{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare receiver function deconvolution methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook uses the [rf](https://github.com/trichter/rf) package to compare the results of different deconvolution methods.\n", "\n", "If you want to run this notebook locally, check the repository [readme](https://github.com/hfmark/notebooks) for some instructions on installing dependencies. For this notebook you will need to have obspy and rf installed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To start, we load example data into an RFStream instance by calling `read_rf()`. Calling this function without other arguments loads the sample dataset provided with the rf package. The stream consists of 3-component data from 3 earthquakes, 9 traces in total." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib.pyplot as plt\n", "from rf import read_rf, rfstats\n", "\n", "stream = read_rf()\n", "# plot the first 3 traces/data from the first event\n", "stream[:3].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, the rfstats function helps us fill in header info for the receiver function calculation, including onset time." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "9 Trace(s) in Stream:\n", "CX.PB01..BHE | -20.0s - 100.0s onset:2011-02-25T13:15:38.137855Z | 5.0 Hz, 601 samples | mag:6.0 dist:46.1 baz:325.0 slow:7.83\n", "CX.PB01..BHN | -20.0s - 100.0s onset:2011-02-25T13:15:38.137855Z | 5.0 Hz, 601 samples | mag:6.0 dist:46.1 baz:325.0 slow:7.83\n", "CX.PB01..BHZ | -20.0s - 100.0s onset:2011-02-25T13:15:38.137855Z | 5.0 Hz, 601 samples | mag:6.0 dist:46.1 baz:325.0 slow:7.83\n", "CX.PB01..BHE | -20.1s - 99.9s onset:2011-03-06T14:40:59.799540Z | 5.0 Hz, 601 samples | mag:6.5 dist:47.1 baz:149.2 slow:7.77\n", "CX.PB01..BHN | -20.1s - 99.9s onset:2011-03-06T14:40:59.799540Z | 5.0 Hz, 601 samples | mag:6.5 dist:47.1 baz:149.2 slow:7.77\n", "CX.PB01..BHZ | -20.1s - 99.9s onset:2011-03-06T14:40:59.799540Z | 5.0 Hz, 601 samples | mag:6.5 dist:47.1 baz:149.2 slow:7.77\n", "CX.PB01..BHE | -20.0s - 100.0s onset:2011-05-13T22:54:33.294361Z | 5.0 Hz, 601 samples | mag:6.0 dist:34.2 baz:333.6 slow:8.63\n", "CX.PB01..BHN | -20.0s - 100.0s onset:2011-05-13T22:54:33.294361Z | 5.0 Hz, 601 samples | mag:6.0 dist:34.2 baz:333.6 slow:8.63\n", "CX.PB01..BHZ | -20.0s - 100.0s onset:2011-05-13T22:54:33.294361Z | 5.0 Hz, 601 samples | mag:6.0 dist:34.2 baz:333.6 slow:8.63" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rfstats(stream)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data need a little preprocessing:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stream.filter('bandpass', freqmin=0.33, freqmax=1)\n", "stream.trim2(-25,75,'onset')\n", "stream[:3].plot(type='relative')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we make copies of the stream and do the receiver function calculation (rotation, deconvolution, moveout correction) using different deconvolution methods: time- and frequency-domain water level, and time-domain iterative." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "9 Trace(s) in Stream:\n", "Prf CX.PB01..BHT | -5.0s - 20.0s onset:2011-02-25T13:15:38.169539Z | 5.0 Hz, 126 samples | mag:6.0 dist:46.1 baz:325.0 slow:6.40 (Ps moveout)\n", "Prf CX.PB01..BHR | -5.0s - 20.0s onset:2011-02-25T13:15:38.169539Z | 5.0 Hz, 126 samples | mag:6.0 dist:46.1 baz:325.0 slow:6.40 (Ps moveout)\n", "Prf CX.PB01..BHZ | -5.0s - 20.0s onset:2011-02-25T13:15:38.169539Z | 5.0 Hz, 126 samples | mag:6.0 dist:46.1 baz:325.0 slow:6.40 (Ps moveout)\n", "Prf CX.PB01..BHT | -5.0s - 20.0s onset:2011-03-06T14:40:59.719539Z | 5.0 Hz, 126 samples | mag:6.5 dist:47.1 baz:149.2 slow:6.40 (Ps moveout)\n", "Prf CX.PB01..BHR | -5.0s - 20.0s onset:2011-03-06T14:40:59.719539Z | 5.0 Hz, 126 samples | mag:6.5 dist:47.1 baz:149.2 slow:6.40 (Ps moveout)\n", "Prf CX.PB01..BHZ | -5.0s - 20.0s onset:2011-03-06T14:40:59.719539Z | 5.0 Hz, 126 samples | mag:6.5 dist:47.1 baz:149.2 slow:6.40 (Ps moveout)\n", "Prf CX.PB01..BHT | -5.0s - 20.0s onset:2011-05-13T22:54:33.319538Z | 5.0 Hz, 126 samples | mag:6.0 dist:34.2 baz:333.6 slow:6.40 (Ps moveout)\n", "Prf CX.PB01..BHR | -5.0s - 20.0s onset:2011-05-13T22:54:33.319538Z | 5.0 Hz, 126 samples | mag:6.0 dist:34.2 baz:333.6 slow:6.40 (Ps moveout)\n", "Prf CX.PB01..BHZ | -5.0s - 20.0s onset:2011-05-13T22:54:33.319538Z | 5.0 Hz, 126 samples | mag:6.0 dist:34.2 baz:333.6 slow:6.40 (Ps moveout)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf_time = stream.copy().rf(deconvolve='time',rotate='NE->RT',solve_toeplitz='scipy').moveout()\n", "rf_freq = stream.copy().rf(deconvolve='waterlevel',rotate='NE->RT').moveout()\n", "rf_iter = stream.copy().rf(deconvolve='iterative',rotate='NE->RT').moveout()\n", "rf_mult = stream.copy().rf(deconvolve='multitaper',rotate='NE->RT').moveout()\n", "\n", "rf_time.trim2(-5,20,'onset')\n", "rf_freq.trim2(-5,20,'onset')\n", "rf_iter.trim2(-5,20,'onset')\n", "rf_mult.trim2(-5,20,'onset')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot and examine the radial components (since these are PRFs) for each method" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rf_time.select(component='R').plot_rf()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rf_freq.select(component='R').plot_rf()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rf_iter.select(component='R').plot_rf()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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aNm0KALh+/XpehccYY4yxnwgnuEwrFPW3LVu2zPSe3Qqc4DLGGGMsN3GCy7RCkeC2atUq23UVCe69e/cyvbkHY4wxxpimOMFlORYeHg4/Pz/o6OigefPm2a7v7OwMBwcHpKam4u7du3kQIWOMMcZ+JpzgshxTzJ5Qu3Zt2NjYZLs+1+EyxhhjLDepneBGRkaiffv2MDU1hYuLC65evZrheuPHj0eZMmVgYWGBOnXq4NatW8JzN27cgK6uLszNzYXFy8tL871g+Uqd8gQFxZzInOAyxhhjTNv01d3A09MTDg4OiIqKwqVLl9CjRw8EBQWhcOHCSutZWVnh0qVLKFOmDP777z906dIFwcHBsLCwAACUL18er1690s5esHwjl8tx5coVAOoluIoe3AcPHiAhISHT2zQzxhhjjKlLrR7chIQEnDx5EnPnzoWpqSm6dOmCKlWq4PTp0+nWnTVrFsqVKwddXV306NEDJiYmeP36tdYCZ98HX19ffPr0CWZmZnBzc1N5u9KlS6NkyZKQSqW4c+dOLkbIGGOMsZ+NWgnumzdvYGVlBXt7e+Gx6tWr48WLF1lu9/79e3z58gXlypVTeqxYsWJwdnbG3LlzIZPJMt1eLBYjLi5OaWHfB0X9rYeHR4a3580K1+EyxhhjLDeo3YP77Z08LC0tkZCQkOk2EokEAwcOxKRJk2BlZQUAqFChAnx8fBAREYGTJ0/i8OHDWLNmTaZtLFq0CFZWVsJSokQJdcJmuUiT+lsFRYJ77do1rcbEGGOM/YiC+w+A6OxZAEDUpn8RsXChVtoNGT4CSU+fZrlO2JSpSLh5UyuvlxfUSnDNzc3T9Z7GxcVlWj9JRBg0aBCKFSuG2bNnC4/b2dmhQoUK0NXVRaVKlTBjxgwcP34809edOnUqRCKRsISEhKgTNsslycnJwuDBli1bqr29IsF9/PgxRCKRVmNjjDHGfmRFRgyH3bRpWa6TeP8Bgtq2y3KdZF9fyOLjYVqzJgBAnpyMkOEj8KZRY8QcOiysZz14MCLXrst54HlErQTX2dkZIpEIERERwmPPnj1D5cqVM1x/9OjRCAsLw969e6Grm/lLZfUcABgZGcHS0lJpYfnv6tWrEIvFcHJyQoUKFdTevkSJEihXrhzkcjnPosEYY4zlg9jDR2DZ/v+TYNHJUzCpXRtlL5xH7LH/IP/fDZmMXcpDnpyMlICA/ApVLWr34Hbq1AmzZs1CcnIyTp06BT8/P3Ts2DHdurNmzcKdO3dw8uRJGBkZKT1348YNoRf2zZs3mD9/Pjp06JCD3WD5QTG4sEOHDtnenjczXIfLGGOMZSzZ1xdvO3VGQO06CP97FojkwnORa9chfNZsAID43Tu8/7UvAmrXwev6bvi0eAlIJkPIsGFIff8er2rVRkDdehm+RsKd2zCtU/erRwjQ+f//BZHwjGmdOkgsIB1Sas+Du2HDBoSEhMDGxgYTJ07E4cOHUbhwYezbt0+pJ3fu3Ll4+fIlHBwchLlu9+3bByDtknT9+vVhZmaGVq1aoUuXLhg/frz29orlOiLCmTNnACDDExxVcYLLGGOMpUepqfg4egwK9+uL8t73YOTsjOSnPhmuG7V2LcybNEH5Rw9R7tpVWLZrCx09PZTYvBmGpUqhwpPHcHn4IN128sRESMPCYViqpPCYVceOSPK+j8BWrWHVuRN0TU2F5wxLl0JKAZkRS+15cIsWLYpz586le7xv377o27ev8G/6KuP/1oQJEzBhwgR1X5p9R54+fYqwsDCYmZnBw8ND43YU2/r4+ODLly+wtrbWToCM5ZGPHz9i+vTpuHHjBqZOnYrhw4drfEWDMcYUknx8oGNoiMI9ewIACvfri+ht2zJeWV8fko8fIY2MhEGxYjCpVk2l15AlJAB6etD96kq7rpkZnLZtzXB9XTMzyOPi1duRfMK36mUaUZQntGrVCsbGxhq3Y29vj4oVK4KIhBkZGCsIEhMTMWvWLJQvXx67d+/Ghw8fMHLkSLRs2RLBwcH5HR5jrICTRkbCwM5O+LeOjg4