd/KPvf9geup0rh+whBPy61F8+QwMOB+uWo1bFcXqbSd4dctxbB4/C8emcu/sLJKjzpyJbclw39eoqqpi1qxZfX4e8SJKS0tj2rRp+P1+qqqqKCkp4ZtvviE9PZ0333yTjIwMMjIySEtL61X5pSVE9gi1Wk0wGMTtduNwOGhqakKr1UoZ1p7s8wwGAzk5OVgsFioqKqivr6eiokJS6wOksb6WhtuSVyo+Pp6ff/6ZhIQEgsEgMpkMh8OB3++XMstiZlgs9YgUqzKZDJvNht/vl6bAIiIipEmrjIwMgFa5Bp1OJ81wb9++vRXfVTidRbcM1+0LoFGF7kQzY4y8XF5HvsXORfFRqFQmlMoompuLW92xxLtNwOZFoVcjk8k4dTjUHpmaM4LSgw04m70Mu7Yf9h07sG3aRPzKlZzU2Ljvm/vINGXy1Pg/I//4VvI8P0DuzQTmPM26g3U8++1+qprdzMiO58GLh3RK0AahLpmzNaWHC06nE7fb/Zvo2yqVSsmQKyoqePjhhxk5ciSlpaXk5+dLwwaiIYs0LN1Fzd//judox2N9AgKuQJBAMAiCgADYVSrknVy8EUOHkPSnP7V6LDo6GpPJRH19PZs2bSIyMhKLxUJ0dHSHY31Op5P777+fxYsX88Ybb+BwOPj0008xm81cfvnlfP755yQnJ+N0Onnuueda/UYGg4H6+nrcbjdarZaYmBjmz59Peno606dP58ILL2TevHm4XC5sNhtyuRyv1yvR1SgUClQqlfScXC4nEAhIpHThQreO9MUvVSzKDdXzcqN06BRytjRauSg+lHrX6TIwm8uIjIw83S0lGq7Vi/zX/W354YOYEpMxxsWz5f396KMj6J9loPSyx1FnZBC4ei4rNt1IpDKSl/MeJvK9KxHqDrMv4XfYM//IU6/s5liNjVGpUfxr0WgmDur6TKzNZutzKlEIefakpKRzEpKfCeL+c8aMGej1etLT0zn//PPx+/1UVFRQWlrKzp07qaqqIjExkbS0NFJSUkhJScFkMvWuo4nQTKpCocDn9yMTBPx+HyCTLmiZrOt6f2LZLC0tjZ9//pnS0lKqq6vb7UlF+Zuvv/6aG2+8kT/84Q/s2rWLW265hd27d7Np0yYgFA1ZLBamTp3KBRdcIHlwsRNLnFZSKBS89NJLLFmyhO3bt/Pyyy+zdetWXnzxRUwmk9QZGAgEqKurk3SEWj4nRgC/meG+t6tMGnFTy+VMNunZZjk9uqTVpiMIWzEajR0YrgdlvI5gMEDl0cNkTZhMU62TimMWxs8fQNPqd/CVlZPw75e5Y8e9WL1W/jPmAZLevwr8HrZk/5WnSgZStHofaTE6Xr5mDJeM6P5etWWZoC8hNgL8lti2bRtJSUntPq9SqZS8LYT2cRUVFZSXl1NQUMC3336L1+slOTmZ5OTkVsbcEm0945lQW1tLbGxsyIh9PtxuN263m2AwiEajISIiQhrT6wz9+/fHbDYzcuTIUBfdoUMoFArp5mO324mMjGT16tV88803AEycOFE654YNG5gyZQoOh4O4uDip2aSlOqJarUan02GxWJDL5fj9fiZOnMj555/P8uXLGTBgAM8++yxyuRyFKcLUrQAAIABJREFUQoFSqSQyMpLExEQaGhqksFj8TGL3VThHOrtluAWVzfxS0czo/qEfcHqMgU1mK6UuDxnaCHTaDFQqKwkJA1oZriAIBCweNFkx1JeW4HE66D9sJId3ViGTyxg8UE71n/6NfvaF/MX/GYWWQl5Ku5yhn9yBNzKZv5me5r0DGgwq+MulOVwzPh21smeNAOfK49rt9nNynrNh586d7eaNO4JKpWLAgAGtJGPsdjvV1dVUVVW1MuaZM2ditVolDmORv/hMCAQCBINB6XXifthoNOL3+1vtidVqtdTgcKYSmjjWV15eTr9+/SQvaLFYqKmpQafTkZqaSlpaGps3b+bGG2/k6NGjuN1u4uPjGTBgAPv27WPJkiWUlpaya9cu7rnnHgBmzZrFu+++S79+/aS6rsvlorS0VGqiOXDggMSY4fV621G9BoNBYmJiaGpqasXpHG793G4ZrkYl5+N9p1oZLsC2RhsZ/SLQ6tKRySA7+3SBPRgMErT7EHxBlDEaig/vBiAlaxj5644xYFQc1hdCCalPLzKyteJz/qTLYtrW5zmqy+Wa+lvxW/Vc0t/DNbkpTB4/oOPFdQFif2pfEneLsNlsv/kY3+HDh3vMJqnX6xk8eHArsjO73c7JkyeRyWRSF5JIRC42+Lc1Zp/Pd0b6VKVSiV6vl6Q8PB4Pbrcbq9WKQqFArVZLTBqiIbcd67v55puZOnUqEJpIGzRokFSGefzxx3nuueeQyWSsXr0amUzGihUruOmmm5g8eTLBYJCrrrqK/v374/V6OX78ODExMQiCgMViQafT4fF4ePLJJ7njjjvQarWSN9fpdOzYsYMbb7wRi8XCl19+ySOPPMLOnTuJiIjgyiuv5OjRozidTi655BKef/55ifcqHOiW4V48PJkvfqni/+bloFEpGKiNIFWjYrvFxg394tBqQ/vfwYNNksctKytj4oCQMJgiRsOp7QeJTkml6rgPt8PHQG019i1bqLh+FqvqP+cav5bFh7/jtcB8XrYt5obzB7Js2iDWr/uI+Oie69NC6MLT6XTnRHP2XIXkZ0NdXR0XXHBB5y/sIvR6PSqVqlUkEQgEJOmPtsasVCoJBAJSuHk27yzWUbVareShvF4vTqeTpqamVoY8Z84cioqKWr1fEATuv/9+oqOjUSgUJCUl8dZbb+H3+4mKipIMUq/X8/HHH0vvCwaDOBwO8vPzmTdvnpQBh1ALpdFo5MMPP0QQBKKjo1tFksOHD+fEiROoVCopchD7pTdt2oRMJqOxsZHq6upucZN1Bd0y3IXjUlm3v5JNR2q5dFQKMpmMiSY935tD3D+aiJCHSe1/+oItKSkhMCrUECAzKqg4epihU6bzy+ZTxCRp4M0H8WSmcn/yNs53+llRU8pdgXuIG7+IrdMziTeEQpFwhLjnKkw+1+c6ExoaGqR9bF9BTEC17NwSjTkQCODxeKTapphZFfeFLf/EZBW0LjHp9fqzGrLo5cUkkOjdxX15c3MzZrOZsrIyqUfaZDIRExMjnddgMDB16lTGjBlDXV0dgiC0asuMjo6WEn0mkwmNRiP1JYsk7WLUIeoGORwOvF6vFCmEuwmjW4Y7cWAsKVEa/vdTBZeOCvUiT4jS83GNheNOD4O0CQSDApG608RxEydOxN8YMty6uhJ8bheGuCyKfnIw1nCMgNnMXy5RMNLj4a5aGW9lv8lDc2eTYmq9kQ+HCvq59IL/Pxiu2DZ4riEaM4S+c9FIBEHA7/dLfy3H5YRfRas7MmyxtbCtIYt/Yl1WJpPR3NwsGbNKpSIqKkoaOHA4HJjNZurq6jh16hRarZaoqChiY2PRaDRERUUhl8txuVxYLBZJSjMiIoKoqCg0Go3UlxwVFSXlb5RKpdSJV1tbi0ajQa1WYzabpdpxuBUWu2W4crmMK8el8sqW49Q0u0mK0jDBFNov/tjsYHBkLBaLQFzsaQkPtVqN3+xGrldx4tDPyBVKasuiiNDYMa5/jQ25MuSxXu60ZqC5dTUr+6V0eG4xwdEb+P3+Hg1a9wQul6tP6WA6QyAQwGazMWjQoM5f3EdoO9Imk8kkg2oLUYlP/BProqJBKhQKKYvb8l+dTofBYJBaLlUqlWTM4rlb3gSSkpJITU3F7/djNptpbm6mpqamlViYGFp7vV5sNhvNzc1S0kzsSxY9c0xMDC6XC7PZTHR0NFqtlqamJvx+P8FgELVa3SclwW4Xlq4cm8pL3x9n3f5K7pg+iIHaCOJUSnY32VmSEovZHCQ+vvm0wJdMht/sRhmrpWT/PmLSs6g4Zie+8jvMRj/bJsKziZcz+JYn4Sx7T3Gv1Bu0ZOPoa/TFDGZ30NzcLLUl/lZoKW/ZGVp61bbHCAaDUnZabGYQQ/GWz8lkMvx+v3Qs8bcWj9H2ZqBUKklMTEShUOB2uyXRr8rKSsrKyiRj1mg0Eo+zIAhERESgUqnw+/00NjZKHrahoQGlUonX65XErsWs82/qcQEy4iLJTY/m058ruGP6IGQyGRNMkexuDnHMms0BZFik+q1cLsdf58SbGoG5opx6w1T6K/xkl27i1ctlvDjxQQaMuaHT84bD454rw2150/qt0HJ/9VshHG1+orft7LO07DHuyNDbGjicHs8T1yoapPh/MZy32+34fD7pptDW6zscjtPNJj6fNIMLIWL4vkCPWjkuHZXCo18cprjWxuBEAxNMetbXN1Pl9lJf7ycQbJQ27ZYmJ0GHjM8PFgOQKksnuXoXe7Id3Py7vxOXNqtL/LMul0v6AnsKm82Gx+PpU75bOJ2c6evznA2NjY1Sr204IRpAVyDuXftauQ5ON/qIBnSmLVFLnVxxbaJHFptDNBoNgUBAks0U97Li68VwPhAI4PV6pfqt+LqOEO46bo/cz8XDk5DJ4KuCEJH0mF+ZMA7YnIQYPVwcrw0p0n/5Yy0AMUIZaqUa5PFENW5hwEOPkZPW9QZ8MWvYG8hksj6Z1OjoPOEOjboLpVJ5Tj7r2dBXEcfSpUtJTk5m1KhR7Z4TPaXH4+HOO+9k8ODBjBw5km3bttHY2EhDQwMNDQ2cPHmSjIwMli9fTnNzMzabTQqF3W43Xq8Xj8eD0+lkx44dXHzxxcyaNYvp06fz9NNP43K5KC4uZsmSJeTl5bF27VppbxwXF8czzzzDRRddxLXXXitxWYUTPfK4CUYNeekxbCio5p4Lshim16KUwQGrE5csHnDyh4/zuRDIjTdCDbgbDhGQZ5JkPoTi9/OZPm5ht84pFr97k/AxGo0Sh29fQmS2P9vgdl9DJOkO92cVQ8TuIBwhu+jRAoEAixcv5pZbbuG2227DarVK4bAo+SGXy/n+++8pLi4OiZf/9BMPPPAAmzZtkloQ//nPfzJhwgQUCoVUO26pUu/xeAgEAqjVah566CFee+01Ro4cid/vp6ysjH79+qFSqXj66afZuHEjBoNB+r2DwSA33HADS5cuZeXKlX1yDfR4wzd3RBJFtXaO19mIkMtIU6p4/1gN3mGh7pDfjQ1dMGMCNQiCB6vPjlw9hLjEUqYvurf7C/31C+8NwnGMrkBkDPwtPV5UVJSUnf2t0HKkrSsQ95xOpxOr1YrFYqG+vp7q6mpqa2sxm83YbDZyc3OlUTzxRqzVatHpdMTExBAZGcnGjRtZuHAhbrebkSNH0tTURH19PVqtlhMnTmCz2bjwwgvx+XycOnWKkpISaQjeYDAwaNAghg8fTmpqKo2NjaSnp2M0GklJSWHMmDH4/X6io6OZPn06Go0Gn89HdHS0lJkeO3YsUVFR0jYh3Mbb43GFi0ck89f1R3hhczHljS7KDBBM1tJ0aC+MhosGOPngZ6DRTqPQCKiJdnuZ8fxjPTqfOIHRGygUij6VhWgJjUbTJyRhXYVKpUKv11NSUtJnw/w7Piqi4dTZFelCNC/VrS7ctvvMlsYdnaIl99L+ksp7ZGQkSqWyXXZa7AUWs8XiXlNssaytrWXIkCHShFZ6ejoWi4WoqCjuvvtu/vrXv7Jnzx4EQSA1NVXiRrZardKYnsjYsXLlSmnIYOrUqSxatIikpCTcbjdNTU2S0YpC2HFxcQQCAUlkrS+2TT3yuG5fgM1H64hQyPnyl2oaHR6uGBiPoJRjrQ/tab35IVYAl7w/NocZuTqTiQtyUPQwdNNoNL32HmLj+LmAwWD4TZNTEKKBOXny5G9ybkEQCApBZDLwB/z4/D68Pi9erwef30cgGEBAQCaXoVAqUKlVEtFazK9KjDqdTirriHvP5uZm6uvrJe8YCATQaDSS4cXFxUmKAkqlEp/PR1VVlaSW+MILLzBz5kymTJlCWlqatC8VB+ydTiderxe9Xk9CQgJ6vZ5HHnmE7du3M3HiRNatW8d1110nJa7Em44YKYhZbZfL1Sri+k09boPdw3u7ynh/dxlmh5ekqAhqmj2svjEPt07Jx3sLuWjyQKAWjz40iGDw66nyHiNKm8KgK6f2eKGiIfSGdOtcGpN4rt9y0CA2NpbS0tI+O/7URVlSprVlJ5PX65XqpGJJSK/XS8bUlYtYDJvFJJHYPCOKg8XHx0vNEnDaq4lzr3Fxcfz4449SCF1fX8/UqVP55ptv2LFjB2vWrMFut+P1etFoNDzwwAPI5XKJrF3s1BMEAavVSmJiIvfeey9/+MMfiI+Pl24cJpNJqpXb7XYEQZAaNlqu7TdNTk1+6ns8/iCzhiSwdOpAkowRzPjXNnYUN3BNeiNKQUCTHBJDKogOXbARKLF4G5h2xw29uuvo9fpeCwWLxwg3jcjZzvVbIj4+nvLy8rAdTyybiJq3LY1U7BuOjIzEZDJJCSlRLaAz2tOWdDNut7udobbtQGr7+4mcx5WVlVitVsaNG8cnn3zCnXfeyf79+yUOrg8++EB6z1tvvUV+fj4PPvggBoOB2267jTvvvJO8vDzq6+uloYENGzZw9dVXo1AoOHr0KAqFgoiICMno5XI5Go0Go9GIx+MhOjpaGl4Q19kV2tfuoFuGe8XYVG6ZMoDMhNP7tgGxOrbs3sONm5czKHc130SM57zgOqqtpcBQ1IIStyqSQeMzerVQvV7fa28p7pu6wjbYW/z/ECpnZ2dz5MiRHr1XVByoqqqiurpams2dPn26RPzW1kg7glqtprm5ucObpZjJFaUqAckAztYquHjxYrZu3UpDQwOpqak89NBDzJkzh7fffhulUsldd93FihUrOHbsGDk5Oeh0Ot55551W53U4HNjtdsk7y2QyDh48SEpKaHgmJiaG+vp65HI5n3/+OX/5y18kLukPPvhAmgYaNWqUJK35/PPPs2XLFgwGA4sWLSI/Px+z2czcuXN56KGHpLnfcKBbhvvkFW1mO5srmRHcxfvmoThHX87Q1Gy+qa7CAwwIGDgKeH02smdO7bWHMxgMkipab48jsiT0JfR6PXV1dX16js4wadIkvvrqqy69VmRUFA21qqoKlUpFSkoKycnJTJgwgeTkZE6dOtUtZg+xU02cDBJLLaKxil5VHEToynWyZs0aBEHAbDZTW1uLx+NBLpfz5z//WWozlMvl7QStAYnAHGDFihUSnYzVamXw4MGkpqYCoXKaeEN69dVXiYqKkl7r9/slonsxAQVIfNP19fX85z//kRpgqqqqJNbTcKHnJDhHPocvfs8MTyZvM4r8kU9gtuzErc7EbtdgsDlQCHKsXjMTFlzT64UaDIawhH2i5+4LBbWWiIqKajczeq4xa9Ysrr/+emnUrCXsdjulpaXSn8PhkDinRCMNR0ZcDKNtNpu0F46IiJD2gD2p8TY1NVFRUYHf7ycxMZGEhIRWg/Zi/3DbY4tZYL1eL1GpijAajdKcrshbFRsbKynuiQTwoq6vOD4oDkeIzRriZxaJ2MWxxt++AcNlgQ0PhLR6UsZw3mWvo3vlBM/v/I4i07cQfy+NrjS0OhcRqBBMKiK0vZ+SCVfoea5C2OTkZKqrq8/JfvpMiI+PJzo6mvz8fHJzcykrK6OkpISysjLsdjvp6elkZGSQm5vbK8GtjiCGwU6nUwqDTSZTl7mlOoLdbufUqVO43W4SEhJITk5udyyRL6olxaogCNjtdhwOBzExMe1uYm3XLRq3aGwGg4HIyEhpv+71ehEEQfp9xYknsSQkjg+qVCopGvhtDbd4E3xxFzjqYfqfYOq9qOVKEuN+4nA5LBw2mve8UEsaKZpCIgQlyZM65zzqCsKV7ImKipL6qPsSosJ6RwJU5wIOh4PS0lL69+/Pq6++yrhx40hLSyMjI4Nx48aRmJgY9oELMcEkUtMqlUpp5tVsNkvsjt2Fy+Xi1KlT2O12YmNjycrKOqunFilWXS4XGo2G5uZm/H6/lIk+G0Sv2XYrJU5aRUZG0tTUJHEwdzT9JH5OUT9I1NgNJ7p3tA8WQvxQWLwWUkYTFII8s/dpqoLHEfwLuM6Swlq1jzJVOmODh9AIKvpPGxOWhbacuezNBZecnMxPP/0UljWdDSILQ1VV1TkxXKfT2Sr0tVqtpKenM3HiRHbt2sXatWv7bDIqEAjgdDpxOp3IZDK0Wm07NTydTofD4egWf7PX6+XUqVM0Nze3kibpDKL4l9lsxm63o1KpiI2N7fTzizPMbUXJznSOjo7n8XiwWq3S+UVCud+2c2ryPTDjT6CMIBAM8Jddf+Gz459x5Yil/LcGtqz6iOTrFlKr7Q9ugQi5ElVkeBjzRfHihoaGXoktn8sQVjxXX3QuiT2zRUVFlJaW0tzcLHnUyy+/nKSkJORyOZMnTyYrKwun0xnWLi6x6cDhcODxeNBqtVKo2NH3qtPppH1uZ15PDENramrQ6/Xk5OR0u5wijtwFAgGJ2aIziGWrzsJahULRYRefx+ORiNrFMcC2KvbhQvcM98K/AuAL+Hho50NsLN3IHaPuYNnQW/j6my/5xZhGgjaWaqUHQR7AENU7cre2ED1YbwzXaDQiCAI2m62VKHFfINze3el0cvz4cQoLCzlx4gTx8fFkZWUxf/78Dvd7gKRosHbtWpYuXdrrNYilFLEDTafTSV1LZ0NLUa2zDT64XC5KSkrw+/1kZmb26DcKBoOYzWaJ7lVsdTwb9ZEoStYVMThxH9vyvSJRXnR0NGq1WqK4EZk3wo1u3wrcfjf3bL2HjaUbuS/3PpaPXo755VcYUX2MgvRRKCs81CviQCYQ2z8prIsVPVhv0DKE7WukpKRQWVnZq15Vs9lMfn4+q1ev5sUXX+To0aNkZmZy1113ccsttzB16tROtXIvvPBCPv300x6vAUJcSl999RVWqxWPx0NUVBTx8fHo9fouexSx5bSjfnFBEKiqquLo0aNotVqGDx9+RqO9+eabSUhIYPjw4R0ep7GxkXXr1jFt2jTy8vJYsGABu3fvprGx8Yz97h6Ph++++47x48e3UuUDJFU+pVLJ//73P1QqlZSgmjNnDiaTicsuu4zY2FgiIiKkwXqxAaMvptG6dStw+pzc9f1d7K3Zy/9N+D8WZS/Cvm0b5jffZPwVK9jug4EWG155PFa5gQGpcWFdbEpKCseOdaxV0x0kJydTVVXFkCFDwrCqM8NoNKLX66msrJTqg50hGAxSUVFBYWGhJJmZlZXFpEmTGDBgQI+ykzfddBMzZszA4XB0q34tCIIkU1JfX8/YsWMxGAw9VmgQmzaam5ul/mDovpe98cYbufPOO9tp/orthnK5nGHDhrFt2zaio6P5+uuv+eMf/8imTZuor6+XFOTbDi3cd9997N27V1LlE9tF26ryiYP6zc3NLF26lJtvvpn33ntPorOx2+2txh/7omegW4Z766ZbOdxwmCemPMGlgy7FW15O5f0PEDF0KOctvBw++gV5oBGIx6bTEZUUXg3apKQkampqwpKg+vnnn8O4sjMjOzubwsLCsxqu1+vlxIkTFBYWUlxcjMFgIDs7mwULFoRFEjQ3N5f09HReeukl/vjHP3b6ekEQKCwsZOfOnbjdbqZMmcKIESOklr/eQNSQdTqd6HQ6aS8bHR1Nenp6l37XadOmddiDLZZqRGkRERMmTKCiogKj0YhGo8Fms2G1WtHpdBLPtuiNW6ryiSoQIsWtuGe2Wq1Sy+dll11Gfn6+9L2JpaRTp04RGRmJx+PpE9LAbhnuEfMR/nX+v5iVPougy0XFXb8HmYx+L77Awf/VESnIqGsK1UgbZTFh35RrNBoMBkOvE1QpKSmsX7/+nCSosrOz+fLLL9vJbVqtVsmrlpeXk5qaSnZ2NtOnT2+n0RMOLFu2jBdffPGshhsIBDh06BA//PADSqWSKVOmMGTIkDP+jltWv0FdWfenj4SggPfX5A2CEGqWUCrYAySkD2TGjbd1+5giJVFcXFy79b711ltcfPHFQKjOGxsbi9/vx+Fw0NDQIGWhL774YtLT05kxYwZz587ld78LCaaLRup2u7HZQhzicXFxNDc3t+JLFve9IueUVqvF4/H0yR63W0d87YLXmJA8IZT1+79H8BQV0f+Nf1PdpKWysInsVIGTTaF4vpFYtm/fHjYldBHhSlBpNBpqa2tJSgrvPrwt+vXrh8PhwGKxSCrrBQUFmM1mBg8ezOjRo1m4cGHY9GrPhGXLlvHII4+wefPmdjcRn8/H/v37yc/PJzo6mjlz5jBw4MA+u6mF5ma9yOWKkDfq5WkCgYCUzW1rJFu2bOGtt95i586drR5XKpVERUVhNBqx2Wx4vV5eeOEFbrnlFrZu3co///lPvv76a15++WWpx12tVrfiaTaZTDQ0NEjcWna7nbi4OMrLy4mMjMTv9/fZ79otw52QPAEAy3vvY12/nvi7f4920mTy/7YHU6KOlEAxPytT0Xgc1MpS2LhxY9gNV9yfjh49usfHkMlkZGVlUVhY2OeG6/f7iYuLY82aNVitVrKyspg2bRoDBw48pyyMarWaK664gieffFIyXL/fz759+9i5cyepqaksXLiwy3txoEeesa6ujoqKCpKTk1EqlVIU1VOI4alOp2tnJAcPHmTp0qV8/fXXZ5QAEdsWRWqkadOmMW3aNEmVb+3atdJrW6otwGnjF4fvReqapqYmkpKS+rT5pts+3PnTT9Q+8wz6mTOJXbaMQ9ursNQ4mbEklX2r9kNSKvomK5bYGKoLCsK+4PT0dPbv39/r42RnZ/Ptt99y/vnnh2FVrREMBikpKaGgoIDCwkJMJhOCIHDvvfd2qYGgr/DYY4+RnZ1Nfn4+kZGRbNmyhYSEBJYsWdLnNzBBECgrK5PUFUwmE4FAgIaGhl7xP7tcLgKBQLuEWXl5OVdccQXvvfceWVlZrZ5rqcoHSOwZe/fuZfr06cBpVb7O0LK5Qi6XU1FRIZWdgsFgnw2zdMtwfdXVVNx9D+p+/Uh5+ik8rgB71pfQL9uEte5nEty1yABVs5Om+Nhel246QkpKCm63m8bGxl7pz/bv35+mpiasVmtY6rli00BBQQGHDh3CaDQyYsQILrjgAjQaDc8995zUlfNbISUlhQULFrBs2TJWrlzJggULunRx9hZ+v5/i4mL8fj9Dhw6VmikUCgWxsbGYzWZkMlmXkzgtx/oyMzN59NFHWbZsGa+//joAt99+O4899hhms5nly5cDIe+4b98+gsGgpMonQkx2PvPMMyxbtqyVKh/A3r17WbBggaTK9+ijj3L48GEEQWDy5MkUFxfjcDjIzMzkT3/6E1dddZVE49pXahbdMtxTK1YguN2krn4HhcHAjv8W4nH4mHTFANY9/SIjh04gzSXDYg1ikUVjsVh6bWBtIZPJGDx4MIWFhUycOLHHx1EoFGRmZlJUVERubm6Pj2OxWCgoKKCgoIBAIMCIESO44YYbiItrXQobM2YM+/btY86cOT0+V29QXl7Od999x9ixY/niiy9ISEg4J0Yr0phGRESQk5PTbnugVCqJiYmhsbERQRC65KHWrFkDhLijlUqldOO9/fbbpdesWrWKVatWtXvvkSNHuPLKK1s1Y4hsmBs2bOjwfHl5ea3G9yBk7I2NjWzYsAGTyYRMJuPEiROSwoJIjN4XiSnoZgOG51gh/Z79FxGZmdSWWjm8o5IRM1KxVB3Gbm5g2OCpZAIuqwo7OkaNHs3zzz8f9kVnZ2eHZWSup8dxOp3s3buXt99+m1WrVmGz2Zg/fz533XUXM2bMaGe0AOPGjeOXX34JOzF2Z6irq2PNmjV8+umnjB07lrvvvpsVK1bwwAMP9DkLpcVi4dixY5hMprMOBoi9xHa7XcradgaR1qa7bZzDhw/n2Wefbfd4dxJxgUAAs9mMUqmUjNblctHc3ExKSgpyuRyPx9OnM9/dMtyE++9HP20awaDA9jWF6Axqzrt0IPu/+YKoxCR09kjSdAI+n4qAG6645lo+++yzsC964MCBVFVVSTIPPcWgQYMoKyvrkgRiMBjk6NGjrF27lhdffJGysjKmTJnCvffeyyWXXEL//v3P+uNHR0eTmprKoUOHerXmrsLj8bBx40b+85//kJGRwZ133sno0aORy+U88sgj2Gw2Hn/88T47v9lspqSkRFKH78wwRCYKj8eD2Ww+KxunyANlMBjCUnLsKoG92BZZX18vzROL7y0pKSE6OlrSuBKZH/sK3frUMTeGNH6O7KyirszG5IWZNFWXUnnsCGNnXYq31EZCTKilTG7zMfGiizl58mTYKVFVKhUDBgyguLi4V8fRaDSkpaWdtanAZrOxbds2nn/+eXbv3s2QIUNYuXIlCxcu7HS8rC3y8vLYt29fr9bcGQRB4ODBg7zyyiu43W6WL1/OxIkTW4VsGo2Gd955h2eeeSYsnWhtUV9fT1lZGRkZGcTHx3f5feKeV6PR0NDQIPGDtYXH4yEYDIZt/9gVwxVLTqJsqDi2CVBdXY3P5yM1NVWiivX7/X1KvN8tw5XJZLhsXnZ/doJ+2SYG5yWy/5v1qCI0DEoZC0EBvT7kBWV2P8aUVGJiYloRdIULWVlZYQmXc3Nz2xmT2OrRPK0bAAAgAElEQVT38ccf8+qrr2Kz2bj22mu56aabGD16dI9rc4MGDcLpdHLq1Kler7sj1NbWsnr1anbv3s2iRYu47LLLzhiuXXDBBSxcuJDFixeHNWSura3l1KlTDBw4sEe5DZERMi4uDrfb3c77igMiLQ2ntzgb33ZLL6tUKomPj29VGXC73dTU1JCRkSHNILvdbqkjq6/Q7SPnrzuBzx1g2tXZuKzNHPthKznTZhIocSLTKnF5mjFG2JDbfZh9fhYtWsTbb78d9oVnZWVx4sSJXpOkDx48GJvNRnV1NW63mz179vDqq6+yYcMG0tPTueeee5g3b15YqG7kcjlTpkzh+++/DytJttvt5ptvvuHdd99l+PDhLF26tEv12Ndee42Ghgb++te/hmUdtbW1VFZWMmjQoF53fymVylbeVxyGF5v7w8maqFar2+UeRB7nxsZGycsajcZ2xO4nT54kOjoavV6Pw+GQaGX7MkyGbmaVq443cSy/mjEXphGTEsmuT9YQ8PsZPecS3KuricgyUX+yjiS9myZ7DI0+PwsWLJDS6uGESFhdVFTUq3lXuVxOdnY2n3zyCQ6Hg0GDBnHJJZeQnp7eJ51DY8aMYdeuXZw8ebLXotOCIFBQUMCmTZsYPHgwy5cv71ZCRKvV8v7773PJJZcwceJELrrooh6vpb6+XjLacDUdiN5Xo9HgdDppaGgAwk91qlKppHxJS1IAsb7cdiBBRFlZGYFAgPT0dGw2G2q1Grfbjc/n63PyhG553C3vHcMQqyH3kgx8Xg/7v1lPxuhxGIRogg4f/nQ1gYCbfvoqZA4fVl+ACRMm4PV6+eGHH8K++I7C3K7C7/dTUFDA22+/zZEjR2hubuaWW25h4cKFZGRk9Fm7n1wuZ+bMmXz33Xe98rpWq5U1a9aQn5/P1Vdfzfz583uUxTz//PP5+9//zuLFizlx4kSP1tLQ0CCFx31xwYoln7i4OARBYPny5cTHx5OTkyN54Lb4/PPPGTlyJKNHjyY3N7dVy2N5eTmzZ89m6NCh5OTkcOrUKbxeLxaLhbq6OgKBANHR0cTHx6PT6SgqKmL69OmMHj2aoUOHctttt1FbW0tJSQl33nknRqORlStXSl5apVLxl7/8hf79+/eZBE23DLep1smMa4eg1ig5vOU7XNZmxl92Fe6jjSCDJoMXhdJLf30FsiBUNbpQKBTMmzevT8pCQ4cOpba2VroTdwXNzc1s3ryZ559/nv379zNx4kRWrlzJkCFDOH78eNjX2BGGDh2KXC7n8OHD3X6vIAgcOHCAf//736SkpHDrrbd2q02xI/z+979nwYIFzJ49u9sSLY2NjZSXlzNgwIA+GY5oCbFx//bbb+err76S2h1ramqor6+nqakJh8OB1+tl+vTp7N+/n/379/P222+zdOlSSbJkyZIlrFixgh9++IH169dLsiEKhYLExERMJlOrfezvf/97Vq5cyYEDBzh69Cg33XQTlZWVZGdn88QTT/DYY49JSvQiIfqll17Knj17+uy76FaoPGRSMv1zYggGAuz98lOSB2eTMiSHug0/EzEwipOWepQKH4mGULG6siF0EVx11VXcdddd4V+8Uik1NpwtzBMEgRMnTrBv3z7Ky8sZOXIkN954Y6t6a15eHl988QXjx4/v84khmUzGrFmz+Oqrrxg6dGiXM9NWq5X169djtVq57rrrwtqm+OabbzJ58mTmzp3L999/36U1iTxXaWlpfb6na8lQIY71KRQKEhISJIpUcYrH4XBIIa+YaAwEAtTW1lJUVITH42H69Omo1WqMRiMKhQJrSNi5w4RSdXW1dHN0u91otVoSExNJTk4mPj5eYjmRyWSS4fa19Ez3JEiuDJE6F+7eibW+lhk33EqgzoW/wYV+SgrVZUeJidGQqK0HoKE5JNI1Z84cmpqa2LlzJ1OmTAnrBxg3bhxvvPEGM2fObNcHHAgEKCgokMbU8vLyuOKKKzrsF+7fvz8qlYrCwsI+H7CHUC06Ojqa3bt3t5od7QiCIPDLL7+wadMm8vLyJDmMcEKhULBx40bOO+885s2bx1dffXXWrKjP56NybQHxdhnBiCrqCA+jiDolEtOl7ff+Yta3IyIBufz/tffmYU1d2///+2SAkBDCPCOzgowOKLUOOFttrdW2TlWvWjtZbf10/vXWtk/v76qt/dza2tpexzpUrVqHqxStUqwTDogTICIgMicEEjJPZ3//iDkSGSSQgN4Pr+fheTQ5OdknyTp77bXXei8WnJycmn2v+/fvx0cffQSxWIwjR44gICAA58+fh4+PD+bPn4/S0lKMGTMGK1euhEAgQF1dXYuKHsuWLcOoUaOQmpqKhIQEzJ07FwEBAcx+srOzM4xGIzQas4dp7zV4S9jkKvMEXBBCcPHgXngGhSBywCCor9cBFOAS543q6mr4+PDA52pBcVlokJv1dPl8PhYsWNCuIm5bcXd3R0hIiFVig8FgwPnz5/Hdd9/h2rVreOqpp/DKK6+gf//+rSb5UxSFtLQ0ZGZmdllf20mTJuHMmTNtuvqWtWx2djbmzJmDtLQ0h1UViUQinDlzBrdu3cIzzzzTasSeEIKioiKm3K0r0Gq14PF4NnlDzz33HG7evIkDBw7gk08+AWC+AZw6dQqrV6/GxYsXUVJSgi1btoDD4YDL5bbYEXL+/Pm4cuUKhgwZgqtXr+LFF19kNKOb/lZUKpXDizUs2JxIeefqZUjKSjH+9bdBsVjQ3KiDU5gIeo65I7iHBwdGE8ARcNCo0DGvs2Tu2CupvykpKSk4ceIEYmNjcfHiRVy4cAEhISE2l6n17t0bZ86cwbVr1zpVNtheLI2RDx48iPnz5ze70xcUFODw4cMOm2VbwtvbG9nZ2RgyZAjGjx+P9PT0Zje70tJS0DSN0Jf6OXSvsilarbbDCQ3Dhw9HSUkJ02soOTkZERERAIApU6YgOzsbCxcuhEAggEKhaBZFtqQzzps3D8uXL0dCQgJTPeTh4cEkhOj1ervm5beFTZ86IQTn9++Gq5c3YoeOgEGshrFWDX6CN1MJ5OpqvgM5uXKhUdxPJezduzf69+/vkFnX19cXDQ0NWLNmDerr6zFv3jxMnz7d5qANRVEYM2YMsrKyuqwBdkpKCjgcDrKzs5nHjEYj0tPTcezYMcycOdOhs2xL+Pj44Pz586itrcXAgQNRU1PDPNfY2Ai5XI7o6OguM1pLpY0ts/vt27eZaPPly5eh0+ng5eWFlJQUpjs9AGRmZqJv374AgM8++wxHjhxhRNEBsxbVxo0bIRQKERYWhtraWkilUqa7gaVTgcFggLe3d5d9TzZ98nevX0XlzXwMevZ5sDlcaK6bXTyX+PslfM48PTgcNzgLnKBVGWA03Xcl3n333U6rDTaloaEBhw8fxrp16+Dn54fAwEBMmTLFpjS7B+nVqxf8/PwcnppogaIoTJ48GadPn0ZdXR2kUik2btwIpVKJV199tdMR447i6emJnJwchIeHIykpCdnZ2Th69ChkMhkiIyO7zEUGwPQ+ssyCM2fOxBNPPMFoeW3cuBEA8OOPPzKlffv27UN8fDySk5OxePFi7N69GxRFgc1mY/Xq1Rg9ejQSEhJACMGiRYsAADdu3EBkZCQUCgWMRiOqq6tRUlKCGzduYOLEiUhKSsL48ePxj3/8Az4+PnBxcUFcXByWL1+O/fv344knnmC6I77//vsIDg6GWq1GcHAwPvvsM7t+JpQte4m/fPIuUUjrsHDNerA5HNT+6zJYfA58X0vC7t27UV1djdGjb0OpKsSy8n+iJkeMU++PRIinOafUaDTC398f33//PaZPn97hQdfW1uL06dMoLi7GgAEDkJqaCmdnZ3z//fd47rnn0KtXrw6f23L+bdu2YcmSJV32A71w4QKys7OZiOfAgQO7refQgyxfvhxff/01KIrCiRMnMHjw4C59f0vE19E62OPHj8fRo0fR2NiI6upqaDQaREZGWrnolk59Xl5ejNSsRbLW1kSggoKCll7Tri/dphm3+tZNpD73IjhcLgxVKhjFavD7+YIQgvLycoSEhECvr4OTkw9cXM3rovL6+24Hh8PB0qVL8c9//tOWt2W4e/cudu7cie3bt8PPzw9Lly7F6NGjIRAIwOFwkJaW1unEBgDw8/NDVFQUo97naPR6Paqrq6FSqRASEvJIGS0AfPrpp/Dy8mIE07pqGWHBYDDYvWlWSxw9ehRKpZKpGAsPD7cyWksNruUxy2ehUCi6LChlwSbDFXr7IH7kWACA+nItwKbAT/CGTCaDUqlESEgIdLpaODv5wNnFHPcSNwlQAcArr7zCKBu2B0sEc/Pmzdi/fz+ioqKwdOlSDB06tFnYPSEhATqdzi7FB2lpabh48aJNyR0dQSwWY/369aBpGkuWLEFDQ4NDN+47wnvvvQdnZ2cUFhaCpmncuHHDLr2K24OlkZijJX9omsbdu3dx69YtuLu7IyYmBhqNhkmFJIQwgn+WboBcLhc0TYMQ4vDkkwexTSxu6gywOVwQE4H6qgQusZ5g8bkov22udgkODsTNwmr4ukzEFb0OPABihXV43d/fH+PHj8dbb72F/fv3t/pelqSJzMxMmEwmPPnkk4iPj28zIMJisTB69GgcP36808ETd3d3jBgxotWIrz3Iz8/HkSNHMHbsWCaKPWPGDGzcuBE+Pj5M5LM7uXTpEn766SdkZmYiLCwMGo0GXl5eKCsrg1QqRWhoqEONyrLd4shAWGNjI8rKykBRFGJiYphyQYsyB0VRTGqlSCRiEjsMBgMaGhrg4+PT5R6STZ9G3AizOqC2qAG00gB+P3PFTHl5uVm60p0CIQbweEEAhwJhAZIHZlzA7Hr98ccfVtHKplRUVGDr1q3IyMjA0KFD8dprryExMbFdX150dDR4PB6uXbtmy6W1yKBBg8Bms60ivvaAEIKsrCwcPXoUs2fPttp68vDwwPPPP4/ffvuty2a11rCkB7788stW61pfX1/ExcWBEIIbN27gzp07DnOfLU3CHGEYKpUKN2/exO3bt+Hh4YG4uDirGl8nJyd4enqioaGBydqydPSzNPPS6XSdkgruKDYZLvteMbY6VwwWnwNeH3OaW3l5OYKCgmDQmyPLLrwgDPEQwtmF26Lh9uvXD+PGjWsm3SqRSLB79278+uuvSEhIwBtvvIG+ffva9KXZc0vnwYivPdDr9dizZw+Ki4uxaNEiBAYGNjsmLCwMI0aMwK5duzqt8tEZ3nvvPZhMJqb1RlOcnJzQu3dv9O7dGxqNBtevX0dFRUWnyywfpD3d/WxFq9WiqKgIhYWF4PF4SExMRHBw8EN/Z0qlkpGC1el0kEgk8Pf375L194PY7H/QWiM0eVK4JPqA4rCg1WpRW1uLXr16QautBADweMEw0AROPDYkyuaGCwBffvklzpw5g8LCQsjlchw6dAhbtmxBcHAwlixZgv79+3fYPbJs6Zw/f75Dr2+Kp6cn4zJ3NqNKJpNh06ZNcHZ2xrx589qsHElJSUF0dDS2bdvWYjaPo7G4yNu3b2/zh+nq6orY2FhERERALpfj6tWrKCkpsdoL7QydbTdjwdIMrKCgAHl5eaAoCnFxcQgLC2tV0E2v16O+vp6pFNLr9TAYDIzbbDAY7FKn3RFs/kTUuWLASEMwwDzgO3fugBCC8PDwJoYbCD2h4eTCaXHGBYCoqCjMnj0bCxYswE8//QSBQIAlS5bgySeftMsdbPz48Q9NJ2wv9nCZy8rKsHHjRiQnJ2Py5MntUv8bM2YMgoODsWPHDuh0LX+OjqA1F7ktRCIR4uLi0Lt3b9A0jZs3byI/Px9isbhTnk9LM25b3fosZGVlQSQSISkpCXFxcVi8eDHKy8vR2NiId955B5MnT0b//v2xZs2aFl9vMBhQX18PkUgEuVyOyZMnIy0tDSNHjsT06dMhlUoRGBiISZMmwd3dHU8//bTV69euXYuoqChQFOWYACchpN1/NE2Tmn/lkJo1OYSmaUIIIenp6eSLL74gBoOB5Od/SE7+lUIIIWTUhQLyxIbTJOnzo6Q1qqqqSGBgIDlx4kSrx3SG7OxssmHDBmIymTp9rvr6erJq1SpSXV1t82svXbpEvvrqK3L79m2bX0vTNPnPf/5DNmzYQDQajc2v7wjLli0jUVFRRK/XN3suPz+/XecwGAykoqKCXL9+nVy6dInk5eWRiooKotVqbRpLQ0MDUSqVVo+dPHmS5OTkkLi4uGbH0zRN5HI52blzJxk2bBjJyckhBQUFpK6ujtA0TaqqqkhOTg4hhJDGxkYSHR1N8vLyrM6h1+tJdXU1UavVhBBCFi1aRP7xj38QuVxOqquryR9//EGuXbtGTCYTOX78ODl06BCZNGmS1TkuX75MSktLSWhoKJFIJC1eWyufZbts0aYZV1+ugKFGBcHg+x3kSkpK0KtXL3A4HKjVpRDwzZFQPU3g7MyBQmtsdV81ICAAc+bMcUjJH3B/prSHy+zh4YGJEydi165d7a5ZJYTg2LFjyM7Oxvz58zukeEFRFCZNmoTAwEBs3brV4WvevLy8drnID4PD4SAoKAjx8fFISEiAh4cHFAoFbty4gStXruDmzZu4e/cu6uvr25SsJS00Zhs+fDiTE6zRaCAWi1FaWor8/Hzk5uaipKQEJpMJPB4PycnJiImJgZeXFyiKQkBAAPr37w8AEAqFiI2NRWVlJXNuvV4PqVRq1QjbEsMxmUxwcXGBt7c3I8M6evToFnOo+/Xrx3T5cwQ2bQepLtSAcmKBn2ROKVQoFJBIJEhKSjI/ry6Gj495n9dICARObJhoAo3BBL5Ty2/10Ucf4YcffsChQ4cwefLkzlxLMyzBpQ0bNiA6OrpFvWNbiI+PR21tLX799VfMnTu3zaCJyWTCoUOH0NDQgAULFrTZDf1hUBSFCRMm4Pjx49i0aRNmzJjhsI4Ib731FqZMmdIuF/n3339vdWegLUwmE/Nn2QcFzNfp7u6OlJQUsNlspq0lRVGMEqPhXpe/8vJyaDQaFBQUwNnZmTEooVAIHo8HmUyGnJwc9OvXD4GBgVi9ejXi4uKsxnHnzh3k5uYy16rVaiGTyeDu7s7kCKhUKvztb3/Dq6++ytQsjx8/nvnNdxc2zbiaqxLwk3zB4pmN0NKjNDw8HAZDAwyGevDvzbhamoDnbP5hK7Str3FEIhE++eQTvPXWWx0Z/0OxZ3AJAEaNGgUej4f09PRWPQm9Xo9du3ZBq9Vizpw5nTJaCxRFYezYsRg8eDA2b97cYZmZtjh9+jSys7Px9ddf2/3cTWGz2XBycmJafbi6ukIgEIDH40EgEEAoFMLJyYkJSlEUxZQQenh4ICgoCGFhYXBxcUH//v0RFxeHiIgI+Pr6MpU9/fv3R1lZGa5evYolS5ZgypQpVmNQKpWYNm0avvnmGwiFQigUCshkMnh6ejJGa2nd+dxzz+HcuXNYtGgR8vLyMHPmTIcn5jyU9vrUhBCUf/AX0ZU3Ms74gQMHyIoVK4jJZCINskvk+IkIIpFkEkIIiTx5lbz0+3US+sFhUlR7/zUtodFoiJ+fH/niiy/aPK6j0DRNNm/eTM6ePWuX82m1WvL999+TCxcuNHtOpVKR9evXkwMHDthlbd0Sd+7cIatXrybnzp1jYg32ICUlhSxevLjNY9q7xrUX9fX1RKVSNXu8tLS0xTVuazRda+r1ejJu3Djy9ddfE5PJRKRSKRGLxcRoNDLHGwwGUl1dTbRaLamvrycymYwUFRWR/Px8MmnSJLJ3717m2D///LPZGrel932QLlvjcgMF4Aa5MgZfVFSEiIgIsFgsqFXmBsd8fgRoQqAy0XC7l/bY1owLmFX7tm/fjpUrV7Y7FdIWLC7zqVOnmHKuzuDs7IwZM2bg5MmTKC0tZR63bPeEh4dj8uTJDsv2CQ0NxcKFC3HlyhUcOnTILskPhw4dQlFRUYfzyB1Fe7sMPEhNTQ3zugsXLoCmaXh5eYEQgoULFyI2NhZLly5lGo55e3tj3bp1WLt2LZOT7OrqCpqmkZmZCbVajcbGRnh7e6O4uLjThSydxaZfluuTQVbq7UqlkmlhqFLfBkU5wcUlGGoTDQLAnWcObjzMcAHz1sf06dMxceJEGy+hfXh6emLcuHF2S2rw9PTEtGnTsG/fPojFYtTW1mLTpk1ISUnB6NGjHZ4C5+7ujgULFkCn02HTpk0Qi8UdPhdN03j//fexZMkSh1fg2AqLxWq2xGlPWd/evXsRHx+PpKQkLF26FLt27QJFUThz5gy2bduGEydOIDk5GaNHj8bZs2dBURRu3rzJZEo5OTnB2dkZcrkct27dwpNPPomXXnoJI0eOxMsvv4yUlBQAwLBhw/DCCy/gxIkTCA4OxtGjRwEA3377LYKDg1FRUYHExES8/PLL9v1g2js1E0JAG+67fllZWeTTTz8lCoWCEELI5dx5JPv804QQQqq0OuKXmUu+vFpGQj84TA5frWrRVXgQuVxOfH19HeYyE0JIRkYG2bp1q93c2KtXr5JVq1aRVatWkevXr9vlnLZA0zS5ePEiWbVqFfnrr786dF0bN24kfn5+RKfTPfTYrnaVlUolaWhosNv5jEYjqa+vJzU1Nc22piZNmkSqq6tJXV0dMRqNpKamhqhUKlJUVETy8vLsuiwhpAtdZYpz//Bbt24hKCiIyf5RKPIhdDXXFiqM5juk6F4kWd/ONDg3Nzfs2LEDq1atcojLDABjx44FRVE4duyYXc4nFAqZyKelUXJXQlEUBg4ciFdeeQV37tzBxo0bbZp9TSYTPv30U3z88cfd2nS7NVqacTuKRqOBRCIBi8WCj4+PVa01IQTbtm0Dl8uFh4e5RayLiwtTbxsREfFIlVp2aBGmVCpRWVnJuMk6nQQGgxRCoVkCpNFoNlQ3rtlwjab2r1HGjBmDF1980WEuM4vFwrRp01BUVNTpzvYlJSXYu3cvIy+zdetWNDQ02GmktuHu7o6XXnoJ/fr1w5YtW/DXX3+1a+371VdfgcvlYvHixV0wStths9mdzn+2NOxqbGyEh4cHRCKRVfyB3NNntgihKxQKpotCSUkJgoKCukS50RY6ZLgW4fDo6GgAgFJplutwdTUbbp3e/IPxubdtZKRtCy7861//gkQicVgbSBcXF8ycORPHjx/v8Mx++/Zt7Nu3Dy+++CLCwsKQkpKCIUOGYMuWLZBKpXYecftoOvtWVlZi7dq1uHLlSqszFk3T+O6777B8+fIu04+yFYvhkg4EqGiaRmNjIyQSCdhsdrNZFrhvtDRNw9PTExqNhtFGLikpgZOTU7dU/zyMDn1bN2/ehFAoZESfFQpzm0qh0OwqSw1mw/V1NgenmupOtYeucJm9vb0xZcoU7NmzB3K53KbX3r59G/v378f06dOturqnpKQgLS0NP//8c6eCRZ3F3d0dM2fOxNSpU3H58mX89NNPKCwsbPbj379/P4xGI+bOndtNI304lhuKLe4yIQRKpRJisRg0TcPb2xtubm7Nbk7kXnG8xWgNBgMUCgU8PT2hVCofSRfZgs2Gq9PpUFRUZFVup1Dmg8cLAYdjTv1iZtx7hmuwwVW2MGbMGMyYMQMjR450mM5xdHQ0UlNTsXPnznZHmktKSrB//37MmDGjxS2Bfv36YezYsfj555873b+3s/Tq1Qvz58/HqFGjcOLECWzevBmlpaWMAX/zzTeYNWvWIzvbAmYvgsvltqv5OLnX7UAsFkOv18PLywvu7u4tFnRYusoD5h0Co9GIhoYGuLu7M134HkUX2YLNuspFRUUwmUyMpCUANDZeg1B4P52szmCAkM2Cq5PFVe6Y4X333XdITU3F+PHj8ccff3ToHA9jyJAhUCqV2L59O+bMmdPmF1VaWsq4xyEhIa0el5CQAHd3d+zZsweDBw/GkCFDuu2uTVEU+vTpg+joaFy7dg3p6emgKArBwcG4dOkS9uzZ0y3jsgUulwuDwdBqBprRaGQ67FmCS20F2iwNvvh8PlxdXRkjdnNzg7OzM27cuAGhUPhIusgWbL7V5ufnw9XVlfnh6vR10GrLIRL1Y46p0xvh1SQ3+d9/lXRocDweD7///jtyc3PxwQcfdOgcD4OiKIwbNw6BgYH45ZdfWr2zl5WVYe/evXjhhRes3OPWCAkJwcKFC5GXl4cDBw60mUjfFbBYLCQnJ+ONN97AU089hQ0bNiAuLg45OTmora3t1rE9DIvhWrCU9cXFxUEqlaKurg6EEHh7e8PLy4sx2qysLCQnJyMuLg4jRowAYI4sr1ixAiNHjsQTTzyBmTNnorKyEkKhEHw+H0VFRWCxWAgPD2dutoWFhc269QGAVCrFyJEj4erqijfffNNqzB9//PGj061Pr9cz/Wgt7lWj3ByZFbndl18R643w4XIZncko344PPiAgABkZGVi7di327dvX4fO0BUVRmDhxIry9vVs0XkthwdSpU22q+BCJRJg/fz5omsaWLVsYmdHuxDLbnjp1Cn//+98hEAiwY8cObNiwAadOnYJYLLZr02174OTkBL1eD5qmodPp8Pzzz2PHjh2gaRouLi7w9fWFSCSycollMhneeOMNHDp0CHl5efj111/R2NiIwsJCbNmyBTk5Obhy5QrUajUyMjIgEAhQWVkJtVrdTK/swW59lmo2Ho+HL774okWFEEd367PJcIuKimA0Gq3cZHnjFVAUF0Lh/aLmSp0eQTwuLF//qJjOuRwDBw7E+vXrMX/+fBQWFnbqXK1BURSefvppeHp6Yvv27YzqhEwmw44dO/DUU091qCyPy+Vi6tSpiImJwYYNG1BeXm7vodvMhg0b4OnpiSlTpiAtLQ1vvfUWRo0aBaVSiV9++QXffvstMjIyUFpaancpGluxtPagKAq1tbVobGzEsGHDEBYWBjabDT6f3+Ia/ZdffsHUqVPRq1cv0DTNrJMt61mFQoHa2loYDLhda/sAABybSURBVAaEh4dDJpOhtrYWUVFRzdzspt36APNSCAAEAkGLaqMAkJqa6tCOfTatcfPy8sDn861cRbk8F0LXWLDZ5sHThKBKa8AkHyeY7m0Dseywvps1axZyc3ORlpaG4uJiK1Eve8FisfDMM88gPT0d27Ztw9SpU7Fz505GYbKjUBSFYcOGwdfXF7t370ZycjLS0tLapYLhCNatW4cFCxYw/2ez2YiIiEBERAQmTJgAsViMwsJCHD9+HHV1dfD390dAQAACAgLAZrOZGtlbt76AQllgv4ERAr6gD3qFvMdIxJhMJqYTH4vFYmRQH7blduvWLRgMBgwfPhxyuRyvv/46Xn31VXh7e2PZsmUIDw+Hi4sLxo8fj+HDhyM/Px+9evVq0bW1dOsbMmQIxo0bh/nz53e5HOuD2DTjFhYWWkmk0rQRjY3X4Ca67ybX6Y3QE4IgZy7oe4bLZtknMLNy5UrEx8c/tC1lZ7C4zcHBwfjxxx8RERFhN+X+Pn364LXXXoNUKsW///1vqwLuruLSpUsoKSlptYySoij4+flh+PDhWLRoEd5++22MGDECQqEQRUVFUKlUqKmpQV1dHbQ6HYxG47262vu1tYQQoIU/83M0aJoGbTLBZDLCaDTCaDDAoNdDb9BDr9MzAuju7u7w9/eHl5cXhEIhdDpdu914g8GACxcuYMuWLUhPT8fXX3+NoqIi1NbW4rfffkN+fj6Tb/+///u/8PHxabVee/78+SgoKMALL7yArKwspKamdqmUUEvYdMs3mUxWBcRKZT5oWgORqD/zWIXOvD4M5jkxiRf2Mlw2m419+/YhKSkJM2fOxM6dO+1y3gehaRpSqRS+vr4oKChAQkJCm1FkW3B1dcWLL76IvLw87Ny5s8tn3x9//BGjR49ud9DExcWFmY0Bc9sMPz8/GAwGRPH/P6bLu6Uo3pIsYTEwy+wMmG8KLBYLLBYLbDabKZa3/JvL5bYafbd8Pu0RR9dqtfDw8MCoUaMQFhYGFouF4cOH48KFC9BoNIiKikJoaCgIIUhNTcX169cf2qMpMDAQCxYswIIFCxAfH48bN25gwIAB7foMHYFNM65FssNCQ4NZPM3D/f6MVKk1R/+CeE7QGszrIxeu/eQ13dzccPz4cRw7dgyvvfaa3c5rgRCCQ4cOgc1mY+HChZg8eTJ27drV6fTIplAUhfj4+G6ZfU+cOIEXX3yxU+dgsVhwdnZmtlNEIhE8PT3h7e0NPz8/K9c6MDCQ+be/vz98fX3h7e0NDw8PuLm5wdXVFS4uLlZNvVqCoijw+fw21SNpmoZMJoNcLscLL7yAS5cugaZpqFQqnDt3DsHBwejbty8uXrwItVqNmzdvIjs7G4MGDQJFUfjoo49aFOnPyMhgoto1NTWQSqXdkpduRXurEQghOHnypFUZQ+6V+eTsubFWj31fVkv8MnNJg95AblY32lQdZAv5+fnE3d2dvP3223Y979GjR8nGjRuthNIkEgn59ttvye+//2734niapsn169fJV199RQ4cOEBkMpldz9+UW7duERcXl06JznV1dVBTjEYjqaqqItOnTyf+/v6Ew+GQoKAgsn79eqJUKsnKlSuZ4nhCCPnyyy9JbGwsiYmJIV988QXz+PLly0l4eDiJjIwks2bNYqqEJk2a1KLYwrJly0jv3r1JYmIiSUxMJNu2bWOeCw0NJR4eHkQgEJCgoCBGeO69994jQUFBhKIoEhQURD799NNm5+1MdZBNhtu0vMpk0pM/sxJIwc1PrN71nYK7JPbUNUIIIZfL6knoB4dJZkFti19EZ7l69Spxc3MjH374oV3Od/HiRbJ27VpG3a8parWabNu2jWzdurXF5zuLRqMhx48fJ6tWrSJHjx5tUfWhs3z88cdk6NChnTpHdxouIYRIpVKmlJSmaaJSqUhNTQ2pq6trVpao1+tJbW0tkclkViV5t27dIlevXm2mYjlu3DjHX0ATuqysr2kkTaG4AZNJBQ+PVKtjijVaRPHNEWa13uwq850c0+w3MTERmZmZWLt2LT766KNOnausrAxZWVmYMWNGixk6Li4umDVrFnx9fbFhwwa7KGk0hcfjYfTo0Xj99deh1+uxdu1a/PXXX+1K9Wsv6enpzfR/HzcEAgHUajW0Wi3q6uqgUqng7u5ulXgBmNe5UqkUAoEAIpGIccOLioqgVqsRExPTTMXSUgT/ONDhJNWW1rcAUKLWIcLFXIFx33AdF3gZMGAAsrKy8MMPP3RYcE4mk2HPnj147rnn2lRPZLFYGD9+PIYNG4YtW7bg7Nmzds+jFgqFePrpp7Fw4UKIxWJ89913uHDhQqcNuKGhAfn5+c3avjxOkHsBL5PJBJlMBldXV3h7e1tV/DRd53p4eEAgEDDP3bp1CxqNBrGxsY9k7bEtdNii6hvOQiDoDSen+z90pdGEWr0RkXyL4ZqLDVwcNONaGDBgAE6dOoURI0ZAp9Mx8iXtwaLIOHTo0HYnWCQnJyM0NBQHDx5EQUEBnn322U5Lvz6Il5cXnn/+eVRVVeHUqVPIyspCQkICBg4cCB8fH5vP98svvyAyMrLFXkWPOjRNQ6PRMHrWfD4fWq0WPB7PKqCl0+kgk8ng7OwMHx8fZtuSEILCwkIYDAbExMQ89kYLdNBwjUYlZLKLCAn5m9XjxRrz3lYE33rGFTg71nABs9t89uxZDB06FHK5vF1bRYQQHDhwAAEBATbv1Xp4eGDevHm4ePEiNm3ahKFDhyI1NdXulTaBgYGYPn065HI5cnJysHXrVnh7eyMlJQV9+vRpd0Os/fv3Y9y4cXYdm6MxGAxQqVTQaDRwdnaGSCRijM5gMECtVkMgEDB1tzqdDiKRyCqTydIOhabpFt3jx5UOGW5DwzkQYoCX1wirx2+rzGmCFle5XmV27zz4XXOHi42NxYULFzBmzBgkJyfj7NmzbWZYnTx5EgqFAlOnTu1Q9Q5FURg0aBCio6MdOvsC5rznUaNGYcSIESgoKMCFCxeQkZGBfv36oW/fvvD19W31GkwmE86fP4+vvvrK7uOyNyaTCTqdDmq1GkajEQKBAL6+vs1uUG5ubqivrwebzYZcLm82ywLmGbiwsBBcLhcxMTHdlqnmCDp0JXXSLLDZrnAXWW9A56u0cKIoJjhVr9KD78QGz477uA8jMjISV69exbRp0xAZGYmsrCz06dOn2XGWdhWLFi3q9Bf64Ow7ZMgQpKamOuSHwmazER8fj/j4eIjFYly+fBm7du0CAPTu3Rt9+vRBaGio1Q/9zz//BJ/PR79+/Vo7bbdiMBig0+mg1WphMBjg7OzMCKS3djOy9MxtaGiAh4dHs3xhuVyOkpISeHp6IiQk5JGuOe4INl8NIQRSaRY8PYeAxbKeSfOVGvQW8MC9lylVr9LDU9D16wk3NzdkZGRgzpw5SElJwd69e62eF4vFOHLkCKZPn263sivL7Lto0SJUVFTgu+++Q25ursNEAABzg+kJEyZg6dKlmDlzJlxdXZGZmYnVq1dj7969uHbtGhQKBU6ePInY2FiHjcNWLFU+crkcYrEYUqkURqMRrq6u8Pf3h6enJ9ORoKXXzpkzB35+fkhLS2OysZpSXV2NK1eu4MMPP8TkyZORkJCAzZs3Wx3T2NiI4ODgZuV4LZGdnY3BgwczZX2fffYZALMSzBNPPAFnZ+dmFULt6SjYGWyeElSqW9DpauDltbTZc/lKDYZ73m+AJFXp4dUNhguY78hffvklkpOTmdlw1apV0Ov12Lt3L8aMGeOQQI2HhwdmzJiB8vJynDhxAmfPnsWoUaMQExPjsGJ6iqLg6+sLX19fDBs2DEqlErdu3UJ+fj4yMjJw7NgxhISEICsri8lmaqlRlSOgaRpGo5HpLWswGGAymZiWIu7u7m2mOlog99QtFAoFZsyYgSVLlmDBggVwc3ODTCZjAnbFxcVQKBTIzMxEcnIyVq1aBYlEgj59+mD27NnMGvmTTz7B8OHD23UN8+bNw6+//oqkpCSYTCamQs3T0xPffvstDhw40Ow1f/vb3/Dmm286TBbIZsOtq/sTAODlaX3RdXojavVG9BXc3wOtV+ng42otztXVzJo1C71798ZTTz2FnJwcLF68GAEBAUhOTn74iztBSEgI5s2bh9u3bzMGPHr0aId2cLPg6uqK/v37o3///iCE4IcffsCcOXNgMplw8eJFVFVVgc1mIyAgAG5ubhAKhXB1dYVQKGT+WiuXa4olGaBpnnLT3GVLAQKHwwGXy4WTkxMEAkG7DLXpe2g0GigUCnA4HHh5eWHSpElM3yoXFxdotVrI5XJUVFQAAPr27YuMjAxIJBJGf8rT05NZuljEAyZMmIBLly49dAxisZgp0WOz2UxZq+VmeeTIkWavGT58ODNGR2Cz4UokR+EmTASPZ11reFNl1myKc21iuEo9+vh1vzL+wIEDce3aNTzzzDP4/PPPsW/fvi6RkqEoCtHR0YiKisL169dx8OBBeHt7Y9iwYQgJCemSMeh0OlRVVWHWrFlMa0pCCORyOWpqaqBQKKBQKFBRUQGlUgmFQgGlUgmNRgMej8cUAViMePDgwUyHvi9rGlGoNZivgwIoUM3+bfl/e4l3dcEX0cEghECr1TJSqe7u7s0UGoH7mlRlZWXg8XgIDw8Hm83Gm2++icmTJyMwMBAKhQK7d+9mNJrfeecdbN++HcePH2/XmJYtW4Y+ffogLS0NEyZMwLx587pdi8omw9Vqq9CouIbIiPeaPXddYTbcWFfzBRFCzK6y66OxZxYQEIAzZ87gzTffRHJyMj744AP8/e9/75L3pigKiYmJjFTMwYMHweVyMXDgQCQmJjp0X/H06dPw8vJijNYyHnd39zZrSk0mE7RarbkEr0nVT01NDeOW8huNcCL27ddLEwKFQgG1Wg02m820zWztJldaWoqGhgamsMFy3NGjR5GcnIzMzEwUFxdj7NixGDZsGLZu3cqUbbaX5cuXY/bs2Th27Bh++eUX7Ny5E1lZWfa43A5jk+GKJeaUMF/f8c2eu9yoRjCPCx8n8z5ZvUoPnZFGgOjRUclzdnbG+vXrMX36dMyePRu7du1Cenp6lzVwYrPZGDRoEFJSUlBaWoqLFy/ixIkTSEhIQEpKSocSKx7GX3/91WJUvT1jbZp1ZEEsFjMR63/0bv+Pvy0IIdDr9VCpVNDpdDCZTPD09Gxzz1WlUkGr1UKlUiEmJqbZtt/mzZvx4YcfgqIoREVFITw8HDdv3sS5c+dw6tQp/PDDD1AqldDr9XB1dcXKlSvbHGNkZCRef/11LFq0CD4+PpBKpQ7rUdwebIoqSyTHIBD0Bp8f3uy5y40q9He7/0VXysx34kD3zveGtTdjxozB7du3MXjwYMTFxTlMeL01KIpCREQEpk+fjtdeew0uLi7YunUrfv75Z+Tl5dml+56FS5cuOXw931EsJXcSiQRyuRxOTk7w8/NjAlYtQQhBaWkpSktLweFw0Ldv3xb36nv16oUTJ04AMGuGFRYWIiIiAjt27MDdu3dx584drF69GnPnzmWMdu7cuS3qRB05coRJtywqKgKbze52BQybqoOOn4gixcX/albOUKvVE7/MXLKu7H4VUPq1KhL6wWFyvcJxZWr24I8//iC+vr4kLi6OlJWVdds4jEYjuXHjBtmyZQtZsWIF2b17N8nNzSVKpbJT5w0LCyO//vqrnUbZ+eogg8FAFAoFkUgkpKqqikilUqLVatvVUEuhUJArV66Qp556ivj5+TFlfRs2bCCEELJu3Tqybt06QgghlZWVZOzYsSQ+Pp7ExcVZleJZ2Lx5s1U/4KSkJFJeXt7suOnTp5Po6GiSlJREBgwYQDIyMgghhFRXV5OgoCAiFAqJSCQiQUFBRC6XE0IImTFjhlXpoWWMTemysr7jJyJIY2PzN8uQyIhfZi4536BgHlv/VzEJ/eAwaVA9vANcd9PY2EgWLFhAXF1dHdopsL0olUqSm5tLdu/eTVasWEE2btxITp8+TSQSiU0d43Q6HeFyua02Vu4IthouTdNEp9MRuVxOamtrSXV1NWloaCBqtbrdtc00TZOSkhKSk5NDKisrHdIwXC6Xk+eff97u522LzhiuTWtcPj8Krq4xzR6/3KgGmwLihfddlkqZBgInNkQuj35uqFAoxMaNGzFz5ky89NJL2LBhA9asWYNnn322W8YjEAiQnJyM5ORkGI1GlJaW4tatW9i6dSu4XC7Cw8MZZYmW0gEtFBcXw8XFxSEpmK1B0zSzX2vJiGKxWODxeO3es21KbW0tqqurweFwWlzL2gs3N7fHQhzegk2G6+8/ucUP/ZJchTiBC/js+0vmygYNgjxazn55VBkzZgzu3LmDtWvXYs6cOQgODsb69esdKk73MDgcDqKjoxEdHY2JEyeipqYGZWVlKCsrQ3Z2NhoaGuDr62slE2Mx5uLiYoeuxR400qbJFZZ9W6FQ2KHUz/r6elRUVICmaYSEhMDT0/Ox+i05GtsM129ys8d0NI2cRhXmBlrf1SsaNAh6BANTD4PH4+Hdd9/FokWLsHLlSowdOxbx8fHYtm1bh6Kz9oSiKEa/yYJer0dNTQ2qqqoYY66vrwefz0dBQQEEAgEOHz7cLMHCskdr+aMoCoQQq+0fS6aSZX9XoVAgKCiIaaZFCOlUckVLKBQKlJWVwWAwIDAwsFnhQA9mbDJcF5fmSoe5jWpoaYIh7vdzfmmaoLROhdSI7guXdxaRSIQVK1Zg6dKl+PTTT9GvXz88+eST2LZtG/z9/bt7eAxOTk7o1auX1ZaWyWSCUqnEJ598Aj8/P/j5+UGhUKCyspIxQJ1Oxxip5a+pIbNYLPD5fKusquDgYEY21ZKUYa9ZUKPRoLS0FFqtlhGca2/J4v9FOl2+ck6mBAVgsPv9raAquQYag6lTrUceFQICAvDvf/8b77//Pt5//31ERkZi7NixWLNmTbt6CHUHbDYbIpEIMpkMoaGhSElJsdu5CwoK7JowolKpUF5eDrVaDW9vb0RHR//X1Mw6kk77IOdkSsQKePDg3r8HFEvMSgWRPs038B9XoqKi8Ntvv+H06dOgKAoxMTFITEzE7t27u3torVJTU/NIKl6QexlY169fR2FhIXg8HuLi4tCrV68eo20nnTJcPU3jolyNJ9ytZ9bbYiWAzjX7elTp168f9u/fj9LSUrzwwgtYvHgx/P398frrr0Mmk3X38KyQSCR2E3K3BzqdDsXFxbhy5QrEYjH8/PyQlJSEsLCwFvOQW6K8vBwjR45E3759ERcXhzVr1rR4HCEES5cuRVRUFBITE3H58uWHnnvTpk1ISEhAYmIi4uPjcfDgQQDAnj17EBcXBxaLZVWU0Fa3PofT3n2je39WnGtQEL/MXHJY3GD1+Ee/XSNJnx+1ac/xccVgMJADBw6QoUOHEhcXFzJkyBDyoP50dxESEkLS09Ptes6OJGBIpVJy48YNcunSJVJUVEQaGxs7/NuoqqoiOTk5hBDz/nt0dDSjZdyUI0eOkAkTJhCapsm5c+fIoEGD2jxveXk5iYiIYHStFQoFKSkpIYSYr/nmzZtkxIgR5OLFi8xrlEolOXXqFFm3bp1VIkd76bJ93Af5s14BNgUM87Cu7bwtViLKx/X/RPiew+Hg2WefxbPPPouioiKsXbsWEydOhLu7O1JTU/H2229j6NCh3TI2mUzWoQ6DnYUQAplMBolEwnQe8PX1hY+PT6dd4aZRdaFQiNjYWFRWVlp1kASAgwcPYu7cuaAoCqmpqZDJZKiurm61g55YLGYCcYC5NNLy79ZECCzd+m7fvt2pa+oInTNcaSNS3ARw49yP/hFCcFusxNhYv04P7nEjOjoaa9aswYoVK3Ds2DHs2bMHEydOBJfLRVxcHObPn485c+Z0ifYRTdNQKpUOrf/9/D95yK+y9Pwl0OsNMBqNjOoHl8sBh8O9Fx0uu/fXNn0D3fDpM3Htev87d+4gNze3RaG/yspKq2VCcHAwKisrWzXcpKQk+Pn5ITw8HKNHj8bUqVPxzDPPtGsc3UGH17gSvQHXlBqkeVrPtjWNWtSr9IgL6v463O6Cz+djypQp2LFjBxoaGvCf//wHgwcPxmeffQaRSISEhAR88sknqKurc9gYLD1lHVkyaBF2U6lUUCqVMBgM4HA4TE8hZ2eew7Z0lEolpk2bhm+++QZubp3/rbHZbGRkZGDv3r3o3bs3li1bxkjUPIp0+NZ/sl4BABjpZf2hXa+QAwDiAkWdGNZ/D2w2G0OGDMGQIUPw1VdfoaioCIcOHcLu3buxcuVKeHh4wN/fHwkJCRg/fjymTJlilx+iXq+3a+JCTU0NfvvtN8THx8NkMsFgMODZEBqzYwPg6elpJZ3qaAwGA6ZNm4bZs2dj6tSpLR4TFBRk1US8oqLioY26LLphgwYNwtixYzF//vxH1ng7/M3+Wa+AF5eDBFfr7KgblXKwKKBvwP/dGbctoqOj8c477+DChQuQy+U4dOgQXnnlFRBC8Nlnn8HLywu+vr5ITEzE7NmzsXXrVpSVldksOtdRw6VpGoWFhfjhhx8wdepUxMbGwtPTE7169cLatWvBYrHg5+eHPn36oF+/fujTpw98fHy6zGgJIVi4cCFiY2PxP//zP60eN3nyZGzduhWEEGRnZ0MkEjFuckxM83z7qqoqq8jzlStXHtl9eqCjgug0Qaa0EaO93Jp1m79R1YgoX1eHdy/4b4DP5yM1NRWpqanMdoJarca1a9eQk5ODM2fO4PPPP0dVVRUMBgMEAgHzJxKJ4O3tjZCQEERGRiIqKgoCgQAuLi5wdnaGQqEAi8XC5cuXodFooNPpGKX/oqIilJSUoKKiAlKpFAqFgnF31Wo1eDweQkND8eSTT+Ldd9/FgAEDEBcXBy6Xi4KCAocU/LeXM2fOYNu2bUhISGDqjP/5z39i4sSJTAeL1157DRMnTkR6ejqioqLA5/MZlce6ujqmtrYpBoMB7777LqqqqsDj8eDj48Ocb//+/ViyZAkkEgkmTZqE5ORkps9QWFgYGhsbodfrceDAARw7dqxZoMwRUC1dRBsQADjdoMDzV4qxMT4Mk3ysk9hT/v/jGBbljf+d/mgWbz+uqFQqVFdXo6qqCtXV1aiurkZ5eTnu3r2L8vJy1NTUQK/XM0JtJpMJzs7O0Gq14HA44HA4YLPZ4PF4CAgIQEhICEJDQxEcHGxVoODv79+mnlJBQcEjJfVqK4cPH0ZJSQmWLm2uUtrVtPJZtmsrpkMzbrpEDh6LahaYEjdqIVHoEB/Us761NwKBAFFRUYiKiuruoTzWPO7dCi10SBA9o06ONE8hBA9EDK/eC0z1GG4PPTgWmw33qkKDKp0BE7ybG+elO/XgsikkBvcY7n8zNi6vemiBzn6GNhvu73VysClgXAuGe/FOPRKD3bu0V1APXQuPx4NUKu0x3k5ACIFUKu2UNrNNa1xCCA6KGzDE3RWeXOuXag0mXK+UY8HQ5gqQPfz3EBwcjIqKCkgkku4eymMNj8ezSdv5QWwy3FyFGnc0eiwNbZ7OmHtXBoOJYFCYZwuv7OG/BYvmVQ/di02u8oFaGZwoCpNaWd9SFDAwtMdwe+jB0dhkuAfFDRjt5QYRt/lEfeFOPfr4CSHi9xRC99CDo7HJcGv1Rkzxa64aqDfSuFzWgJQeN7mHHroEWzOneuihh0eAHt3LHnp4DOkx3B56eAzpMdweengM6THcHnp4DOkx3B56eAzpMdweengM6THcHnp4DOkx3B56eAzpMdweengM6THcHnp4DPl/5U24b8uu3mQAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] @@ -227,7 +227,7 @@ { "data": { "text/plain": [ - "21.769786511748308" + "18.162936250002936" ] }, "execution_count": 9, @@ -246,49 +246,101 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "the optimum source reflection coefficient is (0.22496922154681992+0.25679818766727663j)\n" + ] + }, { "data": { + "image/png": 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\n", "text/plain": [ - "((42.1310534572952+2.4000402147640494j),\n", - " (-0.08467428228793618+0.028256074360617726j))" + "
" ] }, - "execution_count": 12, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "z_s = bjt.z_opt[idx_900mhz]\n", - "gamma_s = (z_s - 50)/(50. + z_s)\n", - "z_s, gamma_s" + "# let's draw some constant noise circles\n", + "# first we grab the noise parameters for our target frequency from the network model\n", + "idx_915mhz = skrf.util.find_nearest_index(bjt.f, 915.e+6)\n", + "\n", + "# we need the normalized equivalent noise and optimum source coefficient to calculate the constant noise circles\n", + "rn = bjt.rn[idx_915mhz]/50\n", + "gamma_opt = bjt.g_opt[idx_915mhz]\n", + "fmin = bjt.nfmin[idx_915mhz]\n", + "\n", + "for nf_added in [0, 0.1, 0.2, 0.3]:\n", + " nf = 10**(nf_added/10) * fmin\n", + " \n", + " N = (nf - fmin)*abs(1+gamma_opt)**2/(4*rn)\n", + " c_n = gamma_opt/(1+N)\n", + " r_n = 1/(1-N)*np.sqrt(N**2 + N*(1-abs(gamma_opt)**2))\n", + " \n", + " n = net.Network(name=str(nf_added), s=calc_circle(c_n, r_n))\n", + " n.plot_s_smith()\n", + "\n", + "print(\"the optimum source reflection coefficient is \", gamma_opt)" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "((0.24256371575316454+0.3420174247837097j), True)" + "(-0.15947683947506197+0.5979940278898868j)" ] }, - "execution_count": 17, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# let's see if we can get a good NF with a point closer to a conjugate match to maximize gain\n", + "gamma_s = np.conj(bjt.s11.s[idx_900mhz, 0, 0])\n", + "gamma_s" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# that looks pretty close to unstable so let's just match to 50 ohms, which gives <0.1 dB additional NF\n", + "gamma_s = 0.0" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((0.5801464368587828+0.25984561092937586j), True)" + ] + }, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# hmmm, is it worth matching?\n", - "# let's compare no match versus matching, no match first\n", - "\n", "# so I need to calculate the load reflection coefficient to get a conjugate match when the input sees 50 ohms\n", - "gamma_l = np.conj(bjt.s22.s - bjt.s21.s*0.0*bjt.s12.s/(1-bjt.s11.s*0.0))\n", + "gamma_l = np.conj(bjt.s22.s - bjt.s21.s*gamma_s*bjt.s12.s/(1-bjt.s11.s*gamma_s))\n", "is_gamma_l_stable = np.absolute(gamma_l[idx_900mhz, 0, 0] - cl_900mhz) > rl_900mhz\n", "\n", "gamma_l = gamma_l[idx_900mhz, 0, 0]\n", @@ -297,90 +349,322 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(59.66440251378041+49.51853683046484j)" + "((122.21458153380792+106.58288288611662j),\n", + " -227.59098445995284j,\n", + " 90.8749465076289j)" ] }, - "execution_count": 18, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "z_l = net.s2z(np.array([[[gamma_l]]]))[0, 0, 0]\n", - "z_l" + "def calc_matching_network_vals(z1, z2):\n", + " flipped = np.real(z1) < np.real(z2)\n", + " if flipped:\n", + " z2, z1 = z1, z2\n", + " \n", + " # cancel out the imaginary parts of both input and output impedances \n", + " z1_par = 1e+10\n", + " if abs(np.imag(z1)) > 1e-6:\n", + " # parallel something to cancel out the imaginary part of\n", + " # z1's impedance\n", + " z1_par = 1/(-1j*np.imag(1/z1))\n", + " z1 = 1/(1./z1 + 1/z1_par)\n", + " z2_ser = 0.0\n", + " if abs(np.imag(z2)) > 1e-6:\n", + " z2_ser = -1j*np.imag(z2)\n", + " z2 = z2 + z2_ser\n", + " \n", + " Q = np.sqrt((np.real(z1) - np.real(z2))/np.real(z2))\n", + " x1 = -1.j * np.real(z1)/Q\n", + " x2 = 1.j * np.real(z2)*Q\n", + " \n", + " x1_tot = 1/(1/z1_par + 1/x1)\n", + " x2_tot = z2_ser + x2\n", + " if flipped:\n", + " return x2_tot, x1_tot\n", + " else:\n", + " return x1_tot, x2_tot\n", + "\n", + "z_l = net.s2z(np.array([[[gamma_l]]]))[0,0,0]\n", + "# note that we're matching against the conjugate;\n", + "# this is because we want to see z_l from the BJT side\n", + "# if we plugged in z the matching network would make\n", + "# the 50 ohms look like np.conj(z) to match against it, so\n", + "# we use np.conj(z_l) so that it'll look like z_l from the BJT's side\n", + "z_par, z_ser = calc_matching_network_vals(np.conj(z_l), 50)\n", + "z_l, z_par, z_ser" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(7.642650209913709e-13, 1.5806772611913347e-08)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# let's calculate what the component values are\n", + "c_par = np.real(1/(2j*np.pi*915e+6*z_par))\n", + "l_ser = np.real(z_ser/(2j*np.pi*915e+6))\n", + "\n", + "c_par, l_ser" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# the capacitance is kind of low but the inductance seems reasonable\n", + "# let's test it out\n", + "\n", + "output_network = tem.inductor(l_ser)\n", + "\n", + "amplifier = bjt ** output_network\n", + "\n", + "amplifier.plot_s_smith()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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"(0.3316112862265749-0.020271827415402094j) (0.3308921601232806+0.3771056237076528j)\n", + "(0.315079834394798-0.027425625435463924j) (0.3379182112538142+0.3809897812623942j)\n", + "(0.2981318129126726-0.03352728862017182j) (0.34478155606515204+0.385172047895036j)\n", + "(0.2808341078781743-0.03855273649252047j) (0.351476464586443+0.389650917975669j)\n", + "(0.2632549854305045-0.04248213590566638j) (0.357996614000061+0.39442554267770663j)\n", + "(0.24546382233482703-0.04529997931529786j) (0.36433499329155095+0.399495672353332j)\n", + "(0.22753083218387116-0.04699514598082713j) (0.37048380641893586+0.40486159429534097j)\n", + "(0.2095267882969589-0.04756094585387341j) (0.3764343733471879+0.4105240647256943j)\n", + "(0.19152274441004663-0.04699514598082713j) (0.38217702842312085+0.4164842336528243j)\n", + "(0.1735897542590908-0.04529997931529786j) (0.38770101571864846+0.42274356102767774j)\n", + "(0.15579859116341327-0.042482135905666435j) (0.392994381154088+0.4293037224011962j)\n", + "(0.13821946871574342-0.03855273649252047j) (0.3980438614372531+0.43616650204314683j)\n", + "(0.12092176368124521-0.033527288620171875j) (0.4028347701294154+0.4433336712251593j)\n", + "(0.10397374219911985-0.027425625435463924j) (0.4073508814885588+0.4508068491027341j)\n", + "(0.3150798343947978+0.5057674993367008j) (0.05274107719448451+0.5342518902430446j)\n", + "(0.3316112862265746+0.49861370131663907j) (0.05416855518777264+0.5196006698236785j)\n", + "(0.34766092632012535+0.49043600123374886j) (0.05665183373606597+0.5054463468155599j)\n", + "(0.36316541407838304+0.48126667273422197j) (0.060098597098023565+0.49185614160339275j)\n", + "(0.3780635603714929+0.47114190296857816j) (0.06441595146252682+0.47888268818870067j)\n", + "(0.39229656902235166+0.4601016497775151j) (0.06951237636248636+0.4665652909404166j)\n", + "(0.4058082688482575+0.4481894839965661j) (0.07529927169619566+0.45493133676395675j)\n", + "(0.4185453353429062+0.4354524175019173j) (0.08169212687221261+0.44399777410936553j)\n", + "(0.4304575011238555+0.4219407176760114j) (0.08861135106767731+0.43377258854509937j)\n", + "(0.4414977543149185+0.40770770902515263j) (0.09598281023821892+0.42425622230939924j)\n", + "(0.45162252408056225+0.3928095627320427j) (0.10373811858915072+0.4154429011792203j)\n", + "(0.4607918525800892+0.37730507497378507j) (0.11181473095674116+0.40732184555591266j)\n", + "(0.46896955266297935+0.36125543488023454j) (0.12015587906971015+0.39987835364859686j)\n", + "(0.47612335068304124+0.34472398304845747j) (0.12871038988714162+0.39309475311149156j)\n", + "(0.48222501386774913+0.32777596156633226j) (0.13743241885223617+0.38695122370378676j)\n", + "(0.48725046174009773+0.31047825653183403j) (0.14628112547596767+0.3814264978213311j)\n", + "(0.49117986115324375+0.29289913408416407j) (0.15522031351425608+0.3764984484566931j)\n", + "(0.4939977045628752+0.27510797098848666j) (0.16421805333322775+0.37214457562338343j)\n", + "(0.49569287122840444+0.25717498083753065j) (0.17324629997268026+0.3683424028404304j)\n" ] - }, - { - "data": { - "text/plain": [ - "(1.1354858223568352e-09, 3.806242162886245e-13)" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "Q = np.sqrt(np.real(z_l)-50./50.)\n", - "x_1 = 50./Q\n", - "x_2 = Q*np.real(z_l)\n", + "# the circuit is unstable so let's move the input impedance to try to stabilize it\n", + "# let's test a bunch of points and see we can find a stable one\n", + "nf = 10**(0.1/10) * fmin\n", + " \n", + "N = (nf - fmin)*abs(1+gamma_opt)**2/(4*rn)\n", + "c_n = gamma_opt/(1+N)\n", + "r_n = 1/(1-N)*np.sqrt(N**2 + N*(1-abs(gamma_opt)**2))\n", "\n", - "print(x_1, x_2)\n", + "bjt_s22 = bjt.s22.s[idx_900mhz, 0, 0]\n", + "bjt_s21 = bjt.s21.s[idx_900mhz, 0, 0]\n", + "bjt_s11 = bjt.s11.s[idx_900mhz, 0, 0]\n", + "bjt_s12 = bjt.s12.s[idx_900mhz, 0, 0]\n", "\n", - "l_l_shunt = x_1/(2*np.pi*915e+6)\n", - "c_l_series = 1/(2*np.pi*915e+6*x_2)\n", + "for i in range(0, 100):\n", + " gamma_s = c_n + r_n*np.exp(-2j*np.pi*i/100.)\n", + " #z_s = net.s2z(np.array([[[gamma_s]]]))[0,0,0]\n", + " is_gamma_s_stable = np.absolute(gamma_s - cs_900mhz) > rs_900mhz\n", + " if not is_gamma_s_stable:\n", + " continue\n", + " \n", + " gamma_l = np.conj(bjt_s22 + bjt_s21*gamma_s*bjt_s12/(1-bjt_s11*gamma_s))\n", + " is_gamma_l_stable = np.absolute(gamma_l - cl_900mhz) > rl_900mhz\n", + " if not is_gamma_l_stable:\n", + " continue\n", "\n", - "l_l_shunt, c_l_series" + " print(gamma_s, gamma_l)" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 202, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "3.512620518478672e-12" + "((66.2631010551724-38.52253932822274j), (58.93311731910662-78.9309614005669j))" ] }, - "execution_count": 35, + "execution_count": 202, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "c_l_series2 = 1/(2*np.pi*915e+6*np.imag(z_l))\n", - "c_l_series2" + "#(0.4689695526629794+0.11708643902100246j) (0.24420404670148016+0.35529388986894j)\n", + "gamma_s = (0.13821946871574342-0.03855273649252047j)\n", + "gamma_l = (0.3980438614372531+0.43616650204314683j)\n", + "gamma_s = bjt.g_opt[idx_915mhz]\n", + "\n", + "z_s = np.conj(net.s2z(np.array([[[gamma_s]]]))[0,0,0])\n", + "z_l = np.conj(net.s2z(np.array([[[gamma_l]]]))[0,0,0])\n", + "\n", + "z_s, z_l" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 203, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "text/plain": [ + "(-297.56843939433804j,\n", + " 43.965021073542395j,\n", + " -941.2755436141462j,\n", + " 75.71255337677657j)" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_s_1, x_s_2 = calc_matching_network_vals(z_s, 50)\n", + "x_l_1, x_l_2 = calc_matching_network_vals(z_l, 50)\n", + "\n", + "x_s_1, x_s_2, x_l_1, x_l_2" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(5.845372206466672e-13,\n", + " 7.647268226222535e-09,\n", + " 1.8479161569190324e-13,\n", + " 1.3169428550844769e-08)" + ] + }, + "execution_count": 204, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c_s_shunt = np.real(1/(2j*np.pi*915e+6*x_s_1))\n", + "#c_s_ser = np.real(1/(2j*np.pi*915e+6*x_s_1))\n", + "l_s_ser = np.real(x_s_2/(2j*np.pi*915e+6))\n", + "c_l_shunt = np.real(1/(2j*np.pi*915e+6*x_l_1))\n", + "l_l_ser = np.real(x_l_2/(2j*np.pi*915e+6))\n", + "\n", + "c_s_ser = -np.real(1/(2j*np.pi*915e+6*x_s_1))\n", + "l_s_shunt = -np.real(x_s_2/(2j*np.pi*915e+6))\n", + "\n", + "\n", + "#c_s_shunt, c_s_ser, c_l_shunt, l_l_ser\n", + "c_s_shunt, l_s_ser, c_l_shunt, l_l_ser" + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", "text/plain": [ "
" ] @@ -390,380 +674,24 @@ } ], "source": [ - "# TODO fix l matching network; it was apparently unstable so I switched to just adding a series resistor\n", - "output_network = tem.inductor(l_l_series2) ** tem.resistor(np.real(z_l)-50.)\n", + "#input_network2 = tem.capacitor(c_s_ser) ** tem.shunt_capacitor(c_s_shunt)\n", + "input_network2 = tem.inductor(l_s_ser) ** tem.shunt_capacitor(c_s_shunt)\n", + "output_network2 = tem.shunt_capacitor(c_l_shunt) ** tem.inductor(l_l_ser)\n", "\n", - "amplifier_nomatch = bjt ** output_network\n", - "amplifier_nomatch.plot_s_smith()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "amplifier_nomatch.s22.plot_s_db()" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.9595673772253283" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "10*np.log10(amplifier_nomatch.nf(50.)[idx_900mhz])\n", - "# so a ~0.01 dB increase?" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1.5034402448332017e-12, 3.1670760662458307e-09)" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# proper input/output matching this time\n", + "#amplifier2 = input_network2 ** bjt ** output_network2\n", + "amplifier2 = input_network2 ** bjt #** output_network2\n", "\n", - "Q = np.sqrt((50. - np.real(z_s))/np.real(z_s))\n", - "z_1 = 50./Q\n", - "z_2 = np.real(z_s)*Q\n", - "\n", - "c_s_shunt = 1/(2*np.pi*915e+6*z_1)\n", - "l_s_series = z_2/(2*np.pi*915e+6)\n", - "\n", - "c_s_shunt, l_s_series" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(42.128154743174264+2.4018178320988497j)" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l_s_series2 = np.imag(z_s)/(2*np.pi*915e+6)\n", - "input_network = tem.shunt_capacitor(c_s_shunt) ** tem.inductor(l_s_series + l_s_series2)\n", - "\n", - "input_network.s22.z[skrf.util.find_nearest_index(input_network.f, 915e+6), 0, 0]" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((0.21999099915891857+0.3069703855115699j),\n", - " (61.01041883090126+43.687843380752746j))" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gamma_l = np.conj(bjt.s22.s - bjt.s21.s*gamma_s*bjt.s12.s/(1-bjt.s11.s*gamma_s))\n", - "z_l = net.s2z(gamma_l)[idx_900mhz, 0, 0]\n", - "gamma_l[idx_900mhz, 0, 0], z_l" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1.2111416735467888e-12, 3.6946130383324136e-09)" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Q = np.sqrt((np.real(z_l) - 50.)