From a0641f78a57c9cf3825fc31e022dd14d8adeb82d Mon Sep 17 00:00:00 2001 From: Kerem Keptig <kerem.keptig@stud-mail.uni-wuerzburg.de> Date: Sun, 26 Jan 2025 20:51:06 +0100 Subject: [PATCH] Replace temporal_percolation.ipynb --- temporal_percolation.ipynb | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/temporal_percolation.ipynb b/temporal_percolation.ipynb index 4ab6286..2d1bf17 100644 --- a/temporal_percolation.ipynb +++ b/temporal_percolation.ipynb @@ -947,7 +947,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -960,17 +960,17 @@ "<>:13: SyntaxWarning: invalid escape sequence '\\d'\n", "<>:21: SyntaxWarning: invalid escape sequence '\\d'\n", "<>:29: SyntaxWarning: invalid escape sequence '\\d'\n", - "C:\\Users\\userpc\\AppData\\Local\\Temp\\ipykernel_22188\\4073145231.py:13: SyntaxWarning: invalid escape sequence '\\d'\n", - " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt} hours\",\n", - "C:\\Users\\userpc\\AppData\\Local\\Temp\\ipykernel_22188\\4073145231.py:21: SyntaxWarning: invalid escape sequence '\\d'\n", + "C:\\Users\\userpc\\AppData\\Local\\Temp\\ipykernel_22188\\150589992.py:13: SyntaxWarning: invalid escape sequence '\\d'\n", + " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt/3600:.2f} hours\",\n", + "C:\\Users\\userpc\\AppData\\Local\\Temp\\ipykernel_22188\\150589992.py:21: SyntaxWarning: invalid escape sequence '\\d'\n", " plt.title(\"Distribution of $P(S_E)$ for Selected $\\delta t$\")\n", - "C:\\Users\\userpc\\AppData\\Local\\Temp\\ipykernel_22188\\4073145231.py:29: SyntaxWarning: invalid escape sequence '\\d'\n", - " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt} hours\",\n" + "C:\\Users\\userpc\\AppData\\Local\\Temp\\ipykernel_22188\\150589992.py:29: SyntaxWarning: invalid escape sequence '\\d'\n", + " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt/3600:.2f} hours\",\n" ] }, { "data": { - "image/png": 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6BXDo0CHOOuusOvMUzYu0uIhm58MPP+S7777D5/ORmZnJJ598wsqVK0lKSuLf//53lYXIyhUUFHDWWWdx9dVXk5ycTGRkJKtWrWLDhg385S9/CaQbMmQIAL///e+5/vrrsdvtTJ48+ZTre+DAAS6//HIuueQS1q1bx6uvvsrPf/7zQPPz9ddfz/33389VV13Fb37zG4qLi1m0aBG9e/euMmCyPnX74x//yMqVKzn//PO58847sdlsvPDCC7jdbubPn3/Kr6exy9myZQsA/fr1qzNt9+7d6d+/P6tWrWL69OmB4w888AC7d+/mmmuuITk5GZ/PR1paGsuWLSMmJibQOlde3ooVK4ICzIULF3LTTTcFnm/cuJGcnByuuOKKer+eco31ftx9990UFxdz1VVXcc455+DxeFi7di1vvPEGXbt2DYwP+dOf/sSnn37KiBEjuPXWW+nbty85OTls2rSJVatWkZOTU2MZ9bl27ty5fPzxx4wZM4Zf//rX9OnTh4yMDN566y2++OIL2rRpU+PnONRyHn30UVasWMEFF1zAnXfeic/nY+HChfTr16/O6e9XXXUV9913H/feey+HDx+mTZs2vPrqq2zdupW33norqOWrW7dufPLJJ8yfP5/ExET69OkTqLtoxppqOpMQlZVP0Sx/OBwO1aFDBzV+/Hj1f//3f1UWj6o8pdPtdqtZs2ap5OTkwAJgycnJ6q9//WuVsh5//HHVqVMnpet6lQXoqlvCv7bp0Dt27FBXX321ioqKUrGxsequu+6qsjz9xx9/rPr3768cDoc6++yz1auvvlrjYlrV1a22BegmTpyoIiMjVXh4uLrwwgvV2rVrg9LU9Lrqs+x7KOWEOh16/vz5Cgiaqlqbp59+WkVGRgZNyX333XfVDTfcoHr27KkiIiKUy+VSffr0UbNmzVJZWVmBdAUFBUrTNLV79+5ay7j//vtVly5dQlryv7bXeTrvR00+/PBDNX36dHXOOeeoyMjIwPL/d999t8rMzAxKm5mZqVJSUlTnzp2V3W5XHTp0UBdffHFg0cZy1b33oV6rlFIHDx5Uv/zlL1V8fHxggbiUlBTldrsDaar7HNennDVr1qghQ4Yoh8NR7wXovvrqKzV69GjlcrlUdHS0mjRpUpX3QSmljhw5Eni/APXss8/WmbdoeppSTTAyTwghQpSXl0f37t2ZP38+v/rVr+p17dq1a7nkkkvIy8urcfyQ2+2ma9euPPDAA8yYMaMhqiyEaEQyxkUI0azFxMRw33338ec//7neM062bNnCoEGDah30/Morr2C32+u9fo8QomlIi4sQ4kfr9ttv5+WXXw7MNAL/wnV1TY0WQjRfErgIIYQQosWQriIhhBBCtBgSuAghhBCixZDARQghhBAthixAVw+WZZGenk5UVFSDLxsvhBBC/JgppSgoKCAxMRFdP/V2Ewlc6iE9Pb3B9xsRQgghWpPDhw+f1lYLErjUQ/nutIcPH26QfWCEEEKI1iI/P5/OnTvXutN7KCRwqYfy7qHo6GgJXIQQQohTcLpDLWRwrhBCCCFaDAlchBBCCNFiSOAihBBCiBZDxrgI0cqYponX623qagghfmQMw8BmszX6ciESuAjRihQWFvLDDz8gW5QJIRpDeHg4HTt2xOFwNFoZErgI0UqYpskPP/xAeHg48fHxsoiiEKLBKKXweDxkZ2dz4MABevXqdVqLzNVGAhchWgmv14tSivj4eMLCwpq6OkKIH5mwsDDsdjsHDx7E4/HgcrkapRwZnNscWGZT10C0ItLSIoRoLI3VyhJURqOX0My8//77nH322fTq1YuXXnqpqasD6WnwyqX+r0IIIYSoVavqKvL5fMycOZNPP/2UmJgYhgwZwlVXXUXbtm3PaD286elYpaVg+mDFo3BkJxQ/Cpc8CYYN3eXCnph4RuskhBBCtAStKnBZv349/fr1o1OnTgBMmjSJjz/+mBtuuOGM1cGbns6hW271By6eIijJRWkRaGonvPFLcESgu1x0eWmxBC9CCCFEJS2qq+jzzz9n8uTJJCYmomka7733XpU0qampdO3aFZfLxYgRI1i/fn3gXHp6eiBoAejUqRNHjhw5E1UPsEpLsUpLcVsWPm8+lqHw6fi/evNxW1YgjRBCNAdjx47lnnvuaepqCAG0sMClqKiI5ORkUlNTqz3/xhtvMHPmTObMmcOmTZtITk5m4sSJZGVlneGa1s7tNXGX5GHTfVg2A82mo2wGNt2HuyQPt1cG6wpR2dGjR/n5z39Ohw4dcDgcJCYm8tRTTwXO33vvvUyZMqVR6zBv3jyGDRtGVFQUCQkJXHnllezatatKutr+gAo1TUPkUZ1TuUaI5qRFBS6TJk3ij3/8I1dddVW1559++mluvfVWpk2bRt++fXn++ecJDw/nb3/7GwCJiYlBLSxHjhwhsZbuGLfbTX5+ftDjdFmWorS0hAhVjNJ0wD/DQ6GhNJ0IVUxJaQmWJQuEiebJshRbf8hjze5stv6Qd8Y+q7fddhu5ubmsWrWKAwcO8P777zN48ODA+fXr1zN06NBGrcOaNWtISUnhq6++YuXKlXi9XiZMmEBRUVEgTSh/QNWVpiHyqE5L+eOunMfjaeoqiOZItVCAWr58eeC52+1WhmEEHVNKqV/+8pfq8ssvV0op5fV6Vc+ePdUPP/ygCgoKVO/evdWxY8dqLGPOnDkKqPLIy8s75Xp/+2Wa2nRusto9vJfaMbKP2jGyb4VHH7V7eC+16dxk9e2XaadchhDVKSkpUTt27FAlJSWnnMeXe7LVL176So2cu0oNfXylGjl3lfrFS1+pL/dkN2BNqzdx4kR1zjnnqBdffFHt378/cNztdiubzRb0PTpixIhGr49SSmVlZSlArVmzJnBs+PDhKiUlJfDcNE2VmJio5s2bF3KahsijOqdyjVJKjRkzRt19991q1qxZKjY2VrVv317NmTMncL60tFTdfffdKj4+XjmdTjV69Gi1fv36oDySkpLUM888E3QsOTk5KJ8xY8aolJQUNWPGDNW2bVs1duxY9dZbb6n+/fsrl8ul4uLi1MUXX6wKCwtrra9oOrX9nMnLyzvt36FKKdWiWlxqc+zYMUzTpH379kHH27dvz9GjRwGw2Wz85S9/4cILL2TQoEH89re/rXVG0YMPPkheXl7gcfjw4dOuZ16pFzcOLHQMrKBzBhYWOm7NQV6p7CUjmpe1e4/x0PKt7MzIJ8JpIyHKSYTTxs6MAh5avpW1e481Wtk+n49LLrmE119/nfHjx5Oamsrll19OYWEhNpuNL7/8EoC0tDQyMjJYsWJFtfnMnTuXyMjIWh+HDh0KuV55eXkAxMXFAf4Wgo0bNzJu3LhAGl3XGTduHOvWrQspTUPkUZ1TuaaipUuXEhERwddff838+fN57LHHWLlyJQD33Xcf77zzDkuXLmXTpk307NmTiRMnkpOTU2e+1ZXjcDj48ssveeSRR7jhhhuYPn06O3fu5LPPPmPKlCmyZUUr16pmFQFcfvnlXH755SGldTqdOJ3OBi0/xmUnV7NRpIUTRSEaOgoNDYWGRYEWiRcbbVz2Bi1XiNNhWYpFa/ZR6PbRIdoVWMTOpRt0iNY5mu9m0Zp9nNe9Lbre8AvczZgxg4suuojk5GQAnnrqKbp27cqiRYuYNWsW6enptG3bNnC+JrfffjvXXnttrWlq6z6uyLIs7rnnHkaPHk3//v2B2v+A+u6770JK0xB5VOdUrqlo4MCBzJkzB4BevXrx3HPPsXr1akaNGsWiRYtYsmQJkyZNAmDx4sWsXLmSl19+mVmzZtWZd0W9evVi/vz5gH9co8/nY8qUKSQlJQEwYMCAeuUnfnx+NIFLu3btMAyDzMzMoOOZmZl06NDhtPJOTU0lNTUV0zz9QbM9EyLZYugU+MIIM0owMDEx0DHxYVBohuE0NHomRJ52WUI0lO3p+ezLKiQ23FFl5V1N02gTbmdfViHb0/MZcFZMg5adlpbGq6++yoIFC4KOx8TEkJGRAcDmzZvrDFrA3zJS3jpyulJSUti2bRtffPFFg+TX3A0cODDoeceOHcnKymLfvn14vV5Gjx4dOGe32xk+fDg7d+6sdzlDhgwJ/Ds5OZmLL76YAQMGMHHiRCZMmMDVV19NbGzsqb8Q0eL9aLqKHA4HQ4YMYfXq1YFjlmWxevVqRo4ceVp5p6SksGPHDjZs2HC61cQWHkZkTCSGgkJvOMoLmtdCef3PDQWRMZHYwmUvGdF85BR78JoKh1H9jwynoeO1FDnFDT+Y8p133qF3797Y7SdbIYuKiti9ezf9+vUD/MFNKIFLQ3UV3XXXXbz//vt8+umnnHXWWYHjofwBVVeahsijOqf7x13F+w/+gNWyrBpSV6XrepUuHq+3apd4RERE4N+GYbBy5Uo+/PBD+vbty8KFCzn77LM5cOBAyOWKH58WFbgUFhaSlpZGWloaAAcOHCAtLS3wg2bmzJksXryYpUuXsnPnTu644w6KioqYNm1aE9Y6mD0xkbOX/g3bU8/y2nUPcezCDiSMLeDYhR147bqHsD31LGcv/ZssPiealbhwB3ZDw2NW/4vKbVrYdY248Ibfyv7EiRNBs3YAXnzxRYDA9OetW7cyaNCgOvO6/fbbAz9DanrU1lWklOKuu+5i+fLlfPLJJ3Tr1i3ofCh/QNWVpiHyqE5j/XHXo0ePwJiUcl6vlw0bNtC3b9/Asfj4+EALGUB+fn5IAYimaYwePZpHH32UzZs343A4WL58+SnXV7R8Laqr6JtvvuHCCy8MPJ85cyYAU6dOZcmSJVx33XVkZ2cze/Zsjh49yqBBg1ixYkWVPt2mZk9M5LzERIaPGcy+b9tjfDmbhNGP8ZeBoxtlfIAQp6tfYjQ9EiLZmVFAh2g9qLtIKUVusZc+HaPolxjd4GWPGDGC1NRUnnnmGX7605+yYsUKHnzwQf76178Gugwsy2LXrl2kp6cTERFBTEz13VWn21WUkpLCa6+9xr/+9S+ioqICA/9jYmICO27PnDmTqVOnMnToUIYPH86CBQuq/AFVV5qGyAPgueeeY/ny5YFgJZRr6isiIoI77riDWbNmERcXR5cuXZg/fz7FxcX86le/CqS76KKLWLJkCZMnT6ZNmzbMnj0bwzBqzfvrr79m9erVTJgwgYSEBL7++muys7Pp06fPKddX/Aic1pykVuK5555Tffr0Ub17926QqVxVmL6GzU+IapzudOgv92SrMfM/UUMeX6ku/stn6tIFn6uL//KZGvL4SjVm/ieNNiXasiz1xz/+UXXt2lVFRUWpUaNGqQ8++CAozbJly1RiYqIC1O9+97tGqYdSqtrlEQD1yiuvBKVbuHCh6tKli3I4HGr48OHqq6++qpJXXWkaIo85c+aopKSkeudb2ZgxY9SMGTOCjl1xxRVq6tSpSin/Z+vuu+9W7dq1q3E6dF5enrruuutUdHS06ty5s1qyZEm106ErlrNjxw41ceLEwDTr3r17q4ULF9ZZX9F0zsR0aE0pmVcWqvz8fGJiYsjLyyM6uuH/shSiMZWWlnLgwAG6deuGy+U6pTzW7j3GojX72JdViNdS2HWNHgmR3DGmB6N6tmvgGgshWprafs401O/QFtVVJIRoWqN6tuO87m3Znp5PTrGHuHAH/RKjpYtTCHHGSOAihKgXXdcafMqzEEKEqkXNKmoqqamp9O3bl2HDhjV1VYQQQohWTQKXEDTkOi5CCCGEOHUSuAghhBCixZDARQghhBAthgQuIZAxLkIIIUTzIIFLCGSMixBCCNE8SOAihBBCiBZDAhchhBBCtBgSuAghTo1lNnUNhGj2xo4dyz333NPU1fhRkcBFCFF/6WnwyqX+r2fI0aNH+fnPf06HDh1wOBwkJiby1FNPBc7fe++9TJkypVHr0LVrVzRNq/JISUmpNv2f/vQnNE2r9hfXkSNH+MUvfkHbtm0JCwtjwIABfPPNNwDMmzePYcOGERUVRUJCAldeeSW7du2qsV61lVORaZo8/PDDdOvWjbCwMHr06MHjjz9OxS3rQik7lPvwyCOPVDl/zjnn1Ksudd2n+tyr1NRUunbtisvlYsSIEaxfv75KmtrKKigo4J577iEpKYmwsDBGjRol4x6biCz5H4LU1FRSU1MxTfkLUwhMH6x5ErJ2+L9euwyMxv9Rctttt+H1elm1ahWxsbFkZmaSm5sbOL9+/Xouu+yyRq3Dhg0bgn4ObNu2jfHjx3PNNddUm/aFF15g4MCBVc6dOHGC0aNHc+GFF/Lhhx8SHx/Pnj17iI2NBWDNmjWkpKQwbNgwfD4fDz30EBMmTGDHjh1ERESEXE5lTz75JIsWLWLp0qX069ePb775hmnTphETE8NvfvObkMsO9T7069ePVatWBZ7bbCc/J6HUpa77FGp933jjDWbOnMnzzz/PiBEjWLBgARMnTmTXrl0kJCSEVNYtt9zCtm3bWLZsGYmJibz66quMGzeOHTt20KlTpzrv/Znm8XhwOBxNXY3GcVp7S7cyDbUltxBNobbt5utlyxtKPdVbqQXJ/q9b3myQ+tVl4sSJ6pxzzlEvvvii2r9/f+C42+1WNptNAYHHiBEjzkidZsyYoXr06KEsywo6XlBQoHr16qVWrlypxowZo2bMmBF0/v7771fnn39+yOVkZWUpQK1Zs6Ze5VR22WWXqenTpwcdmzJlirrxxhvrXXZF1d2HOXPmqOTk5NOqS33vU031HT58uEpJSQk8N01TJSYmqnnz5oVUVnFxsTIMQ73//vtBxwcPHqx+//vf11qfMWPGqLvvvlvNmjVLxcbGqvbt26s5c+YEpSktLVV33323io+PV06nU40ePVqtX78+cD4pKUk988wzQdckJycH5TNmzBiVkpKiZsyYodq2bavGjh2rlFLqrbfeUv3791cul0vFxcWpiy++WBUWFtZa59NR28+ZhvodKl1FQojQFR2DtQsBDVwx/q9rF/qPNyKfz8cll1zC66+/zvjx40lNTeXyyy+nsLAQm83Gl19+CUBaWhoZGRmsWLGi2nzmzp1LZGRkrY9Dhw6FVCePx8Orr77K9OnT0bTg3bFTUlK47LLLGDduXLXX/vvf/2bo0KFcc801JCQkcO6557J48eIay8rLywMgLi6uXuVUNmrUKFavXs3u3bsB2LJlC1988QWTJk2qd9nlarsPe/bsITExke7du3PjjTcG3dtQ6lLf+1RdfT0eDxs3bgy6R7quM27cONatWxdSWT6fD9M0cblcQWWFhYXxxRdf1FofgKVLlxIREcHXX3/N/Pnzeeyxx1i5cmXg/H333cc777zD0qVL2bRpEz179mTixInk5OTUmXflchwOB19++SXPP/88GRkZ3HDDDUyfPp2dO3fy2WefMWXKlCrdcS3OaYU9rYy0uIiWrEFaXFY+otT8nkr9dbRSz//E/3V+T6VWPtpwFa3GnXfeqd5+++2gY0lJSWr+/PlKKaWWL1+u2rZtW2c+x48fV3v27Kn14fV6Q6rTG2+8oQzDUEeOHAk6/s9//lP1798/cJ+rawlxOp3K6XSqBx98UG3atEm98MILyuVyqSVLllQpxzRNddlll6nRo0fXu5zq8rr//vuVpmnKZrMpTdPU3Llza01fXdkV1XQf/vvf/6o333xTbdmyRa1YsUKNHDlSdenSReXn54dcl/rcp5rqe+TIEQWotWvXBqWdNWuWGj58eMhljRw5Uo0ZM0YdOXJE+Xw+tWzZMqXruurdu3eN90Yp//tSuSVn2LBh6v7771dKKVVYWKjsdrv6xz/+ETjv8XhUYmJi4PMdaovLueeeG5Rm48aNClDff/99rXVsSGeixUXGuAghQnNkE2x7BxwRoBv+Y7rhf77tbeg7GRLPbfBi09LSePXVV1mwYEHQ8ZiYGDIyMgDYvHkzycnJdeYVFxdXY8tBfb388stMmjSJxMTEwLHDhw8zY8YMVq5cWeWv84osy2Lo0KHMnTsXgHPPPZdt27bx/PPPM3Xq1KC0KSkpbNu2Legv+1DLqezNN9/kH//4B6+99hr9+vUjLS2Ne+65h8TExCrl1lR2KPcBCGo5GThwICNGjCApKYk333yTX/3qVyHVpT73KdT61qSuspYtW8b06dPp1KkThmEwePBgbrjhBjZu3Fhn3pXHH3Xs2JGsrCwA9u3bh9frZfTo0YHzdrud4cOHs3Pnznq9hiFDhgQ9T05O5uKLL2bAgAFMnDiRCRMmcPXVVweNEWqJpKtICBGaPR+DuwCc0cHHndH+47s/apRi33nnHXr37o3dbg8cKyoqYvfu3fTr1w/wBzehBC4N1VV08OBBVq1axS233BJ0fOPGjWRlZTF48GBsNhs2m401a9bw7LPPYrPZAgNaO3bsSN++fYOu7dOnT5Wy77rrLt5//30+/fRTzjrrrHqXU9msWbN44IEHuP766xkwYAA33XQT9957L/PmzauStqayQ7kP1WnTpg29e/dm7969Idcl1PtUW33btWuHYRhkZmYGpc/MzKRDhw4hl9WjRw/WrFlDYWEhhw8fZv369Xi9Xrp3717na6/42QXQNA3Lsuq8rpyu61W6d7xeb5V0lQduG4bBypUr+fDDD+nbty8LFy7k7LPP5sCBAyGX3RxJ4BIC2atICKD3RHBGgTs/+Lg733+89yWNUuyJEycoKioKOvbiiy8CBKY/b926lUGDBtWZ1+23305aWlqtj8otB9V55ZVXSEhIqDKL6eKLL2br1q1B+Q0dOpQbb7yRtLQ0DMPfUjV69OgqU3Z3795NUlISAEop7rrrLpYvX84nn3xCt27dTqmcyoqLi9H14B/7hmEE/RKtq+xQ7kN1CgsL2bdvHx07dgy5LnXdp1Dq63A4GDJkCKtXrw4csyyL1atXM3LkyHqVBf7goGPHjpw4cYKPPvqIK664os7XXpsePXoExqWU83q9bNiwIRBIxcfHB1oXAfLz80MOPjRNY/To0Tz66KNs3rwZh8PB8uXLT6vOTe60OppaGRnjIlqyljrG5e9//7sC1NNPP612796tnn32WeV0OtXLL78cSJOUlKQeeughdeTIEZWbm9todVHKP46iS5cugTEKdalu7Mn69euVzWZTTzzxhNqzZ4/6xz/+ocLDw9Wrr76qlFLqjjvuUDExMeqzzz5TGRkZgUdxcXG9ylm4cKG66KKLAs+nTp2qOnXqpN5//3114MAB9e6776p27dqp++67L5Am1LLrug+//e1v1WeffaYOHDigvvzySzVu3DjVrl07lZWVFXJd6rpPodb39ddfV06nUy1ZskTt2LFD/frXv1Zt2rRRR48eDbmsFStWqA8//FDt379fffzxxyo5OVmNGDFCeTyeGt+Tmt6XK664Qk2dOjXwfMaMGSoxMVF9+OGHavv27Wrq1KkqNjZW5eTkKKWUeuCBB1SHDh3U559/rr799lt15ZVXqsjIyCpjXCqX89VXX6knnnhCbdiwQR08eFC9+eabyuFwqP/+97+11vl0nIkxLhK41IMELqIla5DApTBbqUXnK/XU2f7A5amzlVp0gf94I7EsS/3xj39UXbt2VVFRUWrUqFHqgw8+CEqzbNkylZiYqAD1u9/9rtHqopRSH330kQLUrl27Qkpf06DZ//znP6p///7K6XQGpnmXo8LU7oqPV155pV7lzJkzRyUlJQWe5+fnqxkzZqguXbool8ulunfvrn7/+98rt9td77Lrug/XXXed6tixo3I4HKpTp07quuuuU3v37q1XXeq6T/Wp78KFC1WXLl2Uw+FQw4cPV1999VWVOtdW1htvvKG6d++uHA6H6tChg0pJSQkpSA4lcCkpKVF33323ateuXbXTofPy8tR1112noqOjVefOndWSJUuqHZxbuZwdO3aoiRMnBqZZ9+7dWy1cuLDOOp+OMxG4aEq19HlRZ05+fj4xMTHk5eURHR1d9wVCNCOlpaUcOHCAbt261WtAZxXfvgkrHwZbGPhKYPwfYWDVBdiEEK1PbT9nGup3qIxxEULUT78pkDgYio/7v/a7qqlrJIRoRWQ6tBCifgwbjLkfinP8X8/Acv9CCFFOfuIIIeovcRBM++/J9VyEEOIMka4iIcSpkaBFCNEEJHARQgghRIshgUsIZAE6IYQQonmQwCUEKSkp7Nixgw0bNjR1VYQQQohWTQIXIYQQQrQYErgIIYQQosWQwEUIIYQQLYYELkIIIUQzNnbsWO65556mrkazIYGLECIk3vR03Pv31/jwpqc3avlHjx7l5z//OR06dMDhcJCYmMhTTz0VOH/vvfcyZcqURq3D559/zuTJk0lMTETTNN57771a0//pT39C07Qqv3S6du2KpmlVHikpKSHn8cgjj1S5/pxzzjmlMsoVFBRwzz33kJSURFhYGKNGjaoyKWHRokUMHDiQ6OhooqOjGTlyJB9++OEp3afU1FS6du2Ky+VixIgRrF+/vt5l1XWfQkljmiYPP/ww3bp1IywsjB49evD4449TcSu/efPmMWzYMKKiokhISODKK69k165dQfmEcs/ret9E3WTlXCFEnbzp6Ry65Vas0tIa0+guF11eWow9MbFR6nDbbbfh9XpZtWoVsbGxZGZmkpubGzi/fv16LrvsskYpu1xRURHJyclMnz69ziBpw4YNvPDCCwwcOLDac6ZpBp5v27aN8ePHc80111RJV1MeAP369WPVqlWB5zbbyR/poZZR0S233MK2bdtYtmwZiYmJvPrqq4wbN44dO3bQqVMnAM466yz+9Kc/0atXL5RSLF26lCuuuILNmzfTr18/ILT79MYbbzBz5kyef/55RowYwYIFC5g4cSK7du0iISEh5LJCuU91pXnyySdZtGgRS5cupV+/fnzzzTdMmzaNmJgYfvOb3wCwZs0aUlJSGDZsGD6fj4ceeogJEyawY8cOIiIi6nXPa3vfmhOPx4PD4WjqalR1WntLtzINtSW3EE2htu3m61K6b5/afeFFas/4CWrvZT+t8tgzfoLafeFFqnTfvkaoud/EiRPVOeeco1588UW1f//+wHG3261sNpsCAo8RI0Y0Wj3KAWr58uXVnisoKFC9evVSK1euVGPGjFEzZsyoNa8ZM2aoHj16KMuyQs5jzpw5Kjk5OeT6VldGRcXFxcowDPX+++8HHR88eLD6/e9/X2vesbGx6qWXXqr2XE33afjw4SolJSXw3DRNlZiYqObNm1evskK513Wlueyyy9T06dODjk2ZMkXdeOONNdYjKytLAWrNmjU1pqnuntf3fVNKqTFjxqi7775bzZo1S8XGxqr27durOXPmBKUpLS1Vd999t4qPj1dOp1ONHj1arV+/PnA+KSlJPfPMM0HXJCcnB+UzZswYlZKSombMmKHatm2rxo4dq5RS6q233lL9+/dXLpdLxcXFqYsvvlgVFhZWW9fafs401O9Q6SoSQoRMczjQnc4qD62R/yrz+XxccsklvP7664wfP57U1FQuv/xyCgsLsdlsfPnllwCkpaWRkZHBihUrqs1n7ty5REZG1vo4dOjQadc3JSWFyy67jHHjxtWZ1uPx8OqrrzJ9+nQ0TatXHnv27CExMZHu3btz44031lj3msqoyOfzYZomLpcr6HhYWBhffPFFtdeYpsnrr79OUVERI0eOrOulBtVn48aNQa9N13XGjRvHunXr6lVWKPeprjSjRo1i9erV7N69G4AtW7bwxRdfMGnSpBrzzMvLAyAuLq7G11jTPQ/1fato6dKlRERE8PXXXzN//nwee+wxVq5cGTh/33338c4777B06VI2bdpEz549mThxIjk5OXXmXbkch8PBl19+yfPPP09GRgY33HAD06dPZ+fOnXz22WdMmTIlqBvtTGue7VNCCFHBjBkzuOiii0hOTgbgqaeeomvXrixatIhZs2aRnp5O27ZtA+drcvvtt3PttdfWmibxNLu6Xn/9dTZt2hTygpXvvfceubm53HzzzfXKY8SIESxZsoSzzz6bjIwMHn30US644AK2bdtGVFRUnWVUFhUVxciRI3n88cfp06cP7du355///Cfr1q2jZ8+eQWm3bt3KyJEjKS0tJTIykuXLl9O3b9+QXi/AsWPHME2T9u3bBx1v37493333XchlhXKfQknzwAMPkJ+fzznnnINhGJimyRNPPMGNN95YbXrLsrjnnnsYPXo0/fv3rzZNTfe8Pu9bRQMHDmTOnDkA9OrVi+eee47Vq1czfvx4ioqKWLRoEUuWLAkEW4sXL2blypW8/PLLzJo1q8Z8K+vVqxfz588PPN+0aRM+n48pU6aQlJQEwIABA0LOrzFI4CKEaNbS0tJ49dVXWbBgQdDxmJgYMjIyANi8eXOdQQv4/zqu6S/khnD48GFmzJjBypUrq7Rc1OTll19m0qRJgYAp1DwqtgYMHDiQESNGkJSUxJtvvsmvfvWrWsuoybJly5g+fTqdOnXCMAwGDx7MDTfcwMaNG4PSnX322aSlpZGXl8fbb7/N1KlTWbNmTb2Cl1DVVFZUVFSd9ynUe/nmm2/yj3/8g9dee41+/fqRlpbGPffcQ2JiIlOnTq2SPiUlhW3bttXYEgU13/P6vG8VVR6b07FjR7KysgDYt28fXq+X0aNHB87b7XaGDx/Ozp07a8yzOkOGDAl6npyczMUXX8yAAQOYOHEiEyZM4OqrryY2NrZe+TYk6SoKgexVJETTeeedd+jduzd2uz1wrKioiN27dwcGaKalpYUUuDR2V9HGjRvJyspi8ODB2Gw2bDYba9as4dlnn8VmswUN3AQ4ePAgq1at4pZbbjnlPMq1adOG3r17s3fv3jrLqEmPHj1Ys2YNhYWFHD58mPXr1+P1eunevXtQOofDQc+ePRkyZAjz5s0jOTmZ//u//wv1NtGuXTsMwyAzMzPoeGZmJh06dAiprFDuU6j3ctasWTzwwANcf/31DBgwgJtuuol7772XefPmVan7XXfdxfvvv8+nn37KWWedVe3rq889r+l9q6zi5x9A0zQsy6oz/3K6rlfp3vF6vVXSlQ80LmcYBitXruTDDz+kb9++LFy4kLPPPpsDBw6EXHZDk8AlBLJXkRBN58SJExQVFQUde/HFFwECM1a2bt3KoEGD6szr9ttvJy0trdbH6XQVXXzxxWzdujUov6FDh3LjjTeSlpaGYRhB6V955RUSEhKCZkPVN49yhYWF7Nu3j44dO9ZZRl0iIiLo2LEjJ06c4KOPPuKKK66oNb1lWbjd7pDzdzgcDBkyhNWrVwflsXr16jrHypSXFcp9CvVeFhcXo+vBvw4NwwgKDJRS3HXXXSxfvpxPPvmEbt261VjH+tzzmt63+ujRo0dgXEo5r9fLhg0bAq1g8fHxgRZKgPz8/JCDD03TGD16NI8++iibN2/G4XCwfPnyU67v6ZKuIiFEyJTHQ3V/4ymPp9HKHDFiBKmpqTzzzDP89Kc/ZcWKFTz44IP89a9/DTRXW5bFrl27SE9PJyIigpiYmGrzOt2uosLCwqC/jA8cOEBaWhpxcXF06dKFqKioKmMeIiIiaNu2bZXjlmXxyiuvMHXq1KDpsKHm8bvf/Y7JkyeTlJREeno6c+bMwTAMbrjhhjrLKPfcc8+xfPnyQADx0UcfoZTi7LPPZu/evcyaNYtzzjmHadOmBa558MEHmTRpEl26dKGgoIDXXnuNzz77jI8++ijk+wQwc+ZMpk6dytChQxk+fDgLFiygqKgo5LJCuU+h3svJkyfzxBNP0KVLF/r168fmzZt5+umnmT59eiBNSkoKr732Gv/617+Iiori6NGjgL/LMiwsLOR7Hsr7Vl8RERHccccdzJo1K3CP58+fT3FxcaD76aKLLmLJkiVMnjyZNm3aMHv27BqD4Iq+/vprVq9ezYQJE0hISODrr78mOzubPn36nHJ9T5cELkKIOukuF7rLhVVaivL5ak3T0H7xi19w6NAhnn32WebMmcOAAQN49913ufTSSwNp/vjHP3L//fczd+5cfve73/HnP/+5wesB8M0333DhhRcGns+cOROAqVOnsmTJknrltWrVKg4dOhT0y7E+fvjhB2644QaOHz9OfHw8559/Pl999RXx8fEhl3Hs2DH27dsXeJ6Xl8eDDz7IDz/8QFxcHD/72c944okngropsrKy+OUvf0lGRgYxMTEMHDiQjz76iPHjxwfShHKfrrvuOrKzs5k9ezZHjx5l0KBBrFixImjAbihlNYSFCxfy8MMPc+edd5KVlUViYiK33XYbs2fPDqRZtGgR4F/FtqJXXnklaABuXfc8lPftVPzpT3/CsixuuukmCgoKGDp0KB999FEguH/wwQc5cOAAP/3pT4mJieHxxx8PqcUlOjqazz//nAULFpCfn09SUhJ/+ctfap1x1dg01ZRzmlqY/Px8YmJiyMvLIzo6uqmrI0S9lJaWcuDAAbp16xbywNGKvOnpdS5A11iLzwkhWobafs401O9QaXERQoREghIhRHMgg3OFEEII0WJI4CKEEEKIFkMCFyGEEEK0GBK4CNHKyHh8IURjORM/XyRwEaKVKF+zwdOIa64IIVq34uJioOpKvw1JZhUJ0UrYbDbCw8PJzs7GbrdXWSlUCCFOlVKK4uJisrKyaNOmTUiL250qCVyEaCU0TaNjx44cOHCAgwcPNnV1hBA/Qm3atKmy31RDk8BFiFbE4XDQq1cv6S4SQjQ4u93eqC0t5SRwEaKV0XX9lFbOFUKI5qDVdXJfddVVxMbGcvXVVzd1VYQQQghRT60ucJkxYwZ///vfm7oaQgghhDgFrS5wGTt2LFFRUU1dDSGEEEKcgmYVuHz++edMnjyZxMRENE3jvffeq5ImNTWVrl274nK5GDFiBOvXrz/zFRVCCCFEk2hWgUtRURHJycmkpqZWe/6NN95g5syZzJkzh02bNpGcnMzEiRPJysoKpBk0aBD9+/ev8khPTz9TL0MIIYQQjaRZzSqaNGkSkyZNqvH8008/za233sq0adMAeP755/nggw/429/+xgMPPABAWlpag9XH7XbjdrsDz/Pz8xssbyGEEELUX7NqcamNx+Nh48aNjBs3LnBM13XGjRvHunXrGqXMefPmERMTE3h07ty5UcoRQgghRGhaTOBy7NgxTNOkffv2Qcfbt2/P0aNHQ85n3LhxXHPNNfz3v//lrLPOqjXoefDBB8nLyws8Dh8+fMr1F0IIIcTpa1ZdRWfCqlWrQk7rdDpxOp2NWBshhBBC1EeLaXFp164dhmGQmZkZdDwzM7PR90VITU2lb9++DBs2rFHLEUIIIUTtWkzg4nA4GDJkCKtXrw4csyyL1atXM3LkyEYtOyUlhR07drBhw4ZGLUcIIYQQtWtWXUWFhYXs3bs38PzAgQOkpaURFxdHly5dmDlzJlOnTmXo0KEMHz6cBQsWUFRUFJhlJIQQQogft2YVuHzzzTdceOGFgeczZ84EYOrUqSxZsoTrrruO7OxsZs+ezdGjRxk0aBArVqyoMmC3oaWmppKamoppmo1ajhBCCCFqpymlVFNXoqXIz88nJiaGvLw8oqOjm7o6QgghRIvRUL9DW8wYFyGEEEIICVyEEEII0WJI4BICmQ4thBBCNA8yxqUeZIyLEEIIcWpkjIsQQgghWh0JXIQQQgjRYkjgIoQQQogWQwKXEMjgXCGEEKJ5kMG59SCDc4UQQohTI4NzhRBCCNHqSOAihBBCiBZDAhchhBBCtBgSuIRABucKIYQQzYMMzq0HGZwrhBBCnBoZnCuEEEKIVkcCFyGEEEK0GBK4CCGEEKLFkMBFCCGEEC2GBC5CCCGEaDEkcAmBTIcWQgghmgeZDl0PMh1aCCGEODUyHVoIIYQQrY4ELkIIIYRoMSRwEUIIIUSLIYGLEEIIIVoMCVyEEEII0WJI4CKEEEKIFkMClxDIOi5CCCFE8yDruNSDrOMihBBCnBpZx0UIIYQQrY4ELkIIIYRoMSRwEUIIIUSLIYGLEEIIIVoMCVyEEEII0WJI4CKEEEKIFkMCFyGEEEK0GBK4CCGEEKLFkMBFCCGEEC2GBC5CCCGEaDEkcAmB7FUkhBBCNA+yV1E9yF5FQgghxKmRvYqEEEII0epI4CKEEEKIFkMCFyGEEEK0GBK4CCGEEKLFkMBFCCGEEC2GBC5CCCGEaDEkcBFCCCFEiyGBixBCCCFaDAlchBBCCNFiSOAihBBCiBZDAhchhBBCtBgSuAghhBCixZDARQghhBAthgQuQgghhGgxWlXgcvjwYcaOHUvfvn0ZOHAgb731VlNXSQghhBD1YGvqCpxJNpuNBQsWMGjQII4ePcqQIUO49NJLiYiIaOqqCSGEECIErSpw6dixIx07dgSgQ4cOtGvXjpycHAlchBBCiBaiWXUVff7550yePJnExEQ0TeO9996rkiY1NZWuXbvicrkYMWIE69evP6WyNm7ciGmadO7c+TRrLYQQQogzpVm1uBQVFZGcnMz06dOZMmVKlfNvvPEGM2fO5Pnnn2fEiBEsWLCAiRMnsmvXLhISEgAYNGgQPp+vyrUff/wxiYmJAOTk5PDLX/6SxYsX11oft9uN2+0OPM/Pzz+dlyeEEEKI06QppVRTV6I6mqaxfPlyrrzyysCxESNGMGzYMJ577jkALMuic+fO3H333TzwwAMh5et2uxk/fjy33norN910U61pH3nkER599NEqx/Py8oiOjg79xQghhBCtXH5+PjExMaf9O7RZdRXVxuPxsHHjRsaNGxc4pus648aNY926dSHloZTi5ptv5qKLLqozaAF48MEHycvLCzwOHz58yvUXQgghxOlrMYHLsWPHME2T9u3bBx1v3749R48eDSmPL7/8kjfeeIP33nuPQYMGMWjQILZu3VpjeqfTSXR0dNBDCCGEEE2nWY1xaWznn38+lmXV+7rU1FRSU1MxTbMRaiWEEEKIULWYFpd27dphGAaZmZlBxzMzM+nQoUOjlp2SksKOHTvYsGFDo5YjhBBCiNq1mMDF4XAwZMgQVq9eHThmWRarV69m5MiRTVgzIYQQQpwpzaqrqLCwkL179waeHzhwgLS0NOLi4ujSpQszZ85k6tSpDB06lOHDh7NgwQKKioqYNm1aE9ZaCCGEEGdKswpcvvnmGy688MLA85kzZwIwdepUlixZwnXXXUd2djazZ8/m6NGjDBo0iBUrVlQZsNvQZIyLEEII0Tw023VcmqOGmoMuhBBCtDatbh0XIYQQQggJXIQQQgjRYkjgEoLU1FT69u3LsGHDmroqQgghRKsmY1zqQca4CCGEEKdGxrgIIYQQotWRwEUIIYQQLYYELiGQMS5CCCFE8yBjXOpBxrgIIYQQp0bGuAghhBCi1ZHARQghhBAthgQuQgghhGgxJHARQgghRIshgUsIZFaREEII0Tyc8qwir9fL0aNHKS4uJj4+nri4uIauW7Mjs4qEEEKIU9Mks4oKCgpYtGgRY8aMITo6mq5du9KnTx/i4+NJSkri1ltvZcOGDadcGSGEEEKI2oQcuDz99NN07dqVV155hXHjxvHee++RlpbG7t27WbduHXPmzMHn8zFhwgQuueQS9uzZ05j1FkIIIUQrFHJX0Q033MAf/vAH+vXrV2s6t9vNK6+8gsPhYPr06Q1SyeZCuoqEEEKIU9NQv0Nl5dx6kMBFCCGEODXNYuXcoqKi07m8xZBZRUIIIUTzcFqBy09+8pPAv1esWHHalWmuUlJS2LFjhww8FkIIIZrYaQUulmUF/v3QQw8Fnbv44otPJ2shhBBCiCpsp3OxpmmBf1ceKpOTk3M6WYsGZlmK7en55BR7iAt30C8xGl3X6r5QCCGEaEZOK3DJzs7mvffeIzk5OSiIAao8F01n7d5jLFqzj31ZhXhNhd3Q6JEQyR1jejCqZ7umrp4QQggRstMKXGbOnMl//vMf5s2bx/79+xk5ciS9e/emd+/eHD9+vKHqKE7D2r3HeGj5VgrdPmLDHTgMHY9psTOjgIeWb2XuVQPqDF6ktUYIIURzcVqBy7333hv0/MCBA2zbto1t27Zx/vnnn1bFxOmzLMWiNfsodPvoEO0KtIK5dIMO0TpH890sWrOP87q3rTEQkdYaIYQQzUm91nHZvn07TqeTnj17Nmadmq2Wto7L1h/yuG3ZN0Q4bbjsRpXzJV6TYrePF24ayoCzYqqcr6m15kSxl0inEVJrjRBCCAFNtI7LzJkz+etf/xp07IMPPuDGG2/k3nvv5fvvvz/lioiGl1PswWsqHEb1b7PT0PFaipxiT5VzlVtrXHYDXddw2Q06RDspdJssWrMPy5L1C4UQQpw59QpctmzZws9+9rPA8507d3LVVVexZs0aXn31VYYPH056enqDV7KptdQF6OLCHdgNDY9pVXvebVrYdY24cEeVc9vT89mXVUhsuKPagddtwu3syypke3p+o9RdCCGEqE69Ape8vDw6d+4ceP73v/+d7t27c/DgQX744QeSk5P505/+1OCVbGotdQG6fonR9EiI5ESxt8p0daUUucVeeiRE0i+xapPd6bTWCCGEEI2lXoHLWWedRUZGRuD56tWrueaaazAMA6fTyYMPPsjHH3/c4JUUp0bXNe4Y04NIp8HRfDclXhPLUpR4TY7mu4l0Gtwxpke1A3NPp7VGCCGEaCz1ClzGjRvH008/DcDBgwfZtGkTEyZMCJzv0aMHhw8fbtgaitMyqmc75l41gD4doyh2+8gqdFPs9tGnY1Stg2tPp7VGCCGEaCz1mg79hz/8gXPPPZfu3btTWlpK586dg6Y9Z2ZmEhkZ2eCVFKdnVM92nNe9bb3WYilvrXlo+VaO5rtpE27Haei4TYvcsllFNbXWCCGEEI2lXoFLp06d2LBhA88++yy5ubncddddQQM3P/nkE3r37t3glRSnT9e1aqc816a8taZ8HZc8S2HXNfp0jJJ1XIQQQjSJei9Al5SUxF/+8pdqz+3YsSNo1pFo+erbWiOr7AohhGhMIS9Ad+jQIbp06RJyxkeOHKFTp06nXLHmqKUtQHemySq7QgghanLGF6AbNmwYt912W61TgvPy8li8eDH9+/fnnXfeOeVKiUZkmY2Sbfkquzsz8olw2kiIchLhtAX2RFq791ijlCuEEKJ1CbmraMeOHTzxxBOMHz8el8vFkCFDSExMxOVyceLECXbs2MH27dsZPHgw8+fP59JLL23MeotTkZ4GH94Pk56ExEH1v94yQa+6dUBD7IkkhBBChCLkFpe2bdvy9NNPk5GRQWpqKr169eLYsWPs2bMHgBtvvJGNGzeybt06CVqaI9MHa56ErB3+r6avftenp8Erl/q/ViKr7AohhDhT6j04NysrC4fDwc9//nOGDx/eGHUSjWH7u5C+CcLb+r9uXw4Drwnt2spBz7XLwDj50Qllld08WWVXCCFEA6jXAnT//Oc/6d27N1dccQUjR45k6NChZGdnN1bdmo2WuldRQNExWLsQ0MAV4/+6dqH/eCiqC3oqkFV2hRBCnCn1ClweffRRfv7zn/Pdd98FlvZ/4IEHGqVizUlL3asoYF0qFByF8LKZPeHtoCAD1v219usgpKCnvqvsWpZi6w95rNmdzdYf8mSHaSGEECELeTo0gMPhYPfu3XTt2hWA7777jiFDhlBUVNRY9WtWWuR06COb4K2bQdPLAo8ypXmgLLh2KSSeW/P1qx6Fza9CZHv/wFzLhMJMOPcmGDc7kKx8VlGh26x2ld3y7QVkyrQQQrROZ3w6NIDP5yM8PDzw/JxzzsGyLI4ePXrKFRCNbM/H4C4AZ6UPiTPaf3z3RzVfe2QTbHsHHBEnZxPphv/5trchfXMgaeU9kY4VFFfZE0mmTAshhDhd9QpcAJYuXcratWspLCwEwGazUVxc3OAVEw2k90RwRoG70owed77/eO9Lar62nkHPqJ7tWDptOEsnOfk49kmWTnKydNpwRvVsV2XKtMtuoOsaLrtBh2gnhW6TRWv2SbeREEKIWtUrcLngggv44x//yPnnn0+bNm3o1asXpaWlvPzyy3z66acUFBQ0Vj3FqUo8F/r/DDxFJxefs0z/8/5X176eyykEPboy6bUzlZj8PfTamYqu/GXKlGkhhBANoV6By5o1a8jLy2PXrl28+uqrXHXVVYwZM4ZFixZx8cUXExsbS58+fRqrruJUjUyBqA5QXNYVU3wMojrCyDtrv+5Ugp4aZiCFMmXaK1OmhRBC1KHe67gA9OrVi169enH99dcHjh04cIBvvvmGzZs313KlaBIR7WDU3bDyYf+gXJT/eUQIg2FHpsDeVVCU7R+gW1vQU3kGUmGp/3mPC4OmTLvKxsvoysTS/P+WKdNCCCFCUe8xLjXp1q0b11xzDXPnzm2oLEVD6jcFEgdD8XH/135XhXZdedCDqjvoqWXadeUp0z18e5mb/wA9fHuDpkz36RAlU6WFEELU6JRaXEQLZNhgzP1QnOP/atTjre83xd/l8/0X0PX86oOeOmYg6X0nc8eYHjy0fCvZecU8qP2Drr7vuaboNWaq3xLpcvCTXu2YtnRDlanSt/2kOzFhDnKKPcSFO+iXGC17HgkhRCslgUtrkjgIpv232o0SaxVK0FM+Aymmc/BxZzTkHYbdHzFq7APMvWoAW/77Ir1z9nCcaHr7djM1bhP2Qdfyj68PUej2ERvuwGHoeEyLLYfzuOXv3xDhsKFrmqz7IoQQrVyDdRWJFqK+QUu58qCnpllIIc5AGtURbnd8SEy4k9i4dsSEO7nD8V82f7c3aKq0TbPwWYpSrw+316LYYxIf5ZB1X4QQopWTwEWErragJ9QZSOtS0QqO4oiKJ8ppwxEVjy8vneFH3whMlS4f/9KuYAemAruh4bMsPD4l674IIUQrJ4GLaDh1TbuuYRyM1whnvPU/+qr96Mrk+uLXSPJ9z6/V2zh1C13XUAp8ln8TR1n3RQghWi8JXETDqWsGUi0r8UZQwmDP11zg+Zxevj3katEM1PZzqbYOpUDTwKaf/LjKui9CCNE6tarAJTc3l6FDhzJo0CD69+/P4sWLm7pKPz61TbuuYRxMmFWEx4hgnbc3V5YsR6FRpEViKZimv0+MlYfTZuBynPy4yrovQgjROrWqwCUqKorPP/+ctLQ0vv76a+bOncvx48ebulo/LuUzkBL6Vp2BVMM4GM1ThPucqzhf30qseYwcYtA1OKHFkMAJbjb+S3yUEw3/FOiK6770S2whu3QLIYRoEK0qcDEMI7C7tdvtRimFUjK4s8HVNgOphnEwnQdP4GrnerxGOCYaXkuBplOMi8uNdZyj/ANxS7wmR/PdRDoN7hjTQ9ZzEUKIVqZZBS6ff/45kydPJjExEU3TeO+996qkSU1NpWvXrrhcLkaMGMH69evrVUZubi7JycmcddZZzJo1i3btZC2QmnjT03Hv31/jw5ueXvPFNc1AqmkczOH1uKxi2scnkNQ2nM6xYXRtF0FcXDti9FKGlH5NVqGbYrePPh2jmHvVAFnHRQghWqFmtQBdUVERycnJTJ8+nSlTplQ5/8YbbzBz5kyef/55RowYwYIFC5g4cSK7du0iISEBgEGDBuHz+apc+/HHH5OYmEibNm3YsmULmZmZTJkyhauvvpr27ds3+mtrabzp6Ry65Vas0tIa0+guF11eWow9MbF+mVe3Em/mVkh7Dc2dT7gr5mRasxAVHcuYsb+kV/jZsnKuEEK0cs0qcJk0aRKTJk2q8fzTTz/NrbfeyrRp0wB4/vnn+eCDD/jb3/7GAw88AEBaWlpIZbVv357k5GT+97//cfXVV1ebxu1243a7A8/z81vP1FurtBSrtBTNZkNzVB0AqzyeQJp6q24l3vLxL5tfBUekv8WmbB0Y7dyb6DXofHpVrqOl2J6eL1sBCCFEK9KsApfaeDweNm7cyIMPPhg4pus648aNY926dSHlkZmZSXh4OFFRUeTl5fH5559zxx131Jh+3rx5PProo6dd95ZMczjQnc4qxy1AVdOyVRtvenqFQCcaxjwHpQbs3w+A3vVq7LXtRG2ZgS6otXuPsWjNvqB9jbrHR3JJ/w50jguXQEYIIX6kWkzgcuzYMUzTrNKt0759e7777ruQ8jh48CC//vWvA4Ny7777bgYMGFBj+gcffJCZM2cGnufn59O5c+ca04uahdz19LubsG/+S9V1YNLT4MP7YdKTrC0+i4eWbw3a1yi3xMvXB46zbv9xoh0aYU6H7GkkhBA/Qi0mcGkIw4cPD7krCcDpdOKsprVB1F/IXU+dx0Lmp8HjX0wfrHkSsnag1jzJC0V3B/Y10jSNQreP7AI3lqXopx1gjvo7i43b+CYjiYeWb5WBvEII8SPSYgKXdu3aYRgGmZmZQcczMzPp0KFDo5admppKamoqpmk2ajmNIbh7pird5ar/4NrTUGfXU3XjX759E9I3QXhbfIc30tXzEenhF6FpGgrF8YISLKVw2RS/0d6lN4e4yfMGRyIf5HCel7n/3ckTVw1gQKcY6ToSQogWrsUELg6HgyFDhrB69WquvPJKACzLYvXq1dx1112NWnZKSgopKSnk5+cTExNT9wXNRKPODGpM5evA6AYUHYO1CwENXDFYpcXc4PsXu7VhFNKGs0r28Ih6nif0m+mpHWGAtp/jKprevt30ObGand5R7MjI55al33BOxyjpOhJCiBauWa3jUlhYSFpaWqA758CBA6SlpXHo0CEAZs6cyeLFi1m6dCk7d+7kjjvuoKioKDDLSASr2D2jh4dXeWg2W50zg5THg+V2V3koTyPvEVS+Dsy6VCg4CuH+YMMMa0s8J5hc8h66MvmF+5/01g5xr/46N2v/QaFRQDg+C36p/kNbPR8N/w7TOzMKeGj5VtbuPXayHKvltaIJIURr1qxaXL755hsuvPDCwPPygbFTp05lyZIlXHfddWRnZzN79myOHj3KoEGDWLFiRaOvw9KSu4rg1GYG6S4XusuFVVpaZ5pGU81u0mFOB/lGGGM8a/CVODnH2kuOimaI9h0mOoeVfz2fHKJpr53gZv1DnlbXEe6wEWfXOZrvZtGafZzXvS360S2BAb/VrvIrhBCi2WlWgcvYsWPrXIL/rrvuavSuocpaalfR6bAnJtLlpcVNOz6mfDfpmJMzuTQgMjoO88T3TCp5H6XpmJoNJ15MdDT8nx+lGRTj4jLtSz61nUexoz8aGm3C7ezLKmT7DzkM+NI/4Jc1T8K1y4L3VRJCCNEsyU9qUaP6BCV1DQL2ZWUBZV1P1Zyvtuup90RIe82/m3SF1XQjKcZn09BNk3QVS6yWC0qhYxGv53HUikMpRT5hdNKOMcm5hXfxT3t3Gjp5lsK2c3lgwC/pm/wr+Q68JuTXK4QQomlI4CJOWyiDgDWbDc1mQ/l8oXc91bSabkkuNkMnMqotnY1IlEdHKygEZRFDEblEUIqTaK2EUj2CLWHnBbJ0mxbxWj5dd/+N8gG/FJb6BwD3uNC/ZowQQohmSwKXELT0MS6NLZQ1WpTPR+LcJ7CV7SlVnWq7nkamQOXVdG0OMD1ozmjCNQ3sUWDFoYqOYaCIM0rJUg6iNTcfOyewz9bTX0/L4liBm4ecH2ArykTFdEQD/8DfggxY91cYN7sB74wQQoiGJoFLCFr6GJd6dc+chroGAdsSEnB2716/TMt3k1758MnVdIfdCpuXBXchRcSjFZ8AZRIWFUu7ghMcVbG8aZuMZSlOlHjILnDTj32MUms4ig2vWUpClJMIpw2PHoa16XV+aHchPQaeL+u9CCFEM9WspkOLhlXe9aJ8Pqzi4ioP5fM1/syghtBvCiQOhuLj/q/n3+vvQvIUVZjOrIHdBTYX4YZFtMvGp3HXkeGNIP1EIZn5/s0yp7o+pwM5WNgo9VocPlHC3qxC0gt82IqPsu3f/8fUV9YHT5kWQgjRbEiLy49Ys5gZ1BCqW023ui6k2K4QEQ8/bMDZ9Xxuv+Z3jNv6Fd4P/sDjTKUo9mx6FqSjY5FANoe0TnhMhc9U9NSPYWDRTctgd3qubBUghBDNlAQuP3LNPigpU/fWBAnYy1fTheq7kEb9Btr18q/NMuZ+dE2j/eZnMXzfc7ftXb72jCbRTKeIcCIoJtLKJ4coYinAiYciwulspXN1+HrecI88ud6LdBsJIUSzIYFLCGRwbuM65a0J+k3xT2OuuCGjYTu5XcC3b+LKTiOTaPr4dtHTOoBCI9tIwGUeIp4TFGpOEsjFRCfbSCDayueq0uV8FZbMviyN7en5DDir5Y1rEkKIHysZ4xKClJQUduzYwYYNG5q6Ks3aqW4PcMpbE5R3ISX0PdmFBEF7HGmaTpEWgZNS2lrHKdAiMTE4RiwGFklkYmBxnDhMDPK0GNpax7nG+x+8liKnuJG3NhBCCFEv0uIiTltDbQ9wKlsTBG3IWFHZHkf2qPZEuXOxmz40FDEqn+NaWwr0GGLNXJz4KMVOgRHtL0vTKcG/pcBHtmHEhQ+r6+ULIYQ4gyRwEaetyQcBVw5aKuxxpOkG8Q43eomFD41IVUC+FUGh5aBIuXBqhRTjxONT2AzQNY0CFUaCymaCPY0+HW5pnDoLIYQ4JRK4iAbRrAYBV9rjyBnRBst9AmUpNCzCrEIKVCxuHJjouJUDC4XHp9A0iFTFFODi/dKB/HfpBu4Y00NmFwkhRDMhY1xCkJqaSt++fRk2TLoNWoTeE8EZ5V+gDsAejh4Wi02zUGgUahG4DAgzLHbqvXBoJjqWf3tGZRGhlbLGMYasyD7szCjgoeVbZV0XIYRoJiRwCYEMzm1hyvc4qrhAXXhbFBoe7Jh6GLHkc1xvS2r0veTa2tJWK0AD2pLPCaMtK6Km4LIbdIh2Uug2WbRmH5ZV+87lQgghGp8ELqLZqDwrySwsxCwowCoqQnm9eA4fxr1/f+DhTU+vObORKRDVwb8wHUBpLu6wDpTgIpIiNBTvhU3hiK0zb9qvREMRRRG6Bm/YryBf90+B1jSNNuF29mUVsj09/wzcBSGEELWRMS6iyVU3K0n5fJg5OaDKWjk0jaOzZ5+c8kwNa7uUq2aBuuyhv+P7L15jsLWdbfaB/M9xAQCr9dEMs9Zwnr6Dr1Rf/mf/CWHKxNL8g36dhk6eTI0WQohmQQIX0eSqm5XkOXyYow8/DIYNzW4HXUeznfy4Ko+n+rVdKqq0QN1ZP7mJF3c5iMpcyD/Drg8EJpph5zlrCm20Al7UrqaPfpBf57/I4ojb2Gfridu0sOsaceFVd74WQghxZkngIpqFaltNbHb/InSV1nZRXq9/IK3P331UWWDqdaU9jnSbnUvHX8Jv3+1AfjG0CTdxGjpoih105wbvbJJiw/htyXy6mt9zffE/+VPEfeQWK/p0jKJfYnTjvHghhBAh05RSMuIwRPn5+cTExJCXl0d0tPwSa0zu/fs5dMutVQIX5fXi+f57lGWBUhhxcf4WmQqqdCFZZtBaL2v3HmPRmn3syyrEaynsukbbSAdZBW7G+z7nHrUMj+YkXBWRqyJ4wvU7pl19pUyJFkKI09BQv0OlxSUEsldR86EsC6UUaP6ND/WwMNB1sCz/ea8Xq7CA0j17At1IlRe/G9WzHed1b8v29Hxyij3EhTvolxjNNzt2k/CvDzC9kKfCaMsxoijgydh/Edft5jP+WoUQQlQlLS71IC0uZ05NLS6W243n4MHAc3unTvjS0wl8jJWq0hJTsQWm1l2o16ai7fk3vrbt0Nz5OIsz0FBgC+Pw6HkcSLw0EOTIjtFCCFE/0uIiBEBZC4ymaaBp/i4k/C0xmsMRNIi31l2ofR4oPoZut9PlSoXdexw0HRPAW4L12ZP80YikyNaGnvFh3D6298muo0pdUUIIIRqPrOMimrXKa7sojyfQqhKkLHApf5Rv2Kg5Ts4EqnUXasOHpllYPg2rIAcsL6Zm4LU0FJDAcX5lW0Gy7SD3/nAvr7z9nn813fQ0eOVS/1chhBCNTlpcRLNU447TPq8/aNG0QCtLFUr5Ax78gU/54nXgHwOj2e1Vd6HWY7FKc1FeC0rzUU4dX9neRhY6RVokYz2f0c/cQXftEDe6X2fxp2czMuKvaFk7YM2TcO2yoHVmhBBCNDwZ41IPMsblzKpuPIrn8GEy/vAwelgYutOJUgrPwYNouu7vKjJN8HrBZvMHNWWtM7a2cQD4jueAruPs2jWoNQbAOn4Yq+AEXcbkYIs18JgmNizyiSJHb0sn6wigkau3waHcfKYN5wrXZuzOcPCVwPg/wsBrpOtICCGqIWNcxI9eTTtOlw+6VWUtKyjlH9tSHqgEEp5sjdFcYSePK+UfF1M54/A4KCzA0sA0TQxl4cMgU0XTVh3HpZVSSCQFhNNWlfBT9QmWFQOuGCgshbULISIePpsHk56ExEENcyOEEEIEyBgX0aKUdyEpnw+ruBhVWnJyzEuloEXT9UBLjOZw+FtYqutaCmRuw2ePxKPs6JhoQLaKAU2jLXloCpQy8fosDOXFqTwoX9k2AOHtoCADPpgJ5V1Hpq/msoQQQpwSaXERLUrl7QHKu440m39rAOX14svK8ieubhBvLRSQ53OQS3eGsx0fBnlEkKQyMDSFD51wPLTTThBNMQAOXz7FRfmER0T7czjxPUS2h/RN/u0GBl7TsDdACCFaOQlcQiAL0DUvFbuQdJcLIyoqMIg3MJC3vPsI/w7Pmq4HnlccvFuRp6QUr2XxYdhVdNZPEGEVEKMKidA8KMCLgQ2LduSjo1CAphS+/EwKdQeRpQWgLP9D0/xdRz0u9G/4KIQQokHI4Nx6kMG5zVPFQbzlmzNqrrDA4FtN1wOtMe4DB8Cyqt0qwO01OeqGVy6/h+KoaO4v/BODvRvLWm00/ywlNJx40fC30GiAGzvFWjhtKEDXDYjrBoYTCjPh3Jtg3OwzeTuEEKJZksG5QpSpMojXZg+s41KRZrdj79QJVVxEh8cfx9G5c9D53UcLWPDBbtzhsbh0g42ec+lXsIVcKwKbZhJNEQCesm8b3VBoERY2TGLIR6GhwmLR7OH+DB0RsO1t6DsZEs9tnBcvhBCtjAQu4kepuq4gwL+nkc2Oo3NnnN27B53q11URu7OUnRkFnKOdYOSKVWR42+ArG8NegNO/BUAZ3VB0HJOLI8JER+HBhulsS3h5Amc05B2G3R9J4CKEEA1EZhWJH5XKs44qP5TPF0hT5Vpd444xPYh0GuTlFuL1GShdQ7cplA00m0K3WWg2C01XmKaOMjUsNFBgKB+lJSUnM3TngzMKel9yBu+AEEL8uEmLi/hRqTzrqDqVd4uuaFTPdsy9agBvvpuLBxsFRjgxeiEWNnwYOLHQARPwWQYlOHBRhAJ0FPaSLApdEUQ6dPAU+ce4dBjQKK9VCCFaIwlcxI9OTUFJqEb1bMe5UwZy4H0npiMS3e3BaflwWzqqbFiut+xbJ1dF0YZiPNjQUYRTwrH8Y0SE62hRHaHbT/x7GcmCdEII0SCkq0iIaui6ht2mE+5yoke1R9fAaSgsdLxlQQpAuFaKF4N8FUGO7t9WINY8js/ng/PuhPUvyIJ0QgjRgKTFRfzoVbfnUUW1dR0BENYGSk6gewrx2sLJ9rlI4AQ6ijBK8WEjz4hF1w1KzELCKabUiMCuTP9CdOFtZUE6IYRoIBK4iB81b3o6h265tc7ApctLi2sJXjSI6gB5R1ARHSjMtYjRinDhxtCgwIhB0wwUcEyLo6PyYrhzUR/MRHNEQmQMqrCU0jUL2MwAouI60i8xGl2vZfsBIYQQ1ZLARfyoWaWlWKWl/i0BKu0GDWXTpsvSVOfktGoDojpjRyNcKybfjMCJF1OzUUQEllJ4TUWpslNIIn28h1AofJoNd6mX7JIwogt+4LvlT/KS4xf0SIjkjjE9GNVTVtUVQoj6kDEuolUoX5Cu8qO6YAZqmlZdgioupq1ugjLIssVRbITjUkV4fBZW2SLUnfXj6Cj/No3eEvJOZFPig1ItjEu1Lxlk+56dGQU8tHwra/ceO5O3QQghWjxpcQmB7FXUelQcD9Nh9sNYbnfQed3pxJaQwOaDJ1iWlsmQvDeZbH2ChhOFjh0vkaoIpYGJA135iCMXtxFBMeEkqGzONzdwKLo3R/PdLFqzj/O6t5VuIyGECJEELiFISUkhJSUlsM+C+HGqz3iY8y4cgu+sbB55vZjh3s20JY/jWhvO4hgKDVNpaJqJDx07PqKtE3j0MLzYOM/7FevN8ygN78a+rEK2p+cz4Cz5XAkhRCikq0iIMhXHw+jh4VUems0WSGNZihc+30+WGcXL5qXoGrQlDxceclQkuUShK4WGhoVOtCokzMynBCftrUyuL/4nYbrCNH3kFHua+qULIUSLIYGLEJWEMh5me3o++7IKiQmz8yGj2Kq6E0c+FhpHieWYisGHgYGJiYaBiU35aG9lUajC6OXbzZUlb/GiOZvE4l1N+GqFEKJlkcBFtArK48Fyu6s8lOfUWjtyij14TUWUy4bN5mCh+TP2qkSOqyiiKMWHQbaKQQPsmCgUds2/k3SYKkEpxbXud+nNQXruTAWfu/qCLBlXJYQQFUngIn7UTmfTxdrEhTuwGxpeU9FbKyIvP5w7jt/DitxhuArc6Pkmefnh5OW7sIo0SnFgx4cXgzDc6HgJpwSbzY52+Gv46yhITwsuJD3Nv11A5eNCCNGKyeBc8aNWn00X3fv3h5xvv8RoeiREkrX3IL/5bBGGx41pgY7FCS0cGx4sdI4TRa4RQeKYHKwIDRMDDR9tKAJNw26VgrsESk7A6sfg52+CYfNvD7DmyZPbBVy7zH9cCCFaOflJKH70TnfTxerousYdY3rwf/v3+4MW3UaJ7m/A1LGI1/LQUGCB1zTQTPBhAKABGgoNHSwfKAWaBoe+OrktwPZ3q24X0H8K6EZwRSyz6jEhhPgRk8BFtFoV12zxZWXhPngQq6QE5fVi2WygaWi2sm8RTfMHGBWM6tkOfVxvWKnj1o3AjtE5RBOllRJBCSXYcZSNU9GxUGgYWP4tGpWJBqDbQNPBV+pvXek4ENYuBDRwxUBh2fGvF8FlT5/cZTo9DT68X3aeFkK0KhK4iFYpaM0W04fveA5Ylv9Rka77gxZNw4iLw4iMDBoPc25SLIciHEQ7XRRaBseL/F1GmaoNiZqJFwMX/l2h7fjXddE0KA+BFIBu97fOYEJ+OvzrLig4CpHt/YnC2sKxXf56lHcbgXQlCSFaJflJJ1qlimu2UN6qYhj+B/hbV5TClpDgf2766PD4Y7h69ara9aRpOG0GYU4nYQ6DjLxSSr1O9quOtFc5gMLyt62ga5a/ZwhAAxMd0/TPNjKUBYbd3zUUkXCyC6j4GFhe0Aw4/LW/2wglO08LIVolCVxEqxZYm0XT0MpbVwBlWaAUekSEv+uo2Id5PIdS9lC6Z0/geu/Ro4EASGkakU4HndqEcfB4ETbNIlqVoEwNTdNwF9vA529l0QE0UGh40HAAhqHj0Iv941ZU2TRonxeKsvz/ViZ4S+GLZ/DnUqErae1C6HEhRMimjUKIHzcJXISohfJ68aang2mS8fDD1SRQYFlYeXlohoEjKYkwhwOX3SDKm1O2AJ1BaYmNnG8iUGbNexJpNugyNgdHhEZgpYL8w6AqdF85IuHEAX/c0raH/1h4OyjIgHV/hXGzG+y1CyFEcyTruAhRm7IuowBdr/ooT2pZ/kXt3G7aG26izUIsUwc0CqxIlKmDrtBtFppNodks9LIHusLyaZg+MDU7VlE2qiAT3Pkny9Z0KM31L1ZnecAsW7RON8ARAdvehvTNZ+S2CCFEU5HARYhQlA3Q1XQdzTACj/KuJQCUwiopwSouxlGaj+5TKKWDDYq0MH/njq7QDVCGjmbo6IY/7tB0hQZ4lA2f6QPlQxVmcDJk0kC3+8e6KNMfTJVWCGqc0eAugN0fnbFbIoQQTaFVdhUVFxfTp08frrnmGp566qmmro5oyTQNbDZs8fFlA3gfx9G5s3+2z4cPojQNjzOC4mKTXDzomCg0LM1AKYUWGLYLoChVTiLwoBToWvlR0Ay7v3VH6Se7jlzRJ+vhzgdnFPS+5My9diGEaAKtMnB54oknOO+885q6GqIZCOxVpJR/QG7ghL+tQ3m9VdZvqULT0Ox2lKbh6NwZZ/fu0L07FG6Eza/iiozGgU5eWfuJiY6FjlE2TbpsmC0WGi7NjX9P6bJ1YwLBi1Y2E8kG+PzdRobTf9IywVME594k67kIIX70Wl1X0Z49e/juu++YNGlSU1dFNKGKexgpd9l2AOXruJTNKAKw3GXjSLSaB9XWaGQKRHWA4mNolLeglLexKCz8418oW8UFwIaJBVjomBW/Pc2yAMvy+ruMYs7yT5MG/9eojjDyzvrXUQghWphm1eLy+eef8+c//5mNGzeSkZHB8uXLufLKK4PSpKam8uc//5mjR4+SnJzMwoULGT58eMhl/O53v+PPf/4za9eubeDai5ak8h5Gvqysk0FKGd3pxHK7Ofrww2g2O97s7NozNX14Dh8OPpZ0Pb5Vz+IuyENZGpY9HN1yYykw0fChY2gWFnpZq4uOjsWxomgcpocI7WSdNM0EdHxtz4P487HtfAUKToCpoO/1kJkP5Af2XhJCiB+jZhW4FBUVkZyczPTp05kyZUqV82+88QYzZ87k+eefZ8SIESxYsICJEyeya9cuEsoWChs0aBA+n6/KtR9//DEbNmygd+/e9O7dO6TAxe12467wyyw/P7+W1KKlqfjL3dm9e7Vp3Pv3g82OKptdpCqvrFveMlNaipmTQ8YfHkaz20+e9vkwj5XtSYQGbhNL6fg7hjT/AnToGGEWoNAxKS2yk7smDMN0kENEpeJ0TM/3oH2PLcwJlhtsTvjibdDeAfytSV1eWizBixDiR6lZBS6TJk2qtQvn6aef5tZbb2XatGkAPP/883zwwQf87W9/44EHHgAgLS2txuu/+uorXn/9dd566y0KCwvxer1ER0cze3b1a1/MmzePRx999NRfkGjxyruUrKJC/4HKgQv4u5FMf7Cs2e3o4eGBU8rjwdQM0MyywSyaf3yKZQY6iCw0dEtDt1vYDMUxMwzdtPwzjXTlT1e2V5LSXZgeC0wLLTwazQdEJYAtLFBe+arAQgjxY6QpVdfIw6ahaVpQV5HH4yE8PJy33347qPto6tSp5Obm8q9//ate+S9ZsoRt27bVOquouhaXzp07k5eXR3R0dI3XiR+X8s0Yq+tOgpNdShkPz8aIjkZ3OgPnLLcbz8GD/idKYU9MRHPYIe8HlKeYEtNBgS8cc4jBsNhdOCNMcvPDOLYm2r/Oi6EqDMzVUJYNT74/L0e7MPT47kHjbyy3G6u4mC4vLa6xFUkIIZpCfn4+MTExp/07tFm1uNTm2LFjmKZJ+/btg463b9+e7777rlHKdDqdOCv8EhKtU3mXS22BgHv//pM7SddE09AcDn9gE5sIeUfQjbbohR52tenGiIhdZZsyeinfhlGh4cOODR9eZcOmfKAMQANfiX9BurDYhnmhQgjRArSYwKWh3XzzzSGnTU1NJTU1FdM0G69CosUpb4kB8Bw+jPJ6/V01lE2jhior75af1zQbWrueuNweHJbFlJjdWM52nCiFNhwvT+1fRRcdD3b08oXnKirM8q/fotuAZtl4KoQQDarFBC7t2rXDMAwyMzODjmdmZtKhQ4dGLTslJYWUlJRAM5cQ3vR0Dt1y68mxJD4vZk4OZnm3TfkAccOACgGvNz3d3/KiaTiSkvwH3QW43PkURsRSZBVQ8RNmKh00/6q6Nix/aKJpZeNlbP7p0YXZEBYDeUcgLL5xX7gQQjSxFrOOi8PhYMiQIaxevTpwzLIsVq9ezciRI5uwZqI1Kh8Aq9ls6OHhaK6wwLYAQWu+VF7/pXz3aaX8M5V8JeAtplRzklXgJZ7cCivpatjwoRQYyoeGwlfxbw0N/0DfkhzIP+LPq+hY3QvmCSFEC9asWlwKCwvZu3dv4PmBAwdIS0sjLi6OLl26MHPmTKZOncrQoUMZPnw4CxYsoKioKDDLSIgzrXzMigWBlhSo0GlTKXDRNO3k1GqPB0ryQVlku11E2QoJx01p2belsvwL1Wn+zicsNCxTQyvLXJnKP7XadIPPBM1AeUtBFZ+BVy6EEE2jWQUu33zzDRdeeGHg+cyZMwH/zKElS5Zw3XXXkZ2dzezZszl69CiDBg1ixYoVVQbsNjQZ4yLqoul6UFASUGn6dGAdmLINGTXdiWbXcVFIO3L9pwwNzVAoU8dj2bDjw40dGxaadXKWkdetMHQLTZVNsdZ1UCa6VYhuFvq3AtCN2iseShohhGhGmu106OaooaZyiZbPvX8/h265FT08PDD9WXm9KMtClZTgzcgATcNo29a/wL9S/tYYmwE+E+Xz0W7Gb3AmJZH17T9ou+ctbKaP0hK7f626UoXPsvGt1Z14Ty6r1GB6ODMYbO6myApD1w1wKGLJxWHTsCd0BF1H1ywcRjb2GAMiO8AVz9W8f1F6Gnx4P0x6UvY4EkI0ulY3HVqI5k6z28HrxZuVFWhpMbOygtIE/krQdY49l4oRFUXW5RdhronC8oDpDm796EwWSmlcxtdYaBTjQsdCaf6F6U4QCYARXli22SN0HlOKragYrTgHPpsH1/0DjErf6qYP1jzp38V6zZNw7bKqaYQQohlqMYNzhWgJlGVRXSOm0spHqvgfloJjxSaZWbkc2rwWy6dV+G48uYZLUB5Bw3ZV0HFTU5hYmG4T5fFPxVbKgkPrYPvyqhXd/i6kb4Lwtv6v1aURQohmSAKXEKSmptK3b1+GDRvW1FURzYzyePyr1ZY9lMdTZVaPgqBgpnzIbbHS8JiKjd5u/k0WtbKTmobSNTRdUTF2scoG+lqahqaD0jXQQNMUSgcMMALhkX8TR8tdBF88459tVK7oGKxd6C/MFeP/unZhcBohhGimJHAJQUpKCjt27GDDhg1NXRXRTJTvYaR8Pqzi4sBDlZbUOB25PC4BsLSTgcgBqwMlOLECZ09GKyZ6lWXlTHQsNHzYMMu+hTUNDGVS3i5jYuDFhqUsVM4BWPfXkxmsS4WCoxDezv88vB0UZASnEUKIZko6tYU4BfbERLq8tLjKZoaew4eDdoj2ZmbitfDP+AE0pdCURVZYLKZugGWigELCcOJBQ/nXlsM/e8jE8K/lUqEMhYYbe9m+iwY6Crsy0bAo25IREyOw+7RuetDS/gF9J/uDqq1vgyPi5Gwi3fA/3/a2P03iuY19+4QQ4pRJ4CLEKSrfw6iyoB2iNS3Q/VMhhT9oqcBSOvlaODEUBcav+DCo2unk5w9WfJhoaBXWejnZWnPy35ryQckJ2P2Rv6WlIB1iuwVX2hkNeYf9aSRwEUI0YxK4CFFPFfcoqsxz+DCqfLn/CiqGFOUMy8SwTLrlpWM3PfgsA2X5AxGrbDCvVqWjyM9W1olUngrKx86AWaIDCi86dkzc2NAMHWznwK5V6AUKu3EE2vY6GVC58/17HvW+pN6vGfxdZzUFckII0ZAkcAmBLEAnylXZo6gynxcz5wSazeZ/4G8dsSwT0MrGvyhcPg9xpfnoymLqzhVBI1kU/tVxHQR/3srbaAxloit/l1L5ZcpU/kG9Fhxd36bqMBtNgy8eBW8JuhFPlzHHsIflQERb/yJ0niI496Zq13Op8zXjD1y6vLRYghchRKOTwCUEssmiKFdxjyLN4ah6vqQEKFuMrqzlxUCVLdNfFk1o4FRef0CjaWjlQQhVW2UqKm99MSpkVX6FMnXQQTcUytLRDMs/Kwn8q+pqGliFKN3AsmxYpgGFGf5ZRSXHIaojjLzzlF6z8ngCaYQQorFJ4CLEKSjfo6g6trZxdHjsMRydO+PLysJyu9mZns9/t6aTnldKqW7DZfmYvu6fmLpBVHEevrKwJBC4KIWBoiAsCrvp47NB4znarjPj8lYwUP+WCM2LrvzrtWiGwhbmX/DOW6xzdH0bNF0Fxt5ahg1NWWiWhaV0lAlExINK949rcYTBqLshot0pvWYLqu0eE0KIxiCBixANzbDh6NwZZ/fuOLt3B2A4MPQ6xfb0fHKKPcQdS8e1419odjue0nxUWauIAnymVbbvkYXX5kDpBjt6DCYmqpDk6J3YlUk0hUEjW072DAV/S5fnZ8f0zzhSJigDwtqAedw/tqVDf+h31Rm5NUIIcbokcBHiDNF1jQFn+bsa3bYCDpUNjNU0DV3XAgNlTUursjkjwITSFcSrY5UG7Pr/XXUFmJPP7VRoDVEaqLIBvTGdIWcfHNsDmdtkvyIhRIsgC9CFQFbOFWeS3dACrS9K+UMTj9dLgvsgBlbZbKJylbcFqEqr8ACFWR76WB4wHP6BuWue9O9fJIQQzZwELiGQlXPFmaRrGnb9ZCeQpRTnlq7nHO0wEEqoUgelcHu8UJzjH7gbmSD7FQkhWgzpKhLiFCiPh6qdOf7jobAshddnYXnd6NV0C2lKYdM1EsIMLEvjlogvCKMUhQFl06RPLjVXvoJLhXpY/nV0q9TP0tCxMEqOg+HxLzznioHCUv9+RT0urHGQ7um+ZiGEaAgSuAhRD+V7FFmlpTXOpClPUx1vejobd2Ww+v0vGFNYitPnJsy00EwrsMhuYFE4TcNwl6IrN+4DWeC04cXAwMLAwvJo2FyWf+fpsiVfzFIdFFjessbU8qEz2skgxrBZ2FUBGE6IbO+vly8W63AGLP8TjAqeFu3LykKz2VA+3ym9ZiGEaEiaUjXsCCeqKF/HJS8vj+jo6Kaujmgip7qKrDc9nV1Tp5N/PJeokgI0ZVXbVxsIXtTJfYuqjLpVlS+o/pzhtNBtFh2G5WGE+9tLdEPhiLDQIjtAVHu8+SaHludiecqin4h2/rEvFYuw2ej42KPYEhLq9ZqFEKJcQ/0OlRYXIerpVH9B+4pLKMwrDOzorDQdlFU1BjHKF2Cx/KNzNah+04CTVNlCdgQFORqarlBKwxZu4Ywu36xRLxue6w9kLJ/C8io0Q0fTfKD7ILzNybw9HpTPhy0hITC9WwghmooELkKcIXuzCvGaFpbN5p81pGlgntxrKLAei6YHdokGTnb3VAhelKX8U5vx7wRtaRp2zQdlmy6W/RcIXMpCGtBs6K4YcOeBFrzRo6Zb6DYDomLBfnKhOVlgTgjRnMisohDIdGjREPJKvSGlU5UG1VoVJjNzMgQJnFNoKHTMst2MVDUtM/4NqjX0sFjQDUgcDKaXwOAY8LfuuGLBHk7lwb5CCNFcSOASApkOLRpCjMseUjqtUuBh+nc7qjZl+Q7SduX1dz3V0J2kAZrh9DfdRHWEUXeBtwgKMvwJlAm6DSLjwVsMx/b6vwohRDMjgYsQZ0jPhEjsho5l1dya4W8ZKfu3Vr5kHPg0g+Cg5OT6uXpZu4uhzLJ0VVtdFOA2IvAqDXPEHeR99SqmZWG5C1ClBf5E4XEozcDMy0B5S/xfZey+EKKZkcBFiDNE1zUinTb0slVxQ++N0TCVHhjUC+XdR+Ur4pYv+2/5p0JX8219QkXicRfxZXEX5vxrG+5DG0g3Y/CaFt6CLCzNQbEewbHsoyhPMV6lozzFZGdnUuyR8S1CiOZDAhchziCn3aCtS/fPAArMKPKPWwmMZCmfTaT8x+yaQlcK09KwLB3L0jHLBuaWfwMrpYEFNsvEtDSU8gc7HsuOFxsv+CbzndWFlzzjud56H9OCIj2SYi0cC8g1neTk5BPlzkFZYFk6yoJo93FyTxTg9ppVXosQQjQFCVyEOEPKF2lz6gqboWPTTu4hFDQ6pbx7pnwTRqXQy9Z8sdCx0APfuFrZTKOKO0UbWIEdjY6raH4wEljlGMX1ntmM0rfRXjtBDtGYpiJHa4vX5sIwfERbheg+C9OrgxdMr47us4g0Czhh6uA4OdNICCGaikyHFuIMsScm0uWlxVilpfiysrDcbszjOVjek