diff --git a/plot_waveform.ipynb b/plot_waveform.ipynb deleted file mode 100644 index a25035dfa2f541c27c839d45c56d44cb0aa4fb8a..0000000000000000000000000000000000000000 --- a/plot_waveform.ipynb +++ /dev/null @@ -1,1282 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is a notebook to plot waveform genreated by making-injections.ipynb. Data file is a json format." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import json\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/changfeng/.local/lib/python3.6/site-packages/ipykernel_launcher.py:15: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", - " from ipykernel import kernelapp as app\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deZxcZZX4/8+ppfc1e0i6ExIgAUIW0mEVZVNwhUFEEBD4KtFRHJfvMC/nx8zAbxxnXFBxVNQoKDIgIgMakUUDYZUtIQSSsCSErED2pdNLref7x73VXd1d3X17qbq1nPfr1S+qbt2696Top0895z73eURVMcYYY/JNwO8AjDHGmEwsQRljjMlLlqCMMcbkJUtQxhhj8pIlKGOMMXnJEpQxxpi8ZAnKGGNMXrIEVYRE5CER+fcM288TkXdF5P0islxEDojIJh9CNKagiMgmETm717YyEbnHfU1F5HSfwitalqCK023AZSIivbZfDtwBHABuBa7NdWDGFJmngMuAd/0OpBhZgipOfwDGAqelNohII/AR4Deq+ryq3g5s9Ck+YwqeqkZV9SZVfQpI+B1PMbIEVYRUtQO4G/h02uaLgNdUdbU/URljzNAUXIISkVtFZKeIrBmFY80XkWdEZK2IvCwin0x77Q4ReV1E1rjnDI/0fDl2G3ChiFS4zz/tbjMGsLZk8l/BJSjg18C5o3SsduDTqnqse8ybRKTBfe0OYDZwHFAJfHaUzpkTbtlhN3C+iMwETgDu9Dcqk2d+jbUlk8cKLkGp6hPA3vRtIjLTHbm2UkSeFJHZHo/1hqqudx+/DewExrvPH1AX8DwwdVT/IbnxG5ye02XAw6q6w+d4TB6xtmTyXcElqH4sAb6kqguBfwRuHuoBROQEoAx4s9f2MM7ot4dGIc5c+w1wNnA1aeU9EQm4pb+w81QqRKTMpxhNfrG21L+w21ZSPyERKU8ro5e523uPnjXDFPI7gJESkRrgFOD3ab8X5e5rFwB97gcCtqvqOWnHmAzcDlyhqsle+94MPKGqT4527NmmqptE5G/APGBp2kvvBZanPe8AHgdOz110Jt9YWxrUA72efxOnOjHNff6w+9/DgU05iqmoSSEuWCgi04H7VXWOiNQBr6vq5GEeqw54DPhPVb2n12vXAwuACzI0NmMKnrUlk88KvsSnqgeBt0TkE+DUq0Rknpf3umWt+3DuDerdoD4LnANcYg3KlAJrSybfFFwPSkR+i1OKGgfsAK4HHgV+CkzGua5yl6pmKkf0PtZlwK+AtWmbr1TVl0QkDmwGWt3t93o5pjGFwtqSyXcFl6CMMX25cyq24sxoEFfVFn8jMmbkCn6QhDGmyxmqutvvIIwZLQWVoMaNG6fTp0/3OwxjAFi5cuVuVR3vdxzDYW3J5JP+2lJBJajp06ezYsUKv8MwBgAR2ex3DGkU+IuIKPBzVV3SewcRWQwsBmhubra2ZPJGf22p4EfxGWMAeI+qHg98EPiiiLy39w6qukRVW1S1Zfz4guz4mRJjCcoMSXs0zs8ef5O/rLXlb/KJqm53/7sTZ7j3Cf5GZPLRvS9uY19b1O8wPPMtQYlIk7uq6zp3BuQv+xWL8e7J9bv51oOvsfj2lew5FPE7HAOISLWI1KYeAx8ARjxDuSkua7Yf4Gt3r+aGP60dfOc84ec1qDjwf1X1RbdxrRSRv6rqOh9jMoNo7Yx3Pd6yt52xNeU+RmNcE4H73OmJQsCdqlqo892ZLHlz1yEAYonCuVfatwSlqu8A77iPW0XkVWAKYAkqjx3qjHU93rqvgwXNjT5GYwBUdSPOfIvG9GvLnnYAmhqrfI7Eu7y4BuXOB7YAeC7Da4tFZIWIrNi1a1euQzO9tEW7V7betq/dx0iMKQ5f/9+X+eljb5JMZm/ShD+//A53vbAVgIpwMGvnGW2+DzN3Z1D+X+Ar7lxgPbjDZZcAtLS02LQXPmvtjBMOCnUVYbbu7fA7HGMK2r62aFfiaKgKc8kJzaN+jo5ogi/e+WLX82gBlfh87UG568P8L3CHqt7rZyzGm7ZInJryEFPHVFkPypgRSl0XAlj60tujfvxNu9u4Ji05AcTilqAG5S7qdQvwqqp+3684zNAcisSpqQgxtbGSbfusB2XMYK7+zQq+fNeqjK9t2OkkqL9bMIXn3trD7lEeGfuPv1/NI6/tpKY8xE8+dTxgPSivTsVZXfNMEXnJ/fmQj/EYDw5F4lSXhWhqrGL7vo6s1s2NKXTb93fw13U7+PPL72S8/+jNXYcoDwX47GmHk1R4eJTuL9y2r50Lbn6aFZv38eG5k7nz6hP58NzJTKgtJ2o9qMGp6lOqKqo6V1Xnuz+9V6w0eeZQZ5xatwcVTSTZ2Wr3QhnTn1TZLp5UHlzTN/ls2HmIGeNrOGZyHTPGVfPgKyNPUAc7Y9ywdC0vbtnPKTPH8t0L5zJ3agMAZaGAJShTvNqicarLQzSNcYaqbrXrUMb066kNuzhmch3ja8tZtWVfn9e37G1n2pgqRIQPHTeZZzbuGdEN8Jv3tHHat5ez7NWd/NO5s7jz6pOoKuseC1cWDFiJzxSvQ53uIInGSgC27rUEZUwmyaTy8rYDzG9uYFxNOfvaY332aYskqKt0Esh58w8jkVTuW7V9WOe7b9U2Pn3r8yRV+dVVi/j7983ss4/1oExRO+SO4pvS4CQoGyhhTGab9rTR2hln3tR6GirD7G/vew2qLeJUJACOnFjL/KYGfvfCVoaykGxHNMGvn36Lr929mspwkB9/6njOmDUBd2aRHspC1oMyRSyVoCrCQSbUllsPyph+rN62H4B5TQ00VofZ39GzB6WqtEWd9pRy+UnTWL/zEH9+5R1P59h5sJMrf/U8N/xpHXOnNnDvF07hfUf1P1N9WTBQUFMdWYIyniWSSns00fWNr2lMlV2DMqYfq7ceoDIc5IjxNdRXlvXpQXXGkiSVHteIzl8whdmTavnPP7/Kwc6+JcGUWCLJ/zy7mZO/9SjPb9rLjZ+Yxx++cEqPY2USDlqJzxSptqgzUWxthdMIpo2tYtNuS1DGZLJ6236Om1JPKBigsSrM/vZYj9Jdqj3VlHdPPRQMCP91wXHsaI3wxTte7DNgorUzxp9ffof3fPtR/uUPazhl5lj+8pX3cuHCqRlLer0V2jUo36c6MoXjkDuTeaoHdcSEGu59cTsHO2PUVYT9DM2YvBKNJ1n79kGuOHka4ExjFE8qhyJxat220hZx2lPvXs+C5kb+4/w5XP/HtZxz05OcN/8wGqvCvPpuK3/bsJt97TEOH1fNzy47lrOOnkg46L2fURYKELEEZQrVC5v28uNHN/C19x/FvKaGHq+lGlRXghpfA8CbOw/ZrObGpHn93Vai8WRXG2qoKgNgf3usK0Ed6tWe0l1yQjPzmxq4fula7nhuM52xJM1jqlg4rZGrTj2chdMahzXpa1mosK5BeUpQItICXAdMc98jgKrq3CzGZnJs+/4OLv3lc0TjSeLJJHd89qQer6e+eVWEnG9sR0xwEtQGS1CeWDsqHS+lBki4N8g2piWopjHOPu3uygDV5ZkTzdGT67j7cyeTTCqtkTj1lSOvUhTafVBee1B3ANcCrwCF868zQ/Lfy9aDwhUnT+O2Zzbz+rutzJpU2/V6KkGF3QTVPKaKsmCgaz4xMyhrRyVi9db9jK0u67pfsKHKSS770gZKDNSDShcIyKgkJ3ATVBGW+Hap6tKsRmJ8tbO1k3tXbeNTJzTz6VOmc9szm1mz/UCPBJUqDZS7Ne9QMMCM8dW8+m6rLzEXIGtHJWL11v3Ma2roGrjQmCFBtUecHlTNIAlqNDklvsKZP9PrJ3O9iPwSeAToGlZiS2QUjzuf20IsoVx56uEc1lCBiDMNS7rUN6+yUPdF2QXNjdz/8tskk0ogMPgoohJn7agEtHbG2LDrEB+dd1jXtvpKp8R3IO1eqO5BErlbQLBYR/FdBcwGwnSXJhSwhlUEovEkdzy3hdNnjefwcdUAHFZf6SlBLZzWyG+f38KGXYc4amItZkDWjkrAS1v3o0qPQUap6Yxa3ZGwkD7MPHc9qEK7D8rrJ7NIVWdlNRLjmwfXvMOu1ghXnDK9a1vTmL4JKlXiSx/WunCaMzhixaZ9lqAGZ+2oBDy9YQ+hgNAyrXvgUFkwgAh0xhJd2/obZp5NqamOVNXTfVN+8zqA/m8ickxWIzG+UFWWPLGRGeOqed+R3VOkTBtTzeY9vXpQib49qOljq5hYV87jb+zMTcCFzdpRCfjbm7s5vrmxx+AHEaEiFOyZoKIJyoKBHu0p28rdcxXKdSivn8xJwEsi8rqIvCwir4jIy9kMzOTG42/sYu3bB/n86TN7XENqHlvF7kORrm950D2KryytByUifHDOZJa/vovWAaZmMYC1o6K3ry3KK9sPcMoRY/u8VhEO0BnrLq+1ReJU9TPEPFvCQaeNF8pQc699y3OzGoXxzc3L3+Sw+grOnz+lx/bUbOU7DnYyw70hN1W7Lu/1je+j8w7j13/bxJ9ffoeLT2jOQdQFy9pRkfvruh2owlmzJ/Z5rSIcpKNHiS9BdQ7Le9D95TIaT0J5Tk89LIP2oEQkCDysqpt7/+QgPpNFz7y5h+c37eXq987oU2ZI3XeRPuoo0zUogOObG5gzpY6fPv4m8VH8ZpZIKg++8g7fuH/dkJYfyEfWjkrDg2veYWpjJXOm1PV5rSIc7HMNKpcDJADKQk6PrVBmkxj001HVhFuSaFbVLbkIymRfNJ7k3/64hqmNlVy8qG+vpy5Dgso0ig+cMt9Xzz6Kz9y2gpuWrecfzxneOIBt+9rZtLudZa/u4O39Hfz1VefbKMDps8Zz2pH9LyOQ76wdFb/dhyI8tWE3V54yPeMAhPJQzxJfRyxBRQ6HmEN32y2UkXxe03cjsFZEngfaUhtV9WNZicpk3S+f2sj6nYe49coWKjM0knp3WKyXBAVw5uwJfLKliR8v34AIfO59M/v9dqiqbNzdxpY97bywaS9v7jrE6q0H2NHaiapz/MpwkI/MPYz2SJxnNu7hF0++VdAJymXtqIj978ptxBLKRS1NGV+vCAeJxLt7UJF4ok+5PNtS16AKZcJYrwnqX7MahcmpNdsP8MNl6znn2ImcmaFWDt09qINp921EE0lEIJThhlwR4RvnzyGWTPKjRzfw66c3cdpR45jaWEUiqRzoiHGwI8aWve1s3tPeVYsPBYQJteWcMnMs08dVc3xzI7Mm1TK+trtAfu3vV/Pk+t2j+RH4xdpRkYonkvzPc5tZNL2RI/u53cIZJJGeoJI5L/F1j+IrogSlqo+LyERgkbvpeVW1ccUFaGdrJ1f/ZgVjq8v4j/OP63e/1PIZB9N7UIkk4WCg3/snykIBvveJeVx+0jRuf2Yzq7buZ9mrOwm7c4nVVYaZUFfBqUeM44gJNcwcX8OcKXWD3gcyqb6Cna2dxBNJQkNYWiDfWDsqXveu2s7WvR1c/5Fj+92nIhxkz6HuqY6i8STl1bn9fS7KEp+IXAR8F3gMZwbmH4nItap6TxZjM6Nsb1uU//PrF9jfHuOevz+5Ry+lt4pwkPJQoE+Jr3yQBCEiLGhuHNXZzSfVV5BU2HUowuT6ylE7bq5ZOypOBztjfO8vrzN3aj1nHT2h3/163wcViScpD+X4GlTQOV+xDTO/Ducu+J0AIjIeWAZYwyoQKzfv5R9++xK7D0X42eULOfaw+kHfU18Z5kB7zwSVy5sKUybXVwDw7oHOgk5QWDsqSt/40zp2tkZYcnnLgLMzVIQDdObJNahC6UF5/XQCvUoRe4bw3n6JyLnuyKYNIvL1kR7P9LXzYCf/9sc1XPTzZwkE4HefO5kzZvX/LS9dfWWYg53+J6iJdd0JqsBlpR0Z/9zy1Fv8fuU2vnj6EX0W+OzNGWbenRj8aE+pxRL3txfGTfVee1APicjDwG/d558EHhjJid37Qn4CvB/YBrwgIktVdd1Ijlvqkkll0542Vm7ex1/W7eDx13eRVOWTi5r4+gdnD2lp9rrKcJ/7oIayvPRoSfWaVm87wBmzJwxrJdE8MertyPgjnkjy4+UbuMkdbPTV9x816Ht63wfllPhy256axjhtqfc8m/lqwAQlIuWqGlHVa0XkAuA97ktLVPW+EZ77BGCDqm50z3UXcB4w5AT1+Bu7+PaDr/XY1vu2Ti83evbeRXsdJdMhvJynz5Y+58kUi3rYp+fzWCLJrtYI8aTzwsS6ci47aRpXnDKNaWOrMxxhYPWVYXYc7O61RBP+9KBSa+n87PE3+dPqt2mPxmkaU8W+9ih1FWESSSWeVKrLgrRFE1SXOd9UQ0FBBOIJpTzkDO5QVRKqxN25yIIBISCCoqj2/Uxv+NixnHD4mBHFn+V2lDrHucAPgSDwS1X91mgc1/QUTyR57PVdfOfh13hjxyE+fvxU/uuC4wh6WGqmPBwgktaDisSSlOf4y1ZtRZix1WVs3tNGRzSR8RaTfDJYD+oZ4HgRuV1VL2d0lwWYAmxNe74NOLH3TiKyGFgM0NyceRqdilCAwxr6XpvoXQ7u/SuUqVwsvfbqcwwP7+lzooznlgFfz3jujPt0bw26Q7abx1SxoLmRIyfUjGiNpvrKMG/s6F6MMBpP9piHL1fS/42qyvymBva2RZk9qY6OaIJgQAgHnSG8k+oraI8mGF8bJKmKqhIKBojEnRmcAyKEAtL1uagqiaQzs7OQ+sy7zzdK33Cz2Y5GtRoRjSdJepy1o7/den+xG3jfTMfNvHN/UWXcfQix9XeMpCr72qO8eyDClr3trNqyj+Wv72L3oQjNY6r42WXHc86xkzzPCl4RChJNJEkklWBAnC98PrSn5rFV3PXCVu56YSv/dcFx1FeGKQsGmDWplq372jl2cj0HOmJUlQcJBwK0x+KMqS5jf3uM+sowkViSQMCZUSYSS1JV7kzhVBEKknC/HMeSSQQIiBAMOF8UhzMgZLAEVSYinwJOcb/59ZCLhdZUdQmwBKClpSXjb9eJM8Zy4oy+kzOakanvVeKL+HQNCuDnly+kpjzEqUeM8+X8I5TtdjRq1Ygrbn2eZzbuGWE4xWlMdRknHj6G8+ZP4czZE4bcFlKl6UjcmcU8kdScl/gApo2pYtWW/QD8872vdG0PCCTV+aKbSqLgTDmWei3136GaVFfBs//fWUN+32AJ6vPApUAD8NFer410obXtQPot11PdbSZP1FWEaO2Md62WG/PpGx/AOcdO8uW8oySb7QhGsRpx8QlNnHZU3y8BfaoEXcfMHJCXisBwj5153ww3j/e7b39x9NVYXcbEugqmNFQytbFyRGsoVYadttMZS3b12Pz4wleVdnNwY1WYoybWMrWxil2HIsyfWs/mve3MGFdDJJ4gqc4X1T2HIkysq2Bfe5SaihCqTm+7ujxIWyRBVVmQaDxJMCgIQjgoqDq90KQOf9XgAROUqj4FPCUiK1T1lmGdoX8vAEeKyOE4ieli4FOjfA4zAqlf5M54gqqyENF4MqeLqxWLLLejocQxaDXivF6z2pvRk+pBdcYSXcnQjx7U0ZOcmS5+t/gkjpxYy5jqspzH4JXXvzZ3ici/AM2qulhEjgRmqer9wz2xqsZF5BrgYZwLu7eq6trhHs+Mvmr3W4/zDSlENJGkwacSX5EY9XbksmpEAUhPUAG3J5brQRIAl544jVOPGNe1jE4+8/rX5lYgCpziPt8O/MdIT66qD6jqUao6U1W/OdLjmdFV6faWOqLO0Fi/BkkUkay0I9KqESJShlONWDoKxzWjqCKtxJeaNNaP9hQISEEkJ/CeoGaq6neAGICqttN/idcUia4eVNSZMDaWUMLWgxqJrLQjVY0DqWrEq8DdVo3IP6neUmc80b34Z9ja00C8lviiIlKJO3hTRGYCkaxFZfJC6h6JdjdBWQ9qxLLWjlT1Aeym37xWEeou8aXaUa7n4is0XhPUDcBDQJOI3AGcClyZpZhMnqh2B0m0uyU+P4eZF4kbsHZUslIlvkgsSSTklvisPQ3I63IbfxGRlcBJOCWJL6tqUSzQY/pXGe4eJAEQ9WFyy2Ji7ai0pQ+SSJX2rD0NzOtyG38C7gSWqmrbYPub4pDqQXXE0q5BBe3S43BZOyptFWnXoCrizmNLUAPz+uncCJwGrBORe0TkQhGpyGJcJg+kDzMH/+biKyLWjkpYj1F87px81p4G5nlFXeBxd86vM4GrcYbM1mUxNuOz9EESiaQzZ11qwTMzdNaOSlv6IInUgoE2SGJgnqcFcEcffRRniYDjgduyFZTJD6lZI9qj3cNi7RvfyFg7Kl3d16CSRNxlN6zENzCv16DuxpmQ8iHgx8DjqloYSzKaYQsGhPJQgPZoouvGQmtQw2ftqLSl2k5nLEEkdR+UtacBee1B3QJcoqqJQfc0RaW6PER7NN7doOzGwpGwdlTCAgGhLBToeaOulfgG5PUa1MMiMkdEjgEq0rb/JmuRmbxQVRakPZLouqhbYQ1q2KwdmYqQs4aSfeHzxmuJ73rgdOAYnLvVPwg8BVjDKnJVZUHaowk6UyU+a1DDZu3IpJZ993MuvkLi9dO5EDgLeFdVrwLmAfVZi8rkjaqyEG3ReFcPykoSI2LtqMR1J6gk4aCMaMXrUuA1QXW6F3PjIlIH7KTn9P6mSKV6UKlvfBXWgxoJa0clriIcoDOWtHktPfI6SOIFEWkAfgGsBA4Bz2QtKpM3qspC7GvvoNN6UKPB2lGJqwgH6Ywn6Igluoadm/55TVB1wCeAx3CGyNap6svZCsrkj+ryoDuKz4aZjwJrRyWuIuSU+Dqjia4b4U3/hjLM/DTgR8BMYJWIPKGqP8xaZCYvdJf43FF89q1vJKwdlbjycIDWzjjt0QRVlqAG5XWY+XIReQJYBJwBfB44FrCGVeSqykK0R6wHNRqsHZnKcJBdrRHaY4mu1QJM/7wOM38EqMaplz8JLFLVndkMzOSHqrIg7bEEHVG7b2OkrB2Z1Cg+K/F54/WvzctAFJgDzAXmuHOKmSJXVRZCFQ50xAC7UXeErB2VuNQovvZYvGuuS9M/ryW+rwKISC3OCqC/AiYB5VmLzOSF6nInIe1rjwLWgxoJa0cmNYqvPWolPi+8lviuwbm4uxDYhLNEwJPZC8vki1Qj2tvmJijrQQ2btSNjJb6h8drHrAC+D6xU1XgW4zF5JrWq7r62KOGgELQ730fC2lGJqwg5Jb42G8XnidcS342jeVIR+S7OmjhR4E3gKlXdP5rnMKMj9S1vb3vUek8jNNrtyBSecrcicaAjZj0oD/y6oPBXYI6qzgXeAP7ZpzjMIKrdC7n722M2xNyYEUq/j9CuQQ3Ol784qvqXtBLHs8BUP+Iwg0uVIfa2Re0mXWNGKH0uSyvxDS4fvhL/H+BBv4MwmaUa0YEO60EZM1Lpt2lU2jDzQWXtExKRZThDaHu7TlX/6O5zHRAH7hjgOIuBxQDNzc1ZiNQMJDVIAqDMEpQxI2IlvqHJWoJS1bMHel1ErgQ+ApylqjrAcZYASwBaWlr63c9kR/qFXCvxGTMytRXdf3KtxDc4X/qYInIu8E/A+1S13Y8YjDdVaUnJSnzGjEzTmKquxzaKb3B+/cX5MVAL/FVEXhKRn/kUhxlEKBjoKu2VWw/KmBGZ0tA9s5WV+AbnSw9KVY/w47xmeKrLgkTjSSqsB2XMiKRfx7US3+DsL44ZVGpSS+tBGTN6LEENzhKUGVRqgli7BpV/ROQGEdnulspfEpEP+R2T8cYGHQ3O/uKYQcUTzuDJOYfV+RyJ6ccPVHW++/OA38GYgc1ragAsQXlhd4qZQd108XwOdMQ4/ajxfodiTMG79YoWnly/m3E1tsrKYKwHZQZ1fHMjZ8yagIjNZJ6nrhGRl0XkVhFp7G8nEVksIitEZMWuXbtyGZ9JM7amnPMXTPE7jIJgCcqYPCciy0RkTYaf84CfAjOB+cA7wPf6O46qLlHVFlVtGT/eesMm/1mJz5g8N9isLCki8gvg/iyHY0zOyACzDOUdEdkFbO7n5XHA7hyGMxoKLWaLt6dpquprV0REJqvqO+7jrwInqurFHt5XTG3J4s2uXMSbsS0VVIIaiIisUNUWv+MYikKL2eLNPyJyO055T3GWkf9cKmGN4JgF9blZvNnlZ7xW4jOmgKnq5X7HYEy22CAJY4wxeamYEtQSvwMYhkKL2eItDYX2uVm82eVbvEVzDcoYY0xxKaYelDHGmCJScAlKRM4VkddFZIOIfD3D6+Ui8jv39edEZHruo+wRz2Dxfk1E1rkzATwiItP8iDMtngHjTdvv4yKiIuL7aCQvMYvIRe7nvFZE7sx1jPnI2lJ2FVpbyst2pKoF8wMEgTeBGUAZsBo4ptc+XwB+5j6+GPhdnsd7BlDlPv77fI/X3a8WeAJ4FmgpgN+JI4FVQKP7fIKfMefDj7Ul/+N198uLtpSv7ajQelAnABtUdaOqRoG7gPN67XMecJv7+B7gLPFvErlB41XV5dq97P2zwNQcx5jOy+cL8A3g20BnLoPrh5eYrwZ+oqr7AFR1Z45jzEfWlrKr0NpSXrajQktQU4Ctac+3udsy7qOqceAAMDYn0fXlJd50nwEezGpEAxs0XhE5HmhS1T/nMrABePmMjwKOEpGnReRZETk3Z9HlL2tL2VVobSkv25HdqJsnROQyoAV4n9+x9EdEAsD3gSt9DmWoQjjlidNxvlU/ISLHqep+X6MyWWFtKWty3o4KrQe1HWhKez7V3ZZxHxEJAfXAnpxE15eXeBGRs4HrgI+paiRHsWUyWLy1wBzgMRHZBJwELPX54q6Xz3gbsFRVY6r6FvAGTkMrZdaWsqvQ2lJ+tiO/LsoN80JeCNgIHE73hbxje+3zRXpe2L07z+NdgHNx8shC+Hx77f8Y/g+S8PIZnwvc5j4eh1PKGOv3510An5u1pSzG22t/X9tSvrYjX/8nDvOD/BBO5n4TuM7d9u8435gAKoDfAxuA54EZeR7vMmAH8JL7szSf4+21r+8JyuNnLDjllHXAK8DFfsecDz/WlvyNt9e+vrelfGxHNpOEMcaYvFRo16CMMcaUCEtQxhhj8pIlKGOMMXnJEpQxxpi8ZAnKGGNMXrIEVSREpBE9LiwAABdCSURBVEFEvuA+PkxE7vE7JmMKkbWl/GHDzIuEuxTC/ao6x+dQjClo1pbyh83FVzy+BcwUkZeA9cDRqjpHRK4EzgeqcaYluRHnTvHLgQjwIVXdKyIzgZ8A44F24GpVfS33/wxjfGdtKU9Yia94fB14U1XnA9f2em0OcAGwCPgm0K6qC4BngE+7+ywBvqSqC4F/BG7OSdTG5B9rS3nCelClYbmqtgKtInIA+JO7/RVgrojUAKcAv09b7qc892Eak/esLeWQJajSkD6rczLteRLndyAA7He/MRpj+mdtKYesxFc8WnGm8B8yVT0IvCUinwAQx7zRDM6YAmJtKU9YgioSqroHeFpE1gDfHcYhLgU+IyKrgbVkXp7amKJnbSl/2DBzY4wxecl6UMYYY/KSJShjjDF5yRKUMcaYvGQJyhhjTF6yBGWMMSYvWYIyxhiTlyxBFSkR2SQiZ/fadqWIPOU+vkZEVohIRER+7UuQxhgzAJvqqHS9DfwHcA5Q6XMsxhjThyWoEqWq9wKISAsw1edwjDGmDyvxGWOMyUsFl6BE5FYR2enOkzXSY80XkWdEZK2IvCwin0x77Q4ReV1E1rjnDI/0fD74g4jsT/1g69IYYwpIwSUo4NfAuaN0rHbg06p6rHvMm0SkwX3tDmA2cBzONZrPjtI5c+l8VW1I/QBf8DsgY4zxquASlKo+AexN3yYiM0XkIRFZKSJPishsj8d6Q1XXu4/fBnbiLNOMqj6gLuB57DqNMcbkVMElqH6MeIllETkBKAPe7LU9DFwOPDQKceYNEQmJSAUQBIIiUiEiNmjGGJM3Cv4P0kBLLIvIBcC/Z3jbdlU9J+0Yk4HbgStUNdlr35uBJ1T1ydGO3Wf/Alyf9vwy4P8HbvAlGmOM6aUg14MSkenA/ao6R0TqgNdVdfIwj1UHPAb8p6re0+u164EFwAUZEpcxxpgsKvgS30iWWBaRMuA+4DcZktNncW5ivcSSkzHG5F7B9aBE5LfA6cA4YAdOmepR4KfAZCAM3KWqmUp7vY91GfArnGWZU65U1ZdEJA5sBlrd7fd6OaYxxpjRUXAJyhhjTGko+BKfMcaY4mQJyhhjTF4qqGHm48aN0+nTp/sdhjEArFy5creqjvc7DmOKVUElqOnTp7NixQq/wzAGABHZ7HcMxhQzK/EZTzbtbuNAe8zvMIwxJcQSlPHk9Bsf4+wfPO53GMaYEmIJyni2qzXidwjGmBJiCcoMKv1euWTS7pszxuSGJSgzqEi8e6an7fs7fIzEGFNKLEGZQXXGEl2P39jROsCexhgzeixBmUG1R7sT1MZdbT5GYowpJZagzKA60npQ6cnKGGOyyRKUGVRHWlKKxC1BGWNywxKUGVR6Dyp9wIQxxmSTr1MdicgmnPWWEkBcVVv8jMdkZj0oY4wf8mEuvjNUdbffQZj+pV93isSsB2WMyQ0r8ZlBdVqJzxjjA78TlAJ/EZGVIrI40w4islhEVojIil27duU4PAPdPajGqrCV+IwxOeN3gnqPqh4PfBD4ooi8t/cOqrpEVVtUtWX8eFt6xw+pQRINVWXWgzLG5IyvCUpVt7v/3QncB5zgZzwms1SJr74ybNegjDE541uCEpFqEalNPQY+AKzxKx7Tv/ZonGBAqK0IWYnPGJMzfo7imwjcJyKpOO5U1Yd8jMf0oyOapDIcpDwUZG9b1O9wjDElwlOCEpEW4DpgmvseAVRV5w73xKq6EZg33Peb3OmIxaksC1IeDtg1KGNMznjtQd0BXAu8AthfqBLTEU24PaiAlfiMMTnjNUHtUtWlWY3E5K2OWFqCskESxpgc8ZqgrheRXwKPAF3rfqvqvVmJyuSV9mjCKfGFglbiM8bkjNcEdRUwGwjTXeJTwBJUCeiMJagIBygPBXrMKmGMMdnkNUEtUtVZWY3E5K3OWJJxNWXuNagkqoo7+tIYY7LG631QfxORY7IaiclbkXiC8lCQ8nAQgGjCynzGmOzz2oM6CXhJRN7CuQY14mHmpnBE4smuEl/qeXko6HNUxphi5zVBnZvVKExei8SchNSVoGJJqPA5KGNM0Rs0QYlIEHhYVWfnIB6ThzrjCcrDga5ek90LZYzJhUGvQalqAnhdRJpzEI/JQ04PKkB5uLvEZ4wx2ea1xNcIrBWR54G21EZV/VhWojJ5Q1W7B0mkl/iMMSbLvCaof81qFCZvxZNKUnF6UFbiM8bkkKcEpaqPi8hEYJG76Xl3DSdT5FLlvIpwsMcoPmOMyTZP90GJyEXA88AngIuA50TkwmwGZvJDauaI8rBdgzLG5JbXEt91OLNJ7AQQkfHAMuCebAVm8kMqGfUo8dl0R8aYHPA6k0SgV0lvzxDeawpYKhn1GCRhPShjTA547UE9JCIPA791n38SeCA7IZl8krEHZQnKGJMDAyYoESlX1YiqXisiFwDvcV9aoqr3ZT8847cegyS6rkFZic8Yk32D9aCeAY4XkdtV9XJseY2S0zVIIhTw9T6oO57bzNjqMs6dMznn5zbG+GOwBFUmIp8CTnF7UD2MdMFCETkX+CEQBH6pqt8ayfHM6Osq8YX9LfFdd98aADZ968M5P7cxxh+DJajPA5cCDcBHe702ogUL3Tn+fgK8H9gGvCAiS1V13XCPaUZf+iCJspD/Jb61bx/gqIm1hIM2RseYYjdgglLVp4CnRGSFqt4yyuc+AdigqhsBROQu4DxgyAnqQEeMdw90dj1PX0svfVm9nmvs9Vxwr//3SD/b0/eXjNv7Pf4Ijtnn8BneU1UWpLrc6/iXgaUPkggGhHBQfB0k8eH/fooFzQ2MrS7nw3Mnsa8txvjacsbVlPPuwQ5mT6rj3YOdTKytIBJPkFSorQixry3K2JpyDnbGqC4LkVQlnlAqywJ0RJ3lRNqjCQIiiEBAhEAApjZWUTNKn6UxZmi8try7RORfgGZVXSwiRwKzVPX+EZx7CrA17fk24MThHOjxN3bxD79dNYJQik9jVZipjVXMa6rnPUeM54zZ44e1hlP6IAlwelJ+z8W3ast+AJa9uiPr57r1yhbOnD0x6+cxxvTlNUHdCqwETnGfbwd+D4wkQXkiIouBxQDNzZknVG+Z1sjNlx4PgGr3dqX7Sc/taY/TX+jF07E8HLfHGYYc3+D7937Poc442/a1s3lPO/e9uJ3/eXYL42rKuPTEaSx+74wh9a5S5bzUAAln2Xd/R/EFBC5cOJWdrREWNjcSCAidsQQzx9fwzoFOpo2tYm9blJryEMGA0BaJM7amnL1tEeory4jEnZ5SqjdYEQ4SiSepLguSVEiqour8P5xzWL2v/1ZjSpnXv1QzVfWTInIJgKq2i/RXzPJsO9CU9nyqu60HVV0CLAFoaWnJmE0Oa6jksIbKEYZTnGKJJE9v2M3tz2zmh4+s556V2/jxpxawoLnR0/s7Y6kSX6oHFfClxFcWChCNJ/nsew7nmjOPoKGqLOcxGGNyy+uV5qiIVOJ+UReRmThLv4/EC8CRInK4iJQBFwNLR3hM00s4GOD0WRO45cpF3PP5kxGBS37xLE9v2O3p/V09KPceqHK3t5FLqko0nuRLZx7BdR8+2pKTMSXCa4K6AXgIaBKRO4BHgH8ayYlVNQ5cAzwMvArcraprR3JMM7CW6WP4wxdPZfrYaj53+0re2NE66HtS15vKgmklvhzPxRdPalcMI++4G2MKhacEpap/AS4ArsSZ7qhFVR8b6clV9QFVPUpVZ6rqN0d6PDO4cTXl/OqqRVSEg/zDb1cNej0pEk9SFgoQCDiJwY8SX9Q9X2qYuzGmNHhdbuNPwAeAx1T1flX1Vh8yeWlyfSXf/vhxvPZuK7c+tWnAfZ3VdLt/TcpDwZwPkrAEZUxp8tribwROA9aJyD0icqGIVGQxLpNlZx09kbNmT+Dm5RvY1xbtd7/OWLLH8PTysA89qIRzPrs515jS4rXE97iqfgGYAfwcZ9FCW1G3wF177ixaI3HufH5Lv/v07UEFcn4flPWgjClNnlu8O4rv4zjTHy0CbstWUCY3Zk+q47Qjx3Hb3zYRS2ROOh3RBFVlaT0oP0p8ie7ZLIwxpcPrNai7cUbanQn8GOe+qC9lMzCTG5efNI2drRGeXL8r4+uHIvEeN/b6OkjCSnzGlBSvLf4WnKT0eVVdrqq2Yl2ROH3WBBqqwvxh1dsZX2+LxHvMRefHNaiYXYMypiR5mklCVR8WkTkicgxQkbb9N1mLzOREWSjAh46bzH0vbqczluiacy+lLZJgfG1513NnLj4bxWeMyT6vJb7rgR+5P2cA3wE+lsW4TA69/+iJdMQSPP/W3j6vHYrEqS7LkxKfJShjSorXFn8hcBbwrqpeBcwDbBbNInHyzLGUhwI8+lrfgZlt0czXoAaaZHe0RRKWoIwpRV5bfKd73SkuInU4Q8ybBnmPKRAV4SAnzxzLExkGSrT1HiThlgCj/Yz6y4aYDZIwpiR5bfEviEgD8AucZTdeBJ7JWlQm506aMZaNu9rYfah7DuBIPEEsodSUpw8zT62qm7sEFbUelDElyWuLrwM+ATyGs0T7FW6pzxSJEw4fA8ALadeh2iLOYIjeJT4gpzfr2jBzY0rTUIaZT8YZJPEocL2IfDlrUZmcm3NYPRXhAM/1SFBxoHeCcnpTubxZN5WgwtaDMqakeB1mvlxEnsCZQeIMnNkkjgV+mMXYTA6VhQLMm9rAqi37ura1RZ0E1fs+KMhtiS91H5T1oIwpLV6HmT8CPA18EngdWKSqs7MZmMm9+c0NrHvnYFfvKHMPyvmV6czhvVARG2ZuTEnyuuT7y8BCYA5wANgvIs+oakfWIjM5N39qA7GE8uo7rcxvauCQew0qfZBElXtPVHu0/wS151CER17dSSSeoLYizEkzxjKpfviT39tcfMaUJq8lvq8CiEgtzqKFvwImAeUDvM0UmHlNDQC8tGUf85saMvagGqrCAOxvj2U8xo8eWc8Plr1BMu02qbJggFmTavn6B2dz8oyxXYsfetV1DcpKfMaUFE8JSkSuwVkPaiGwCbgVeDJ7YRk/TK6vYHxtOau3HQCcWSSAHjNJ1Fc6CepAR98EddOyN7hp2Xo+Mncyn3/fTMbWlLHnUJSlq9/moTXvcukvn+PwcdX88ooWZo6v8RxXLJEkGBCCQ0xsxpjC5rXEVwF8H1ipqvEsxmN8JCLMb2pg9db9QOZrUP0lqL+u28FNy9Zz4cKpfOfjc7t6SZPrK5kzpZ5/OOtI/rT6bb7z0Guc9b3HuWDBFG78xDxPvaloPGkDJIwpQV4XLLxRVZ8breQkIjeIyHYRecn9+dBoHNeM3PymBjbubuNAeywtQXVfg6qtcBNUe/cqvImk8p2HXmPGuGr+64LjMiadmvIQl5zQzNJr3sNVp07n3lXbOfv7j2ec/6+3aDxpAySMKUF+tvofqOp89+cBH+MwaeZNda5Drd62n52tEWrLQz2WfA8GhLqKUI8e1PLXdrJ+5yG+8v6jBr1O1DSmin/7yDF85+NzSajy9/+zklueeotEsv+5/aIJtetPxpQga/Wmh+OmOnMAr966n7d2tzF9XHWffeqrwj0S1G3PbGJSXQUfnDPJ0zlEhIsWNXHLFS2MqynnG/ev40ePru936Ho0nrQRfMaUID9b/TUi8rKI3CoijT7GYdLUV4aZOb6a1dv2s2lPPwmqMsx+N0Htao3w1IbdXLSoaci9nCMm1PLQV07jA8dM5KZl6/nQD5/MmKSiCSvxGVOKstbqRWSZiKzJ8HMe8FNgJjAfeAf43gDHWSwiK0Rkxa5dmZclN6NrXlMDz7+1l+37Ojh8bFWf1xsqy7p6UMtf34kqnHPsxGGdS0T470sW8I3zjmXj7jbOvPExHnl1R499ovEE4aCN4DOm1HgdxTdkqnq2l/1E5BfA/QMcZwmwBKClpSV3ixCVsPlNDdz74naAfntQbx9w7tF+5NUdTK6v4JjJdcM+X0U4yOUnT+e1d1u547kt/Osf1tBYXcb8qQ0EAsK+9ljX6EFjTOnwpW4iIpPTnv4dsMaPOExmpx4xrutxpgRVVxnmQHuMzliCJ9fv5szZExAZeQ/nm393HLdc0cLbBzq54Oa/8bsVW9nXFmX7vg6aGvv25Iwxxc2vwv53ROQVEXkZZ/LZr/oUh8lg5vgafnXVIs6cPYGjJ/XtGTW4gySe3biH9miCs48eXnkvkzNmTeBLZx4BwD/f+woLvvFXtu/vYGpj5aidwxhTGLJW4huIql7ux3mNd2fMmsAZsyZkfK2hMkw8qdy3ajuV7mq8oyUQEP7vB2ahCj9evqFr+xRLUMaUHBsaZYZs4TRn0OUfX3qbM4+eQEU4OMg7hu7Tp0zjw8d1V4KnWonPmJJjCcoM2cJpjUx3R/ddemJzVs4xobaCn1x6fNdzK/EZU3p8KfGZwiYiXHPmkSxbt4OTZ4xeeW8gk+stQRlTaixBmWG5cOFULlw4Nevn+d3ik3h24167UdeYEmQJyuS1E2eM5cQc9dKMMfnFvpYaY4zJS5agjDHG5CVRLZzZg0RkF7C5n5fHAbtzGM5oKLSYLd6epqnq+Cwe35iSVlAJaiAiskJVW/yOYygKLWaL1xiTS1biM8YYk5csQRljjMlLxZSglvgdwDAUWswWrzEmZ4rmGpQxxpjiUkw9KGOMMUXEEpQxxpi8VHAJSkTOFZHXRWSDiHw9w+vlIvI79/XnRGR67qPsEc9g8X5NRNaJyMsi8oiITPMjzrR4Bow3bb+Pi4iKiO/DuL3ELCIXuZ/zWhG5M9cxGmOGrqASlIgEgZ8AHwSOAS4RkWN67fYZYJ+qHgH8APh2bqPs5jHeVUCLqs4F7gG+k9sou3mMFxGpBb4MPJfbCPvyErOIHAn8M3Cqqh4LfCXngRpjhqygEhRwArBBVTeqahS4Cziv1z7nAbe5j+8BzhIRyWGM6QaNV1WXq2q7+/RZIPtThPfPy+cL8A2cxN+Zy+D64SXmq4GfqOo+AFXdmeMYjTHDUGgJagqwNe35Nndbxn1UNQ4cAPyaDttLvOk+AzyY1YgGNmi8InI80KSqf85lYAPw8hkfBRwlIk+LyLMicm7OojPGDJstt5EnROQyoAV4n9+x9EdEAsD3gSt9DmWoQsCRwOk4PdQnROQ4Vd3va1TGmAEVWg9qO9CU9nyquy3jPiISAuqBPTmJri8v8SIiZwPXAR9T1UiOYstksHhrgTnAYyKyCTgJWOrzQAkvn/E2YKmqxlT1LeANnIRljMljhZagXgCOFJHDRaQMuBhY2mufpcAV7uMLgUfVv7uRB41XRBYAP8dJTn5fGxkwXlU9oKrjVHW6qk7HuWb2MVVd4U+4gLffiT/g9J4QkXE4Jb+NuQzSGDN0BZWg3GtK1wAPA68Cd6vqWhH5dxH5mLvbLcBYEdkAfA3od6h0tnmM97tADfB7EXlJRHr/cc0Zj/HmFY8xPwzsEZF1wHLgWlX1q1dtjPHIpjoyxhiTlwqqB2WMMaZ0WIIyxhiTlyxBGWOMyUuWoIwxxuQlS1DGGGPykiWoIiEiDSLyBffxYSJyj98xGWPMSNgw8yLhLityv6rO8TkUY4wZFTYXX/H4FjBTRF4C1gNHq+ocEbkSOB+oxpne50agDLgciAAfUtW9IjITZ9mK8UA7cLWqvpb7f4YxxjisxFc8vg68qarzgWt7vTYHuABYBHwTaFfVBcAzwKfdfZYAX1LVhcA/AjfnJGpjjOmH9aBKw3JVbQVaReQA8Cd3+yvAXBGpAU7BmW4p9Z7y3IdpjDHdLEGVhvQZ0pNpz5M4vwMBYL/b+zLGmLxgJb7i0YqzHMaQqepB4C0R+QSAOOaNZnDGGDNUlqCKhDs799MisgZnhvShuhT4jIisBtaSeal3Y4zJGRtmbowxJi9ZD8oYY0xesgRljDEmL1mCMsYYk5csQRljjMlLlqCMMcbkJUtQxhhj8pIlKGOMMXnp/wHXnVOhDwVtlwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deZxcZZXw8d+prbd0pzvpbGQnCYQQwpIQkE0UUHBQFAFFEUEHdBRfXmdkXn3Rj34cF2Z0dFwYNSOC8qKoDCgyIAokLApIwhKWhGyQkJCkO+n0vtR23j/urU51d3X37aXq1q0+38+nP1TdunXrpOinz32ee+7ziKpijDHGFJuQ3wEYY4wxuViCMsYYU5QsQRljjClKlqCMMcYUJUtQxhhjipIlKGOMMUXJEpQxxpiiZAmqhInIH0Xkqzm2XyQi+0TkPBFZKyItIvK6DyEaU7RE5HURObfftpiI3OW+piJytk/hTQiWoErbz4ErRET6bf8IcAfQAvwMuKHQgRkTYE8AVwD7/A6k1FmCKm2/A6YCZ2Y2iEgdcCHwC1X9m6reDuzwKT5jAkVV46r6H6r6BJDyO55SZwmqhKlqF/Ab4MqszZcBm1X1BX+iMsYYbwKXoETkZyLSICIvjcOxThCRJ0XkZRHZKCIfyHrtFhF5wd1+l4hMGuvn+eTnwCUiUu4+v9LdZiYQazcmiAKXoIDbgPPH6VidwJWqeqx7zP8QkVr3tc+q6vGqugLYBVw3Tp9ZUO5QxAHgvSKyCFgN/NLfqIwPbsPajQmYwCUoVX0MaMreJiKL3Iq1DSLyuIgs9XisLaq61X38JtAATHOft7rHFqACCPK077/A6TldATyoqvt9jscUmLUbE0SBS1CDWAN8RlVXAp8D/nOkBxCR1UAM2J617VacSp2lwA/GJ1Rf/AI4F7iGrOE9EQm5Q39R56mUi0jMpxhN4Vm7GV7UbReZn4iIlGUNmcfc7f0rZc04kCCuByUiC4D7VHW5O8bdCLyatUuZqh4jIhcDA+4DAvao6juzjjcLWAd8VFWf6vdZYZxG9oyq3jqu/5ACEpF1wPHATFXtcbedDaztt+ujqnp2QYMzBWHtZmTcewPn99v8dZyRiP7bF6rq6wUIa0IphQRVA7yqqrNGeawanEb2DVW9a5B9zgL+WVUvHF3ExvjP2o0JmsAP8blj3q+JyKXgjFOJyPFe3usOZ92Dc0/QXVnbRUQWZx4D7wE2j3vwxvjE2o0JgsD1oETkV8DZQD2wH/gy8AjwI2AWzvWUO1U11xBF/2NdAdwKvJy1+SpgI/A4UAMI8ALwD5kLwMYEjbUbE0SBS1DGGGMmhsAP8RljjClNEb8DGIn6+npdsGCB32EYk9OGDRsOqOo0v+Poz9qNKXaDtZ1AJagFCxawfv16v8MwJicR2el3DLlYuzHFbrC2Y0N8xhhjipIlKOPZc7sO8ZdtB/wOw5jAae6M89v1b/gdRuAEaojP+OuynzxJIqU8/X/PYUZN+fBvMMYA8LHbnuHZXc2cvrieI2or/A4nMKwHZTyLhJxflx+t2z7MnsaYbM/uagagM570OZJg8S1BichcEVkrIq+468pc71csxpuqsjAAOw92+BzJxDaeazuZ/Euk0r2P27otQY2Enz2oJPBPqroMOBX4tIgs8zEeM4R0WmnqiAPQlbCVrn12G+O3tpPJs1fePDyRRkePtZ2R8C1BqepeVX3WfdwGbAJm+xWPGVpzV4K0O+lIVyI99M4mr3Kt7WSK166mzt7H7T3WgxqJorgG5c6yfCLwdI7XrhWR9SKyvrGxsdChGVdTR0/v4+64nQUWO2s3xaOlK9H72BLUyPieoNx1af4b+N+5JpVU1TWqukpVV02bVnQ36U8YB9qd4b0ZNWU2xBcA1m6KR3aC6rAENSK+JigRieIkpztU9W4/YzFDy1x/ml1bYQnKmBFo6UqQWW/XelAj42cVnwC3AJtU9Tt+xWG8OdjuDPHNqauky4b4jPGsuTPO9OoyIiGxBDVCfvagTgc+ArxdRJ53f97lYzxmCAfdHtSs2nK6EilsmRb/uGs7PQkcLSK7ReTjfsdkBtfSlaC2Isak8ogN8Y2QbzNJqOoTOIuamQA42B5nckWUmvIoqbSSSCmxiP3v84OqXu53DMa75s4EkyuitPckabf7oEbE9yIJEwyHOuNMrYpRHnVu1rXrUMZ409KVYHJllOryiA3xjZAlKONJppFVuAmq2xKUMZ60dDk9qKqyCB021dGIWIIynjR3JqitiFIZc3tQVihhjCfONSgnQdkQ38hYgjKeHOqMU1vp/xDfgy/v4/sPb/Xls40ZqXgyTWc8xeSKKNVlNsQ3UrbchvGkxb3QWxHzL0ElU2m++odX2NPcxbuOm8Xi6ZMKHoMxI5G5Sbe2MkpVWdgS1AhZD8oMK5FK09aTpK4y1nsNqtBDfE/vOMjKrz3EnuYuAG5/8vWCfr4xo9HS5dyeUZO5BmWTxY6Ipx6UiKwCbgTmu+8RQFV1RR5jM0WiNesssNAJSlV5fOsBvnD3i4QE3r50Ol3xFM/vbinI5+eTtavSl+lBTa6IMsktklBVROwWDS+8DvHdAdwAvAjYVNYTTHN2goo5ne5CDPGl0soPHtnKfzy0lcpYmP/396dw0rw6PnH7eg51xvP++QVg7arENXdm2k6MWDiEKiTTSjRsCcoLrwmqUVXvzWskpmg1u8lgckW0YEUSOw92cMUtT/NGUxcXnXAE33jfcVSVOb+uZZFwqZS5W7sqcdk9qFjEObmLJ9NEw3Z1xQuvCerLIvJT4GGgd90Fm+B1Ysg+C8z3fVDJVJpvPrCZXz69i/JoiO9ffiLvWj6TSFaDLo+G6C6NNamsXZW43iKJfgmqqqzwsexv7ea+jXv56Fvm92lPxcxrgroaWApEOTwUoYA1pAkgk6DqKqNUxpxfmXxcg7pv45t8989b2N7YwcUnzebTb1vMomkDK/XKo2F6kiXRg7J2VeIybaemItrba4qnCntypao88NI+PnXHswCcsnAKy2dPLmgMo+U1QZ2sqkfnNRJTtHqvQVXEKIuM/zWop3Yc5N//9CrPvH6IZbNq+OGHTuTCFUcMun95NFwqPShrVyWupStBdXmEcEj69KAKZX9rN1/63Uv86ZX9vduCNGGt1wT1VxFZpqqv5DUaU5SaO+OEBKrLI4RCQnk0NOYE1Z1Ise7VBn64dhsv7WllTl0FX7hgKR87Y+Gw4/NlkRDdyVQpVENZuypxmWmOgN6Tu0L0oJKpNL965g3+7Y+biSfTfP6CpZw0r47LfvJkoObR9JqgTgWeF5HXcMbKrRx2AjnQ3sOUqjJCIScZlEfDoxriS6eVJ3cc5OFNDdy14Q1au5MsrK/ii393DB86ZV7v8OFwyqNhVJ2GXhYJjziOImLtqsS1dCWorXQSVCyc/x6UqrLu1Ua+cf8mtja0c+qRU/jmxStYWF/Fpr3OguVBmqbMa4I6P69RmKLW2BanflKs93ksHCLh8Szw9QMdrHu1gXVbGnnmtSY64ilikRBvO3oaHzx5Hqcvru8d+vAqcybakwx8grJ2VeKaO+O9Pah8D/Ft2HmI7/55C09sO8CCqZX8+IqTeOexM3tHGSoCuBLBsAlKRMLAg6q6tADxmCJ0oL2HadWHy45ikRA9wzSytZsb+OYDm9iyvx2AI+uruPikOaxeOIXzls3oLVcfjbKsSsKa8uioj+Mna1cTQ0tXglmTK4CsBDWOQ3zptPLo1kZ+vG47T7/WRF1llC+/exkfPmX+gBO/zETPnaXUg1LVlIi8KiLzVHVXIYIyxaWxrYeF9VW9z2OR0JBngWse28437t/M4umT+Mq7l3H20dNZkPX+sSrP9KACXChh7WpiaOlKUFMx/kN8+1u7ufvZPfzqb7vY1dTJrMnlfOnCZVy+eu6gQ+XlAVyJwOsQXx3wsoj8DejIbFTV9+QlKlM0VJUD7T0DhvgGa2Qv7m7hmw9s5l3HzeS7HzghL0Nw5aWzJpW1qxKmqn2vQY1hiC+ZSvP8G82se7WRta828PKbzvWkU4+cwj+94yguWD5r2KHyylIc4nN9Ka9RmKLV3pOkJ5mmftLhIb6ySGjQYYqb/riJqVVl3PT+FXm7PpRJUMMNMwaAtasS1hlPkUhp7zWoTHWq19/bpo44615tYO2rjTy2pZGWrgThkLByfh3/fP7RvPPYmTnvExxMJBwiFg6V1hAfgKo+KiIzgJPdTX9T1Yb8hWWKxYF2Z5qj7AQVHaQHtb+1m79uP8j15yzJ67WhTJFE0HtQ1q5KW1OH03bqKkdWZr5pbys/WredB17aSyKl1E8q47xlM3jb0dM5Y0l9b8IbDWcWluC0G6+zmV8GfAtYh1MK+wMRuUFV78pjbKYIHGh3ZuCp71ckkauK7/4X96IKF66YldeYDg/xBbsHZe2qtDW0OW1nenU5cHiILzFED+r3z+/hht9upCwa4opT5/O+E2ez/IjJvbd4jFVlLEJngJad9zrEdyPOXe8NACIyDXgIsIZU4g64jazPNahIKOfd6I9taWTRtCoWT6/Oa0zl0dLoQWHtqqQ1um0nUwE7XBXfC280c8NvN3LCvFp+fMVKplTFcu43FhWxMF0BOrHzegNKqN/Qw8ERvNcE2P7WboC+Zebh3GXmr+xt5fg5tXmPKXNtqwSuQVm7KmGNbU7bmZ5JUMNU8d30wGYmV0ZZ85H8JCdw7oXqKsEe1B9F5EHgV+7zDwD35yckU0x2NXVREQ0zbVLfIb7+Z4EH2nvY39rDsiNq8h5TCfWgrF2VsMa2HkICUyf160HlSFDP7TrEkzsO8sW/O4bayvwkJ3DuhSqZIgkRKVPVHlW9QUQuBs5wX1qjqvfkPzzjt11NHcybUtlnzrtc90FlplFZNqsQCcq9BhXQGc2tXU0MDW09TJ1URti9fjTUEN8DL+0jFg7xwdXz8hpTRSxMewlNFvskcJKI3K6qH8GWAZhwdh7sHHCTba77oDIJ6phCJKhI4IskrF1NAA1tPX1HHoYoM39sSyOrFtQxqczroNboVETDvdfGgmC4byMmIh8CTnPP9PqwhdVKWzqt7Grq5K1HTeuzPVcV347GDuonxajL09h5trJopqEHsweFtasJobGth+k1hxOUiBANy4CTu/2t3Wze18bnL8j/rFdOkURw2s1wCeqTwIeBWuDd/V6zhdVKXENbDz3JNPOnVvbZnqsHta+1m5mTywsS1+H7oALbg7J2NQE0tHWzdGbfitZcbee5XYcAOPXIqXmPqaSuQanqE8ATIrJeVW8Z7w8XkfOB7wFh4KeqetN4f4YZvZ0Hndl35k3tN8SXo0hiX0s3c+r6JrJ8ERHKIiF6AnQmmC3f7cr4L5FKc6A9zoyavidtuUYftroTKi+Z7n1WiNGqiEboDlCC8lrSeqeIfFFE1gCIyBIRuXAsH+zO5nwzcAGwDLhcRJaN5liqSiKV7vOT7PeTSmufn3S/H9W+PwZe3NMCMPAsMBIikXK+twynB1VGoZRFQvzksR386eV9PL7VmQbmtQMddCdSNLb10N6TpKMnSUtXgkQqTUtXglRaae9Jkkyl6U6k6EmmSLiPU2mlM+68pyvuvJb5PUmltff3KPvfPA5G3a5E5Hx3stltIvL58QzKjN2upk5Sae0zyTLkLjDa1tjO7NoKqvJ8/QmgIhaiM5EKzN84r9/Iz4ANwGnu8z3Ab4H7xvDZq4FtqroDQETuBC4CRry66I4DHZzz74+OIZSR67+Qa//7vPuv9Drw9f7vH/qAI3m/iHPf0py6ChZMrWL1wimcsnDqiIfgNuw8xJy6ipxngeBUI5WHwnQnUjR3Hl5WoBBau51KpGtv3wBANCwkUtr730zlVCqthATS6nwvmvXf0bj1qpN529Lp4/JvYJTtKuvk7jxgN/CMiNxrK/MWj+0NTq9oUb9eUa7Rh63721kyI/+9J3BmkkilNTCLfXpNUItU9QMicjmAqnbK2Nfang28kfV8N3BK/51E5FrgWoB583KXYE6pjPG5dxzV+7z/H5/+f4sGvq7DvD70Acb7+MO9f5inpNLK/tZudh/q4t7n3+SOp53VHJbOrOZ9J87m/Svn9JlbLxdVZf3OQ5y+aOC4eO8Nh6k05dEw+1qcGxL7J7JCmF1bwbnHTGdfazcr5tSyv7Wb6dVldCfShMRZO6q9J8nkiiitXQmqy6N0xZPEIiHSCmlVou4CjGWRcG8yS6uSTB3+ZkWck4TxXDaE0bercTu5+/Qvn+XZnYf6bMsVgJewBpw05XhL/xOx3PsM/9k5oxnmpC7XsfrvU1UWYe6USubWVXD83FpOPXLqqOa+297oDI8vmjZ0BWwqrWxvbOf0xfm//gSHFy08/aZHCIeE0Jj/jHtz2qJ6/v2y40f8Pq8JKi4iFbh/C0VkEc4S1XmnqmuANQCrVq3Ked5bVxXjurcvKUQ4gZNKK5v2tvLk9oPc/9JevvnAZr770BYuXz2Pa886ctBez+sHO2ls62Hl/LoBr/WfU2yvm6BmFahIAmDFnMlUxsLcee1bCvaZeTDadjXsyZ2XEzuAFbMnUxU7fCadq2c53AmUs89wZ3W5jjNwJ2+fNfLj5No4IGagtSvJxt3NPPDiXpJu7/uEubW8f+UcLjphtucy8G0N7cyoKaO636TJsUi4T5n5m81d9CTTI5qVfCwuOG4mu5o66Uk6w9Vp1ZwnCeNt6czR3X7iNUF9BfgjMFdE7gBOB64a1ScetgeYm/V8jrvNjKNwSFg+ezLLZ0/mmrOOZFtDGz9+dAe3P7mTO57axUfeMp/PvH3xgLvX73xmFyGBc46ZMeCY2T0oODwdUiF7UL//9OkF+6w8+grj364Abyd2AJ9466Lx+LiSE0866y89sbWRP72ynxvveYmbHtjMJ846kqtPXzjs9aLtje05k07/Ib7Myd3susIMj8+aXMFX3nNsQT5rPHhdbuNPIrIBOBWnV3y9qh4Y42c/AywRkYU4iemDwIfGeEwzjMXTq/n2pcdz/TlL+OEj27j1L6/x2/Vv8Jm3L+HK0+ZTFnFu5Pv1M2/wjmUzOaJ2YMPpP2XL4QRVuCKJsY8w+28M7cpO7vIsFgmxeuEUVi+cwmfPO4pndzXzo3Xb+faftnD7Uzv52nuP47xlA0/ewFmxdtPeVq44df6A18rCIeJZ9+81tPk3PB4EXpfb+APwS+BeVe0Ybn8vVDUpItcBD+KUmf9MVV8ej2Ob4c2dUsm/XrKCj52xkG8+sImv37+JNY/v4Kwl09iws4meRJrr3r4453v7J6jmrgSRkOT9LvhSM4Z2ZSd3BSTiLBL404+uYsPOJm685yWu+cV63nfibP7lvcsH/N7/dfsBepJpzj562oBjRSPSZ8n1/a2ZJTkKd3IXJF7LzL8NnAm8IiJ3icglIjLmlK+q96vqUaq6SFW/PtbjmZE7emY1t129mjv+/hROmFvL41sbmVwR5ZaPrmL57Mk539N/ypaWrgSTK6Il0aspsFG1K1VNApmTu03Ab+zkrjBWzp/CvdedwfXnLOH3z+/h777/OBt3N/fZ55HNDVTGwqxeOGXA+2Nh5xaNjIbWbmKR0JgWISxlnlfUBR51y1vfDlyDUyKb/4nXTEGcvrie0xfXe9o32m/Sy0yCMiMzlnalqvdjM5/7IhYJ8dnzjuKMJfVc/6vneP+P/srn3nE0Hz9jIXtburn72T2ct2xGzjLu/vdBNbT1MKOmzE7uBuF5TMatNno3zpIAJwE/z1dQpriVhftW8bV2JaixBDUq1q6C6+QFU3jg+rP4/N0b+eYDm7ntr6/3Vv79n0Hm1YtFwn2KJJzbIuz602C8XoP6Dc69F38Efgg8qqqBnQjNjE3/ZQNauhLU5XENm1Jl7Sr4JldG+c8Pn8RDmxq4+9ndpNLKJ966iNk5iovAXewzkX0NqpujZ+Z3Beog89qDugW4XFWDM4mTyZv+RRItXQkWTB3XG1gnCmtXJUBEOG/ZjEGr+rKVR/uuRt3Q1sOZSwYWUxiH12tQD4rIcneuvPKs7b/IW2SmaOVKUHYNauSsXU085dFw70rQ3YkUbd1JplkF36C8DvF9GTgbZ1LX+3EmeH0CsIY0AWXfqJtOK62WoEbF2tXEUx4N0eVO1trUEQdgagHWUAsqr2XmlwDnAPtU9WrgeCB3DbIpedGsMvP2eJK0YglqdKxdTTAV0TBphURKOdTpJKj+s7iYw7wmqG734m1SRGqABvreyW4mkMyCgYlUmpbOBGAJapSsXU0w5e5krd1JZwUAgNpKazuD8Vok8YyI1AL/hbM8QDvwZN6iMkUt+xpUS5fTyKzMfFSsXU0wZZkEFU/19qCsAnZwXhNUDXApsA6nJLZGVTfmKyhT3LITVGuX9aDGwNrVBJNZ7qI7keaQ24Oqsx7UoEZSZn4m8ANgEfCciDymqt/LW2SmaGXukO9KpHp7UJagRsXa1QRTHnVO7rqTKZo77BrUcLyWma8VkceAk4G3AZ8EjgWsIU1A4ZBQEQ3TGc9KUHYWOGLWriae8kimB5WiuStBVSzcOyJhBvJaZv4wUIUzPv44cLKqNuQzMFPcqsrCdPQkrQc1BtauJp4Kd3HILvcalPWehuY1dW8E4sByYAWw3J1DzExQlbFIbw8qHJI+q7Iaz6xdTTCHh/jSNHcmqKuyE7uheB3i+yyAiFTjrPh5KzATsFugJ6iqskhvD8qW2hgda1cTT1nWEN+hzrhV8A3D6xDfdTgXc1cCr+MsCfB4/sIyxa4qFqYjniTWZWvZjJa1q4knM8TXnXDugxpsUlnj8FrFVw58B9jgLpZmJrjKsgitXQlCYkttjIG1qwmm90Zd60F54nWI79v5DsQES1UszL6WLlSVydbIRsXa1cRT7lbsZa7f2j1QQ7P6RjMqlbEIHT0pm8ncmBHI9KD2t/agavdADcfzirrGZKsqC9MZd0alJlfYr5ExXmQS1L6WLgCr4huG/WUxo5LpQaVUrQdljEfhkBALh9jb0g1YD2o4lqDMqEwqC/cu+W4JyhjvyqKHE5QVSQzNrkGZUamMHT63sQRljHcV0TD7ehOUtZ2hWIIyo1JVdnjmCEtQxnhXHj08+lBbYT2ooViCMqOS3YOaUmUTHxjjVWa6o5BAdbldZRmKJSgzKtk9qGNmVfsYiTHBklkTqrYyRihkU4QNxRKUGZXsHlR1uQ3xGeNVWW+CsnYzHF8SlIh8S0Q2i8hGEbnHXfbaBMikskif/xpjvJnjzr+XcK9DmcH51YP6M7BcVVcAW4Av+BSHGaVI2BmaeMuiqT5HYkyw/K9zlgDOsu9maL6c/qrqn7KePgVc4kccZvSOnlHNv77/OP5uxRF+h2JMoCyor+K2q0+mfpIVFw2nGMZnPgb82u8gzMiICB84eZ7fYRgTSGcfPd3vEAIhbwlKRB7CWXytvxtV9ffuPjcCSeCOIY5zLXAtwLx59gfRGGMmirwlKFU9d6jXReQq4ELgHFXVIY6zBlgDsGrVqkH3M8YYU1pkiNyQvw8VOR9noba3qmrjCN7XCOwcYpd64MAYwyu0IMYMwYw73zHPV9VpeTz+qJRou4Fgxh3EmMGntuNXgtoGlAEH3U1Pqeonx+G461V11ViPU0hBjBmCGXcQYy6EoH4vQYw7iDGDf3H7VcW32I/PNcYYExw2k4QxxpiiVGoJao3fAYxCEGOGYMYdxJgLIajfSxDjDmLM4FPcvlyDMsYYY4ZTaj0oY4wxJSJwCUpEzheRV0Vkm4h8PsfrZSLya/f1p0VkQeGjHMhD3P8oIq+4E+g+LCLz/YizX0xDxpy13/tFREWkKKqTvMQtIpe53/fLIvLLQsfohyC2nSC2Gwhm2ynKdqOqgfkBwsB24EggBrwALOu3z6eAH7uPPwj8OiBxvw2odB//g99xe4nZ3a8aeAxnTsVVAfmulwDPAXXu8+l+x10k30tRtZ0gthuvcbv7FU3bKdZ2E7Qe1Gpgm6ruUNU4cCdwUb99LgJ+7j6+CzhHRPxeFWzYuFV1rap2uk+fAuYUOMb+vHzXAP8C/CvQXcjghuAl7muAm1X1EICqNhQ4Rj8Ese0Esd1AMNtOUbaboCWo2cAbWc93u9ty7qOqSaAF8HtNCC9xZ/s48EBeIxresDGLyEnAXFX9n0IGNgwv3/VRwFEi8hcRecqd2aTUBbHtBLHdQDDbTlG2m2KYzdxkEZErgFXAW/2OZSgiEsKZruoqn0MZjQjOcMXZOGfcj4nIcara7GtUZtSC0m4g0G2n4O0maD2oPcDcrOdz3G059xGRCDCZw1Mq+cVL3IjIucCNwHtUtadAsQ1muJirgeXAOhF5HTgVuLcILvZ6+a53A/eqakJVX8NZNHNJgeLzSxDbThDbDQSz7RRnu/HzwtwoLuRFgB3AQg5fyDu23z6fpu+F3t8EJO4TcS5SLvE7Xq8x99t/HcVRJOHluz4f+Ln7uB5naGOq37EXwfdSVG0niO3Ga9z99ve97RRru/H9f+Yovsh34WTu7ThrSwF8FefsCaAc+C2wDfgbcKTfMXuM+yFgP/C8+3Nvscfcb1/fG9kIvmvBGWJ5BXgR+KDfMRfJ91J0bSeI7cZL3P32LYq2U4ztxmaSMMYYU5SCdg3KGGPMBGEJyhhjTFGyBGWMMaYoWYIyxhhTlCxBGWOMKUqWoEqMiNSKyKfcx0eIyF1+x2RMsbN2U5yszLzEuEsk3Keqy30OxZjAsHZTnGwuvtJzE7BIRJ4HtgLHqOpyEbkKeC9QhTM9ybdx7hj/CNADvEtVm0RkEXAzMA3oBK5R1c2F/2cYU1DWboqQDfGVns8D21X1BOCGfq8tBy4GTga+DnSq6onAk8CV7j5rgM+o6krgc8B/FiRqY/xl7aYIWQ9qYlmrqm1Am4i0AH9wt78IrBCRScBpwG+zlgEqK3yYxhQVazc+sQQ1sWTP9JzOep7G+V0IAc3uWaQxxmHtxic2xFd62nCm8x8xVW0FXhORSwHEcfx4BmdMkbJ2U4QsQZUYVT0I/EVEXgK+NYpDfBj4uIi8ALxM7qWqjSkp1m6Kk5WZG2OMKUrWgzLGGFOULEEZY4wpSpagjDHGFCVLUMYYY4qSJShjjDFFyRKUMQx+9asAABXDSURBVMaYomQJqsSJyOsicm6/bVeJyBPu4+tEZL2I9IjIbb4EaYwxOdhUR+ZN4GvAO4EKn2MxxphelqAmOFW9G0BEVgFzfA7HGGN62RCfMcaYohS4BCUiPxORBnfOrLEe6wQReVJEXhaRjSLygazXbhGRF9ztd7lT6gfV70SkOfODrVVjjAmAwCUo4Dbg/HE6Vidwpaoe6x7zP0Sk1n3ts6p6vKquAHYB143TZ/rhvapam/kBPuV3QMYYM5zAJShVfQxoyt4mIotE5I8iskFEHheRpR6PtUVVt7qP3wQacJZszkyhjzgrkFUANquuMcYUUOAS1CDGvNyyiKwGYsD2rG23AvuApcAPxifU4iIiEREpB8JAWETKRcSKZ4wxvgt8guq33PLzwE+AWe5rF4vISzl+Hux3jFnA7cDVqprObFfVq4EjgE3AByhNXwS6gM8DV7iPv+hrRMYYQ0DXgxKRBcB9qrpcRGqAV1V11iiPVQOsA76hqncNss9ZwD+r6oWji9gYY8xIBb4HNZbllkUkBtwD/CI7ObnHWJx5DLwH2DzuwRtjjBlU4HpQIvIr4GygHtgPfBl4BPgRztBeFLhTVb/q4VhXALfiLNGccRWwEXgcqAEEeAH4h0zhhDHGmPwLXIIyxhgzMQR+iM8YY0xpsgRljDGmKAXqfpf6+npdsGCB32EYk9OGDRsOqOo0v+MwplQEKkEtWLCA9evX+x2GMTmJyE6/YzCmlPg6xDeeE7+awmps6+GNpk6/wzDGlDC/r0HdxvhN/GoK6IqfPs2Z/7aW7kTK71CMMSXK1wSVa+JXEwxbG9oA+N1ze3yOxBhTqvzuQQ1LRK4VkfUisr6xsdHvcIzr+LnOqiT3v7TP50iMMaWq6BOUqq5R1VWqumraNCuQKhZdcWdo70Bbj8+RGGNKVdEnKFOcOt0Edagz7nMkxphSZQnKjEpnPAnAwY44Nl2WMSYf/C4z/xXwJHC0iOwWkY/7GY/xrqPH6UHFk2k64lbJZ4wZf77eqKuql/v5+WZ00mmlK5Fidm0Fe5q7aGqPM6ksUPd8G2MCwIb4zIh1ufc+za6rAKDJrkMZY/LAEpQZsUyBxNy6SgCaOqySzxgz/ixBmRHLFEjMneL0oA62Ww/KGDP+LEGZEcsUSMxxe1BWam6MyQdLUGbEuhJOD2padRmxcIiDHZagjDHjzxKUGbFMD6oqFmZKVYwmG+IzxuSBJSgzYpkiicpYxElQ1oMyxuSBJSgzYpkiiaqyMFMnxazM3BiTF5agzIhlZo6oiIWpq7QelDEmPzzd/i8iq4AbgfnuewRQVV2Rx9hMkerK9KAyQ3x2DcoYkwde56e5A7gBeBFI5y8cEwSZIomKaJipVTHaepL0JFOURcI+R2aMKSVeE1Sjqt6b10hMYHQlUlREw4RCwpRJMQCaOxPMqLEEZYwZP14T1JdF5KfAw0DvvDaqendeojJFrTuRojzqXL6cUukkqIPtcWbUlPsZljGmxHhNUFcDS4Eoh4f4FLAENQHFk2liETdBVTkJygoljDHjzWuCOllVj85rJCYwshPUVHeI76BNGGuMGWdey8z/KiLL8hqJCYx4Kk007Pzq1LlDfIesB2WMGWdee1CnAs+LyGs416CszHwCiyfTxNwEVVsZIxwSGtutB2WMGV9eE9T5eY3CFIXuRIofPrKNR7c08pZFU/nCBUsRkQH7xVNpytwhvnBImFlTzt7m7kKHa4wpccMmKBEJAw+q6tICxGN80tad4OO3redvrzdx3OzJrHlsB7NrK/joaQsG7JvIGuIDmF1bwe7mrgJGa4yZCIa9BqWqKeBVEZlXgHiMDw51xPnQfz3Ns7sO8YPLT+Te607n9MVTuXntNlR1wP7ZRRIAR9SW86YlKGPMOPNaJFEHvCwiD4vIvZmffAZmCuNgew+X/9dTvLq/jTVXruTdxx+BiHDRCbNpaOvh1f1tA94zMEFVsK+lm1R6YDIzxpjR8noN6kt5jcL4orGthw//9Cl2Huzkp1eu4qyjpvW+duaSegAe29LI0pk1fd4XT2mfIb4jaitIppXGth5mTrabdY0x48NTD0pVHwU2A9XuzyZ3mwmoLfvbuPTHf+WNpi5uverkPskJYNbkChZNq+KpHU0D3htPpvr0oGbXVQCwx4b5jDHjyFOCEpHLgL8BlwKXAU+LyCX5DMzkh6py97O7ed/Nf6G9J8X/+/vVnLa4Pue+R8+s5vUDHQO2x1OHy8zBKZIA2H2oMz9BG2MmJK9DfDfizCbRACAi04CHgLvG8uEicj7wPSAM/FRVbxrL8czQXn6zhZse2MzjWw+wcn4dN3/opCGH5OZPreLPr+wnmUoTyUpIiaT2SVDzplQSEtjW0J7X+DN2Huxg87423nnszIJ8njHGH14TVCiTnFwHGeNih275+s3AecBu4BkRuVdVXxnLcU1fHT1JHtncwH8/u5t1rzZSXRbhXy46lg+dMp9waOA9TtnmT6kkkVL2tnQzd0pl7/Z4qm+RRHk0zJHTJrFpb2ve/h3Zrr71GXYc6GDDF8+lrjJGaJh/hzEmmLwmqD+KyIPAr9znHwDuH+Nnrwa2qeoOABG5E7gIGHGCautO8OiWRgCyq6Kza8pylUv33Vdzb89xvOxj9TnqMMfrG4+Hz84R7KDHyHrSlUjzxqFOXnmzlZf2tJBMK9Ory/in847iytMWMLkiihfzp1YBsPNgZ98Elex7HxTAMbNqeHbnIU/HHau2HmfBxJVfe4jVC6cwvbqME+bWsvNgJyvn17G3pZsjasvpjKcIh4SKaJjW7gT1k8po6ohTVxmjvSdJeTSEKiTTacojYbqTKcojYeKpNOXRMKrO96o433ValVMWTmG6zdpuTEEMmaBEpExVe1T1BhG5GDjDfWmNqt4zxs+eDbyR9Xw3cEqOGK4FrgWYNy/3rVgNbT1c98vnxhhOaamrjLJ4+iSuOetI3nrUNE5eMGXYHlN/86c6Sen1gx2cseTwdar+PSiAZbNq+MMLb9LSmWBypbcEOFoLplbS2OZMrfS315wijvs27gXg9qd25vWzb73qZEtQxhTIcD2oJ4GTROR2Vf0IPiyvoaprgDUAq1atynmjzZy6Cv782bN6n/ednUdybpfebZJjz/775j5Gzn2HOd5gxxok5Jz79z3uwM+LRUJUlXntHA9uZk05sUiInQcPF0qo6oD7oACOmVUNwEtvtnD6IEUX46XdXdEX4O/PWMiSGZNo7UqyckEd2xvaOW7OZJra49S4PcWeZIrayhhNHXGmTSrjUGec6vIo8WQaEYiGhZ6k02vqSTj/tu5EChEIiRz+L05JvTGmMIb7KxYTkQ8Bp7k9qD7GuGDhHmBu1vM57rYRK4uEWTKjegyhmFxCIWHW5HL2tx6eCDaRcs4RYuG+mXrVginEwiEe2dyQ9wR1qCPOW4+axpffvYwjp03q89pJ8+oGfd8it5J+AVX5DM8YM06GK3T4JHAmUAu8u9/PhWP87GeAJSKyUERiwAcBm52iyEypivVZjDCRctar7N+DmlQW4fTFU/nTK/tyXu8bL6pKU2ecpbOqByQnY0xpGbIHpapPAE+IyHpVvWU8P1hVkyJyHfAgTpn5z1T15fH8DDN2U6ti7MmaqTyedBNUeOC5zTuOncnau1/k2V3NrJw/eE9mLDrjKeLJdO9S88aY0uW1VPxOEfmiiKwBEJElIjLWHhSqer+qHqWqi1T162M9nhl/Tg/q8BBf3O1BRSMDf3XeffwR1FZGuXnttrzFk+nN1VVZgjKm1HlNUD8D4sBp7vM9wNfyEpEpKlOqnNLszLDdUD2oSWURrjnzSB7Z3MAvn96Vl3gOdToJynpQxpQ+rwlqkar+G5AAUNVO+hWemdI0tSpGIqW99x7FB7kGlfGJs47kbUdP48bfvch3/ryFlq7EuMZjPShjJg6vtchxEanAvU9URBbhLP1uStwUNxE0tcepcUuzIXcPCiASDvGjK1byf/57I99/eCu3PL6D0xbXc9aSepbOquGEubUDbvIdid4elCUoY0qe1wT1FeCPwFwRuQM4HbgqTzGZIjJlkpMIDnbEWVBfNWgVX7byaJjvffBErjnzSH7+19d55vUm/vzKfgCqyyPMravk3GUzWDqzmnOPmTHksfo72G4JypiJwlOCUtU/icgG4FScob3rVfVAXiMzRWFqpgflDq1lelBeekHLZ0/mW5cej6qyvbGdrfvbeXzbAV7a08L3H97au98pC6dwxuJ63nvi7D5TKuWyt6WbimiYmvKx34hsjClunlq5iPwB+CVwr6oOXH/BlKzeIT63kq93iG8EvR4RYfH0ahZPr+aC42YBzuwOD29q4MU9Ldz5t108/VoTP1i7jWmTyrj+3CUcN3syx8yqGXCsvS1dzKot7zODhjGmNHk9Df02zgSxN4nIM8CdwH2q2j3020zQTa0qA5whPhi+SMKrskiYdx03i3cdN4sb3nE0uw918dMndvDk9oP8810bCQlcuOIITl44hUtXzqEsEkJEeLO5m1m2aq8xE4LXIb5HgUfdJTLeDlyDU3o+8BTXlJSKWJhYJNRbjTdckcRohELCvKmVfPWi5XT0JHnhjWa++9AW/rDxTf6w8U2+/j+v8P6T5tDY1sPzbzRzyco54/bZxpji5Xkg363iezdOT+ok4Of5CsoUl5ryKK1d3srMx6qqLMJpi+tZvXAKbd1JPvKzp3lpTyt3ZN1XdYT1oIyZELwu+f4bYBNO7+mHOPdFfSafgZniUVMRobXb6UH1VvGNYw8ql0g4RF1VjPs+cyYP/eNZVMXCva/NshnFjZkQvP6VuQUnKX1SVdeqajqfQZni4vSg+g7x5ZrqKF8WT69mw5fOY/F0Z3LYGTVlBftsY4x/PP2VUdUHgWNE5DIRuTLzk+fYTJGoqYjS1u0O8eXhGpQX5dEwl692FqycWzd0KboxpjR4LTP/MnA2sAxnqfcLgCeAX+QtMlM0qssj7D7UCUA8sx5UAXtQGR87fQHvPHYGcyxBGTMheP0rcwlwDrBPVa8Gjgcm5y0qU1SyiyR6ks5qtmU+JCgRseRkzATi9a9Mt3vdKSkiNUADfVfDNSUsu0iiO+4she5HgjLGTCxey8yfEZFa4L+ADUA78GTeojJFJTNJbHciRVciRUU0bDM5GGPyzmuCqgEuBdbhTBpbo6ob8xWUKS41FVEAWrsTdCVSlEfDw7zDGGPGzmuCugU4E/gBsAh4TkQeU9Xv5S0yUzQyE7O2diXpiqepsARljCkAr1MdrRWRx4CTgbcBnwSOBSxBTQDZPajuRIryqF1/Msbkn9cy84eBKpzrTo8DJ6tqQz4DM8Uj04Nq604616Bi1oMyxuSf11PhjUAcWA6sAJa7c/OZCaCm3O1BdSXoiqdsiM8YUxBeh/g+CyAi1Tgr6d4KzARszpkJoH+RRLUtFmiMKQCvQ3zX4RRJrARex1lq4/H8hWWKyeEeVJLuRIrp1XZeYozJP6+nwuXAd4ANqprMYzymCJVHQ0TD0tuDsmtQxphC8DrE9+18B2KKl4j0zmhu16CMMYXiS72wiFwqIi+LSFpEVvkRgxmZmooorW4Vn92oa4wpBL9uaHkJuBh4zKfPNyNUXR6hzb0Pyob4jDGF4Es5lqpuAmw+twCpKY/S1BEnkVIb4jPGFETRTwkgIteKyHoRWd/Y2Oh3OBNWTUWEhtYeAEtQxpiCyFsPSkQewrlXqr8bVfX3Xo+jqmuANQCrVq3ScQrPjFBNeZT9bd0AlNsQnzGmAPKWoFT13Hwd2xReTUUUdU8PrAdljCmEoh/iM8WhJmv2CEtQxphC8KvM/H0isht4C/A/IvKgH3EY7zLTHQFUxOy8xhiTf35V8d0D3OPHZ5vRyZ5/z+6DMsYUgp0KG08y8/GBDfEZYwrDEpTxZE5dZe9ju1HXGFMItm6C8eTomdX8+IqTeHzrAY6sn+R3OMaYCcASlPHs/OWzOH/5LL/DMMZMEDbEZ4wxpihZgjLGGFOURDU4sweJSCOwc4hd6oEDBQpnvFjMhVGImOer6rQ8f4YxE0agEtRwRGS9qgZqfSmLuTCCGLMxE50N8RljjClKlqCMMcYUpVJLUGv8DmAULObCCGLMxkxoJXUNyhhjTOkotR6UMcaYEmEJyhhjTFEKXIISkfNF5FUR2SYin8/xepmI/Np9/WkRWVD4KAfyEPc/isgrIrJRRB4Wkfl+xNkvpiFjztrv/SKiIuJ7GbeXmEXkMve7fllEflnoGI0x3gQqQYlIGLgZuABYBlwuIsv67fZx4JCqLga+C/xrYaMcyGPczwGrVHUFcBfwb4WNsi+PMSMi1cD1wNOFjXAgLzGLyBLgC8Dpqnos8L8LHqgxxpNAJShgNbBNVXeoahy4E7io3z4XAT93H98FnCMiUsAYcxk2blVdq6qd7tOngDkFjrE/L981wL/gnAR0FzK4QXiJ+RrgZlU9BKCqDQWO0RjjUdAS1Gzgjaznu91tOfdR1STQAkwtSHSD8xJ3to8DD+Q1ouENG7OInATMVdX/KWRgQ/DyPR8FHCUifxGRp0Tk/IJFZ4wZEVtuo8iIyBXAKuCtfscyFBEJAd8BrvI5lJGKAEuAs3F6qY+JyHGq2uxrVMaYAYLWg9oDzM16PsfdlnMfEYkAk4GDBYlucF7iRkTOBW4E3qOqPQWKbTDDxVwNLAfWicjrwKnAvT4XSnj5nncD96pqQlVfA7bgJCxjTJEJWoJ6BlgiIgtFJAZ8ELi33z73Ah91H18CPKL+3408bNwiciLwE5zkVAzXRYaMWVVbVLVeVReo6gKc62bvUdX1/oQLePv9+B1O7wkRqccZ8ttRyCCNMd4EKkG515SuAx4ENgG/UdWXReSrIvIed7dbgKkisg34R2DQ8uhC8Rj3t4BJwG9F5HkR6f+HtaA8xlxUPMb8IHBQRF4B1gI3qKrfPWxjTA421ZExxpiiFKgelDHGmInDEpQxxpiiZAnKGGNMUbIEZYwxpihZgjLGGFOULEGVGBGpFZFPuY+PEJG7/I7JGGNGw8rMS4y7vMh9qrrc51CMMWZMbC6+0nMTsEhEnge2Aseo6nIRuQp4L1CFM7XPt4EY8BGgB3iXqjaJyCKcJSumAZ3ANaq6ufD/DGPMRGdDfKXn88B2VT0BuKHfa8uBi4GTga8Dnap6IvAkcKW7zxrgM6q6Evgc8J8FidoYY/qxHtTEslZV24A2EWkB/uBufxFYISKTgNNwplvKvKes8GEaY4wlqIkme4b0dNbzNM7vQghodntfxhjjKxviKz1tOEthjJiqtgKvicilAOI4fjyDM8YYryxBlRh3Zu6/iMhLODOkj9SHgY+LyAvAy+Re5t0YY/LOysyNMcYUJetBGWOMKUqWoIwxxhQlS1DGGGOKkiUoY4wxRckSlDHGmKJkCcoYY0xRsgRljDGmKP1/xXmMAJJXC08AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deXzcdZ348dd7ztxN0vSiJz2gQGkLpKWiCApoFxFcbhER1pVVF9dj1fVcXY/9ea3rqrhrFQSVQ8ELUQHlBqHQylmgtLSF3k2bJk0yyZzv3x/fmXSSTJLJ8Z3vzOT9fDzyYOY73/l+3x3yyXs+t6gqxhhjTLHxeR2AMcYYk4slKGOMMUXJEpQxxpiiZAnKGGNMUbIEZYwxpihZgjLGGFOULEEZY4wpSpagypCI3CUiX8px/DwR2SMiZ4nI/SLSLiLbPAjRmJIiIttE5Mx+x0Iicnv6NRWR0z0Kr2xZgipPNwKXi4j0O/5u4CagHbge+EShAzOmzDwCXA7s8TqQcmQJqjz9FpgMnJo5ICINwDnAT1X1CVX9GbDFo/iMKXmqGlPV76jqI0DS63jKkSWoMqSq3cAvgSuyDl8MvKSqz3gTlTHGjEzJJSgRuV5E9onI8+NwreUi8piIbBCRZ0XkkqzXrhORZ9LHbxeRmrHer8BuBC4UkYr08yvSx4wBrCyZ4ldyCQq4AVg9TteKAFeo6nHpa35HROrTr31UVZep6lLgNeCacbpnQaSbHfYD7xCRBcBK4GZvozJF5gasLJkiVnIJSlUfAlqzj4nIgvTItfUi8rCILM7zWi+r6qb0413APmBK+vmh9LUFqARKcdn3n+LUnC4H7lbVvR7HY4qIlSVT7EouQQ1iDfAhVT0J+Djwg5FeQERWAiHglaxjP8EZnbMY+N74hFpQPwXOBN5HVvOeiPjSTX9B56lUiEjIoxhNcbGyNLhguqxkfgIiEs5qRg+lj/cfPWtGSUpxPygRmQfcqapL0u3ZLcDGrFPCqnqMiJwPDJgPBOxU1bdmXW8G8ADwHlV9vN+9/DgF6klV/cm4/kMKQEQeAJYB01U1mj52OnB/v1MfVNXTCxqc8ZyVpfyk5wvO7Xf4qzitE/2PH6mq2woQVtkrhwRVB2xU1RmjvFYdToH6T1W9fZBz3gh8UlXPGV3ExhQnK0ummJV8E1+6fXuriFwETnuViCzL573pZq3f4MwNuj3ruIjIwsxj4FzgpXEP3pgiYmXJFJuSq0GJyC3A6UATsBf4AnAf8L/ADJx+lVtVNVdzRP9rXQ78BNiQdfhK4FngYaAOEOAZ4AOZzl5jyoGVJVPsSi5BGWOMmRhKvonPGGNMeQp4HcBINDU16bx587wOwxgA1q9fv19Vp3gdx2hYWTLFZLCyVFIJat68eaxbt87rMIwBQERe9TqG0bKyZIrJYGXJmviMMcYUJUtQZsTWv9rK09vbvA7DGDMCsUSKnz/+KolkyutQ8lZSTXymOFzwv48BsO1rb/M4EmNMvq57ZCtfv+slgn7hkhVzvA4nL57VoERktjjbjr+QXqL/w17FYkwps7JU/Nq74/zs8VfpjCY8i2Hr/k4AeuKlU4PysokvAfyrqh4LrAL+WUSO9TAeM0LtkbjXIRiHlaUid/v6HXz+t8/z99c+6lkM7d1Oee3oKZ1y61mCUtXdqvq39OMO4EVgplfxmPxkT+zeeqDLw0hMhpWl4rerrRuATfs6SaYKuzhCKqW876fruHuDs9vOnkM9Bb3/WBTFIIn0gpUnAGu9jcQMpzue7H28bb8lqGJjZak4ZRIUQFessM18z+5s588vHN4Kbu+haEHvPxaeJ6j0Ev+/Aj6Sa30uEblaRNaJyLqWlpbCB2j6ONR9uHBttQRVVKwsFa9d7YdrLV0F7IfavK+T79+3qc+xvVaDyo+IBHEK1E2q+utc56jqGlVtVtXmKVNKctJ+WTmU1X69M+tbofGWlaXitqutm+qQHyhcgkqllHf9+HH+8uI+jp1Rx10fOZXzT5hpCSof6aX3rwNeVNVvexWHGZlMRytAmw2SKApWlopbNJGkpSPKwmm1AHRGk8O8Y+y6ogm+85eX2XsoysKpNXz+nGNZPL2OmQ2VtHRES2YulJc1qNcD7wbeLCJPp3/O9jAek4dD6QRVHfLT3h3zOBqTZmWpiO1td/p8jppaA0Bnj/s1qK/84UW+e99mJlUGufNDb+B1CyYDMLU2TEqhtas0yq5nE3VV9RGc/WFMCck08c1urLIaVJGwslTcMk3hi6alE5SLTXzJlPKbp3Zy+/rtnDS3gf93/vFUBP29r1eGnD/5pTIXyvNBEqa0ZAZJzGmsoq3bEpQxw9nX4fT5LEzXoNzsg/rJo1v5+G3PUF8V4juXLOeodLNiRtDvfI+JlUgTny11ZEYk08Q3u7GKBza2oKo4XSDGmFxaOpwmvnmTqwF3hpknU8qX73yBX67bzmlHTeG69zQT8A+sf4TSx+IlkqCsBmVGpL07TmXQT1NNmFgy1WdelDFmoH0dUUIBH0fUVwLj38TXHUvyP/du4oa/buOUBU189e+X5ExOAMH08USyNHZStxqUGZFDPXEmVQaprwoCTsKqCtmvkTGD2Xeoh6m1YcIBH36fjGsTX088yQX/+1de2H2IM4+Zyo+uOGnIFo1gwElQ1sRnylJXLElVyE99pZOg2iJxZkyq9DgqY4pXS2eUqbVhRITqkH/cRvHds2EP//H7F9jV3s1/X7KMc5YeMWxze9DnvF4qTXyWoMyIxBIpQgEfk6oOJyhjzOD2HYoyf4rT/1QTDox5HtT+zijfuOslfvvULhZMreHz5xzD6iUz8npvpgZlCcqUpUyCqq8MAdhcKGOG0dIZZdV8Zx5SdTgwbBNfKqWI0Kc2pKocjMT57r2b+NPzu2mLxFm9ZDpfOu846qtCeccSLLFBEnklKBFpBj4LzE2/RwBV1aUuxmaKUCyRIuT39fZBWQ0qf1aOJp5oIklbJM7U2jCQTlCDjOLbe6iHT//6OR7e1MK0ugpmN1Qxr6maQ91xNu3r4OW9nfh9wqmLmviXMxZx4pyGEcfTO8w8UV6DJG4CPgE8B5RG6jWuiCVThAOHE9RBS1AjYeVogskMMZ+STlC1FYFBR/H96y+fYf2rB3n3qnnsbu9mV3sPdz6zi6baMHWVQT7x1qM57agpLJk5adTxZIaZJ1Kl8euXb4JqUdU7XI3ElIRYIkVtRYDKoJ9wwMfBiDXxjYCVowlmT3oV82mTKgCoDgVyLta6vTXCI5v387GzjuJfzljkWjxl2cQHfEFEfgzcC/RuJjLYqsmmfGWa+ESEydUhDnRaghoBK0cTTGabjSPSI10rgr6cywz97umdiMAFJ81yNZ7eQRJl1sR3FbAYCHK4aUIBK1gTTCzpDJIAaKwJcaCrdDY/KwJWjiaY3el1+GbUOzWoUMBHLDEwQT2/8xBHNlUzs97dKRuZYeblNg9qhaoe7WokpiRkRvEBTK4Ol8yqyEXCytEEs7u9h5pwgLoKp882FPDlTA6vtHSyYEqN6/GUWhNfvksd/VVEjnU1ElMSoglnkARgTXwjZ+VogtnV1s2MdP8TQMjvH1CDSiRTbDvQ1buYrJvKdR7UKuBpEdmK03Zuw2MnqFgi2TsSqLE6ZDWokbFyNMHsbu9hRlazXa4mvtdaI8STWqAaVGYlifLqg1rtahSmZMST2qcPqjueJBJL2Hp8+bFyNMHsbu/huCPqep9nmviydwF4paULgAXp1SbcFPSVWQ1KRPzA3aq6uADxGA9FE0lSKagM+Qc9J3uQxORqZwb7gc4YVY2WoIZi5Wji6Ykn2d8Z7bNWZThrsdZwwClnr7VGADiyyf0E5fMJAZ+UTIIatg9KVZPARhGZU4B4jAcO9cT5t9uf5bh/v5tl/3EPP3tsW87zkiklmVJCfqdgTa52Jh9aM9/wrBxNPNsOODWjeU1VvccyzePZzXwHu2L4fcKk9ALMbgv6fWXXxNcAbBCRJ4CuzEFVPdeVqEzBvLTnEO//2Xp2HOzmnSvn8GprhM//bgMnz588YDfOTKHKbuIDS1AjYOVoAtna23R3uG8pU3ayE1RrJEZ9ZbBgG38G/JJzqHsxyjdBfd7VKIwnfvf0Tj71q+eoqQhwy9WrWDGvkdauGKd87V5+9NAWvnnRsj7n909QU2qcGlRmS2szLCtHE8iW/U6Cym66C+XYj6ktEqOhOv8FX8cq5PeVTxMfgKo+CLwE1KZ/XkwfMyWoO5bkc799jg/f+jTHz5zEHz70BlbMawSckXnnLZvJn57fQzLVtxkgmnS2CcgUshmTKvD7hB0Huwv7DyhRVo4mlldaOplWF6Y6fLgekLuJL05DVWGa9yDTxFdGCUpELgaeAC4CLgbWisiFbgZm3LF2ywHO+d7D/Pzx17j6jfO56X0nM7Wuos85qxY00hlNsGlfR5/jmUIVTheygN/H9LqKgiaojXs6hj+pSFk5mli27u9iflPfoeO5mvgORmIj2jJjrIIBKZkt3/OdqPtZnFnw71HVK4CVjENzhYisFpGNIrJZRD411uuZwT23o50P/Hw9l6x5nO5Ykpv+8WQ+c/YxvTPLs50w21nG/6nX2voc79/EBzCroZLt6VFIbntg4z7e+p2H+NX6HQW5nwtcKUem+KRSyqa9nQMm32bKTrRfgmosZILy517Nohjl2wflU9V9Wc8PkH9yyyk97PZa4CxgB/CkiNyhqi+M5brGkUopm1s6eejlFv7w3G6eeq2NmnCAj555FFe/cf6QQ8nnTq6ioSrI3149yDtXHh50lvmlzk5QsxureGTTfvf+IVkyWxf834OvcDAS47KT5+ATIRzwFayDeYzGvRyZ4vRKSyed0QTLZtf3Od6/DyqzEWF9deGa+EqpDyrfBHWXiNwN3JJ+fgnwxzHeeyWwWVW3AIjIrcB5wIgT1LM72vjluu0AaFbNNfNQ+9RmDz/JHO/7nhyvZ78717k57umcq8O8v+95/c89fPmBMfWN7/DBZMoZtLC1pYuO9L4zx8yo47NnH8MlK2f3rgk2FBFhycxJvLQndxNfyN+3BrW3o4doItk7r8MtmT6xTfs6+cofXmTNQ1uoDgeIJ1McP3MSW1q6OGFOPfs7ozRUhRCBrliSKTVhWjqjTKkJ09GToDLkQxCiiSTV4QCRaJLKkJ9YMkXA54xwknTiu+zkOQNGM46BG+XIFKGntjutD8tn9927KdyvDyoSSxJLpGgocA2qLIaZi0hYVaOq+gkROR94Q/qlNar6mzHeeyawPev5DuDkHDFcDVwNMGdO7ikku9p6+NNze7Le0+cKA45lv5w5LllHc5072Df03vf3ec/Aa/W9Z9brOYLKdW6umAe715TaMOedcATLZzdw8pGNzG6sYqRmN1axYdeePsdyN/FVoQq723qY5/JEw7buvpsj7uuI4uuMEgr4+NPze6itCLDxyQ7qq4JE01saVIX8HIzEmFwT5mBXjLrKIPFECsWZNBmJOUmqJ54kFPCRTCnhgI+UOrPtzzhm6pgTlMvlyBShp7e3UVsRGLYPKrOfWiGb+AL+0pmoO1wN6jHgRBH5maq+Gw+2BVDVNcAagObm5pxpf/WS6axeMr2gcZW7mfWVtHbF+ixjlCtBZYbQvry3w/0ElbV77zVvWkhDdYhlsyYxtbaCQz1xFk6toaUjyvRJFSRTik8Ev09IqRL0+9LHnPcXuEnQ83JkCmvtlgMsn12Pz9f396x/gsr8TtcXeBRfucyDConIZcAp6W9+fYxxo7WdwOys57PSx0wRmNXgLM+y82A3i9I1iGiOPqhjZ9Th9wnP7WznLce5+yWhvTtGbUWA777zBN509NSc52Rqi8Gs1kZ/upbp93nWT+VmOTJFZvO+Tl5p6eKK180b8Fr/PqjMJPdCz4OKxHJvO19shktQ7wfeBdQDb+/32lg3WnsSWCQiR+IkpkuBy8ZwPTOOMglqR1aCytUHVRnys2hqDc/uaHc9prZInOl1FYMmpyLmZjkyRebuDU7T+FuOmzbgtf7zoDrT/cS1FYVbyzLoFxKpMuiDUtVHgEdEZJ2qXjeeN1bVhIhcA9wN+IHrVXXDeN7DjN7MeqcmsqPt8Byn3nlQgb4Dz5bNqueeF/b0WaHZDW2ReEGbQsaLm+UoQ0RWA/+DU5Z+rKpfc+M+ZmjxZIpbnniNFfMa+iwSm9G/iS8Scya/VxdwN4Cg38e+Q1G2t0ZG1T9dSPkOcb1VRD4nImsARGSRiJwz1pur6h9V9ShVXaCqXx3r9cz4mVobJugXdhw8PMcpVx8UwPI59RyMxAeM+htvbd1xJlUWrinEBa6Uo6wpG38HHAu80zZG9Mav/7aDHQe7ef9pC3K+3jsPKplJUE4NqmqIaR/jLRjwsedQD6d+435aOqJ0p5NkMco3bV8PrAdOST/fCdwG3OlGUMZ7Pp8wfVIFe9oPr7OXax4UwFuOncbnf/s8v31qJ8fMqMMt7ZFYn711SpBb5Wjcpmxs3NNBZzSe45WBNeNcleVc9edcterc5+W6Xn73HcxorxnwCY3VIRqqQgMGOgxm094OvnznizTPbeDNi3M3Q4fTOwFE405S6Iqma1DhwtWgspvoV3z1L7xhYROK8tbjpvPKvk6a5zkryQTTK8W0dPYwp7GafYd6aKoNE0ukSKaUmooA7d1xGqtC6ekbflKqpFJKMODrHUnr9wlVIT9LZk4aLKRB5fupLFDVS0TknQCqGpESmRlpRq+xOtxnpfJcfVAAk2vCnHbUFH7z1E4+etZRVATd+TbY1h2nvkBbErjErXKU15SNfHzxjg08tuXAOIRUHvw+oakmxPRJlcxuqGRWQxWzGyuZ3VDFrIZKqsMB2iJxHt7Uwnfv3URF0Md3Ll0+aFN3/0ESkVgCkYHN5m4K9Eu4j2x2Jto/utn5/37jY6+O+z2n1YVZ+5kzR/y+fBNUTEQqSU8dFZEFOFtWmzLWWBVkX8fh/82DNfEBvPfUI7nsR2v50UNb+NAZi8Y9lmgiSSSWLMk+qCyelqN85hR++uzFfYbzQ7/J45ljOvBozm73HAc1x8Ecl8t9LNc9RhBPrmvmOjOWVFo7o7R0RmnpiLK7vYfnd7Zz94Y9g05yXTW/kW9euIxZDYP36/Tvg+qKJqkOBQo67SEzMCNjVkMlb148lV1t3Zx+9FR2HOxm7uQqQuklkWZMqmB3ew+zGippi8SpCvnx+6S3PLZH4kyqDNIdTxLw+/AJJJLau8JL9vSOkco3QX0RuAuYLSI3Aa8HrhzdLU2paKwO91mcdbAmPoBTFjRx9vHT+a8/v4wI/PObFo5roWtPT9KdVMAJjS74Iu6Uo7ymbOQzp3DprPpch01aMqXsPdTDjoPdbG+N0JNIUhMOcNwRdSycOvyEbr/PmZuXSVDd8URB+58AdqWb7S88aRZvPW46ZyyemnczZqHllaBU9R4RWQ+swmk+/rCqFmYBNuOZxuogrZHDTXzRQZr4Mr598XJC/mf51j0v87und3HJitmcNLeBZbMGTlgcqfbMhMYSbuJzsRzZlI0C8fuEI+orOaK+kpVHNo7qGqGsibJd0WRB+58AdqdH5v7TG+f3TiEpVnl9MiLye+Bm4A5V7RrufFMeGqpD9MRTdMecteqiCWc5oMFqRhVBP/99yXJWzZ/Mbet38JU/vAg47c9HTatl9ZLpNM9t5OjpIy8UmWWOSrmJz61yZFM2Skso4OvTB1XoGlRjdYh9HdGiH2IO+TfxfQtnYcuviciTwK3AnapqW6mWscnp2e2tkRgzQ5VE46lhO3NFhEtXzuHSlXN4paWTp19r48GXW1i79QAPb9qPT5z1+y48aRar5k9mxbyGvJoCe5eEKe1h5q6VI1X9I7bwbEkIBfrWoAqdoH5y1Qo27Dzk2mCm8ZRvE9+DwIPp+RZvBt6HM2S2pMf8mqFlVlg+2BVjZn0l0URyRL/UC6bUsGBKDRecNItYIsXu9m5uW7eDp7Yf5Nt/fhmA1y+czCkLmnj/aQuGXIqoLd3UWMo1KCtHBvo28UXiyYI3W8+YVJlzEnExyrvxMz366O043wBPBG50KyhTHBrTNagD6aHm0XiKiuDohsOGAj7mTq7m4289GlXlpT0d3LNhL7c88RqPbj7A9Y9s5e3LjuDqN85nxqSKAbWqw4MkSjdBgZUj4wwp752oG00ws75imHdMXPn2Qf0SZzLgXcD3gQdVtTSWwzWjllnA8mA6QfWM055PIsIxM+o4ZkYdHz5zETetfZU/PrebG/66jRv+uo0rXjeXs46dxhsWNvUmqrZIHL9PqC1wh/J4snJkoG8TXySW7N0twAyU7ydzHfBOVS3eNTHMuOvtgxqHGtRQ3nXyXC5bOYfrHtnKjY9t46ePvcpPH3uVy06ew9KZk3j9wia27u9iUmWwVHbOHYyVI0M4uw/Kg0ESpSTfPqi7RWRJen2viqzjP3UtMuO5uoogPjm8qdp41aByERH+8dT5XLpyDmsefIXv3reZm9e+xs1Z58x3eb8pt1k5MgDhgDMiFiAStRrUUPJt4vsCcDrOQpR/xFmU8hHAClYZ8/mE2oogHT3OzPMel2pQ2WrCAT72lqM57eip/Nc9G/nrK4eX3SmD/icrR4Zw0EdHT4J4MkUsmaLaalCDyvevzYXAGcAeVb0KWAaMfOU/U3LqKgMcSg9QiLpYg+rvpLkN3Py+VZyyYHLvsUKuV+YSK0eGiqCfnniyd6uNqhLuV3VbviW+J92ZmxCROmAffZdWMWWqriLYO4KuEDWo/n50RTPfumgZQJ91AUuUlSNDRdBPNJHq3WrDalCDyzd1Pyki9cCPcLYL6AQecy0qUzTqKoIc6il8DSqjOhygeW4DQJ+tP0qUlSNDRcBHTzzZu9VGpSWoQeWboOqAi4AHcIbI1qnqs24FZYpHXWWAbfudTQu9qEEBzGmsIhTw8W+rFxf83uPMypHpbeLr9mA33VIzkmHmpwLfAxYAT4nIQ6r6P65FZopCnxpUvPA1KHAGa7z8lb8r+H1dYOXIEA746Imn6Mrsphu2GtRg8h1mfr+IPASsAN4EvB84DrCCVebqKoO9gyR6EinCHtSgyoWVIwOZPqgkXdFMH5TVoAaT7zDze4FqnPbyh4EVqrrPzcBMcairCNIVSzpDYhMpKjyoQZULK0cGoCLoI6WHl++qthrUoPL9OvwsEAOWAEuBJek1xUyZq6t0vsPs73RG0FkNakysHJneBZczK7RUWg1qUPk28X0UQERqcXYA/QkwHQiP5qYi8k2cBTNjwCvAVaraNpprGXfVVTiTY1vSQ7ytBjV6412OTGkK90tQNsx8cHl9HRaRa0TkF8BTwHk4WwSMpdf6z8ASVV0KvAx8egzXMi6qS28FsO+Q1aDGyoVyZEpQRXrCeSZB2VJHg8v3k6kAvg2sV9XEWG+qqvdkPX0cZ4a9KUJ1Fc6vSEun1aDGwbiWI1OaMk18B7piBP1CqPRXSHFNvk1833Ixhn8AfuHi9c0YZNa/sxrU2LlcjkyJyCSog10xKktgV1svuVa3FJG/4LSv9/dZVf1d+pzPAgngpiGuczVwNcCcOXNciNQMZVK6iW/PIWcVB6tBGTM2mcnurZEY1bYO35Bc+3RU9cyhXheRK4FzgDNUVYe4zhpgDUBzc/Og5xl3ZHbV3d3eDVgNypixykx2b+2K9e65ZnLz5K+NiKwGPgmcq6oRL2Iw+QkH/NSEA+xqcxJUhTVJGDMmmRpUWyRuNahhePV1+PtALfBnEXlaRP7PozhMHhqrQ+xuc5r4ymDLC2M8lf0lz3bTHZon6VtVF3pxXzM6jdUhXmt1KrpWgzJmbLL7cW2I+dDs67AZVnY7uQ2SMGZssncEsBrU0CxBmWE1ZiWo+urS3nbdGK+Fs1ohbKHYoVmCMsOaXOOsxDOzvrJ36SNjzOj0qUHZQrFDsgRlhpVp4ps7ucrjSIwpfSG/DxHnsTXxDc0SlBlWRboQTa+r8DgSY0qfiJCZ+WmDJIZmCcoMK+Bzvu4tnlHrcSTGlJezj5/hdQhFzdK3GdaFJ80imVIuWTHb61BMP7Z1TWn6v8tPZO7kao5sqvY6lKJmNSgzrKDfx+Wr5hL0269LEbKta0rQ6iUzOGZGnddhFD37i2NMCVPVe7K27ngcmOVlPMaMJ0tQxpSPfwD+5HUQxowXGWIh8aIjIi3Aq4O83ATsL2A446HUYi61eMHdmOeq6hSXrt1rBFvXNAPnD7Y7QPbWNcDRwMZBbllq/59LLV4ovZjdjjdnWSqpBDUUEVmnqs1exzESpRZzqcULpRnzSKW3rvknnK1rxrw7QKl9ZqUWL5RezF7Fa6P4jClhWVvXnGZb15hyY31QxpQ227rGlK1yqkGt8TqAUSi1mEstXijNmPPm0tY1pfaZlVq8UHoxexJv2fRBGWOMKS/WxGeMMaYolVyCEpHVIrJRRDaLyKdyvB4WkV+kX18rIvMKH2WfeIaL92Mi8oKIPCsi94rIXC/i7BfTkDFnnXeBiKiIeDoaKZ94ReTi9Oe8QURuLnSMxcjKkvusLI2RqpbMD+DHWW9sPhACngGO7XfOB4H/Sz++FPhFkcf7JqAq/fgDXsabb8zp82qBh3BWL2gu5niBRcBTQEP6+VQvP+Ni+LGyVBwxp8+zsjTIT6nVoFYCm1V1i6rGgFuB8/qdcx5wY/rx7cAZIpndVwpu2HhV9X49PDy4GJaqyeczBvgy8HWgp5DB5ZBPvO8DrlXVgwCquq/AMRYjK0vus7I0RqWWoGYC27Oe70gfy3mOOmuUtQOTCxLdQPnEm+29eL9UzbAxi8iJwGxV/UMhAxtEPp/xUcBRIvKoiDyenjs00VlZcp+VpTEqp2HmJU1ELsdZquY0r2MZioj4gG8DV3ocykgEcJomTsf5Vv2QiByvti1FWbKy5KqClqVSq0HtBLI3JZqVPpbzHBEJAJOAAwWJbqB84kVEzgQ+C5yrqtECxTaY4WKuBZYAD4jINmAVcIeHnbv5fMY7gDtUNa6qW3G2pVhUoPiKlZUl91lZGiuvOuRG2YkXALYAR3K4E++4fuf8M307dn9Z5PGegNMxucjrzzffmPud/wDeduzm8xmvBm5MP27CacaY7OOR4mMAABf5SURBVPVnXez/n60suR9zv/OtLPWPyev/iaP4EM/Gydqv4KzmDPAlnG9MABXAbcBm4AlgfpHH+xdgL/B0+ueOYv+M+53raaHK8zMWnKaUF4DngEu9/oyL4cfKkvcx9zvXylK/H1tJwhhjTFEqtT4oY4wxE4QlKGOMMUXJEpQxxpiiZAnKGGNMUbIEZYwxpihZgioTIlIvIh9MPz5CRG73OiZjSpGVpeJhw8zLRHorhDtVdYnHoRhT0qwsFQ9bi698fA1YICJPA5uAY1R1iYhcCbwDqMZZkuRbOLPE3w1EgbNVtVVEFgDXAlOACPA+VX2p8P8MYzxnZalIWBNf+fgU8IqqLgc+0e+1JcD5wArgq0BEVU8AHgOuSJ+zBviQqp4EfBz4QUGiNqb4WFkqElaDmhjuV9UOoENE2oHfp48/BywVkRrgFOC2rO1+woUP05iiZ2WpgCxBTQzZqzqnsp6ncH4HfEBb+hujMWZwVpYKyJr4ykcHzvL9I6aqh4CtInIRgDiWjWdwxpQQK0tFwhJUmVDVA8CjIvI88M1RXOJdwHtF5BlgA7m3pjam7FlZKh42zNwYY0xRshqUMcaYomQJyhhjTFGyBGWMMaYoWYIyxhhTlCxBGWOMKUqWoIwxxhQlS1BlSkS2iciZ/Y5dKSKPpB9fIyLrRCQqIjd4EqQxxgzBljqauHYBXwHeClR6HIsxxgxgCWqCUtVfA4hIMzDL43CMMWYAa+IzxhhTlEouQYnI9SKyL71O1livtVxEHhORDSLyrIhckvXadSLyTPr47ell9EvNb0WkLfOD7UtjjCkhJZeggBuA1eN0rQhwhaoel77md0SkPv3aR1V1maouBV4DrhmnexbSO1S1PvMDfNDrgIwxJl8ll6BU9SGgNfuYiCwQkbtEZL2IPCwii/O81suquin9eBewD2eb5syy+Yiz61glYKvqGmNMAZVcghrEmLdYFpGVQAh4JevYT4A9wGLge+MTanEQkYCIVAB+wC8iFSJig2aMMUWj5BNUvy2WnwZ+CMxIv3a+iDyf4+fufteYAfwMuEpVU5njqnoVcATwInAJ5eVzQDfwKeDy9OPPeRqRMcZkKcn9oERkHnCnqi4RkTpgo6rOGOW16oAHgP9U1dsHOeeNwCdV9ZzRRWyMMWakSr4GNZYtlkUkBPwG+Gl2ckpfY2HmMXAu8NK4B2+MMWZQJVeDEpFbgNOBJmAv8AXgPuB/cZr2gsCtqvqlPK51OfATnG2ZM64EngUeBuoAAZ4BPpAZOGGMMcZ9JZegjDHGTAwl38RnjDGmPFmCMsYYU5RKat5LU1OTzps3z+swjAFg/fr1+1V1itdxGFOuSipBzZs3j3Xr1nkdhjEAiMirXsdgTDmzJj4zYjsORtjd3u11GMaYMmcJyozI9tYIb/j6/fzDDVaTNca4yxKUGZFr798MOLUoY4xxkyUoMyIHIzEAmmrCHkdijCl3lqDMiEQTzlq6HT0JjyMxxpQ7S1BmRHriSQA6euIeR2KMKXeWoMyIZGpQ0USKWCI1zNnGGDN6lqDMiPTEDyelzqg18xlj3GMJyoxINJHsfdxp/VDGGBd5mqBE5HoR2Sciz3sZh8lfNJ6itsJZgOSQ9UMZY1zkdQ3qBmC1xzGYEYgmkkxJDzG3Jj5jjJs8TVCq+hDQ6mUMZmR64imaap0EZUPNjTFu8roGNSwRuVpE1onIupaWFq/DmfB64tk1KGviM8a4p+gTlKquUdVmVW2eMsV2NvBSIpkikVKaakKA1aCMMe4q+gRlikdmDlRmmSNLUMYYN1mCMnnLJKjaigAhv88SlDHGVV4PM78FeAw4WkR2iMh7vYzHDC2zzFFF0E9tRcCWOzLGuMrTHXVV9Z1e3t+MTKYGFQ76qKkI2DBzY4yr8kpQItIMfBaYm36PAKqqS12MzRSZ3hpUIFODsgRljHFPvjWom4BPAM8BtkLoBNWnBhUO2FJHxhhX5ZugWlT1DlcjMUWvbw0qyPZW21XXGOOefBPUF0Tkx8C9QDRzUFV/7UpUpihlElQ46Kc2bH1Qxhh35ZugrgIWA0EON/EpYAlqAult4gv4rA/KGOO6fBPUClU92tVITNHLHmaeGcWnqoiIx5EZY8pRvvOg/ioix7oaiSl6fWtQQZIppTueHOZdxhgzOvnWoFYBT4vIVpw+KBtmPgFFs2tQYedXp6MnQVXI0+l0xpgyle9fFtuzyfQZZp7ZtLCjJ8G0Oi+jMsaUq2ETlIj4gbtVdXEB4jFFLHuYeV1FEMCWOzLGuGbYPihVTQIbRWROAeIxRSyaSCECQb9Qk65B2VBzY4xb8m3iawA2iMgTQFfmoKqe60pUpijFEilCfh8i0qeJzxhj3JBvgvq8q1GYkhBNpAgFnEp3ZpBEIZc7UlWe3t7G8tn1NrTdmAkgrwSlqg+KyDRgRfrQE6q6z72wjNu2t0b45brt/PmFvWzZ30VjVYh3v24u7z9tAX5f7j/+sWSKcDpB1ab7oA4VsA/qnhf28k8/W883LlzKxc2zC3ZfY4w38poHJSIXA08AFwEXA2tF5MKx3lxEVovIRhHZLCKfGuv1zNB64knueGYXl/94Lad+436uvX8zDVUh3vO6uRwzo5Zv3r2R/7pn46DvzzTxgVOD8gm0dxcuQe3vdFbZWr/tYMHuaYzxTr5NfJ/FWU1iH4CITAH+Atw+2hunRwdeC5wF7ACeFJE7VPWF0V7TDNQeibN26wHu2rCHezbspTOaYGZ9JR876yguPGkWR9RX9p776V8/yw8eeIXzls/k6Om1A64Vy2ri8/uEhqoQB7piBfu3VIX8ANy2fjsHuqJ87YKl+ERorA4VLAZjTOHkm6B8/Zr0DjD23XhXAptVdQuAiNwKnAeMOEHtPdTDhl3tAKjS57/gLBroHNMBx/qeqwOO5TpPc5w32H1yn5fjPvnGO8x1kqrsae/h1QMRXt7bwca9HahCXUWAtx0/g3OXH8Hr5k/Gl6MZ75NvXcyv/raTm9a+ypfOWzLg9XgyRdB/+H97Y3WI1s7CJaiuqDPMPaXwlxf38Zb/foimmhCVQT+rFkxmS0sXb1zUxKsHIsxrqiboF9q748xvqmF3ezezG6to7YpREw7g9wmRWJKGqhBt3THqK0NEYgmCAR8ChPw+kqocd8QkS4DGeCTfBHWXiNwN3JJ+fgnwxzHeeyawPev5DuDk/ieJyNXA1QBz5uQe6b52ayv/cstTYwynfPgEZjZUcmRTDW87fgYrj2xk+Zx6wgH/kO9rqA5xzvEz+M3fdvK5tx3bW1vKyK5BQTpBFbAG1dVvSHtrV6z3/s/scL6g/PmFveN6z+uvbObNi6eN6zWNMfkZMkGJSFhVo6r6CRE5H3hD+qU1qvob98MDVV0DrAFobm4eWDUBTl3YxO/++fW9zzMDvAQZcCxb9rHMuX2ODXMdyXGMXNfpPU8GHBtNvENdRxAm14T61HRG4qxjp/Hrp3by/K52TpzT0Oe1WLJvgppcE2Ljno5R3Wc0shOUT6Ay6OfYI+o4enotrV0xTjtqCi/v7aR5bgNt3XHCAR/T6irY3xllTmMVew/1MKW2onfJpqpwgEPdcRqrQxzqiVMdCpBIOatlxJOK3ycsmlpTsH+fMaav4WpQjwEnisjPVPXdjO/2GjuB7KFYs9LHRqyhOkSDNcOMi+Z5jQA8sbV1QIKKZg2SgMLXoDqjhxem/foFS1k0rZZlsybZkHNjytRwCSokIpcBp6RrUH2MccPCJ4FFInIkTmK6FLhsDNcz42BKbZj5TdU8ubWV95+2oM9r8WSqd/4TQGN1mIOROIlkisAoa2wj0RVNUBMO8MVzj+OCE2daYjKmzA2XoN4PvAuoB97e77UxbVioqgkRuQa4G/AD16vqhtFez4yfk+Y2cP/GgdPcYokUoarDiaipxqm1HozEmVIbdj2uzliCqXVhLjxpluv3MsZ4b8gEpaqPAI+IyDpVvW68b66qf2Tsgy3MOFs4tYbb1u+gvTvOpMpg7/FcgyTAGaxQiASVqUEZYyaGfNtlbhWRz4nIGgARWSQi57gYl/HQkU3VAGzd39XneP9BEpkEdaArWpC4uqIJqm3vKWMmjHwT1PVADDgl/Xwn8BVXIjKemz8lk6A6+xyP9Rsk0VTj1JpaOgqToDqjyd5V1I0x5S/fBLVAVb8BxAFUNULfEc6mjMxurMInsLWlbw0q3q8GNavBWYXitQORgsRlTXzGTCz5JqiYiFSSXsdARBbgbP1uylA44Gd2YxVb+jXxRRN9V5KoCgWYMaliQFOgWzqjCarDQ082NsaUj3y/jn4RuAuYLSI3Aa8HrnQpJlME5jRWsb21b80olji8mnnG/CnVvFLQBGU1KGMminy327hHRNYDq3Ca9j6sqvtdjcx4alpdBZv3He6DUtUBgyTAGVBxx9O7UFVX5yXFkyliiRQ1NkjCmAkjr9IuIr8HbgbuUNXCfF02nppWF2ZfR5RUSvH5hGRKUaXPIAmA+U01HOpJ0NoVY3KNe0PNM8scWQ3KmIkj3z6obwGnAi+IyO0icqGIVLgYl/HYtLoKkint3U4jlnTWqOtfg1qQXqvuxd3ursnXFXOWObI+KGMmjrwSlKo+qKofBOYDP8TZtNB21C1jU9MTb/ce6gGc/idgwCK0J81tIOATHtnsbotvdzpBVQQtQRkzUeS9gFp6FN8FOMsfrQBudCso472pdU4FeV9H3wTVvwZVEw5w0twGHnq5xdV4etIrkFdagjJmwsh3y/dfAi8Cbwa+jzMv6kNuBma8NS2ToA45swmigyQogNOOnsILuw+5uvVGNGE1KGMmmnxrUNfhJKX3q+r9qppyMyjjvSk1mSY+J0HF031Q/YeZA1y6Yg71VUE+9etne2s646075tzfEpQxE0e+w8zvFpElInIsUJF1/KeuRWY8FQr4aKwOsSfTB5UZJJFjW43G6hBfPm8JH7rlKc7/wV+5qHkWy2fXc8yMunFLKNbEZ8zEk+8w8y8ApwPH4qw+/nfAI4AlqDLWVBOiNb0Q7GB9UBlvX3YEKVV++OAW/uP3LwBQXxVkel0FFzXPZtmsSb2bIY5GT28Tn/v7ThljikO+k0ouBJYBT6nqVSIyDfj5aG8qIhfhrE5xDLBSVdeN9lrGPQ1VIQ52xYHBR/FlO2/5TM5bPpPnd7bz6oEI9760l417OvjynU7CesPCJt6+bAaXrJgz4lhsFJ8xE0++CapHVVMikhCROpwh5rOHe9MQngfOxxmyborU5JpQ78CHweZB5bJk5iSWzJzE25bOIJVSXmuNcPMTr3HX83v4t189xw8f2sIn33o0q5fMyDuWnnSCDFsNypgJI9/S/qSI1AM/AtYDfwMeG+1NVfVFVd042vebwmioCnEw0rcGlU+CyubzCfOaqvnM2cdw37+exkfOXETQ5+Oam5/inO89nPdCs1HrgzJmwsn3r00dcBHwAHAW8B5VvcqtoExxmFwdoi0SI5nSwwlqiCa+4QT8Pj5y5lHcevUqLl81l+2t3Vy65jE+ftszpFI65Hutic+YiWckw8xnAN8D7gO+ICIfHuoNIvIXEXk+x895IwlQRK4WkXUisq6lxd3JoKavhuoQKYX27nhvE1+uYeajue4Xzz2O7192AkG/j9vX7+AdP3iUhzcN/v+3J5HE75Mh+8CMMeUl36WO7ge+Cnwep5mvGfjAMO85U1WX5Pj53UgCVNU1qtqsqs1TpkwZyVvNGGW2dG/tiuU1SGKkTl00hYc/+SZOWTCZZ3e08y+3PMX9L+3rnZSbrSeesuY9YyaYfFeSuBd4FLgE2AisUNXFbgZmvJcrQY33IAUR4cZ/WMnP33syByNxrrrhSa69bzOqfZv8uuNJG2JuzASTb4l/FogBS4ClwJL02nyjIiJ/LyI7gNcBfxCRu0d7LeOehqrDCarTxe0ugn4fb1jUxH/+/fEAfPe+zZz45T+zq62795yeeJJwwGpQxkwk+a4k8VEAEanF2Un3J8B0YFQbAKnqb4DfjOa9pnAm1zgJ6mAkK0G5uGHgZSfPYd7kKi778VoORuJc9qPHed2CyVz1+iN57UDEalDGTDD5riRxDc5+UCcB24DrgYfdC8sUg+waVFc0QVXIj9/n3q65AKcsbOKJz5zB6v95mG0HImw7EOGWJ7YDsGRmnav3NsYUl3y/DlcA3wbWq2rCxXhMEakI+qkK+WntihGJJQq2m+3Uugo+fMYivnDHhr7xWBOfMRNKvqP4vqWqay05TTyN1SEOdsXojCapLeB261e8bi5P//tZfWpsNgfKmInFGvXNkBqrQxzoitHZEy9YDQqc0X31VSGOO+Jws954zMEyxpQOK/FmSI3VIQ5GYnRFk9QUMEFlfOPCpVzcPAuASMydvaaMMcXJEpQZUmNViNauGB3RwvVBZVs8vY43L54GQFt3vOD3N8Z4p/B/cUxJaax2EpRPhNoKb35dpk9y9shsi8Q8ub8xxhtWgzJDaqgOEYklOdAZpTrszSCFGb0JympQxkwklqDMkDLLHXXFktSEg57E0FTjzAc/89hpntzfGOMNa+IzQ8okKIAaj2pQfp/wxGfOYFKVNwnSGOMNS1BmSH0TlHe/LlPrKjy7tzHGG9bEZ4aUnaC8GMVnjJm4LEGZIc2bXN372KtRfMaYickSlBmS3yecdpRtFGmMKTxLUGZY/3XxMi5pns0pC5u8DsUYM4FYm40ZVlNNmK9fuNTrMIwxE4zVoIwxxhQlS1DGGGOKkqiq1zHkTURagFcHebkJ2F/AcMZDqcVcavGCuzHPVVUbQWKMS0oqQQ1FRNaparPXcYxEqcVcavFCacZsjHFYE58xxpiiZAnKGGNMUSqnBLXG6wBGodRiLrV4oTRjNsZQRn1Qxhhjyks51aCMMcaUEUtQxhhjilLJJSgRWS0iG0Vks4h8KsfrYRH5Rfr1tSIyr/BR9olnuHg/JiIviMizInKviMz1Is5+MQ0Zc9Z5F4iIioinw7jziVdELk5/zhtE5OZCx2iMGbmSSlAi4geuBf4OOBZ4p4gc2++09wIHVXUh8N/A1wsb5WF5xvsU0KyqS4HbgW8UNsq+8owZEakFPgysLWyEA+IYNl4RWQR8Gni9qh4HfKTggRpjRqykEhSwEtisqltUNQbcCpzX75zzgBvTj28HzhARKWCM2YaNV1XvV9VI+unjwKwCx9hfPp8xwJdxkn9PIYPLIZ943wdcq6oHAVR1X4FjNMaMQqklqJnA9qznO9LHcp6jqgmgHZhckOgGyifebO8F/uRqRMMbNmYRORGYrap/KGRgg8jnMz4KOEpEHhWRx0VkdcGiM8aMmm23USRE5HKgGTjN61iGIiI+4NvAlR6HMhIBYBFwOk4N9SEROV5V2zyNyhgzpFKrQe0EZmc9n5U+lvMcEQkAk4ADBYluoHziRUTOBD4LnKuq0QLFNpjhYq4FlgAPiMg2YBVwh4cDJfL5jHcAd6hqXFW3Ai/jJCxjTBErtQT1JLBIRI4UkRBwKXBHv3PuAN6TfnwhcJ96Nxt52HhF5ATghzjJqRj6RoaMWVXbVbVJVeep6jycfrNzVXWdN+Hm9TvxW5zaEyLShNPkt6WQQRpjRq6kElS6T+ka4G7gReCXqrpBRL4kIuemT7sOmCwim4GPAYMOk3ZbnvF+E6gBbhORp0Wk/x/Xgsoz5qKRZ7x3AwdE5AXgfuATqupVrdoYkydb6sgYY0xRKqkalDHGmInDEpQxxpiiZAnKGGNMUbIEZYwxpihZgjLGGFOULEGVCRGpF5EPph8fISK3ex2TMcaMhQ0zLxPpbUXuVNUlHodijDHjwtbiKx9fAxaIyNPAJuAYVV0iIlcC7wCqcZb3+RYQAt4NRIGzVbVVRBbgbFsxBYgA71PVlwr/zzDGGIc18ZWPTwGvqOpy4BP9XlsCnA+sAL4KRFT1BOAx4Ir0OWuAD6nqScDHgR8UJGpjjBmE1aAmhvtVtQPoEJF24Pfp488BS0WkBjgFZ7mlzHvChQ/TGGMOswQ1MWSvkJ7Kep7C+R3wAW3p2pcxxhQFa+IrHx04W2GMmKoeAraKyEUA4lg2nsEZY8xIWYIqE+nVuR8VkedxVkgfqXcB7xWRZ4AN5N7m3RhjCsaGmRtjjClKVoMyxhhTlCxBGWOMKUqWoIwxxhQlS1DGGGOKkiUoY4wxRckSlDHGmKJkCcoYY0xR+v+TMyiE/gIOswAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deXxddZ34/9f7brlJmjRtU7rQlYKUUva0Am4oqMggKKsoKg7CMA6OywzIiA7+nHFXZvyho3ZYBAdFqBsqArKURdYWSqGUlq7QQts0aZM0y13f3z/OuTc3yU1ym3vumvfz8ciDe8/95Jx3L/nc9/18zmcRVcUYY4wpN75SB2CMMcZkYwnKGGNMWbIEZYwxpixZgjLGGFOWLEEZY4wpS5agjDHGlCVLUMYYY8qSJahxSkTuFZGvZzl+tojsFJH3isjDItIhIltLEKIxZUNEtorIaYOOhURkufuaisgpJQqvalmCGr9uBS4WERl0/OPA7UAHcDNwVbEDM6aCPA5cDOwsdSDVyBLU+PV7YArwjtQBEZkEnAncpqrPqOovgM0lis+YsqaqUVX9b1V9HEiUOp5qZAlqnFLVXuBO4BMZhy8AXlHVF0oTlTHG9KvaBCUiN4vIbhF5yYNzHSsiT4rIWhFZIyIXZrx2k4i84B5fLiIT8r1eEd0KnCciYff5J9xjZhywOmLKXdUmKODnwOkenasH+ISqHume879FpMl97QuqeoyqHg28Blzp0TULzu2a2AN8SEQWAEuBX5Y2KlNEP8fqiCljVZugVPVRoD3zmIgscEevrRKRx0RkYY7n2qCqr7qP3wB2A1Pd553uuQWoBSptefjbcFpOFwP3qequEsdjisTqiCl3VZughrEM+KyqngD8K/A/B3oCEVkKhIBNGcduwRnFsxC4wZtQi+Y24DTgMjK690TE53b9BZ2nEhaRUIliNMVjdWR4QbcepH4CIlKT0UUeco8PHhlrxkiqeT8oEZkH/ElVF7v93q3A+owiNap6hIicAwyZEwTsUNX3Z5xvBrAC+KSqPjXoWn6civesqt7i6T+kwERkBXAMMF1VI+6xU4CHBxV9RFVPKWpwpqCsjuTGnQs4d9Dhb+D0PAw+Pl9VtxYhrKo3nhJUI7BeVWeM8VyNOBXvm6q6fJgy7wSuVtUzxxaxMcVldcSUs3HTxef2g28RkfPB6bMSkWNy+V23a+t3OPODlmccFxE5NPUYOAt4xfPgjSkCqyOm3FRtC0pEfgWcAjQDu4DrgIeAnwAzcO6t3KGq2botBp/rYuAWYG3G4UuANcBjQCMgwAvAP6ZuChtTzqyOmHJX9glKRGbj3MifhjP6Z5mq/rC0URljjCm0SkhQM4AZqvqciDQAq4APqerLJQ7NGGNMAQVKHcBoVPVN4E33cZeIrAMOBrImqObmZp03b17xAjRmBKtWrdqjqlNLHcdgVk9MORmunpR9gsrkjjg6Dnh60PHLgcsB5syZw8qVK4semzHZiMi2Il3nZpyFfner6uLRys+bN8/qiSkbw9WTihnF587R+A3w+cE3WFV1maq2qGrL1Kll92XVmGL4Od4tW2RMWaiIBCUiQZzkdLuq/rbU8ZiRqSq/fvY19kfipQ5l3Mi2bJEpP237I/xm1XbK/d5/uSj7BOXOnbgJWKeq15c6HjO6Jza18aXfvMi37llX6lBMBhG5XERWisjK1tbWUoczLn37L6/wL3e9wKpte0sdSkUo+wQFvA1nl9f3iMhq9+eMUgdlhrezow+Ajt5YiSMxmawrvPSCAecj94lNbSWOpDKU/SAJd0sIW3yxguzuigDQEC77Py9jiioc8APwyIZW/vnUw0ocTfmrhBaUqTCvtXcDEIknSxyJMeVlf8TpVVj3pi2kkQtLUMZzW/f0ALC3O1riSMYPd9miJ4HDRWS7iFxa6pjMUF19zsAh+/KWG+uDMZ57rd1JUO2WoIpGVS8qdQxmdKkElUgqsUSSoN/aCCOxd8d4KpFU3ujoBaC9xxKUMZm6MqZeWCtqdJagjKei8SSpKR7t+y1BGZOpq69/ZGsklihhJJXBEpTxVNT9VjilPkR3NEGfVUJj0rr64qQ2hLcW1OgsQRlPReJOQpo+MQzAXuvmMyZtf1+c5gk1gCWoXFiCMp5KVboZE2sBaLNuPmMAiCWS9MYS6QRlvQujswRlPJVKUNManUpoq0kY4+h2B0g0TwgB1oLKhSUo46nUPaipDU6C6rQEZQzQP8R8aqqLz1pQo7IEZTyVugeVSlDWgjLG0emO4GtusHtQubIEZTyVqnSpb4mdfZagjAFngAQ4I1zBElQuLEEZT6W6+CbVh/D7xFpQxrhSXXxTbJBEzixBGU+lvhXWBHw0hgN09tqmhcYAdEdTCcpaULnybC0+EWkBrgXmuucVQFX1aK+uYcpfNJ2g/EysDVoL6gBZPapePVGnxdTfxWctqNF4uVjs7cBVwIuAfTUYp1KVribgo7E2aPegDpzVoyqVGmY+qc5NUDH73zsaLxNUq6re7eH5TAVKtaBCAR8Ta4M2zPzAWT2qUt0R58vbZBskkTMvE9R1InIj8CAQSR1U1d96eA1T5gbegwryxr7eEkdUcaweVanuaJxw0Edt0NlV1wZJjM7LBPUpYCEQpL9rQgGrWONIZgvK6eKzQRIHyOpRleqOxKkPBfD5hJDfZy2oHHiZoJao6uEens9UoP57UH4aawM2SOLAWT2qUt2ROPU1zkduTdBngyRy4OUw8ydEZJGH5zMVKNWCCvqFibVBovGkdWUcGKtHVao7mqAu5HTv1QT81oLKgZctqBOB1SKyBafv3IbHjkOReJKagA8RJ0GBs9xR2O13N6OyelSluiNxJqRaUAGffXHLgZcJ6nQPz2UqVCSeJBRwGuZT6p0Z8237o0xrDJcyrEpi9ahKdUcT6S9tTheftaBG40mCEhE/cJ+qLvTifKZyOS0op7WU2lagrTsy0q8Yl9Wj6tYdiTPT3cizJuC3eVA58OQelKomgPUiMseL85nypKqo6ohlom4XH/TP97BNC3Nj9ai69WQMkgjbIImceNnFNwlYKyLPAN2pg6p6lofXMCWwfmcXP7h/PSs2tDKhJsA1py/kgiWzs5aNxBPpBJVaFHPPfmtBHQCrR1WqO5qgPj1Iwrr4cuFlgvqqh+cyZWB/JM4PH9jAzX/bSkM4wEVLZrNuZxfX/HYNh02bwHFzJg35ncx7UI3hAEG/sMdaUAfC6lEVUtWBw8wDfvb1WL0YjWcJSlUfEZFpwBL30DOqutur85viUVX+sPoNvvWXdezqjHDR0tlc/f6FTKoP0dUX473XP8p37n2FOy4/acjvZnbxiQhT6mtosxZUzqweVadoIkk8qRkJylpQufBsHpSIXAA8A5wPXAA8LSLneXTu00VkvYhsFJFrvDinye6ZLe2c/9Mn+fyvVzOtMcxvP3My3zrnaCa595MawkHOb5nFM1vaae8e+g0wEk+kW1DgbC3QlqVcofz44Y08/Erlfp4Xsh6Z0kmtw5eaBxUK+NJzBs3wvOziuxZnFvxuABGZCjwALM/npO7Iph8D7wW2A8+KyN2q+nKe8RpXZ1+Me1/cya9Xvs6qbXtpnhDiO+cexfknzMbnkyHl33/kdG54aCMPrNvFBS0D70VF40nqQv1/VlMmFLcF9b371gPwzJdP5aDKHNpekHpkSiu1knmqBRWyFlROvExQvkFdEW1400JbCmxU1c0AInIHcDZwwAlq+94e4gklNQ4tc0Ra/7HBR/qPZY5f6z+mg35v5NcGl8lWbuB1dJj4+o8OPNegGLL8G+MJ5Y2OXjbs7OKZre28tKODpML85nr+v7OO5IKW2dSGhp9Ye+TMRqY21PDkprYhCSoSTzKprv9/e3N9iE279w97Li9ljop667ce5JMnzaOzN8a7Fx5EIqmIwIKpE9ja1s2iGY20dUeZWBvEJ7A/kmBqQw17uiJMrg/RG0vgd9dM6405KwD0xZKE/D764gl8IvgEfCJMnxj2ciJyoeqRKaH9boLKnKgbTViCGo2XCepeEbkP+JX7/ELgHg/OezDwesbz7cBbx3Kijyx7iu17bXXtlFDAx3Gzm/indx/KexYexLGzmxAZ2mIaTERYNKOR9Tu7hrwWzRgkAdDcUEPr/gjJpGZtjXkps8tRFX7+xFYAfvv8joJe95eXvZWTFzR7dbpC1SNTQqk1KVMTdUN+6+LLRd4JSkRqVDWiqleJyDnA292Xlqnq7/I9f44xXA5cDjBnzvBTSL7yd4vojTnfZARxfzfr+dwymccY8HsDjw18nnl0cJlRz5/lOgy5jgx+acC1B//bBoflE2HmxFpmNIUJ+sf25fzw6Q08ubmNeCJJIOMckYxBEgBzJtcRjSfZ1dXHjIm1Y7pWrgbPt/IJfOi4g2nbH2XB1AlMrg+yuyvCohmN7OqMMKMpnF5uZkJNgPbuKAc1hunoiVIXCpBUJZFUakN+etx11CLxJLVBP0m3ZZpU5dCDJuQdeznUI1M4+3oGJSi7B5UTL1pQTwLHi8gvVPXjeL8twA4gsx9plnssTVWXAcsAWlpahp1Jevri6R6HNn4dPq2BaDzJ1raeAR/Qg1tQ86bUA7B1T0/hE5TbgmoMB/jRR49n8cET05OFK0Ch65Epoc7BLSjr4suJFwkqJCIfBU52v/kN4MFGa88Ch4nIfJzE9BHgo3me0+Tp8OkNAGzY1TUgQTkTdfvvx8ydUgfAtrZuTlowpaAxtbtLKv3hyrczv7m+oNcqgELXI1NC+3qdL09NdakuPj+JpNNC9xe467uSeZGgrgA+BjQBHxz0Wt4bralqXESuBO4D/MDNqro2n3Oa/KWS0ubWgQMgBregZjbVEvL72NLWTaGluvgqqNWUKa96JCKnAz/EqSM3quq3CxGkGZuO3hh+n6QHSaTqSDSeHHFA0niXd4JS1ceBx0Vkpare5EFM2a5xD3ajuKyEg36a6oLs7OwbcHzwPSi/T5g9uZZte3oKHlNbd5SgX2gMezn2pzjyqUc2FaP8dfTGaAwH0vePS5mgVDWnwVDlwMuafIeIfAWYo6qXi8hhwOGq+icPr2HKyPTGMDs7+uc4JZJKPKkDWlDgDF/f2Fr4oeZt+50h4pVS+YYxlnrk2VSMvd1RHtu4Z8jxbO/o4LdZspTKOggph3NlK5XLubL9v8/tekMHGjXVBTm4qZapDTV5/03t64nRVNffsk/VkUgiAQRH/f39kTjr3uxkx95eOnpj9MUSROJJIvEEsYQSSySJu/+NJZR4MkkskSQSS9LZF6OzN+7+N4YCnzllAfOa67NObSmEkN83pjEAXiaom4FVwMnu8x3AXYAlqCo1fWKYXRktqNSopMx7UADHzZnEA+t2s7c7ml6RohDau6PpPagq2FjqUU5TMXIZ7fpaew///KvnDzjoajatsYaWeZM5/cjpnHrEQQMmoueqozdGY21/Igr5nYQXS4ycGh5ev5v/fXQzz25tz1rW7xOCfiHo8xHwC0G/z/0RAn4fNQEfjeEg85rrmFgbpDEcZP2uLr5//4YD/jfkY3J9qOQJaoGqXigiFwGoao9U+FdZM7LpjWFe2tGZfp5KUINbUEvnTwbg2a3tvO/Iwo2k3NsTY1L96N9Gy1zB6lEuo10Pn97AA1981+DfzHKu0UoMM0E9l3ON8feyyeVc2cokVWnvjrKtrYc12/fx+MY9/HnNm0yuD/Hpd8znUyfPP6CuuY7eGJOytKCGG2quqnz9Ty9zy9+2MmtSLX//9vmcOH8KsyfXMakuSDjopybgGzDFI1eqyta2HuLuKML+v67CfVyPdSCIlwkqKiK1uH+rIrIAZ8tqU6WmTwzT1h0hlkgS9Pfvb1MzKEEdPWsioYCPp7cUNkF1R+JMrq8r2PmLZCz1aNSpGLkKB/2ezOuqNomk8vSWNpY9upnv3rueu1Zu5wcXHMPxWVb0z6ajN5aecgHOKD4YPkH97NHN3PK3rVxy8jy+fMYRQ7705UNEKmaUq5dLqHwNuBeYLSK3Aw8CV3t4flNmpjeGUYXdXc7nZ2SYFlRNwM/JC6Zw9wtvFHSTttSSRBXuaxx4PUpPxRCREM5UjLsLGuU44/cJJy9o5uefWsovL3sr0XiS837yBHc++/rov4xzD2piZhffCC2o7Xt7uP7+DZxx1HSu++AiT5NTpfHsX66q9wPnAJfgLNPSoqorvDq/KT/T3O2rd3Y496Ei6XtQQ/+sLn37fFq7IvxmVeGWHUqt9lDJxlKPVDUOpKZirAPutKkYhXPygmbu/fw7eNuhzVz9mzXc+NjmEcsnk0pnXyw9BwoyElRi6Be2Hz20EQS+euaiSh/wkzcvt9v4I/A+YIWq/klVhw4FMlVlWoOToHZ3phJUqotvaJJ4+6HNtMydxLfuWccrOzuHvO6F3miC2mDlDTHPNNZ6pKr3qOpbVHWBqn6jsFGahnCQGz/ZwhlHTec//7yOP695c9iybd1RVGFKxgChkHvvaPCK5n2xBH984Q0+fOzBBV95pRJ42Xb8PvAO4GURWS4i54lIRe53YHKTGpCwz13GJTpCC0pE+K8LjyUY8PHBGx7nm/esY+XW9gGrredDVemJxiu+BYXVo4pRE/DzXxceywlzJ/Evd63mpR0dWctt3+vMAZw9uf/+6HBdfA+/spvuaIIPHjOzQFFXFi+7+B5R1c8AhwA/w9lsrXJ3jjOjaqp1vhGmFsIcqYsPnAr61y+8kw8ePZNlj27mvJ8+yZJvPMjlt63kF09t482Osa80H4knSSrU1VR2grJ6VFlqAn5+cvHxNNWG+Nwdz6cXH86U2kFh1qS6jN/LnqD++vIuJteHOPGQyQWMunJ4evfNHX10Ls6yLUuAW708vykvtSFnqOu+HmeJoeGGmWeaMqGG6y88lue++l6+c+5RvPMtzTy9pZ2v/v4l3vXdFbz3+kf4zartvN5+YCtP9ETdHUu925epZKweVZaDGsJ857yj2dTazQ0PvTrk9dfdFtSsSf1ddv33oAYmqFWv7aVl7qQxDR+vRp512IvInTgz2u8FfgQ8oqq2XG+Va6oLZmlBjZ4kJteHuHDJHC5cModoPMnre3v41dOv8dire/iXu14g5Pdx8YlzOevYmRw7u2nU8/VEnW1UxjKJspxYPapM73rLVM49fhY/fWQzZxw1gyNnTky/tn1vL5PrQ+nddKH/HlRmC2rP/gjb2nq4aOnwWwaNN17W5puAi1S1cOOITdlpqg2lV2rOpQWVTSjgY8HUCXzlzEVE40le2L6PGx7ayM+f2MLtT2/jtEXT+Ox7DmXh9MZhz9HrtqCqYOFNq0cV6qtnHsGK9bv56u9fYvkVJ6c36Ny+t3dA6wmy34N6/rV9ADnPrRoPPEtQqnqfiCwWkUVAOOP4bV5dw5SfiXVB9qZbUNkn6h6IUMDHknmTue3vl9LeHeWqu17g0Q2tPLFxDyceMoVvnXPUgDXNUtJdfBWeoKweVa6muhBf+sBCrl6+ht88t53zW5y509vbe1g4o2FA2WxdfC/u6EAEjjp4Isbh5TDz64Ab3J93A98FzvLq/KY8TaoL0tEzcBSfVxMLJ9eHuOmSJdx1xUkcdlADf3lpJ8f9x1/56u9fGlK2P0FVfBef1aMKdt7xszh+ThPf/ssrdPTG2NXZx+Y93QO6/CB7C2rLnm5mTaqthl4Az3h5J+484FRgp6p+CjgGsK8CVS6zi2+0UXxjtXB6I3decRL/cfaRqMIvntrGEV+9lz+s7p/02xtL3YOq+Mpt9aiC+XzC189ezN6eKD+4fz0PrNsFwHsXTRtQLts8qM2t+zmk2ZaZyuTlJ0mfezM3LiKNOENjZ4/yO6bCZQ6S8LoFNdjHT5rHq9/4AEfMaKQ3luBzd6zm7/7/x3hi0x6Wr9oOVEWCsnpU4RYfPJGPnziX257cxn/9dQPzptRx2KD1DQcPklBVtuzprpg18orFy/6QZ0WkCfhfnO0C9gNPenh+U4Ym1gWJxJP0RhMjriThlaDfx+//6WQe27CHT9+2krVvdPLR/306/XoVdI9YPaoC1/7dIroicdbu6OTfPzh0ySKfu01G6h7Urs4IPdEEC6ZagsrkZYJqBM4HVuAMkW1U1TUent+UodQWAvt6o+lvg0F/YdcPqwn4OfWIg7j+gmP46SOb2LCrfzPESr8HhdWjqhAK+Lj+gmNHLuP3pevM5j3O3/B86+IbwMu+mJuAGTg3dx8CrhORz3l4flOGmtwVmvf1xNLbvRdjgUsR4ZzjZ/Hptx8y4HgVdPFZPRonQoH+BLW93VltYu6Uit8uxlNeDjN/WEQexZn5/m6cWfBHAj/06hqm/Ex0V2je2xMlEk8WfWuA806YxaKZjZx5w+OA9wM0is3q0fiRmaDedHcEmNZoyy5m8nIliQeBepz+8seAJapqa4hVuVQXX0e6BVXcFozPJyzOmDdS6dsTWD0aP0IBX/oe1M7OPqbUh8b13k/ZePlurAGiwGLgaGCxu6aYqWKpPW729caIxBMV34IpA1aPxonMe1A7O3qZPtFaT4N52cX3BQARacDZbO0WYDpQ49U1TPlJrWi+t8cZJFGqBPXdc4/m1d1dJbm2l6wejR/hoD+9+vnOzggzLUEN4WUX35U4+9icAGwFbsbpojBVLBz0EQr40l18peqiuGBJdUwVsno0fjSEA3T1ORPMd3X2cfyc0RdFHm+8HJMbBq4HVrlbUJtxQESY5E7WLWULqopYPRonGsJBXm/voS+WoL07ynQbIDGEl1183/fqXKayNNWG2NsTpTsSr4aJsiVl9Wj8aAwH6eqLs7szAsA06+Ibwr7umrxNrAuyrzfG3p5oelSfMWZkDeEAnX2x9E7SMyxBDWEJyuStqdZZ0XxfTyzrVhjGmKEawwH2R+LpOVDWxTeUJSiTt0l1Idp7ouzrjTHJHXZujBlZY20QVdjU6ixzZMPMhyrrBCUi3xORV0RkjYj8zl1E05SZprogrV0REkm1Lj5jctQQdoYAbNjVRX3IT0PYvtwNVtYJCvgrsFhVjwY2AP9W4nhMFpndek3WgjImJ6mE9Oru/dZ6GkZZJyhVvT9jqO1TwKxSxmOymz25f6EDa0EZk5tGN0Ftbu22BDWMsk5Qg/w98JdsL4jI5SKyUkRWtra2FjksM3dy/x42k+otQRmTi1QXH9giscMp+eY5IvIAzlIug12rqn9wy1wLxIHbs51DVZcBywBaWlq0QKGaYczJ2CLABkkYk5vMBGVDzLMreYJS1dNGel1ELgHOBE5VVUs+ZWhibX9Ssi4+Y3LTmFFvZk+yfaCyKXmCGomInA5cDbxLVXtKHY8ZXWalM8YML7MFddqiaSWMpHyV+z2oHwENwF9FZLWI/LTUAZmR+X2VvR+TMcWSuXda8wRbrD6bsm5BqeqhpY7B5ObBf3kXr7VbI9eYA/HTi09g4fSGUodRtso6QZnKsWDqBBZMnVDqMIypKKcvzjY+zKSUexefMcaYccoSlDHGmLIk1TZyW0RagW0jFGkG9hQpHC9YvIVV6HjnqurUAp5/TKyelJzFO1DWelJ1CWo0IrJSVVtKHUeuLN7CqrR4i6XS3heLt7BKFa918RljjClLlqCMMcaUpfGYoJaVOoADZPEWVqXFWyyV9r5YvIVVknjH3T0oY4wxlWE8tqCMMcZUgKpNUCJyuoisF5GNInJNltdrROTX7utPi8i84kc5IJ7R4v2iiLwsImtE5EERmVuKODPiGTHejHLnioiKSElHLOUSr4hc4L7Ha0Xkl8WOsdisjhSe1ZM8qWrV/QB+YBNwCBACXgAWDSrzGeCn7uOPAL8u83jfDdS5j/+x3ON1yzUAj+LshtxSzvEChwHPA5Pc5weVKt4yek+sjhQ4Zrec1ZNhfqq1BbUU2Kiqm1U1CtwBnD2ozNnAre7j5cCpIlKqpbhHjVdVH9b+LUeeAmYVOcZMuby/AP8BfAfoK2ZwWeQS72XAj1V1L4Cq7i5yjMVmdaTwrJ7kqVoT1MHA6xnPt7vHspZR1TjQAUwpSnRD5RJvpkuBvxQ0opGNGq+IHA/MVtU/FzOwYeTy/r4FeIuI/E1EnnL3IqtmVkcKz+pJnmw18wojIhcDLcC7Sh3LcETEB1wPXFLiUA5EAKf74hScb96PishRqrqvpFGZA1YJdQSsnuSiWltQO4DZGc9nuceylhGRADARaCtKdEPlEi8ichpwLXCWqkaKFFs2o8XbACwGVojIVuBE4O4S3gDO5f3dDtytqjFV3QJswKmI1crqSOFZPclXqW7IFfhmXwDYDMyn/2bfkYPK/BMDbwDfWebxHodzA/OwSnh/B5VfQWlv/uby/p4O3Oo+bsbp6phS6ve6xO+J1ZECxzyovNWTwTGV+n9iAd/sM3Cy+ybgWvfY13G+WQGEgbuAjcAzwCFlHu8DwC5gtftzdznHO6hsSSteju+v4HS3vAy8CHyklPGWyXtidaTAMQ8qa/Vk0I+tJGGMMaYsVes9KGOMMRXOEpQxxpiyZAnKGGNMWbIEZYwxpixZgjLGGFOWLEGNIyLSJCKfcR/PFJHlpY7JmHJj9aR82DDzccTdLuFPqrq4xKEYU7asnpQPW4tvfPk2sEBEVgOvAkeo6mIRuQT4EFCPs2zJ93Fmkn8ciABnqGq7iCwAfgxMBXqAy1T1leL/M4wpKKsnZcK6+MaXa4BNqnoscNWg1xYD5wBLgG8APap6HPAk8Am3zDLgs6p6AvCvwP8UJWpjisvqSZmwFpRJeVhVu4AuEekA/ugefxE4WkQmACcDd2VsCVRT/DCNKSmrJ0VkCcqkZK78nMx4nsT5O/EB+9xvlcaMV1ZPisi6+MaXLpwl/g+YqnYCW0TkfABxHONlcMaUCasnZcIS1Diiqm3A30TkJeB7YzjFx4BLReQFYC3Zt682pqJZPSkfNszcGGNMWbIWlDHGmLJkCcoYY0xZsgRljDGmLFmCMsYYU5YsQRljjClLlqCMMcaUJUtQ45iIbBWR0wYdu0REHncfXykiK0UkIiI/L0mQxphxy5Y6MiN5A/hP4P1AbYljMcaMM5agzLBU9bcAItICzCpxOMaYcca6+IwxxpSlqk1QInKziOx219PK91zHisiTIkeWDFEAABe8SURBVLJWRNaIyIUZr90kIi+4x5e7y+1Xkt+LyL7UD7Z3jTGmTFRtggJ+Dpzu0bl6gE+o6pHuOf9bRJrc176gqseo6tHAa8CVHl2zWD6kqk2pH+AzpQ7IGGOgihOUqj4KtGceE5EFInKviKwSkcdEZGGO59qgqq+6j98AduNs55xaXh9xdierBWz1XWOM8UDVJqhh5L0Vs4gsBULApoxjtwA7gYXADd6EWnoiEhCRMOAH/CISFhEbWGOMKYpxk6AGbcW8GvgZMMN97RwReSnLz32DzjED+AXwKVVNpo6r6qeAmcA64EKqx1eAXuAa4GL38VdKGpExZtyo6v2gRGQe8CdVXSwijcB6VZ0xxnM1AiuAb6rq8mHKvBO4WlXPHFvExhhjUsZNCyqfrZhFJAT8DrgtMzm55zg09Rg4C3jF8+CNMWYcqtoWlIj8CjgFaAZ2AdcBDwE/wenaCwJ3qOrXczjXxcAtONs3p1wCrAEeAxoBAV4A/jE1cMIYY8zYVW2CMsYYU9nGTRefMcaYymIJyhhjTFmqujktzc3NOm/evFKHYQwAq1at2qOqU0sdhzGVqOoS1Lx581i5cmWpwzAGABHZVuoYjKlU1sVnCmrrnm7au6OlDsMYU4EsQZmCUVVO+f4K3vODFaUOxRhTgSxBmYLZvrcXgH09MXbs6y349RJJxaZNGFM9LEGZgnnutb3px79/fkfBr7fgy/fwpd+sKfh1jDHFYQnKFMzzr+2jNujn0IMm8NTmtoJea38kDsCdK7cX9DrGmOKxBGUKZv3OLhbOaODkBVNYtW0vsURy9F8ao9fbewCoCdiftDHVwmqzKZiuSIym2iBL50+mJ5pg7RuFW6LwNTdBTWsMF+waxpjisgRl8tIbTdDZF8v6WnckQX1NgKXzJgPwzJbCdPN9+y+v8A+/WAXAQQ01BbmGMab4LEGZMeuNJlj6jQe48GdPZX29OxJnQk2AgxrDzG+u55kt7Z7HkEgqd618Pf08HPR7fg1jTGlYgjJj9pMVG+mKxFn3Zie90cSQ17sjceprnMVKls6bzLNb95JMejcM/K8v72LBl++hLWMicCQ+NA5jTGWyBGXG7JFX96Qfv/xmx4DXkkmlO5roT1DzJ9PRG+OVnV15X1dVWbF+N1/+3YvpY+9bNA2ASLxwAzGMMcVlCcqMSXckzks7OrigZRYAL7w+MEH1xJyWTH3I6XJ7x2HNADz0yq68r33f2l1ccsuztHZFuPLdh3LXFSex7BMtnH7kdPpi1oIyplpYgjJj8txre0kklTOPnsn0xjAv7RiUoNx5SakW1EGNYY6b08R9a8eeoGKJJB+/6Wmu+L9V+AS+fMZCrnzPoSxxB2HUBH3WgjKmipQ0QYnI6SKyXkQ2isg1WV6/RERaRWS1+/PpUsRphnpmSzt+n3D83EnMaArTuj8y4PXUxNkJNf0L5r9v0XRe3NHBptb9B3y9Z7e28w+/WMVjr+5h4fQGfnnZiVz+zgUDBkWEA34iMUtQxlSLkiUoEfEDPwY+ACwCLhKRRVmK/lpVj3V/bixqkGZYT29pZ/HMRibUBGgMB+nsHTjUvDvidvFlJKjzTphFTcDHskc253ydnmicO555jb+/5Vme3NTGJ06ay72ffycnHjJlSFmnBWVdfMZUi1K2oJYCG1V1s6pGgTuAs0sYj8lRXyzB6tf3sXS+07U2sTZIx6AEtT/dxdffwpnaUMOFS2bzm+e2s3H36K2opze3cfltq7jmty9SG/Jz/xfeydfPXjxs+ZqAjz5rQRlTNUqZoA4GXs94vt09Nti5IrJGRJaLyOxsJxKRy0VkpYisbG1tLUSsJsOa7R1E40mWzndaMY21ATr74gPK9ESHdvEB/POph1Eb8nP18heGJLWU517by1d+/yIXLnuKJzbt4RsfXszjX3oPsyfXjRhXOOgnEk/YiubGVIly31H3j8CvVDUiIv8A3Aq8Z3AhVV0GLANoaWmxT6cCS60IsWTeJKC/BaWqiAjQ34KqCw38E2ueUMO3zjmKL/x6NR/+n79x9fsP55jZTezqjLDuzU7++vIuHl6/G1X4yJLZXPX+w5kyIbfVIWoCPpIK8aQS9ItX/1xjTInklKBEpAW4Fpjr/o4AqqpH53HtHUBmi2iWeyxNVTPXxrkR+G4e1zMeeXpLOwunN9BUFwKgMRwkkVR6MuY9pe5BDW5BAZx59EymTqjhH29/jiv+77kBr82bUsdHl87hqvcfnj5/rmoCTndiJJ4k6LcBqsZUulxbULcDVwEvAl518j8LHCYi83ES00eAj2YWEJEZqvqm+/QsYJ1H1zZjFE8kWbVtL+edMCt9rLE2CEBHbywjQQ29B5XprYdM4fEvvZt1b3axals7cybX01QX5K3zJ6dbYQeqJugkpb5YImtiNMZUllxrcauq3u3lhVU1LiJXAvcBfuBmVV0rIl8HVrrX+2cROQuIA+3AJV7GYA7cizs66Ikm0gMkwOniA+jsizGTWiBjkERo+D+xulCAE+ZO4oS5kzyJLZzRgjLGVL5cE9R1InIj8CCQnvCiqr/N5+Kqeg9wz6Bj/57x+N+Af8vnGsZbj726BxE4eUFz+lhj2E1Qvf0DJXqicepCfny+4t0LSrWgIraahDFVIdcE9SlgIRCkv4tPgbwSlKk8j25o5aiDJzK5vv/+UGOt82eUOSpvfyQxZIBEoaU2K7QWlDHVIddPkCWqenhBIzFlr6MnxvOv7+OKdx0y4Hi6iy8jQUViCcLB4g5UqHFXlbD1+IypDrl+gjwxzCoPZhx5YN0uEknlvYumDzie6uLLbEFFEklCRd5+3VpQxlSXXFtQJwKrRWQLzj0oL4aZmwrzl5d2MmNimGNmTRxwvCHs/Bll7qwbjSfTw76LpcYGSRhTVXJNUKcXNApT9vZ2R3l0QysXnzh3yDDwgN9HXchPV8ZqEtF46VpQ1sVnTHUYNUG5i7rep6oLixCPKVO/e34H0USS81tmZX29NugfkBii8SQ1RZ4sm1rZ3FpQxlSHUT9BVDUBrBeROUWIx5ShRFL5v6e3ccysiRwxozFrmXDQP2Ch1kg8Ubp7UNaCMqYq5NrFNwlYKyLPAN2pg6p6VkGiMmXl/rU72dzazQ0XHTdsmZqgb2ALKpGkqdgJKmiDJIypJrkmqK8WNApTtmKJJN+/fz2HNNdzxlEzhi0XDmTp4itygqp1u/h6o9aCMqYa5JSgVPUREZkGLHEPPaOquwsXlikXNz2+hU2t3dz4iRb8I6wKURvy0xcfmKCK3cU3oSZA0C+090SLel1jTGHk9AkiIhcAzwDnAxcAT4vIeYUMzJTemu37+MH963nfommcesRBI5YNB32D7kElCRV5kISIMKW+hj1dkdELG2PKXq5dfNfirCaxG0BEpgIPAMsLFZgprS17urn01pUc1BDm2+cePeoK4+GAn309A+dBFbsFBdDcEGLPfktQxlSDXBOUb1CXXhul3Y3XFNCD63Zx9fI1KHDLp5cMWHdvOOGgn95Yabv4wNkQcc9+6+Izphrk+glyr4jcJyKXiMglwJ8ZtAr5WIjI6SKyXkQ2isg1WV6vEZFfu68/LSLz8r2mGd7aNzr47K+e59JbV9I8oYY7/+Ek3jKtIaffrQn6iGR28SWKv5IEwJT6Gra1dXPjY5uJJWw0nzGVbMQWlIjUqGpEVa8SkXOAt7svLVPV3+VzYXcC8I+B9wLbgWdF5G5VfTmj2KXAXlU9VEQ+AnwHuHCs10wk+3eDV814nFEm4zCKZj2eKZfyA88/8ETDXZs8zpvrv2dnRx9b27pZ92YXj73ayto3OqkN+rny3Yfy2VMPPaAEkzlRV1VL2sXX2RfnP/+8jhXrW5kyIcRpR0zjoIYa9vXGOGZWE1vbulk4vYHeWIKAz0c46GN/JE7zhBr29cRoCAeIu38rNQFn+Hx9KODu1CskFUIBn/PvTCQJ+HwjDiAxxozNaF18TwLHi8gvVPXjeLu9xlJgo6puBhCRO4CzgcwEdTbwNffxcuBHIiI6+FM+R+/63sNs39s79oirVMAnHD93EteecQQXtMxmYl3wgM8RzkhQUbflUuxh5gBTJ9SkHz++cQ8Af1j9BiJOUvb7hERSCfqFeFIRnGOxhHMsllACPiGpSjKjvE8gqaTPk3oO8KvLTuSkBVOK/m81ptqNlqBCIvJR4GS3BTVAnhsWHgy8nvF8O/DW4cq4O/B2AFOAPZmFRORy4HKAOXOGX/Di0rfPH7BeXOZ33swxAMMNCBhQJuO3Bx4/sPJDr5FRbthzDVN+mDIMc86pDTXMb65nzuS69DJBYxUO+uiLJ9OtJ6Doo/jAuQeVafbkWmoCfmqDfhZOb2BrWzfHz53E9vZe5kypQxV6o3GmNtSwuyvCtMYwnb0xwkE/PhH64gkawgG6I3HqQgGi8aSb0JKICDUBH7Mm1Rb932nMeDBagroC+BjQBHxw0Gtls2Ghqi4DlgG0tLQM27r61NvmFy2m8SYc8JNIKrFERoIqQQuqNuQk2rlT6rjk5Hl87K1zUbQk98OMMfkZMUGp6uPA4yKyUlVv8vjaO4DZGc9nuceyldkuIgFgIs4IQlNmUomhL54oaRff4e6gjmvPOIL3HTl9lNLGmHKW6yfIHSLyFRFZBiAih4nImXle+1ngMBGZLyIh4CPA3YPK3A180n18HvDQWO8/mcLK3M02NZqvFC2oec31bPrmGZacjKkCuX6C3AxEgZPd5zuA/8znwqoaB64E7gPWAXeq6loR+bqIpBahvQmYIiIbgS8CQ4aim/IQTq8knky3oEqRoAAbUWdMlch1ou4CVb1QRC4CUNUeGW1pgRyo6j0Mmk+lqv+e8bgPZ3klU+bCGS2oUg6SMMZUj1wTVFREanGn2IjIApyt340B+hNUbyxBLOH0wpaqBWWMqQ65JqivAfcCs0XkduBtwCUFislUoNp0CyqZnhBtI+eMMfnIdbuN+0VkFXAizlSaz6nqnlF+zYwjYXezwL5YgqRaC8oYk7+cEpSI/BH4JXC3qnaPVt6MP5n3oFJKMczcGFM9cv0E+T7wDuBlEVkuIueJSLiAcZkKk2pB9cYSJR/FZ4ypDjnvqAs84i7w+h7gMpyh540FjM1UkNT9pkgsScDvDPC0UXzGmHzkOkgCdxTfB3FWEz8euLVQQZnKk7mSRFCdxFQTtARljBm7XO9B3Ymz+vi9wI+AR1TVNtsxaZn3oFJrfVgLyhiTj1xbUDcBF6lqYtSSZlxKrSTRF0umV263e1DGmHzkeg/qPhFZLCKLgHDG8dsKFpmpKAG/j4BP6I0l0ksNWYIyxuQj1y6+64BTgEU4SxN9AHgcsARl0lK76gZ8goh18Rlj8pPrJ8h5wKnATlX9FHAMztYXxqTVBP30xZL0xRKEA/5hN340xphc5Jqg+txBEXERaQR2M3AvpwMiIpNF5K8i8qr730nDlEuIyGr3Z/BWHKbMhIM+IrEEvbFEel6UMcaMVa6fIs+KSBPwv8Aq4DngyTyuew3woKoeBjzI8Nto9Krqse7PWcOUMWUiHPTTF0/QF0vmvYW8McbkOoqvEWfbixU4Q80bVXVNHtc9G+eeFjjzqVYAX8rjfKYMhIM+eqMJfCLpxWONMWascm1B3QTMAG4AHgKuE5HP5XHdaar6pvt4JzBtmHJhEVkpIk+JyIeGO5mIXO6WW9na2ppHWCYftel7UMn0DrvGGDNWuQ4zf1hEHgWWAO8GrgCOBH443O+IyANAtn23rx10bhWR4bZxn6uqO0TkEOAhEXlRVTdliW8ZsAygpaXFtoQvkXDQz/5InIBf7B6UMSZvuQ4zfxCox7nv9BiwRFV3j/Q7qnraCOfbJSIzVPVNEZmBM+gi2zl2uP/dLCIrgOOAIQnKlIeagJ89+6MEfM4oPmOMyUeuX3PXAFFgMXA0sNhdm2+s7gY+6T7+JPCHwQVEZJKI1LiPm3E2SXw5j2uaAkuN4nMGSVgLyhiTn5w+RVT1C6r6TuAcoA24BdiXx3W/DbxXRF4FTnOfIyItInKjW+YIYKWIvAA8DHxbVS1BlbFw0E9vLOHMg7J7UMaYPOXaxXclzn5QJwBbcbbaeGysF1XVNpyJv4OPrwQ+7T5+AjhqrNcwxZdeScJvo/iMMfnLdZh5GLgeWKWq8QLGYypYOOijL5bE77NRfMaY/OU6iu/7hQ7EVL7URN2Az0bxGWPyZ58ixjPhoB9V6IrE7R6UMSZvlqCMZ2oyttewYebGmHxZgjKeSW37DlgXnzEmb/YpYjyT2WqyLj5jTL4sQRnPZCYlG2ZujMmXJSjjmcxuvRrr4jPG5Mk+RYxnMltN1sVnjMmXJSjjmYGDJCxBGWPyYwnKeObw6Q3px+GA/WkZY/JjnyLGM3Wh/oVJrAVljMmXJSjjqcUHNwIgUuJAjDEVryQJSkTOF5G1IpIUkZYRyp0uIutFZKOIXFPMGM3YLPt4Cx996xwWTm8sdSjGmApXqhbUSzh7Sz06XAER8QM/Bj4ALAIuEpFFxQnPjNXMplq++eGjCNk9KGNMnnLdbsNTqroOQEbuB1oKbFTVzW7ZO4CzsV11jTFmXCjnr7kHA69nPN/uHhtCRC4XkZUisrK1tbUowRljjCmsgrWgROQBYHqWl65V1T94eS1VXQYsc6/bKiLbRijeDOzx8voFZvEWXiFjnlug8xpT9QqWoFT1tDxPsQOYnfF8lntstOtOHel1EVmpqsMOzCg3Fm/hVWLMxowH5dzF9yxwmIjMF5EQ8BHg7hLHZIwxpkhKNcz8wyKyHTgJ+LOI3Ocenyki9wCoahy4ErgPWAfcqaprSxGvMcaY4ivVKL7fAb/LcvwN4IyM5/cA93h8+WUen6/QLN7Cq8SYjal6oqqljsEYY4wZopzvQRljjBnHLEEZY4wpS1WboEZbx09EakTk1+7rT4vIvOJHOSCe0eL9ooi8LCJrRORBESnp/Jpc10kUkXNFREdac7EYcolXRC5w3+O1IvLLYsdojBmoKhNUjuv4XQrsVdVDgf8CvlPcKPvlGO/zQIuqHg0sB75b3Cj75bpOoog0AJ8Dni5uhEPiGDVeETkM+Dfgbap6JPD5ogdqjBmgKhMUGev4qWoUSK3jl+ls4Fb38XLgVBllccACGjVeVX1YVXvcp0/hTFwulVzeX4D/wEn8fcUMLotc4r0M+LGq7gVQ1d1FjtEYM0i1Jqhc1vFLl3HnXHUAU4oS3VA5rzvouhT4S0EjGtmo8YrI8cBsVf1zMQMbRi7v71uAt4jI30TkKRE5vWjRGWOyKsk8KDN2InIx0AK8q9SxDEdEfMD1wCUlDuVABIDDgFNwWqePishRqrqvpFEZM45Vawsql3X80mVEJABMBNqKEt1QOa07KCKnAdcCZ6lqpEixZTNavA3AYmCFiGwFTgTuLuFAiVze3+3A3aoaU9UtwAachGWMKZFqTVC5rON3N/BJ9/F5wENaulnLo8YrIscBP8NJTqW+PzJivKraoarNqjpPVefh3DM7S1VXlibcnP4efo/TekJEmnG6/DYXM0hjzEBVmaCGW8dPRL4uIme5xW4CpojIRuCLQMm2lM8x3u8BE4C7RGS1iJRs4dwc4y0bOcZ7H9AmIi8DDwNXqWqpWtTGGGypI2OMMWWqKltQxhhjKp8lKGOMMWXJEpQxxpiyZAnKGGNMWbIEZYwxpixZghpHRKRJRD7jPp4pIstLHZMxxgzHhpmPI+6WIn9S1cUlDsUYY0Zla/GNL98GFojIauBV4AhVXSwilwAfAupxlvf5PhACPg5EgDNUtV1EFuBsWzEV6AEuU9VXiv/PMMaMB9bFN75cA2xS1WOBqwa9thg4B1gCfAPoUdXjgCeBT7hllgGfVdUTgH8F/qcoURtjxiVrQZmUh1W1C+gSkQ7gj+7xF4GjRWQCcDLOUkup36kpfpjGmPHCEpRJyVwdPZnxPInzd+ID9rmtL2OMKTjr4htfunC2wjhgqtoJbBGR8wHEcYyXwRljTCZLUOOIuzr330TkJZzV0Q/Ux4BLReQFYC3Zt3k3xhhP2DBzY4wxZclaUMYYY8qSJShjjDFlyRKUMcaYsmQJyhhjTFmyBGWMMaYsWYIyxhhTlixBGWOMKUv/D3SJ+jK1uJ1HAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deZxcZZXw8d+p6qrqNemku7NAlk5CIEAgCB0IOwijuIGDLCKLMEhwwXUGX2fQV8dl3lF5HR1kfI2CLAOiMKIISJAdJBASCNlIIIRA9j2d3ms77x+3qrt6rdtL1b1Vfb6fT3+ounXr3pOiT596nvvc5xFVxRhjjPGbgNcBGGOMMX2xAmWMMcaXrEAZY4zxJStQxhhjfMkKlDHGGF+yAmWMMcaXrEAZY4zxJStQRUhEHhOR7/ax/QIR2SEifyciT4tIo4hs8iBEYwqKiGwSkXN7bAuLyAOp11REzvIovKJlBao43QlcISLSY/uVwD1AI3A7cGO+AzOmyLwAXAHs8DqQYmQFqjj9EagBTk9vEJFxwEeBu1R1qareDWz0KD5jCp6qRlX1p6r6ApDwOp5iZAWqCKlqG/B74KqMzZcA61T1dW+iMsaYwSm4AiUit4vILhFZPQLHOk5ElojIGhFZKSKX9rHPf4pI83DP5YE7gYtEpDT1/KrUNmOA/OWSiNwmIq+ntj8gIpXDPZ8ZHQquQAF3AOeN0LFagatU9ejUMX8qItXpF0WkARg3QufKq1S3wx7g4yIyCzgRuNfbqIzP3EF+cumrqjpPVY8F3gNuGKFzmiJXcAVKVZ8D9mVuE5FZqZFry0XkeRGZ4/JYb6rqW6nH24BdQF3qmEHgx8DXR/QfkF934bScrgAWq+pOj+MxPpKvXFLVg6ljC1AG2BIKxpWCK1D9WAR8UVVPAP4J+K/BHkBETgTCwNupTTcAD6nq9hGLMv/uAs4FriOje09EAqmuv5DzVEpFJOxRjMZfcpFLiMhvcEa6zQFuGZlQ8y6UypX0T4mIRDK60cOp7T1Hz5ohKvE6gOFK9WefAtyf8XsRSb12IdDrfiBgq6p+MOMYk4G7gU+ralJEDgEuBs7KYeg5p6qbRORFYB7wUMZLZwBPZzxvA56lwP+9ZnhykUvp7ap6TapX4hbgUuA3OflH5NajPZ7/AKd3Ynrq+eLUf2cAm/IUU1GTQlywUETqgYdVda6IjAHWq+rkIR5rDPAM8G+q+kBq20eA24D21G7TgI2qetgwQzfGV3KdS33scwbwdVX96NAiNqNJwXfxpfq33xGRi8HprxKReW7em+rWehDn3qDOhFLVR1R1kqrWq2o90GrFyRS7XORS6hiHpR8D5wPrRjx4U5QKrkCJyG+BJcARIrJFRK4FLgeuFZHXgTXABS4PdwlOd9fVIrIi9XNcTgI3xmfylEsC3Ckiq4BVwGT67io0ppeC7OIzxhhT/AquBWWMMWZ0KKhRfLW1tVpfX+91GMYAsHz58j2qWud1HENhuWT8pL9cKqgCVV9fz7Jly7wOwxgARORdr2MYKssl4yf95ZJ18RlT4EZyTj1j/MQKlBm03U0d3L9sMzbAxjfuYOTm1DN51BZNcPeSTUTjyaz7jkZWoMyg3bx4PTc+sJIX397rdSiGvufUM4XhTyu28q0/reGnT7zpdSi+5GmBSi2VvCp1z4R1iBeIWNL5tnfXkk2exmEGR0QWisgyEVm2e/dur8MxwN6WKAB3v/QusYS1onryQwvqbFU9TlUbvA7EuLOn2Umqp9btsq6JAqKqi1S1QVUb6uoKcvBh0XlvbysATe1x3th+0ONo/McPBcoUmK37naSKJZS3djV5HI0xheu9fa1MGuNMhr5i8wGPo/EfrwuUAo+n1p5Z6HEsxgVVZeuBNs46wvkGvnabfeszZqje29fKgpnjqa2MsOI9K1A9eV2gTlPV44EPAV9IzXTcjfWb+8u+lijtsSSnHVZLWSjIGitQnutnTj3jc9F4ku2NbUyrqeC4qdXWguqDpzfqqurW1H93iciDOMuSP9djn0U4i6jR0NBg45o9tu2AswLJlHHlHDm5ylpQPqCql3kdgxm87Y1tJBWmjisjUhLgiTd20tgaY2x5yOvQfMOzFpSIVIhIVfox8AHAbjT0uR0HnQI1eWwpRx8ylrXbD5JM2vcGYwarsS0GwLjyMPOmVAPw+pbctaJ2N3Ww8K5l7E+NHCwEXnbxTQReSE3rvxR4RFUf8zAe40JrNA5ARSTI0YeMobkjzubUoAljTHfJpLJ4zQ7aY4ler7VFnW3l4SDHTh2LSG4HSvznk2/x+Nqd/GnF1pydY6R5VqBUdaOqzkv9HK2qP/AqFuNeR8wZVl4aCnLUIWMA7DqUMf24a8kmrr97OYue29jrtbZU0SoNBxlTGmJWXWVOC9TOVO9HuCSYs3OMNK8HSRgfOtAa5RfPvE1LR7zXa51JFQpy+MQqggFhzbbGfIdojO+1RRPc/LgzQ8RT63b1ej3dqioLOQWjYfo4Xtm0j/gI37DbHktw+o+e4vG1OwHY19IxosfPJStQpptEUrnitpf54WPreGD5ll6vZyZVuki9vtkKlDE9vfTOXpo74pw8s4YVmw+wvbGt2+ttPQrUabNraWqP8/qWkcunN3c28fOnNrB5X9e5dzdZgTIF6uWNe1m91emye3TV9l6vZ7agAE6aMZ7l7+7P2YwS63Yc5P5lm3NybGNy6dn1uykNBfjC2YcBsGFXc7fXW1PXoMrCTi6dOqsWEXjhrT3DPreq0tQe48M/e56fP72h22u7m61AmQL155XbqAgHuf7MmSzdtK/XiJ/2WJJwMEAwIAAsmFlDWyzByhyNPvrmg6v5+v+s7Ow/N6ZQPPfmbk6eWcOh48oA2NOjMLT1KFDjKpzRfH9ZvX3YKwX8x1/f5JjvPE48qVRFSvjeBUfz++tP5oTp46wFZQpTPJHkL6t3cO5REzlh2jhUYcv+7t0S7bEEpaGuX5uTZowH4G8bRnZm82fW76L+G4+w7N39qMJf+mjNGeNX7+1tZeOeFs48vI6ayjAAe5t7ftnr3sUHcHHDFNbtaBryYIk12xo5/UdP8Z9POa2mKxdMZ9W/fpArT67nxBnjObS6jF1WoEwhevW9AxxojXHe0ZOoq4oAsLu5e8vFKVBdCTWuIkzD9HE8vHLbiKwPta8lyj/c8QpfuOdVAOZNrWZmbQWL1+wc9rGNyZdn33JmvTnziAlURUoIBwOdkyyntcUSlASEULDrz/AFxx1KRTjIbS+8M6jztUbjfPm+17jqtqW0dCQ48/A6XvvW3/G9j8/ttl9dVaSgWlAFteS7ya0n1+0kFBROm13beRPhnqbeSZXukki74H2H8q0/rmbt9oMcfcjYIZ07nkjyw8fW8eBr2zjYHuMDR03ka393ODPrKvnCva/aTM+moDy7fjdTx5dRX1OOiFBTGWZvjy6+1miiW+sJoDJSwtWn1nPr029z/RmNHDNl4HxKJpWbH1/Pn1ZsY3tjG6ceVss/fuAIjpta3ef+dVURWqMJWjriVET8/+ffVYQi0gDcBExPvUcAVdVjcxibybOn3tjF/PrxVJWGOr/V9byg2hZNUNrjPoqPHjOZ7z+8lt/8bRM3XzxvUOdMJpW7X3qXXzzzNjsOtnPOnAlce9oMTjmstnOfslCQ9mjvGx0LjeXR6BCNJ3nx7T1cePyhiDjXamsqw51rP6W1xxKUhnvfk7TwjFncv2wL19zxCvctPInDJlT12mfTnhb+8NpW7nxxE41tMRbMHM8/f3gOHz32kAFjG1/udDfua4kWT4EC7gFuBFYBtgBQEdqwq5m3djVz+UnTAGeUXlVpSa/ugPZ4sldSjasIc/lJ07lzySauP2Mmsyf2TqieGttiPLxyGzcvXs/+1hgnz6zhpo8cycfm9U6wslCwc/RggbM8GgWWvbuP1miCMw+f0LmtpiLSqwXVFk1Q3keBGlsW4t7rFnDZr17i0l++xJUnT2fuIWOJJ5XXNu/nje1NPPem04V47pETOW/uJD6RUQwHku796IgXRj65LVC7VfWhnEZiPLV4zQ4Azps7uXNbXVWkVwuqPZqgtKT3pcvPnTWLP63Yymf/ezm/v/5kaiojfZ5n7baD/HnlNu58cROt0QQn1o/nypOn85FjJhMI9J1g5eFg55DcAmd5NAo8u343oaBw8qyazm01leFew8zbYr27+NIOm1DJfQsX8M0HV/OzJ98ifXk3FBQmjS3lS+fM5ozZtZwwfZyrwpSWPl+h5JPbAvVtEfk18CTQ+RdLVf+Qk6hM3v1l9XbeN62aSWNLO7fVVva+oNoeTzC+Itzr/XVVEX7+qeO5+jdLOf/nf+OaU+s5ZVYt4RJhw65m1mw7yF/X7mTdjiYCAu+fM5HrTp/B/Prx/RamtNJQkI54kmRSs+7rc5ZHRU5V+evanZw0o4bKjC602soIe1s6UNXOgtIa7T7gqKdZdZX8duECdjS2s2V/K6FggMnVpUyoKu33PdmkW2xtRVagrgHmACG6uiYUsMQqApv3tbJ660H+5cNzum2vq4rwRo959tqiCcqq+06qk2fVcO91J/Fvj67j+4+80e01EVgwo4YbP3gEl580jery3kWuP51JFUsURL/5ACyPityGXc1s3NPCNafN6La9piJMeyxJa7Trd7h9gBZUpkljS7t9cRyO0oxcKgRus32+qh6R00iMZx5bnereO3pyt+11lRGe66MFNdC3vhOmj+d/PncKb+1s4q1dzXTEE9TXVDCztnLI69yUFU+Bsjwqco+ucnLpA0dN7La9OvW7f6At1vk73BZLMKEqv2s/pQtisbWgXhSRo1R1bU6jMXmnqjywfAvzpoxlWk15t9fGV4Rp6ogTTyQpSY3qa4smByxQabMnVrkaLOFGaYEl1QAsj4qYqvLga1tYMHM8E8d0b/GUhVNFKdo1AXNbtPctG7nWWaCKrAW1AFghIu/g9J3b8Ngi8drmA6zf2cT/ufCYXq+lu9ZaYwnGpApUR4+ZJPKhvMC6JQZgeVTElr27n017W7nh/bN7vVYR7j04oT2WdNXFN5IKLZfcFqjzchqF8cztL7xDZaSkz+Hd6a6I1o4EY0qdroiBRh7lSqF1SwzA8qiI3fniJqpKS/jQ3Em9Xku3lFo6un6HW6PxvOdSabENkhCRILBYVedk29cUlk17Wnh01XauO2NmtxFHaelvWy2pbolYIkk8qa66+EZSWR/fPguN5VFx27K/lb+s3sFnTpvR53XS8nQXXyyji6+PWVlyrdC+7GXtq1HVBLBeRKblIR6TRz9+fD3hkgDXnjqjz9crwl0tKOh7cst8SJ+vr2WzC4XlUXH76RNvEQwIV59a3+fr5T2+ZCWTSnvM3fXckRQKBggFpei6+MYBa0RkKdCS3qiq5+ckKpNzL769h0dWbudL58xmwpi+h7CWR7q3oDKXqM6n9LfPQm5BpVgeFaFVWxr5w6tbuPa0GUweW9bnPj1vkO1IrZ+W7y974Aw6KrYC9a2cRmHyqrEtxv/6n5XU15TzuTNn9btfZwsqVaA6Yk5S9TWTRC4V2sijAVgeFZn2WIKv/89KaisjfQ6OSOscWt5ZoJz/RvKcS5CaOqxAvuy5KlCq+qyITATmpzYtVdVduQvL5EoskeRLv32N7Qfa+d31CwbsA6+IdL+w23M13XwpDaeHuMez7OlvlkfFRVX51h9X88b2g9z26QbGlvV/T1PP67npFajDXhSocOG0oFx9OiJyCbAUuBi4BHhZRC7KZWBm5DW1x/j8Pa/y7Ju7+d7H53LC9PED7l/eowWVTqp8f+vrusBcGEnVH8uj4pFMKt99eC33L9/Cl86ZzTlHThxw/0hJAJHMFpSHBarYWlA4SwTMT3/bE5E64AnggeGcXETOA34GBIFfq+q/D+d4pn+vvbeff/z967y7r5V/Pf9oLjsx+7X6dBdfugXlVVJ1jTwq+AnAc5JHqWNZLuXJtgNt/PMfVvHsm7u55tR6vnpu/117aSJCeahr0uNowpsve1BYLSi3BSrQoytiL8NcjTc17PZW4O+ALcArIvKQ3WU/cuKJJEs27uW/X3qXxWt2UlcV4Z7PnMSCmTXZ30zm8G5vuyWCASFcEqC5I9Ztss0CNOJ5BJZL+fLmzibuffk97n35PUTgex+fyxUnTXP9+1geKekqUOlcCnrTgnr+rT1ctugl7r72RAIivp2E2W2BekxEFgO/TT2/FHh0mOc+EdigqhsBROQ+4AJg0Em1o7GdVVsbAbotO95zAfLuK5Jrn9szd+m5grm6ek/fy567PpaL4/Y6Q8aG9niCrfvbWLejide3OEu4V5WW8JVzZ/OZ0/u+36k/4ZIA4WCAFh986wsFhF89/w57mqOMLQsxv348+1qj1FWGSapz0bm6PMyB1ijjysO0dCQIlwSQVNxlYWfRw0goQCyhBESIpf49wYBQEhACIiiKqvP/QYHjplZTV9X30iFDkIs8ghHMpbd2NnGwPX2tb3A50t/vaPf39n0gN/sPNzcGm3NtsQTbDrTx5s4mVmw+wMbdLQQDwkXHT+FL587m0Oq+R+z1pzwc7LyOmu6NiOR5VpZ0HABLNu7lzB8/w/HTx6GqnH3EBDbuaea4qeNoao9RGSlhbFmI3c0dTBlXzq6D7dRURojGkyRVqYiUcLAtRnV5iOb2OGXhIElVkuoMZy8JSOfzkoAw99DBr7Y94F8rEYmoaoeq3igiFwKnpV5apKoPDvps3R0KbM54vgU4qY8YFgILAaZN67tbaummfXzpt68NM5ziEQ4GmFFbwQePmsSZR9Tx/jkThjywoTwSpLUjPYovkTp+/ofGpovkg69tBeCOFzfl5by3X93A++cMfH0hmxznEbjMJTf+95/WsGTj3hEIqXjUVkY4dspYrlownQ8fO3nIy12UhYJdX/Y6W1D5z6VIxt+CrQfa2HqgDYCHV27P2TknjSnlpX85Z9Dvy/Z1eglwvIjcrapX4sGyAKq6CFgE0NDQ0Gfz5IzZtTz8xdP6eglwlnrofIz0vd3FPs5rfb+H/o7bbf/uB+vvWAOdv9+4UhtCQaG2IjJiTfaKcEmvFpQXF3bTrlwwnTMOr2NXUztHHzKW5vY44ZIApaEATe1xxleEaWxzvv3FEkkUp8XnLG1QQns8QTgYIKlKpCSIoiSSXT8izqcv4vx/mF5bni0kNzzPI3D3Ze9/fWgOjW2xrvd0e3/GYxe/7wxy/8z86H+fvk8wcJ5KP9sHji8UDHBIdSlVpSMz47jTgupRoDzIpQOtXUvPH1pdRm1lmNNn17F5fyunHVbLlv1tHDqurDNvJo0tY0djG4dUl3GgNUZZKEgwKLRFE1SXhWhsi1FVGqI9liAYdHoi4okkSXU+72BAhtxSzFagwiLyKeCU1De/boa50NpWYGrG8ympbYNWXR4e1PpCxj1nNVvvh8Z+5dzZjCsP8+lT6vN+7hGQyzwCl7nk5svecVOrhxmK6U95uKQrlxKp3ggPcmnzPqfF9J2PHcWCWTXMmTQm7zG4la1AfRa4HKgGPtbjteEutPYKMFtEZuAk0yeBTw3jeCYHyiMlnaP4vBpmDvCVcw/P+zlHUC7zCCyXCkJ5OMieZmd9NS8HSaRvEv77900Z8hpt+TJggVLVF4AXRGSZqt42kidW1biI3AAsxhkae7uqrhnJc5jhq8hsQfmgi68Q5TKPUse3XCoA5RnDu728D+q2T8/nubd2+744gftRfPeJyDeBaaq6UERmA0eo6sPDObmqPsrIjGIyOVIeDrLtgHNNwssuviKRkzwCy6VCUBb2R2/E3EPHDmlEnRfcfjq3A1HglNTzrcD3cxKR8ZXycEnn9CwdHnZLFAnLo1Esc5i5l7dsFBK3n84sVf0REANQ1VZ6DNgxxaksFOxc5sLLfvMiYXk0iqW7+FS1c+Jl640YmNtPJyoiZaTuYxORWThLVpsiV5Y5NDaRJBT0713nBcDyaBQrDQVJKsQSatdzXXJ7Deo7wGPAVBG5BzgVuDpHMRkfiYQCtKdaTtF40lpPw/MdLI9GrXR3Xns8Yb0RLrldbuNxEVkOLMDpkviyqu7JaWTGF8pCQaLxJImk0hFP2De+YbA8Gt3Ss7m0R50CFRAosQI1IFcFSkT+DNwLPKSqLdn2N8UjnVQdqW99VqCGzvJodOssULEk0YTlkhtuP6GbgdOBtSLygIhcJCJDm5DKFJSupS6sQI0Ay6NRLJ1L6S6+SEn+5+ErNK5X1AWeTU3r/37gOpwhs/6dI8OMiNJQut889a3PuiSGzPJodOvMpViCDvuy54rrtRdSo48+hrNEwPHAnbkKyvhHaY8WlH3rGx7Lo9GrZy7Zl73s3F6D+j3OmjOPAT8HnlXVgl/e1GTX1W9u3/qGy/JodMvsjeiIJ+wmXRfctqBuAy5T1cJYJ9iMmLKMAmXXoIbN8mgUS/c+WC655/Ya1GIRmSsiRwGlGdvvyllkxhc6uyViCaKJ5KBW5DXdWR6NbmXhjAJlo/hccdvF923gLOAonAkpPwS8AFhiFbmyzKGx8SThckuqobI8Gt1Ke/RGWBdfdm4/oYuAc4AdqnoNMA8ojOlwzbCUhZ1fkTbrlhgJlkejWGl6Jon0lz3LpazcfkLtqYu5cREZA+yi+wqepkh16ze3bonhsjwaxbq1oOyWDVfcXlB4RUSqgV8By4FmYEnOojK+kdlv3hGzpBomy6NRrNv1XGtBueK2QI0BLgaewRkiO0ZVV+YqKOMfvb71WVINh+XRKBYMCOFggPZYMnXLht1TmM1ghpmfDtwCzAJeE5HnVPVnOYvM+EK637wtav3mI8DyaJSLhAJdw8ytNyIrt8PMnxaR54D5wNnAZ4GjAUusIlcSDBAKSuf8YVaghs7yyJSGgnTE7aZ3t9wOM38SqMDpL38emK+qu3IZmPGP0pCzaGE0YVMdDYflkSkNBWiLJmiLxikPWy5l47aErwSiwFzgWGBuak4xMwqUhoIcbI8B2L0bw2N5NMqVhYK0RhO0RBN207sLbrv4vgogIlU4K4D+BpgERHIWmfGNslCQvc3RzsdmaCyPTGkoyP5WJ5esQGXntovvBpyLuycAm3CWCHh+qCcVke/gLDWwO7XpX1T10aEez+RWaSjA7qYOAKpKLamGaqTzyBSe0pIgu5udXKqwApWV20+oFPgJsFxV4yN07v9Q1ZtH6Fgmh8pCQbY1tgNQVRryOJqClos8MgUkEgqwp7NAWW9ENm67+KyQjGKVpSXs2eok1RhrQQ2Z5ZEpDQVpane+m1gXX3ZeXvG+QURWisjtIjKuv51EZKGILBORZbt37+5vN5ND1eVhVJ3H1oIyZugyi5J18WWXswIlIk+IyOo+fi4AfoFzo+JxwHbg//Z3HFVdpKoNqtpQV1eXq3DNAMaVdxUluwblLyJysYisEZGkiDR4HY8Z2PiKcOdja0Fll7NPSFXPdbOfiPwKeDhXcZjhqy7rSiorUL6zGrgQ+KXXgZjsrEANjiefkIhMVtXtqad/j5Nkxqequ7WgrIvPT1T1DQAR8ToU40JNRoGyLr7svPqEfiQixwGKM9z2eo/iMC6MK3eSKlISsOlZCpiILAQWAkybNs3jaEYna0ENjiefkKpe6cV5zdCMq3BaTda95w0ReQLnht6eblLVP7k9jqouAhYBNDQ06AiFZwahprKrQJWG7MteNvYXx2RVnWpBWfeeN9xezzX+V1PRNWmIdctmZyXcZDWus0DZ9xljhmN8RgvKZGcFymRVXWZdfH4lIn8vIluAk4FHRGSx1zGZ/lXZdadBsU/LZDWmLIQIVEWsi89vVPVB4EGv4zDuWLfe4FgLymQVDAjjysOMLbMCZYzJH2tBGVd+csk8po0v9zoMYwre/Z892dZVc8kKlHHlrCMmeB2CMUVhfv14r0MoGFbGjTHG+JIVKGOMMb4kqoVzQ7mI7Abe7eflWmBPHsMZCYUWs8Xb3XRVLcgp9osslwotXii8mD3JpYIqUAMRkWWqWlDLDRRazBbv6FBon1uhxQuFF7NX8VoXnzHGGF+yAmWMMcaXiqlALfI6gCEotJgt3tGh0D63QosXCi9mT+ItmmtQxhhjiksxtaCMMcYUkYIrUCJynoisF5ENIvKNPl6PiMjvUq+/LCL1+Y+yWzzZ4v2aiKwVkZUi8qSITPcizox4Bow3Y79PiIiKiOcjkdzELCKXpD7nNSJyb75j9CPLpdwrtHzyXS6pasH8AEHgbWAmEAZeB47qsc/ngf+XevxJ4Hc+j/dsoDz1+HN+jze1XxXwHPAS0FAAvxOzgdeAcannE7yM2Q8/lkv+iDm1ny/yyY+5VGgtqBOBDaq6UVWjwH3ABT32uQC4M/X4AeAc8W6O+6zxqurTqtqaevoSMCXPMWZy8/kCfA/4IdCez+D64Sbm64BbVXU/gKruynOMfmS5lHuFlk++y6VCK1CHApsznm9JbetzH1WNA41ATV6i681NvJmuBf6S04gGljVeETkemKqqj+QzsAG4+YwPBw4Xkb+JyEsicl7eovMvy6XcK7R88l0u2WzmPiEiVwANwJlex9IfEQkAPwGu9jiUwSrB6Zo4C+db9XMicoyqHvA0KpMThZBLULD5lNdcKrQW1FZgasbzKaltfe4jIiXAWGBvXqLrzU28iMi5wE3A+arakafY+pIt3ipgLvCMiGwCFgAPeXxh181nvAV4SFVjqvoO8CZOko1mlku5V2j55L9c8uqC3BAv4pUAG4EZdF3EO7rHPl+g+4Xd3/s83vfhXJicXQifb4/9n8H7QRJuPuPzgDtTj2txujFqvP68C+Bzs1zKccw99vc0n/yYS57/TxzCh/hhnKr9NnBTatt3cb4xAZQC9wMbgKXATJ/H+wSwE1iR+nnIz/H22NfzAuXyMxacrpS1wCrgk17H7IcfyyXvY+6xr+f55LdcspkkjDHG+FKhXYMyxhgzSliBMsYY40tWoIwxxviSFShjjDG+ZAXKGGOML1mBKhIiUi0in089PkREHvA6JmMKkeWSf9gw8yKRWgrhYVWd63EoxhQ0yyX/sLn4ise/A7NEZAXwFnCkqs4VkauBjwMVOFOS3Ixzl/iVQAfwYVXdJyKzgFuBOhCQbygAABUJSURBVKAVuE5V1+X/n2GM5yyXfMK6+IrHN4C3VfU44MYer80FLgTmAz8AWlX1fcAS4KrUPouAL6rqCcA/Af+Vl6iN8R/LJZ+wFtTo8LSqNgFNItII/Dm1fRVwrIhUAqcA92cs9xPJf5jG+J7lUh5ZgRodMmd1TmY8T+L8DgSAA6lvjMaY/lku5ZF18RWPJpzp+wdNVQ8C74jIxQDimDeSwRlTQCyXfMIKVJFQ1b3A30RkNfDjIRzicuBaEXkdWEPfS1MbU/Qsl/zDhpkbY4zxJWtBGWOM8SUrUMYYY3zJCpQxxhhfsgJljDHGl6xAGWOM8SUrUMYYY3zJClSREpFNInJuj21Xi8gLqcc3iMgyEekQkTs8CdIYYwZgUx2NXtuA7wMfBMo8jsUYY3qxAjVKqeofAESkAZjicTjGGNOLdfEZY4zxpYIrUCJyu4jsSs2TNdxjHSciS0RkjYisFJFLM167TUReT21/IDWNfqH5o4gcSP9g69IYYwpIwRUo4A7gvBE6VitwlaoenTrmT0WkOvXaV1V1nqoeC7wH3DBC58ynj6tqdfoH+LzXARljjFsFV6BU9TlgX+Y2EZklIo+JyHIReV5E5rg81puq+lbq8TZgF84yzelp8xFn1bEywGbVNcaYPCq4AtWPYS+xLCInAmHg7YxtvwF2AHOAW0YmVH8QkRIRKQWCQFBESkXEBs0YY3yj4AtUjyWWVwC/BCanXrtQRFb38bO4xzEmA3cD16hqMr1dVa8BDgHeAC6luHwTaAO+AVyRevxNTyMyxpgMBbkelIjUAw+r6lwRGQOsV9XJQzzWGOAZ4N9U9YF+9jkD+LqqfnRoERtjjBmsgm9BDWeJZREJAw8Cd2UWp9QxDks/Bs4H1o148MYYY/pVcC0oEfktcBZQC+wEvg08BfwCp2svBNynqt91cawrgN/gLMucdjWwEngeGAMI8DrwufTACWOMMblXcAXKGGPM6FDwXXzGGGOKkxUoY4wxvlRQ973U1tZqfX2912EYA8Dy5cv3qGqd13EYU6wKqkDV19ezbNkyr8MwBgARedfrGIwpZtbFZ1yJJ5Ks2dbodRjGmFHECpRx5fuPvMFH/vMFNu9r9ToUY8woYQXKuPLUul0AtETjHkdijBktrEAZV/a3RgFojSY8jsQYM1p4WqBGcvFBk1tN7U7LqbXDCpQxJj+8bkHdwcgtPmjyoLnDuviMMfnhaYHqa/FB4z/tsa5WU4sVKGNMnnjdgspKRBaKyDIRWbZ7926vwxmVtuxv63xsgySMMfni+wKlqotUtUFVG+rq7KZ9L+xobO983GLXoIwxeeL7AmW8l3ndybr4jDH5YgXKZJVZlGyQhDEmX7weZv5bYAlwhIhsEZFrvYzH9C193SkUFFrtGpQxJk88nSxWVS/z8vzGnXSraUJVqV2DMsbkjXXxmaxaOuIEBGoqw9bFZ4zJGytQJquWjgQVkRIqwiU2SMIYkzdWoExWLR1xKiMlVERKaLG5+IwxeWIFymTVEo1TESmhMhK0FpQxJm+sQJmsmjsSVISDlEesi88Ykz+uRvGJSANwEzA99R4BVFWPzWFsxidaOtItqBKb6sgYkzduh5nfA9wIrAKSuQvH+FFLR5zxFeWUhoK0x5KoKiLidVjGmCLntkDtVtWHchqJ8a2WqDNIIlLi9AhHE0kiJUGPozLGFDu3BerbIvJr4EmgI71RVf+Qk6iMrzjDzIOEg6kCFbcCZYzJPbcF6hpgDhCiq4tPAStQo0Bz6hpUuKSrQBljTK65LVDzVfWInEZifCmWSBKNJ6kIlxAKdnXxGWNMrrkdZv6iiByV00iML6WHlWe2oGJx9TIkY8wo4bYFtQBYISLv4FyDsmHmo0R65ojKSLCriy9hs0kYY3LPbYE6L6dRGN/KbEGVBJwC1WHXoIwxeZC1QIlIEFisqnPyEI/xmeaMAkWqZ88GSRhj8iHrNShVTQDrRWRaHuIxPpNuQVXaKD5jTJ657eIbB6wRkaVAS3qjqp6fk6iMb6QLVHk4iKZbUDaKzxiTB24L1LdyGoXxrfQKupWREmIJp0LFrEAZY/LAVYFS1WdFZCIwP7Vpqaruyl1Yxi/Sk8NWREo6i5V18Rlj8sHVfVAicgmwFLgYuAR4WUQuymVgxh+a+7gGZaP4jDH54LaL7yac2SR2AYhIHfAE8ECuAjP+0NIRJxgQIiWBrslirUAZY/LA7UwSgR5densH8V5TwFo6EpSHg4hIxo26VqCMMbnntgX1mIgsBn6ben4p8GhuQjJ+0tzhLLUBdM3FZy0oY0weDFigRCSiqh2qeqOIXAiclnppkao+mPvwjNdao85M5kDXXHzWgjLG5EG2FtQS4HgRuVtVr8SW1xh1mjsSXQXKWlDGmDzKVqDCIvIp4JRUC6obW7Cw+LV0xKmMOIsThoLOMu9WoIwx+ZCtQH0WuByoBj7W4zVbsHAUaOmIU1NRDtA5UKLDuviMMXkwYIFS1ReAF0RkmareNtInF5HzgJ8BQeDXqvrvI30OMzzp1XTTIsGAtaCMMXnhdqj4fSLyTRFZBCAis0Xko8M5cWqW9FuBDwFHAZfZooj+0xpNUJHq4gMIlViBMsbkh9th5rcDy4FTUs+3AvcDDw/j3CcCG1R1I4CI3AdcAKwd7IGWv7ufu5Zs6nwuGa+JSK9tmU8k9USkz5c7t0vG1m77dj7u5/U+t/Xet6+Yu4Wc5f3pY4jAhKpSZtRWcPz0cYyvCPc61mD0bEGFgwHPRvG9+t5+/un+15k3pZqDbTGqSktIKCSTSqQkQEc8SaQkQDSRpDTkTG6rqsSTSkKVgAhBgYAISVUUOifAzZT5mV53+kzmHjo2b/9GY0wXtwVqlqpeKiKXAahqq/T1V3RwDgU2ZzzfApzUcycRWQgsBJg2re8VPw60Rnl98wGgc8ki53HqiWZszfyD1NcfJ83YqH3s19ex+jpn5ivd39/7XP29v6/X6eNYmTHHk9ptKqKjJo/hwuMP5cLjpwy6WLXHEkTjScaUhjq3hT1qQbV0xPn8f79KS0ecxWt2MGlMKW2xBMGAEEp1O0ZCATpiSec6WSyBiBAIQEkggIjz2SaSSjJVrETSRb3rV1l7/FIcbI/l+V9qjElzW6CiIlJG6m+iiMzCWfo951R1EbAIoKGhoY+SAuccOZFzjpyYj3AKwoHWKG/tambpO/t4fO1Ovv/IG/z0ibe4/oyZXHfGTEpDwewHAfa2RAGoyShs4VQLxQ1VZfO+NrY1ttHUHicUdAZZREoChINBysIBxldEqC4LEQgM/H3n6fW72HGwnXs+cxKnHlbr6vzGmMLmtkB9B3gMmCoi9wCnAlcP89xbgakZz6ektplhqi4PM79+PPPrx/OFsw9j3Y6D/OTxN/m/f32TR1Zt59bLj2dWXWXW4+xtdr6D1FRGOreFXQySaGyN8Ytn3+aRVdvYvK8t63mCAaEsFGRcRYjSkiATxkQQhLqqCAERAgL3L9/C+IowC2bWZD2eMaY4uF1u43ERWQ4swOkV+bKq7hnmuV8BZovIDJzC9EngU8M8punDnEljWHRVA0+v38XXfreC8295gduvns9JWf7Y7212WlC1ld1bUAPNZr5hVxNX3baUHQfbOfPwOhaeMYsZNRWMLQsRTSSJxpOd/22LJdjX3MGe5igt0Th7m6N0xBPsPNhBUpW3dzfTFkvQEXPOd86cCQSztLSMMcXDVYESkT8D9wIPqWpLtv3dUNW4iNwALMYZZn67qq4ZiWObvp19xAQe/fLpXPHrl/mHO17h7s+cxPHTxvW7/55UC6rWZQuqsS3GlbctJZ5UHvz8qcybWj3smJNJ56rfi2/v4RgbrGDMqOJ2mPnNwOnAWhF5QEQuEpHS4Z5cVR9V1cNVdZaq/mC4xzPZTR5bxj2fWUBtVYR/uOMVth3ovwtuT6oFVdOjBdXfKL4fPraOXU0d/PqqhhEpTgCBgBAMCKfPrqO6fHgjEo0xhcVVgVLVZ1X188BM4Jc4ixbairoFatLYUu645kSi8SRf+d0KEsk+x56wt7mDslCQ8nDGMPN+BknsPNjO/cs2c9mJU0esOBljRjfXazqlRvF9Amf6o/nAnbkKyuTejNoKvnfBXJa+s49fPLOhz332tkS7tZ6g/y6+e15+j0RSue70mTmJ1xgz+rhd8v33wBvA+4Gf49wX9cVcBmZy7xMnTOHDx0zilqc2sLWPrr49zR3dRvBB//dB/XXtTubXj2d6TUXO4jXGjC5uW1C34RSlz6rq06pqc90UiZs+chQi8H8efaPXa3ubo9T2uLm3NBSgPdb9f/+2A228sf0g5xw5IaexGmNGF7fXoBYDR4rIJSJyVfonx7GZPDi0uozPnjmLh1duZ+k7+zq3qypbD7QxcWz3sTBloSBtsUS3bc++uRuA98+xAmWMGTluu/i+DdyS+jkb+BFwfg7jMnl0/RmzmDgmwo8eW9c51c+2xnYa22IcOXlMt31Lw70L1OubDzC2LOTq5l9jjHHLbRffRcA5wA5VvQaYB9hNKUWiLBzkS+fMZtm7+3lmvdMaWrvtIODM5ddt31CQaDzZbeTfqq2NHHPo2D4nuTXGmKFyW6DaU9ed4iIyBmeI+dQs7zEF5JKGqUwbX86PFq8nmVTWbjuICMyZVNVtv7LUPH7tqVZURzzBmzubbMZvY8yIc1ugXhGRauBXOMtuvAosyVlUJu9CwQD/+IHDeWP7Qe5Z+h6vvrefGTUV3ZbaAKe1BV0Fav2OJmIJ5dgpVqCMMSPL7WSxY4CLgWdwJo0do6orcxWU8cb58w7h/mVb+NYfVwPwpXNm99onPRN6+jrUhl3NABw+sarXvsYYMxxuC9RtOFMd3QLMAl4TkedU9Wc5i8zknYjwH5cex3ceWkNTR5wbzj6s1z49u/g27W0lIDB1fFleYzXGFD+3s5k/LSLP4cwgcTbObBJHA1agikxdVYRbLz++39fTBaot6twL9e7eFg6pLiNS4m6NKWOMccvtbOZPAhU4152eB+arqs3FNwqlr0G1ZbSg6m32CGNMDrgdJLESiAJzgWOBuam5+cwoUxpyfmXSBeq9vS1Mqyn3MiRjTJFy28X3VQARqcJZSfc3wCQgMsDbTBHqHCQRTdDYGmN/a4x6K1DGmBxw28V3A84giROATcDtOF19ZpTJHCSxeX8rANPGW4Eyxow8t6P4SoGfAMtVNZ7DeIzPZV6DSi92OHms9fYaY0ae2y6+m3MdiCkMZRldfNvj7QBMrh724srGGNOL2xaUMUDXNaj2eILGthihoFBbYZcijTEjz/WKusYAREoCiEB7NMH2A+1MHltGIGCTxBpjRp4VKDMoItK5JtT2xjYmj7XuPWNMbliBMoOWLlDbDrRzSLUNkDDG5IYVKDNopaEgLR0Jdh5stxaUMSZnrECZQSsLB9m4p4V4Uplq90AZY3LECpQZtNJQgDe2OyvuTrdZJIwxOWIFygxabWWEaNyZzXxGrU0Ua4zJDStQZtCOnzau8/HEKrsGZYzJDU8KlIhcLCJrRCQpIg1exGCGrmF6V4Gye6CMMbniVQtqNXAh8JxH5zfDMG9qtdchGGNGAU+mOlLVN8C56dMUnopICV8/7wjmHjLW61CMMUXM93PxichCYCHAtGnTPI7GpH3+rMO8DsEYU+RyVqBE5AmcRQ17uklV/+T2OKq6CFgE0NDQoCMUnjHGGJ/LWYFS1XNzdWxjjDHFz/ddfJmWL1++R0Te7eflWmBPPuMZAYUWc6HFC7mNeXqOjmuMAUQ1/71mIvL3wC1AHXAAWKGqHxzmMZepakENWS+0mAstXijMmI0xDq9G8T0IPOjFuY0xxhQGm0nCGGOMLxVTgVrkdQBDUGgxF1q8UJgxG2Pw6BqUMcYYk00xtaCMMcYUEStQxhhjfKngCpSInCci60Vkg4h8o4/XIyLyu9TrL4tIff6j7BZPtni/JiJrRWSliDwpIp7fW5Mt5oz9PiEi6vWM9G7iFZFLUp/zGhG5N98xGmMGr6AKlIgEgVuBDwFHAZeJyFE9drsW2K+qhwH/Afwwv1F2cRnva0CDqh4LPAD8KL9RducyZkSkCvgy8HJ+I+wVR9Z4RWQ28M/Aqap6NPCVvAdqjBm0gipQwInABlXdqKpR4D7ggh77XADcmXr8AHCOeDdtetZ4VfVpVW1NPX0JmJLnGHty8xkDfA+n+LfnM7g+uIn3OuBWVd0PoKq78hyjMWYICq1AHQpszni+JbWtz31UNQ40AjV5ia43N/Fmuhb4S04jyi5rzCJyPDBVVR/JZ2D9cPMZHw4cLiJ/E5GXROS8vEVnjBmygpqLr5iJyBVAA3Cm17EMREQCwE+Aqz0OZTBKgNnAWTgt1OdE5BhVPeBpVMaYARVaC2orMDXj+ZTUtj73EZESYCywNy/R9eYmXkTkXOAm4HxV7chTbP3JFnMVMBd4RkQ2AQuAhzwcKOHmM94CPKSqMVV9B3gTp2AZY3ys0ArUK8BsEZkhImHgk8BDPfZ5CPh06vFFwFPq3d3IWeMVkfcBv8QpTn64NjJgzKraqKq1qlqvqvU4183OV9Vl3oTr6nfijzitJ0SkFqfLb2M+gzTGDF5BFajUNaUbgMXAG8DvVXWNiHxXRM5P7XYbUCMiG4CvAf0Ok841l/H+GKgE7heRFSLS849rXrmM2TdcxrsY2Csia4GngRtV1atWtTHGJZvqyBhjjC8VVAvKGGPM6GEFyhhjjC9ZgTLGGONLVqCMMcb4khUoY4wxvmQFqkiISLWIfD71+BARecDrmIwxZjhsmHmRSC0r8rCqzvU4FGOMGRE2F1/x+HdgloisAN4CjlTVuSJyNfBxoAJnep+bgTBwJdABfFhV94nILJxlK+qAVuA6VV2X/3+GMcY4rIuveHwDeFtVjwNu7PHaXOBCYD7wA6BVVd8HLAGuSu2zCPiiqp4A/BPwX3mJ2hhj+mEtqNHhaVVtAppEpBH4c2r7KuBYEakETsGZbin9nkj+wzTGmC5WoEaHzBnSkxnPkzi/AwHgQKr1ZYwxvmBdfMWjCWcpjEFT1YPAOyJyMYA45o1kcMYYM1hWoIpEanbuv4nIapwZ0gfrcuBaEXkdWEPfy7wbY0ze2DBzY4wxvmQtKGOMMb5kBcoYY4wvWYEyxhjjS1agjDHG+JIVKGOMMb5kBcoYY4wvWYEyxhjjS/8f9wAsVD54qXcAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#load all waveform files first.\n", - "for i in range(0,99):\n", - " with open(f'{i}.json','r') as f:\n", - " waveform = json.load(f)\n", - " \n", - " #extract time series at V1,L1,and H1 from waveform file.\n", - " data_V1 = waveform['data']['V1']\n", - " data_L1 = waveform['data']['L1']\n", - " data_H1 = waveform['data']['H1']\n", - " times_V1 = waveform['times']['V1']\n", - " times_L1 = waveform['times']['L1']\n", - " times_H1 = waveform['times']['H1']\n", - " \n", - " #plot the waveform at V1,L1,and H1\n", - " fig=plt.figure()\n", - " plt.title('0')\n", - " plt.subplot(221)\n", - " plt.title('V1')\n", - " plt.xlabel('time')\n", - " plt.ylabel('waveform')\n", - " plt.plot(times_V1,data_V1)\n", - " plt.subplot(222)\n", - " plt.title('L1')\n", - " plt.xlabel('time')\n", - " plt.ylabel('waveform')\n", - " plt.plot(times_L1,data_L1)\n", - " plt.subplot(223)\n", - " plt.title('H1')\n", - " plt.xlabel('time')\n", - " plt.ylabel('waveform')\n", - " plt.plot(times_H1,data_H1)\n", - " fig.tight_layout(h_pad=0.4)\n", - " \n", - " #save figures\n", - " plt.savefig(f'{i}',dpi=1000)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}