Harp 150_ Week 14_ Intro to Data Viz .ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyOWZf9+z/zPjbZ7SrJ5Leh8"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":[],"metadata":{"id":"fsig4B8AJpeQ"}},{"cell_type":"code","source":["import matplotlib.pyplot as plt  # pyplot is a module within matplotlib library to create plots"],"metadata":{"id":"_1-T8CKwKYO8","executionInfo":{"status":"ok","timestamp":1713292025338,"user_tz":240,"elapsed":12,"user":{"displayName":"Joshua Cheuk","userId":"09800220979386665615"}}},"execution_count":1,"outputs":[]},{"cell_type":"markdown","source":["**look here for the modeule** https://matplotlib.org/3.5.3/api/_as_gen/matplotlib.pyplot.html"],"metadata":{"id":"UFCHCiUaNgfv"}},{"cell_type":"markdown","source":["Basic Line graph"],"metadata":{"id":"Wg7nbZ4cKbd7"}},{"cell_type":"code","source":["x = [0,1,2,3,4,5,6,20]\n","y = [2,4,6,8,10,12,14,18]\n","\n","plt.plot(x,y)\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"Pxxcg2l8KY-f","executionInfo":{"status":"ok","timestamp":1713292053084,"user_tz":240,"elapsed":1604,"user":{"displayName":"Joshua Cheuk","userId":"09800220979386665615"}},"outputId":"c03b1af1-500d-4385-de47-63f502e3df75"},"execution_count":2,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["### must remember to calculate the figure size\n","plt.figure(figsize = (10,10), dpi = 300)\n","# dpi = dots per inch, and it shows allows you to show the amount of pixels you want your graph to have\n","\n","# choose whether or not to have a grid\n","plt.grid()\n","# list of data in terms of x and y\n","x = [0,1,2,3,4,5,6]\n","y = [0,2,4,6,8,10,12]\n","# label graph\n","plt.title(\"our very first graph\")\n","# lavel x axis and y axis\n","plt.xlabel(\"x axis\")\n","plt.ylabel(\"y axis\")\n","# label ticks\n","custon_xticks = range(0,21,2)\n","plt.xticks(custon_xticks)\n","#\n","plt.plot(x,y)\n","#\n","\n","# this allows you to save it on google drive? of on your computer.\n","# in colab it saves in the local files of the .py\n","# HOW DO YOU SAVE IT PERMANENT\n","# YOU HAVE TO MANUALLY DOWNLOAD IT ON YOUR COMPUTER AFTER IT'S ON THE FILES PAGE ON COLAB\n","# very important to have the name.{file type here}\n","plt.savefig(\"our very first graph.jpeg\")\n","\n","\n","# you don' tneed to memorize a lot of the methods\n","#\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":693},"id":"jYI3EqGuKraK","executionInfo":{"status":"ok","timestamp":1713292755158,"user_tz":240,"elapsed":1690,"user":{"displayName":"Joshua Cheuk","userId":"09800220979386665615"}},"outputId":"c0d4aa1e-0377-4f41-b708-117c8579f6f2"},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 3000x3000 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAACd0AAAoCCAYAAAADkbgrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAC4jAAAuIwF4pT92AAEAAElEQVR4nOzdd3TV9f348VfCkr0RRRwgCLjAQbAuVNxatzhQhohaaR2d1q9Kh7a1ra11tSKCE61Wq7gXah0EAVFRhmxQWbJ3SO7vDyq/XsK9uQkh8/E4h/PtfeczXknIJcfz/L4/WYlEIhEAAAAAAAAAAABAkbLLewAAAAAAAAAAAACoLER3AAAAAAAAAAAAkCHRHQAAAAAAAAAAAGRIdAcAAAAAAAAAAAAZEt0BAAAAAAAAAABAhkR3AAAAAAAAAAAAkCHRHQAAAAAAAAAAAGRIdAcAAAAAAAAAAAAZEt0BAAAAAAAAAABAhkR3AAAAAAAAAAAAkCHRHQAAAAAAAAAAAGRIdAcAAAAAAAAAAAAZEt0BAAAAAAAAAABAhkR3AAAAAAAAAAAAkCHRHQAAAAAAAAAAAGRIdAcAAAAAAAAAAAAZEt0BAAAAAAAAAABAhkR3AAAAAAAAAAAAkCHRHQAAAAAAAAAAAGRIdAcAAAAAAAAAAAAZEt0BAAAAAAAAAABAhkR3AAAAAAAAAAAAkCHRHQAAAAAAAAAAAGRIdAcAAAAAAAAAAAAZEt0BAAAAAAAAAABAhkR3AAAAAAAAAAAAkCHRHQAAAAAAAAAAAGRIdAcAAAAAAAAAAAAZEt0BAAAAAAAAAABAhkR3AAAAAECFsmLFirj77rvjvPPOiw4dOkSzZs2iRo0akZWVteVP165dk84ZMWJE0sezsrJi9uzZ5TI/VGZDhgwp9LMEAAAAJKtZ3gMAAAAAAHzn73//e/zsZz+LVatWlfcoAAAAALBNdroDAAAAACqE3/zmN3HVVVcJ7gAAAACo0Ox0BwAAAACUu/Hjx8eQIUMKrWdlZUXbtm2jSZMmSY+53GeffcpwuoqpZ8+e8c4772x5ffTRR8fbb79dfgMBAAAAVBOiOwAAAACg3N1xxx1RUFCQtHbDDTfET37yk2jWrFk5TQUAAAAAhYnuAAAAAIByVVBQEKNGjUpaO++88+K2224rp4kAAAAAILXs8h4AAAAAAKjeJk+eHKtWrUpa6927d7Gu0a9fv0gkEkl/9txzz1KcEgAAAAA2E90BAAAAAOVq7ty5hdb22WefcpgEAAAAAIomugMAAAAAytWKFSsKrdWvX78cJgEAAACAoonuAAAAAIBytX79+kJrWVlZ5TAJAAAAABStZnkPAAAAAFBRbdy4McaOHRvz58+PRYsWxZo1a6J58+bRqlWr2HfffaNDhw7lPeIOl5+fHxMnTowvvvgiFi5cGOvXr4/69evHAQccEMcdd1x5j7fD5efnx4QJE2LOnDmxePHiWLZsWTRq1ChatmwZHTp0iG7duu3wOGzjxo0xbty4mDp1aixZsiQ2bNgQDRs2jB49ekROTs4OvTf/3/Lly+Ojjz6KGTNmxPLly6OgoCCaNWsWJ598cuyxxx5pz83Ly4vJkyfHpEmTYunSpbFy5crIysqKunXrRpMmTWL33XePdu3axZ577lk2n0wZmzp1anz22WfxzTffxMqVK6Nx48bRvn37yMnJiWbNmpXpLGvXro2xY8fGl19+GUuXLo1NmzZF48aN45hjjol99923yPPXrVsX06ZNiylTpsSSJUti5cqVUbNmzWjatGm0aNEiunbtWmbfx/Xr10dubm5MmTIlli1bFrVq1Ypdd901OnbsGAcddNAOf29at25djBkzZsv969atGy1btoz99tsvDjzwQOEsAAAAVVsCAAAAgCSvv/564vvf/36iQYMGiYhI+addu3aJ66+/PvHNN98U+x6zZs0qdL3hw4eXaN6jjz466TpHH310keeMHj260P1Hjx695eNz5sxJXH311YmmTZtu83PP5B6ZGDx4cKFrf/zxx9t1zfnz5yeys7OTrnnuuecW6xqvv/564txzz000adIk7d+B5s2bJy699NLE5MmTiz3n8OHDC11v1qxZWz4+adKkxKWXXpqoX7/+Nu/dt2/fRCKRSNx0001pv5clsXDhwkTt2rWTrnnmmWdu1zX/V9++fdN+XYv6893n/r+K+npmOssee+yR9PGXXnop0atXr0SNGjW2OUu6n9u33nor0bt370TdunUz+rxatGiROO200xL3339/YvHixdu85vZ83YrzddleeXl5iTvuuCPRpUuXlHPUqFEjcfLJJyfee++9tJ/jLbfcUuT9brnllkLn/a8PPvggcdZZZyXq1KmzzVlS3aOgoCDx3nvvJX72s58lunfvnqhZs2aRX9/ddtstcc011yTmzJlToq9dUe/PM2bMSPTv3z9Rr169lDPsvvvuiRtvvDGxevXqYt+/qK/l9OnTE/369Ut7/5133jnxq1/9qkT3BwAAgMrA42UBAAAA/mvmzJlx4oknxvHHHx/PP/98rF69usjj77jjjth7773jN7/5TRQUFJTRpDvWsGHDonPnznHPPffEsmXLdui9+vfvX2htxIgR23XNhx9+uND3YsCAARmd+9lnn8Vxxx0Xxx9/fDz99NOxfPnytMd/++238fDDD8d+++0XV155ZWzYsKGkYyf57W9/G127do2HH3441qxZk/bYK664ImrWTH6gxd///vftuv+wYcNi48aNSWtXXXXVdl2zslm9enWce+65ccopp8Qbb7wR+fn5GZ+7bNmyOPvss+PYY4+NJ598MtatW5fReUuWLIkXXnghBg0aFIMHDy7p6OVu4sSJ0a1bt7j++uvjiy++SHlcfn5+vPzyy3HkkUfGNddcU6yvcaby8vJi8ODBcfjhh8ezzz5brJ/Rd955J/bYY4844ogj4vbbb4+xY8fGpk2bijxv/vz5ceedd0b79u3jpptuKtV/G4YPHx777bdfDB8+PNauXZvyuLlz58att94aXbp0iTfffLPU7n/PPffEfvvtFyNGjEh7/4ULF8Ytt9wS++23X3z55Zeldn8AAACoKER3AAAAABExfvz4+N73vhevvfZasc9ds2ZN3HzzzdG7d+9Si67Kyx//+McYOHBg2piiNB100EFxwAEHJK099thjkZeXV+Jrbh3t7brrrnHCCScUed6oUaPisMMOi7feeqvY98zPz49//OMf0bNnz1i0aFGxz/9fV199ddx0000ZxT0REW3atIkzzzwzae2ZZ56JhQsXluj+BQUFcf/99yet7b333nH88ceX6HqV0Zo1a+K4446Lf/3rX8U+d9myZdGzZ8949tlnd8BkFd/YsWPjmGOOiUmTJmV8TiKRiL/97W9xySWXRCKRKLVZ8vPz49xzz4177rmnRNedNWtWzJs3r8T337RpU/z2t7+NM844I+Of53Tuu+++GDBgQMYRZ8Tm+O6UU06JF198cbvv/8tf/jIGDx4c69evz/ic2bNnxxFHHBFfffXVdt8fAAAAKpKaRR8CAAAAULVNnjw5evbsuc2d7Tp06BBnnXVW7L333tGoUaNYsGBBjB07dps74T399NOxfv36GDVqVFmNXqpee+21+P3vf7/ldZ06deKYY46Jnj17RuvWraNmzZoxf/78yM3NLXIXwOIYMGBAXHvttVtef7fb11lnnVXsa33wwQcxbdq0pLVLL700atSokfa8xx9/PC655JJCO1LVrl07jj322MjJyYm2bdtG48aNY/Xq1TF79ux4880347333ks6fsyYMXH22WfH6NGjo1atWsWef+jQoXHvvfdued2gQYM4/vjj4/DDD4+dd945EolEzJs3L0aPHp30OQ0ePDiefvrpLa/z8vJi2LBh8ctf/rLYM7z88ssxe/bspLUrrrgisrKyin2tVHbfffc48MADt7xeunRpobipc+fOUbt27ZTn70iDBg2KsWPHbnm96667xqmnnhr7779/tGrVKlauXBlz5syJ559/vtC5119/fXz66aeF1jt27Bi9evWKTp06RfPmzaNOnTqxevXqWL58eUybNi0mTZoUubm5RYa7//t1mz59etJOiPXr14+99967yM8v1dd1e82ePTtOOOGEWLFiRaGP7bvvvvH9738/2rVrFw0bNoyFCxfG+PHjY9SoUVt21Bw5cmQcdNBBpTbPzTffnPQ9atasWZx88slx6KGHRqtWrWLdunUxf/78ePnllzP6+926des4+OCDo3PnzrHnnntGo0aNol69erFmzZpYtGhRfPbZZ/HKK68UCm9feOGF+OUvfxm33357iT+XMWPGxP/93/9teV2zZs049thjo1evXtGmTZvYsGHDlr+TH3/8cdK5GzdujHPOOSfefvvt6NGjR4nu/49//CN+97vfbXndsmXLLV/Lli1bxvr162P69Onx7LPPxueff5507qJFi+KKK66IF154oUT3BgAAgAqpfJ9uCwAAAFC+1q9fnzjwwAMTEZH0p1mzZolHHnkk5XlLly5N9OvXr9B5EZH461//WuR9Z82aVei84cOHl+hzOProo5Ouc/TRRxd5zujRowvdv0aNGlv+9znnnJOYO3duyvPXrVtXolm3ZfHixYlatWolzXL66aeX6FoDBw4s9HlNnTo17TmTJk1K1KtXL+mcmjVrJn76058mFi1alPbcjz/+OHHwwQcXuudPfvKTImcdPnx42u/BlVdemViyZEnK87f+Huy///5J19pzzz0T+fn5Rc6xtdNOOy3pOnXq1Ek7R2nY1tdi1qxZZXKNvn37pvwe1K1bN/HXv/41sXHjxpTn/+/3Ye7cuYmsrKyk67Vs2TLx/PPPZ/Q5rF69OvHss88mTj311MRFF11U5PEl+dnfUQoKChLHHXdcoe9B69atE88880zK81atWpW45pprkr7mW1/jlltuKfL+t9xyS8qfpxo1aiRuuummxOrVq1Oev633tOHDhyfatWuX+O1vf5v45JNPMvo6bNq0KfHoo48mWrdunTRLVlZWYuzYsRldY1vvzzvttNOW/33YYYclpkyZkvL8l156KdGmTZtC1+jUqVNi/fr1Rd5/W1/L7+5fq1atxO9+97uU/wYUFBQk7rzzzkR2dnaha3z44YcZff4AAABQGXi8LAAAAFCt/fnPf45PPvkkaa1Zs2YxevTo6NOnT8rzmjZtGsOHD9/mTmI///nPK+Wj9PLz8yMi4kc/+lE8/fTT0bZt25TH7rTTTqV23xYtWsTpp5+etPbyyy8X+/Go69ati3/+859Ja4cffnh07Ngx5TkFBQVxwQUXJD1Ot379+vHaa6/F7bffHi1btkx7z65du8YHH3xQ6NGrf/vb32L+/PnFmj/i/38P/vznP8d9990XzZs3T3ns1t+Dq6++Oun17Nmz4+WXXy7W/efMmRMvvfRS0tr555+fdo6q5rvvQf369eOVV16Ja665Ju2uhf/7fXj++ecLPcb0qaeeKvT3O5X69evHmWeeGS+88EIMHTq0BNOXn3/+85/x5ptvJq21bt063nnnnbS7VjZo0CD++te/xp///OeIiGI9OrUo+fn5kZ2dHSNHjoxf//rXUb9+/ZTHbus97Zxzzonp06fHjTfeWOgx2KnUqFEjLr744sjNzU3akTGRSMRf/vKX4n8S//XdI1179uwZb731Vuyzzz4pjz355JPj3XffjV133TVpfcqUKSXebW/9+vVRp06dePnll+MXv/hFyn8DsrKy4kc/+lH85je/KfSxBx54oET3BgAAgIpIdAcAAABUW3l5eXH33XcXWh8xYkTGgcWtt94aJ510UtLahg0b4p577imVGcta9+7d44477ijz+w4YMCDp9aZNm+LRRx8t1jX+9a9/xcqVK5PW+vfvX+Q5kyZNSlobPnx4HHPMMRnft3bt2vHUU09FixYttqxt3LixxF/Hc845J66//vpin9enT59o3Lhx0tp9991XrGvcf//9hR6xe9VVVxV7lqrg97//fRx11FHFOmfmzJlJrzt06BBHH310ie5fr169Ep1XXrb1Xjp8+PC00ev/uv766+Pss88u7bHiuuuui/POO69E5zZs2LDEj1Xefffdkx4VHbE5wNzWo3cz1bx583j66aczip7btWsXjz32WKH1e++9N/Ly8kp0/z/+8Y9x3HHHZXTsT3/602jTpk3S2quvvlqi+wIAAEBFJLoDAAAAqq1//etf8c033yStnXLKKRnvSvWdu+++O2rUqJG0dv/995c4bChPf/zjHwt9LmXhpJNOil122SVpbcSIEcW6xvDhw5Ne169fP3r37p32nD/84Q9Jr3v27FmiQKdx48ZxzTXXJK09++yzxb5OdnZ2/OlPfyr2eRGbP99+/folrb388ssxZ86cjM7Py8uLYcOGJa0dcMABcdhhh5Vonsqsffv2hXYOzMSqVauSXleXHQInT54c7733XtLaiSeeWChILspf/vKXyM4uvf9k3bBhwxgyZEipXa+4Tj755KQYd9OmTZGbm1vi6w0ZMqRYf6d69uwZ55xzTtLaggUL4rnnniv2vdu1a1esn4latWoVev+dP39+LFq0qNj3BgAAgIpIdAcAAABUW6+//nqhtR/84AfFvk779u3jxBNPTFr79ttvY8KECSWerTx06NCh2Dt7lZYaNWrEJZdckrQ2adKkGDduXEbnz5kzJ0aPHp20du6550aDBg1SnjN79uwYP3580trAgQMznLiwU089tdD1Mw3evnPsscfGnnvuWeIZrr766qSduQoKCuL+++/P6Nxnn3220CN9q+sud/379y/RDmdbB1GfffbZdu1sVlm89dZbhdYuu+yyYl9n9913L/So5u3Ru3fvtO8BO1p2dna0b98+aW3MmDElutZOO+1U6D0yE4MGDSq0VtzHTkds3o20uEFk9+7dC61NnTq12PcGAACAikh0BwAAAFRb77//ftLr+vXrF3tnpu+cf/75RV6/ouvZs2e53n9bj4Ldeve6VB566KFIJBJFXu9/vfPOO4XWDj/88Izuty177bVXobWPP/64WNcozmNtt6VDhw5xwgknJK0NGzYso10Xt34UbcOGDaNPnz7bNU9lVdLvQ05OTtLrNWvWxAUXXBBLly4tjbEqrK1DsqysrBK/l5522mmlMVJEbP/P07ZMmjQphg8fHtddd12cffbZ0atXr8jJyYmuXbtu88/Wj6+eO3duie7bs2fPQo+PzkSvXr2iUaNGSWslCf9K8pjkrYPDiKgWESoAAADVQ83yHgAAAACgPKxZsyamTZuWtNatW7cSP1r10EMPLbRW2Xa6O+igg8r1/p06dYrDDjssPvzwwy1rI0eOjDvuuCPq1KmT8rxEIhEPPfRQ0lr79u2L3LVvW1HkmWeeWbyhi7BkyZJiHV8a34PBgwfHq6++uuX1woUL45lnnkn7qN3JkyfH22+/nbTWp0+fct0lrLxkZWVF165dS3TuiSeeGLvsskvSY6tfeeWVaNeuXVx88cVx7rnnxhFHHBG1atUqpWkrhs8++yzpdYcOHaJhw4Ylula3bt1KY6SIKL33tA0bNsRdd90Vw4cPjy+++GK7rrV8+fISnXfwwQeX6Lzs7Ow48MAD4z//+c+WtcmTJ8fatWujXr16GV+nQ4cOxb73tiJB0R0AAABVhegOAAAAqJa+/fbbQjujde7cucTX69SpU2RnZ0dBQcGWteIGV+WtVatW5T1C9O/fPym6W7ZsWTz33HPb3EnwO++++27MnDkzaa1fv35FPh50/vz5hdY++eSTYk6c3rffflus40vje3DKKafEXnvtFbNmzdqydt9996WN7v7+978XWquuj5Zt0KBBsWKk/1W3bt24++6749xzz016f1mxYkXce++9ce+990a9evXisMMOi5ycnMjJyYkjjzwymjZtWlrjl4ut/55vzyOSt7VjZEmVxs/T+++/H3379o0ZM2aUwkQlj8722WefEt+zU6dOSdFdIpGIJUuWxO67757xNZo1a1bs+24rLs1k100AAACoDDxeFgAAAKiWli1bVmitSZMmJb5ednZ2oUf4VbZHSm49f3no3bt3oeBpxIgRac/Z+uPZ2dnRt2/fIu9V3CCuJNatW1es40vje5CdnV0omHvnnXdi8uTJ2zx+7dq18fDDDyetHX744bH//vtv9yyV0fZ+D84+++x49NFHo379+tv8+Nq1a+PNN9+M2267Lc4444xo0aJFHHLIIfGHP/wh5s2bt133Li9bv5+W5DGopXHu1rb3ezl69Og44YQTSi24iyh5dFbaX9Pi7rhX1XZnBAAAgO0lugMAAACqpVWrVhVaSxXJZGrr87d1j4qsZs3yfyhCo0aN4pxzzklae+211+Lrr7/e5vGrV6+Op556KmmtV69e0bZt2yLvta3wsryV1vfgsssui7p16yatbWs3u4iIJ554olCAU113uYsone/BRRddFFOnTo0f/OAHRT5mtaCgIMaPHx+/+MUvon379jFw4MBYvHjxds9QljZs2JD0unbt2iW+VrpHSRfX9nwvly1bFr179461a9cmrWdnZ8cJJ5wQv/vd7+KVV16Jzz//PJYsWRKrV6+O/Pz8SCQSSX+OPvro7f00ImL7/n3a1rmV7d8nAAAAqGhEdwAAAEC1tK0QZs2aNdt1za3PLyq2Ydv69++f9Do/P7/QTmzfeeqppwp93bc+P5Wto7SIzTvTbR3NbM+fIUOGZPZJl7JmzZrFhRdemLT28MMPFwqIIjY/evZ/tWjRIs4999wdOl910KZNm7jnnnti4cKF8cwzz8TgwYPjwAMPjBo1aqQ8Jy8vL4YNGxYHHHBATJgwoQyn3T5b76S2PUHXypUrt3ecUnHbbbcVih8POeSQmDJlSrz66qvxi1/8Ik488cTo0qVLNG/ePOrXrx/Z2YX/c3txd7tMZXv+fdrWuf59AgAAgO0jugMAAACqpaZNmxZaK+7j9v5XQUFBoVikWbNmJb5ecZT0cYUVVc+ePWOvvfZKWnvooYe2eezWj5Zt2rRpnHnmmRndp0WLFoXWKtsjgdMZPHhw0uvly5fHyJEjk9bGjRsX48aNS1rr379/qe42Vt3VrVs3zjrrrLjrrrti4sSJsXz58nj99dfjlltuiZycnG2GWgsWLIhTTz21TB6BXBq2fj/dnrkryuf8xBNPJL1u27ZtvPHGG9GhQ4diXae03lNWrFhRquduz+PUAQAAANEdAAAAUE21aNEisrKyktYmT55c4utNnTo1CgoKCt0jlVq1ahVaK2k8V1EildKSlZUV/fr1S1qbMmVKfPjhh0lrM2fOjP/85z9JaxdeeGHstNNOGd1n5513LrQ2Z86c4g1bgXXr1i2+973vJa1t/YjZrV9nZWXFFVdcscNnq84aNGgQvXr1iiFDhsSYMWNizpw5ccMNNxT6e7tgwYK4/fbby2nK4tn6cc6ff/55ia/16aefbu84223y5Mkxf/78pLUf/ehHhXb0K0peXl6h65TUtGnTSnzu1KlTk15nZWWl/fcJAAAAKJroDgAAAKiW6tWrF/vss0/S2sSJEyM/P79E1/voo48KrR188MEpj2/UqFGhtZI8VjEvLy/mzp1b7PMqur59+xbaAWzrXe1GjBgRiUQiaS3TR8tGROTk5BRae/fddzMfshK4+uqrk17/7852K1asKLTz3QknnBDt27cvs/mI2G233eK2226L1157rdCjZ//1r3+V01TF071796TXy5cvL3HEPGbMmNIYabvMmzev0NqRRx5Z7Ot8/PHHsX79+tIYKcaPH1+i8woKCmLixIlJa507d4569eqVwlQAAABQfYnuAAAAgGpr613AVq9eHa+88kqJrvXUU08Vef3/1aBBg0KBzcyZM4t937Fjx8a6deuKfV5Ft8cee8Sxxx6btPbkk09u+VwTiUShR87ut99+ccghh2R8j+OPP77Q2jPPPFOCaSuuc889t9COfvfdd19EbH5k79q1a5M+dtVVV5XZbCQ78sgj4/TTT09amzFjRqHv0f+qWbNm0uuSRsPb67DDDiu09vjjjxf7OgUFBYUe61oelixZUmitJI8Lf/LJJ0tjnIiIGD16dIkeMfvGG28UCrp79OhRWmMBAABAtSW6AwAAAKqtE088sdDa1o/bzMSsWbMKxXotWrSIgw46KOU5WVlZ0bFjx6S1sWPHFvve999/f7HPqSy23rVuxYoV8eyzz0ZExFtvvVVoh78BAwYU6/pdunSJDh06JK2NHTs23nrrrRJMWzHVrl07Bg0alLT2xBNPxPLly+Mf//hH0vpuu+0Wp512WlmOx1Y6depUaC1daNWwYcOk16tXry71mTJxwgknRNOmTZPWhg4dWuxIbOTIkaX2ONbtUb9+/UJr2wrx0lm+fHk8+OCDpTVSrF+/Ph599NFinzd06NBCayeffHJpjAQAAADVmugOAAAAqLbOOuus2GWXXZLWXnjhhXj55ZeLdZ0f/vCHsWnTpqS1K664ImrVqpX2vK0fPztu3LiYNm1axvcdP358oceDViVnnXVWNG7cOGlt+PDhSf/3O7Vq1Yo+ffoU+x433nhjobWBAwfG0qVLi32tiurKK69M2hFt7dq1MXDgwPjiiy+Sjhs0aFCh3RcpW998803S66ysrGjRokXK47cO3WbNmlXokctloW7dutG3b9+ktYULF8aPf/zjjK+xYMGCYh2/I23970JExGuvvVasawwePDiWL19eShNtNmTIkFi2bFnGx7/77rvx9NNPJ621bt06zjjjjFKdCwAAAKoj0R0AAABQbdWqVSt++MMfFlq/9NJLCwVJqdx8883x4osvJq3ttNNO8YMf/KDIc7e129BPfvKTjO47d+7cOP/88yMvLy+j4yujunXrxoUXXpi09tZbb8WkSZMKPQb21FNPjZYtWxb7Hn369Cm0u9isWbPilFNOia+//rr4Q0fEypUr4/bbby/RrlQ7wq677hpnnXVW0tq//vWvpNc1a9aMgQMHluVYVdKQIUMiNze3ROfOmzdvy06O3+ncuXPaeHf//fdPer1ixYr44IMPSnT/7XX99ddHgwYNktaGDRsWP//5z6OgoCDtuV999VUcd9xxsXDhwh05Ysa6detW6HO58847M96F79e//nU89thjpT7XkiVL4rzzzosNGzYUeezs2bPj4osvLrR+1VVXFRmEAwAAAEUT3QEAAADV2o9//OPo2rVr0tqSJUuiZ8+e8eSTT6Y8b/ny5TFw4MD4zW9+U+hjf/jDH2LXXXct8t5nn312oZ2qRo0aFZdffnmsXbs25XnPPPNM9OjRI2bOnBkRmyO/qmrrR8wWFBTE+eefH+vWrUtaL+6jZb9To0aNeOqppwo9pjM3Nze6desW9957b6xfv77I62zatCneeOONGDRoUOy+++7x85//PBYsWFCimXaEwYMHp/34GWecsc3dvSief//739GjR4/o0aNH3HnnnYUegZzKBx98EMcee2ysXLkyab2o3Ru/973vFVobMGBAjB49usjQrbS1bds2br/99kLrt99+e3Tv3j2eeeaZQu9rs2fPjttuuy06d+68JXQ+7LDDymTedGrVqhVnnnlm0tqyZcviuOOOi08//TTleV9//XVcdNFFccstt2xZa9SoUanM9N37/JtvvhnHHXdc2l1RX3311TjqqKMKRYKdOnWKn/3sZ6UyDwAAAFR3NYs+BAAAAKDqql27djz++OPRvXv3WL169Zb1xYsXxwUXXBBDhgyJM888M/bee+9o2LBhLFy4MHJzc+P555+PVatWFbreqaeeus3d87Zlp512iltuuSWuvfbapPUHHnggXnzxxTj33HOja9eu0bBhw1i2bFlMmTIlXnrppZg6deqWYy+44IL45ptv4p133inZF6CC6969e+y7777x+eefb1mbPHly0jE777zzNncNzNR+++0Xjz32WJx99tlJjwletGhRXH311XHjjTfG0UcfHTk5OdGqVato3LhxrFmzJpYvXx5z586N8ePHx8cff1womKpIjjrqqNh///3js88+2+bHr7rqqjKeqGrLzc2N3NzcuPbaa2OfffaJrl27xv777x8tW7aMJk2aRMTmcHfatGkxevTomDBhQqFrdOjQIa655pq098nJyYkuXbok7cw5bdq0OPbYY6Nu3bqx2267Rb169Qqd99JLL2UUBhfXlVdeGR988EGhXR7Hjx8f55xzTtSqVSt23nnnaNiwYSxatCi+/fbbpOOaNGkSI0aMiH322SdpvTwee3zTTTfFk08+mbSb6LRp06Jbt25x0kknxbHHHhu77bZbbNq0Kb755pt4++2344033kjahW7AgAExY8aMUnl/vuWWW+L//u//Ij8/P95///3Yd999o1evXnHcccdFmzZtYuPGjTF79uwYNWpUjB8/vtD5derUieHDh1fpSBsAAADKkugOAAAAqPY6d+4co0ePjlNPPTUWLVqU9LEpU6bE73//+4yuc/bZZ8djjz0WWVlZGd/7hz/8YYwaNSrefPPNpPVvvvkm7rrrrrTnHnXUUfHggw9uV3BWGfTv3z/tY3cvueSSqFlz+/4z1+mnnx5vvvlm9O7du9AOdcuXL4/nnnsunnvuue26R3m7+uqr48orryy03rFjxzj22GPLYaLqYerUqTF16tS0O2dubbfddotnn312m8Hc1u6666444YQTIj8/P2l93bp18eWXX27znI0bN2Y8S3FkZWXFQw89FDVq1IiHHnqo0Mfz8vJSPqK1SZMmMWrUqGjXrl2hj5XWbnHF0bFjx7jrrrsK/cwUFBTESy+9FC+99FLa84899ti4995748QTTyyVeb7bPfG7XSs3bdoUr7zySrzyyitFnlu7du14+umno0ePHqUyCwAAAODxsgAAAAAREXHIIYfEhx9+GL169Sr2ufXr149f/epX8dRTTxV7F6Hs7OwYNWpUnHbaacU6r0+fPvHqq69G3bp1i3VeZdSnT5+0UV1JHy27taOOOiomTJgQffr02a6dtbKysuKYY46JI488slTmKi19+vTZssva/7ryyiuLFYqSWuvWrbf7GqeffnqMGTMm9t1334yOP/bYY+PZZ5+NnXfeebvvXRqys7NjxIgR8fjjj2f89TjmmGNi7NixccQRR8SyZcsKfbxx48alPWZGrrjiirj33nujdu3axTpvwIAB8dJLL0WdOnVKdZ6rr746hg4dWqx/Z9q2bRsvvvhisf+NAQAAANIT3QEAAAD8V7t27eL111+P1157LU4//fSoX79+kcdfd911MX369Lj55psjO7tk/6mlbt26MWrUqHjyySfjgAMOSHlcVlZWHHHEEfHSSy/FI488Um0eE7jzzjvHKaecss2P5eTkROfOnUvtXrvssks88sgj8eWXX8a1116b8bUbNmwYp512Wvz1r3+NWbNmxVtvvRU5OTmlNldpqF+/fnTq1ClprW7dutGvX7/yGagKeuWVV+KLL76IP/3pT3HaaadFixYtMjqvcePG0bdv33jnnXfi+eefjzZt2hTrvqeffnrMnj07/vnPf8Zll10W3bt3j9atW0f9+vXLLai88MILY8aMGfHkk09G7969o0uXLtG0adOoWbNmNGvWLA455JC45ppr4oMPPoi33norOnToEBFRaKfJiIhmzZqV9fhbXHXVVTFhwoTo3bt31KpVK+VxtWvXjtNPPz3efffdGDZsWKkHd98ZOHBgfPrpp3HJJZekja7btm0bv/zlL+OLL74oUUwOAAAApJeVSCQS5T0EAAAAQEW0cePGyM3NjXnz5sXixYtjzZo10bx582jZsmXst99+0bFjxx1y33nz5sWHH34YixYtiuXLl0e9evVir732ih49esQuu+yyQ+5JagsXLowJEybEkiVL4ttvv43Vq1dH/fr1o1GjRtGmTZvo1KlT7LHHHhV+t7hp06bFPvvsk7TWr1+/GD58eDlNVD3MnTs3ZsyYEbNnz47ly5fHmjVrolatWtGoUaNo1apV7L///rH33nuXONqtaoYOHRqDBg1KWpsxY8Y2Hztb1tasWRMffPBBzJw5M5YuXRpZWVnRrFmz6NChQxx66KHRoEGDUrnP22+/Hcccc0zS2ujRo6Nnz55Ja+vWrYvc3NyYMmVKLF26NOrUqRO77LJLdOjQIQ455JAK/54EAAAAlZnoDgAAAACqgR//+Mdxxx13JK2NGTOmwu3IR/V25plnxnPPPbfldYsWLWLx4sXlOFHZyzS6AwAAAMqP//dJAAAAAKji1qxZEw8++GDS2sEHHyy4o0KZMmVKjBo1KmntyCOPLKdpAAAAAFIT3QEAAABAFXfvvffG8uXLk9auueaa8hkGtmHDhg1x8cUXR0FBQdL61o+aBQAAAKgIRHcAAAAAUIXNnz8/br311qS1Nm3aRO/evctpIqqyu+++O8aOHVusc77++us47rjjYsKECUnrHTp0iBNPPLE0xwMAAAAoFaI7AAAAAKii3njjjejVq1esWLEiaf3mm2+O2rVrl9NUVGUvvPBC5OTkRLdu3eJXv/pVfPDBB7Fq1apCx61fvz7+85//xI9+9KPo2LFjvP/++0kfz87OjgceeCCysrLKanQAAACAjNUs7wEAAAAAgO03bty4GDhwYEREbNy4MebOnRtr1qwpdNyBBx4YAwYMKOvxqGYmTpwYEydOjCFDhkRWVla0bNkymjRpEjVq1Ijly5fH4sWLY9OmTSnP/9WvfhVHHXVUGU4MAAAAkDnRHQAAAABUAatXr45PPvkk7TH169ePRx55JGrW9J8FKTuJRCIWLVoUixYtKvLYWrVqxd/+9re48sory2AyAAAAgJLxeFkAAAAAqAZatWoVL774Yuy///7lPQpVWK9evaJ169bFPi87OzvOPffc+OijjwR3AAAAQIXn/6UVAAAAAKqgGjVqRJMmTaJLly5x2mmnxeWXXx5NmzYt77Go4n7yk5/E9ddfH+PGjYv33nsvxo0bFzNnzox58+bFypUrY926dVGnTp1o1qxZNGvWLPbff/846qij4vjjj4+99tqrvMcHAAAAyEhWIpFIlPcQAAAAAAAAAAAAUBl4vCwAAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZqlvcAUJTly5fHO++8s+V127Zto06dOuU4EQAAAAAAAAAAUJ42bNgQ8+bN2/L66KOPjiZNmpTJvUV3VHjvvPNOnHnmmeU9BgAAAAAAAAAAUEH9+9//jjPOOKNM7uXxsgAAAAAAAAAAAJAh0R0AAAAAAAAAAABkyONlqfDatm2b9Prf//537L333uU0DamsXr06xo4du+V19+7do0GDBuU4EQAA7Dh+/wUAoLrxOzAAANWJ338rh+nTp8eZZ5655fXWjdGOJLqjwqtTp07S67333jv23XffcpqGVFauXBkLFizY8rpz587RqFGjcpwIAAB2HL//AgBQ3fgdGACA6sTvv5XT1o3RjuTxsgAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkSHQHAAAAAAAAAAAAGRLdAQAAAAAAAAAAQIZEdwAAAAAAAAAAAJAh0R0AAAAAAAAAAABkqGZ5D0DZWL16dXz++ecxZcqU+Pbbb2P9+vXRpEmTaNWqVRxyyCGx5557lveIAAAAAAAAAAAAFZ7orpx99dVXMXbs2MjNzY2xY8fGuHHjYtWqVVs+vscee8Ts2bNLdO3c3Nz497//HW+++WaMHz8+CgoKUh67xx57xJVXXhlXXHFFNG3atET3AwAAAAAAAAAAqOpEd+Xg/fffjz//+c+Rm5sbX3/9dalff+LEiXHOOefEzJkzMz5nzpw5ccMNN8Sdd94Zw4cPj5NOOqnU5wIAAAAAAAAAAKjssst7gOroo48+imeffXaHBHcREfPnz08Z3DVu3Dj22Wef6N69e7Rr1y6ysrKSPr5gwYI49dRT44knntghswEAAAAAAAAAAFRmorsKpkGDBqV+zR49esTdd98dn3/+eSxfvjymTJkSubm5MWPGjFi4cGHceuutUa9evS3HFxQUxKWXXhoff/xxqc8CAAAAAAAAAABQmXm8bDlq2LBhHHzwwXHooYdG9+7d49BDD41Zs2bFMcccs93Xzs7Ojosuuih+8YtfxL777pvyuJYtW8Yvf/nLOO200+KYY46JpUuXRkREXl5eXHvttfHOO+9s9ywAAAAAAAAAAABVheiuHJx++ulxwgknRKdOnSI7O3mzwVmzZm339Tt27Biffvpp2thuawcccEAMHz48zjjjjC1r7777bkyfPj323nvv7Z4JAAAAAAAAAACgKvB42XLQvn376NKlS6HgrrR07NixWMHdd77//e9Hly5dktZeeeWV0hoLAAAAAAAAAACg0hPdkeTII49Mej137txymgQAAAAAAAAAAKDiEd2RpGnTpkmvV6xYUU6TAAAAAAAAAAAAVDyiO5J89dVXSa+bN29eTpMAAAAAAAAAAED5KEhErN1U3lNQUYnu2CKRSMR7772XtNaxY8dymgYAAAAAAAAAAMpeQSIRT83Kjjsn1YhVeeU9DRWR6I4t3n777Zg1a9aW11lZWXHSSSeV40QAAAAAAAAAAFB2CgoS8ZuXp8cHC7NjwbqsuPvzGrF0zcbyHosKpmZ5D0DFUFBQEDfccEPS2kknnRStW7cu1fssWrQoFi9eXKxzpk+fnvR69erVsXLlytIci1KwZs2atK8BAKAq8fsvAADVjd+BAQCoDgoSifj1y9PjmYkLtqwtWJcVlz36SQzrc2A0q1+7HKdja6tXry63e4vuiIiIP/3pT5Gbm7vldXZ2dtx6662lfp977703fvWrX23XNcaOHRsLFiwo+kDK1dixY8t7BAAAKDN+/wUAoLrxOzAAAFVNQSLiiRnZkbu48INDZ3y7Pi4cOiYGd8mPBrXKYTi2ae7cueV2b4+XJf7zn//EjTfemLR27bXXRrdu3cppIgAAAAAAAAAAKBvpgrvvLF4X8c3arDKciorMTnfV3MyZM+Pss8+OTZs2bVnr2rVr3HbbbeU4FQAAAAAAAAAA7HgFiYiRM7JjbJrgrlZWIgZ2KogOjRNlOBkVmeiuGluyZEmcfPLJsWTJki1rO++8czzzzDNRp06dHXLPH/zgB3HeeecV65zp06fHmWeeueV19+7do3PnzqU8GdtrzZo1SY8T6N69e9SvX78cJwIAgB3H778AAFQ3fgcGAKAqyi9IxM0vTouxixelPKZWViL+dEaHOKbLLmU4GZmYPHlyud1bdFdNrVq1Kk4++eSYNm3alrXGjRvHq6++GnvttdcOu2+rVq2iVatW23WNBg0aRKNGjUppInaU+vXr+z4BAFBt+P0XAIDqxu/AAABUdvkFifjpU5/EqM/SB3eXdyqIY7rs4vffCqhBgwbldm/RXTW0fv36+P73vx/jxo3bslavXr148cUX48ADDyzHyQAAAAAAAAAAYMfKL0jEj/85Mf498euUx9TK3hzc7eORsmyD6K6aycvLi/PPPz/efvvtLWu1a9eOZ555Jg4//PDyGwwAAAAAAAAAAHawTfkF8eOnPonn0gR3O9XMjss65kVHwR0pZJf3AJSdgoKCuPTSS2PUqFFb1mrUqBGPP/54nHjiieU4GQAAAAAAAAAA7Fib8gviun+mD+7q1qoR9/TeV3BHWqK7aiKRSMSgQYPiiSee2LKWlZUVDzzwQJxzzjnlOBkAAAAAAAAAAOxYm/IL4tonJ8aoT9IHd8P7HxqH7tGk7AajUhLdVRPXXXddDBs2LGntb3/7W/Tr1698BgIAAAAAAAAAgDKQl18Q1zwxMV749JuUx9SrXSNG9D80erRrXoaTUVnVLO8B2PFuuummuPPOO5PWbrvtthg8eHA5TQQAAAAAAAAAADve5uDu43jpswUpj9kc3HWP7ns1K8PJqMxEd1XcH//4x/jtb3+btHbDDTfEDTfcUE4TAQAAAAAAAADAjpeXXxA/GvlxvDwpdXBXv3aNGDGgexy6p+COzInuqrB//OMf8bOf/SxpbfDgwXHbbbeV00QAAAAAAAAAALDj5eUXxA8f/zhe+Tx9cPfQgO5xiOCOYhLdVVGPP/54/OAHP0ha69+/f/ztb38rp4kAAAAAAAAAAGDH27ipIH44ckK8+vnClMc0qFMzHhpwaBy8h+CO4hPdlZP3338/1q1bV2j9k08+SXq9fv36eOONN7Z5jV133TW6dOlSaP2NN96Ivn37RkFBwZa1Tp06Re/evePNN98s1pxNmzaNgw8+uFjnAAAAAAAAAABAedi4qSCufnxCvP5FUcFd9zh4j6ZlOBlVieiunFx88cUxZ86cIo9buHBhHH/88dv8WN++fWPEiBGF1t97773YtGlT0tqUKVPipJNOKvacRx99dLz99tvFPg8AAAAAAAAAAMrSxk0F8YPHJsQbk1MHdw3r1IyHLuseB+0uuKPkRHcAAAAAAAAAAECltmFTflz92IR4Y/KilMc03KlmPHJZTnRt26TsBqNKEt0BAAAAAAAAAACV1oZN+XHVoxPirSnpg7tHL8uJAwV3lALRXTmZPXv2Drv2kCFDYsiQITvs+gAAAAAAAAAAUBGsz8uPqx4dH6OnLk55TKOdasajA3PigN2alN1gVGmiOwAAAAAAAAAAoNJZn5cfVz46Pt5OE9w1rlsrHr0sJ/bfrXEZTkZVJ7oDAAAAAAAAAAAqlfV5+THokfHx7rT0wd1jA3NivzaCO0qX6A4AAAAAAAAAAKg01uflx+UPj4v/fLkk5TFN6m3e4U5wx44gugMAAAAAAAAAACqFTIO7xwbmxL67Cu7YMUR3AAAAAAAAAABAhbdu4+bg7r3pqYO7pvVqxWMDe0SXXRuV4WRUN6I7AAAAAAAAAACgQlu3MT8ue+ij+GDGtymPaVa/djw2MCc67yK4Y8cS3QEAAAAAAAAAABXW2o2b4rIR4+LDmemDu8cvz4lOrQV37HiiOwAAAAAAAAAAoEJau3FTDBjxUYyZuTTlMc3r147HL+8R+7RuWIaTUZ2J7gAAAAAAAAAAgApn7cZN0X/4R5E7K3Vw16LB5uCu486CO8qO6A4AAAAAAAAAAKhQ1mzYFP1HfBRj0wZ3dWLk5TnRQXBHGRPdAQAAAAAAAAAAFcbqDZui//Cx8dHsZSmPadGgTjwxKCf2biW4o+yJ7gAAAAAAAAAAgAph9YZN0e/BsTFuTurgrmXDOjHy8h6xd6sGZTgZ/H+iOwAAAAAAAAAAoNytWp8X/YZ/FOPTBHetGtaJkYN6RPuWgjvKj+gOAAAAAAAAAAAoV6vW50XfB8fGhLnLUx4juKOiEN0BAAAAAAAAAADlZuV/g7uP0wR3Ozfa/EjZdoI7KgDRHQAAAAAAAAAAUC5Wrs+LS4eNjYnzlqc8pnWjnWLkoB6xV4v6ZTcYpCG6AwAAAAAAAAAAytyKdXlx6YNj45M0wd0ujXeKkZf3iD0Fd1QgojsAAAAAAAAAAKBMrViXF5cOy41P5q9IecyujTfvcLdHc8EdFYvoDgAAAAAAAAAAKDMr1ubFJQ/mxqdpgrs2TerGyMt7xO7N65XhZJAZ0R0AAAAAAAAAAFAmlq/dGH2G5cakr1amPKZNk7rxxKAe0baZ4I6KSXQHAAAAAAAAAADscMvXboyLH8iNz78W3FG5ie4AAAAAAAAAAIAdatmazcHdF9+kDu52a7r5kbKCOyo60R0AAAAAAAAAALDDLP1vcDc5TXDXttnm4G63poI7Kj7RHQAAAAAAAAAAsEMsXbMxLho6JqYsWJXymLbN6sYTgw6LNk3qluFkUHKiOwAAAAAAAAAAoNR9u3pDXPxAbtrgbvdm9eKJQT1iV8EdlYjoDgAAAAAAAAAAKFVLVm+Ii4fmxtSFqYO7PZpvDu52aSy4o3IR3QEAAAAAAAAAAKVmyeoNcdHQMTFt4eqUx+zZvF6MFNxRSYnuAAAAAAAAAACAUrF41ebg7stFqYO7vVrUj5GX94jWjXcqw8mg9IjuAAAAAAAAAACA7bZo1fq4aGhuTE8T3LVrUT9GDuoROzcS3FF5ie4AAAAAAAAAAIDtsmjV+rjw/jExY/GalMe0a7l5hzvBHZWd6A4AAAAAAAAAACixRSvXx4VD0wd37f8b3LUS3FEFiO4AAAAAAAAAAIASWbhy8w53M5ekDu72btUgHr88J1o1FNxRNYjuAAAAAAAAAACAYsskuOvQqkE8fnmPaNmwThlOBjuW6A4AAAAAAAAAACiWBSs2P1J2VprgruPODeKxgYI7qh7RHQAAAAAAAAAAkLFvVqyLC+8fE7O/XZvymH12bhiPXZ4TLRoI7qh6RHcAAAAAAAAAAEBGvl6+Li4cOibmpAnuOrVuGI8NzInmgjuqKNEdAAAAAAAAAABQpK+Wb97hbu5SwR3Vm+gOAAAAAAAAAABIa/6ytXHh0DExb+m6lMd03qVRPDYwJ5rVr12Gk0HZE90BAAAAAAAAAAApzV+2Ni64f0zMX5Y6uOvy3+CuqeCOaiC7vAcAAAAAAAAAAAAqpnlLiw7u9t1VcEf1Yqc7AAAAAAAAAACgkO+Cu6+Wpw7u9mvTKB69LCea1BPcUX3Y6Q4AAAAAAAAAAEgy99uig7v92zQW3FEt2ekOAAAAAAAAAADYYnNw92F8vWJ9ymMO2K1xPDIgJxrXq1WGk0HFILoDAAAAAAAAAAAiImLOt2vigvvHxDdpgrsDd2scD1+WE43rCu6onkR3AAAAAAAAAABAzF6yObhbsDJNcNe2STw8oLvgjmotu7wHAAAAAAAAAAAAytesDIK7rm2bxCOXCe7ATncAAAAAAAAAAFCNzVy8Oi4cOiYWrtyQ8phuu2/e4a7hToI7sNMdAAAAAAAAAABUUzMWr44L7k8f3B0kuIMkdroDAAAAAAAAAIBqaPqi1XHR0DGxaFXq4O7gPZrGQwO6R4M6MiP4jp8GAAAAAAAAAACoZqYvWhUXDs2NxWmCu0P2aBojBHdQiJ8IAAAAAAAAAACoRr5cuDm4W7I6dXDXfc9m8WD/QwV3sA1+KgAAAAAAAAAAoJrYHNyNiSWrN6Y8pvtezWJ4v0OjvuAOtim7vAcAAAAAAAAAAAB2vGkLV8UF96cP7nIEd1AkPx0AAAAAAAAAAFDFTV2wKi4aOia+XZM6uOvRrlk82O/QqFdbUgTp+AkBAAAAAAAAAIAqbMqClXHR0NxYmia4O6xd83iw36FRt3aNMpwMKifRHQAAAAAAAAAAVFGTv1kZFw0dE8vW5qU85nvtm8ewvoI7yFR2eQ8AAAAAAAAAAACUvi++Ljq4O2LvFoI7KCY73QEAAAAAAAAAQBXz+dcr4uIHcmN5muDuyA4tYuilh8ROtQR3UByiOwAAAAAAAAAAqEImfbU5uFuxTnAHO4LHywIAAAAAAAAAQBWRSXB3dMeWgjvYDna6AwAAAAAAAACAKuCz+Svi4gfGxMr1m1Ie03OflvH3PgcL7mA72OkOAAAAAAAAAAAquU/nLy8yuDtGcAelwk53AAAAAAAAAABQiX0yb3n0GZYbq9IEd8d2ahX39Tko6tQU3MH2stMdAAAAAAAAAABUUh/PXRZ9Hkgf3PXqLLiD0iS6AwAAAAAAAACASmjC3GVx6bCxsWpDuuBu57jnYsEdlCaPlwUAAAAAAAAAgEpm/Jxl0ffBsbE6TXB3fJed456LDoraNe3LBaXJTxQAAAAAAAAAAFQi4+csLTK4O3FfwR3sKHa6AwAAAAAAAACASmLc7M3B3ZqN+SmPOWnf1nHXRd2iVg3BHewIfrIAAAAAAAAAAKAS+CiD4O7k/QR3sKPZ6Q4AAAAAAAAAACq4sbOWRr/hY2NtmuDu1P13ib9e0FVwBzuY6A4AAAAAAAAAACqw3JnfRv8RH6UP7g7YJf7aW3AHZUF0BwAAAAAAAAAAFdSYmd9G/+Efxbq81MHd6QfuGn85/8CoKbiDMuEnDQAAAAAAAAAAKqAPZiwpMrj7vuAOypyd7gAAAAAAAAAAoIL5YPqSGPDQR7E+ryDlMWd03TX+fJ7gDsqa6A4AAAAAAAAAACqQ96cvicuKCO7O6tYm/nTegVEjO6sMJwMiRHcAAAAAAAAAAFBhvPfl5uBuw6bUwd3Z3drEHwV3UG5EdwAAAAAAAAAAUAG8O21xXP7wuPTB3UFt4o/nCu6gPHmgMwAAAAAAAAAAlLN3pi2OgUUEd+cevJvgDioAO90BAAAAAAAAAEA5envqohj0yPjYmCa4O+/g3eIP5xwQ2YI7KHd2ugMAAAAAAAAAgHIyeuqiGPRw+uCu9yFtBXdQgdjpDgAAAAAAAAAAysHoKYviikfGx8b81MHdBYe2jdvO2l9wBxWI6A4AAAAAAAAAAMrYm5MXxlWPTkgb3F3Yffe49cz9BHdQwYjuAAAAAAAAAACgDL3xxcK46rHxkZefSHnMRTm7x2/PENxBRZRd3gMAAAAAAAAAAEB18XoGwV2fHoI7qMjsdAcAAAAAAAAAAGXg1c8XxODHJ6QN7i7psUf8+ox9IytLcAcVlegOAAAAAAAAAAB2sFcmbQ7uNhWkDu76HrZHDPm+4A4qOtEdAAAAAAAAAADsQK9M+iYGP/5x2uCu3/f2jFtO7yK4g0pAdAcAAAAAAAAAADvIS599Ez8c+XHkpwnu+h++Z9x8muAOKgvRHQAAAAAAAAAA7AAvfvpN/OiJ9MHdgMP3iptO6yy4g0pEdAcAAAAAAAAAAKXshU+/jmuemJg2uBt4xF5x46mCO6hsRHcAAAAAAAAAAFCKnv/k67juyfTB3aCj2sUNJ3cS3EElJLoDAAAAAAAAAIBS8tzEr+K6JydGmt4urjiqXfxCcAeVlugOAAAAAAAAAABKQSbB3ZVHt4+fn7SP4A4qMdEdAAAAAAAAAABsp2c/nh8//ucnaYO7H/RsHz89UXAHlZ3oDgAAAAAAAAAAtsMzE+bHj5/6JBJpgrurj2kfPzlBcAdVgegOAAAAAAAAAABK6Onx8+OnT6cP7n547N5x/fEdBXdQRYjuAAAAAAAAAACgBJ4aNy9+9q9P0wZ3PzquQ1zXq4PgDqoQ0R0AAAAAAAAAABTTPz+aFz9/Jn1wd81xHeK64zuW3VBAmRDdAQAAAAAAAABAMTz50dz4xTOfpQ3uru3VIa7tJbiDqkh0BwAAAAAAAAAAGRo5dm7c8MxnaY+5/viO8aPjOpTRREBZE90BAAAAAAAAAEAGHs+dG798Nn1w9+PjO8YPBXdQpYnuAAAAAAAAAACgCI/lzokbn52U9pifnrhPXH3M3mU0EVBeRHcAAAAAAAAAAJDGI2PmxE3/Th/c/eykfeIHPQV3UB2I7gAAAAAAAAAAIIWHP5wdNz/3edpjfn5Sp7iqZ/symggob6I7AAAAAAAAAADYhoc+mB23PJ8+uLvh5E5xxdGCO6hORHcAAAAAAAAAALCV4e/Pil+N+iLtMTee0jkuP6pdGU0EVBSiOwAAAAAAAAAA+B8Pvjcrfv1C+uDu/07tHAOPFNxBdSS6AwAAAAAAAACA/3rgPzPjty9OTnuM4A6qN9EdAAAAAAAAAABEZsHdzad1iQFH7FVGEwEVkegOAAAAAAAAAIBq7/53Z8RtL01Je8yQ07tEv8MFd1Ddie4AAAAAAAAAAKjW/vHOjPjdy+mDu199f9/o+709y2YgoEIT3QEAAAAAAAAAUG3d9/aM+MMr6YO7X5+xb1x62J5lMxBQ4YnuAAAAAAAAAAColu59e3rc/srUtMf85sz94pIee5TRREBlILoDAAAAAAAAAKDauWf09Pjjq+mDu1vP2i8uzhHcAclEdwAAAAAAAAAAVCt3vfll/Pn1aWmPue2s/eOinN3LaCKgMhHdAQAAAAAAAABQbfztzS/jjiKCu9+fvX9c0F1wB2yb6A4AAAAAAAAAgGrhr29Mi7++8WXKj2dlbQ7ueh8quANSE90BAAAAAAAAAFDl/eX1aXHnm+mDuz+cfUCcf2jbMpwKqIxEdwAAAAAAAAAAVFmJRCL+8saX8bcigrvbzzkgzjtEcAcUTXQHAAAAAAAAAECVlEgk4o7Xp8Vdb01PeUxWVsQfzz0wzj14tzKcDKjMRHcAAAAAAAAAAFQ5iUQi/vTa1Lhn9IyUx2RlRfz5vAPj7IMEd0DmRHcAAAAAAAAAAFQpiUQi/vjq1Lj37dTBXXZWxJ/PPzDO6ia4A4pHdAcAAAAAAAAAQJWRSCTiD69Mjb+/kz64+0vvrnFG1zZlOBlQVYjuAAAAAAAAAACoEhKJRPz+5Snxj3dnpjxGcAdsL9EdAAAAAAAAAACVXiKRiN+9PCXuTxPc1cjOir/27hqnH7hrGU4GVDWiOwAAAAAAAAAAKrVEIhG3vjg5HnhvVspjamRnxZ0XdI3TDhDcAdtHdAcAAAAAAAAAQKWVSCTiNy9MjgffTx/c/e2CbnHqAbuU4WRAVSW6AwAAAAAAAACgUkokEvHrF76I4e/PTnlMzeysuOvCbnHy/oI7oHSI7gAAAAAAAAAAqHQSiUT8atQXMeKD2SmPqZmdFXdf1C1O2k9wB5Qe0R0AAAAAAAAAAJVKIpGIIc9/Hg99OCflMZuDu4PipP1al+FkQHUgugMAAAAAAAAAoNJIJBJx83OfxyNjUgd3tWpkxT0XHRQn7Cu4A0qf6A4AAAAAAAAAgEqhoCARNz8/KR4dMzflMbVqZMW9Fx8cx3fZuQwnA6oT0R0AAAAAAAAAABVeQUEi/u+5SfF4bvrg7r6LD45egjtgBxLdAQAAAAAAAABQoRUUJOLGf0+KkWNTB3e1a2THfX0OiuM6C+6AHUt0BwAAAAAAAABAhVVQkIhfPvtZPPHRvJTH1K6RHf+45OA4plOrMpwMqK5EdwAAAAAAAAAAVEgFBYm44ZnP4slxaYK7mv8N7vYR3AFlQ3QHAAAAAAAAAECFU1CQiJ//69N4avz8lMfUrpkd919ycPQU3AFlSHQHAAAAAAAAAECFkv/f4O7pIoK7oZceEkd3bFmGkwGI7gAAAAAAAAAAqEDyCxLx06c/iWcmfJXymDr/De6OEtwB5UB0BwAAAAAAAABAhZBfkIifPvVJPPNx+uBuWN9D44gOLcpwMoD/T3QHAAAAAAAAAEC5yy9IxI//OTH+PfHrlMfsVGtzcHf43oI7oPyI7gAAAAAAAAAAKFeb8gvix099Es8VEdw92PfQ+J7gDihnojsAAAAAAAAAAMrNpvyCuP6fn8Tzn6QO7urWqhEP9js0DmvfvAwnA9g20R0AAAAAAAAAAOViU35BXPvkxHjh029SHlO3Vo0Y3v/Q6NFOcAdUDKI7AAAAAAAAAADK3Kb8grjmyYnxYprgrl7tGjG836GRI7gDKhDRHQAAAAAAAAAAZSovvyCufWJivPhZ+uBuRP/u0X2vZmU4GUDRRHcAAAAAAAAAAJSZvPyC+NHIj+PlSQtSHlO/do0YMaB7HLqn4A6oeER3AAAAAAAAAACUibz8gvjh4x/HK5+nD+4eGtA9DhHcARWU6A4AAAAAAAAAgB1u46aC+OHICfHq5wtTHtOgTs14aMChcfAegjug4hLdAQAAAAAAAACwQ23cVBBXPz4hXv+iqOCuexy8R9MynAyg+ER3AAAAAAAAAADsMBs3FcQPHpsQb0xOHdw1rFMzHrqsexy0u+AOqPhEdwAAAAAAAAAA7BAbNuXH1Y9NiDcmL0p5TMOdasYjl+VE17ZNym4wgO0gugMAAAAAAAAAoNRt2JQfVz06Id6akj64e/SynDhQcAdUIqI7AAAAAAAAAABK1fq8/Ljq0fExeurilMc02qlmPDowJw7YrUnZDQZQCkR3AAAAAAAAAACUmvV5+XHlo+Pj7TTBXeO6teLRy3Ji/90al+FkAKVDdAcAAAAAAAAAQKlYn5cfgx4ZH+9OSx/cPTYwJ/ZrI7gDKifRHQAAAAAAAAAA2219Xn5c/vC4+M+XS1Ie06Te5h3uBHdAZSa6AwAAAAAAAABgu2Qa3D02MCf23VVwB1RuojsAAAAAAAAAAEps3cbNwd1701MHd03r1YrHBvaILrs2KsPJAHYM0R0AAAAAAAAAACWybmN+XPbQR/HBjG9THtOsfu14bGBOdN5FcAdUDaI7AAAAAAAAAACKbe3GTXHZiHHx4cz0wd3jl+dEp9aCO6DqEN0BAAAAAAAAAFAsazduigEjPooxM5emPKZ5/drx+OU9Yp/WDctwMoAdT3QHAAAAAAAAAEDG1m7cFP2HfxS5s1IHdy0abA7uOu4suAOqHtEdAAAAAAAAAAAZWbNhU/Qf8VGMLSK4G3l5j+gguAOqKNEdAAAAAAAAAABFWr1hU/QfPjY+mr0s5TEtGtSJkZfnCO6AKk10BwAAAAAAAABAWqs3bIp+D46NcXNSB3ctG9aJkZf3iL1bNSjDyQDKnugOAAAAAAAAAICUVq3Pi37DP4rxgjuAiBDdAQAAAAAAAACQwqr1edH3wbExYe7ylMe0algnRg7qEe1bCu6A6kF0BwAAAAAAAABAISv/G9x9nCa427nR5h3u2gnugGpEdAcAAAAAAAAAQJKV6/Pi0mFjY+K85SmPad1opxg5qEfs1aJ+2Q0GUAGI7gAAAAAAAAAA2GLFury49MGx8Uma4G6XxjvFyMt7xJ6CO6AaEt0BAAAAAAAAABAR/w3uhuXGJ/NXpDxm18abd7jbo7ngDqieRHcAAAAAAAAAAMSKtXlxyYO58WkRwd0Tgw6L3ZvXK8PJACoW0R0AAAAAAAAAQDW3Ym1e9BmWG599lTq4a9Okboy8vIfgDqj2RHcAAAAAAAAAANXY8rUbo8+w3Jj01cqUx7RpUjeeGNQj2jYT3AGI7gAAAAAAAAAAqqllazbGxQ/kxhffpA7udmu6eYc7wR3AZqI7AAAAAAAAAIBqKNPg7olBPWK3poI7gO+I7gAAAAAAAAAAqpml/w3uJqcJ7to2qxtPDDos2jSpW4aTAVR8ojsAAAAAAAAAgGrk29Ub4uIHcmPKglUpj9m9Wb14YlCP2FVwB1BIdnkPAAAAAAAAAABA2cgkuNujueAOIB073QEAAAAAAAAAVANLVm+Ii4fmxtSFqYO7PZvXi5GDesQujQV3AKmI7gAAAAAAAAAAqrjFqzbERUPHxJeLVqc8Zq8W9WPk5T2ideOdynAygMrH42UBAAAAAAAAAKqwTIK7doI7gIzZ6Q4AAAAAAAAAoIpatGp9XDQ0N6anC+5abg7udm4kuAPIhOgOAAAAAAAAAKAKWrRyfVw4dEzMWLwm5THt/xvctRLcAWRMdAcAAAAAAAAAUMUsWrk+Lhg6JmYWFdwN6hGtGgruAIpDdAcAAAAAAAAAUIUsXLk+Lrx/TMxckjq469CqQTx+eY9o2bBOGU4GUDWI7gAAAAAAAAAAqogFKzY/UnaW4A5ghxHdAQAAAAAAAABUAd+sWBcX3j8mZn+7NuUxHXfeHNy1aCC4Aygp0R0AAAAAAAAAQCX39fJ1ceHQMTEnTXDXqXXDeGxgTjQX3AFsF9EdAAAAAAAAAEAl9tXyzTvczV0quAMoC6I7AAAAAAAAAIBK6qvl6+KC+z+MeUvXpTymU+uG8fjlPaJZ/dplOBlA1SW6AwAAAAAAAACohOYvWxsXDh2TNrjrskujeGxgTjQV3AGUGtEdAAAAAAAAAEAlM2/p5uBu/rLUwd2+uzaKRy8T3AGUNtEdAAAAAAAAAEAlMm/p2rjg/jHx1fL0wd1jA3OiST3BHUBpyy7vAQAAAAAAAAAAyEwmwd3+bRoL7gB2IDvdAQAAAAAAAABUAnO/XRsX3P9hfL1ifcpjDtitcTwyICca16tVhpMBVC+iOwAAAAAAAACACm7Ot2vigvvHxDdpgrsDd2scD1+WE43rCu4AdiTRHQAAAAAAAABABTZ7yZq4cGgRwV3bJvHwgO6CO4AyILoDAAAAAAAAAKigZi1ZExfePyYWrEwd3HVt2yQevqx7NNpJcAdQFkR3AAAAAAAAAAAV0MzFq+PCoWNi4coNKY/ptnuTeGiA4A6gLInuAAAAAAAAAAAqmBmLV8eF94+JRatSB3cH/Te4ayi4AyhTojsAAAAAAAAAgApk+qLVcdHQ9MHdwXs0jYcGdI8GdaQfAGUtu7wHAAAAAAAAAABgs+mLNj9SNl1wd4jgDqBcefcFAAAAAAAAAKgApi9aFRfcnxtLVqcO7rrv2Swe7H+o4A6gHHkHBgAAAAAAAAAoZ18uXBUXDh0TS1ZvTHlM972axfB+h0Z9wR1AufJ4WQAAAAAAAACAcjRt4aq44P70wV2O4A6gwvBODAAAAAAAAABQTqYuWBUXDR0T365JHdz1aNcsHux3aNSrLfMAqAi8GwMAAAAAAAAAlIMpC1bGRUNzY2ma4O6wds3jwX6HRt3aNcpwMgDSEd0BAAAAAAAAAJSxyd+sjIuGjolla/NSHvO99s1jWF/BHUBFk13eAwAAAAAAAAAAVCdffF10cHfE3i0EdwAVlJ3uAAAAAAAAAADKyOdfr4iLH8iN5WmCuyM7tIihlx4SO9US3AFURKI7AAAAAAAAAIAyMOmrzcHdinWCO4DKzONlAQAAAAAAAAB2sEyCu6M7thTcAVQCdroDAAAAAAAAANiBPpu/Ii5+YEysXL8p5TE992kZf+9zsOAOoBKw0x0AAAAAAAAAwA7y6fzlRQZ3xwjuACoVO90BAAAAAAAAAOwAn8xbHn2G5caqNMHdsZ1axX19Doo6NQV3AJWFne4AAAAAAAAAAErZx3OXRZ8H0gd3vToL7gAqI9EdAAAAAAAAAEApmjB3WVw6bGys2pAuuNs57rlYcAdQGXm8LAAAAAAAAABAKRk/Z1n0fXBsrE4T3B3fZee456KDonZNeyUBVEbevQEAAAAAAAAASsH4OUuLDO5O3FdwB1DZ2ekOAAAAAAAAAGA7jZu9ObhbszE/5TEn7ds67rqoW9SqIbgDqMy8iwMAAAAAAAAAbIePMgjuTt5PcAdQVdjpDgAAAAAAAACghMbOWhr9ho+NtWmCu1P2bx13XiC4A6gqRHcAAAAAAAAAACWQO/Pb6D/io7TB3akH7BJ/7d1VcAdQhYjuAAAAAAAAAACKaczMb6P/8I9iXV7q4O60/wZ3NQV3AFWK6A4AAAAAAAAAoBg+mLEkLhsxLm1wd/qBu8Zfzj9QcAdQBYnuAAAAAAAAAAAy9MH0JTHgoY9ifV5BymPO6Lpr/Pk8wR1AVSW6AwAAAAAAAADIwPvTl8RlRQR3Z3bdNf58fteokZ1VhpMBUJZEdwAAAAAAAAAARXjvy83B3YZNqYO7s7u1iT+ed6DgDqCKE90BAAAAAAAAAKTxny8Xx8CHxqUP7g5qE388V3AHUB14eDgAAAAAAAAAQArvTFsclxUR3J178G6CO4BqRHQHAAAAAAAAALANb09dFJc/PC42pgnuzjt4t/jDOQcI7gCqEdEdAAAAAAAAAMBWRk9dFIMeGZ82uOt9SFvBHUA1VLO8BwAAAAAAAAAAqEhGT1kUVzwyPjbmpw7uLji0bdx21v6RLbgDqHbsdAcAAAAAAAAA8F9vTl5YZHB3YXfBHUB1Zqc7AAAAAAAAAICIeOOLhXHVY+MjLz+R8piLcnaP356xn+AOoBqz0x0AAAAAAAAAUO29nkFw16eH4A4AO90BAAAAAAAAANXca58viKsfn5A2uLukxx7x6zP2jawswR1AdWenOwAAAAAAAACg2npl0oL4wWPpg7u+hwnuAPj/7HQHAAAAAAAAAFRLr0z6JgY//nFsKkgd3PX73p5xy+ldBHcAbCG6AwAAAAAAAACqnZc/+yYGj/w48tMEd/0P3zNuPk1wB0Ay0R0AAAAAAAAAUK28+Ok38aMn0gd3Aw7fK246rbPgDoBCRHcAAAAAAAAAQLXxwqdfxzVPTEwb3A08Yq+48VTBHQDbJroDAAAAAAAAAKqFUZ98Hdc+mT64u/zIveKXpwjuAEhNdAcAAAAAAAAAVHnPTfwqrntyYqTp7eKKo9rFL07uJLgDIC3RHQAAAAAAAABQpWUS3F15dPv4+Un7CO4AKJLoDgAAAAAAAACosp79eH78+J+fpA3ururZPn52ouAOgMyI7gAAAAAAAACAKumZCfPjJ0+lD+6uPqZ9/OQEwR0AmRPdAQAAAAAAAABVztPj58dPn/4kEmmCux8eu3dcf3xHwR0AxSK6AwAAAAAAAACqlKfGzYuf/evTtMHdj47dO64T3AFQAqI7AAAAAAAAAKDK+Oe4efHzIoK7a47rENcd37HshgKgShHdAQAAAAAAAABVwpMfzY1fPPNZ2uDu2l4d4tpegjsASk50BwAAAAAAAABUek+M3RzcpXNdr45xTa8OZTQRAFWV6A4AAAAAAAAAqNQez50bv3w2fXD34+M7xg+PE9wBsP1EdwAAAAAAAABApfVY7py48dlJaY/56Yn7xNXH7F1GEwFQ1WWX9wAAAAAAAAAAACXxyBjBHQBlz053AAAAAAAAAECl88iHs+Om5z5Pe8zPT+oUV/VsX0YTAVBdiO4AAAAAAAAAgErloQ9mxy3Ppw/ubji5U1xxtOAOgNInugMAAAAAAAAAKo0R78+KIaO+SHvML0/pFIOOEtwBsGOI7gAAAAAAAACASuHB92bFr19IH9z936mdY+CR7cpoIgCqI9EdAAAAAAAAAFDhPfCfmfHbFyenPUZwB0BZEN0BAAAAAAAAABVaJsHdzad1iQFH7FVGEwFQnYnuAAAAAAAAAIAKa+i7M+PWl9IHd0NO7xL9DhfcAVA2RHcAAAAAAAAAQIX0j3dmxO9enpL2mF99f9/o+709y2YgAAjRHQAAAAAAAABQAd339oz4wyvpg7tfn7FvXHrYnmUzEAD8l+gOAAAAAAAAAKhQ7n17etz+ytS0x/zmzP3ikh57lNFEAPD/ie4AAAAAAAAAgArjntHT44+vpg/ubj1rv7g4R3AHQPkQ3QEAAAAAAAAAFcJdb34Zf359Wtpjbjtr/7goZ/cymggAChPdAQAAAAAAAADl7m9vfhl3FBHc/f7s/eOC7oI7AMqX6A4AAAAAAAAAKFd/fWNa/PWNL1N+PCtrc3DX+1DBHQDlT3QHAAAAAAAAwP9j777DpKzPxf/fu/SOIIgUEbEgNgTZXU1irOnEFI2Aje4xppgTTT0x0XNSPMZoTDQGpKkUo9HYvppjN5alKooiioA06b0sbJnfH0v8ZTUzu8Du7M7M6/XfM3s/M7cXXDLLvvkM1Jubn3wnfv906uDuhq+dGN8Y2CONWwFAcqI7AAAAAAAAACDtEolE3PzUu3FrNcHd/379xLjgFMEdAA2H6A4AAAAAAAAASKtEIhG/e/Kd+MMzi5LO5OVF3Hj+SXH+gO5p3AwAqie6AwAAAAAAAADSJpFIxG//b2Hc9ux7SWfy8iJuuuCk+Fp/wR0ADY/oDgAAAAAAAABIi0QiETf+fWHc/lzy4C4/L+Kmb5wUXz1ZcAdAwyS6AwAAAAAAAADqXCKRiBueWBh3PJ86uLv5wn5xXr9uadwMAPaN6A4AAAAAAAAAqFOJRCJ+8/jb8ecXFiedEdwBkClEdwAAAAAAAABAnUkkEvHrx9+OsSmCu0b5eXHLhf1i0Eld07gZAOwf0R0AAAAAAAAAUCcSiUT88rEFceeLS5LONMrPi98P7hdfOlFwB0BmEN0BAAAAAAAAALUukUjEfz+6ICa8lDq4u3XwyfHFEw9N42YAcGBEdwAAAAAAAABArUokEnH9o2/FxJeWJp1plJ8XfxhycnzhBMEdAJlFdAcAAAAAAAAA1JpEIhHXPfJWTHp5adKZxnuDu88L7gDIQKI7AAAAAAAAAKBWJBKJ+MXDb8bkV95POtM4Py/+OLR/fO74LmncDABqj+gOAAAAAAAAADhgiUQirn3ozbi7OHVwd9tF/eOzxwnuAMhcojsAAAAAAAAA4IBUVCTi2ofnxz3Fy5LONGmUF7cN7R+fEdwBkOFEdwAAAAAAAADAfquoSMR/PTQ/ps5IHdz96aIBcU7fQ9K4GQDUDdEdAAAAAAAAALBfKioS8dO/zY9pM5MHd00b5cefLu4fZx8ruAMgO4juAAAAAAAAAIB9VlGRiJ88+EZMn7U86UzTRvlxxyX946w+gjsAsofoDgAAAAAAAADYJxUVifjxA2/EvbNTBHeN8+PPlwyIM4/pnMbNAKDuie4AAAAAAAAAgBqrqEjED//6etw3Z0XSmaaN82PsJQPiDMEdAFlIdAcAAAAAAAAA1Ej53uDu/mqCu3GXnhKfPrpTGjcDgPQR3QEAAAAAAAAA1SqvSMQP7n89/jo3eXDXbG9wd7rgDoAsJroDAAAAAAAAAFIqr0jENffNiwdeXZl0plnj/Bh/2cD45FEHp3EzAEg/0R0AAAAAAAAAkFR5RSKuvm9ePJgiuGvepDK4+8SRgjsAsp/oDgAAAAAAAAD4t8rKK+L7982Lh15blXSmeZP8mHDZwDhNcAdAjhDdAQAAAAAAAAAfU1ZeEf/5l3nx8LxqgrthA+O03oI7AHKH6A4AAAAAAAAAqKKsvCK+95d58UiK4K5Fk0YxYdjAOLV3xzRuBgD1T3QHAAAAAAAAAHyorLwivnvva/HY6x8knWnZtFFMHDYwCo8Q3AGQe0R3AAAAAAAAAEBERJSWV8RV01+Lx95IHdxNGl4QBb06pHEzAGg4RHcAAAAAAAAAQJSWV8R3pr0aj89fnXSmVdNGMWlEQQw8XHAHQO4S3QEAAAAAAABAjistr4hvT301nngzdXA3eURBnCK4AyDHie4AAAAAAAAAIIftKauIb0+bG39/c03SmdbNGsfkEQNjQE/BHQCI7gAAAAAAAAAgR+0pq4grp86NJ9+qLrgriAE9D0rjZgDQcInuAAAAAAAAACAH7SmriG9OmRtPLUge3LVp1jgmjyyI/ocJ7gDgn0R3AAAAAAAAAJBjdpeVx5VT5sZTC9YmnWnTrHHcNbIgThbcAUAVojsAAAAAAAAAyCG7y8rjinvmxjNvpwjumjeOu0cWRr8e7dO3GABkCNEdAAAAAAAAAOSIktLyuOKeOfHswnVJZ9o2bxz3jCqME7u3T99iAJBBRHcAAAAAAAAAkANKSsvjP+6ZE89VE9xNGVUUJ3Rvl8bNACCziO4AAAAAAAAAIMuVlJbH5XfPieffSR7ctWvRJKaMKozjuwnuACAV0R0AAAAAAAAAZLGS0vIYfdfs+Me765POtG/ZJO4ZKbgDgJoQ3QEAAAAAAABAlqppcDdlVGEc11VwBwA1IboDAAAAAAAAgCy0a09lcPfiouTB3UEtm8SUUUXRt2vbNG4GAJlNdAcAAAAAAAAAWWbXnvIYddeseGnRhqQzHVo1jSmjCuPYQwV3ALAvRHcAAAAAAAAAkEV27imLkZNmxyuLUwd3U0cXRp8ugjsA2FeiOwAAAAAAAADIEjv3lMWISbOiePHGpDMdWzWNqaOL4pgubdK4GQBkD9EdAAAAAAAAAGSBnXvKYvjEWTFjSfLg7uDWlcHd0YcI7gBgf4nuckxJSUm8/PLL8fbbb8emTZuiadOm0b179ygsLIwjjjiivtcDAAAAAAAAYD/s2F0WwyfNipnVBHfTRhfFUYI7ADggort6tnLlypg5c2bMmDEjZs6cGbNnz45t27Z9+PWePXvG0qVLD/h11q1bF9ddd11MmjQpduzY8W9nBgwYED/72c/ivPPOO+DXAwAAAAAAACA9duyuPOFu5tJUwV2zmDa6UHAHALVAdFcPXnrppbjppptixowZsWrVqjp/veeeey4uuOCCWL9+fcq5OXPmxFe+8pW49NJLY9y4cdG0adM63w0AAAAAAACA/bd9d1kMnzgzZi3dlHSmU5tmMW10URzZuXUaNwOA7CW6qwezZs2KBx98MC2v9eKLL8YXvvCF2LVrV5XH27dvH7169YpNmzbF8uXLo7y8/MOv3XXXXbF9+/a4//77Iy8vLy17AgAAAAAAALBvtpWUxrCJs2LO+4I7AEin/PpegKpat669NzqbNm2KCy+8sEpw17Nnz/jb3/4WGzdujLlz58aSJUti6dKlcfnll1e594EHHoibb7651nYBAAAAAAAAoPZsKymNyybMTBncdW7TLKaPEdwBQG0T3dWjNm3axBlnnBHXXHNN3HfffbF06dJ45JFHau35b7zxxiofX9urV694+eWX47zzzqtygl337t3jjjvuiF/+8pdV7r/++utj06bkb9AAAAAAAAAASL+tJaVx6YSZMXfZ5qQzh7StDO56dxLcAUBt8/Gy9WDQoEHxmc98Jvr06RP5+VW7xyVLltTKa6xbty7+8Ic/VHls3Lhx0bVr16T3/PjHP46///3v8cILL0RExJYtW+K3v/3tx2I8AAAAAAAAAOrH1pLSuHT8zHht+eakM13aNo9pY4qi18Gt0rcYAOQQJ93Vg969e0ffvn0/FtzVpunTp8f27ds/vD799NPj7LPPTnlPXl5e/PznP6/y2IQJEyKRSNTJjgAAAAAAAADU3JZdpXFJNcHdoe2ax3TBHQDUKdFdlnrooYeqXI8cObJG95155pnRq1evD69Xr14dxcXFtbobAAAAAAAAAPtmy67SuHT8jJiXIrjruje4O1xwBwB1SnSXhbZv3/7hR8T+02c+85ka3ZuXlxfnnHNOlcceffTRWtsNAAAAAAAAgH2zZWdpXDJ+RsxbsSXpTGVwd2r07Ci4A4C6JrrLQm+++WaUlpZ+eN2rV6/o0qVLje//xCc+UeX6tddeq63VAAAAAAAAANgHW3aWxsXjZ8TrKYK7bu1bxPQxp8ZhHVumcTMAyF2N63sBat+CBQuqXPft23ef7v/o/EefDwAAAAAAAIC6t3nnnrh4/IyYv3Jr0pnK4K4oenQQ3AFAujjpLgstXLiwynWPHj326f6Pzr///vtRUlJywHsBAAAAAAAAUDObduyJi+5MHdx1P0hwBwD1wUl3WWjt2rVVrrt3775P9x9yyCHRuHHjKCsri4iIioqK2LBhQ3Tr1q1Wdlu3bt0+3bNo0aIq19u3b4+tW5O/saR+7NixI+U1AABkE+9/AQDINd4DA6TX5p2lMWbaG/H2muT/v+3arlncOfT4aNe4zM9PAWqZ97+ZYfv27fX22qK7LPTR31CtWrXap/vz8vKiRYsWsW3btqTPub9uv/32uO666w7oOWbOnBmrV6+ulX2oOzNnzqzvFQAAIG28/wUAINd4DwxQd7aXRtz+VqNYuTMv6UzHZokY3XtHLJz7SixMOgVAbfH+t2FatmxZvb22j5fNQh8N5Jo3b77Pz9GiRYuUzwkAAAAAAABA7dpeGvHHGgR33z6uPDo0S+NiAEAVTrrLQiUlJVWumzZtus/P0axZ1Xdou3btOqCdAAAAAAAAAEjun8HdBymCu4ObJeJbx5XHQYI7AKhXorss9NGT7fbs2bPPz7F79+6Uz7m/vvnNb8YFF1ywT/csWrQovvKVr3x4XVBQEMcee2yt7EPt2bFjR5XjVAsKCvb5o40BACBTeP8LAECu8R4YoG5t2LEnRk99Iz7YuTPpzGEHNY87LzoxurRV3AHUNe9/M8OCBQvq7bVFd1modevWVa4/evJdTXz0ZLuPPuf+6ty5c3Tu3PmAnqN169bRtm3bWtmHutOqVSu/TgAA5AzvfwEAyDXeAwPUnnXbdseYaa/GonXJg7teB7eKaaOLoku72jksBYB94/1vw1RbPdP+yK+3V6bOfPQ31I4dO/bp/kQiUWfRHQAAAAAAAACV1m3bHUPHFce7a7cnnTlCcAcADY6T7rLQR0+SW7FixT7dv2bNmigrK/vwOj8/Pw4++OBa2Q0AAAAAAACAiLXbSmLouBmxKFVw16kyuDukreAOABoS0V0WOuaYY6pcL1u2bJ/u/+h8z549o3lzb+IAAAAAAAAAasParSUxZFxxvLcu+aeW9d4b3HUW3AFAgyO6y0J9+vSpcv3WW2/t0/0LFixI+XwAAAAAAAAA7J+1W0ti8LjiWFxdcDemKDq3EdwBQEOUX98LUPuOO+64aNKkyYfXS5cujQ8++KDG97/00ktVrvv161dbqwEAAAAAAADkrDVbS2Lw2NTB3VGdW8f0MacK7gCgARPdZaE2bdrE6aefXuWxJ598skb3JhKJeOqpp6o8NmjQoFrbDQAAAAAAACAXrd6yN7hbnzq4mzq6KDq1aZbGzQCAfSW6y1Jf/vKXq1yPHz++Rvc9++yzsWTJkg+vDznkkCgsLKzV3QAAAAAAAAByyQdbdsXgsa/EkhTB3dGHtI5pYwR3AJAJRHdZavDgwdGqVasPr1944YV45plnUt6TSCTiuuuuq/LY8OHDIz/fbxMAAAAAAACA/bFq864YPLY4lm7YmXTmmEPaxLTRRXFwa8EdAGQCNVWW6ty5c3zrW9+q8tioUaNi1apVSe/59a9/HS+88MKH1+3atYtrrrmmznYEAAAAAAAAyGYr9wZ376cI7vp0aRNTRxdGR8EdAGSMxvW9QK566aWXYteuXR97fN68eVWuS0pK4qmnnvq3z9G1a9fo27dv0tf4wQ9+EJMnT47Vq1dHRMSSJUvitNNOi1tvvTUGDRoUeXl5ERGxYsWK+J//+Z/485//XOX+n/70p9GhQ4d9+u8CAAAAAAAA4J/B3SuxfOPHfy78T5XBXVF0aNU0jZsBAAdKdFdPLrroonj//fernVuzZk2ce+65//Zrl112WUyaNCnpvR06dIh77703PvvZz0ZJSUlERLz//vtx3nnnRfv27aNXr16xefPmWLZsWZSXl1e597zzzourr7665v9BAAAAAAAAAERExIpNO2PIuOKUwd2xh7aNqaMK4yDBHQBkHB8vm+VOP/30eOyxxz52Yt3mzZvj1VdfjSVLlnwsuBs6dGjce++9H56EBwAAAAAAAEDNLN+4MwaPTR3c9RXcAUBGE93lgLPOOiveeuutuOKKK6Jly5ZJ504++eT461//GlOmTIlmzZqlcUMAAAAAAACAzPfP4G7FpuTB3XFd28bU0YI7AMhkPl62nixdujStr3fIIYfE7bffHjfddFO8/PLLsWDBgti8eXM0bdo0unXrFoWFhXHkkUemdScAAAAAAACAbPHP4G7l5uTB3fHd2sY9IwujfUvBHQBkMtFdjmnRokWcffbZcfbZZ9f3KgAAAAAAAABZYdmGnTF47CuxaktJ0pkTurWLe0YWRruWTdK4GQBQF0R3AAAAAAAAALCf3t+wIwaPLY4PUgR3J3VvF3eNLIx2LQR3AJANRHcAAAAAAAAAsB+Wrt8RQ8ZVE9z1aB93jSgQ3AFAFhHdAQAAAAAAAMA+WrJ+RwwZWxyrtyYP7vr1aB93jSyIts0FdwCQTUR3AAAAAAAAALAPlqzfEYPHvhJrtu5OOnPyYe1j8gjBHQBkI9EdAAAAAAAAANTQe+u2x5CxxbF2W/Lgrv/e4K6N4A4AspLoDgAAAAAAAABqoCbB3YCeB8Wk4QMFdwCQxUR3AAAAAAAAAFCNRWu3x5BxxbEuRXB3Ss+DYtKIgmjdzI/iASCb+ZMeAAAAAAAAAFJYtHZbDB47I9ZvTx7cDTz8oJg4XHAHALnAn/YAAAAAAAAAkMS7a7bFkHHFsX77nqQzBYd3iInDB0YrwR0A5IT8+l4AAAAAAAAAABqid2oQ3BX2EtwBQK7xpz4AAAAAAAAAfMTC1dti6Lji2LAjeXBXdESHmDBsYLRs6kfvAJBL/MkPAAAAAAAAAP/i7dVbY+i4GbExRXB36hEdY/ywUwR3AJCD/OkPAAAAAAAAAHst+GBrXHRn6uDutN4dY/xlA6NF00Zp3AwAaChEdwAAAAAAAAAQEW+t2hoX3Vkcm3aWJp355JEHx7hLTxHcAUAOE90BAAAAAAAAkPPeXLUlLrpzRmxOEdx96qjK4K55E8EdAOSy/PpeAAAAAAAAAADq0/yVgjsAoOacdAcAAAAAAABAzvpncLdlV/Lg7vSjO8XYSwYI7gCAiBDdAQAAAAAAAJCj3lixJS66szi2lpQlnfn00Z3iz4I7AOBf+HhZAAAAAAAAAHLO6ys2VxvcnXmM4A4A+Dgn3QEAAAAAAACQU+Yt3xwXj58R21IEd2f16Rx/urh/NGssuAMAqnLSHQAAAAAAAAA547Xlm+PiO1MHd2cL7gCAFJx0BwAAAAAAAEBOeHXZprh0/MzYtjt5cHfOsYfEbRedLLgDAJIS3QEAAAAAAACQ9ea8vykumzAztqcI7s7te0jcNrR/NG3sQ+MAgOS8UwAAAAAAAAAgq815f2O1wd1nBHcAQA056Q4AAAAAAACArDV7aWVwt2NPedKZzx3XJf4w9ORo0khwBwBUzzsGAAAAAAAAALLSrBoEd58/XnAHAOwbJ90BAAAAAAAAkHVmLtkYwybOjJ0pgrsvnNAlfj9YcAcA7BvRHQAAAAAAAABZZcbiDTF80qyUwd0XTzw0brmwn+AOANhnojsAAAAAAAAAskbx4g0xfOKs2FWaPLj70t7grrHgDgDYD6I7AAAAAAAAALLCK+9tiBGTUgd3g07qGjd/4yTBHQCw30R3AAAAAAAAAGS8lxetjxGTZ0VJaUXSmfP6dY2bLhDcAQAHRnQHAAAAAAAAQEZ7adH6GFlNcPeVfl3jpm/0i0b5eWncDADIRqI7AAAAAAAAADLWi+9WBne7y5IHd187uVvceMFJgjsAoFaI7gAAAAAAAADISP94d12Mmjw7dXDXv1vceL7gDgCoPT6oHgAAAAAAAICM8/w762JkNcHd+QO6C+4AgFonugMAAAAAAAAgozy3cG2Mvmt27EkR3F0woHvc8PUTBXcAQK0T3QEAAAAAAACQMZ5duDbG3D0nZXB34Sk9BHcAQJ1pXN8LAAAAAAAAAEBNPPv22rj87jmxpzx5cDd4YI/41VdPiHzBHQBQR5x0BwAAAAAAAECD9/SCNdUGd0MKBHcAQN1z0h0AAAAAAAAADdpTb62JK6bMidLyRNKZoYWHxf+cd7zgDgCoc066AwAAAAAAAKDBerIGwd3FRYI7ACB9nHQHAAAAAAAAQIP0f2+ujiunzk0Z3F1S1DOuP++4yMsT3AEA6eGkOwAAAAAAAAAanCfmr45vTkkd3F12quAOAEg/J90BAAAAAAAA0KA8Mf+D+NbUV6OsInlwN+y0w+Png/oK7gCAtBPdAQAAAAAAANBgPP7GB/Gtaa9GeYrgbvgnDo9rvyS4AwDqh+gOAAAAAAAAgAbhsdc/iO9MTx3cjfhEr/jZl44V3AEA9UZ0BwAAAAAAAEC9e/T1VfHd6a+lDO5GfbJX/PSLgjsAoH6J7gAAAAAAAACoV4/MWxVX3Zs6uBv9qV7xky8I7gCA+ie6AwAAAAAAAKDePPTayvjeva9Fit4uLj/9iPjR5/sI7gCABkF0BwAAAAAAAEC9qElw9x+f7h0//NwxgjsAoMEQ3QEAAAAAAACQdg++uiK+/5d5KYO7K87oHT/4rOAOAGhYRHcAAAAAAAAApNUDc1fE1felDu6uPLN3XP0ZwR0A0PCI7gAAAAAAAABIm/vnrIhr7p8XiRTB3bfPOjL+89yjBXcAQIMkugMAAAAAAAAgLe6bvTx+8NfXUwZ33znryPie4A4AaMBEdwAAAAAAAADUub/MXh4/rCa4++7ZR8X3zj06fUsBAOwH0R0AAAAAAAAAdereWcviRw+8kTK4u+qco+KqcwR3AEDDJ7oDAAAAAAAAoM5Mn1kZ3KXyvXOOju+ec1SaNgIAODCiOwAAAAAAAADqxNQZy+InD6YO7r5/7tHx7bMFdwBA5hDdAQAAAAAAAFDrpsx4P3764PyUM9d89pi48swj07QRAEDtyK/vBQAAAAAAAADILncXC+4AgOzlpDsAAAAAAAAAas3dryyNnz30ZsqZH36uT1xxRu80bQQAULtEdwAAAAAAAADUiskvL42fP5w6uPvx5/vE5Z8W3AEAmUt0BwAAAAAAAMABm/TSkvjFI2+lnPnJF/rEmNMFdwBAZhPdAQAAAAAAAHBAJry4JK5/NHVw919fPDZGfeqING0EAFB3RHcAAAAAAAAA7Lc7/7E4/uexBSlnBHcAQDYR3QEAAAAAAACwX2oS3F37pb4x4pO90rQRAEDdE90BAAAAAAAAsM/GvbA4fvn/Ugd3vxjUN4Z9QnAHAGQX0R0AAAAAAAAA++TPz78Xv3787ZQz1335uLjstMPTsxAAQBqJ7gAAAAAAAACosT89917c8ETq4O76846LS089PD0LAQCkmegOAAAAAAAAgBq5/blF8b9PLEw5899fOT4uKeqZpo0AANJPdAcAAAAAAABAtW57dlHc+PfUwd0vv3p8XFQouAMAspvoDgAAAAAAAICU/vD0u3HTk++knPnVV0+IoYWHpWkjAID6I7oDAAAAAAAAIKlbn343fldNcPebr50QgwsEdwBAbhDdAQAAAAAAAPBv3fLUO3HLU+8m/XpeXmVwd+FAwR0AkDtEdwAAAAAAAAB8zM1PvhO/fzp1cHfD106MbwzskcatAADqn+gOAAAAAAAAgA8lEom4+al349Zqgrv//fqJccEpgjsAIPeI7gAAAAAAAACIiMrg7ndPvhN/eGZR0pm8vIgbzz8pzh/QPY2bAQA0HKI7AAAAAAAAACKRSMRv/29h3Pbse0ln8vIibrrgpPhaf8EdAJC7RHcAAAAAAAAAOS6RSMSNf18Ytz+XPLjLz4u46RsnxVdPFtwBALlNdAcAAAAAAACQwxKJRNzwxMK44/nUwd3vvtEvvnJytzRuBgDQMInuAAAAAAAAAHJUIpGI3zz+dvz5hcVJZ/LzIm6+sF+c109wBwAQIboDAAAAAAAAyEmJRCJ+/fjbMbaa4O6WwSfHl0/qmsbNAAAaNtEdAAAAAAAAQI5JJBLxy8cWxJ0vLkk60yg/L265sF8MEtwBAFQhugMAAAAAAADIIYlEIv770QUx4aXUwd2tg0+OL554aBo3AwDIDKI7AAAAAAAAgByRSCTi+kffiokvLU060yg/L/4w5OT4wgmCOwCAf0d0BwAAAAAAAJADEolEXPfIWzHp5aVJZxrvDe4+L7gDAEhKdAcAAAAAAACQ5RKJRPzi4Tdj8ivvJ51pnJ8XfxzaPz53fJc0bgYAkHlEdwAAAAAAAABZLJFIxLUPvRl3F6cO7m67qH989jjBHQBAdUR3AAAAAAAAAFmqoiIR1z48P+4pXpZ0pkmjvLhtaP/4jOAOAKBGRHcAAAAAAAAAWaiiIhE/e2h+TJmROrj700UD4py+h6RxMwCAzCa6AwAAAAAAAMgyFRWJ+Onf5se0mcmDu6aN8uNPF/ePs48V3AEA7AvRHQAAAAAAAEAWqahIxE8efCOmz1qedKZpo/y445L+cVYfwR0AwL4S3QEAAAAAAABkiYqKRPz4gTfi3tkpgrvG+fHnSwbEmcd0TuNmAADZQ3QHAAAAAAAAkAUqKhLxw7++HvfNWZF0pmnj/Bh7yYA4Q3AHALDfRHcAAAAAAAAAGa58b3B3fzXB3bhLT4lPH90pjZsBAGQf0R0AAAAAAABABiuvSMQP7n89/jo3eXDXbG9wd7rgDgDggInuAAAAAAAAADJUeUUirrlvXjzw6sqkM80a58f4ywbGJ486OI2bAQBkL9EdAAAAAAAAQAYqr0jE1ffNiwdTBHfNm1QGd584UnAHAFBbRHcAAAAAAAAAGaasvCK+f9+8eOi1VUlnmjfJjwmXDYzTBHcAALVKdAcAAAAAAACQQcrKK+I//zIvHp5XTXA3bGCc1ltwBwBQ20R3AAAAAAAAABmirLwivveXefFIiuCuRZNGMWHYwDi1d8c0bgYAkDtEdwAAAAAAAAAZoKy8Ir5772vx2OsfJJ1p2bRRTBw2MAqPENwBANQV0R0AAAAAAABAA1daXhFXTX8tHnsjdXA3aXhBFPTqkMbNAAByj+gOAAAAAAAAoAErLa+I70x7NR6fvzrpTKumjWLSiIIYeLjgDgCgronuAAAAAAAAABqo0vKK+PbUV+OJN1MHd5NHFMQpgjsAgLQQ3QEAAAAAAAA0QHvKKuLb0+bG399ck3SmdbPGMXnEwBjQU3AHAJAuojsAAAAAAACABmZPWUVcOXVuPPlWdcFdQQzoeVAaNwMAQHQHAAAAAAAA0IDsKauIb06ZG08tSB7ctWnWOCaPLIj+hwnuAADSTXQHAAAAAAAA0EDsLiuPK6fMjacWrE0606ZZ47hrZEGcLLgDAKgXojsAAAAAAACABmB3WXlccc/ceObtFMFd88Zx98jC6NejffoWAwCgCtEdAAAAAAAAQD0rKS2PK+6ZE88uXJd0pm3zxnHPqMI4sXv79C0GAMDHiO4AAAAAAAAA6lFJaXn8xz1z4rlqgrspo4rihO7t0rgZAAD/jugOAAAAAAAAoJ6UlJbH5XfPieffSR7ctWvRJKaMKozjuwnuAAAaAtEdAAAAAAAAQD0oKS2P0XfNjn+8uz7pTPuWTeKekYI7AICGRHQHAAAAAAAAkGY1De6mjCqM47oK7gAAGhLRHQAAAAAAAEAa7dpTGdy9uCh5cHdQyyYxZVRR9O3aNo2bAQBQE6I7AAAAAAAAgDTZtac8Rt01K15atCHpTIdWTWPKqMI49lDBHQBAQyS6AwAAAAAAAEiDnXvKYuSk2fHK4tTB3dTRhdGni+AOAKChEt0BAAAAAAAA1LGde8pixKRZUbx4Y9KZjq2axtTRRXFMlzZp3AwAgH0lugMAAAAAAACoQzv3lMXwibNixpLkwd3BrSuDu6MPEdwBADR0ojsAAAAAAACAOrJjd1kMnzQrZlYT3E0bXRRHCe4AADKC6A4AAAAAAACgDuzYXXnC3cylqYK7ZjFtdKHgDgAgg4juAAAAAAAAAGrZ9t1lMXzizJi1dFPSmU5tmsW00UVxZOfWadwMAIADJboDAAAAAAAAqEXbSkpj2MRZMed9wR0AQDYS3QEAAAAAAADUkm0lpXHZhJkxd9nmpDOd2zSLaWOKoncnwR0AQCYS3QEAAAAAAADUgq17g7tXUwR3h7StPOHuCMEdAEDGEt0BAAAAAAAAHKCtJaVx6fiZ8dryzUlnurRtHtPGFEWvg1ulbzEAAGqd6A4AAAAAAADgAGzZVRqXTpgZ81IEd4e2ax7TRhfF4YI7AICMJ7oDAAAAAAAA2E9bdpXGpeNnxLwVW5LOdG1XecJdz46COwCAbCC6AwAAAAAAANgPW3aWxiUTZsTr1QR308ecGod1bJnGzQAAqEuiOwAAAAAAAIB9tGVnaVw8fka8sTJ5cNetfYuYNrpIcAcAkGVEdwAAAAAAAAD7YPPOPXHx+Bkxf+XWpDPd2reI6WOKokcHwR0AQLYR3QEAAAAAAADU0KYde+KiO2fEWx8kD+66H1R5wp3gDgAgO4nuAAAAAAAAAGqgpsHd9DFF0f0gwR0AQLYS3QEAAAAAAABUY+Pe4G5BiuCuR4cWMX3MqdGtfYs0bgYAQLqJ7gAAAAAAAABS2LB9d1x054x4e/W2pDOHdWgZ08cURVfBHQBA1suv7wUAAAAAAAAAGqqaBHc9OwruAAByiZPuAAAAAAAAAP6N9dt3x0XjZsTCNcmDu8M7toxpY4ri0HaCOwCAXCG6AwAAAAAAAPiIddt2x9BxxfHu2u1JZ3od3CqmjS6KLu2ap3EzAADqm4+XBQAAAAAAAPgXNQnujhDcAQDkLCfdAQAAAAAAAOy1dltJDB03IxalCu46VQZ3h7QV3AEA5CLRHQAAAAAAAEBErN1aEkPGFcd763Yknem9N7jrLLgDAMhZojsAAAAAAAAg563dWhKDxxXH4uqCuzFF0bmN4A4AIJeJ7gAAAAAAAICctmZrSQwZWxyL1ycP7o7q3Dqmji6KTm2apXEzAAAaItEdAAAAAAAAkLNWb6n8SNklgjsAAGpIdAcAAAAAAADkpA+27IohY4tj6YadSWeOPqQyuDu4teAOAIBKojsAAAAAAAAg56zavCuGjCuO91MEd326tIkpowqjo+AOAIB/IboDAAAAAAAAcsrKzZUn3C3bKLgDAGDfie4AAAAAAACAnLFy864YPPaVWL5xV9KZPl3axNTRRdGhVdM0bgYAQKYQ3QEAAAAAAAA5YcWmnTFkXHHK4K7voW1jyqjCOEhwBwBAEqI7AAAAAAAAIOst31gZ3K3YlDy4O65r27hnpOAOAIDURHcAAAAAAABAVlu+cWcMHlscKzenDu6mjCqM9i0FdwAApJZf3wsAAAAAAAAA1JWaBHcndGsnuAMAoMacdAcAAAAAAABkpWUbdsbgsa/Eqi0lSWdO7N4u7h5RGO1aNknjZgAAZDLRHQAAAAAAAJB13t+wIwaPLY4PUgR3J3VvF3eNLIx2LQR3AADUnOgOAAAAAAAAyCpL1++IIeOqCe56tI+7RhQI7gAA2GeiOwAAAAAAACBrLFm/I4aMLY7VW5MHd/16tI+7RhZE2+aCOwAA9p3oDgAAAAAAAMgKi9dtjyHjimPN1t1JZ04+rH1MHiG4AwBg/4nuAAAAAAAAgIz33rrtMWRscazdljy46783uGsjuAMA4ACI7gAAAAAAAICMtmjt9hg6LnVwN6DnQTF5REG0buZHpAAAHJj8+l4AAAAAAAAAYH8tWlv5kbKpgrtTBHcAANQi7yoBAAAAAACAjLRo7bYYPHZGrN+ePLgrOLxDTBg+UHAHAECt8c4SAAAAAAAAyDjvrtkWQ8YVx/rte5LOFPTqEBOHDYxWgjsAAGqRj5cFAAAAAAAAMso7a7bF4LGpg7tCwR0AAHXEO0wAAAAAAAAgYyxcvS2GjiuODTuSB3dFR3SICcMGRsumfhwKAEDt8y4TAAAAAAAAyAhvr94aQ8fNiI0pgrtTj+gYE4YNjBZNG6VxMwAAconoDgAAAAAAAGjwFnywNYaOK45NO0uTzpzWu2OMv0xwBwBA3cqv7wUAAAAAAAAAUnlrVfXB3SePPFhwBwBAWjjpDgAAAAAAAGiw3ly1JS66c0ZsThHcfeqog2PcpadE8yaCOwAA6p7oDgAAAAAAAGiQ5q+sDO627BLcAQDQcIjuAAAAAAAAgAanJsHd6Ud3irGXDBDcAQCQVqI7AAAAAAAAoEF5Y8WWuOjO4thaUpZ05tNHd4o/C+4AAKgH+fW9AAAAAAAAAMA/vb5ic7XB3ZnHCO4AAKg/TroDAAAAAAAAGoR5yzfHxeNnxLYUwd1ZfTrHny7uH80aC+4AAKgfTroDAAAAAAAA6t2ryzbFxXemDu7OFtwBANAAiO4AAAAAAACAejV32aa4dPzM2LY7eXB3zrGHxO2COwAAGgAfLwsAAAAAAADUmznvb4rLJsyM7SmCu3P7HhK3De0fTRs7UwQAgPrnXSkAAAAAAABQL+a8v7Ha4O4zgjsAABoYJ90BAAAAAAAAaTd7aWVwt2NPedKZzx3XJf4w9ORo0khwBwBAw+HdKQAAAAAAAJBWs2oQ3H3+eMEdAAANk5PuAAAAAAAAgLSZuWRjDJs4M3amCO6+cEKX+P1gwR0AAA2T6A4AAAAAAABIixmLN8TwSbNSBndfPPHQuOXCfoI7AAAaLNEdAAAAAAAAUOeKF2+I4RNnxa7S5MHdl/YGd40FdwAANGCiOwAAAAAAAKBOvfLehhgxKXVwN+ikrnHzN04S3AEA0OCJ7gAAAAAAAIA68/Ki9TFi8qwoKa1IOnNev65x0wWCOwAAMoPoDgAAAAAAAKgTLy1aHyOrCe6+0q9r3PSNftEoPy+NmwEAwP4T3QEAAAAAAAC17sV3K4O73WXJg7uvndwtbrzgJMEdAAAZRXQHAAAAAAAA1Kp/vLsuRk2enTq4698tbjxfcAcAQObJr+8FAAAAAAAAgOzx/DvrYmQ1wd35A7oL7gAAyFiiOwAAAAAAAKBWPLdwbYy+a3bsSRHcXTCge9zw9RMFdwAAZCzRHQAAAAAAAHDAnl24NsbcPSdlcHfhKT0EdwAAZLzG9b0AAAAAAAAAkNmefXttXH73nNhTnjy4GzywR/zqqydEvuAOAIAM56Q7AAAAAAAAYL89vWBNtcHdkALBHQAA2cNJdwAAAAAAAMB+eeqtNXHFlDlRWp5IOjO08LD4n/OOF9wBAJA1nHQHAAAAAAAA7LMnaxDcXVwkuAMAIPs46Q4AAAAAAADYJ//35uq4curclMHdJUU94/rzjou8PMEdAADZxUl3AAAAAAAAQI09MX91fHNK6uDuslMFdwAAZC8n3QEAAAAAAAA18sT8D+JbU1+Nsorkwd2w0w6Pnw/qK7gDACBrie4AAAAAAACAaj3+xgfxrWmvRnmK4G74Jw6Pa78kuAMAILuJ7gAAAAAAAICUHnv9g/jO9NTB3YhP9IqffelYwR0AAFlPdAcAAAAAAAAk9ejrq+K7019LGdyN+mSv+OkXBXcAAOQG0R0AAAAAAADwbz0yb1VcdW/q4G70p3rFT74guAMAIHeI7gAAAAAAAICPeei1lfG9e1+LFL1dXH76EfGjz/cR3AEAkFNEdwAAAAAAAEAVNQnu/uPTveOHnztGcAcAQM4R3QEAAAAAAAAfevDVFfH9v8xLGdxdcUbv+MFnBXcAAOQm0R0AAAAAAAAQEREPzF0RV9+XOri78szecfVnBHcAAOQu0R0AAAAAAAAQ989ZEdfcPy8SKYK7b591ZPznuUcL7gAAyGmiOwAAAAAAAMhx981eHj/46+spg7vvnHVkfE9wBwAAojsAAAAAAADIZX+ZvTx+WE1w992zj4rvnXt0+pYCAIAGTHQHAAAAAAAAOereWcviRw+8kTK4u+qco+KqcwR3AADwT6I7AAAAAAAAyEHTZ1YGd6l875yj47vnHJWmjQAAIDOI7gAAAAAAACDHTJ2xLH7yYOrg7vvnHh3fPltwBwAAHyW6AwAAAAAAgBwyZcb78dMH56ecueazx8SVZx6Zpo0AACCz5Nf3AgAAAAAAAEB63F0suAMAgAPlpDsAAAAAAADIAXe/sjR+9tCbKWd++Lk+ccUZvdO0EQAAZCbRHQAAAAAAAGS5yS8vjZ8/nDq4+/Hn+8TlnxbcAQBAdUR3AAAAAAAAkMUmvbQkfvHIWylnfvKFPjHmdMEdAADUhOgOAAAAAAAAstSEF5fE9Y+mDu7+64vHxqhPHZGmjQAAIPOJ7gAAAAAAACAL3fmPxfE/jy1IOSO4AwCAfSe6AwAAAAAAgCxTk+Du2i/1jRGf7JWmjQAAIHuI7gAAAAAAACCLjHthcfzy/6UO7n4xqG8M+4TgDgAA9ofoDgAAAAAAALLEn59/L379+NspZ6778nFx2WmHp2chAADIQqI7AAAAAAAAyAJ/eu69uOGJ1MHd9ecdF5eeenh6FgIAgCwlugMAAAAAAIAMd/tzi+J/n1iYcua/v3J8XFLUM00bAQBA9hLdAQAAAAAAQAa77dlFcePfUwd3v/zq8XFRoeAOAABqg+gOAAAAAAAAMtQfnn43bnrynZQzv/rqCTG08LA0bQQAANlPdAcAAAAAAAAZ6Nan343fVRPc/eZrJ8TgAsEdAADUJtEdAAAAAAAAZJhbnnonbnnq3aRfz8urDO4uHCi4AwCA2ia6AwAAAAAAgAxy85PvxO+fTh3c3fC1E+MbA3ukcSsAAMgdojsAAAAAAADIAIlEIm5+6t24tZrg7n+/fmJccIrgDgAA6oroDgAAAAAAABq4RCIRv3vynfjDM4uSzuTlRdx4/klx/oDuadwMAAByj+gOAAAAAAAAGrBEIhG//b+Fcduz7yWdycuLuOmCk+Jr/QV3AABQ10R3AAAAAAAA0EAlEom48e8L4/bnkgd3+XkRN33jpPjqyYI7AABIB9EdAAAAAAAANECJRCJueGJh3PF86uDu5gv7xXn9uqVxMwAAyG2iOwAAAAAAAGhgEolE/Obxt+PPLyxOOiO4AwCA+iG6AwAAAAAAgAYkkUjErx9/O8amCO4a5efFLRf2i0EndU3jZgAAQIToDgAAAAAAABqMRCIRv3xsQdz54pKkM43y8+L3g/vFl04U3AEAQH0Q3QEAAAAAAEADkEgk4r8fXRATXkod3N06+OT44omHpnEzAADgX4nuAAAAAAAAoJ4lEom4/tG3YuJLS5PONM7Piz8MOTk+f4LgDgAA6pPoDgAAAAAAAOpRIpGI6x55Kya9vDTpTOP8vPjj0JPjc8cL7gAAoL6J7gAAAAAAAKCeJBKJ+MXDb8bkV95POlMZ3PWPzx3fJY2bAQAAyYjuAAAAAAAAoB4kEom49qE34+7i5MFdk0Z5cdvQ/vGZ4wR3AADQUIjuAAAAAAAAIM0qKhJx7cPz457iZUlnmjTKi9svGhDn9j0kjZsBAADVEd0BAAAAAABAGlVUJOK/HpofU2ekDu7+dNGAOEdwBwAADY7oDgAAAAAAANKkoiIRP/3b/Jg2M3lw17RRfvzp4v5x9rGCOwAAaIhEdwAAAAAAAJAGFRWJ+MmDb8T0WcuTzjRtlB9/vmRAnNmncxo3AwAA9oXoDgAAAAAAAOpYRUUifvzAG3Hv7BTBXeO9wd0xgjsAAGjIRHcAAAAAAABQhyoqEvHDv74e981ZkXSmaeP8GHvJgDhDcAcAAA2e6A4AAAAAAADqSPne4O7+aoK7cZeeEp8+ulMaNwMAAPaX6A4AAAAAAADqQHlFIq65f148MHdl0plme4O70wV3AACQMUR3AAAAAAAAUMvKKxJxzX3z4oFXUwd34y8bGJ886uA0bgYAABwo0R0AAAAAAADUovKKRHz/L6/F315blXSmeZPK4O4TRwruAAAg04juAAAAAAAAoJaUlVfE9++bFw9VE9xNuGxgnCa4AwCAjCS6AwAAAAAAgFpQVl4R//mXefHwvGqCu2ED47TegjsAAMhUojsAAAAAAAA4QGXlFXHVva/Fo69/kHSmRZNGMWHYwDi1d8c0bgYAANQ20R0AAAAAAAAcgLLyivjuva/FYymCu5ZNG8XEYQOj8AjBHQAAZDrRHQAAAAAAAOyn0vKKuGr6a/HYG6mDu0nDC6KgV4c0bgYAANQV0R0AAAAAAADsh9LyivjOtFfj8fmrk860atooJo0oiIGHC+4AACBbiO4AAAAAAABgH5WWV8S3p74aT7yZOribPKIgThHcAQBAVhHdAQAAAAAAwD7YU1YR3542N/7+5pqkM62bNY7JIwbGgJ6COwAAyDaiOwAAAAAAAKihPWUVceXUufHkW9UFdwUxoOdBadwMAABIF9EdAAAAAAAA1MCesor45pS58dSC5MFdm2aNY/LIguh/mOAOAACylegOAAAAAAAAqrG7rDyunDI3nlqwNulMm2aN466RBXGy4A4AALKa6A4AAAAAAABS2F1WHlfcMzeeeTtFcNe8cdw9sjD69WifvsUAAIB6IboDAAAAAACAJEpKy+OKe+bEswvXJZ1p27xx3DOqME7s3j59iwEAAPVGdAcAAAAAAAD/RklpefzHPXPiuWqCuymjiuKE7u3SuBkAAFCfRHcAAAAAAADwESWl5XH53XPi+XeSB3ftWjSJKaMK4/hugjsAAMglojsAAAAAAAD4FyWl5TH6rtnxj3fXJ51p37JJ3DNScAcAALlIdAcAAAAAAAB71TS4mzKqMI7rKrgDAIBcJLoDAAAAAACAiNi1pzK4e3FR8uDuoJZNYsqooujbtW0aNwMAABoS0R0AAAAAAAA5b9ee8hh116x4adGGpDMdWjWNKaMK49hDBXcAAJDLRHcAAAAAAADktJ17ymLkpNnxyuLUwd3U0YXRp4vgDgAAcp3oDgAAAAAAgJy1c09ZjJg0K4oXb0w607FV05g6uiiO6dImjZsBAAANlegOAAAAAACAnLRzT1kMnzgrZixJHtwd3LoyuDv6EMEdAABQSXQHAAAAAABAztmxuyyGT5oVM6sJ7qaNLoqjBHcAAMC/EN0BAAAAAACQU3bsrjzhbubSVMFds5g2ulBwBwAAfIzoDgAAAAAAgJyxfXdZDJ84M2Yt3ZR0plObZjFtdFEc2bl1GjcDAAAyhegOAAAAAACAnLCtpDSGTZwVc94X3AEAAPtPdAcAAAAAAEDW21ZSGpdNmBlzl21OOtO5TbOYNqYoencS3AEAAMmJ7gAAAAAAAMhqW/cGd6+mCO4OaVt5wt0RgjsAAKAaojsAAAAAAACy1taS0rh0/Mx4bfnmpDNd2jaPaWOKotfBrdK3GAAAkLFEdwAAAAAAAGSlLbtK49IJM2NeiuDu0HbNY9roojhccAcAANSQ6A4AAAAAAICss2VXaVw6fkbMW7El6UzXdpUn3PXsKLgDAABqTnQHAAAAAABAVtmyszQumTAjXq8muJs+5tQ4rGPLNG4GAABkA9EdAAAAAAAAWWPLztK4ePyMeGNl8uCuW/sWMW10keAOAADYL6I7AAAAAAAAssLmnXvi4vEzYv7KrUlnurVvEdPHFEWPDoI7AABg/4juAAAAAAAAyHibduyJi+6cEW99kDy4635Q5Ql3gjsAAOBAiO4AAAAAAADIaDUN7qaPKYruBwnuAACAAyO6AwAAAAAAIGNt3BvcLUgR3PXo0CKmjzk1urVvkcbNAACAbCW6AwAAAAAAICNt2L47LrpzRry9elvSmcM6tIzpY4qiq+AOAACoJfn1vQAAAAAAAADsq5oEdz07Cu4AAIDa56Q7AAAAAAAAMsr67bvjonEzYuGa5MHd4R1bxrQxRXFoO8EdAABQu0R3AAAAAAAAZIx123bH0HHF8e7a7Ulneh3cKqaNLoou7ZqncTMAACBX+HhZAAAAAAAAMkJNgrsjBHcAAEAdc9IdAAAAAAAADd7abSUxdNyMWJQquOtUGdwd0lZwBwAA1B3RHQAAAAAAAA3a2q0lMWRccby3bkfSmd57g7vOgjsAAKCOie4AAAAAAABosNZuLYnB44pjcXXB3Zii6NxGcAcAANQ90R0AAAAAAAAN0pqtJTFkbHEsXp88uDuqc+uYOrooOrVplsbNAACAXCa6AwAAAAAAoMFZvaXyI2WXCO4AAIAGRnQHAAAAAABAg/LBll0xZGxxLN2wM+nM0YdUBncHtxbcAQAA6SW6AwAAAAAAoMFYtXlXDBlXHO+nCO76dGkTU0YVRkfBHQAAUA9EdwAAAAAAADQIKzdXnnC3bKPgDgAAaLhEdwAAAAAAANS7lZt3xeCxr8TyjbuSzvTp0iamji6KDq2apnEzAACAqkR3AAAAAAAA1KsVm3bGkHHFKYO7voe2jSmjCuMgwR0AAFDPRHcAAAAAAADUm+UbK4O7FZuSB3fHdW0b94wU3AEAAA2D6A4AAAAAAIB6sXzjzhg8tjhWbk4d3E0ZVRjtWwruAACAhiG/vhcAAAAAAAAg99QkuDuhWzvBHQAA0OA46Q4AAAAAAIC0WrZhZwwe+0qs2lKSdObE7u3i7hGF0a5lkzRuBgAAUD3RHQAAAAAAAGnz/oYdMXhscXyQIrg7qXu7uGtkYbRrIbgDAAAaHtEdAAAAAAAAabF0/Y4YMq6a4K5H+7hrRIHgDgAAaLBEdwAAAAAAANS5Jet3xJCxxbF6a/Lgrl+P9nHXyIJo21xwBwAANFyiOwAAAAAAAOrU4nXbY8i44lizdXfSmZMPax+TRwjuAACAhk90BwAAAAAAQJ15b932GDK2ONZuSx7c9d8b3LUR3AEAABlAdAcAAAAAAECdWLR2ewwdlzq4G9DzoJg8oiBaN/NjKwAAIDPk1/cCAAAAAAAAZJ9Fays/UjZVcHeK4A4AAMhAvoMBAAAAAACgVi1auy0Gj50R67cnD+4KDu8QE4YPFNwBAAAZx3cxOWj37t3x6quvxoIFC2LTpk2xa9euaNu2bXTu3Dn69+8fRx55ZOTl5dX3mgAAAAAAQAZ6d822GDKuONZv35N0pqBXh5g4bGC0EtwBAAAZyHcyOWTOnDlx8803x/333x+7dyf/l2XdunWLkSNHxne/+93o0KFDGjcEAAAAAAAy2TtrtsWQscWxYUfy4K6wV4eYILgDAAAyWH59L0Ddq6ioiB/96EdRUFAQU6ZMSRncRUSsXLkyrr/++ujbt2888cQTadoSAAAAAADIZAtXVx/cFR3RISYOF9wBAACZTXSXAy6//PK44YYboqKiosrjLVu2jBNOOCEKCgqid+/eH/tI2TVr1sR5550Xjz/+eDrXBQAAAAAAMszbq7fGkHGpg7tTj+gYE4cVRMumgjsAACCzie6y3P333x933nlnlcf69u0bjz32WGzZsiVef/31mDFjRixatCjWrFkT1113XTRt2vTD2T179sRll10WmzZtSvfqAAAAAABABljwwdYYMrY4NqYI7k7r3TEmDBsYLZo2SuNmAAAAdUN0l+Wuu+66KtennHJKzJw5M77whS9E48ZV/yVZp06d4tprr43HH3+8ytfWrVsXd9xxR1r2BQAAAAAAMsdbq7bG0HHFsWlnadKZTx55cIy/THAHAABkD9FdFlu8eHHMnz+/ymO33357tGrVKuV9Z511VowcObLKY4888kit7wcAAAAAAGSuN1dtiaF3pg7uPnXUwXHnZacI7gAAgKwiustiCxcurHLdvXv3GDhwYI3u/frXv17letGiRbW2FwAAAAAAkNkWrN4eQ8fNiM3VBHfjLj0lmjcR3AEAANlFdJfFNm7cWOW6R48eNb73sMMOq3K9efPm2lgJAAAAAADIcMu3R4ye+kZs2ZU8uPv00Z0EdwAAQNZqXN8LUHfatWtX5XrXrl01vvejswcffHCt7AQAAAAAAGSu5dsjbnurUewqL0s6c8YxneKOiwcI7gAAgKzlpLss1q9fvyrXCxYsiB07dtTo3pkzZ1a5LigoqK21AAAAAACADLTsw+AuL+nMmYI7AAAgB4juslj37t3jtNNO+/B69+7dceutt1Z73+7du+OWW26p8tjIkSNrez0AAAAAACBDzF+1LW6vJrg7q0/nuOMSwR0AAJD9RHdZ7oYbboj8/P//l/naa6+NyZMnJ53fvHlznH/++bFgwYIPHxs0aFAMGjSoTvcEAAAAAAAapteWb44x095IGdydc2zn+NPF/aNZY8EdAACQ/RrX9wLUrU9+8pPxxz/+Ma688spIJBJRVlYWw4YNi9tuuy2+9rWvxTHHHBMtWrSI9evXx4wZM2Lq1KmxcePGD+8/99xzY9q0abW2z9q1a2PdunX7dM+iRYuqXG/fvj22bt1aaztROz760cU1/ShjAADIRN7/AgCQK+at3BpXTJ8f23eXJ50546gO8ZtBR8XunTtidxp