/np.real(z_l))\n", - "z_1 = np.real(z_l)/Q\n", - "z_2 = 50.*Q\n", - "\n", - "c_l_shunt = 1/(2*np.pi*915e+6*z_1)\n", - "l_l_series = z_2/(2*np.pi*915e+6)\n", - "\n", - "c_l_shunt, l_l_series" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((0.21378095966663352+0.3210219604296472j), 7.599055985870316e-09)" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l_l_series2 = np.imag(z_l)/(2*np.pi*915e+6)\n", - "output_network = tem.inductor(l_l_series2) ** tem.shunt_capacitor(c_l_shunt) ** tem.inductor(l_l_series)\n", - "output_network.s11.s[skrf.util.find_nearest_index(output_network.f, 915e+6), 0, 0], l_l_series2" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "amplifier_matched = input_network ** bjt ** output_network\n", - "amplifier_matched.plot_s_smith()" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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FIuVMSS2CF4B0QmMDRbeL7r8Y6RuYWTVCU0xvd/f/WuMg3Lo4YN+UmQ0ys5lmNjMnJyfSt5Moql+jCs9c3oE3rj+FtJRkBr02i6tems7yzTuCjiYiURTT6aNmVgn4EPjM3YeEjy0Bst19Y3gcYZy7tyjpPBojCF5eQSGvT13NkDFL2bOvgKu7ZXJbn+YcnVYp6GgichCRjhEctGvIzIaW9EJ3H1xKAAOGAYuKikDYB8DVwF/C/x1VWkgJXqXkJK7pfjznnVSPR0cv4aVJKxk1Zz33ntGSn3RoQFKSuotEElVJXUOzwl9pwMnAsvBXO6ByBOfuDlwJnGZmc8JfZxEqAH3NbBnQJ3xfEkTtaqn8+aK2fHDLqTSufRT3vv8NFzwziVmrS5wBLCJxrNSuITObCpzq7vnh+5WACe7epQzyAeoailfuzqg5G3j440Vs3rGXi06uz6/6t6Tu0WlBRxMRonRlcVhNoPjictXCx6SCK9r34Mu7s7kpuykfzt1I70fH8dxXK9ibr+mmIokikkLwF+BrMxtuZq8As4GHYxtLEkm11BR+2b8lo+/oSdemtfnLJ4s547HxfLn4u6CjiUgEIpo1ZGbHAqeE705z900xTbUfdQ0llnFLNvPHDxfybc4uereow+/OaUWTOlrMTqSsRWOJiUx3X1XCGxhQ393XHXbKCKkQJJ59+YW8MnkVT4SvSr6ya2NuO705NapGMs9ARKIhGoXgXUJdR6MIzR7KITSDqBnQGzgd+L27j4lW6INRIUhcm3fk8tiYpbw9Yy3VUlMYfHpzruqaSeUU7ZIqEmtHXAjCJ2kFXE5oKuhxwG5CawZ9DLwXXoco5lQIEt/iTdt56KNFTFi2hca1q/Kr/i3p3/pYLVchEkNRKQTxQoWg/Bi3ZDMPf7yIpd/tpFNmTX57ditOalgj6Fgi5VI0p4+KRE12i7p8PLgHD1/YhpVbdnH+05O49c2vWfP97qCjiVRYahFIYHbk5vH3r77lxYnfUlDoXNklk1tPa0bNozSgLBIN6hqShLFpWy6Pf76Ud2au5ajUFG7ObsY13TNJq5QcdDSRhBa1riELucLM7g/fb2RmnaMRUgTg2Opp/OXitnx6e086Z9bir58upvej43h35loKCuP/g4pIootkjOAZoCtwWfj+DuDpmCWSCivrmHSGDezEW4O6UDc9lXve+4azh05g3JLNJELLVSRRRVIITnH3W/jP1pU/ENnqoyKHpUuT2oy8pTtP/aw9u/cVMPDlGVwxbBrz128LOppIuRRJIcgzs2TCO4mZWR2gMKappMIzM85pW4/P7+zF789txcIN2znnyYnc/tbXrN2qGUYi0RRJIRgK/JPQvsUPARPRonNSRiqnhDbE+ere3tyc3ZRP5m/i9L99xUMfLeTH3fuCjidSLkS66FxLQktKGPCFuy+KdbDiNGtIimzctofHxizl3VnrSE9N4Zbezbi6m2YYiRxINNYaqlXSC91962FmO2QqBLK/xZu289dPFjN2SQ71a1Thrn5ZXNCuvrbMFCkmGoVgJaFxAQMaAT+Eb9cA1rj78dGLWzIVAjmYycu38OdPFjNv/TZOOO5o7j2jBdkt6mgNIxGicB2Bux/v7k2Az4Fz3T3D3WsD5wCjoxdV5PB1a5bBqFu688Sl7di1N59rhs/gp3+fwoxVZdZgFUl4kexZPM/d25R2LJbUIpBI7Msv5O2Zaxn6xTJyduzltJZ1ubtfC1rVO7r0F4uUQ9FcdG6Dmf3WzDLDX/cBG448okh0VU5J4soujRl/T29+2b8lM1dt5ewnJzD4za9ZtWVX0PFE4lYkLYJawO+BnuFD44E/aLBY4t223Xn8ffwKXp60iryCQgZ0asjg05tzzNFpQUcTKROBLzpnZi8RGk/Y7O6tw8faAc8R2uksH7jZ3aeXdi4VAjkSm3fk8tSXy3lz+hqSk4yru2VyU6+m2jZTyr2oFQIzG0v4quLi3P20Ul7XE9gJvFqsEIwGHnP3T8zsLOBed88uLaQKgUTDmu9389jnSxk5Zz3VUlO4sVdTrumeSdXKKUFHE4mJSAtBJL8Bdxe7nQZcTOjTfIncfbyZZe5/GCgauauOxhqkDDWqXZXHBrTjhl5NePSzpTzy2RJenrSKW09rxmWdG2kfZamwDqtryMymu3upS1GHC8GHxVoEJwCfEboeIQno5u6rSzuPWgQSC7NW/8D/fbqYaSu30rBWFe7ok8X57eqTrIvSpJyI5n4EtYp9ZZjZGYQ+zR+Om4A73L0hcAcwrIT3HWRmM81sZk5OzmG+ncjBdWhck7cGdeGVaztTvUol7nxnLv0fH88n8zZSqH0QpAKJZIyg+BXG+cBK4I/uPrHUk/9vi2AbUMPd3UKXfm5z91IneatFILFWWOh8Mn8TQ8YsYUXOLloddzR39cvitJZ1dZWyJKxojhGc4O65+5089TBzbQB6AeOA04Blh3kekahKSjLObnsc/Vsfy6g563nii2Vc98pM2jWswZ19s+jRPEMFQcqtSFoEs9395NKOHeB1bwLZQAbwHaFrEZYATxAqQLmEpo/OKi2kWgRS1vIKCnl/1jqGfrGMDdtyOblRDW7vo4IgieWIWwRmdixQH6hiZu0JdQ1BaNZP1dJO7O6XHeShDqW9ViRolZKTuLRzIy48uT7vzlzHM2OXc9VL01UQpFwqafXRq4GBQEeg+MfxHcBwdx8R83RhahFI0PbmF/y7IKiFIIkimheUXezu70ct2WFQIZB4oYIgiSQa+xFc4e6vm9ldHPjK4iFHHjMyKgQSb1QQJBFEY9bQUeH/VotOJJHyIzUlmSu6NOaSjg00hiAJL2aLzkWTWgQS79RCkHgUzTGCOsDPgUyKtSDc/dojzBgxFQJJFHvzC3hv1jqe/jJUENqHC0JPFQQJQDQLwWRgAjALKCg6XpYDyCoEkmhUECQeRLMQzHH3dlFLdhhUCCRRqSBIkKK5VeWH4b0DROQQpaYkc/kpjRl7TzYPXdia77blcvVL07no2cl8tTSHRBijk/IvkhbBDkIziPYCeYSuMPZIFouLFrUIpLzYl1/Iu7PWqoUgZSLwrSqjSYVAyhsVBCkL0RwjONDictuA1e5e6k5l0aBCIOXVvvzC0BjC2OWs/3GPCoJEVTQLwVTgZGBe+FAbYD6hzWlucvfRR5i1VCoEUt7tXxDaNazB7X2a0yurjgqCHLZoDhZvANq7ewd37wC0A74F+gL/d2QxRQSgckoSPzulEWPvzubhC9uQs2MvA1+ewYXPTGbcks0aVJaYiqQQZLn7gqI77r4QaOnu38YulkjFpIIgQYhkh7IFZvYs8Fb4/gBgYXiXsryYJROpwIoKwk86NPh3l9HAl2eoy0hiIpIxgirAzcCp4UOTgGcI7TBW1d13xjQhGiMQ0RiCHA5NHxUph1QQ5FBEc9ZQc+DPQCsgrei4uzc50pCRUiEQ+W/78gt5f/Y6nvpSBUEOLpqzhl4GngXygd7Aq8DrRxZPRI5E5ZQkLuscGlT+80UaVJYjE0mLYJa7dzCzee7epvixMkmIWgQipdm/hXBSwxrcoRZChRfNFsFeM0sClpnZL8zsQiLYtczMXjKzzWY2f7/jt5rZYjNbYGa6DkEkCvZvIWwJtxAuenYy47W4nZQikhZBJ2ARUAN4kNAVxf/n7lNLeV1PYCfwqru3Dh/rDdwHnO3ue82srrtvLi2kWgQih2b/tYw6Nq7JHX2z6Na0tloIFUhczBoys0zgw2KF4B3geXf//FDOo0Igcnj25hfwzszQfgibtufS+fha3NEni65NawcdTcrAEW9eb2YflPRCdz/vMHJlAT3M7CFC1yHc7e4zDuM8IhKB1JRkruzSmEs6NODtGWt5ZtxyLnthKl2b1ObuM7Lo0LhW0BElDpR0ZXFXYC3wJjCN0D4E0Xi/WkAXoBPwjpk18QM0S8xsEDAIoFGjRlF4a5GKK61SMld3y2RAp4b8Y9oanhm3goufnUJ2izrc1bcFbRpUDzqiBOigXUNmlkxoYbnLgLbAR8CbxdcdKvXk/9s19CnwV3cfG76/Auji7jklnUddQyLRtXtfPq9OWc1zX63gx9159D/xWO7om0WLY9ODjiZRdMSzhty9wN0/dferCX2CXw6MM7NfHEGukYSuRcDMsoDKwJYjOJ+IHIaqlVO4sVdTJtzbm9v7NGfS8i30f2I8t731NSu37Ao6npSxEgeLwwvLnU2oVZAJfAC85O7rSz2x2ZtANpABfAf8HngNeInQUtb7CI0RfFnaudQiEImtH3bt4/kJ3zJ80ir2FRRy8cn1ufW05jSsVTXoaHIEjnjWkJm9CrQGPgbecvf5B3xiGVAhECkbOTv28uy4Fbw+bTXuzqWdGvGL05pxzNFppb9Y4k40CkEhUNRGLP4kbV4vUs5t3LaHp75cztsz1pKcZFzZpTE3Zjclo1pq0NHkEMTFdQTRokIgEoy1W3fzxBfLGDF7HWmVkrmmeyaDejSletVKQUeTCKgQiEjUrMjZyeOfL+NfczeQnpbCz3s04ZrumaSnqSDEMxUCEYm6RRu3M2TMUsYs/I6aVStxY6+mXNU1kyqVk4OOJgegQiAiMTN37Y/8bcxSxi/NoU56KrdkN+WyUxqRmqKCEE9UCEQk5qav3Mqjo5cwfeVW6teowm19mnNR+/qkJEeysLHEWjSXoRYROaDOx9fi7UFdeO26ztSuVpl73/uGfo+P56NvNlJYGP8fMiVEhUBEjoiZ0aN5HUbd0p3nruhAshm3/GM25z41kbHaLS0hqBCISFSYGf1bH8unt/dkyE9PYntuHte8PIOf/n0K01duDTqelEBjBCISE/vyC3l75lqe/GIZm3fspVdWHe45owWt62ul07KiwWIRiQt79hXwypRVPDtuBdv25HHuSfW4q28WmRlHBR2t3FMhEJG4sm1PHs+PX8FLE1eRV1DIpZ0bMvi05tTVOkYxo0IgInFp8/ZcnvxyOW9OX0NKsnFt9+O5oVdTqlfRVcrRpkIgInFt9fe7GDJmKaPmbKB6lUrclN2Ugd0ySauki9KiRYVARBLCgg3beOSzJYxbksMxR6dye58sLunQQBelRYEuKBORhHBiveoMv6Yzbw3qQv0aVfj1iHn0e0wXpZUlFQIRiQtdmtTm/Zu68cJVHUlJDl2Udv7Tk/hqaY4uSosxFQIRiRtmRt9Wx/DJbT159JKT2LprH1e/NJ1LnpvC5BXa3jxWNEYgInFrb34B78xYy1Njl/Pd9r10bVKbu/pl0TGzVtDREoIGi0Wk3MjNK+CNaWt4dtxytuzcR6+sOtzZN4uTGtYIOlpcUyEQkXJn9758Xp2ymr9/tYIfdufR54RjuLNvFq3qldkW6glFhUBEyq0duXkMn7SK5yd8y47cfM5uexz39GuhZSv2E/j0UTN7ycw2m9n8Azx2l5m5mWXE6v1FpPxKT6vErac3Z+K9p3Hrac0Yu3gzfYZ8xf2j5pOzY2/Q8RJOLGcNDQf673/QzBoC/YA1MXxvEakAqletxF39WjDunmwGdGrIG9PWkP3IWB7/fCm79uYHHS9hxKwQuPt44ECLkD8G3AvEf5+UiCSEuulpPHRhG0bf0ZOeWXV4/PNl9HpkHK9NXU1eQWHQ8eJemV5HYGbnA+vdfW5Zvq+IVAxN61Tj2Ss6MOLmbjTJOIrfjZzPGY+N55N5G3VRWgnKrBCYWVXgN8D9ET5/kJnNNLOZOTk5sQ0nIuXKyY1q8vYNXXjxqo4kJxk3vTGbS56bwpy1PwYdLS7FdNaQmWUCH7p7azNrA3wB7A4/3ADYAHR2900lnUezhkTkcBUUOu/MXMvfRi9ly869XNCuHvf2b0m9GlWCjhZzkc4aSimLMADuPg+oW3TfzFYBHd1d142LSMwkJxmXdW7EuSfV49lxy3lhwko+XbCJQT2acEOvphyVWmZ/BuNWLKePvglMAVqY2Tozuy5W7yUiUppqqSncc0ZLvryrF31bHcvQL5fT+9FxvDNzLQUVfJVTXVAmIhXSrNU/8KePFvL1mh9pddzR/PacE+jWtHxd2hT4BWUiIvGsQ+OajLipG0Mva8+2PXn87IVp/PzVmazcsivoaGVOLQIRqfBy8woYNnElz4xdzt4vNdSmAAANeklEQVT8Qi7p2ICbs5vRsFbVoKMdEa01JCJyiDbvyOWpL5fz1vS1FLhzUfv63NK7WcKuYaRCICJymDZty+Xv41fwj2lryCso5IJ29bnltGY0rVMt6GiHRIVAROQIbd6Rywvjv+X1qWvIzS/g3Lb1+MVpzcg6Jj3oaBFRIRARiZItO/fy4oSVvDplFXvyCjirzXH8qn/LuB9DUCEQEYmyH3btY9jElQybuJICd37e43huzm4WtxelafqoiEiU1TyqMnef0YKxd2dzdpvjeHrsCno/Oo4Rs9dRmMAXpakQiIgcomOrp/HYgHa8f1M3jquexp3vzOWiZyfz9Zofgo52WFQIREQOU4fGNfnnzd159JKTWP/jHi58ZjJ3vjOH77bnBh3tkKgQiIgcgaQk4ycdGjD27mxuym7Kh3M30vvRcTw9djm5eQVBx4uICoGISBRUS03hl/1bMubOnpzaLINHPltC38e+4tP5m+J+UxwVAhGRKGpc+yiev6ojr193ClUqJXPj67O4/MVpLN60PehoB6VCICISA6c2z+DjwT148PwTWbhxO2c9MYHfjZzPD7v2BR3tf6gQiIjESEpyEld2zWTc3dlc1TWTf0xfQ/aj4xg+aSV5BYVBx/s3FQIRkRirUbUyD5x3Ip/c1oO2DarzwL8WctYTE5iwLD72Y1chEBEpI1nHpPPqtZ154aqO7Cso5Mph07n+lZmsCngPBBUCEZEyZGb0bXUMo+/oya/PbMnUb7+n72Nf8eePF7E9Ny+QTCoEIiIBSE1J5oZeTfny7l5c2L4+z0/4lh5/Hcsz45aze19+mWbRonMiInFgwYZt/G30Ur5cvJmMaqnc0rspPzulEakpyYd9Tq0+KiKSgGat3sojny1h6rdbqV+jCoNPb8bFJzcgJfnQO3C0+qiISALq0LgWb/68C69fdwoZ6an88v159H1sPKPmrI/ZCqcxKwRm9pKZbTaz+cWOPWJmi83sGzP7p5nViNX7i4gkKjPj1OYZjLy5Gy9c1ZHUlCRue2sOZw2dwOgF0V+yIpYtguFA//2OjQFau3tbYCnw6xi+v4hIQiuaYfTx4B48cWk79uYXMui10JIV3+bsjNr7xKwQuPt4YOt+x0a7e9Fw+FSgQazeX0SkvEhKMs5vV58xd/TkwfNPZN76bfR/fAKPf76UvflHvsJpkGME1wKfHOxBMxtkZjPNbGZOTnxcfSciEqSiJSu+uKsXZ7Q+lsc/X8aZT0xgyorvj+i8gRQCM7sPyAfeONhz3P15d+/o7h3r1KlTduFEROJc3fQ0nrysPcOv6UReQSGXvTCVu9+dy9bDXNCuzAuBmQ0EzgEu90SYuyoiEqeyW9Rl9O29uDm7KSO/Xs/pfxvHe7PWHfJgcpkWAjPrD9wLnOfuu8vyvUVEyqMqlZO5t39LPhrcgyZ1qnH3u3O57IWpLN8c+WByLKePvglMAVqY2Tozuw54CkgHxpjZHDN7LlbvLyJSkbQ4Np13b+jKny9qw8INof0PIpUSq1DuftkBDg+L1fuJiFR0SUnGZZ0b0eeEY/jTRwtZFunrYppKRETKXJ30VJ64tH3Ez1chEBGp4FQIREQqOBUCEZEKToVARKSCUyEQEangVAhERCo4FQIRkQpOhUBEpIJLiD2LzWwHsCToHBHIALYEHSICyhk9iZARlDPaEiVnC3dPL+1JMVtiIsqWRLIBc9DMbKZyRk8i5EyEjKCc0ZZIOSN5nrqGREQqOBUCEZEKLlEKwfNBB4iQckZXIuRMhIygnNFWrnImxGCxiIjETqK0CEREJEbiqhCYWX8zW2Jmy83sVyU872IzczMr81H7SDKa2U/NbKGZLTCzf5R1xnCGEnOaWSMzG2tmX5vZN2Z2VhA592dmL5nZZjObH3SWIqVlMrPLw9/DeWY22cxOKuuM4RwRfe/MrJOZ5ZvZT8oq237vX2pOM8sO72K4wMy+Kst8xTKU9v+9upn9y8zmhnNeU9YZD8TMGoZ/t4v+Bt1W6ovcPS6+gGRgBdAEqAzMBVod4HnpwHhgKtAx3jICzYGvgZrh+3Xj8XtJqO/wpvDtVsCqoH8Gwll6AicD84POEmkmoFux/99nAtPiMWexn40vgY+Bn8RjTqAGsBBoFL5f5r9DEeb8DfDX8O06wFagchBZ98t1HHBy+HY6sPRAf0uLf8VTi6AzsNzdv3X3fcBbwPkHeN6DwF+B3LIMFxZJxp8DT7v7DwDuvrmMM0JkOR04Ony7OrChDPMdlLuPJ/QLFTdKy+Tuk4v+fxP6gNKgTIL9b45Ivne3Au8DQfxcAhHl/Bkwwt3XhJ8fSNYIcjqQbmYGVAs/N78sspXE3Te6++zw7R3AIqB+Sa+Jp0JQH1hb7P469gtvZicDDd39o7IMVkypGYEsIMvMJpnZVDPrX2bp/iOSnA8AV5jZOkKfDm8tm2jl3nXAJ0GHOBAzqw9cCDwbdJZSZAE1zWycmc0ys6uCDnQQTwEnEPoQNQ+4zd0Lg43038wsE2gPTCvpeYlyZTFmlgQMAQYGHKU0KYS6h7IJfTIcb2Zt3P3HQFP9r8uA4e7+NzPrCrxmZq3j7Qc5kZhZb0KF4NSgsxzE48Av3b0w9CE2bqUAHYDTgSrAFDOb6u5Lg431P84A5gCnAU2BMWY2wd23BxsrxMyqEWr93V5apnhqEawHGha73yB8rEg60BoYZ2argC7AB2U8YFxaRgh9+v7A3fPcfSWh/rnmZZSvSCQ5rwPeAXD3KUAaofVT5DCYWVvgReB8d/8+6DwH0RF4K/z78xPgGTO7INhIB7QO+Mzdd7n7FkJjgoEMwJfiGkJdWO7uy4GVQMuAMwFgZpUIFYE33H1Eac+Pp0IwA2huZsebWWXgUuCDogfdfZu7Z7h7prtnEuqLPc/dI1pLoywyho0k1BrAzDIINXO/LcOMEFnONYQ+cWFmJxAqBDllmrKcMLNGwAjgyjj81Ppv7n58sd+f94Cb3X1kwLEOZBRwqpmlmFlV4BRC/dzxpvjv0DFAC8r+d/1/hMcshgGL3H1IJK+Jm64hd883s18AnxGa2fCSuy8wsz8CM919/z9kZS7CjJ8B/cxsIVAA3FPWnxAjzHkX8IKZ3UFo0Gugh6cZBMnM3iRUSDPC4xe/d/dh8ZYJqATg7s8B9wO1CX3CBsj3ABYkiyBnXCgtp7svMrNPgW+AQuBFdy/z6cQRfD8fBIab2TzACHW7xcOKpN2BK4F5ZjYnfOw37v7xwV6gK4tFRCq4eOoaEhGRAKgQiIhUcCoEIiIVnAqBiEgFp0IgIlLBqRBI3DKzgvAKlEVfmUFniiYza29mw4rd729m081scfjf+3b4GgXMbPj+q4Wa2c4Szl3ZzMabWdxMEZf4pR8SiWd73L3dwR40sxR3D3yRryPwG+BPAGbWGniS0EWSi8LHzgMyCV24dEjcfZ+ZfQEMAN6IVmApn9QikIRiZgPN7AMz+xL4InzsHjObEd4T4A/FnnufmS01s4lm9qaZ3R0+Pq5oaRIzywgvuYCZJZvZI8XOdUP4eHb4Ne+FP62/Eb56s2ht/8nhNemnm1l6+JN4u2I5Jtp+exSYWTrQ1t3nhg/9Eni4qAgAuPsH4RUwS/ue/LFYq2m9mb0cfmgkcPkhfYOlQlKLQOJZlWJXRq509wvDt08m9Ed0q5n1I7SWU2dCV3d+YGY9gV2EltZoR+jnfDYwq5T3uw7Y5u6dzCwVmGRmo8OPtQdOJLTS5CSgu5lNB94GBrj7DDM7GthD6PL+gcDtZpYFpBX7g1+kI1D8atkTgUdLyfeImf12/4Pufj9wv5nVACYQWhWT8Pk7lXJOERUCiWsH6xoa4+5F68T3C399Hb5fjVBhSAf+6e67AcwskiVK+gF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EfgIuwtPT6yogIGc8gRQRITxzSTeGvjidP76/gK9u7keDmjbmlzEnQlWZuW4Xb8/YyHfLtwEwsH19rjo5lZNb1q0Sjez+4mYvr2HA80AysBdYqKpnO6+NA64BCoFbVfVrZ/0U4DpV3SoiLfAUkzrAAuAKpyG/XKHQy6ssa3YcYMgL02nbIJEPxvQJqkHjjAkVeQVFfL5gC29MX8+q7bnUqhbNJT2bcnnvpjSpU83teEEt6LsNuyFUCwrAV4u3Mva9BYw6OZV7z+/odhxjQsbug/m8M3Mj78zaQE5uPh0a1mBU31TO79oooLMZhrKg7zZsjs3gLo2Yv3Evb0xfT7emtRiSFjad2ozxi7U7c3n9t/V8Mi+LI4XFnNY2mdH9WtDHLmv5jRWUEHLXoHYs2bKXv36yhPYNa9Cmvt1Jb8zRtuw9zD+nZPLV4mxioiK4oFtjrj2lOa3t98Xv7JJXiNm+P49zn/uNGvFRTBp7ivVEMcaRV1DEq7+s4+Vf1gBw3SktuOrkVJITw3dIlEDx9pKXte6GmPo14nj+0m5syDnInR8vpip9IDCmLKrKN0uzOePJX3h66irOaF+fH+4YwJ/ObmvFJMDs420I6tOyLn8+ux2PfrOCHtNrc80pzd2OZIwrVm0/wH1fLmP6ml20a5DI+6NPok/Lum7HqrKsoISoG05twfxNe3h4SiZdm9SkR7M6bkcyJmD2HS7gmamreHvmRqrHRnH/kI5c1qtplR02PljYdz9EiQhPXNyVxrXjuWnifHJyK7wFx5iwUFSsvD9nE6c98TNvztjAJT2b8NOfBnBln1QrJkHA/gdCWM34aF66vDt7DxVwywcLKCq29hQTvuZt3M2QF3/jrk+X0DI5gS/HnsJDwzpTx0b+DRqVXvISkXpAXzzDoBwGlgIZqlrs52zGCx0b1eSBIZ34yyeLef7H1dw6sI3bkYzxqe3783jk6xV8tmALDWrE8ewlaZzftZHdSxKEyi0oInIa8Ff+O7TJDiAOGAq0FJGPgSdVdX8ggpryXZyewqx1u3j2h9X0Sq3Dya1sEEkT+gqKinn9t/U898NqCouUsae14sYBLUmwrvJBq6L/mUHAaFXddPQLIhIFDAbOBD7xUzbjJRHhgaGdWJS1l1s+XMiUP/az7pImpM3dsJtxny1h1fZcBravzz2D29OsboLbsUwl7MbGMLJi236GvDCdnql1eOuaXjYZkAk5uw/m88jXmXyUkUXjWvHce35HzuxQ3+1YVZ5PbmwUkVNFpIvzeLiIvCAit4mIffwNQu0a1OC+8zvy25ocXvxpjdtxjPGaqvJRxmbOePJnPp2/hetPbcH3t/e3YhJiKmpDeRHoAsSKyCqgOvANngb6N4DLA5LQHJMRPZswc90unpm6ir6t6tr9KSbobd59iDs/WcyMtbtIb1abB4d1ol2DGm7HMsehojaU01S1g4jE4ZkNsZ6qFonIq8DiwMQzx0pEeHBoJ+Zt3MOtTntKYly027GM+Z3iYmXi7I388+sVRIjw0LBOXNqzKRF2qTZkVXTJKw9AVfOAjapa5DxXoCAA2cxxSoyL5pkRaWzZc5h7Jy13O44xv7N9fx4j35jNPV8so0ez2nx7W38u793MikmIq+gMpZ6I3A5Iqcc4z5NP5KAicjFwL9Ae6KWqGc76M4FHgBggH/izqv5Yxv73AqOBnc6qu1V1yolkCjfpqXUYe1ornvtxDae1S2Zwl0ZuRzIGgKnLt/PnjxeRV1DMPy/ozCU9m9g9JWGiooLyGpBYxmOACSd43KXABcCrR63PAc5zpvjtBHwLlDeT1NOq+sQJ5ghrN5/Rml9W53D3p0vo3rQ2jWrFux3JVGF5BUX8c0omb83cSIeGNXj+sm60TK7udizjQ+UWFFW9z18HVdVM4HefSlR1Qamny4B4EYmtbK54U7boyAieHZHGoOemccdHi5h4XW+7pGBcsXr7AW5+fwErth3g2lOa85dz2hIbZdPvhpuKenk9V9GOqvpH38f5HxcC8ysoJmNF5EogA7hDVff4OU9ISk1K4B/ndeDOT5bw2rR1XH9qS7cjmSrm43lZ/O3zJSTERPGvq3tyWtt6bkcyflJRo/w8Z4kDugOrnSUNTxtHhURkqogsLWMZ4sW+HYFHgevL2eRloKWTJRt4soL3GiMiGSKSsXPnzvI2C2vD05twdsf6PPHdSpZu2ed2HFNF5BUUcdeni/nTvxeR1qQWX9/Sz4pJmKv0TnkRmQWcoqqFzvNoYJqqnnTCBxf5GfhTSaO8sy4F+BG4WlWne/EeqcBXqtqpsm3D/U75iuw5mM/Zz/xKjfhovhx7CvExdrnB+M/m3Ye4ceI8lm7Zz00DWnL7mW1sePkQ5sspgGsDpe8yqu6s8zkRqQVMBv5aUTERkYalng7D08hvKlA7IYYnh3dlzY5cHp6S6XYcE8ZmrdvF4Od/Y+OuQ0y4Mp2/nNPOikkV4c3/8iPAAhF5U0TeAuYDD5/IQUVkmIhkAX2AySLyrfPSWKAV8HcRWegs9Zx9JohISYV8TESWiMhi4DTgthPJU1X0a53MNX2b886sjUxbXTUv/xn/+mrxVq58fQ7JibFMvrkfA23olCrFq8EhRaQB0Nt5OltVt/k1lZ9U5UteJfIKihj03DTy8ov49rb+dhe98ZkJ09bx4ORMeqbW5rUr06lVzSa+ChcnfMnLaZsAQFW3qeoXzrLNeV2c9g4TQuKiI3ni4q5s259nl76MTxQXKw9+tZwHJ2fyh04NeOfa3lZMqqiKLnk9LiKfiMiVItJRROqJSFMROV1EHgCm47nT3YSY7k1rM7pfC96fs5lfV9mlL3P8CoqKufXDhUz4bT2jTk7lhcu6ExdtHT6qqnILiqpeDNwDtAVeBKYBXwDXASuB01X1+0CENL5325ltaJmcwJ2fLGZ/ng3NZo5dXkERN7wzj0mLtnLnOe34x3kdbA6eKq7CRnlVXa6q41R1gKq2VdVuqnqZqr7rDBppQlRcdCRPDk9j+/48HvrKLn2ZY3PwSCHXvDmXH1fu4MGhnbhxQEsbj8t41cvLhKm0JrUY078lH2ZsZsaaHLfjmBCx73ABI1+fzez1u3lqeFeuOKmZ25FMkLCCUsXdOrA1qXWrcfdnS8grKHI7jglyu3KPcOn4WSzZso8XL+vOsG7WL8f8lxWUKi4uOpKHhnVmw65DvPCjTRtsyrdtXx7DX53J2p25vHZlOud0auB2JBNkKi0oTvfgK0Tk787zpiLSy//RTKD0bZXEBd0b88ova1m1/YDbcUwQWrszl4tfncH2/Ud4+5peDLAxuUwZvDlDeQnPHe2XOs8P4On1ZcLI387tQGJcFHd9uoTi4spvdjVVx7yNu7nw5RkcOlLExOt607tFXbcjmSDlTUHprar/x3+nBN6DF6MNm9BSJyGGced2YN7GPbw3Z5PbcUyQ+GZpNpe9Npva1WL49KaT6dqkltuRTBDzpqAUiEgkoAAikgwU+zWVccWF3Rtzcsu6PPrNCnbst17hVd2/pq/nxonz6dioBp/ceDLN6ia4HckEOW8KynPAZ3jmlX8I+I0THBzSBCcR4aFhnTlSWMx9Xy53O45xiary8JRM7vtyOWd1qM97o0+iToJdlDCVq2hOeQBUdaKIzAPOAAQYWjKFrwk/zZMS+OPprXjiu1VcuGI7p7ez0WKrkqJi5a5PF/NRRhZX9mnGP87raHe/G69VNDhknZIF2AG8D7wHbHfWmTA1pn9LWiYncO+k5XZvShVypLCIm9+fz0cZWdxyRmvuO9+KiTk2lU0BnOH8uxNYhWcK4J3OOhOmYqIiuO/8TmzafYjXfl3ndhwTAIfzixj99jymLNnG385tz21ntrGhVMwxq2hwyOaq2gKYCpynqkmqWhcYDHwXqIDGHae0TmJQ5wa8+PMasvYccjuO8aP9eQVc+cZsflu9k0cv7Mx1/Vq4HcmEKG8a5U9S1SklT1T1a+Bk/0UywWLcuR0QhAdt8MiwtT+vgMtfm83CzXt5/tLujOjZ1O1IJoR5U1C2isjfRCTVWcYBW0/koCJysYgsE5HiUtP64rz/4VLT/75Szv51ROR7EVnt/OuXOe6rusa14hl7eiu+WbbN5k0JQ3kFRVz3VgaZ2ft55YoenNuloduRTIjzpqBcCiTj6Tr8GVCP/941f7yWAhcAv5bx2lpVTXOWG8rZ/6/AD6raGvjBeW784Lp+zWmelMC9k5aRX2i3H4WLgqJixr43n7kbdvPUiDTOaG+9+cyJq7SgqOpuVb3FmQulm/N494kcVFUzVXXlCbzFEOAt5/FbwNATyWPKFxsVyd8Hd2BdzkEmzt7odhzjA8XFyp0fL2Zq5g7uH9KJ87s2cjuSCROV3ociIj/h3CVfmqqe7pdE0FxEFgD7gb+p6rQytqmvqtnO421AuR+vRGQMMAagaVO7Pnw8BrRN5pRWSTz7w2ou6J5CzfhotyOZ46SqPDg5k08XbOH2M9sw0uYyMT7kzSWvPwF/dpZ7gIV4uhNXSESmisjSMpYhFeyWDTRV1W7A7cB7IlKjouOoqlJGwSv1+nhVTVfV9OTk5MpimzKICHcNase+wwW89JMNcR/KXvp5LW9MX8/VfVO5+fRWbscxYcabO+WPvudkuojM8WK/gccaRlWPAEdKjisia4E2/L6AbReRhqqaLSIN8dx4afyoY6OaXNg9hX9N38AVJzWjSZ1qbkcyx+iLhVt4/NuVDE1rxD3ndrD7TIzPeTMfSp1SS5KInA3U9EcYEUl2BqJERFoArYGy7qybBFzlPL4K+MIfecz/uuOsNkREwOPfnkjzl3HDnPW7+fO/F9OreR0evagLEXYHvPEDby55lb5jfiZwB3DtiRxURIaJSBaeeVYmi8i3zkv9gcUishD4GLihpAOAiEwo1cX4EeBMEVkNDHSeGz9rWDOe0f1aMGnRVhZu3ut2HOOldTtzGfNOBil14hk/sgexUZFuRzJhSjxNEBVsIBKnqnlHrYt1Lk+FlPT0dM3IqLT5x1Qg90ghAx7/idS6Cfz7hj522STI7co9wgUvzyA3r5DPbupL07p2qdIcOxGZp6rplW3nzRnKjDLWzTz2SCYcVI+N4rYz25CxcQ/fLN3mdhxTgbyCIsa8M49t+/J47ap0KybG7yoabbiBiPQA4kWkm4h0d5YBgP1kVmEj0pvQul51Hvlmhd3sGKRUlb99vpR5G/fw9Ig0uje1wSSM/1V0hnI28ASQAjwFPOkstwN3+z+aCVZRkRGMO7c9G3cd4u2ZG9yOY8rw7qyNfDwviz+e0ZpBnW1IFRMY5XYbVtW3gLdE5EJV/SSAmUwIGNC2Hv1aJ/H8j2u4qEcKtarZjH7BYt7G3dz35XJOb1ePW89o7XYcU4VUdMnrCudhqojcfvQSoHwmiI07tz0H8gp4/ke72TFY7DmYz9j3FtC4djxPj0iz7sEmoCq65JXg/FsdSCxjMVVcuwY1uLB7Cu/M3GhzpgQBVeUvnywmJ/cIL1za3YbIMQFX0SWvV51/7wtcHBNqbjuzDV8s2spT36/iqeFpbsep0t6dtZHvl2/nb+e2p3OKX+49NqZC3gwOmQyMBlJLb6+q1/gvlgkVjWrFc/XJqYyfto7R/VrQvmGFQ68ZP8nM3s8DkzMZ0DaZa/o2dzuOqaK8uQ/lCzxDrUwFJpdajAHgpgGtSIyN4rFvVrgdpUo6nF/Eze8voGZ8NE9c3NXaTYxrKj1DAaqp6p1+T2JCVs1q0fzfaa3459crmLl2F31a1nU7UpXywOTlrN2ZyzvX9CapeqzbcUwV5s0ZylciMsjvSUxIu+rkVBrWjOORb1ZQ2XA+xnd+WrmD92ZvYnS/FpzSOsntOKaK86ag3IKnqBwWkf0ickBE9vs7mAktcdGR3DawDYs272Vqps0mEAh7D+Vz58eLaVO/Oref2cbtOMZ4NQVwoqpGqGq8qtZwnlvLq/mdC7o3plndajwzdZWdpQTAPyYtY/fBfJ4ankZctI0gbNznzXwo3ctYWoqIN+0vpgqJiozg5tNbs2zrfr5bvt3tOGFtypJsvli4lT+e0ZpOja2LsAkO3lzyegmYBbzmLLOAfwMrReQsP2YzIWhoWiNS61bj2amr7SzFT3YcyGPqtJP7AAAa6UlEQVTcZ0vomlKTmwa0dDuOMf/hTUHZCnRT1R6q2gNIwzOL4pnAY/4MZ0JPyVnK8uz9fLvMzlJ8TVW565MlHMov4snhaURFevMrbExgePPT2EZVl5U8UdXlQDtVLWtqXq+IyMUiskxEikvNwoiIXC4iC0stxSLyu9uvReReEdlSajvrhRZEhqQ1onlSAs9MXUVxsZ2l+NJ7czbxw4od3HlOO1rVq+52HGP+hzcFZZmIvCwipzrLS8ByEYkFCo7zuEuBC4BfS69U1YmqmqaqacBIYL2qLiznPZ4u2VZVpxxnDuMHUZER/PGMVqzYdoDvltskXL6ydmcuD3y1nH6tkxh1cqrbcYz5HW8KyihgDXCrs6xz1hUApx3PQVU1U1VXVrLZpcAHx/P+xn3nd21Mat1qvPDTGmtL8YGComJu+3AhcdGRdje8CVredBs+rKpPquowZ3lCVQ+parGq5vox2wjg/QpeHysii0XkDREpdzo6ERkjIhkikrFz507fpzRliowQbhzQkqVb9vPr6hy344S8535YzeKsfTw8rDP1a8S5HceYMnnTbbi1iHwsIstFZF3J4sV+U0VkaRnLEC/27Q0cUtWl5WzyMtASTweBbDwzSZZJVcerarqqpicnJ1d2aONDw7ql0LBmHC/+ZPOlnIg563fz4k9ruLB7is2+aIKaN/eS/Av4B/A0nktcV+Pdmc3AE8h1CRWcnajqf7oPichrwFcncCzjJzFREYzu14L7v1rO3A276Zlax+1IIWff4QJu+3AhKbWrcd+Qjm7HMaZC3rShxKvqD4Co6kZVvRc411+BRCQCGE4F7SciUvpj2jA8jfwmCF3Sqwl1EmJ4yc5Sjsvfv1jKtv15PHNJGtVj7V5iE9y8KShHnD/yq0VkrIgMwzOL43ETkWEikgX0ASaLyLelXu4PbD66W7KITCjVxfgxEVkiIovxnDXddiJ5jP9Ui4nimr6p/LRyJ8u27nM7Tkj5fMEWvli4lVvOaE33puU2ExoTNKSyHjgi0hPIBGoBD+CZG+UxVZ3l/3i+lZ6erhkZGW7HqHL2HS7glEd+pH+bZF68vLvbcULC5t2HGPTsNNo1TOSDMX2ItF5dxkUiMk9V0yvbrtJzaFWd6zzMxdN+YswxqRkfzcg+zXj5l7Ws3ZlLy2S7Ia8iRcXKbR96br96aniaFRMTMsotKCIyqaIdVfV838cx4eqaU5rz+m/reeXntTx+cVe34wS1CdPWkbFxD0+P6EqTOtXcjmOM1yo6Q+kDbMbT22o2YB+TzHFLqh7Lpb2a8u6sjdx6Zhsa14p3O1JQWrPjAE9+v4qzO9ZnaFpjt+MYc0wqapRvANwNdAKexTMYZI6q/qKqvwQinAkvo/u3AOC1X497GLiwVlhUzB3/XkxCTCQPDu2MiH2GM6Gl3IKiqkWq+o2qXgWchGf4lZ9FZGzA0pmw0rhWPMO6Neb9OZvIyT3idpygM37aOhZt3sv9QzqRnGhzw5vQU2G3YRGJFZELgHeB/wOeAz4LRDATnm4Y0JL8omLe+G2921GCysptB3jm+9UM6tyAwV3sbngTmsotKCLyNjAT6A7cp6o9VfUBVd0SsHQm7LRMrs6gTg15Z+ZG9h0+3sGqw0tBUTF/+vciEuOieGBIJ7vUZUJWRWcoVwCtgVuAGSKy31kOiMj+wMQz4ejGAS05cKSQd2ZucDtKUHhrxgaWbNnHA0M7Ube6XeoyoauiNpQIVU10lhqllkRVrRHIkCa8dGpck1PbJPOv6RvIKyhyO46r9h0u4IWf1tCvdZIN/GhCns0falwxul8Ldh3M58tFW92O4qpXflnL3kMF/PUP7dyOYswJs4JiXNG3VV3a1K/OG9M3VNkJuLbty+ON39YzNK0RHRvVdDuOMSfMCopxhYhwTd/mZGbvZ9a63W7HccXT369CFe44q63bUYzxCSsoxjVDuzWmdrVo3phe9boQr95+gH/P28wVJzWz4VVM2LCCYlwTFx3J5b2bMTVzOxt3HXQ7TkA9+s1KEmKiGHt6K7ejGOMzVlCMq0b2aUakCG/O2OB2lIDJ2LCbqZnbuWFAS+okxLgdxxifsYJiXFW/RhyDuzTk3xlZHMirGjc6PvHdSpKqx3J131S3oxjjU64VFBF5XERWiMhiEflMRGqVeu0uEVkjIitF5Oxy9m8uIrOd7T4UEfuoF6KuOaU5uUcK+Sgjy+0ofjdjbQ6z1u3m/05rSbUYm9LXhBc3z1C+BzqpahdgFXAXgIh0AC4BOgLnAC+JSGQZ+z8KPK2qrYA9wLUBSW18rktKLbo3rcW7szZSXBy+XYhVlae/X0X9Gp6h/I0JN64VFFX9TlULnaezgBTn8RDgA1U9oqrr8Yxy3Kv0vuIZ7Oh04GNn1VvAUP+nNv5yZZ9U1ucc5Lc1OW5H8Ztpq3OYu2EPY09rRVx0WZ+RjAltwdKGcg3wtfO4MZ6JvUpkOetKqwvsLVWQytoGABEZIyIZIpKxc+dOH0Y2vvSHzg2omxDDO7M2uh3FL1SVp75fRaOacQzv2cTtOMb4hV8LiohMFZGlZSxDSm0zDigEJvojg6qOV9V0VU1PTk72xyGMD8RGRTKiZxN+yNzOlr2H3Y7jcz+v3MnCzXsZe3prYqPs7MSEJ78WFFUdqKqdyli+ABCRUcBg4HL97/gbW4DSH+FSnHWl7QJqiUhUBduYEHP5Sc0AmBhmZyklZydN6sRzcXpK5TsYE6Lc7OV1DvAX4HxVPVTqpUnAJc7kXs3xDKE/p/S+TvH5CbjIWXUV8IX/Uxt/alwrnjPa1+fDuZs5Uhg+oxBPzdzBki37uPn01kRHBstVZmN8z82f7heAROB7EVkoIq8AqOoy4CNgOfAN8H+qWgQgIlNEpJGz/53A7SKyBk+byuuB/gKM713Zpxm7DuYzZUm221F8QlV5/sfVNKkTzwXdymzmMyZsuNYR3unuW95rDwEPlbF+UKnH6ziq95cJfX1bJtEiKYG3Z25kWLfQvzw0bXUOi7P28fCwzkTZ2YkJc/YTboJKRIRw+UnNWLBpL0u37HM7zgl74ac1NKgRx4U97OzEhD8rKCboXNQjhfjoSN6ZGdqN83M37GbO+t2M7t/CenaZKsEKigk6NeOjGdqtEV8s2sK+Q6E7vtcLP66hTkIMl/ay+05M1WAFxQSlkSelkldQzL/nba584yC0JGsfv6zaybWnNLcxu0yVYQXFBKUOjWqQ3qw274To+F4v/rSGxLgoRvZp5nYUYwLGCooJWiP7NGPjrkP8ujq0hsxZvf0A3yzbxqiTU6kRF+12HGMCxgqKCVrndGpAUvWYkGucf+nntcRHR3J13+ZuRzEmoKygmKAVGxXJJT2b8uPKHWzefajyHYLApl2HmLRoK5f3bmqzMZoqxwqKCWqX9W6KABNnb3I7ilde/mUtkSKM7t/C7SjGBJwVFBPUGtWK58wO9flw7ibyCoJ7fK/t+/P4ZF4WF6enUL9GnNtxjAk4Kygm6F3ZJ5U9hwqCfnyv139bT5EqN5za0u0oxrjCCooJeie3rEuLpISgvuy171ABE2dtZHCXhjSpU83tOMa4wgqKCXoiwmW9mzJv4x4ys/e7HadMb8/cwMH8Im4cYGcnpuqygmJCwkU9UoiJimDi7ODrQnw4v4h/zdjA6e3q0a5BDbfjGOMaKygmJNSqFsPgLg35bP4Wco8Uuh3nf3yUsZndB/Pt7MRUeVZQTMi44qRmHMwv4ouFwTPbc0FRMeN/XUd6s9r0TK3jdhxjXOVKQRGRx0VkhYgsFpHPRKSWs/5MEZknIkucf08vZ/97RWSLM9PjQhEZVNZ2Jrx0a1KL9g1r8O6sTXhmgXbfV4u3smXvYTs7MQb3zlC+BzqpahdgFXCXsz4HOE9VO+OZJ/6dCt7jaVVNc5Yp/o1rgoGIcMVJTcnM3s+CzXvdjkNxsfLyz2tpWz+R09rWczuOMa5zpaCo6neqWnIhfBaQ4qxfoKpbnfXLgHgRiXUjowlOQ9IakxATybuz3G+c/2nlDlZtz+WGAS2IiBC34xjjumBoQ7kG+LqM9RcC81X1SDn7jXUumb0hIrXLe3MRGSMiGSKSsXNnaI1aa36vemwUw7o35qvF2ew9lO9qlpd/XkvjWvEM7tLI1RzGBAu/FRQRmSoiS8tYhpTaZhxQCEw8at+OwKPA9eW8/ctASyANyAaeLC+Hqo5X1XRVTU9OTj7Br8oEg8t7NyO/sJiP52W5lmHuht1kbNzDmP4tiI4Mhs9lxrjPb1PJqerAil4XkVHAYOAMLdXCKiIpwGfAlaq6tpz33l5q+9eAr3yR2YSG9g1r0KNZbd6dtZGr+zYn0oXLTS/9tIa6CTEMT7fpfY0p4VYvr3OAvwDnq+qhUutrAZOBv6rq9Ar2b1jq6TBgqb+ymuB07SnN2bDrEN8u2xbwY2dm7+enlTu5um8q8TGRAT++McHKrXP1F4BE4Hun2+8rzvqxQCvg76W6BNcDEJEJIpLubPeY07V4MXAacFugvwDjrrM7NqB5UgIv/7w24F2IX/llLQkxkYw8KTWgxzUm2PntkldFVLVVOesfBB4s57XrSj0e6adoJkRERgjX92/BXz9dwoy1u+jbKikgx12fc5AvF23lun4tqFnNpvc1pjRrTTQha1j3xtRLjOXln8tsavOLx75ZQVx0JNf1s+l9jTmaFRQTsmKjPH/Yf1uTw+Is/9/omLFhN18v3cb1/VtSL9Em0DLmaFZQTEi7tFdTasRF8cov/j1LUVUempJJvcRYRve3sxNjymIFxYS0xLhoruyTytdLt7FuZ67fjjN5STYLNu3ljrPaUC3GlaZHY4KeFRQT8kb1TSUmMoKX/NSWcvBIIQ9NzqR9wxpc1MPuOzGmPFZQTMhLqh7LFSc149P5WX45S3nuh9Vk78vjwaGdXLmJ0phQYQXFhIUbB7QkNiqSZ39Y7dP3XbntAK//tp5LejahR7Nyh4wzxmAFxYSJpOqxjOqbyqRFW1m57YBP3rOoWBn32RIS46K485x2PnlPY8KZFRQTNsb0a0FCTBRPfb/SJ+83Ydo6Mjbu4W/ndqB2QoxP3tOYcGYFxYSN2gkxjO7Xgm+XbWf2ul0n9F6Z2ft58rtVnN2xPhd0b+yjhMaENysoJqyM6d+CRjXjuPfL5RQVH98YX4fyC7ntw4XUiI/i4WGdEbGGeGO8YQXFhJX4mEjuPrc9mdn7+XDu5mPeX1X588eLWbn9AE8OT6NudZsw1BhvWUExYefczg3p1bwOj3+7gp0Hypvws2zP/rCayYuz+cvZ7Ti1jU3IZsyxsIJiwo6I8PCwThzML+Kez5d6Pbz9+F/X8szU1VzYPYUbTm3h55TGhB8rKCYstaqXyO1ntuGbZdsY/+u6CrdVVZ6dupqHp6zg3C4NefRCazcx5njYoEQmbI3u14KlW/bxz69XUKxww6ktflcoioqVf0xayruzNnFh9xQevbAzUTZHvDHHxZWCIiKPA+cB+cBa4GpV3SsiqUAmUHIjwSxVvaGM/esAHwKpwAZguKru8XtwE1IiI4SnR6ShwKPfrGDexj389Q9taVUvEYBFm/fy0ORM5mzYzfX9W3DnOe2IsKFVjDluEujpUwFE5CzgR1UtFJFHAVT1TqegfKWqnSrZ/zFgt6o+IiJ/BWqr6p2VHTc9PV0zMjJO/AswIUVVmTBtPU99v4rDBUXUS4ylWJWc3Hxqxkdzz+AOXNQjxe2YxgQtEZmnqumVbefWFMDflXo6C7joGN9iCDDAefwW8DNQaUExVZOIMLp/C4Z2a8yXi7ayPHs/kSJ0bVKLwV0bUiPOpvI1xheCoQ3lGjyXr0o0F5EFwH7gb6o6rYx96qtqtvN4G1DfzxlNGEhOjOWaU2xyLGP8xW8FRUSmAg3KeGmcqn7hbDMOKAQmOq9lA01VdZeI9AA+F5GOqrq/vOOoqopIudftRGQMMAagadOmx/fFGGOMqZTfCoqqDqzodREZBQwGzlCnIUdVjwBHnMfzRGQt0AY4uuFju4g0VNVsEWkI7Kggx3hgPHjaUI7zyzHGGFMJV/pHisg5wF+A81X1UKn1ySIS6TxuAbQGyrqJYBJwlfP4KuAL/yY2xhhTGbc63L8AJALfi8hCEXnFWd8fWCwiC4GPgRtUdTeAiEwQkZJeBo8AZ4rIamCg89wYY4yL3Orl1aqc9Z8An5Tz2nWlHu8CzvBPOmOMMcfDbgk2xhjjE1ZQjDHG+IQVFGOMMT7hytArbhGRA/x3nLBglgTkuB3CC5bTd0IhI1hOXwuVnG1VNbGyjYLhTvlAWunNeDRuE5EMy+k7oZAzFDKC5fS1UMrpzXZ2ycsYY4xPWEExxhjjE1WtoIx3O4CXLKdvhULOUMgIltPXwipnlWqUN8YY4z9V7QzFGGOMn4RlQRGRc0RkpYiscWZ0LG+7C0VES40RFjDeZBSR4SKyXESWich7gc7oZKgwp4g0FZGfRGSBiCwWkUFu5DyaiLwhIjtEZKnbWUpUlklELne+h0tEZIaIdA10RieHV987EekpIoUicqwT5PmENzlFZIAzXuAyEfklkPlKZajs/72miHwpIoucnFcHOmNZRKSJ87td8jfolkp3UtWwWoBIPPPUtwBigEVAhzK2SwR+xTNjZHqwZcQz0vICPNMbA9QLxu8lnmurNzqPOwAb3P4ZcLL0B7oDS93O4m0m4ORS/99/AGYHY85SPxs/AlOAi4IxJ1ALWI5njiVXfoe8zHk38KjzOBnYDcS4kfWoXA2B7s7jRGBVWX9LSy/heIbSC1ijqutUNR/4AM+UwUd7AHgUyAtkOIc3GUcDL6rqHgBVLXfOFz/yJqcCNZzHNYGtAcxXLlX9Fc8vZtCoLJOqzij5/8bzQceVie69/N7djGcgVzd+LgGvcl4GfKqqm5ztXcnqRU4FEkVEgOrOtoWByFYRVc1W1fnO4wNAJtC4on3CsaA0BjaXep7FUd8EEekONFHVyYEMVkqlGfFMLNZGRKaLyCxnDplA8ybnvcAVIpKF59PqzYGJFvauBb52O0RZRKQxMAx42e0slWgD1BaRn0Vknohc6XagcrwAtMfzYWwJcIuqFrsb6X+JSCrQDZhd0XZV7U55RCQCeAoY5XKUykThuew1AM8n1V9FpLOq7nU11e9dCrypqk+KSB/gHRHpFGy/EKFERE7DU1BOcTtLOZ4B7lTVYs+H6qAVBfTAM9VFPDBTRGap6ip3Y/3O2cBC4HSgJZ55oqZpBVOfB5KIVMdzNnprZZnC8QxlC9Ck1PMUZ12JRKAT8LOIbABOAiYFuGG+sozgORuYpKoFqroez/XL1gHKV8KbnNcCHwGo6kwgDs/4ROY4iEgXYAIwRD3z/gSjdOAD5/fnIuAlERnqbqQyZQHfqupBVc3B02bqSkeHSlyN59KcquoaYD3QzuVMAIhINJ5iMlFVP61s+3AsKHOB1iLSXERigEvwTBkMgKruU9UkVU1V1VQ816rPV1WvxqoJREbH53jOThCRJDyn72VNh+xP3uTchDPZmYi0x1NQdgY0ZZgQkabAp8DIIPwU/R+q2rzU78/HwE2q+rnLscryBXCKiESJSDWgN552gGBT+neoPtCWwP+u/47TpvM6kKmqT3mzT9hd8lLVQhEZC3yLpyfKG6q6TETuBzJU9eg/iAHnZcZvgbNEZDlQBPw50J9Yvcx5B/CaiNyGp3FxlDrdQtwkIu/jKchJTvvOP1T19WDLBEQDqOorwN+Bung+8QMUqgsDB3qRMyhUllNVM0XkG2AxUAxMUNWAdyP34vv5APCmiCwBBM/lxGAYgbgvMBJYIp5p2QHuVtUp5e1gd8obY4zxiXC85GWMMcYFVlCMMcb4hBUUY4wxPmEFxRhjjE9YQTHGGOMTVlBM2BORImfE2ZIl1e1MviQi3UTk9VLPzxGROSKywvl6P3TucUFE3jx6dGARya3gvWNE5FcRCbtbDIzv2Q+JqQoOq2paeS+KSJSquj4Y3wm4G3gQQEQ6Ac/juVk301l3PpCK5wa6Y6Kq+SLyAzACmOirwCY82RmKqZJEZJSITBKRH4EfnHV/FpG5zpwk95XadpyIrBKR30TkfRH5k7P+55Ihe0QkyRmKBBGJFJHHS73X9c76Ac4+HztnDxOdu5FL5haZ4cyJMUdEEp0zg7RSOX6To+ZIEZFEoIuqLnJW3Qk8XFJMAFR1kjPibWXfk/tLncVtEZF/OS99Dlx+TN9gUyXZGYqpCuJL3em7XlWHOY+74/ljvFtEzsIzVlovPHcrTxKR/sBBPEPOpOH5fZkPzKvkeNcC+1S1p4jEAtNF5DvntW5ARzwjy04H+orIHOBDYISqzhWRGsBhPMNejAJuFZE2QFypwlEiHSh993dH4IlK8j0uIn87eqWq/h34u4jUAqbhGQUX5/17VvKexlhBMVVCeZe8vlfVknkqznKWBc7z6ngKTCLwmaoeAhARb4buOQvoUqqtoqbzXvnAHFXNct5rIZ5LUfuAbFWdC1AyoquI/Bu4R0T+DFwDvFnGsRpSzthpIlIXz9lXNWC8qpYUmj+r6seltsst9ViAd4GnVHWek6dIRPJFJNGZF8OYMllBMVXZwVKPBfinqr5aegMRubWC/Qv572XjuKPe62ZV/fao9xoAHCm1qogKfgdV9ZCIfI9nUrPheIZiP9rho469DM+Z1yJn7Lc05xJd9Qq+jtLuBbJU9V9HrY/FncnoTAixNhRjPL4FrhHP3A+ISGMRqYdnyPOhIhLvtFecV2qfDfz3j/xFR73XjeIZ+hsRaSMiCRUceyXQUER6OtsnlupVNQF4DphbajbH0jKBVqWePwaME8/IzyWqVXDs/xCR84CBwB+PWl8XyFHVAm/ex1RddoZiDKCq3zl/hGc67eS5wBWqOl9EPgQW4Znudm6p3Z4APhKRMUDp2T8n4LmUNd+5hLQTKHe+EKcn1QjgeRGJx3PWMRDIVdV5IrIfOPqMoWTfFSJSs+RylKouEZFbgLedtpgcPL27/uHFt+F2PDNyznG+B5OcdpXTjvr6jCmTjTZszDEQkXvx/KGvrOHbV8drBPwMtCtvFkzxTB1wQFUn+CnDp8Bfg3mOFhMc7JKXMUFKPHOgzwbGVTKl8sv8b9uMLzPEAJ9bMTHesDMUY4wxPmFnKMYYY3zCCooxxhifsIJijDHGJ6ygGGOM8QkrKMYYY3zCCooxxhif+H/Brpum3HfQDgAAAABJRU5ErkJggg==\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "amplifier2 = amplifier_matched ** amplifier_nomatch\n", "amplifier2.plot_s_smith()" ] }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 206, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "0.9565848959581629" - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "10*np.log10(amplifier2.nf(50.))[idx_900mhz]" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -780,12 +708,12 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 207, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -800,14 +728,170 @@ "amplifier2.s11.plot_s_db()" ] }, + { + "cell_type": "code", + "execution_count": 208, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cascade = amplifier2 ** tem.resistor(22) ** amplifier2\n", + "cascade.plot_s_smith()" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cascade.s11.plot_s_db()" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# that's really close to unstable so I'm going to use the unmatched version" - ] + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {