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@xgarrido
Last active July 2, 2019 13:02
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{"cells":[{"cell_type":"markdown","metadata":{},"source":["## Load Python code results\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[],"source":["%cd ../python\n%run \"cib_tSZ_cross_new.py\""]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[],"source":["%matplotlib inline\nimport matplotlib.pyplot as plt\nimport numpy as np"]},{"cell_type":"markdown","metadata":{},"source":["## CIB\n\n"]},{"cell_type":"markdown","metadata":{},"source":["### Compare one halo $C_\\ell$\n\n"]},{"cell_type":"markdown","metadata":{},"source":["Grab result from python code\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[88]:\n(7, 7, 8)"}],"source":["Cl_1h = test_cl.onehalo_int()\nCl_1h.shape"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[],"source":["def plot_cl(f1=0):\n grid = plt.GridSpec(4, 1, hspace=0, wspace=0)\n Cl_1h_cpp = np.loadtxt(\"../c++/data/Cl_1h_cpp_{}.dat\".format(f1))\n main = plt.subplot(grid[0:3], xticklabels=[])\n dev = plt.subplot(grid[-1])\n main.set_ylabel(r\"$C_\\ell$\")\n dev.set_ylabel(r\"$\\Delta C_\\ell$ [%]\")\n dev.set_xlabel(r\"$\\ell$\")\n for f in range(7):\n main.plot(test_cl.ell, Cl_1h[f1][f], \"-C{}\".format(f), label=\"{:.0f}x{:.0f} GHz\".format(test_cl.nu[f1]/1e9, test_cl.nu[f]/1e9))\n main.plot(test_cl.ell, Cl_1h_cpp[f], \"--C{}\".format(f))\n dev.plot(test_cl.ell, 100*(Cl_1h[f1][f]-Cl_1h_cpp[f])/Cl_1h[f1][f], \"-C{}\".format(f))\n main.legend(loc=\"upper left\", bbox_to_anchor=(1,1))\n main.set_title(\"{:.0f} GHz\".format(test_cl.nu[f1]/1e9))"]},{"cell_type":"markdown","metadata":{},"source":["#### 100 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[90]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=0)"]},{"cell_type":"markdown","metadata":{},"source":["#### 143 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[41]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=1)"]},{"cell_type":"markdown","metadata":{},"source":["#### 217 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[42]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=2)"]},{"cell_type":"markdown","metadata":{},"source":["#### 353 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[43]:"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAhkAAAEYCAYAAADxruSzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XecZGd14P3fuffWrdDVcTpMThplIWRpEPYuYJIx9rIIbEx6TdjFL8sanNZeW7ZfGzm9lnHAARbMGlvCgbDYGJnsD2ExayOQkFAOI82MJvVM56rqCjed/ePe7q5OE6Sp6Zme8/186tNd9wn3qZqertPPfe5zRFUxxhhjjDnbnLUegDHGGGPWJwsyjDHGGNMRFmQYY4wxpiMsyDDGGGNMR1iQYYwxxpiOsCDDGGOMMR1hQYYxxhhjOsKCDGPWkIj8jYgcE5GKiDwmIj/RVrZTRFREam2PX2srf4+IHMraHhSRXznFubpF5I9E5ICIzIrIUyLySRF5blsdFZE9S9rdIiJ/czZftzHm4uCt9QCMucj9LvA2VW2JyBXA10TkHlW9u61On6pGK7T9MPAbqjorIluAL4nII6r6D0srikge+AowDbwCeBgoAD+UPe48uy/LGGNsJsOYNaWqD6pqa+5p9rjkNNs+qqqzbYcSYM8q1d8EbAVepaoPqGqsqrOq+klVveV0xysiv7hkZiUUkdtOt70x5uJiQYYxa0xE/oeI1IFHgGPA55ZUOSgih0Xkr0RkcEnbm0WkBhwGuoC/W+U0LwW+uCQoOWOq+h5VLatqGbgSGAM+/kz6NMasXxZkGLPGVPUngW7g+cA/AHMzG+PAc4AdwA1Znb9d0vbW7Pj1wF8DM6ucZhAYnXsiIteJyHS2nuPRJXW/k5VNi8g0cPPSzkSkCPwj8Ceq+vkzeb3GmIuHBRnGnAeyyxffIL2k8V+zYzVVvUtVI1U9DrwLeJmIdC9pq6p6D9AAfmOVU0wAm9ra3KuqfcCPAPklda9X1b65B3DrCv19GHhUVX/vzF+tMeZiYUGGMecXj9XXZMylTF7t/+3J2n6ZNEDpegZjA9JLNMBlwNueaV/GmPXNggxj1oiIDIvI60WkLCKuiPwg8AbSgAARea6IXC4ijohsAP4U+JqqzmTH/ouI9EvqRuCdc21X8BHS9R6fEpFrsvMVgL1nOOYfAn4aeLWqNp7eKzfGXCwsyDBm7SjppZHDwBTwB8DPquodWflu4AtAFXiAdK3GG9ravxp4Iiv/G+DPssfyE6k2gRcBDwGfBSrAo6RrPl57BmN+HTAEPNx2h8kHz6C9MeYiIqp66lrGGGOMMWfIZjKMMcYY0xEWZBhjjDGmIyzIMMYYY0xHWJBhjDHGmI6wBGlnweDgoO7cuXOth2GMMReUu+++e1xVh9Z6HKZzLMg4C3bu3Mldd9211sMwxpgLiogcXOsxmM6yyyXGGGOM6QgLMowxxhjTERZkGGOMMaYjLMgwxhhjTEdYkLGGVBXb1t0YY8x6ZXeXrKGZ46N8+GffDqoggoiD4zg4rsOGbTsolrtpNerMTk3h+TncnE/Oz+Pl82y/+loK3d00q1Wa9Rp+sUS+1JU+usps2LoNv1DE8308P4/jWDxpjDHm3LIgYw35pRJXPf/FjB/aT9QKiKKQOAxJoghBqFcq1CYnqFem0xmPtlmPg/fdc8bnE8dBHAfXddm45zL8Yon69DStRp1cPk+uUMQvFCiUu9n57OvJFYo0qxVEhEJ3D6WeXkp9fXT19uP5/tl8K4wxxqxDloX1LNi7d6+eq30ykiQhqNdJNCEOAirjY1QnxmjNztKszxLU6wTNOkPbdxEFLY4/+QRTo0eImi3CoEkUBMRRRP+mLYTNBpWxE7Qa9UUBzOnwcj65QoEoDEjiGMf1cD0PN5ejWO5m61XXkCsUmTp6BNWkbaalRHlgAyO79+AXioTNJvmuLoq9/fiFgs24GHMREZG7VXXvWo/DdI7NZFxgHMehUC7PP+/eMAhceVb6jqKAxkyFRrWC5/uEzSYnDjyZBiL1Gs3ZWYJGHU0SBrZsI2w2OfrYw9RnpomjkDgKCZtNWrM1alOThK0mcRie8Tg8P0/3hkFyhQLV8TEA3JyP5+fw/Dy9Q8Ns3HM5fqHAiYP7yeUL5Lu6KHSVKXSV6RneSN/ICG7OB1UK5TKulzsr75ExZn0TkQLwdSBP+hn5SVV9d1Z2G/D9wExW/a2qeq+I3AT8FpAAEfCzqvqNk5xjA/BJ4DnAbar6rrayG4DbgCLwOeBnVFVFZAD4OLATOAC8VlWnVuj7RuA9wBagChwDblbV+0XkFqCmqn/QVv8AsFdVx0/7TToDFmSYeZ7n071hMAtcUiO79zyjPoNmk0Z1hnplhma1QqNaJYljSr29hM0mTz1wH41qhaBRJ2y1CJtNcvk0yAhbTSpjJ4jCgFYW3GiSMHHoIE/c/a2nNR4RId9Vptw/gON5TB8/hut6ONksjOvl2LB5KwNbtoIIY08dwM8X0stJxSK5QpHBLdvpGRpGHIdGrUqxXCbfVaZY7qbQVcbx7L+VMRewFvBiVa2JSA74hoh8XlW/mZX/d1X95JI2XwbuyIKBa4FPAFec5BxN4NeAa7JHuw8A/y9wJ2mQ8XLg88DNwJdV9VYRuTl7/kvtDUVkJDv3G1X1X7NjzwMuAe4/7XfgLLLfhqaj/EIBv1Cgd2hkxfLLv+/5T6vfOAoJGk2mR49Sr1ZoVis0Z2u0Zmt4fp5iTw9Bo8HB++4harUIg4A4DIiCgFJvH8XunvQyERAFLZJGA9U0iKmOneDJe+4iiaOnNTZxXfxCAXFcgvrs/FqYdFGvy8CWbZT7BghbTaaPj85fZpoLcjbtuZyu/gGCRp3K2AlyhTyenwU6hQJD23dRKJdJ4pgoCMiXSvilEvliF36xiOO6T2vcxhjQdA1BLXuayx4nvZ6sqrW2p11z9UXk1cC7gJcCG4H/DbxAVUdJg5dFf8WJyCagZy6gEZGPAK8iDTJuAl6YVb0d+BpLgozsXLfPBRjZ2FadUVly7ncA78ie9gIHVPVFp9P2ZCzIMBck18tR7M5R7L78pPVu+OGbnvY54jCkkQUvzVqN1uwsrcYsfrGEl8tRn5nm2L7HCFsNwkaTMGgRtlr0jmzEzxeoTY5z/MkniKOQJI5Jkpg4imlUKrRmZ2nUqjRmprPlMAu/ww49eN/THjOA47p4fh5VJQpaiMh8kCOOy9DO3eSLRRqVGWZnZtIgx/Nwcjk8L8f2Zz0bv1CkOjlBozKD5/vZ5SqfnO+z5YqrcT2PenWGOAjJ5fN4+QJ+oUiuUKB7cAjX8xBHcD3f1tmYp23nzZ/9Y+C6s9ztvQdu/Q8/e7IKIuICdwN7gPer6p1txb8jIr9OOntxs6q2sjavBn4XGAb+A4CqfkpEfhR4J+mMxLuzAGM1W4DDbc8PZ8cARlT1WPb9KLDSX25XkwYgJ/NzIvLjbc83Z2P9IPDBbPbmK8AfnaKf02JBhjGrcHM5ygMbKA9sWLXOVS948Vk9ZxQEJFFEHEc0qhVqU1OEjTqtRp2w2SRsNekdGgYRpo+PMnnk0PxMTRQGxEHA8K7dgDB19DBTo0dJopg4ikjiiCRJiMOAWrNBbXKCZq2KJoqycPfS0ccePquvaZ4IjuNQHhjEzeVoVKaJgnAhAHJd/GKRjbv24Hgek0cPEwVBGgB5XhZY9rD5sitwPY+xpw6QJAm5nI/r5/B8n1JvP0PbduLmPCpjJ3A8L50Byhfw8gWK5TLFnl7cXA7HcWytjlmRqsbAdSLSB3xKRK5R1QeAXyb9gPeBD5HOJPxm1uZTWd0XkK7PeGnW3U8BDwDfVNWPnqXxqYiccrW+iNwJ9ABfUtWfyQ6/d4U1Ge3+BPiKqv7T2RirBRnGnEc834fs9uBidw8Dm7ee8zEkcUwchtSrMzRnZwkbDcJWGuBEQUDv8EaSKGTi8CFq05NErRZRGBIHLVRheNdu4iji+JOPU5uczIKmkCSKEcdhaMcu4jDkxIEnac7W0CQmiROSIKCVxEwcOUQchlQnJ4ijcNmdT0/c9c1VRv4MiZDLLrU5rpsuOs72rxEn/Vrq66N3aARxHMYOPIk4bjZDlF4K6x0eoX/TFlQTRp/Yh+O6OK6bBkquS/+mrfRt3EgSx4wdfBLXy2VBVHq5bGDjZsoDg8RxSGVsDDeXw5tf9OzT1beBQrkL1TQgzeXz8wui1+N+OKeaceg0VZ0Wka+SzkI80DaT0BKRvwJ+YYU2XxeR3SIymC2m3Eq6IHRERBxVTU5yyiNZ/Tlbs2MAx0Vkk6oeyy6rnFih/YPA9cCns7E8V0ReA7zidF6viLwV2EF62eWssCDDGLPI3Adjb6FA79Dq9bZdfe25G1QmjsJsNiZkdmqKVmM2ncnJbtEWx6Grt484iji271GCRj29bTsICcOAQrGL3pER4ihK1+uE6V1RSRQRRxHFnl56h4aJoyidVcoWG7c/gnqdMAzSACnbv2bua3VygmP7HiUOI6KgtWz8++/p8K3uInheDiQNQtIgSQBBBMobBskXS4StFrPTk1kAlQVJIgzu2EWh3E2zWqEydmI+eJp7bL7sSvJdXcxOTVEZP4Hr5bjmRS/l0hv/XWdf1zkkIkNAmAUYReAHgN/LyuY+5IV0rcQD2fE9wBPZDMP1pHemTIiIB/wl8AbgLcB/A/5g2UkzWd8VEfle0oWfbwb+LCu+I+vj1uzrp1fo4v3AnSLyxbZ1GaXTfN03kAZNzz9FIHRGLMgwxlwwXC+HC+T8PIWu8knr7njWyS/l33jTa87iyFYXRyFhKyAKW4gK4ghh0KQ2OUkUpIuR4zAgCkMK5W78QoHWbJ3xQweIozANhMKIOArpHR6h0FWmPjPF8f1PLqz3iSKSOGZgyzb8YpHa1CTjB/fPrwXSJCFJEvo3bsLz88xOTWaXypJ0JimKiDShMnaC6sQ4zVqVZq2aBlAwP5t04sB+NIkXvb4kiddVkAFsAm7P1mU4wCdU9TNZ2d9mQYgA97KwUPJHgTeLSAg0gNdlAcevAP+iqt8Qke8C3xaRz6rqw9llih7AF5FXAS9T1YeAn2ThFtbPZw9Ig4tPiMjbgIPAa5cOXFVHReR1wO+JyBbS2Y5xsks6p/AuYAD4ahpDcZeq/sTpvGEnY5txnQVPdzOupBUz+fFHAMHf1UPxigFyQ6cVdBpjzJpQVZI4Imy2iMIAv1jELxSfVl+2Gdf6ZzMZayieadHaN40GCc2HJqh8dj8IOCWP4rVD5Hf04A4UyG0s4fj2T2WMWXsiks4olW3RrDk1m8k4C57ptuLBsVmaj0wQHKwSHq8TVwNIknSp0BzPwe3xyY2U8Hf0ULphGK87/8wHb4wxa8RmMtY/+/P4POBv6sLf1LXomEYJ0XiD+r0naD4xTTTRJJ5qEk82aT48SeULB3C6c4jv4hQ9clvKFC7po3BZP07B/lmNMcasPfs0Ok+J55Db2EXvy3fR23Y8OD5LsH8GDZVwdJbGg+PEE03CwzXqd6Z7vEjBpXjlBnKbunBKHvkrBvDKljXVGGPMuWVBxgXGH+nCH2mb9fixy0iChNa+SZr7pgkP10gaEa0np6nfs3AbteQc3IEC/s4euq4bxt/Zk93aZowxxnSGBRnrgOM7FK8apHjV4KLjUTVg9pvHaO2bIjxRJzqePup3juJ05chtLUOi5C/tp3TdMF6PzXYYY4w5eyzIWMe8bp/eH9gBP7ADgCRK72IJxxvEE01aT0wTT7doPT5N5XP7wXPwBvKUvmeY4jWDeINFm+0wxlxU1jrVe1udO4DdqnpN9vy3SJOkJaT7X7xVVY+u0M5SvZu14XgOpWsXb+EYTWSLS/dNEx6vE51oUPniQSpfPIjknfm1IelsxxBeX2GNRm+MMefEWqd6R0R+hIVMsHN+X1V/LSv/aeDXWdgMbK6dpXo35xdvQ5Gel+yg5yULsx3ReJ3wUI3Ze04QHKzQemKG1hMzVL5wAFyhdO0Q+d29eCMlcpvLON76ypdgjLl4rWWq96xNmXT78beTBgxz56isdI4lLNX7Wsm2iL0LOKKqrxCRXcDHgA2kKX3fpKqBiOSBjwA3ABOk28MeWKNhn3OO5+BvLONvLNP1nI0ARNNN6veO0XpsinCsTv3hicWLSkseuZEShT196dqODU9v9z9jjFnklt6OpHrnlpnzNdU7pJdd/hCorzCu3yHNZzIDrBQAWKr3NfQzwMOke8VDmvDmvar6MRH5IPA24APZ1ylV3SMir8/qvW4tBny+8PoK9LxwG7xwGwCaKNFEg9q/pYtKo8kWwf4Kwf4KlX9+Cm+oiL+9B8k5+Nu7KV61wfbuMMZcMNYq1buIXAdcoqo/JyI7VxjXrwK/KiK/TDpr8e5T9Gep3s8FEdlKGln+DvDfsgx6LwbemFW5HbiFNMi4Kfse0oU57xMRUdsadZ44Qm6oRP8rL5k/FlVa1O8dIzxWQxsxjYfH0XrM7DePMcXCLbSFS/vpes4I3lAJcWxRqTHmJE4x49Bpa5Dq/fuAvdkHvwcMi8jXVPWFS+r9LfA5lgcZlup9jfwx8ItAd/Z8AzCtqlH2/DDpSlyyr4cAVDUSkZms/qKVtyLydtJrZmzfvr2jg78QeD15el6wdf55kiQEB6o0HhwnOFghGm8QHa9TO16n9o0jkBPEdfAGivg709kOf3cvjmPrO4wxa2eNU71/gPSPXbKZjM/MBRgicqmqPp5VvQl4ZIUuLNX7uSYirwBOqOrdIvLCs9Wvqn6IdLqMvXv32izHEo7jUNjdS2H3wn6lSZQQHZ8lHK3TfGKa5gPjhEdrhEdrzP5r+geCt7GU7lY6UsIbLOJv7V7tFMYY0wlrnep9NbeKyOWksyIHWXJnCViq9zUhIr8LvIn03uUC6T/qp4AfBDZmsxXfB9yiqj8oIl/Mvv+3LAodBYZOdrnkmSZIu5glQUTjoUmaj0wSHqmBKtFkcyE5nJBuHDZSIr+7l+L1I+T67TZaY9YDS5C2/q37IKNdNpPxC9ndJf8L+Pu2hZ/3qer/EJF3As9S1XdkCz9/RFVfe7J+Lcg4uzSMaTwyRf27JwiPzBJXWhAv/Jy6AwXcXh/Hd/H39FF69hBej2WkNeZCY0HG+rfuL5ecxC8BHxOR3wbuAT6cHf8w8Ncisg+YBF6/RuO7aEnOpfSsQUrPWtgmPZpuUr9/HOKE8Mgszcem0FZM89EpKp/dD67g9uYpf98m/B095EZKOPmL+cfbGGPW3kU1k9EpNpOxNoLjszQeGCd4YobwRJ2kES2a8cARnJKHN1DA29RFYXcfhSsHcHx37QZtjJlnMxnrn/2pZy5Y8xlpX5I+V1XiSkB4qErtW6NEx2eJayHBU1WCp6rU7xwFAbe/AKo45Vy6ZfqOXvKX9VuCOGOMOcssyDDrhojg9ebxevMUr1m41JIEEa0nK4TH6xAlBMdnaT08STzVIjxUo/7t42l73yG/qxdvuETSiPC3d1O4rN/ytRhjzNNkQYZZ9xzfo3jFAMUrBhYdT4KE1v5pgidnCI7U0CghrgQ0901DrNTvSoMPBKTokd/eTfGqQdyhYhrMDFjwYYwxJ2NBhrloOb5D8fIBipcvCT6ihOBAmhQuOFIlGmuS1AKaj0/TfGRqoaKAFLw04NhYonj1BvK7+3C7cuf4lRhjzpZzlOr9B4BbSbcnD0gzu34lK5vLT9KvquW2Nu9lIV9JCRhW1b4V+h4B3gt8LzCV9f+eLI/KC8nusGyrfxvppl9LM8ueFRZkGLOE4zkU9vRT2NO/6LgmSjzdorl/huZ9Y4TjDZJKQDg6Szg6S+PeMQCkkC4sdXvz5EZK5LZ1k9/RYxlrjbkwnItU7+PAf1TVoyJyDfBFFnad/ifgfcDj7Q1U9efmvheRnwK+Z2mn2U6k/0iaifWN2bEdwCtP54V3ggUZxpwmcQRvoEB5oED5hpH540mUEB6pktRCookmzcen0q3Uj9eJjtdp3JftSO+AN1AE34FY8frzeMMlcpvL5Hf22NoPY84D5yjV+z1t9R8EiiKSV9XWXDCT7bq5mjewcnK0FwNBllF1bmwHgT87WWfZ+fYCf5E9dYFrVPUZJ5iyIMOYZ8jxHPI7FrZP785yuCRJuqdH64lpwtFZnG6fZLpF62CFpBIQHa9D2+UXKbppECIgAu6GIrmNXfhbyvjbui2TrbnoPOv2Z3Uk1fv9b7n/fEr1/qPAd+b6OZVsZmIXaTr2pa4GvnOKLp4vIve2Pd9OernkLrL3WkR+H/jC6YznVOy3ljEd4jgO+W3d5LetnH8lmmrSOlghPFIjmmjg9uSJJpsET1XQZgyHajQYm6/v9qWLTTVOkJyLN1gkt7kLf0cP3lDRkssZc5acq1TvInI1afK1l53B8F5Puk4kPlVFEXk/8DzS2Y3nZIf/ZYU1Ge1tXkeayfVMxrQqCzKMWSNefwGvvwDXDS8rS6KE8GiN4Kkq4Wi6tbrb5adByOEaxEpr3/RCAwFvuIQ3UCBpRjilNN+Lv7VMbnsPXtn2ADEXnlPNOHRaJ1O9i8hW0jxab1bVJ85gWK8nnRlZyYOkMyNzY3mniAwCp7VbZLY+5BbSSzqnDGJOhwUZxpyHHM8hv72H/PaeFcujWkD4VIXgcI3oRJ2kGSE5l3iqSThaB6D54MRCA0/wt3Tj9eeJawFuX4HcxhL+dluQaky7c5HqPZsh+Szp5Zb/cwZjuwLoB/5tlSpfAf5/EfmvWdp4OP1U733AR0mDnrFT1T9dFmQYcwHyyj7eVYMUrxpcVpYkCdFYg+BghfDoLNF4I73EIkJz/wzJTMDCHXgpKXr427px+/Mk0wHecJHc5jL+1jLuhoJdijEXk46nes/q7wF+PVvfAWmq9xMi8h7gjUBJRA4Df6Gqt2R1Xg98bLWs4Nk5XwW8V0R+ERgDZkkv65zKTcAO4H/OLTpV1We8HsZyl5wFlrvEXEiSVkRwqEpwuJZeiploggMaaxqQNJfPkkrJIzdcwinl0ks3PXm8DXm8oRK5TV3kRso4vgUi5sxY7pL1z2YyjLnIOHlvxX1A5kTT7QtSm8QzLaTgQZwQHKmSzASE1Ja1c3p8nIJL0ohxujzcnjxufx5vsEh+dy+5oZIlpzPmImNBhjFmEa+vkO7Z8ezlC1IhvRwTTzQJjtaIxhpE4w2cUg4NYsLRWZKJJkk1IMrWhiziO5Ao4ru4pRxOdw6vr0Dhyn5yw1045RxS8uzyjDHrhAUZxpgz4jgOzlCJ3NDJ15NF1YDwaI1wtI6Td0gaMcFTFYLDVbQZE000YLxBQIX6PSeWnEQQ38Eperhln+KzBvEGCkjOwSnn8Ea6bLGqMRcACzKMMR3hdft4K+SGaZcEEeGxWTSBpBrQenKG4FCVpBaQNGPimRbxVIvgUHV5YwHJOUjBo3jNBrzebA+RvJtuYrapjFOyX3HGrCX7H2iMWTOO7y3aLbV07dCyOkmUoM2IeCag9cQ0wZEq8XRAXA1IGhFJPaJ+1wk0WPm2fvGdNHFdr0/SiBDfwdtQTPPKbC6na0ns8owxHWFBhjHmvOZ4DpR93LKPv6W8ar2kGdF6qkp4tEY03iCeahJXAzRMiCvpbEgyGy5vKOANFnG7feJqAI7gFD2crhxu2ccbLpLf0YNTykHOwemyNSPGnC4LMowx64JT8Che1k/xspXvmoE0EAmOzhIdnyUcqxNPttAoxinmiCsB8XQLDZNTn0wAVxDPwesv4G/vxunKEZ6o43Tl8Hp83N4C7kABb6iAW/ZPlfDKnCfOUar3G0m3JYf0p+mWbFtyROQAUAViIJq7xVdEfot0L4sEOJGd++gqfb+HNKtrFThGuunX/SJyC1BT1T9oq38A2JvtTnrWWZBhjLloOAWPwu5e2N170npJlBBPNYkmm2grRjyHpB7SeGCCeDa9TKOtGA0S4pkWjQdaJLPR6h26ghQ9tBkhnoP4Lk7BxSl65DZ3428rIwUXrUe4/QW8DQW7jLN2zkWq9wdIP9gjEdkEfFdE/klV536IXrTCh/7vq+qvAYjITwO/zsJmYGTHR7Jzv1FV/zU79jzgEuD+038Lzh4LMowxZgnHW/kOmq69G1dtk8QJyXSLcLJJPNkknm4RV4P0jpi8SzwT0Nw3hQYJyWxIUg1AIThYZXa1TaIFnG4fb0MR8YR4uoVT8nBKOZyyj9vj428rkxssISUPKbgWmDxD5yjVe3sm1sKp+s/OUVnpHEu8C7h9LsDI2q06o9JORN7BQtDSCxxQ1RedTtuTsSDDGGPOAsd1cDYU8TYUT7tNEiVoI0RbCeF0k2B/hbjSIqmGJPWQpBHhdKWfcdF4Gric8uNISG8BzmZM8ju68QaLqEIyG+L2+Lh9edz+ArmBAk5v/ry9HfjhK67sSKr3Kx95eM1TvYvIc0nzmuwA3tQ2i6HAl0REgT9X1bnLKojI7wBvJr1cs1IAcDVw+yle/8+JyI+3Pd+cjfWDwAez2ZuvAH90in5Oy7oPMla7viYiu4CPARtIf5jepKqBiOSBjwA3ABOke9AfWJPBG2PWNcdzoDsP3eni0+Iqu7C2S5KEpBIQjTeIppqI70KkhCfqBAdmSOoRSStGg5ikEdJ8cgZ9aBKS1aMTpysHLmgrQXwHybu4xRxOl0fh8n7c3gIKiCvkNhRw+grnbWByNpyLVO9Z4HK1iFxJmivl86raBJ6nqkdEZBj4ZxF5RFW/nrX5VeBXReSXSWct3n2y1yEidwI9wJdU9Weyw+9dYU1Guz8BvqKq/3Tab9hJrPsgg1Wur5Fmw3uvqn5MRD4IvA34QPZ1SlX3iMjrSbPvvW6tBm+MMe0cx8GZ25X1NKkqSS0gPJHedRPNtIhnApJagDdQRMOY8Ngs4Yk6SSOCWkisTQCaj0yt3rErlJ4zwsCrLn2mL2tFp5px6LROpnpvq/+wiNSAa4C7VPVIdvyEiHwKuJH0D+V2fwt8juVBxoPA9cCnsz6eKyKvAV5xOq9XRN5KOrPyrtOpfzrWfZBxkutrLybNdAfp9NItpEHGTdn3AJ8E3icislrWO2OMOd+JCG53Hrc7f9ptkiQhqYVomKCNiOBwleDY7KJLORrEuF1+B0d+7p2jVO+ErmZpAAAgAElEQVS7gEPZws8dpItED4hIF+CoajX7/mVkMyUicqmqPp4N8ybgkRWG/37gThH5Ytu6jNNN9X4DadD0/KWB0DOx7oMMWH59DXgCmG67BnaY9HYfsq+HALIfgBnSSyrjS/p8O/B2gO3bt3f6JRhjzDnlOA5Oz0JQ4m/tXsPRnFPnItX7XuDmrH4C/KSqjovIbtJLLpB+Pv+dqn4hO8etInJ5Vv8gS+4sAVDVURF5HfB7IrKF9FbXcbJA5RTeBQwAX83Of5eq/sTpvWWru6hSvc9dXwN+DbhNVfdkx7cBn1fVa0TkAeDlqno4K3sCeO7J7iG2VO/GGHPmLNX7+rd+V+6sQFWnga8C3wf0ZVNZkF4zO5J9fwTYBpCV95IuADXGGGPMGVj3QYaIDGUzGLRdX3uYNNh4TVbtLWQLZYA7sudk5V+x9RjGGGPMmbsY1mSseH1NRB4CPiYivw3cA3w4q/9h4K9FZB8wCbx+LQZtjDHGXOjWfZChqvcB37PC8SdJbw1aerwJ/Ng5GJoxxhizrq37yyXGGGOMWRsWZBhjjDGmIyzIMMYYYzIiUhCRb4nId0XkQRH5jbay20Rkv4jcmz2uy47fJCL3ZcfuyjKfnuwcO0Wk0dbPB1eoc0e2pcLc81tE5Ehbmx9epe9LReQzIvKEiNwtIl/NtjpHRN4qIu9bUv9rItKx24jX/ZoMY4wx5gyci1TvkO4QumLyNxH5ERZ2qm63KO/ICu0KwGeBX1DVO7Jj15Bu/rV0a/JzwmYyjDHGmIymzjjVe9tWB4tSvYvIlyW1SUQeE5GNJ+tLRMqk24//9tMY/v8D/NtcgJGN7QFVve1UDUXklW2zJI+KyP6ncf5lbCbDGGPMeen97/hKR1K9v/ODL17TVO8ishPYJSL3ABXg/1PVf8n6/y3gD4H6CkN7l4i8GbgL+HlVXZq97mrgO6d4/a9bcjlnTzbWO0j3iUJEPgH871P0c1psJsMYY4xpo6pxdiljK3BjdskB0lTvVwDPIc3z8UttbT6lqleQJk77rbbufipr12pL9X4M2K6q30M6a/F3ItKTrfG4JEsbv9QHgEtIg65jpIHISYnIp0TkARH5h7bDH1fV6+YepAFLe5tfBBqq+v5T9X86bCbDGGPMeelUMw6d1qlU79nsRyurf3eWI+sy0uBlr4gcIP18HhaRr6nqC1X1+Nw5ROR/Ap9huQeBF7SN5dXZos5V13G0E5GXku4T9YJT1T1dNpNhjDHGZFZJRfFI9nxT9nVZqvfsGLJ6qveHSWct5s7hZt/vBi4FnlTVD6jqZlXdCTwPeExVX9h+7syr5869xN8B/15EXtl27HRTve8gzVL+Y6raOJ02p8NmMowxxpgF5yLV+1XAb8pCqvd3qOrkKcb1nuxyigIHgP+ytIKqNkTkFcAficgfA8eBKqe3iPStwAbgH7N46aiqrnib7Jm4qFK9d4qlejfGmDNnqd7XvwvmcomIPE9E3plNLc0d27WWYzLGGGPM6i6kyyVDpAnNbhSRCdJrT78IvHZNR2WMMcaYFZ3XQYaI/Bowqarvz+43vgO4AbgGeD7pQhpjjDHGnIfO6yCDdJbiOXNPVDUGvpVt21pQ1Xev2cjOgiiMObZvmkY1xHEdHJfsq1DuL+D5DnGYEEUJruPgeoLjpeV+3sXxHBAQAce5YK58GWOMuUic70FGqKrNFY5/BLiHdHe1C1ZtssUdf/LdjvSdyzs4rkMcJcRhkh4UIV00DL3DRVzPoVEJCJrxfLAiIogjjOzsQRyhOtGgORshjuA4abmbc9i0pw/HEaZGZ2nVIxxXEAccR8jlPTbt6UUcYfLoLGEzzsoFxxXyRY/hnT2IA1PH6kRhjOs6iCu4rpAv5RjY1IU4QmW8garieg7iOrgu5IseXf0FHEdo1EIcN+3Xyzm4roPru+TyDuIIQhq4GWOMOffO9yAjEJFNbRugAKCqQXbrzwWt1Ovzwh+/gspYnSRWkiR9aKIMbinjeA7ViQYzY435cs3qjOzswXEcZsbqzIw30ETRhPSrKiO7exGE6eN1qpNNVOfaAqr0b+wiiZU4TIijBFVQTfuWRGlUA5JEmZ0OCJoRpM1I756S+fKwEZMky+9QOvjAxLl8K8+IuEIul84CBc04PTZfKPhFl2LZB1Wqk03mIrO5IKzY7dPV56OqTB2rp8VzAZwIPRsKlPvzxFHCxOFZJAvO5gK5vpES5b4CYStifL58IcAb2NRFV1+eViNk8shs2q8jOCLgwOCWbko9Ps3ZkKnRWRwn7dhx0kBvw9Zuil0ejVrIzHgjPT5fLmzYWsYvuDRnQ2pTrYUAUEBch4GNXXh5h9ZsRLMWpMGam55fHOgZKuG6QtCICIN4ftxz/Xf1+jiuQxTGaKzp2N20PA1CXUSEBJ3v02bijFmfzvcg4w+BT4vIj6nqwbmDIjLMKRLWXAj8gsfVz9u81sM4q5IkIYnTfxpNoNWIiMOYKEzmgxqAQjmHJsrMeIOoFc+XJYniuA49GwokiTJ+qEqQlSdx2odfcOkbLpEkcGzfNFGYpAFUrCRJQqErR99ICU2Uw49Nk0RJFnxBkiilHp/eoSJJrBx9bJokC8DIAq1Sj095oEAcKkErnj+uCqji5tIPyzBoe62apPWA2lSToBERhQm16Vb2zuj8T+xsJcDzHKIwIcyCnHYnDlSyPld+j5964FS304+ewb/Y+cfx0qAoiRM0WVwmDhTKPiIQ1CPiKMkixDQQdL30UqMIzM4ExGG8ECQCnu/QO1xCBGbGGkRhshAkArmCS/9ICRFh4miNJNKF/gUKJY/+jV2IwImnqunPDcwHmcXuXFoOjO6voKpZ87S81Jenf6QEqhx7ojIfeKZVhPJAgb7hIpoox56cQQBxFoLc7sEivYNF4ijh+IFKGuC1te8dLtI9UCAKE8YOVhcC3Kyf3uEi5b48YStm4khtPrjFkfkAuNTjEzRipkZn5/uXtvJC2Seoh8yMNXBch+1XDzC8o6cDPwlrI8tk+nXSDbU84JNzl+ZF5Dbg+4GZrPpbVfVeEbmJdCvxBIiAn1XVb5zkHDngL4Drs3N8RFV/Nys7QLq3RQxEc7f4isjHgcuzLvqA6ZWyuIrIpcB7gSuBadLcKO/OdiJ9K7BXVd/VVv9rpFlbO7IPw3kdZKjq/xKREnC3iHyTdPMTh3Tb01vWcmxmZY7j0P5HaS7vnrR+/8auk5Zvu3LgpOVX/rtNJy3f+4y3klk787NPcUISpwFSEuv8jEUUJLQa0aIAK0mgUPRwPCGoR8xWgvnZryRRNFbKA3lc16VRDahNNUkS0CTJZsrSDxLXc6hNNalOtdBY58eiCoPbyjiuUBlrUp1sgJIFaumYR3b14ghMHa9Tm2rNz67NzZZtubQfVWXy6CyzM635dtkkGZsu6UNVmTgyS6Paytqls3SOm17KU4WJIzWas+GiIND1HAa3ldPgRGu0mtFCfKeKl3PJFz1U076cWNJzJ0oCJJHOz25FrYQ4TtrjQzROEEdQhUYlWDSLpwqt2ZBGNUQ1nQVsjxQVqE40mThcI0kSgvryAHP8cBXHdUiSBF1eDI/PrHBwbR3bN81//OmzncNsTZ2LVO8/BuRV9VnZZ9xDIvJRVT2Qlb8o25J8nqq+bu57EflDFgId2o6fd6nez+sgA0BVb8+Su7yK9K6SWeCNqvrttR2ZMZ0lkl2mWGVNSb4EXX35k/Yx1ImBmTWRJEkWiEkaUIY6Pws3F6g5Tro4PI4Sgka0EBwmaZDq513cnEsUxjSqwXzgOHeptNjl4/kOQSumPtUiyYK/ufN09ebJ5V1ajYjqRBMUNl7Su9ZvzVmVpWw/41TvbU8XpXoH3gW8FNhImtn0BVl5V7bteBEISGccTinbvvy1wItXKF4x1Tsrb0G+tN9XAr+ZPS0Cvqo+472ozvsgA0BVq8Bfr/U4jDFmrbSvW3Ec95S/vUvd/knL+4ZPkdJix+mOrHP+8HWv6Eiq95//+GfWOtX7J4GbSLOploCfa9tWXIEviYgCf66qH1oyvOcDx1X18RWGbqnejTHGmPPZOUj1fiPpmovNwC7g59t2s36eql4P/BDwThFZmhH1DcBHOQ2W6t0YY4xZxalmHDqtU6negTcCX1DVEDghIv+HdN3Ek6p6JOvnhIh8ijQg+TpAdnnlR0g3pVyJpXo/10Rkm4h8VUQeEpEHReRnsuMDIvLPIvJ49rU/Oy4i8qcisk9E7svS9hpjjLkInItU78BTZGsqRKQL+F7gERHpEpHutuMvY/F6ipcCj6jq4VWGb6ne10AE/Lyqfif7x7tbRP6ZNK3tl1X1VhG5GbiZdOrrh4BLs8dzgQ9kX40xxqx/5yLV+/uBvxKRB7O+/kpV78sumXwqi1c84O9U9QttY3s9J7lUYqnezwMi8mngfdnjhap6LItOv6aql4vIn2fffzSr/+hcvdX6tFTvxhhz5sRSva976/5ySTsR2Ql8D3AnMNIWOIwCI9n3W4BDbc0OZ8eW9vV2EblLRO4aGxvr2JiNMcaYC9VFE2SISBn4e9Kd2Bbdj5zdF31GUzqq+iFV3auqe4eGbDcCY4wxZqmLIsjIdm37e+BvVXXuVp7jbYt4NgEnsuNHgG1tzbdmx4wxxhhzBtZ9kJGt+P0w8LCq/lFb0R3AW7Lv3wJ8uu34m7O7TL4XmDnZegxjjDHGrOxiuLvk3wNvAu4XkXuzY78C3Ap8QkTeBhwk3aYV4HPADwP7gDrwn87tcI0xxpj1Yd0HGVkmPFml+CUr1FfSLWCNMcYY8wys+8slxhhjzOkSkYKIfEtEvptt4PgbbWW3ich+Ebk3e1yXHb8p27zx3uyuw+etfgYQkRvb+vhulvdkruzlIvJotiHkzW3Hd4nIndnxj4uInx3PZ8/3ZeU7VznnpSLyGRF5QkTuzjapfEFW9lYRed+S+l/Ldgt9RizIMMYYYxbMpXp/Nmlytpdn6/Pm/Pe23B9zl+C/DDw7ywXyn4G/OMU5HgD2ZvVfDvy5iHjZBmDvJ90U8irgDSJyVdbm94D3quoeYAp4W3b8bcBUdvy9Wb1FZCEF/IdU9RJVvYE0p8rupXXPNgsyjDHGmIymzjjVuy7sbLko1buIfDm7kWCTiDwmIhtVta6qUVa/0Nb/jcA+VX1SVQPgY8BN2Q0MLwY+mdW7nXRbc0izud6eff9J4CVzW5y3WTEFvKredqr3Q0Re2Tbr8qiI7D9Vm3brfk2GMcaYC9Phm/+lI6net976/DVN9Z7Vfy5pXpMdwJtUNRKRlTaDfC7pdt/TbYFJ+yaR822yPmay+uNt/axZCnibyTDGGGPanINU76jqnap6ddbXL2eXNM4JOYcp4G0mwxhjzHnpVDMOndbBVO/t9R8WkRpwDatvBjkB9ImIl81mtG8SOdfmsKRZX3uz+u3WLAW8zWQYY4wxGTkHqd6zO0W87PsdpLMjB4BvA5dm5T5p1tU7svUeXwVekw1z6QaScxtLvgb4Stv6kDlrlgLeZjKMMcaYBeci1fte4OasfgL8ZDbrgYi8C/gi4AJ/qaoPZuf4JeBjIvLbwD2kO1mTff1rEdkHTJIGJousZQr4iy7VeydYqndjjDlzYqne1z27XGKMMcaYjrAgwxhjjDEdYUGGMcYYYzrCggxjjDHGdIQFGcYYY4zpCAsyjDHGGNMRFmQYY4wxpiMsyDDGGGNMR1iQYYwxxpiOsCDDGGOMMR1hQYYxxhhjOsKCDGOMMcZ0hAUZxhhjjOmIiyLIEJG/FJETIvJA27EBEflnEXk8+9qfHRcR+VMR2Sci94nI9Ws3cmOMMebCdVEEGcBtwMuXHLsZ+LKqXgp8OXsO8EPApdnj7cAHztEYjTHGmHXloggyVPXrwOSSwzcBt2ff3w68qu34RzT1TaBPRDadm5EaY4wx68dFEWSsYkRVj2XfjwIj2fdbgENt9Q5nxxYRkbeLyF0ictfY2FhnR2qMMcZcgC7mIGOeqiqgZ9jmQ6q6V1X3Dg0NdWhkxhhjzIXrYg4yjs9dBsm+nsiOHwG2tdXbmh0zxhhjzBm4mIOMO4C3ZN+/Bfh02/E3Z3eZfC8w03ZZxRhjjDGnyVvrAZwLIvJR4IXAoIgcBt4N3Ap8QkTeBhwEXptV/xzww8A+oA78p3M+YGOMMWYduCiCDFV9wypFL1mhrgLv7OyIjDHGmPXvoggyzlfhsWM89Z/fRnT8OIikB7OvuV27cPN5oqkpohMnFsoBBAqXXYbkfKKxMaK5u1vm+4D8VVfhuB7h6CjR+Pii/kWgcO2zEcchOHyYeHJyUXtxXYrXXQciBAcOEE9NLW7v+xSvezYiQmvfE8QzM2m5pCd3CgWK114LIjQfe4ykWp0vQ8ApdVG85pq0/KGHSOr1rL0gIjjd3RSuugoEGvc/gLaaWdu03O3vI3/55YgIje9+lyQIkaw9gDu4gcKePSBC/Tv3QBzP9w/gDQ+T370LEOrf/vZCWfYavJGN5HdsR5OExj33Lrw3AoiDv2Uzuc2b0TCk8cCDbeVp//7WreQ2bSRpNmk+8sjC2LO3wN++HW9wkKTRoPX44wv/qFkfuR3b8QYGiGs1wiefzPoVcNKv/o4duH29xJUqwVNPZcULdfydO3HL3cSVCuHhw1nX2ZVRR/B378YpFommphd+9ub+eR0Hf9cunLmfvfHxuYL5l+nv3o2TyxFNTqY/O/OvPe3H37Ubcd20vDKTtctO4Dj4O3cijkM0Pk4yO9v2+tPy/I4dAEQTE9nPxsLYxcuR27QJJC3XVivrP6vj58iNpDeKRZOTaBAsvP+OIJ6HNzgIIkSTkxAn830DSM7H7etL+5+agjhZeH8dB8nlcHt6AIhnZkj/Jknft7R9DqerC4CkUln2syH5PE6hACLEtdqi/9ciDuRyuHkfVZ1/bfN9ZP1LLpeWh+Gi/oX0/664brqKPYqW/Gxn9Vw3HXfbuR3nYr5ybjrJgoy1JILk85DLAbro/hZxnPSXgOrCA+a/Jo0mEkYkjQZJECyUZ+LxCRLHIZqeIqnVFgqyesGB/QBEE5ML5XN9iMB994Eq8dQUSaOxuL3jpL9AVYkrlewXeRvHITx0CIX0QySKlpU3H3oIVNFmc9nYEWH2X/81PZ4kK7511S9+acXjcyonLTXGPC2Okz6SZP7/Zvn7v59tf/7BNR6YOV9ZkLGGchs3svsfP7XWw7hgJHO/2FTTv4xV0SAgmQtG5r46Dk4ulwZBtVlUs0AlKxfPw8nnAYimp9N+kiQN8jTByedxikWSOCaenMqCvAQSRTXBKZVwu7rQKCI8MZaWKUDav1Mu43Z3o0FAMDqa9ZvdJZ0obn8/brmLpNkkGj2eji+ZC7QUd8MG3HKZpF4nPHYsHd98sAneyAhuVxdxrUqUlc/XAXKbN+MUS+lMxrGjC0Fcko7B374dKRSIJqeIRkfbgtj0q3/JJTi+Tzg2TnR8dD741exDpXD5ZYjnER4/ns6yqWanSNsXrroKcVzCo0fSmZBkvgMA8s96FiJC8NRTxBOTiwNoR9JZMFWCAwfS2YasTBXE89JZMKD1xL50Fq2tvfg+hauvBoXWY48RV6uLgnSnWKRw5RUANB7MZtHmfz5IZ9Euuywtv//+dBZt/t8PnJ4e8pddmpbfcw8aRovO7w4MkL/kElCl/p3vQBy1/fGguIND+DvTmZr6t7697I8Hb2QEf/t2NI6o3333ojI0/bfNbd2CtgIa9967rH1u27Z0Fq3RoHHf/Sz88ZKW+zt24A0Pk9RmaT74YNZ0oY/87t14gxuIK5V0Fm7+3zWt4u/Zg9ffTzw1Reuxx8Bx6H7ZyzBmNTL/A2aetr179+pdd9211sMwxpgLiojcrap713ocpnPsQpwxxhhjOsKCDGOMMcZ0hAUZxhhjjOkICzKMMcYY0xEWZBhjjDGmIyzIMMYYY0xHWJBhjDHGmI6wIMMYY4wxHWFBhjHGGGM6woIMY4wxxnSEBRnGGGOM6QgLMowxxhjTERZkGGOMMaYjLMgwxhhjTEdYkGGMMcaYjvDWegAXs6cqT3HTP95EpNGyMt/xccQhSqIVywtuAREhTEKi5CTlcbhi+5JXQkQI4oAwCReVCUI5VwagGTeXlTs4lP0yIkI9rC87vyMO3X43glALa8vKXcelx+8BoBJUiJN4UbnnePPtZ1ozxLq43Hd9uv1uAKaaU6jqiuWCMNGcWFwu6XtT9tPXN94YX/beFL0i3X43qspYY2zR+wJQypUo58rEGjPRmFjWvtvvpivXRZREK/bf4/dQypUI45CJ5vL2ffk+il6RIAmYbEwuK+8v9FP0ijSjJpPNJeUCg4VB8l6eelhnqjW1rP1wcRjf9ZkNZ1csHymNkHNyVIMqlaCyrHxT1yZcx6XSqqxYvqW8BUccplvTVIPqsvJt5W2ICJPNSWphLRt2+t6KCNu6twHpv009rC9q64jD1u6tAIzVx2hEjUXlnuOxpXsLAMdnj9OMm4vKfcdnc3kzAMdqx2glrUXlBbfApq5NABypHVn2s1/0ioyURgA4VD207GezK9fFcGkYgIOVgySaLCrv9rsZKg4BsH9m/7L3psfvYUNxA4kmHKwcXFbel++jv9BPlEQcqh5aVj5QHKAv30cYhyuWDxWH6Mn30IpbHKkeWV5eGqLb76YRNThWO7asfGPXRrpyXcyGs4zWRxGEV1/6am6+8eZldY0BCzLWVLffzct3vZwDlQOLCxSuGbyGoldkdHZ0/peFsvBh+eyhZ+O7PkdqR1b8ZXH98PU4jsOh6iFGZ0eXld8wcgOQ/iKc/yDNunfE4fqR61GUJ6efnP8gmzt/zslx7dC1AOyb2sd0a3pR33k3z9WDVwPw6OSj8x8kc4pekas2XAXAQxMPLfsgKefKXDZwGQAPjj84/0Exd/5ev5c9/XsAuG/sPoI4WNS+v9DP7t7dANxz4p75X/Rz7QeLg+zo2QHA3aN3L3tvhkpDbO3eSqwx3z3x3UVtATaWNrK5vJkgDnhg4oFl7Td3bWaka4Rm1OShiYeWlW/r3sZgcZB6WOeRqUeWle/o2UF/oZ9qUGXf9L5l5bt6dtGb72WmNbPog2pujJf0XUK3381Uc2rFD6o9fXvoynUx0ZjAq3mLXhvApX2XUvAKHK8fX/GD5pK+S/Bdn9HZ0RV/ti7pvQTXcTlaO8oJ58Sy8t19uxER/Kq/LMhycNjVuwsAV9w0CGobnud47OzZmb5e1WVBju/+X/beO0yO6sr7/9zOPdNxctbk0UhCGQTIZFhMBgM22BhnbOMA9q73tTc5vD+/Xm8yDgs23rV3DQ4YMDljTDAiKAulyaPJsad7OndX1f39Ua1JPZJGI400kvvzPPN0dd0Kt7vvVH3rnHPPsVDhrAAgqSYJJ8PT2m1GG2UOXaTElBgRZfrYyzZlT4iQUDJEXJ0uQpxmJyWOEiSSQDyQJkLcVjdF2UUAjEZH00SGx+qZEClDkfTvxmPzUJBVgCa1aQJ3ZntSm12gui1u8ux5xNV4WruUEpfVRY4th6gSnVUgu61uPFYPoWSIsVi6AHVanbgsLowGI/64HyEEWaastO0yZDhIRmScRLw2L98773snuxsZMmTIkCHDgpCJyTgEQoj3CyGahBCtQoiMLTBDhgwZMmQ4SjKWjFkQQhiB/wQuA3qAzUKIJ6WU6bbvYyE8As9+DUbTTeKUrAVLFgR6YSzdd0vZmWCygr8L/Om+Vyo2gMEEvk4YT3ensGQjCKGfOzTD5C2MUHGOvjzSDOEZZlujGco36MtDeyEyIy7AbIdS3R3DwHsQC0xvtzigZLW+3L8T4tPdKdhcUHSG3r/erZCc7nfH7oVC3R1D92aY4S4hOw/yGwABXW/BjJgPHIWQV6cvd/6ZNFwlkFOt79f9dnq7uxy8S0BJQM+76e3eSnCX6f3uPeiOEZPtuTXgLNY/d/+O9P3z6sFRoH9vA++ltxc0Qlau/r0P7dW/p6kUrgC7B0LDMNKUvn/xKrA6ITgwh7HXmd4+bex1pbdXnJ0aex1HHnvBmWPPAEvO1duHmw4/9gb3wsyYFZMNytbrywO7IDYjZsSSDSVr9OW+HZCYOfbcUKS7Ao889t4Bdbq7RB97S/XlYx17XW+lt3sq5jH2ppBTA645jL2oHwbTXYGzjr01t8PqW9O3zZABEDOD5jKAEOIc4FtSystT778BIKWc1bexfv16uWXLlqM+z9CBfbh/eT4WEmltUWwgDBhlEgvJo26PYEcIgUkmMJMe+Hlwf7OMY2L6hVACMZGFQGKWCYxp7YK4sAFglnGMTPc7awiSwppqT2A4bHscw4yYAA0DSWEGwCITiMO2x5lxi0XFgDqlfSZzbRdSwzzLd6tiRMMIyMO2S+Ssv43ebkAgMc3y20y2a2m/DYCCEXmYdhUDEiMidaTZjq/vP3u7ghE9OkJN++0O7q+HampHaFfTftu5t4MBLe23n96upv32R9M+c1yDPvZlysA722c7ce1y1u9GpvbU/wtnaxfogvbw7fKQxz98u4ZAzGjvcJ9D9VeeT9t2Lgghtkop189r5wynBBlLxuyUAlPNAz3AhuN9EtVTyTXuR+gPxNLaavKzsZqMjIbiDAbTb4R1BQ7MRgPDwTjDofT2hkInRoNgcDzGaDhdxDQWORFC0B+IMhaZMXtEwNIiffZH71iUQGx6u8kgqC/UZ3d0+SKE4tNvlBajgZoCffbGgdEwkfj0i7nVbKA6X2/vGAkTS0xvt1uNVOZkA9A2HCKhTL8YZ1tNVOTowWYtQ0EUdfrF0GkzUeq1A9A0EESbca30ZJkpdusiaV9/+uyHnGwzhS4bmiZpGgyltec5LOQ7rSiqRstQOK29wGkl12Ehrmi0D6fvX+iy4c2yEEuqdI6m71/stuO2m4kkFLp8kbT2Uk8WTpuJUEyhx5/eXu7NIttqYjyapC8QTWtfkpuN3WzEH0nQP54+9kkcmKsAACAASURBVKrzUmMvnGAoONvY1MfeSCjOyCxjr65AH3tDwRi+WcZeQ6E+9gYCMfzR6e0GMTm2+vxRxtPGnoHa1NjqGZt97B0cW12+CJHE9HabyUhlnj62OkfCxJQpY0+C3WKcGFsdI+FZx15Zamy1DYdmHXslHr29ZTCENuMhzm03U5Qae00D6WPPm22hwGlF0yQtQ+ljJ9dhIc+hj7224fSxk++0kpNtIaFodIyktxe6rHhSY+/AaPrYKXbbcKXGXrcvfeyUeuw4bCZCcYXesShCwAdrK/intC0zZNDJiIx5IoS4A7gDoKKiYl7HKHbbefErFxzPbmXIkCFDhgyLhkzg5+z0AuVT3pel1k0gpbxfSrleSrk+Pz//hHYuQ4YMGTJkOBXIiIzZ2QzUCSGqhBAW4BbgyZPcpwwZMmTIkOGUIuMumQUppSKE+CLwAmAEfiGl3HOSu5UhQ4YMGTKcUmRExiGQUj4LPHuy+5EhQ4YMGTKcqmTcJRkyZMiQIUOGBSFjyTgOdHZ2sn59Zqp3hgwZMhwla092BzIsLBmRcRyorKxkPsm4MmTIkOEvGSHEtpPdhwwLy6JylxypXogQwiqEeCjV/o4QonJK2zdS65uEEJcf6ZhCiF+n1u8WQvxCCD0FpBDiQiFEQAixI/WXyTNzlMQVlc8+sIWP/eJd/uPFJl7eOzhrUqcMGTJkyHB6s2gsGXOsF/IpYExKWSuEuAX4PvAhIcQy9Gmmy4ES4GUhRH1qn0Md89fAbaltfgN8Grgv9f4NKeXVC/VZT3e+/1wTL+wZpK7AwRstwxMZN0vcNlaWeVhZ7mZVmYczyty4bOaT29kMGYAnd3Xwv2+1kJ+VS4nHTonHRqnHTqnXTonHTm62BTGzRkyGDBmOyKIRGcBZQKuUsh1ACPE74Dpgqsi4DvhWavkR4CdC/8+/DvidlDIOdAghWlPH41DHTM0eIbX+XfSEWyeUhJrgibYnqHJVUeWuIseWc8pfyP64b5BfvNnBx8+t5FvXLieSUNjdO86uHj87ewLs6vHz/J7JoljV+dmsKvOwsszNyjIPy0tc2MzGk/gJMpyOqJrKUGSInlAPPcGeyddgD82+A8S0ANigK3omr7VfSjTqnra/1WSYJj5KUn8Hl4vdtsy4zZBhFhaTyJhLvZCJbVK5LAJAbmr92zP2LU0tH/aYKTfJR4G7pqw+RwixE+gD/ma2HBnHI634gfEDfOet70y8d1lcVLmrJv9S4qPMWYbJsJh+qtkZCMT4m4d3sqzYxTeu1CtRZllMnFWVw1lVORPb+SMJdqUEx47uAG+2jvDYdj2hqskgaChysrLMw6qU8KgvdGAyLirPXoZFyHhinN5g7zQB0RPqoTfUS2+oF0WbrGNiFEYKsgoJh92Mj9WzvKCKDbU2Hm5+CHv1Dm6tuZnLSj5MMGylzx+lLxCj1x+lzx/l1aZhhmapJ5TnsFLqsaUJkNKUOMnJWEMy/AWy+O9cC8+9wOtSyjdS77cBS6SUISHElcDjQN3MnaSU9wP3g16FdT4nrvHU8MKNL9AR6Jj8G+/gz71/5vHWxye2MxlMVDgr0gRIpbsSp8U5n1Mfd1RNcvdD24krGj/+8BqspkM/1XmyLJxfn8/59ZPp2AcCMXb2+NnV42dXT4BndvXx23f1MuI2s4HlJbqLZVW5Ljwqc7MyF+y/MJJakoHQAN2hbnqCuniYapUYT0wv6+62uilzlLE0ZymXVFxCmbOMMkcZZc4y4lEXd/56BwPDYf7xqkY+dm4lQgg+vvx27t15L4+2/o7nOp/kU2d8io9s+Ah2k33aseOKymAgPiE8pr42Dwb5U9MQseT04mo2s2FSdLjtk5YRr76uyG077P9NhgynIoum1PtcyqsLIV5IbfOWEMIEDAD5wNenbntwu9RuhzymEOKbwBrgA1LK9LrL+jadwHop5cih+j7fUu+HI5gI0hnopGO8Y5oI6RrvQpGTT2T59vwJ4VHpqpxYLsouwiBO3NP/j//Ywr+/1My/3byKm9Ydu+dJSknnaER3s3TrVo/dfYGJC7fLZtLjO8rcrCr3sKrMM1HdMsOpiZSSsfjYrAKiN9RLf7gfbcq/qclgotRROiEcDr6WOkopdZbisrhmPc/rzcN88TfbMBgE9354LefW5qVt0+Zv455t9/Bq96sU2Au4c/WdXFd73ZwtilJKxiLJaQLk4HKvP0afP8rwLNaQfKdVjwVJCZCpVpFSjx1Plvm0EteZUu+nP4tJZJiAZuAS9GJkm4EPT3VVCCG+AJwhpfxcKvDzA