animation of the constant schedule in optax

constant_schedule.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import optax\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# use bigger plots by default\n",
    "plt.rcParams.update({\"font.size\": 22})\n",
    "plt.rcParams.update({\"figure.figsize\": (8, 6)})\n",
    "plt.style.use('dark_background')\n",
    "\n",
    "# constants\n",
    "ALPHA = 0.2  # opacity for plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mIiJChw8fth7ndOyKg6xTxyIjIx2aFpGXf/7zn9Z2SkqKhg4dqosXLzpVZ1auPPbt2rWzm1L0+OOP5zo1LNPevXs1a9Ys6/Gjjz6aY7mHHnrI2t6yZYvmzJmTZ72vvvqq/v777zzLFCfVq1fXwIEDrccvvfRSvlMFY2Ji9Oabb1qPczt2tWrVsvs/5dixYw71KXOaliSdOXPGoX1yKuvKZTQ9QdbjX7t2bdlsNjf2Bu5Ckg+vc+edd8rH5/KPfkZGht59912n6rv11lvtfrl9/PHH+e5z7tw5ffnll9bjbt26WXPp8/LFF1/kW+bChQt2c1MzrwHI6vz583aPsyZNxd2qVaus7fr16zv8y33hwoXW+tF5yTonOKdjVxxkHb/GjRvbJUoF5ePjozvuuMN6vGjRIh09etSZ7mXjymN/7733Wtt//vmnw1/Q//Of/1jbN910U7akp0GDBnZtZr2pUG6SkpL0v//9z6H2i4N//OMf1jz8xMTEfL/EZMp67Fq2bKlKlSplK5P1TrWSdPLkSYfqLlu2rLXtyM9Ipiuv7claD6QTJ05Y2/7+/tb8fHgXknx4nU6dOlnbe/bscXrt9axnHE+ePKldu3Y5tN/y5cutbX9/f7Vu3TrffTZt2uRQ3Vn/g69QoUK218+dO6cjR45Yjz///HN17drVobrdLSYmxtr28fGxbryTH1cdu+Jgx44d1na5cuW0ZMkS1atXr1B1tWrVyu6L0pIlS5zsXXauPPYdO3a0tleuXOlwH3bs2GHdP6J8+fLZvkS0bdvW7vFPP/3kUL0//vijw31wt6zHbs2aNQ7/tSY2NlaRkZHW4yuPlZR9vBy9N0FAQIC1XZD7e1zZ98yL8nHZlcc/vwvv4ZlI8uF1GjdubG3nN63GEQ0aNLC2d+/e7fB+V34ZyFpPbhy9IVXWmwoFBQXlWCbr9IWaNWtqzZo12rdvn9555x317t3bqbPDhdW2bVtNnjxZq1at0rFjx5SQkKD09HQZY6y48iZEjv7ycuWxc7ejR4/qhx9+sB5369ZNBw8e1Nq1azVu3DjdeOONdiun5CXr50FyzWfiSq489llXY9m/f7/DfUhLS7Ob1nPNNdfYvd6wYUNrOyUlxeEv/3v27HG4D+7WokULa7sgx06y/3J95bGTsifZjp6Vz1rO39/f4f5c+ZfPvFbt8kZXHo8yZcq4qSdwJ5J8eJ2sf2p2xV1cK1asaG0XZH7ulWWz1pObgvw5O1NuczGnTJmi77//3u65xo0ba+zYsVq+fLni4+O1ceNGvfjiizn+UnelBg0aKCIiQr///ruee+45de/eXddcc42Cg4OtqVW5yXomMC+uPHbFwfDhw+3msPv6+qpLly566623tGHDBp05c0YrVqzQsGHD8pzKcOXUi6K4s7Grjn1QUJDdeM+cOdPuC2B+kfVahivPPGd9HBcX5/B1IiVpTn7WsR47dmyBjl3WKX05/ZXl0qVLdo+zTmHMS9Yzzo5+lqXsXyqcuauxJ7ryS/6V4wPvQJIPr5N1aoIrfjFkPeN45Vz3vKSmptqdlb7ac0rT09PVr18/PfXUU4qOjs72uq+vr9q1a6c333xThw8f1r///W+HrhsoqMaNG2vDhg266aabsr2WnJysEydO6K+//tKhQ4esyKo4J+JF6fjx42rTpo2mTZuW489xUFCQbr31Vn3yySeKjIzM9YLJrJ+HS5cuFWjKxNXmyikHV57ZzPo5LshZ4YJ85t3NVccvp7PCWf8KIzmesGe9j4QjJzoyXflFIzEx0eF9vcGVX4KuHB94B26GBa+TmJho/TJxRWKdNcEqyJ9E/f397c52ueNMVEZGht5//3198MEH6tatm3r16qUuXbqoTZs2dmeC/P399fTTT6tVq1bq1auXS88KzZ07V5UrV7b685///Efz58/Xli1bcl01xdGzrJ7u7NmzeuaZZ/Tyyy+rd+/e6tmzpzp37pxtCk5oaKhmzZql2rVr68UXX7R7LWty5OfnJ39//2Kb6F+ZUJ86darQn5srk8KsSVBB5neXpGkQ58+ftxL9uLi4Aq1mk1VO+135F6DKlSs7tGpX1rn+4eHh8vHxUUZGRr77XXlzPmevrfI0mf+nZiqKv9Ch+CPJh9eJi4uzkvz87mLriKy/8K78jzUvV5Yt7C9cV8jIyNCqVauslWuCgoLUvXt3DRo0yG5Fjq5du2rkyJH53o3UUe3bt1e7du2sx8OGDdNnn32W5z7F9WJYd0pKStKiRYu0aNEiSVKVKlXUp08fDRkyRF26dLHKPf/88/rf//5nt/pS1qVcpcufiaioqKvT8QI6e/as0tLSrC/HL730ksMrxDhSd6aQkBDZbDaHvkw6+pkv7BdTV15QGhcXZyX5M2fO1Kuvvuqyuq9ckal69eoO7XfgwAFr28/PT7Vq1bJL/HNz5YXmWeuB7BYkiIuL40y+l2K6DrzOvn37rO3rr7/e6fqyTh+58hbtecl6EZzk3rXqr5ScnKxvv/1W9913nzp06GD3C+K+++5zWTvdu3e3tvfv359vgi9JderUcVn7niomJkZz5sxR165dNWrUKOt5Hx8fDRo0yK5s1s+D5JrPRFHK+jlxNJF0xB9//GFtlylTRnXr1nVov2bNmjlU7sq/QjiavFepUsWhco44ePCgte3KYyddvjbh9OnT1mNHFhKQsi9A0KFDB4f2y1ouNTXV7r3B/viXpIvD4Vok+fA669ats7abNWvm8C/z3GRdHrBatWrZkvfc9O7d29pOTU3V9u3bnepHUdm6davd2v9XTgXJlHUKT34Xy2bKerYp69nlvHTr1s2hckWtMO/XHT788EO7n60rx2/nzp1286KzrplfHK1du9baduWyr5s3b7Z73KtXL4f2u/nmmx0ql/UvBZIcWvq1SpUqql27tkP1OyLrscv6Fx5Xyboyk6NfftatW2c3dcrR496jRw9re82aNayuc4Wsx78oVsxCyVB8fzMBReTrr7+27hDq4+OjZ5991qn6Vq5caXcB7WOPPZbvPuXKlbM7o7pq1SqX3mHU1bKe5cxt1Yysc6MdXX4z60Wzjlyo5+vr69DxvRoK837dJa/xy8jI0OLFi63Hd911V7b5zsVJ5pQk6fIXviZNmrik3j///NPuOGW9+21ugoKCdPfddztU/5EjR+w+41mnqeVmyJAhDtXtqKz/99WvX1+33nqrS+v/5ZdfrO02bdo4tE9qaqrd/Q7uuuuufD9PPXr0sPuL3tKlSwvYU88WGBho97nI+uUO3oUkH14nMjLS7pfCiBEjnPplFx0dbXdjq0ceeSTfKQ+TJk1SaGio9fijjz4qdPuFUbFixQJddJx1GlJud0PN+ryjZ/Gy3nq9S5cu+a5L/9prr9mtZ+5OhXm/rlK9evUCrSqUtX85jd+//vUvazswMFCfffZZgdYsv5pWr15tnXX38fHRF198UeCLX3NbJSrr/P4bbrgh3yR7woQJCgsLc6jNtLQ0u7+oPPzww3mWr1mzpsaNG+dQ3Y46dOiQ3Re6jz76yOH+Z8prha2syXqDBg0cvlHd+++/b20HBQXp9ddfz7Wsr6+vJk+ebD2Oi4vTf//731zL16pVy24p0Llz5zrUp5LsxhtvtD6/qampWr16tZt7BHchyYdXevbZZ3Xu3DlJlxOFb775Ro899liuiZPNZlPv3r21YMGCHF9/+eWXrRVJ/Pz89O233+Z4ps7Hx0evvfaa3TzptWvXatmyZc6+pQJp0aKFjh49qtdff13169fPs+wdd9yh4cOHW49z62vWaUs33XST7rzzznz7kfWuoiEhIZo7d26OSYS/v7/efPNNvfTSS9aZSHfL+n7r16+vJ598Ur6+vlel7eHDh2v//v0aOXJktnXus/Lx8dGkSZPUtGlT67mcxm/Xrl12iVa3bt30ww8/5Hn9Q9WqVTVp0iT94x//KOS7KLwRI0ZYa+9ff/31+u233/I9c+zr66sePXpo4cKFmjFjRo5lZsyYYffF86OPPtKAAQNyLDtmzBiNGTOmQD+PWf//6NGjR65/RWzevLkiIiJUoUIFh1aaKYgxY8ZYF1vXqlVLv//+u3r27JnnPjabTR06dNDs2bPzvCPyjh077C6adXQq07p16+y+IDzxxBN6/PHHs5Xz8/PT559/ruuuu856bvLkyXbTzWA/5WnVqlXcQ8CLsboOvNKRI0f08MMPa8GCBfLz81NAQIA++ugjPffcc/r222916NAhJScnq1KlSmrevLl69uyp6tWr68iRIznWt3v3br344ot69913JV2em79+/XotX75cERERSkhIUK1atXT33Xfr2muvtfaLi4vL94xeUQkJCdHLL7+sl19+WXv27NFvv/2mgwcPKj4+Xj4+PqpRo4Z69eqlG2+80drn9OnTdmfRslq2bJni4uJUqVIllSpVSl9//bXOnDmj6Ohou+lMw4cPt+aIbt26VatWrbLm195111264YYbtGDBAv3xxx/y8/PTtddeqzvvvNOaQjJhwoQ8z/RdLRs3btSBAwes8Zw+fbrefPNNRUVF2c3Xf/XVV/Xtt9+6vP1GjRpp5syZmjZtmjZt2qTff/9dR48e1dmzZxUYGKiGDRuqX79+dl/iVq1aZZdMZfXcc8+pTZs21gWNN910k/bv36+ffvpJ69ev1+nTp1W6dGnVrFlTHTp0UOfOneXr66uhQ4e6/L3lZ9u2bRoxYoQ+/fRT+fr6qkWLFtq8ebM2bdqkNWvW6OjRozp//ryCg4NVrVo1tWzZUh06dFBISIgk5XqBd3JyskaMGKFly5bJ19dXAQEBWrx4sSIiIrRixQrFxsaqevXqGjhwoFq1aiVJeuutt/TKK6841O9PP/1UY8aMsW4u9+6772rAgAFaunSp/v77b1WqVEldu3ZV7969VapUKf34448KDAxU586dnT5mmaKiojRo0CAtXbpUgYGBqlWrln766Sft2bNHP/30kw4fPqykpCQFBQUpLCxMLVq0UIcOHayVyNasWZNn/fPnz9dLL70k6fIJAkcuppcu/wX0999/V7Vq1eTj46MZM2bogQce0JIlSxQbG6s6derowQcftJtKtmrVKk2dOrVQxyEvERER+d4A8M4771SnTp2yPT99+nS7L8xXevvttzVw4MBsz2e9ELp69eo5LsSwadMmPfDAA3n2K7NvmfL6Kwe8gynJ4ePjY5o2bWqGDBlipk+fbn799VeTnJxsMs2dO7fI2u7bt69ZuHChiYyMNCkpKSYmJsZs2LDBjBkzxgQHB7v92BD5x2233WbOnTtnHBUZGZlnfS+88IJJT093qK7o6GjTrFmzPOurVauW3T61atVy6H3NnTs3z89A165dHX7PmU6cOGFatGiRZ7u333673ecvJ127drXbJzw83Bw9etShPmS+l7zqyxqOlssa48ePt/aJiIjIs2zbtm1NbGxsnn0eMmSIy39us/bRURs2bDAVKlTIs97AwECzdOnSAtWb2/vLqiiOfebP29mzZwt8LD755JM86x02bJhJS0vLt54lS5YYX1/fAr3Xm266Kd/PiDHGbNq0yVSoUMFERERYz40fP77Qn/kro127diY6OtrhY5bp559/zrPeevXqWf8Hnj9/3pQvX97hn+vrrrvOHD9+3KF+OPLzLGX/P9SRYxMZGVng45IprzG6cpwKypHPROvWra3ycXFxJjAw0OX//xAlKtzeAafiq6++yvNDURRJflBQkFmyZEme7R49etS0a9fO7ceHyD/CwsLMjBkz8kwWUlNTzU8//WQGDBiQb3033HCDWb16da7J/tmzZ83UqVMd+uVXVEl+uXLlzFNPPWV++uknk5SUlOfPcmxsrJk6dapDv1Almbp165p33nnHbNy40cTGxprU1FS7+nJKgipXrmwWLFiQa2L1xx9/mMGDB1vl86uvoOWyRkETzapVq5pXX33V/PLLLyYmJsZcuHDBrt2iSPLr1atnJk6caLZs2WIuXbqU5/j9+eef5sknnzQ+Pj4O13/HHXeYLVu25FnvsWPHzJQpU0zVqlXdduwlmUqVKpl33nnHxMTE5Nnfs2fPmm+++cbce++9pnTp0vnW26FDB7Nt27Yc64qJiTFjx44t9Htt06aN2bRpU679fPvtt42fn5+RVGRJviRTpkwZM27cuHy/ZCcnJ5uVK1ea4cOHO3QCa9myZda+jz/+eIF+titWrGg++eQTk5iYmGNfoqOjzQsvvODwz7O3JfkzZsywyr/99tsFOvaE54Xt/zZKrG+++cZuybe4uDjFxcVZF+d99tlnDq2S4CgfHx9999131vKHp06d0uzZs7Vv3z6FhIRo0KBB1p/w4uPj1bFjR27SUUKUKlVKHTp0UP369VW5cmXZbDadOXNGf/75p7Zs2VLg26aHhYWpS5cuqlatmoKCghQbG6vDhw9r/fr1Lr1jrLNKlSqlZs2aWRfKlS1bVhcvXlR8fLx2796tHTt2XLX+VqtWTV27drX+VH7y5Ent379f27Ztuyrtl0RBQUFq2bKl9XMbEBCg5ORkxcTEaPv27U79/1O9enVrqkb58uWVnJys6Oho7d69u1j+v9aqVSs1a9ZMoaGhKlOmjJKSkqyfof379xfqeo4WLVqoTZs2CgsLU1xcnCIjI7VmzRq7KWiF1aRJE3Xo0EGVK1dWQkKCjh49qtWrV7tlOchrr71WrVu3VuXKlRUcHGz9DB04cEB79+4t0F2QO3fubK20s3v3boeXFc4qKChIXbt2VY0aNVSxYkXFxMTo0KFD2rBhg8uvU/AUQUFBOnbsmCpWrKgLFy6ofv36io6Odne34GZu/6bhTIwbN8689dZbZuDAgaZ27dpGkhkyZEiBvrUXJB599FGr7j179piwsLBsZaZMmWKVWbt2rduPEUEQBEFczfj555+t34O33HKL2/vjDTF69GjrmE+fPt3t/SGKRbi9Ay6PokryfXx87OYwtm7dOtdyWf/M26tXL7cfE4IgCIK4WnHDDTdYUxbXrFnj9v54evj7+5uoqChjjDEJCQm5TqMjvCtYQrMAunTpYq37u2bNmlzvUJqRkaHp06dbj6+8jTwAAJ7s999/t1Z26dq1q2655RY398izjRo1SjVq1JAkvfnmmzp16pSbe4TigCU0CyBzHr4ku5sf5WTFihU57gcAgDcYO3as/vrrL0lS+fLl3dwbz5aamqoJEyYoPT3d7uZ28G4k+QWQ9a6fmXdczE1MTIyioqJUs2ZNVa1aVaGhoYqNjS3qLgIAUCzExMTotddec3c3vMLMmTPd3QUUQyT5BdCoUSNrO+td/XITGRlp3bijUaNGJPmAFwoPD9fatWtdUtfx48fVrVs3l9QFAPBsJPkFUKFCBWvbkYQ989bhV+4LwHv4+fnZ3XXWGaVK8V82AMAx/MYogLJly1rbFy5cyLd81rWOg4OD8yzr7++v0qVL2z0XEhKi+Pj4AvYSQHGS9f8NZ9lstnz/LwEAXF3BwcE6ceKEu7uRDUl+MTFu3DhNmDDB3d0AUIzVqlVLCQkJ7u4GAOAK1atXL3aJPkl+ASQlJSkkJESSrLtK5iUwMNDazu9uqZMmTdLUqVOtx8HBwYqOjtZ1112nmJgYJ3qNkqBs2bI6ePCgGjVqpKSkJHd3B0WM8fYujLd3Yby9S5UqVbRt27Z88zx3IMkvgLNnz1pJfmhoaL5JfqVKlez2zUtqamqOtw2PiYkpdt8M4XqZUzBOnjxZLP+jgGsx3t6F8fYujDeKC26GVQAHDx60tuvUqZNv+axlsu4LAAAAFCWS/ALYvXu3td22bds8y4aFhVnLZ8bExLB8JgAAAK4akvwCWLlypbWd311sb7vtNms7v7vjAgAAAK5Ekl8Aa9eu1cmTJyVJ3bp1U+vWrXMs5+Pjo6eeesp6vGDBgqvSPwAAAEAiybcMGTJExhgZYxQREZFjmYyMDE2cONF6/MUXX6hy5crZyr399tvWF4D169frxx9/LJpOAwAAADko8avr1K5dW8OGDbN7rkWLFtZ269at9frrr9u9vnr16lwT+fzMnj1bAwYM0M0336xmzZpp586dmj17tvbt26eQkBANGjRInTt3liSdOXNGjz32WKHaAQAAAAqrxCf5tWrV0ssvv5zr6y1btlTLli3tnktLSyt0kp+enq6BAwdq/vz56tu3r6pVq6ZXX301W7ljx47pnnvu0b59+wrVDgAAAFBYJT7Jd4ekpCT169dP/fr10+DBg9W2bVuFhYUpMTFRhw8f1uLFizVr1izuTAkAAAC3sEky7u4EsgsODlZCQkKxvE0yXC9zvMuVK8fNU7wA4+1dGG/vwnh7l/DwcEVHRxfL8ebCWwAAAMDDkOQDAAAAHoYkHwAAAPAwJPkAAACAhyHJBwAAADwMST4AAADgYUjyAQAAAA9Dkg8AAAB4GJJ8AAAAwMOQ5AMAAAAehiQfAAAA8DAk+QAAAICHIckHAAAAPAxJPgAAAOBhSPIBAAAAD0OSDwAAAHgYknwAAADAw5DkAwAAAB6GJB8AAADwMCT5AAAAgIchyQcAAAA8DEk+AAAA4GFI8gEAAAAPQ5IPAAAAeBiSfAAAAMDDkOQDAAAAHoYkHwAAAPAwJPkAAACAhyHJBwAAADwMST4AAADgYUjyAQAAAA9Dkg8AAAB4GJJ8AAAAwMOQ5AMAAAAehiQfAAAA8DAk+QAAAICHIckHAAAAPAxJPgAAAOBhSPIBAAAAD0OSDwAAAHgYknwAAADAw5DkAwAAAB6GJB8AAADwMCT5AAAAgIchyQcAAAA8DEk+AAAA4GFI8gEAAAAPQ5IPAAAAeBiSfAAAAMDDkOQDAAAAHoYkHwAAAPAwJPkAAACAhyHJBwAAADwMST4AAADgYUjyAQAAAA9Dkg8AAAB4GJJ8AAAAwMOQ5AMAAAAehiQfAAAA8DAk+QAAAICHIckHAAAAPAxJPgAAAOBhSPIBAAAAD0OSDwAAAHgYknwAAADAw5DkAwAAAB6GJB8AAADwMCT5AAAAgIchyQcAAAA8DEk+AAAA4GE8Ksnv27evFi5cqMjISKWkpCgmJkYbNmzQmDFjFBwc7PL2atWqpYkTJ2rdunX6+++/lZqaqsTERB0+fFhff/217r//fpUqVcrl7QIAAAD5MSU9goKCzJIlS0xejh49atq1a+eyNkePHm1SUlLybNMYY/bv32+aNm1a4PqDg4ONMcaEh4e7/fgSRR+Z4x0cHOz2vhCMN8F4E4w34ViEh4cX2/Eu8aeZfXx8tGjRIvXu3VuSdOrUKc2ePVv79u1TSEiIBg0apE6dOqlmzZpavny5OnbsqAMHDjjV5uOPP66pU6dajzds2KBly5bp2LFjKleunJo2baqhQ4cqODhY1157rSIiItS8eXPFxMQ41S4AAADgKLd/03AmHn30Ueus+Z49e0xYWFi2MlOmTLHKrF271qn2AgICzLlz56z6hg0blmO50NBQs3PnTqvce++9V6B2OJPvXcGZH+8Kxtu7gvH2rmC8vSuK85l8FYMOFDp8fHxMdHS0lUi3bt0613Lbtm2zyvXq1avQbfbo0cOqZ9OmTXmWve2226yymzdvLlA7JPneFfxS8K5gvL0rGG/vCsbbu6I4J/kl+sLbLl26KDw8XJK0Zs0abd++PcdyGRkZmj59uvV40KBBhW4zLCzM2v7zzz/zLJv19bJlyxa6TQAAAKAgSnSSnzkPX5KWL1+eZ9kVK1bkuF9BnT592tpu2LBhnmWzvr53795CtwkAAAAURIlO8ps3b25tb968Oc+yMTExioqKkiRVrVpVoaGhhWpz/fr1+vvvvyVJbdu21bBhw3IsFxoaqrfeekuSlJ6ebnehLgAAAFCUSvTqOo0aNbK2IyMj8y0fGRmpmjVrWvvGxsYWuM2LFy9qxIgRWrBggfz8/PTJJ59o6NChdqvrNGvWTEOGDFG5cuWUmJio4cOH69dffy1wWwAAAEBhlOgkv0KFCta2Iwl7XFxcjvsW1OLFi9WzZ0998MEHatasmTp16qROnTrZlUlNTdUbb7yhWbNm6fjx4/nW6e/vr9KlS1uPM2/eVbZs2SK5kReKl8wxZqy9A+PtXRhv78J4e5fifM1liU7ysx7YCxcu5Fs+JSXF2nb2w/fLL7/oiSee0NSpU3Xddddle93f31+PP/64goKC9OKLL+bbv3HjxmnChAnZnj948KBT/UTJEh0d7e4u4CpivL0L4+1dGG+4W4lO8t2lUqVKWrhwobp37674+Hg988wz1nSdMmXK6Prrr9ezzz6rPn36aPTo0brxxht12223KT4+Ptc6J02aZDdvPzg4WNHR0WrUqJFOnjx5Nd4W3ChzvKtXr67ExER3dwdFjPH2Loy3d2G8vUu1atWK9QlZt6/jWdiIi4uz1qEPCgrKt/zXX39tle/Tp0+h2gwMDDT79u0zxhgTFxdn6tevn2vZ999/32pv3rx5BWqHdfK9K1hX2buC8fauYLy9Kxhv7wrWyS8iZ8+etbYdWS2nUqVKOe5bEKNGjVLjxo0lSe+++64OHTqUa9nnn39eZ86ckSTdc889qlKlSqHaBAAAAArCJdN1/Pz81KpVK7Vo0UK1a9dWSEiIAgMDlZKSovj4eB05ckQ7d+7Uzp07denSJVc0KenyfPW6detKkurUqaOjR4/mWb5OnTp2+xbG7bffbm3/+OOPeZY9f/68fv31V/Xp00e+vr5q27atvvvuu0K1CwAAADiq0El+2bJldc899+jOO+/UTTfdZLcyTG4uXLigtWvX6ptvvtH//vc/p+eq7d6927qxVdu2bbVmzZpcy4aFhVnLZ8bExBRq+UxJ1h12JencuXP5ls/6F4PifAU2AAAAPEeBp+s0bNhQH330kU6dOqVZs2bplltuUUBAgGw2W74RGBioW265RR999JFOnjypjz76yG6t+4JauXKltZ3fXWxvu+02azu/u+PmJesXkxo1auRbvlatWtZ21iU8AQAAgKLi8Jn8GjVq6PXXX9d9990nHx8f2Ww2SZIxRn/88Yd+++037d+/X/Hx8YqLi1NCQoLKly+vSpUqKSQkRE2aNFH79u3VoEEDSVJgYKCGDx+uhx9+WPPnz9err75q3ZHWUWvXrtXJkydVrVo1devWTa1bt9b27duzlfPx8dFTTz1lPV6wYEGB2slq9+7duv766yVJ999/vyIiInItW69ePbVr107S5bvebtmypdDtAgAAAAWR79W5r7zyiklKSjJpaWkmPT3dJCQkmC+++ML079/fVKhQoUBX+laoUMH069fPfP755yYhIcGkp6ebtLQ0k5SUZF5++eUCXzk8YsQIawWb3bt3m8qVK2crM3nyZKvMunXrcq1ryJAhVrmIiIgcy/Tq1csqk56ebh5++OEcy1WpUsVs3brVKrtkyZICvS9W1/GuYDUG7wrG27uC8fauYLy9K4rz6jpypFB6erpJT083hw4dMiNHjjRly5Z1SeNly5Y1I0eONH/++aeV7Be0Dl9fX/PDDz9YyfSJEyfMa6+9Zu655x4zcuRI88svv1ivxcfHmyZNmuRalyNJviSzcOFCk1VERIR55plnzD/+8Q/z4IMPmmnTppn4+Hjr9b///tvUq1evQO+LJN+7gl8K3hWMt3cF4+1dwXh7V5T4JP/IkSPmgQceMDabrUg6YbPZzIMPPmgiIyMLtX/ZsmXNsmXLTF6ioqJMhw4d8qzH0STf39/ffPLJJ3m2l2n//v2mZcuWBX5PJPneFfxS8K5gvL0rGG/vCsbbu6I4J/kOzclv2LChUlNTHSlaKMYY/ec//9H//ve/Qu2flJSkfv36qV+/fho8eLDatm2rsLAwJSYm6vDhw1q8eLFmzZqlhIQEl/Q3NTVVw4cP1/vvv6+hQ4eqY8eOqlu3rsqVK6fU1FSdPn1aW7du1ZIlS7Rw4UKXLhsKAAAA5Memy9k+ipng4GAlJCSoevXqOnHihLu7gyKWOd7lypXjNuhegPH2Loy3d2G8vUt4eLiio6OL5XiX6DveAgAAAMjOrUl+5lKUAAAAAFzHLUl+y5YttWzZMm3atMkdzQMAAAAezeGbYblC06ZN9dprr+mOO+6QzWaTMVwOAAAAALhaoZL80qVLq0uXLmrYsKECAwMVFRWljRs35nrH2vr16+uNN97QwIEDZbPZrLvlumq1GwAAAAD/X4GT/BEjRuj1119XxYoV7Z5PT0/XvHnzNHLkSF28eFHS5S8DkyZN0qhRo1SqVCkruY+Pj9e0adM0ffp0F7wFAAAAAFkVKMkfO3as3nrrLUmyEnarolKlNHjwYIWHh+vWW29VeHi4Vq5cqSZNmlhlY2JiNHXqVM2cOVPnz5930VsAAAAAkJXDSX6tWrX02muvSbqc4J86dUobN27UhQsX1LRpUzVv3lw2m009e/bUwIED9eqrr1oJ/smTJzVp0iR98skn1ll+AAAAAEXD4SR/6NCh8vf3lzFG06dP13PPPae0tDTr9f79++vLL7+Uv7+/Pv30UwUHBysjI0OTJk3SG2+8QXIPAAAAXCUOL6HZpUsXSdKuXbs0evRouwRfkpYuXap3331XNptNwcHBMsborrvu0iuvvEKCDwAAAFxFDif51157rYwxWrhwYa5l5s+fL0kyxujHH3/UkiVLnO4gAAAAgIJxOMmvUKGCJOnw4cO5lsn62sqVKwvfKwAAAACF5nCSHxAQIEm6cOFCrmUuXbpkbR8/ftyJbgEAAAAoLIeT/ILKmvADAAAAuHqKLMkHAAAA4B4FvuNtWFiYatSo4bJyx44dK2gXAAAAAOShwEn+rFmz8nzdGONQucyyfn5+Be0CAAAAgDwUOMm32Wx5vp6Z5OdXDgAAAEDRcDjJj4qKshJ4AAAAAMWXw0l+nTp1irIfAAAAAFyE1XUAAAAAD0OSDwAAAHgYtyT548aNU1xcnGJjY93RPAAAAODRCry6jisEBgaqQoUKXMgLAAAAFAGm6wAAAAAehiQfAAAA8DAk+QAAAICHIckHAAAAPAxJPgAAAOBhSPIBAAAAD0OSDwAAAHgYknwAAADAwzh8M6waNWq4rNHy5cu7rC4AAAAA9hxO8o8cOcIdagEAAIASwOEkP5PNZiuKfgAAAABwEYeT/KioKM7kAwAAACWAw0l+nTp1irIfAAAAAFyE1XUAAAAAD0OSDwAAAHgYknwAAADAw5DkAwAAAB7GoSR/1KhR8vEp2u8Dfn5+evrpp4u0DQAAAMAbOJS5v//++9q7d68GDx7s8mTf19dXI0aM0OHDh/Xee++5tG4AAADAGzmUscfFxalhw4aaM2eOjhw5oldffVW1a9d2quHmzZtrypQpioqK0owZM1S9enXFxcU5VScAAAAAB5P8Bg0a6KOPPlJ6erqqV6+uV199VYcOHdLWrVs1depU3X333apVq1aeddSuXVv33HOPpk6dqh07dmj79u0aPXq0qlatqvT0dH344Ydq2LChS94UAAAA4O2Mo1G/fn0zb948k5qaatLT001aWppdnD9/3kRHR5tdu3aZDRs2mN27d5vo6GiTkpKSrWx6erq5ePGi+eKLL0z9+vUd7oO3RHBwsDHGmPDwcLf3hbh64x0cHOz2vhCMN8F4E4w34ViEh4cX2/F2+I63knTo0CHdf//9GjdunEaMGKEHHnhA1atXt14vXbq0qlSpoipVqtjtZ7PZ7B5HRUXpv//9r2bNmqXjx48XpAsAAAAA8lGgJD9TVFSUXnzxRb344otq166dbrnlFrVr107NmzdXeHi4XVKfkZGh48ePa/fu3dq4caNWrlyprVu3uuwNAAAAALBXqCQ/q02bNmnTpk3/v8JSpVShQgWVLl1aFy9e1JkzZ5Senu5sMwAAAAAc5HSSf6W0tDTFxsa6uloAAAAADuKOtwAAAICHIckHAAAAPAxJPgAAAOBhSPIBAAAAD0OSDwAAAHgYknwAAADAw5DkAwAAAB6GJB8AAADwMCT5AAAAgIchyQcAAAA8DEk+AAAA4GFI8gEAAAAPU8pVFdlsNg0cOFC33HKLmjRpopCQEPn5+al+/fp25Zo2bapy5crp3Llz2rdvn6uaBwAAAPB/XJLk33jjjfriiy9Uu3Zt6zmbzSZjTLayAwcO1KuvvqqEhARVq1ZNFy9edEUXAAAAAPwfp6fr9OrVS6tXr1bt2rVls9mUnp6uc+fO5Vr+448/liSVK1dOt912m7PNAwAAALiCU0l++fLl9eWXX8rPz09JSUl69NFHVaFCBT300EO57nPq1Clt3LhRktSjRw9nmgcAAACQA6eS/Mcff1wVK1ZUWlqabr31Vn366adKSUnJd79ff/1VNptN1113nTPNAwAAAMiBU0n+bbfdJmOMvv76a+vsvCMOHjwoSapbt64zzQMAAADIgVNJfsOGDSVJq1atKtB+Z8+elXR5ug8AAAAA13IqyS9XrpwkKT4+vkD7+fn5SZLS0tKcaT6bvn37auHChYqMjFRKSopiYmK0YcMGjRkzRsHBwS5tK6tWrVpp8uTJ2rZtm06fPq0LFy7o+PHj2rx5s95//30NHDhQPj7ckgAAAABXh1NLaMbHxyssLEyVKlUq0H6ZS23GxsY607wlKChI8+bNU//+/e2eDwgIUFhYmG688UY9+eSTuvvuu7Vp0yaXtClJwcHBmjZtmoYMGZItia9evbqqV6+uNm3a6IknnlCFChXyXHUIAAAAcBWnkvxDhw4pLCxMHTp00CeffOLwfrfeequMMdq5c6czzUuSfHx8tGjRIvXu3VvS5dV7Zs+erX379ikkJESDBg1Sp06dVLNmTS1fvlwdO3bUgQMHnG63YsWK+uGHH9S2bVtJ0vHjx7V48WLt3LlT586dU3BwsBo0aKBevXrp+uuvd7o9AAAAoCBMYePll1826enp5ty5c6ZKlSrW8/369TPp6ekmLS0t2z7du3e3Xhs5cmSh286MRx991GTas2ePCQsLy1ZmypQpVpm1a9c63aYks2LFCqvOKVOmmNKlS+datlq1asbX17dA9QcHBxtjjAkPD3dJf4niHZnjHRwc7Pa+EIw3wXgTjDfhWISHhxfn8S78zmFhYSYxMdGkpaWZdevWmXLlyhkp9yS/ffv2JiYmxqSnp5u///7blClTxqnO+/j4mOjoaCvZbt26da7ltm3bZpXr1auXU+0OGTLEquuDDz4okoEhyfeu4JeCdwXj7V3BeHtXMN7eFcU5yXfqatDTp0/rxRdflM1mU4cOHXTw4EG9/vrrat++vVWmd+/eeuyxx7RkyRKtW7dOoaGhMsbomWee0fnz551pXl26dFF4eLgkac2aNdq+fXuO5TIyMjR9+nTr8aBBg5xq9/nnn5ckJSYm6oUXXnCqLgAAAKAoOP1N4fXXXzdpaWnW2fvcIj093aSnp5uXXnrJJd9Q3nnnHeuM+nPPPZdn2SpVqlhlT548Weg2b7zxRque//znP0X27Ysz+d4VnPnxrmC8vSsYb+8Kxtu7wmPP5Gd65ZVX1KdPH23fvl02my3X2LNnj26//Xa9+eabrmhWzZs3t7Y3b96cZ9mYmBhFRUVJkqpWrarQ0NBCtdm1a1drO3OlngEDBuj777/XyZMndeHCBUVHR+u7777T0KFD5evrW6h2AAAAgMJyanWdrH744Qf98MMPatq0qbp06aLatWurQoUKSkpK0vHjx7V27Vpt27bNVc1Jkho1amRtR0ZG5ls+MjJSNWvWtPYtzBKebdq0sbZjYmL01VdfaeDAgXZlwsPDFR4erj59+mj06NHq37+/jhw5UuC2AAAAgMJwWZKfae/evdq7d6+rq81RhQoVrG1HEva4uLgc9y2IatWqWdsTJ07Utddeq4sXL+qLL77Q+vXrdenSJbVs2VLDhw9XpUqV1KJFC0VEROi6667TmTNnCtUmAAAAUBAuT/KvprJly1rbFy5cyLd8SkqKtV3YO+BWrFjR2r722msVHx+vHj16aMeOHdbzX375pf71r39p1apVatq0qWrXrq233npLI0eOzLVef39/lS5dOlv/ypYtW6R360XxkDnGjLV3YLy9C+PtXRhv75I1Fy1unEry09PTlZGRoTvvvFPffvutw/vdfPPNWr58uYwx8vPzc6YLV92Vd7YdM2aMXYKfKSYmRvfdd591w6+hQ4dq7NixSkxMzLHecePGacKECdmeP3jwoNN9RskRHR3t7i7gKmK8vQvj7V0Yb7ib02fybTbbVd0vq6SkJIWEhEiSAgIClJycnGf5wMBAazu3ZDs/WfdLSkrSf//731zL7tq1S7/99ps6dOiggIAAdezYUStXrsyx7KRJkzR16lTrcXBwsKKjo9WoUSOdPHmyUH1FyZE53tWrVy/0zyZKDsbbuzDe3oXx9i7VqlUrtidkS/R0nbNnz1pJfmhoaL5JfqVKlez2LYys8+p3796tS5cu5Vl+y5Yt6tChgySpXr16uZZLTU1VampqtueTkpL4T8KLJCYmMt5ehPH2Loy3d2G8vUNxnpblkiU0C6pMmTKSHJtHn5es35zq1KmTb/msZQr7revAgQPW9rlz5/Itn7VMuXLlCtUmAAAAUBBuSfIz74h7+vRpp+rZvXu3td22bds8y4aFhVnLZ8bExBRq+UxJ1hx7SSpfvny+5bOWceRLAQAAAOAsh6frNG/eXK1atcrxte7du+e7JKXNZlNQUJCuu+46PfDAAzLG5HsDq/ysXLlSY8eOlST17t1bU6ZMybXsbbfdZm0vX7680G2uWLFCGRkZ8vHxUfPmzeXn55fnlJ2s6+oX1zlbAAAA8DwO3Rr31VdfNWlpaXaRnp5u0tPTsz2fX2Tu061bN+du1+vjY06cOGEytW7dOtdy27Zts8rdfPPNTrW7evVqq66HHnoo13ItWrSwyp07d84EBAQ43EbmbbHDw8PdfltkouiD26B7VzDe3hWMt3cF4+1dER4eXmzHu0DTdWw2m13k9nx+ERMTo0ceeUQREREFaT6bjIwMTZw40Xr8xRdfqHLlytnKvf3222rdurUkaf369frxxx9zrG/IkCEyxsgYk2ffXnzxRWv73XffzfEvHGFhYZo3b571ePr06U5fgwAAAAA4wuHpOkuWLNGRI0fsnps7d66MMZoxY4a2bduW5/4ZGRlKSkpSZGSkdu/erYyMjEJ1+EqzZ8/WgAEDdPPNN6tZs2bauXOnZs+erX379ikkJESDBg1S586dJV1eGeexxx5zus2NGzfq7bff1gsvvKCQkBBt3LhRn3/+uXXH21atWll3vJWkzZs364033nC6XQAAAMBRhf4zQOa0m759+7r1zxFly5Y1y5YtM3mJiooyHTp0yLOeIUOGWOUjIiLybfeNN94wly5dyrPdFStWmAoVKhT4PTFdx7uCP+96VzDe3hWMt3cF4+1dUZyn6zi1Tv5DDz0kSfmexS9qSUlJ6tevn/r166fBgwerbdu2CgsLU2Jiog4fPqzFixdr1qxZSkhIcGm7L7/8shYuXKhhw4apV69eql69uvz8/HT69Gn9+uuv+uKLL3K9+RUAAABQVGy6nO2jmAkODlZCQoKqV6+uEydOuLs7KGKZ412uXDlunuIFGG/vwnh7F8bbu4SHhys6OrpYjrdb1skHAAAAUHRI8gEAAAAP49Sc/Kw6dOigIUOGqH379rrmmmtUrlw5+fjk/R3CGCM/Pz9XdQEAAACAXJDkBwYGas6cObrrrrskyW79fAAAAABXn9NJ/rx589SvXz/ZbDYlJydr9+7dat++vYwx2rdvn1JSUlS7dm2FhoZKunz2fuvWrUpOTna68wAAAACyc2pOfo8ePdS/f39Jl2+WFR4ero4dO1qvv/TSS2rXrp2qVKmidu3aaeXKlbLZbCpdurSGDh2q7t27O9d7AAAAANk4leQPHjxYknTy5Endd999SkpKyrXsli1b1KdPH02bNk3NmzfXkiVLmI8PAAAAFAGnkvzMaTn/+9//dPHixWyv5zQ//9lnn9WBAwfUokULPfzww840DwAAACAHTiX5VatWlSTt2rXL7nljLt9fq3Tp0tn2Mcbov//9r2w2m+6++25nmgcAAACQA6eS/ICAAElSQkKC3fOZF9VWrFgxx/0OHTokSWrUqJEzzQMAAADIgVNJ/tmzZyVJZcqUsXs+Li5OklS/fv0c98tM/itVquRM8wAAAABy4FSS/+eff0qSatWqZff8nj17ZLPZ1LNnzxz369q1q6TsfwEAAAAA4DynkvwtW7bIZrOpdevWds+vXLlSktSiRQs9+uijdq8NGDBA99xzj4wx2rJlizPNAwAAAMiBU0n+qlWrJEndu3eXj8//r2revHnWlJ2ZM2dq06ZNmjdvnjZt2qRFixZZq+58/PHHzjQPAAAAIAdOJfk//PCDjhw5otTUVLupOefOndPw4cOVnp4um82m66+/Xvfcc4+uv/56K8GfM2eOli5d6lzvAQAAAGTjVJKfmpqqevXqKTw8XD/++KPda8uWLVPXrl21atUqK9m32Wz6448/NGrUqGzTeAAAAAC4RqmirHzjxo26+eab5evrq9DQUCUnJ+d5V1wAAAAAzivSJD9Tenq6YmJirkZTAAAAgNdzarrO4cOHdfjwYU2bNs1V/QEAAADgJKfO5NesWVM2m0179+51VX8AAAAAOMmpM/mnT5+WJMXHx7ukMwAAAACc51SSf/DgQUnSNddc45LOAAAAAHCeU0n+V199JZvNpoEDB7qqPwAAAACc5FSSP3v2bO3du1cdOnTQs88+66o+AQAAAHCCU0n+pUuXdPvtt2vHjh1655139NVXX6lr167y8/NzVf8AAAAAFJBTq+scPnxYklS6dGnZbDbdcccduuOOO5Senq64uDilpKTkub8xRvXr13emCwAAAACu4FSSX7t2bRljJMn612azqVSpUqpSpUq++2fuAwAAAMB1nEryo6KiSNQBAACAYsapJL9OnTqu6gcAAAAAF3HqwlsAAAAAxQ9JPgAAAOBhSPIBAAAAD0OSDwAAAHgYknwAAADAw5DkAwAAAB6GJB8AAADwMCT5AAAAgIchyQcAAAA8DEk+AAAA4GFI8gEAAAAPQ5IPAAAAeBiSfAAAAMDDkOQDAAAAHqaUMzsfPny4UPtlZGQoMTFR8fHx2rlzpyIiIvT999/LGONMdwAAAADIySS/du3aMsbIZrNZz2VN1G02W7bHV5a76aab9PTTTysqKkqPPvqofv75Z2e6BAAAAHg9p6brREVFKSoqStHR0VbSbrPZZLPZdO7cOUVHR+vcuXPWc9Ll5D46OlonTpzQhQsXrNdq1aqlFStWaODAgc6/KwAAAMCLOZXk16lTRx07dtSRI0dks9m0fv16DRw4UCEhIapUqZJq1qypSpUqKSQkRP/4xz+0fv162Ww2HTlyRDfccIPKli2rFi1aaPbs2Zc74+OjOXPmKCQkxCVvDgAAAPBWprDh7+9vtm7datLS0syECRMc2mfixIkmPT3dbNmyxfj5+VnPjxo1yqSnp5u0tDQzbty4QvfJUyI4ONgYY0x4eLjb+0JcvfEODg52e18IxptgvAnGm3AswsPDi+14O3Um/7HHHlOrVq20ceNGTZgwwaF9Xn31VW3cuFGtWrXSY489Zj0/c+ZM7dixQ5LUq1cvZ7oFAAAAeDWnkvxBgwbJGKMFCxYUaL8FCxbIZrNp0KBBds8vWbJENptN1157rTPdAgAAALyaU0l+/fr1JUknT54s0H6Z5Rs0aGD3/KFDhyRJFStWdKZbAAAAgFdzKskPCgqSJIWHhxdov2rVqkmSypQpY/f8xYsXJUkXLlxwplsAAACAV3MqyT927JgkZZt2k5/M8sePH7d7PjQ0VJIUFxfnTLcAAAAAr+ZUkv/DDz/IZrPphhtu0BtvvOHQPm+++abatWsnY4xWrlxp91qLFi0kFXz6DwAAAID/z6kk/91331VycrIk6YUXXtDatWs1YMCAbHPqK1asqDvvvFO//PKLnn/+eUnS+fPn9d5779mV6927t4wx+v33353pFgAAAODVSjmz87Fjx/TQQw9p/vz58vX1VceOHdWxY0dJUkJCgs6fP68yZcqoXLly1j42m01paWkaOnSoNd1Hkjp37qywsDCdP39eS5cudaZbAAAAgFdz6ky+JH399de6+eabFRkZKZvNZkX58uVVtWpVlS9f3u75w4cPq1evXlq8eLFdPevWrVNwcLDKlSunX375xdluAQAAAF7LqTP5mdauXatGjRqpX79+uuOOO9S2bVuFh4crKChIycnJOnHihDZv3qylS5dq6dKlysjIcEWzAAAAAHLgkiRfkjIyMrRkyRItWbLEVVUCAAAAKASnp+sAAAAAKF5I8gEAAAAPQ5IPAAAAeBiXzclv2bKlevfurWbNmqlixYoKCAjIdx9jjHr27OmqLgAAAACQC5L8qlWrau7cuerVq1eB9rPZbDLGONs8AAAAgCs4leQHBQUpIiJCDRo0kM1mc1WfAAAAADjBqTn5o0ePVsOGDSVJx48f18iRI1W/fn0FBATI19c33yhVymWzhQAAAAD8H6ey7AEDBkiSTp06pbZt2+r06dMu6RQAAACAwnPqTH69evVkjNHMmTNJ8AEAAIBiwqkk38fn8u4HDx50SWcAAAAAOM+pJP/o0aOSpODgYJd0BgAAAIDznEryly1bJpvNpo4dO7qqP07p27evFi5cqMjISKWkpCgmJkYbNmzQmDFjrtoXkblz58oYY8X48eOvSrsAAABAVqawUbVqVRMbG2vOnz9vGjVqVOh6nI2goCCzZMkSk5ejR4+adu3aFWk/br311mztjh8/vlB1BQcHG2OMCQ8Pd9txJa5eZI53cHCw2/tCMN4E400w3oRjER4eXmzH26kz+adOndK9996rtLQ0/fTTT+rcubMz1RWKj4+PFi1apP79+1t9ev311zVo0CA9/vjjWr9+vSSpZs2aWr58ua699toi6UdwcLBmzZolSUpKSiqSNgAAAABHOLWE5iuvvCJJ+vnnn9W/f39FRERox44d+u233xQbG6uMjIx863j99ded6YKGDx+u3r17S5L27t2r7t272630M3PmTE2ZMkVjxoxRSEiIZs2apa5duzrVZk6mTJmimjVrKioqSosWLdKzzz7r8jYAAAAARxX6zwDp6ekmLS3NiisfOxLOtO/j42Oio6OtqTGtW7fOtdy2bduscr169XLpn0O6detm0tPTjTHG9OnTx4wfP57pOkShxrs4/rmPYLwJxptgvImcw2On60iSzWaz4srH+YWzunTpovDwcEnSmjVrtH379hzLZWRkaPr06dbjQYMGOd12psDAQM2ePVs+Pj5asGCBvv/+e5fVDQAAABSGU9N1unXr5qp+FErmNB1JWr58eZ5lV6xYkeN+zpo0aZLq1aunuLg4Pf300y6rFwAAACgsp5L8X375xVX9KJTmzZtb25s3b86zbExMjKKiolSzZk1VrVpVoaGhio2Ndar9Dh066IknnpAkjRkzhrv+AgAAoFhwerqOOzVq1MjajoyMzLd81jJZ9y2M0qVLa86cOfL19dXPP/+szz77zKn6AAAAAFdx6ky+u1WoUMHaduSsfFxcXI77FsbEiRN17bXX6vz583rsscecqkuS/P39Vbp0aetx5s27ypYtyx2FvUDmGDPW3oHx9i6Mt3dhvL1L2bJl3d2FXJXoJD/rgb1w4UK+5VNSUqxtZz58bdq00T//+U9J0vjx4/XXX38Vuq5M48aN04QJE7I9f/DgQafrRskRHR3t7i7gKmK8vQvj7V0Yb7ibQ0l+jRo1rO1jx47l+HxhZa2vJPDz89OcOXNUqlQpbd26VVOnTnVJvZMmTbKrKzg4WNHR0WrUqJFOnjzpkjZQfGWOd/Xq1ZWYmOju7qCIMd7ehfH2Loy3d6lWrVqxPSHrUJKfOZfdGCM/Pz/r+SNHjsgYU+jGr6yvoJKSkhQSEiJJCggIUHJycp7lAwMDre3CfvBefvllNW/eXGlpaXrkkUccuuGXI1JTU5Wamprt+aSkJP6T8CKJiYmMtxdhvL0L4+1dGG/vUJynZTl04W1ea9sXZF18V6+Vf/bsWWs7NDQ03/KVKlXKcV9HtWjRQi+88IIkaerUqbmuyw8AAAC4k0Nn8j///PMCPX+1HDx4UHXr1pUk1alTR0ePHs2zfJ06dez2LaihQ4fK399f6enpunTpkl566aUcy3Xp0sVuO7PcwYMH9dVXXxW4XQAAAKCg3H7b3cLGO++8YzI999xzeZYNCwuzyp46dapQ7f3rX/8yzvjmm28cbivzttjh4eFuP85E0Qe3QfeuYLy9Kxhv7wrG27siPDy82I53iV4nf+XKldZ2fnexve2226zt/O6OCwAAAJRkJTrJX7t2rbXyTLdu3dS6descy/n4+Oipp56yHi9YsKBQ7Y0ePdqh6wyyLoU5YcIE6/kBAwYUql0AAACgIEp0kp+RkaGJEydaj7/44gtVrlw5W7m3337b+gKwfv16/fjjjznWN2TIEBljZIxRRERE0XQaAAAAKGIl+mZYkjR79mwNGDBAN998s5o1a6adO3dq9uzZ2rdvn0JCQjRo0CB17txZknTmzBmX3J0WAAAAKM5ckuT7+Piob9++6t27t5o1a6aKFSsqICAg3/2MMapfv75Tbaenp2vgwIGaP3+++vbtq2rVqunVV1/NVu7YsWO65557tG/fPqfaAwAAAIo7p5P8xo0b63//+5+aNGli97wja+A7cyOtrJKSktSvXz/169dPgwcPVtu2bRUWFqbExEQdPnxYixcv1qxZs5SQkOCS9gAAAIDizKbLy+wUSmhoqHbt2qWwsDArqU9LS1NsbKwuXrzoUB2Z69zDXnBwsBISElS9enWdOHHC3d1BEcsc73LlynGHRC/AeHsXxtu7MN7eJTw8XNHR0cVyvJ06k//cc8+pSpUqMsZox44dGjdunCIiInTp0iVX9Q8AAABAATmV5Pfp00eSdOjQIXXq1EkpKSku6RQAAACAwnNqCc1atWrJGKOPP/6YBB8AAAAoJpxK8jOn5Rw5csQVfQEAAADgAk4l+X/99ZckKSQkxCWdAQAAAOA8p5L8r7/+WjabTT179nRVfwAAAAA4yakk/4MPPtCxY8d055136sYbb3RVnwAAAAA4wakkPyEhQXfccYdiY2P1/fff68EHH3ToJlgAAAAAio5TS2h++umnkqS9e/eqe/fumjt3rqZMmaLNmzcrNjZWGRkZee5vjNHw4cOd6QIAAACAKziV5A8dOlTGXL5hbua/oaGh6t27t8N1kOQDAAAAruVUki/Jqek5mV8MAAAAALiOU0l+nTp1XNUPAAAAAC7iVJIfFRXlqn4AAAAAcBGnkvxXXnlF0uWbYs2bN88lHQIAAADgHKeS/AkTJsgYYyX7AAAAANzPqXXyz507J0k6dOiQSzoDAAAAwHlOJfnR0dGSpKCgIJd0BgAAAIDznEryf/jhB9lsNnXq1MlV/QEAAADgJKeS/A8//FAXLlzQ/fffryZNmriqTwAAAACc4FSSf/jwYT3yyCPy8fHRzz//rNtvv91V/QIAAABQSC5ZQjMiIkK9evXSkiVLdPToUW3YsEHHjx9XSkpKvnW8/vrrznQBAAAAwBVcsoSmJBljZLPZVKtWLdWqVcvhOkjyAQAAANdyKsmXJJvNlufjvGR+QQAAAADgOk4l+d26dXNVPwAAAAC4iFNJ/i+//OKqfgAAAABwEadW1wEAAABQ/JDkAwAAAB6GJB8AAADwME6vrnOlChUq6JprrlG5cuXk6+ubb/l169a5ugsAAACAV3NJkh8UFKSnnnpKQ4YMUf369R3ezxgjPz8/V3QBAAAAwP9xOsmvV6+eli9frnr16hVojXwAAAAARcOpJL9UqVJatmyZdfZ+/fr1Wr9+vV544QUZY7Rw4UIdO3ZMderU0U033aRKlSrJGKOvv/5ae/fudckbAAAAAJCdKWwMHTrUpKenm7S0NDN27Fjr+czn+vbtaz3n7+9vxo4day5cuGDOnj1revToUeh2vSGCg4ONMcaEh4e7vS/E1Rvv4OBgt/eFYLwJxptgvAnHIjw8vNiOt1Or69xxxx2SpF27dmny5Ml5lk1NTdXkyZM1dOhQBQcHa968eapSpYozzQMAAADIgVNJ/nXXXSdjjBYvXpxz5T7Zq1+wYIFWr16t0NBQPfbYY840DwAAACAHTiX5lSpVkiQdOnTI7vmMjAxJUkBAQI77LVmyRDabTf369XOmeQAAAAA5cCrJz1xN5+LFi3bPJyYmSlKu03FiYmIkSTVr1nSmeQAAAAA5cCrJj42NlSSVK1fO7vkTJ05Ikho3bpzjftWrV5ckBQcHO9M8AAAAgBw4leTv379fkrLdAGvHjh2y2Wzq06dPjne9/cc//iHp/5/RBwAAAOA6TiX5v/32m2w2m9q1a2f3/JIlSyRJ4eHh+vTTT60z/UFBQfr3v/+tG2+8UcYYrV271pnmAQAAAOTAqST/hx9+kCR16tTJbsrO4sWLrbP8DzzwgE6fPq3o6GidPXtWTzzxhCQpLS1NU6dOdaZ5AAAAADlw+kz+Z599piVLlqh58+bW8xkZGbrzzjt16tQp2Ww2+fn5qWrVqvLx8ZHNZlNaWppGjBihnTt3Ov0GAAAAANgr5WwFw4YNy/H5P/74Q40bN9aTTz6pXr16qWrVqkpOTtbmzZs1Y8YM7d2719mmAQAAAOTA6SQ/L4mJiXrrrbf01ltvFWUzAAAAALJwaroOAAAAgOKHJB8AAADwMC6drlO1alX16NFDTZo0UUhIiPz8/DR8+HBXNgEAAAAgHy5J8kNCQvSvf/1L9957r3XzK5vNJmNMtiT/ww8/1MMPP6xjx45lu4kWAAAAAOc5PV2ndu3a2r59u+6//36VKlVKNptNNpst1/IffvihSpUqpdq1a6tz587ONg8AAADgCk4l+T4+Plq2bJmuueYa2Ww2zZ8/X7fccot1w6uc7Nq1S3/88Yck6ZZbbnGmeQAAAAA5cGq6zuDBg9W0aVMZY/TMM89oxowZkqQyZcrkuV9ERIQaNmyodu3aOdM8AAAAgBw4dSZ/4MCBkqT169dbCb4j9uzZI0lq2LChM80DAAAAyIFTSX7r1q1ljNHixYsLtF9sbKwkqVKlSs40DwAAACAHTiX5mUn68ePHC7RfRkbG5cZ9WKYfAAAAcDWnsuzk5GRJ+c/Bv1K1atUkSfHx8c40DwAAACAHTiX5x44dkyS1aNGiQPtlLp35559/OtM8AAAAgBw4leSvWbNGNptN9957r/z8/Bzap3bt2urXr5+MMYqIiHCmeQAAAAA5cCrJnzt3rowxCg8P17Rp0/ItX7FiRS1atEh+fn5KS0vTnDlznGkeAAAAQA6cSvJ37dqlzz77TDabTY8++qhWrFihHj16KDg42CoTGBioRo0a6ZlnntHOnTutFXmmTZtW4At2AQAAAOTPqZthSdLIkSNVt25dde3aVb169VKvXr0kScYYSVJiYqJV1mazSZJ++OEHjRs3ztmmAQAAAOTA6TUsL126pJ49e+qdd97RxYsXZbPZrJBk9/jixYuaMmWKbr/9dmsZTQAAAACu5fSZfOnyuvcvvviipk6dqnvuuUddunRR7dq1VaFCBSUlJen48eNau3atFixYoBMnTriiSQAAAAC5cEmSnyk2NlYffPCBPvjgA1dWCwAAAKAA3HLL2ZEjR2rr1q3asmWLO5oHAAAAPJpLz+Q7qlq1amrVqpV1cS4AAAAA13HLmXwAAAAARYckHwAAAPAwJPkAAACAhyHJBwAAADyMRyX5ffv21cKFCxUZGamUlBTFxMRow4YNGjNmjIKDg13WTtmyZXXnnXfq/fff14YNG3T69Gmlpqbq3Llz2r9/vz7//HPdcsstLmsPAAAAKChztWPixIkmPT3dpKWluaS+oKAgs2TJEpOXo0ePmnbt2jnd1ujRo8358+fzbCvT2rVrTY0aNQrVTnBwsDHGmPDw8Ks+PsTVj8zxDg4OdntfCMabYLwJxptwLMLDw4vteLtlCU1X8vHx0aJFi9S7d29J0qlTpzR79mzt27dPISEhGjRokDp16qSaNWtq+fLl6tixow4cOFDo9ho2bKjAwEBJ0vHjx/Xzzz9r69atOn36tAICAtS+fXs98MADCg4OVpcuXbRmzRq1b99ef//9t0veLwAAAOCIq/7NwpVn8h999FHrzPmePXtMWFhYtjJTpkyxO7vuTHszZ840K1euND179jQ2my3HMjVr1jT79++32vz0008L3A5n8r0rOPPjXcF4e1cw3t4VjLd3RXE+ky93NOqqJN/Hx8dER0dbyXTr1q1zLbdt2zarXK9evQrdZsWKFR0q16JFC6u9pKQkExgYWKB2SPK9K/il4F3BeHtXMN7eFYy3d0VxTvIdvvA2LS3NZfHiiy862myeunTpovDwcEnSmjVrtH379hzLZWRkaPr06dbjQYMGFbrNM2fOOFRu165d1rSgoKAg1a9fv9BtAgAAAAXh8Jx8m80mY4xsNpvTjRpjnK5DkjUPX5KWL1+eZ9kVK1bkuF9RSkhIsLYz5/EDAAAARa1AS2i6IsF3ZT3Nmze3tjdv3pxn2ZiYGEVFRUmSqlatqtDQUJf0ITd+fn5q2LCh9fjo0aNF2h4AAACQyeEz+b6+vkXZj0Jp1KiRtR0ZGZlv+cjISNWsWdPaNzY2tsj6dt9996lChQqSpK1btyomJqbI2gIAAACyKtFLaGYm0ZIcStjj4uJy3NfVQkND9c4771iP33jjjXz38ff3V+nSpa3HmTfvKlu2rEtv5IXiKXOMGWvvwHh7F8bbuzDe3qVs2bLu7kKuSnSSn/XAXrhwId/yKSkp1nZRffj8/Pz09ddfq0qVKpKkb775RkuWLMl3v3HjxmnChAnZnj948KCLe4jiLDo62t1dwFXEeHsXxtu7MN5wtxKd5Bc3NptNc+bMUZcuXSRJhw4d0sMPP+zQvpMmTdLUqVOtx8HBwYqOjlajRo108uTJIukvio/M8a5evboSExPd3R0UMcbbuzDe3oXx9i7VqlUrtidkS3SSn5SUpJCQEElSQECAkpOT8yyfdYWbovjgffTRR3rggQckXb7QtmfPnjp79qxD+6ampio1NTXb80lJSfwn4UUSExMZby/CeHsXxtu7MN7eoThPyyrQ6jrFTdYE2pHVcipVqpTjvq4wc+ZMPfroo5KkY8eOqXv37qyoAwAAALco0Ul+1j+P1KlTJ9/yWcu48k8rH3zwgUaOHClJOn78uLp166a//vrLZfUDAAAABVGik/zdu3db223bts2zbFhYmLV8ZkxMjMuWz/zggw80atQoSZcvsunWrZsOHz7skroBAACAwijRSf7KlSut7fzuYnvbbbdZ2/ndHddRWRP8EydOqFu3bjp06JBL6gYAAAAKq0Qn+WvXrrVWnunWrZtat26dYzkfHx899dRT1uMFCxY43faMGTOsBP/kyZPq1q2b/vzzT6frBQAAAJxVopP8jIwMTZw40Xr8xRdfqHLlytnKvf3229YXgPXr1+vHH3/Msb4hQ4bIGCNjjCIiInJtd/r06Xr88cclXU7wb7rpJv3xxx/OvBUAAADAZUr0EpqSNHv2bA0YMEA333yzmjVrpp07d2r27Nnat2+fQkJCNGjQIHXu3FmSdObMGT322GNOtff666/rySeflHT5S8a0adPUuHFjNW7cOM/9tm3bpmPHjjnVNgAAAOCIEp/kp6ena+DAgZo/f7769u2ratWq6dVXX81W7tixY7rnnnu0b98+p9rr1KmTte3j46O3337bof2GDh2qzz//3Km2AQAAAEeU+CRfunzDqH79+qlfv34aPHiw2rZtq7CwMCUmJurw4cNavHixZs2apYSEBHd3FQAAAChyNknG3Z1AdsHBwUpISFD16tV14sQJd3cHRSxzvMuVK8cdEr0A4+1dGG/vwnh7l/DwcEVHRxfL8S7RF94CAAAAyI4kHwAAAPAwJPkAAACAhyHJBwAAADwMST4AAADgYUjyAQAAAA9Dkg8AAAB4GJJ8AAAAwMOQ5AMAAAAehiQfAAAA8DAk+QAAAICHIckHAAAAPAxJPgAAAOBhSPIBAAAAD0OSDwAAAHgYknwAAADAw5DkAwAAAB6GJB8AAADwMCT5AAAAgIchyQcAAAA8DEk+AAAA4GFI8gEAAAAPQ5IPAAAAeBiSfAAAAMDDkOQDAAAAHsYmybi7E8guODhYCQkJeuGr/+j8xQvu7g6KmK+vr25oe4N+3/y70tPT3d0dFDHG27sw3t6F8fYuZUoH6O1/PKhy5copMTHR3d2xQ5JfTGUm+TP2bVZqBv9JAAAAFDf+Pr56oknbYpnkM10HAAAA8DAk+QAAAICHIckHAAAAPEwpd3cAefv7yFElX+DCW0/n6+OjVs1baMfuXUrPyHB3d1DEGG/vwnh7F8bbuwQFBEhN2rq7GzniwttiKvPC2/Y391B0dLS7u4MiVjYoSPt/36rGN1yvpORkd3cHRYzx9i6Mt3dhvL1L9erVtfHHVVx4CwAAAKDokeQDAAAAHoYkHwAAAPAwJPkAAACAhyHJBwAAADwMST4AAADgYUjyAQAAAA9Dkg8AAAB4GJJ8AAAAwMOQ5AMAAAAehiQfAAAA8DAk+QAAAICHIckHAAAAPAxJPgAAAOBhSPIBAAAAD0OSDwAAAHgYknwAAADAw5DkAwAAAB6GJB8AAADwMCT5AAAAgIchyQcAAAA8DEk+AAAA4GFI8gEAAAAPQ5IPAAAAeBiSfAAAAMDDkOQDAAAAHoYkHwAAAPAwJPkAAACAhyHJBwAAADwMST4AAADgYUjyAQAAAA9Dkg8AAAB4GJJ8AAAAwMOQ5AMAAAAehiQfAAAA8DAk+QAAAICHIckHAAAAPAxJPgAAAOBhPCrJ79u3rxYuXKjIyEilpKQoJiZGGzZs0JgxYxQcHOwxbQIAAAB5KeXuDrhCUFCQ5s2bp/79+9s9HxAQoLCwMN1444168skndffdd2vTpk0ltk0AAADAESU+yffx8dGiRYvUu3dvSdKpU6c0e/Zs7du3TyEhIRo0aJA6deqkmjVravny5erYsaMOHDhQ4toEAAAAHFXik/zhw4dbyfbevXvVvXt3nT592np95syZmjJlisaMGaOQkBDNmjVLXbt2LXFtAgAAAI4q0XPyfXx8NH78eOvxgw8+aJdsZ3r++ee1fft2SVKXLl3Uq1evEtUmAAAAUBAlOsnv0qWLwsPDJUlr1qyxkuorZWRkaPr06dbjQYMGlag2AQAAgIIo0Ul+5pQZSVq+fHmeZVesWJHjfiWhTQAAAKAgSnSS37x5c2t78+bNeZaNiYlRVFSUJKlq1aoKDQ0tMW0CAAAABVGik/xGjRpZ25GRkfmWz1om677FvU0AAACgIEr06joVKlSwtmNjY/MtHxcXl+O+xaFNf39/lS5d2nqceSOtKlWqFryTKHHKlCkjSaoWHq7z58+7uTcoaoy3d2G8vQvj7V2Kc55WopP8smXLWtsXLlzIt3xKSoq1Xdi70RZVm+PGjdOECROyPb/0P/MK1kGUaKuXfOvuLuAqYry9C+PtXRhv7xISEqLExER3d8NOiU7yPcmkSZM0depU63FwcLCio6NVvXr1YvdDA9djvL0L4+1dGG/vwnh7l8zxjo+Pd3dXsinRSX5SUpJCQkIkSQEBAUpOTs6zfGBgoLVd2A9eUbWZmpqq1NTUbM8nJibyn4QXYby9C+PtXRhv78J4w91K9IW3Z8+etbYdWbmmUqVKOe5b3NsEAAAACqJEJ/kHDx60tuvUqZNv+axlsu5b3NsEAAAACqJEJ/m7d++2ttu2bZtn2bCwMNWsWVPS5fXrHVkZx51tXrx4URMmTNDFixcL1U+ULIy3d2G8vQvj7V0Yb+9S3MfblNTo1q2bybR69eo8yw4dOtQqO2fOnBLVJkEQBEEQBEEUMNzegUKHj4+POXHihJVIt27dOtdy27Zts8rdfPPNJapNgiAIgiAIgihguL0DTsWIESOsRHr37t2mcuXK2cpMnjzZKrNu3bpc6xoyZIhVLiIi4qq0SRAEQRAEQRBFEG7vgFPh6+trfvjhByuhPnHihHnttdfMPffcY0aOHGl++eUX67X4+HjTpEmTXOtyNMl3ZZsEQRAEQRAEUQTh9g44HWXLljXLli0zeYmKijIdOnTIsx5Hk3xXtkkQBEEQBEEQro4SvbpOpqSkJPXr10/9+/fX119/raioKF24cEF///23Nm7cqLFjx6pZs2b67bffinWbffv21cKFCxUZGamUlBTFxMRow4YNGjNmjIKDg13WdxSNsmXL6s4779T777+vDRs26PTp00pNTdW5c+e0f/9+ff7557rlllsKVGe9evU0efJk7d69W2fPnlViYqIOHDigGTNmqGXLlkX0TuCsuXPnyhhjxfjx4x3aj/EuOVq1aqXJkydr27ZtOn36tC5cuKDjx49r8+bNev/99zVw4ED5+OT9K5bxLt5q1aqliRMnat26dfr777+VmpqqxMREHT58WF9//bXuv/9+lSrl2D1Fq