MbG0zXLfYxIkgmQzvunbD285dEH9NtauieubmgEwGeUqKSuvLExOha2mh0rr5jRNcphFFgpuT8gSFLl26AACOHDmS47bY9yciIgKzZs3CwIEDsX//fsTHF4yz/6wcOXJEmMM7OTkZDRs2xJw5c2BiYoKrV6+iSpUq+Pfff7O8ksUYY1nRL1oUkk8RSo9JPn3KcF2DYsXgsHABnG97oeiY0QgdPx6Umvr/tbSZ0DUzg4GjI1LfvVMpptS372BcvrxK6+Y3tUsUGAsLC8Pjx4+ho6ODdu2ynn5EFT179sSiRYtw7tw5xMfHC7dzZgXby5cvsXLlSuzevRupqakAgN27d8PIyAht27ZFz5490a1bt3SDUL93p06dQq9evUBEKFOmDJYuXYpu3bpBR0cHffr0wZAhQ3D79m2MGDECT548wb///ptnsYlEIixevBjv3r2DqampsJQqVQq//fZbgTvWjP3MTGvUAKWIEXv0KKw6d0bM4cOQRkZmuG7chYswqVkTBrbFoGthAejoADo60LexgfTLF8hTUqCbydVWs0YNkfTwEYwrVsw2pqTHj1H41z452q88QwWQSCQiACQSifI7lJ/Sv//+SwDI1dVVK+3J5XIqX748AaB9+/Zppc38JJPJyN/fn/bv30+TJ0+mli1bUt26dWnfvn0kl8vzO7xcFx8fT927dyf8b/wtAKpfvz5NnDiRnJ2dlR4vV64cnTx5ssAcF19fXzI3NycA9Ntvv1FKSkq6daRSKa1cuZJ0dXUJAB08eDBPYjt37hwVL15c6fh+vbi6utKHDx/yJBbGfhT5nW8k+fhQUIcO9KpWbQqb+Te969uXYs+cISKiz2vWUtjfs4iIKGLpUgpo2JBe1qxFge3aU9yVK0IboZMnU0A9VwpwrZ/xa/j60buevbKNJflVAL3t9kvOdyqPcILL1NahQwcCQPPnz9damzNmzCAA1KlTJ621mR+CgoKoatWqmSYZXbp0ofDw8PwOM9ekpKRQy5YtCQDp6OhQly5d6Pbt28LzcrmcfHx8aPr06WRnZycclxYtWpCvr28+Rp69qKgoKl26NAGgpk2bUmpqapbrz5w5kwCQpaUlvX37NtfiiomJocGDByudNKxYsYIWLVpEM2fOpHHjxlHhwoUJANnY2NClS5dyLRaWRiQS0bVr12jp0qU0efJkOn78OH358iW/w2Ia+FnyjQ/DR1Di48dZrhP61xSKu349bwLSArUT3M+fP1O7du3IxMSEypcvT1e+Okv4WlJSEvXt25fMzc2pRIkStH//fqXnd+zYQY6OjmRhYUGDBg0isViscgw/ywfue5SYmEjGxsYEgJ49e6a1dn19fQkAGRoaUmxsrNbazYpcLqfPnz9rrffw1q1bZGNjQwDIxMSE3NzcaOTIkbR582b6+++/ycDAgACQtbX1D9mbK5VKqUePHgSAzMzMlBLbjMTFxdHUqVPJ0NCQAJCuri717duXzp8/TxKJJI+iVk1qaip5eHgQACpdujRFRUVlu41EIqEGDRoQAHJzc8uVfbpz5w45OjoKJxR//vknJSYmplvv7du3VKtWLWG9efPmkUwm03o8PzNfX18aMWIEubi4ZHhyq6OjQ7Vr16bJkyeTn59fvsb65csXmjRpEtWrV48qV65MpUuXJltbW7K1taVRo0bRu3fv8i02iURCAQEBFBAQQFKpNN/iUOB8o+BSO8Ht0aMH/f7775SYmEjHjx+nwoULZ3hmOmnSJGrbti2JRCK6c+cOWVlZUUBAABERPX/+nAoXLkwPHz6k2NhY8vDwoJkzZ6ocg6YfuMTERLp16xYtW7aMevToQa1ataLWrVtT27ZtqX379tS7d2+aO3cuHTt2jF6/fp1vf1wSieS7TX5OnTpFAMjJyUmrMcrlcqpYsSIBoF27dmmt3YwEBwfTvHnzqGzZsgSAqlatShs3bqT4+HiN29y5c6eQwNapU4dCQ0PTrfPs2TMhyQBAffv2VevE7nsml8tp2LBhBIAMDAzU6iUMCgqibt26KSUDRYsWpVGjRtH169fz7IQnK3/88QcBIHNzc7WSk3fv3pGVlRUBoBkzZmg1poMHD5KRkREBIGdnZ/Ly8spy/eTkZBo6dKhwjDt37pyjz7wqZDIZvXv3js6cOUOLFy+mgQMHUu/evWnQoEE0fPhwGjNmDC1atIiePHmi8feJXC6n9+/f04kTJ2jOnDnUrVs3qly5MvXo0YNOnTqVq39jMpmMzp49Sy1atEiX0JYsWZJ++eUXGjZsWIZJb5cuXej+/fu5FltGUlNT6Z9//iFra+tMrzIBID09PerXrx89f/48x68plUozvNqRnJxMvr6+dPToUZo/fz716dOHqlWrJnymAZCpqSnVr1+fRowYQdu2baOYmJgcx6MuTnALLrUS3Pj4eDI0NKSwsDDhsUaNGmWYkNjZ2ZG3t7fw7/79+9OcOXOIiGjKlCk0YsQI4bmrV69S6dKlVY5D8YErX748eXp60tGjR+nVq1cUFhZGCQkJJJfLKSkpie7fv08bN26koUOHUs2aNUlPTy/LP+pvFyMjIypevDhVr16dmjVrRj169KCuXbtSkyZNqGrVquTo6EiFCxcmW1tbKlGiBJUtW5aqVKlCPXv2pEWLFtHFixfp8+fPme6HRCKhV69e0X///UezZ8+m7t27k4uLC+nq6lKhQoWoYcOGNGLECFq7di09evTou0h6FT+Qnp6eWm979uzZBIDat2+v9baJiK5du0YtWrQgHR2dDN9vS0tLGj16NAUFBancplQqpalTpwptdO/ePcMeNIXU1FSaP38+6evrEwBq3bo1JSQkaGP31CYSiWjLli00ZswY+ueff+jSpUsUEhKi0edMcQx0dXXpyJEjGsVz//598vT0pCJFimSYLHTs2JFmzJhBx48f1zhOdaWmppKnp6fQA3fq1Cm12zh48KCw/Y0bN3Ick1wupwULFiglqup8hrZv3y4kEdWrV9daXW5qaio9f/6cdu7cSWPGjKGGDRsK9cqqLHZ2djRo0CA6fPiwSolMXFwcbdy4kWrUqJFluzY2NuTp6UmPs7n8qo7AwECaN2+eMHZA8dnv3r07nTlzJsPv/Y8fP9KePXuoS5cuSvE1b948T65anD59WineKlWq0L59++jq1at07949evbsGZ0/fz5dst6yZUs6evRoliU5crmcXrx4QcuXL6c2bdpQtWrVyMnJiSwtLYV2DA0NydrampycnKhkyZJCjXpGi6mpKZmammb4+LBhw7R69TA7nOAWXGoluE+ePKGiRYsqPTZq1CiaPHmy0mNfvnwhAEo/9MuXL6eePXsSEVGnTp1o/fr1wnNRUVEEgJKSkjJ83ZSUFBKJRMISEhKS5Rearq5upn889vb21LVrV1q8eDHt3r2bdu3aRTt27KBt27bR0qVLaeDAgVS7dm0yMTFRKxnOarG0tKQKFSpQs2bNqG/fvtS7d2+qWrWqcGlW1aV27dq0ffv2TI9TbpPJZGRvb08A6Pz581pv39/fn4C0HkBt16udPn1aSCoBkIeHB+3atYs+fvxIq1atUhr8ZGRkRHPmzMlwANHXAgMDyd3dXdhu+vTpKl/2vXDhgvAF7urqqtIlb22QyWR0/fp16t+/f6afcSsrK5o4caJKvXsSiYQmTJggbLt58+Ycx5iamkrnz5+nfv36UYkSJTL9e7C1taX27dvT1KlTadeuXfTgwQOt/gh9/vyZmjRpIrze6tWrNW5LUSPr4OBAwcHBGreTmppKQ4YMEWIaN26cRlea7t69S8WKFROO49edEaqQSCTk7e1N69ato99++41q166t1PP29WJgYEBVq1al3r1707x582j16tW0ePFimjNnDk2dOpU6depEZmZmStvo6+tTkyZNaOnSpfTixQsKCwsjPz8/unXrFh0/fpyGDRumlDzr6+tTtWrVaMCAAbRixQo6deoUjR8/XqnOG0jrNdWk1lsul1NgYCCtXLmS6tatm+77fcKECWpd1vf396eBAwcqdbrY2dnRuHHjctSbnZF3795Rx44dhdcpWrQobdq0KcuE+tGjR9SjRw+lzgBbW1uaMmUKXbt2jY4fP05bt26lxYsX09ChQ8nJyUnj38Z69epR//79adGiRXTq1CkKCgoimUxGUqmUXr58SQcOHKDJkydT5cqVlbZ1d3enlStXkre3d6700ivGC0ybNo0T3AJKh0j1iRq9vLwwePBgBAYGCo9Nnz4dsbGxWL9+vfBYSEgISpcuDalUKjy2ZcsWnDhxAmfPnkXz5s0xePBg9OvXDwAgkUhgaGiIz58/o2jRouled/bs2ZgzZ066x/fu3Qtvb2/cuHEDISEhiIuLU5p3smjRoqhduzZq1aqFmjVrwtXVFcWLF1fpLkMymQwhISGIjIxEdHS0sBgaGsLa2hqFCxeGtbU1TE1NIZFIkJqaitTUVIhEIjx//hxPnz7FkydP8ObNmyxfx9TUFBUrVkTVqlVRpUoVVKlSBZUqVcKXL1/g5+eHFy9e4Pnz57hy5QrEYjEAwNraGoMGDULLli1Rr169DO/+JZVKIRaLYWBgAAMDA63cWenRo0eoW7cuzMzMEBUVlaMbPGSmWrVq8PX1xbZt2zBkyBCttHn58mV06NABqamp+OWXX7B06VKUKVNGaR25XI6rV69iyZIluHr1KgCgfPny2LBhA5o3b660LhFhy5YtGD9+PBITE2FhYYGNGzcq3clPFd7e3mjfvj2+fPmCihUr4uLFiyhRooRK24pEIly/fh3R0dGwtLQUlkKFCsHW1haFCxcW3vPY2FhcuXIFFy9exIULF/Dx40ehnQoVKqB169YIDg7Gy5cvERgYCJlMBgAoXrw4Vq9eLUyB9a2oqCj06tUL165dAwAsXboUkyZNUusYqCImJga+vr54/vw5fHx88OjRI/j5+QlxfsvS0hK6urrCoqenBysrKxQqVEj4b+XKldGkSRO4urrCxMQkXRs+Pj7o3LkzPnz4AAsLC+zbty9Hcz4nJCTA1dUV/v7+cHFxgZeXV4bfdVkJDg5Gv379cPv2bejq6mLNmjXw9PTUOKbg4GB07NgRvr6+MDIywvz58/HLL7+gdOnS6daVSqXw8/PD9evXcfXqVdy6dSvD+YwtLCyE71vFf11cXGBgYJBlLGKxGLdv38a5c+dw7tw5vHr1SqV9cHFxwfDhwzFgwADY2NhkGPe1a9ewc+dOHDp0CHK5HDo6Oujbty9mz56NsmXLZtp2REQEbt26hcuXL+PKlSt4//698Jyuri6aN2+OPn36oHv37hpPbRgcHIxVq1Zh7969iI6OFh6vUKECmjVrhsaNG6NRo0ZwcHBQu+3U1FQsX74c8+fPR3JyMgwMDDBu3DhMnz4dlpaWKrXx9u1bbN26Fdu3b8enTOZfVTAyMoKHhwfatm2LihUrolChQsKir6+PxMREJCQkICEhAampqShbtixsbW1V/m0iInh5eWH9+vU4duyYUn5hZGSEOnXqoHTp0pDJZJBKpZBKpZDL5dDX14ehoSEMDAxgZGQEe3t7lC5dGqVLl0apUqVgZWWF1NRUSCQSSCQSvH37FidPnsSpU6eU3nORSKTycWPfCXWy4e+tB/fbMyq5XE7x8fEUGhpKYWFh38Ul/fj4eHr58iVdvXqV9u7dS0uXLqUlS5bQ6dOn6e3btyr3+EVGRtLixYupZMmS6c6Cy5cvT3379qVevXpRgwYNqHjx4unKMfT09Kho0aK0YMECjXqA5XI5tWvXjgDQL7/k3jQh8+fPJyDt0r023Lx5U+ip7Nq1a7Yj3+VyOR08eDDdCP/BgwfTn3/+SbNmzaI2bdoIzzVp0iRHAzJevHghTO1kY2NDkydPpsDAwHTricVi8vb2prlz55K7u3u25TaGhobk5OREVapUSbeuhYUFDRs2jO7du5fub0QsFtOpU6eoTJkywvpt2rShO3fuKPWqP3r0SOi1MTMzo6NHj2p8DDSRlJRE9+7do7Vr19LIkSPJw8MjXW+dKouhoSE1bNiQhgwZQr1796ZOnTpRixYthM+Ms7Mz+fv7ayXmDx8+CD3StWvXVqtH6MCBA0Itr4WFBZ353zRBORUXFyfMiqJYXFxc6M8//6QNGzbQiBEjyNXVVRhY+vVSuHBhateuHU2fPp2OHDlCgYGBWhu4FhQURGvWrKHWrVuTkZER6erqko2NDTk7O5OrqysNGDCAbty4odZ3/MuXL9NNX1e8eHFq2bIljRkzhtasWUOTJ0+m1q1bk62tbYY90U2aNKF169bRp0+ftLKfCmKxmE6ePEndu3fPsCe8bNmy1K9fP1q7di09ePAg0x5LmUxGT548oSVLlijV/Xp4eOToc5yamkrHjh2jtm3bUrly5cjV1ZXat29PAwYMoMmTJ9PZs2ezLM3SttDQUFq6dCl17NhRGNibG4uxsTG1bdtWaz24Q4cOJTs7O7KwsKAqVarQ6dOnhefu3btHrq6uZGZmRo6OjnTo0CG127979y7p6OjQokWLhMcWLVpERYoUocKFC9OkSZM0yosyapco7UpOlSpVyMXFRe0284JGNbhfT3OUnzW4P+MlA6lUSidPnqR+/fqlm1NU1aVEiRK0b98+tX6MDhw4ICQEL168yLX9e/36tZCQR0ZG5qgtb29v4TJm27Ztsy05+FpsbCyNGjUq03pdIyMjWrlypVZ+0IODg9NdfmvVqhWtX7+exo4dS/Xr18/wR698+fLUvn17aty4MdWoUYPKlClDhQoVyjDeChUq0NixY+n8+fMqneAkJSXRzJkz05XR2NjYkKurq9LgpvweEf61mJgYCggIoFevXpG/vz/5+fnR06dP6ebNm3Ty5EnavXs3rVy5knr37i2U22S2tGnTRuuDWl69eiXUGDdt2pSSk5OzXD8uLo4GDBggxOTm5qZWjbgqpFIprVmzhho1apTliZOFhQW1bduWli9fTk+ePMmzWRgkEolWX+vRo0dKJ6mZLbq6ulStWjUaP348nTt3LtcH5CnExMTQf//9R2PHjqWaNWtm+B1kZGREFSpUoEaNGlHXrl1p2LBh1LNnz3T167a2trR3797vorMnt8jlcgoICKCdO3fSsmXLaPXq1bRu3TratGkT/fvvv7R+/XpatWoVLV26lObOnUtDhw6lFi1aULly5YSBwUBamYuJiQnZ29vToEGD6MSJE5SYmKjVfOPly5fC79CDBw/IysqKvnz5QmFhYeTg4EBnzpwhiURCUVFRGXZ0ZEUmk5GrqyvVq1dPSETPnj1LTk5OFBQURGFhYVSxYkXatm1bjttVWLVqFbm7u3+3Ca5aJQoA0KNHD1hbW2P16tW4fPkyBg0ahKCgIBQuXFhpvUmTJuHly5c4cOAAXrx4gTZt2uD+/ftwcXGBr68vPDw8cPnyZZQtWxbdunWDu7s75s6dq1IMcXFxsLKy4ksGAKKjo/HgwQM8efIEJiYmcHJyQokSJVCiRAlYWVkJl10kEgmuX7+OqVOnIiQkBABQr149bNiwAbVr1872NSpWrIjIyEjMmTMHf//9d67uU61atfD06VNs2LABI0eO1KiNJ0+eoHnz5oiNjUWzZs1w5syZDC9FZ8fX1xdeXl4QiUTCoquriz/++AOVK1fWKLaMSKVSnD17Fps2bcLFixczvMWrtbU1PDw80Lp1a7Rq1QqlSpXKsK2UlBR8+vQJERERiIqKQpUqVVCyZEmN4nr9+jWmTp2Ke/fuITw8XOm5Dh06YM+ePShUqJBGbec3IkJQUBBu3bqFiIgImJmZCXf+srOzg4eHB/T09LT+uo8fP4aHhwcSEhLQuXNnLFu2DOXKlVO6VPv+/Xts374d27ZtQ1hYGHR1dTFjxgzMnDkT+vq5dwPK2NhYXL16FefPn0d4eDiqVq0qlBuULVsWuro/zt3dv3z5gpcvXwpLUFAQHBwcUKNGDdSoUQNVqlSBqalpfocJkUiEu3fv4v79+7h//z4ePHiAL1++ZLq+ubk5PDw80KJFCwwcOLDA/n3mBZlMBplMlmUZX27lG48ePULDhg3x5MkT7Ny5EwYGBliwYIHG7W3atAkvX76ESCRChQoVMGXKFPTp0wc1atTAX3/9BQDYvn079u7dK5SVadouAHz69AlNmzbFsmXLMGHCBJXLivKUuhnx58+fqW3btmRiYkLOzs50+fJlIiLau3cvVapUSVgvKSmJfv31VzIzM6PixYunu0PVjh07yMHBgczNzWngwIFq9a79zD24OZWUlEQLFy4UejYNDQ1p06ZNWZ7hDxo0iABQ5cqV82Raq+XLlxOQNtjp9evXam//9OlTYWJ7d3f3fJulQFNv376lKVOmUPPmzWn06NG0d+9eevPmTb73wsTHx5OPjw8dPXqUTp8+zfOo5sC1a9eUeuUdHR2pf//+tGrVKmrVqpVSr13JkiWznQKM/Tzkcjm9efOGrl27RocPH6b169fTnDlzaN68eeTl5ZVtGRZTj7bzjZEjRwolP507dyYiIg8PD5o+fTpVqlSJ7OzsqF+/fmoNtI6OjiYXFxf68uULDRw4UOhprVatGp09e1ZY79GjR1SsWLEct0tENHDgQNqzZw9dv379u+3B5TuZ/aQiIiKUpqsZMGBAhjVUly9fJiBtiqO7d+/mSWxisViYIL9SpUoUFxen8rbPnj0TarLc3NzU2paxvHTlyhVq0qRJprOpNG/enA4ePKjWyT9jTLtyI9+QSqV0+fJlWrlyJREROTs7U6lSpSggIIASEhKod+/eNGDAAJXbGz58OG3cuJGISCkRLVOmjNLJ8evXr8nU1DTH7d69e5fc3NxILpd/1wnuj3O9ianF1tYWx44dw9KlS6Grq4vdu3fDzc0N3t7eCAkJgUgkQkJCAoYNGwYAGDVqFNzc3PIkNkNDQxw9ehQODg7w9/fHgAEDIJfLs93Oz88PzZs3R3R0NOrVq4fz589rPLqZsdzWvHlz3LhxQ5jlYtq0aWjdujWmTZuGoKAgXLlyBb169YKRkVF+h8oY0yI9PT20aNECV69excWLF2FiYoLBgwejfPnyMDMzw8yZM3Hu3DmV2nr69CkePHiAoUOHpnvO3NwccXFxwr/j4uJgbm6eo3blcjnGjBmDf/75RyuzM+Wm3CvmYt89HR0dTJo0CXXr1kWvXr3w/PnzDJPYEiVK5Kg2SBP29vY4duwYGjdujBMnTmDBggWYOXNmhusSES5cuICBAwciKioKderUwcWLF2FlZZWnMTOmCRMTEzRv3jzddHSMsR+bXC5HUFAQqlSpovQ4qTE06ubNm3j9+jUcHR0BpNVs6+vrIygoCJUqVYKvry/atWsHAHj27JnKY0eyavfJkyfCtImpqamIi4uDnZ0d3r59+13UrQvyuwtZE1yioH2hoaHUoUMHsrGxUbohgp6eXq7c1EFV27ZtE2LZtGkTffjwQahFlUqldOTIEapZs6awTs2aNbV+kwjGGGM/J23lG/Hx8bR3716Kj48niURCR48eJWNjY3r+/DldunSJSpUqRUFBQZSUlER9+/algQMHqtRuYmIihYeHC0vPnj1p+vTpFBMTQ2fOnKGSJUvS27dvKTw8nCpXrqzyLAqZtfvlyxelx//77z8qV64chYeH5/s4kW9xDy4DADg4OOD06dMA0s4exWIx4uLioK+vn+GNJPLKkCFD8OTJE6xfvx4jRowAkDabQPXq1REWFoaAgAAAgJmZGYYPH46ZM2fyqGHGGGPfFR0dHWzbtg2enp4gIpQrVw779+9H1apVUbVqVYwbNw7u7u5ITU1F69atsWrVKpXaVcz8omBiYgJzc3MUKlQI7du3x/Pnz1G3bl3IZDIMHToUgwcPzlG7386YZW1tDT09PdjZ2anUbl5Se5qw7wFPE/ZzkUgkmD59Oi5cuICXL18q3cGmUKFCGDNmDMaMGZPhnYwYY4wxTXG+UXBxgssKFLFYDH9/f/j4+EAmk6FXr148kIwxxliu4Hyj4CqQJQqKnPzr0YHs51G2bFnhHvJExJ8DxhhjuULx+1IA+wJ/egUywY2OjgaQNrqfMcYYYyw3RUdH88w8BUyBTHAVg54+fPig1Q9c3bp18fDhQ621l5vtFqRY4+LiUKJECYSEhGj1Ek9BOgYFKVZ+vwpWrPx+FaxY+f0qWLGKRCI4OTnl62BrppkCmeAq7oduZWWl1S8IPT29XKmxyY12C1KsCpaWlvx+aRm/X/x+KfD7VTBiVeD3q2DEqqDIO1jBwe/YVzw9PQtMuwUp1txSkI5BQYo1txSkY1CQYs0tBekYFKRYc0tBOgYFKVZWcPEsCizX8ftVsPD7VbDw+1Ww8PtVsPD7VXAVyB5cIyMjzJo1i+/RXkDw+1Ww8PtVsPD7VbDw+1Ww5Ob7JRaLMXv2bIjF4gLTdm7GrG0FsgeXMcYYY6wgy83e4dxquyD1aBfIHlzGGGOMse/R+vXr1Xo8p23kVru52bY67WqKe3AZY4wxxrSkUqVK8Pf3z/bxrHpDVW0js8cya1uddvM6Zm0rkNOEyeVyhIWFwcLCAjo6OvkdDmOMMcZ+QESE+Ph4ODg4ZDlVmFQqxdOnT2FrawuJRIKPHz+mW+fbx+Pj4wEAoaGh6e7IqWobmT2WWdvqtJuXMcvlcnz69Ak1a9aEvr52UtMC2YP78eNHvosZY4wxxvJESEgIihcvnunzDx8+RL169fIwoh/TgwcPULduXa20VSB7cC0sLABA63eCYYwxxhhTUNx5TpF3ZMbW1hZAWoJmb2+fF6H9UMLDw1GvXj3hOGpDgUxwFWUJ2r4TDGOMMcbYt7Irh1SUL9jb22fZ08uyps07xvEsCowxxhhj7IfCCS5jjDHGGPuhcILLGGOMMcZ+KJzgMsYYY4yxHwonuIwxxhhj7IfCCS5jjDHGGPuhcILLGGOMMcZ+KJzgMsYYY4yxHwonuIwxxhhj7IfCCS5jjDHGGPuhcILLGGOMMcZ+KJzgMsYYY4yxHwonuIwxxhhj7IfCCS5jjDHGGPuhcILLGGOMMcZ+KJzgMsYYY4yxHwonuIwxxhhj7IfCCS5jjDHGGPuhcILLGGOMMcZ+KJzgMsYYY4yxHwonuCxXERHu37+P5OTk/A6FMcYYYz+JApHgisVixMXFKS2sYFi2bBnq16+PKVOm5HcojDHGmFZ8m5fEx8fnd0jsGwUiwV20aBGsrKyEpUSJEvkdElNBREQE5s2bBwA4fvw4iCifI2KMMcZy7tu8pFKlSvkdEvtGgUhwp06dCpFIJCwhISH5HRJTwcyZM5GQkAAACAkJQWBgYD5HxBhjjOXct3mJv79/fofEvqGf3wGowsjICEZGRvkdBlPDs2fPsG3bNgBA8eLF8fHjR1y9ehXOzs75HBljjDGWM9/mJVw6+f0pED24rGAhIkyYMAFEhJ49e2LYsGEAgCtXruRzZIwxxhj7GXCCy7TuzJkzuHr1KoyMjLBkyRI0b94cAHD9+nXIZLJ8jo4xxhhjPzpOcJlWSSQSTJw4EQDw559/olSpUqhbty4sLCzw5csX+Pj45G+AjDHGGPvhcYLLtGrTpk14/fo1ihYtimnTpgEADAwM4OHhAQC4evVqPkbHGGOMsZ8BJ7hMq3bu3AkAmDVrFiwtLYXHFWUKnOAyxhhjLLdxgsu0RiaT4cWLFwCANm3aKD3XokULAICXlxfEYnGex8YYY4yxnwcnuExrgoKCIBaLYWJigtKlSys9V6lSJdjZ2SE5ORn37t3LpwgZY4wx9jPgBJdpjZ+fHwCgcuXK0NVV/mjp6OgIZQo8XRhjjDHGchMnuExrFAlulSpVMnye63AZY4wxlhc4wWVao2qC++DBA4hEojyLizHGGGM/F05wmdZkl+A6OTnB2dkZcrkcN2/ezMvQGGOMMfYT4QSXaYVYLMbr168BZJ7gAv8/mwLX4TLGGGMst3CCy7QiICAAMpkMhQoVgoODQ6brcR0uY4wxxnIbJ7hMK74uT9DR0cl0vcaNGwMA/P39kZiYmCexMcYYY+znwgku04rs6m8VihYtiqJFiwIAXr16letxMcYYY+znwwku0wpVE1wg7aYPAPDy5ctcjYkxxhhjPydOcJlWaJLg+vv752pMjDHGGPs5cYLLciwhIQHv3r0DkHYXs+xUrFgRACe4jDHGGMsdnOCyHFMkqnZ2dihSpEi263OJAmOMMcZyEye4LMfUKU8A/j/BDQwMhFgszrW4GGOMMfZz4gSX5Zi6Ca6dnR2srKwgl8uFm0MwxhhjjGkLJ7gsx9RNcHV0dHigGWOMMcZyDSe4LMfUTXABrsNljDHGWO7hBJflSHR0NMLDwwH8f9KqCu7BZYwxxlhu4QSX5ciLFy8AAKVKlYKFhYXK2/FUYYwxxhjLLZzgshzRpDwB+P8e3NevX0MqlWo9LsYYY4z9vDjBZTni6+sLQP0Et0SJEjAzM4NEIkFQUFBuhMYYY4yxnxQnuCxHNO3B1dXVRYUKFQBwmQJjjDHGtIsTXKYxItI4wQV4oBljjDHGcgcnuExjYWFhiI2Nha6uLlxcXNTenqcKY4wxxlhu4ASXaez58+cAABcXFxgbG6u9PffgMsYYYyw3cILLNPbs2TMAQPXq1TXaXjFV2MuXLyGTybQWF2OMMcZ+bpzgMo0penCrVaum0falS5eGkZERUlJSEBwcrM3QGMtTDx8+xJgxY3D79m0QUX6HwxhjPz1OcJnGcprg6uvrC7W7XIfLCqqQkBC0bdsWa9euRaNGjeDm5oajR4/yVQnGGMtHnOAyjaSkpODVq1cANC9RAPiOZqxgS01NRc+ePREdHY3ixYvDyMgI9+/fR48ePeDs7IybN2/md4iMMfZT4gSXaURRN1u4cGE4Ojpq3A4PNPs5yOVypKSk5HcYWjdlyhR4e3vDysoKN2/eRHBwMGbOnAkbGxu8e/cOAwcO5Dv1McZYPuAEl2nk6/IEHR0djdv5GaYKO3nyJIYMGYJ79+7ldyj5Ij4+Hs2aNYOJiQnKlCmDzp07Y/r06Thy5EiBTnqPHz+OVatWAQB27dqFMmXKwNbWFnPnzsW7d+9QtGhRBAcH49ixY/kcKfteEBFCQkKQkJCQ36Ew9sPjBJdpRDGDgqb1twpf9+D+aINzQkND0a1bN3Tp0gU7duxAgwYN8Ouvv+LDhw/5HVqeiY+PR7t27YRL9e/evcOpU6ewcOFC9OzZE+7u7gXyeAQFBWHQoEEAgAkTJqBz585Kz1tYWMDT0xMAsHz58nz7bMfFxWHZsmXo378/lixZgqtXryI2NjZfYvlZSaVS3LhxA+PGjUPZsmXh5OQECwsL2NnZwd3dHQMGDMDRo0fzO0zGfjxUAIlEIgJAIpEov0P5aTVv3pwA0NatW3PUjlgsJj09PQJAISEhWoouf8lkMlq/fj1ZWFgQANLX16fWrVuTjo4OASBjY2OaMWMGJSQk5HeouSo+Pp4aNmxIAMjKyoquXr1K169fp7Vr19Lw4cPJxsaGAFCRIkXo+vXr+R2uyqRSKdWuXZsAUIMGDSg1NTXD9T5//kzGxsYEgG7dupWnMUZGRtKMGTOoUKFCBCDd4uLiQhcuXMjTmH42ycnJNGPGDLK2tlY69rq6uhm+J6NGjcr0s5Qb1q9fT/369aM9e/ZQdHR0nr1uQaNqvhESEvJD/Y7ltdw4fpzgMrXJ5XIqUqQIAaAHDx7kuL0KFSoQADp//rwWostfEomE2rRpI/xoubq60vPnz4mI6OnTp9SkSRPhuVq1alFMTEz+BpxL4uPjqVGjRkJym9Hn5P3791SzZk0CQHp6erR69WqSy+X5EK169u7dK+xXdl/Gw4cPJwDUqVOnPIktKSmJJk+eTKampsLnrEKFCjRz5kzq0aMHlS5dWnjczMyMnj17lidx/Wxu3LhB5cuXF451kSJFaNCgQXT8+HFKSEigmJgYevToER06dIjGjh0rrNe0aVOKiorK9fjWrl2rlFzr6elR06ZNac2aNZScnJzrr1+QcIKbNzjB/R9OcPNXeHi40BORmJiY4/b69u1LAGjOnDlaiC5/zZ49mwCQqakprV27lqRSqdLzcrmcjh07RkWLFiUA5ObmRvHx8fkUbe4Qi8Xk4eFBAMjS0pLu37+f6bpJSUnUr18/4Ye2T58+FBsbm4fRqic1NZXKlStHAGjBggXZrv/q1SsCQDo6OvTq1atcjc3Hx4cqVqwoHMvatWvTf//9RzKZTGm9yMhIatGiBQGgkiVL0ufPn3M1rp9JbGwsDRs2THgP7O3t6ciRI+m+B7514sQJMjc3JwBUunRp4aQ4Nxw6dEi4mtStWzeqUqWKUrLbrl07kkgkufb6BQ0nuHmDE9z/4QQ3f124cEG4zKkNit6Etm3baqW9/HL79m3h8uP+/fuzXPfZs2dUuHBhodcmKSkpj6LMfYsXLxaSW29v72zXl8vltHLlSqFUpWTJknl+SV9VW7ZsIQBUtGhRlU9MOnbsSABo+PDhuRKTTCajlStXkqGhIQEgOzs7OnXqVJa94dHR0VS2bFkCQI0bNyaxWJwrsf1MPnz4QCVLlhQSxeHDh6t1hcbX15fKlClDAMjc3DxXktzLly+TgYEBASBPT0/hMxIUFETLly8XSmrGjBmj9dcuqDjBzRuc4P4PJ7j5a+nSpQSAevTooZX2Hj58SACocOHCeXqJeuPGjcLl25z2GsbGxgo/bv3791dpmwcPHgh1um3btqWUlJQcxfA9+PDhg3B5fOfOnWpte+fOHeESuo6ODk2dOvW7SrxSUlKoRIkSBIBWrlyp8nY3b94Uaq+13VsaHR1NrVu3FpKqjh07qvwaL168ED5/I0aM0Gpc+UkkEtHBgwfp6tWreXa5PSYmhipXriz0wN64cUOjdqKiooTSnurVq2v1O+Hhw4dCL3GPHj0y7FU+cuSI8Flau3atVl43IiKCAgMDC0T5UUY4wc0bnOD+Dye4+UtxSXnevHlaaU8sFgs9BwEBAVppMyupqak0cuRIpctyNjY2tHz5co16UuVyOfXp04cAUJkyZdT6XN66dYtMTEyE5CQv6u9y0y+//EIAqGHDhhr9oMXFxdHgwYOF96VatWq0c+dOrZTC5NSaNWsIADk6OqqVOMnlcqpTpw4BoNmzZ2stnuTkZHJ3dxeS5w0bNqh9zE+fPi1crt6wYYPWYlOIj4+n169f061bt+jw4cO0bt06unTpUq4Mpnr58iWNGjVKSOIAkJGRETVr1owWLFiQa98tKSkpQm29vb09BQcH56i9iIgIYYzD1KlTtRJjeHi4UBbVvHnzLBPnRYsWCSVoZ8+eVfu1UlJS6OrVqzR58mSqXr260nds+/btad68eXThwgV69OgRvXnzhj59+kTJyckUExND7969o6dPn9L169cpMDAwJ7usNZzg5g1OcP9H8YG7du1afoeSY8nJyfTq1SsKCwv7rnqrslK1alUCQKdOndJam4of6l27dmmtzYxER0dTs2bNhF7CUaNGCYPcFMnL0aNH1Wpz9+7dwkCNe/fuqR3TpUuXhMvLRYoUod27dxfI3g5F6Yqenl6OBy8dOXJEafS5lZUVeXp6ko+PT74cm8TERLK1tSUAtHHjRrW3P3DggFDaoI1eRZlMRr169RKOzdOnTzVuS1FSYmRkRK9fv85xbERpgy3Hjx8vlJ18u9jY2NBvv/1GFy5cyFGyKxaL6ejRo9SyZUul9p2dncne3l7pMSMjI60Miv3a1++DhYUF+fj4aKXdY8eOCUnmnTt3ctzeb7/9RgCoatWq2SZqcrmchgwZIpRKqLNPhw4dSjdrhI6OjvD9ps6io6ND/fr1o7dv3+Z093NEkwQ3NTycEu55U2p4eB5FWXCExSbRncBICotV7kziBPd/FB84xdno5cuXVf7RS0pKonv37tGGDRto4sSJ1KtXL2rQoAE5OTlR4cKFqWzZslS3bl1q06YN9e/fnxYtWkQXL17UyqVFuVxOL168oK1bt9Lw4cOpVq1aQj2UYrG0tKSyZcvSoEGDyMvL67tLdMRiMenr6xMAev/+vdbanTBhAgGgkSNHaq3Nb718+VKoOzQ3N6eTJ08SUdqP8fbt28nJyUl4H9atW6dSmz4+PsJl3rlz52ocm7e3t9JgjxYtWtCbN280bi+vJScnC4Ov/vzzT620+fnzZ1q4cKHSyH/FSUCbNm1oxowZdPLkSXrz5k2unxwuWbJEuPysyWtJJBIqXrw4AaB9+/blOJ6//vqLAJCBgQFdvXo1R23J5XKhzKFZs2Y5/s6JiooSphFUJH7Ozs7UsGFD6tSpk9CT+PXJyy+//EJbt25V+cfNz8+Pxo0bJ/R0KpLBzp0705UrV0gul5NcLid/f39at24d1atXjwBQiRIltFomovje0tfXp8uXL2utXSKiAQMGEAAqW7ZsjgaiPn36VOilv337tkrbiMViatq0KQEga2trunLlSpbrJyUlCTOGACBbW1saMGAA7d+/nyIjI0ksFtP9+/fpn3/+od69e1PlypXJ0dFRqbddcSXCzs6OnJ2dhccMDAxo9OjRFBERofExyAl1E9yAfzeTf8VK5O9SgfwrVqKYI0fyKNLv38EHwVR6yhkq+dcZKj3lDB188P9XO37aBDclJYVEIpGwKA7E170DJUqUoHbt2tHkyZNp165ddOXKFTpw4ACtWrWKpkyZQn379qUqVapk2qOgyuLo6Eht27alSZMm0a5du+jx48cUFxeX4Q+CRCKhjx8/kre3N61evZq6deum9GX89WJmZiZ8AX27uLi40JIlS/Ltj/tbz549E36UtJl8Hz58mIC0qbNyg1gsplKlShEAKlWqVIYDOFJSUmj06NHCsV+wYEGW+3j//n1hoFijRo2yHSmdndTUVFq4cKFQrqGvr0916tShESNG0LZt2+jZs2fpRsR/L+bOnUtA2iVabZcOyWQyunTpEnXv3j3TniBdXV0qUaIENW7cmIYPH0579+7V2hdlbGys0Culbl3x1xQzbDRu3DhH8WzatEnYb21d8QgKChJKZXLS5vPnz4UTEjMzswyvhkgkErp27RqNHDlS6BX/eqlQoYLQwTB+/HhauHAhTZ48mfr06UMNGzZUOhFVfOamTp1K7969yzSu2NhYIWlq1qyZVmYJ2LlzpxDDnj17ctzet2JiYoSab01rpOVyuZCo9urVS61tv3z5QnXr1hV+a1etWpXh9+HLly+Fq3o6Ojo0ffp0tY6vVCqlmJiYdFc2Hj9+TK1atRKOsbm5eY5P5jSRWYL7bV7i7+9PAOhBeZe05FaxVKzEPbmU1nOrSG4VS5kpZ4We3J82wZ01a1aGP2q+vr40evRo4YtZ1aVYsWLUtm1b+vPPP2nFihV0+PBhunfvHvn5+dHt27fp5MmTtGPHDlq4cCH16tWLypcvn2kCqvjjt7a2pjJlylCVKlXI1tY20/VNTEyoSZMmNGnSJDp8+DC9e/eO5HI5SaVSioqKolevXtGlS5doyJAhZGZmpnQWO3DgwFydPkYVisvxjRo10mq7Hz58EI5lbtRbKpICe3v7LHtw5HK50udt0qRJGX6pe3l5CT239evX1+p8toGBgekuuSoWJycnmjp1Kvn7+2vt9b4ml8vVvoQeGBgoJOXZzR6RU8nJyfTgwQPasGEDDR48mKpVq5bl33+ZMmXot99+07hkQi6XU7du3YTEKycnMSEhIcIsG5q+f+fPnxdO0rU9rZ6iVMHGxoYiIyPV3v7EiRPCd5aqU11JpVK6f/8+zZ49m+rXr5/l9+zXi76+PnXt2pVOnz6tcjLl5+cnxDdp0iS19+9rwcHBZGlpSYB266q/deXKFWGfz507p/b2J06cICCtPEOTK25JSUnUv39/IYaBAwdSYmIi+fr60ubNm2nQoEHCoNJixYrRpUuX1H6N7Fy9elWoYbeyssq1777MZJbgZpaXPCjnrJzgulSgBO/Mp0r8WdwJjFRKbhXL3cC0cSc/bYKbWQ+u4gMnEono5s2btGHDBvL09KQmTZpQpUqVqEmTJtSrVy8aM2YMLVy4kE6fPk2hoaEaD365ffs2bdy4UXgNxZ2Yskp8HR0dqXXr1rRw4UK6c+eOWpc34+LiaOvWreTq6qrUbsuWLen8+fP5MlfhxIkTCUibYkab5HI5OTg4EKD9uz6JxWKhJ+Sff/5RaZuVK1cKx7tnz5506NAhCggIIJlMRpcvXxa+1D08PCguLk6r8Sq8ffuWDh06RJMmTSIPDw+lEx4gbZ7TLVu2aNyrK5PJaO3atdSoUSOqUKECFS1alPT09EhHR4d++eUXCgsLy7aNkJAQoeyjadOm+VJSI5fLKSIigu7du0f79u2jCRMmUJ06dZTuGKWjo0MDBw5UewDQ/PnzhRPMu3fv5jjWTp06EaBZGceXL1+oWLFiBIAGDRqk9WOdmppK1apVExIZdZw7d04oXWrevLnGgyWjoqLo3LlztGPHDlqyZAlNnDiRBg0aRGPGjKFly5bRwYMH6c6dOxq3//UsAYcPH9aoDZlMJswjXL9+/RxfucnOmDFjCEib/k2d/RaLxULZUE4Gq8nlclq1apXw96R4n79emjVrRuG52Ev59YDKMmXK5OnczdyDqx3cg6ui72UWBblcTvHx8fTx40fy8/OjO3fu0KVLl+jp06cUERGh1S8+b29v6tGjh9KPtqJ2bcuWLfThwwetvVZWFJeM/v33X623regpW7p0qVbb/br3Vp1ZErZt25butppmZmbCZfLWrVvn6ej+5ORkOnz4MHXs2FHpR8bd3V3tmwi8e/dOuBlDZouVlRVt2bIl00Tq48ePwg9o6dKl8+wzqCqRSETnzp2jHj16CPtkZGREEydOpC9fvmS7/ZkzZ4Qexc2bN2slpnPnzhGQNiWeujN2KGocK1asmGs1x/fu3RP2WdXLwd7e3sIJX58+fb77mwRMnjxZ+Ft+8eKF2tuvX79euBqXF7O+JCYmCgNhf/nlF5VPbBQn6ba2tlo5Cb98+bJQqmNqakpNmzal6dOn0/nz53M9ySdKq8lXzBPs7u6eJ1PASSQSmjJlikr5BtfgZu/gg2AqM+WskNxyDW4GvpcENz+8ffuWxo4dm26kKpA2QtvV1ZV+/fVXmjFjBh08eJA+ffqk1de3s7MjACpN4K8uxfy63bp101qbYrFYqNlTtff2a9euXaNhw4ZRvXr1hMvwAKhz5875Om/t58+faenSpcIgDSMjI1q0aFG2yYVcLqdt27YJ5RWmpqa0fPlyunbtGj179ow+fvxIjx49Ei4JKnpmnzx5otRT/PHjR6GmsXTp0jmeGim3PXjwQCmht7GxoQ0bNmR6vF6/fk1WVlYEaHeOWKlUKsyXrE6t6507d4TYc/smGH/88QcBaTMRZFd64+/vL3wXtW7dukDMBCORSIRBcOrONRsYGCgk85p8n2jq8ePHwkmtKp+bqKgoKlSoEAGgLVu2aC2O+Ph48vPzy7eTmJcvXwp/l7/++muuXjGSSqVK5Rlqz6LgfZ97bjMQFptEdwOjeBaFzPzMCa6CVColb29voXbt257Gr5eqVavSuHHj6MKFCzn6Qvj06ZNwuTc3bi9769YtoadVW19c//77r0a9txmRSCTk7+9Ply9f/m56qd6/f6800X/NmjVp165d6d6f1NRUOnHihHBpVdELktlckxKJhJYvX65U32ptbU2dOnWipUuXUvny5QlIG7Cnzdk0cpNcLqdz584pzVZRtWpVpZ7K5ORkCggIEG556+7urvWkTVH20KBBA5XWT01NFWIeMmSIVmPJSGxsrFAu5OLikulsHh8+fBBKf+rVq1egbjkdHh4uDPqdOHGiSttIpVJq2LChUJqU1wM+FyxYQEDarBRZDahLSUmhNm3aCAl8XvSu5qUrV64IyX5mYyRySiaTCVOrKX5beR7c3MUJ7v9wgpteXFwcPX36lI4ePUpLly6l4cOHK02yrVi6dOmi8YCoy5cvEwAqV66cdoP/n8TERGEAjTYud+e097agkMvltHPnTmFGB8Xl1/79+9OxY8do/PjxQu0mADI0NKQlS5ao9MMXGBhIXbp0yXAgl5OTU5Y/tN8riURC69evV7oK4uLikq6m3sHBIVfqCsPCwoQfaF9f32zXV0xRVqRIkTy7EYiPj48wrVnhwoWV5hxPSUmh/fv3Cz34Li4uGg1Ky28nT54U3uvspsEi+v8E09zcPF/mZpVKpUIdamaztkgkEqHUy8TEJFeutH0Ptm7dKrx3I0aM0GoSL5fLhRsB6erqCrNlcIKbuzjB/R9OcFX3+fNnOnToEP3+++9C7WiZMmXoyZMnarc1btw4ArR3i96M1KxZkwDQES3ULWmz97YgiIiIoLlz5wp1sd8utra2NGnSJI0m8xeLxXTv3j1aunQpdezYkZo1a5bvE7DnVHR0NI0aNSrd1IEmJiZUs2ZNevToUa69tiIJGTVqVJbrvX37VivTd2kiPDxcGOCqr69Py5cvpwkTJiidCDg6OhaYHvyMKOqaHR0dKTo6OtP1FHW3gPbqsTURFBQklCVNmjSJEhIShOdkMplwSd3Q0DBXZjT4nmzatEmoF+/Vq5dWrrTI5XL6888/hSuVe/fu5TuZ5RFOcP+HE1zNPHr0SJgL1sjIiDZv3qzy5Z24uDhhWhxNpqtRleLMecKECTlq52fpvc2IXC6nu3fv0ogRI6hs2bLUpUsXOnXqVK7cHvVHEBQURBcuXKDnz59TdHR0nswEcenSJQLSBvJlNlBRJpNR27ZthTro/JihIikpSbgN9ddL8eLFafbs2d/N/NyaSkhIEMptMhvApThRBkB//fVXvt98Z9u2bUI8lpaWNGrUKPL19RW+O/X09OjEiRP5GmNeOXjwoHCzpDZt2mg86Pfz58+0fft2obQDAG3bto2I+Fa9eYUT3P/hBFdzX758oQ4dOgh/xKomkmvXriUAVL58ebVqz0JDQ6l///4q325y165dQu1jTvxsvbesYJHJZMKI8F9++SXdQCepVEoDBw4UeuPUnSVDm+RyOS1YsIDMzMyoffv2dOrUqe+mBl0bHj16JJSMjBw5ku7evStc8v46mZwwYUK+J7dEae/Hpk2bMrxSo6Ojo5U75RUkFy5cEAb+lSpVin799VdatGgRnT17lvz8/Oj69eu0f/9+Wr58OU2aNInGjRtH48ePpwkTJtCECROoUaNG6cawfH07bk5w8wYnuP/DCW7OyGQyWrRokfDHnN0oW5lMJtTbqXoLW4WhQ4cSkDZqXZUPbkBAAAFpt2zU9JLT1723q1ev1qgNxnLb2bNnhbKhZs2aCVM5SSQSoddUT0+PDhw4kM+RpvkekrvcorjJhWIpVqwYdevWTbgEPnbs2O9u/xV3+OvatatQZpMb0zcWBHfu3FEag6DJUrNmTZo9ezb5+fkptc0Jbt7IjeOnQ0SEAiYuLg5WVlYQiUSwtLTM73AKrHnz5uHvv/+GgYEBrl27hoYNG2a43tmzZ9GhQwdYWVnh48ePMDc3V6n92NhYODo6IikpCQDQsGFDXL9+Hfr6+pluQ0SwsbFBTEwMHj58iDp16qi9X1u2bMGwYcNgZ2eHt2/fwsTERO02GMsL165dQ+fOnZGQkIDatWvj5MmTGDt2LP777z/o6+vj4MGD+OWXX/I7zB8eEeHEiRM4cuQIzp07B5FIJDz3xx9/YN26ddDR0cnHCLMWFhaGmJgYVK5cOb9DyTcxMTG4e/cunj9/Dl9fXzx//hyhoaEoVqwYHBwcYG9vDzs7OxgYGIDSOvdARChVqhQ6duyIkiVLZtiuqvnGx48fUaJECYSEhKB48eK5tZs/rFw5flpLlfMQ9+Bqh1wup+7duws9FpnNZaq4bez48ePVan/16tUEgMqWLSvU76pyRx1F3eHatWvVej2itN5bxTyjq1atUnt7xvLaw4cPhSmrjIyMhLKEU6dO5XdoP6XU1FS6evUqjRs3jhYvXpzn04Gx7wv34OaN3Dh+utpJk1lBpKOjg507d6J69er4/PkzunTpIvS2Kvj7++Py5cvQ1dXFqFGjVG6biLBhwwYAwMSJE7F161YAwKJFi3Dx4sUst23QoAEA4MCBAyA1LzDs3r0bwcHBsLOzw/Dhw9XalrH8UKdOHdy5cwdOTk4Qi8UwNjbGyZMn0bFjx/wO7adkYGCAZs2aYeXKlfjrr7+gq8s/k4wVRPyX+5MzMzPDyZMnUbRoUTx9+hQ9e/bE27dvhefXrFkDAOjUqRNKly6tcrvXrl3D69evYWFhgb59+6JHjx74448/AAD9+vVDaGhoptsOGTIExsbGuHv3Li5duqTya0okEixYsAAAMHnyZC5NYAVG+fLlcffuXUyYMAHXrl1DmzZt8jskxhgr0DjBZShZsqRQ83f27Fk4Ozujd+/euHbtGnbv3g0AGDt2rFptKnpvBwwYAAsLCwDAihUrUKNGDURFRWHQoEGZbuvg4ICRI0cCAGbOnKlyL+7u3bvx/v172Nracu8tK3AcHR2xfPlyuLm55XcojDFW4HGCywAAjRo1wq1bt9C6dWvI5XIcOnQIzZs3R3JyMqpXr44mTZqo3NbHjx9x8uRJABASVQAwNjbG4cOHoaOjgytXriAiIiLTNqZMmQJTU1M8fPgQZ86cyfY1JRIJ5s+fDyCt99bU1FTleBljjDH2Y+EElwnc3Nxw4cIF+Pj4oG/fvtDT0wOQVkOrzgjiLVu2QCaToUmTJulG9To7O6NatWoAgFu3bmXaRrFixTB69GgAwN9//w25XJ7la65evRrv379HsWLFMGLECJVjZYwxxtiPhxNclk716tWxd+9eBAUF4fr16+jXr5/K20okEmzevBkAhJrbbyl6g2/cuJFlW5MmTYKFhQV8fHxw/PjxTNfbtWsXJk+eDCAtGebeW8YYY+znxgkuy1TJkiXh4eGh1jYnTpxAREQE7Ozs0LVr1wzXUbR58+bNLNuysbHBn3/+CQCYNWsWZDJZunX+++8/DBkyBEBanXBmSTVjjDHGfh6c4DKtUkwHNmzYMBgYGGS4TqNGjQCkTUEWGRmZZXvjx49HoUKF8OLFC+zfv1/puYsXL6JPnz6Qy+UYMmQIVq5c+V1Pxs4YY4yxvMEJLtOa5ORkoVe2T58+ma5XpEgRVKlSBUDWdbgAUKhQIUyYMAFA2owMxYoVQ9OmTTFixAh07doVEokEPXr0wObNm3m+SsYYY4wB4ASXadHdu3chFovh6OgIFxeXLNdVtQ4XSCs9aNWqFXR0dBAZGYkbN27g33//RXJyMtq1a4e9e/cKA+IYY4wxxvTzOwD247hy5QoAoHnz5tmWCnh4eGD9+vXZ1uECgIWFBS5evIikpCS8fPkSfn5+ePHiBXR1dTFr1iwYGhpqJX7GGGOM/Rg4wWVac/XqVQBpCW52GjduDADw9fVFdHQ0bGxsst3G1NQUtWvXRu3atXMWKGOMMcZ+aFyiwLQiJiYGjx8/BqBaglusWDFUrFgRQPZ1uIwxxhhj6uAEl2nFjRs3IJfLUaFCBTg6Oqq0jarThTHGGGOMqYMTXKYV6pQnKCgGmnGCyxhjjDFt4gSXaUVOEtxnz54hJiYmV+JijDHG2M+HE1yWY6GhoXj16hV0dXXVuvOZnZ0dypcvDyKCl5dX7gXIGGOMsZ8KJ7gsxxS9t7Vr10bhwoXV2pbrcBljjDGmbZzgshzTpDxBQZ0bPjDGGGOMqYITXJYjRKSVBNfHxwcikUirsTHGGGPs58QJLsuRgIAAhIaGwsjICO7u7mpv7+joiHLlykEul/N8uIwxxhjTCk5wWY4oem/d3d1hYmKiURuKnl/FrX4ZY4wxxnKCE1yWIzkpT1Bo0aIFAE5wGWOMMaYdnOAyjclkMly/fh3A/yepmmjatCl0dHTg7++PsLAwbYXHGGOMsZ8UJ7hMY5cvX0ZsbCxsbGxQq1YtjduxsbFB7dq1AXAvLmOMMcZyjhNcprEdO3YAAH799Vfo6+vnqC0uU2A/kkuXLqF48eIwMDCAsbExzMzMYGlpibZt2yIqKiq/w2OMsR8eJ7hMI1++fMGJEycAAEOGDMlxey1btgSQluASUY7bYyy/XLp0CZ06dUJoaCikUinEYjGSkpIQHx+PCxcuwMPDAxEREfkdJmOM/dA4wWUaOXDgAFJTU1GjRg3UqFEjx+01aNAAxsbGCA8Ph7+/f84DZCwfKJJbsViMTp06ITg4GO/fv0dQUBBu374Ne3t7vHjxAo0aNcKHDx/yO1zGCjyZTIbw8HA8fvyYx3AwJZzgMo1s374dADB48GCttGdsbIzGjRsDSKvtZayg+Ta5PXLkCJycnFCyZEmUKVMG7u7u8PLyQsmSJREYGIhGjRohMDAwv8NmrECRyWQ4dOgQmjRpguLFi8PIyAgODg6oU6cOnJycMHjwYP67YgA4wWUaeP78OZ48eQIDAwP8+uuvWmuX63BZQXXt2rV0ya2hoWG69cqWLQsvLy+UL18eHz58QKNGjfDy5ct8iJixgkUqlWLfvn2oUqUKevfujVu3biE0NBQymQy6urooVqwYZDIZdu7ciQoVKmDgwIF48+ZNfofN8hEnuExtisFlnTp1QpEiRbTWrqIO98aNG5BIJFprl7Hc9PnzZ/Tu3Tvb5FahRIkSuHXrFqpVq4aIiAg0bdoUr169ysOImTbI5XJ8/vwZMpksv0P5oRERjh07hkqVKqFfv3549eoVChUqhNmzZ+PBgwcIDQ2FWCzGp0+f4O3tjXbt2kEmk2H37t2oWLEi1q1bl9+7wPIJJ7hMLampqdi7dy8A7Qwu+1q1atVQtGhRJCYmwtvbW6tts59DVFQUAgIC8mygIhFh2LBhiIyMRJUqVXDo0KEsk1sFW1tbXLt2DdWrV8enT584yf3OERG8vLwwffp09OjRA9WrV4e5uTlsbW1hbW2N1q1bY+7cubhy5QqSkpLyO9wfxsePH9G1a1f88ssvePPmDaytrbFgwQIEBwdj1qxZqFu3LhwcHIRZfFxdXXH27Fk8ePAAbdu2hUwmw+jRo/Hnn3/yicjPiAogkUhEAEgkEuV3KD+dY8eOEQCyt7cniUSi9fZ79+5NAOjvv//Wetvs+5GamkovX76klJQUrbT34MED6tu3LxkYGAifz4EDB9K+ffvo06dPWnmNjOzYsYMAkIGBAfn4+Ki9fWRkJFWrVo0AkJ2dHb169Uqt7UUiEV26dIlu3bpFr169oi9fvpBcLlc7DpaxL1++0D///EOVKlUiACottra2dOrUqfwOvUCTSqW0bt06srCwIACkr69P06dPp7i4OJXbkMvltHDhQuF96dixI8XHx6sdi6r5RkhICAGgkJAQtV+D5c7x4wQ3A8nJyeTt7U3btm2jvXv30smTJ+natWv06NEjCg4OJrFYnCuvWxB06NCBANBff/2VK+1v3bqVAJCbm1uutK9NYrGY9u/fT23btqVatWpR5cqVqVy5clSiRAmqVasWzZ49m54/f/7dJhwxMTHk7e1Nhw8fpu3bt9OaNWto4cKFNHv2bHr06JHWXy84OJg2b95M3bp1I0tLSwJAJiYm1LJlS1q8eDE9fPiQpFKpyu2lpqbS/v37qX79+koJhqGhodK/9fX1adOmTVrfn3fv3gk/wIsWLdK4ncjISKpataqQmF+9ejXL4xAYGEirV6+m5s2bCwn9t/vbqlUrevv2rcYx/eyCgoLo999/J2NjY+G4mpqaUv/+/WnVqlV09uxZevPmDaWkpNDTp09p3bp11KdPH7K3txfWHzRoEMXGxub3rhQ4r169Ijc3N+E4urm5ka+vr8btHTp0iIyMjAgA1axZU+0EihPcvJEbx0+HqOBNOhoXFwcrKyuIRCJYWlrmuL3k5GRcvHgRV65cwYMHD+Dj45NtDWiRIkXg4OAAa2tr6OrqKi1mZmYwNzcXFicnJ1SpUgVVqlSBtbV1juPNLxEREShevDhkMhlevXoFFxcXrb9GcHAwSpUqBT09PURHR8PKykrrr5FTHz9+xL///ostW7bg06dP2a5frlw5dO/eHRMnToSNjU0eRJh2SdXPzw/nzp3Dly9fkJSUhOTkZCQnJyMkJAQBAQH4/Plzlm106NABs2bNQp06dXIUS1RUFAYPHowzZ84oPW5gYJDu78zR0RH9+vXDwIEDUbFixQzbE4lE2LJlC9asWYOQkBAAgKGhIXr37o3Ro0ejatWquHPnDi5duoQLFy7g2bNn0NHRwd69e7U2KFIul6NZs2a4efMm3N3dcfPmTejp6WncXmRkJJo1awY/Pz8AgL29Pbp3746ePXvC0tISd+7cwZ07d3D79m0EBwcrbVumTBno6enh8+fPEIlEwuPm5uZYuXIlfv/9d+jo6GgcW0Hy4cMH7NixA8ePH0fhwoVRt25d1KtXD3Xr1oWTk1O2x+Ht27dYsGABdu3aJVzSrlq1KoYPH45+/fpl+32UkpKCmTNnYsWKFSAilChRAtu3b8/RrczzglQqxZkzZ3D27FkAgJGREYyMjGBsbAw3Nze0a9cOurq5W9Eok8mwZs0aTJs2DSkpKbCwsMDixYsxYsSIHL+2t7c3OnXqhMjISBQqVAirV6/GgAEDVPq7UDXf+PjxI0qUKIGQkBAUL148R/H+jHLl+GktVc5D2ujBTUpKomPHjlHv3r3J3Nw8XS9I0aJFqWXLltSiRQtydXWlihUrkqOjY4Y9JuosDg4O1Lp1a5o2bRr9999/9P79+++2h+9rSUlJ1Lx58zzpXXV2diYAdOLEiVx9HXWJRCIaNWoU6enpCe+nvb09zZo1i86dO0dXr16l27dv08OHD2nnzp3UqVMnoedAse6lS5dyNcYXL17Q33//TRUqVFD58+ju7k7t2rWjnj170pAhQ6hbt26kq6srrNO+fXt68uSJRvF4e3tTiRIlCADp6upSgwYNaO7cuUJvra+vL61evZo6duwo9IYqlrp169Ls2bNp8eLFtHTpUlq+fDmNHj1aaT1bW1uaM2cORUREZPj6crmcRo8eTQBIT0+PTp8+nZPDK1i+fDkBIDMzMwoMDNRKm58/f6YhQ4aQlZVVlu+Zvr4+NWvWjFauXEmvX79WaiMlJYX8/PyocePGwvrt2rWjsLAwrcSYHalUSu/evaOLFy/S2rVrafLkyTRr1ixavnw5bd68mQ4ePKj1qxqpqal06NAhatWqFeno6GR63BwdHWno0KF04sQJ4VK1VColPz8/2rVrFw0YMEDpb7tNmzbk5eWlUaxeXl5UtmxZoa3Zs2eTTCbT2j5rS3h4OM2bN4+KFy+e5WeufPnytHHjRkpMTMyVON68eUMNGzYUXq9Vq1b04cMHrb7G27dvqW7dukp/Fx8/fsx2u4LUgxsWm0R3AiMpLDYp32JQVWp4OCXc86bU8HAi4h5cgeKM6vz58zAxMYFMJlNapFIp5HI55HI5KK0MAykpKXjz5g1evHgBf39/vHnzRqno3MnJCV26dEGDBg3g6uqKkiVLZnh2R0SIjo5GeHg4wsLCEBMTAyISXksqlSIpKQkJCQlISEhAfHw83rx5Az8/v3Q9LwrW1tYoV64cSpcuLSy2trYoVKiQsJibm8PQ0BCGhoYwMDDI9bPpr6WkpKBz5864dOkSzM3NcfXqVdSrVy/XXu+PP/7Axo0b0a9fP+zZs0fjdoKDg/Hw4UO8efMGgYGBePPmDQwNDTF8+HB069ZNrR63M2fOYOTIkfj48SMAoEmTJvD09ESXLl1gYGCQ6XYJCQk4d+4cZs2aJQwiGjduHBYuXAhjY2ON9+1bqampGDJkCPbt2yc8ZmhoiNatW6NcuXIwNTWFiYkJTExMYGtrCxcXF5QvXz7THonXr19j/vz52LdvH+RyOfT19bFixQqMHj1apV4PIsK6deswYcIESCQSODs74+jRo6hWrVqm24jFYpw5cwa7du3C+fPnIZVKM123UqVKGD9+PPr27ZvtcZTL5Rg0aBD27NkDY2NjXLhwAU2aNMl2HzLz8OFDNGzYEKmpqdi8eTOGDh2qcVsZEYvFuHLlCo4cOYITJ05AJpOhfv36cHd3h7u7O+rXrw8LC4ss25DL5Vi9ejWmTZsGsVgMa2trnD59Gg0aNNB6rN7e3rhy5QquXLmCp0+fQiwWZ7udra0tmjdvjhYtWqBVq1ZwdHTU6PUvXryIP//8U2mAXtOmTTFo0CBIpVI8fPgQDx8+xLNnz5Q+T4aGhqhYsSLevHmTblBYmzZtMGvWLNSvX1+jmBQSExMxceJEbNq0CQDQvXt37Ny5E2ZmZjlqVxsCAwMxb948HDhwQLiKUqRIEfTr1w9FihSBWCyGWCxGTEwMDh8+LFwZsLa2hqenJ8aPH49ChQrlOA6xWIwVK1Zg/vz5SE5OhoWFBVasWJFrVx2kUilWrFiBv//+G6mpqbCyssLEiRNRs2ZNVKxYEaVKlRJ+WyUSCaKjo/H+/Xu4ubl99z24hx5+wNRjvpAToKsDLOpWFb3qOuV5HKqIPXoU4X/PAuRyQFcX9nPnIKF+/Z+zBzclJYVEIpGwKDL9nC5OTk40YcIE8vb2zpNeVJFIRHfv3qWNGzfS77//TjVq1CB9fX2NYtfT0yNDQ0MyNjYmU1NTMjc3p2LFilG5cuWoVq1a1KRJE+rVqxfNmjWL9u/fT0+ePNHo7DslJYXatWsn1KDdunUrF46MsgcPHhAA0tHRoefPn2vUxvr165V6Y75dypYtSxs3bqSkpKzPdMPCwqhXr17CdmXKlKHLly+rHU9iYiKNHDlSaKdq1ark7++v0b5l1LbiPdLT06MOHTrQnj17tFL/9/r1a+ratasQd48ePbLtyQgPD6cePXoI23Tv3l3tqy2fPn2if/75h3777TcaPHgwDRw4kPr160eDBw+mc+fOqd0blpqaSp06dSIAZGFhQQ8fPlRre4WoqChycnIiANS1a9dc/96QyWQ56vl78eIF1apVS+htvnbtmlZiOnfuHHXs2JFMTU3T/W0ZGhpSpUqVqEuXLjR27FgaOXIk9e3blzp16kQNGzYkExOTdNu4u7vT2rVrKfx/vTnZCQwMFN5PIO2K2/Tp0zPtTU9KSqILFy7Q6NGjqUyZMkqvbWZmRg0bNqSxY8fS3bt3c3x8vrVt2zbhyl+NGjUoODhY66+hqvfv39Pvv/+u9N3YoEED2rt3b6YDPuPj4+mff/6h0qVLC9sUKlSIFi1alKMe3XPnzlG5cuWENps3b07v37/XuD11vHjxQqk3V7EYGxtTmTJlqFChQume+/Y77Nu8xN/fP996cMNik6j0lDNU8q//X8pMOftd9uSmhoeTf8VK5O9S4f+XipXo/ZMnWj9+BSLBnTVrVoZJSrly5ahixYpUuXJlqlatGtWsWZPq1KlD9evXpwYNGlDDhg2pUaNG1KRJE2rWrBn9/vvvtHLlSrp48SKFhIR8F6UBycnJ9PTpU/rvv/9o+fLl5OnpSe3bt6f69etThQoVyN7ePsMfBE0WXV1dqlatGg0bNoy2b99O/v7+WQ5mEYvF1LFjRwLSBgNdv349z45Lz549CQC1bdtWre2kUimNHTtW2OcaNWpQv379aM6cObR//36aOXMmWVtbC88XKVKEBg8eTAcOHKDPnz8TEVFCQgLt27eP2rVrJ5yA6Orq0qRJk3J8ie7UqVNUtGhR4bX9/Pxy1J5IJBIuR5uYmND58+dz1F5G5HI5/fPPP8KPdPny5TM88RCLxbR8+XKlkc+rVq36Lv7OiNL+1po2bSokROqWFshkMmrbtq3w3VNQBhAlJiZSy5YthR9wTT8j8fHxtH79enJxcVH6XilWrBj9+uuvtH37dgoMDMx2oGBKSgrduHGDZsyYQa6urkplBbq6uuTh4UF///03nTp1Skh4xWIxPXnyhDZv3kyDBw8WBhLq6+vTuHHjKCYmRuX9kMvl9PLlSzp27Bi9fPlSrYGNmvLy8hL+7osVK0YHDx5UaxYaiURCSUlJFB8fT7GxsfTlyxeVt4+Pj6czZ87Q77//rlRi165dO3rw4IHKMUilUjpy5AhVrlxZaMPOzo7WrVun8gmsXC6nhw8fUufOnYU27O3tad++fXn+PSGRSGjjxo3Uq1cvqlq1arrBqYpOFsXvxbf7mFlekh8J7p3ASKXkVrHcDYzK81iyk3DPWzm5/d8SdPr0z5ngZtaD+zNNEyaVSik5OZlEIhFFRkZSaGgohYSEUHBwML17944CAwPp2bNndPv2bTp37hwdOHCAli9fTr/99hu5u7srJXUZ9bZ07dqVpkyZQlOmTKFu3bpRlSpVhPpRY2NjunLlSp7u75s3b4TkUtXXjouLo/bt2wv7tnDhwgy/NBMSEmjNmjVUqlSpdMejatWq6Xql3Nzc6PHjx1rbt/DwcKpduzYBaTWkAQEBGrUTGRkptGNpaUleXl5aizEj9+7dU6qnrVq1Kv3++++0ZcsWOnz4sFLdb506ddT68cwrcXFxQo9muXLlhJMaVcydO1f4e9BkSrD8lJycLJysGhgY0PHjx1XeNjExkRYsWKDUq2VpaUnjxo2jZ8+e5Tgx+fjxI61atYpcXV0z/I6ys7NTqmVXLK1atdLaVZC88P79e2FKOABUokQJWrp0KX358kVpvcTERHr+/Dlt2bKFfv/9d6patapSTbxi0dPTo1KlSlHTpk1pyJAhNGPGDJo7dy4tXLiQli1bRnPnzqWmTZumGzfSvHnzHPVUS6VS2r17t1KPrqGhIbVt25Y2b96cYT38ixcvaMaMGUo9tvr6+jRhwoTv5ndcIpHQ69ev6fbt2/Ty5UuKjIwkqVSaaQ0u9+Bqhntws8Hz4GomNDSUjh07RpMnT6bGjRtneHnx28Xa2pouXLiQL/EqBgfVqlUr28u0wcHBwo+HsbExHTlyJNv2JRIJXbp0iSZOnKj0wwOklSLMnDmTXr58qa3dURIdHS28pqOjIwUFBam1fUREhDA3Z5EiRbSagGclMjJS6STi26Vo0aK0bdu273JAjUJ4eLhwcuPq6qpSr/ylS5eEnsYdO3bkfpC5QCwWC6Ujenp6NG/evCznBZXJZLRz505ydHQU3t9y5crRmjVr1JqPVB1v376ldevW0aBBg6hy5cpKiV2hQoWoRYsWNGXKFLp8+fJ3c2VAHfHx8fT3338LvblAWulX7dq1qWTJkip9J2uylCpVioYPH043btzQ2r6IxeIMe/R1dHTI3NyczMzMyMzMLN0+mZiYUK9evejFixdaiyU3FZRBZgcfBFOZKWeF5Pbgg/wrhclOzJEj/5/kVqxEMUeO8CAzBW1PE/azksvl+PDhAwICAoQFAMqXL4/y5cvDxcUFJUuWzNH0RzkRGRmJsmXLIj4+Hvv27ct0iqd79+6hS5cu+Pz5M2xtbXHq1CmNBsFFRETg9u3bKFGiBOrVq5frUytFRkbCw8MD/v7+KFmyJG7evImSJUuqtF3Tpk3x4sULODo64vLly5lOqZVbwsLC8ODBA9y/fx/379/H27dv0aVLF8yePVsrg09yW0BAABo0aIAvX76gU6dOOHbsWKaf87t376Jz586IiorC77//ji1btuRxtNojlUrx22+/Yffu3QCAYsWKYfr06Rg+fDiMjIwgl8sREBAAb29vrFmzBj4+PgDSBuEuXLgQffr0ydMBrgkJCfDz80PRokVRpkyZH2a6s5SUFBw4cACrVq2Cr69vuufNzc1Rp04duLq6on79+qhTpw4sLS2hp6cHPT096OrqIjIyEu/evROWz58/QyKRQCKRCAPqXF1d0apVK5QrVy5Xj93Lly9x/PhxHD9+HI8ePUr3vIGBAdq0aYPevXujU6dOMDc3z7VYtK0gTRMWLkrG+6gklCpiCnsrk3yJQVWSiAikBn+AYUknGNjZ8TRhCtyD+/NYsGCB0AOR0SCI3bt3C7VT1atXz9cBHJoICwsTpkUrVaoUPX36NMv1o6KihJ5fBweHdNNEMdXdvn1buPQ9YMCAdANcRCIR/fHHH0LPbc2aNSk5OTmfotUemUxG+/btU5rGysnJiZo3by7cgEOxWFlZ0dKlS3+I/f4eyeVyunv3Lp06dYru3btHgYGBJBKJCmTvtMKnT58oMDCQAgMDKSgoiN6+fVugf6sLSg9uQcd3MvsfTnB/HomJieTg4EAAaMyYMXT9+nV6/fo1xcXF0V9//SX8EHfp0kWj2zB+D0JCQoSR3UZGRrR58+YMf+Cio6OpRo0aQl2iurd1Zen9999/SoOc3N3dad26dXTo0CGlS/ODBg2i6Ojo/A5Xq1JTU+nff/8V/r4Ui6mpKTVq1IhmzpxJUVHf3yAVxvISJ7h5gxPc/+EEt2AJDQ3N0Ujlbdu2ZVlfNm3atO+65lMV0dHRSrWt/fv3p4SEBJJIJOTr60s7duygmjVrEpA2CrsgDa753p06dYo8PDwyvEmAptPCFSRJSUm0fft22rRpEz19+lSt0f2M/eg4wc0bXIP7P1yDW3AsWrQI06ZNw/Tp0zF//nyN2pDJZJg+fToePHiA0NBQhIaGIjExEaampti8eTP69u2r5ajzh1wux9KlSzF9+nTI5XLY2dkhLi5OaSL6IkWK4MaNG6hcuXI+RvpjCg0NxaFDh3DgwAG8efMGw4cPx6xZs2BqaprfoTHG8klBqsEtyHLj+HGCy3LN/v37heSzePHi+PDhg1YGOhAR4uPjYWBgABOT77uQXhM3b95Enz59EB4eDiBtwEnt2rVRp04djBgxAuXKlcvnCBlj7OfACW7eyI3jp6+VVhj7xq1btzB48GDh3x8/fsSTJ09Qu3btHLeto6PzQ5/YNGnSBH5+frh79y7Kli0LFxeXPB25zhhjjBV0/KvJtC4gIABdunRBamoqfvnlF3Tp0gUAcOLEiXyNqyCxtrZGhw4dULFiRU5uGWOMMTXxLyfTqsjISLRr1w4xMTFwdXXFnj170LVrVwDAyZMn8zk6xhhjjP0MOMFlWjVq1Ci8ffsWpUuXxqlTp2BiYoL27dtDT08Pvr6+ePfuXX6HyBhjjLEfHCe4TGtkMhkuXLgAANizZw+KFSsGALCxsUHDhg0BcC8uY4wxxnIfJ7hMa168eIG4uDiYmZnB1dVV6TlFHS4nuIwxxhjLbZzgMq25c+cOAKB+/frQ11eeoKNz584A0mZXiI6OzvPYGGOMMfbz4ASXaY0iwVWUI3ytdOnSqFq1KuRyOc6ePZvXoTHGGGPsJ8IJLtMaRYLr7u6e4fOKXlwuU2CMMcZYbuIEl2lFWFgY3r9/D11dXdSvXz/DdRR1uBcvXkRycnIeRscYY4yxnwknuEwrFL231apVg4WFRYbr1KpVC8WLF0diYiKuXr2al+Exxhhj7CfCCS7TiuzKE4C0W+x26tQJAJcpMMYYYyz3cILLtOL27dsAsk5wgf+vwz19+jSIKNfjYowxxtjPhxNclmMJCQnw8fEBkH2C27hxYxgYGODTp094//597gfHGGOMsZ8OJ7gsxx48eACZTIbixYvDyckpy3WNjY1RvXp1YTvGGGOMMW3jBJflWFbz32akXr16ADjBZYwxxlju4ASX5ZgqA8y+xgkuY4wxxnITJ7gsR2QyGe7duwdA/QT38ePHkEqluRYbY4wxxn5OnOCyHHnx4gXi4uJgbm6OqlWrqrSNi4sLLC0tkZycjBcvXuRyhIwxxhj72XCCy3JEUZ5Qv3596Ovrq7SNrq4u6tatC4DLFBhjjDGmfZzgshxRt/5WgetwGWOMMZZbOMFlOZLTBPf+/ftaj4kxxhhjPzdOcJnGwsLC8P79e+jq6qJ+/fpqbatIcF+8eIGEhITcCI8xxhhjPylOcJnGFLMnVK1aFRYWFmpt6+DgAEdHR8jlcjx58iQ3wmOMMcbYT4oTXKaxu3fvAgAaNGig0fZch8sKql27dmHFihVISkrK71AYY4xlgBNcpjFFD66bm5tG27u6ugLgBJcVLMeOHcOgQYMwceJEVKlSBefPn8/vkBhjjH2DE1ymEbFYjMePHwPQPMHlHlxW0Hz8+BG///47AMDExATv3r1Du3bt0LNnT4SFheVzdIwxxhQ4wWUaefr0KVJTU1GkSBGULVtWozZq164NHR0dBAcH49OnT1qOkOUXkUgENzc32NnZwdnZGbVq1UKTJk0wduxYJCYm5nd4GpPJZOjXrx9iYmJQp04dfPz4EePHj4eenh6OHDmCihUr8o1LGGPsO6HazPyMfUNRf+vm5gYdHR2N2rC0tETFihXh7++Phw8fokOHDtoMkeWTZcuWwdvbGwCUTlxu3bqFxMREbN26Nb9Cy5HFixfj5s2bMDMzw/79+2FtbY0VK1agf//+GDRoEJ49e4YNGzZg/fr1+RpneHg4Xr16BZFIhNjYWIhEIhQqVAgDBgzQ+G+VMcYKGk5wmUYU9beaDjBTqFevHvz9/fHgwQNOcH8A4eHhWLVqFQBg48aNqFKlCuLj4/H27VuMHj0a27ZtQ8uWLdGrV698jlQ99+7dw6xZswAA69evh7Ozs/BcjRo1sGjRIrRr1w7Hjx/H2rVroaubPxfHgoODUbly5Qx7ylNTUzF06NB8iIoxxvIelygwjeR0gJkC1+H+WObNm4ekpCS4ublh+PDhaNiwIdq2bQtPT09Mnz4dADBs2DC8e/cunyNVXWxsLH799VfIZDL06dMHAwYMSLdO8+bNYWVlhfDwcOFvIz/Mnj0biYmJKFq0KNzc3NCmTRs0adIEADBjxgzExcXlW2yMMZaXOMFlagsJCUFoaCj09PRQp06dHLX1dYJLRNoIj+WTN2/eYPPmzQDSLud/ezl81qxZcHNzQ1xcHH799VdIJJL8CFMtUqkUPXv2xPv371GqVCls3Lgxw8v8hoaG6NixIwDgv//+y+swAQD+/v7YvXs3AOD06dO4e/cuzp8/j0uXLsHZ2RmfP3/G4sWL8yU2xhjLa5zgMrUp6m+rV68OMzOzHLVVrVo1GBkZISYmBoGBgdoIj+WTGTNmQCaToV27dmjcuHG65/X19bF//35YWVnB29sbc+bMyYcoVUdEGDNmDC5fvgxTU1McO3YMVlZWma7/yy+/AEibRiw/TtZmzJgBuVyOrl27ClPwAWnJ97JlywAAK1euxPv37/M8NsYYy2uc4DK1aav+FgAMDAyEXtwLFy7kuL3vjVwux+XLl7F06VKIRKL8DifXPHr0CIcPH4aOjg4WLVqU6XqlSpXCli1bAAALFy7E5cuX8ypEta1bt07osd23bx9q1qyZ5fqtW7eGqakpgoODhSn08sqDBw9w/Phx6OrqYv78+eme79SpE5o2bQqxWIwpU6bkaWyMMZYfftoE99WrVwgNDc3vMAokbdXfKih6vg4ePKiV9lT1/PlzjBgxIlduFfzp0ycsWbIE5cuXR6tWrfDXX3+hR48ekEqlWn+t74EiaerXrx+qVauW5bo9evTA0KFDQUTo3r07nj17lhchquX8+fP4888/AQBLlixBly5dst3GxMQE7dq1A5D3ZQpTp04FAPTv3x+VKlVK97yOjg5WrlwJHR0dHDp0KF/rhBljLE9QASQSiQgAiUQitbaTyWR08uRJatCgAQEgPT096tu3Lz1//jyXIv3xJCUlkYGBAQGgt2/faqXNsLAw0tHRIQD0/v17rbSZHT8/P7K2tiYAZGRkRFu2bNFa25MnTxaOEQCytLQkExMTAkCTJk3S2ut8Ly5fvkwAyNDQkN69e6fSNsnJydSkSRMCQPb29ipvl9vkcjlduHCBLCwsCAANGTKE5HK5ytsfOHCAAJCzs7Na2+WE4vgbGBhkexyHDBlCAMjV1ZVkMlmexJcRuVxO165dozZt2pCrqytt2bKFkpOT8y0epj3v378nHx8fevPmDYWGhlJsbGy+ftZyStV8IyQkhABQSEhIHkX2Y8mN4/dTJLgSiYS2b99OFStWFJIOfX194f8BUIcOHeju3bu5HLlq8uqHURNeXl4EgGxtbbUaZ9OmTQkALVmyRGttZiYoKIjs7e0JAFlZWQmfgd9++y3HP7IXL14U2nN1daXt27dTQkICHTp0SHh8//79WtqT70OzZs0IAI0ePVqt7WJiYqhq1aoEgFxcXCgqKiqXIszep0+faMmSJVSuXDnhffLw8CCxWKxWO3FxcWRkZEQA8uTEWS6XU506dQgAjRkzJtv1w8LCyMzMjADQnj17VH4dqVRK58+fp2XLltHQoUPJw8ODSpYsSd27d1frB0kul9P58+eFToavFzs7O1q0aBHFxMSo3N73TCqV0vTp06lOnTq0fv16SkpKyu+QcpVIJKLhw4ene18BUOHChalv37506NAhtTum8hsnuHmDE9z/UXzgXrx4ke26T58+pVq1ain1pk2ZMoXCwsLoyZMn1LNnT6H3EABNmzaNpFJpHuxFxs6ePUslSpQgOzs7at++Pf3999908uRJio6OzreYvrZ06VICQF27dtVqu5s3byYAVKNGDa22+63Q0FAqU6YMAaAqVapQVFQULVy4kHR1dQkA1apVS+PeRIlEQlWqVCEANHbs2HTPT5kyhQCQiYkJPX36NEf78b148uSJcDUkODhY7e0/fvxIJUqUIADk5uZGiYmJuRBl5hISEmjo0KFKPe4WFhY0cuRIjROtjh07EgCaNWuWVmPNyNGjRwkAmZmZ0adPn1TaZv78+QSArK2tKTQ0NNv1xWIxde7cOcPERXG8Nm7cmG0v3b1796hu3brCdkZGRuTp6UnLli2j4sWLK7W3a9culfble/Xlyxdq1aqV0nEqWrQozZs377v5Lo+NjSUvLy+6cOEC/ffff7Rr1y7avXu3Rp/7ixcvCn/Hig4Qc3Nzpd9WxWJgYEANGzakRo0aUc2aNcnZ2ZkcHByoYsWK1KxZM/r1119pwoQJdPz4ca3vsyY4wc0bnOD+j+IDZ2BgQJ6enhl+SScnJ9PUqVNJT0+PAFChQoVo6dKlGX5IX79+TQMHDhT+AFu3bp3tl9CNGzfI3d2d9PT0yNDQkMzMzMjKyoqcnJxo8+bNGvVurl+/Xki0vl0KFSpEjx8/VrtNbevatSsBoKVLl2q13aioKKFX/eXLl1pt++vXqFy5MgGgsmXLUlhYmPDcpUuXyMbGRuhNVLfnjojo33//FRKHL1++pHteKpVSmzZtCACVKlWKIiMjc7Q/2uDt7U1r167VOLHs27cvAaA+ffpoHMOLFy+ocOHCBIDKly9P48ePp7Nnz1J8fLzGbarizZs3Qg+yosd969atOX7dnTt3CidQuUksFgs9zjNnzlRrO8VJf+vWrbP8rkpNTaVu3boJCWmvXr1o5syZtGfPHrpw4QK5ubkJx69x48YZ/u1GRUXR77//LqxnampK48ePV/r7E4vFtHv3buEEEQBNnDhRpc4Gb29vmjZtGi1fvpwOHTpEd+7cydck48WLF8L7YmpqSpMmTaJSpUoJ+2VmZkZ79+7Nt/gSEhJowYIFSlevvl6KFClCGzduVOnYx8TECGUvAKh06dJ07do14Xm5XE5JSUnk5eVFkyZNIhcXl0xPlDJaRowYodF3cWbEYjH5+PjQrl27aPz48dSyZUtq2LAhderUiQYPHkwTJkygGTNm0JgxY2jgwIHUuXNncnd35wQ3B1LDwynhnjd9DHhHdwIjKSw24ysZnOD+jyLBVSzGxsbUrl076tOnDw0bNowmTJhA5cuXF57v3r07hYeHZ9vuvn37hFrJ0qVLk4+PT7p1fHx8qG3bttn+YQ4ZMkTly90ymYwmTJggbDt48GC6ffs2rVmzhgYNGkSlS5cWzoqDgoLUPl7aIpfLyc7OjgCQl5eX1ttv165drvV8yeVyaty4MQEgR0fHDHtpg4ODqVixYgSAVq9erVb7IpFI2Paff/7JdL0vX75Q2bJlCQC1atUq32rTPn/+TIMHDxY+c5UqVSJfX1+12vjw4YNwAvno0aMcxePl5UXm5uZKf0P6+vrUqFEjmjdvHj148ECrV1ZOnTol/MDb2toq/Sjn1JcvX4STtYCAAK21+601a9YQACpWrBjFxcWpta2/vz8ZGxsTAFq/fn2G60gkEurRowcBafXV58+fT7eOVCqlf/75Ryh7UJy89e7dm1atWkVr1qwRThwB0KBBgygiIiLTuGQyGc2YMUNYv127dpkmFm/fvqWePXtm+h3coUOHHJ2spKSkqF1WcPLkSeFzXLJkSeE3RCKR0L59+6h69epC58ydO3c0jk0TYrGY1q1bR7a2tsIxcnBwoBo1apC7uzu1atWKnJ2dheeqVq1KV69ezbAtmUxGW7ZsoSJFihAA0tHRoTFjxlBCQkK2cbx69Yr27t1LR44cofPnz5OXlxc9evSIrl69Snv37qXly5fT0KFDhd7fJk2a0OfPn3O071KplJYuXar0OVV34QRXfTFHjpB/xUrk71KB/Fwq0tBeM6n0lDN08EH6q30/bYKbkpJCIpFIWBQH4vTp08LZVUaLvb292pc5fHx8hITS2NiYatasSe7u7tSyZUtq1qyZ8Eenr69Pf/zxB71+/ZpCQkLo7du39Pr1a1q0aJHQC1unTp1sL9smJibSL7/8IsQ8f/78dD0qsbGxVK1aNQLSBq9o8seelJSU40Fhb9++FfY9N+rJ9uzZI/SgarsOWVEDa2ZmlmVpi6JUolChQmrVhCrKD8qXL0+pqalZruvr6yucSK1YsULl1/jakydPaNy4cTRlyhS1vhCkUilt3LhR6DFV7Kvi875x40aVj/3EiRMJSKtV1YbIyEg6cOAA/fbbb0o9XorFxsaGfv311xyd5Mnlcpo5c6bQpru7u0qX6dWluDy9aNEirbdNlPadoEguNmzYoFEbigTZxMSEXr16pfScRCKh3r17C8nYmTNnsmzr3bt31L59+wwvSSuSJXVOig8ePCgk4BUrVqT9+/fT2bNn6datW/T48WOaOHEiGRoaCslV9+7dqXfv3tSwYUMqWbKk8B1ct25dtb8vo6Ojadq0aWRmZkbGxsY0aNAgevDgQZbbSCQSmjZtmrC/Hh4eGb6uXC6n7t27CydWuZ0MxcbG0rFjx2jYsGHk6OgoxFemTBnat29fuhPs1NRU+ueff5S+H+rVq0fTpk2jK1euUFJSEt2/f1+p1KRixYq50uFx5swZYbBnqVKl6NmzZxq18/r1a6WabysrK2rcuDGNHj2atm7dSkeOHKF///2XFi1aRBMnTiRPT0+aOnUqLVmyhDZt2kTbtm3LMMH9Ni/x9/fnBPcrqeHhQnKrWHwrVKTaY/ZSmSln0/Xk/rQJ7qxZszI9o5LL5XTr1i3asmULrVy5kubMmUMTJ06k+fPna1xDFx0dTa1bt840ce7duze9efMm0+0vX74s9FrY2NjQ0aNHM+ypu3TpktCbZ2homOXgo9DQUCpZsqTwhaPKmXJqaiqdO3eO+vfvL3xRaJpQERHt2rVLeP3cEBcXJ/yoabNGNSUlRThpmTNnTpbrSqVS4WRi1KhRKrX/7t07YWDRqVOnVNpm48aNwvuu6r7GxcXRv//+S7Vr11b6PBoaGtLIkSOzPZny8fFR+mGqWbMm3bt3jz5//iz0ngOgbt26Zfu3IxKJyNLSUjjRzA1BQUG0adMm6tq1q/BaAKh48eIaJ7nLly8X2hk9erRWL39+TVGuUrt27Vxpf+rUqcLJYHYnVJmRyWTUsmVL4WQ8NTWVXr58ScuWLaN69eoJya2qn2mitITq8uXLNH/+fOrQoQPVqFGDVq5cSRKJRO34Hj16pJSUZbS0aNEiwytt3t7ewnews7OzSnX1sbGxNHv2bKXP2tdL7dq1acuWLelOfCMiIoRBsorPVVbvSXx8vPAdU6dOHY07C8RiMXl7e9Py5cupS5cuVKNGDapTpw41aNCAmjRpQvXq1ROusCgWOzs72rBhQ7af+6ioKPL09Ey3veKkAkgbz7Jy5UqNP3+q8Pf3F8o9zMzMsj3R+ppMJqO1a9cKnQkWFha0detWtTtPMqvBzSwv4QQ3TcI9b6XkVrF0GLKaSv51hu4GKv8d/bQJbmY9uLk5GlMmk9HDhw/pwoULdOzYMdq7dy9t2bIlwy/TjLx//14pEXF2dqYNGzZQYmIiffr0SahdBNIumd+6dSvbNl++fClMbdWuXTtKSUnJcD2RSEQTJ05UujT49XLkyBG1joWColdKnXo/dSl6NyZPnqy1NhVJjYODg0onBlevXiUgbeCUKgMZe/XqRQCoefPmKn95yuVyYeBOhQoVsq2BPXjwoHCSokg8evbsKZRdKB777bffyMvLS+mEKikpSake3crKitauXat0yV8mk9HKlSuFwVb169fP8od3xYoVQux5UWaRmppKXl5eVKFCBQJATk5Oak8p9+jRI2H/Vq1alTuB/s+nT5+EXkRtlxV9+PBBOBE8ceJEjtr6+PGj0FtXtGjRdMlMfg/0CQsLo8GDB1OTJk2oVq1a5OzsTHZ2dlS3bl06d+5cln9vr169EjoF7O3tM/3uVlzVUHy3AqBq1arRiRMn6O7du9S/f3+lxE5XV5caN25My5cvp2PHjgkzspiZmdGBAwdU2q+3b98K38/9+vVTK+ny8/OjDh06CIlbdkv58uVp9OjRdObMGbWT6ZCQENqxYwf179+fHBwchDYHDRqkUtmfNkRHR1OLFi2E7+Tt27dnu01ERITSIL9mzZppPAVlZgku9+BmjXtwNaTpPLh5LTk5maZNmyZcAgbSBiApflAUdUvq7Mfdu3eFL7ZSpUrRnj17hERFLpfTkSNHlL6IihYtSp6ennT79m3y9PQkIG2wiLr1X+/fvxcuP+ZmHbBiVLiTk5NWyhSioqKE46/KF6OCIvls27ZtluudP39eeC9VPflRiIyMFH4cR4wYkeE6UqlUKH9Q9NgtX75c6fLnjRs3hKm6vj5pGjNmDO3du1eprq579+5Kg3u+9fDhQ+Hz2atXrwyT19TUVGHE9ObNm9Xa55wKCwsT9qd06dL04cMHlbaLj48XtuvWrVueTMWneE+0PfWdYkBso0aNtLIfBw8eVEpqW7VqRWvXrlX52H7PQkNDhYGEBgYG1LdvX/L29haef/jwoTDNmuKE7dChQ+k+95GRkbRkyRKh5/XbpWLFiuTv769WbNeuXRNOOufNm5ftexkXF0cTJkxQmuLS2tqaOnXqREuXLqVz587RmTNn6NixY3To0CE6ePCgVueXlsvlFBAQoLX5z9WRmpqqNBB84cKFmR6vS5cuCXXGJiYmtHbt2hydhPMsCpr7ugbXt0JaDW6ZKWe5BjcrBSXBVYiPj6d//vlHuEwOpE2HlV1dV2YuXLggJEZAWn3bvn37lC4zly1blk6cOKF0aVAqlQpTGBUpUiTLMotvzZkzhwBQ06ZNNYpZVUlJSUJPpTYGYYwdO5YAUPXq1dUapPT69Wuht+/cuXOZrqMYqOTp6alRfIpJ+gHQsWPHlJ6LjY1Vek8nT56c5T7cvn2b+vfvn+ElVgcHB5V7465fvy78iGbUW79//34C0gY35cfk/CEhIcJUb+XKlaOPHz9mu82gQYMISCtvyKtpmhRlKHXr1tVamz4+PsKJ5v3797XW7unTp+nYsWNqD1YrCGJiYtINDK5Xrx4NGDBAOJaWlpa0Zs0alUop3r17R2vWrKEWLVqQgYEB9e/fX+PBbGvXrhViatGiBQUGBqZbRyaT0cGDB5U6Lrp27UrPnz8v0DdQUJdcLqe//vpLOAb/196dR1VxH24Dfy7Ivlwji6wCUQFRQpC4xEjBqkRcMBUtsS5oNH2jYuMSU5tEoVqjto3GuiS2b0RtrehpYn9WDR5UQPszKirRixgXEEFFUMTLJiDwff9A5vUKAuqF4Y7P55x7jszMHR7vOPgw852ZuXPnisrKSqnoVldXi9/97nfSNu3Tp0+rzsC1hAX3xVTn54uyEyfFjUvXxPGrd3kXhZYYWsFtUFNTI/bs2SPi4+Ofa0za48rLy8XKlSsb3erFxMRELFmy5KmnosrKyqShEz169GjVrapqa2uli37a4/Y2U6ZMEUD9BUAvso0vX74sFbWkpKRnfv+CBQuko6ZPXvmt1WqlB4cMGjToqcNFWqPhYq2GXzwGDRokoqOjpTuBmJubix07drR6fZWVlWLv3r1iypQpokePHmLWrFni/v37z5Rpy5YtUqaGe5JevnxZvP/++9Lp2pbGM7el69evS/8mu3fv3mQxaLBjxw7p1HJqamq7Zbx9+7Y0TEEfR9IePxoZFRX14gFfMqdPnxbR0dE6ww0ahgg87+n2Fz2CXldXJ/785z9LQ04sLCzE6tWrxYMHD8ShQ4fErFmzpDvXNPxbf9ov3C+LL7/8Umf7GRkZCSsrK50hXB988IHeLoRmwW0fLLiPGGrBbQtFRUVi0aJFwtLSUgwdOrRV95C9deuW6NatmwBavg+mEEIcOnRIAPVjN9vjaTznz5+XjkIGBQU99/1iG+7fOXLkyOd6f3FxsTQu0c7OTuzatUsIUV/4G46Eu7q6vvBYtKqqKjF69OgmT326ubm98C24nlfDhUwmJiZi9OjROlfIh4aGPnNp1rdr165JZ0UcHR2b/Jw0Go30H9/SpUvbPWNoaKgAIP70pz+90Ho0Go00LMTR0bHDPNrYEBUUFIjly5eLiIgIkZycLHccIUT9PZkfH2b0+INHGo4wx8XF8XHGj+zcubPJ+/iq1Wqxe/duvX4vFtz2wYL7CAtuY896j1CNRiNd+d/SIzsnTpwoAIhZs2a9SMRncvbsWek2SL169WrVaejHbdiwQfrtPiMj47lzaDQa6d6VAMSECRPE/PnzBVA/lvl5h5k0pbS0VKSnp4tdu3aJ5cuXi9jY2GbvGdrWamtrpfugNrxGjRoljh492mEeJ52fny9ef/11AdRf5HPw4EEhRP0FRlOmTJGOoL711lsvfNbkeWzcuFE6Jf68Dh8+LP3C5+PjI8sYSGp7dXV1YsuWLdIYeDs7OzFjxgxx4MCBNrvbhyF7+PChKC4uFrdu3RJZWVkiIyOjTR4Ow4LbPlhwH2HB1Y8VK1ZIP0ifdq/Ie/fuSUU4LS2tXfNdvHhReoSnp6dnq8cMr1u3Tipk+jhqV1VVJZYuXdroljmG/jjR1qioqBDTpk0TM2bMeOYHQbQXrVYrhg4dKoD6ezSPHDlS52jzqFGj2uRet62Rn58vZXmeq7i3b98uHc0LDg7uMI95pbZTXFws0tPTZfmFjBpjwW0fLLiPsODqR3V1tTSmb9KkSU0u03AEyt/fX5ajdjk5OdJ9EE1NTcXUqVObPWW/du1aqdgsXrxYr5lPnz4tPep3wYIFelsvvbiqqirpTEPDa+zYsbIN73hcSEiIAJ7tHtRPPpAiKiqKp6eJZMCC2z5YcB9hwdWfU6dOSadxm7p4oeGZ9c/66Fp9ys/P17nfa8OFXX/9619FYmKiOHPmjLh+/brOTfw/+eSTNinkVVVVQqPRdJhT9PT/1dbWihUrVohp06bp9UEhL6rhSvmBAwe2avmKigrp3soAxG9/+9uX6mp5oo6EBbd9tMXnpxJCCBiYkpISqNVqaLVa2Nrayh3H4C1cuBBr1qxBt27dcOHCBVhbWwMAfvzxRwQGBsLExAS3bt2Cvb29rDlPnjyJ9evXY/fu3Xj48OFTl/vss8+wbNkyqFSqdkxH1LT8/Hy4urpCCIHc3Fy4u7s/ddmCggKMHTsWJ0+eRKdOnbB582a899577ZiWiB7X2r5x48YNuLu7Iy8vD25ubu2YUBna4vMz0stayKAtW7YMnp6eyM3NRUREBKKiohAcHIwRI0YAAN555x3Zyy0ADBgwAP/4xz9w/fp1xMbGYujQoQgICICLiwtMTExgZmaG5cuXs9xSh+Ls7IzBgwcDAP71r389dbmffvoJAwYMwMmTJ/HKK68gKSmJ5ZaI6Dl1kjsAyc/KygqbN2/G22+/jeTkZJ15KpUKMTExMiVrmrOzM+Li4nSmCSFQU1MDExMTeUIRNWPChAk4duwYEhIS8Jvf/AbGxsY689PT0xEWFoa7d++iZ8+e2L9/P3r27ClTWiIiw8eCSwCAsLAwbNu2DRkZGXBxcZFePXr0gJOTk9zxWqRSqVhuqcOKjIzE/PnzcerUKYSGhiI+Ph49evQAAPzwww8IDw+HVqtFUFAQEhMTO8QZEyIiQ8aCS5KpU6fKHYFIkVxcXLB161bMmjUL//3vfxEQEIDVq1ejV69eGDt2LMrLyzF48GDs27cParVa7rhERAaPY3CJiNrB5MmTodFoMGTIEFRUVGDu3LkYNmwYysvLMXz4cCQmJrLcEhHpCQsuEVE78fT0xKFDh7B+/XpYWloCqL+I8z//+Q+srKxkTkdEpBwcokBE1I6MjIwQExOD0aNH4/Tp0xg7dizHjxMR6RkLLhGRDDw9PeHp6Sl3DCIiReIQBSIiIiJSFBZcIiIiIlIUFlwiIiIiUhQWXCIiIiJSFBZcIiIiIlIUFlwiIiIiUhQWXCIiIiJSFBZcIiIiIlIUFlwiIiIiUhQWXCIiIiJSFBZcIiIiIlIUFlwiIiIiUhQWXCIiIiJSFBZcIiIiIlIUFlwiIiIiUhQWXCIiIiJSFBZcIiIiIlIUFlwiIiIiUhQWXCIiIiJSFBZcIiIiIlIUFlwiIiIiUhQWXCIiIiJSFBZcIiIiIlIUFlwiIiIiUhQWXCIiIiJSFBZcIiIiIlIUFlwiIiIiUhQWXCIiIiJSFBZcIiIiIlIUFlwiIiIiUpROcgdojaqqKlRVVUlfl5SUyJiGiIiIXmZP9pLS0lIZ01BTDOII7sqVK6FWq6WXu7u73JGIiIjoJfVkL/Hz85M7Ej1BJYQQcodoSVNHcN3d3aHVamFraytjMiIiIlKqkpISqNXqRn3jyV5y8+ZN+Pn5IS8vD25ubnJENWg3btyAu7u7Xj8/gxiiYGZmBjMzM7ljEBERETXqJRw62fEYxBAFIiIiIqLWYsElIiIiIkVhwSUiIiIiRWHBJSIiIiJFYcElIiIiIkVhwSUiIiIiRWHBJSIiIiJFYcElIiIiIkVhwSUiIiIiRWHBJSIiIiJFYcElIiIiIkVhwSUiIiIiRWHBJSIiIiJFYcElIiIiIkVhwSUiIiIiRWHBJSIiIiJFYcElIiIiIkVhwSUiIiIiRWHBJSIiIiJFYcElIiIiIkVhwSUiIiIiRekkd4DnIYQAAJSUlMichIiIiJSqoWc09I6nqaurAwDk5+e3eSYlavjcGj5HfTDIgltUVAQAcHd3lzkJERERKV1RURHUavVT5+fl5QEA+vfv316RFCkvLw/dunXTy7oMsuB26dIFAJCbm9vsP7hn1a9fP6SlpeltfW25XkPKWlJSAnd