0vmaw4Htrg4dKc/SPAdP86hUo2Fn+zBZTdwGP6QpaOZztX5b4JLpxgnmBZtwhyUFhegaxb/dFzF16XtyQuLwWt3kh3Whr7mXn6qr6MYF0ozUErhw6A0wkXimBMoU8OnO3FrJ1fADVMlRFDCK85LaUMkA87sLRNCiCokcBHiDCpfvK4+C7nl7M5m804HCVFOdN3ftnJu8TbaxBaTpSVg0zS8lo4RYaOkMJxO2jHa246zteh8bLqGpmkoS3GRvplIrYQjKj4wABgURYTROeI4GnBIb4Oun2yILVXhJKhs+mm7ySmWPYmEEE1PApcQpKamkpqaimlKP7848+LCHbQvOUHnEzlEYBJRUoCnwMfxknA0TzFeZUMrMSmweTE8HjIJIzL8GLea72Aa/sHAXnRORIWRY4URZhRT6naApbB8GjZ8ZNij0QCbvQRfGyfKC5odXLqbgrAwfnAnMGrrBgoyIgDQnc6g5f/Ll/wv3w6hvEWpsvLrZIsAIcSpkr2K6kH2KhJNwf3DEb752c+Jzj/mH+9SYTpS+RiXk1QNa76cpFVIUz7h+uTzSvlpCrfDjs2rMIJmY2vY2saB4f/bR3e56PjEH8n4/R8wCwsxc3JOjtWh6nV6RCRdXloswYsQrUhD/Q6VwblCNHceNzG6iQZYlWISVTYgt/xZbfsZVbxGC4QqwdcE5af5A5pCIwK9fIEZXfc/AM3pQg8PR7PZsEpL8ebm4S4sxq3wr/9SMX2F69ANrNLSWjeqFEKImkjgIkQL4LDp6LqGqrS/0Emqwv9DVds1/qOWpuHR7ZiqbCNHw0DTddA0NIcD3elEczhwe02eWbmL40VujpVY+BR4lIbSdf81Fa+zh7aCsBBCVEcCFyFaCE3TcBhVW1ROtp3U3doCVOokqnpN+eJ2VtkeSIbu70DyWmBV6f5RFHt85BZ7OZRTgq5p6HrZ9Gyl8JiqmmuovhtJCCFCIIGLED8CoQQtFbdqrI2vLD8LDQOTBCvbP65GKf8AdZ/bv0FjaR5k78KW9z2G8hIbYQ8uQ9NAKbxmpSDF54aiLMjaWa/XKIQQIIGLEC2KpSrvHV0fqsq/y/eW1oLOla/KqwIbOOpYoIGuTMDyX1+YifKWYldeoijGqK5mmoZSiqDtmUpO+AOfDS+BKdsJCCHqRwIXIVqQUw1aTs4WUjXmolU6Xnn2kk35MMr2QwLAMgN5OfDQz7u9mjzL6112kbLAdIOmQ9YO2L78FF+REKK1ksBFiJZCKTQr1JEsJ9U/fYUy/FsqgQJdWShL+fdFUqDMsoflH9Myyv2FP8ApW+9I9296hKYsNMtCmSaYpj8/rWyTg7ULoehYPWsohGjNJHARopnTXS70sDDQtKBWkNBVbG2pnYYqW5VSBZJb1smdkYKmTls6lk8HCzSbRTvbMVxGKZoy0ZRCUwpDWRhKoVnWyRYapaPbNfTIWCjIgHV/PYXXJIRorWTlXCGaOXtiIklLXsFz6BCW283qtd+x7ptdGD4fkWYpNssksrQAXSkMS2E3NIiIxGmUMMzciEInzGUQEZGL5VVomoVVqmMqsDy6f/k5hz8gcet2YtsU4/MCdg3N0LGHm2glFpZ5cj6Srits4Rbgj28sQ8MeYdHxJydY5EohqzgKd1EJYXaDqaO60seZDf97Gt1mwxYXhW7TsEcbUBoB296GvpMh8dymucFCiBZFAhchWgB7YmJgldkrx4wh+/N9pH62j4ISb6A9xeUwSIhy4vZaeC3FbdabtFelaDGdifQeh6IS/0wf6+SAWAvQFPgw0FCUYicCNxYaHs0G6NjwYYv2d//U1O1klW3aGBNRSKK+m5XtrqNH30huGdOD4T3bwWd/gg5FENOZChslgTMa8g7D7o8kcBFChEQClxDIXkWiubn1Jz2YNqob//k2gyO5xXRqE87kgR3RdY3t6fnkFHtILHYS+dlXaBSDKxpKcsoGrJyk419YTtf8a7ZghIPpRUfDoWllQYYNTLPWsTK6pqE0DcMVy9Cf3MCoswbTLzE6sCkkvSdC2mvgzgdXzMkL3fngjILelzT0LRJC/EjJXkX1IHsViRZn1aOw+VWIbA+FmVCcA8pXtsaKDpigGf7nYbGABrFd4eg2MD1lexFp4Cspy1AD3QhqtUEz/McNB5x3B4ybXXdddMM/5qUwE869qeZrhBA/GrJXkRCibiNTIKoDFB+DiISy8bUGGE7KOorwTxmy+2f6RHWEK56DuK7+U5bP/yi/Rq9hywENiOsGI+8MrS7g/xrVsfZrhBCiEglchGhhLEux9Yc81uzOZusPeVgVVnezLMWWw7ks/fJ7lqz9ni05NqyRd6GUwl1SgNcIx2OLwG1EYKHhNsKxFHhtEXgs2Nl9KltK23Owz6/xGuFYloVlmfjsEViDfoHPFo5pWWXbAVRYsdcRAeffCxHtAvX7dFcWyzcd4bPvsvz1DGsLo+4GlH/VXZT/eUS7priNQogWSsa4CNGCrN17jEVr9rEvqxCv6Z9B1CMhkjvG9ABg3oc72Z1ZiNf0j2Wx6Tqd27TlCU8S/bzf8rXVB6VghL6DXBVFmHL7v5YU8bXVl9/+rwOla9ahq3Y8Z/RkjJ4GwBeeXsxYP4a/sJmxehqgcUJFEasVogNGl5HQ76pA/Xak55Ff6sOyFLquEe2y0zcxmjsu+AmjEgfD919A1/Oh31VNch+FEC2XBC5CtBBr9x7joeVbKXT7iA134DB0PKbFzowC7n0zDY/PIq/EiwbYdM0/NMW02HfczePa5Txiz+X/fD/DUvCIrZBl5jhuMlYFvi7wTSFfgYaFQucZ9TMS7cdQaDzlmUK+srFA+xmJ9uOgFC+YP+U22wegFLtibqLDgVweWr6VnCIPJV4TS/mDFstS5JV4+faHXB76VzH/95PbSC7OgTH3l42hEUKI0Mng3HqQwbmiqViWYuor69mZkU+HaBdahSnFlrLYnVmIz/R33DjsOhoaCoXbawWWndPLAhJV9m8LvcrXymyav+XGp06e0/EfK78OIMrloH+naL47WkCp16LUZ2HXNTTNXw+fqXDadMIcBn06RrN06hB0mwQtQrQmMjhXiFZke3o++7IKiQ13BAUtAG6vwrL8uwEZhoZWNu6k8p8kVoV1d8uDlMpfK9LwBywVg5bytBa6f0mYsn/nl/rYnp5PuMOGx7SwlQUt/nw0DF3DY1qE2Q32ZRWy/WjR6d0QIUSrJX/yCNHMeNPTsUpLg47lfZ9Du5wM4iIcmA4nuVFtA+d8lhUUpLQrPkGHgmxii04QU5xLjLuIKE8RbUoLsJs+LN2gxObE1HT/6nOA23CiWRZFjrBAPg7LQ4nNRZ4zCgCnz4NNmcSW5qNbFg5l4tEMXKYXULidEXhiYjjhVmAYOH1ebMoizFuMx3BgKUWc7sWrGbhPfE66zYcWFYlyu9GMstlKNhuqsAhffj5GeDh6ZASay4WjS5dAvYyICMIHDw4syHe697Yi3eU6pXyF+DFoKd8fErgI0Yx409M5dMutVX54xPksZhW50TUNr93Jy5NnBIIXm+5v/UD5g5ZHPn+ehKLjGKe8l/QZsPcr8k7jcltiIl1fXVavH6I13duKdJeLLi8tbhY/nIU4k1rS94cELkI0I1ZpKVZpKZrNhuZwBI47AMvU8bo9OL1u7D5P4JzTrvkHwZoKu8eD0/RUk3PzUt8dqytTZfepPmq6t4E8PZ5AGiFam5b0/SGBixDNkOZwoDudQcfiYg0yj+VjeUtx+ywsS+E2LXKLvbSNcOD2WVBYdWzLj0b52J7TfIHV3VvwL8enfL6qFwjRirSE7w8JXIRoISKdNoh2UpTrocTjI6vQjV3X6NMxKrCOy0uv5fpX8z/DdStvQQml3NNtbRFC/H979x5dVXnnf/y997mFJCSSIAkhwRQs0nBJEAjSZeWyMmWw1Z+Kv98f7QDqWnT0B131R2mHtr/q+MfAmqV1mNos7WX1xlgXA0rbZdsZRkQRsVVxoFJEi0ZFLtGIkOQkObf9zB87OQRI4CQ5J+fs8HmtlQVnn2ef/T1f9jn58uznefblTYWLiIfkB/3kFQR54ObpnBpbQUl+8JybGc760mya/iOIiVrQvaLuQIqKi7H6eI3zi5CLHSvtBYuTOPfv/d2OQGSkukzPe02HFvEay2JK+WgWTLmSGZXFZ+/ADNi2hd/n3u3Z4txiwRrSz9kF/nse91+ImOTzVq99zpYzaegP6vwEtqyA4/vdn5/d6P4pcrm4jM/7y67Hpbq6mqKiImzbZsyYMezatSvbIYkMg0v1lfTV5lKvYzi3j+X8Ppm+ChVzkfZ96ac8cuJw6m3Y9U/uDSA/PATP/zP8n81ajVdGvkTcPd8v0/P+8nmnvezdu5fCwsJshyHSLxONdq9Je+H21F6gr2KB87ZZl2iT0oG6/0ylCOlv30u1OX9Qbq8/330BfEHIL4Xjr8FftsPM/33xVxxqbkWy7S9Puef7AM77VHnh83FZFi4iucrOy8POy8Pp6up3BH9Pm36fGzWKhNX/hZyRwPKD7QdinRCPQnEVxLtg7yMweVGfd5weam5FckK4xT3PsSCvGNovft6nykufj5y6V9Hu3bt58MEH2bdvHydOnGD79u3ccsst57RpbGzkwQcf5OTJk9TW1vLII49QX1+f8jE+9alPUVJSgm3b3HvvvXz5y19OeV/dq0iGw1BXr4wdP070/feJ/tejJA7vJdZpSIQjJDptHOPeEsAKONi2jRlVDNEwtt9APIovCJjuexHFwRcAf577OBG3MA4kunwYAyZhYfkMibg7isUXSODPS2DZYNlg4haOA07cxva5XzOJmI1tGeyAwYm5cZiEhdUz2s4ymJhNPGrhC4AdBMtvE5x5A2Cg6Xl8vij55RaBvAiY7gG6hWVQMA7am2HWcmi4LyO5Fcm6Zx6A//4395y3fe4A3Uuc96nK9OcjXb9Dc6rHJRwOU1tby1133cVtt912wfNbtmxh7dq1PPbYY8ybN49NmzaxZMkS3nzzTcaNGwdAXV0d8T6qxR07dlBRUcGePXuYMGECJ06coKGhgRkzZjBz5syMvzeRVA31F2egooKAOUnB6P+Ga/0Q/tCtQoDkZRfb312gnIH8MdDV6l6KcWJDOnba2d1fUaE9buhXh92qCAsSvTq0Oz52//cZLICD26DmJqiYdcHLqSgRTzv2Ghx80j3Pe2YT2b5Lnvep8srnI6cKl6VLl7J06dJ+n3/44YdZtWoVd955JwCPPfYYv/vd7/jpT3/K+vXrAdi/f/9FjzFhwgQAxo8fz4033shrr73Wb+ESiUSIRCLJx62trQN5OyLZ89cdEGlzu0x6TxsG6J4hlOytiHa6bXL18pIxEOm+QYDjgD/QXWD16ix2Em7xVVgGZ47CW/85pC9wkZzU87kurjp3e6josjrvPTMdOhqNsm/fPhoaGpLbbNumoaGBl156KaXXCIfDtLW1AdDe3s6zzz7LtGnT+m2/ceNGiouLkz9VVVX9thXJKVOWQGi0O+PmgnUeuicoWz73Jziqu02OFi6WBaFiyLsCbNstuM6P1/a5PS6RVvd9T/nbbEUrkjk9n+vIef+JvszOe88ULi0tLSQSCcrKys7ZXlZWxsmTJ1N6jebmZq6//npqa2u57rrrWLFiBXPnzu23/be+9S3OnDmT/Dl69OiQ3oPIsKmYBdOXuZeI8sZwzrRl2+deJvKHYMJswHZ/6WPcQmYw7EB64u7N8rmdKnYQZt8B165wZxA5CaB7IE2P/FL3uWgYpt8OFXXpj0ck23o+19Hw2Z5UJ3HZnfc5dako0yZNmsSBAwdSbh8KhQj1cc8GkeHkOIa/HG/lVEc0uVIuwF+Ot/Jxe4RPOmJcURCgJN+9Mdrpzhgl+UE+M/ceYm/8J3b4Q3xWEJ+JuBeJusfjd+RXsvfq/8/sfd8kP9JCyPJjOVGsAU5tdvDR4ivnSufooPts+lpx19B99aqkmjeu+jtOd0aZVfh78s4cwXLiJO9tYPmg4EroaIHR42H+/x1UDH3luffifiI5Yf5qOPIMhD9yL40O8bz3Is8ULmPHjsXn89Hc3HzO9ubmZsrLyzN67MbGRhobG0kkzh8rIJJZe4+08Ojzb/P2h+3EEoaAz6K00C1Qjp/uorUrhuMYsCxswLIsRgV8+H2QMPC3zmL+n/k3bBOi1Iq4a9oaQzt53PfR3/Db/2jnf9mL+VbgCXwmSIkVod3kUWh1Ape+eBTBRxchOiMRuqwgeUQvWB3m/NdwurfF8OG3HGzMBUvV9cTZafL4YceNPLWtiVjC8AWW8A3zAaNMB7ZlQWDU2Z4WDHz2q4OaEtpXniePK+SeBZP57NWDn2IqknYFY93z/L++C11nGMp571WeuVQUDAaZPXs2O3fuTG5zHIedO3cyf/78jB579erVHDp0iFdeeSWjxxHpbe+RFr69/XXeONFKQcjPuNEhLMvtaTl4rJXTHVEcx2BZkHAMMccQTziEozFOd8Y53RFja1c9B5xJhKwoH5kinO7F+192pvI75zoAnnbm82dnEiErRospAsvQYopJJBf6P1ek+2vDAHucGbziTKXEauNFZxot5uzCjk53yRLBl3wNB7fA+sgUs8eZgWPOHsMADjanuSJ504A/Jq7hhx/XYlkwbnSIl0Yt5FUzFQfLXSSr+nMw8bPurKKKa2HarWnJc0HIzxsn2vj29tfZe6RlwK8pklHTbnPP9yGc916WUz0u7e3tHDlyJPm4qamJ/fv3U1JSwsSJE1m7di0rV65kzpw51NfXs2nTJsLhcHKWkchI4TiGR59/m/ZInPKiPCzL7YE40xnD6r5/omMgFLCJxs9OCzaA+9C9R1ACH/8av40x/jY2Jxr4e9/TYFn8a3wZCdzxLOe3We57Jtk2z4qCgQKrkyutVo47JTzhLGa1/zecNCX8S9xdrfMf/b9gU/x2JlvH+OfAjwCLf48v4Db/Hh6N38Qy3wuUW6fYFr+B2/x7+Kf4l3nbTKA88An5RJKL4prAKLaPWsatnU8SiRseSSzDsXyc6YwxJj9IMBjkqaK/o7y1hZDPZuLCb7s9L3/4B1jwDwNe9ryvPAPk2T7Ki2xOtkZ49Pm3uW5SqS4bSe7w+d3zvePUoM57r8upBeiee+45Fi1adMH2lStX8vOf/xyAH/zgB8kF6Orq6vj+97/PvHnzhiU+LUAnw+X1D87w95tfpSDkJy/gFhid0QTvnQoDEEu4H9uAzyLe/feLfZBtHBxs7O7FvJ0+Olt7t+ndtoefOHH8ONj4ieNgJ1+nZ5+edgBx/Ml97O7Wvbe5c5scfBaAhWUZqksKCIWCRCJR3vukIzlY2DGGq0oKGBV0H0eiUToicR5dMY8ZlcWDvktuX3nurTOWoCMS54fL57jHEcklHrs79IhcgG7hwoVcqo5as2YNa9asGaaIXBrjIsPtVEeUWMIQ9J0tMOKOgzHn3WHI9BrEepGPTk9R0VfB0l+b89tGCZ6N5byvjt5tez/X8/feRU7v5x3s5EAYy1hEjUUIiBqLhLHx2+77MsZ9/3T3EgX8ASJdDqc6uu+fMsgv777y3FvIZ3PGMWePI5JLPFS0pJNnxrhkk8a4yHAryQ8S8FlEe60O67dtt0DpVblYVvfDnOk3HTj3PVhYlvse4ex77V2Y9TwHEEk4BGwrOZNqsPrKc2/pOo6IpI8KF5EcNK2iiMnjCvmkI5bshcwL2IT8Nk73Ywvw2VZyVnDPNvr4ey7qmXEU8lvYtjsjKhToHmMStAn5fcQTDnHHIeS3yQt0Dwo2htMdMSaPK0xODR+svvKcjC+NxxGR9FHhIpKDbNvingWTKQz5ONkaoTOWwBgoGhXAGPeDa1sQizv0HjNqAX7bLWi80AljWxDw+ygpCFJSEKS5Neq+VweKRwW61505+747YwlOtkYoDPm4Z8HkIQ+Y7SvPjmPSfhwRSZ+cGpybq3qPcXnrrbc0OFeGzTnriziGgJ3COi5BH37bXcel55dwPGEuWcj0tQhcJvlti+JRAWoqirhnwWSAft/rx+3R5LZMrK/SV561jotIeqVrcK4KlwHQrCLJhkGvnFs+mjdOtiXbjM7zceh4G+4ScDbTxo/mdFec1q4YNhYzq4qxDBz44AwJDEUhP22dMY6d6aSlPUp+0Me4ojxqxo/m0Ik2PmztpCPqUFIQ4OP2KF1xh7yAzdjCEI4xNH0UprUrRlFegOsnl3JFQYi2SBwDFOcFKC0IUloYOmeF2ou910yvaKuVc0UyS4VLFqhwERERGZx0/Q7VGBcRERHxDBUuKWhsbKSmpuaid5IWERGRzNOlogHQpSIREZHB0aUiERERueyocBERERHPUOEiIiIinqHCRURERDxDhUsKNKtIREQkN2hW0QBoVpGIiMjgaFaRiIiIXHb82Q7AS3o6p1pbW7MciYiIiLf0/O4c6oUeFS4D0NbWBkBVVVWWIxEREfGmtrY2iouLB72/xrgMgOM4HD9+nNGjR1NfX88rr7xyQZu5c+desP38bb0ft7a2UlVVxdGjR4dl3Exf8WVi31TaXqxNKnnsb3u28juU3A50/0u1HWhu+9t+qW3Kb+rP6bsh9bbK7+D3zeXvBmMMbW1tVFRUYNuDH6miHpcBsG2byspKAHw+X58ne1/bz9/WV5uioqJh+fD0F3e6902l7cXapJLH/rZnK79Dye1A979U24Hmtr/tqW5Tfi/9nL4bUm+r/A5+31z/bhhKT0sPDc4dpNWrV6e8/fxt/e07HIZy7IHsm0rbi7VJJY/9bc9Wfod63HTmd6C57W/7QP4dMu1yyK++Gy7dRvkdWtuR8N2gS0VZpinWmaX8ZpbymznKbWYpv5mVyfyqxyXLQqEQ999/P6FQKNuhjEjKb2Ypv5mj3GaW8ptZmcyvelxERETEM9TjIiIiIp6hwkVEREQ8Q4WLiIiIeIYKFxEREfEMFS4iIiLiGSpcctzTTz/NNddcw6c//Wl+8pOfZDucEeXWW29lzJgx3H777dkOZcQ5evQoCxcupKamhpkzZ7J169ZshzSinD59mjlz5lBXV8f06dP58Y9/nO2QRpyOjg6uuuoq1q1bl+1QRpzq6mpmzpxJXV0dixYtGvD+mg6dw+LxODU1NezatYvi4mJmz57N3r17KS0tzXZoI8Jzzz1HW1sbv/jFL9i2bVu2wxlRTpw4QXNzM3V1dZw8eZLZs2fz1ltvUVBQkO3QRoREIkEkEiE/P59wOMz06dN59dVX9d2QRt/5znc4cuQIVVVVPPTQQ9kOZ0Sprq7m4MGDFBYWDmp/9bjksJdffplp06YxYcIECgsLWbp0KTt27Mh2WCPGwoULGT16dLbDGJHGjx9PXV0dAOXl5YwdO5ZTp05lN6gRxOfzkZ+fD0AkEsEYg/4Pmj5//etfOXz4MEuXLs12KNIHFS4ZtHv3bm666SYqKiqwLItf//rXF7RpbGykurqavLw85s2bx8svv5x87vjx40yYMCH5eMKECRw7dmw4Qs95Q82tXFw687tv3z4SiQRVVVUZjto70pHf06dPU1tbS2VlJd/4xjcYO3bsMEWf29KR23Xr1rFx48Zhithb0pFfy7JYsGABc+fO5fHHHx9wDCpcMigcDlNbW0tjY2Ofz2/ZsoW1a9dy//3389prr1FbW8uSJUv48MMPhzlS71FuMytd+T116hQrVqzgRz/60XCE7RnpyO8VV1zBgQMHaGpq4le/+hXNzc3DFX5OG2puf/Ob3zBlyhSmTJkynGF7RjrO3T179rBv3z5++9vfsmHDBv785z8PLAgjwwIw27dvP2dbfX29Wb16dfJxIpEwFRUVZuPGjcYYY1588UVzyy23JJ//2te+Zh5//PFhiddLBpPbHrt27TLLli0bjjA9a7D57erqMp/73OfML3/5y+EK1ZOGcv72uOeee8zWrVszGaYnDSa369evN5WVleaqq64ypaWlpqioyDzwwAPDGbZnpOPcXbdunfnZz342oOOqxyVLotEo+/bto6GhIbnNtm0aGhp46aWXAKivr+fgwYMcO3aM9vZ2/vCHP7BkyZJshewZqeRWBi+V/BpjuOOOO1i8eDHLly/PVqielEp+m5ubaWtrA+DMmTPs3r2ba665Jivxekkqud24cSNHjx7l3Xff5aGHHmLVqlXcd9992QrZU1LJbzgcTp677e3tPPvss0ybNm1Ax/GnL2QZiJaWFhKJBGVlZedsLysr4/DhwwD4/X6+973vsWjRIhzH4Zvf/KZmDaQgldwCNDQ0cODAAcLhMJWVlWzdupX58+cPd7iek0p+X3zxRbZs2cLMmTOT18A3b97MjBkzhjtcz0klv++99x5f+cpXkoNyv/rVryq3KUj1u0EGJ5X8Njc3c+uttwLu7LhVq1Yxd+7cAR1HhUuOu/nmm7n55puzHcaI9Mwzz2Q7hBHr+uuvx3GcbIcxYtXX17N///5shzHi3XHHHdkOYcSZNGkSBw4cGNJr6FJRlowdOxafz3fBgLrm5mbKy8uzFNXIoNxmlvKbWcpv5ii3mTVc+VXhkiXBYJDZs2ezc+fO5DbHcdi5c6cuVwyRcptZym9mKb+Zo9xm1nDlV5eKMqi9vZ0jR44kHzc1NbF//35KSkqYOHEia9euZeXKlcyZM4f6+no2bdpEOBzmzjvvzGLU3qDcZpbym1nKb+Yot5mVE/kd0BwkGZBdu3YZ4IKflStXJts88sgjZuLEiSYYDJr6+nrzxz/+MXsBe4hym1nKb2Ypv5mj3GZWLuRX9yoSERERz9AYFxEREfEMFS4iIiLiGSpcRERExDNUuIiIiIhnqHARERERz1DhIiIiIp6hwkVEREQ8Q4WLiIiIeIYKFxEREfEMFS4iIiLiGSpcRMSTPvjgA+6++26uvvpq8vLyKCsr4/Of/zyvv/56tkMTkQxS4SIinvPuu+8ya9YsPv74YzZv3szhw4fZtm0bNTU1hEKhbIcnIhmkmyyKiOd8/etf58knn+Sdd97BtvX/L5HLiT7xIuI5n3zyCV1dXbz//vvZDkVEhpkKFxHxnDVr1hAKhZg0aRJz585l/fr1HDp0KPn8ww8/TGVlJXV1ddTV1TFr1iza2tqyGLGIpIsuFYmIJyUSCfbs2cOOHTvYunUrTU1NPPXUU9x0003cddddfOELX2DZsmXZDlNE0kyFi4h4XiwWo7q6mhtuuIEnnniC+vp6nnjiCSZPnpzt0EQkzXSpSEQ8z3EcIpEIV155JcYY3nzzTZYtW5a8VPT73/8+2yGKSJr4sx2AiMhALF++nJqaGhYvXkxZWRnvvPMOGzZsAODee++lqamJqVOn8qc//SnLkYpIJqjHRUQ85dprr+Xpp5/mi1/8Ip/5zGe4++67mTp1Kvv372fSpEkcPHiQKVOmZDtMEckQjXERkRFlw4YNJBIJvvvd72Y7FBHJABUuIjKifOlLX+KFF16gtLQUgDFjxrBr164sRyUi6aLCRURERDxDY1xERETEM1S4iIiIiGeocBERERHPUOEiIiIinqHCRURERDxDhYuIiIh4hgoXERER8QwVLiIiIuIZKlxERETEM1S4iIiIiGeocBERERHP+B+eusJSpTwbGAAAAABJRU5ErkJggg==", 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", "text/plain": [ "<Figure size 600x500 with 1 Axes>" ] @@ -980,7 +980,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1002,7 +1002,7 @@ " sizes = np.array(list(P_S_E_distributions[dt].keys()))\n", " probabilities = np.array(list(P_S_E_distributions[dt].values()))\n", " \n", - " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt} hours\", \n", + " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt/3600:.2f} hours\", \n", " marker=markers[dt], color=colors[dt], alpha=0.8)\n", "\n", "plt.xscale(\"log\")\n", @@ -1018,7 +1018,7 @@ " sizes = np.array(list(P_S_LT_distributions[dt].keys()))\n", " probabilities = np.array(list(P_S_LT_distributions[dt].values()))\n", " \n", - " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt} hours\", \n", + " plt.scatter(sizes, probabilities, label=f\"$\\delta t$ = {dt/3600:.2f} hours\", \n", " marker=markers[dt], color=colors[dt], alpha=0.8)\n", " \n", "plt.xscale(\"log\")\n", -- GitLab