1atqvHjx2vLli2KjY1VcnKyDh06pLlz56pz585F/E68l4+Pj5o2baohQ4Zo+vTp+vXXX5WcnGz93zx37twC1+nKz62/v79GjBihVatW6cSJE7pw4YKOHTum7777Tvfff79sNluB+3clt3/T8PYICgoyS5YsyfOvAkePHjXt2rVze1+JnGP06NHm/PnzeY5hprVr15oaNWrkW+cjjzxikpOTc63n0qVL5pVXXnH7eyfs49Zbb802VuPHj2e8PSSCg4PNnDlzTHp6er6f9fLlyzPeJTRGjx5tUlJS8h3j/fv3m6ZNm+ZZV79+/UxcXFye9Xz44YfGx8fH7e/b0+Krr77K87jPnTu3QPW58nPbqFEjs2fPnjz798svv5iwsDBnjoH7B8Gbw8fHxyxfvtwa0JMnT5qJEyeae++914waNcqsW7fOei0uLs5ce+21bu8zkT0+/PBDa5yOHTtm5s6da5544glz9913m8GDB5uZM2eahIQEq8zhw4dzvGA7M+6//36rbFpamvnvf/9rHnroIfPggw+ajz76yO6Xz9ixY93+/onLERwcbI4ePWqMMSYxMdEao/ySfMa7ZETFihXN77//bvdZnzZtmnn44YfNwIEDzdChQ82bb75pfv/9d5Oenp5rks94F+94/PHH7RKt9evXm7Fjx5pBgwaZxx57zEyfPt3u//PTp0+bKlWq5FjXTTfdZC5cuGCV/fbbb80jjzxi7rvvPvPuu++aM2fOWK/NnDnT7e/d0+Kbb76xG8vY2Fhz8OBB63FBknxXfm6rVq1qjhw5YpXfsWOHGT16tLnnnnvMuHHjzKFDh6zXNm/ebMqUKVPYY+D+QfDmePTRR62B3LNnT47f2KZMmWKVWbt2rdv7TGSPmTNnmpUrV5qePXsam82WY5maNWua/fv3W2P56aef5lguNDTUnD171vqPpG/fvtnKtGvXziQlJRljjElNTTUNGzZ0+zEgZD766CNjzOW/vL377rvWWOeV5DPeJSdWrFhhjemUKVNM6dKlcy1brVo14+vry3iXsAgICDDnzp2zxnnYsGE5lgsNDTU7d+60yr333nvZyvj7+5u//vrLKvP4449nK9OgQQO7Zbm7devm9mPgSTFu3Djz1ltvmYEDB5ratWsbyf76S0eTfFd/bufPn2/1Yf78+dn+rwgKCjIRERFWmYkTJxb2GLh/ELw1fHx8THR0tDWIjq6536tXL7f3nbCPihUrOlSuRYsW1jgmJSWZwMDAbGXefvttq8y0adNyrWv06NFWuXnz5rn9GHh7dOvWzZrC0adPHzN+/HiHknzGu2RE1sTggw8+KHQ9jHfxjh49eljHfdOmTXmWve2226yymzdvzvZ61uW2ly5dmms9AwYMsMpt2LDB7cfA06MwSb4rP7eNGze2fldER0eboKCgHMuFh4db04CTkpLynP6XR7j/gHtr3HTTTdYPQ36r+XD3XM+JrGfzmzdvnu31yMhI6/XMMw85RdmyZa0pIYmJiSYgIMDt781bIzAw0Prz6pdffmkkOZzkM94lI/bt22eMMSYhIcEEBwcXuh7Gu3jHoEGDrPH573//m2fZBg0aWGX379+f7fU1a9ZYr3ft2jXXemw2m90Z/5o1a7r9OHhyFCbJd+XndsKECQ79bpBkPvvsM6vs4MGDC/xePWJ1nZKqd+/e1vby5cvzLLtixYoc90PJk5CQYG0HBgbavda4cWPVrl1bkrRv3z4dOXIk13qSkpK0bt06SZdX9unatavL+wrHTJo0SfXq1VNcXJyefvpph/djvEuGG2+8UY0bN5YkLV26VImJiYWqh/Eu/k6fPm1tN2zYMM+yWV/fu3ev3Wtly5ZVp06dJF3+Pz9zLHNijNHKlSutx/yOL15c/bktSO6X9fXC/FyQ5LtR8+bNre3NmzfnWTYmJkZRUVGSLi/FFRoaWqR9Q9Hw8/Oz+8Vw9OhRu9cL8jNxZZms++Lq6dChg5544glJ0pgxY+yShPww3iVD1l/UmzZtkiQNGDBA33//vU6ePKkLFy4oOjpa3333nYYOHSpfX98c62G8i7/169fr77//liS1bdtWw4YNy7FcaGio3nrrLUlSenq6pk6davd6kyZNrJ+D7du3KyMjI892Geviy9Wf26ZNm0qS0tLStH37dqfqyo9jC7yiSDRq1MjajoyMzLd8ZGSkatasae0bGxtbZH1D0bjvvvtUoUIFSdLWrVsVExNj93phfiZy2hdXR+nSpTVnzhz5+vrq559/1meffVag/RnvkqFNmzbWdkxMjL766isNHDjQrkx4eLjCw8PVp08fjR49Wv379892xo/xLv4uXryoESNGaMGCBfLz89Mnn3yioUOHatmyZTp27JjKlSunZs2aaciQISpXrpwSExM1fPhw/frrr3b1MNaew5VjWaNGDQUFBUmSjh8/rrS0tDzrOnbsmNLS0lSqVCk1aNCgIN2WRJLvVpnJniSHEva4uLgc90XJEBoaqnfeecd6/MYbb2Qrw89EyTJx4kRde+21On/+vB577LEC7894lwzVqlWztjPH/OLFi/riiy+0fv16Xbp0SS1bttTw4cNVqVIltWjRQhEREbruuut05swZa1/Gu2RYvHixevbsqQ8++EDNmjVTp06drKk3mVJTU/XGG29o1qxZOn78eLY6GGvP4cqxLGhdaWlpSkhIUEhIiPz9/RUUFKTk5OR898vEdB03Klu2rLV94cKFfMunpKRY29wBt2Tx8/PT119/rSpVqkiSvvnmGy1ZsiRbOX4mSo42bdron//8pyRp/Pjx+uuvvwpcB+NdMlSsWNHavvbaaxUfH6/27dvr0Ucf1RdffKEvv/xSL7zwgpo2bWrNza5du7Y1nSMT411y/PLLL3riiSe0bdu2HF/39/fX448/rn/+858KCAjI9jpj7TlcOZYFrSu/+vJDkg8UMZvNpjlz5qhLly6SpEOHDunhhx92c6/gDD8/P82ZM0elSpXS1q1bs83HhWfx8bH/VTlmzBjt2LEjW7mYmBjdd9991uOhQ4eSsJVAlSpV0qpVq7RmzRrVrl1bzzzzjOrWrSs/Pz+VL19e3bt31/fff6+KFStq9OjRWrNmjUJCQtzdbSAbknw3SkpKsrZzOhNwpawrsRR2dQdcfR999JEeeOABSZcvtO3Zs6fOnj2bY1l+JkqGl19+Wc2bN1daWpoeeeSRfC+qyw3jXTJkPdZJSUn673//m2vZXbt26bfffpN0eUw7duxot28mxrt4CgwM1Lp169S9e3fFx8erXbt2mjZtmiIjI62pExEREbr99ts1Y8YMSVK7du30/vvv29XDWHsOV45lQevKr778kOS7UdZEz5HVcipVqpTjvii+Zs6cqUcffVTS5Qtounfvnm1Fnaz4mSj+WrRooRdeeEGSNHXq1HxXR8gL410yZJ1Xv3v3bl26dCnP8lu2bLG269WrZ20z3sXfqFGjrOVS3333XR06dCjXss8//7z1s3HPPfdY0zElxtqTuHIsC1qXr6+vypUrJ+nydSAFmY8vceGtWx08eFB169aVJNWpUyfP5C+zTNZ9Ubx98MEHGjlypKTLV9F369Yt33nbWcc163jnhp+Jq2/o0KHy9/dXenq6Ll26pJdeeinHcpnTszK3M8sdPHhQX331lbWdifEuvg4cOKCePXtKks6dO5dv+axlMn9BS4x3SXD77bdb2z/++GOeZc+fP69ff/1Vffr0ka+vr9q2bavvvvtOEmPtSVw5lseOHVNycrKCgoJ0zTXXqFSpUnmusFOzZk2VKnU5Vf/zzz8L2nWSfHfavXu3dXODtm3bas2aNbmWDQsLs5bPjImJYfnMYu6DDz7QqFGjJEnR0dHq1q2bDh8+nO9+u3fvtrbbtm2bb/msZfbs2VOInqKgbDabpMtnWHJL8K/UvXt3de/eXZK0ZMkSK8lnvEuGnTt3Wtvly5fPt3zWMlkTfsa7+AsPD7e2HflCl/XMbNaLKvft26f09HT5+vqqdevW8vHxyXNaH2NdfLn6c7t3717dcMMNKlWqlFq3bp3n2vuu+Llw+y2GvTW6detm3a549erVeZYdOnSoVXbOnDlu7zuRe3zwwQfWWEVHR5sGDRoUaP8jR45Y+9eqVSvXckFBQdbts5OSkkxgYKDb37s3xL/+9S/jjG+++YbxLmFRvXp1k56ebt2q3s/PL8/yv/76qzWmPXr0YLxLUGzZssUan27duuVbft26dVb5Xr162b22du1a67UuXbrkWofNZjOHDx926OeCcD6GDBliHeu5c+c6tI8rP7evvfaaVderr76aZ7ufffaZVXbw4MGFeb/uP+DeGj4+PubEiRPWALZu3TrXctu2bbPK3XzzzW7vO5FzzJgxwxqnEydOmIYNGxa4jnfeeceqY9q0abmWGz16tFVu/vz5bn/vhH2MHz/eGp/x48cz3iU8Vq9ebR3/hx56KNdyLVq0sMqdO3fOBAQEMN4lKObOnWsd908++STPsvXq1TOpqanGGGPS0tJMxYoV7V4fOXKkVdfSpUtzrWfAgAFWuV9//dXtx8DTozBJvis/t02aNLHKREdHmzJlyuRYLjw83Jw/f94YY0xycrIpX758Yd6v+w+4N8eIESOswd69e7epXLlytjKTJ0+2yqxbt87tfSZyjunTp1vjVNgEX5KpXLmyOXfunPWLo2/fvtnK3HDDDSYpKckYY0xqaqpp1KiR298/YR+OJvmMd8mI9u3bW+MZFxdnWrVqla1MWFiY2b17t1Xu9ddfZ7xLWPTq1csav/T0dPPwww/nWK5KlSpm69atVtklS5ZkK1O6dGm7M8CjRo3KVqZ+/fp2J/uu/MsP4fooTJLv6s/tggULrD7MmzfP+Pr62r0eFBRkIiIi8vy/xJGw/d8G3MTX11fLly/XzTffLEk6efKkZs+erX379ikkJESDBg1S586dJV1e4aFTp07at2+fO7uMHLz++ut6+eWXJUkZGRl68cUXdeDAgXz327Ztm44dO5bt+cGDB+vzzz+XJKWnp2vBggX66aeflJ6ero4dO2rIkCHWslovvviiJk2a5MJ3A1cYP368JkyYIEmaMGGCXnvttVzLMt4lw6RJk6yVlS5evKjPP//cuuNtq1atrDveStLmzZvVuXNnXbx4MVs9jHfxtnDhQt11113W4zVr1mjp0qU6fvy4AgMD1aZNGz344IPWTdJiY2PVvn37HK+76tGjh5YvXy5/f39J0rfffqtly5YpOTlZ1113nYYPH27dBfXjjz8u1J2zkbvatWtr2LBhds+1aNFC/fr1k3T5eptvv/3W7vXVq1crIiIiW12u/NyGh4dr48aNqlGjhtWPzz77TCdOnFDdunU1fPhwa2Wu7du3q3PnzgVeWSeT279VeXuULVvWLFu2zOQlKirKdOjQwe19JXKOrN+4C2LIkCG51jlixAjrT3U5uXTpkpkwYYLb3zuRczh6Jp/xLlnxxhtvmEuXLuX5uV6xYoWpUKEC411Cw9/f33zyySd5jnGm/fv3m5YtW+ZZ3x133GHi4+PzrGfWrFnGx8fH7e/d06Jr164OjWNWef1/7crPbePGjc2+ffvy7Mv69etNlSpVnDkG7h8E4nL069fPfPXVV+bo0aMmJSXFnD592vz222/mueeeM+XKlXN7/4jcoyiSfOnyn3Lfffdds2fPHnPu3DmTmJhoDh48aGbOnJnjdAGi+ERBk3zGu+REixYtzLRp08y+ffvMuXPnzPnz582RI0fM/Pnzza233upwPYx38Y6WLVuaf/3rX+b33383sbGxJjU11SQlJZm//vrLLFq0yNx///35XoSdGVWrVjWvvfaa2bZtm4mPjzfnz583hw8fNp9//nmeF+USzoWrk3zJtZ/b0qVLm1GjRpmIiAhz8uRJc+HCBXP8+HGzfPly88ADDxibzebU+2e6DgAAAOBhuOMtAAAA4GFI8gEAAAAPQ5IPAAAAeBiSfAAAAMDDkOQDAAAAHoYkHwAAAPAwJPkAAACAhyHJBwAAADwMST4AAADgYUjyAQAAAA9Dkg8AAAB4GJJ8AAAAwMOUcncHAACu0bJlSw0ePFg33nij6tWrp/Llyys9PV1nz57VkSNHtHfvXm3evFk///yz/vrrr2z7ly9fXs8884wkaceOHVq6dOlVfgfu07FjR/Xs2VOS9J///CfH4wMAJY0hCIIgSm6UKVPGfPHFF6Ygbr311mz11KpVy3p97ty5bn9fVzM+++wz673XqlXL7f0hCIJwNjiTDwAlmK+vr1asWKEuXbpIki5duqTvvvtO69at04kTJ2SMUWhoqJo3b64uXbqoSZMm1n74/9q0aSNJio2N1dGjR93cGwBwHkk+AJRgI0eOtBL8yMhI3XbbbTpw4ECu5evXr6/hw4fr7NmzV6mHxV9QUJCuvfZaSdLWrVvd3BsAcA2SfAAowR588EFre+TIkXkm+JJ06NAhvfDCC0XdrRLluuuus/6ysWXLFjf3BgBcx+1zhgiCIIjCxblz56y55AEBAYWqI+tc/Px07do1xzpKly5tHn30UfPtt9+aqKgok5KSYs6ePWt2795tpk2bZho0aJBnH7p27Wq1MX78eCPJNGzY0EyfPt0cOHDAJCUlmfj4ePPbb7+ZZ555xvj7+zt97L799luH3vOWLVvcPs4EQRCFCLd3gCAIgihkJCcnO33BqLNJfpcuXcyxY8fy3O/SpUvmhRdeyLUPVyb5d999t0lKSsq1vn379pmaNWs6deyOHz/u0Hv2touQCYLwjGC6DgCUYIcOHVKLFi0kSc8884xGjx5d4DpOnz6tO+64Q2FhYfr4448lSatXr9b06dOzld2zZ4/d41tvvVVLly6Vv7+/0tPTtXLlSv3888+Kjo5WQECA2rRpo8GDB6tChQqaNGmSJOntt9/Osz/XX3+9XnjhBfn5+WnevHlatWqVUlJS1LRpUz388MMKDw9X48aNFRERodatWyshIaHA71mSRo0aJZvNpsmTJ6thw4Y6f/687rvvvmzl8psCBQDFldu/aRAEQRCFi+eff97urPP3339v7rzzTlOxYsUC11XQJTSrVq1qYmNjjTHGnDp1yrRr1y7HcuHh4WbXrl3WGf1GjRplK5P1TL4xxiQlJeX4V4Py5cubDRs2WOU+/PBDp49h5pSnjRs3un08CYIgXBhu7wBBEARRyChdurRZv359jtNMDh8+bBYtWmTGjBlj2rZtm29dBU3y33vvPat8p06d8izbqFEjc+nSJWOMMTNnzsz2+pVJ/hNPPJFrXeHh4SYhIcEYY0xKSooJDQ0t9PFr0KCB1WZO/SIIgijB4fYOEARBEE5E6dKlzeTJk/Ocw26MMZGRkeapp54ypUqVyrGegib5f//9tzHGmA0bNjjUz8wz8IcPH872WtYkPz4+3pQuXTrPuj788EOr/EMPPVToY3f33Xdb9TzyyCNuH0uCIAhXBXPyAaCEu3jxosaOHau33npLd9xxh3r16qX27durbt26duVq166tadOmadCgQerTp4/i4+ML3WaTJk0UGhoqSTpz5oz69++f7z7p6emSpLp166p06dK6ePFijuXWr1+f62uZfv75Z40YMUKSdMMNN2ju3LkF6b7luuuus7a3bdtWqDoAoDgiyQcAD3H27Fl99tln+uyzzyRJFSpUUJs2bdStWzfdf//9qlWrliSpffv2mj9/vm699dZCt1W7dm1ru0+fPurTp0+B9g8JCdHJkydzfO3PP//Md/+sZcLDwwvUdlaZSf6lS5e0e/fuQtcDAMWNj7s7AAAoGmfPntXPP/+sl156SfXr19cHH3xgvXbLLbfoxhtvLHTdFSpUcKpv/v7+ub6WnJyc7/5ZywQHBxe6H61bt5Yk7du3T6mpqYWuBwCKG5J8APACaWlpevrpp7V3717ruV69ehW6vqSkJGv7vffek81mK1AcPXo017qDgoLybT9rmcTExEK9h5o1a1pTjrZv316oOgCguCLJBwAvkZ6erjVr1liPq1WrVui6jh8/bm3XqFHDmW5lU79+/QKVOXHiRKHaYT4+AE9Gkg8AXuTSpUvWdtaz8ZKUkZFhbdtstjzr2bFjh86ePStJ6tatW57Tbwqqc+fO+dbXs2dPa3vTpk2FaqdVq1bW9o4dOwpVBwAUVyT5AFCChYWFOVy2VKlS6t27t/X4ygtNsyb9+U2ZycjI0Lx58yRJlStX1j//+U+H+5GfihUravjw4bm+XrVqVd1///2SpAsXLui7774rVDtZVx9y5GJfAChp3L6OJ0EQBFG4iIqKMnPnzjXt27fPs1xQUJD5z3/+Y60Jf+bMmRzvinvmzBljjDF//vlnvm2Hh4eb+Ph4Y4wxaWlp5umnnzY2my3X8mXKlDHDhg0z9957b7bXrrwZVmJiouncuXO2csHBweaXX35xyQ2ssh6P66+/3u1jSRAE4cqw/d8GAKAEOnnypKpWrSpJOnLkiNauXasdO3bo9OnTunjxoipVqqTWrVvrzjvvtM76Z2RkaOjQofrPf/6Trb6vvvpKAwcOlCQtWrRIixcv1tmzZ2XM5V8Vv//+u86cOWOV79mzp7799lsFBARIkv744w9988032rdvn5KSkhQcHKw6deqoTZs26t69uwIDA/Xyyy/rzTfftGu3a9eu1vUC3377rXr16qVSpUppwYIFWrVqlVJSUtSkSRMNGzZM1atXlyT99ddfatWqVaEvvB07dqzeeecdSZfP5M+YMUPHjh2zpi2tXbvWmpIEACWR279pEARBEIWLlStXmvT09DzvdJvViRMnzMCBA3Otr3nz5nneObdr167Z9rn++uvN/v37HWr/0qVLZtiwYdnqyHomf/z48eauu+7Ksx/79+83tWrVcurYVaxY0Rw9ejTXNkJDQ90+vgRBEE6E2ztAEARBOBHVqlUzQ4YMMR9//LH59ddfzcmTJ01KSopJTU018fHxZvfu3WbevHnm/vvvN2XKlMm3vgYNGpgPP/zQ7N271yQmJtp9icgpyZdkbDabGThwoPniiy/MwYMHzdmzZ82lS5fMmTNnzK5du8y8efPMI488YqpUqZLj/lcm+ZJMw4YNzfvvv28OHjxokpKSzJkzZ8zGjRvN6NGjjb+/v0uOXZUqVcy///1vs3//fnP+/HmrD0eOHHH7uBIEQTgTTNcBALhd1uk6EyZM0GuvvebeDgFACcfqOgAAAICHIckHAAAAPAxJPgAAAOBhSPIBAAAAD0OSDwAAAHgYVtcBAAAAPAxn8gEAAAAPQ5IPAAAAeBiSfAAAAMDDkOQDAAAAHoYkHwAAAPAwJPkAAACAhyHJBwAAADwMST4AAADgYUjyAQAAAA9Dkg8AAAB4GJJ8AAAAwMP8P46zupAltBN+AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xsVpNi1AXLVu2VHrfQUFBWt+AxxjH/uzZs1K5hw8fCgcHB7V1N23aVGlaT1ErjuQn7vk03XF02bJlhd5naU/yf//9d6lcQkKC2g9yAES1atWUThxMmjRJZTkrKyul/1PGjh2r1fs7fPiwtM+jR4+0Pi516tRROp7qPsDqEjY2NkrXYqSlpYkZM2YIZ2dnqYxMJhNt27YttOynuqlGP//8s1JZba7JAlDoupDp06drtZ/icp1paWklfodgRqkNo3eAwXilUa9ePaU57atXr9arvho1aij9cVu1apXGfSpVqqT0h7OoC8cKJvk3b97UWLe1tbXSLeGHDx9eqIyrq6tSvYaYz/qqltAcMWKE1E5RF7nlh6K4uDit3ueDBw+kfb766qsiyxkzyQ8ICJDaPnfunN71bdmyRSkhyL/AW58oqWPfrl07pbq1/YC+fPlyaZ/AwECVZe7cuSOVuXjxosY6K1SoIJ49e6bUn9Kc5FevXl3pwtiJEydq1YfJkydL+1y7dk1lmQYNGii9P3Uf0hTj3Llz0j5Xr17V+rhUqVJFqb1Fixbp/TOrWHfBM+hCvPyGKTw8XOn/VyFefsPRq1cvtXVOmjRJaZ/+/ftr7IeTk5PSeAkhxMKFC7V6DwMHDlTar0aNGgY7PoyyEy9v1UZUjgwePFi6S2FeXh6WLl2qV329e/dWmtf/008/adznxYsX+P3336XHvr6+0lx6dbZs2aKxTEZGhtLc1PxrABSlpaUpPVach13aHT16VNquV68e7O3ttdpvx44dGpfDA5TnBKs6dqWB4vg1btxYms9eHHK5HAMHDpQe79y5E48fP9ane4UY8ti//fbb0vb9+/dx8OBBrfrw66+/Sttdu3aFTCZTer1+/fpKbf7yyy8a60xJScEff/yhVfulwZtvvinNw