3d+Tl5cHW1lZv6zWkz8CQsnJ7GVZWbi/DysrtZVhZtVotunXrJvWOp+nVqxcAICMjQ6eXhIaGIiUlRWfZ1kwrLS2Fn58fMjMzYWNjo/j1abVa9OnTR/oc9cEgC66RUf3QYbVardcfEMbGxnpdX1uu15CyNrC1teX20jNuL26vBtxehpG1AbeXYWRt0NA7nqZTp/o65e7urpPB1NQUbm5uOsu2ZlrD0AhXV9eXYn0N62j4HPWBF5k9Zs6cOQazXkPK2lYM6TMwpKxtxZA+A0PK2lYM6TMwpKxtxZA+A0PK+qKaytTaaVzfi1GJlkZOd0AlJSVQq9XQarVt9tsa6Q+3l2Hh9jIs3F6GhdvLsLR2e+l7u3J9L84gj+CamZkhNjYWZmZmckehVuD2MizcXoaF28uwcHsZltZuL31vV67vxRnkEVwiIiIioqcxyCO4RERERERPw4JLRERERIrCgktEREREisKCS0RERESKYvAF19PTEyqVSue1ePFiuWPRI5s2bYKXlxfMzc0RFBSEY8eOyR2JmhAXF9doP3JycpI7Fj1y9OhRjBkzBi4uLlCpVPj3v/+tM18Igbi4OLi4uMDCwgKhoaG4cOGCPGGpxe01bdq0RvvbwIED5QlLWLlyJfr16wcbGxs4OjrinXfewaVLl3SWaW4fu3PnDkaNGgVLS0v4+Pjg8OHD7Zo/NjYWfn5+MDIyQkJCgjS9qqoKM2bMgIODA+zt7TFlyhSUl5dL89PS0hAQEABLS0uEhITg+vXrbZLv17/+NZydnWFrawt/f3/s27dPmnfixAkMHDgQ1tbWcHNzw+7du/WWz+ALLgAsW7YM+fn50uuzzz6TOxIB2LVrF+bNm4dPP/0U6enpCA4ORnh4OHJzc+WORk3o3bu3zn6k0WjkjkSPlJeXIyAgABs2bGhy/h//+EesWbMGGzZsQFpaGpycnDB8+HCUlpa2c1ICWt5eADBixAid/e3AgQPtmJAel5qaijlz5uDEiRNISkpCTU0NwsLCdMpgc/vYnDlz4OLigrt372L16tWYMGECiouL2y1/z549sW7dOvTv319n+vr166HRaHDp0iVcu3YNBQUFWLVqFYD68jtu3Dh8+OGHuHfvHgYOHIgpU6a0Sb4FCxYgJycHJSUl2LJlCyZPnozi4mLk5+cjMjISS5Yswf3793Hu3DkEBQXpL58wcB4eHmLt2rVyx6Am9O/fX3zwwQc603x9fcXixYtlSkRPExsbKwICAuSOQa0AQOzZs0f6uq6uTjg5OYlVq1ZJ0yorK4VarRZff/21DAnpcU9uLyGEiI6OFmPHjpUlD7WssLBQABCpqalCiOb3sS+//FKYmpqKW7duSfOCg4PFtm3b2j13SEiI2Llzp/R1TEyMWLp0qfT1xo0bxbhx44QQQiQmJgpfX19pXllZmbCwsBA5OTltmjEtLU2YmZmJCxcuiEWLFolPPvmkyeX0kU8RR3BXr14NOzs7vP7661ixYgWqq6vljvTSq66uxpkzZxAWFqYzPSwsDMePH5cpFTXnypUrcHFxgZeXF959911kZ2fLHYla4dq1a7h9+7bOvmZmZoaQkBDuax1YSkoKHB0d4e3tjffffx+FhYVyR6JHtFotAKBLly4Amt/HkpKSoFar4ezsLM0LCAjoEEOEoqOjcfToUdy5cwf379/Ht99+i+HDhwMAMjMz4e/vLy1rZWWF7t27IzMzs02yzJ49GxYWFujXrx9GjBgBPz8/pKWlQaVSoXfv3nB2dsaUKVOkI9/6yGfwBffDDz9EQkICkpOTERMTgy+//BKzZ8+WO9ZL7+7du6itrUXXrl11pnft2hW3b9+WKRU9zYABA7B9+3YcPHgQf/vb33D79m0MGjQIRUVFckejFjTsT9zXDEd4eDh27NiBI0eO4IsvvkBaWhp+/vOfo6qqSu5oLz0hBBYsWIDBgwejT58+AJrfxwoLCxs9WtbW1hZlZWXtE7gZ3bt3R+fOndG1a1fY2dnB2NgYM2fOBACUlZW1a+5NmzahrKwMSUlJCAkJAQDcvHkTO3bswJ49e3D16lXU1NRg3rx5esvXIQtuUxe8PPk6ffo0AGD+/PkICQnBa6+9hpkzZ+Lrr7/GN998w/+YOwiVSqXztRCi0TSSX3h4OCIjI+Hv749hw4Zh//79AIBt27bJnIxai/ua4YiKisKoUaPQp08fjBkzBt9//z0uX74s7Xckn5iYGJw/fx47d+5sNK+pfaxTp04oKSnRmV5SUgJra+s2zdkas2fPhpWVFbRaLYqLi2Fvb4/58+cDAKytrds9t7GxMYYNG4bDhw/j4MGDsLCwwPTp0+Ht7Q0rKyssWbJEGouuj3wdsuDGxMTg4sWLzb4afrN6UsOVqFevXm3PyPQEe3t7GBsbNzqCVFhY2Oi3YOp4rKys4O/vjytXrsgdhVrQcLcL7muGy9nZGR4eHtzfZDZ37lzs3bsXycnJcHNzk6Y3t495enpCq9XqzDt37hx69+7dPqGbcf78eUyfPh02NjawtbXFe++9hyNHjgAA/Pz8dC4kLi8vR1ZWFvz8/No8V11dHbKyshr1OCGE9Gd95OuQBdfe3h6+vr7NvszNzZt8b3p6OgDojIeh9mdqaoqgoCAkJSXpTE9KSsKgQYNkSkWtVVVVhYsXL3I/MgBeXl5wcnLS2deqq6uRmprKfc1AFBUVIS8vj/ubTIQQiImJwXfffYcjR47Ay8tLZ35z+1hISAgiIiIQGxuLBw8eYO/evcjIyMCYMWPaLf/Dhw9RWVmJuro6nT+/8cYb2L59OyoqKlBeXo6tW7dK41pDQ0NRVlaGrVu3oqqqCn/4wx/wxhtvwMPDQ6/ZysrKsGPHDpSVlaGmpgbffvstkpOTERwcjGnTpiE+Ph7Z2dl48OABVq5ciVGjRukv3wtcDCe748ePizVr1oj09HSRnZ0tdu3aJVxcXERERITc0UgIkZCQIExMTMQ333wjMjMzxbx584SVlVWbX6VJz27hwoUiJSVFZGdnixMnTojRo0cLGxsbbqsOorS0VKSnp4v09HQBQPq5d/36dSGEEKtWrRJqtVp89913QqPRiIkTJwpnZ2dRUlIic/KXU3Pbq7S0VCxcuFAcP35cXLt2TSQnJ4s333xTuLq6cnvJZNasWUKtVouUlBSRn58vvSoqKqRlmtvHCgsLRXh4uLCwsBA9e/YUSUlJ7Zo/OjpaANB5JScni4KCAhEZGSns7OxEly5dREREhLh586b0vlOnTgl/f39hbm4ugoOD2+TnfVlZmRgyZIhQq9XC1tZW9O3bV3z33XfS/HXr1gknJyfRpUsXMXHiRHHv3j295TPognvmzBkxYMAAoVarhbm5ufDx8RGxsbGivLxc7mj0yMaNG4WHh4cwNTUVffv2lW67Qh1LVFSUcHZ2FiYmJsLFxUWMGzdOXLhwQe5Y9EhycnKj/8AAiOjoaCFE/W2MYmNjhZOTkzAzMxM/+9nPhEajkTf0S6y57VVRUSHCwsKEg4ODMDExEd26dRPR0dEiNzdX7tgvraa2FQARHx8vLcN9zPCohHhs0AMRERERkYHrkGNwiYiIiIieFwsuERERESkKCy4RERERKQoLLhEREREpCgsuERERESkKCy4RERERKQoLLhEREVEH5Ll4PwpLK9v0eyz9nwz8z483m11mbdJl/P2HnDbNoW8suEREREQvodvaShy9fAejX3MBANTVCSzcfQ5v/OEQ1iZdlpabNsgTX6dmo6a2Tq6oz4wFl4g6pJSUFKhUKty/f1+W73/kyBH4+vqirq7lH+j79u1DYGBgq5YlIuoovj17A2G9nWBspAIAHLt6F+YmRvjfxUOgualFzt1yAMArVqbo2dUayZfuyBn3mbDgEpHsQkNDMW/ePJ1pgwYNQn5+PtRqtSyZPv74Y3z66acwMmr5x+To0aOhUqnwz3/+sx2SEdHLZP/5fAz8/DAGfH4IO05el6YnZRbg7bVH0XtpIkL/lIz95/Olef5xB+G3NBF+SxPh89n38I872OS6Uy/fQX/PLtLXQggYqVQQAlABqH3sYbf9vbog9XKh/v+CbaST3AGIiJpiamoKJycnWb738ePHceXKFUyYMKHV75k+fTrWr1+PyZMnt2EyInrZ/PfKXRxeGILsO+X41d9OIMjjFfg62cLarBM2Te4LLzsrpF65gzk7zqKf1ytwtDGHJu5t6f1z/nkWtuZN170rBaXwtLeSvg7u6YA96TcxaNURvNvPHd0drKV5r9pbI/knwym4PIJLRLKaNm0aUlNTsW7dOqhUKqhUKuTk5DQaorB161Z07twZ+/btg4+PDywtLTF+/HiUl5dj27Zt8PT0xCuvvIK5c+eitrZWWn91dTU+/vhjuLq6wsrKCgMGDEBKSkqzmRISEhAWFgZzc3Np2rlz5zBkyBDY2NjA1tYWQUFBOH36tDQ/IiICp06dQnZ2tl4/HyJ6uc0e0h1WZp3g76bGSH9nJGbcBgC82d0O3R2sYWSkwhAfR/g42UBzQ6vz3v97LBt59yoQF9G7yXWXVtbAysxY+trYSIV17wbi7JLh+HiEr86y1madUPKgRs9/u7bDI7hEJKt169bh8uXL6NOnD5YtWwYAcHBwQE5OTqNlKyoq8Je//AUJCQkoLS3FuHHjMG7cOHTu3BkHDhxAdnY2IiMjMXjwYERFRQGoP7Kak5ODhIQEuLi4YM+ePRgxYgQ0Gg169uzZZKajR49i4sSJOtMmTZqEwMBAfPXVVzA2NsaPP/4IExMTab6HhwccHR1x7NgxvPrqq3r6dIjoZeektpD+7NzZHIWlVQCAtJx7WPX9T7haWIY6IfCguhbFFQ+lZU9mF2Hz0Wz8e85bMOtk3Gi9AGBj3gnlVa0rrWVVNbC1MJzaaDhJiUiR1Go1TE1NYWlp2eKQhIcPH+Krr75C9+7dAQDjx4/H3//+dxQUFMDa2hp+fn4YMmQIkpOTERUVhaysLOzcuRM3btyAi0v9VcIfffQREhMTER8fj88//7zJ75OTkyMt3yA3NxeLFi2Cr2/9UY2myrGrq2uTxZyI6Hnd1j6Aa+f6kpt/vxJO6vozS/N3/Yi5P++BcX3dYGJshF9s+l+IR2NmC0oq8ZuEdKz5ZYD03qb4ONkg6045ejjatJgj604ZfJxaXq6j4BAFIjIYlpaWUrkFgK5du8LT0xPW1tY60woL68eJnT17FkIIeHt7w9raWnqlpqYiKyvrqd/nwYMHOsMTAGDBggWYOXMmhg0bhlWrVjX5fgsLC1RUVLzoX5OISPJVSjbKq2qQcVOLAxn5GNGn/kBAeVUN1Bam6GSkwveafGTcrB+e8LC2DrN3nMXUNz0R3NOh2XWHeDvi1LV7rcqRlnMPP2thfR0Jj+ASkcF4fEgAAKhUqianNdyuq66uDsbGxjhz5gyMjXVP0T1eip9kb2+P4uJinWlxcXH41a9+hf379+P7779HbGwsEhIS8Itf/EJa5t69e3BwMJz/AIio4xvcww5Dv0hFrRD4eIQvejnbAgDiInojdm8GFv3rHEa/5owBXnYA6u9te+Z6MS7ml2Bj8lUAgK25CU58MrTRuiP7umL81z/gk5G9pFuFNaW4vBpXCsowxNexDf6GbYMFl4hkZ2pqqnNhmL4EBgaitrYWhYWFCA4Ofqb3ZWZmNpru7e0Nb29vzJ8/HxMnTkR8fLxUcCsrK5GVlYXAwEC95Seil1vOqlEAgGlveTWaN/Z1V4x93bXZ97XE0dYcQ3wc8J9zt/BOYNPrAoCtx3Pwf0JehYmx4Zz4Z8ElItl5enri5MmTyMnJgbW1Nbp06dLym1rB29sbkyZNwtSpU/HFF18gMDAQd+/exZEjR+Dv74+RI0c2+b63334b27Ztk75+8OABFi1ahPHjx8PLyws3btxAWloaIiMjpWVOnDgBMzMzvPnmm3rJTkTUHn4/tk+Ly8wf7t0OSfTLcKo4ESnWRx99BGNjY/j5+cHBwQG5ubl6W3d8fDymTp2KhQsXwsfHBxERETh58iTc3d2f+p7JkycjMzMTly5dAgAYGxujqKgIU6dOhbe3N375y18iPDwcv//976X37Ny5E5MmTYKlpaXeshMR0fNRCfHYYyqIiAhA/ZPMtFotNm/e3OKyd+7cga+vL06fPg0vr8anEomIqH3xCC4RURM+/fRTeHh4tGps8LVr17Bp0yaWWyKiDoJHcImIiIhIUXgEl4iIiIgUhQWXiIiIiBSFBZeIiIiIFIUFl4iIiIgUhQWXiIiIiBSFBZeIiIiIFIUFl4iIiIgUhQWXiIiIiBSFBZeIiIiIFOX/AVIdH1SJI7QUAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rf_mult.select(component='R').plot_rf()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also make a comparison plot overlaying the RFs for one event from each deconvolution method" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "evt = 0 # choose 0, 1, or 2\n", "rflist = [rf_time,rf_freq,rf_iter,rf_mult]; labels = ['time','waterlevel','iterative','multitaper']\n", "plt.figure()\n", "for i,st in enumerate(rflist):\n", " sel = st[int(3*evt):int(3*(evt+1))]\n", " sel = sel.select(component='R')\n", " plt.plot(sel[0].times(),sel[0].data,label=labels[i])\n", "plt.legend(fontsize=9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A similar plot can be made with the stacked RFs for each deconvolution method" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rflist = [rf_time,rf_freq,rf_iter,rf_mult]; labels = ['time','waterlevel','iterative','multitaper']\n", "plt.figure()\n", "for i,st in enumerate(rflist):\n", " sel = st.copy().select(component='R').stack()\n", " plt.plot(sel[0].times(),sel[0].data,label=labels[i])\n", "plt.legend(fontsize=9)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.19" } }, "nbformat": 4, "nbformat_minor": 4 }