3AwCAuuLvgDPD9u3b6+218xKJRKLeXp20eeaZZ+I73/lOvPnmmzWaP+KII+IHP/hBjB49uspJeQfqF7/4RVx33XUH9By33nprHHbYYbW0EQAAAAAA8O8s2RbxpwWNYneKE+5OOKgihh1dEY19thIAAJBmy5Yti+985zsfXs+fPz+OO+64tLy2b4FyxFlnnRWzZs2Kq6++Oho1Sn20+2GHHRZXX311DB06tFaDOwAAAAAAIDPUJLg7sYPgDgAAyE2+DcoRd9xxR/Tu3Tt++9vfRnl58iPgIyor0G9+85tx+OGHx4QJE9K0IQAAAAAA0BAs3hrxp7dqENwdJbgDAAByk4+XzXKlpaUxZMiQ+Otf//rhYx06dIhvfetb8aUvfSmOOuqoaNWqVaxfvz5mz54dEydOjL/97W/xr78trr766rjxxhtrZZ+1a9fGunXr9umeRYsWxVe+8pUPr4uLi+PYY4+tlX2oPTt27IiZM2d+eF1QUBCtWrWqx40AAKDueP8LAEC2mrt8S3zz3jdj557k/4D/pA4V8cehA6Jd29Zp3AwAANLH3wFnhgULFkRRUdGH1+n8eNnGaXkV6s0VV1xRJbgrKCiIhx56KLp06VJl7tBDD41BgwbFoEGD4uGHH44LL7wwSkpKIiLit7/9bfTt2zeGDx9+wPt07tw5OnfufEDP0bp162jbtu0B70LdatWqlV8nAAByhve/AABkg5lLNlYb3PXrWBGXHlkR7dr6u3oAAHKHvwNumFq3rr9/COTQ7yz23HPPxfjx4z+87ty5czz66KMfC+4+6stf/nLcdtttVR675pprYteuXXWyJwAAAAAAUL9mLN4QwybOTBncnbw3uGvkp0sAAECO821RFrv11lurXF911VXRqVOnGt07bNiwOProoz+83rBhQzzwwAO1uh8AAAAAAFD/ihdviGETZ6UM7j7Xt1NccpTgDgAAIEJ0l7USiUQ888wzVR4bNGhQje/Pz8+PL37xi1Uee+GFF2plNwAAAAAAoGF4+b31MXzirNhVmjy4+/JJXeNXXz4mGuWlcTEAAIAGTHSXpTZt2hRbtmyp8livXr326Tk+Or9y5coD3gsAAAAAAGgYXl60PkZMSh3cndeva/zuGydF43zFHQAAwD81ru8FqBu7d+/+2GONG+/bL3eTJk2qXJeXJ/+mGwAAAAAAyBwvLVofIyfPipLSiqQzXz25W/z2gpOikeAOAACgCifdZamOHTt+7LFVq1bt03N89GS7Tp06HdBOAAAAAABA/Xvx3coT7lIFd18T3AEAACQlustSTZs2jUMPPbTKY88888w+PcfTTz9d5bp3794HvBcAAAAAAFB/XnhnXYycPCt2l6UI7vp3ixsFdwAAAEmJ7rLY2WefXeX6lltuibKyshrd+/zzz8crr7yS8vkAAAAAAIDM8fw762LUXbNTBnfnD+geN54vuAMAAEhFdJfFLr744irX8+fPj29+85tRUZH8m+mIiEWLFsXQoUOrPHbUUUfFqaeeWus7AgAAAAAAde+5hWtj9F2zY0+K4O6CAd3jhq+fKLgDAACohugui332s5+NM888s8pj48aNi09/+tPx9NNPf+zUuw0bNsRNN90Up5xySqxatarK1371q19Fo0aN6nxnAAAAAACgdj27cG2MuWtOyuDuwlN6CO4AAABqqHF9L0Ddmjp1apx22mmxZMmSDx978cUX45xzzonWrVtHr169okWLFrFhw4ZYvHhxJBKJjz3H97///Tj//PPTuTYAAAAAAFALnn17bVx+95zYU548uBs8sEf86qsnRL7gDgAAoEacdJflunTpEs8//3ycccYZH/va9u3b44033oiZM2fGe++997HgrkmTJvGb3/wmbrzxxjRtCwAAAAAA1JanF6ypNrgbUiC4AwAA2FeiuxzQo0ePePrpp+Mvf/lLnHHGGZGfn/qXvV27dnHFFVfEG2+8ET/84Q8jL8832gAAAAAAkEmeemtN/Mc9qYO7oYWHxS+/IrgDAADYVz5eNkfk5+fHBRdcEBdccEFs27YtZs+eHYsXL47NmzdHSUlJtG3bNjp27Bgnnnhi9O3bt9owDwAAAAAAaJiefGtNfHPKnCgtTySdubjosLj+y8cL7gAAAPaD6C4HtWnTJs4888w488wz63sVAAAAAACgFv39zdXxralzUwZ3lxT1jOvPO84n3QAAAOwn0R0AAAAAAEAWeGJ+ZXBXVpE8uLvs1J7xiy8L7gAAAA6E6A4AAAAAACDDPTH/g/jW1FdTBnfDTjs8fj6or+AOAADgAInuAAAAAAAAMtjjb3wQ35r2apSnCO6Gf+LwuPZLgjsAAIDaILoDAAAAAADIUI+9/kF8Z3rq4G7EJ3rFz750rOAOAACglojuAAAAAAAAMtCjr6+K705/LWVwN+qTveKnXxTcAQAA1CbRHQAAAAAAQIZ5ZN6quOre1MHd6E/1ip98QXAHAABQ20R3AAAAAAAAGeSh11bG9+59LVL0dnH56UfEjz7fR3AHAABQB0R3AAAAAAAAGaImwd1/fLp3/PBzxwjuAAAA6ojoDgAAAAAAIAM8+OqK+P5f5qUM7q44o3f84LOCOwAAgLokugMAAAAAAGjgHpi7Iq6+L3Vwd+WZvePqzwjuAAAA6proDgAAAAAAoAG7f86KuOb+eZFIEdx9+6wj4z/PPVpwBwAAkAaiOwAAAAAAgAbqvtnL4wd/fT1lcPeds46M7wnuAAAA0kZ0BwAAAAAA0AD9Zfby+GE1wd13zz4qvnfu0elbCgAAANEdAAAAAABAQ3PvrGXxowfeSBncXXXOUXHVOYI7AACAdBPdAQAAAAAANCDTZ1YGd6l875yj47vnHJWmjQAAAPhXojsAAAAAAIAGYuqMZfGTB1MHd98/9+j49tmCOwAAgPoiugMAAAAAAGgApsx4P3764PyUM9d89pi48swj07QRAAAA/05+fS8AAAAAAACQ6+4uFtwBAABkCifdAQAAAAAA1KO7X1kaP3vozZQzP/xcn7jijN5p2ggAAIBURHcAAAAAAAD1ZPLLS+PnD6cO7n78+T5x+acFdwAAAA2F6A4AAAAAAKAeTHppSfzikbdSzvzkC31izOmCOwAAgIZEdAcAAAAAAJBmE15cEtc/mjq4+68vHhujPnVEmjYCAACgpkR3AAAAAAAAaXTnPxbH/zy2IOWM4A4AAKDhEt0BAAAAAACkSU2Cu2u/1DdGfLJXmjYCAABgX4nuAAAAAAAA0mDcC4vjl/8vdXD3i0F9Y9gnBHcAAAANmegOAAAAAACgjv35+ffi14+/nXLmui8fF5eddnh6FgIAAGC/ie4AAAAAAADq0J+eey9ueCJ1cHf9ecfFpacenp6FAAAAOCCiOwAAAAAAgDpy+3OL4n+fWJhy5r+/cnxcUtQzTRsBAABwoER3AAAAAAAAdeC2ZxfFjX9PHdz98qvHx0WFgjsAAIBMIroDAAAAAACoZX94+t246cl3Us786qsnxNDCw9K0EQAAALVFdAcAAAAAAFCLbn363fhdNcHdb752QgwuENwBAABkItEdAAAAAABALbnlqXfilqfeTfr1vLzK4O7CgYI7AACATCW6AwAAAAAAqAU3P/lO/P7p1MHdDV87Mb4xsEcatwIAAKC2ie4AAAAAAAAOQCKRiJufejdurSa4+9+vnxgXnCK4AwAAyHSiOwAAAAAAgP2USCTid0++E394ZlHSmby8iBvPPynOH9A9jZsBAABQV0R3AAAAAAAA+yGRSMRv/29h3Pbse0ln8vIibrrgpPhaf8EdAABAthDdAQAAAAAA7KNEIhE3/n1h3P5c8uAuPy/ipm+cFF89WXAHAACQTUR3AAAAAAAA+yCRSMQNTyyMO55PHdzdfGG/OK9ftzRuBgAAQDqI7gAAAAAAAGookUjEbx5/O/78wuKkM4I7AACA7Ca6AwAAAAAAqIFEIhG/fvztGJsiuGuUnxe3XNgvBp3UNY2bAQAAkE6iOwAAAAAAgGokEon45WML4s4XlySdaZSfF78f3C++dKLgDgAAIJuJ7gAAAAAAAFJIJBLx348uiAkvpQ7ubh18cnzxxEPTuBkAAAD1QXQHAAAAAACQRCKRiOsffSsmvrQ06Uzj/Lz4w5CT4/MnCO4AAABygegOAAAAAADg30gkEnHdI2/FpJeXJp1pnJ8Xfxx6cnzueMEdAABArhDdAQAAAAAAfEQikYhfPPxmTH7l/aQzlcFd//jc8V3SuBkAAAD1TXQHAAAAAADwLxKJRFz70Jtxd3Hy4K5Jo7y4bWj/+MxxgjsAAIBcI7oDAAAAAADYq6IiEdc+PD/uKV6WdKZJo7y4/aIBcW7fQ9K4GQAAAA2F6A4AAAAAACAqg7v/emh+TJ2ROrj700UD4hzBHQAAQM4S3QEAAAAAADmvoiIRP/3b/Jg2M3lw17RRfvzp4v5x9rGCOwAAgFwmugMAAAAAAHJaRUUifvLgGzF91vKkM00b5cefLxkQZ/bpnMbNAAAAaIhEdwAAAAAAQM6qqEjEjx94I+6dnSK4a7w3uDtGcAcAAIDoDgAAAAAAyFEVFYn44V9fj/vmrEg607Rxfoy9ZECcIbgDAABgL9EdAAAAAACQc8r3Bnf3VxPcjbv0lPj00Z3SuBkAAAANnegOAAAAAADIKeUVibjm/nnxwNyVSWea7Q3uThfcAQAA8BGiOwAAAAAAIGeUVyTimvvmxQOvpg7uxl82MD551MFp3AwAAIBMIboDAAAAAAByQnlFIr7/l9fib6+tSjrTvEllcPeJIwV3AAAA/HuiOwAAAAAAIOuVlVfE9++bFw9VE9xNuGxgnCa4AwAAIAXRHQAAAAAAkNXKyiviP/8yLx6elzy4a9GkUUwYNjBO7d0xjZsBAACQiUR3AAAAAABA1iorr4ir7n0tHn39g6QzLZo0ionDB0bREYI7AAAAqie6AwAAAAAAslJZeUV8997X4rEUwV3Lpo1i4rCBUSi4AwAAoIZEdwAAAAAAQNYpLa+Iq6a/Fo+9kTq4mzS8IAp6dUjjZgAAAGQ60R0AAAAAAJBVSssr4jvTXo3H569OOtOqaaOYNKIgBh4uuAMAAGDfiO4AAAAAAICsUVpeEd+e+mo88Wbq4G7yiII4RXAHAADAfhDdAQAAAAAAWWFPWUV8e9rc+Puba5LOtG7WOCaPGBgDegruAAAA2D+iOwAAAAAAIOPtKauIK6fOjSffqi64K4gBPQ9K42YAAABkG9EdAAAAAACQ0faUVcQ3p8yNpxYkD+7aNGsck0cWRP/DBHcAAAAcGNEdAAAAAACQsXaXlceVU+bGUwvWJp1p07xx3D2yMPr1aJ++xQAAAMhaojsAAAAAACAj7S4rjyvumRvPvJ06uLtnZGGcJLgDAACglojuAAAAAACAjFNSWh5X3DMnnl24LulM2+aN455RhXFi9/bpWwwAAICsJ7oDAAAAAAAySklpefzHPXPiuRTBXbsWTeKekYVxQvd2adwMAACAXCC6AwAAAAAAMkZJaXmMuXtOvPBO6uBuyqjCOL6b4A4AAIDaJ7oDAAAAAAAyQklpeYy+a3b84931SWfat6w84U5wBwAAQF0R3QEAAAAAAA1eTYO7KaMK47iugjsAAADqjugOAAAAAABo0HbtqQzuXlyUPLg7qGWTmDKqKPp2bZvGzQAAAMhFojsAAAAAAKDB2rWnPEZOnhUvv7ch6UyHVk1jyqjCOPZQwR0AAAB1T3QHAAAAAAA0SDv3lMXISbPjlcWpg7upowujTxfBHQAAAOkhugMAAAAAABqcnXvKYsSkWVG8eGPSmY6tmsbU0UVxTJc2adwMAACAXCe6AwAAAAAAGpSde8pi+MRZMWNJ8uDu4NaVwd3RhwjuAAAASC/RHQAAAAAA0GDs2F0WwyfNipnVBHfTRhfFUYI7AAAA6oHoDgAAAAAAaBC27y6L4RNnxqylm5LOHNy6WUwbXSi4AwAAoN6I7gAAAAAAgHq3fXdZDJswM2a/nzy469SmWUwbXRRHdm6dxs0AAACgKtEdAAAAAABQr7aVlMawibNijuAOAACADCC6AwAAAAAA6s22ktK4bMLMmLtsc9KZzm2axbQxRdG7k+AOAACA+ie6AwAAAAAA6sXWvcHdqymCu0PaVp5wd4TgDgAAgAZCdAcAAAAAAKTd1pLSuHT8zHht+eakM13aNo9pY4qi18Gt0rcYAAAAVEN0BwAAAAAApNWWXaVx6YSZMS9FcHdou+YxbXRRHC64AwAAoIER3QEAAAAAAGmzZVdpXDp+RsxbsSXpTNd2lSfc9ewouAMAAKDhEd0BAAAAAABpsWVnaVwyYUa8Xk1wN33MqXFYx5Zp3AwAAABqTnQHAAAAAADUuS07S+Pi8TPijZXJg7tu7VvEtNFFgjsAAAAaNNEdAAAAAABQpzbv3BMXj58R81duTTrTrX2LmD6mKHp0ENwBAADQsInuAAAAAACAOrNpx5646M4Z8dYHyYO77gdVnnAnuAMAACATiO4AAAAAAIA6UdPgbvqYouh+kOAOAACAzCC6AwAAAAAAat3GvcHdghTBXY8OLWL6mFOjW/sWadwMAAAADozoDgAAAAAAqFUbtu+Oi+6cEW+v3pZ05rAOLWP6mKLoKrgDAAAgw+TX9wIAAAAAAED2qElw17Oj4A4AAIDM5aQ7AAAAAACgVqzfvjsuGjcjFq5JHtwd3rFlTBtTFIe2E9wBAACQmUR3AAAAAADAAVu3bXcMHVcc767dnnSm18GtYtrooujSrnkaNwMAAIDa5eNlAQAAAACAA1KT4O4IwR0AAABZwkl3AAAAAADAflu7rSSGjpsRi1IFd50qg7tD2gruAAAAyHyiOwAAAAAAYL+s3VoSQ8YVx3vrdiSd6b03uOssuAMAACBLiO4AAAAAAIB9tnZrSQweVxyLqwvuxhRF5zaCOwAAALKH6A4AAAAAANgna7aWxJCxxbF4ffLg7qjOrWPq6KLo1KZZGjcDAACAuie6AwAAAAAAamz1lsqPlF0iuAMAACBHie4AAAAAAIAa+WDLrhgytjiWbtiZdOboQyqDu4NbC+4AAADITqI7AAAAAACgWqs274oh44rj/RTBXZ8ubWLKqMLoKLgDAAAgi4nuAAAAAACAlFZurjzhbtlGwR0AAACI7gAAAAAAgKRWbt4Vg8e+Ess37ko606dLm5g6uig6tGqaxs0AAACgfojuAAAAAACAf2vFpp0xZFxxyuCu76FtY8qowjhIcAcAAECOEN0BAAAAAAAfs3xjZXC3YlPy4O64rm3jnpGCOwAAAHKL6A4AAAAAAKhi+cadMXhscazcnDq4mzKqMNq3FNwBAACQW/LrewEAAAAAAKDhqElwd0K3doI7AAAAcpaT7gAAAAAAgIiIWLbh/2PvzsOsrsvGj98z7Mgii6CAKCggoLIvaikmpqblkiYgLiCLuVb+TLOyzfIxNSsrk80FWVzS1HzUtLBSHPZFFJFVBJVF9n2W8/tjdB5Jz5kBZs6cmXm9rovrOufMfc7c5/If+Pbu890RA0a9ER9s3pV05vhWDWP80D7RsG6NNG4GAAAAmUN0BwAAAAAAxHsfb48Bo3LiwxTBXZdWDeORK/tEwzqCOwAAAKou0R0AAAAAAFRxK9Zvj4GjiwnuDj84HhnaW3AHAABAlSe6AwAAAACAKmz5+u0xcFROfLQleXDX9fCD45Ere0eD2oI7AAAAEN0BAAAAAEAVtWzdthg4OifWbNmddKZb64Pj4aGCOwAAAPiU6A4AAAAAAKqgpeu2xcBRObF2a/LgrvsnwV19wR0AAAAUEd0BAAAAAEAVs2Ttthg0OnVw1+OIRvHw0N5Rr5b/KQEAAAA+K7u8FwAAAAAAANJnydrCW8qmCu56Cu4AAAAgKf9aBgAAAACAKmLJ2q0xYNS0WL8teXDX+8jGMW5IL8EdAAAAJOFfzAAAAAAAUAUsXrM1Bo7OifXb9iSd6d2mcTx4Ra84SHAHAAAASbm9LAAAAAAAVHLvrtkaA0alDu76CO4AAACgRPzLGQAAAAAAKrFFH22NQaNz4uPtyYO7vm0bx7grekXdmv5nAwAAACiOfz0DAAAAAEAl9c5HW2LQ6GmxIUVwd0LbJjHuil5Rp2a1NG4GAAAAFZfoDgAAAAAAKqGFH26JQaNzYuOO3KQzJx7VJMZeLrgDAACAfZFd3gsAAAAAAACl6+0Pig/uvnR0U8EdAAAA7Acn3QEAAAAAQCXy1geb45Ix02JTiuDuy+2axujLekbtGoI7AAAA2FeiOwAAAAAAqCQWrC4M7jbvFNwBAABAWXF7WQAAAAAAqARKEtyd0v4QwR0AAAAcICfdAQAAAABABffmqs1xyZic2LIrL+lMvw6HxJ8H9xDcAQAAwAFy0h0AAAAAAFRg81dtKja4O1VwBwAAAKXGSXcAAAAAAFBBzXt/UwweOy22pgjuvnJMs7h/cPeoVV1wBwAAAKXBSXcAAAAAAFABzVm5MQaPSR3c9e8ouAMAAIDSJroDAAAAAIAKZvbKjXHZ2OmxdXeq4K55/PESwR0AAACUNreXBQAAAACACmTWexvj8nHTY1uK4O70Ts3jj4O6R83q/r/3AAAAUNr8axsAAAAAACqIWe9tKDa4O6Oz4A4AAADKkpPuAAAAAACgApi5ojC4274nP+nMmZ0PjfsGdYsa1QR3AAAAUFb8qxsAAAAAADLcjBIEd2cdK7gDAACAdHDSHQAAAAAAZLDpyzfEFQ9Ojx0pgruzjzssfjugq+AOAAAA0kB0BwAAAAAAGWraso9jyEMzUgd3xx8Wv71YcAcAAADpIroDAAAAAIAMlLPs4xjy4IzYmZs8uPt6lxZx77e6RHXBHQAAAKSNf4UDAAAAAECGmbp0fbHB3TcEdwAAAFAunHQHAAAAAAAZZOqS9TH04RmxK7cg6cy5XVvEPRcJ7gAAAKA8iO4AAAAAACBDvL5kfVxZTHB3freWcfdFXaJadlYaNwMAAAA+JboDAAAAAIAM8NriwuBud17y4O6Cbi3jLsEdAAAAlCvRHQAAAAAAlLN/v7suhj8yM3Vw171l3HWh4A4AAADKW3Z5LwAAAAAAAFXZv95dF8OKCe4u7NFKcAcAAAAZwkl3AAAAAABQTl5dtDZGjJ8Ve1IEdxf1aBV3fvP4yBbcAQAAQEZw0h0AAAAAAJSDKYvWxohHUgd3F/c8XHAHAAAAGcZJdwAAAAAAkGZT3lkbI8fPij35yYO7Ab0Oj1+df5zgDgAAADKM6A4AAAAAANLoHwvXxLcfnZ0yuBvYu3X88rxjBXcAAACQgUR3AAAAAACQJq+8vSa+PWFW5OYnks4M6tM6bj9XcAcAAACZKru8FwAAAAAAgKrg5RIEd4P7Cu4AAAAg0znpDgAAAAAAythLb30U106cnTK4u7TvEfHzcztHVpbgDgAAADKZ6A4AAAAAAMrQiwsKg7u8guTB3eUnHBE//YbgDgAAACoC0R0AAAAAAJSRFxd8GNdOnJMyuLvixCPjJ1/vJLgDAACACkJ0BwAAAAAAZeB/3/wwrps0J/JTBHdDTjoybjtHcAcAAAAViegOAAAAAABK2fPzP4zrJ6cO7oae1CZ+fE5HwR0AAABUMKI7AAAAAAAoRX+b/0HcMHluyuBu2JfaxA/PFtwBAABARSS6AwAAAACAUvLsvA/iu4+lDu5GnNw2fnDWMYI7AAAAqKBEdwAAAAAAUAqembs6vvvY3EjR28XIk9vGLYI7AAAAqNBEdwAAAAAAcIBKEtxddcpRcfOZHQR3AAAAUMGJ7gAAAAAA4AA8PWdV3Pj4vJTB3dX9joqbzhDcAQAAQGUgugMAAAAAgP301OxVceMT8yKRIri75tSj4v99VXAHAAAAlYXoDgAAAAAA9sOTs1bFTU+mDu6u+8rR8b3T2wvuAAAAoBIR3QEAAAAAwD56Yub78f2/zE8Z3F1/Wrv4bv92gjsAAACoZER3AAAAAACwDx6f8X7c/FTq4O6G09rFd09vn76lAAAAgLQR3QEAAAAAQAk9NmNl3PLUmymDu+/0bxff6S+4AwAAgMpKdAcAAAAAACUwafrK+MFTb6ac+W7/9nFD/3Zp2ggAAAAoD6I7AAAAAAAoxsRpK+PWp1MHdzee3j6uO01wBwAAAJWd6A4AAAAAAFKYMO29+OHTC1LO3HRGh7jm1KPTtBEAAABQnrLLewEAAAAAAMhU43MEdwAAAMDenHQHAAAAAABf4JE3VsRtz7yVcubmM4+Jb/c7Kk0bAQAAAJlAdAcAAAAAAP/l4akr4ifPpg7ufnDWMTHyFMEdAAAAVDWiOwAAAAAA+IwHX18eP3vu7ZQzt37tmBhxsuAOAAAAqiLRHQAAAAAAfGLca8vj539LHdz96OyOMezLbdO0EQAAAJBpRHcAAAAAABARY/6zLG5/fmHKGcEdAAAAILoDAAAAAKDKK0lwd9s5nWLol9qkaSMAAAAgU4nuAAAAAACo0kb/e1n88n9TB3c//XqnuOIkwR0AAAAgugMAAAAAoAp74F9L444X3kk587NvdI7LTzwyPQsBAAAAGU90BwAAAABAlXT/q0vjzhdTB3c/P7dzXHbCkelZCAAAAKgQRHcAAAAAAFQ5f3p1Sfz6xUUpZ35x3rFxad8j0rQRAAAAUFGI7gAAAAAAqFL+OGVJ3PVS6uDul+cfG5f0EdwBAAAAnye6AwAAAACgyrjvH4vjnpffTTnzq/OPi0F9WqdpIwAAAKCiEd0BAAAAAFAl/P4fi+M3xQR3/3PBcTGgt+AOAAAASE50BwAAAABApffbV96N376yOOnPs7IKg7uLewnuAAAAgNREdwAAAAAAVGr3vvxu/O4fqYO7Oy84Pr7V6/A0bgUAAABUVKI7AAAAAAAqpUQiEfe+sjh+X0xw9+tvHh8X9RTcAQAAACUjugMAAAAAoNJJJBLxm5ffjfv+uSTpTFZWxF0XdokLe7RK42YAAABARSe6AwAAAACgUkkkEnH33xfFH6csTTqTlRVxz0Vd4oLugjsAAABg34juAAAAAACoNBKJRNz10qL406vJg7vsrIh7vtUlzu8muAMAAAD2negOAAAAAIBKIZFIxJ0vLoo//yt1cHfvxV3j3K4t07gZAAAAUJmI7gAAAAAAqPASiUT8zwvvxAP/XpZ0RnAHAAAAlAbRHQAAAAAAFVoikYg7XngnRqUI7qplZ8VvL+4aX+/SIo2bAQAAAJWR6A4AAAAAgAorkUjEL59fGGNeW550plp2VvxuQNc453jBHQAAAHDgRHcAAAAAAFRIiUQifvG3hTHu9dTB3e8HdIuzjz8sjZsBAAAAlZnoDgAAAACACieRSMTP//Z2PPj6iqQz1bOz4r6B3eKs4wR3AAAAQOkR3QEAAAAAUKEkEon42XNvx0NTVySdqZ6dFX8Y1C3OPFZwBwAAAJQu0R0AAAAAABVGIpGInz77Vjz8xntJZwqDu+5x5rGHpnEzAAAAoKoQ3QEAAAAAUCEkEom47Zm3YnxO8uCuRrWs+OOg7vHVzoI7AAAAoGyI7gAAAAAAyHgFBYm47dkF8WjOyqQzNaplxZ8u6RGnd2qexs0AAACAqkZ0BwAAAABARisoSMSPnlkQE6elDu7uv6RH9BfcAQAAAGVMdAcAAAAAQMYqKEjED/+6ICZNTx7c1ayWHfcP7h6ndRTcAQAAAGVPdAcAAAAAQEYqKEjErU+/GZNnvJ90pma17Hjg0h5x6jHN0rgZAAAAUJWJ7gAAAAAAyDgFBYn4wVNvxmMzUwR31T8J7joI7gAAAID0Ed0BAAAAAJBRCgoScfNf5scTs1YlnalZPTtGXdoj+gnuAAAAgDQT3QEAAAAAkDHyPwnuniwmuBt9Wc84pf0hadwMAAAAoJDoDgAAAACAjJBfkIibnpwXT81enXSm1ifB3cmCOwAAAKCciO4AAAAAACh3+QWJuOmJefHUnNTB3djLe8WX2jVN42YAAAAAexPdAQAAAABQrvILEnHj43Pjr3M/SDpTu0ZhcHfS0YI7AAAAoHyJ7gAAAAAAKDd5+QVx4xPz4pligrtxl/eKEwV3AAAAQAYQ3QEAAAAAUC7y8gvie4/Pi2fnJQ/u6tSoFuOu6BUnHNUkjZsBAAAAJCe6AwAAAAAg7fLyC+I7j82Nv83/MOlMnRrV4sEhvaJvW8EdAAAAkDlEdwAAAAAApFVefkHc8NjceD5FcFe3ZrV48Ipe0UdwBwAAAGQY0R0AAAAAAGmTm18Q35k8N55/M3Vw99CQ3tG7TeM0bgYAAABQMqI7AAAAAADSIje/IK6fNCdeWPBR0pmDalaLh4b2jl5HCu4AAACAzCS6AwAAAACgzOXmF8R1E+fEi2+lDu4eHto7egruAAAAgAwmugMAAAAAoEztySuI6ybNjpfeWpN0pl6t6vHw0F7R4wjBHQAAAJDZRHcAAAAAAJSZPXkFcc3E2fHy28UFd72jxxGN0rgZAAAAwP4R3QEAAAAAUCb25BXE1RNmxysLkwd39WtVj4ev7B3dWwvuAAAAgIpBdAcAAAAAQKnbnZcf10yYHa8sXJt0pn7t6jH+yj7R9fCD07cYAAAAwAES3QEAAAAAUKp25+XHtx+dHf98J3Vw9+iVfaKL4A4AAACoYER3AAAAAACUml25+fHtR2fFlEXrks40qF09Hh3WJ45vdXD6FgMAAAAoJaI7AAAAAABKxa7c/Ljq0VnxaorgrmGdGvHolX3iuFYN07gZAAAAQOkR3QEAAAAAcMB25ebHiPGz4t/vpg7uJgzrE8e2FNwBAAAAFZfoDgAAAACAA7IrNz+GPzIz/rN4fdKZg+sWnnAnuAMAAAAqOtEdAAAAAAD7raTB3YRhfaJzC8EdAAAAUPGJ7gAAAAAA2C879xQGd68tSR7cNapbIyYM6xudWjRI42YAAAAAZUd0BwAAAADAPtu5Jz+ufHhGTF36cdKZxgfVjAnD+kTHwwR3AAAAQOUhugMAAAAAYJ/s2JMXVz40M95Yljq4mzi8TxxzqOAOAAAAqFxEdwAAAAAAlNiOPXkx9KEZkbNsQ9KZJgfVjInD+0aHQ+uncTMAAACA9BDdAQAAAABQIjv25MWQB2fEtOXJg7um9QqDu/bNBXcAAABA5SS6AwAAAACgWNt358WQh2bE9JTBXa2YNLxPtBPcAQAAAJWY6A4AAAAAgJS27c6LIQ9OjxkrNiadaVqvVkwe0SeObia4AwAAACo30R0AAAAAAElt250XV4ybHjPfSx7cHVK/Vkwa3jeOblYvjZsBAAAAlA/RHQAAAAAAX2jrrty44sEZMStFcNesfq2YNKJvHHWI4A4AAACoGkR3AAAAAAB8ztZduXH5uOkxe+WmpDOCOwAAAKAqEt0BAAAAALCXLZ8Ed3NSBHfNGxTeUrat4A4AAACoYkR3AAAAAAAU2bIrNy4bOz3mvr8p6cyhDWrHpBF9o03Tg9K3GAAAAECGEN0BAAAAABAREZt35sZl46bHvBTB3WENa8ek4X3jSMEdAAAAUEWJ7gAAAAAAKAzuxk6Leas2J51p0bDwhLsjmgjuAAAAgKpLdAcAAAAAUMVt3pEbl46bFvNTBHctD64Tk4b3jdZN6qZxMwAAAIDMI7oDAAAAAKjCNu3YE4PHTosFq7cknWl5cJ2YPKJvHN5YcAcAAAAgugMAAAAAqKI27dgTl4yZFm99ILgDAAAAKCnRHQAAAABAFbRxe2Fw9/aHyYO7Vo0KbykruAMAAAD4P6I7AAAAAIAqZsMnwd3CFMHd4Y0Lg7tWjQR3AAAAAJ8lugMAAAAAqEI2bN8Tg0bnxDsfbU06c3jjOjF5xAnR8uA6adwMAAAAoGIQ3QEAAAAAVBEfb9sdl4yZljK4a924bkwe0TdaCO4AAAAAvpDoDgAAAACgCli/bXdcMnpaLFqTPLg7oklhcHdYQ8EdAAAAQDKiOwAAAACASm79tt0xaHROvLtmW9KZI5vUjUmCOwAAAIBiie4AAAAAACqxdVsLg7vFa5MHd22aHhSThveNQxvWTuNmAAAAABWT6A4AAAAAoJJau3VXDBo9LZakCO7aNj0oJo3oG80bCO4AAAAASkJ0BwAAAABQCa3duisGjsqJpeu2J51pe0jhCXeCOwAAAICSE90BAAAAAFQya7fsioGjUwd3R30S3DUT3AEAAADsE9EdAAAAAEAlsmZL4Ql3y9YXE9yN6BvN6gvuAAAAAPaV6A4AAAAAoJIoSXDXrlm9mDi8bxxSv1YaNwMAAACoPER3AAAAAACVwEebC28pu1xwBwAAAFCmRHcAAAAAABXch5t3xsBRObHi4x1JZ9o3LwzumtYT3AEAAAAcCNEdAAAAAEAF9sGmnTFwdE68lyK4O+bQ+jFhWJ9oIrgDAAAAOGCiOwAAAACACmr1psIT7lZuENwBAAAApIvoDgAAAACgAlq1cUcMHJ0T72/YmXTmmEPrx8ThfaPxQTXTuBkAAABA5Sa6AwAAAACoYFZt3BEDRuXEqo3Jg7tOhzWICcP6RCPBHQAAAECpyi7vBQAAAAAAKLn3NxQf3HVuIbgDAAAAKCtOugMAAAAAqCA+De5Wbyo+uDu4ruAOAAAAoCw46Q4AAAAAoAIoSXB3XMuGgjsAAACAMuakOwAAAACADLfy4x0xYNQb8cHmXUlnjm/VMMYP7RMN69ZI42YAAAAAVY/oDgAAAAAgg7338fYYMConPkwR3HVp1TAeubJPNKwjuAMAAAAoa6I7AAAAAIAMtWL99hg4upjg7vCD45GhvQV3AAAAAGkiugMAAAAAyEDL12+PgaNy4qMtyYO7rocfHI9c2Tsa1BbcAQAAAKSL6A4AAAAAIMMsW7ctBo7OiTVbdied6db64Hh4qOAOAAAAIN1EdwAAAAAAGWTpum0xcFROrN2aPLjr/klwV19wBwAAAJB2ojsAAAAAgAyxZO22GDQ6dXDX44hG8fDQ3lGvlsu7AAAAAOUhu7wXAAAAAACgMLgbWExw11NwBwAAAFDuXJkBAAAAAChnS9ZujQGjpsX6bcmDu95HNo5xQ3oJ7gAAAADKWaW9OrN06dJYv359NGrUKNq2bRvVq1farwoAAAAAVGCL12yNgaNzYv22PUlnerdpHA9e0SsOEtwBAAAAlLuMv71sQUFB0Z/iJBKJuPvuu6Nly5bRvn37OPHEE6Njx47RvHnzuPHGG2P79u1p2BgAAAAAoGTeXbM1BoxKHdz1EdwBAAAAZJSMju4eeOCBqFGjRtSoUSNq1aoV7777bsr5iy++OG6++eb48MMPI5FIFP3ZuHFj/Pa3v42ePXvGunXr0rQ9AAAAAEByiz7aGgNH5cTH25MHd33bNo4HhwjuAAAAADJJRkd3TzzxRFE4179//2jfvn3S2T/84Q/x5JNPRiKRiKysrMjKyir6WVZWViQSiVi0aFFccMEF6VgdAAAAACCpdz7aEgNHpw7uTmjbJB68onfUrSm4AwAAAMgkGRvd5efnxxtvvFEU0KWK5Xbt2hW/+MUvimYTiUQcccQRcfHFF8dpp50W2dnZRRHe1KlTY+LEien6GgAAAAAAe1n44ZYYOConNqQI7k48qkmMu6JX1KlZLY2bAQAAAFASGRvdvf3227Fz585IJBIREdG/f/+ks3/961/3um3s0KFDY/HixTFp0qR4+eWXY+rUqVGvXr2i8O7+++8v2+UBAAAAAL7A2x9siUGjc2LjjtykM186ummMvVxwBwAAAJCpMja6W7p0adHjevXqRZs2bZLOPvnkkxERkUgkolGjRnHfffdFtWr/d0GqV69e8ZOf/KToVrVTp06Njz/+uOyWBwAAAAD4L299sDkGjUkd3H25XdMYc3lPwR0AAABABsvY6G716tUREZGVlRWtWrVKOpdIJGLKlClFt5YdOHBg1KlT53Nzl112WdFJdxERc+bMKf2lAQAAAAC+wILVm2PQ6GmxqZjgbvRlPaN2DcEdAAAAQCbL2Ohu+/btRY8bNGiQdG7BggWxcePGotvQnn322V8417Rp02jdunXR82XLlpXSpgAAAAAAyS1YvTkuGTMtNu9MHtyd0v4QwR0AAABABZGx0V1eXl7R4/z8/KRzU6dOLXpcrVq1+NKXvpR0tlmzZkWPN2/efIAbAgAAAACk9uaqzTFodE7K4K5fh0PigUt7CO4AAAAAKoiMje7q168fEYW3j12/fn3SuVdffTUiCm9D26VLl6hXr16JPv+zUR8AAAAAQGmbv2pTXDImJ7bsSn4t8tQOh8SfBwvuAAAAACqSjI3uDjvssKLH77///heeTJeXlxcvvfRSZGVlRUTEySefnPIzN27cWPT4oIMOKqVNAQAAAAD2Nu/9TXHJmGkpg7uvHNMs/uyEOwAAAIAKJ2Ojuy5dukRE4Ql2BQUF8Ze//OVzM3/9619j06ZNkUgkIiKiX79+ST+voKAgVq9eXfS8efPmpbswAAAAAEBEzFm5MQaPmRZbUwR3/Ts2i/sHd49a1QV3AAAAABVNxkZ37dq1i6OOOioiCm8xe+utt8bixYuLfr5q1aq45ZZbik65q1evXvTv3z/p5y1cuDB27txZ9PzTzwYAAAAAKC2zV26My8ZOj627UwV3zeOPlwjuAAAAACqqjI3uIiKGDRsWiUQisrKyYu3atdGlS5c4++yz47zzzovjjz8+li9fXvTzQYMGRZ06dZJ+1pQpU4oeV69ePTp37pyOrwAAAAAAVBGz3is+uDu9U/P4k+AOAAAAoELL6Ojuu9/9bnTo0CEiCm8zu2vXrnjxxRfjueeei02bNhXNNWjQIH784x+n/Kwnn3yy6HO6dOmSMtADAAAAANgXs97bEJePmx7bUgR3Z3RuHn8c1D1qVs/oy7IAAAAAFCOjr+7UrFkzXnrppTjqqKOKTrT7VFZWViQSiahbt25Mnjw5WrRokfRzli5dGq+99lrR+1PdhhYAAAAAYF/MXLEhLhubOrg7s/Oh8QfBHQAAAEClkPFXeFq3bh3z58+PO++8M3r27BkNGjSIGjVqxBFHHBHDhw+PuXPnxhlnnJHyM+65554oKCiIRCIRiUQivvGNb6RpewAAAACgMpuxovCEu+178pPOnHXsoXHfoG5Ro1rGX44FAAAAoASql/cCJVG7du246aab4qabbtqv919//fUxcuTIouddunQprdUAAAAAgCpq+vINccWD02NHiuDu7OMOi98O6Cq4AwAAAKhEKkR0d6COOeaY8l4BAAAAAKhEpi37OIY8NCN1cHf8YfHbiwV3AAAAAJVNlYjuAAAAAABKS86yj2PIgzNiZ27y4O7rXVrEvd/qEtUFdwAAAACVjis+AAAAAAAlNHXp+mKDu28I7gAAAAAqNSfdAQAAAACUwNQl62PowzNiV25B0plzu7aIey4S3AEAAABUZqI7AAAAAIBivL5kfVxZTHB3freWcfdFXaJadlYaNwMAAAAg3coluhs6dOhez7OysmLs2LHFzpWWZL8PAAAAAOC/vba4MLjbnZc8uLugW8u4S3AHAAAAUCWUS3T30EMPRVZW4cWnRCKRNIL77FxpSfX7AAAAAAA+69/vrovhj8xMHdx1bxl3XSi4AwAAAKgqsst7AQAAAACATPSvd9fFsGKCuwt7tBLcAQAAAFQx5XLSXUThiXOlOQcAAAAAUFpeXbQ2RoyfFXtSBHcX9WgVd37z+MgW3AEAAABUKeUS3S1fvrxU5wAAAAAASsuURWtj5COzYk9+8uDu4p6Hxx0XHCe4AwAAAKiCyiW6O+KII0p1DgAAAACgNEx5Z22MHJ86uBvQ6/D41fmCOwAAAICqqtxuLwsAAAAAkEn+sXBNfPvR2SmDu4G9W8cvzztWcAcAAABQhYnuAAAAAIAq75W318S3J8yK3PxE0plBfVrH7ecK7gAAAACquuzyXgAAAAAAoDy9XILgbnBfwR0AAAAAhTI6utuzZ0+ZfO7LL79cJp8LAAAAAFQsL731UVxdTHB3ad8j4heCOwAAAAA+kdHRXZ8+fWLx4sWl9nn5+flx8803x1lnnVVqnwkAAAAAVEwvLvgorpkwO2Vwd/kJR8TPz+0cWVmCOwAAAAAKZXR0N2/evOjRo0eMHz/+gD/rvffeiy996Utx1113RSKR/CIaAAAAAFD5vbjgw7h24uzIK0h+rfCKE4+Mn35DcAcAAADA3jI6uouI2LZtW1xxxRVx+eWXx44dO/brM5544ono1q1bTJ8+vZS3AwAAAAAqmv9988O4ZuKclMHdkJOOjJ98vZPgDgAAAIDPyfjoLisrKxKJRDz66KPRo0ePmDdvXonfu2vXrhgxYkQMGDAgNm3aVPR6nTp1ymBTAAAAACDTPT//w7hu0pzITxHcDT2pTdx2juAOAAAAgC+W0dHdd77znUgkEkUXtxYtWhR9+/aNP/zhD8W+9+23345evXrF2LFjiz4jkUhE586dnXgHAAAAAFXQ3+Z/ENdPTh3cDftSm/jxOR0FdwAAAAAkldHR3W9+85t49tlno3HjxkXh3O7du+OGG26I888/f6/T6z7rgQceiF69esXbb7+9V3A3fPjwmDFjRnTq1Cm9XwQAAAAAKFfPzvsgbpg8N2VwN+LktvHDswV3AAAAAKSW0dFdRMQ555wTc+fOjS9/+ct7BXTPPvtsdO3aNaZOnVo0u2XLlrjooovi6quvjp07dxa93qBBg3jsscfigQceiNq1a5fH1wAAAAAAyskzc1fHd4o54W7kyW3jB2cdI7gDAAAAoFgZH91FRLRs2TKmTJkSP/7xjyMrK6vowtfKlSujX79+8atf/SqmTp0aXbt2jaeeemqvOK9Pnz4xd+7cuOiii8r5WwAAAAAA6fbM3NXx3cfmRoreLq465ai4RXAHAAAAQAlVL+8FSio7Ozt+9rOfxamnnhqDBw+ODz74ILKysiIvLy9+/OMfR0REIrH3lbPvf//78ctf/jKqVatWHitXCIsWLYp58+bFqlWrYseOHVGnTp1o3rx5tG/fPrp06RK1atUq7xUBAAAAYL88PWdV3Pj4vJTB3dX9joqbzugguAMAAACgxCpMdPepfv36xdy5c+Pyyy+PF154oehEu4goetysWbMYP358nH766eW8bWbaunVr3HfffTFmzJhYvnx50rmaNWtG796948ILL4wbbrghjRsCAAAAwIF5avaquPGJeZFIEdxdc+pR8f++KrgDAAAAYN9UiNvL/remTZvG9ddfHzVr1oyIKLrl7Ke3lf3Tn/4kuEvib3/7W7Rr1y5++MMfpgzuIiL27NkTr732Wtxxxx1p2g4AAAAADtyTs4oP7q77ytGCOwAAAAD2S4WL7goKCuLWW2+Ns88+O3Jzc/f62afh3YABA4RiX+Dee++Nb3zjG7FmzZq9Xq9du3a0bds2evfuHccdd1w0bdq0nDYEAAAAgAPzxMz346YnUwd315/WLr53envBHQAAAAD7pUJFd++//36cfPLJceedd0ZBQUFERCQSiWjTpk20aNGi6KS7vLy8+NGPfhRf/epXPxeYVVVjx46N733ve0W34o2IOOuss+KFF16ITZs2xdKlS2PatGkxf/78WLduXaxevTrGjx8f3/zmN4tOFAQAAACATPb4jPfj+3+ZnzK4u0FwBwAAAMABqjDR3TPPPBPdunWLN954oyiuSyQS8a1vfSvmzJkT8+bNi7PPPnuvn73yyivRpUuX+Pvf/17e65erJUuWxLXXXlv0vEaNGjFx4sT43//93zjzzDOjVq1an3tPixYtYvDgwfHkk0/GvHnz0rkuAAAAAOyzx2asjJufSh3cfad/u/ju6e3TtxQAAAAAlVLGR3e5ublx/fXXxwUXXBAbNmwoer127drxwAMPxOTJk6N+/frRuHHjeO655+Kee+6JGjVqRFZWVmRlZcXatWvja1/7Wnz/+9+P/Pz8cvwm5WfEiBGxa9euoucTJkyIgQMHlvj9jRo1Kou1AAAAAKBUTJq+Mm7+y5spg7vvnd4+vtNfcAcAAADAgcvo6G7JkiXRt2/f+OMf/7jXCXYdO3aM6dOnx/Dhwz/3nu9+97vx+uuvR9u2bYveU1BQEPfcc0+cdNJJsWLFivR/kXL0zDPPxJQpU4qeX3TRRXHRRReV40YAAAAAUHomTlsZP3jqzZQzN57ePq4/rV2aNgIAAACgssvo6K579+4xd+7cvYK7oUOHxsyZM6Nz585J39ejR4+YM2dODBo0aK/3Tp8+Pbp16xaPP/54Gr9F+Ro1atRez3/yk5+U0yYAAAAAULomTHsvbn06dXB30xkd4jrBHQAAAAClKKOju23bthU9rlevXkyYMCHGjBkTderUKfa99erVi0cffTTGjh0bderUKbrd7ObNm/fp1qoV2erVq+Oll14qet61a9eUsSIAAAAAVBTjc96LHz69IOXM98/sENecenSaNgIAAACgqsjo6C4iIpFIRPfu3WP27Nn7FcsNGTIkZs6cGccee2wkEoky2DBzvfjii5Gfn1/0/NRTTy3HbQAAAACgdDzyxor48V9TB3c3n3lMXN1PcAcAAABA6cv46O6GG26IN954I4466qj9/oxjjjkmpk+fHldddVUpbpb5ZsyYsdfzLl26FD2eM2dOXH/99dGlS5do1KhR1K1bN4488sg4/fTT4+67747Vq1ene10AAAAAKNbDU1fEbc+8lXLmB2cdE9/ut//XEwEAAAAglYyO7p555pm49957o0aNGgf8WbVq1Yo//elP8eSTT8bBBx984MtVAP8d3bVt2za2bdsWV155ZXTv3j3uu+++mD9/fmzatCl27twZ7733Xrzyyitx0003Rbt27eLWW2+N3NzcctoeAAAAAPb20OvL4yfPpg7ufvi1jjHyFMEdAAAAAGWnenkvkMrXv/71Uv/MCy64IHr27Fnqn5uJlixZstfz7OzsOPnkk2POnDnFvnfnzp1xxx13xIwZM+Kpp56K+vXrl8pOa9eujXXr1u3Te/77e2zbti22bNlSKvtQerZv357yOQAAVCb+/guQfo9OXx2/fmVZypn/d1qbuLhrU9eOAMqAvwMDAFCV+PtvxbBt27Zy+91ZiUQiUW6/nTJTUFAQ1atXj8/+5+3evXvMnj07IiKysrLinHPOia997WvRqlWr2L59e8yZMyfGjx8fH3zwwV6fdcEFF8Rf/vKXUtnrpz/9afzsZz87oM/4/e9/H61bty6VfQAAAADIfFM+yIq/vlct5cz5R+ZHv8Nc6gQAAACoKlauXBnXX3990fMFCxZE586d0/K7M/qkO/bf5s2b4797yk+DuyZNmsTTTz8dX/7yl/f6+cUXXxw/+tGPYuTIkTFx4sSi15966ql45JFH4rLLLiv7xQEAAADgMwR3AAAAAGSa7PJegLKR7PjEatWqxfPPP/+54O5T9erVi/Hjx8dXv/rVvV7/1a9+9bmIDwAAAADK0j9LENx9U3AHAAAAQJq5vWwltW7dumjWrNnnXh85cmT8+c9/Lvb9y5Yti3bt2kVBQUHRa1OmTIl+/fod0F5r166NdevW7dN7lixZEuedd17R85ycnOjYseMB7UHp2759e0yfPr3oee/eveOggw4qx40AAKDs+PsvQNl7MGdV3PvP5SlnfvDVo2JgzxZp2gigavN3YAAAqhJ//60YFi5cGH379i167vayKWzdujVmzJgRc+bMifXr18emTZti9+7d+/QZWVlZMXbs2DLaMDPUq1fvC18fPnx4id7ftm3b6N+/f/z9738veu1f//rXAUd3zZo1+8IYcF/Uq1cvGjRocECfQdk76KCD/HcCAKDK8PdfgNJ1/6tLiw3ufnFu57j0hCPTsxAAn+PvwAAAVCX+/puZkvVR6VBhortZs2bF3XffHU899VTk5eXt9+ckEokqEd3VqVMnqlWrFvn5+UWv1a9fP7p161bizzjllFP2iu5mzpxZqjsCAAAAwH/745QlcddLi1LO/OK8Y+PSvkekaSMAAAAA2Ft2eS9QErfffnuccMIJ8fjjj0dubm58ekfcRCJR9Oe/ffZnyWYqu/8+Ue7oo4+O7OyS/yfv0KHDXs/Xrl1bKnsBAAAAwBcpSXD3y/MFdwAAAACUr4yP7u6444647bbbPne63acn1n3654sCu8/+/NP3VCUdO3bc6/m+HnP53/MbN2484J0AAAAA4Ivc94/FxQZ3vzr/uLikj+AOAAAAgPKV0dHdnDlz4kc/+tFeYd3gwYPjxRdfjHfeeWeviG7ChAnxzjvvxNSpU2P06NExcODAqFmzZtFMp06d4j//+U8sX748li1bVl5fKa06deq01/Pdu3fv0/t37dq11/O6dese8E4AAAAA8N9+98riuOfld1PO/M8Fx8WgPq3TtBEAAAAAJFe9vBdI5Y477tjr1LqHH344Lr300i+cbd68ebRv3z4iIvr27RtXXnllrF27Nq699tp48sknY+HChfGtb30rXnnllc+dAFdZde/efa/na9as2af3//ftZJs0aXLAOwEAAADAZ/32lXfjt68sTvrzrKyIOy84Pr7V6/A0bgUAAAAAyWXsSXd79uyJ5557ruiUuwEDBiQN7pJp1qxZPP7443HrrbdGIpGIDz/8ML72ta/F1q1by2jrzHL22WdHdvb//Sdevnx5bNiwocTvnzVr1l7PO3ToUGq7AQAAAFC1JRKJ+M3LJQjuvim4AwAAACCzZGx0N3369Ni9e3fRSXc33HDDfn/W7bffHqeddlpERKxcuTJuv/32Utkx0zVr1ixOOumkvV576qmnSvTevLy8ePrpp/d6rV+/fqW1GgAAAABVWCKRiHtffjd+/4/Uwd2vv3l8fKun4A4AAACAzJKx0d2SJUuKHtetWzd69+6dcn7Pnj0pf/6zn/0sIgov6I0aNSry8vIOfMkKYOTIkXs9v+uuu2L37t3Fvm/06NHx0UcfFT1v0KBBnHHGGaW+HwAAAABVy6cn3P3+n0uSzmRlRdx1YZe4SHAHAAAAQAbK2Oju09ugZmVlRZs2bb5w5rO3Ti0uJDvxxBOjcePGERGxZcuWyMnJKaVNM9vAgQPjuOOOK3r+7rvvxsiRI6OgoCDpe6ZNmxbf//7393rt6quvjoYNG5bZngAAAABUfolEIu7++6K4r5jg7p6LusSFPVqlcTMAAAAAKLmMje4+G9HVr1//C2fq169fdPvZ9evXF/uZrVu3Lnq8cOHCA9ywYsjOzo577703srKyil57+OGH44wzzohZs2btNbt58+b4zW9+E/37949t27YVvd6+ffu49dZb07YzAAAAAJVPIpGIu15aFH+csjTpTHZWxG++1SUu6C64AwAAACBzVS/vBZJp0KBB0eMdO3Z84UzDhg1j8+bNERGxcuXKYj+zWrVqRY8//vjjA9yw4jjttNPijjvuiFtuuaXotVdeeSV69uwZhx56aLRq1Sq2b98eS5cu/dxteps0aRJPPvlk0vARAAAAAIqTSCTizhcXxZ//lTq4u/firnFu15Zp3AwAAAAA9l3GRnctWrQoerxx48YvnGnXrl1RbDd9+vRiP3PZsmVFj6tXz9ivXiZuvvnmqFu3btx4442Rm5tb9PpHH30UH3300Re+p0OHDvHcc89Fu3bt0rUmAAAAAJVMIpGI/3nhnXjg38uSzgjuAAAAAKhIMvb2sp07d46Iwotyq1atil27dn1upkuXLkUz//nPf5LGeRGFJ7t99ufNmjUr5Y0z33XXXRfz58+Piy++OGrUqJF0rk2bNvG73/0u5s+fL7gDAAAAYL8lEom4o5jgrlp2VvxuQDfBHQAAAAAVRsYe99auXbto1KhRbNy4MRKJRMybNy/69Omz18zZZ58dv/nNbyIrKyt27twZN998c4waNepzn7Vhw4a49tprIysrKxKJRETE5z6rqjjmmGNi8uTJsWXLlpg6dWosXrw4Nm/eHPXq1YvmzZtH9+7do0OHDuW9JgAAAAAVXCKRiF8+vzDGvLY86UxhcNc1zjm+RdIZAAAAAMg0GRvdZWVlRb9+/eLpp5+OiIgXXnjhc6Fcv379ok2bNrFixYpIJBIxduzYWLVqVXz729+ODh06xJ49e+K1116L//mf/4mVK1dGVlZWZGVlRZcuXap8WNagQYM488wz48wzzyzvVQAAAACoZBKJRPzibwtj3Oupg7vfD+gWZx9/WBo3AwAAAIADl7G3l42IOO+884oeP/HEE5/7eVZWVvzmN7+JRCJRdIrdSy+9FOedd1507NgxunTpEtdcc01RcPfp3B133JHGbwEAAAAAVUcikYif/+3tlMFd9eys+MNAwR0AAAAAFVNGR3fnn39+NG7cOOrWrRsrV66Mf//735+bOffcc+OWW24pCuoiCi/sffbPZ28re/vtt8cZZ5yR1u8BAAAAAFVBIpGInz33djz4+oqkM9Wzs+IPg7rFWccJ7gAAAAComDL29rIREfXq1Yv169cXO/erX/0qOnToELfcckusWbPmcz9PJBJxxBFHxF133RUXXnhhWawKAAAAAFVaIpGInz77Vjz8xntJZwqDu+5x5rGHpnEzAAAAAChdGR3d7YvLL788Bg0aFK+++mrk5OTEmjVrIpFIxKGHHhonnnhinHLKKVG9eqX5ugAAAACQMRKJRNz2zFsxPid5cFejWlb8cVD3+GpnwR0AAAAAFVulqtBq1KgRp59+epx++unlvQoAAAAAVAkFBYm47dkF8WjOyqQzNaplxZ8u6RGnd2qexs0AAAAAoGxUqugOAAAAAEifgoJE/OiZBTFxWurg7v5LekR/wR0AAAAAlYToDgAAAADYZwUFifjhXxfEpOnJg7ua1bLj/sHd47SOgjsAAAAAKg/RHQAAAACwTwoKEnHr02/G5BnvJ52pWS07Hri0R5x6TLM0bgYAAAAAZU90BwAAAACUWEFBIn7w1Jvx2MwUwV31T4K7DoI7AAAAACof0R0AAAAAUCIFBYm4+S/z44lZq5LO1KyeHaMu7RH9BHcAAAAAVFKiOwAAAACgWPmfBHdPFhPcjb6sZ5zS/pA0bgYAAAAA6SW6AwAAAABSyi9IxE1PzounZq9OOlPrk+DuZMEdAAAAAJWc6A4AAAAASCq/IBE3PTEvnpqTOrgbe3mv+FK7pmncDAAAAADKh+gOAAAAAPhC+QWJuPHxufHXuR8knaldozC4O+lowR0AAAAAVYPoDgAAAAD4nLz8grjxiXnxTDHB3bjLe8WJgjsAAAAAqhDRHQAAAACwl7z8gvje4/Pi2XnJg7s6NarFuCt6xQlHNUnjZgAAAABQ/kR3AAAAAECRvPyC+M5jc+Nv8z9MOlOnRrV4cEiv6NtWcAcAAABA1SO6AwAAAAAiojC4u+GxufF8iuCubs1q8eAVvaKP4A4AAACAKkp0BwAAAABEbn5BfGfy3Hj+zdTB3UNDekfvNo3TuBkAAAAAZBbRHQAAAABUcbn5BXH9pDnxwoKPks4cVLNaPDS0d/Q6UnAHAAAAQNWWXd4LpLJo0aLyXgEAAAAAKrXc/IK4bmLxwd3DgjsAAAAAiIgMj+46duwY/fr1iwkTJsTu3bvLex0AAAAAqFT25BXEtRNnx4tvJQ/u6tWqHo9c2Tt6Cu4AAAAAICIyPLqLiPjPf/4Tl112WbRo0SJuuOGGePPNN8t7JQAAAACo8PbkFcQ1E2fHS2+tSTpTr1b1eHho7+hxhOAOAAAAAD6V8dFdREQikYiNGzfGH/7wh+jatWv07ds3xo0bFzt27Cjv1QAAAACgwtmTVxBXT5gdL7+dPLir/8kJdz2OaJTGzQAAAAAg82V0dNe1a9dIJBIREZGVlRURhQHe9OnTY/jw4XHYYYfFVVddFTNnzizPNQEAAACgwtidlx9XT5gVryxMEdzVrh7jh/WJ7q0FdwAAAADw3zI6ups9e3bMnDkzRowYEfXr198rwEskErF169YYPXp09OnTJ7p16xb3339/bNmypZy3BgAAAIDMtDsvP7796Ox4ZeHapDP1a1ePR6/sE10PPzh9iwEAAABABZLR0V1ERPfu3ePPf/5zfPDBBzF27Ng44YQTvvD0u3nz5sW1114bLVq0iKFDh8bUqVPLc20AAAAAyCi7cvPjqvGz4p/vJA/uGtSuHhOG9YkugjsAAAAASCrjo7tP1a1bN4YMGRKvv/56LFiwIG644YZo3Ljx506/27FjRzz88MPx5S9/OTp37hy/+93vYsOGDeW8PQAAAACUn125+XHVo7NiyqJ1SWca1qkRE4b1jeNbHZy+xQAAAACgAqow0d1nderUKe69995YvXp1TJgwIb7yla8U/eyzp98tXLgwvve970XLli3jkksuiSlTppTXygAAAABQLnbl5seI8bPi1WKDuz5xXKuGadwMAAAAACqmChndfapmzZoxcODAeOWVV2Lx4sVx8803R/PmzT93+t3u3btj8uTJ0b9//2jXrl38+te/jrVrk99GAwAAAAAqg125+TH8kZnx73eTB3cH1y0M7o5tKbgDAAAAgJKo0NHdZ7Vt2zbuuOOOeP/99+Opp56Ks846K7KzC7/ep/FdIpGIpUuXxg9+8IM4/PDD48ILL4yXX365nDcHAAAAgNL3aXD3n8Xrk84I7gAAAABg31Wa6O5T1apVi/POOy+ef/75WLFiRVx33XWRSCQiKyur6E8ikYjc3Nx4+umn48wzz4wOHTrEn//858jNzS3v9QEAAADggO3ckx/DHk4d3DWqWyMmDusbnVsI7gAAAABgX1S66O5TU6ZMiZtuuilGjRoVWVlZn/v5p68lEolYvHhxXHPNNdGhQ4d48cUX070qAAAAAJSanXvy48qHZ8RrS5IHd40PqhkTh/eNTi0apHEzAAAAAKgcKlV0t3bt2rjzzjujXbt20b9//3jsscdi9+7dRT9PJBKRnZ0dZ5xxRrRu3ToSiURE/N/tZ1esWBFnn3123H333eX1FQAAAABgv+3YkxdDH5oRU5d+nHSmMLjrEx0PE9wBAAAAwP6oFNHdiy++GN/85jfj8MMPj1tvvTWWLl1aFNRFFMZ2hx12WNx2222xfPnyeOGFF2L58uXx0ksvxfnnn1906t2n8d0tt9wSb7zxRnl9HQAAAADYZ58Gd28sSx7cNTmoZkwa3jeOOVRwBwAAAAD7q3p5L7C/Vq1aFWPHjo1x48bFqlWrIqIwrsvKyiqK5yIizjjjjLjqqqvinHPOiWrVqu31Gaeffnqcfvrp8e6778bVV18d//znP4ve+/vf/z5OOOGEtH8vAAAAANhXO/bkxZAHZ8S05RuSzjStV3hL2fbN66dxMwAAAACofCpUdJefnx/PPfdcjB49Ov7+979HQUHBXreIjSgM75o1axZDhw6NESNGxJFHHlns57Zv3z7+/ve/R8+ePWPu3LkREfH666+X1dcAAAAAgFKzfXdeDHloRkxPGdzViknD+0Q7wR0AAAAAHLAKEd0tW7YsxowZEw899FCsWbMmIj5/ql0ikYhTTz01rrrqqjj//POjevV9+2rZ2dkxYsSIuPrqqyMiin4PAAAAAGSqbbvzYsiD02PGio1JZ5rWqxWTR/SJo5sJ7gAAAACgNGR0dDd58uQYM2ZMvPrqq0VhXcTep9o1adIkLr/88hg5cmS0a9fugH5fmzZtih7n5eUd0GcBAAAAQFnatjsvrhg3PWa+lzy4O6R+rZg0vG8c3axeGjcDAAAAgMoto6O7QYMGFZ1k99+n2p100klx1VVXxUUXXRQ1a9Ysld+3r6fjAQAAAEB52LorN654cEbMShHcNatfKyaN6BtHHSK4AwAAAIDSVGEqs0QiEQ0bNoxLL700rrrqqujUqVOp/45GjRrFKaecUuqfCwAAAAClZeuu3Lh83PSYvXJT0hnBHQAAAACUnYyP7hKJRPTu3TtGjhwZAwYMiDp16pTZ7+revXtMmTKlzD4fAAAAAA7Elk+CuzkpgrvmDQpvKdtWcAcAAAAAZSKjo7uRI0fGyJEjo2vXruW9CgAAAACUqy27cuOysdNj7vubks4c2qB2TBrRN9o0PSh9iwEAAABAFZPR0d39999f3isAAAAAQLnbvDM3Lhs3PealCO4Oa1g7Jg3vG0cK7gAAAACgTGV0dAcAAAAAVd3mnblx2dhpMW/V5qQzLRoWnnB3RBPBHQAAAACUNdEdAAAAAGSozTty49Jx02J+iuCu5cF1YtLwvtG6Sd00bgYAAAAAVZfoDgAAAAAy0OYduTF47LR4c3Xq4G7yiL5xeGPBHQAAAACki+gOAAAAADLMph17YvDYabFg9ZakM4I7AAAAACgfojsAAAAAyCAbt++JS8ZMi7c/TB7ctWpUeEtZwR0AAAAApJ/oDgAAAAAyREmCu8MbFwZ3rRoJ7gAAAACgPIjuAAAAACADbPgkuFtYTHA3ecQJ0fLgOmncDAAAAAD4LNEdAAAAAJSzj7ftjkvGTIt3PtqadKZ147oxeUTfaCG4AwAAAIByJboDAAAAgHJUkuDuiCaFwd1hDQV3AAAAAFDesst7AQAAAACoqtZv2x2DRqcO7o4U3AEAAABARnHSHQAAAACUg3Vbd8eg0TmxeO22pDNtmh4Uk4b3jUMb1k7jZgAAAABAKqI7AAAAAEizkgR3bZseFJNG9I3mDQR3AAAAAJBJRHcAAAAAkEZrt+6KQaOnxZJUwd0hhSfcCe4AAAAAIPOI7gAAAAAgTdZu2RUDR+fE0nXbk84c9Ulw10xwBwAAAAAZSXQHAAAAAGmwdsuuGDA6J5alCO6OblYvJg7vE83qC+4AAAAAIFOJ7gAAAACgjK3ZsisGjsqJZeuTB3ftmtWLicP7xiH1a6VxMwAAAABgX4nuAAAAAKAMfbS58Jayy1MEd+2b14sJwwR3AAAAAFARiO4AAAAAoIx8uHlnDByVEys+3pF0pkPz+jFheJ9oWk9wBwAAAAAVgegOAAAAAMrAB5t2xsDROfFeiuDumEPrx4RhfaKJ4A4AAAAAKgzRHQAAAACUstWbCk+4W7lBcAcAAAAAlY3oDgAAAABK0epNO2PAqDfi/Q07k850PKxBTBjWJxofVDONmwEAAAAApUF0BwAAAAClZNXGHTFwdE7K4K7TJ8FdI8EdAAAAAFRIojsAAAAAKAXvbygM7lZtTB7cdW7RIB69UnAHAAAAABWZ6A4AAAAADtD7G3bEgFE5sXpT8uDu2JaFwd3BdQV3AAAAAFCRZZf3AgAAAABQkZUkuDuuZUPBHQAAAABUEk66AwAAAID9tPLjHTFg1BvxweZdSWeOb9Uwxg/tEw3r1kjjZgAAAABAWRHdAQAAAMB+eO/j7TFgVE58mCK469KqYTxyZZ9oWEdwBwAAAACVhegOAAAAAPbRivXbY+DoYoK7ww+OR4b2FtwBAAAAQCUjugMAAACAfbB8/fYYOConPtqSPLjrevjB8ciVvaNBbcEdAAAAAFQ2ojsAAAAAKKFl67bFwNE5sWbL7qQz3VoXnnBXX3AHAAAAAJVSdnkvAAAAAAAVwdJ122LAqNTBXXfBHQAAAABUek66AwAAAIBiLFm7LQaNzom1W5MHdz2PaBQPDe0d9Wq55AYAAAAAlZkrgAAAAACQwpK1hbeUXZciuOt1ZKN4cIjgDgAAAACqAlcBAQAAACCJJWu3xoBR02L9tuTBXe8jG8e4Ib0EdwAAAABQRbgSCAAAAABfYPGarTFwdE6s37Yn6UzvNo3jwSt6xUGCOwAAAACoMrLLewEAAAAAyDTvrtkaA0alDu76CO4AAAAAoEpyRRAAAAAAPmPRR1tj0Oic+Hh78uCub9vGMe6KXlG3pstrAAAAAFDVuCoIAAAAAJ9456MtMWj0tNiQIrg7oW2TGHdFr6hTs1oaNwMAAAAAMoXoDgAAAAAiYuGHW2LQ6JzYuCM36cyJRzWJsZcL7gAAAACgKssu7wUAAAAAoLy9/UHxwd2Xjm4quAMAAAAAnHQHAAAAQNX21geb45Ix02JTiuDuy+2axujLekbtGoI7AAAAAKjqRHcAAAAAVFkLVhcGd5t3Cu4AAAAAgJJxe1kAAAAAqqSSBHentD9EcAcAAAAA7MVJdwAAAABUOW+u2hyXjMmJLbvyks7063BI/HlwD8EdAAAAALAXJ90BAAAAUKXMX7Wp2ODuVMEdAAAAAJCEk+4AAAAAqDLmvb8pBo+dFltTBHdfOaZZ3D+4e9SqLrgDAAAAAD7PSXcAAAAAVAlzVm6MwWNSB3f9OwruAAAAAIDURHcAAAAAVHqzV26My8ZOj627UwV3zeOPlwjuAAAAAIDU3F4WAAAAgEpt1nsb4/Jx02NbiuDu9E7N44+DukfN6v4/qgAAAABAaq4iAgAAAFBpzXpvQ7HB3RmdBXcAAAAAQMk56Q4AAACASmnmisLgbvue/KQzZ3Y+NO4b1C1qVBPcAQAAAAAl42oiAAAAAJXOjBIEd2cdK7gDAAAAAPadk+4AAAAAqFSmL98QVzw4PXakCO7OPu6w+O2AroI7AAAAAGCfie4AAAAAqDSmLfs4hjw0I3Vwd/xh8duLBXcAAAAAwP4R3QEAAABQKeQs+ziGPDgjduYmD+6+3qVF3PutLlFdcAcAAAAA7CdXFwEAAACo8N5YWnxw9w3BHQAAAABQCpx0BwAAAECFNnXJ+hj68IzYlVuQdObcri3inosEdwAAAADAgRPdAQAAAFBhvb5kfVxZTHB3freWcfdFXaJadlYaNwMAAAAAKivRHQAAAAAV0muLC4O73XnJg7sLurWMuwR3AAAAAEApEt0BAAAAUOH8Z/G6GPbwzNTBXfeWcdeFgjsAAAAAoHRll/cCAAAAALAv/vXuuriymODuwh6tBHcAAAAAQJlw0h0AAAAAFcari9bGiPGzYk+K4O6iHq3izm8eH9mCOwAAAACgDDjpDgAAAIAKYUoJgruLex4uuAMAAAAAypST7gAAAADIeFPeWRsjx8+KPfnJg7sBvQ6PX51/nOAOAAAAAChTojsAAAAAMto/Fq6Jbz86O2VwN7B36/jleccK7gAAAACAMie6AwAAACBjvfL2mvj2hFmRm59IOjOoT+u4/VzBHQAAAACQHtnlvQAAAAAAfJGXSxDcDe4ruAMAAAAA0stJdwAAAABknL+/9VFcM3F2yuDu0r5HxM/P7RxZWYI7AAAAACB9nHQHAAAAQEZ5ccFHcfWE1MHd5ScI7gAAAACA8uGkOwAAAAAyxosLPoxrJ86JvILkwd0VJx4ZP/l6J8EdAAAAAFAuRHcAAAAAZIQX3vwwrp00J/JTBHdDTjoybjtHcAcAAAAAlB/RHQAAAADl7vn5H8b1k1MHd0NPahM/Pqej4A4AAAAAKFeiOwAAAADK1d/mfxA3TJ6bMrgb9qU28cOzBXcAAAAAQPkT3QEAAABQbp6b90F857HUwd2Ik9vGD846RnAHAAAAAGQE0R0AAAAA5eKZuavju4/NjRS9XYw8uW3cIrgDAAAAADKI6A4AAACAtCtJcHfVKUfFzWd2ENwBAAAAABlFdAcAAABAWj09Z1Xc+Pi8lMHd1f2OipvOENwBAAAAAJlHdAcAAABA2jw1e1X8vydSB3fXnHpU/L+vCu4AAAAAgMwkugMAAAAgLZ6ctSpuenJeJFIEd9d95ej43untBXcAAAAAQMYS3QEAAABQ5p6Y+X58/y/zUwZ315/WLr7bv53gDgAAAADIaKI7AAAAAMrU4zPfj5uLCe5uOK1dfPf09ulbCgAAAABgP4nuAAAAACgzj81YGbc89WbK4O47/dvFd/oL7gAAAACAikF0BwAAAECZmDy9MLhL5Xunt4/rT2uXpo0AAAAAAA5cdnkvAAAAAEDlM3Fa8cHdjYI7AAAAAKACctIdAAAAAKVqwrT34odPL0g5c9MZHeKaU49O00YAAAAAAKVHdAcAAABAqRmf8178+K+pg7vvn9khru4nuAMAAAAAKibRHQAAAAClYvwbK+LHz7yVcubmM4+Jb/c7Kk0bAQAAAACUPtEdAAAAAAfs4akr4ifPpg7ufnDWMTHyFMEdAAAAAFCxie4AAAAAOCAPvb48fvrc2ylnfvi1jjH85LZp2ggAAAAAoOyI7gAAAADYb+NeWx4//1vq4O5HZ3eMYV8W3AEAAAAAlYPoDgAAAID9MuY/y+L25xemnPnxOZ3iyi+1SdNGAAAAAABlT3QHAAAAwD4rSXB32zmdYqjgDgAAAACoZER3AAAAAOyT0f9eFr/839TB3U+/3imuOElwBwAAAABUPqI7AAAAAErsgX8tjTteeCflzM/P7RyXnXBkehYCAAAAAEgz0R0AAAAAJXL/q0vjzhdTB3e/OLdzXCq4AwAAAAAqMdEdAAAAAMX606tL4tcvLko584vzjo1L+x6Rpo0AAAAAAMqH6A4AAACAlP44ZUnc9VLq4O6X5x8bl/QR3AEAAAAAlZ/oDgAAAICk7vvH4rjn5XdTzvzq/ONiUJ/WadoIAAAAAKB8ie4AAAAA+EK//8fi+E0xwd3/XHBcDOgtuAMAAAAAqg7RHQAAAACf89tX3o3fvrI46c+zsiLuvOD4+Favw9O4FQAAAABA+RPdAQAAALCXe19+N373j2KCu28eH9/qKbgDAAAAAKoe0R0AAAAAERGRSCTi3lcWx++LCe5+/c3j4yLBHQAAAABQRYnuAAAAAIhEIhG/efnduO+fS5LOZGVF3H1hl/hmj1Zp3AwAAAAAILOI7gAAAACquEQiEff8/d34w5TUwd09F3WJC7oL7gAAAACAqk10BwAAAFCFJRKJuOulRfGnV5cmncnOirjnW13i/G6COwAAAAAA0R0AAABAFZVIJOLOFxfFn/+VOri79+KucW7XlmncDAAAAAAgc4nuAAAAAKqgRCIR//PiO/HAv5YlnRHcAQAAAAB8nugOAAAAoIpJJBJxxwvvxKh/Jw/uqmVnxW8v7hpf79IijZsBAAAAAGQ+0R0AAABAFZJIJOKXzy+MMa8tTzpTvUSWQgAAr65JREFULTsrfjega5xzvOAOAAAAAOC/ie4AAAAAqohEIhG3P78wxhYT3P1+QLc4+/jD0rgZAAAAAEDFIboDAAAAqAISiUT8/G9vx4Ovr0g6Uz07K+4b2C3OOk5wBwAAAACQjOgOAAAAoJJLJBLxs+fejoemrkg6Uz07K/4wqFuceazgDgAAAAAgFdEdAAAAQCWWSCTip8++FQ+/8V7SmcLgrnuceeyhadwMAAAAAKBiEt0BAAAAVFKJRCJue+atGJ+TPLirUS0r/jioe3y1s+AOAAAAAKAkRHcAAAAAlVBBQSJue3ZBPJqzMulMjWpZ8adLesTpnZqncTMAAAAAgIpNdAcAAABQyRQUJOLHzyyICdNSB3f3X9Ij+gvuAAAAAAD2iegOAAAAoBIpKEjED/+6ICZNTx7c1ayWHfcP7h6ndRTcAQAAAADsK9EdAAAAQCVRUJCIW59+MybPeD/pTM1q2fHApT3i1GOapXEzAAAAAIDKQ3QHAAAAUAkUFCTiB0+9GY/NTBHcVf8kuOsguAMAAAAA2F+iOwAAAIAKrqAgETf/ZX48MWtV0pma1bNj1KU9op/gDgAAAADggIjuAAAAACqw/E+CuydTBHe1qmfH6Mt6xsntD0njZgAAAAAAlZPoDgAAAKCCyi9IxPefnB9/mZ06uBtzec/4cjvBHQAAAABAaRDdAQAAAFRA+QWJuOmJefHUnNVJZ2pVz46xl/eKL7VrmsbNAAAAAAAqN9EdAAAAQAWTX5CI//fEvHg6RXBXu0ZhcHfS0YI7AAAAAIDSJLoDAAAAqEDy8gvixifmxTNzP0g6U7tGdoy7vFecKLgDAAAAACh1ojsAAACACiIvvyC+9/i8eHZe8uCuTo1qMe6KXnHCUU3SuBkAAAAAQNUhugMAAACoAPLyC+K7j8+L54oJ7h4c0iv6thXcAQAAAACUFdEdAAAAQIbLyy+IGx6bG8/P/zDpTN2a1eLBK3pFH8EdAAAAAECZEt0BAAAAZLDc/IL4zuS58fybqYO7h4b0jt5tGqdxMwAAAACAqkl0BwAAAJChcvML4vpJc+KFBR8lnTmoZrV4aGjv6HWk4A4AAAAAIB1EdwAAAAAZKDe/IK6bOCdefCt1cPfw0N7RU3AHAAAAAJA2ojsAAACADLMnryCumzQ7XnprTdKZerWqx8NDe0WPIwR3AAAAAADpJLoDAAAAyCB78grimomz4+W3iwvuekePIxqlcTMAAAAAACJEdwAAAAAZY09eQVw9YXa8sjB5cFe/VvV4+Mre0b214A4AAAAAoDyI7gAAAAAywO68/Lhmwux4ZeHapDP1a1eP8Vf2ia6HH5y+xQAAAAAA2IvoDgAAAKCc7c7Lj28/Ojv++U7q4O7RK/tEF8EdAAAAAEC5Et0BAAAAlKNdufnx7UdnxZRF65LONKhdPR4d1ieOb3Vw+hYDAAAAAOALie4AAAAAysmu3Py46tFZ8WqK4K5hnRrx6JV94rhWDdO4GQAAAAAAyYjuAAAAAMrBrtz8GDl+Vvzr3dTB3YRhfeLYloI7AAAAAIBMIboDAAAASLNdufkx/JGZ8Z/F65POHFy38IQ7wR0AAAAAQGYR3QEAAACkUUmDuwnD+kTnFoI7AAAAAIBMI7oDAAAASJOdewqDu9eWJA/uGtWtEROG9Y1OLRqkcTMAAAAAAEpKdAcAAACQBjv35MewR2bE60s+TjrT+KCaMWFYn+h4mOAOAAAAACBTie4AAAAAytiOPXlx5UMz441lqYO7icP7xDGHCu4AAAAAADKZ6A4AAACgDO3YkxdDH5oROcs2JJ1pclDNmDi8b3Q4tH4aNwMAAAAAYH+I7gAAAADKyI49eTHkwRkxbXny4K5pvcLgrn1zwR0AAAAAQEUgugMAAAAoA9t358WQh2bE9JTBXa2YNLxPtBPcAQAAAABUGKI7AAAAgFK2fXfhCXfTV6QO7iaP6BNHNxPcAQAAAABUJKI7AAAAgFK0bXdeDHlwesxYsTHpzCH1a8Wk4X3j6Gb10rgZAAAAAAClQXQHAAAAUEq27c6LK8ZNj5nvJQ/umtWvFZNG9I2jDhHcAQAAAABURKI7AAAAgFKwdVduXPHgjJgluAMAAAAAqNREdwAAAAAHaMuu3Lh83PSYs3JT0pnmDQpvKdtWcAcAAAAAUKGJ7gAAAAAOwJZduXHZ2Okx9/1NSWcObVA7Jo3oG22aHpS+xQAAAAAAKBOiOwAAAID9tHlnblw2bnrMSxHcHdawdkwa3jeOFNwBAAAAAFQKojsAAACA/bB5Z25cNnZazFu1OelMi4aFJ9wd0URwBwAAAABQWYjuAAAAAPbR5h25cem4aTE/RXDX8uA6MWl432jdpG4aNwMAAAAAoKyJ7gAAAAD2weYduTF47LR4c3Xq4G7yiL5xeGPBHQAAAABAZSO6AwAAACihTTv2xOCx02LB6i1JZwR3AAAAAACVm+gOAAAAoAQ27dgTl4yZFm99kDy4a9Wo8JaygjsAAAAAgMpLdAcAAABQjI3bC4O7tz9MHtwd3rgwuGvVSHAHAAAAAFCZie4AAAAAUtjwSXC3sJjgbvKIE6LlwXXSuBkAAAAAAOVBdAcAAACQxIbte2LQ6Jx456OtSWdaN64bk0f0jRaCOwAAAACAKkF0BwAAAPAFPt62Oy4ZMy1lcHdEk8Lg7rCGgjsAAAAAgKoiu7wXAAAAAMg067ftjkGjUwd3RwruAAAAAACqJCfdAQAAAHxGYXCXE++u2ZZ0pk3Tg2LS8L5xaMPaadwMAAAAAIBMILoDAAAA+MS6rYXB3eK1yYO7tk0Pikkj+kbzBoI7AAAAAICqSHQHAAAAEBFrt+6KQaOnxZJUwd0hhSfcCe4AAAAAAKou0R0AAABQ5a3dsisGjs6Jpeu2J5056pPgrpngDgAAAACgShPdAQAAAFXa2i27YsDonFiWIrg7ulm9mDi8TzSrL7gDAAAAAKjqRHcAAABAlbVmy64YOConlq1PHty1a1YvJg7vG4fUr5XGzQAAAAAAyFSiOwAAAKBK+mhz4S1ll6cI7to3rxcThgnuAAAAAAD4P6I7AAAAoMr5cPPOGDgqJ1Z8vCPpTIfm9WPC8D7RtJ7gDgAAAACA/yO6AwAAAKqUDzbtjIGjc+K9FMHdMYfWjwnD+kQTwR0AAAAAAP9FdAcAAABUGR9s2hkDRuXEyg2COwAAAAAA9o/oDgAAAKgSVm8qvKVsquCu42ENYsKwPtH4oJpp3AwAAAAAgIpEdAcAAABUeqs27oiBo3Pi/Q07k850+iS4ayS4AwAAAAAgBdEdAAAAUKm9v6EwuFu1MXlw17lFg3j0SsEdAAAAAADFE90BAAAAldb7G3bEgFE5sXpT8uDu2JaFwd3BdQV3AAAAAAAUL7u8FwAAAAAoCyUJ7o5r2VBwBwAAAADAPnHSHQAAAFDprPx4RwwY9UZ8sHlX0pnjWzWM8UP7RMO6NdK4GQAAAAAAFZ2T7gAAAIBK5b2Ptxcb3HVp1TDGXym4AwAAAABg3znpDgAAAKg0VqzfHgNH58SHqYK7ww+OR4b2joZ1BHcAAAAAAOw70R0AAABQKSxfvz0GjsqJj7YkD+66Hn5wPHJl72hQW3AHAAAAAMD+Ed0BAAAAFd7y9YW3lF2zZXfSmW6tC0+4qy+4AwAAAADgAIjuAAAAgApt6bptMXBUTqzdmjy469764HhYcAcAAAAAQCkQ3QEAAAAVVkmCu55HNIqHhvaOerVcBgEAAAAA4MC52gwAAABUSEvWbouBo3NiXYrgrteRjeLBIYI7AAAAAABKjyvOAAAAQIWzZO3WGDBqWqzfljy4631k4xg3pJfgDgAAAACAUuWqMwAAAFChLF6zNQaOzon12/YknendpnE8eEWvOEhwBwAAAABAKcsu7wUAAAAASurdEgR3fdo0joeGCO4AAAAAACgbrj4DAAAAFcKij7bGoNE58fH25MFd37aNY9wVvaJuTZc8AAAAAAAoG65AAwAAABnvnY+2xKDR02JDiuDuxKOaxNjLe0WdmtXSuBkAAAAAAFWN28sCAAAAGW3hh8UHdycdLbgDAAAAACA9nHQHAAAAZKy3P9gSl4zJiY07cpPOfOnopjH6sp6COwAAAAAA0kJ0BwAAAGSktz7YHJeMmRabUgR3X25XGNzVriG4AwAAAAAgPUR3AAAAQMZZsHpzDB6bOrg7uf0hMerSHoI7AAAAAADSSnQHAAAAZJQFqwtPuNu8M3lwd0r7Q+IBwR0AAAAAAOVAdAcAAABkjDdXbY5LxuTEll15SWf6dTgk/jxYcAcAAAAAQPkQ3QEAAAAZYf6qTTF4zLSUwd2pHQ6JP