1LKDwohlqMHb56FHvj5R3TrgzjUMYUQnwY+CVwipYxOOUcRMCillEKIs9BjP5bIw3xRCyEyDkVSS9Ib7J2wehwUH+2BdoKJydLRNqONak81V1RewXW11+G1eResT5s7fdxy/9tcs7KYH3xo9YJdBPXS6iF2dk/GdzQNBFFSkaUFTuuEm+WChnxWlnkWpB8Z5k9cjU8KiIPujCkujogyvfx4ri1XFxAp8XBQSJQ7y8m352M0zP3JX0rJf73Rwfee20d9oZOf376e8lRZ90OxbXAb/7H1P9g5vJNqdzV3rb2Li8ovOi5jPK6oDARi9I4dFCKxlGsmOrEuPqPUvN1snBAfZd6pFpFJa4jFdOq4FjMi4/Rn0YgMgJR74h4m64V8VwjxHWCLlPJJIYQNeADd+uADbpkS1Pn36KJBAe6WUj53qGOm1ivAAeDgnfkPUsrvpGqWfD51nCjwVSnlpsP1+0SKjEMhpcQX802Ij649o4jXS3it/Pd05+/lsiWXcXP9zawrXHdcRYA/kuDKH76B2WTgmS+fh8N6Yj1wsaTK3v5xdnbrbpadPX7ah8MAfGBNKV+/cikFzoyF40ShSY2R6MisAqIn2MNQdGja9jajbVJAzLRGOErJMh9eBMyVWFLlG394j8e293LlGUX8602ryJ7jWJVS8krXK9yz7R46xztZU7CGr677KqsLVh+Xvh3uvL5wgj5/LM0t05eyiIyEpltDhNDF9kwLyNSgVbd98VhDMiLj9GdRiYxTlcUgMqYy2hvi0X/diprQ0KQksrGNxwy/JJgMUu2u5ub6m7mm5hrcVveRD3YYpJR87sGtvLJ/iEc/f+6isRwEokl+/no797/ejtVk4O7L6vnYOUsywaPHiUgykhZcedCl0RvqJa5O3vgEgoKsgjQBUe4sp8xZRq4td8FveH3+KJ99YCu7+wL89WX1fOGi2nmdU9EUHmt9jHt33MtIdISLyy/mrnV3Ue2uXoBez41YUqU/EJvVLXNQnCRmWEOyLcYJEaILEdu0QNUitw3zCfpfyYiM058jigwhRM5hN9DRpJT+49OlU4/FJDIi4wke+f4WVEXj+q+s4Y2HmuneN8aGG5fQXbmLh5sf5r2R97AarVxeeTk319/MqvxV87roPvD2Af7x8d38w1WNfPq8k3ehPRQdI2G+9eQeXmseZmmRk29fu5wN1bknu1unBIF4gKbRJnrC6W4NX8w3bdtsczblzvLp8REpUVHiKMFitJykT6G78j7/4FZiSY17PrSaS5cVHvMxI8kID+57kF/s/gVRJcoNtTdw5+o7KcgqOA49Pr5IKRkNJ3ThcQi3zGg4MW0fIaDQaUsFpWZNTttNuWZKvXZcNtNxEYcZkXH6MxeREUOfynm4EWWUUs5vHudpwGIRGWpS44l7tjPUFeSGv15LYaULNanx4n/voX3HMBuurWLdFZXs9+3n4eaHeab9GSJKhHpvPTfX38zV1VfjsDjmdK59/eNc959vcm5NLr/42JkYDIvD/DoTKSUv7h3kO0/tpdcf5frVJfzdlY0UuDIuFNDzRxwIHqDZ10zTWBMtw20EmyG/r4YKfyMh6xi97mYihcNYKhSKc6ZbJcocZbit7kVjfp/Kb97p4ptP7qbMm8XPb19HbcHxnYnli/m4f9f9PNT0ECZh4qPLPsonVnxi0cz4miuxpJqygOjio2eKReTg+oQ63RrisJomYkPOqsrhzgtr53XujMg4/ZmLyNgupVxzrNucziwGkSGl5I//s4+mdwa4/DMrqF03+VSlqRqv/Go/Te8MsPqyCs79QA1CCMLJMM92PMvDTQ+zz7cPu8nOlVVXcnPDzSzPXX7Ic0USCtf+5E0C0STP3XUeeQ7rifiIx0Q0oXLvq6387LV2LCYDd19ax8fOrTxhZuHFwHhinCZfE81jzTSPNdPka6LV30oyqVDhb6RuZD2V/hUYVTNkK+QutWCK2PG1x0jGVRBQUOGkbGkOZY1eimvcmBZhAqqEovHtp/bw63e6uKA+nx/duga3feEyy3YHu/nx9h/zXMdzeKwePrvys3yw4YMn1YJzPNE0yUg4PmkBmTFld1mxi3+5adW8jp0RGac/cxEZNinlYQtPzGWb05nFIDK2PNfJO0+0c9Y1VZx5VVVau9Qkrz/UzO7Xell+Xgnn39owYX2QUrJ7ZDcPNz/Mcx3PEVNjLMtdxs31N3Nl1ZVpwXdff3QXD23p5sFPbWDjLNP/FjOdI2G+/dQe/tQ0TH2hg+9ct4KzTzMXiqqpdAe7aRprosnXRMtYC01jTfSH+ye28ZpzWKecx5LhlVi6cpFxgTXbRO26QurWF1Bc65kYH6qqMdQxTvf+MXr2+xhsH0fTJEazgeIaN2VLvZQ35pBX7jzpFq2RUJw7H9zGu50+PndBDV+7vAHjCerT3tG9/GDrD3i7/21KHaV8ac2XuKLqihM6lfxUIyMyTn+OOvBTCHE2eg4KG/BDKeVjC9CvU4qTLTLatg3x/P27qTuzkMs+ueyQpmspJW8/3s62Fw5Qd2Yhl3y8EeOMJ/nxxDhPtz3Nw80P0+pvJduczdXVV3Nz/c005DTw1M4+vvTb7Xzhohq+dvnSQ3dKSt25uwiRUvLyviG+/dQeesaiXLuqhL+/qpHCU9CFEkwEp1kmmseaafW3ElX0WdlGYaTSVUl9Tj11nnrKQ3XQ5qZvZ5BoKInZZqR6dT51ZxZSttSbNh5mIxFT6Gvx07NvjJ4mH6O9+mwea5aJsgYvZY05lC314s63n1A3yu7eAHf8agu+SILv37iS61aXHnmnBWBT7yZ+sO0H7PftpzGnkbvX3c25JeeelL4sdjIi4/RnLpaMIinlwJT3vwc+hh6j8Y6U8oyF7eLi52SKjKED4zz2b9vILXNw/VfXYDIbUUajxFr8JHtDmPLsmMscWMocGFJT9rY+38nbj7dTuTKPyz+zfFaTt5SSncM7+X3T73mh8wUSWoKl3hXsb1pOTfZGHv7sBZjVKIx1gq9Dfx3rmFwOdEPxanjfV6D+/WBYfE9zsaTKva+28dPX2jAbBHdfWs/HNy5OF4omNXqCPRPWiYPCojfUO7GNy+KiIaeBBm8D9d566nPqqXHXMN6boGXLEK1bBgmNxTGaDVSekUfdmQUsWZF7zC6PcCBOb9OYbunY5yM0ps8ucebYKGv0Ur40h9IGL1muhXMfPLGjl799ZBd5Dis/++g6VpQe28ypY0WTGs92PMtPtv+E3lAv5xSfw1fWfYXG3MaT2q/FRkZknP7MRWQ8jp5q+1+klDEhxP3AG4AG3Cml3Ljw3VzcnCyRERqL88g/b8ZsgKs+UIvsCRJr8aP6dM+VsJmQsVR2UAGm/CwsZQ4s5U66hqK89twBihu8XPn5M7DYZskZICWEhggM7eaxtqf4n+5NjJqiOKXg2miSm31D1CQns49ic4O3CryV4CqB/U+Dvwvyl8LGu+CMm8G48FVXNU0FCQbj3G6eB0bDfPupvbyyf4i6Agffvm4559acPDdQOBnWRUQqGLNpTHd5HLROGISBJa4lE2KiIUd/LcwqnLAc+PrDtGwepGXLIIGhKAaDoGJ5DrXrC6lalTf7730ckFISGIrSvc9Hz/4xeprGSET1MZJb5qB8qW7pKKn1YLYeezyHqkn+5fn9/Oz1ds6qyuHej6w9ZIyQlJLoeIDxkWGCI8P66+gQ48P6ciIaIb+ymuLaeorrllJYVYPJcmzCKKEmeKjpIe7fdT/+uJ8rq67kS2u+RJnzhNdjXJRkRMbpz5zcJUKIa9ALiP0KPQPmh4Es4LdSyuEF7eEpwIkWGVKVRDr87HxgP45IkhyTAAnCYsRa48ZW78Va58WUa0MLJ0n0hkh2B0n0hEj0BNFCSf04BvAnNeI2A7XrkmQ7ujElmxD+Tt0qMdYJyckMjKoUvOUp4Umvk5dEFAXJWkcFH6y8ksvqb8TiLJreUVWBPY/Bn38AQ3vAVQbnfhHW3g6W7OP2fUTGA/S3NNHfsp/+5v34O/oxGA0s/auLWfP+q8lyze2p9uW9g3z76T10+6JcvbKYf7hq2YKmKtekRm+od1JMpCwUPaGeiW2cFqcuJLwNE1aKak91Wi0NgPGRKC1bBmnZPMRobwgElNZ7qT+zkOo1+diyF17gzUTTJMMHgnTv10VHf5sfTZEYjIKi6sl4joIlTgxHaUEKRJJ8+Xfbea15mI+evYS/u7yWWMCnC4jhoZSIGJ4QFcGRYZTk9OmaJqsVV24+zrx8zFYbgx2tBEf0S5rBaKKgsoriuqUU1zVQXLcUd0HhvFxAwUSQX+7+JQ/sfQBFKtzScAt3rLxjQTPxngpkRMbpz5xjMoQQRuBO4Grgu1LK1xeyY6cSJ0JkHHSBxFrGiLf5kTEVKSXk2XGtysdW58VS4UTMdqGOjk24MaSvA3VgkMSASsJvZzzSgCqXYE5dOAVRzNY+LK5xLPkSS5mL/cLJl18cY+P6tfzfG9cBMBod5Ym2J3ik+RG6g914rB6ur72em+pvYolryfTzSwktL+lio2sT2L2w4XNw1h2QNZc0LJOoisJIawfDu9sItPcRGxzHGDWQbXLjMHvINrsxoD8hh5VxfIl+rJUuqv7qbDyN5Qjj4W8QsaTKT19r475X2zAaBHddUscnNlYdc6rmSDIy4eI4GD/R4m8hnNTjGQSCJa4l0ywTDd4GirKLDntTCwfitG4ZomXLIIMdeoGwomoXtesLqV1XQLZ7cc38SSZUBloDE6JjuDsIEiw2IyX1XsobvZQtzcFbNL0AnpSSaHA8ZYEYor2zhyf+vAdCfpY6FczRAJFAeqqebI8XV14BzjxdSLgmXgtw5eVjczjTvt/QmI/+1qYJ4TrQ1oIS111AdqdrQnAU1zVQVFOPNWvuWUkHw4Pct/M+Hmt9jCxTFp9c8UluW3bbrKLxL4GMyDj9mYu75FrgK+hptv8fsB34R/RS6n8vpWxb6E4udhZCZGgxhXirn1irLizUUd0FYvRYCViM7O0Yp+bKSlZdkT6TBNBv6q99H0ZaIDbj4pudP+nWyKmiO9jA6y97KXCYWbUqHzkSI9kXAlUfG34hOWCGszeWk7XEjaXMgdGhm5E1qfFO/zs83Pwwf+r6E4pU2FC0gZsabqLWXUtSS6JoCkktqf8N7EbZ+weSvVtJmqwkq84jWX0BitU5sY0WV7CEDFjHjVh9kD0M2eMWnLEsHDgxG6bfOKMiyphlnOHscYZtfoYsYxg0QcNYGbXBUpzohbISMkFnVh/N3l7aHD20O/qImdKLVIFeJ2U0kiCaUDEbDeRkW7DPM3YhqSUZCA8g0b9Ph9mhx0ykBEWDt4EaT82cU2jHQknatuvCorfZDxLyyh3UpYSFK+/UuWFFQwl6m/wc2DNE1+4DBEeHQQtiskSwO2IYDGGUuJ/Q2ChKYvpvpQgTzrx8CoqLcObm48rXxYMzVxcTjtw8TOZjt95oqspI9wHdUtbSTH/Lfnx9KWuTEOSVVeiCo7aBkroGcsrKMRyhpkq7v517tt3Dn7r/RL49nztX38n1tdfPuQDb6UJGZJz+zEVk7EIvPGYHXpBSnpVaXwf8XynlLQvey0XO8RAZUpUkeoLEW8aItfhJdI+DNsUFUufFWuehvS3Ay/+zj2Ubi7nwtqXpT7nRMXj+72DnbyC3FqougJyUoPBWgXcJWNOTBfW3+nn6Jzux2E1cd/ca3Lk24n0h/uvh3dhGYvxVjhODL0bqPonRY8VS7sRS5pwILB1Vx3is9TEebX6UvnDfIT+rURrIT3opSuZRmMjVX5O5FCfyKE7k4dam90/RkoQUPwHhZ9QSYMgxzmBOiBFvmGBWDM0KJmHCbDCRN2ik4L16RNRL0h0kUhTBYI9SekClZNhDvqUEt6UAgzAgkYw6g/R7ffR7x+j3+hi3R6elnRscj/FeT4BwQqXEY2dFqeuoxcbBGIqDoqIku+SoTe6JmELHzhFaNg/SvdeHpkk8hVnUrS+gdn0hOcXH7n6SUqKFkqj+OIo/jjYex1SYjbXShTgGS46UklgoOCUWYmiaC2N8dJiwf0y3eE1BGLJBOBEGJ3ZnLjllRfSbs/l9f5zCihJ+8on3UeI5PrVNjpZYKMRAaxN9LU30tzYx0NJELBwCwGK3U1RTP8XN0nBIl922wW38YOsP2DG8gyp3FXetvYuLyy9elMnNpiIVBXV8HNUfQBgElsrKeR0nIzJOf+YiMt4A7kOPwbheSnn1iejYqcR8RYYWSRLZNTLNBYIAc5kTW50HW23KBZK6wPe3+nn8nu0UV7u55surMc688O9/Bp7+CoRH4LyvwvlfA9PczeXDXUGe/NEOhEFw7ZdX82jbIN97bj/fvWEFH9mwBC2ukOwNTcR2JLqDqKmZBFMDS02l2bRmdRGMh7CHzNiCRixBA+ZxgWlcYghKxJRhJ9GIqX6CiQBBZZxw0o9iUcgqzcFTW0bR8joKa+owWyfjI6SUJHt7ie3eQ2zPHsJ79tM84qWj4Hw0owVHqIdwVhGaUf/8Qqpki1GQewiFW3Ebc6gsXkVF4XKMfoGMqwAYnBasS5xYlrixVrowF2cTl5KfvdbOva+2YjQIvnRxHZ9637G7UI6EklA5sHuUli2DdL43iprUcHit1K0vpO7MQvLKHUd1M9ISKmogjuqPTwgJfTmmvw/EQUm/HgizAWu1G2udF1udB1PBdFeGqiQJ+UYn4yBSwmEiNmJ0eMLdcBCT2TLdhZGbjyu/YMKd4czJw2gyM9ITonu/jwN7ffQ0j2HQQAoorHRR0ZhDeaOXwip3+v/CCUZKyVh/X8raobtahrs6kJqeKdNdWERxre5mKalrIL+yCqPJPLHvK92v8MNtP6Qj0MHq/NV8df1XWVOw8PkNpaKgBgL6nz+AGvBPvgYCaIEAqv/guoPb+dFCoYljZJ93HhU/v39e58+IjNOfuYiMPOBWIAn8Rko5vmCdEeL9wA/RK6b+l5Tyn2e0W9GDT9cBo8CHpJSdqbZvAJ8CVODLUsoXDndMIUQV8DsgF9gKfFRKmTjcOQ7FfEWGMhpl4F+3YHRbU8GaHqw1HoyzBOiNj0R55PtbsNhM3PT19dOD+MKjyGf/huQ7TxDTaojlXEase5TwgS7MhQXYlizBXl2NtaoKS1UV5pIShGl2s+zYQJgn7tlBLKbwoCXCylUF/OeH1x7yZqaGEocMLJ2KwWFGZkOUMIHIMEMjnYz4uggpfuIyQn5FOcXZMYpD71Ji7MdVeybivLuh9lIkTBMUB//UQACJYKB4Ax211xMzOinNjbPh8iJyK3OJdRzAt7+H4U4/vlGVsaiNcXMeCbMdNb4bJb4FtCBmg5ta7yqqCutxZbkRcQtaSL85CLMBc5kD6xI347lW/mV3D081DVGdn823r13OeXX5R/27Hw5V1ejZN0bL5kHadw6TjKnYnWY9SdaZhRRVuRCzJJeSmkQLp6wQY7HpQiKgCwktrEzfSYDRacHosab+bJjcFozmcYyxZozBPcSjhUTGSogNZkFIv5ErpiQBs4+heBfdY/sYGxtIs0JkuT1TXBj5OHMLpsRD5GN3zT0Vebcvwmd+tYW2gSBfW1/JSpONnqYxhjrHkRJMFgMldZPxHLkl2bN+RyeaZCzGYHvrRHxHX8t+wmN63Rej2UxhVS3FdZMWD7vXyxNtT3DvjnsZjg5zUflF3L32bqo9R64LJJNJ3bJwUCz4/SlR4J8UBmltgWliAUAiUI1WFJMdxZyFdOeiOXNRHV7UbDeqzYlqcaCY7ShGO4owk1vq4LzPzi8PSEZknP4smiqsqcDSZuAyoAfYDNwqpdw7ZZs7gZVSys8JIW4BbpBSfkgIsQz4LbpbpwR4GahP7TbrMVP5Pv4gpfydEOKnwE4p5X2HOsfh+n4s7pLkSBRTru2wF9xEVOHRf91K2B/nxr9dhyfPSqKjg9jevcTeeIrYljeIjYKWNBA3GujPcdFflMvYjIc7g6ZhkBKjBIPBiMlswmSxYrLbMWVlY3Y6MWdlk1DgwP5xjJhYckYhecUuTGYzRrNFf7VYMJrMmCyWifVGs1lfNpkxJowwqhD0jzI00knPgT30tTdN+NSzvTmU1C2luF6/uBZW12K26BYHGQuSfPEnxF78FbHeILFwDjGfCTWkT9/EZMJaX4d9+XICJavZ0ZvP6IhCfoWTjTfWUtpw+Gh9LR4nsK+Twd09DLaP0tXTymhwL6rmRxhcGK3rsYkl5MZGKLRBrstJtt2LkWwO+lHibjObYnE2xePk1nv5/A3LKfXO32yvaZL+Fj8tWwZp2zZMLJzEmmWiek0+desLKa33gConhIMuHqYIiZR14mAMzUGExYjRa8U0ISIOConUstuCSIxD3zbo3Yrs3oKv7T36fAr9USf9UReBpJWkpgvSLJOLInsVxfZKCu2VmA02JJKENYwsNGCuy8XZWISzIH/i9zxW3mwd4Qu/2YaU8JMPr5km6uKRJL3Nfnr2+ejeP4Z/UJ8JZXea9dTnqZkrzpzFkWRNSklwdES3dKSEx1B768SMl2xvDsU1deSUlNAcb+G1/j9ijMW4wLWWi9zrsUfUQ1oXtFAITRgmBYLRjmKyo5psKOYsNIcXNduDanehWh2olmwUow3FYCWJmaRmJKkaSKY/H6QhDGCxgNWiYjEmKCmH7nqXtAAAIABJREFU8+68al7fSUZknP7MxZKxTUq59li3OWJHhDgH+JaU8vLU+28ASCm/N2WbF1LbvCWEMAEDQD7w9anbHtwutVvaMYF/BoaBIimlMvXchzqHPMwXtZCzS5RojGfu2UJvV5yNnvdwtb9FfH8TMmV+FkaJKd/CyPIz6TKZ6R3qQ9M08isqqTt7I2arDTWZJBEcJzEyQsLnI+n3kwyOkwyFUCIRNEA1CDQh0ExGEkYzcYMRTFakVDEYNDRNSXtanQsGo4mCquoJUVFStxRnXj5CiJTLo4/Y7t1pFgoAjAasOWB3BrGVOrFdeivWq76IP2jmrT+00vneKI4cK+dcX0Pd+sJ5P71KTaP53Xd46+HfMdrThtFkx24/A9WwFmnQxYNZTVCsjJEvEngsVrKceRhSrpiwmiDqkJSvKSb7jFKs5UeOYZBSMtQZpGXzIK1bB1DHkzisBpZUuiguzsZpNaKNJyZcGVpkFiuEa1I8pAkJjxVhM04Xr2oSBndD71bo2UqiaysDPQP0RV30RVz0xz3EFL3ftiw7RXVLySkswpUlcJrjuAjgVIfIinSBr5NEIIu4toaYuoaEXAoYESKO1TmItSiKrSoL05JyRG4VOEuOKiGblJJfvtnJd5/dR01+Nj+/fT1Lcg8fdxL0xVK5OXz07BsjMq7fvN0FdspToqO0wXtCpvLKZHLSvTCbdSG1rPj9+Mb9DEcjjArJmMVIzJKK+ZFgV4zYFRtWzYEFN0Z7AZrNpYsEkx3FaCMpLCjShKId+fs1mARWuwmLzYTFbsJiN2K1gsWYxGKMYRFhLASxan4s6igWZQRLYgBrvA9LrAcLAUwkpifzrb4Ibn98Xt9TRmSc/sxFZESBlsNtAriPtQqrEOIm4P1Syk+n3n8U2CCl/OKUbXantulJvW8DNqALirellA+m1v838Fxqt7RjTtm+NrW+HHhOSrniUOeQUo7M6O8dwB0AFRUV6w4cOHAsHx8ANRQivm+fbqHYu4/Yvn3slivpLr2IhubfUh7cia2xEVu+AWvgdUatBlryLqTlQIBENILDm8PS913IsvMuIn/JIWadzECqKsm+PhIdHSQ6O9n7znt07WqiURnDGIyyY+UXCDnKaNz/P5SY+jEtqcBYXoGxtBRDSQmGogLwuNFUDSWZQE0mJ15deQUUVtdisliOLChMJqx1ddhXLMe2XP+z1tdjMJuh6Vn48w+IdLXwbvzj7A1egNlqZN0VVay8uOy4Funq2b+HzU88Qvu2zZhtdurPvpiiugsIDqgMtY/hG0qQSN2InUJSJMPkiSRuqx2rTQ9YlZqCkH4MTgVLaRa2hkIwZyHjgtCwiq8rSnQohimpYTcI7AbBzNuDsBpniAddOBi9qfdO6+Gn40oJ/gMTgkL2bCHQtZ++oEUXFbEcRqK2g3G85JaUUtywnJKGpZTUNZJTUoo4kihIxvRz+DrQBjuJd4aJDViJB0pQVN3iYGQIq3E7NtNurDl+jPlFqUDkKsip1pc9FdOStMWSKn//2G4e3dbDXy0r5D8+tBqH9ehmXUgp8fWH9dTn+330NvvnVeRNJhJT3BD+KbELB9/7SfiDJMajxIIxEqEE8ZhCMikmLQlGO4rJpouC1J9qdaCYs1BTIkETk59PahE0dQBN6Ucq/WjKAKALJimsGG2FOFyVOHIqceYvIcvlmhAN1pRwsJg1LHIcq/RjUX1YlCEsiUFM0UEIDUFoEMJD+rIyS9kpYQRHgf6XXQCOwsn3jtT77NSyzT3vEgIZkXH6MxeRseSwG+ioB2/K8+7IKSYypjL/mIxR/I88SiwlLJJdXRNtxvw8BhuvZpfhTJbWaJx3SwNml4HR397N3l3N7AuVEYoL/Ua4YSON511I+fIzjjh17nC0DgW55sdvsqbCwwOf2oCIRQk1d/DCw/0MjQpWW/dQ0vdnEh0d03y5wmLBsqQCS2UVlspKLFVVWJZUoAyPHFZQ2JYvw75ixaSgsM5uYk8mVHa+1MW2FzpQkyrL7c9xpvc57BtugrPvBFfxvD/zoRju6mTzk4+y/83XEMLAsvMv5sxrP4C3uJTQWJzhriAjPSFGuoMMdwYIBZJYBeSYBLkGhXyjhsNknfX30KQkoSTRoj5MoT6Ij4EaAi0MRMEQw2A2IKxWDFYrwmZDWC0YrDaEzYbBakFYbQhbqt1qw2BQEeFeRPAAhkAbqq+VkUiSQdXBgOJiIOkhktRvBGarVQ9AbGjULUx1S7E5HMf1+1OGQ8R2dxJvGiXWK5FJIyAxW7qxyc1YtHexyGZAQUoj0lECrgoi9mKe7TSy05/F+uXLuXLDKoTRglQUpKKCqkwsS1WBqcuqikwqM5b1fdSEwmjIymA4i8GwE188G4kBAyq5Jj/5xhG82gjJcJRENEkyqpFIaCQ146Q4MNpSwmH6ezmHaacms8BqM2LJMmHJsqTEwOSf1W6cfG8zTWk3YrIKwmOD7NjxR97Y/CzaQBBv0IxIue+8LgslHih2RCk2j5InezEkQ7P0QkBW7uEFg6NQ/7N7T0gpgIzIOP1ZTDEZf3HukmRfH60XX4K5vFy3UCxrxNbYiLWxkUGfiad+tJOyxhwuuKWY5kd/yN633mY4phedqly1lmXnX0zN+g3TZl3Ml1hS5fr/fJPhYJxn7zpvWrGwZELl+Z/tpmvPKOfeWMvqS8tRR0dJdHQQ7+wk0dFJorNTt4Z0d4MyxbQ/VVAsX45txYrDCoqpaJqk6e0B3nmynbA/TvXqfM65oQaP1gpv3qNnEzWYYNUtcO5dkFd7zN/DTAJDg2x5+jF2v/IiipKk7sxzOOu6myiqrZ+2XSycpP/AOM+8doD9+0fJVwQFmgGPQeA2ChJSYstWycuNUuwNYiOCFosj43G0eAw5sRxHxmLIRFxvj8XQEnFkLLVdPJFqn565Mmo24s+yMZZtYyzLxrjdiky5j7LiCbzhOJ5IDG84hjOexGCzYbBYdAFjs2KwWFMCxoqwWifEjJRy+o1cUfWbvKqm1k/eyA/e1KWqwMSyCqqGyC7BmNOAKW8pBm8VwmBEJmOoI00oQ3tRhvYgw0PH/febhtGIMJkQRiOKJQu/uxafqxafo4aQteAQO0nMRonFAmarLgSs2RasDitWpw1r1qQwmGZJmOaSMB26Oq2qQGREtyyEhiatDKGhSUvDwfepfDebbDZ+5PIyGnWybNTIqlErsXA20aQuCkwmQVGBm+LyYopraihuWI6jtA6y8sC4uPJwZETG6c9iEhkm9CDNS4Be9CDND0sp90zZ5gvAGVOCMj8gpfygEGI58BsmAz//CNShu3JmPaYQ4mHg0SmBn7uklPce6hyH6/t8RYaUEi0YxOhyTVvvH4zw8Pc2YTC043Q009O0HwkUuSWNl9/E0ktvIMvtOerzHY5/emI3v3rrAL/8xJlc1JB+wVUVjZd+sZe2bUOsv6qSs66umjVYVSoKyZ4eEgcOYPR6sTY0zElQzKR7n49Nf2hlpDtEwRInG2+qo6Ruxmf2tcOmn8D2B0FNwLJrYePdUHpM4UGzEgn42f78U2x/4Wni4TAVK1Zy5nU3s+SM1WnfQ89YhP/v6X28tHuAlc4sPr6yjEvOK8fhnYcYPOj26NmScn1sQe3dxWDYRF/YRV8yn/6Yi1BqhqjRZKKgqJTCgmIK8goo8ORgFUZkPJYSMNPFysRyPDar6MFgQBiNYDYhjPoNGpMRYTKnLQuTEUyp7UzG1E09fTtpMCOTbrSYAy2SjUzqrhK/EqVHCVBXLcjzjCASg4joCCIyBOFBRHgAERtFCAkGEEIibE7wliFyKhDeCsipRORVIfKqwV2siwqTSe/LETKnjvaGMFuMU6wLJsxW49HH+mgaRH3pwmGaaBjWXyOjTCSfmYrFMcXKkD9pYUhZH7TsPJ7z7+fH+x+kN9zH2UUb+Gzlx8keUSem0Q51tKOpuuB35uXrs1iOY12W40FGZJz+LBqRASCEuBK4B3266S+klN8VQnwH2CKlfFIIYQMeANYAPuAWKWV7at+/Bz6Jnpn0binlc4c6Zmp9NfoU1hz0LKa3SSnjhzvHoThegZ+aqtLy7mZe/u/HiIWaQSZxWeIs84zRePVHyLnsrgUxYb6wZ4DPPrCVT7+vin+4etmh+6dJXn1wP/s29bPy4jLed1PdcZ8qONobYtMf2ujaM4ozx8Y5N9RQu67g8OcJDcHb98Hm/4L4OFRfCKs+rF+Qs3J0E7E9ByzHnrgpEY2w6+Xn2frM44TGfBRU1XDWdTdTt+GcNNfIa83DfOvJPXSMhDmrMofPX1jDhQ35h5+6GR2D3m0TgoLerYTHA/RFXfTHvPQpRQwGDSipmSTOvHxKprg+puZfOBVIqho/fOQ9erYPckV2FsuTAhIaCLCUObHWebDVe7GUp1LmJyKpyr/tqaq/7XrKfF+7XvlXapMHN2elstpWT77mpGJBXGVH91QvpW5JOCgOQoMQHj6EBWIYpJp+DJNtbjEOjoI51/ZJqAl+3/R7frbrZ/jjfq6ouoIvrfkS5c5ylESCoc72ybo+rU2MD+vWorS6LLUNuAsPn8J+IciIjNOfRSUyTlWORWRIKRnqaGPv66+w/83XiIwHQFipLTSyzvoWpcvXIq77sR4ctwD0+aNc8cM3qMjJ4tHPn3vEBFNSk7z5SCs7X+mm8Vw96+ghTcFHQTgQ592nOtj3Zh9mm4n1V1RyxkWlRxfUGQvAll/C2/fqF/yZmGy62MjKhSxvanmKCJm2nGo/RFCbkkyy789/YvMTjzLW34unqJgzr7mRZedfPO0JMa6o/PrtLn7+Rjv9gRhLi5x8/sIarjqjGJNUpsz22AK9W9BGWhmJZ9MXcdEny+iLOAiE9KdRg9FEYXUNJfVLKalvpLh+Kc6ck1ct9ljxhRPc+eutvN3u4zPnVfF/3r8UI5Do1qsJx1vGSKRqmwirEWuNR09SV+fFNFvqdDWpV/31daQLkLFOUKckBDOY9P+pnOrJIFRHgS7y0iwQKTGhJtLPaTDNiGeYYnWYZoHIB6tr3gGSR2JmAbYPNXyIO1beQY5tem2gsH9sUnS0NDHQ1kIyrgd+HmtdlvmQERmnP0clMoQQ7wNWoQdJHrQgVEkpOxaof6cE8xUZoz1dPPnv/w9fXw9Gkwln3lLCwSouLXyJZa534fLvwprbFuzCpKgat/78bfb2jfPMl8+jMm9uT09SSjY/3cHmZzqpWVvAZZ9cNu+Mi8m4yo6Xu9j2YheaorHiglLOvLIKm+MYnsaVOIy26SbriG/yNTKq30Qm1o2mlseY1WQN+k3EPlOQePVlew6azUtb1zjvbtrFQHc/2W43a6+8jlV/dfW0C3QiqfLypnfY9tbLlIT2cJalg0Y6SCQ1PSeFUkxfsoB+vySp6E/j2R7vhJgoqW9cNCbu48GevgB3/Gorw6E437/xDG5YM3vpcy2SJNYW0NPtN4/p+UAAY45tQnBYazwY7EewSmgaBPsOLUDiU3MMiikCIX/S6pBmgSgEm+eEBEjOlaHIEPfuuJfHWh/DbrLrBdgabztkXZzJuixNE/k7fL3demOqLktRrZ4afa51WY6GjMg4/TlakXEDcH3q7Sh6HMTfHilm4XRn3oGf8RhP/Nt3qd+wkbjPwbuvJFib/QjnrB2Ba+4BV8kC9HaS/3ipmR/9sYV7PrSa69eUHvX+21/qYtOjrVQsz+X9n12B2TL3i4+mSfa/1c87T7YTCSSoWZPP2TfU4Ck4CbUoNE03hU8VJNNEiG9SjExdN+XJVkrojrh5d7ScA2EvVqPKqqIwa6vNZDvsMLQXGR7Fl8iiJ5bDvmgJ/SE7WjKVWdRgIH9J1YSVoqR+Ka78+ZUVX+w8vauPrz28C7fdzM8+uo5V5XOLL5JSoozGJgRHvC2ATKhgAEu5C1udB2udF0uZ84jVdmccWP9dQ0MpK1fuoguQPFra/e38cNsPeaX7FfLt+Xx+9ee5ofaGIxZgk0mNqC/AUHMbo22djHX1EuwfhoSG2WDFZnXg9hTidOZit7uwmuzYKjx4rj5yVtLZyIiM05+jdpekMnOuA1YAbsAjpfzmAvTtlOGYYjJUhc6H/5dnXl1CddY23n/7EsSqDy6Y9eIgb7eP8uGfv80Na8r49w+umvdx9rzRy6u/aaKk1sNVd67EcqQnSqBr7yibHm1ltDdMYZWLjTfWUlx7fANZFxwpIRFOWUemi5DBA128u7Wdls4gBgM0FKpEyKbfpxKP6ykVbQ4n9tJq9qg5vB1yEnGXcOu5tXxiYxX5zsVVnv14oWqSf3+xiXtfbWPdEi/33baWAuf8Z0ZJVSPRFSSWKiqY7Em5VmxGbDUerPVe3bWySDJ+LjRSlWgxBRlT0GIqWkyhbbCFF/c/x2hghFJTMRvzzqHMXDJtG5l61aJKWtbYtHMgUUiSUKIk1BhJLY6aIznzm7fNq88ZkXH6M5c8Gf8I+KSU/3liunTqMW+R4etg9IGv8+j+2/Fkh7nhG+dhzj3+OR/SThtOcOUP3yDLYuSpL72P7KNMdDSTls2DvPzLveSVO7jmS6sP6eoY7Q2x6dFWuvb6cOXZOOeGWmrWHiEQ8hRmrL+XLU89xr4/v4q7oHCa68NbPFmJdVePn5++1sZzuwewGA18cH05d5xfTXnOyakwuhCMx5Lc/bsdvLJ/iFvPKudb1y7Hajp+ZncANZwk3uYn3uLXXSsB3bViyrWlirt5sda4MdgWn5VCahKZUNFiakoA6CJARieXpwmIqDJDKCjIhHbE80RFjIRZIdvhJMvhwGA3IWwmDDYjBtuU5UOsFxZ9tk0yfrAuSzPWrGxWXnL5vD53RmSc/sxFZLwHnCmljM1Y/2n0/BHfm33PvxzmKzIiAwM88t03US1ubv6H981viuNRIqXkM7/awuvNI/zhznNZUTp7CeqjpXPXCM/fvxt3gZ1r71pNtnvyaTzsj/POU+3s39SPxW5i/ZWVnHFBGUbz4vFlLwbahkPc/1o7f9jegybhmpXFfO7CGpYWuY688yKmbTjEZ361ha7RCN+8djm3bahYcGEppUQZiRJv1q0c8Xa/fhM2gKXCpQuOOo/uWjnGwGUpJTKpTVoEploHYgoyeqT1KjKuHDIsaAKjwGA3pW76+s3fYDOmBEBq2W6adb3BbkI1w5MdT3LvjnsZig5xYfmF3L32bmo8Ncf0+Y+FjMg4/Zl37ZJUtdJtUsrlC9W5U4X5iozx0SjP/HQXl9zWSMGSE3Mj+eWbHXz7qb1885plfGLj3FKPz5WepjGevXcXdqeZ6+5eg81hZvtLXex4qQtNlZxxURnrr6g8IbUjTmUGAjH+6412fvNuF5GEyiVLC/j8hTWsr8w58s6LjD/tH+LLv92OxWTg3o+sZUN17knph1Q0El3jxFr8xFrGSPaGUq4VUyqWw4O1woVUtDRrwmxWg5nLR3IzIPRzGewmDFbj5PKEpeCgaDAh7FOWp64/TqI8qkR5cO+D/GL3L4goEa6vvZ47V91JYXbhcTn+0ZARGac/cxEZb6NXIu2fpW2HlHL1QnXuVGG+IqPXH2Xj915hZbmbSxsLubSxkMZi54I95e3uDfCBezdxfn0eP799/YKcZ6AjwNM/3qlbKSRExhPUrivg7OurceefPub/E4E/kuB/Nx3gfzZ1MBZJzj3XxiJASsl9r7Xxry80sazYxf23r6fUM8u005OEGk4Sb9UFR7x5DHV8lumpUxBWY7rVYIpQONJ6YTEsut9sLDbG/bvu53dNv8MkTNy27DY+seITuCwnznKWERmnP3MRGTcDXwNullIemLK+AHhBSrlmYbu4+JmvyBgJxXloczcv7xtke5eeMrjUY+eyZbrg2FCdg9l4fJ5ewnGFa378Z8IJhefuOp+c7IWbCjnSE+LpH+/AmWtn4021FFUfH5fMXyqRhMLv3u2ePdfGcRofx5NoQuVrj+zk6V39XLOqhH+5cSX2o5h5dKKRUqIMR0n2hRCW2cXE8U46t5joCfbwkx0/4Zn2Z3Bb3dxxxh3csvQWLMaFny6dERmnP3OaXSKE+Bjw78DbwA707Jk3odf4+PWC9vAU4Hhk/BwKxnhl3xAv7xvkjZYR4oqG02biwoYCLm0s4MKGAtz2+bsZ/vr3O3lsew+/+czZnH0CTNZSk6f1hflkkFA0ntjRy09fa6NtOExFThZ3nF/NTevKsB3HSrTHQs9YhDt+tZV9A+P8n/cv5bPnVy+6J/gMs7NvdB/3bLuHTX2bKMku4YtrvshV1VdhEAsnZDMi4/RnzlNYhRAu4Dr0qash4FX0lNtfWLDenSIcr7TiB4kkFP7cMsLL+wb5474hRsMJTAbBhuqcCbfK0cw8eHx7L3c/tIMvX1LHVy+rP/IOGRY1miZ5ce8g973ays6eAHkOK596XxW3nV2B03by4l3ebh/lzl9vI6lq/OjWNbPWwMmw+Hmr7y1+sPUH7PPto8HbwFfWfYVzS85dELGYERmnP0ebjGsN8GHgQ0A/sFRK+RdvCz/eImMqqibZ0T3GS3t1K0frkF7CeWmRk8uWFXLZskJWlLgPmdq7cyTMVT96g+Ulbn7zmQ2L0ryeYX5IKXmrbZT7XmvjjZYRnDYTHz17yQnPtSGl5IG3D/Cdp/ayJDeLn9++nur841s6PsOJRZMaz3c8z4+2/4jeUC8bijfwlXVfYXnu8Y3zz4iM05+5xGTUA7eii4sg8DDweyllhxCiQ0p5fKconIIspMiYScdImJf3DvLSvkG2dPrQJBS6rFzSqAuOc6pzJ0znCUXjxvs20eWL8Nxd51GyiALvMhxf3usJcN9rrSc810ZcUfmnx/fw0JZuLm0s+P/bu/cgKaorjuPfIxskGoyAqAjyMqCiUR5bCgSNMQbEqBg1BIsCxBcm0WhSVsRgUlaiKSVlkrJ8gG8xKiSlqH/4AoNYMYoCWQRl5bGCusIu4bVGUF4nf/RdaNbddWfd7ukZfp+qrum5091z5k5v75nbt2/zl5/0zWtrirSsL9yArftwru4f3YCtJSjJKH5NSTJ2Ed0i/TJ3X1zntQp3b954sntvpz0wA+gOrAJGuvvGepYbB9wYnt7s7o+E8gHAw8DXgeeAa9zdG9qumY0Grie6FfwnwE/dfVHY1qpQthPY0ZQ/gDSTjLgNn25jTnnUwjF32Tq2bNvJAa1bcWqvjvygz2Es+mgT015fzdQxAxh23OGpxyfpq1j3P6amNNZGdc1nXPm3BSz8YBNXn/4tfnlG7xa5WZ5kT90bsI3sPZIJJ074wg3YcqUko/g1Jck4DxgFfBeYDfwdeMHdt7dgkjGZaFTRW81sItDO3a+vs0x7YD5QSjRszQJgQEga3gR+AcwjSjLucPfnG9qumQ0GloZ1hxN1YD05vM8qoNTd/9vU+POVZMR9tn0nr1esZ/a7VcxeWkVVTTTa4dhB3fj9iOPzGpukb+3mz3jgXxU8Ni+ZsTbKPtzEhEfnU7N1B7ePPJGzvp38SLWSf9Vbqrln0T3MXD6TNiVtGH/ceMb0GdPgDdi+jJKM4pdLx88DiTp+XgScRPTP/Bx3/8r3mjaz94DT3H2NmXUCXnH3o+ssc1FYZkJ4PpWo8+krwBx3P6buck3cbjtgibt3Ds9XUYBJRpy7s6SyhsWVmzm/f+fMXHkg6du0ZRvTXl/NQ6+13FgbTy74iBtmLubQtvtz75hS+hxR2COSSu4qNldwx8I7ePmDl+l3aD+mDZ/WrO0oySh+Od8gDXb/Y/4x0dUlp3/lIMw2ufvBYd6AjbXPY8tcB7Rx95vD898CW4mSjFvd/YxQfgpwvbufncN2j3H3y8Lz94Hae39Pdfd7G4j5CuAKgK5duw5YvXp1fYuJZMKWbTuY8daH3PdqBR83c6yNHTt38cfnynnwtfcZ1LMDd43un+h4K5J9ZdVlbN2xlUFHDGrW+koyil+z7hQU+kvcG6YmMbPZQH0dAybV2babWe6Zz5eob7tm9j3gUmBIrHiIu1eGwcZmmVm5u79az/Z2f/7S0tIWj1ekJR3QuoTx3+nB6JO78eyij5kydyXXTC/j9peWNWmsjY2fbuOqJxby2or1XDy4O5N+eGyLDRQnhavvofv8gM/yJVK7HWFtS0N9zKzKzDrFTmtU17NYJXBa7HkXolaMyjAfL68M8w1u18xOAO4Hhrv7+licleGx2sxmEp0a+kKSIVKIWpfsx4UDunB+v87MWlrF3a+s5Manl/DX2csbHGujfG0Nl0+bT9Xmz5l84QmMLG2ZKwtEpPhl5afIs8C4MD8OeKaeZV4EhppZu3C6ZijRsOZrgBozGxhOiYyNrV/vds2sK/AUMMbdl9W+gZkdaGZta+fDeyxpuY8pkg377WcMO+5wnv7ZYB6//GSO7dSW214oZ/Ct/2TyC+Ws+yTqOPzCkjWcf/e/+Xz7LqZPGKgEQ0Ry0qw+GS0ehFkHoqtWugKriS413WBmpcCVsf4SlwC/Cavd4u4PhfJS9lzC+jxwdTg90tB27wcuCGUQLlU1s57AzFBWAjzu7rd8WfxZ6/gp0hx1x9oYfFQH5ry3jr5HHszUMQM47KA2+Q5Rioz6ZBS/TCQZhU5JhhST+Fgb5/XtzB/OO15XKEkilGQUPyUZLUBJhhSjbTt20bokK2dUpRgpySh+OoKISL2UYIjIV6WWjBZgZuvY078jSYcATR4kLM8UazIUa3IKKd5iibWbu3dMMxhJl5KMAmJm8wulaVGxJkOxJqeQ4lWsUijUHioiIiKJUJIhIiIiiVCSUViaPIx7BijWZCjW5BRSvIpVCoL6ZIiIiEgi1JIhIiIiiVCSISIiIolQkpEhZnakmc0xs3fN7B0zuyaU32RmlWZWFqazYuvcYGYrzOw9MxuWcryrzGxxiGl+KGtvZrPMbHl4bBfKzczuCLG+bWb9U4zz6FjdlZlZjZldm5V6NbMHzazazJbEynKuRzMbF5Zfbmbj6nveXucbAAAFIUlEQVSvhGL9k5mVh3hmmtnBoby7mW2N1e+U2DoDwr6zInweSynWnL9zMzszlK0ws4ktHWcjsc6IxbnKzMpCeb7rtaHjVCb3Wckzd9eUkQnoBPQP822BZUAf4CbgunqW7wMsAvYHegArgVYpxrsKOKRO2WRgYpifCNwW5s8iunmdAQOBeXmq41bAWqBbVuoVOBXoDyxpbj0C7YGK8NguzLdLKdahQEmYvy0Wa/f4cnW282aI38LnGZ5SrDl952FaCfQEWodl+qQRa53Xbwd+l5F6beg4lcl9VlN+J7VkZIi7r3H3hWH+E2Ap0LmRVUYA0939c3d/H1gBnJR8pI0aATwS5h8BzouVT/PIG8DBZtYpD/F9H1jp7o2N0Jpqvbr7q8CGemLIpR6HAbPcfYO7bwRmAWemEau7v+TuO8LTN4AujW0jxHuQu7/h7g5MY8/nSzTWRjT0nZ8ErHD3CnffBkwPy6YWa2iNGAk80dg2UqzXho5TmdxnJb+UZGSUmXUH+gHzQtFVoanxwdpmSKI/7A9jq31E40lJS3PgJTNbYGZXhLLD3H1NmF8LHBbm8x1rrVHsfbDOYr1C7vWYhZgBLiH61Vqrh5n9x8zmmtkpoawzUXy10o41l+88C/V6ClDl7stjZZmo1zrHqULdZyVBSjIyyMy+ATwJXOvuNcA9wFFAX2ANUdNpFgxx9/7AcODnZnZq/MXwayoz10ibWWvgXOAfoSir9bqXrNVjQ8xsErADeCwUrQG6uns/4FfA42Z2UL7iCwriO6/jIvZOjDNRr/Ucp3YrlH1WkqckI2PM7GtEf7iPuftTAO5e5e473X0XcB97mu4rgSNjq3cJZalw98rwWA3MDHFV1Z4GCY/VWYg1GA4sdPcqyG69BrnWY15jNrOLgbOB0eEfDOHUw/owv4Cob0PvEFf8lEpqsTbjO893vZYA5wMzasuyUK/1HacosH1W0qEkI0PCudcHgKXu/udYebzvwo+A2h7ozwKjzGx/M+sB9CLq+JVGrAeaWdvaeaLOf0tCTLW9xMcBz8RiHRt6mg8ENseaVtOy1y/CLNZrTK71+CIw1MzahVMAQ0NZ4szsTODXwLnuviVW3tHMWoX5nkT1WBHirTGzgWGfHxv7fEnHmut3/hbQy8x6hJawUWHZtJwBlLv77tMg+a7Xho5TFNA+KynKd89TTXsmYAhRE+PbQFmYzgIeBRaH8meBTrF1JhH9knmPBHqSNxJrT6Ke9ouAd4BJobwD8DKwHJgNtA/lBtwVYl0MlKZctwcC64FvxsoyUa9Eic8aYDvReelLm1OPRP0hVoRpfIqxriA6t167z04Jy14Q9o0yYCFwTmw7pUT/4FcCdxJGH04h1py/8/A3uCy8Nimteg3lDwNX1lk23/Xa0HEqk/uspvxOGlZcREREEqHTJSIiIpIIJRkiIiKSCCUZIiIikgglGSIiIpIIJRkiIiKSCCUZIiIikgglGSIiIpIIJRkiRSyMzHpnGGlRRCRVSjJEituVQBuiURpFRFKlJEOkuJ1JNEx2Wb4DEZF9j5IMkSJlZm2AVkB/YG6ewxGRfZCSDJHi1YsoySh39+35DkZE9j0l+Q5ARBLTEegNjMh3ICKyb1JLhkjxOgJ4EtjPzNrlOxgR2fcoyRApQmZWQtQX43BgCrAzvxGJyL7I3D3fMYiIiEgRUkuGiIiIJEJJhoiIiCRCSYaIiIgkQkmGiIiIJEJJhoiIiCRCSYaIiIgkQkmGiIiIJOL/qWrUzx2fpEoAAAAASUVORK5CYII=","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=3)"]},{"cell_type":"markdown","metadata":{},"source":["#### 545 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[44]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=4)"]},{"cell_type":"markdown","metadata":{},"source":["#### 857 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# 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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=5)"]},{"cell_type":"markdown","metadata":{},"source":["#### 3000 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[46]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=6)"]},{"cell_type":"markdown","metadata":{},"source":["### Compare two halo $C_\\ell$\n\n"]},{"cell_type":"markdown","metadata":{},"source":["Grab result from python code\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[91]:\n(7, 7, 8)"}],"source":["Cl_2h = test_cl.twohalo_int()\nCl_2h.shape"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[],"source":["def plot_cl(f1=0):\n grid = plt.GridSpec(4, 1, hspace=0, wspace=0)\n Cl_2h_cpp = np.loadtxt(\"../c++/data/Cl_2h_cpp_{}.dat\".format(f1))\n main = plt.subplot(grid[0:3], xticklabels=[])\n dev = plt.subplot(grid[-1])\n main.set_ylabel(r\"$C_\\ell$\")\n dev.set_ylabel(r\"$\\Delta C_\\ell$ [%]\")\n dev.set_xlabel(r\"$\\ell$\")\n for f in range(7):\n main.plot(test_cl.ell, Cl_2h[f1][f], \"-C{}\".format(f), label=\"{:.0f}x{:.0f} GHz\".format(test_cl.nu[f1]/1e9, test_cl.nu[f]/1e9))\n main.plot(test_cl.ell, Cl_2h_cpp[f], \"--C{}\".format(f))\n dev.plot(test_cl.ell, 100*(Cl_2h[f1][f]-Cl_2h_cpp[f])/Cl_2h[f1][f], \"-C{}\".format(f))\n main.semilogy()\n main.legend(loc=\"upper left\", bbox_to_anchor=(1,1))\n main.set_title(\"{:.0f} GHz\".format(test_cl.nu[f1]/1e9))"]},{"cell_type":"markdown","metadata":{},"source":["#### 100 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[61]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=0)"]},{"cell_type":"markdown","metadata":{},"source":["#### 143 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[62]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=1)"]},{"cell_type":"markdown","metadata":{},"source":["#### 217 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[63]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=2)"]},{"cell_type":"markdown","metadata":{},"source":["#### 353 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[64]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=3)"]},{"cell_type":"markdown","metadata":{},"source":["#### 545 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[65]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=4)"]},{"cell_type":"markdown","metadata":{},"source":["#### 857 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[66]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=5)"]},{"cell_type":"markdown","metadata":{},"source":["#### 3000 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[67]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=6)"]},{"cell_type":"markdown","metadata":{},"source":["## tSZ\n\n"]},{"cell_type":"markdown","metadata":{},"source":["### Compare one halo $C_\\ell$\n\n"]},{"cell_type":"markdown","metadata":{},"source":["Grab result from python code\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[3]:\n(7, 7, 8)"}],"source":["Cl_1h = test_cl.C_ell_1h()\nCl_1h.shape"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[],"source":["def plot_cl(f1=0):\n grid = plt.GridSpec(4, 1, hspace=0, wspace=0)\n Cl_1h_cpp = np.loadtxt(\"../c++/data/C_ell_1h_cpp_{}.dat\".format(f1))\n main = plt.subplot(grid[0:3], xticklabels=[])\n dev = plt.subplot(grid[-1])\n main.set_ylabel(r\"$C_\\ell$\")\n dev.set_ylabel(r\"$\\Delta C_\\ell$ [%]\")\n dev.set_xlabel(r\"$\\ell$\")\n for f in range(7):\n main.plot(test_cl.ell, Cl_1h[f1][f], \"-C{}\".format(f), label=\"{:.0f}x{:.0f} GHz\".format(test_cl.nu[f1]/1e9, test_cl.nu[f]/1e9))\n main.plot(test_cl.ell, Cl_1h_cpp[f], \"--C{}\".format(f))\n dev.plot(test_cl.ell, 100*(Cl_1h[f1][f]-Cl_1h_cpp[f])/Cl_1h[f1][f], \"-C{}\".format(f))\n main.legend(loc=\"upper left\", bbox_to_anchor=(1,1))\n main.set_title(\"{:.0f} GHz\".format(test_cl.nu[f1]/1e9))"]},{"cell_type":"markdown","metadata":{},"source":["#### 100 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[5]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=0)"]},{"cell_type":"markdown","metadata":{},"source":["#### 143 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[6]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=1)"]},{"cell_type":"markdown","metadata":{},"source":["#### 217 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[7]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=2)"]},{"cell_type":"markdown","metadata":{},"source":["#### 353 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[8]:"},{"data":{"image/png":"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","text/plain":"<matplotlib.figure.Figure>"},"metadata":{},"output_type":"display_data"}],"source":["plot_cl(f1=3)"]},{"cell_type":"markdown","metadata":{},"source":["#### 545 GHz\n\n"]},{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":"# Out[9]:"},{"data":{"image/png":"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