09OTsaGDRu02k/x2LVo0QKOjo6FytSsWVPpcUxMjFZ1V6hQQdrW5mckX8FrexTr0dfz58/h7++Pbt26SdfgAEC1atXg4eGh1NZvv/0GLy8v/PPPP2rr/Pfff5UeT548WWM/Pv30U6XrJgDt3+eTJ0+UHqu6popMH5N8Knc6d+4sbd+8eVPvtdfbtm0rbcfExODGjRta7ae4drGlpSVatWqlcZ/8NZM1UfwPvnLlyoVef/HiBR49eiQ93rx5M3x8fLSq29hiY2OlbblcDjc3N632M9SxKw2uXbsmbVesWBGBgYGoW7dusepq2bKl0gelwMBAPXtXmCGPfadOnaTtQ4cOad2Ha9euSfePqFSpUqEPEV5eXkqPCyZlRTl8+LDWfTA2xWMXHByMzMxMrfaLi4tDeHi49LjgsQIKj5e29yawtraWtnW5v0fBvudflG8INjY2WLJkCfbv34969eqpLTt8+HA8fPgQn332mdpy9+/fV/p57dq1q9r7AfTs2RNTp05V2TdtFDz+mi68J9PEJJ/KncaNG0vbly9f1ru++vXrS9uaVj1QVPDDgGI9RdH2hlSKNxWys7NTWWbdunXStru7O4KDgxEaGopvv/0Wffr00evscHF5eXnhu+++w9GjRxEZGYmkpCTk5uZCCCFFwZsQafvHy5DHztgeP36sdObQ19cXd+/exfHjxzFjxgx07Nix0BnAoij+PgCG+Z0oyJDHXnE1ltu3b2vdh5ycHKUVn2rUqKH0eoMGDaTt9PR0rT/837x5U+s+GFvz5s2lbV2OHaD84brgsQMKJ5/anpVXLGdpaal1fwp+86lu1S5dODo64uzZs5gyZQpsbW2RnZ2N1atXo3PnzqhUqRIsLCzg5uaGoUOH4uzZswBefsD5/vvvlb7xUGXKlClK38LNmzcPf/31F3x8fGBvbw8rKyt4enri+++/x759+2BhYVFodS5tPzwVPB62trZa7UemhUk+lTuKXzUb4i6uikuj/ffff1rvV7CsYj1F0eXr7HwFpyXkW7JkSaFl1Ro3boypU6fiwIEDSEhIwLlz5zBz5kyVf9QNqX79+ggKCsKFCxfwxRdfoFu3bqhRowbs7e2lqVVFUTwTqI4hj11pMG7cOISFhUmPzczM4O3tjYULF+L06dN4/vw5Dh48iLFjx6r9ir/g1IuSuLOxoY69nZ2d0nivXr1a6QOgplBcBrfgmWfFx/Hx8RBCaNVPXX7njU1xrKdOnarTsVOc0qfqW5bs7Gylx4pTGNVRTFq1/V0GCn+o0Oeuxop+//136a61aWlp6NGjBz744AOcPn0aSUlJyMnJQUxMDHbs2IFOnTph5cqV0r7Dhw9XuntvQbdu3cKoUaOUvoUYOHAggoODkZSUhIyMDNy4cQOfffYZLC0tkZqaig8++ECpDsUlNdUp+CG/4PhQ+cAkn8odxakJhvjDoHjGseBcd3WysrKUzkobck6pNnJzc9G/f398/PHHiI6OLvS6mZkZ2rVrh2+++QZhYWH4v//7P62uG9BV48aNcfr0aXTt2rXQa6mpqXjy5AkePnyIBw8eSKGoNCfiJSkqKgpt2rTB8uXLVf4c29nZoXfv3vj5558RHh6O8ePHq6xH8fchOztbpykTr5ohpxwUPLOp+Husy1lhXX7njc1Qx0/VWWHFb2EA7RN2xTPV2pzoyFfwg0ZycrLW+xalT58+Smv9z5gxQ+19AYQQ+OSTT3DlyhXpua+//lrte//zzz/Ro0cP3Lp1S21fbt++jS5duuD+/ftKz8fFxWl6GwAKfwgqOD5UPvBmWFTuJCcnS39MDJFYKyZYunwlamlpqXS2y1BnonSRl5eHlStX4scff4Svry/8/Pzg7e2NNm3aKJ0JsrS0xCeffIKWLVvCz8/PoGeFNm7ciKpVq0r9+fXXX7Ft2zZcunSpyBtqaXuW1dQlJibi008/xVdffYU+ffqgR48e6NKlS6EpOE5OTli3bh08PDwwc+ZMpdcUkyMLCwtYWlqW2kS/YEL99OnTYv/eFEwKFZMgXeZ3l6VpEGlpaVKiHx8fj+fPnxerHlX7FfwGqGrVqoUSVFUU5/q7ublBLpcjLy9P434FLyTV99oqABg6dKi0nZmZiZ9//lnjPkIIrFmzBuvXrwfw8netS5cuaq/pOHXqFDw9PdG3b1/06dMHTZs2hZOTE5KTk/Hw4UPs3r0be/fuRXZ2Nt58802lfRWvx1En///UfCXxDR2VfkzyqdyJj4+XknxNd7HVhuIfvIL/sapTsGxx/+AaQl5eHo4ePSqtXGNnZ4du3bohICBAaUUOHx8fTJw4UePdSLXVvn17tGvXTno8duxYbNq0Se0+pfViWGNKSUnBzp07sXPnTgAvVwHp27cvRo0aBW9vb6nctGnT8McffyitvhQfH69Ul4uLCyIiIl5Nx3WUmJiInJwc6cPxl19+qfUKMdrUnc/BwQEymUyrD5Pa/s4X94OpIS8ojY+Pl5L81atXY9asWQaru+CKTNWrV9dqvzt37kjbFhYWqFWrllLiX5SCF5or1lNcBa9Z0PZbmkuXLik9btKkicYLt4UQ2L9/P/bv36+2nOI1KDk5OUrfGqhTcEECQ6+YRWUDp+tQuRMaGiptv/baa3rXpzh9pOAt2tVR/IMCQKuzXq9Kamoq9u3bh3feeQcdOnRQOsv5zjvvGKydbt26Sdu3b9/WmOADQO3atQ3WvqmKjY3Fhg0b4OPjg0mTJknPy+VyBAQEKJVV/H0ADPM7UZIUf0+0TSS1ce/ePWnb1tYWderU0Wq/Zs2aaVWuYMKobfJerVo1rcpp4+7du9K2IY8d8PLahGfPnkmPtVlIACi8AEGHDh202k+xXFZWltJ7Ky7FKVu6TG8p+G2SIT+YKU5jPH/+vNZTyRSP/+PHj43yTTEZH5N8KndOnjwpbTdr1kzrP+ZFUVwe0NXVtVDyXpQ+ffpI21lZWbh69ape/Sgply9fVlr7v+BUkHyKU3g0XSybT/Fsk+LZZXV8fX21KlfSivN+jWHNmjVKP1sFx+/69etK86IV18wvjY4fPy5tG3LZ14sXLyo9VpybrU7Pnj21Klfwgkltln7NX5fdUBSPneI3PIaiuDKTth9+Tp48qTR1Stvj3r17d2k7ODjYIKvrKH6bqsuHK1dXV6XHRU0z1FXNmjWVlnzW5VsrxeNfEitmUdlQev8yEZWQXbt2ITc3F8DL5Ozzzz/Xq75Dhw4pXUD7/vvva9ynYsWKSmdUjx49qvWa1cageJazqFUzFM8Uabv8puJFs9pcqGdmZqbV8X0VivN+jUXd+OXl5WH37t3S47feeqtU3zgnf0oS8PIDX5MmTQxS7/3795WO07vvvqtxHzs7OwwZMkSr+h89eqT0O644Ta0oo0aN0qpubSn+31evXj307t3boPUrXqTapk0brfbJyspSWj/+rbfe0vj71L17d6Vv9Pbs2aNjT1VT/Fa2Xr16Wn9rWPCDnqG+lV2wYIF0AuH58+c63XhN8V4Gih/uqHxhkk/lTnh4uNIfhQkTJuj1xy46OlrpxlbvvfeexikPixYtgpOTk/R47dq1xW6/OKpUqaLTRceK05CKmtup+Ly2Z/EiIyOlbW9vb43r0s+dO1dpPXNjKs77NZTq1avrtKqQYv9Ujd8PP/wgbdvY2GDTpk06rVn+Kh07dkw66y6Xy7FlyxadL34tapUoxTOlbdu21Zhkz5kzB87Ozlq1mZOTo/SNypgxY9SWd3d3x4wZM7SqW1sPHjxQ+kC3du1arfufT90KW4rJev369bW+UZ3iMpR2dnaYP39+kWXNzMzw3XffSY/j4+Px22+/FVm+Vq1aSkuBbty4sciyBW9stmDBAo19r1GjhtIylykpKTh9+rTG/TQZNmwYhg8fLj2eNm2a1lOI6tatqzQdS9PdeMm0CQajvIWHh4dITEwU+dLT08X7778vZDKZyvIymUz06dNHbN++XeXrnp6eIjMzU6rvyZMnol27doXKyeVyMXfuXKEoODi4yH7WqlVLqWytWrW0en8bN26U9tm4cWOh1318fER8fLyYP3++qFevntq6Bg4cqPTeFi9erLLc22+/LZXJzs4WgwcP1tjP1157Ten97dixQ1hZWRUqZ2lpKb755hshhBA5OTlK+/j4+BRZv7blFGP27NnSPkFBQUWWa9++vVL9H330kTAzM3slP7+zZ88Wd+7cERMnThSOjo5FlpPL5WLRokVK/ezdu7fKsitWrFAqFxQUJGrXrl1k3S4uLmLRokXizTfffOXHvnXr1iI9PV0qe/36ddGmTRu1dZuZmYnu3buLHTt2iPXr16ssY2dnJyIiIqR609PTxaBBg1SWnTJlis4/j5988olS2c8//1xlOU9PTxEWFiaEECI3N1cqP3v27CLr1vQ7nx/u7u4iLi5OKvvo0SPRo0cPtcdOJpOJDh06iPXr14uDBw+qLfvw4UOp7tGjR2v9M33w4EFpv9zcXPHBBx8UKmNhYSF+++03pWM4depUtfUW/D9U3bGxtrYWUVFRSuWXL18uLC0tVZZv0qSJCA0NVSr/7bffFlm/ubm5mDNnjqhevXqRZSwtLcXXX38tsrOzpTqPHTum9XEEICZMmCDtGxoaqtO+DNMKrq5D5dKjR48wZswYbN++HRYWFrC2tsbatWvxxRdfYN++fXjw4AFSU1Ph6OgIT09P9OjRA9WrV8ejR49U1hcSEoKZM2di6dKlAF7O0Tx16hQOHDiAoKAgJCUloVatWhgyZAgaNWok7RcfH6/xjF5JcXBwwFdffYWvvvoKN2/exNmzZ3H37l0kJCRALpejZs2a8PPzQ8eOHaV9nj17pnQWTdHevXsRHx8PR0dHmJubY9euXXj+/Dmio6OVpjONGzdOmiN6+fJlHD16VJpf+9Zbb6Ft27bYvn077t27BwsLCzRq1AiDBw+WppDMmTNH7Zm+V+XcuXO4c+eONJ4rVqzAN998g4iICKX5+rNmzcK+ffsM3n7Dhg2xevVqLF++HOfPn8eFCxfw+PFjJCYmwsbGBg0aNED//v1Rr149aZ+jR48qnW1V9MUXX6BNmzbSBY1du3bF7du38e+//+LUqVN49uwZrKys4O7ujg4dOqBLly4wMzPD6NGjDf7eNLly5QomTJiAX375BWZmZmjevDkuXryI8+fPIzg4GI8fP0ZaWhrs7e3h6uqKFi1aoEOHDnBwcACAIi/wTk1NxYQJE7B3716YmZnB2toau3fvRlBQEA4ePIi4uDhUr14d/v7+aNmyJQBg4cKF+Prrr7Xq9y+//IIpU6ZIN5dbunQpBg0ahD179uC///6Do6MjfHx80KdPH5ibm+Pw4cOwsbFBly5d9D5m+SIiIhAQEIA9e/bAxsYGtWrVwr///oubN2/i33//RVhYGFJSUmBnZwdnZ2c0b94cHTp0kFYiCw4OVlv/tm3b8OWXXwJ4eX2HNhfTAy+/Ab1w4QJcXV0hl8uxatUqDB8+HIGBgYiLi0Pt2rUxYsQIpalkR48exbJly4p1HFTJyMjApEmTsHv3bpiZmQEAPv74YwwZMgS7d+/GzZs3kZaWBmdnZ3Tp0kUap3y3b9/GwoULi6zfzMwMs2fPxtdff43Lly/jzJkzuH//PlJSUuDo6IgmTZqgX79+St+uXLp0SefrZAYPHixtq/uWg8oHo3/S0Cfkcrlo2rSpGDVqlFixYoU4c+aMSE1N1epTu77Rr18/sWPHDhEeHi7S09NFbGysOH36tJgyZYqwt7c3+rFhaI7XX39dvHjxQmgrPDxcbX3Tp09XOvOmTnR0tGjWrJna+kryTL6unjx5Ipo3b6623TfeeEPp90+Vgmc63dzcxOPHj7XqQ/57UVefYmhbTjG0PZsMQHh5eSmdFVVl1KhRBv+5Veyjtk6fPi0qV66stl4bGxuxZ88eneot6v0pKoljn//zpviNnLZ+/vlntfWOHTu20Bl6VQIDA4WZmZlO77Vr164af0eEEOL8+fOicuXKIigoSHrOEGfy86Ndu3YiOjpa62OW78iRI2rrrVu3rvR/YFpamqhUqZLWP9etW7cudCa9KNr8PAO6ncnPj+HDh4uUlBSdjsvly5eFu7u72nqtrKx0qjMwMFBUqVJFp/8bqlatKrKysoQQQmRlZan91oBRLsLoHdAr/vzzT7W/JCWR5NvZ2YnAwEC17T5+/FjldA1G6QtnZ2exatUqtclCVlaW+Pfff4v86l4x2rZtK44dO1Zksp+YmCiWLVum1R+/kkryK1asKD7++GPx77//avxjFhcXJ5YtW6bVH1QAok6dOuLbb78V586dE3FxcdIfnHyqkqCqVauK7du3F5lY3bt3T4wcOVIqr6k+Xcsphq6JpouLi5g1a5Y4ceKEiI2NFRkZGUrtlkSSX7duXTFv3jxx6dIlpa/1Vbl//7746KOPhFwu17r+gQMHikuXLqmtNzIyUixZskS4uLgY7dgDEI6OjuLbb78VsbGxavubmJgo/vrrL/H222+rnBJWMDp06CCuXLmisq7Y2FilaSK6vtc2bdqI8+fPF9nPxYsXCwsLCwGgxJJ8AMLW1lbMmDFD44fs1NRUcejQITFu3DitTmDt3btX2lfVtBt1UaVKFfHzzz+L5ORklX2Jjo4W06dP1/rnuThJfv7v2Pr16zX+/3jv3j3xySefSOOlLuRyudi4caPSlLCCcnNzxcmTJ7X6W6Mq8qeRCSGKnF7KKD8h+99GmfXXX38pfZUVHx+P+Ph46eK8TZs2abVKgrbkcjn2798vLX/49OlTrF+/HqGhoXBwcEBAQIC05FVCQgI6depkkJt0UMkzNzdHhw4dUK9ePVStWhUymQzPnz/H/fv3cenSJZ1vm+7s7Axvb2+4urrCzs4OcXFxCAsLw6lTpwx6x1h9mZubo1mzZtKFchUqVEBmZiYSEhIQEhKCa9euvbL+urq6wsfHR5rOEBMTg9u3b2t9A5jyyM7ODi1atJB+bq2trZGamorY2FhcvXpVr/9/qlevLk3VqFSpElJTUxEdHY2QkJBS+f9ay5Yt0axZMzg5OcHW1hYpKSnSz9Dt27ellWV00bx5c7Rp0wbOzs6Ij49HeHg4goODlaagFVeTJk3QoUMHVK1aFUlJSXj8+DGOHTtmkOUgddWoUSO0atUKVatWhb29vfQzdOfOHdy6dUunuyB36dJFWmknJCRE62WFFdnZ2cHHxwc1a9ZElSpVEBsbiwcPHuD06dNa3RHXUCwtLdGyZUs0bdoUDg4OsLKyQnJyMp4+fYpLly5pdeMuVRo0aIAWLVqgRo0asLW1RUJCAmJiYnDhwgU8efKkWHXKZDLcuXNHyn+8vLwK3aiLyh+jf9LQJ2bMmCEWLlwo/P39hYeHhwAgRo0apfOndm1j/PjxUt03b94Uzs7OhcosWbJEKnP8+HGjHyMGg8FgMF5lHDlyRPo72KtXL6P3pzzEoEGDpGO+d+9eo/eHUSrC6B0weJRUki+Xy5XmMLZq1arIcopf8/r5+Rn9mDAYDAaD8aqibdu20pRFdSuIMQwX+VPAcnJyNF4/xSgfwXXydeDt7S2t+xscHFzkHUrz8vKwYsUK6XHB28gTERGZsgsXLkgru/j4+KBXr15G7pFpGzhwINq2bQsAWL9+PW7cuGHkHlFpwCU0dZA/Dx+A0s2PVDl48KDK/YiIiMqDqVOn4uHDhwCASpUqGbk3ps3W1hZz5swBAKxatcq4naFSg0m+DhTv+pl/x8WixMbGIiIiAu7u7nBxcYGTkxPi4uJKuotERESlQmxsLObOnWvsbpQL27ZtM3YXqBRikq+Dhg0bStvaXFEfHh4u3bijYcOGTPKJyiE3NzccP37cIHVFRUXB19fXIHUREZFpY5Kvg8qVK0vb2iTs8fHxKvclovLDwsJC6a6z+lC8uyYREZE6/IuhgwoVKkjbGRkZGssrrnVsb2+vtqylpSWsrKyUnnNwcEBCQoKOvSSi0kTx/w19yWQyjf+XEBHRq2Vvb1/s+xuUJCb5pcSMGTOki2aIiFSpVasWkpKSjN0NIiIqoHr16qUu0WeSr4OUlBQ4ODgAgHRXSXVsbGykbU13S120aBGWLVsmPba3t0d0dDRat26N2NhYPXpNZUGFChVw9+5dNGzYECkpKcbuDpUwjnf5wvEuXzje5Uu1atVw5coVjXmeMTDJ10FiYqKU5Ds5OWlM8h0dHZX2VScrK0vlbcNjY2NL3SdDMrz8KRgxMTGl8j8KMiyOd/nC8S5fON5UWvBmWDq4e/eutF27dm2N5RXLKO5LRERERFSSmOTrICQkRNr28vJSW9bZ2VlaPjM2NpbLZxIRERHRK8MkXweHDh2StjXdxfb111+XtjXdHZeIiIiIyJCY5Ovg+PHjiImJAQD4+vqiVatWKsvJ5XJ8/PHH0uPt27e/kv4REREREQFM8iWjRo2CEAJCCAQFBaksk5eXh3nz5kmPt2zZgqpVqxYqt3jxYukDwKlTp3D48OGS6TQRERERkQplfnUdDw8PjB07Vum55s2bS9utWrXC/PnzlV4/duxYkYm8JuvXr8egQYPQs2dPNGvWDNevX8f69esRGhoKBwcHBAQEoEuXLgCA58+f4/333y9WO0RERERExVXmk/xatWrhq6++KvL1Fi1aoEWLFkrP5eTkFDvJz83Nhb+/P7Zt24Z+/frB1dUVs2bNKlQuMjISQ4cORWhoaLHaISIiIiIqrjKf5BtDSkoK+vfvj/79+2PkyJHw8vKCs7MzkpOTERYWht27d2PdunW8MyURERERGYUMgDB2J6gwe3t7JCUllcrbJJPh5Y93xYoVefOUcoDjXb5wvMsXjnf54ubmhujo6FI53rzwloiIiIjIxDDJJyIiIiIyMUzyiYiIiIhMDJN8IiIiIiITwySfiIiIiMjEMMknIiIiIjIxTPKJiIiIiEwMk3wiIiIiIhPDJJ+IiIiIyMQwySciIiIiMjFM8omIiIiITAyTfCIiIiIiE8Mkn4iIiIjIxDDJJyIiIiIyMUzyiYiIiIhMDJN8IiIiIiITwySfiIiIiMjEMMknIiIiIjIxTPKJiIiIiEwMk3wiIiIiIhPDJJ+IiIiIyMQwySciIiIiMjFM8omIiIiITAyTfCIiIiIiE8Mkn4iIiIjIxDDJJyIiIiIyMUzyiYiIiIhMDJN8IiIiIiITwySfiIiIiMjEMMknIiIiIjIxTPKJiIiIiEwMk3wiIiIiIhPDJJ+IiIiIyMQwySciIiIiMjFM8omIiIiITAyTfCIiIiIiEyMDIIzdCSrM3t4eSUlJmP7nr0jLzDB2d6iEmZmZoa1XW1y4eAG5ubnG7g6VMI53+cLxLl843uWLrZU1Fr85AhUrVkRycrKxu6OESX4plZ/krwq9iKw8/idBREREVNpYys3wYROvUpnkc7oOEREREZGJYZJPRERERGRimOQTEREREZkYc2N3gNT779FjpGbwwltTZyaXo6Vnc1wLuYHcvDxjd4dKGMe7fOF4ly8c7/LFztoaaOJl7G6oxAtvS6n8C2/b9+yO6OhoY3eHSlgFOzvcvnAZjdu+hpTUVGN3h0oYx7t84XiXLxzv8qV69eo4d/goL7wlIiIiIqKSxySfiIiIiMjEMMknIiIiIjIxTPKJiIiIiEwMk3wiIiIiIhPDJJ+IiIiIyMQwySciIiIiMjFM8omIiIiITAyTfCIiIiIiE8Mkn4iIiIjIxDDJJyIiIiIyMUzyiYiIiIhMDJN8IiIiIiITwySfiIiIiMjEMMknIiIiIjIxTPKJiIiIiEwMk3wiIiIiIhPDJJ+IiIiIyMQwySciIiIiMjFM8omIiIiITAyTfCIiIiIiE8Mkn4iIiIjIxDDJJyIiIiIyMUzyiYiIiIhMDJN8IiIiIiITwySfiIiIiMjEMMknIiIiIjIxJpXk9+vXDzt27EB4eDjS09MRGxuL06dPY8qUKbC3tzd4e7Vq1cK8efNw8uRJ/Pfff8jKykJycjLCwsKwa9cuDBs2DObm5gZvl4iIiIhIHZPIQO3s7LB161YMGDBA6Xlra2s4OzujY8eO+OijjzBkyBCcP3/eIG1OnjwZCxcuhLW1tdLzFhYWqFChAurUqYPBgwfjq6++wptvvolbt24ZpF0iIiIiIk3KfJIvl8uxc+dO9OnTBwDw9OlTrF+/HqGhoXBwcEBAQAA6d+4Md3d3HDhwAJ06dcKdO3f0avODDz7AsmXLpMenT5/G3r17ERkZiYoVK6Jp06YYPXo07O3t0ahRIwQFBcHT0xOxsbF6tUtEREREpI0yn+SPGzdOSvBv3bqFbt264dmzZ9Lrq1evxpIlSzBlyhQ4ODhg3bp18PHxKXZ71tbWWLhwoVL7v/zyS6Fy8+bNw9GjR9G8eXNUrVoVU6dOxeeff17sdomIiIiItFWm5+TL5XLMnj1bejxixAilBD/ftGnTcPXqVQCAt7c3/Pz8it1mp06dULFiRQDAhQsXVCb4ABAXF4cZM2ZIj729vYvdJhERERGRLsp0ku/t7Q03NzcAQHBwsJTIF5SXl4cVK1ZIjwMCAordprOzs7R9//59tWUVX69QoUKx2yQiIiIi0kWZTvLzp+kAwIEDB9SWPXjwoMr9dKX4TUGDBg3UllV8nRfeEhEREdGrUqaTfE9PT2n74sWLasvGxsYiIiICAODi4gInJ6ditXnq1Cn8999/AAAvLy+MHTtWZTknJydp7n5ubq7ShbpERERERCWpTF9427BhQ2k7PDxcY/nw8HC4u7tL+8bFxencZmZmJiZMmIDt27fDwsICP//8M0aPHq20uk6zZs0watQoVKxYEcnJyRg3bhzOnDmjc1tERERERMVRppP8ypUrS9vaJOzx8fEq99XV7t270aNHD/z4449o1qwZOnfujM6dOyuVycrKwoIFC7Bu3TpERUVprNPS0hJWVlbS4/ybd9na2qKCnV2x+0plg93/xtiOY10ucLzLF453+cLxLl9sbW2N3YUiyQAIY3eiuDIzM2FpaQkAMDc3R25urtryv/32G4YNGwbg5cW327dv16t9Hx8fLFu2DK1bt1b5+vPnz7Fp0ybMnDkTGRkZauuaPXs25syZo1d/iIiIiOjVy5+9UZqU6TP5xuLo6IgdO3agW7duSEhIwKeffipN17G1tcVrr72Gzz//HH379sXkyZPRsWNHvP7660hISCiyzkWLFinN27e3t0d0dDS6DeyHmCdPXsXbIiOys7PDpaATaOPrjdTUVGN3h0oYx7t84XiXLxzv8sXVzQ3HAvcZuxsqlekkPyUlBQ4ODgBe3qRK0y+TjY2NtF3cT1s2NjY4efIkGjdujISEBLRr1w4PHjyQXk9KSkJQUBCCgoKwcuVKfPjhh2jXrh1WrlwpfYugSlZWFrKysgo9n5aWhhT+J1FupKamcrzLEY53+cLxLl843uVDWlqasbtQpDK9uk5iYqK0rc1qOY6Ojir31cWkSZPQuHFjAMDSpUuVEvyCpk2bhufPnwMAhg4dimrVqhWrTSIiIiIiXRjkTL6FhQVatmyJ5s2bw8PDAw4ODrCxsUF6ejoSEhLw6NEjXL9+HdevX0d2drYhmgQA3L17F3Xq1AEA1K5dG48fP1Zbvnbt2kr7Fscbb7whbR8+fFht2bS0NJw5cwZ9+/aFmZkZvLy8sH///mK1S0RERESkrWIn+RUqVMDQoUMxePBgdO3aVWllmKJkZGTg+PHj+Ouvv/DHH3/ofYFCSEiIdGMrLy8vBAcHF1nW2dlZWj4zNja2WMtnApDusAsAL1680Fhe8RsD3vWWiIiIiF4FnafrNGjQAGvXrsXTp0+xbt069OrVC9bW1pDJZBrDxsYGvXr1wtq1axETE4O1a9cqrXWvq0OHDknbmu5i+/rrr0vbmu6Oq47iB5OaNWtqLF+rVi1pW3EJTyIiIiKikqL1mfyaNWti/vz5eOeddyCXyyGTyQAAQgjcu3cPZ8+exe3bt5GQkID4+HgkJSWhUqVKcHR0hIODA5o0aYL27dujfv36AF5ewDpu3DiMGTMG27Ztw6xZs6Q70mrr+PHjiImJgaurK3x9fdGqVStcvXq1UDm5XI6PP/5YeqzP0pkhISF47bXXAADDhg1DUFBQkWXr1q2Ldu3aAXh519tLly4Vu10iIiIiIm1pleR//fXXmDZtmnTGPjU1FYGBgdi1axeOHz+u00WslStXhre3N/z9/TFo0CDY2dlh+PDhePPNN7F48WIsWLBA67ry8vIwb948rFmzBgCwZcsWdOvWDf/9959SucWLF6NVq1YAgFOnThU5l37UqFHYtGkTACA4OBi+vr6Fymzbtg2jR48GALz77rs4c+YMNmzYUKhctWrVsGPHDlhYWAAA9u/fL12ES0RERERUkrRK8vNv0hQeHo7vv/8ev/76K1JSUorVYGJiIvbu3Yu9e/figw8+wIgRI/DZZ5+hTp06mDNnjk5JPgCsX78egwYNQs+ePdGsWTNcv34d69evR2hoKBwcHBAQEIAuXboAeHlzqvfff79Y/c7377//YufOnXjrrbcgl8vxyy+/YMSIEdizZw+ioqJgY2ODNm3aYMSIEahSpQqAl3fj/fzzz/Vql4iIiIhIW1ol+ZGRkfjqq6+wdetWCGG4G+SmpKRgzZo1WLt2LYYPH4558+bpXEdubi78/f2xbds29OvXD66urpg1a1ahcpGRkRg6dChCQ0P17vfw4cORlJSEsWPHAgC6du2Krl27qix7584dvP322wgLC9O7XSIiIiIibWiV5Ddo0EDljZoMRQiBX3/9FX/88Uex9k9JSUH//v3Rv39/jBw5El5eXnB2dkZycjLCwsKwe/durFu3DklJSQbpb1ZWFsaNG4eVK1di9OjR6NSpE+rUqYOKFSsiKysLz549w+XLlxEYGIgdO3YYdNlQIiIiIiJNtErySzLBN2Q7+dOAimvz5s3YvHmz1uWvX7+OyZMnF7s9IiIiIqKSUKbveEtERERERIUZNcnPX4qSiIiIiIgMxyhJfosWLbB3716cP3/eGM0TEREREZk0rW+GZQhNmzbF3LlzMXDgQMhkMoOu1ENERERERC8VK8m3srKCt7c3GjRoABsbG0RERODcuXNF3rG2Xr16WLBgAfz9/SGTyaS75RpqtRsiIiIiIvr/dE7yJ0yYgPnz50s3esqXm5uLrVu3YuLEicjMzATw8sPAokWLMGnSJJibm0vJfUJCApYvX44VK1YY4C0QEREREZEinZL8qVOnYuHChQAgJexSRebmGDlyJNzc3NC7d2+4ubnh0KFDaNKkiVQ2NjYWy5Ytw+rVq5GWlmagt0BERERERIq0TvJr1aqFuXPnAniZ4D99+hTnzp1DRkYGmjZtCk9PT8hkMvTo0QP+/v6YNWuWlODHxMRg0aJF+Pnnn6Wz/EREREREVDK0TvJHjx4NS0tLCCGwYsUKfPHFF8jJyZFeHzBgAH7//XdYWlril19+gb29PfLy8rBo0SIsWLCAyT0RERER0Sui9RKa3t7eAIAbN25g8uTJSgk+AOzZswdLly6FTCaDvb09hBB466238PXXXzPBJyIiIiJ6hbRO8hs1agQhBHbs2FFkmW3btgEAhBA4fPgwAgMD9e4gERERERHpRuskv3LlygCAsLCwIssovnbo0KHi94qIiIiIiIpN6yTf2toaAJCRkVFkmezsbGk7KipKj24REREREVFxaZ3k60ox4SciIiIiolenxJJ8IiIiIiIyDp3veOvs7IyaNWsarFxkZKSuXSAiIiIiIjV0TvLXrVun9nUhhFbl8staWFjo2gUiIiIiIlJD5yRfJpOpfT0/yddUjoiIiIiISobWSX5ERISUwBMRERERUemldZJfu3btkuwHEREREREZCFfXISIiIiIyMUzyiYiIiIhMjFGS/BkzZiA+Ph5xcXHGaJ6IiIiIyKTpvLqOIdjY2KBy5cq8kJeIiIiIqARwug4RERERkYlhkk9EREREZGKY5BMRERERmRgm+UREREREJoZJPhERERGRiWGST0RERERkYpjkExERERGZGCb5REREREQmRuubYdWsWdNgjVaqVMlgdRERERERkTKtk/xHjx7xDrVERERERGWA1kl+PplMVhL9ICIiIiIiA9E6yY+IiOCZfCIiIiKiMkDrJL927dol2Q8iIiIiIjIQrq5DRERERGRimOQTEREREZkYJvlERERERCaGST4RERERkYnRKsmfNGkS5PKS/TxgYWGBTz75pETbICIiIiIqD7TK3FeuXIlbt25h5MiRBk/2zczMMGHCBISFheH77783aN1EREREROWRVhl7fHw8GjRogA0bNuDRo0eYNWsWPDw89GrY09MTS5YsQUREBFatWoXq1asjPj5erzqJiIiIiEjLJL9+/fpYu3YtcnNzUb16dcyaNQsPHjzA5cuXsWzZMgwZMgS1atVSW4eHhweGDh2KZcuW4dq1a7h69SomT54MFxcX5ObmYs2aNWjQoIFB3hQRERERUXmm1c2wXrx4gQ8++AA//PAD5s6di7feegtmZmZo0aIFWrRogY8//hgAkJWVhefPnyM+Ph7JycmoWLEiHBwc4ODgAAsLC6U6ZTIZcnJy8Mcff2DevHl48OCB4d8dEREREVE5pPUdbwHgwYMHGDZsGGbMmIEJEyZg+PDhqF69uvS6lZUVqlWrhmrVqintJ5PJlB5HRETgt99+w7p16xAVFaVH94mIiIiIqCCdkvx8ERERmDlzJmbOnIl27dqhV69eaNeuHTw9PeHm5qaU1Ofl5SEqKgohISE4d+4cDh06hMuXLxvsDRARERERkbJiJfmKzp8/j/Pnz///Cs3NUblyZVhZWSEzMxPPnz9Hbm6uvs0QEREREZGW9E7yC8rJyUFcXJyhqyUiIiIiIi3xjrdERERERCaGST4RERERkYlhkk9EREREZGKY5BMRERERmRgm+UREREREJoZJPhERERGRiWGST0RERERkYpjkExERERGZGCb5REREREQmhkk+EREREZGJYZJPRERERGRimOQTEREREZkYc0NVJJPJ4O/vj169eqFJkyZwcHCAhYUF6tWrp1SuadOmqFixIl68eIHQ0FBDNU9ERERERP9jkCS/Y8eO2LJlCzw8PKTnZDIZhBCFyvr7+2PWrFlISkqCq6srMjMzDdEFIiIiIiL6H72n6/j5+eHYsWPw8PCATCZDbm4uXrx4UWT5n376CQBQsWJFvP766/o2T0REREREBeiV5FeqVAm///47LCwskJKSgvHjx6Ny5cp49913i9zn6dOnOHfuHACge/fu+jRPREREREQq6JXkf/DBB6hSpQpycnLQu3dv/PLLL0hPT9e435kzZyCTydC6dWt9miciIiIiIhX0SvJff/11CCGwa9cu6ey8Nu7evQsAqFOnjj7NExERERGRCnol+Q0aNAAAHD16VKf9EhMTAbyc7kNERERERIalV5JfsWJFAEBCQoJO+1lYWAAAcnJy9Gm+kH79+mHHjh0IDw9Heno6YmNjcfr0aUyZMgX29vYGbUtRy5Yt8d133+HKlSt49uwZMjIyEBUVhYsXL2LlypXw9/eHXM5bEhARERHRq6HXEpoJCQlwdnaGo6OjTvvlL7UZFxenT/MSOzs7bN26FQMGDFB63traGs7OzujYsSM++ugjDBkyBOfPnzdImwBgb2+P5cuXY9SoUYWS+OrVq6N69epo06YNPvzwQ1SuXFntqkNERERERIaiV5L/4MEDODs7o0OHDvj555+13q93794QQuD69ev6NA8AkMvl2LlzJ/r06QPg5eo969evR2hoKBwcHBAQEIDOnTvD3d0dBw4cQKdOnXDnzh29261SpQr++ecfeHl5AQCioqKwe/duXL9+HS9evIC9vT3q168PPz8/vPbaa3q3R0RERESkLb2S/MOHD6NTp0548803MXPmTMTGxmrcp1u3bujSpQuEEPjnn3/0aR4AMG7cOCnBv3XrFrp164Znz55Jr69evRpLlizBlClT4ODggHXr1sHHx0fvdrdt2yYl+EuXLsVXX32l8sZeX375JVxdXZGSkqJ3m0RERERE2tBrovhPP/2EtLQ02NnZ4c8//5Tm6Belffv2+P333wEAz58/x+bNm/VpHnK5HLNnz5YejxgxQinBzzdt2jRcvXoVAODt7Q0/Pz+92h01ahR69+4N4OWHiC+++ELtnXtjYmKQm5urV5tERERERNrSK8l/9uwZZs6cCZlMhg4dOuDu3buYP38+2rdvL5Xp06cP3n//fQQGBuLkyZNwcnKCEAKffvop0tLS9Oq8t7c33NzcAADBwcFSIl9QXl4eVqxYIT0OCAjQq91p06YBAJKTkzF9+nS96iIiIiIiMjS9pusAwMqVK+Hs7IwZM2ZI/wKAEAIAsG/fPqmsTCYDAMyePRtbt27Vt2lpmg4AHDhwQG3ZgwcPqtxPVx07dkTjxo0BAHv27EFycnKx6yIiIiIiKgkGWdfx66+/Rt++fXH16lXIZLIi4+bNm3jjjTfwzTffGKJZeHp6StsXL15UWzY2NhYREREAABcXFzg5ORWrTcX5/Pkr9QwaNAh///03YmJikJGRgejoaOzfvx+jR4+GmZlZsdohIiIiIiouvc/k5/vnn3/wzz//oGnTpvD29oaHhwcqV66MlJQUREVF4fjx47hy5YqhmgMANGzYUNoODw/XWD48PBzu7u7SvsVZwrNNmzbSdmxsLP7880/4+/srlXFzc4Obmxv69u2LyZMnY8CAAXj06JHObRERERERFYfBkvx8t27dwq1btwxdrUqVK1eWtrVJ2OPj41XuqwtXV1dpe968eWjUqBEyMzOxZcsWnDp1CtnZ2WjRogXGjRsHR0dHNG/eHEFBQWjdujWeP39erDaJiIiIiHRh8CT/VapQoYK0nZGRobF8enq6tF3cO+BWqVJF2m7UqBESEhLQvXt3XLt2TXr+999/xw8//ICjR4+iadOm8PDwwMKFCzFx4sQi67W0tISVlVWh/tna2qKCnV2x+kplh93/xtiOY10ucLzLF453+cLxLl9sbW2N3YUiyQCI4u6cm5uLvLw8DB48WOkCW0169uyJAwcOQAgBCwuL4jaPzMxMWFpaAgDMzc01LlP522+/YdiwYQBerrCzfft2ndu8e/cuGjRoID0eM2YMNm7cqLJs8+bNpRt+ZWRkwNnZucgLdWfPno05c+bo3B8iIiIiMq6KFSuWusVY9D6Tn79izqvaT1FKSgocHBwAANbW1khNTVVb3sbGRtou7kAo7peSkoLffvutyLI3btzA2bNn0aFDB1hbW6NTp044dOiQyrKLFi3CsmXLpMf29vaIjo5Gt4H9EPPkSbH6SmWHnZ0dLgWdQBtfb40/x1T2cbzLF453+cLxLl9c3dxwLFD7E92vUpmerpOYmCgl+U5OThp/mRwdHZX2LQ7FefUhISHIzs5WW/7SpUvo0KEDAKBu3bpFlsvKykJWVlah59PS0pDC/yTKjdTUVI53OcLxLl843uULx7t80PeeTyXJIEto6ip//pI28+jVuXv3rrRdu3ZtjeUVyyjuq4s7d+5I2y9evNBYXrGMpjsCExEREREZglGS/Pw74j579kyvekJCQqRtLy8vtWWdnZ2l5TNjY2OLtXwmAGmOPQBUqlRJY3nFMtp8KCAiIiIi0pfW03U8PT3RsmVLla9169ZN45KUMpkMdnZ2aN26NYYPHw4hhMYbWGly6NAhTJ06FcDLu9guWbKkyLKvv/66tK3p7rjqHDx4EHl5eZDL5fD09ISFhYXaKTuK6+oX99sDIiIiIiJdaJ3kDxo0CLNmzSr0vEwmw0cffaRTozKZDEIIrF27Vqf9Cjp+/DhiYmLg6uoKX19ftGrVClevXi1UTi6X4+OPP5YeF2dVnXzR0dE4fvw4fH19UaFCBQwfPlzt6jr58/GTkpJw+vTpYrdLRERERKQtnabryGQypSjqeU0RGxuL9957D0FBQXp1Pi8vD/PmzZMeb9myBVWrVi1UbvHixWjVqhUA4NSpUzh8+LDK+kaNGgUhBIQQavs2c+ZMaXvp0qUqv+FwdnbG1q1bpccrVqzQ+xoEIiIiIiJtaH0mPzAwEI8ePVJ6buPGjRBCYNWqVbhy5Yra/fPy8pCSkoLw8HCEhIQgLy+vWB0uaP369Rg0aBB69uyJZs2a4fr161i/fj1CQ0Ph4OCAgIAAdOnSBcDLlXHef/99vds8d+4cFi9ejOnTp8PBwQHnzp3D5s2bpTvetmzZUrrjLQBcvHgRCxYs0LtdIiIiIiJtaJ3k37hxAzdu3FB6Ln+aytGjR3W6GZYh5ebmwt/fH9u2bUO/fv3g6uqqclpRZGQkhg4ditDQUIO0O2PGDOTm5mLatGmwsrLC+PHjMX78+ELlDh06hICAAGRmZhqkXSIiIiIiTfRaJ//dd98FAI1n8UtaSkoK+vfvj/79+2PkyJHw8vKS7i4bFhaG3bt3Y926dUhKSjJou1999RV27NiBsWPHws/PD9WrV4eFhQWePXuGM2fOYMuWLUXe/IqIiIiIqKToleRv2bLFUP0wiL1792Lv3r3F3n/z5s3YvHmzTvvcuHEDn3zySbHbJCIiIiIyNKOsk09ERERERCWHST4RERERkYnRa7qOog4dOmDUqFFo3749atSogYoVK0IuV/8ZQggBCwsLQ3WBiIiIiIhggCTfxsYGGzZswFtvvQUASuvnExERERHRq6d3kr9161b0798fMpkMqampCAkJQfv27SGEQGhoKNLT0+Hh4QEnJycAL8/eX758GampqXp3noiIiIiICtNrTn737t0xYMAAAC9vluXm5oZOnTpJr3/55Zdo164dqlWrhnbt2uHQoUOQyWSwsrLC6NGj0a1bN/16T0REREREheiV5I8cORIAEBMTg3feeQcpKSlFlr106RL69u2L5cuXw9PTE4GBgZyPT0RERERUAvRK8vOn5fzxxx8q7+iqan7+559/jjt37qB58+YYM2aMPs0TEREREZEKeiX5Li4uAF7eEEqREAIAYGVlVWgfIQR+++03yGQyDBkyRJ/miYiIiIhIBb2SfGtrawBAUlKS0vP5F9VWqVJF5X4PHjwAADRs2FCf5omIiIiISAW9kvzExEQAgK2trdLz8fHxAIB69eqp3C8/+Xd0dNSneSIiIiIiUkGvJP/+/fsAgFq1aik9f/PmTchkMvTo0UPlfj4+PgAKfwNARERERET60yvJv3TpEmQyGVq1aqX0/KFDhwAAzZs3x/jx45VeGzRoEIYOHQohBC5duqRP80REREREpIJeSf7Ro0cBAN26dYNc/v+r2rp1qzRlZ/Xq1Th//jy2bt2K8+fPY+fOndKqOz/99JM+zRMRERERkQp6Jfn//PMPHj16hKysLKWpOS9evMC4ceOQm5sLmUyG1157DUOHDsVrr70mJfgbNmzAnj179Os9EREREREVoleSn5WVhbp168LNzQ2HDx9Wem3v3r3w8fHB0aNHpWRfJpPh3r17mDRpUqFpPEREREREZBjmJVn5uXPn0LNnT5iZmcHJyQmpqalq74pLRERERET6K9EkP19ubi5iY2NfRVNEREREROWeXtN1wsLCEBYWhuXLlxuqP0REREREpCe9zuS7u7tDJpPh1q1bhuoPERERERHpSa8z+c+ePQMAJCQkGKQzRERERESkP72S/Lt37wIAatSoYZDOEBERERGR/vRK8v/880/IZDL4+/sbqj9ERERERKQnvZL89evX49atW+jQoQM+//xzQ/WJiIiIiIj0oFeSn52djTfeeAPXrl3Dt99+iz///BM+Pj6wsLAwVP+IiIiIiEhHeq2uExYWBgCwsrKCTCbDwIEDMXDgQOTm5iI+Ph7p6elq9xdCoF69evp0gYiIiIiICtAryffw8IAQAgCkf2UyGczNzVGtWjWN++fvQ0REREREhqNXkh8REcFEnYiIiIiolNErya9du7ah+kFERERERAai14W3RERERERU+jDJJyIiIiIyMUzyiYiIiIhMDJN8IiIiIiITwySfiIiIiMjEMMknIiIiIjIxTPKJiIiIiEwMk3wiIiIiIhPDJJ+IiIiIyMQwySciIiIiMjFM8omIiIiITAyTfCIiIiIiE8Mkn4iIiIjIxDDJJyIiIiIyMeb67BwWFlas/fLy8pCcnIyEhARcv34dQUFB+PvvvyGE0Kc7REREREQEPZN8Dw8PCCEgk8mk5xQTdZlMVuhxwXJdu3bFJ598goiICIwfPx5HjhzRp0tEREREROWeXtN1IiIiEBERgejoaClpl8lkkMlkePHiBaKjo/HixQvpOeBlch8dHY0nT54gIyNDeq1WrVo4ePAg/P399X9XRERERETlmF5Jfu3atdGpUyc8evQIMpkMp06dgr+/PxwcHODo6Ah3d3c4OjrCwcEBb775Jk6dOgWZTIZHjx6hbdu2qFChApo3b47169e/7Ixcjg0bNsDBwcEgb46IiIiIqDzSK8m3tLTE/v370bFjR8yfPx8+Pj4IDAzEixcvlMq9ePECf/31F3x8fPDNN9+gU6dO2L9/PywsLHDr1i1MmDABH330EQDAzs4O77//vj7dIiIiIiIq1/RK8t9//320bNkS586dw5w5c7TaZ9asWTh37hxatmyplMyvXr0a165dAwD4+fnp0y0iIiIionJNryQ/ICAAQghs375dp/22b98OmUyGgIAApecDAwMhk8nQqFEjfbpFRERERFSu6ZXk16tXDwAQExOj03755evXr6/0/IMHDwAAVapU0adbRERERETlml5Jvp2dHQDAzc1Np/1cXV0BALa2tkrPZ2ZmAgAyMjL06RYRERERUbmmV5IfGRkJAIWm3WiSXz4qKkrpeScnJwBAfHy8Pt0iIiIiIirX9Ery//nnH8hkMrRt2xYLFizQap9vvvkG7dq1gxAChw4dUnqtefPmAHSf/kNERERERP+fXkn+0qVLkZqaCgCYPn06jh8/jkGDBhWaU1+lShUMHjwYJ06cwLRp0wAAaWlp+P7775XK9enTB0IIXLhwQZ9uERERERGVa+b67BwZGYl3330X27Ztg5mZGTp16oROnToBAJKSkpCWlgZbW1tUrFhR2kcmkyEnJwejR4+WpvsAQJcuXeDs7Iy0tDTs2bNHn24REREREZVrep3JB4Bdu3ahZ8+eCA8Ph0wmk6JSpUpwcXFBpUqVlJ4PCwuDn58fdu/erVTPyZMnYW9vj4oVK+LEiRP6douIiIiIqNzS60x+vuPHj6Nhw4bo378/Bg4cCC8vL7i5ucHOzg6pqal48uQJLl68iD179mDPnj3Iy8szRLNERERERKSCQZJ8AMjLy0NgYCACAwMNVSURERERERWD3tN1iIiIiIiodGGST0RERERkYpjkExERERGZGIPNyW/RogX69OmDZs2aoUqVKrC2tta4jxACPXr0MFQXiIiIiIgIBkjyXVxcsHHjRvj5+em0n0wmgxBC3+aJiIiIiKgAvZJ8Ozs7BAUFoX79+pDJZIbqExERERER6UGvOfmTJ09GgwYNAABRUVGYOHEi6tWrB2tra5iZmWkMc3ODzRYiIiIiIqL/0SvLHjRoEADg6dOn8PLywrNnzwzSKSIiIiIiKj69zuTXrVsXQgisXr2aCT4RERERUSmhV5Ivl7/c/e7duwbpDBERERER6U+vJP/x48cAAHt7e4N0hoiIiIiI9KdXkr93717IZDJ06tTJUP3RS79+/bBjxw6Eh4cjPT0dsbGxOH36NKZMmfLKPohs3LgRQggpZs+e/UraJSIiIiLKp1eSv3LlSjx//hzDhg1Dw4YNDdUnndnZ2SEwMBB79+7FW2+9BQ8PD1hbW8PZ2RkdO3bEkiVLcPPmTbRr165E+9G7d2+MHj26RNsgIiIiItJEryT/6dOnePvtt5GTk4N///0XXbp0MVS/tCaXy7Fz504MGDBA6tP8+fMREBCADz74AKdOnQIAuLu748CBA2jUqFGJ9MPe3h7r1q0DAKSkpJRIG0RERERE2tBrCc2vv/4aAHDkyBEMGDAAQUFBuHbtGs6ePYu4uDjk5eVprGP+/Pn6dAHjxo1Dnz59AAC3bt1Ct27dlFb6Wb16NZYsWYIpU6bAwcEB69atg4+Pj15tqrJkyRK4u7sjIiICO3fuxOeff27wNoiIiIiItKFXkj9nzhwIIQAAQgjIZDK0bNkSLVu21LoOfZJ8uVyuNOd9xIgRKpfynDZtGrp3745WrVrB29sbfn5++Pfff4vdbkG+vr547733AACTJk1CmzZtDFY3EREREZGu9JquAwAymUyKgo81hb68vb3h5uYGAAgODsbVq1dVlsvLy8OKFSukxwEBAXq3nc/Gxgbr16+HXC7H9u3b8ffffxusbiIiIiKi4tDrTL6vr6+h+lEs+dN0AODAgQNqyx48eFDlfvpatGgR6tati/j4eHzyyScGq5eIiIiIqLj0SvJPnDhhqH4Ui6enp7R98eJFtWVjY2MREREBd3d3uLi4wMnJCXFxcXq136FDB3z44YcAgClTpvCuv0RERERUKug9XceYFJftDA8P11hesYy+S35aWVlhw4YNMDMzw5EjR7Bp0ya96iMiIiIiMhS9zuQbW+XKlaVtbc7Kx8fHq9y3OObNm4dGjRohLS0N77//vl51AYClpSWsrKykx/k377K1tUUFOzu966fSze5/Y2zHsS4XON7lC8e7fOF4ly+2trbG7kKRynSSX6FCBWk7IyNDY/n09HRpW5874LZp0wafffYZAGD27Nl4+PBhsevKN2PGDMyZM6fQ88cC9+ldN5Udl4KMOwWOXi2Od/nC8S5fON5kbFol+TVr1pS2IyMjVT5fXIr1lQUWFhbYsGEDzM3NcfnyZSxbtswg9S5atEipLnt7e0RHR6PbwH6IefLEIG1Q6WVnZ4dLQSfQxtcbqampxu4OlTCOd/nC8S5fON7li6ubW6k9IatVkp8/l10IAQsLC+n5R48eSevkF0fB+nSVkpICBwcHAIC1tbXGXyYbGxtpOzk5uVhtfvXVV/D09EROTg7ee+89rW74pY2srCxkZWUVej4tLQ0p/E+i3EhNTeV4lyMc7/KF412+cLzLh7S0NGN3oUhaXXirbm17XdbFN/Ra+YmJidK2k5OTxvKOjo4q99VW8+bNMX36dADAsmXLilyXn4iIiIjImLQ6k79582adnn9V7t69izp16gAAateujcePH6stX7t2baV9dTV69GhYWloiNzcX2dnZ+PLLL1WW8/b2VtrOL3f37l38+eefOrdLRERERKQLrZL8MWPG6PT8qxISEiLd2MrLywvBwcFFlnV2doa7uzuAl2vmF2eN/PxvHszMzIpM8Avq1q0bunXrBgAIDAxkkk9EREREJa5Mr5N/6NAhaVvTXWxff/11aVvT3XGJiIiIiMqyMp3kHz9+HDExMQAAX19ftGrVSmU5uVyOjz/+WHq8ffv2YrU3efJkra4zUFwKc86cOdLzgwYNKla7RERERES6KNNJfl5eHubNmyc93rJlC6pWrVqo3OLFi6UPAKdOncLhw4dV1jdq1CgIISCEQFBQUMl0moiIiIiohJXpm2EBwPr16zFo0CD07NkTzZo1w/Xr17F+/XqEhobCwcEBAQEB6NKlCwDg+fPnBrk7LRERERFRaWaQJF8ul6Nfv37o06cPmjVrhipVqsDa2lrjfkII1KtXT6+2c3Nz4e/vj23btqFfv35wdXXFrFmzCpWLjIzE0KFDERoaqld7RERERESlnd5JfuPGjfHHH3+gSZMmSs9rswa+PjfSUpSSkoL+/fujf//+GDlyJLy8vODs7Izk5GSEhYVh9+7dWLduHZKSkgzSHhERERFRaaZXku/k5ISjR4/C2dlZSupzcnIQFxeHzMxMg3RQF3v37sXevXuLvf/mzZsNsvb/3LlzMXfuXL3rISIiIiIqDr2S/C+++ALVqlWDEALXrl3DjBkzEBQUhOzsbEP1j4iIiIiIdKRXkt+3b18AwIMHD9C5c2ekp6cbpFNERERERFR8ei2hWatWLQgh8NNPPzHBJyIiIiIqJfRK8vOn5Tx69MgQfSEiIiIiIgPQK8l/+PAhAMDBwcEgnSEiIiIiIv3pleTv2rULMpkMPXr0MFR/iIiIiIhIT3ol+T/++CMiIyMxePBgdOzY0VB9IiIiIiIiPeiV5CclJWHgwIGIi4vD33//jREjRmh1EywiIiIiIio5ei2h+csvvwAAbt26hW7dumHjxo1YsmQJLl68iLi4OOTl5andXwiBcePG6dMFIiIiIiIqQK8kf/To0RBCAID0r5OTE/r06aN1HUzyiYiIiIgMS68kH4Be03PyPxgQEREREZHh6JXk165d21D9ICIiIiIiA9EryY+IiDBUP4iIiIiIyED0SvK//vprAC9virV161aDdIiIiIiIiPSjV5I/Z84cCCGkZJ+IiIiIiIxPr3XyX7x4AQB48OCBQTpDRERERET60yvJj46OBgDY2dkZpDNERERERKQ/vZL8f/75BzKZDJ07dzZUf4iIiIiISE96Jflr1qxBRkYGhg0bhiZNmhiqT0REREREpAe9kvywsDC89957kMvlOHLkCN544w1D9YuIiIiIiIrJIEtoBgUFwc/PD4GBgXj8+DFOnz6NqKgopKena6xj/vz5+nSBiIiIiIgKMMgSmgAghIBMJkOtWrVQq1Ytretgkk9EREREZFh6JfkAIJPJ1D5WJ/8DAhERERERGY5eSb6vr6+h+kFERERERAaiV5J/4sQJQ/WDiIiIiIgMRK/VdYiIiIiIqPRhkk9EREREZGKY5BMRERERmRi9V9cpqHLlyqhRowYqVqwIMzMzjeVPnjxp6C4QEREREZVrBkny7ezs8PHHH2PUqFGoV6+e1vsJIWBhYWGILhARERER0f/oneTXrVsXBw4cQN26dXVaI5+IiIiIiEqGXkm+ubk59u7dK529P3XqFE6dOoXp06dDCIEdO3YgMjIStWvXRteuXeHo6AghBHbt2oVbt24Z5A0QEREREZEyvS68HT58OBo1agQhBGbMmAEfHx98+eWX0uu///47pk2bhiFDhqBGjRqYMWMGcnJy0KtXL5w+fRrz5s3T+w0QEREREZEyvZL8gQMHAgBu3LiB7777Tm3ZrKwsfPfddxg9ejTs7e2xdetWVKtWTZ/miYiIiIhIBb2S/NatW0MIgd27d6uuXF64+u3bt+PYsWNwcnLC+++/r0/zRERERESkgl5JvqOjIwDgwYMHSs/n5eUBAKytrVXuFxgYCJlMhv79++vTPBERERERqaBXkp+/mk5mZqbS88nJyQBQ5HSc2NhYAIC7u7s+zRMRERERkQp6JflxcXEAgIoVKyo9/+TJEwBA48aNVe5XvXp1AIC9vb0+zRMRERERkQp6Jfm3b98GgEI3wLp27RpkMhn69u2r8q63b775JoD/f0afiIiIiIgMR68k/+zZs5DJZGjXrp3S84GBgQAANzc3/PLLL9KZfjs7O/zf//0fOnbsCCEEjh8/rk/zRERERESkgl5J/j///AMA6Ny5s9KUnd27d0tn+YcPH45nz54hOjoaiYmJ+PDDDwEAOTk5WLZsmT7NExERERGRCnqfyd+0aRMCAwPh6ekpPZ+Xl4fBgwfj6dOnkMlksLCwgIuLC+RyOWQyGXJycjBhwgRcv35d7zdARERERETKzPWtYOzYsSqfv3fvHho3boyPPvoIfn5+cHFxQWpqKi5evIhVq1bh1q1b+jZNREREREQq6J3kq5OcnIyFCxdi4cKFJdkMEREREREp0Gu6DhERERERlT5M8omIiIiITIxBp+u4uLige/fuaNKkCRwcHGBhYYFx48YZsgkiIiIiItLAIEm+g4MDfvjhB7z99tvSza9kMhmEEIWS/DVr1mDMmDGIjIwsdBMtIiIiIiLSn97TdTw8PHD16lUMGzYM5ubmkMlkkMlkRZZfs2YNzM3N4eHhgS5duujbPBERERERFaBXki+Xy7F3717UqFEDMpkM27ZtQ69evaQbXqly48YN3Lt3DwDQq1cvfZonIiIiIiIV9JquM3LkSDRt2hRCCHz66adYtWoVAMDW1lbtfkFBQWjQoAHatWunT/NERERERKSCXmfy/f39AQCnTp2SEnxt3Lx5EwDQoEEDfZonIiIiIiIV9EryW7VqBSEEdu/erdN+cXFxAABHR0d9miciIiIiIhX0SvLzk/SoqCid9svLy3vZuJzL9BMRERERGZpeWXZqaioAzXPwC3J1dQUAJCQk6NM8ERERERGpoFeSHxkZCQBo3ry5TvvlL515//59fZonIiIiIiIV9Eryg4ODIZPJ8Pbbb8PCwkKrfTw8PNC/f38IIRAUFKRP80REREREpIJeSf7GjRshhICbmxuWL1+usXyVKlWwc+dOWFhYICcnBxs2bNCneSIiIiIiUkGvJP/GjRvYtGkTZDIZxo8fj4MHD6J79+6wt7eXytjY2KBhw4b49NNPcf36dWlFnuXLl+t8wS4REREREWmm182wAGDixImoU6cOfHx84OfnBz8/PwCAEAIAkJycLJWVyWQAgH/++QczZszQt2kiIiIiIlJB7zUss7Oz0aNHD3z77bfIzMyETCaTAoDS48zMTCxZsgRvvPGGtIwmEREREREZlt5n8oGX697PnDkTy5Ytw9ChQ+Ht7Q0PDw9UrlwZKSkpiIqKwvHjx7F9+3Y8efLEEE0SEREREVERDJLk54uLi8OPP/6IH3/80ZDVEhERERGRDoxyy9mJEyfi8uXLuHTpkjGaJyIiIiIyaQY9k68tV1dXtGzZUro4l4iIiIiIDMcoZ/KJiIiIiKjkMMknIiIiIjIxTPKJiIiIiEwMk3wiIiIiIhNjUkl+v379sGPHDoSHhyM9PR2xsbE4ffo0pkyZAnt7e4O1U6FCBQwePBgrV67E6dOn8ezZM2RlZeHFixe4ffs2Nm/ejF69ehmsPSIiIiIiXRhldR1Ds7Ozw9atWzFgwACl562treHs7IyOHTvio48+wpAhQ3D+/Hm92po8eTK++eYb2NjYFHrNwsICFStWRKNGjTBy5EicOHECw4cPR2RkpF5tEhERERHposwn+XK5HDt37kSfPn0AAE+fPsX69esRGhoKBwcHBAQEoHPnznB3d8eBAwfQqVMn3Llzp9jtNWjQQErwo6KicOTIEVy+fBnPnj2DtbU12rdvj+HDh8Pe3h7e3t4IDg5G+/bt8d9//xnk/RIRERERaVLmk/xx48ZJCf6tW7fQrVs3PHv2THp99erVWLJkCaZMmQIHBwesW7cOPj4+xW5PCIF//vkHS5cuxdGjRwut9b9lyxYsXrwY//zzDxo1aoQ6depg8eLFGDt2bLHbJCIiIiLSRZmeky+XyzF79mzp8YgRI5QS/HzTpk3D1atXAQDe3t7w8/MrdptffvklevfujSNHjhR5M6+IiAgMHTpUejx06FCV03uIiIiIiEqC1kl+Tk6OwWLmzJkG6by3tzfc3NwAAMHBwVIiX1BeXh5WrFghPQ4ICCh2m8+fP9eq3I0bN6RpQXZ2dqhXr16x2yQiIiIi0oXW03VkMhmEEJDJZHo3WtQZcF3lT9MBgAMHDqgte/DgQZX7laSkpCRpm2fyiYiIiOhV0Wm6jiESfEPW4+npKW1fvHhRbdnY2FhEREQAAFxcXODk5GSQPhTFwsICDRo0kB4/fvy4RNsjIiIiIsqn9Zl8MzOzkuxHsTRs2FDaDg8P11g+PDwc7u7u0r5xcXEl1rd33nkHlStXBgBcvnwZsbGxJdYWEREREZGiMr26Tn4SDUCrhD0+Pl7lvobm5OSEb7/9Vnq8YMECjftYWlrCyspKepx/8y5bW1tUsLMzfCepVLH73xjbcazLBY53+cLxLl843uWLra2tsbtQpDKd5FeoUEHazsjI0Fg+PT1d2jbkHXAVWVhYYNeuXahWrRoA4K+//kJgYKDG/WbMmIE5c+YUev5Y4D4D95BKs0tBJ4zdBXqFON7lC8e7fOF4k7GV6SS/tJHJZNiwYQO8vb0BAA8ePMCYMWO02nfRokVYtmyZ9Nje3h7R0dHoNrAfYp48KZH+UulhZ2eHS0En0MbXG6mpqcbuDpUwjnf5wvEuXzje5Yurm1upPSFbppP8lJQUODg4AACsra01/jIprnCTnJxs8P6sXbsWw4cPB/DyQtsePXogMTFRq32zsrKQlZVV6Pm0tDSk8D+JciM1NZXjXY5wvMsXjnf5wvEuH9LS0ozdhSKV6ZthKSbQ2qyW4+joqHJfQ1i9ejXGjx8PAIiMjES3bt24og4RERERGUWZTvLv3r0rbdeuXVtjecUyivvq68cff8TEiRMBAFFRUfD19cXDhw8NVj8RERERkS7KdJIfEhIibXt5eakt6+zsLC2fGRsba7DlM3/88UdMmjQJABAdHQ1fX1+EhYUZpG4iIiIiouIo00n+oUOHpG1Nd7F9/fXXpW1Nd8fVlmKC/+TJE/j6+uLBgwcGqZuIiIiIqLjKdJJ//PhxxMTEAAB8fX3RqlUrleXkcjk+/vhj6fH27dv1bnvVqlVSgh8TEwNfX1/cv39f73qJiIiIiPRVppP8vLw8zJs3T3q8ZcsWVK1atVC5xYsXSx8ATp06hcOHD6usb9SoURBCQAiBoKCgIttdsWIFPvjgAwAvE/yuXbvi3r17+rwVIiIiIiKDKdNLaALA+vXrMWjQIPTs2RPNmjXD9evXsX79eoSGhsLBwQEBAQHo0qULAOD58+d4//339Wpv/vz5+OijjwC8/JCxfPlyNG7cGI0bN1a735UrVxAZGalX20RERERE2ijzSX5ubi78/f2xbds29OvXD66urpg1a1ahcpGRkRg6dChCQ0P1aq9z587Stlwux+LFi7Xab/To0di8ebNebRMRERERaaPMJ/nAy5ti9e/fH/3798fIkSPh5eUFZ2dnJCcnIywsDLt378a6deuQlJRk7K4SEREREZU4k0jy8+3duxd79+4t9v6bN2/WeLbd19e32PUTEREREb0KZfrCWyIiIiIiKoxJPhERERGRiWGST0RERERkYpjkExERERGZGCb5REREREQmhkk+EREREZGJYZJPRERERGRimOQTEREREZkYJvlERERERCaGST4RERERkYlhkk9EREREZGKY5BMRERERmRgm+UREREREJoZJPhERERGRiWGST0RERERkYpjkExERERGZGCb5REREREQmhkk+EREREZGJYZJPRERERGRimOQTEREREZkYJvlERERERCaGST4RERERkYlhkk9EREREZGKY5BMRERERmRgm+UREREREJoZJPhERERGRiWGST0RERERkYpjkExERERGZGCb5REREREQmhkk+EREREZGJYZJPRERERGRimOQTEREREZkYJvlERERERCaGST4RERERkYlhkk9EREREZGKY5BMRERERmRgm+UREREREJoZJPhERERGRiWGST0RERERkYpjkExERERGZGCb5REREREQmhkk+EREREZGJYZJPRERERGRimOQTEREREZkYJvlERERERCaGST4RERERkYlhkk9EREREZGKY5BMRERERmRgm+UREREREJoZJPhERERGRiWGST0RERERkYpjkExERERGZGCb5REREREQmhkk+EREREZGJYZJPRERERGRimOQTEREREZkYJvlERERERCaGST4RERERkYlhkk9EREREZGKY5BMRERERmRgm+UREREREJoZJPhERERGRiWGST0RERERkYpjkExERERGZGCb5REREREQmhkk+EREREZGJYZJPRERERGRimOQTEREREZkYJvlERERERCaGST4RERERkYkxqSS/X79+2LFjB8LDw5Geno7Y2FicPn0aU6ZMgb29vcm0SURERESkjrmxO2AIdnZ22Lp1KwYMGKD0vLW1NZydndGxY0d89NFHGDJkCM6fP19m2yQiIiIi0kaZT/Llcjl27tyJPn36AACePn2K9evXIzQ0FA4ODggICEDnzp3h7u6OAwcOoFOnTrhz506Za5OIiIiISFtlPskfN26clGzfunUL3bp1w7Nnz6TXV69ejSVLlmDKlClwcHDAunXr4OPjU+baJCIiIiLSVpmeky+XyzF79mzp8YgRI5SS7XzTpk3D1atXAQDe3t7w8/MrU20SEREREemiTCf53t7ecHNzAwAEBwdLSXVBeXl5WLFihfQ4ICCgTLVJRERERKSLMp3k50+ZAYADBw6oLXvw4EGV+5WFNomIiIiIdFGmk3xPT09p++LFi2rLxsbGIiIiAgDg4uICJyenMtMmEREREZEuynSS37BhQ2k7PDxcY3nFMor7lvY2iYiIiIh0UaZX16lcubK0HRcXp7F8fHy8yn1LQ5uWlpawsrKSHuffSKtaNRfdO0lljq2tLQDA1c0NaWlpRu4NlTSOd/nC8S5fON7lS2nO08p0kl+hQgVpOyMjQ2P59PR0abu4d6MtqTZnzJiBOXPmFHp+z69bdesglWnHAvcZuwv0CnG8yxeOd/nC8S5fHBwckJycbOxuKCnTSb4pWbRoEZYtWyY9tre3R3R0NKpXr17qfmjI8Dje5QvHu3zheJcvHO/yJX+8ExISjN2VQsp0kp+SkgIHBwcAgLW1NVJTU9WWt7GxkbaL+4tXUm1mZWUhKyur0PPJycn8T6Ic4XiXLxzv8oXjXb5wvMnYyvSFt4mJidK2NivXODo6qty3tLdJRERERKSLMp3k3717V9quXbu2xvKKZRT3Le1tEhERERHpokwn+SEhIdK2l5eX2rLOzs5wd3cH8HL9em1WxjFmm5mZmZgzZw4yMzOL1U8qWzje5QvHu3zheJcvHO/ypbSPtyir4evrK/IdO3ZMbdnRo0dLZTds2FCm2mQwGAwGg8FgMHQMo3eg2CGXy8WTJ0+kRLpVq1ZFlrty5YpUrmfPnmWqTQaDwWAwGAwGQ8cwegf0igkTJkiJdEhIiKhatWqhMt99951U5uTJk0XWNWrUKKlcUFDQK2mTwWAwGAwGg8EogTB6B/QKMzMz8c8//0gJ9ZMnT8TcuXPF0KFDxcSJE8WJEyek1xISEkSTJk2KrEvbJN+QbTIYDAaDwWAwGCUQRu+A3lGhQgWxd+9eoU5ERITo0KGD2nq0TfIN2SaDwWAwGAwGg2HoKNOr6+RLSUlB//79MWDAAOzatQsRERHIyMjAf//9h3PnzmHq1Klo1qwZzp49W6rb7NevH3bs2IHw8HCkp6cjNjYWp0+fxpQpU2Bvb2+wvlPJqFChAgYPHoyVK1fi9OnTePbsGbKysvDixQvcvn0bmzdvRq9evXSqs27duvjuu+8QEhKCxMREJCcn486dO1i1ahVatGhRQu+E9LVx40YIIaSYPXu2VvtxvMuOli1b4rvvvsOVK1fw7NkzZGRkICoqChcvXsTKlSvh7+8PuVz9n1iOd+lWq1YtzJs3DydPnsR///2HrKwsJCcnIywsDLt27cKwYcNgbq7dPUVdXFwwe/ZsXLp0CXFxcUhNTcWDBw+wceNGdOnSpYTfSfkll8vRtGlTjBo1CitWrMCZM2eQmpoq/d+8ceNGnes05O+tpaUlJkyYgKNHj+LJkyfIyMhAZGQk9u/fj2HDhkEmk+ncv4KM/kmjvIednZ0IDAxU+63A48ePRbt27YzeV4bqmDx5skhLS1M7hvmOHz8uatasqbHO9957T6SmphZZT3Z2tvj666+N/t4ZytG7d+9CYzV79myOt4mEvb292LBhg8jNzdX4u16pUiWOdxmNyZMni/T0dI1jfPv2bdG0aVO1dfXv31/Ex8errWfNmjVCLpcb/X2bWvz5559qj/vGjRt1qs+Qv7cNGzYUN2/eVNu/EydOCGdnZ32OgfEHoTyHXC4XBw4ckAY0JiZGzJs3T7z99tti0qRJ4uTJk9Jr8fHxolGjRkbvM6NwrFmzRhqnyMhIsXHjRvHhhx+KIUOGiJEjR4rVq1eLpKQkqUxYWJjKC7bzY9iwYVLZnJwc8dtvv4l3331XjBgxQqxdu1bpj8/UqVON/v4ZL8Pe3l48fvxYCCFEcnKyNEaaknyOd9mIKlWqiAsXLij9ri9fvlyMGTNG+Pv7i9GjR4tvvvlGXLhwQeTm5haZ5HO8S3d88MEHSonWqVOnxNSpU0VAQIB4//33xYoVK5T+P3/27JmoVq2ayrq6du0qMjIypLL79u0T7733nnjnnXfE0qVLxfPnz6XXVq9ebfT3bmrx119/KY1lXFycuHv3rvRYlyTfkL+3Li4u4tGjR1L5a9euicmTJ4uhQ4eKGTNmiAcPHkivXbx4Udja2hb3GBh/EMpzjB8/XhrImzdvqvzEtmTJEqnM8ePHjd5nRuFYvXq1OHTokOjRo4eQyWQqy7i7u4vbt29LY/nLL7+oLOfk5CQSExOl/0j69etXqEy7du1ESkqKEEKIrKws0aBBA6MfAwbE2rVrhRAvv3lbunSpNNbqknyOd9mJgwcPSmO6ZMkSYWVlVWRZV1dXYWZmxvEuY2FtbS1evHghjfPYsWNVlnNychLXr1+Xyn3//feFylhaWoqHDx9KZT744INCZerXr6+0LLevr6/Rj4EpxYwZM8TChQuFv7+/8PDwEIDy9ZfaJvmG/r3dtm2b1Idt27YV+r/Czs5OBAUFSWXmzZtX3GNg/EEoryGXy0V0dLQ0iNquue/n52f0vjOUo0qVKlqVa968uTSOKSkpwsbGplCZxYsXS2WWL19eZF2TJ0+Wym3dutXox6C8h6+vrzSFo2/fvmL27NlaJfkc77IRionBjz/+WOx6ON6lO7p37y4d9/Pnz6st+/rrr0tlL168WOh1xeW29+zZU2Q9gwYNksqdPn3a6MfA1KM4Sb4hf28bN24s/a2Ijo4WdnZ2Ksu5ublJ04BTUlLUTv9TE8Y/4OU1unbtKv0waFrNh3fPNZ1QPJvv6elZ6PXw8HDp9fwzD6qiQoUK0pSQ5ORkYW1tbfT3Vl7DxsZG+nr1999/FwC0TvI53mUjQkNDhRBCJCUlCXt7+2LXw/Eu3REQECCNz2+//aa2bP369aWyt2/fLvR6cHCw9LqPj0+R9chkMqUz/u7u7kY/DqYcxUnyDfl7O2fOHK3+NgAQmzZtksqOHDlS5/dqEqvrlFV9+vSRtg8cOKC27MGDB1XuR2VPUlKStG1jY6P0WuPGjeHh4QEACA0NxaNHj4qsJyUlBSdPngTwcmUfHx8fg/eVtLNo0SLUrVsX8fHx+OSTT7Tej+NdNnTs2BGNGzcGAOzZswfJycnFqofjXfo9e/ZM2m7QoIHasoqv37p1S+m1ChUqoHPnzgBe/p+fP5aqCCFw6NAh6TH/xpcuhv691SX3U3y9OD8XTPKNyNPTU9q+ePGi2rKxsbGIiIgA8HIpLicnpxLtG5UMCwsLpT8Mjx8/Vnpdl5+JgmUU96VXp0OHDvjwww8BAFOmTFFKEjTheJcNin+oz58/DwAYNGgQ/v77b8TExCAjIwPR0dHYv38/Ro8eDTMzM5X1cLxLv1OnTuG///4DAHh5eWHs2LEqyzk5OWHhwoUAgNzcXCxbtkzp9SZNmkg/B1evXkVeXp7adjnWpZehf2+bNm0KAMjJycHVq1f1qksT7RZ4pRLRsGFDaTs8PFxj+fDwcLi7u0v7xsXFlVjfqGS88847qFy5MgDg8uXLiI2NVXq9OD8TqvalV8PKygobNmyAmZkZjhw5gk2bNum0P8e7bGjTpo20HRsbiz///BP+/v5KZdzc3ODm5oa+ffti8uTJGDBgQKEzfhzv0i8zMxMTJkzA9u3bYWFhgZ9//hmjR4/G3r17ERkZiYoVK6JZs2YYNWoUKlasiOTkZIwbNw5nzpxRqodjbToMOZY1a9aEnZ0dACAqKgo5OTlq64qMjEROTg7Mzc1Rv359XboNgEm+UeUnewC0Stjj4+NV7ktlg5OTE7799lvp8YIFCwqV4c9E2TJv3jw0atQIaWlpeP/993Xen+NdNri6ukrb+WOemZmJLVu24NSpU8jOzkaLFi0wbtw4ODo6onnz5ggKCkLr1q3x/PlzaV+Od9mwe/du9OjRAz/++COaNWuGzp07S1Nv8mVlZWHBggVYt24doqKiCtXBsTYdhhxLXevKyclBUlISHBwcYGlpCTs7O6SmpmrcLx+n6xhRhQoVpO2MjAyN5dPT06Vt3gG3bLGwsMCuXbtQrVo1AMBff/2FwMDAQuX4M1F2tGnTBp999hkAYPbs2Xj48KHOdXC8y4YqVapI240aNUJCQgLat2+P8ePHY8uWLfj9998xffp0NG3aVJqb7eHhIU3nyMfxLjtOnDiBDz/8EFeuXFH5uqWlJT744AN89tlnsLa2LvQ6x9p0GHIsda1LU32aMMknKmEymQwbNmyAt7c3AODBgwcYM2aMkXtF+rCwsMCGDRtgbm6Oy5cvF5qPS6ZFLlf+UzllyhRcu3atULnY2Fi888470uPRo0czYSuDHB0dcfToUQQHB8PDwwOffvop6tSpAwsLC1SqVAndunXD33//jSpVqmDy5MkIDg6Gg4ODsbtNVAiTfCNKSUmRtlWdCShIcSWW4q7uQK/e2rVrMXz4cAAvL7Tt0aMHEhMTVZblz0TZ8NVXX8HT0xM5OTl47733NF5UVxSOd9mgeKxTUlLw22+/FVn2xo0bOHv2LICXY9qpUyelffNxvEsnGxsbnDx5Et26dUNCQgLatWuH5cuXIzw8XJo6ERQUhDfeeAOrVq0CALRr1w4rV65UqodjbToMOZa61qWpPk2Y5BuRYqKnzWo5jo6OKvel0mv16tUYP348gJcX0HTr1q3QijqK+DNR+jVv3hzTp08HACxbtkzj6gjqcLzLBsV59SEhIcjOzlZb/tKlS9J23bp1pW2Od+k3adIkabnUpUuX4sGDB0WWnTZtmvSzMXToUGk6JsCxNiWGHEtd6zIzM0PFihUBvLwORJf5+AAvvDWqu3fvok6dOgCA2rVrq03+8sso7kul248//oiJEycCeHkVva+vr8Z524rjqjjeReHPxKs3evRoWFpaIjc3F9nZ2fjyyy9VlsufnpW/nV/u7t27+PPPP6XtfBzv0uvOnTvo0aMHAODFixcayyuWyf8DDXC8y4I33nhD2j58+LDasmlpaThz5gz69u0LMzMzeHl5Yf/+/QA41qbEkGMZGRmJ1NRU2NnZoUaNGjA3N1e7wo67uzvMzV+m6vfv39e160zyjSkkJES6uYGXlxeCg4OLLOvs7CwtnxkbG8vlM0u5H3/8EZMmTQIAREdHw9fXF2FhYRr3CwkJkba9vLw0llcsc/PmzWL0lHQlk8kAvDzDUlSCX1C3bt3QrVs3AEBgYKCU5HO8y4br169L25UqVdJYXrGMYsLP8S793NzcpG1tPtApnplVvKgyNDQUubm5MDMzQ6tWrSCXy9VO6+NYl16G/r29desW2rZtC3Nzc7Rq1Urt2vuG+Lkw+i2Gy2v4+vpKtys+duyY2rKjR4+Wym7YsMHofWcUHT/++KM0VtHR0aJ+/fo67f/o0SNp/1q1ahVZzs7OTrp9dkpKirCxsTH6ey8P8cMPPwh9/PXXXxzvMhbVq1cXubm50q3qLSws1JY/c+aMNKbdu3fneJehuHTpkjQ+vr6+GsufPHlSKu/n56f02vHjx6XXvL29i6xDJpOJsLAwrX4uGPrHqFGjpGO9ceNGrfYx5O/t3LlzpbpmzZqltt1NmzZJZUeOHFmc92v8A15eQy6XiydPnkgD2KpVqyLLXblyRSrXs2dPo/edoTpWrVoljdOTJ09EgwYNdK7j22+/lepYvnx5keUmT54sldu2bZvR3ztDOWbPni2Nz+zZszneZTyOHTsmHf933323yHLNmzeXyr148UJYW1tzvMtQbNy4UTruP//8s9qydevWFVlZWUIIIXJyckSVKlWUXp84caJU1549e4qsZ9CgQVK5M2fOGP0YmHoUJ8k35O9tkyZNpDLR0dHC1tZWZTk3NzeRlpYmhBAiNTVVVKpUqTjv1/gHvDzHhAkTpMEOCQkRVatWLVTmu+++k8qcPHnS6H1mqI4VK1ZI41TcBB+AqFq1qnjx4oX0h6Nfv36FyrRt21akpKQIIYTIysoSDRs2NPr7ZyiHtkk+x7tsRPv27aXxjI+PFy1btixUxtnZWYSEhEjl5s+fz/EuY+Hn5yeNX25urhgzZozKctWqVROXL1+WygYGBhYqY2VlpXQGeNKkSYXK1KtXT+lkX8FvfhiGj+Ik+Yb+vd2+fbvUh61btwozMzOl1+3s7ERQUJDa/0u0Cdn/NshIzMzMcODAAfTs2RMAEBMTg/Xr1yM0NBQODg4ICAhAly5dALxc4aFz584IDQ01ZpdJhfnz5+Orr74CAOTl5WHmzJm4c+eOxv2uXLmCyMjIQs+PHDkSmzdvBgDk5uZi+/bt+Pfff5Gbm4tOnTph1KhR0rJaM2fOxKJFiwz4bsgQZs+ejTlz5gAA5syZg7lz5xZZluNdNixatEhaWSkzMxObN2+W7njbsmVL6Y63AHDx4kV06dIFmZmZherheJduO3bswFtvvSU9Dg4Oxp49exAVFQUbGxu0adMGI0aMkG6SFhcXh/bt26u87qp79+44cOAALC0tAQD79u3D3r17kZqaitatW2PcuHHSXVB/+umnYt05m4rm4eGBsWPHKj3XvHlz9O/fH8DL62327dun9PqxY8cQFBRUqC5D/t66ubnh3LlzqFmzptSPTZs24cmTJ6hTpw7GjRsnrcx19epVdOnSReeVdfIZ/VNVeY8KFSqIvXv3CnUiIiJEhw4djN5XhupQ/MSti1GjRhVZ54QJE6Sv6lTJzs4Wc+bMMfp7Z6gObc/kc7zLVixYsEBkZ2er/b0+ePCgqFy5Mse7jIalpaX4+eef1Y5xvtu3b4sWLVqorW/gwIEiISFBbT3r1q0Tcrnc6O/d1MLHx0ercVSk7v9rQ/7eNm7cWISGhqrty6lTp0S1atX0OQbGHwTGy+jfv7/4888/xePHj0V6erp49uyZOHv2rPjiiy9ExYoVjd4/RtFREkk+8PKr3KVLl4qbN2+KFy9eiOTkZHH37l2xevVqldMFGKUndE3yOd5lJ5o3by6WL18uQkNDxYsXL0RaWpp49OiR2LZtm+jdu7fW9XC8S3e0aNFC/PDDD+LChQsiLi5OZGVliZSUFPHw4UOxc+dOMWzYMI0XYeeHi4uLmDt3rrhy5YpISEgQaWlpIiwsTGzevFntRbkM/cLQST5g2N9bKysrMWnSJBEUFCRiYmJERkaGiIqKEgcOHBDDhw8XMplMr/fP6TpERERERCaGd7wlIiIiIjIxTPKJiIiIiEwMk3wiIiIiIhPDJJ+IiIiIyMQwySciIiIiMjFM8omIiIiITAyTfCIiIiIiE8Mkn4iIiIjIxDDJJyIiIiIyMUzyiYiIiIhMDJN8IiIiIiITwySfiIiIiMjEmBu7A0REZBgtWrTAyJEj0bFjR9StWxeVKlVCbm4uEhMT8ejRI9y6dQsXL17EkSNH8PDhw0L7V6pUCZ9++ikA4Nq1a9izZ88rfgfG06lTJ/To0QMA8Ouvv6o8PkREZY1gMBgMRtkNW1tbsWXLFqGL3r17F6qnVq1a0usbN240+vt6lbFp0ybpvdeqVcvo/WEwGAx9g2fyiYjKMDMzMxw8eBDe3t4AgOzsbOzfvx8nT57EkydPIISAk5MTPD094e3tjSZNmkj70f/Xpk0bAEBcXBweP35s5N4QEemPST4RURk2ceJEKcEPDw/H66+/jjt37hRZvl69ehg3bhwSExNfUQ9LPzs7OzRq1AgAcPnyZSP3hojIMJjkExGVYSNGjJC2J06cqDbBB4AHDx5g+vTpJd2tMqV169bSNxuXLl0ycm+IiAzH6HOGGAwGg1G8ePHihTSX3Nraulh1KM7F18THx0dlHVZWVmL8+PFi3759IiIiQqSnp4vExEQREhIili9fLurXr6+2Dz4+PlIbs2fPFgBEgwYNxIoVK8SdO3dESkqKSEhIEGfPnhWffvqpsLS01PvY7du3T6v3fOnSJaOPM4PBYBQjjN4BBoPBYBQzUlNT9b5gVN8k39vbW0RGRqrdLzs7W0yfPr3IPhRM8ocMGSJSUlKKrC80NFS4u7vrdeyioqK0es/l7SJkBoNhGsHpOkREZdiDBw/QvHlzAMCnn36KyZMn61zHs2fPMHDgQDg7O+Onn34CABw7dgwrVqwoVPbmzZtKj3v37o09e/bA0tISubm5OHToEI4cOYLo6GhYW1ujTZs2GDlyJCpXroxFixYBABYvXqy2P6+99hqmT58OCwsLbN26FUePHkV6ejqaNm2KMWPGwM3NDY0bN0ZQUBBatWqFpKQknd8zAEyaNAkymQzfffcdGjRogLS0NLzzzjuFymmaAkVEVFoZ/ZMGg8FgMIoX06ZNUzrr/Pfff4vBgweLKlWq6FyXrktouri4iLi4OCGEEE+fPhXt2rVTWc7NzU3cuHFDOqPfsGHDQmUUz+QLIURKSorKbw0qVaokTp8+LZVbs2aN3scwf8rTuXPnjD6eDAaDYcAwegcYDAaDUcywsrISp06dUjnNJCwsTOzcuVNMmTJFeHl5aaxL1yT/+++/l8p37txZbdmGDRuK7OxsIYQQq1evLvR6wST/ww8/LLIuNzc3kZSUJIQQIj09XTg5ORX7+NWvX19qU1W/GAwGowyH0TvAYDAYDD3CyspKfPfdd2rnsAshRHh4uPj444+Fubm5ynp0TfL/++8/IYQQp0+f1qqf+Wfgw8LCCr2mmOQnJCQIKysrtXWtWbNGKv/uu+8W+9gNGTJEque9994z+lgyGAyGoYJz8omIyrjMzExMnToVCxcuxMCBA+Hn54f27dujTp06SuU8PDywfPlyBAQEoG/fvkhISCh2m02aNIGTkxMA4Pnz5xgwYIDGfXJzcwEAderUgZWVFTIzM1WWO3XqVJGv5Tty5AgmTJgAAGjbti02btyoS/clrVu3lravXLlSrDqIiEojJvlERCYiMTERmzZtwqZNmwAAlStXRps2beDr64thw4ahVq1aAID27dtj27Zt6N27d7Hb8vDwkLb79u2Lvn376rS/g4MDYmJiVL52//59jfsrlnFzc9OpbUX5SX52djZCQkKKXQ8RUWkjN3YHiIioZCQmJuLIkSP48ssvUa9ePfz444/Sa7169ULHjh2LXXflypX16pulpWWRr6WmpmrcX7GMvb19sfvRqlUrAEBoaCiysrKKXQ8RUWnDJJ+IqBzIycnBJ598glu3bknP+fn5Fbu+lJQUafv777+HTCbTKR4/flxk3XZ2dhrbVyyTnJxcrPfg7u4uTTm6evVqseogIiqtmOQTEZUTubm5CA4Olh67uroWu66oqChpu2bNmvp0q5B69erpVObJkyfFaofz8YnIlDHJJyIqR7Kzs6VtxbPxAJCXlydty2QytfVcu3YNiYmJAABfX1+102901aVLF4319ejRQ9o+f/58sdpp2bKltH3t2rVi1UFEVFoxySciKsOcnZ21Lmtubo4+ffpIjwteaKqY9GuaMpOXl4etW7cCAKpWrYrPPvtM635oUqVKFYwbN67I111cXDBs2DAAQEZGBvbv31+sdhRXH9LmYl8iorLG6Ot4MhgMBqN4ERERITZu3Cjat2+vtpydnZ349ddfpTXhnz9/rvKuuM+fPxdCCHH//n2Nbbu5uYmEhAQhhBA5OTnik08+ETKZrMjytra2YuzYseLtt98u9FrBm2ElJyeLLl26FCpnb28vTpw4YZAbWCkej9dee83oY8lgMBiGDNn/NoiIqAyKiYmBi4sLAODRo0c4fvw4rl27hmfPniEzMxOOjo5o1aoVBg8eLJ31z8vLw+jRo/Hrr78Wqu/PP/+Ev78/AGDnzp3YvXs3EhMTIcTLPxUXLlzA8+fPpfI9evTAvn37YG1tDQC4d+8e/vrrL4SGhiIlJQX29vaoXbs22rRpg27dusHGxgZfffUVvvnmG6V2fXx8pOsF9u3bBz8/P5ibm2P79u04evQo0tPT0aRJE4wdOxbVq1cHADx8+BAtW7Ys9oW3U6dOxbfffgvg5Zn8VatWITIyUpq2dPz4cWlKEhFRWWT0TxoMBoPBKF4cOnRI5Obmqr3TraInT54If3//Iuvz9PRUe+dcHx+fQvu89tpr4vbt21q1n52dLcaOHVuoDsUz+bNnzxZvvfWW2n7cvn1b1KpVS69jV6VKFfH48eMi23BycjL6+DIYDIYeYfQOMBgMBkOPcHV1FaNGjRI//fSTOHPmjIiJiRHp6ekiKytLJCQkiJCQELF161YxbNgwYWtrq7G++vXrizVr1ohbt26J5ORkpQ8RqpJ8AEImkwl/f3+xZcsWcffuXZGYmCiys7PF8+fPxY0bN8TWrVvFe++9J6pVq6Zy/4JJPgDRoEEDsXLlSnH37l2RkpIinj9/Ls6dOycmT54sLC0tDXLsqlWrJv7v//5P3L59W6SlpUl9ePTokdHHlcFgMPQJTtchIiKjU5yuM2fOHMydO9e4HSIiKuO4ug4RERERkYlhkk9EREREZGKY5BMRERERmRgm+UREREREJoZJPhERERGRieHqOkREREREJoZn8omIiIiITAyTfCIiIiIiE8Mkn4iIiIjIxDDJJyIiIiIyMUzyiYiIiIhMDJN8IiIiIiITwySfiIiIiMjEMMknIiIiIjIxTPKJiIiIiEwMk3wiIiIiIhPDJJ+IiIiIyMT8P1eQPFAcjchnAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "MAX_STEPS = 100\n",
    "\n",
    "for i, value in enumerate(np.concatenate((np.linspace(0.0, 1.0, 10), np.linspace(0.0, 1.0, 10)[::-1]))):\n",
    "  schedule_fn = optax.constant_schedule(value=value)\n",
    "  values = [schedule_fn(step) for step in range(MAX_STEPS + 1)]\n",
    "  (line,) = plt.plot(values, lw=4)\n",
    "  plt.fill_between(\n",
    "      range(len(values)), 0, values, alpha=ALPHA, color=line.get_color()\n",
    "  )\n",
    "  plt.title(r'constant_schedule(' + '%.2f' % value + ')')\n",
    "  plt.grid()\n",
    "  plt.xlabel('Step $t$')\n",