1/aI2pVF9wBAAAAAFA+RHcAAABAuZv3/qYYPHZabE0R3H3lmGZx/+DugjsAAAAAAMpVdnkvAAAAAFRtc0sQ3PXvKLgDAAAAACAzOOkOAAAAKDdzVm6My8ZOj627UwV3zeNPl3SPmtX9fwcBAAAAACh/rlYDAAAA5WL2yo1xaTHB3emdBHcAAAAAAGQWV6wBAACAtJv1XuEJd9tSBHdndG4efxwkuAMAAAAAILO4vSwAAACQVjNXbIjLx02P7Xvyk86c2fnQuG9Qt6hRTXAHAAAAAEBmceUaAAAASJsZJQjuzjpWcAcAAAAAQOZy0h0AAACQFtOXb4grHpweO1IEd2cfd1j8dkBXwR0AAAAAABlLdAcAAACUuWnLPo4hD81IHdwdf1j87uKuUV1wBwAAAABABhPdAQAAAGUqZ9nHMeTBGbEzN3lw9/UuLeLeb3UR3AEAAAAAkPFcyQYAAADKzBtLiw/uviG4AwAAAACgAnHSHQAAAFAmpi5ZH0MfnhG7cguSzpzbtUXcc5HgDgAAAACAikN0BwAAAJS615esjyuLCe7O79Yy7r6oS1TLzkrjZgAAAAAAcGBEdwAAAECpem1xYXC3Oy95cHdBt5Zxl+AOAAAAAIAKSHQHAAAAlJr/LF4Xwx6emTq4694y7rpQcAcAAAAAQMUkugMAAABKxb/fXRfDHpkZe1IEdxf2aBV3fvN4wR0AAAAAABVWdnkvAAAAAFR8/ypBcHdRj1bxa8EdAAAAAAAVnOgOAAAAOCBTFq2N4cUEdxf3PDzu/ObxkS24AwAAAACggnN7WQAAAGC/TXlnbYwcPyv25CcP7gb0Ojx+df5xgjsAAAAAACoF0R0AAACwX/75zpq4avzslMHdwN6t45fnHSu4AwAAAACg0hDdAQAAAPvslbfXxLcnzIrc/ETSmUF9Wsft5wruAAAAAACoXLLLewEAAACgYnm5BMHd4L6COwAAAAAAKicn3QEAAAAl9ve3PoprJs5OGdxd2veI+Pm5nSMrS3AHAAAAAEDl46Q7AAAAoEReXPBRXD0hdXB3+QmCOwAAAAAAKjcn3QEAAADFenHBh3HtxDmRV5A8uLvixCPjJ1/vJLgDAAAAAKBSE90BAAAAKb3w5odx3aTUwd2Qk46M284R3AEA8P/Zu/Moqwv6/+PvmWHfEQUUF1BRcGURGC3TUkvT0iyVTWWvNNNMs9WyvfyWZanf2EW2NE0zzTVckxlAZVEQUEFBEAHZt2Hm/v4Yv/4iu3dYZu76eJzTOc3lDfM6p/4YuM/zuQAAAPlPdAcAAAAk9dCcFfH1qS9FZYrgbsjHOsUPzusquAMAAAAAoCCI7gAAAID/6u9z3omrp76cMrgb9vFO8b1zBXcAAAAAABQO0R0AAADwEQ/Ofieu+XPq4G7EJw6P75zTRXAHAAAAAEBBEd0BAAAAu3jg5eXxjT+/HCl6u/jyJw6PbwvuAAAAAAAoQKI7AAAA4EO7E9x95bQj4oazjxbcAQAAAABQkER3AAAAQERE3P/S8rj27tTB3RWnHxHXf0ZwBwAAAABA4RLdAQAAAHHfi8viuntmpwzurvzkEXHdpwV3AAAAAAAUNtEdAAAAFLh7Zy2L6/4yOxIpgrurPnVkXHvWUYI7AAAAAAAKnugOAAAACthfZi2L62sI7r5+Ruf4xpmdBXcAAAAAABCiOwAAAChYd898O264d07K4O7qMzrHN846Kn2jAAAAAAAgy4nuAAAAoADdPePtuOG+1MHdNWd2jmvOFNwBAAAAAMC/E90BAABAgZla/lZ8+765KW+uPeuo+PoZndO0CAAAAAAAckdxpgcAAAAA6TO5rObg7puCOwAAAAAASMqT7gAAAKBATCpbGt/767yUN9d/5ui48pNHpmkRAAAAAADkHtEdAAAAFICJ05fG9+9PHdx96+yj44rTBXcAAAAAAJCK6A4AAADy3F0vLIkfPPBKypsbzu4SXz39iDQtAgAAAACA3CW6AwAAgDw24YUlcWMNwd13zukSXz5NcAcAAAAAALtDdAcAAAB5avzzb8aPHnw15c33Pts1hn/i8DQtAgAAAACA3Ce6AwAAgDw09rk348d/Tx3cff/crjHsVMEdAAAAAADsCdEdAAAA5Jkxz70ZP6khuPvBecfE0I93StMiAAAAAADIH6I7AAAAyCOjn30jfvrQ/JQ3N553TAwR3AEAAAAAwF4R3QEAAECeGPXMG/Gzh1MHdz/63DEx6GOCOwAAAAAA2FuiOwAAAMgDf3r69fjFPxakvPnx+cfGZSd3TM8gAAAAAADIU6I7AAAAyHH/+/Tr8csagrufnH9sXCq4AwAAAACAfSa6AwAAgBx2+1OL49ePvJby5icXHBeXlh6WpkUAAAAAAJDfRHcAAACQo26btjhufjR1cPezLxwXA/oI7gAAAAAAoLaI7gAAACAH/fGfi+J/HluY8ubnXzg++vc5NE2LAAAAAACgMIjuAAAAIMfc+uSi+O3jqYO7X154fPTtLbgDAAAAAIDaJroDAACAHPL7JxbFLU8kD+6KiiJ+deEJcXGvQ9K4CgAAAAAACofoDgAAAHLELY8vjN8/uSjprxcVRfzqiyfExScJ7gAAAAAAoK6I7gAAACDLJRKJuOWJRXFrDcHdr794QlwkuAMAAAAAgDolugMAAIAslkgk4pbHF8at/1yc9KaoKOJ/vnRifLHnwWlcBgAAAAAAhUl0BwAAAFkqkUjEbx5bGH+cljq4+81FJ8aFPQR3AAAAAACQDqI7AAAAyEKJRCJufvS1uP2p15PeFBdF/ObiE+ML3QV3AAAAAACQLqI7AAAAyDKJRCJ+/ehrcUcNwd0tl3SL87t1SOMyAAAAAABAdAcAAABZJJFIxC8fWRB/evqNpDeCOwAAAAAAyBzRHQAAAGSJRCIRv/jHghj5TPLgrqS4KH53Sbf43IkHpXEZAAAAAADwf0R3AAAAkAUSiUT8/OH5MerZN5PelBQXxe/7dovzThDcAQAAAABApojuAAAAIMMSiUT89KH5Mea51MHdrX27x7knHJjGZQAAAAAAwH8S3QEAAEAGJRKJ+PHfX41xzy9JelOvuCj+0K97nHO84A4AAAAAADJNdAcAAAAZkkgk4qYHX43x/1qS9KZecVH8sX/3OPs4wR0AAAAAAGQD0R0AAABkQCKRiB/97ZW484WlSW+qg7secfZx7dO4DAAAAAAASEV0BwAAAGmWSCTih397JSakCO7qlxTFbf17xKePFdwBAAAAAEA2Ed0BAABAGlVVJeLGv82LidPfSnpTv6Qobh/QM846pl0alwEAAAAAALtDdAcAAABpUlWViB88MC8mlaUO7u4Y0DPOFNwBAAAAAEBWEt0BAABAGlRVJeJ798+LKeXJg7sGJcVxx8AecUZXwR0AAAAAAGQr0R0AAADUsergbm5MKX876U2DkuL406U945Nd2qZxGQAAAAAAsKdEdwAAAFCHqqoS8Z375safZ6YI7up9ENwdLbgDAAAAAIBsV5zpAWRev379oqioaJf/dOzYMdOzAAAAcl5VVSK+fd+cGoO7kYI7AAAAAADIGZ50V+AefPDBmDp1aqZnAAAA5J3KqkTccO+c+MusZUlvGtYrjlGXnRSfOOqANC4DAAAAAAD2heiugK1fvz6++tWvZnoGAABA3qmsSsS3/jIn7n0xdXA3+vKT4tTOgjsAAAAAAMglPl62gF1//fWxfPnyiIho2rRphtcAAADkh8qqRFx/z+wag7sxl/cS3AEAAAAAQA4S3RWop556KkaPHh0REcXFxfHDH/4ww4sAAAByX2VVIq67Z3bc99LypDeN6hfH2EG94uOd90/jMgAAAAAAoLb4eNkCtHXr1hg2bFgkEomIiLjqqquiV69eGV4FAACQ23ZWVsU375kdD7z8TtKbRvWLY+zlveKUIwV3AAAAAACQqzzprgD94Ac/iNdffz0iIg499ND46U9/muFFAAAAuW1nVSKuvTt1cNe4fkmMG9RbcAcAAAAAADnOk+4KzIwZM+J3v/vdh1/fdttt0axZs8wNAgAAyHGViYjv/u21eOTV95LeNK5fEuMG94rSw9ukcRkAAAAAAFAXRHcFpKKiIoYOHRqVlZUREXHRRRfFeeedl+FVAAAAuasyEXHXouJ4aU3y4K5Jg5IYN6hX9BHcAQAAAABAXhDdFZBf/OIXMXfu3IiIaNWqVdx6660ZXgQAAJC7KqsiJiwujpfXFCe9adKgJMYP7h29O+2XxmUAAAAAAEBdEt0ViFdffTV+9rOfffj1r371q2jfvn0GFwEAAOSuisqqmLCoOF5emzy4a9qgJMYP6R29OgruAAAAAAAgn4juCkBVVVUMHTo0duzYERERp556agwfPjzDqwAAAHJTRWVV3HD/ghqDuzuH9I6TBHcAAAAAAJB3RHcF4NZbb43p06dHRESDBg1i5MiRUVRUlJEtq1ativfee2+Pfs/ixYt3+XrTpk2xYcOG2pxFLdi8eXPKrwEAIB9UVFbFt/66IJ5cuCbpTdMGJXFH3+PiqP3q+bsLAAB5w78BAwBQSPz8mxs2bdqUse8tustzb775Znz/+9//8OvvfOc70aVLl4ztuf322+Omm27apz+jvLw8Vq5cWUuLqCvl5eWZngAAALVqZ1XE+IXFMff95E+4a1SSiBFHbY/3F82KaYvSOA4AANLMvwEDAFBI/Pybnd56662MfW/RXZ4bMWLEh7Vtly5d4rvf/W6GFwEAAOSenVUR4xYWx7wagruvdq2Mjs3TOAwAAAAAAEg70V0eGzNmTDzxxBMREVFUVBQjR46MBg0aZHgVAABAbtmd4K7xB8HdYYI7AAAAAADIe6K7PLVixYq47rrrPvx62LBhceqpp2ZwUbUrrrgiLrrooj36PYsXL44LLrjgw6979+4dXbt2reVl7KvNmzfv8jjV3r17R9OmTTO4CAAA9t2OnVVx7X3zY977a5PeNC5JxB++1CV6H9E2jcsAACC9/BswAACFxM+/uWH+/PkZ+96iuzx15ZVXxrp16yIion379vHrX/86s4M+0LZt22jbdt/eiGrWrFm0aNGilhZRV5o2bep/JwAActq2isq4euKseGZx6uDuimMqo/cRbf38CwBAQfFvwAAAFBI//2anZs2aZex7i+7y0D333BN//etfP/z697//fbRq1SpzgwAAAHLMtorK+MrEWfHUa+8lvWnyQXB3SOb+Tg8AAAAAAGSA6C4PXX/99R/+93PPPTcuvvjiDK4BAADILdsqKuPLd82KpxcmD+5aNKoXIzpvE9wBAAAAAEABEt3lof/7WNmIiIceeiiKior2+M9YunTpR37fSy+9FN26ddvHdQAAANlrW0VlDJ8wM55dtDrpTasm9eNPfY+LlfNnpHEZAAAAAACQLYozPQAAAACywe4Gd5OG9Ymu7T3iDgAAAAAACpXoDgAAgIK3dUdlDLszdXDXukn9mDysNI49qGUalwEAAAAAANnGx8vmoQceeCAqKir26PfMnj07rrvuug+/bteuXUycOHGXmyOPPLJW9gEAAGSTrTsqY9iEGfH84jVJb/Zr2qD6CXcHtkjjMgAAAAAAIBuJ7vLQaaedtse/p169Xf+v0KhRozjzzDNraxIAAEBW2rqjMobeOSP+9Xrq4G7y8D7Rpb3gDgAAAAAAEN0BAABQoLbs2BlDx8+MF95IHty1adogJg8vjaPbN0/jMgAAAAAAIJuJ7gAAACg4W3bsjMHjZkTZm2uT3uzfrDq4O6qd4A4AAAAAAPj/RHcAAAAUlM3bd8bg8TOiPGVw1zCmDO8TnQV3AAAAAADAfxDdAQAAUDA2b69+wl35ktTB3dQRfeLItoI7AAAAAADgo0R3AAAAFIRN23fG4HHlMWPJ+0lvDmjeMKYML40j2zZL4zIAAAAAACCXiO4AAADIe5u274xBY8tj5tLkwV3b5g1jyojSOOIAwR0AAAAAAJCc6I6IiDj99NMjkUhkegYAAECt27itIgaNmxGzBHcAAAAAAEAtEN0BAACQtzZsq4jLx5bHS2+tS3rTrkX1R8oeLrgDAAAAAAB2g+gOAACAvLRhW0VcNqY8Xn57XdKb9i0axZQRpdFp/6bpGwYAAAAAAOQ00R0AAAB5Z/3WirhsbHnMThHcHdiyUUwZXhodBXcAAAAAAMAeEN0BAACQV9ZvrYjLxpTF7GXrk94c1LL6CXeHtRHcAQAAAAAAe0Z0BwAAQN5Yv6UiLh1bFnNSBHcdWjWOKcNL49A2TdK4DAAAAAAAyBeiOwAAAPLC+i0VMXBMWcxdnjq4mzqiNA7ZT3AHAAAAAADsHdEdAAAAOW/dlh0xcExZzFu+IemN4A4AAAAAAKgNojsAAABy2rotO2LA6LJ45Z3kwd3Bras/UlZwBwAAAAAA7CvRHQAAADnr/c3Vwd2rK5IHd4fsVx3cHdxacAcAAAAAAOw70R0AAAA5ae0Hwd38GoK7qSNOjg6tGqdxGQAAAAAAkM9EdwAAAOSctZt3RP9R02PByo1Jbw7dr0lMHVEaBwnuAAAAAACAWiS6AwAAIKes2bQ9BowuSxncHdamOrg7sKXgDgAAAAAAqF3FmR4AAAAAu2v1pu3Rf1Tq4K6j4A4AAAAAAKhDnnQHAABATqgO7qbHwnc3Jb3ptH/TmDK8NNq3bJTGZQAAAAAAQCER3QEAAJD13ttYHdwtWpU8uDt8/6YxZURptGshuAMAAAAAAOqO6A4AAICstmrjtug/qiwWpwruDqh+wp3gDgAAAAAAqGuiOwAAALLWqg3bot+o6fH6e5uT3hzxQXDXVnAHAAAAAACkgegOAACArLRqw7boO2p6vJEiuDuybbOYPLxPtG0uuAMAAAAAANJDdAcAAEDWeXfDtug3cnq8sTp5cNe5bbOYPLw0DmjeMI3LAAAAAACAQie6AwAAIKusXF/9kbJvpgjujmrXLCYNE9wBAAAAAADpJ7oDAAAga6xYvzX6jZweS9ZsSXpzdLvmMWl4n9i/meAOAAAAAABIP9EdAAAAWWHF+q3Rd+T0WJoiuOvSvnlMGtYn2gjuAAAAAACADCnO9AAAAAB4Z53gDgAAAAAAyA2edAcAAEBGLV9X/ZGyb61NHtx1PbBFTBrWJ/Zr2iCNywAAAAAAAD5KdAcAAEDGLHt/S/QbNT3eXrs16c0xHwR3rQV3AAAAAABAFhDdAQAAkBFvr60O7pa9nzy4O/agFjFxqOAOAAAAAADIHqI7AAAA0u7ttVui78jpsXxd8uDuuA7VwV2rJoI7AAAAAAAgexRnegAAAACFZXeCu+M7tBTcAQAAAAAAWcmT7gAAAEibt9ZUf6RsquDuhINbxl1D+kTLJvXTuAwAAAAAAGD3iO4AAABIi6VrNke/kdPjnfXbkt6ceHDLmDC0T7RsLLgDAAAAAACyk+gOAACAOrdk9eboN2p6rEgV3B3SKiYM6S24AwAAAAAAsproDgAAgDq1ZPXm6DtyeqzckDy463ZIq5gwtHe0aCS4AwAAAAAAspvoDgAAgDrz5urN0XfkC/Huhu1Jb7ofWv2Eu+aCOwAAAAAAIAeI7gAAAKgTb7y3KfqOnB6rNiYP7noc2iruFNwBAAAAAAA5RHQHAABArXv9vU3Rr4bg7qTDWsf4Ib2jWUN/NQUAAAAAAHKHdzYAAACoVYtXbYp+o6bHeymCu14dW8e4wYI7AAAAAAAg93h3AwAAgFqzeNXG6DuyLFZvSh7c9e64X4wd3EtwBwAAAAAA5CTvcAAAAFArFr27MfqNqiG467RfjBvUK5oK7gAAAAAAgBzlXQ4AAAD22cJ3N0b/UdNj9aYdSW/6dNovxg3uFU0a+KsoAAAAAACQu7zTAQAAwD55bWV1cLdmc/LgrvTw/WLsIMEdAAAAAACQ+7zbAQAAwF5bsHJDDBhVljK4O/nwNjF2UK9o3KAkjcsAAAAAAADqhugOAACAvTJ/xYYYMLos1qYI7k45ok2MuVxwBwAAAAAA5A/RHQAAAHvs1Xc2xIDR0+P9LRVJbz5+5P4x6rKTBHcAAAAAAEBeEd0BAACwR155Z30MHF2WMrg7tXN1cNeovuAOAAAAAADIL6I7AAAAdtu85etj4JiyWCe4AwAAAAAACpToDgAAgN0yb/n6GDC6LNZvTR7cnXbUAfGnS3sK7gAAAAAAgLxVnOkBAAAAZL+5y2oO7k4/WnAHAAAAAADkP0+6AwAAIKU5y9bFwNFlsWHbzqQ3nzz6gLhjoOAOAAAAAADIf6I7AAAAkpr99roYOKYsNqYI7j7VpW3cMbBHNKwnuAMAAAAAAPKfj5cFAADgv3p5N4K7M7sK7gAAAAAAgMLiSXcAAAB8xEtvvR+XjSmPjdtTBXft4rYB3QV3AAAAAABAQRHdAQAAsIsXPwjuNqUI7s46pl3c1r9HNKjnAeoAAAAAAEBh8e4IAAAAH5q1tObg7jPHCu4AAAAAAIDC5Ul3AAAARETEzCVr4/Kx5bF5R2XSm7OPbR9/6N896pcI7gAAAAAAgMLkXRIAAABixm4Ed+ccJ7gDAAAAAADwpDsAAIACV/7m2hg0rjy2pAjuzj3+wPhd326COwAAAAAAoOCJ7gAAAApY2RtrYvD4GamDuxMOjN9dIrgDAAAAAACIEN0BAAAUrOlvrInB42bE1orkwd3nTjwobrn4xKgnuAMAAAAAAIiICO+aAAAAFKAXXq85uPu84A4AAAAAAOAjPOkOAACgwPxr8eoYcueM2FZRlfTm/G4HxW8uEtwBAAAAAAD8J9EdAABAAXl+8eoYWkNw94XuHeJ/LjoxSoqL0rgMAAAAAAAgN4juAAAACsRzi6qDu+07kwd3F3bvEDcL7gAAAAAAAJIS3QEAABSAZxe9F8PunJk6uOvRIW7+kuAOAAAAAAAgFdEdAABAnntm4XsxbMLM2JEiuPtSz4PjV188QXAHAAAAAABQg+JMDwAAAKDuPL0bwd1FPQ+OXwvuAAAAAAAAdovoDgAAIE9Ne21VDK8huLvkpEPiV188IYoFdwAAAAAAALvFx8sCAADkoWkLVsWX75oVOyqTB3d9ex0SP//C8YI7AAAAAACAPSC6AwAAyDP/XPBufOWuF1MGd/16Hxo/u+A4wR0AAAAAAMAeEt0BAADkkSdefTe+OmlWVFQmkt7073No/PR8wR0AAAAAAMDeKM70AAAAAGrH47sR3A0sFdwBAAAAAADsC0+6AwAAyAOPvbIyrpz8Ysrg7tLSw+LH5x8bRUWCOwAAAAAAgL3lSXcAAAA57pF5K+OKSamDu8tPFtwBAAAAAADUBk+6AwAAyGGPzFsRX5v8UuysSh7cDTqlY/zwc8cI7gAAAAAAAGqB6A4AACBH/WPuirhqSurgbvDHOsaN5wnuAAAAAAAAaovoDgAAIAc9NGdFfH3qS1GZIrgb8rFO8YPzugruAAAAAAAAapHoDgAAIMf8fc47cfXUl1MGd8M+3im+d67gDgAAAAAAoLaJ7gAAAHLIg7PfiWv+nDq4G/GJw+M753QR3AEAAAAAANQB0R0AAECOeODl5fGNP78cKXq7+PInDo9vC+4AAAAAAADqjOgOAAAgB+xOcPeV046IG84+WnAHAAAAAABQh0R3AAAAWe7+l5bHtXenDu6uOP2IuP4zgjsAAAAAAIC6JroDAADIYve9uCyuu2d2yuDuyk8eEdd9WnAHAAAAAACQDqI7AACALHXvrGVx3V9mRyJFcHfVp46Ma886SnAHAAAAAACQJqI7AACALPSXWcvi+hqCu6+f0Tm+cWZnwR0AAAAAAEAaie4AAACyzN0z344b7p2TMri7+ozO8Y2zjkrfKAAAAAAAACJCdAcAAJBV7p7xdtxwX+rg7pozO8c1ZwruAAAAAAAAMkF0BwAAkCWmlr8V375vbsqba886Kr5+Ruc0LQIAAAAAAOA/FWd6AAAAABGTy2oO7r4puAMAAAAAAMg4T7oDAADIsEllS+N7f52X8ub6zxwdV37yyDQtAgAAAAAAIBnRHQAAQAZNnL40vn9/6uDuW2cfHVecLrgDAAAAAADIBqI7AACADLnrhSXxgwdeSXlzw9ld4qunH5GmRQAAAAAAANREdAcAAJABE15YEjfWENx955wu8eXTBHcAAAAAAADZRHQHAACQZuOffzN+9OCrKW+++9kuMeITgjsAAAAAAIBsI7oDAABIo3HPvxk31RDcff/crjHs1MPTtAgAAAAAAIA9IboDAABIkzHPvRk/+bvgDgAAAAAAIJeJ7gAAANJg9LNvxE8fmp/y5sbzjokhH++UpkUAAAAAAADsDdEdAABAHRv1zBvxs4dTB3c/+twxMehjgjsAAAAAAIBsJ7oDAACoQyOfeT1+/vCClDc3ff7YuPyUjukZBAAAAAAAwD4R3QEAANSR/3369fjlP1IHdz8+/9i47OSO6RkEAAAAAADAPhPdAQAA1IHbn1ocv37ktZQ3P7nguLi09LA0LQIAAAAAAKA2iO4AAABq2W3TFsfNj6YO7n72heNiQB/BHQAAAAAAQK4R3QEAANSiP/5zUfzPYwtT3vz8C8dH/z6HpmkRAAAAAAAAtUl0BwAAUEtufXJR/Pbx1MHdLy88Pvr2FtwBAAAAAADkKtEdAABALfj9E4vilieSB3dFRdXB3SW9BHcAAAAAAAC5THQHAACwj255fGH8/slFSX+9qCjiVxeeEBf3OiSNqwAAAAAAAKgLojsAAIC9lEgk4pYnFsWtNQR3v/7iCXHRSYI7AAAAAACAfCC6AwAA2AuJRCJueXxh3PrPxUlviooibv7SifGlngencRkAAAAAAAB1SXQHAACwhxKJRPzmsYXxx2mpg7vfXHRiXNhDcAcAAAAAAJBPRHcAAAB7IJFIxM2Pvha3P/V60pvioojfXHxifKG74A4AAAAAACDfiO4AAAB2UyKRiF8/+lrcUUNwd8sl3eL8bh3SuAwAAAAAAIB0Ed0BAADshkQiEb98ZEH86ek3kt4I7gAAAAAAAPKf6A4AAKAGiUQifvGPBTHymeTBXUlxUfzukm7xuRMPSuMyAAAAAAAA0k10BwAAkEIikYifPzw/Rj37ZtKbkuKi+H3fbnHeCYI7AAAAAACAfCe6AwAASCKRSMRPH5ofY55LHdzd2rd7nHvCgWlcBgAAAAAAQKaI7gAAAP6LRCIRP/77qzHu+SVJb+oVF8Uf+nWPc44X3AEAAAAAABQK0R0AAMB/SCQScdODr8b4fy1JelOvuCj+2L97nH2c4A4AAAAAAKCQiO4AAAD+TSKRiB/97ZW484WlSW+qg7secfZx7dO4DAAAAAAAgGwgugMAAPhAIpGIH/7tlZiQIrirX1IUt/XvEZ8+VnAHAAAAAABQiER3AAAAEVFVlYgb/zYvJk5/K+lN/ZKiuH1AzzjrmHZpXAYAAAAAAEA2Ed0BAAAFr6oqET94YF5MKksd3N0xoGecKbgDAAAAAAAoaKI7AACgoFVVJeJ798+LKeXJg7sGJcVxx8AecUZXwR0AAAAAAEChE90BAAAFqzq4mxtTyt9OetOgpDj+dGnP+GSXtmlcBgAAAAAAQLYS3QEAAAWpqioR37lvbvx5Zorgrt4Hwd3RgjsAAAAAAACqie4AAICCU1WViG/fNyfunrks6U2DesUx8tKecbrgDgAAAAAAgH8jugMAAApKZVUibrh3TvxlVurgbtRlJ8VpRx2QxmUAAAAAAADkAtEdAABQMCqrEvGtv8yJe19MHtw1/CC4+4TgDgAAAAAAgP9CdAcAABSEyqpEXH/P7LjvpeVJbxrWK44xl/eKj3feP43LAAAAAAAAyCWiOwAAIO9VViXiuntmx19TBHeN6lcHdx87UnAHAAAAAABAcqI7AAAgr+2srIpv3jM7Hnj5naQ3jeoXx9jLe8UpgjsAAAAAAABqILoDAADy1s7Kqrj27tnxt9nJg7vG9Uti7KBecfIRbdK4DAAAAAAAgFwlugMAAPLSzsqq+Mbds+PBGoK7cYN7RenhgjsAAAAAAAB2j+gOAADIOzsrq+LqP78cD81ZkfSmSYOSGDeoV/QR3AEAAAAAALAHRHcAAEBeqaisimumvhwPzU0d3I0f3Dt6d9ovjcsAAAAAAADIB6I7AAAgb1RUVsXVU1+Kh+euTHrTtEFJjB/SO3p1FNwBAAAAAACw50R3AABAXqiorIqrJr8Uj7ySOri7c0jvOElwBwAAAAAAwF4S3QEAADlvx86quGrKi/HoK+8mvWnWsF7cOaRX9DxMcAcAAAAAAMDeE90BAAA5bcfOqvja5BfjsVdrCu56R8/DWqdxGQAAAAAAAPlIdAcAAOSsHTur4opJL8YT85MHd80b1os7h/aOHocK7gAAAAAAANh3ojsAACAnbd9ZGVdOejGemL8q6U3zRvXirqF9otshrdI3DAAAAAAAgLwmugMAAHLO9p2VccXEF+PJBamDu4lD+8SJgjsAAAAAAABqkegOAADIKdsqKuOrE2fFtNfeS3rTolG9mDisT5xwcKv0DQMAAAAAAKAgiO4AAICcsa2iMr4ycVY8VUNwN2lYaRx/cMs0LgMAAAAAAKBQiO4AAICcsK2iMr5816x4emHy4K5l4/oxaVifOK6D4A4AAAAAAIC6IboDAACy3raKyhg+YWY8u2h10ptWTerHxKGCOwAAAAAAAOqW6A4AAMhquxvcTRrWJ449SHAHAAAAAABA3RLdAQAAWWvrjurg7rnFyYO71k3qx6RhpXHMQS3SuAwAAAAAAIBCJboDAACy0tYdlTFswox4fvGapDf7NW0Qk4b1ia4HCu4AAAAAAABID9EdAACQdbbuqIyhd86If72eOribPLxPdGkvuAMAAAAAACB9RHcAAEBW2bJjZwwdPzNeeCN5cNemaYOYPLw0jm7fPI3LAAAAAAAAQHQHAABkkS07dsbgcTOi7M21SW/2b1Yd3B3VTnAHAAAAAABA+onuAACArLB5+84YPH5GlNcQ3E0ZXhqdBXcAAAAAAABkiOgOAADIuM3bq59wV74kVXDXMKYM7yO4AwAAAAAAIKNEdwAAQEZt2r4zBo8rjxlL3k96c0DzhjFleGkc2bZZGpcBAAAAAADAR4nuAACAjNm0fWcMGlseM5cK7gAAAAAAAMgNojsAACAjNm6riEHjZsSsFMFd2+YNY8qI0jjiAMEdAAAAAAAA2UF0BwAApN2GbRVx+djyeOmtdUlv2rWofsLd4YI7AAAAAAAAsojoDgAASKsN2yrisjHl8fLb65LetG/RKKaMKI1O+zdN3zAAAAAAAADYDaI7AAAgbdZvrYjLxpbH7BTB3YEtG8WU4aXRUXAHAAAAAABAFhLdAQAAabF+a0VcNqYsZi9bn/TmoJbVT7g7rI3gDgAAAAAAgOwkugMAAOrc+i0VcenYsphTQ3A3dcTJcWibJmlcBgAAAAAAAHtGdAcAANSp9VsqYuCYspi7PHlw16FV45gyvFRwBwAAAAAAQNYT3QEAAHVm3ZYdMXBMWcxbviHpTYdWjWPqiNI4ZD/BHQAAAAAAANlPdAcAANSJdVt2xIDRZfHKO8mDu4NbVz/hTnAHAAAAAABArhDdAQAAte79zdXB3asrUgd3U0eUxsGtBXcAAAAAAADkDtEdAABQq9Z+ENzNTxHcHbJf45g64uTo0KpxGpcBAAAAAADAvhPdAQAAtWbt5h3Rf9T0WLByY9KbQ/drElNHlMZBgjsAAAAAAABykOgOAACoFWs2bY8Bo8tSBneHtWkSU4YL7gAAAAAAAMhdojsAAGCfrd60PQaMKovX3k0e3HVs0ySmjCiNA1sK7gAAAAAAAMhdojsAAGCfrN60PfqPmh4L392U9KbT/k1jyvDSaN+yURqXAQAAAAAAQO0T3QEAAHvtvY3Vwd2iVcmDu8P3bxqTBXcAAAAAAADkCdEdAACwV1Zt3Bb9R5XF4lTB3QHVT7hr10JwBwAAAAAAQH4Q3QEAAHts1YZt0W/U9Hj9vc1Jb474ILhrK7gDAAAAAAAgj4juAACAPbJqw7boO2p6vFFTcDeiNNo2F9wBAAAAAACQX0R3AADAbnt3w7boN3J6vLE6eXDXuW2zmDy8NA5o3jCNywAAAAAAACA9RHcAAMBuWbm++iNl3xTcAQAAAAAAUMBEdwAAQI1WrN8a/UZOjyVrtiS9OapddXC3fzPBHQAAAAAAAPlLdAcAAKT0zrqt0W/U9FiaIrjr0r55TBrWJ9oI7gAAAAAAAMhzojsAACCpd9Ztjb4jp8dbawV3AAAAAAAAECG6AwAAkli+rvojZWsK7iYPL439mjZI4zIAAAAAAADIHNEdAADwEcve3xL9Rk2Pt9duTXpzzIEtYtKwPtFacAcAAAAAAEABEd0BAAC7eHttdXC37P3kwd2xB7WIiUMFdwAAAAAAABQe0R0AAPCht9duib4jp8fydamDu0nD+kSrJoI7AAAAAAAACk9xpgcAAADZYXeCu+M7tBTcAQAAAAAAUNA86Q4AAIi31lR/pGyq4O6Eg1vGXUP6RMsm9dO4DAAAAAAAALKL6A4AAArc0jWbo9/I6fHO+m1Jb048uGVMGNonWjYW3AEAAAAAAFDYRHcAAFDAlqzeHP1GTY8VqYK7Q1rFhCG9BXcAAAAAAAAQojsAAChYS1Zvjr4jp8fKDcmDu26HtIoJQ3tHi0aCOwAAAAAAAIgQ3QEAQEF6c/Xm6DvyhXh3w/akN90PbRV3DhHcAQAAAAAAwL8T3QEAQIF5471N0Xfk9Fi1MXlw1+OD4K654A4AAAAAAAB2IboDAIAC8vp7m6JfDcFdz8Nax51Dekezhv66AAAAAAAAAP+pONMDAACA9Fi8quYn3J0kuAMAAAAAAICUvJMGAAAFYPGqjdF3ZFms3pQ8uOvVsXWMGyy4AwAAAAAAgFS8mwYAAHlu0bsbo9+o1MFd7477xbjBvaKp4A4AAAAAAABS8vGyAACQxxa+uzH6jZqeMrjr00lwBwAAAAAAALvLu2oAAJCnXlu5MfqPmh5rNu9IelN6+H4xdlCvaNLAXw0AAAAAAABgd3jSHQAA5KEFKzfUGNydfHgbwR0AAAAAAADsIe+uAQBAnpm/YkMMGF0Wa1MEd6cc0SbGXN4rGjcoSeMyAAAAAAAAyH2iOwAAyCOvvrMhBoyeHu9vqUh68/Ej949Rl50kuAMAAAAAAIC9ILoDAIA88co762Pg6LKUwd2pnauDu0b1BXcAAAAAAACwN0R3AACQB+YtXx8Dx5TFOsEdAAAAAAAA1CnRHQAA5Lh5y9fHgNFlsX5r8uDuE0cdECMv7Sm4AwAAAAAAgH1UnOkBAADA3pu7rObg7jTBHQAAAAAAANQaT7oDAIAcNWfZuhg4uiw2bNuZ9OaTRx8QdwwU3AEAAAAAAEBtEd0BAEAOmv32uhg4piw2pgjuPtWlbdwxsEc0rCe4AwAAAAAAgNri42UBACDHvLwbwd0ZgjsAAAAAAACoE550BwAAOeSlt96Py8aUx8btyYO7M7u2i9sGdBfcAQAAAAAAQB0Q3QEAQI548YPgblOK4O6sY9rFbf17RIN6HmoNAAAAAAAAdcE7cQAAkANmLa05uPu04A4AAAAAAADqnCfdAQBAlpu5ZG1cPrY8Nu+oTHpz9rHt4w/9u0f9EsEdAAAAAAAA1CXvyAEAQBabsRvB3TnHCe4AAAAAAAAgXTzpDgAAslT5m2tj0Ljy2JIiuPvs8e3j930FdwAAAAAAAJAuojsAAMhCZW+sicHjZ6QM7s494cD43SXdBHcAAAAAAACQRqI7AADIMtPfWBODx82IrRXJg7vzPgju6gnuAAAAAAAAIK1EdwAAkEVeeH1NDBmfOrj73IkHxS0Xnyi4AwAAAAAAgAwQ3QEAQJb41+LVMeTOGbGtoirpzfndDorfXCS4AwAAAAAAgEwR3QEAQBZ4fvHqGFpDcHdBt4PiNxd3i5LiojQuAwAAAAAAAP6d6A4AADLsuUXVwd32ncmDuwu7d4ibLzpRcAcAAAAAAAAZJroDAIAMenbRezHszpmpg7seHeLmLwnuAAAAAAAAIBuI7gAAIEOeWfheDJswM3akCO6+1PPg+NUXTxDcAQAAAAAAQJYozvQAAAAoRE/vRnB3keAOAAAAAAAAso4n3QEAQJpNe21VfPmuWSmDu0tOOiR+ceHxUSy4AwAAAAAAgKwiugMAgDSatuCD4K4yeXDXt9ch8fMvCO4AAAAAAAAgG/l4WQAASJN/Lni3xuCuX2/BHQAAAAAAAGQzT7oDAIA0eOLVd+Ork2ZFRWUi6U3/PofGT88/TnAHAAAAAAAAWcyT7gAAoI49vhvB3cBSwR0AAAAAAADkAk+6AwCAOvTYKyvjyskvpgzuLi09LH58/rFRVCS4AwAAAAAAgGznSXcAAFBHHpm3Mq6YlDq4u/xkwR0AAAAAAADkEk+6AwCAOvDIvBXxtckvxc6q5MHdoFM6xg8/d4zgDgAAAAAAAHKI6A4AAGrZP+auiKumpA7uBn+sY9x4nuAOAAAAAAAAco3oDgAAatFDc1bE16e+FJUpgrshH+sUPzivq+AOAAAAAAAAcpDoDgAAasnf57wTV099OWVwN+zjneJ75wruAAAAAAAAIFeJ7gAAoBY8OPuduObPqYO74ad2iu9+VnAHAAAAAAAAuUx0BwAA++iBl5fHN/78cqTo7eLLnzg8vn1OF8EdAAAAAAAA5DjRHQAA7IPdCe6+ctoRccPZRwvuAAAAAAAAIA+I7gAAYC/d/9LyuPbu1MHdV08/Ir71GcEdAAAAAAAA5AvRHQAA7IX7XlwW190zO2Vwd+Unj4jrPi24AwAAAAAAgHwiugMAgD1076xlcd1fZkciRXB31aeOjGvPOkpwBwAAAAAAAHmmONMDAAAgl/xlN4K7rwvuAAAAAAAAIG950h0AAOymu2e+HTfcOydlcHf1GZ3jG2cdlb5RAAAAAAAAQFqJ7gAAYDfcPePtuOG+1MHdNWd2jmvOFNwBAAAAAABAPhPdAQBADaaWvxXfvm9uyptvnHlUXH1m5zQtAgAAAAAAADJFdAcAAClMLnsrvvvX1MHdN886Kq46Q3AHAAAAAAAAhUB0BwAASUwqWxrf++u8lDfXffqo+NqnBHcAAAAAAABQKER3AADwX0ycvjS+f3/q4O76zxwdV37yyDQtAgAAAAAAALKB6A4AAP7DXS8siR888ErKmxvO7hJfPf2INC0CAAAAAAAAsoXoDgAA/s2EF5bEjTUEd98+p0t85TTBHQAAAAAAABQi0R0AAHxg/PNvxo8efDXlzXc/2yVGfEJwBwAAAAAAAIVKdAcAABEx9rk348d/Tx3cff/crjHs1MPTtAgAAAAAAADIRqI7AAAK3pjn3oyfCO4AAAAAAACA3SC6AwCgoI1+9o346UPzU97ceN4xMeTjndK0CAAAAAAAAMhmojsAAArWqGfeiJ89nDq4++HnjonBHxPcAQAAAAAAANVEdwAAFKQ/Pf16/OIfC1Le3PT5Y+PyUzqmZxAAAAAAAACQE0R3AAAUnP99+vX4ZQ3B3Y/PPzYuO7ljegYBAAAAAAAAOUN0BwBAQbn9qcXx60deS3nzkwuOi0tLD0vTIgAAAAAAACCXiO4AACgYt01bHDc/mjq4++kFx8VAwR0AAAAAAACQhOgOAICC8Md/Lor/eWxhypuff+H46N/n0DQtAgAAAAAAAHKR6A4AgLx365OL4rePpw7ufnHh8dGvt+AOAAAAAAAASE10BwBAXvvdEwvjd08sSvrrRUURv7zw+Likl+AOAAAAAAAAqJnoDgCAvHXL4wvj90+mDu5+deEJcXGvQ9K4CgAAAAAAAMhlojsAAPJOIpGIW55YFLfWENz9+osnxEUnCe4AAAAAAACA3Se6AwAgryQSifjt4wvjD/9cnPSmqCji5i+dGF/qeXAalwEAAAAAAAD5QHQHAEDeSCQS8ZvHFsYfp6UO7n5z0YlxYQ/BHQAAAAAAALDnRHcAAOSFRCIRNz/6Wtz+1OtJb4qLIn5z8Ynxhe6COwAAAAAAAGDviO4AAMh5iUQifvXIa/G/T6cO7n57cbe4oHuHNC4DAAAAAAAA8o3oDgCAnJZIJOKXjyyIPz39RtKb4qKIWy7pFud3E9wBAAAAAAAA+0Z0BwBAzkokEvGLfyyIkc+kDu5+17d7fP7Eg9K4DAAAAAAAAMhXojsAAHJSIpGInz88P0Y9+2bSm5LiovjdJd3ic4I7AAAAAAAAoJaI7gAAyDmJRCJ++tD8GPNc6uDu1r7d49wTDkzjMgAAAAAAACDfie4AAMgpiUQifvz3V2Pc80uS3pQUF8Uf+nWPzx4vuAMAAAAAAABql+gOAICckUgk4qYHX43x/1qS9KbeB8HdOYI7AAAAAAAAoA6I7gAAyAmJRCJ+9LdX4s4Xlia9qVdcFH/s3yPOPq59GpcBAAAAAAAAhUR0BwBA1kskEvHDv70SE2oI7m4b0CM+c6zgDgAAAAAAAKg7ojsAALJaVVUibvzbvJg4/a2kN/VLiuK2/j3i04I7AAAAAAAAoI6J7gAAyFpVVYn4wQPzYlJZ6uDujgE948xj2qVxGQAAAAAAAFCoRHcAAGSlqqpEfO/+eTGlPHlw16CkOO4Y2CPO6Cq4AwAAAAAAANJDdAcAQNapDu7mxpTyt5PeNCgpjv+9tEd8qovgDgAAAAAAAEgf0R0AAFmlqioR37lvbvx5Zorgrl5x/OnSnvHJo9umcRkAAAAAAACA6A4AgCxSVZWIb983J+6euSzpTYN6xTHy0p5xuuAOAAAAAAAAyADRHQAAWaGyKhE33Dsn/jIrdXA36rKT4rSjDkjjMgAAAAAAAID/T3QHAEDGVVYl4lt/mRP3vpg8uGv4QXD3CcEdAAAAAAAAkEGiOwAAMqqyKhHX3zM77ntpedKbhvWKY8zlveLjnfdP4zIAAAAAAACAjxLdAQCQMZVVibjuntnx1xTBXaP61cHdx44U3AEAAAAAAACZJ7oDACAjdlZWxTfvmR0PvPxO0ptG9Ytj7OW94hTBHQAAAAAAAJAlRHcAAKTdzsqquPbu2fG32TUEd4N6xSlHCO4AAAAAAACA7CG6AwAgrXZWVsU37p4dD6YI7hrXL4mxg3rFyUe0SeMyAAAAAAAAgJqJ7gAASJudlVVx9Z9fjofmrEh606RBSYwb1Cv6HC64AwAAAAAAALKP6A4AgLSoqKyKa6a+HA/NTR3cjR/cO3p32i+NywAAAAAAAAB2n+gOAIA6V1FZFVdPfSkenrsy6U3TBiUxfkjv6NVRcAcAAAAAAABkL9EdAAB1qqKyKq6a/FI88krq4O7OIb3jJMEdAAAAAAAAkOVEdwAA1JkdO6viqikvxqOvvJv0plnDenHnkF7R8zDBHQAAAAAAAJD9RHcAANSJHTur4muTX4zHXq0puOsdPQ9rncZlAAAAAAAAAHtPdAcAQK3bsbMqrpj0YjwxP3lw17xhvbhzaO/ocajgDgAAAAAAAMgdojsAAGrV9p2VceWkF+OJ+auS3jRvWC8mDO0d3QV3AAAAAAAAQI4R3QEAUGu276yMKya+GE8uSBHcNaoXdw3tE90OaZW+YQAAAAAAAAC1RHQHAECt2FZRGV+dOCumvfZe0pvmjerFxKF94kTBHQAAAAAAAJCjRHcAAOyzbRWV8ZWJs+KpFMFdi0b1YuKwPnHCwa3SNwwAAAAAAACglonuAADYJ9sqKuPLd82KpxcmD+5aNq4fk4b1ieM6tEzjMgAAAAAAAIDaJ7oDAGCvbauojOETZsazi1YnvRHcAQAAAAAAAPmkONMDAADITbsT3LVqIrgDAAAAAAAA8osn3QEAsMe27qgO7p5bnDy4a92kfkwaVhrHHNQijcsAAAAAAAAA6pboDgCAPbJ1R2UMmzAjnl+8JumN4A4AAAAAAADIV6I7AAB229YdlTH0zhnxr9eTB3f7NW0Qk4b1ia4HCu4AAAAAAACA/CO6AwBgt2zZsTOGjp8ZL7yRPLhr07RBTB5eGke3b57GZQAAAAAAAADpI7oDAKBGW3bsjMHjZkTZm2uT3gjuAAAAAAAAgEIgugMAIKXN23fG4PEzojxFcLd/s+rg7qh2gjsAAAAAAAAgv4nuAABIavP26ifclS9JFdw1jCnD+0RnwR0AAAAAAABQAER3AAD8V5u274zB48pjxpL3k97s36xhTB3RJ45sK7gDAAAAAAAACoPoDgCAj9i0fWcMGlseM5cmD+4OaN4wpgwvjSPbNkvjMgAAAAAAAIDMEt0BALCLjdsqYtC4GTErRXDXtnnDmDKiNI44QHAHAAAAAAAAFBbRHQAAH9qwrSIuH1seL721LulNuxbVT7g7XHAHAAAAAAAAFCDRHQAAEVEd3F02pjxefntd0pv2LRrFlBGl0Wn/pukbBgAAAAAAAJBFRHcAAMT6rRVx2djymJ0iuDuwZaOYMrw0OgruAAAAAAAAgAImugMAKHDrt1bEZWPKYvay9UlvDmzZKKaOKI3D2gjuAAAAAAAAgMImugMAKGDrt1TEpWPLYk6K4O6gltUfKSu4AwAAAAAAABDdAQAUrPVbKmLgmLKYuzx5cNehVeOYMrw0Dm3TJI3LAAAAAAAAALKX6A4AoACt27IjBo4pi3nLNyS96dCqcUwdURqH7Ce4AwAAAAAAAPg/ojsAgAKzbsuOGDC6LF55R3AHAAAAAAAAsKdEdwAABeT9zdXB3asrkgd3B7euDu4Obi24AwAAAAAAAPhPorsCkUgkYsmSJTF37txYtmxZrFu3Lho2bBitW7eOzp07R69evaJRo0aZngkA1KG1HwR381MEd4fs1zimjjg5OrRqnMZlAAAAAAAAALlDdJfH3n///bj//vvjkUceiX/+85+xevXqpLf169ePc889N6655po47bTT0rgSAEiHtZt3RP9R02PByo1Jbw7dr0lMGVEquAMAAAAAAABIoTjTA6gbV155ZbRv3z6GDBkSd999d8rgLiKioqIi7r///jj99NPj8ssvjw0bkj8BBwDILWs2ba8xuDusTZOYKrgDAAAAAAAAqJEn3eWpsrKy2LFjx0deLykpiQMPPDDatWsXFRUVsXTp0li/fv0uNxMmTIgFCxbEk08+Gc2aNUvXZACgDqzetD0GjCqL195NHtx1bFP9hLsDWwruAAAAAAAAAGriSXcFoFWrVnHFFVfEQw89FO+//368/fbbMXPmzJg9e3asWbMmpk2bFqeeeuouv6e8vDwGDRqUmcEAQK1Y/cET7lIFd532bxpTR5wsuAMAAAAAAADYTaK7PNaxY8cYPXp0vPPOO3HbbbfFZz/72WjevPkuNyUlJXH66afHtGnTYsSIEbv82r333hvTpk1L52QAoJa8t3F79Bs5PRa+uynpzeH7N40pw0ujfctGaVwGAAAAAAAAkNtEd3nqpptuitdeey2GDh0ajRvX/OSakpKSuP322+Okk07a5fXRo0fX1UQAoI6s2rgt+o2aHotW1RDcjRDcAQAAAAAAAOwp0V2eOvfcc6NBgwZ79HtKSkriW9/61i6vPfroo7U5CwCoY6s2bIt+I6fH4lTB3QFNY+qI0mjXQnAHAAAAAAAAsKdEd+zi1FNP3eXrNWvWxJYtWzK0BgDYE6s2bIu+o6bH6+9tTnpzxAfBXVvBHQAAAAAAAMBeEd2xi9atW3/ktfXr12dgCQCwJ97dsC36jpweb6QI7o5s2yymjjg52jYX3AEAAAAAAADsLdEdu1i+fPlHXmvTpk0GlgAAu2vl+g+Cu9XJg7vObZvFlOGlcUDzhmlcBgAAAAAAAJB/6mV6ANnl2Wef3eXrww47LBo0aJChNQBATVas3xr9Rk6PJWuSfxz8Ue2axeThpbF/M8EdAAAAAAAAwL4S3bGLsWPH7vL1Zz/72QwtAQBqsmL91ug7cnosTRHcHd2ueUwe3ifaCO4AAAAAAAAAaoXojg89/PDD8cwzz+zy2qBBg2r1e6xatSree++9Pfo9ixcv3uXrTZs2xYYNG2pzFrVg8+bNKb8GoHat3LA9hkycE8vWbUt60/mAJvGnvsdE/artsWHD9jSuA8h/fv4FAKDQ+BkYAIBC4uff3LBp06aMfW/RHRERsXbt2vjyl7+8y2sXXHBB9O7du1a/z+233x433XTTPv0Z5eXlsXLlylpaRF0pLy/P9ASAvLV2e8QfXymJNduLkt4c1CQRgw7bELPLn0/jMoDC5edfAAAKjZ+BAQAoJH7+zU5vvfVWxr636I6oqqqKgQMHxrJlyz58rWXLlnHrrbdmcBUA8N/sTnDXoUkirjymMprWT+MwAAAAAAAAgAIhuiOuv/76+Mc//rHLa3/605/ikEMOydAiAOC/WbMt4o+vlsRawR0AAAAAAABAxojuCtytt94av/3tb3d57Vvf+lZccskldfL9rrjiirjooov26PcsXrw4Lrjggg+/7t27d3Tt2rWWl7GvNm/evMvjVHv37h1NmzbN4CKA/LJ83bYYOmlOrN2+PelNl3ZNY1T/46NlY8UdQF3z8y8AAIXGz8AAABQSP//mhvnz52fse4vuCtjkyZPjmmuu2eW1QYMGxS9/+cs6+55t27aNtm3b7tOf0axZs2jRokUtLaKuNG3a1P9OALXk7bVbYtjkefHO+uTB3XEdWsTEoX2iVZMGaVwGwP/x8y8AAIXGz8AAABQSP/9mp2bNmmXse4vuCtTf//73uPzyyyORSHz42oUXXhijR4+OoqLkH1kHAKTXW2u2RN+RL8Q767clvTm+Q8uYOLRPtGziCXcAAAAAAAAAda040wNIv2nTpsVFF10UO3fu/PC1s846K6ZMmRIlJSUZXAYA/LulazbXGNydeHDLmDhMcAcAAAAAAACQLp50V2DKysri85//fGzb9v/fvD/llFPir3/9azRo4OPoACBbLFm9OfqNmh4rUgV3h7SKCUN6R8vGgjsAAAAAAACAdBHdFZA5c+bEOeecE5s2bfrwte7du8fDDz8cTZs2zeAyAODfvbl6c/QbOT1Wbkge3HU7pFVMGNo7WjQS3AEAAAAAAACkk+iuQLz22mtx1llnxfvvv//ha127do1HH300WrZsmcFlAMC/e3N19UfKvrthe9Kb7oe2ijuHCO4AAAAAAAAAMkF0VwCWLl0aZ555ZqxaterD1zp16hSPP/54HHDAARlcBgD8u9ff2xT9Rk6PVRuTB3c9PgjumgvuAAAAAAAAADJCdJfnVqxYEWeccUYsW7bsw9c6dOgQTz75ZHTo0CGDywCAf7c7wV3Pw1rH+MG9BHcAAAAAAAAAGSS6y2Nr166Ns846K15//fUPXzvggAPi8ccfj06dOmVwGQDw7xav2hT9Rk2P91IEdycd1jrGD+kdzRr68Q0AAAAAAAAgk7xrm6c2btwYZ599drzyyisfvtaqVat47LHHomvXrhlcBgD8u8WrNkbfkWWxelPy4K5Xx9YxbrDgDgAAAAAAACAbeOc2T33+85+PGTNm7PLatddeG6tXr44nnnhij/6snj17RuvWrWtzHgAQEYve3Rj9RqUO7np33C/GDe4VTQV3AAAAAAAAAFnBu7d56qmnnvrIazfeeONe/VnTpk2L008/fd8GAQC7WPjuxug/anqs3rQj6U3vTvvFuEGCOwAAAAAAAIBs4h1cAIA0e21ldXC3ZnPy4K708P1i7KBe0aSBH9cAAAAAAAAAsklxpgcAABSSBSs31BjcnXx4G8EdAAAAAAAAQJbyTm6eSiQSmZ4AAPyH+Ss2xIDRZbE2RXB3yhFtYszlvaJxg5I0LgMAAAAAAABgd4nuAADS4NV3NsSA0dPj/S0VSW8+dmSbGH2Z4A4AAAAAAAAgm4nuAADq2CvvrI+Bo8tSBnendt4/Rl12UjSqL7gDAAAAAAAAyGaiOwCAOjRv+foYOKYs1gnuAAAAAAAAAPKC6A4AoI7MW74+Bowui/Vbkwd3nzjqgBh5aU/BHQAAAAAAAECOKM70AACAfDR3Wc3B3WmCOwAAAAAAAICc40l3AAC1bM6ydTFwdFls2LYz6c0njz4g7hgouAMAAAAAAADINaI7AIBaNPvtdTFwTFlsTBHcfapL27hjYI9oWE9wBwAAAAAAAJBrfLwsAEAteXk3grszBHcAAAAAAAAAOc2T7gAAasFLb70fl40pj43bkwd3Z3ZtG7cNENwBAAAAAAAA5DLRHQDAPnrxg+BuU4rg7qxj2sVt/XtEg3oeNAwAAAAAAACQy7zrCwCwD2YtrTm4+7TgDgAAAAAAACBveNIdAMBemrlkbVw+tjw276hMevOZY9vFH/v3iPolgjsAAAAAAACAfODdXwCAvTBjN4K7c45rL7gDAAAAAAAAyDOedAcAsIfK31wbg8aVx5YUwd1nj28fv+/bXXAHAAAAAAAAkGdEdwAAe6DsjTUxePyMlMHduccfGL/r201wBwAAAAAAAJCHRHcAALtp+htrYvC4GbG1Inlwd94JB8bvLukW9QR3AAAAAAAAAHlJdAcAsBteeH1NDBmfOrj73IkHxS0Xnyi4AwAAAAAAAMhjojsAgBr8a/HqGHLnjNhWUZX05vxuB8VvLhLcAQAAAAAAAOQ77woDAKTw/G4EdxcI7gAAAAAAAAAKhifdAQAk8dyi1TH0zhmxfWfy4O7C7h3i5otOjJLiojQuAwAAAAAAACBTRHcAAP/Fs4vei2F3zkwd3PXoEDd/SXAHAAAAAAAAUEhEdwAA/+GZhe/FsAkzY0eK4O6LPQ6OX3/pBMEdAAAAAAAAQIEpzvQAAIBs8vRuBHcX9RTcAQAAAAAAABQqT7oDAPjAtNdWxZfvmpUyuLv4pIPjlxeeEMWCOwAAAAAAAICCJLoDAIiIaQs+CO4qkwd3fXsdEj//wvGCOwAAAAAAAIAC5uNlAYCC988F79YY3PXrLbgDAAAAAAAAwJPuAIAC98Sr78ZXJ82KispE0pv+fQ6Nn55/nOAOAAAAAAAAAE+6AwAK1+O7EdwNENwBAAAAAAAA8G886Q4AKEiPvbIyrpz8Ysrg7tLSw+LH5x8bRUWCOwAAAAAAAACqie4AgILzyLyV8bXJL8bOquTB3WUnHxY3fV5wBwAAAAAAAMCuRHcAQEF5ZN6K+Nrkl1IGd4NO6Rg//NwxgjsAAAAAAAAAPkJ0BwAUjH/MXRFXTUkd3A3+WMe48TzBHQAAAAAAAAD/negOACgID81ZEV+f+lJUpgjuhnysU/zgvK6COwAAAAAAAACSEt0BAHnv73PeiaunvpwyuBv68U7x/XMFdwAAAAAAAACkJroDAPLag7PfiWv+nDq4G35qp/juZwV3AAAAAAAAANRMdAcA5K0HXl4e3/jzy5Git4svf+Lw+PY5XQR3AAAAAAAAAOwW0R0AkJd2K7g77fD49tmCOwAAAAAAAAB2n+gOAMg797+0PK69O3Vw99XTj4hvfeZowR0AAAAAAAAAe0R0BwDklfteXBbX3TM7ZXB35SePiOs+LbgDAAAAAAAAYM+J7gCAvHHvrGVx3V9mRyJFcPe1Tx4Z3/z0UYI7AAAAAAAAAPaK6A4AyAt/mbUsrq8huPv6p46Mb5wluAMAAAAAAABg74nuAICcd/fMt+OGe+ekDO6uPqNzfOOso9I3CgAAAAAAAIC8JLoDAHLa3TPejhvuSx3cXXNm57jmTMEdAAAAAAAAAPtOdAcA5Kyp5W/Ft++bm/LmG2ceFVef2TlNiwAAAAAAAADId6I7ACAnTS57K77719TB3TfPOiquOkNwBwAAAAAAAEDtEd0BADlnUtnS+N5f56W8ue7TR8XXPiW4AwAAAAAAAKB2ie4AgJwycfrS+P79qYO76z9zdFz5ySPTtAgAAAAAAACAQiK6AwByxl0vLIkfPPBKypsbzu4SXz39iDQtAgAAAAAAAKDQiO4AgJww4YUlcWMNwd23z+kSXzlNcAcAAAAAAABA3RHdAQBZb/zzb8aPHnw15c13P9slRnxCcAcAAAAAAABA3RLdAQBZbexzb8aP/546uPv+uV1j2KmHp2kRAAAAAAAAAIVMdAcAZK0xz70ZPxHcAQAAAAAAAJBFRHcAQFYa/ewb8dOH5qe8ufG8Y2LIxzulaREAAAAAAAAAiO4AgCw06pk34mcPpw7ufvi5Y2LwxwR3AAAAAAAAAKSX6A4AyCojn3k9fv7wgpQ3N33+2Lj8lI7pGQQAAAAAAAAA/0Z0BwBkjf99+vX45T9SB3c/Pv/YuOzkjukZBAAAAAAAAAD/QXQHAGSF259aHL9+5LWUNz+54Li4tPSwNC0CAAAAAAAAgI8S3QEAGXfbtMVx86Opg7ufXnBcDBTcAQAAAAAAAJBhojsAIKP++M9F8T+PLUx58/MvHB/9+xyapkUAAAAAAAAAkJzoDgDImFufXBS/fTx1cPeLC4+Pfr0FdwAAAAAAAABkB9EdAJARv39iUdzyRPLgrqgo4pcXHh+X9BLcAQAAAAAAAJA9RHcAQNrd8vjC+P2Ti5L+elFRxK8uPCEu7nVIGlcBAAAAAAAAQM1EdwBA2iQSibjliUVxaw3B3a+/eEJcdJLgDgAAAAAAAIDsI7oDANIikUjELY8vjFv/uTjpTVFRxM1fOjG+1PPgNC4DAAAAAAAAgN0nugMA6lwikYjfPLYw/jgtdXD3m4tOjAt7CO4AAAAAAAAAyF6iOwCgTiUSibj50dfi9qdeT3pTXBTxm4tPjC90F9wBAAAAAAAAkN1EdwBAnUkkEvHrR1+LO2oI7n57cbe4oHuHNC4DAAAAAAAAgL0jugMA6kQikYhfPrIg/vT0G0lviosibrmkW5zfTXAHAAAAAAAAQG4Q3QEAtS6RSMQv/rEgRj6TOrj7Xd/u8fkTD0rjMgAAAAAAAADYN6I7AKBWJRKJ+PnD82PUs28mvSkpLorfXdItPie4AwAAAAAAACDHiO4AgFqTSCTipw/NjzHPpQ7ubu3bPc494cA0LgMAAAAAAACA2iG6AwBqRSKRiB///dUY9/ySpDclxUXxh37d47PHC+4AAAAAAAAAyE2iOwBgnyUSibjpwVdj/L+WJL2p90Fwd47gDgAAAAAAAIAcJroDAPZJIpGIH/3tlbjzhaVJb+oVF8Uf+/eIs49rn8ZlAAAAAAAAAFD7RHcAwF5LJBLxw7+9EhNqCO5uG9AjPnOs4A4AAAAAAACA3Ce6AwD2SlVVIm7827yYOP2tpDf1S4ritv494tOCOwAAAAAAAADyhOgOANhjVVWJ+MED82JSWerg7o4BPePMY9qlcRkAAAAAAAAA1C3RHQCwR6qqEvG9++fFlPLkwV2DkuK4Y2CPOKOr4A4AAAAAAACA/CK6AwB2W3VwNzemlL+d9KZBSXH876U94lNdBHcAAAAAAAAA5B/RHQCwW6qqEvGd++bGn2emCO7qFcefLu0Znzy6bRqXAQAAAAAAAED6iO4AgBpVVSXi2/fNibtnLkt606BecYy8tGecLrgDAAAAAAAAII+J7gCAlCqrEnHDvXPiL7NSB3ejLjspTjvqgDQuAwAAAAAAAID0E90BAElVViXiW3+ZE/e+mDy4a/hBcPcJwR0AAAAAAAAABUB0BwD8V5VVibj+ntlx30vLk940rFccYy7vFR/vvH8alwEAAAAAAABA5ojuAICPqKxKxHX3zI6/pgjuGtWvDu4+dqTgDgAAAAAAAIDCIboDAHaxs7IqvnnP7Hjg5XeS3jSqXxxjL+8VpwjuAAAAAAAAACgwojsA4EM7K6vi2rtnx99m1xDcDeoVpxwhuAMAAAAAAACg8IjuAICIqA7uvnH37HgwRXDXuH5JjB3UK04+ok0alwEAAAAAAABA9hDdAQCxs7Iqrv7zy/HQnBVJb5o0KIlxg3pFn8MFdwAAAAAAAAAULtEdABS4isqquGbqy/HQ3NTB3fjBvaN3p/3SuAwAAAAAAAAAso/oDgAKWEVlVVw99aV4eO7KpDdNG5TE+CG9o1dHwR0AAAAAAAAAiO4AoEBVVFbFVZNfikdeSR3c3Tmkd5wkuAMAAAAAAACAiBDdAUBB2rGzKq6a8mI8+sq7SW+aNawXdw7pFT0PE9wBAAAAAAAAwP8R3QFAgdmxsyq+NvnFeOzVmoK73tHzsNZpXAYAAAAAAAAA2U90BwAFZMfOqrhi0ovxxPzkwV3zhvXizqG9o8ehgjsAAAAAAAAA+E+iOwAoENt3VsaVk16MJ+avSnrTvGG9mDC0d3QX3AEAAAAAAADAfyW6A4ACsH1nZVwx8cV4ckGK4K5RvbhraJ/odkir9A0DAAAAAAAAgBwjugOAPLetojK+OnFWTHvtvaQ3LRrVi4nD+sQJB7dK3zAAAAAAAAAAyEGiOwDIY9sqKuMrE2fFUzUEd5OGlcbxB7dM4zIAAAAAAAAAyE2iOwDIU9sqKuPLd82KpxcmD+5aNq4fk4b1ieM6CO4AAAAAAAAAYHeI7gAgD22rqIzhE2bGs4tWJ71p1aR+TBwquAMAAAAAAACAPSG6A4A8s7vB3aRhfeLYgwR3AAAAAAAAALAnRHcAkEe27qgO7p5bnDy4a92kfkwaVhrHHNQijcsAAAAAAAAAID+I7gAgT2zdURnDJsyI5xevSXqzX9MGMWlYn+h6oOAOAAAAAAAAAPaG6A4A8sDWHZUx9M4Z8a/XUwd3k4f3iS7tBXcAAAAAAAAAsLdEdwCQ47bs2BlDx8+MF95IHty1adogJg8vjaPbN0/jMgAAAAAAAADIP6I7AMhhW3bsjMHjZkTZm2uT3uzfrDq4O6qd4A4AAAAAAAAA9pXoDgBy1ObtO2Pw+BlRXkNwN2V4aXQW3AEAAAAAAABArRDdAUAO2ry9+gl35UtSBXcNY8rwPoI7AAAAAAAAAKhFojsAyDGbtu+MwePKY8aS95PeHNC8YUwZXhpHtm2WxmUAAAAAAAAAkP9EdwCQQzZt3xmDxpbHzKWCOwAAAAAAAADIBNEdAOSIjdsqYtC4GTErRXDXtnnDmDKiNI44QHAHAAAAAAAAAHVBdAcAOWDjtoq4fGx5vPjWuqQ37VpUP+HucMEdAAAAAAAAANQZ0R0AZLkNHwR3L6UI7tq3aBRTRpRGp/2bpm8YAAAAAAAAABQg0R0AZLH1WyvisrHlMfvtdUlvDmzZKKYML42OgjsAAAAAAAAAqHOiOwDIUuu3VsRlY8pi9rL1SW8ObNkopo4ojcPaCO4AAAAAAAAAIB1EdwCQhdZvqYhLx5bFnBTB3UEtqz9SVnAHAAAAAAAAAOkjugOALLN+S0UMHFMWc5cnD+46tGocU4aXxqFtmqRxGQAAAAAAAAAgugOALLJuy44YOKYs5i3fkPSmQ6vGMXVEaRyyn+AOAAAAAAAAANJNdAcAWWLdlh0xYHRZvPKO4A4AAAAAAAAAspXoDgCywPubq4O7V1ckD+4Obl0d3B3cWnAHAAAAAAAAAJkiugOADFv7QXA3P0Vwd8h+jWPqiJOjQ6vGaVwGAAAAAAAAAPwn0R0AZNDazTui/6jpsWDlxqQ3h+7XJKaMKBXcAQAAAAAAAEAWEN0BQIas2bQ9BowuSxncHdamSUwZXhoHCe4AAAAAAAAAICuI7gAgA1Zv2h4DRpXFa+8mD+46tql+wt2BLQV3AAAAAAAAAJAtRHcAkGarN22P/qOmx8J3NyW96bR/05gyvDTat2yUxmUAAAAAAAAAQE1EdwCQRu9trA7uFq1KHtwdvn/TmCy4AwAAAAAAAICsJLoDgDRZtXFb9B9VFotrCO6mjCiNdi0EdwAAAAAAAACQjUR3AJAGqzZsi36j/l979x1lVXkufvyZoXeQpiAgiAKaSFERMRaiJLHFRCOCGEHBRmJMYoyGmKtGjUYTSSzRC2JXsARL1MSOmiBFBCwgSi/Se28zvz/IPT8PMDN7YGbOlM9nLdfifefd+zzem6Vn4Ze9x8bMZRvyPNOmca0YeUm3aCK4AwAAAAAAAIBSS3QHAMVs6drN0XvY2JiVT3B3cOOdT7hrUkdwBwAAAAAAAAClmegOAIrRkrWbo8/QsTFred7BXdsmtWPEJd2icZ1qJTgZAAAAAAAAALA3sjM9AACUV4vXbI7eBQR3hwjuAAAAAAAAAKBM8aQ7ACgGi9Zsij5Dx8acFRvzPHNo09rx1CXdolFtwR0AAAAAAAAAlBWiOwAoYovWbIreQ8fG3HyCu3ZN68RTlxwTDQV3AAAAAAAAAFCmeL0sABShr1YXHNy1319wBwAAAAAAAABllSfdAUARWbh65ytl560sKLjrFvvVqlqCkwEAAAAAAAAARUV0BwBFYMGqjdFn2NiYv3JTnmc6HFA3nhp4TDQQ3AEAAAAAAABAmSW6A4B9NH/lzuBuwaq8g7vDDqgbTwruAAAAAAAAAKDME90BwD6Yv3Jj9B46Nhauzju4O7zZzuCufk3BHQAAAAAAAACUddmZHgAAyqokwd03mgvuAAAAAAAAAKA88aQ7ANgL81bsfKVsfsHdN5vXiycGHBP1alYpwckAAAAAAAAAgOIkugOAQpq7YkP0GTo2vlqzOc8zHQ+sF48NOCbq1RDcAQAAAAAAAEB5IroDgEKYs3xD9Bk2NhblF9y1qB+PXdxVcAcAAAAAAAAA5ZDoDgASmrN8Q/QeOjYWr807uOvUon48NqBr1K0uuAMAAAAAAACA8kh0BwAJzF6+IXoP/SCWrN2S55nOLevHoxcL7gAAAAAAAACgPBPdAUABZi1bH72Hjo2l6/IO7rr8N7irI7gDAAAAAAAAgHItO9MDAEBpNjNBcHdkqwaCOwAAAAAAAACoIDzpDgDyMGPp+ugzbGwsyye4O6pVg3jk4q5Ru5p/pQIAAAAAAABARaAQAIA9mLF0XfQeOi6Wr887uDv6oAbx8EWCOwAAAAAAAACoSFQCALCLL5esiz7D8g/uuh60Xzx80dFRS3AHAAAAAAAAABVKdqYHAIDS5Isl66LPsLH5BnfHtBbcAQAAAAAAAEBFpRYAgP+avnhdnD9sbKzYsDXPM93a7BcP9T86alb1r1AAAAAAAAAAqIg86Q4AIuLzxWsLDO6ObdNQcAcAAAAAAAAAFZxqAIAKb9qitdH3wXGxMp/grvvBDWN4v6OjRtVKJTgZAAAAAAAAAFDaiO4AqNCmfrU2+j44NlZt3JbnmW+1bRTDLjxKcAcAAAAAAAAAiO4AqLg++2pNXPDguHyDu+MP2RncVa8iuAMAAAAAAAAARHcAVFCfLlwTFwwfF6sFdwAAAAAAAABAIYjuAKhwPl24Jvo+OC7WbMo7uDvh0MYx9MdHCu4AAAAAAAAAgDTZmR4AAErSJwsKDu5OFNwBAAAAAAAAAHnwpDsAKoyPF6yOCx4cF2s3b8/zTI92jeP+CwR3AAAAAAAAAMCeie4AqBCmzF8dFwwfF+vyCe6+3b5J3H9Bl6hWWXAHAAAAAAAAAOyZ18sCUO5NThDcnSy4AwAAAAAAAAAS8KQ7AMq1SfNWxYXDx8e6LXkHd6d0aBr39e0suAMAAAAAAAAACiS6A6Dc+ui/wd36fIK7noc1jfvO7xJVK3v4KwAAAAAAAABQMIUBAOXSxLkFB3ffEdwBAAAAAAAAAIXkSXcAlDsfzlkZ/R4aHxu27sjzzPcO3z/uOb9zVKkkuAMAAAAAAAAAklMaAFCuTEgQ3J36DcEdAAAAAAAAALB3POkOgHJj/OyV0f/h8bExn+DutG/uH3/tLbgDAAAAAAAAAPaO6A6AcmHcrBVx0SMT8g3uTj/igPjLeZ0EdwAAAAAAAADAXhPdAVDmjZ21Ii56eEJs2pZ3cHfGf4O7yoI7AAAAAAAAAGAfiO4AKNM+mLkiLn4k/+DuzI7NYkivjoI7AAAAAAAAAGCfie4AKLPGzFweFz8yITZvy8nzzFmdmsWfzxXcAQAAAAAAAABFQ3QHQJk0ZsbyuPjR/IO7H3RqFn/u1SkqZWeV4GQAAAAAAAAAQHkmugOgzPn3l8tjwKMTYsv2vIO7szs3jzvP7Si4AwAAAAAAAACKlOgOgDLl/S+XxcBHP8w/uOvSPO78keAOAAAAAAAAACh62ZkeAACSeu+LgoO7Hx15oOAOAAAAAAAAACg2ojsAyoR3v1gWAx/LP7g798gD44/nHCG4AwAAAAAAAACKjdfLAlDqjZ6+NC59fGJszSe4O++oFnHb2d+MbMEdAAAAAAAAAFCMRHcAlGrvfL40Lnt8YmzdkXdw1/voFvGHHwruAAAAAAAAAIDi5/WyAJRab3++pMDgrk9XwR0AAAAAAAAAUHI86Q6AUumtaUvi8icmxrYduXmeOf+YlnHLWd8Q3AEAAAAAAAAAJcaT7gAodd6cWnBwd0E3wR0AAAAAAAAAUPI86Q6AUuX1zxbHT576KN/g7sfdWsXvzzo8srIEdwAAAAAAAABAyfKkOwBKjdc+WxyDnsw/uOt3rOAOAAAAAAAAAMgcT7oDoFT416eL46dPfRTbc/IO7vp3PyhuOPMwwR0AAAAAAAAAkDGiOwAy7p+fLIorR0zKN7i76LiD4n/OENwBAAAAAAAAAJklugMgo179b3C3I5/g7uLjWsfvzugguAMAAAAAAAAAMk50B0DGvPLxovjZyPyDu4Hfah2/PV1wBwAAAAAAAACUDqI7ADLiH1O+ip8/PTnf4O6S41vH4NMEdwAAAAAAAABA6SG6A6DEvTTlq/j5yEmRT28Xl53QJq47tb3gDgAAAAAAAAAoVUR3AJSoFycvjF88PTnf4O7yEw+Oa7/XTnAHAAAAAAAAAJQ6ojsASswLkxbGL5/JP7i74qSD49ffFdwBAAAAAAAAAKWT6A6AEvH8pAVx9TNT8g3uftLj4PjVdwR3AAAAAAAAAEDpJboDoNj9feKC+NVzUyI3n+Duym+3jV/2PFRwBwAAAAAAAACUatmZHgCA8u25BMHdzwR3AAAAAAAAAEAZ4Ul3ABSbZz6cH9f+/eN8g7urTj4kftHz0JIbCgAAAAAAAABgH4juACgWz0yYH9eOyj+4+/kph8TPTxHcAQAAAAAAAABlh+gOgCI3cvy8uG7UJ/me+cUph8ZVpxxSQhMBAAAAAAAAABQN0R0ARWrE+HnxmwKCu6t7HhpXniy4AwAAAAAAAADKHtEdAEXmqXHzYvDz+Qd313y3XfykR9sSmggAAAAAAAAAoGhlZ3oAAMqHJ8bOFdwBAAAAAAAAAOWeJ90BsM8e/2BO/O7Fz/I9c+332scVJx1cQhMBAAAAAAAAABQP0R0A++SxD+bE/xQQ3P3m1PZx2YmCOwAAAAAAAACg7BPdAbDXHvnP7LjxH1PzPTP4tPZx6QmCOwAAAAAAAACgfBDdAbBXHv7P7LipgODu+tM7xMDj25TQRAAAAAAAAAAAxU90B0ChDf/37Lj5ZcEdAAAAAAAAAFDxiO4AKJQH358Vt7wyLd8z/3PGYXHxt1qX0EQAAAAAAAAAACVHdAdAYsPemxW3vpp/cHfjmYdF/+MEdwAAAAAAAABA+SS6AyCRoe/NjD+8+nm+Z276/uHRr/tBJTMQAAAAAAAAAEAGiO4AKNAD786M2/+Zf3D3+7MOjwuPPahkBgIAAAAAAAAAyBDRHQD5+tvoGXHHv6bne+bmH3wjftytVQlNBAAAAAAAAACQOaI7APJ03zsz4s7X8g/ubv3hN6LvMYI7AAAAAAAAAKBiEN0BsEf3vv1l/On1L/I984cffjPOP6ZlCU0EAAAAAAAAAJB5ojsAdnP3W1/GXW/kH9zdfvY3o3dXwR0AAAAAAAAAULGI7gBI89c3v4whb+Yd3GVl7QzuzjtacAcAAAAAAAAAVDyiOwBShrzxRfz1rS/z/HlWVsQfzz4ieh3dogSnAgAAAAAAAAAoPUR3AERubm4MefPLuLuA4O6Oc46Ic48S3AEAAAAAAAAAFZfoDqCCy83NjSFvfBF3vz0jzzNZWRF3/qhj/OjIA0twMgAAAAAAAACA0kd0B1CB5ebmxp9f/yLufSf/4O7P53aMs7sI7gAAAAAAAAAARHcAFVRubm7c+dr0+NvomXmeyc6K+HOvjvHDzoI7AAAAAAAAAIAI0R1AhZSbmxt3vDY97i8guBtyXqc4q1PzEpwMAAAAAAAAAKB0E90BVDC5ublx+78+j/99d1aeZwR3AAAAAAAAAAB7JroDqEByc3Pjtn9+HkPfyzu4q5SdFX85r1Oc2bFZCU4GAAAAAAAAAFA2iO4AKojc3Nz4w6vTYtj7s/M8Uyk7K/7au1OccYTgDgAAAAAAAABgT0R3ABVAbm5u3PLKtBj+7/yDu7t7d47TjzigBCcDAAAAAAAAAChbRHcA5Vxubm78/uWp8fB/5uR5pnJ2VtzTp3Oc+k3BHQAAAAAAAABAfkR3AOVYbm5u3PSPqfHImDl5nqmcnRX3nt85vvcNwR0AAAAAAAAAQEFEdwDlVG5ubtz40mfx6Adz8zyzM7jrEt/7xv4lOBkAAAAAAAAAQNklugMoh3Jzc+OGlz6LxwoI7u7r2yW+e7jgDgAAAAAAAAAgKdEdQDmTk5Mb//PSp/HE2Hl5nqlSKSvuO79LfEdwBwAAAAAAAABQKKI7gHIkJyc3fvfip/HkuPyDu/v7HhmnHNa0BCcDAAAAAAAAACgfRHcA5UROTm5c/+Kn8VQ+wV3VStlx/wVd4uQOgjsAAAAAAAAAgL0hugMoB3JycuO3L3wSI8bPz/NM1UrZ8cCPu8S32wvuAAAAAAAAAAD2lugOoIzLycmNwc9/EiMn5BPcVc6O//3xkdGjXZMSnAwAAAAAAAAAoPwR3QGUYTk5uXHdqI/jmQ8X5HmmauXsGPrjI+MkwR0AAAAAAAAAwD4T3QGUUTtycuPav38cz03MP7gbduFRceKhjUtwMgAAAAAAAACA8kt0B1AG7cjJjV8/93H8/aO8g7tq/w3uThDcAQAAAAAAAAAUGdEdQBmzIyc3rnluSoz6aGGeZ6pVzo7h/Y6Obx3SqAQnAwAAAAAAAAAo/0R3AGXIjpzc+NWzU+L5SXkHd9Wr7AzujmsruAMAAAAAAAAAKGqiO4AyYkdOblz9zOR4YfJXeZ6pXiU7Hup3dHQX3AEAAAAAAAAAFAvRHUAZsH1HTlz97JR4saDgrv/R0f1gwR0AAAAAAAAAQHER3QGUctt35MQvnpkS/5iSd3BXo0qleKj/0XHswQ1LcDIAAAAAAAAAgIpHdAdQim3fkRM/f3pyvPzxojzP1KxaKR7uf3Qc00ZwBwAAAAAAAABQ3ER3AKXUth058fORk+OVT/IP7h65qGt0bb1fCU4GAAAAAAAAAFBxie4ASqFtO3LiqpGT4tVPFud5plbVSvHIxV3j6IMEdwAAAAAAAAAAJUV0B1DKbNuREz8bMSn++Wn+wd2jF3eNowR3AAAAAAAAAAAlSnQHUIps3Z4TV474KF77bEmeZ2pXqxyPXnx0HNlKcAcAAAAAAAAAUNJEdwClxNbtOfHTpz6K16cWFNx1jSNbNSjByQAAAAAAAAAA+D+iO4BSYOv2nPjJUx/FG/kEd3WqVY5HB3SNLi0FdwAAAAAAAAAAmSK6A8iwLdt3xE+e/CjenLY0zzN1qlWOxwZ0jc6COwAAAAAAAACAjBLdAWTQlu07YtATH8Vbn+cT3FWvHI8POCY6tahfcoMBAAAAAAAAALBHojuADNmyfUdc8cRH8XY+wV3d6pXjiYHHxBEH1i+5wQAAAAAAAAAAyJPoDiADNm/bEVc8MTHemb4szzN1q1eOJwd2i28eWK8EJwMAAAAAAAAAID+iO4AStnnbjrjs8Ynx7hd5B3f1alSJJwceE99oLrgDAAAAAAAAAChNRHcAJWjzth1x6eMT4718grv6NavEEwMEdwAAAAAAAAAApZHoDqCEbN62Iy557MN4/8vleZ6pX3PnE+4Obya4AwAAAAAAAAAojUR3ACVg09adwd2/Z+Qd3DWoWSWeHNgtDmtWtwQnAwAAAAAAAACgMER3AMVs09YdMfCxCfGfGSvyPLNfrarx5MBjosMBgjsAAAAAAAAAgNJMdAdQjDZt3REDHp0QY2bmH9w9dckx0X5/wR0AAAAAAAAAQGknugMoJhu3bo8Bj3wYH8zKO7hrWKtqPHVJt2i3f50SnAwAAAAAAAAAgL0lugMoBhu3bo+LH5kQY2etzPNMo9o7g7tDmwruAAAAAAAAAADKCtEdQBHbsGV7XPTIhBg/O//gbsQl3eIQwR0AAAAAAAAAQJkiugMoQhu2bI+LHp4Q4+fkF9xVixGXHCO4AwAAAAAAAAAog0R3AEVk/ZbtcdHD42PCnFV5nmlcp1qMuKRbtG1SuwQnAwAAAAAAAACgqIjuAIrA+i3bo/9D4+PDuYI7AAAAAAAAAIDyTHQHsI/Wbd4W/R+eEBPzCe6a1KkWIy7tFgc3FtwBAAAAAAAAAJRlojuAfbBu87bo99D4+Gje6jzPNK278wl3bQR3AAAAAAAAAABlnugOYC+t/W9wNymf4G7/utVjxKXdonWjWiU3GAAAAAAAAAAAxUZ0B7AX1mzaFhc+ND6mzF+d55kD6lWPEZd0i4MEdwAAAAAAAAAA5YboDqCQ1mzaFhcOHxdTFqzJ80yzejufcNeqoeAOAAAAAAAAAKA8Ed0BFMKajdvixw+Ni48LCO5GXnpstGxYswQnAwAAAAAAAACgJIjuABJas3FbXDB8XHyyMO/grnn9GjHikm6COwAAAAAAAACAckp0B5DA6o1b44Lh4+LThWvzPNO8fo0YeWm3aLGf4A4AAAAAAAAAoLwS3QEUYPXGrdH3wXHx2Vd5B3cHNtj5hDvBHQAAAAAAAABA+Sa6A8jHqg07g7upi/IP7kZe2i0ObCC4AwAAAAAAAAAo70R3AHlY+d/gblo+wV2L/WrEyEuPjeb1a5TgZAAAAAAAAAAAZIroDmAPVm7YGucPGxufL16X55mW+9WMkZd2i2aCOwAAAAAAAACACkN0B7CLFeu3RN8Hx+Ub3LVqWDNGXCK4AwAAAAAAAACoaER3AF+zfP2W6DtsXExfkndwd1DDmjHi0m5xQD3BHQAAAAAAAABARSO6A/iv5eu3xPnDxsYXS9bneaZ1o1ox4pJusX+96iU4GQAAAAAAAAAApYXoDiAilq3bGdx9uTTv4K5No1rxlOAOAAAAAAAAAKBCE90BFd7SdZvj/GHjYkZ+wV3jnU+4a1pXcAcAAAAAAAAAUJGJ7oAKbenazdFn2NiYuWxDnmcO/m9w10RwBwAAAAAAAABQ4YnugApr6drN0XvY2JhVUHB3abdoUkdwBwAAAAAAAACA6A6ooJas3Rx9ho6NWcvzDu4OaVI7nrqkWzSuU60EJwMAAAAAAAAAoDQT3QEVzuI1O18pO1twBwAAAAAAAABAIYnugApl0ZpN0Wfo2JizYmOeZw5tujO4a1RbcAcAAAAAAAAAQDrRHVBhLFqzKXoPHRtz8wnu2u9fJ54ceEw0FNwBAAAAAAAAALAH2ZkeAKAkfLVacAcAAAAAAAAAwL7zpDug3Fu4eucrZeetzD+4e+qSbrFfraolOBkAAAAAAAAAAGWN6A4o1xas2hh9ho2N+Ss35XnmsAPqxpMDj4kGgjsAAAAAAAAAAAogugPKrfkrdwZ3C1blHdwd3qxuPDFAcAcAAAAAAAAAQDKiO6Bcmr9yY/QeOjYWrs4/uHty4DFRv6bgDgAAAAAAAACAZLIzPQBAUUsS3H2zeT3BHQAAAAAAAAAAheZJd0C5Mm/FzlfK5hfcHXFgvXj84mOiXs0qJTgZAAAAAAAAAADlgegOKDfmrtgQfYaOja/WbM7zTMcD68VjA46JejUEdwAAAAAAAAAAFJ7oDigX5q7YEL2Hjo1F+QV3LerHYxd3FdwBAAAAAAAAALDXRHdAmTdn+c7gbvHavIO7Ti3qx2MDukbd6oI7AAAAAAAAAAD2nugOKNNmL98QvYd+EEvWbsnzTOeW9ePRiwV3AAAAAAAAAADsO9EdUGbNWrY++gwbm29w1+W/wV0dwR0AAAAAAAAAAEVAdAeUSTOXrY8+Q8fG0nV5B3dHtmoQj17cNWpX8486AAAAAAAAAACKRnamBwAorBlL10fvAoK7owR3AAAAAAAAAAAUAzUKUKbMWLou+gwbF8vyCe66HrRfPHTR0YI7AAAAAAAAAACKnCIFKDO+XLIzuFu+Pp/grvV+8XD/o6OW4A4AAAAAAAAAgGLg9bJAmfDFknXRZ9jYfIO7YwR3AAAAAAAAAAAUM2UKUOpNX7wuzh82NlZs2JrnmW5t9ouH+h8dNav6xxoAAAAAAAAAAMVHnQKUap8vXht9h43LN7g7tk3DeKj/0VGjaqUSnAwAAAAAAAAAgIpIdAeUWtMWrY2+D46LlfkEd90PbhjD+wnuAAAAAAAAAAAoGaI7oFSa+tXa6Pvg2Fi1cVueZ77VtlEMu/AowR0AAAAAAAAAACVGdAeUOp99tSYueHBcvsHd8YfsDO6qVxHcAQAAAAAAAABQckR3QKny6cI1ccHwcbFacAcAAAAAAAAAQCkkugNKjU8Xrom+D46LNZvyDu5OPLRx/O+PjxTcAQAAAAAAAACQEdmZHgAgIuKTBQUHdye1E9wBAAAAAAAAAJBZnnQHZNzHC1bHBQ+Oi7Wbt+d5pke7xnH/BYI7AAAAAAAAAAAyS3QHZNSU+avjx8PzD+6+3b5J3H9Bl6hWWXAHAAAAAAAAAEBmeb0skDGT56+OCwoI7k7pILgDAAAAAAAAAKD08KQ7ICMmzVsVFw4fH+u25BfcNY37+nYW3AEAAAAAAAAAUGqI7iqomTNnxvjx42PBggWxdevWaNCgQbRv3z66d+8e1atXz/R4lHMfzVsV/QoI7noe1jTuO79LVK3sgZwAAAAAAAAAAJQeorsK5oUXXoibb745Pvrooz3+vHbt2tG/f/+44YYbolGjRiU8HRXBxLmrot9D42N9PsHddw9vGvf0EdwBAAAAAAAAAFD6KFoqiC1btsQFF1wQP/zhD/MM7iIi1q9fH/fee28cdthh8d5775XghFQEE+eujAuHj8s3uPve4fvHvZ5wBwAAAAAAAABAKaVqqQBycnLivPPOiyeffDJtv1KlStG6devo1KlT1KtXL+1ny5Yti1NPPTU++OCDkhyVcuzDOSvjwuHjY8PWHXmeOfUb+8c953eOKpX8owkAAAAAAAAAgNJJ2VIB3HnnnfHiiy+m7V1++eUxb968mDVrVkyaNClWrlwZo0aNipYtW6bObNy4MXr16hVr1qwp6ZEpZ8bPXhkXPpR/cHf6Nw+Iu/sI7gAAAAAAAAAAKN3ULeXcihUr4tZbb03bu+222+L++++PZs2apfays7Pjhz/8YYwZMyYOOuig1P6CBQvirrvuKqlxKYfGzVoR/R8eHxvzC+6OOCD+0ruT4A4AAAAAAAAAgFJP4VLO3XHHHbFu3brU+oQTTohrr702z/PNmzePBx98MG1vyJAhsWLFimKbkfJr7KwVcdEjE/IN7s7s2Cz+ep7gDgAAAAAAAACAskHlUo7l5OTEww8/nLZ34403RlZWVr7XnXzyyXH88cen1uvWrYtnnnmmWGak/Jowd3Vc9HD+wd33OzaLIb06RmXBHQAAAAAAAAAAZYTSpRwbM2ZMLFu2LLVu06ZNnHTSSYmuHTBgQNr6hRdeKMLJKO++XJMVP3n6s9i0Le/g7qxOzeIuwR0AAAAAAAAAAGWM2qUce+WVV9LWPXv2LPApd18/+3WjR4+ODRs2FNlslF9frMmK//08OzZvz8nzzA87N4+7enUS3AEAAAAAAAAAUOYoXsqxyZMnp627d++e+NpmzZrFQQcdlFpv3bo1pk6dWkSTUV5NX50VQ6dlx7acvOPOszs3jz+d2zEqZScLQAEAAAAAAAAAoDQR3ZVj06ZNS1sfdthhhbp+1/O73g++7oPZq2LY59mxLTef4K5L87hTcAcAAAAAAAAAQBkmuiunNm3aFPPmzUvba9GiRaHusev56dOn7/NclE/vfbEsfvbs1HyDux8deWDc+SPBHQAAAAAAAAAAZVvlTA9A8Vi+fHnk5uam1lWqVIkmTZoU6h7NmzdPWy9dunSf51q6dGksW7asUNfMmDEjbb1+/fpYu3btPs9C0fjPrFVx1bOfxdYduXme+cERTeP67xwUG9avK8HJAACg+GzYsCHfNQAAlDe+AwMAUJH4/ls2rF+/PmOfLborp3b9H1XNmjUjK6twTxirVatWvvfcG3/729/ipptu2qd7jB8/PhYvXrzPs7Dvpq3KigenZ8f2fJ5w161JTpxYc2G8O3phCU4GAAAla/z48ZkeAQAASpTvwAAAVCS+/5ZOu74FtCSJ7sqpXQO56tWrF/oeNWrUyPee8OXarHyDu2Ob5ESvNjnhjbIAAAAAAAAAAJQX2ZkegOKxefPmtHXVqlULfY9q1aqlrTdt2rRPM1H+nNkyJ07YP2ePP+suuAMAAAAAAAAAoBzypLtyatcn223durXQ99iyZUu+99wbgwYNinPPPbdQ18yYMSN+8IMfpNZdu3aNDh067PMsFI0eublx++szY8TERam97k1z4s7zjow6tWtncDIAACg+GzZsSHudQNeuXaNWrVoZnAgAAIqX78AAAFQkvv+WDdOmTcvYZ4vuyqnau8ROuz75Loldn2y36z33RpMmTaJJkyb7dI/atWtH3bp193kWis4fftQ5ciNi5MRFcVzTnPhR65yo4/9PAABUILVq1fL9FwCACsV3YAAAKhLff0unomiZ9pborpza9X9UGzdujNzc3MjKSv6uzw0bNuR7T/g/WVlZ8ZvvHBzV1y6ITg1zoxD/MwMAAAAAAAAAgDIlO9MDUDwaNWqUFtht27Ytli5dWqh7LFy4MG29r0+oo3zLysqKzo0EdwAAAAAAAAAAlG+iu3KqRo0a0bJly7S9efPmFeoeu55v3779Ps8FAAAAAAAAAABQlonuyrFdI7mpU6cW6vpp06blez8AAAAAAAAAAICKRnRXjnXq1CltPWbMmMTXLlq0KObMmZNaV6lSJQ477LAimgwAAAAAAAAAAKBsEt2VY2eccUba+s0334zc3NxE177++utp6x49ekTt2rWLbDYAAAAAAAAAAICySHRXjnXv3j0aNWqUWs+aNStGjx6d6Nrhw4enrc8666yiHA0AAAAAAAAAAKBMEt2VY9nZ2dG/f/+0vZtuuqnAp9299dZb8f7776fWderUiV69ehXHiAAAAAAAAAAAAGWK6K6cu/baa9NeC/vuu+/GH//4xzzPL1y4MAYOHJi2d9VVV6U9MQ8AAAAAAAAAAKCiEt2Vc40aNYrBgwen7f3mN7+JQYMGxVdffZXay8nJiRdeeCG6d+8ec+bMSe03a9Ysrr766pIaFwAAAAAAAAAAoFQT3VUA1157bZxxxhlpe/fff3+0bNkyDj744OjSpUs0bNgwfvjDH8a8efNSZ2rUqBHPPPNM1K9fv4QnBgAAAAAAAAAAKJ1EdxVAdnZ2PPvss9G7d++0/R07dsSsWbNi0qRJsXr16rSfNWzYMF599dU47rjjSnBSAAAAAAAAAACA0k10V0FUr149RowYEc8991x06tQpz3O1atWKQYMGxdSpU+Okk04qsfkAAAAAAAAAAADKgsqZHoCSdc4558Q555wTM2bMiHHjxsXChQtj69atUb9+/ejQoUMcd9xxUb169UyPCQAAAAAAAAAAUCqJ7iqotm3bRtu2bTM9BgAAAAAAAAAAQJni9bIAAAAAAAAAAACQkOgOAAAAAAAAAAAAEhLdAQAAAAAAAAAAQEKiOwAAAAAAAAAAAEhIdAcAAAAAAAAAAAAJie4AAAAAAAAAAAAgIdEdAAAAAAAAAAAAJCS6AwAAAAAAAAAAgIREdwAAAAAAAAAAAJCQ6A4AAAAAAAAAAAASEt0BAAAAAAAAAABAQqI7AAAAAAAAAAAASEh0BwAAAAAAAAAAAAmJ7gAAAAAAAAAAACAh0R0AAAAAAAAAAAAkJLoDAAAAAAAAAACAhER3AAAAAAAAAAAAkJDoDgAAAAAAAAAAABIS3QEAAAAAAAAAAEBCojsAAAAAAAAAAABISHQHAAAAAAAAAAAACYnuAAAAAAAAAAAAICHRHQAAAAAAAAAAACQkugMAAAAAAAAAAICERHcAAAAAAAAAAACQkOgOAAAAAAAAAAAAEhLdAQAAAAAAAAAAQEKiOwAAAAAAAAAAAEhIdAcAAAAAAAAAAAAJie4AAAAAAAAAAAAgIdEdAAAAAAAAAAAAJCS6AwAAAAAAAAAAgIREdwAAAAAAAAAAAJCQ6A4AAAAAAAAAAAASEt0BAAAAAAAAAABAQqI7AAAAAAAAAAAASEh0BwAAAAAAAAAAAAmJ7gAAAAAAAAAAACAh0R0AAAAAAAAAAAAkJLoDAAAAAAAAAACAhER3AAAAAAAAAAAAkJDoDgAAAAAAAAAAABIS3QEAAAAAAAAAAEBCojsAAAAAAAAAAABISHQHAAAAAAAAAAAACYnuAAAAAAAAAAAAICHRHQAAAAAAAAAAACQkugMAAAAAAAAAAICERHcAAAAAAAAAAACQkOgOAAAAAAAAAAAAEhLdAQAAAAAAAAAAQEKiOwAAAAAAAAAAAEhIdAcAAAAAAAAAAAAJie4AAAAAAAAAAAAgIdEdAAAAAAAAAAAAJCS6AwAAAAAAAAAAgIREdwAAAAAAAAAAAJCQ6A4AAAAAAAAAAAASEt0BAAAAAAAAAABAQqI7AAAAAAAAAAAASEh0BwAAAAAAAAAAAAmJ7gAAAAAAAAAAACAh0R0AAAAAAAAAAAAkJLoDAAAAAAAAAACAhER3AAAAAAAAAAAAkJDoDgAAAAAAAAAAABIS3QEAAAAAAAAAAEBCojsAAAAAAAAAAABISHQHAAAAAAAAAAAACYnuAAAAAAAAAAAAICHRHQAAAAAAAAAAACQkugMAAAAAAAAAAICERHcAAAAAAAAAAACQkOgOAAAAAAAAAAAAEhLdAQAAAAAAAAAAQEKiOwAAAAAAAAAAAEhIdAcAAAAAAAAAAAAJie4AAAAAAAAAAAAgIdEdAAAAAAAAAAAAJCS6AwAAAAAAAAAAgIREdwAAAAAAAAAAAJCQ6A4AAAAAAAAAAAASEt0BAAAAAAAAAABAQqI7AAAAAAAAAAAASKhypgeAgmzZsiVtPWPGjAxNQn7Wr18f8+bNS62nTZsWtWvXzuBEAABQfHz/BQCgovEdGACAisT337Jh14Zo18aoOInuKPXmz5+ftv7BD36QmUEAAAAAAAAAAIBSaf78+dGlS5cS+SyvlwUAAAAAAAAAAICERHcAAAAAAAAAAACQUFZubm5upoeA/KxevTrefffd1LpFixZRrVq1DE7EnsyYMSPt1b8vvPBCtG3bNnMDAQBAMfL9FwCAisZ3YAAAKhLff8uGLVu2xPz581PrE088MerXr18in125RD4F9kH9+vXjrLPOyvQYFFLbtm3j8MMPz/QYAABQInz/BQCgovEdGACAisT339KrS5cuGflcr5cFAAAAAAAAAACAhER3AAAAAAAAAAAAkJDoDgAAAAAAAAAAABIS3QEAAAAAAAAAAEBCojsAAAAAAAAAAABISHQHAAAAAAAAAAAACYnuAAAAAAAAAAAAICHRHQAAAAAAAAAAACQkugMAAAAAAAAAAICERHcAAAAAAAAAAACQkOgOAAAAAAAAAAAAEqqc6QGA8qFx48Zxww03pK0BAKC88v0XAICKxndgAAAqEt9/KUhWbm5ubqaHAAAAAAAAAAAAgLLA62UBAAAAAAAAAAAgIdEdAAAAAAAAAAAAJCS6AwAAAAAAAAAAgIREdwAAAAAAAAAAAJCQ6A4AAAAAAAAAAAASEt0BAAAAAAAAAABAQqI7AAAAAAAAAAAASEh0BwAAAAAAAAAAAAmJ7gAAAAAAAAAAACAh0R0AAAAAAAAAAAAkJLoDAAAAAAAAAACAhER3AAAAAAAAAAAAkJDoDgAAAAAAAAAAABIS3QEAAAAAAAAAAEBClTM9AFD2zZw5M8aPHx8LFiyIrVu3RoMGDaJ9+/bRvXv3qF69eqbHAwCAfZabmxtz5syJTz75JBYsWBCrV6+OatWqRYMGDeKQQw6Jo48+2ndfAAAAAIByZvr06TFlypRYsGBBbNy4MWrUqBFNmzaNQw89NDp27BjVqlXL9IhkiOgO2GsvvPBC3HzzzfHRRx/t8ee1a9eO/v37xw033BCNGjUq4ekAAGDfrFq1Kl544YX417/+FW+//XYsX748z7NVqlSJ008/PX7+85/HiSeeWIJTAgBAyerTp0+MHDkyba9Vq1YxZ86czAwEAABFbN26dXHPPffEgw8+GLNnz87zXNWqVaNr167xox/9KK666qoSnJDSICs3Nzc300MAZcuWLVtiwIAB8eSTTyY637hx43juuefihBNOKObJAACgaPzkJz+JBx98MLZu3Vroay+88MK45557om7dusUwGQAAZM4//vGP+P73v7/bvugOAIDy4uWXX46BAwfGkiVLEl/TtGnTWLx4cTFORWkkugMKJScnJ84+++x48cUX0/YrVaoULVu2jHr16sXs2bNjzZo1aT+vWbNmvPnmm3HssceW5LgAALBXjjrqqJg4ceJu+5UqVYoDDjggmjZtGtu2bYu5c+fu9t03IqJr167x1ltvRe3atUtiXAAAKHZr1qyJww8/PBYuXLjbz0R3AACUB0OGDImrr746dk2pqlevHs2aNYtGjRrFpk2bYtGiRWlvRhHdVUzZmR4AKFvuvPPO3YK7yy+/PObNmxezZs2KSZMmxcqVK2PUqFHRsmXL1JmNGzdGr1699vgfJAEAoDSrX79+DBo0KF555ZVYtWpVzJ8/Pz788MOYMmVKrFixIt555504/vjj064ZP3589O/fPzMDAwBAMbjmmmtSwV2tWrUyPA0AABSt4cOHxy9/+cu04O7UU0+Nf/7zn7F69eqYOXNmjBs3Lj7++ONYtmxZLFy4MB5//PE455xzomrVqhmcnEzxpDsgsRUrVkTr1q1j3bp1qb3bbrstrrvuuj2eX7hwYXzrW99K+xOO//M//xM33XRTcY8KAAD75KijjooVK1bE9ddfH+eff37UqFEj3/M7duyIQYMGxdChQ9P233777ejRo0dxjgoAAMVu9OjR8e1vfztyc3MjOzs7br/99vj1r3+d+rkn3QEAUJbNmDEjvvnNb8bmzZsjIqJKlSrx6KOPRp8+fRJdv2rVqmjQoEFxjkgp5El3QGJ33HFHWnB3wgknxLXXXpvn+ebNm8eDDz6YtjdkyJBYsWJFsc0IAABF4aabborp06fHgAEDCgzuIna+dvZvf/tbHHXUUWn7u34fBgCAsmbTpk0xcODA1BM/rrzyyjj66KMzPBUAABSdSy+9NBXcRUQ8+eSTiYO7iBDcVVCiOyCRnJycePjhh9P2brzxxsjKysr3upNPPjntVVvr1q2LZ555plhmBACAonL66acX+pUAlSpVSnvaR0TEa6+9VpRjAQBAifvd734XM2fOjIiIli1bxi233JLhiQAAoOi8+OKL8c4776TW5557bpx77rkZnIiyQnQHJDJmzJhYtmxZat2mTZs46aSTEl07YMCAtPULL7xQhJMBAEDp8fU/cBIRsWLFiti4cWOGpgEAgH0zYcKE+Mtf/pJa33fffVG7du3MDQQAAEVs6NChaesbbrghQ5NQ1ojugEReeeWVtHXPnj0LfMrd189+3ejRo2PDhg1FNhsAAJQWe3qNwJo1azIwCQAA7Jtt27bFgAEDYseOHRGx84kfZ5xxRoanAgCAorNw4cK0t5V06tQpDj/88AxORFkiugMSmTx5ctq6e/fuia9t1qxZHHTQQan11q1bY+rUqUU0GQAAlB4LFy7cba9hw4YZmAQAAPbNbbfdFp988klERNSvXz/uvvvuDE8EAABF61//+lfqD5lERPTo0SOD01DWiO6ARKZNm5a2Puywwwp1/a7nd70fAACUB++//37aulWrVlG1atUMTQMAAHtn6tSpceutt6bWf/zjH2P//ffP4EQAAFD0JkyYkLbu2LFj6teTJk2Kn/3sZ9GxY8do0KBB1KxZMw466KDo2bNn/OlPf9rjH8CmYhHdAQXatGlTzJs3L22vRYsWhbrHruenT5++z3MBAEBp89BDD6WtTzvttAxNAgAAeycnJycGDBgQW7dujYiI448/Pi655JIMTwUAAEVv1+iuTZs2sX79+hgwYEB06dIl7rnnnvj4449j9erVsWnTppg7d268+eabcc0118QhhxwSgwcPjm3btmVoejJNdAcUaPny5ZGbm5taV6lSJZo0aVKoezRv3jxtvXTp0iKZDQAASotXX3013nvvvbS9/v37Z2YYAADYS3fffXeMHTs2IiKqVq0aQ4cOjaysrAxPBQAARW/GjBlp6+zs7DjhhBN2+8PVe7Jp06a47bbb4rTTTot169YV14iUYpUzPQBQ+q1fvz5tXbNmzUL/JkutWrXyvScAAJRlK1eujMsuuyxt7wc/+EF07do1QxMBAEDhzZ49O66//vrU+je/+U20b98+gxMBAEDxyMnJ2S2W+9nPfhaTJk2KiIisrKw444wz4rTTTosDDzwwNmzYEJMmTYrHH388vvrqq9Q1b775ZvTv3z/+/ve/l+j8ZJ7oDijQroFc9erVC32PGjVq5HtPAAAoq3JycuKCCy6IBQsWpPbq1asXd999dwanAgCAwrv00ktjw4YNERHRvn37GDx4cIYnAgCA4rFmzZq0N/5FRHz00UcREdGwYcN4/vnn4/jjj0/7+XnnnRfXX399XHbZZfHUU0+l9keNGhWPPfZYXHjhhcU/OKWG18sCBdq8eXPaumrVqoW+R7Vq1dLWmzZt2qeZAACgtLjmmmvin//8Z9re//7v/0aLFi0yNBEAABTe8OHD480334yInU/1GDp06F79XjAAAJQFeT0oqFKlSvHKK6/sFtz9n9q1a8fjjz8e3/nOd9L2//CHP+wW8VG+ie6AAu36ZLutW7cW+h5btmzJ954AAFAW3X333XHXXXel7f3617+O8847L0MTAQBA4S1atCh+9atfpdYDBw7M8z8yAgBAeZBXszBw4MA45phj8r02Ozs77r///sjO/v/Z1fTp0+Pdd98t0hkp3UR3QIFq166dtt71yXdJ7Ppku13vCQAAZc1TTz0VP//5z9P2+vfvH7fffntmBgIAgL30k5/8JFavXh0REfvvv3/ccccdmR0IAACKWV7NwiWXXJLo+jZt2sQpp5yStie6q1hEd0CBdv2XzcaNGwv9WNQNGzbke08AAChLXn755ejXr1/a9+Kzzz47HnzwwcjKysrgZAAAUDjPPvtsPP/886n1X//616hfv37mBgIAgBJQo0aNqFSpUtpenTp1onPnzonvceKJJ6atP/zwwyKZjbJBdAcUqFGjRmn/4XDbtm2xdOnSQt1j4cKFaesmTZoUyWwAAFDS3nnnnTj33HNj+/btqb2ePXvGiBEjdvtNGgAAKO2uueaa1K9PP/306NWrVwanAQCAkrNrt9C2bdu0V8YWpF27dmnrwnYUlG2iO6BANWrUiJYtW6btzZs3r1D32PV8+/bt93kuAAAoaePGjYvvf//7sXnz5tRe9+7d4/nnn4+qVatmcDIAANg7//da2YiIV155JbKysgr8q0ePHmn3mDt37m5nJk+eXLJ/IwAAUEgdOnRIW9etW7dQ1+96ftWqVfs8E2WH6A5IZNdIburUqYW6ftq0afneDwAASruPP/44Tj311Fi/fn1qr3PnzvHqq69GrVq1MjgZAAAAAACFddhhh6Wtt2zZUqjrv/6HsyMiatasuc8zUXaI7oBEOnXqlLYeM2ZM4msXLVoUc+bMSa2rVKmy27+8AACgNJs+fXr07Nkz7U8qdujQIV577bWoV69eBicDAAAAAGBvdOnSJW29ZMmSQl2/6+tkGzZsuM8zUXZUzvQAQNlwxhlnxB//+MfU+s0334zc3NzIysoq8NrXX389bd2jR4+oXbt2kc8IAADFYe7cuXHKKaek/QZK69at44033ojGjRtncDIAANh3L774Ymzbtq1Q10yZMiV+9atfpdZNmzaNJ554Iu1M27Zti2Q+AAAoLqeffnpkZ2dHTk5ORETMnj07Vq5cGfvtt1+i6ydOnJi2bteuXZHPSOklugMS6d69ezRq1CiWL18eERGzZs2K0aNHR48ePQq8dvjw4Wnrs846q1hmBACAorZo0aI4+eSTY8GCBam95s2bx1tvvRXNmzfP4GQAAFA0TjzxxEJfU7ly+n9eql69epxyyilFNRIAAJSIJk2axHHHHRfvv/9+am/UqFExcODAAq/dvn17PP/882l7J510UlGPSCnm9bJAItnZ2dG/f/+0vZtuuilyc3Pzve6tt95K+xdUnTp1olevXsUxIgAAFKmVK1dGz549Y+bMmam9xo0bxxtvvBGtW7fO4GQAAAAAABSFyy67LG195513xpYtWwq8btiwYbF48eLUum7duvHd7363yOej9BLdAYlde+21aa+Ffffdd9NeOburhQsX7laAX3XVVdGoUaNimxEAAIrCunXr4nvf+1589tlnqb369evH66+/Hh06dMjgZAAAAAAAFJU+ffrEN7/5zdT6iy++iMsuuyz1ytk9GTduXPz6179O2xs0aFDUq1ev2Oak9MnKLegxVQBfc9ttt8XgwYPT9q644oq4/vrro1mzZhERkZOTEy+99FJcddVVMW/evNS5Zs2axWeffRb169cvyZEBAKDQevToEaNHj07b+/3vfx/HHntsoe915JFHRoMGDYpoMgAAyLzRo0dHjx49UutWrVrFnDlzMjcQAADsg7feeit69uyZ9qa/U045JW6//fY48sgjU3tr1qyJ4cOHxw033BDr169P7R966KHx4YcfRp06dUp0bjJLdAcUSk5OTpx11lnx8ssvp+1XqlQpWrVqFfXq1YvZs2fH6tWr035eo0aNeOONN+K4444rwWkBAGDvZGVlFdm93nnnnTjppJOK7H4AAJBpojsAAMqbP/7xj3Hdddfttr///vvHgQceGBs2bIiZM2fG1q1b037esGHDeOedd9KelkfFUDnTAwBlS3Z2djz77LNx0UUXxciRI1P7O3bsiFmzZu3xmoYNG8Zzzz0nuAMAAAAAAAAASp1rr702atasGVdffXVs27Yttb948eJYvHjxHq9p165d/OMf/4hDDjmkpMakFMnO9ABA2VO9evUYMWJEPPfcc9GpU6c8z9WqVSsGDRoUU6dO9WQPAAAAAAAAAKDUuvLKK+Pjjz+O8847L6pUqZLnudatW8df//rX+PjjjwV3FZjXywL7bMaMGTFu3LhYuHBhbN26NerXrx8dOnSI4447LqpXr57p8QAAAAAAAAAAElu7dm2MGTMmvvzyy1izZk3Url07mjZtGl26dIl27dplejxKAdEdAAAAAAAAAAAAJOT1sgAAAAAAAAAAAJCQ6A4AAAAAAAAAAAASEt0BAAAAAAAAAABAQqI7AAAAAAAAAAAASEh0BwAAAAAAAAAAAAmJ7gAAAAAAAAAAACAh0R0AAAAAAAAAAAAkJLoDAAAAAAAAAACAhER3AAAAAAAAAAAAkJDoDgAAAAAAAAAAABIS3QEAAAAAAAAAAEBCojsAAAAAAAAAAABISHQHAAAAAAAAAAAACYnuAAAAAAAAAAAAICHRHQAAAAAAAAAAACQkugMAAAAAAAAAAICERHcAAAAAAAAAAACQkOgOAAAAAAAAAAAAEhLdAQAAAAAAAAAAQEKiOwAAAAAAAAAAAEhIdAcAAAAAAAAAAAAJie4AAAAAAAAAAAAgIdEdAAAAAAAAAAAAJCS6AwAAAAAAAAAAgIREdwAAAAAACc2ZMyeysrJSf/Xv3z/TIwEAAABQwkR3AAAAAAAAAAAAkJDoDgAAAAAAAAAAABIS3QEAAAAAAAAAAEBCojsAAAAAAAAAAABIKCs3Nzc300MAAAAAAAAAAABAWeBJdwAAAAAAAAAAAJCQ6A4AAAAAAAAAAAASEt0BAAAAAAAAAABAQpUzPQAAAAAAUPHk5OTEl19+GZ999ll89dVXsXbt2qhWrVrst99+0bZt2+jatWtUq1Yt02MWuS+++CKmTJkSixYtinXr1kXlypWjVq1a0bx58zj44IPjsMMOi8qV/bYtAAAAQGnmd28AAAAAoJw455xzYtSoUan1d7/73fjnP/8ZWVlZBV67Zs2a6Ny5c8yePTu194c//CF+85vfFNl869ati+effz5eeOGFGD16dKxatSrPs9WqVYszzzwzfvOb30SXLl0KvPdLL70UZ511Vmpdu3btmDhxYhx66KGJZvvlL38ZQ4YMSa2POOKIGDduXFSvXj3t3Jw5c6J169apdb9+/eKRRx7J995btmyJv/zlLzFs2LCYOXNmvmdr1KgRxx57bJx77rlx+eWXJ5odAAAAgJKVlZubm5vpIQAAAACAfbdq1aro3LlzzJ07N7V3++23x7XXXlvgteeee24899xzqfUpp5wSr7/+eqJgL6lGjRrFihUrCnVNVlZW3HLLLTF48OACz1511VVx9913p9adOnWKsWPHFvjEvJdffjnOPPPM1LpWrVrx4YcfRvv27Xc7W9jobt68efHd7343Pv/88wLn39W2bds89Q4AAACgFMrO9AAAAAAAQNFo0KBBjBgxIi3Uuv766+ODDz7I97oHHnggLbhr2rRpPPHEE0Ua3EVEbN68OW2dlZUVLVq0iCOOOCK6desWhx9+eNSsWTPtTG5ubvz2t7+N3//+9wXe/84770x7Kt7kyZPj6quvzveahQsXRv/+/dP27r333j0Gd4W1adOmOOWUU3YL7rKzs6NVq1Zx5JFHRteuXaN9+/ZRu3btff48AAAAAEqG6A4AAAAAypFjjz02brnlltR6+/bt0adPn1i9evUez3/yySfxi1/8IrXOysqKxx9/PJo2bVos87Vv3z5+97vfxZgxY2L9+vUxb968mDJlSnzwwQfx6aefxrp16+KDDz6I3r17p133+9//PiZMmJDvvatWrRpPP/101KlTJ7V33333xfPPP7/H8zt27Ijzzz8/7el7ffv23S3C21v33ntvfPnll6l148aNY+jQobF8+fKYM2dOfPjhhzFu3LiYNm1arF27NmbMmBEPPPBAfOc73yny4BEAAACAouP1sgAAAABQzuTm5sapp54ar732Wmrv7LPPjr///e9p5zZu3BhHHXVUTJs2LbV33XXXxW233VYsc40ePTpOOumkxOcfe+yx6NevX2rdq1evePrppwu87qmnnoq+ffum1g0aNIhJkyZFq1at0s7dcMMNaU/QO+SQQ+Kjjz7K96lzhXm9bNeuXVOhYLVq1WLy5MmJn6D3+eefR7t27cR3AAAAAKWQJ90BAAAAQDmTlZUVjz32WOy///6pvVGjRsV9992Xdu7KK69MC+6OPfbYuPnmm4ttrsIEdxERF154YVxwwQWp9ahRo2LNmjUFXnf++efHxRdfnFqvWrUq+vTpE9u3b0/tjR49Ou2JgFWrVo2RI0cW6Wtev/jii9Sve/ToUahX1rZv315wBwAAAFBKie4AAAAAoBxq0qRJPPHEE5Gd/f9/C/Dqq6+OKVOmRMTOp8E99NBDqZ/Vr18/RowYEZUrVy7xWfPz9ehu+/btBb5i9v/cc8890aFDh9T6gw8+iOuvvz4iIpYvXx59+/aNnJyc1M/vuOOO6NKlSxFNvdOmTZtSv65SpUqR3hsAAACAzBHdAQAAAEA5dfLJJ8fgwYNT6y1btkSvXr1i8uTJcfnll6edHT58+G6vXy0Nvv4q14iISZMmJbquZs2a8cwzz0SNGjVSe3fccUf861//in79+sVXX32V2j/zzDPjqquuKpqBv6ZZs2apX7/33nsxb968Iv8MAAAAAEqe6A4AAAAAyrEbb7wxvvWtb6XWX3zxRRxzzDGxbt261N4VV1wRZ599donNlJOTE2+//XZcffXVccopp0SrVq2ifv36UalSpcjKykr7q127dmnXLl++PPHnfOMb34i//OUvqXVubm6cddZZ8eqrr6b2DjzwwHjkkUf29W9pj3r27Jn69Zo1a6JHjx7x7LPPxrZt24rl8wAAAAAoGaI7AAAAACjHKlWqFCNGjIiGDRum9rZu3Zr69RFHHBF33XVXic3z4osvRtu2bePkk0+Ou+66K956662YN29erFmzJu11r3lZvXp1oT7v0ksvjV69eqXWX/97r1SpUjz11FOx3377FeqeSV1zzTVRs2bN1HrWrFnRq1evaNKkSfTu3TseeOCB+PjjjxP9fQMAAABQeojuAAAAAKCcO/DAA+Phhx/ebb9WrVrx9NNPR/Xq1UtkjsGDB8cPfvCDmD179l7fY8uWLYW+ZtiwYdGmTZvd9m+44YY4/vjj93qWghxyyCHx3HPPRd26ddP2V69eHU8//XRcccUV0bFjx2jUqFGcc845MWLEiNi0aVOxzQMAAABA0aic6QEAAAAAgOK3YcOG3fZatWoVrVu3LpHPf/TRR+O2225L26tRo0Ycf/zx0bVr12jZsmU0atQoqlWrFlWrVk2dWbJkSVxwwQX79Nnbtm3bY6zXo0ePfbpvEqeeemp89tlncfPNN8dTTz0V69ev3+3MqlWrYtSoUTFq1Kho3Lhx/O53v4uf/vSnkZWVVezzAQAAAFB4Wbm5ubmZHgIAAAAAKD4zZ86MLl26xNq1a3f72ZVXXhl33313sX7+1q1bo2XLlrFkyZLU3sUXXxx33HFH2mtv92T69OnRvn371Lpfv37xyCOPFOrzzzzzzHj55Zd322/VqlVMnjw56tevn/hec+bMSQsVCzPPhg0b4s0334zRo0fHe++9F1OmTIkdO3bs8ew555wTTz/9dFSqVCnxbAAAAACUDK+XBQAAAIBybNu2bdG7d+89BncREffcc0+89NJLxTrD6NGj04K773znOzF8+PACg7uIiJUrV+7TZw8ZMmSPwV1ExNy5c2PAgAH7dP/CqFWrVpx11lkxZMiQmDhxYqxcuTJeeeWVGDRoUDRo0CDt7N///vf485//XGKzAQAAAJCc6A4AAAAAyrHrrrsuPvzww9S6Y8eOcf/996edufjii2PBggXFNsPYsWPT1oMGDUp87WeffbbXnztx4sS47rrrUutKlSrFs88+G02aNEntjRo1arf/e5SUunXrxmmnnRb33XdfzJ8/Py666KK0nw8ZMiS8qAQAAACg9BHdAQAAAEA59eqrr8aQIUNS61q1asXTTz8dl19+eZx//vmp/RUrVkTfvn3zfNXpvvr6U+4iItq1a5f42rfffnuvPnPdunXRu3fv2Lp1a2rvxhtvjB/96Efx+OOPR1ZWVmr/l7/8ZXz66ad79TlFpVatWjF06NA46KCDUnuLFy+OGTNmZG4oAAAAAPZIdAcAAAAA5dCiRYuif//+aU9Ku/fee1PB2wMPPBBt27ZN/ey9996Lm2++uVhm2fVpbV8P4fKzZMmSGDVq1F595hVXXJEWrH3729+OwYMHR8TO19tec801qZ9t3rw5zjvvvNi4ceNefVZRqVy5chxzzDFpe8uXL8/QNAAAAADkRXQHAAAAAOVMTk5O9O3bN5YtW5ba69u3b/Tv3z+1rlOnTowcOTKqVq2a2rvlllvivffeK/J59t9//7T1v//970TXXXnllbFly5ZCf97DDz8cTz75ZGrduHHjeOKJJyI7+///duitt96aFrhNnTo1fvaznxX6s4rarpFdgwYNMjQJAAAAAHkR3QEAAABAOXPLLbfEO++8k1q3bds27r///t3OHXnkkXH77ben1jt27Ijzzz8/VqxYUaTzdO/ePW19++23F/gEt+uvvz6effbZQn/W559/Hj/96U9T66ysrHj00UfjgAMOSDtXuXLlGDlyZNSrVy+1N3z48Hj66acL/Zl7Mm3atN2etleQCRMmxOjRo1Pr+vXrR5s2bYpkHgAAAACKjugOAAAAAMqR999/P37/+9+n1lWrVo2RI0dGnTp19nj+5z//eZx22mmp9cKFC+Oiiy4q0plOPPHEaNWqVWo9f/78OO644+KNN95Ie/Vsbm5ujBkzJnr27Bm33nprRER06NAh8efs6TWxv/jFL+LUU0/d4/mDDjoohg4dmrZ32WWXxezZsxN/Zl62bNkSDzzwQLRr1y5OPPHEuOeee+LTTz+NHTt27HZ22bJlcdddd8XJJ5+c9vN+/fqlPYkQAAAAgNIhK/frv6sFAAAAAJRZK1eujI4dO8aCBQtSe3fddVf84he/yPe65cuXR8eOHeOrr75K7f31r38t0tetPvvss9GrV6/d9hs0aBBt2rSJHTt2xLx582LlypWpnzVt2jSeffbZOOGEE1J7/fr1i0ceeWSPnzFo0KC0J/odddRRMWbMmKhSpUq+s1166aUxbNiw1Lpr167x73//e4/XzZkzJ1q3bl3gPJMnT47OnTvvtl+jRo1o3rx56rWxS5cujXnz5sWuv017yCGHxMSJE/OMJQEAAADIHE+6AwAAAIBy4qKLLkoL7k4//fQCg7uIiEaNGsWTTz4Z2dn//7cLf/3rX8ekSZOKbLZzzz03br311sjKykrbX7VqVUycODEmT56cFty1aNEi3nzzzWjRokWi+48aNSotuKtbt26MHDmywOAuYmdgePjhh6fW48ePj9/+9reJPrewNm3aFDNmzIgJEybEhAkTYu7cubsFd8cee2y8//77gjsAAACAUkp0BwAAAADlwN133x0vvfRSat2sWbM8nwi3JyeddFJaaLZly5bo3bt3rF+/vshmHDx4cLzyyivRsWPHPM/UrVs3rr766vjkk0/iG9/4RqL7zp07NwYOHJi298ADD8TBBx+c6PoaNWrE008/HTVq1Ejt/elPf4rXXnst0fV7csQRR8R//vOfuPbaa+PII4+MypUrF3hN9+7d47HHHov//Oc/0bRp073+bAAAAACKl9fLAgAAAAAlbtq0aTFu3LhYunRpbN++PRo2bBgdOnSIbt26RdWqVTM9XpHbsGFDfPbZZzFz5sxYsmRJbNiwISpXrhz16tWLNm3aROfOnaNx48aZHhMAAACABER3AAAAAAAAAAAAkJDXywIAAAAAAAAAAEBCojsAAAAAAAAAAABISHQHAAAAAAAAAAAACYnuAAAAAAAAAAAAICHRHQAAAAAAAAAAACQkugMAAAAAAAAAAICERHcAAAAAAAAAAACQkOgOAAAAAAAAAAAAEhLdAQAAAAAAAAAAQEKiOwAAAAAAAAAAAEhIdAcAAAAAAAAAAAAJie4AAAAAAAAAAAAgIdEdAAAAAAAAAAAAJCS6AwAAAAAAAAAAgIREdwAAAAAAAAAAAJCQ6A4AAAAAAAAAAAASEt0BAAAAAAAAAABAQqI7AAAAAAAAAAAASEh0BwAAAAAAAAAAAAmJ7gAAAAAAAAAAACAh0R0AAAAAAAAAAAAkJLoDAAAAAAAAAACAhER3AAAAAAAAAAAAkJDoDgAAAAAAAAAAABIS3QEAAAAAAAAAAEBCojsAAAAAAAAAAABISHQHAAAAAAAAAAAACYnuAAAAAAAAAAAAICHRHQAAAAAAAAAAACQkugMAAAAAAAAAAICERHcAAAAAAAAAAACQkOgOAAAAAAAAAAAAEhLdAQAAAAAAAAAAQEKiOwAAAAAAAAAAAEhIdAcAAAAAAAAAAAAJie4AAAAAAAAAAAAgof8H4AOlvgP1vcIAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"cell_type":"markdown","source":["* You don't need to memorize anything. You just need to know how the syntax is"],"metadata":{"id":"xnAOMVyLKyyh"}}]}