{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# LOAD LIBRARIES\n", "from lib.propagationsimulator import PropagationSimulator\n", "from IPython.display import HTML\n", "from lib.location import Location\n", "%matplotlib inline\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "location.data.tail()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "location = Location('biobio.geojson', 'SHAPE_Area', equal_density=True, density=0.000000115, plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# =================================================\n", "# DISTANCE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DIST_SHORT" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [50]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "all_sublocs = location.data.index.values\n", "not_vacc = [0, 3, 46, 6, 4, 47, 28, 34, 39, 26]\n", "vacc = np.delete(all_sublocs, not_vacc)\n", "location.vaccinate(vacc)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.1, 0.2)\n", "sim.run()\n", "sim.export_history(0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DIST_LARGE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [10]\n", "location.create_seeds_config(seeds, 0.1, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.1, 0.2)\n", "sim.run()\n", "sim.animation(1.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DIST_SHORT" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [17]\n", "location.create_seeds_config(seeds, 0.2, plot = False)\n", "all_sublocs = location.data.index.values\n", "not_vacc = [30, 48, 27, 35, 24, 28, 39, 33, 26, 19, 18, 29, 25]\n", "vacc = np.delete(all_sublocs, not_vacc)\n", "location.vaccinate(vacc)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.1, 0.2)\n", "sim.run()\n", "sim.animation(1.5)\n", "sim.export_history(0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ==============================================================\n", "# DIRECTION" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DIR_ONE" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/varaya/Projects/GeoTimePropagation/4_data_exploration/geoPropDataExploration/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " result = method(y)\n" ] } ], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [10]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "all_sublocs = location.data.index.values\n", "#not_vacc = [31, 37, 29, 25, 32, 30, 48, 8, 49, 50, 2, 0]\n", "#not_vacc = [20, 31, 37, 25, 21, 16, 32, 29, 36, 33, 14, 10, 12, 8, 5, 49, 2, 50, 0, 3, 6, 46, 6, 4, 7, 38, 27, 24, 35, 18, 19, 30, 48, 17]\n", "not_vacc = [14, 10, 8, 5, 49, 2, 50, 0, 3, 6, 46, 6, 4, 7, 38, 27, 24, 35, 30, 48, 17]\n", "vacc = np.delete(all_sublocs, not_vacc)\n", "location.vaccinate(vacc)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DIR_ALL" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/varaya/Projects/GeoTimePropagation/4_data_exploration/geoPropDataExploration/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " result = method(y)\n" ] } ], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [35]\n", "location.create_seeds_config(seeds, 0.1, plot=False)\n", "vacc = [45, 42, 41, 44, 43, 40, 15, 13, 1, 2, 34, 26]\n", "location.vaccinate(vacc)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.1, 0.2)\n", "sim.run()\n", "sim.export_history(1.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DIR_ALL" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmoAAAJNCAYAAACBe1nxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdd3xc1YH28d+ZUe/dkizLlnuTLOMCphrTTDMpOBAIoSSBQAqBbArZJbBs8r7JC0k2y7JhkwAhiROaEyCEFsB0XHHBvcpF3ZLV68yc948ZKzK4yLZGd8rz/Xz00cydO1eP3PT43nvOMdZaRERERCT0uJwOICIiIiKHp6ImIiIiEqJU1ERERERClIqaiIiISIhSURMREREJUSpqIiIiIiEqxukAwZCTk2NHjRrldAwRERGRY1q1atV+a23u4V6LyKI2atQoVq5c6XQMERERkWMyxuw+0mu69CkiIiISolTUREREREKUipqIiIhIiFJRExEREQlRKmoiIiIiIUpFTURERCREqaiJiIiIhCgVNREREZEQpaImIiIiEqJU1ERERERClIqaiIiISIhSURMREREJUSpqIiIiIiFKRU1EREQkRKmoiYiIiIQoFTURERGREKWiJiIiIhKiVNREREREQpSKmoiIiEiIUlETERERCVEqaiIiIiIhSkVNREREJETFOB0gXN355rfo9fUS744j3h1PnDueUWklnDX8LEZnjHE6noiIiEQAFbUTNDJtJO297XR7u+n2drO/cz+raleyeNvTFCYXUpRaxJiMcZw1/GyKUoucjisiIiJhyFhrnc4w6GbOnGlXrlw55F+3pr2GVypeYm/rXiqad1HXWUesK5ZvTv8W54yYO+R5REREJPQZY1ZZa2ce7jWdURtE+cn5XD/lxr7nNe01/PLDX/CzVfeTk5jDlJypDqYTERGRcKPBBEGUn5zPD+fcy7CkYfzX6l/isz6nI4mIiEgY0Rm1IEuMSeSaSV/gF6t+xtr6tUzPm+50JBEREQCstVgLNvDYZ/tvO/S5L3CrlO/g48BnS/99Ao8Br8/S1euls8dLV68Xj9cX2Lff1+7/HP8xD27zv0q/bYfuf9hjBHIE3sbB27v6f48HXyPwNQ6+Rr8ctl+O9KRYLps+fNB+zY+XitoQOL3gdP6Q+HseWPn/eOi8X5ERn+F0JBERGQBrLR6vxePz4fFaer0+PL7AtsDjXq8Pj9dHt8dHZ4+Xjm4P3R5f3+vewP5eX+C51wa2+/ylx2fxWovPZ/FZ//4+6y863sC2Q/fhsNu9fe/nkNd6PT56vP78PR5fX15f5N2iHhSjcpNV1CJdfEwC35v1fb7z9rd5cecLXDPpC05HEhEJSf5Sc7AM9S82Hy9K/QpT4LXGtm6aO3rp8fr8hcTjL0+93kMf93i89Hj8+/QEXuv/+J/ly19+gsHtMrhdBpcxuFzgNgZX4Lm732e3i8A+5mP7HLo9xu0iPrb/++l7LTbGRZzbRYzbRVyMITbw2GXAGIPBfywTeO4y/oz+bf7tLgOGg/sc3M//3v7v++f+/s8JsW4S49wkxrqJdfvvtjIGOHisvucf3+Y/NubgK4duO/j8n68d/pgmsPOxjtm3/8eOafD//jhJRW2ITMiayKn5p/H8judYMOYKUuJSnY4kInLCej0+Onu9dPV46ez1n0WqauqkrcvTdwbn4OfOHi/7GjuoPNBBj8d3SLny+nz09js7NVgTEbgMxMW4iYsxxMX4S0JcjP/j4OOk+BjS3S7iY1x9ZSY2xkWM62CZMcS4Ap/dLmI/9vzg67GB5wmxLhLjYkiMcxMf4w687i9OMW6X/3PguflnOxE5KhW1IfT5idew7M2lLNm7hMvHLHA6jogIAN29Xva3dtPW7aG930dDazdba1qpCRSwtm4PHd0eOnu9eLwDb1RxMS6GZyYyPCuJxFi3v+S4DDFug/tg8XEdpgy5XLj7vXZIcepXpg4eIys5joykOOJi/GeMRCKBitoQGp0xhpFpo3hp19+ZX3Ixsa5YpyOJSATq6vGyu6GdPfvbae7spSNQvNq6/lnCDpay/a3dNLb1HPFYyfExTChIpSg7iZT4GJLiY0iKc/dd0uq7tBUXw7D0BDKSYvvOWMW4/WepXC6dPRI5USpqQ+zzE6/hJ8v/D0v2vMGFoy5yOo6IhLmqAx28tr6G+tZuGlq72VXfRsX+9k9cQoxxG1LiY0g++JEQQ25qAhML0shPTyQvPYG0xFiS4tz/3Cc+hvSkWJ2dEnGQitoQm1NwOulx6ayoWa6iJiJHZK2lsb2HhtZu2rs9dAbuBatp6mRLdQvNHb20dXvYUdtGV6+X5PgYclLjKchI4Pyp+ZTkpjAyJ5nM5DiS42OIi3HpviiRMKSiNsSMMZxVdDYv7XqRxq5GshKynI4kIg5q6eylobWb5s5eWgIf22taWbPnAJurWg77nvz0BLJT40mOj+H8qflcf1YJI7KThzi5iAwFFTUHXFxyCS/s/BtPbXmSr0671ek4IjIErLV0dHvZXN1CdVMnB9p7+OvKvVQd6PzEvm6XYUxeCjecPZoJBWmkJMT0TXGQmRxHVkq8A9+BiDhBRc0BI1KLmTVsNitqlqmoiUQgay0bKpt5fX0Na3Yf6Ju24uNzcuWmxnPl7GKmFWeQlhRLemIsaYmxZCbHkRinf55FREXNMaW5ZayoXU5D536yE3OcjiMig6Czx8Pv39nF6xtq2NPQQazbMHVEBudPySclwX9z/thhqX33jiXGuXXfmIgclYqaQ07JO4VHgZd2vcQXJl/ndBwROQnNHT08t2of//PaNgCmFWdwzemjOG9KPqmJmoZHRE6cippDitNGUp47nb/tfI75JReTo7NqImFlW00ry3fs5+3NdWyubqG710dxdhKXTR/OdWeW6EyZiAwKFTUHfXHK9dz55rf4j6X/zn/O/S/9wy4S4jxeH2v3NPG3D/fx8rpqAPIzEriwtIDPzBzBpOHpDicUkUijouagsRnjuHbSdSza9Ad2Nu9gTMZYpyOJyGE0tffw3rZ6nly6m63VrbgMXH7KcL4ydyx56QlOxxORCKai5rBLSy7lue1/5U+bFnH3nHucjiMiAT0eH2t2H2DVrkaeWb6H9m4PmclxfOfSSVxUVkBKgu49E5HgU1FzWEpcKleM/TSLNv2BpdUfcFrBHKcjiUS1ivo2Fq/Yyz8+qqapoxe3yzC1KJ3rzxrNaWNztG6liAwpFbUQcPnoBSza9Afer3xPRU3EIVuqW1j0XgWvflRNrNswpSiD+WUFXFhaQFK8/qkUEWfoX58QkBSbxGkFc3in8m2+UnYLqXGpTkcSiXjWWnbVt/NhRSNvbqpl5c5GAE4fl8O/XDqZwsxEhxOKiKiohYzLRy9gafUHbG7cxKz82U7HEYlYDW3dvLy2itc31LKxshnwrxDwuVOLufaMUQxLV0ETkdChohYixmeOx23cbGzYqKImMsjauz0s2VjLsyv3sn6fv5wVZSVx87yxzC8rpCAjQdPjiEhIUlELEfExCYzJGMuy6g+4bvIXcRmX05FEwpq1lk1VLbywupJ/fFRNa5eH9KRYvnreOGaUZFE6IsPpiCIix6SiFkLmjjiXX697mM2Nm5mcPdnpOCJhp8fjo7qpk601LfzpvQo2VbUQH+Ni7uRhfHrmCKYWpRPj1n+CRCR8BK2oGWMSgLeB+MDXecZae48xpgR4AsgGVgHXWWt7jDHxwO+BGUADcJW1tiJwrLuALwFe4JvW2leCldtJZxedw582/ZGXdv1dRU3kOOxtaOepZXt4duVeer0WgPgYF1+aO4bPzxmpOc9EJGwF84xaNzDPWttmjIkF3jXGvATcCfzCWvuEMeZh/AXsV4HPB6y1Y40xVwM/Ba4yxkwGrgamAIXAa8aY8dZabxCzOyItLo1pueV8UP0BHb0dJMUmOR1JJGQ1d/TwxoZa3t5Sxwfb9gNw1oRc5k3JpyAjkYmFaSTEuh1OKSJycoJW1Ky1FmgLPI0NfFhgHnBNYPvjwL34i9oVgccAzwD/bfx3914BPGGt7QZ2GWO2A7OBD4KV3Unnj7yA96reZeuBLZTnTXc6jkhIae7o4b2t9aza1cjf11QBkBTvZvqoTL59ySTGDtPUNiISWYJ6j5oxxo3/8uZY4CFgB9BkrfUEdtkHDA88Hg7sBbDWeowxzfgvjw4HlvY7bP/3RJyJWZNwGzfr93+koiaCf1DAhxWN/GbJDtbsPtC3PT8jgW/Nn8g5E/M0YlNEIlZQi1rg8mS5MSYD+CswMVhfyxhzM3AzQHFxcbC+TNAlxyZTkl7C5sbNTkcRcdyzK/ey6P0K9jZ0kJIQw3VnlnD2xDwmFqQRG6NBASIS+YZk1Ke1tskYswSYA2QYY2ICZ9WKgMrAbpXACGCfMSYGSMc/qODg9oP6v6f/1/g18GuAmTNn2mB9L0NhUtZkXt39Ch6fhxiXBuZK9Gnp7OXpZbv5zZIdDM9M5PuXT2b+tELdcyYiUSdo/yU1xuQGzqRhjEkELgA2AUuAKwO7XQ88F3j8fOA5gdffCNzn9jxwtTEmPjBidBywPFi5Q8Hk7Cl0e7vZ0bTd6SgiQ27FzgY+91/v8JslO5g9JpvHbpnDp2aOUEkTkagUzNM1BcDjgfvUXMBT1toXjDEbgSeMMT8CVgOPBPZ/BPhDYLBAI/6RnlhrNxhjngI2Ah7ga5E44rO/ydlTANjQsIEJWUG7WiwSMno8Ph57awfr9zWzYmcDBRmJPHDNKUwpStf9ZyIS1YI56nMd8Im74a21O/GP2vz49i5g4RGO9WPgx4OdMVRlJmRSmFzIxoYNfGbcZ52OIxJUO+va+Len17Kzro2S3GSumFHELfPGkpUS73Q0ERHH6QaoEDU6YwxbGjdjrdUZBYk4LZ29vLC6kne31LFm9wHiYtx848IJXHvGKKejiYiEFBW1EDUxaxLvVr5DY1cD2Yk5TscRGRR1zV38+YMKnvtwHx3dXoqyEvncqSO5/uzRZCbHOR1PRCTkqKiFqJK0EgB2Nu9UUZOwV9vcyaNv7eSltVX0eHxMKkzjzksmMVX3oImIHJWKWogalzmeGBPDxoYNzMr/xC19ImHBWstrG2r4yfMb8Xh9zC8r4JrTRzEqN8XpaCIiYUFFLUQlxCQwKr2E7U3bnI4ickI2V7Xwi5c2sXZPEwUZiTx4/UyKsrR+rYjI8VBRC2FjMsbw7r538FkfLqNZ2CU8eH2WZ5bv4aF/bCXGZfjGhRNYcMpwUhNjnY4mIhJ2VNRC2NTsUl6peJmP9q9jWm6503FEjqmrx8u//PlDVu5sZGZJFj+4YgqFmTqLJiJyonSaJoSV5U4DYLtWKJAw0N3r5dbHlrNyZyPXnD6KB6+fqZImInKSVNRCWGZCJrmJuWzYv97pKCJH1dzRw02/WcqmqhZuO38c37xogkZziogMAl36DHFzCk/nxV1/p9fbS6xb9/hIaFm/t4lnV+1jycZaOno8/GjhNM6fmu90LBGRiKEzaiFuUtZkPD4PFS27nI4icoinl+3my79dxpubajltbA4/v/YUlTQRkUGmM2ohrjClEICq9irGZY53OI2If260p5bu4ZevbObUMdn8n6vKSY7XPyUiIsGgM2ohbkRqMYkxiWxq2OR0FBH27G/n2v95n1+8vJm4GDd3f7pUJU1EJIj0L2yIi3HFMD5zPJsbVdTEOT6f5dlV+3js7R3Ut3Rzx8UT+dSMIuJj3U5HExGJaCpqYWBUWgkvV7yEtVYj6WTI+XyWf3t6LW9srGVEdhIPXDOdMyfkOR1LRCQqqKiFgbykYXR7u2npaSE9Pt3pOBJFPF4fi1fs5Y2Ntdx49mhunjdW/1kQERlCKmphIDcpF4C6jjoVNRkyHd0evv2nD1ldcYCS3GS+NHeMSpqIyBBTUQsDw5KGAVDbUcO4zHEOp5FoUHWggy//dhmNbT18fs5Ibp43lhi3xh6JiAw1/csbBgpThuPCxe6WCqejSBTw+Sz/9/mNtHb28u+fLeX2+RNJjNP/6UREnKCiFgbi3fEUpBSwu2W301EkwvV4fNz7l3Ws2NnAt+ZP5KKyQqcjiYhENf03OUyMSC1mX+tep2NIBOvx+Ljjj6tYtauRK2YU8ZlZI5yOJCIS9VTUwkRR6ghW1CzH4/MQ49Jvmwyu+pYuvvH7lVTUt3PzvLHcePZoDRwQEQkB+okfJkakjMBrvdS0V1OUqjMdMniqmzr58m+W0tzZyz2fKeXiabrcKSISKnSPWpgoSi0CYK8uf8og8vos//rUGtq7vTz6ldNU0kREQoyKWpgYnnKwqO1xOIlEir0N7Vz5y3fYWNnCV84dw/iCNKcjiYjIx6iohYmk2CSKUopYV7/O6SgSAXbWtfHl3y6jubOHG84ezTWnj3I6koiIHIbuUQsjJemj2da0zekYEua21bTwnT+vxlrLI18+jZK8FKcjiYjIEeiMWhjJScyhpr0ar8/rdBQJU3v2t3PzI8upaeriZ9fOUEkTEQlxKmphJC2wzqfOqsmJ+GBbPV/+7VIM8PBNsykdkeF0JBEROQYVtTAya9gsAKrbqhxOIuGmrrmL+/66Hq8PfvPlUykfmel0JBERGQAVtTAyPLWIpJgkNjZucDqKhJHmjh7uWLSKjh4Pv7pxFmOGpTodSUREBkiDCcKI27gpThtJTXu101EkTHi8Pm769VJqmru49zOlmoJDRCTM6IxamEmLS6Opu9npGBImnl21j8oDnXztgvFcUFrgdBwRETlOKmphpiC5gOr2anzW53QUCXFdvV5+u2Q7w9IT+NSMIqfjiIjICVBRCzMjUovp8XZTrcufcgwvramiqcO/fmdSvO5yEBEJRypqYaYkfTQAe1u0lJQcWX1LF4+8tYNJhWlM1whPEZGwpaIWZoYlDwOgul1TdMjhtXd5+PrjK9nf2s33Lp+MMcbpSCIicoJU1MJMWlwaaXFpuvQpR/To2zvYvb+df/9sKRML052OIyIiJ0FFLQwVp45kec0yp2NICNpc1cyi9yo4d/IwLiordDqOiIicJBW1MDQhawKNXY1UaYUC6aeupYv/87x/MuQ7L57ocBoRERkMKmph6PTCMwCoaN7lcBIJFY1t3dz22HK2Vrfy3csmk5uW4HQkEREZBBqzH4ZGpBYDsLdtr8NJJBQ0tHXzjcdXUt/azf/cOItTRmU5HUlERAaJzqiFoYSYBNLj0mnobHA6ijjMWssPn1nHzro2fnr1dJU0EZEIo6IWplLjUmnp0VJS0e4P7+5i1a5G7rx4IqeNzXE6joiIDDIVtTCVk5hLfUe90zHEQc0dPfzvG9s5bWw2C08tdjqOiIgEgYpamMpPLqBGc6lFteU7G/D6LDedM0aT2oqIRCgVtTBVkJxPa28rzd26/BmN9rd288uXt5CVEseUogyn44iISJCoqIWpiVmTAFhVu9LhJDLUrLX8/MVN7G/t5p5Pl+J26WyaiEikUlELU+MzJxDjimF3y26no8gQe3FtFW9srOVzpxZzqgYQiIhENBW1MOV2uRmbMY6l1R/gsz6n48gQsdby1xV7KcxM5FvztfqAiEikU1ELY/NHXUx1exVr69c4HUWGyN/XVLF+XzOXTR+OS5c8RUQinopaGDtl2AwANjZscDiJDIX2Lg+/e3snRVlJfPHMEqfjiIjIEFBRC2MZ8RmMzxzPR/s/cjqKDIGHXttK5YEOvjV/AjFu/dUVEYkG+tc+zE3NKWVr4xa6PV1OR5Eg2lrdwl9X7uVzpxZz5oQ8p+OIiMgQUVELc1OzS/FYD29Xvu10FAmiP71fQWKcmy/PHet0FBERGUIqamGuNLcMgN0tFc4GkaDp6vGyZFMtF5UWkJoY63QcEREZQipqYS7eHU9J+mgq2yqdjiJBYK3l3r+so7vXx3lT8p2OIyIiQ0xFLQIUpxazo2k71lqno8gge21DDW9uquOSaYXMKMlyOo6IiAwxFbUIMD5zAk3dTTR1H3A6igyyv6+uZFh6Aj+4YooWXhcRiUIqahGgKHUEAHta9zqcRAbTH9/dxdLtDVwwNV/TcYiIRCn96x8BigNFbZ+KWsRYtn0///PaViYPT+OGs0c7HUdERByiohYBshKySY5J1sjPCOH1WX7+0maS4mP4ry/OJCVBIz1FRKKViloEMMYwIm0EVW1VTkeRQfDWplp272/nW/MnqqSJiEQ5FbUIkZuYR01HjdMx5CQ1tffw0xc2UpKbzAVTNR2HiEi0U1GLEMVpI6nrqKXT0+l0FDlBXb1e7vjjKpo7ern3s2XEx7qdjiQiIg5TUYsQI1NHArCnZbfDSeREvba+hk1VLVw5u5gJBWlOxxERkRCgohYhxmT414Dc3rTd4SRyopZsrCU3NZ5vXzLR6SgiIhIiVNQiRE5iDimxKRr5GabqmrtYun0/503N18S2IiLSJ2hFzRgzwhizxBiz0RizwRhze2D7vcaYSmPMmsDHJf3ec5cxZrsxZosx5qJ+2+cHtm03xnw/WJnDmTGG4rSR7Gnd43QUOU4er4+fvbSJGJfhytnFTscREZEQEhPEY3uAb1trPzTGpAKrjDH/CLz2C2vtA/13NsZMBq4GpgCFwGvGmPGBlx8CLgD2ASuMMc9bazcGMXtYGpE6gver3nc6hhynx97ayVub6rjh7NEUZSU5HUdEREJI0IqatbYaqA48bjXGbAKGH+UtVwBPWGu7gV3GmO3A7MBr2621OwGMMU8E9lVR+5hhScNo7Wmho7eDpFj9wA8H+xo7eOztHZwzKY+vnjfO6TgiIhJihuQeNWPMKGA6sCyw6evGmHXGmEeNMZmBbcOB/msg7QtsO9J2+ZiilMBSUm1aSiocWGv51WtbiXG7uO388cd+g4iIRJ2gFzVjTAqwGPiWtbYF+BUwBijHf8btZ4P0dW42xqw0xqysr68fjEOGnYOLs+/Vmp9hYe2eJl7fUMt1Z5YwMifZ6TgiIhKCglrUjDGx+EvaImvtXwCstbXWWq+11gf8hn9e3qwERvR7e1Fg25G2H8Ja+2tr7Uxr7czc3NzB/2bCQEFyAW7j5qP6dU5HkQH43ze2kRwfw9WnjXQ6ioiIhKhgjvo0wCPAJmvtz/ttL+i326eB9YHHzwNXG2PijTElwDhgObACGGeMKTHGxOEfcPB8sHKHM7fLTUJMAvWddU5HkWNoaO1m7e4DfHbWCFITtZ6niIgcXjBHfZ4BXAd8ZIxZE9j2A+DzxphywAIVwC0A1toNxpin8A8S8ABfs9Z6AYwxXwdeAdzAo9baDUHMHdbKcqZpio4wsHjFHnwWLi4vdDqKiIiEsGCO+nwXONzMnS8e5T0/Bn58mO0vHu198k+5SbmsrvsQa60mTg1RO2pb+cO7u7iwNJ+S3BSn44iISAjTygQRJjshhy5vF+297U5HkcPw+Sz/+vRaPD7LrRrpKSIix6CiFmFyk/wDKWo7ahxOIofz+oYaKurbufW8cRRkJDodR0REQpyKWoQZnT4GgJ3NOx1OIh9nreWpZXsoykrkC2eUOB1HRETCgIpahMlLysOFi7qOWqejyMcs29HAR3ub+PycUbhcun9QRESOTUUtwsS4YshKzKKuIzon/Q1lb22qIynOzWXTtbCGiIgMjIpaBMpLGqYzaiGmx+Pjrc21zBydTXys2+k4IiISJlTUItCwpHwNJggx9y5eR2NbDwtPLXY6ioiIhBEVtQiUn5xPQ2cDvd5ep6MIUN/SxRsba/nsrBHMGp3tdBwREQkjKmoRqDC5EIulqv0TS6KKA9bsOQDABaUFx9hTRETkUCpqEagwxX+zemWbiloo+P07uxiWnsDUonSno4iISJhRUYtA+cn5AGzYv/4Ye0qw7apvY3ttK7PHZBPj1l83ERE5PvrJEYFS41KJc8VpGSmHWWv5zRvbSYh1c5uWixIRkROgohahxmaOo1ZTdDjquVX7eGNjLZdPH05mcpzTcUREJAypqEWoguQCqturnY4Rtay1PLl0NyW5yXzzoglOxxERkTClohahCpILaexqoNPT6XSUqPTW5jp21bdzzemjdG+aiIicMP0EiVDDkocBsKVxs8NJotPv3t4JwLmThzmcREREwpmKWoSakOm/3FalKTqGXNWBTjZXtXBhaT4pCbFOxxERkTCmohahhiXlE++O131qDnhzk38Qx5fmjnU4iYiIhDsVtQhljCEnMZe6jjqno0SdD7btZ1RuMiNzkp2OIiIiYU5FLYIVJBdQozNqQ6rX4+OjvU3M1pqeIiIyCFTUIlhBciHV7dVYa52OEjXe3FRLV6+X08bmOB1FREQigIpaBCtIKaDL20VT9wGno0SN51btoyAjkdljdEZNREROnopaBCtILgDQgIIh0tzRw4cVjVxUVqC500REZFDop0kEK0guBKC6rcrhJNFhxc5GfBZd9hQRkUGjohbB8pLycBmXzqgNAWstL6+rIiUhhtIRGU7HERGRCKGiFsFiXDHkJQ1TURsCr3xUzbtb6plfVojbZZyOIyIiEUJFLcL5F2fXpc9g+9P7FZTkJnPnxROdjiIiIhFERS3CFSQXUt2mKTqCaWddG1urW1lwShEunU0TEZFBpKIW4QqSC2j3tNPa0+J0lIj1wbZ6AM6fmu9wEhERiTQqahEuKyELgIauBoeTRK51e5ooykoiNy3B6SgiIhJhVNQiXFJsEgDVbRpQEAxen2Xd3iaN9BQRkaBQUYtwU7OnYjBUtOxyOkpEevztnRxo7+GsiblORxERkQikohbh4mMSyE7Mpq6jzukoEaeuuYtfL9nOqWOymTtxmNNxREQkAqmoRYGcxFzqO+udjhFx3t7iL783njNGoz1FRCQoVNSiQG5iLh/tX+d0jIjz5sZaCjMTKdP9aSIiEiQqalEgKyEbgANdBxxOEjmqDnSwclcj8yYP09k0EREJGhW1KHDKsBkAVLZVOpwkcjy7ch8AF5QWOJxEREQimYpaFEiPSwNgT0uFs0EiRI/Hx7Or9jKzJIsJBWlOxxERkQimohYFClIKAWj3dDicJDK8u6WOlk4PV88Z6XQUERGJcCpqUSAxJpH0uHTqOmqdjhL2Wjt7ue+v68lLS+C0sTlOxxERkQinosg9SLwAACAASURBVBYlcpPy2NK4xekYYe+JD3bT1evl5nljiXHrr4+IiASXftJEiZTYFCpadmGtdTpK2PL5LH9fW8nM0VlcNn2403FERCQKqKhFiTEZYwBo7ml2OEn4WlXRSE1TF1ecUuR0FBERiRIqalFiXOZ4ABo6GxxOEr7+vrqS1IQYzp6Y53QUERGJEipqUSIn0X/j+56W3Q4nCU/WWpbtaODUsTnEx7qdjiMiIlFCRS1KFCb776mqaNnlcJLw9MQHuznQ3sOU4elORxERkSiiohYlUuJSyEvMo6a9xukoYWnJplpcBhaeWux0FBERiSIqalFkdMYY9rTucTpG2Klt7mTdnia+cq6m5BARkaGlnzpRpDh1JNXtVfR6e52OElZe3+CfKPj8qfkOJxERkWijohZFitOK8Vkf+9r2OR0lrLy2voYJBWmMyE52OoqIiEQZFbUoMiLVf3/VnlaN/ByoXXVtbKxs5gKdTRMREQeoqEWRopQiXMbF3hbdpzZQi1fsIdZtuFQrEYiIiANU1KJIrDuWguRCDSgYIK/P8uKaKuZNySczOc7pOCIiEoVU1KJMcWoxe1XUBmTP/nY6erzMLMlyOoqIiEQpFbUoU5xWTHVbNT3eHqejhLyX11XjMjBzdLbTUUREJEqpqEWZ4tSR+PBRqZGfR9Xj8fHcqr2cPj6XgoxEp+OIiEiUUlGLMn0jPzWg4KhW7mygqaOXBacUOR1FRESimIpalBmeMhyXcWmKjmN4b2s98bEu5ozNcTqKiIhEMRW1KBPrjqUwuZC9rXudjhKyOro9vPJRNWeOzyM2Rn9FRETEOfopFIWK00aytn6N0zFC1otrqmjr8nD1nJFORxERkSinohaFMuMz6fR00uXpcjpKSHpnSx0jc5KZWpTudBQREYlyKmpRaGL2JAC2HdjqcJLQ093rZc3uA5w6JhtjjNNxREQkyqmoRaEx6WMAqOusczhJ6PlobxPdHh+zx2juNBERcZ6KWhQalpyPwVDbXut0lJCzfEcDbpdh+iitRiAiIs5TUYtCsa5YshNzqO2ocTpKyFm+s4GpRekkx8c4HUVERERFLVplJ2TT2NXodIyQUtfSxeaqFuaMy3U6ioiICKCiFrXS4tJo6m5yOkZIeWez/569cybmOZxERETET0UtShWmDKe6rQqv9TodJWS8s6WOoqwkRuUmOx1FREQECGJRM8aMMMYsMcZsNMZsMMbcHtieZYz5hzFmW+BzZmC7Mcb8lzFmuzFmnTHmlH7Huj6w/zZjzPXByhxNitOK6fH1UNuu+9QAOns8rNzVyNkT8zQth4iIhIxgnlHzAN+21k4GTgO+ZoyZDHwfeN1aOw54PfAc4GJgXODjZuBX4C92wD3AqcBs4J6D5U5OXPHBxdlbtTg7wLaaVjxey+ThmuRWRERCR9CKmrW22lr7YeBxK7AJGA5cATwe2O1x4FOBx1cAv7d+S4EMY0wBcBHwD2tto7X2APAPYH6wckeLEQeLWouKGsDf11ThdhlmlGhaDhERCR1Dco+aMWYUMB1YBgyz1lYHXqoBhgUeDwf6rxS+L7DtSNvlJCTFJpGXmMfulgqnoziux+NjycYazhifS2ZynNNxRERE+gS9qBljUoDFwLestS39X7PWWsAO0te52Riz0hizsr6+fjAOGfFGpBWzr22f0zEct2JnAy2dHuZPK3A6ioiIyCGCWtSMMbH4S9oia+1fAptrA5c0CXw+uI5RJTCi39uLAtuOtP0Q1tpfW2tnWmtn5uZqHqyBGJ4ynKq2SnzW53QUR/1lxV5yUuOZMzbH6SgiIiKHCOaoTwM8Amyy1v6830vPAwdHbl4PPNdv+xcDoz9PA5oDl0hfAS40xmQGBhFcGNgmJ6koZQTd3m4qo/isWnu3h2U79nNhaQGJcVqNQEREQkswfzKdAVwHfGSMWRPY9gPgJ8BTxpgvAbuBzwVeexG4BNgOdAA3AlhrG40x/wGsCOx3n7VWU+oPguxE/8LjdR11fYMLos3yHQ14vJbTdDZNRERCUNCKmrX2XeBIE1Kdd5j9LfC1IxzrUeDRwUsnAEWp/ivKTV0HHE7inL+vqWRYegKnjNKMLyIiEnq0MkEUy0rwT0Wxv6vB4STO2bCvmZklWcS49VdBRERCj346RbF4dzypcWk0RmlR6+71cqC9h6KsJKejiIiIHJaKWpTLS8ylJkqXkapt7gIgNy3B4SQiIiKHp6IW5YpSR1DV9onZTqLC8p3+M4lTi7RslIiIhCYVtSg3LCmf2o5aPD6P01GG3HOr9jEyJ5mROclORxERETksFbUol5XoH1CwvWmbw0mGVkNrN9tqWrlkWiH+Kf9ERERCj4palJuRNxOAiuYKZ4MMsaeW7cbtMpwzKc/pKCIiIkekohblcpJycBs3dZ11x945QlhreWF1JaeNzWFUborTcURERI5IRS3KuY2bjPgMDnRFz2IPGyqbaWjr4ZyJOpsmIiKhTUVNyEzIojGKitqHu/zf61kqaiIiEuJU1ISshCwORNEyUs9/uI8xeSlkJsc5HUVEROSoVNQkUNSi44xaU3sP+xo7uaR8uNNRREREjklFTchMyKK5p5leX6/TUYLu/W31AIzN1yACEREJfccsasaY8caY140x6wPPy4wx/xb8aDJUMhMyAWjqanI4SfA9/s4u8jMSmFmS7XQUERGRYxrIGbXfAHcBvQDW2nXA1cEMJUMrK94/6e2B7si+/LmvsYM9De2MyUvF7dIktyIiEvoGUtSSrLXLP7Yt+tYbimCZCf6iFukjP19eW4W1cPtFE5yOIiIiMiADKWr7jTFjAAtgjLkSqA5qKhlSWYFLn5E88tNay+IVexlfkEqx1vYUEZEwETOAfb4G/BqYaIypBHYBXwhqKhlSGfH+ora7ZbfDSYLnQHsPB9p7uLS80OkoIiIiA3bMomat3Qmcb4xJBlzW2tbgx5Kh5Ha5ceGivbfN6ShB8/62/QCcNjbH4SQiIiIDd8SiZoy58wjbAbDW/jxImcQBYzPHRfQ9ao+/s5OUhBjKR2Y6HUVERGTAjnZGLXXIUojj8pPz2dK42ekYQdHU3sPehg6unjOSGLemDhQRkfBxxKJmrf33oQwizspLGsZ7le/i9Xlxu9xOxxlUW2paADh1jOZOExGR8DKQCW9HG2P+ZoypN8bUGWOeM8aMHopwMnTykvLwWi+NXQ1ORxl0SzbUkhjnZvrILKejiIiIHJeBXAf6E/AUUAAUAk8Dfw5mKBl6w5KGAVDbUedwksHl8fpYsqmWM8fnkhAXWWcKRUQk8g10wts/WGs9gY8/AgnBDiZDKy9Q1Oo6ah1OMrhW7mqkuaOXeVPynY4iIiJy3AZS1F4yxnzfGDPKGDPSGPNd4EVjTJYxRteSIkReYh4AmyNsQMGHuxqJcRtOH6dpOUREJPwMZMLbzwU+3/Kx7VfjX61A96tFgFh3LADd3i6HkwyubbWtjMpJJj5Wlz1FRCT8DGTC25KhCCLOG5sxjqbuJqdjDBqfz7KpspnTx+U6HUVEROSEHLOoGWNigVuBswOb3gT+11rbG8Rc4oDshGyq2qucjjFo9rd209TRy5SidKejiIiInJCB3KP2K2AG8D+BjxmBbRJhClOGU9Nejc/6nI4yKHbW+5fEGpWrRdhFRCQ8DeQetVnW2mn9nr9hjFkbrEDinMKUQnp9vezv3E9eUp7TcU7axspmACYUpDmcRERE5MQM5Iya1xgz5uCTwGS33uBFEqccLGf7O+sdTjI4NlU2MzInmZSEWKejiIiInJCBnFH7DrDEGLMTMMBI4MagphJHFCQXArCnZQ+Ts6c4nObkWGvZXNXCKSWaQUZEgq+3t5d9+/bR1RVZI+dlcCUkJFBUVERs7MBPIAxk1OfrxphxwITApi3W2u4TzCghLC8pD5dxUd8Z/qsTVB3opL61m9KiDKejiEgU2LdvH6mpqYwaNQpjjNNxJARZa2loaGDfvn2UlAx8Qo2BrPWZhP+s2jesteuAYmPMZSceVUKVy7jISsiioTP81/tcvfsAANNHZTqcRESiQVdXF9nZ2SppckTGGLKzs4/7rOtA7lF7DOgB5gSeVwI/Or54Ei6yErJp7Gp0OsZJW13RSHpSLCW5KU5HEZEooZImx3Iif0YGUtTGWGv/H9ALYK3twH+vmkSgrIQsGroi44xa+chMXC79URWR6JCScuz/mL7zzjtMmTKF8vJyOjs7j+v4zz77LBs3bgxKLjmygRS1HmNMIv7logiMANU9ahEqOyGbxjC/9Fnb3EnVgU5OGamBBCIi/S1atIi77rqLNWvWkJiYeFzvPdGiJidnIEXtHuBlYIQxZhHwOvDdoKYSx2QnZtPuaafLE74jl9bo/jQRiWJvvvkmc+fO5corr2TixIlce+21WGv57W9/y1NPPcXdd9/NtddeC8D999/PrFmzKCsr45577uk7xu9//3vKysqYNm0a1113He+//z7PP/883/nOdygvL2fHjh3s2LGD+fPnM2PGDM466yw2b94MwK5du5gzZw6lpaX827/9myO/BpFkIKM+/2GM+RA4Df8lz9uttfuDnkwckZWQDUBjVwOFKcMdTnNidtS24XYZRun+NBGJUqtXr2bDhg0UFhZyxhln8N577/HlL3+Zd999l8suu4wrr7ySV199lW3btrF8+XKstSxYsIC3336b7OxsfvSjH/H++++Tk5NDY2MjWVlZLFiwoO+9AOeddx4PP/ww48aNY9myZdx222288cYb3H777dx666188Ytf5KGHHnL4VyL8DWQeNYBzgDPxX/6MBf4atETiqOxEf1Fr6Azfora5uoUxeSnExQzkhLGIyOBq+uG99G7cMKjHjJ08hYz77h3w/rNnz6aoqAiA8vJyKioqOPPMMw/Z59VXX+XVV19l+vTpALS1tbFt2zbWrl3LwoULycnJASAr65O3kbS1tfH++++zcOHCvm3d3f67ot577z0WL14MwHXXXcf3vve9gX+j8gkDWZT9f4CxwJ8Dm24xxpxvrf1aUJOJIzLj/X8hw3nk59bqFs6aGP5LYImInKj4+Pi+x263G4/H84l9rLXcdddd3HLLLYdsf/DBB495fJ/PR0ZGBmvWrDns6xoBO3gGckZtHjDJWntwMMHjwOD+V0FCRk6i/39Q4Trp7Z6Gdpo6ehk7LNXpKCISpY7nzJeTLrroor771VJSUqisrCQ2NpZ58+bx6U9/mjvvvJPs7Oy+S5+pqam0trYCkJaWRklJCU8//TQLFy7EWsu6deuYNm0aZ5xxBk888QRf+MIXWLRokcPfZfgbyLWh7UBxv+cjAtskAiXFJpEel05Ne43TUU7Iu1v865TOnaQzaiIiR3PhhRdyzTXX9N34f+WVV9La2sqUKVP413/9V8455xymTZvGnXfeCcDVV1/N/fffz/Tp09mxYweLFi3ikUceYdq0aUyZMoXnnnsOgF/+8pc89NBDlJaWUllZ6eS3GBFM4ETZkXcw5i1gFrAc/z1qs4GVQDOAtXZBkDMet5kzZ9qVK1c6HSNs3b7kG+Qk5HD3nHuOvXOI+den1rKhsoln7zjH6SgiEkU2bdrEpEmTnI4hYeBwf1aMMaustTMPt/9ALn3+cDCCSfjIiM/gQPcBp2McN2stGyqbmFyY7nQUERGRQTGQ6TneGoogEjqyE7LZ3VLhdIzj1tzRS01TFwtnFx97ZxERkTCg+QvkEzITMmnubsZnfU5HOS4fVvhHqk4oSHM4iYiIyOBQUZNPyErIxmu9NHc3OR3luHy0t4m4GBfTirUigYiIRIYjFjVjzOuBzz8dujgSCvKT8wHCauSnz2d5Z0s9pSMyiNVEtyIiEiGO9hOtwBhzOrDAGDPdGHNK/4+hCihDb1hSoKh1DF1R81ZV4230D2Dw1tfjra8/rvfvaWhnX2MHF0zND0Y8ERERRxytqP0QuBsoAn4O/KzfxwPBjyZOyUvKw2CG7Iyar7WVmlmzqSkto/lHP6am/BRqyk+h7pJL6Vm7dkDH2FHXBsBEjfgUkSj24x//mClTplBWVkZ5eTnLli1zJMeaNWt48cUX+54///zz/OQnPwHghhtu4JlnnvnEe958800uu+yyIcsYLo446tNa+wzwjDHmbmvtfwxhJnFYnDuO7MTsoBc1ay1VRYeO0Gz71cN9j3vXrqP+ksvI+eti4mfPPuqx3tlcR1K8m5Lc5KBkFREJdR988AEvvPACH374IfHx8ezfv5+enh5HsqxZs4aVK1dyySWXALBgwQIWLAi5aVfDwjFv5rHW/ocxZoEx5oHAh+puFBiWlE9tkC991l908YD22//pz9Kzbt1R99lU1cLs0dnEx7oHI5qISNiprq4mJyenb53PnJwcCgsLGTVqFPv37wdg5cqVzJ07F4C33nqL8vJyysvLmT59et/yUD/96U8pLS1l2rRpfP/73wdgx44dzJ8/nxkzZnDWWWexefNmwH927Ktf/SozZ85k/PjxvPDCC/T09PDDH/6QJ598kvLycp588kl+97vf8fWvf70v62uvvXbIez6uvb2dm266idmzZzN9+vS+VQ+i0UAWZf+/+FcjOLhg1+3GmNOttT8IajJxVH5yPqvrPgzq1+jd8M8lY9O++x1SvvkNvFVVmIQEasrKD9m3/uJLGV6597DHae7oYU9DOxeW6v40EYleF154Iffddx/jx4/n/PPP56qrruKcc468SssDDzzAQw89xBlnnEFbWxsJCQm89NJLPPfccyxbtoykpCQaG/3THt188808/PDDjBs3jmXLlnHbbbfxxhtvAFBRUcHy5cvZsWMH5557Ltu3b+e+++5j5cqV/Pd//zcAv/vd7w752od7T38//vGPmTdvHo8++ihNTU3Mnj2b888/n+Tk6LtqMpCVCS4Fyq31T6oVWJR9NaCiFsGGJQ2jsauRXm8vse7YQT121zvv0nD15/ue9y9gMcOHH7LNU1lJ7ezTjnq85TsbsBZOHZszqDlFRE7Eb9b9ml3NOwf1mCXpo/lK2c1H3SclJYVVq1bxzjvvsGTJEq666qq++8IO54wzzuDOO+/k2muv5TOf+QxFRUW89tpr3HjjjSQlJQGQlZVFW1sb77//PgsXLux7b3d3d9/jz33uc7hcLsaNG8fo0aP7zrYdzbHe8+qrr/L888/zwAP+W+K7urrYs2dPVC7TNZCiBpABNAYe627tKJCZkAVAU3cTuUm5g3ZcT2XVISUtf8Xyo+4fM3w4Jj0d29xMyy/+k7Q7vvWJfbZWt+J2GSZqolsRiXJut5u5c+cyd+5cSktLefzxx4mJicHn809g3tXV1bfv97//fS699FJefPFFzjjjDF555ZXDHtPn85GRkcGaNWsO+7ox5qjPT+Q91loWL17MhAkTjnmsSDeQovZ/gdXGmCWAAc4Gvh/UVOK45Fj/6eW6jtpBLWq1s0895Lm7sOCY78n9yzPUnXcBrQ/87LBFbcXOBiYUpBLj1vxpIuK8Y535CpYtW7b0naUC/w39I0eOpLOzk1WrVnHxxRezePHivv137NhBaWkppaWlrFixgs2bN3PBBRdw3333ce211/Zd+szKyqKkpISnn36ahQsXYq1l3bp1TJs2DYCnn36a66+/nl27drFz504mTJjA9u3b++55O5zDvWfp0qV9r1900UU8+OCDPPjggxhjWL16NdOnTw/Sr1xoG8hggj8DpwF/ARYDc6y1TwY7mDgrJ9F/GbG6vXrQjmk9nr7HGT+7n8J9ewb0vtiJE0m45BKIj8dae8hrzR09bK5q4awJeYOWU0QkHLW1tXH99dczefJkysrK2LhxI/feey/33HMPt99+OzNnzsTt/ueAq//8z/9k6tSplJWVERsby8UXX8z8+fNZsGABM2fOpLy8vO/S46JFi3jkkUeYNm0aU6ZMOeTm/uLiYmbPns3FF1/Mww8/TEJCAueeey4bN27sG0zwcYd7T3933303vb29lJWVMWXKFO6+++4g/aqFPvPxH3yRYObMmXblypVOxwhrjV2N3PDydXyl9BYuH3PyQ6oPmYojPp7hO7cf/Q0f0/7kkzTd+S+4i4vJ/+C9vu0vr6vi3sUf8V9fnMnsMdknnVNE5ERs2rQpKu+fuuGGG7jsssu48sornY4SNg73Z8UYs8paO/Nw++takRxWZnwmMa4YGrr2D8rx+s+XVrB61XG/P/HSSwHw7tlD5fARfds3V7YAMHm47k8TEZHIM9DBBBJljDFkJWTT0NkwuMfNyMCVfvzjUVwpKbgyM/EdONC3zVrL+9vqmVGSRUrC4I5MFRGRY/v4tBsy+I56Rs0Y4zbGHHucrUSkrIQstjSe/G9/7fkX9j0u3PDRCR+nYP0/J73tevNNGtt72NPQwVkTBm+wg4iISCg5alGz1nqBLcaY4qPtJ5EpzhV30guzW58Pz6ZNACRd8/lj7H1sJiUFgIZrr2N7jX9E0ZhhqSd9XBERkVA0kHvUMoENxpjXjTHPH/wIdjBxXmGKf/LZbk/XMfY8PM++fTR84bq+5+k/uOvkM23Z1Pf4tfX+EakluSknfVwREZFQNJB71KJ3TGyUG5sxFoCm7maGxSQcY+9Pqj11Tt/j/LWrcWVmDkqu2KlT6V2/nooP1pCUXkBOavygHFdERCTUDGQetbeACiA28HgFENxFICUkZMRnANDS03zSx3LnDN7yTmnf/Q4W2EUyF0499oS5IiLRwO12U15eztSpU7n88stpampyOtIJmTt3Lv2n2PrJT37CokWLuPfeexk+fDjl5eVMnjyZP//5zw6mPLaPL0R/oo5Z1IwxXwGeAf43sGk48OxJf2UJeenx/tGZTd0n95c95y/PDEacPgnnzaPli1+hLSGZCbmJg3psEZFwlZiYyJo1a1i/fj1ZWVk89NBDTkfq4+k34fnxeuWVV7jwQv+gtDvuuIM1a9bw3HPPccstt9Db2ztYEUPWQO5R+xpwBtACYK3dBhxzGnhjzKPGmDpjzPp+2+41xlQaY9YEPi7p99pdxpjtxpgtxpiL+m2fH9i23RijpauGUFZgvc8TmaLDU1HR9zj+1FOPvOMJ2jlpFgDjB2meNxGRSDJnzhwqKyv7nt9///3MmjWLsrIy7rnnnr7tv//97ykrK2PatGlcd53/nuKKigrmzZtHWVkZ5513Hnv27KG5uZmRI0f2rRna3t7OiBEj6O3tZceOHcyfP58ZM2Zw1lln9S2wfsMNN/DVr36VU089le9+97u0t7dz0003MXv2bKZPn963ukFnZydXX301kyZN4tOf/jSdnZ19+VpaWujp6SE399DR/ePGjSMpKYkDgSmbjpbh1ltv5bTTTmP06NG8+eab3HTTTUyaNIkbbrih73h//vOfKS0tZerUqXzve98D4OGHH+Y73/lO3z79z5D98Y9/ZPbs2ZSXl3PLLbfg9XoBeOyxxxg/fjyzZ8/mvff+OTn7SbHWHvUDWBb4vDrwOQZYN4D3nQ2cAqzvt+1e4F8Os+9kYC0QD5QAOwB34GMHMBqIC+wz+Vhfe8aMGVZOntfntZ957gr76EePHPd79xUW2X2FRbZ69mlBSGbtA08ut2f94Dnb9NjjQTm+iMjx2Lhxo9MRbHJysrXWWo/HY6+88kr70ksvWWutfeWVV+xXvvIV6/P5rNfrtZdeeql966237Pr16+24ceNsfX29tdbahoYGa621l112mf3d735nrbX2kUcesVdccYW11toFCxbYN954w1pr7RNPPGG/9KUvWWutnTdvnt26dau11tqlS5fac88911pr7fXXX28vvfRS6/F4rLXW3nXXXfYPf/iDtdbaAwcO2HHjxtm2tjb7s5/9zN54443WWmvXrl1r3W63XbFihbXW2sWLF9u7777bWmvtPffcY++//35rrbWrVq2yZ555Zt/3frQMV111lfX5fPbZZ5+1qampdt26ddbr9dpTTjnFrl692lZWVtoRI0bYuro629vba88991z717/+1dbV1dkxY8b0fY358+fbd955x27cuNFedtlltqenx1pr7a233moff/xxW1VV1Xec7u5ue/rpp9uvfe1rn/h9OtyfFWClPUKnGchggreMMT8AEo0xFwC3AX8bQAF82xgzagDHB7gCeMJa2w3sMsZsB2YHXtturd0JYIx5IrDvxgEeV06Cy7jIT86nur3quN7nbWzsezzsnbcGOxYAm5q9jNm/m7bf/T/Sb/hiUL6GiMiJ+MVLm9hac+QFyU/E+PxU7rj46EtUdXZ2Ul5eTmVlJZMmTeKCCy4A4NVXX+XVV1/tW9S8ra2Nbdu2sXbtWhYuXEhO4B7irCz/VZQPPviAv/zlLwBcd911fPe73wXgqquu4sknn+Tcc8/liSee4LbbbqOtrY3333+fhQsX9uXo7u7ue7xw4cK+9UVfffVVnn/++b71Q7u6utizZw9vv/023/zmNwEoKyujrKys7/0vv/wyN954Y9/zX/ziFzz22GNs3bqVv/3tb33fz9EyXH755RhjKC0tZdiwYZSWlgIwZcoUKioq2L17N3Pnzu07a3fttdfy9ttv86lPfYrRo0ezdOlSxo0bx+bNmznjjDN46KGHWLVqFbNmzer7dc/Ly2PZsmWHHOeqq65i69atR/09G4iBFLXvA18CPgJuAV4EfnsSX/PrxpgvAiuBb1trD+C/721pv332BbYB7P3Y9sG/jiZHlJ9UQG378c2l5tm2DYC42bMwcXGDnsnj9bF+XzPzG/cB0LN+A3FTpwz61xERCScH71Hr6Ojgoosu4qGHHuKb3/wm1lruuusubrnllkP2f/DBB4/r+AsWLOAHP/gBjY2NrFq1innz5tHe3k5GRgZr1qw57HuSk5P7HltrWbx4MRMmTBjw11y+fDm/+tWv+p7fcccd/Mv/Z+++46Sqzj+Of87Undne2WWXIksXkCKIBguIJRbEXmOLRo3RC5/abgAAIABJREFUaLrGkhiN3aiJ3eRnNxordoNGo0QEQSnSl7awve/s7NTz+2N2EYSFLXPnzu4879drXzt75855HnQTvt57zzm//CVvvvkmF198MRs2bCAcDu+1B6czsjKAxWLZ8brj52AwiN3e+c42Z555Ji+99BKjRo1i7ty5KKXQWnP++efz5z//eZdzX3/dmMf39xnUtNZhpdRTwEJAA2vaL9P1xMPALe3j3ALcA1zUw7F2oZS6FLgUYNAgWZ83WtKc6WxsKu3WZxp+e13ks1FYN21P3lwSee5iyPGzYcHzNPzil+S9/64htYQQorv2deXLaG63mwceeICTTjqJK664gqOPPpobbriBc845h5SUFLZt24bdbmfmzJnMnTuXa6+9luzsbOrq6sjKyuLggw/mxRdf5LzzzuO5555jxowZAKSkpHDggQdy9dVXc/zxx2O1WklLS2Po0KG8/PLLnHbaaWitWbZsGRMmTNitr6OPPpoHH3yQBx98EKUUS5cuZeLEiRx66KE8//zzzJw5kxUrVrBsWWQXmpUrVzJq1KgdV+R2duKJJ/Lkk0/y1FNP8ZOf/KTLPezJ1KlTueqqq6ipqSEzM5MXXniBn/3sZwDMnTuXW2+9laVLl3LHHXcAMGvWLObMmcM111xDXl4edXV1NDc3M23aNK6++mpqa2tJS0vj5Zdf7nIPe9OVWZ/HEXlO7AHgr8B6pdSxPSmmta7UWoe01mHgcb67vbkNKN7p1KL2Y50d39PYj2mtp2itp3z/oUPRc2mOVJp8TXQnmwfbL/U6Jk82pKe15U1YLYqzzz4cgMCKFd3qTwgh+ruJEycyfvx4XnjhBY466ijOPvtspk+fzrhx4zj11FNpbm5m7NixXH/99Rx22GFMmDCBa6+9FohcafvHP/7B+PHjeeaZZ7j//vt3jHvGGWfw7LPPcsYZZ+w49txzz/Hkk08yYcIExo4du2OSwPfdcMMNBAIBxo8fz9ixY7nhhsgyrZdffjktLS2MHj2aG2+8kcntf3e8++67HHPMMZ3+GW+88UbuvfdewuFwl3vYk4KCAm6//XaOOOIIJkyYwOTJk5kzZw4AmZmZjB49ms2bNzN1aiSyjBkzhj/96U8cddRRjB8/ntmzZ1NeXk5BQQE333wz06dP55BDDmH06OgEdrWvv+Da9/o8Xmu9vv3nYcDbWutR+xw88ozaW1rr/dt/LtBal7e/vgaYprU+Uyk1FnieSHArBOYDwwEFrAVmEQloi4CztdYr91Z3ypQpeuc1WETPvbPxbR755iGePOr/yHV3LQBvGzwUgkEGbtu675N74LK/f4nWmkcvnkbtJZfS9s675H3yMfaSEkPqCSHEvqxatSpqfzGLiNmzZ/P0009TUNC/1svc0++KUuorrfWUPZ3fleU5mjtCWrtSYJ9PSSqlXgD+B4xUSpUppS4G7lRKLVdKLQOOAK4BaA9eLxGZJPAe8NP2K29B4ErgfWAV8NK+QpqIrkGpkdvIZS1dC13BzZshGCTp6KP2fXIPBENh1lY07dg2Ku03kYdc2/79b0PqCSGEMMeHH37Y70JaT3T6jJpS6uT2l4uVUu8QCVIaOI3Ila290lrvaQfuJ/dy/q3ArXs4/g6RCQzCBPnuAQBUdHFCQeXBPwCg7f0PDOlnUWktrb4QU4dlA2AvKcFx4IG0vvgSqZddZkhNIYQQwix7u6J2QvtXElAJHAYcDlQDshx8gsh2ZWNTNqpaK7v1ucKNGwzpZ137lPfJQ7N2HEs64nCC69YRbmkxpKYQQghhlk6vqGmtL+zsPZE4LMpCtiu7y1fUOhixLAdAeUMbaS476e7vxu+YtFD/05+R/dQ/DKkrhBD7orVGKWV2GyKO9WTi2z6X51BKDQV+BgzZ+Xyt9Yndrib6pOLUQWzvwqK3un0LDdcJxxvWy+rtjRRk7HpB13FQZGk9eU5NCGGWpKQkamtryc7OlrAm9khrTW1tLUlJSd36XFcWvH2dyLNl84BwD3oTfVy2K5t19fteXbnlociihKHK7t0m7SqPL8iq7U0cOmrXrWaVzYZKS0M3NRFuaMCSkWFIfSGE6ExRURFlZWVUV1eb3YqIY0lJSRQVFXXrM10Jam1a6wd61pLoD7KTcmj0NxIIBbBbO1/Buen2yGKAGXfdaUgfj86P7Hgwe9yA3d5L+/WvaPz9DXiefobUq35mSH0hhOiM3W5n6NChZrch+qGuLM9xv1LqJqXUdKXUpI4vwzsTcSPPHbmCVdnFCQVGrWfWMZHgyLG7BzX33JOAXfcZFUIIIfq6rlxRGwecB8zku1ufuv1nkQCKUyObQ2xt3kJR6p4v2bZ9+l8A7O2b3UZbKKxZXtbAYaPy9vj8hyUjA+fMmfjmfwQ332RID0IIIUSsdeWK2mnAflrrw7TWR7R/SUhLIEXtQW1L85ZOz6m7/HIAXCcZM8ektKqFYEhzUElOp+dY83IJlpYSWLXKkB6EEEKIWOtKUFsByNPZCcxlc5HnzmdL0+ZOz7EPi9zuTPnJTwzpYVN1ZI20cYM6/1VMOnIWAG0ffGhID0IIIUSsdeXWZwawWim1CPB1HJTlORLLoNRBbGnuPKj5v/oKwLBp6ZtqPCgFxVnuTs9Jmj0blZ5OYEOpIT0IIYQQsdaVoCYP/AgGpQ3i66qlBMNBbJZdf21i8QD//9ZVU5jhwmm3dnqOstlIOnQG/i++MLwfIYQQIhb2eetTa/3Jnr5i0ZyIH8UpxQR1kKrWqt3eqxg3AYCUy4y57Vnv8bOmvJkh7Rux741t+HBC27bR9u/5hvQihBBCxNI+g5pSqlkp1dT+1aaUCimlmmLRnIgf+cmRJTH2tkRH6s+vNqT2qu2NhMKacw8Zss9zXXMid+Rrf3yJIb0IIYQQsbTPW59a69SO1yryANIc4CAjmxLxJ9cVWUut+ntX1FqeeHLHa0tqKkbYUBmZSDAoJ3mf5+5Ywy0QMKQXIYQQIpa6MutzBx3xOnC0Qf2IOJXtysaiLFS2frc5uw6HabzpZgCSjj7KsNrLtzaQkmQjK7lrG72n/uJaUArd1mZYT0IIIUQsdGVT9pN3+tECTAHkb8AEY7PYKEguZGvz1h3HwjU1O15nPfmEYbXXljcxrjijyzNKbcP2A60JrF2LY/x4w/oSQgghjNaVWZ8n7PQ6CGwicvtTJJhBqYPY3LRpx8+tr7wKQNbjjxm2LIenLUhFYxvHTijs8mecBx8MgHfeWxLUhBBC9GldeUbtwlg0IuLfoLRBLCz/An/Ij80foulPtwJgyck2rOa6ysj+nl15Pq2DNTcXgJaHHibtd79FWbp1h18IIYSIG50GNaXUjXv5nNZa32JAPyKODUodTJgwW5u2kPfsezuOG3nV6rM1kckL04Z1LwwmX/JjPI8/QeDbVTj2H2tEa0IIIYTh9napwbOHL4CLgd8Y3JeIQ8VJkSU6ll04l6bb7wBgwLKvUUlJhtVcW9GM1aLI7OJEgg4p5/8IgMCyZUa0JYQQQsREp0FNa31PxxfwGOACLgReBPaLUX8ijqhJR2IJabYXfBfMrNnG3fZsC4T4amMdk4dmdfsZOOuQIaj0dPxff2NQd0IIIYTx9vqMmlIqC7gWOAd4Cpikta6PRWMi/thCmrwqH+UFTgCSZh9paL31lc2Ewpo5k4u6/VmlFI7x4+WKmhBCiD5tb8+o3QWcTORq2jitdUvMuhJxJ7S9HIDC8jZWTS1g4LbPDK+5entkA4yRBWk9+rx9wnhaHnkU3dZm6O1ZIYQQwih7e0btF0Ah8Htg+07bSDXLFlKJp/43vwUgd9h4vEEv9W3Gb8T+/rJy0lw2CjNcPfq8Y8IECAYJrFoV5c6EEEKI2NjbM2oWrbVLa52qtU7b6StVa92zSxyiz/J99BEAkwunArC8Zrmh9bTWlNW1MmZgBhZLz9Zos0+IbBbv/0aeUxNCCNE3yQJTYp88Tz+z4/WUWedhUzY2NpYaWnNNeRP1Hj+zxw3o8RjWwgIs+Xn4v1oSxc6EEEKI2JGgJvap6a67d7y2WWzkufOobK00tOaHKyJ7ih44tOezSpVSoBTeV1+LVltCCCFETElQE/uUdMzR4HRSuHUzAFlJ2SytNPYqVVltK26nlbz03k0CsA0eDEBg7dpotCWEEELElAQ1sU+hrWXYx4zesRVTfnI+nqCHtmCbYTX/u6aKA/fr/Rptmff/BYCqI4/q9VhCCCFErElQE/vk++9/sWR9F5om5B4AQFnLVkPq1bb4CGsoynT3eixbcXHkRSiE9vl6PZ4QQggRSxLUxF4Fy8oA8M2fv+NYnjsfgPKWckNqdqyfNmNUXlTGy3riMQD8S5dGZTwhhBAiViSoib2qnDYdANcpp+w4VpJRggULm5s2G1Jz1bZGlIIRA1KjMp5j4kQAWh5/IirjCSGEELEiQU10SeZdd+x47bA6KEgpZEuzMUFtRVkDQ3KScTv3usNZl1nyI1cA2957H+33R2VMIYQQIhYkqIm9srRvuq6czl2OD04bzBYDrqiFwpov1tdSkh+dq2kQWaYj+ccXA+D7r/FbXwkhhBDRIkFN7J1SuM84fbfDg1IHUeGpwBeK7gP6SzdFtqYakpsc1XHTr/sdKjkZ7wcfRnVcIYQQwkgS1ESnQrW1hGtqsI0cudt7g9IGEyZMWXNZVGvOW7oNgLlTiqM6rnI6STriCLxvvIEOBqM6thBCCGEUCWqiU6Ht2wGwDdo9NA1OiywkG+3n1LbVtZKb6iQrxbnvk7vJOWsmurmZ1n++FPWxhRBCCCNIUBOdCldWAWDNy9/tvYLkQmzKxsqaFVGr5/EFWVHWyOFjdq8XDe4Tjgeg4de/MWR8IYQQItokqIlOhaoiQc2Sv/t6ZjaLjVRHKttbtketXsfzaSML0qI25s6Uy4XrpDkABNasMaSGEEIIEU0S1ESnGm+9DQBr3p4Xnh2ZNYqatpqo1VtX0QzAjJG5URvz+9J+82sAfF8sNKyGEEIIES0S1ESndEMDAMrh2OP7A1OKqGmtJqRDUam3ansTxdlu0t17rhcN1uJiLFlZeOe9ZVgNIYQQIlokqIk96pgZ6Tx0RqfnDEgeQFAHqfPW9rpeOKz5dHUV44ozej3W3iilcJ99Fv7//Y+wx2NoLSGEEKK3JKiJPWp57HEAVEpKp+fkt+/5WeGp6HW96uY2IDobse+Lc/pBAPg++tjwWkIIIURvSFATe9TyaGQjc8e4cZ2eMyB5AACVrZW9rre5phWACYONvaIG4PzBD1ApKbL4rRBCiLgnQU3sUbgmMkkg5dJLOj0nx5WLBUtUrqj9Z1Uk7A3O6fwKXrQomw3XnDm0vfMOocreh0whhBDCKBLUxF6ppKRO37NZbOS4c9nctKnXdbbURp4Xy0mN/kK3e5Jy6SXotja8b7wZk3pCCCFET0hQE7sJe70AWLKy9nluQfIAFlV82eua6yqamTx03/WixV4yDNvIEXieeRYdCMSsrhBCCNEdEtTEboLr1wNgP2DCPs8dnjmSMGGa/E09rhcIhmlsDZCf1vnVOyOk/fKXBEtL8S1YENO6QgghRFdJUBO7afzjnwBIu+aafZ47JmsMQK82Z99Q1QLAlP1id0UNwDFpIgDBTdHdr1QIIYSIFglqYjfWvMjOAPYJ4/d5blFqZMP2suatPa63sToS1AblJPd4jJ6w5OWB3b5j83khhBAi3khQE7uzWLAOGoSyWvd5ap47D4fFwdZeBLXSqhZsVsUog/b47IyyWLAOLCS4cVNM6wohhBBdJUFN7Ma3YAHK7erSuRZlYWDKQMpaehfUBuckY7PG/tfRMX58ZJeC9gkUQgghRDyRoCZ2EW5tJVxRSXD1mi5/pii1uFdX1DZUNTMsz/j10/bEfeYZhOvq8H32uSn1hRBCiL2RoCZ20fbuewBY8vO6/Jni1GKqW6vwBdu6Xc/TFqSioY398lK7/dlocE6bBkD9FT81pb4QQgixNxLUxC6CGzcCkHHLLV3+TFFqMRpNWcu2btdbua0RgP1MuqKmkpKw5OWhW1sJrN9gSg9CCCFEZySoiV34FkYWr3UefliXP1Pci5mfq7dHgtqYgend/my05L7xGgDeefNM60EIIYTYEwlqYhf+9sVfLcldXyqjMHkgFiw9mlCwansTRVnumG0dtSfW4kjQbL77HnRb92/fCiGEEEaRoCZ6zW61MyB5QI8mFKwpbzJtIkEHpRRpN94AgO9z2aVACCFE/JCgJnbQWqNSUrp127NDUWoxy2uWd+sz9R4/2+u9lOSbM5FgZ+7TTgPAv2yZyZ0IIYQQ35GgJnYIbdqEbmkhafbsbn/WaXXiDbaite7yZ77eXA9AUba72/WizZqViWP6dFpfebVbfwYhhBDCSBLUxA4Nv4/c/rOPGd3tzw7LKCEYDtIW6vozXltrPQBMHJzZ7XpGcJ9+GqGNG/HL7U8hhBBxQoKa2MH3n08AsI8a1e3PZiZFwlatt6bLn9lU7SE7xcGAjK7tgmA013E/BKDt009N7kQIIYSIkKAmdrBPGI9j+kFY0rq/52ZBciEA5Z7yLn/my9Jahg8w//m0Dh0zXVv+9hDa5zO5GyGEEEKCmminfT4C3yxDJSX16POFyQUAbG/Z3qXzW31B6lp8FMTJ1bQOzpkzAfB//bXJnQghhBAS1ES7tg8+BMA+dmyPPp/qSCPZntzlK2pfrK8hrOGw0fk9qmeUzPvvA6DxhptM7kQIIYSQoCbaeV56CQDXMUf36PNKKQqSC1nRxSU6VpZFdiQYX5zRo3pGsWZlARBYudLkToQQQggJaqKdJS0NS24ujokTezyG2+amNdjapXMXbqhh8tAs3E5bj+sZJeXyywDwf7XE5E6EEEIkOglqAq013tffwJKT06txxmSPpdZbgz/k3+t5nrYg6ytbTN3fc2+SLzgfgOoT55jciRBCiERnWFBTSv1dKVWllFqx07EspdSHSql17d8z248rpdQDSqn1SqllSqlJO33m/Pbz1ymlzjeq30QWrqzc5XtPFaQUoNFUtlbs9bytdZH10wbndH0/0ViyFRXhmDwZgHBjo8ndCCGESGRGXlH7P+CY7x37LTBfaz0cmN/+M8CxwPD2r0uBhyES7ICbgGnAVOCmjnAnoidUHpkAkHHXHb0ap6B95meFZ+9BbUtt5PboiDhamuP70m+OTCZo+/d8kzsRQgiRyAwLalrrT4G67x2eAzzV/vop4KSdjj+tI74AMpRSBcDRwIda6zqtdT3wIbuHP9FLoZpaAKwDBvRqnI611NbUrd7reUs31eN2WNnP5M3Y98Z+wAQsAwbgnTfP7FaEEEIksFg/o5avte5Yv6EC6FibYSCwdafzytqPdXZcRFHLY48DYMnO7tU4aY7IQrlh9r5X5pJNdUwYnInNGr+PSCqLBffJc2mb/xHBbV1bG04IIYSINtP+ptSRna+jtvu1UupSpdRipdTi6urqaA2bEKw5kYBmLSrq1ThKKVIdaXgCLZ2eU9vsY3ONh8lDsnpVKxbcp5wM4TAtjzxiditCCCESVKyDWmX7LU3av1e1H98GFO90XlH7sc6O70Zr/ZjWeorWekpubm7UG+/PdDCEdeBAlFK9HivTmUl9W32n7y/ZHLkbPmlo/Ac128iRAHj+/g8i/10hhBBCxFasg9qbQMfMzfOBN3Y6/qP22Z8HAY3tt0jfB45SSmW2TyI4qv2YiBKtNW3vvENo2x7zb7flunOpbq3q9P0lG+txO61xPZGgg1KK9D/+AQDv66+b3I0QQohEZOTyHC8A/wNGKqXKlFIXA7cDs5VS64Aj238GeAcoBdYDjwNXAGit64BbgEXtX39sPyaipObU06I6Xq4rlw2NG/b4ntaat5aWccCg+H4+bWfus88CoP7Kq0zuRAghRCIybFl4rfVZnbw1aw/nauCnnYzzd+DvUWxN7MT/xUIAXKeeGpXxMpMitzTLPeU7luvosKa8mUBIM35Q31lhxeJy4Zh6IP4vFxFYuxb7iBFmtySEECKB9I3LGsJwWe2bkffWpLzIWsV72vPz87VVKAUnTupbE3c7bn/W//wakzsRQgiRaCSoJTAdDqOSk0m+6MKojTkwJRLCmvxNu723cEMtowvTyUpxRq1eLDjGjQMg8M0y6i673ORuhBBCJBIJagkstGUL2uPBWlCw75O7KNmeQpI1ifq2XR8l1FqzvrI5bvf33JcBi78EwDvvLZM7EUIIkUgkqCWwmjMijxEGVu19J4HuUEqRmZTFlqYtuxwvb/DS6gsxJDc+9/fcF2tBAa6T56LS09E+n9ntCCGESBAS1BKUDocJlZUBkPnAX6I6ts1iY2vzrkFt1fbIrdAB6UlRrRVL7lNPQTc20jb/I7NbEUIIkSAkqCUo3dy843U0FrrdWY4rh9Zg6y7Hlm9pAGBUYd+89QngPOQQAOouuZRQxd43nhdCCCGiQYJaggqsWAlA5sMPRX3ssdn74w168QXbdhzbWtdKapKNnNS+NZFgZ8pmwzZsGAAVkw9E+/0mdySEEKK/k6CWoGpOPwOApMMOjfrY2e1rqdW2TyjQWrN8awOHj8mPeq1Yy/t4PsrlAmD70GGE6mT9ZSGEEMaRoJbgLOnRvxWZ544EsmpvZCupLbWtNHkDjCvKiHqtWFNWKwOWf7Pj54pxE0zsRgghRH8nQS0Bhb1eQ8fvCGqVnkoAlm+NPJ82rrjvBzWI7FaQ+853y3SEW1v3crYQQgjRcxLUElDz/Q8A4Jp7kiHjZ7uyge92J1i+tYHUJBuDc/rm0hx74pgwgcy/Rv45lg8fiQ6HTe5ICCFEfyRBLQG1PPhXANKvu86Q8W0WG06rk41NGwH4aGUFY4sysFiiO7vUbK7jjtvx2vfZZyZ2IoQQor+SoJZgAmvX7nhtLYzejgTfNyZ7LA2+Blq8AZrbghRmugyrZRblcFBYuh5LdjatL/7T7HaEEEL0QxLUEkzVEbMAcEyebGidSXmTaPQ18MXG7QBMG5ZtaD2zKKeTpJlH4Pv0v3L7UwghRNRJUEswlpwcALKff9bQOm575Hm0d7/ZCsABgzMNrWcm54wZhOvr8S9ebHYrQggh+hkJaonGYsF16qlYUlIMLbNf+n4ArNrWyqBsN+luh6H1zJQ0+0hUejqeZ583uxUhhBD9jAS1BOJftoxwVRW2oUMMr5XrzkOHrdQ1ayYP7Z+3PTtY0tJwHTUb79tvEVgdvQ3uhRBCCAlqCaTh+hsAcB54oOG1Uu2p4M8DIC+t724b1VWpP78aizuZ2osvMbsVIYQQ/YgEtQQSWLIEAOchBxteSymF3T8IgAP3699X1ABsQ4aQ+rMrCW3aRKiy0ux2hBBC9BMS1BKEDoViXrOlZgQAw/KNfR4uXtgnjAfAt2CByZ0IIYToLySoJYjQli0AZNx7d8xqtrakY7W14XLYYlbTTI4pU1AuF/VXXoUOBs1uRwghRD8gQS1BBNatB8BeMjwm9epafARDFpxZK2nyN8WkptmU1Yr79NMA8C9danI3Qggh+gMJagmi+b77ALAOGRyTeusrWwCwuStZU5c4MyHTfvVLALyvvmZyJ0IIIfoDCWoJQGtNYFlkg3RLVlZMan64ohwAe8p2trdsi0nNeGDJjCzs63n6GZM7EUII0R9IUEsAoe2RbZyshYUoFZuN0eta/ADkpDj5pvrrmNSMF8nnnQuAb+FCkzsRQgjR10lQSwCBb1cBkHnfvTGpFw5rlm2p54SJA0l3ZlDhqYhJ3XiRevVVANSed77JnQghhOjrJKglgOYHHgTANmZMTOot2VRHc1uQA4ZkMi5nHNXearTWMakdD6wFBViHDEF7PATWrze7HSGEEH2YBLUEoGxWAKxZsdkY/dPVVQAcVJJDnjsPX8iHJ9ASk9rxIue5yDNqrS+8aHInQggh+jIJagkg3NSEc+YRMav3ZWktRVkuslOc5Loi20hVtibWav22IUNwnXgCLY8/gW/B/8xuRwghRB8lQa2f04EAwdVrsA0bFpN6lY1eNlV7OGRELgADUwcCUNZSFpP68STt+uuw5GTTeNPNCXXrVwghRPRIUOvnGm+9DYgsxhoLSzfXA3D8xEhAK0guBGBFzfKY1I8ntqIi0n79KwLffovnyb+b3Y4QQog+SIJaP2dJSwPAfeopMan30crILc6huZH9PR1WBy6bizpvXUzqxxv3KZF/7o033WxuI0IIIfokCWr9XMvfHgLAtt9+htcKhzVrypsYWZCGzfrdr9akvMlsbdlqeP14pOx2ki/5MYDMABVCCNFtEtT6Od3WBoByOg2v9c2Weiob2zhz+q7bVBWnDqLCU44v5DO8h3iUfN55ADTd9meTOxFCCNHXSFDr5yx5ebhOPjkmtT5YHtk26oDBuy4DUpgSeU5tXf26mPQRb2z7DcVaWEjb+x/Q+uY8s9sRQgjRh0hQ68fCXi/hmhpsMdqI/Z1vIltVDUhP2uV4ScZwACo85THpI94opcj/YgGWnBy8894yux0hhBB9iAS1fiy4ejWEw9jHjDa8ViAYxhcIM7Igbbf9RPPckbXU6tpqDe8jXimrlaSjj8b3ySdoX2LeAhZCCNF9EtT6Mf+ixQDYx483vNai0kgIO+vg3a/eOawO3DY3q+tWGd5HPHMdezTa46H1pZfNbkUIIUQfIUGtH/O8GNm+yDZwoOG13v56GwDThuXs8f0UewqtQa/hfcQz5+GHY580ieZHHkWHw2a3I4QQog+QoNaPBdesjUmdcFjz8beVDM5JJjPZscdz9s8ZR2nDhpj0E6+UUqRcfCGhTZuov/rnZrcjhBCiD5CgJnptQ1UzYQ1zpxR1ek6qI422UButgdYYdhZ/XCeeiCU3F++rrxFY+a3Z7QghhIhzEtT6Ke/b7wCg0tMNr/W/dTUAzBw7oNNzRmaNBKAsQRe+7aAsFnLnvQFOJ41/vEX2ABVCCLFXEtT6Kd/ChQAr1jOkAAAgAElEQVRkP/aooXW01jz1342MLEgjLy2p0/MGpUYmGWxr2WZoP32BrbiY9Ot+h++zzwgs/drsdoQQQsQxCWr9VLimBmtxMc4fHGJondKqFjy+ILPG5u/1vILkAoCEn/nZwX3aqeBw0PqyzAAVQgjROQlq/VRw/QZsw4cbXuerjZHN1qeV7Hm2Zwe71Y7D6qSsuczwnvoCS3o6SbNm4nnhRUJVVWa3I4QQIk5JUOuHdChEYOVK8PsNr7WirBGA4fmp+zx3RMYIyj3bjW6pz0j7xbUQCNB831/MbkUIIUSckqDWDwXXRfbUtA4ZYnitJZvqmDgkE4tF7fPcSfmTqPHW4Al4DO+rL7CPHk3yhRfgefoZfIu/MrsdIYQQcUiCWj/keeZZAJLPOcvQOhUNXmqafWSnOLt0fseEgq3NW4xsq09JvfoqVHIyTbfdhg4GzW5HCCFEnJGg1g95/u8pAGyDjd2MfUH7shwnTOzazgfDMkoAWF232rCe+hprbi5p11+Hf+GXNPzq12a3I4QQIs5IUOuHLJmZke8Gr6G2oqyBJLuVqcOyu3R+tiubVHsq21vkObWdpZz/I5LP/xGtL72M9513zW5HCCFEHJGg1s/oUIhwfT0pl15ibB2t+WB5OTmpTpTa9/NpHfKT81les8zAzvqm1F9cC0DjH/5ocidCCCHiiQS1fsb71lsAhBsaDK2zvd5LMKTZv6h7V+1SHWk0+RplRf7vsWZn4z7nbEJVVYb/uxNCCNF3SFDrb8JhAJIvON/QMu9+E7l9eeLkzvf33JODCw+hOdAsOxTsgev448Hvp+bMsyXICiGEACSo9Tu+T/8LgG2//Qyts76yGYDxxRnd+tyorFEArK1fE/We+rqkQ2eQcvllBJYvx/uvV8xuRwghRByQoNbPtLb/Ba9SUgyts7KskaPHF2Czdu9XqCi1GJfNJUGtE2m/+y32ceNo+N11hCorzW5HCCGEySSo9Tfttz6784B/d1U1tVHd7GN0YVq3P2tVVkoyhvNF+f8M6KzvU1YrmQ/ej/Z6aXn8CbPbEUIIYTIJav1I2BNZ8d8xZYqhdVaURR52H5Sd3KPPZzgzaPI1EdbhaLbVb9iHDyfpyCNpefgR/N98Y3Y7QgghTCRBrR9pvudeAJKOOdrQOpurI4FwwuDMHn1+XO54gjpIjbcmmm31K+m33oIlM5Oa088ksH6D2e0IIYQwiQS1fqTl0ccAcJ9ysqF1Nla3MCAjiWSnrUefL0guBGRCwd7YiorI+sff0S0tNN1xp9ntCCGEMIkEtX7Impdn6Phfbazr8W1PgJGZIwFkiY59cB44BfeZZ+D7z38IbpH9UYUQIhFJUOsnOm6PpVz5U0PrhMOaFl+wx1fTAJJsSeS6cilr3hrFzvqnlIsuQre2Ujn9EEJ19Wa3I4QQIsYkqPUTVbOOBMAxeZKhdUqrW/AFwhw8PKdX4xSlFktQ6wL72DGk/+FmALzz5pnbjBBCiJiToNZP2EdFFpJ1HXWUoXXWljcBsF9e79ZpK0oppqylTGZ+dkHyxRdhGzYM72uvm92KEEKIGJOg1l9ojXPmTMPLrNreRJLdyqjC7u3x+X1FqUX4Qj5qZebnPimlSD73HPyLFuFbuNDsdoQQQsSQBLV+IFxfT2DlSqz5xk4iAFi9vYmRBalYLb1bULc4tRiAspayaLTV77nPPQdrYSENv7uOsNdrdjtCCCFiRIJaP9D2yScA2EpKDK0TDIVZW9HE6F5eTQMYmBLZzH2rPKfWJRa3m/TbbiW4Zi1Nf7zF7HaEEELEiAS1fiBcUwuAe+5JhtbZVOPBFwgzamD3t476vgxnBin2FMqa5YpaV7lmH4nr1FPxPP8CgW9Xmd2OEEKIGJCg1g/4ly7Fkp+HNT/f0DoL10cCYTSuqCmlGJhSxDpZ9LZbUq/6GVgsNN//gNmtCCGEiAFTgppSapNSarlS6mul1OL2Y1lKqQ+VUuvav2e2H1dKqQeUUuuVUsuUUsauP9EHtf17Ps6pUw2vs2xrZB2v4ix3VMZLdaSyuXlzVMZKFPZh+5F85hl433lHrqoJIUQCMPOK2hFa6wO01h07iP8WmK+1Hg7Mb/8Z4FhgePvXpcDDMe80jgU2lKJbWlDJPd8poCvCYc2CtdUcMiIXSy8nEnQYnjmCYDhIfVtdVMZLFMkXX4RKS6Pu8ivQfr/Z7QghhDBQPN36nAM81f76KeCknY4/rSO+ADKUUgVmNBiPak47DQD3GacbWmdDVTOBkGbqftlRG3P/7P0B2NwkV9W6w15SQvr11xFcv56GX//G7HaEEEIYyKygpoEPlFJfKaUubT+Wr7Uub39dAXQ8cDUQ2HlqYFn7sYQXbmoiXFkFgGPiRENrLdkUue15+JjoLQGS684FoNpbHbUxE4X7rDNxn3Yqra+8SqhOrkgKIUR/ZVZQ+4HWehKR25o/VUoduvObWmtNJMx1mVLqUqXUYqXU4urqxPiLv3z0WADSfvNrlN1uaK3FpbW4HVby011RGzPbFdmGaln1N1EbM1EopUg+/0cQDtP21ttmtyOEEMIgpgQ1rfW29u9VwGvAVKCy45Zm+/eq9tO3AcU7fbyo/dj3x3xMaz1Faz0lNzfXyPbjQiTLRqRe9TNDa4XDmpXbGhmS27tto77PbrEzMKWIck/5vk8Wu7FPmIBt2DAa77iT4LbtZrcjhBDCADEPakqpZKVUasdr4ChgBfAmcH77aecDb7S/fhP4Ufvsz4OAxp1ukSYsz/9FHudznXqq4bU2VDVT1+LnlKnF+z65mw4uPJj1DevwBmW1/e5SFgtZf38S2tqonDqNcEOD2S0JIYSIMjOuqOUDnymlvgG+BN7WWr8H3A7MVkqtA45s/xngHaAUWA88DlwR+5bjT+PvbwAg4w83GV7r9y8vA2B8cUbUxx6eMYKwDlMmOxT0iL1kGGnXXwdAzdnnEPZ4TO5ICCFENNliXVBrXQpM2MPxWmDWHo5r4KcxaK1PsRYUECovx5IR/fC0s621HjbXeMhMdlCcHf0lQPLckckJVa1VDM8cEfXxE0HKRRei3C4afv1bak45jaxHHsI2ZIjZbQkhhIiCeFqeQ3SDcrlIOu44w+t8vjYyMeOGk/Y3ZPyOoCYzP3sn+cwzybj7LgLffkvt+Rfu8gyjEEKIvkuCWh+ktSZYWkrb28bP9vtkdWROx0ElOYaMn2xPIcmaxKdlnxgyfiJJPv000m/5I8H16/E8+Xez2xFCCBEFEtT6oFBZZCNzoycSfPRtBUs31TO6MC1quxF8n1IKu9XBluYthoyfaJLPOxfb8OE03XkXocpKs9sRQgjRSxLU+qDW518AIPnccwyt89znmwC4bs5YQ+tML5iOP+TDF2wztE4iUBYLmX99EN3WRvVJJxNubTW7JSGEEL0gQa0Papv/EQD2/Y0LUMFQmJVljYwflMHwAWmG1QF2TCLY7pG1wKLBsf9YMu+/j9CWLTTd8iez2xFCCNELEtT6oFB5Oe5zzsbiit4uAd+3tqIZgAmDMg2r0SHfHdktrMZbY3itROGeO5fk887F88KLcgtUCCH6MAlqfUy4uZlwXR22QYMMrfP15sjenoeNit7enp0ZnDYEgMpWCRTRlPKTSyEYpOmOO81uRQghRA9JUOtj/IsXA2AfO8bQOks2RTb6HjMw3dA6AOnOdGzKRo0s0RFVtqFDSTr2WFr/+RK+Bf8zux0hhBA9IEGtj/F//Q0oheOggwyr0RYI8dmaaoblpRg223NnFmUhP3kA21vkGbVoy7jjzwA0XP97QtsTfuc1IYTocySo9THBDRuwDhxo6PNp/1oYWSrjtGnG3l7d2ZC0IaytX0tIh2JWMxFYs7LIfOivBDdupPaCCwl7ZU9VIYToSySo9TGBFSux5Bqz+GyHD1ZErrwcd8BAQ+vsbEr+FOraallV+23MaiYK95w5ZN5/H4Fvv6X+p1eiw2GzWxJCCNFFEtT6EO3zEVy3jsCqVYbV8AfDbKxq4dBRedhtsfv1GJw+BIB19etiVjORuOfMwX3OObS9/wG15/2IcEuL2S0JIYToAglqfUjL408AkP773xtW4/O11QRCmrlTigyrsSfD0kuwWWxsaFwf07qJJOP220j73W/x/ecTak4/Q8KaEEL0ARLU+pBQeeSWpHvuSYbVuP+91eSmOZk6zNjbq9+nlCLLmcXW5q0xrZtIlFKkXvlTUn9xLYFvllF3+RXokDwTKIQQ8UyCWh8SbmzEWlyMJSPDkPG317dS0djGmIHpWGMw2/P7phcezMbGUpp8jTGvnUjSrr2G9D/cjO+jj6m98GKCpRvNbkkIIUQnJKj1EVprvK+9TmircVec3lsWuWJ3egxne+5sXM54AD4t+8SU+okk+eKLSLvhenzz51N5+BH4ly0zuyUhhBB7IEGtjwhtj6wx5j7rTMNq/POLzQBMGpJlWI29mZQ/GYD1DfKcmtGUUqRedhk5r78Kdhv111yL9vvNbksIIcT3SFDrI4Kr1wDgPv00Q8bfUuuhsTXAuOIMlIr9bU8Am8XGlPwpEtRiyHnggWTeczfB1WuoOftcQrW1ZrckhBBiJxLU+oimO+8CwD5ihCHjf7wyss/mlUcZM35XjcgcydbmLbQGWk3tI5G4TzqJjDvvwL9wIVVHzCK4UZ5ZE0KIeCFBrY8IbdsGYNhEgqWbI3t7ji82ZvyuGp09Bo3m29qVpvaRaJLPOZvs555BezxUHjEL32efm92SEEIIJKj1GeH6esPGrmn28cX6WiYPzTLttmeHkozhAGxskqs6sZZ06KHkvPYKKtlN7QUXElizxuyWhBAi4UlQ6wPCrZHbgO5zzjZk/De/KgPgmPEFhozfHcn2ZAqSC1lZs8LsVhKSY/x48t57F+V2U/fTnxn6HwhCCCH2TYJaHxAsLQUg6bDDDBn/my31lOSncMKk2O5G0JlxOeNYUvUVvmCb2a0kJFtxMel/uoXgqlVUTD8E/wq5DS2EEGaRoNYHdKydZi2OfpDSWrNqeyNjBqZHfeyempJ/IACLKxeb3Enicp94ApkP/Q3t81F9/Ak03fcXs1sSQoiEJEGtDwiujWxUbhsU/YVot9V7afIG4yqoHVgwlTRHGl9WfGl2KwnNPedE8t6ah2PSRJrvvgff4q/MbkkIIRKOBLU+oOmee7Hk5Rky4/PzNdUAjCxIi/rYPWVVVkZkjmRjY6nZrSQ8+9gxZD/5BJacHOouuJDmhx4m3NRkdltCCJEwJKjFueDGjRAKEa6rM2T8l7/cAsCw/FRDxu+pguRCKjzlaK3NbiXhWTIzyXnlZaxFRTTdehuVhx5OqLra7LaEECIhSFCLcx17MGbee0/Ux65qbKOsrpUJgzJw2OLrV6EgpYC2UBsVrRVmtyIAe0kJee+9Q8afbyNcXU3lITNo/NOtZrclhBD9Xnz97Sx24/9qCSopCdcJx0d97C9LI9sFXXPsqKiP3VtD04YCsKRSnouKJ8k/Oo/c99/DWlxEy8OP0PL4E2a3JIQQ/ZoEtTjn+/xzHFMPRDkcUR/787XV5KY6GT4gfp5P6zA6ewwAi2RCQdxx7D+WvPfexXnoDBpv+RP1v/kdbZ9+ivb5zG5NCCH6HQlqccy3aDHB1WuwDhoc9bGbvAE+/raSaSU5WC3m7kawJxZl2bGeWou/2ex2xPcou53Mv/0N9+mn0fryy9SedQ6VM4+UBXKFECLKJKjFMe+rrwLgPu3UqI/9+uLI2mzTSrKjPna0HFE8C4BPyj4xuROxJ9asTDLvvouCFcvI+PNthMrKqDrmhwTWbzC7NSGE6DckqMWx4IZS7OPG4ZwyOepjryxrxG5VzBozIOpjR8thRYcDsK2lzNxGxF5Z3G6Sf3Qe2c8+Q7ihgeofHod/+XKz2xJCiH5Bglqc0n4//iVLcBw4JepjtwVCfLK6iuMOGIglDm97drBb7YzJHiv7fvYRSTN+QNajD6O9Xqp/eDytb7xhdktCCNHnSVCLU4EVK9FeL85p06I+9ivta6dNHpoV9bGjbeqAaWxs2kh1a5XZrYguSDr8cPI+/gj7mDHUX3EltRddLGuuCSFEL0hQi1OtL70EgH38uKiP/fbX2wE4cv/4ve3ZYeqASFB9d9O7JnciuspeMozct+eRfMmPaXv/AyqmHkTjrbfJ4sVCCNEDEtTilOeZZwGwFkV3I/a2QIiyulYOGJyJUvF727PDwJSBpDszeGvDm/hDfrPbEV2kbDYybr6JvI/nY99/f1oeepja8y/Ev3Sp2a0JIUSfIkEtTtlKSkiafSTKEt1/RUs31eEPhjl/xtCojmsUpRTnjDqXtlAbb2543ex2RDfZR4wg943XSLvxBvxffkn18SdSdewP8Tz9DDoYNLs9IYSIexLU4lC4oYFgaSn2/feP7rhhzQ3/imxJNXFw/D+f1mHWoCOxWWw8/e1ThHTI7HZENymLhdSfXMqAxV+S9rvfEty0mYbfXUfVMT+k+a9/I7B6tdktCiFE3JKgFof8S5ZCOIxz+vSojvvs5xtpaQtyyIhckhzWqI5tJLvVzsX7XwLAX5c+aHI3oqcsKSmkXvlTCr5dQcbdd0EwSNOfb6fqyKOou/Jnsv6aEELsgQS1OORbsAAcDuwTD4jquP9eGdng/NbTJ0R13Fg4dugPAfiy/AuTOxG9pZQi+awzyft4PvkLPiPl0kvwvvY61cefQMtjj8tzbEIIsRMJanHI9/nnOCZPwuJ2R23Mf6+oYG15M3MmF5Fk7ztX0zpYlIUT9ptDc6CZpVVLzG5HRIFSCtvgwaTfeAO5b89DuV00/uGPVB9/Ig033owOyW1uIYSQoBZnwo2NBFasjPptz398ErmtdNms4VEdN5bOGHkGAPcvuc/kTkS0OQ44gAGLF5H/5Re4jj8ez5NPUnX0MbS+Oc/s1oQQwlQS1OKMb8GCqD+f1uoLUlbXysTBmWQmO6I2bqylOdP5wcAZ1LXVsbFxo9ntiChTFgu2gQPJfOQhMu69B+31Un/5FTTeehthj8fs9oQQwhQS1OKM5/kXUBkZOCZNjNqYT36yAV8wzE/68NW0DmeOPBuAGz6/TmaA9lNKKZLPOJ38jz/CPvEAWh56mIoJE2m4/vcEN22ShXOFEAlFglocCTc14f9iIa7jjkMlJUVlzC01Hp77fBM2q2J8cUZUxjTToLRBTMidQJO/iQ82vW92O8JAyuEg9803yHn1XyQdczSe/3uKykNmUDXzSOp/fg3Njz4mz7EJIfo9CWpxpPa889GtrSSfc1bUxnz0o3UA3Hb6AXG9AXt33HzwLaQ70nn4m7+xqOJLs9sRBlIWC85p08j664PkffIf0q6/DktGOq0v/4umP97C9mHDabjpZrxvvyNX2oQQ/ZIEtTihtca/eDEA9vHjozLm52urmb+yEpfDyqGj8qIyZjywKitXTfo5ALd/eRuBUMDkjkQs2EuGkXrF5eS+9iqFWzaR+otrsY8ZjeeJJ6m79CdUzTyStv/8Bx0Om92qEEJEjQS1OBHcUApAxp9vi8oenPUeP794LrKMxY1zo7+xu9kOHDCVKw64kkA4wB+/uFmupiQYZbWSdu015L3zNoXr15L844sJV1dTe855bC8ZQeWhh1P/y18R3LrV7FaFEKJXJKjFCc8zzwDgPHRGr8cKhsL85sXIoqE3nzKOI8bk93rMeHTMkGOZOmAq31R/zS8++Tkt/mazWxImUC4XGX+4mfxFC8m4605SLrwAa2EhrS+8SOUhM6i7+hp8ny+QK21CiD5J9ccrEVOmTNGL228j9gXBbdupnDoNx+TJ5L7Z+43H31q6jT+9voLsFAdv/fLwqFyhi1ehcIhrP/k5GxtLSbYnM2fYXE4dcRo2i83s1oTJAuvX0/LYE3jffBPd3IytpISkWTNJufwyrLm5ZrcnhBA7KKW+0lpP2dN7ckUtDrQ8GNm/MumHx0ZlvHlLygD6fUgDsFqs3H/Eg8wtOQVPwMPzq5/l5DfnUNVaZXZrwmT2khIy77ydgqVfkXHfvVgyMmh59DEqDphExcGH0PzXvxEqLze7TSGE2Cu5omaywMpvqTrmWNxnnE7m3Xf1eryaZh/H3/0fhg9I5ZnLD45Ch32HP+Rn3oY3eOrb/wPgygOu4qghR5vblIgrgdWr8b79Dt7X3yBYWgpWK87p03FMPRDXMcdgHzvG7BaFEAlob1fUJKiZKOz1Un38CQRLN1KwZDGWzMxej3nOQ5+zobKFO848gMNG989n0/bl35s/5IGlfwFgYMpADiqYztFDjmVA8gCTOxPxJLB6NZ7nX8S/cCGBFSvAYsF52KEkn3sOrmOOMbs9IUQCkaAWp5ruvY/me+4l/dZbSLnggl6P9/naan7x3BLmTinmNyck9pWBWm8tr61/hYXlX1DZWglAUUoR43MP4AcDf8D+Of1vJqzouVBFBc0PPIjnuechGCTpyCNxnXA8ScccjSUlxez2hBD9nAS1OBSqq6NiylRcs2eT9ejDURnzkicWsnxrAx9fPwuXQx6m77Cq9lsWVS7i7dJ5eIPeHcetykqKI5XhGSUUJBcyc9CRDMsYZmKnwmzhpiaa7r2P1hf/iW5uRrlcJB17DM4ZM3DPPQllt5vdohCiH5KgFoc8/3yJhmt/Qe777+LYf/9ej/fttkYueuwLRhSk8vRlifVsWldprdnUtIlFFQsJhAOUe8opbdhAWUvZjnNsFhuHFR3OMUOOpSRjOFaL1cSOhVm030/bRx/hfeNNfAv+R7imBkt2Nu6zziTl0kuwZmeb3aIQoh+RoBaH6n/9W7zz5lGwcjnK0rvJt1prjrnzYxpbA/ztggOZPDQrSl0mhrAOs6JmOQu2L2B5zTK2Nm/Z8d6QtKGUZJRw6ojTKUwpNLFLYRatNa3PPU/rK6/g/3IRKj2dpMMPI+Xii3FMnmR2e0KIfkCCWpwJVVZSMWkKzplHkPPM070aKxzW3PnWt7z+VRmzxg7g1tMnRKnLxFXWvJVX172CN+iltLGUcs92AM4edS5njDyz3y95IjrnW/wVnqeeou3f89FNTThnzMBx0DSSDjsU+/jxKKtcgRVCdJ8EtThTdfSxBFasIHfemzgmTezVWHe+9S2vLtrK2KJ0Hr1oKjarLI0XbfM2vMnzq57FE/RgUzZGZo3iF1N+RY4rx+zWhElCVVU0P/Agvk//S3DDBgDs48bhOulE3KeeijVHfjeEEF0nQS2OaK3ZPnQYlowMCr5e0quxlmyq44p/LGLMwDSe+PFBWCxypccoIR3i0W8eobRxA2vr1wBw3bTfc1DBdJM7E2YLbt5M2/yPaHniCUKbI7fNM+69B9fxx2FJTja5OyFEXyBBLY5433mXuksuJeOuO0k++6wej7N6eyMXPPoFAP+6egZFWe5otSj2YWnVEm5acANum5vnfviiTDgQO3j++RJNd9xBuLIKkpy4fvhDkg4/HNvIEVhSU1GpqVgyM+X2uRBiFxLU4kj1iScRqqsj/+P5PZ7qHwyFOexP/yYU1txy2nhm718Q5S7Fvszf/CH3L/0LMwYeylUTr8ZpSzK7JREndDiMf9EiWl/+F96330E3Ne3yvmVAPrb9hmHNycY2bBjJZ5+NtVD+NyxEIpOgFid8C/5HzWmnk37TjaRcekmPxmjw+DnvkQVUN/mYMCiDRy+eFuUuRVeEdIg/LLiJr6uXkupIY8bAGQxOG0KeO49RWaNJtsstLwE6FCK4eg3BrVvQzS2E6+vxL19OaPMWQnV1hDZuBEAlJ2PJyMCSno7KyMA6YACOyRNJmj0b28CBJv8phBBGk6AWJ6pPOpng1i0M+Oy/KJer258PhsLMve9Tqpt9XHTYflxw6DAcNpk8YKZPyz7hlbUvs7Fp4y7Hh6QNZWLeRIZnjsBlc5HryqU4dZDc8hK78C1ajH/RIkJVVeiGBsKNjYTrGwisWoVuaQFAZaRjSU1DJbtRLjfWvFzs48Zhzc9HpaRgLSjAMWWy/G4J0YftLajJ8vUx4n3/ffyLFpH+h5t7FNJWb2/kJ09+iS8Y5vwZQ7l05nADuhTddWjRYRxadBhtwTaqWqtYVvMN6+rXsqVpM6+tf3W38wenDQYgOymHpO/dLg3rMG6be4+zSZPtKWQkZXTah91iJ9eVi0VJcO9TStKgZNZuh3U4TGjTZnxffkm4vo6wx4tu80JbG6GqjYRe+u8u59vH7Y+9pASVlYU1Px/7qJFYsrMlvAkRBXaLgyHpQ0yrL1fUYiBcX0/F9EOw5uaS+9473Z4JtrG6hbP++jkAh4zI5e6zJ8r/AfcBzf5mtrdswxv08knZf/AGvWitCeswFa0VhHV4x7lahylrKcOCBb73r3bn84QQQsRWcWoxf5v1iKE15IqayVpffwPd3Ezmv17qdkjTWnPFPxYB8KvjRnPK1EFGtCgMkOpIZWTWKAAOyOv5enlaaypbK/cS2DTV3hr8IV+Pa4h+QINu8xIs20Zo82ZC27YRKq9AezyE27zQ6iXs9UIwuOfPW61YXC5wudq/J6FcLqx5+dj2G4rF7YZkNxZnEjidKKcTlZSEcjpA/sNR9GMuW/fvgkVTnwlqSqljgPsBK/CE1vp2k1vqklBlJU1334194sRu7+lZ2ejlvIcX0OQNcsWRwyWkJSilFAOSB+z1nMIUeeBctBsKzOj8be3zEW5pQTc1EW5uJlxVTbCsjFB5Obq5mXBzC9rTQriihXBlOcHSz2Efd15UUhIqORnrwMLI8iMOBzicKIcd5XCg3G5sgwZhHTIE5XKh7Daw2VF2G8pmh52/2+1gt6Nstl2/SxgUCapPBDWllBX4GzAbKAMWKaXe1Fp/a25nndN+P77PPqfhhhvR3jYy77tnr+cHQ2FeX1zGsq31bKv30tjqp6zOC8Dp0wZx7iFDY9G2EKKfU04nVqcTurixfNjrJbRtG7qpmXBTI9rTim5tJezxoL1edAL0ixQAAAk7SURBVGv7zy0eQlu3EG5uAb8f7fej/T7w+SPnfm+Zkm6zWr8LdLZIoIuEuvZjDjvWrGws2VkopzMSFJOckaDojHzH6UA5kyLHHI72K4Md7zvB4Yj8bLOB3fFdoHS0B0aH47vg2Ms9moXoqj4R1ICpwHqtdSmAUupFYA4QN0FNh8O0/Xs+rf/8J8G16wiWlgJgyc4m558vYh/+3cP/Wmuqmtrw+EKUN3hZuL6GeUu34fWHABg+IJXBOSlMHJzFcRMHcsDgTFP+TEIIYXG5sJSU9HqcUF09oc2b0D4fOhCEYKD9exAd8EMgiA4G2r8HIRDY5bsOBP6/vbuNsaOq4zj+/d+7u7RdHkqhQumDoOBDg0EMQhVjEHiBSMREIxg0xGiIiQIajUF9Ib4g0YSImBgTAhhMjA8pJBBDFIPE+AorEoWCRgShJUVABG3pPt6/L2bu3tvttsu23Z1zy/eTbGbmzLlzT3ty7v525tyZqu7EZPXa2XUmJui8+G8mH91ahcTx8Xo5BuMT854VXLC+4DhzFnD5MmLFKK3RUWLZMhhq984UtodgeAjaQ1UAbA8RQ+3qOK1W9ZzYWeszZfup01tvVcfsrrfq1w+1ieGRKmR2z3COHAEjwxBBRD0vttWqLmF3l9EiWrFnWb2M6CufqR+e9VwkgxLU1gLb+ra3A43eQOwbV3+fsakOTE/D9HT1YdHpACfTPucc4oIjaa08hvbqN8BTw/DUn4HkuVfG2Lr9lb2O9471K7nw9BO5+IyTOGr5gd0IV5JK1V51LO1VzfzRmZlVyKvDG2Pj5MR4X5ibgPG6bKIOjZMTvSA5MVEtpyZhoi8c1j8zYXL3GPnqLnLnLnJsjJyeqo7VXU5N9Y4zOUVOT1e/N7q/R/rWB1Z/qGu3iGXLaa1YQYyO9m7y3g16EVVI7Aa8bhmxZyCc2TfrtfT2xXzHnH1c2Pt4/e/XV7e15kRWXv/Nxf1/249BCWrzioirgKsANmxY/Llc244+gd20ex3balV/qYyOVn/ldL00BozNbA61g02nHs9Ry4Y459TjWX3UEaw5djkbjvMGqZK0GCKiOuN1gE+DaULuI8Blp1N9IWR2+XQHOnOsT03XZxzrEDpeX5aenICkOtPY6UBmdbzMPcrodKqgm52qfl/5vl4zUzY9PXN5vLPrVZia7NXNOkBnUh2Yvn29Ov3le9TvX2bWm331uq9j/8fs1e8ek169en979+4l6PF9G5Sg9iywvm97XV02IzNvAW6B6vYci92gH99w2WK/hSTpdSq6lxWHh2ffsUevM4MyG3ILcFpEnBIRI8DlwD0Nt0mSJGlRDcQZtcyciogvAL+muj3H7Zm5teFmSZIkLaqBCGoAmXkvcG/T7ZAkSVoqg3LpU5Ik6XXHoCZJklQog5okSVKhDGqSJEmFMqhJkiQVyqAmSZJUKIOaJElSoQxqkiRJhTKoSZIkFcqgJkmSVCiDmiRJUqEMapIkSYUyqEmSJBXKoCZJklQog5okSVKhDGqSJEmFMqhJkiQVyqAmSZJUKIOaJElSoQxqkiRJhYrMbLoNh1xEvAA8vQRvdTzw4hK8jw4d+2zw2GeDxz4bPPZZs96Ymavn2nFYBrWlEhF/zMyzmm6HXjv7bPDYZ4PHPhs89lm5vPQpSZJUKIOaJElSoQxqB+eWphugBbPPBo99Nnjss8FjnxXKOWqSJEmF8oyaJElSoQxqByAiLoqIv0XEExFxXdPt0d4iYn1EPBARj0XE1oi4ti5fFRG/iYi/18tjm26r9hQR7Yh4OCJ+WW+fEhEP1uPt5xEx0nQb1RMRKyNic0T8NSIej4j3OM7KFhFfqj8XH42In0bEMsdZuQxqCxQRbeAHwAeBjcAnImJjs63SHKaAL2fmRmAT8Pm6n64D7s/M04D7622V5Vrg8b7t7wA3ZeapwH+AzzTSKu3LzcCvMvNtwBlUfec4K1RErAWuAc7KzNOBNnA5jrNiGdQW7mzgicx8MjMngJ8BlzbcJs2SmTsy80/1+v+ofnmspeqrO+pqdwAfaaaFmktErAM+BNxabwdwPrC5rmKfFSQijgHeD9wGkJkTmfkyjrPSDQHLI2IIWAHswHFWLIPawq0FtvVtb6/LVKiIOBk4E3gQOCEzd9S7ngNOaKhZmtv3gK8CnXr7OODlzJyqtx1vZTkFeAH4UX25+taIGMVxVqzMfBa4EXiGKqC9AjyE46xYBjUd1iLiSOBO4IuZ+d/+fVl95dmvPRciIi4Bns/Mh5pui16zIeBdwA8z80xgF7MuczrOylLPF7yUKmSfBIwCFzXaKO2XQW3hngXW922vq8tUmIgYpgppP8nMu+rif0XEmnr/GuD5ptqnvZwLfDgi/kk1peB8qvlPK+tLNOB4K812YHtmPlhvb6YKbo6zcl0IPJWZL2TmJHAX1dhznBXKoLZwW4DT6m/IjFBNwryn4TZplnpu023A45n53b5d9wBX1utXAncvdds0t8z8Wmauy8yTqcbVbzPzCuAB4GN1NfusIJn5HLAtIt5aF10APIbjrGTPAJsiYkX9OdntM8dZobzh7QGIiIup5tK0gdsz84aGm6RZIuJ9wO+BR+jNd/o61Ty1XwAbgKeBj2fmS400UvsUEecBX8nMSyLiTVRn2FYBDwOfzMzxJtunnoh4J9WXP0aAJ4FPU50EcJwVKiK+BVxG9e34h4HPUs1Jc5wVyKAmSZJUKC99SpIkFcqgJkmSVCiDmiRJUqEMapIkSYUyqEmSJBVqaP4qknR4iojjqB4aDnAiME31SCSAVzPzvY00TJJq3p5DkoCIuB7YmZk3Nt0WSery0qckzSEidtbL8yLidxFxd0Q8GRHfjogrIuIPEfFIRLy5rrc6Iu6MiC31z7nN/gskHQ4MapI0vzOAzwFvBz4FvCUzz6a6I//VdZ2bgZsy893AR+t9knRQnKMmSfPbkpk7ACLiH8B9dfkjwAfq9QuBjdXjEwE4OiKOzMydS9pSSYcVg5okza//mYedvu0Ovc/RFrApM8eWsmGSDm9e+pSkQ+M+epdBuw8rl6SDYlCTpEPjGuCsiPhLRDxGNadNkg6Kt+eQJEkqlGfUJEmSCmVQkyRJKpRBTZIkqVAGNUmSpEIZ1CRJkgplUJMkSSqUQU2SJKlQBjVJkqRC/R/Uplsay6dZ3gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/varaya/Projects/GeoTimePropagation/4_data_exploration/geoPropDataExploration/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " result = method(y)\n" ] } ], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [2]\n", "location.create_seeds_config(seeds, 0.1, plot=False)\n", "vacc = [40, 43, 44, 41, 42, 45, 20, 31, 26, 34]\n", "location.vaccinate(vacc)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.1, 0.2)\n", "sim.run()\n", "sim.export_history(1.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ==============================================================\n", "# SPEED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# speed_2half" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [28]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(0.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# speed_1half" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [45]\n", "location.create_seeds_config(seeds, 0.2, plot = False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# speed_2half" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [46]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ==============================================================\n", "# JUMPS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### JUMPS_FALSE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [38]\n", "location.create_seeds_config(seeds, 0.8, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.1, 0.1, 0.3)\n", "sim.run()\n", "sim.animation(1)\n", "sim.export_history(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### JUMPS_TRUE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [42]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "links = [(44, 21), (44, 34), (44, 3)]\n", "location.link_sublocs(links)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.1, 0.3)\n", "sim.run()\n", "sim.animation(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### JUMPS_FALSE" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [31]\n", "location.create_seeds_config(seeds, 0.2, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.3, 0.1, 0.3)\n", "sim.run()\n", "sim.export_history(0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ==============================================================\n", "# HIGH" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HIGH_1HALF" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [2]\n", "location.create_seeds_config(seeds, 0.3, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.1)\n", "sim.run()\n", "sim.export_history(1.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.export_history(1.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HIGH_2HALF" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [11]\n", "location.create_seeds_config(seeds, 0.3, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.1)\n", "sim.run()\n", "sim.animation(0.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.export_history(0.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HIGH_1HALF" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# CREATE COUNTRY\n", "location = Location.from_identifier('biobio-93fe')\n", "seeds = [4]\n", "location.create_seeds_config(seeds, 0.7, plot=False)\n", "sim = PropagationSimulator(location)\n", "sim.set_params(0.5, 0.1, 0.1)\n", "sim.run()\n", "sim.animation(1)\n", "sim.export_history(1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sim.export_history(1.1)" ] } ], "metadata": { "kernelspec": { "display_name": "geoPropDataExploration", "language": "python", "name": "geopropdataexploration" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }