plot_in_chinese.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import requests\n",
    "import matplotlib.dates as mdates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置matplotlib的字体\n",
    "plt.rcParams['font.family'] = ['WenQuanyi Zen Hei']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取BTC和ETH兑美元的价格数据的函数\n",
    "def get_crypto_price(symbol, currency, limit):\n",
    "    url = f\"https://min-api.cryptocompare.com/data/v2/histoday?fsym={symbol}&tsym={currency}&limit={limit}\"\n",
    "    response = requests.get(url)\n",
    "    data = response.json()['Data']['Data']\n",
    "    df = pd.DataFrame(data)\n",
    "    # 转换时间戳到真实日期\n",
    "    df['time'] = pd.to_datetime(df['time'], unit='s')\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取最近30天的BTC和ETH数据\n",
    "btc_data = get_crypto_price('BTC', 'USD', 29)\n",
    "eth_data = get_crypto_price('ETH', 'USD', 29)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/wAAAIPCAYAAADO0NX4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAACYwklEQVR4nOzdd3xUVcLG8Wcmk95JqCa00Isg0lZpoiICLi6K4tqwL4rY0LUgRdwFK65tfS0LCgiKoCBgoYMgHSFEhFBCKMEUSJ9Mptz3j5AhQyo1MPy+n88wc+85986ZmYTJc8+555oMwzAEAAAAAAC8irm6GwAAAAAAAM4+Aj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AMCrHDt2TAcPHpRhGBXWczgc+u2335Samlqq7OjRo5o/f75SUlLOWrsKCgq0evXqCuvk5uZqwYIFZ+05paLXeeTIEeXl5Z3V/Z4LR44ckc1mK7X+wIEDZ/WzKI/dbq+0jmEYslqtcjqd57w9AACcKQI/AOCic+utt6pnz55llr388stq0KCBXC5XhfsoLCzUFVdcoW+//bZU2d69e3XTTTdp/fr1Z9TOzMxMzZs3T3fddZdq1aqla665RllZWaXqJSYmavz48WrWrJkGDRqkgwcPVrrvadOm6brrrtOhQ4cqrHfw4EHVrVtXH330UZXb/fjjj+vll1+ucv0ff/xRTz75pOLj4z3Wr1q1Sv/85z+rvJ+rrrpKDz74YKn1o0ePVr169ZSenl7pPg4ePKgffvih1PqtW7dqz549FW7buXNnBQcHKyQkpMxbQECAzGazgoKCtGrVqnL389FHH+nZZ59VWlqae90PP/ygF198UUlJSZW+hjFjxuj999/3WOdyuZScnKzMzMxKtz/Z1KlTNXTo0FPeTpLi4+PdB8+cTqdyc3PlcDhOa18AgPPPUt0NAADgVBmGUW4Pa40aNRQRESEfH58yy/Py8pSUlKRGjRrJz89PNWrUkFTUA282m+Xn56eIiAhJUlBQkBwOh3Jzc+Xr66vg4GBlZGRo79698vf3l7+/v/z8/JSVlaXU1FSlpqYqJSVFv/32mzZs2KDdu3fLMAyZTCa1atVK3bt3V3Z2tsLDw3XDDTcoPT1de/fuVWZmpsLCwjR48GDdf//9iomJqfQ9yM3N1ZIlSxQSEiJJmjVrlt5//3399NNPCggIcNerVauW+32pqg0bNqhu3bpVrr9792795z//0aBBgzzWx8fH6/XXX9dll12mESNGVLgPh8OhlJQU/eUvfylVlpycrKZNmyo6OrrStvz3v//VG2+8oblz5+rGG290rx85cqQOHTqk+Pj4cn82Xn31VZlMJpnNZfeH2O12Wa1WFRQUqEWLFuW24bvvvtP69ev16quvutfNmDFDU6dOVf/+/dWwYcMKX8O6devUqFEjj3Wpqalq0KCB/vWvf+nFF1+scPuTRUdH64svvlCHDh0q/RxKSk9PV/v27XXDDTdo4cKF+vXXX9W9e3fNmDFDQ4YMOaU2AACqB4EfAHDR8fX1lcVS9leY2WyWyWQqd9vNmzerR48eWr58uUwmk7vutGnT9NBDD3nU7dOnj/vxG2+8oZEjR2r16tUaOHBghe2rV6+err32Wj300ENq27atOnfuXCpwd+3aVS6XS40bN9Ynn3yiZs2a6dNPP3WXDx8+XB988EGpfU+ePFlDhw51h3p/f39JUs2aNbVy5Uq99tprGjNmjMf7IanC9+RkAQEB7v1WRfFBh6CgII/1jz76qJYsWaLnn39e/fv3V1xcXLn7WLt2rWw2m0dIl4oOBGzZskW33nprudvabDZZLBb5+Pho/PjxSkxM1J133qldu3YpOjpa//rXv7RixQotW7ZMdrtdeXl5KiwsVI0aNTzCff/+/av8msuTlZWllStX6oEHHnC/h0ePHtXs2bMlSV9//bWuvvrqCvdR1vtfPJLjyJEjmjlzpnt93bp13aNd8vLy5HK55Ovr67HtNddco+HDh2vevHl68MEHZTab5XK5VFhY6L5ZLBbVqVPHY7sffvhBLpdL99xzj6QTB42KDyIBAC58BH4AgNfLzs7WsmXLNHDgQOXm5kqSWrZs6VHn5ptvVu/eveXn56cjR46oU6dOmjlzptq3by+r1eoOQz179tSvv/4qh8Mhu90us9msyMhIRUVFKSoqSu3bt1ffvn31zjvvVNimcePGuR/PnTu3zDo9evTQkiVL3MsV9XD36tVLt99+u1577TXdf//9io2NrfD5zyWn0+nuRf/ggw/Uq1cvrV+/3iPw22w2+fv7y+l0yjAMvfPOO+rRo4diY2PlcDjk4+Mjk8mklStX6tixY8rJyfF4T/38/PToo49Kkj755BM98cQTpQ5q1KpVS4ZhuNvSvXt3j7kd9u3bV2lv+6maOnWqbDabhg8f7l43evRomUwmvf766xo1apRuu+22UqE/Pj7eHdRzc3N19OhRbdiwQZGRkWrSpIkmT54sf39/bd68WZs3b1ZBQYE2bdqk8ePHuwP/jBkzSh20OllwcHCZ62+44Qb9+OOP7mWXy6VJkyapWbNmGjx4sKQTB4/KGwEBALjwEPgBAF7vhRde0Icffqhly5YpKSlJJpNJDz/8sOx2uyZMmKD33ntPI0aM0C233OKxXe3atdW8eXOPdeHh4eratauys7OVnZ3tXm8YhtLT092nAJR1Hn5YWJjCwsKUn58vf3//UkPLXS6X8vPzVVhYKKmoV768kQxlmThxoubMmaPx48fr448/rrBuTk6OduzYobCwsFJl+fn5ysnJ0R9//OF+bTabzX3z8/NTy5YttXr1aoWEhLjPS//999+VnZ2ta6+9VqGhoR7BcNiwYRo2bJicTqfy8/PlcrlkGIbi4uK0f/9+d73i0Fs8ouJ///ufgoODZbfb9csvv0iS9u/frx07drgD/yOPPKLHHnusVOAfOXKkNm7cqOXLl7vX2e12d692eHi4pKL5HPz8/KryFru5XC4VFBS4z+uXpLS0NI0dO1a33367++dmzpw5+vDDDzVp0iQ98cQTWr58uQYMGKD58+d7hP777rtPmzZt8niOqVOn6oknntDYsWP19ddfq0OHDu73YNKkSYqPj9d9993nrn/33Xdr6NChslgsSkpKUkxMjA4ePKhGjRppw4YN6tixo9q0aaNbb71Vo0eP1v79+1WzZk0VFhaWCvGTJ0/Wli1b9P3335d7CoRUNDJj1qxZev311yusBwCoHgR+AIBXyM3NLXNm/nfffVcffvih/vGPf6hXr1769ttvVa9ePXe5YRiy2+3as2ePe1K4Y8eOSSoanp2enu4+d9vhcKhZs2aSpLffftujl76kPXv26LPPPiu1fsyYMRo7dqzefvvtMifF+/zzzyVJ7dq1U7du3U7xHZAaNmyoBx98UJ999pnGjRtX4Xn4e/bs0dVXX11mj29ubq6cTqdWrVols9nsDvx2u10ul0vt2rXTlClTSg2Bv/fee92Pp0+frqFDh8rhcLiHs0tFQ/Tz8/NltVrd6yZNmqQnn3zS43VI0s6dOzVjxgyNHDlSr732mrt8ypQpHj3ovr6++ve//6358+d7BNekpCTl5OSoW7duMgxD+fn5ysvLU15ennbs2OGu26RJE+Xl5VXptIfCwkIVFBS4Z/SPj49XmzZtJElPPfWUMjIy3BPkzZw5U/fcc4/69+/vPnf+888/17XXXqsePXro6aef1gsvvKAaNWpo6dKlCg0N1erVq9W9e3eNGDFC48ePl91u1wMPPCCTyaQNGzZo+fLlatu2rV577TU98MADuuyyy9xtK3kawMCBAxUZGakpU6aU+TrefPNNTZw4Ud9//32p0QZbt27V008/rfbt22vAgAHlvhepqam69dZbdeTIEQ0YMEDXXHNNpe8fAOA8MwAAuMjcfvvthqRSt5deeskYM2aMERUVZWRkZBj/+Mc/DEnGfffdZzidTsMwDKNt27bGG2+8YRiGYfj7+xuzZs0ycnJyytzfybcGDRq421D8PDk5OR63Zs2aGY8++mip9bVq1TLGjBljGIZhWK1Ww+FwGIZhGDNnzjQkGffee6/hdDqNnJwc49ixY8Zjjz1m9OzZ0+N1h4eHG5MnTzYMwzAmT55sSDKsVqtHnfT0dOPAgQPu5by8PEOSMXXqVI96LpfLcLlcZb6/TZs2NSQZCxYsKFVmt9uNgoICo7Cw0Pjzzz+NrKws45NPPjEkGatXrzaOHTtmZGRkGIZhGA0aNDAuu+yyCj7JojqTJk0qte711183evfubURERBipqake5ZMnTzaCg4MrfR3PPPNMqffQMAyjsLDQyM3NNTIzMw3DMIzVq1cbCQkJxo4dO4wdO3a4X8/ixYuNHTt2GIsXLzYkGR9//LHx22+/GWvXrjWWL19u/Pjjj0ZOTo5hGIYxYcIE98/JwoULjRdffNEwm81GgwYNjE8++cTYvXu3YRiGsWfPHuPNN980YmJiDElGcHCw8fPPP7vbNmrUKEOScf/99xv5+fnGtddeawQHBxvr1683Ro4cadSvX9/o16+fUadOHePo0aNlvu4ff/zRkGR89dVXxr59+wxJxoYNGwzDMIzWrVsbY8aMMfLy8ozrr7/eCAwM9Hj+PXv2GPXq1TMklXrvduzYYUgyli1bZmRnZxtXX321YbFYjK+++qrMdgAAqh89/ACAi1KnTp30xRdfuJdzcnIUFRWlL774QllZWWrYsKHsdrvefvttPfnkkzKZTNq1a5fi4+P117/+1WNfQUFB2rBhg7unttiSJUuUmZmpm266SVartczrtBdPWFfMZDLJ19e3zPXFSs6iP2/ePEnSN998o7///e8eEwWejqioKI/l4lELtWvXLrc9JTmdTiUnJ8tkMmnOnDnq16+fR7nFYnGfZlA8eVvxcskrHEhFPc779+8v9Vw7duyocJZ7Sfr444+1e/du9e3bVy+++KI+/vjjMtuckJCg9u3bl3nqg8PhkMvl8ni/CwsL3SNBoqKilJ6erquuuspju+JTFJo0aaIGDRq4t4+NjVW7du1KPc+YMWP0yiuvqFWrVvr999/d79n111+vUaNGqWfPnpo5c6bi4uKUkJCgkSNHauXKlfr111+1ZcsWXX/99e59FZ9H/7///U/NmjXTM888o7p166p9+/Zq3ry5PvroIy1cuFCzZ89WZGRkqbZkZ2fr0UcfVb9+/XTbbbeVugygzWZTYWGhgoKCNG/ePN1yyy0aOHCgfvrpJxUUFOiOO+6Q1WotdSpLSRkZGbr22mv122+/aebMmaVOhQEAXDiYdQUAcFEKCgpSixYt3LdOnTqpcePGkorOrx4yZIgSEhL01FNPuYPi77//rp49e7qH5UtFs/M3b95cTz75pAICAjxu06dP19tvv63AwED3urMpOTlZs2fPlo+PjwzD0E033aRZs2ad0T4XLlzosbxx40ZJpScpLM/GjRtls9n0z3/+UzNmzNDRo0dPuy0mk0nXXnutduzYoR07drhPWagKHx8fDRkyRM8//7wmT56sf//732XWa9GihXJyclRQUFDq9uSTT6pHjx7uZavVKqvVqqysLKWlpSkhIaHMfRafbhAYGFiltkZFRalDhw76+uuvJUmdO3fW66+/rh9//FH169eXJPd8AaGhoZKkyMhIPffcc5oxY4Z7P3/88Yc2bdqk8PBwhYWFaeLEierSpYvat2+vQ4cOadCgQcrPz1dQUJCefvrpUuf85+XlacCAAXI6nZo0aZK2bdvmnh8hJSVFSUlJ8vHxUWZmppKTkxUQEKBvv/1WY8eOVevWrfXFF1/Ibrfr+++/L3Xwq6T7779fiYmJ+uGHHwj7AHCBo4cfAOB1IiMjy5y07uabb9bAgQP1ww8/6IMPPpDNZtPWrVt1zz336JVXXim317t4QrfmzZu7J7I7G55//nnVrl1brVq1Uu3atRUdHa0hQ4Z4TAZ4KkaOHKkpU6Zo79697sn4ZsyYoSuuuEIxMTFV2sd3332nevXqafz48ZoxY4YmTJigN95447Tak5GRodtuu83dm3/kyJEy6z311FN66qmnPNa98cYbeuaZZ2QymTRu3DiNHTtWN954ozp06OBRz2KxyOFwVKk9JpPJY3K+8gJ9amqqLBZLmT3oZRkxYoQeeughZWRkSJJee+019erVq0rblvT2228rJiZG7du3V506dTRv3jzdfffdatOmjT744AMZhqHZs2erdu3a6tu3r7p166aRI0fq2Wef1b59+zRo0CAVFhZq+fLl2rFjhwYOHCjDMBQcHKw77rjD/TwfffSR4uPjtWrVKvn5+em5556TJH366adKTk5W06ZN9eGHH3q0zW6366uvvpJUNLJj/vz5FY4CAABcGOjhBwBcMvbu3auWLVuqX79+2rJli8xms9544w2NGTNGCQkJWrRokZKSknTgwAEdOHBAd9xxh7p27ao9e/YoPj5e33zzzVlryyeffKIZM2borbfeck+29uabb2rSpEnq2LHjKe3L6XTqgQce0KxZs/Trr7+6w/7mzZs1Z84cJSUlKTExsdL95OXl6ZNPPtEdd9whi8WikSNH6t1339WWLVuq1I5Vq1bpkUce0YEDB3T48GGlp6erS5culW731ltvyW63u28NGjSQdOK0g+eff17t27fX66+/Xub2Q4YMkb+/f6kRGu+8845WrlzpXvbz85PZbFZAQIDCw8O1YMGCMve3efNmtWzZstT17CtS1dEA5UlNTdXUqVM1bNgwmc1m2e12/fnnn1q4cKFef/11xcTEaP78+erYsaNiY2M1e/Zs1ahRQ6+++qouv/xyxcTE6C9/+Ys2btyouLg49evXTwkJCfL19dXq1auVm5ur3Nxc/fbbbzKbzbrnnntKtcHf319Nmzb1WOdyufTtt9+qXbt2Gjt2rCTp//7v/wj7AHCRIPADALxCYmKi1q9fX2GdevXq6ciRI3rssce0Y8cOd6Azm80KDQ3VX//6V73//vuKiYlRTEyMgoKC5O/vr8aNG6tNmzYVDnM+FXPmzNHw4cM1ZMgQ3XrrrR5lI0aMULt27dyX5quM1WrVoEGDtHjxYi1fvtwd2PLy8vT3v/9dLVq0UGhoqAYOHFjpyIExY8bIZrPp6aefllR0Kb3WrVtryJAh7isXnGzjxo369ttvJUlPP/20fvnlFxUWFuqrr75SjRo1qjQngdlsds8NUNa5+D4+Plq+fLlmzpxZ5vbTp08vNZw/IyNDNWvWVPPmzXXZZZfp6NGjslqtysvL07Fjx3TkyBH17du31L6cTqfmzZunG2+8sdJ2V4XL5XK/xoqMHj1avr6+euSRRyQVnQKwePFiXXfddRo9erR27typ3r17KzY2VrGxsbr++ut1+PBhNWrUSO+++66ioqI0bdo091wNZrNZLVq00JAhQ/T444/L6XRKKvqM69SpU2bgP1l+fr4uv/xyDRo0SGlpaXrxxRer9FoAABcO/scGAFz0Fi9erKuuusp9DnVZVq9erTvuuENbt27V+++/r7CwMNntdvdw8NjYWN1zzz166623tHLlykqfszhYnqx4oriTGYYhs9mszMxM/eMf/1Dbtm316aefSpK7Z7uk/Px8rVixQiaTyX3Lysoqtd++fftq69atWr58uRo1aiSpaALDQYMG6eDBg/rmm2/0zTffaO/evfr73/9e5qULJWnBggV65513VLt2bfXq1UsZGRny8fHRxx9/rD179uhvf/ub8vPz3fW3bt2qNm3aqFOnTvr55581dOhQrV+/XgkJCYqKitIbb7yhoUOHnlIveUXKunxgybKSp2PY7Xbde++98vX11apVq+Tj46O7775bTqdTQUFBioiIUO3atcuck2HKlClKTU11X1qvIiNGjNDEiRMrrLN7925JpSdNLOm3337TJ598ohEjRqhGjRpyOp1yOp269tprtWjRIvekfvv27ZNhGO5bz5491aNHj1KTUJY0ceJEJSYm6oEHHtDkyZP15Zdf6t133/W4hF95goKC1L9/fz333HPauXOn7r777nLrfv3113r11Vcr3ScA4Pwi8AMALloul0tjx45V//79NXr0aL355pvl1t29e7fmzp2r6OhoSUU9uS6XSzabzV3nnXfe0a233upxjfjy5ObmKi8vr1S4t1qtHvvs2rWrGjRooNTUVMXFxSkiIkK//PKLFi1a5A6xNput1MGD4t7V4onmrFare+I36cTs+3/++adH2N++fbu6d++uVatWaebMmWrZsqU6deqkDz74QAsWLNAHH3xQ6rUsWrRIQ4YMUY8ePTRnzhwdPnxYd955pySpY8eOevfdd7VixQrdcMMN7kn8GjdurLS0ND333HNKSkrS5MmT1alTJ/dM7w6HQy+//HKl7+PZtm3bNvXo0UPLli3T999/r+joaH3zzTdatGiRevfuXeEcDAcOHNBzzz2nO++8s0qTHP7666/atWuXe7n4oE1xb7okffjhh7rsssvco0OKD7iUPPDSrl07TZ48Wf/85z8lnZhJ/2yoW7euZs2apenTp+uBBx7QsGHDNGjQoEq3K27fa6+9ptdee001atSosP7SpUs9JiAEAFwYmLQPAHBROnbsmG644QZt3rxZP/zwg3r37i1J8vX1LTMs7du3T5dddpk7ZBfXKRnOAwICSo0SKG8iv27durknjCs5EdzJgb979+7avXu3Hn30Ud1+++2S5HGVgOI2nBz4+/btq7S0NI9e6AkTJqhz586Sis63btCggZYvX6769etr3bp1+uSTTzR58mRFRUVp6dKl6tq1q3vbBx54QPPmzdMLL7ygAQMGqGHDhiosLNTEiRM1fvx4tW3bVrNmzVJUVJTefPNNDRs2TPPmzdNf//pXPfroozpw4IAmTpyoTp06afbs2Wrfvr327dunoKAg93OsX79ejz32mLZt26bvv//e4xJ9Fb2nZU3aV5mSw8ozMjK0cuVKTZ06VfPmzdPll1+udevWqUmTJpKkyy+/XD///LP+9re/qU2bNrrppps0cOBAtW3bVu3atZPFYlFycrL69Okjf39/TZo0yeO5ij+Dkp+rJO3atUtDhgxxL+fl5UmS+wDNP//5T82dO1dTpkyRj4+Pu6zkffH7UXKIfWFhYZk/w8UHdUpq2LBhhe/ToUOH9H//93/ukSzffPONGjZsqLvuukv16tUrdzur1VrqZ7L4PS9rBMvvv/9e5iULAQDVi8APALjoHD58WNu2bVOrVq20fv16xcXFucvatm2rnJwcvfnmmx4z0y9YsMAjaBcHqrKC1UcffaQ9e/Zo1apVat++fZltGDJkiEfYK1ZQUOARDKsyw31Zgf/hhx8uVW/YsGHux48//rjuuusuhYaGqnHjxtq/f7/MZrMeeeQRvfrqq2X2yP73v/9Vq1at9Mwzz2jo0KEaNmyYDh06pP79+2vatGnugP7ggw/qgw8+0NKlS93DxSdMmKDQ0FC9/PLL6tKli3788Uddc801kop6gRcuXKhVq1YpMDBQM2fOdJ+7/+WXX2r06NGKjIyUzWaTyWRyj7Io+R4NHz7cvVzWhHBz5szR999/r9DQUG3cuFFRUVHu1/Too49KKhp18P777+uhhx5yB+xiXbt21bZt2/Tqq6/qs88+03fffacuXbpo9erVevvttzV+/Hi5XC4tW7bMve9itWvXVt26dfXZZ5+5g3pmZqays7PVunVrd73c3FxJ0pYtWzR48GAVFBRowoQJuvfee911ig8KFNcti81mK3VwQSoaUVDyZ3rw4MEe5Tk5Ofrkk08UEhKiAwcOaO3atVq2bJlq1qypyZMn68orr9TDDz+sf/7zn3r++efVpEkTNW3aVEOGDCk1XD8/P7/USJeYmBj5+/vrk08+UWpqqkd7169fr/79+5f7mgAA1cQAAOAic/PNNxsDBgwwsrOzS5W5XC7joYceMgIDAw1JHrcxY8a466WmphqSjDfffLPUPh544AHD39/faN68ufHrr7+eUtsef/xx45NPPjmlbZYtW2asWrXqlLYpaeTIkca4ceOM3bt3V1p327ZtRl5enrFnzx4jNjbW+PTTT8us53K5ylz/888/G++9957HukGDBhm+vr7G4MGDjZ07d5aq37RpUyMiIsKIiooyRo8e7VG+efNmIyUlpdJ2FxYWGsuXLzd69epl1KpVy93u33//3XjllVeM1atXl9vmk+Xm5hrff/+9sXLlSsMwDKN///5G8+bNje3bt5e7zY8//mjExMR4/Dz5+vp6tH3nzp3GI488Yqxdu9a48847jaVLl5baz9q1a41HHnnE2LZtW7nP1aFDB+OWW25xL69atcqQZOzbt6/S19a/f39DklGvXj1j8ODBxpdffmnYbDaPOkuXLjUeeugho3nz5kZQUFCZP3udOnUymjZtWmr95MmTjZo1a5b63fLx8TE2bdpUafsAAOeXyTDKmb0HAIALVE5OjoKDg89otnCn06l9+/YpOjq63KHn3s7hcJQ5K/6pSkpKUmRkpMccAxeT5ORk1alTx+PUjOpUWFgok8l0WhMe5uXlydfX94xfS0pKilwuly677LIz2g8AoHoR+AEAAAAA8ELM0g8AAAAAgBdi0r4z5HK5dPjwYYWGhpY7kzMAAAAAAGeLYRjKyclRvXr1KjzFkcB/hg4fPqzY2NjqbgYAAAAA4BJz4MABjyu4nIzAf4ZCQ0MlFb3RYWFh1dwaAAAAAIC3y87OVmxsrDuPlofAf4aKh/GHhYUR+AEAAAAA501lp5UzaR8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IU4h/88cTqdstvt1d0MnAe+vr7y8fGp7mYAAAAAuMQR+M8xwzB05MgRZWZmVndTcB5FRESoTp06lU6iAQAAAADnCoH/HCsO+7Vq1VJQUBAB0MsZhqH8/HylpqZKkurWrVvNLQIAAABwqSLwn0NOp9Md9qOioqq7OThPAgMDJUmpqamqVasWw/sBAAAAVAsm7TuHis/ZDwoKquaW4Hwr/syZtwEAAABAdSHwnwcM47/08JkDAAAAqG4EfgAAAAAAvBCBH6ekoKBATqez2p5727Zt1fLcAAAAAHCxIfCjTC1atND8+fNLrY+IiNDs2bPL3W758uW67bbbSq0fP368Hn/88VNux759+/TVV1/pzjvvVK1atdS3b1+5XK5T2sfJ59EbhlFuXcMwKiyXpMLCwkrrAAAAAEB1Y5Z+lCktLU3+/v6l1kdERKhGjRql1judTuXn58tms2n79u2lyjMzM5WWllZq/ZgxY1RQUCB/f3+ZzWYdPXpUaWlpOnLkiOLj45WRkaHIyEhdccUVevLJJ9WtW7dTCtsLFizQSy+9pBUrVig8PFyS9Pnnn+vrr7/WwoULS9Xfv3+/mjZtWuZrNwxDBQUFcrlc2rdvnxo2bFjldgAAAADA+UbgR5lMJlOVJp5zOByyWCzasWOH2rZtq1mzZslsLho4smTJEg0aNEi+vr7Kz8+Xy+VSjRo1lJeXpy+++EK33367rFarUlJSZLfbZbFYVKNGDbVo0ULbt2/XX//6V40fP16XXXbZKbffarUqMDBQffv21WeffaY77rhDCxcu1N69e/XSSy/pjTfeUEFBgQoKCmSxWBQSEiJJiomJUXJysvvSeiUZhiGr1Sqr1aqYmJhTbhMAAAAAnE8EfpyRBx98UGFhYRoyZIhq164th8Mhh8OhxMRENWnSROnp6fL19dWoUaN08OBB/d///Z9sNpsCAgIkSa+//nqZ+92yZYvq169/SmH/vvvuU79+/TR48GA99NBDpUYaBAQEKDY2VjVr1tTEiRM1btw4FRQUaOjQoRo3bpwkyWKxqG7duuU+R2RkZJXbAwDAxSg916Z8m1P1IgJk8eHsTwC4mBH4zyPDMGS1V8+Ed4G+Pmd0qbj8/Hz5+vp6rPv00081ffp0/fTTT9q7d68yMzP1yCOPKC8vT+3atdMjjzyiSZMmeWzj7+9farj8lClTdN9995V6zrlz57qDeLH33ntPw4cPL1V3586dSkhI0P/+9z9J0rRp02S32z3a3KJFC3366afq1q2bnE6nCgsLJcndm5+bm+vu6a+IzWaTzWaTYRju0wQAAOdPocOltXszZPExqVaov2qGBigswMIlUU9Tgd2p9fuOalVimlYlpuuPIzmSJIvZpMsiA9UgKlgNo4JUv0aQGkYFq2F0kGIigxTg61PNLQcAVIbAfx5Z7U61Gv1TtTz376/coCC/U/u4r7/+eo/lRYsWSSo6H/+ZZ57RBx98oK+++kq9e/fWk08+qVdeeUUdOnTQk08+qe3bt6tr166qU6eOpKIw7XQ69eOPP8rpdKqgoEDPPPOMxo4dK0lq166dfvvtN/dz3XzzzWrfvr27XJJ69epVbltHjx6tcePGuf/Ys9lsatu2rfz8/Nx19u3bp3vuuUdBQUFyOBwqLCxUnz599NFHH0mS2rdvr6SkpArfk5JXKLjhhhv0448/VlgfAHB2bdp/VM/Pjldiaq7Hen+LWTVD/VUz1P/4QQB/1QoNKLUcFeIn30u819rlMrTjSLZWJabrl8R0rU86qkKH54S4/hazbA6X9mfka39GvlaetA+TSaobFlB0MCA6SPVrFB0UaBAVrAZRQQr2509MALgQ8L8xyvXTTz+pd+/ekqScnBwFBQVJkoYMGaLLL79c69atU7t27WQYhhYsWKDZs2crNTXVvf1nn32m1q1bu5eTkpK0ZMkS3X333crJySk1YuB0bd26VUeOHNGNN94oSe6e/V27dnnUK9nDX1zPbrcrKytLwcHB2rx5s8LCwiQVzU3g6+ur+Ph4tWnTRiNHjtSRI0c0ZcoUFRQUyGaz0ZMEAOdRdoFdr//4h6avS5ZhSJFBvooK8VdqdoGyCxyyOVw6eMyqg8esFe7HZJJqBPm5Dw6UfWCg6D7E33tGDRzJKtCqxDT9srso5GfkFXqU1w0PUPem0erWtKaujotSZJCfUnNs2p+Rp/0Z+Uo6fr//aJ72p+crx+bQ4awCHc4q0K97M0o9X3SIv8cBgAZRRaMDGkQFKSLIr1R9AMC5QeA/jwJ9ffT7KzdU23OfKrPZLIul6Eek5Lnrb775pp544gn3H0EHDx5U3bp1dfnll2vx4sVKT0/X9ddfr507dyo5Odm93e7du/XUU0/p7rvvrvKkgFUxatQovfrqq+7l77//XmPHjnVPHlgsKSlJ9913n4KDg2UYhgoLC1VYWCibzaY5c+aoc+fO7roOh0OSSh2UKJ7grypD/wEAZ8eP249ozLzt+jPbJkm6rWOMXuzX0h0cC+xOpeXYlJZrU2p20X1adoFSc2xKy7G579NzbXK4DGXkFSojr9A9dL08gb4+pQ4ExLqHtQerfo0g+VkuzNEC+YUOrdt7VCsT0/RLYnqpERFBfj76S+ModWsare5NayquZnCp7+U64QGqEx6gLo2jPNYbhqGjeYXafzRf+zPylJRedF+0nK+jeYVKzy16vzfuP1aqbeGBvkWnCESdGBXQMCpINUP95XAZsjtdcjiL7u1OQw6nS3aXIbvDJYfr+DqXS3aHIburjLrH6zuOr3Pvz1WyTtH6sEBfPXFtEzWpFXr2PwQAuAAQ+M8jk8l0ysPqL0Rt2rTx+KMgNjZW3377rd544w19+umnys3N1dVXX63du3e7h/RLRT3qeXl5qlevnqxWq0aNGqUXXnjhjNqydu1aORwOde/e3b1u0KBBGjBggMdwfsmzh7848NvtdkkqFeBTUlIkSbVr1z6j9gEATt+RrAKNnrtdP//+pySpUXSw/vW3NroqLtqjXoCvj2JrBCm2RlCF+3O5DB3LLyx1ICA1p8BjOS3HplybQ1a7U8lH85V8NL/M/ZlNUkxkkBpFB7tvDaOD1Tg6WPUiAuVjPn+jA5wuQwmHs7QqMV2rEtO0af8x2Z0nLmNrNkltYyLUvUm0ujeN1hX1I0/7YIXJZFJUiL+iQvzVoX7pyWyzrHYlF48GyMhXUvqJ0QF/ZtuUZbVr68EsbT2Yddqv92xasuNPTbzlcv21Xb3qbgoAnHUXf/rEefHrr7+qWbNmZZYZhqF27drJbrerX79+2rBhg8aOHasXXnhBEydO1OOPP64aNWpo7dq1uvnmm3XkyJGz1q5Ro0bptddeK7X+iiuu8DgoYRiGdu7cqe7du6t169ZyuVzuwN+tWzdNnz7dY/ulS5eqZcuWioiIOGttBQBUjctlaPq6/Xrtx53KtTlkMZs0rFecHrumyRlNFGc2nwiqLcu/IIukoh5yj4MC2QX6M8em5KP52peWp6SMPOUXnjggsGJXmsf2fj5m1T8+jL1xzWD3ZHeNo0NUO8z/rIxyO3gsX78kpmvV7nSt3p2uzHy7R3lMZKC6N62p7k2jdVVc1HkbSh8e6Ku2MeFqG1N6Ytv8QoeSj48E2J+Rp6Tj9/sz8nUsr1AWH7N8fUzy9THL4mOSr/n4vY+5qMxsci/7+phlMZvkayleX2Jb80n7Ka57vI7l+PKczYf0694MjZixRZv3H9OL/VpesKM2AOB0EPhRqY8++kivvvqqvvnmmzLL77nnHr311lvq16+f1qxZo3Xr1kmSfHx8tGLFCq1cuVI//VT+ZIX5+fmyWj3PuXQ4HO4J8o4cOaIjR44oKyvLY4j90qVLFRERoSuvvLLUPhMSEjyWv/jiC40dO1bR0dF66KGH9NBDD5XbHrvdrrffflv3339/uXUk6YknntCLL77IKAAAOIt2HsnRC3O2aXNypiTpivoRmjjocjWvc36HXAf5WdQgyqIGUcFllhuGodQcm/al52lfep6S0vO09/j9/ox8FTpd2p2aq92pudIOz20DfX3UMDpYjaKLRgeUPChQI9iv3IMBOQV2rd17VL8cn01/b3qeR3mov0V/iYtS9+PD9BtEBV1wcxAE+VnUok6YWtQJq+6mSJL+dsVlenvRLn24fI+mrEnSbwcy9eGdHVQvIrC6mwYAZwWBH+XKzMzU4MGDtX//fq1du1YxMTFl/uGwceNGDRw4UKGhobLZbO7L3VksFs2aNUvjxo1TRkbpCX2K5ebmKjfX89zCgoICFRQUSJLWrVunm2++WTVq1FDPnj3ddcaMGaOPP/640tcxbdo0DR8+XPPmzVNkZKR69Oghl8ulRx55pFRdp9Opu+66Sy6Xq8zL/xU7cOCA3n33XY0ZM6bS5wcAVK7A7tT7S3froxV75HAZCvG36Lm+zXVnlwbndWh8VZlMJtUOC1DtsAB1Pekcd6fL0OFMa9GBgIw8j4MCB45ZZbU7tSMlWztSskvtNyzA4j41oPhgQPLRfK1KTNOW5Ew5XCeG6fuYTWofG6FuTaLVo1m02sVEyHKJX4HgVFl8zHqubwtd2SBST331m347kKn+767Sf4ZcoR7NalZ38wDgjBH4UYrD4VBOTo7uueceDRkyRKtWrZK/v7+konPaN27cqDZt2kiS8vLytGfPHrVo0UKSPAK/JEVFRendd99VQkKCkpKS3Psp6dlnn9Uzzzzjsa74WveS1KdPHyUlJal27doKCAiQJM2fP19xcXFq2bJlma+hoKBAixcv1jvvvKOEhATNmzfPfVm/r7/+WoMHD9bUqVP16KOPqlevXqpbt642bNig559/Xjt27NCvv/7qfi5Jio6O1qpVq5SSkiKTyaSlS5eqQYMGqlGjxum8xQCAEn7dk6EXv43XvuM91te3qq1XBrZW3fCLs5fVx2xyzynQQ56hsdDh0sFj+e6DAMUHBZLS83Uo06rsAkeF57c3jApyT7T3l7gohQWcnSveXOqubVlbC0Z017Dpm7T9ULbunbxeT17bTI/3biLzBXjACcC5k11gV57NcdF+B52MwI9SCgoKFBUVpZdeekmPPfaYR9n48eN13333eUy2FxkZ6T6//+TAX6x79+5yuVx69tlnS5WZTCb5+Hiek9mtWzc1atRIkhQYGKgGDRq4ywzD0Pjx4/XVV1+V2f4XXnhBb7/9toKDgzVixAh99913HpPy3XDDDdqyZYteeuklDR06VE6nUzt27NCIESPk7++vlStXqmHDhh77vP/++zV79mzVq3diQp877rijzOcHAFRNZn6h/r1wh77eeFCSVCvUX68MbKO+bepUsuXFy89iVuOaIWpcs/TVXgrsTu3PyNe+9FztSy+6T8rIV1Swn/tc/MomJsTpi60RpG/+cZXGfZ+gGesPaNLiXdqUfEzv3N5eNYK5lOCFzjAM2Rwu+fmYOUiDShU6XEo+mq+9abnal56nvWlFB2D3pucpPdema5rX1OT7Ole+o4uAyTAMo/JqKE92drbCw8OVlZXlvoZ7sYKCAu3bt0+NGjXy6C2+GOTm5p7Wpefy8/OVlZWlunUrmQ3pHNqyZYsKCgrUuXPnUgcSTpaZman4+Hh1795dKSkpqlOnzlk53/Fi/uwB4FwzDEPzth7W+Pm/Kz236CDxXV3r67m+LeixxgXhm00H9dK38bI5XLosIlAf3NlB7WMjqrtZFz3DMFRgdym/0KH8Qufxm0PW4sd2p6wlyorXW+0nr3McX++5zmVIUcF+6tO6jvq1raOujaPky2kulyzDMHQku0D70vK0Jz1P+9LytC89V3vT83TgaL5cFaTgDvUjNOfRq89fY09DRTm0JAL/GfLWwI8zw2cPAGU7cDRfL8/druU7i2a1b1orRBMGtVXHhpwihQvLjpRsDZu2SUkZ+fL1MWn0gFa6q2uDC24ixAuNw+nSz7//qa83HlBKZoHy7Y4Swd2p85k8IoN81adVHd3Yto6uiovmCgxeKstqP36KVO5J4T5PVruz3O2C/XzUqGawGkeHqFF00eSpjaND1DA6SKEXwcHnqgZ+hvQDAIBzzuF0acqaJL318y5Z7U75+Zj1eO8meqRnHH+E44LUsm6Y5j3eTc/N2qYfE47o5bkJ2rj/mCYMaqsgP/6EPllGrk0z1idr+rpkpWQVVFo/wNesID+LAn19FORXdAv08yla5+ejIN/idZaTyn0U6HvyOouC/Xzk7+uj+INZWhCfop8Tjigjr1BfbTygrzYeUFiARde3Kur579Y0Wv6W07/EJ84/m8OpA0fzted4kN+Xlqe96UXD8YtHipXFYjapfo2iK6IUhfqicB9XM1g1Q8/OJVIvdPTwnyF6+FEWPnsAOGH7oSw9P2ebth8qmpW+c6MamjCoreLKOI8duNAYhqFPV+3TxB//kNNlqGmtEP33rivVpBY/v5K07WCmpqxJ0vytKSp0uiQVDav/e5f66tIoyh3SPQK9r885v/qGw+nS+qSj+iH+iH7YfkTpuTZ3Wai/Rde2rKV+beuqR7OaCvAl/F9orIVOLYxP0cL4FO1Oy610CH6tUH93oG98vLe+UXSwYmsEee1pHQzpP08I/CgLnz0ASPmFDr2zOFGf/bJPTpehsACLXuzXUrd1jGVSLVx01u87quFfblZqjk3Bfj567dbLNeDyepVv6IUKHS79sD1FU9YkaUtypnt9u5hw3XtVQ/W/vO4F1YPudBnatP+YFsan6IftKfoz+0T4D/bzUe+WtdWvTR31al5LgX4XTrsvRdsPZWnmhmTN3XJYOTaHR1mwn4+7h7440DeODlGjmsEK8b/0Rt0Q+M8TAj/KwmcP4FK3YleaXvo2XgePWSVJAy6vq9E3tVKtUP5PxMUrNadAI2Zs0dq9RyVJQ69qqBf7tbxkTktJzSnQl+uKhu2n5RSFZl8fk/q3rat7r2qoK+pHVnMLK+dyGdpy4JgWxh/RD/EpOlzi9INAXx9d06Km+rWtq2ua11LwJRgiq0N2gV1zfzusrzYku0eCSVJsjUDddmWsOjWqocbRl84Q/Koi8J8n3hj4c3NztXjxYvXo0aPc68x/99132rJli8aNG1fufhISEvTMM89o+vTpioqKOuV25OXlKTg4+JS3O5ndbpev74mJNwzDKPc/i+Jfh4r+MyksLJSvr2+FdS7Wzx4AzlR6rk3j5/+uub8dliRdFhGo8Te3Vu8Wtau5ZcDZ4XC69NaiXfrv8j2Simbz/uDODl5zze6TGYahLQcy9fmaJC2MT5HdWfS3Us1Qf93VpYHu6BJ70R7IMwxDWw9muYeOFx+glCR/i1m9mheF/94tal0wk7gZhqEsq11Ol6GoEP/qbs5pMwxDG/cf04z1yVoYn6ICe9HpIH4+Zt3Qpo6GdIrVXxpHMRqsAgT+88QbA/+ff/6pOnXqKCEhQa1atdLkyZPVqlUrdenSxV1n0qRJmj17tn755Zdy95OQkKA2bdooLy9PQUEVXze4fv36GjRokN555x1JRZf3a968ucaNG6f777//tF/LggUL9NJLL2nFihUKDw+XJE2ZMkVff/21Fi5cWKp+UlKSmjZtKn//0v+BGoahgoICuVwu7du3Tw0bNiz3eS/Wzx4ATpdhGPpm00H9a+EOZebbZTZJQ69qpGf6NKOXDF5p0e9/6umvf1NOgUM1gv30nyHt1b1pzepu1lljczg1f2uKPv81SdsOZrnXd6gfoXuvaqgb29T1qpENhmFo+6FsLdxeFP73Z+S7y/x8zOrRLFo3tqmr61rVVnjg2Q3/hmEou8ChtByb0nNtpe7TcwtLPLa5D7rE1QxW96Y1dXWTaHVtXOOCOShRkfRcm+ZsPqiZGw5ob1qee33TWiEa0rm+Bl1xmSKD/aqxhRcPZunHaSvuVS8O6YsWLdJ//vMfbdq0yX1de19fX1ksFf/4FNc1myv/MoiMjFRERIR7OSgoSCNGjNDw4cPVs2dPxcXFndJrsFqtCgwMVN++ffXZZ5/pjjvu0MKFC7V371699NJLeuONN1RQUKCCggJZLBaFhBRNvBMTE6Pk5GQFBpY+Sm8YhqxWq6xWq2JiYk6pPQDgzfal5+nFOfH6dW+GpKLZzScOaqt2XLccXuz6VrW14PHuGjZ9kxIOZ+ue/63XU9c10/BrmlzUvZIpWVZNX5usGeuTlZFXNPu5n8Wsmy6vp6FXNVTbmPBqbuG5YTKZ1DYmXG1jwvXcDc21IyVHP2xP0YL4FO1Ny9PiHalavCNVvj4mdWsSrRvb1lWfVrUVEVR2ODUMQzk2h9JzioN7YZlhvriseMLDqrdX2pOWpz1peZqyJkkWs0ntYyPUrWm0ujeNVruYCFkukMnqnC5Dv+xO11cbkrXo9z/dBywCfX10U7u6GtK5vq6IjWC4/jlC4EelJkyYoBYtWujjjz/WsGHDyqxjtVrl7+9fYbg3DEOFhYWy2WwqLCxUdHS0u6zkL3jxUP5nnnlGq1at0rJlyxQXFye73a78/HwFBASU2QN/3333qV+/fho8eLAeeughbd++3aM8ICBAsbGxqlmzpiZOnKhx48apoKBAQ4cOdZ+aYLFYVLdu3XJfQ2TkhX9uGgCcLwV2pz5ZuVfvLdutQodLAb5mPXVdM93frZHXzooMlFQ/Kkizh12lsfMSNHPDAb29aJc2Jx/TpNvaX1S9lIZhaEPSMX2+Jkk/JhyR8/h06HXDA3RX1wYa0in2oh4+fqpMJpNa1QtTq3phevr6Ztr1Z657wr9df+Zq2c40LduZphfNJv0lLkqXx4TraF6h0nI8Q73NcWohPjTAopqh/ooO8VfNEP/jj/1OrDt+HxXip4JCl37dm65fdqfrl8R0JWXka+P+Y9q4/5jeWZyoUH+LusZFqXvTaF3dJFqNo4PPe6A+nGnV1xsPaNbGgzqUeeJ0iXYx4RrSub4GXF73ohiVcLFjSP8Z8sYh/bm5uQoNDfUYtv7CCy/o888/1549exQYGKj3339f33zzjZYvXy5Jev755/Xaa6+d0vOkp6frs88+U2hoqCZMmKArrrhC1157rZ544okKt5s1a5ZuvfVWj3U7d+7U3XffrXXr1rn/Mzv53P0WLVro008/Vbdu3eR0OlVYWHTUurg3Pzc3193TXxGbzSabzSbDMNynCZzsYv3sAaCqlu9M1dh5CUo6Puy1e9NovXpzGzWIOvO5V4CL0ayNBzTqu+2yOVy6LCJQH97Z4YIf5VJgd2rub4c0Zc1+7Ug5MVla50Y1NPSqhurTqvYF00t8odidmqMf4o9oQXyK/jiSU2n9EH9L6eAe4q9ojxDvp+gQ/zO6POCBo/nu8L96T7oy8+0e5fXCA9StabS6Na2pq+OiztkBHLvTpSU7/tTMDQe0YleaipNmWIBFgzrE6LaOsWpVr/zh56g6hvRfiAxDsudXXu9c8A0qGvtzml588UU5nU5lZ2e7A3LJo4Qvv/yyxo0b5x7GL0mrV69Wr1699I9//EPvvfeeDMNwh+XCwkKZTCb5+Z04+u1yuWQ2mzVnzhwFBASoX79+Wrp0qbp37y5JcjqdstvtZfbujx49WuPGjXO3yWazqW3bth7737dvn+655x4FBQXJ4XCosLBQffr00UcffSRJat++vZKSkip8H5xOp/vxDTfcoB9//LGqbyEAeIVDmVaN//53/ZhwRFLRtY9f6t9Sf21Xj+GYuKQN7hir1vXCNWz6Ju3PyNfgj37Vyze10l1d6l9wvxsHj+Vr6tr9+mrDAXcwDPA16+b2l+mevzQkkFWgSa1QPX5tqB6/tqn2puXqx4QjSsksUHSIv6JD/dxhvmZIUaA/X5f5i60RpDs619cdnevL6TKUcDhLqxKLDgBs2n9Mh7MK9PXGg/p640FJUut6YUUHAJpEq1PDGmd0sEGS9qbl6quNBzR700Gl5xa613dtXEN3dK6vG1rXOePnwOmhh/8MnVIPf2Ge9O9qul7ri4clv6r1upTVw3+yUaNGaceOHZo9e3a5+5k8ebKeeuop+fr66vDhwx697Sdr3769br75Zo0dO1ZS0cGCbt26edS58sortXHjxlLbbt26VSNGjNCKFSskFfXs+/j4lDq9oGQPf3G94ltwcLDy8/Pdn6HD4ZCvr6/i4+PVpk0bjRw5UkeOHNGUKVNUUFAgm80mk8lU7lUM6OEH4G0KHS59+stevbdkt6x2p3zMJg29qqGevK4pQzKBErIL7Br59Vb9/PufkqSb29fTvwe1VZBf9fazGYahX/dkaMqaJC3e8aeOj9rXZRGBuucvDXR7p9hyz0fHxc1a6NT6pKP6JTFNqxLTS41M8LeY1alhDfcBgFZ1w6o0D0WB3amF8SmaueGA1u876l4fHeKvwR2LevMbRTPq61yhhx9n1dKlS9WpUyeFhoZKkjsIV2TJkiV67LHH9NNPP+nLL7/UvffeW+Xn8/HxkY+Pj7KzsxUUFKQpU6bo/fffL7PuqFGj9Oqrr7qXv//+e40dO7ZU4E9KStJ9992n4OBg93wCxXMKzJkzR507d3bXdTgcklTqIEXxBH9VGfoPAN7il8R0jZ633T2jcueGNfTKza3Vog69gMDJwgJ89X93X6lPVu3Vaz/u1He/HdbvKdn6711XKq7muf/7weF0Kctq17F8u7KshcrMt2t/Rr5mbkjWrj9z3fWubhKle//SUNe2rC2fi3iSQVQu0M9HPZvVVM9mRVeRSMuxafXu9KIRALvT9Ge2reh0gN3pkqSoYD9d1SRa3ZtEq1vTaNWL8JzMOuFwlr7acEDfbjmknIKiv5nNJqlX81q6vVOsereoxTwuFxAC//nkG1TU015dz32afvjhBz388MP6/vvv1b59ex0+fFgLFy7U8OHDy90mIyNDc+bM0cqVK9WmTRs98cQTGjBggKKioip8rvj4eDVr1kyHDh1Sq1atKr2c39q1a+VwONzD/iVp0KBBGjBggMdwfsmzh7848NvtRcPYTg7wKSkpkqTatbluNIBLV0qWVa8u2KEF24r+T4wO8dOL/Vrqb1dcdsENUQYuJCaTSQ/3iFO7mAgNn7FFu/7M1V/f+0Wv39pO/S8vf3LgkoqDe6bVrsz8ouCemW/XsfzCovUnPc60Fiozz64cm6PcfQb5+WhQh8t0718aqmnt0LP1cnGRqRnqr5uvuEw3X3GZDMPQ7tTc4+E/XWv3Zigjr1Dfbz2s77cW5ZbG0cHq1jRa9WsEae5vhxV/6MRlGmMiA3V7x1jd2jFGdcNLX+UK1Y/Afz6ZTFUeVn+hmDJlisaMGaPFixerefPmkqRnn31WhmHopZdeUvfu3cscsj5q1Cj16NFDV155pa688kp9+OGHeuSRR/T111+X6nmPj4/X0aNHNXHiRE2aNElbt27Vzz//rL/97W+Vtm/UqFFlThZ4xRVXePwxahiGdu7cqe7du6t169ZyuVzuwN+tWzdNnz7dY/ulS5eqZcuWHpcKBIBLhd3p0uTV+/TO4kTlFzplNkn3/KWhnrq+2Vm//jTgzbo0jtKCEd30+JdbtG7fUT325Wat29dA7WIiPIO8x+PKg3tVhAZYFBnkp4ggX0UE+alH02gN7hjL7zA8mEwmNa0dqqa1Q3V/t0YqdLj024HMouH/u9O19UCm9qbnaW96nnsbXx+T+rSuoyGdYnV1XPRFfRnKSwGBH+V67bXX9P3332vp0qVq1qyZJOmdd97RggULtG7dOt1+++26//779eWXX3psN2vWLE2ePFmNGjXS2LFjNW7cOH3yySfq0KGDHn74YX3yyScymUzatWuXbr31VsXHx6tHjx567bXX9Le//U0HDx7UrFmztHXr1grbt3TpUkVEROjKK68sVZaQkOCx/MUXX2js2LGKjo7WQw89pIceeqjc/drtdr399tu6//77K3z+J554Qi+++CKjAAB4lV/3ZGj03O1KTC0a+tuhfoTG39xGret557W3gXOtVmiApj/YRW/+vEsfrdijL37dL2l/lbcPDbAoIshXkUF+Cg8sCu8Rgb6KDPJVePHjYF+FB/q564UFWJhdH6fFz2JW50Y11LlRDT3dp7myrHb9uidDv+xOU1J6vno1r6m/XXHZJXWZxosdgR+l5OQUTeQxf/58LV++XE2aNJHVatWoUaP00Ucfac6cObryyis1d+5cde3aVR9//LEefvhhSdLUqVP14IMP6r333lPDhg3Vr18/9erVS9dcc41mzJihW265RYWFhfroo4/UqFEjtWvXTp999pk6deokqWgm/QEDBuj5559XbGxshe0cM2aMPv7440pfz7Rp0zR8+HDNmzdPkZGR6tGjh1wulx555JFSdZ1Op+666y65XK4KT1k4cOCA3n33XY0ZM6bS5weAi0FqdoH+tXCH5v5WNISzRrCfnr+xhW7tEEPvDXCGLD5mPX9jC13ZIFKTV++Tj9nkDu7FPfAej4N8FRHoq/BAX4I7qlV4oK/6tqmjvm3qVHdTcJoI/CjF6XSqU6dOmjFjhgoLC/X222/r7bffltls1rJly9yT27Vu3Vqvvfaann32WbVs2VJvvfWW5s+fr0mTJrkPANx9990aOXKkNm7cqIEDB+rTTz/Vww8/rA0bNuirr77S1KlTVVhYqF9++UXfffedPvzwQz300EN67rnn5HA49PHHHysiIkIbNmzwOHVg/vz5iouLU8uWLct8DQUFBVq8eLHeeecdJSQkaN68eerVq5ck6euvv9bgwYM1depUPfroo+rVq5fq1q2rDRs26Pnnn9eOHTv066+/ejxfdHS0Vq1apZSUFJlMJi1dulQNGjQod5Z+ALhYOJwuff7rfk1atEu5NodMJunOLvU1sk9zZuwGzrLrW9XW9a0YGQjg/CHwo5SYmBitX79e+fn5io6OVnBwsIYNG6bnn3++1CR6w4YN088//+y+vv2yZcs8JtB77bXXlJmZ6T6ffujQoWrevLnGjh2r8PCi4aGpqanq3r272rZtq6+//loDBgyQVDQj/jvvvKPDhw/Lz89PH374oaSi8/HHjx+vr776qsz2v/DCC3r77bcVHBysESNG6LvvvvOYlO+GG27Qli1b9NJLL2no0KFyOp3asWOHRowYIX9/f61cubLU5Qjvv/9+zZ49W/Xqnbis4h133HGa7zAAXBg2JB3Vy99td1+iqV1shF4d2EZtYxi+DwCANzAZhmFUdyMuZhVd/9AbrsW+ZcsWtW3bVhZLxceGsrOzFRISUmpCvqo6fPiwR5g+E1u2bFFBQYE6d+4sHx+fCutmZmYqPj5e3bt3V0pKiurUqXNWZp72hs8egPdKy7Fpwg87NGfzIUlSRJCv/tm3hW7vGMvwfQAALgIV5dCS6OFHha644ooq1avoh6wqzlbYl6reZkmKiIhwj0ioW7dql8kBgIuVw+nS9HXJevPnncopKBq+P6RTrJ67oYUigxm+DwCAtyHwAwBwCdi0/5he/m67fk/JliS1vSxcrwxsrSvqR1ZzywAAwLlC4AcAwItl5Nr02o9/6OuNByVJYQEWPdu3hf7eub58GL4PAIBXu2Cu8zFixAiZzWZ988037nXTpk1Ty5Yt1aBBA3Xo0EELFy702GbTpk266qqr1LBhQ8XFxenNN9/0KE9LS9Ntt92m+vXrKyYmRg8//LByc3Pd5U6nU88//7waNWqk2NhY3XDDDUpMTDzrr83lcp31feLCxmcOoLo5XYamrd2v3m+tcIf92zrGaNnIXrq7awPCPgAAl4ALoof/559/1r59+1S/fn33uiVLlmj06NFavny56tevr61bt6pPnz7ua79nZGSoX79++vLLL3XttdcqIyND/fv3l2EYevbZZyVJt9xyi66//np99dVXcjgceuKJJ3T77bdrwYIFkqRx48YpISFBCQkJCgwM1JdffqnevXsrPj5eERERZ/y6/Pz8ZDabdfjwYdWsWVN+fn5nZUI4XLgMw1BhYaHS0tJkNpvl58c5sQDOv60HMvXy3O3adjBLktSybphevbm1rmzApUQBALiUVPss/RkZGerRo4d+/vlnXX311XrzzTd16623qnv37rr33nv14IMPuutOnDhRa9as0bx58/Tyyy9r3759mjZtmrt87dq1GjBggFJSUrRy5UoNHTpUycnJ7pBttVpVr149LVmyRHFxcYqJidGWLVvUpEkT9z769u2rPn366Omnn65S+yubHbGwsFApKSnKz88/3bcIF6GgoCDVrVuXwA/gvCmwO7U/I1+f/5qkGeuTZRhSqL9Fz/Rppru6NpDF54IZ1AcAAM7QRTNL/8MPP6xnn31Wl112mXud0+nUunXr3NddL9arVy+98sorkqQ1a9bo5ptv9ijv3Lmz8vPztXnzZq1Zs0adO3f26FEPDAxUly5dtGjRIuXl5cnPz88j7Bc/x6JFi8oN/DabTTabzb2cnZ1d4evz8/NT/fr15XA45HQ6K6wL7+Dj4yOLxcJoDgBnnWEYSsu1aW9anvak5XrcHzyWL1eJQ/iDrrhML/RrqZqh/tXXYAAAUK2qNfBPnjxZBQUFGjp0qMf6tLQ02e12RUdHe6yPioqS1WpVbm6uDh06VKrcbDYrMjJSaWlpZZYX76Mq5eWZMGGCxo0bdwqvUjKZTPL19ZWvr+8pbQcAuDTZHEW99XtSc7U3PU97UnO1Jz1Pe1NzlWNzlLtdaIBFreuF6anrmqlL46jz2GIAAHAhqrbAv3fvXo0ZM0a//vprqbKoqCiZzWZlZmZ6XBs9NTVVoaGhCgkJUa1atZSZmemxnWEYSk9PV7169VSrVi3t3Lmz1L5TU1N15ZVXlrl9cXlF14R/4YUXPHr/s7OzFRsbW4VXDADACYZhKD238KSe+lztKaO3viSzSYqJDFJczWA1rhmixjWDFXf8vmaIP6OLAACAW7UF/smTJ8tqterqq692rzt48KAeffRRvfXWW+rZs6dWrFihli1buss3bdqkHj16SJKuu+46rVixQsOGDXOXx8fHKywsTK1atVJubq7+97//yel0ysfHR5Jkt9u1bds2TZgwQS1btpTVatUff/yhFi1alPkcZfH395e/P8MjAQBVU9xbXxzm9xy/35uWq5yCCnrr/S1qXCtEcdHBiqsVosbRRQG/QVSQAnx9zuMrAAAAF6tqn7SvpIYNG7on7Vu+fLnuueceLV68WM2aNVNiYqKuvfZaff311+ratavS0tLUvn17ffjhhxo4cKCys7M1aNAg9e3bVyNHjpQk9e7dW126dNGrr74qk8mkF198Udu3b9f8+fMlSa+88opWrlyp2bNnKzw8XHPnztXw4cP1+++/KzQ0tEptrupkCQAA72d3upRwOFsbk45q0/5j+j0lWweOlt9bbzJJsZFBHr30jaNDFFeL3noAAFC+i2bSvvL06tVL7777rgYPHqycnByFhITovffeU9euXSVJNWvW1M8//6zHH39cTz31lMxms+677z4988wz7n3MmTNHTz75pOLi4tz7nD59urt81KhRmjBhgjp27CiHw6FGjRrpp59+qnLYBwBc2rIL7Nq8/5g2Jh3Txv1H9duBTBXYXaXqhfpbPEN9zRDF0VsPAADOsQuqh/9iRA8/AFwaDMPQwWNWbdp/TBuO9+Dv/DNHJ3+LRgT56sr6kbqyYaTax0SoSa0Q1Qyltx4AAJw9F30PPwAA1cnhdGlHSo427j+qjfuPaWPSUf2ZbStVr2FUkK5sUEMdG0aqY4NIxdUMkdlMuAcAANWPwA8AgKRcm0Nbko9pQ9Ixbdp/VFuSM5Vf6PSoYzGb1PqycHVqEKmODSPVoUGkaoUGVFOLAQAAKkbgBwBckg5nWrVx/zFtSjqqDUnH9MeR7FKT64UGWHRlg6Ke+44Na6hdTIQC/TjnHgAAXBwI/AAAr+d0GfrjSLY2FU+wl3RUh7MKStWLrRGojg1qFIX8hpFqViuU4fkAAOCiReAHAHilo3mFWrErVUv/SNPKXWnKsto9yn3MJrWqG3b83Puic/BrhzE8HwAAeA8CPwDAKxiGoYTD2Vq+M1VL/0jVlgOZHjPoh/hbdEX9CHVsUEOdGkaqXWyEgv35GgQAAN6Lv3QAABetXJtDq3ena9kfqVq2M7XULPot6oSqd4ta6t2iltrHRsjiY66mlgIAAJx/BH4AwEVlX3qelv6RqmV/pGr9vqMqdLrcZYG+Prq6SbR6t6ila1rUVN3wwGpsKQAAQPUi8AMALmg2h1Pr9x11h/ykjHyP8gZRQbqmeS1d06KWujSqoQBfZtEHAACQCPwAgAvQkawCLdtZFPB/2Z2u/EKnu8xiNqlzoxrHe/FrqXF0sEwmZtIHAAA4GYEfAFDtnC5Dvx04pmV/pGnpH6n6PSXbo7xmqL+uaV5TvVvU0tVNohUa4FtNLQUAALh4EPgBeDAMQ3anIYfLVXTvdMnhMmR3uuRwGgrw9VF0iB+Tn50lhmHocFaB/kjJ1r70PDlchlyGIcOQXC5DLkPHl088dhk6vlyyvLisRLmrRH2VrFNiny7J39esQF8fBfj6KMjPR4G+Pgr0K1oOPL4uoHj98bKS9wG+PvI5jWvVZ+YXasWuNC37I1UrdqXpWP6Jy+aZTFK7mAhd07xowr3W9cJkPo3nAAAAuJQR+IGLRKHDpUOZViUfzVfy0XwdPJqvHJujKJA7DdldReG8OKw7nMdDelnr3eWl6zpdRqVtMZmk6BB/1QkLUO0wf9UKCyjjcYAig3wZal1CToFdO4/k6I8jOfrjSLb7cU6Bo7qbdsb8LOYTBwuOHwQI9Dt+sMDX82CBr49JW5IztTn5mEr+uIUGWNSjWU31bl5LPZvXVHSIf/W9IAAAAC9A4AcuEIZhKD23UMlH83Xg+K043B84mq+U7AKPa4qfTz5mkyxmk3x9zLLanXK6DKXl2JSWY1P8ofK38/Mxq1aYv2ofPxhQ+/iBAM/HAQrxsmuhO5wu7UvP8wj2O1JydCjTWmZ9i9mkJrVCFFcrRIG+PjKbJLPJJJPJ5H5sNun4cvHjyuuYzSZ3veI6kjzLJdkcLlkLnbLai24FdqeshU7lF5ZYPr7Os96J2fELHS4VOlzKlL3M11ieZrVDdE2LWurdvJY6NIiULyNHAAAAzhrv+isb5dqcfEwZuYW6rmUtelyrkbXQqQPH8pWckV90XyLYHzhqldXurHD7QF8fxdYIVP0aQYqJDFJkkJ8sPib5+phkMZuL7n3M7nBuOWm9r/l4uY9Jvmazx7ZFj4u2tfiYT6w3mzyGUjtdho7mFerP7ILjN5uOZBco9fjykWybUrMLlJFXqEKnSwePWXXwWNlBt1iIv6XowEBogOqEB3g8rh3mr+gQf4UH+io0wPe0ho6fK4ZRdOCjONj/cSRHf6TkaHdargodrjK3qRseoOZ1QtWiTpha1AlVi7qhahwdIj/LxRd0XS5DNodL+YWOEgcKXLLancovdJQ4UOBylxetd6lhVJB6Na+l2BpB1f0yAAAAvBaB/xJgGIbGz/9dW5Iz1S42QiP7NFO3JtFeF/wL7E59vfGAZm86KKdhKMBy4jzkoiHFJ85TLh5uHGAxn1SnxPBjP7P8Lad2nrLTZejP7IKye+mPWZWWY6twe5NJqhsWoNgaQap//BZ7/Fa/RpCiQ/yq/XPzMZtUM9RfNUP91eay8HLr2RxOpeXY9Ge2zePgwInHRcu5NkfRLc2hvWl5lT5/qL9FYYG+Cgv0VXigRWEBvgp3L/sqLMCi8CDfMtb7KsDXfNrvn7XQqV1/egb7nX/m6GheYZn1g/x8jgf7onBf/DgiyO+0nv9CZDabin4//LgMHgAAwIWIwH8JsDsN/aVxlP5IydHWA5m6+7P16tyohp69obk6NaxR3c07Y8VB/8Nle3Qku+CcPpefj9k9wVnRAYOiycz8fcxKz7Xp4DGrCp1l9+wWCw2wuMN8/RpBiinxuF5EgPwt3hGe/C0+ioksGolQkVybQ6nZBcdHCdiOjxLwfJyea3MPH8+xOZRjc5Q7PL4ifj5mhQUeP2AQcNJBgpMODphMKgr4x4N9UkZemadUmE1Sw+hgj2Dfsk6YYiIDmWQOAAAA1cpkGNV1VrB3yM7OVnh4uLKyshQWFlbdzalQeq5N/12+R1PX7ncPN+7RrKZG9mmmy2Miqrdxp8HmcOrrDQf0QYmgXycsQP/o2VgNooNVUHjiPOPi4cTF5yYXOIqGGReUPD/5eN2Ck85ZtpUzNLs8FrNJl0UGnuidjwzyCPjhQVxO7HTYHE7lFDiUZbUr22ovui+xnG21K7vg+Hrr8fXuZbuqMBdhpaKC/dSirmewb1o7RAG+3nGQBgAAABeHquZQAv8ZupgCf7GULKveX7pbX204IMfxFNSnVW093aeZWtS58F+DzeHU1xsP6sNlu5WSdSLoP3ZNnG7rFHvWe8iLz1P2PDBw4nzlAnvRAYQawX6qXyNIdcICuGTdBcYwDOXaHEUHCPI9DwQUHzg4+aCB3WmoSa0Qj577mqHMGg8AAIDqR+A/Ty7GwF8sOSNf/1mSqG+3HJTLKDp//KbL6+nJ65qqcc2Q6m5eKWUF/dph/nrsmia6rWMsvawAAAAALgkE/vPkYg78xXan5mjS4kQt2JYiqWhStls6XKbHeze9IGbQtjmcmnU86B8uEfQf7dVEt3ci6AMAAAC4tBD4zxNvCPzFEg5nadKiXVq8I1WS5Otj0pBO9TW8dxPVDgs47+0pdLg0a9MBfbD0RNCvFeqvR3vFaUjn+gR9AAAAAJckAv954k2Bv9jm5GN6++dd+mV3uiTJ32LWPX9poH/0jFNUyLk/h7nQ4dI3mw7qg2W73TOxE/QBAAAAoAiB/zzxxsBf7Nc9GXrr553auP+YJCnYz0f3d2ukB7s3Vnjg2Z9pvqygX/N40L+DoA8AAAAAkgj85403B36paHbzFbvS9NbPuxR/KEuSFBZg0SM94zT0qoYK9rec8XMUOlyavfmg3l/qGfSH9YzT37sQ9AEAAACgJAL/eeLtgb+YYRj6KeFPvb1op3b9mSup6Jrkw3rF6a6uDU4rlNudLs3edFDvL9utg8eKgn50iL+G9YrTnQR9AAAAACgTgf88uVQCfzGny9D8bYc1adEuJWXkSyqaMX9476a6vWOs/CyVX3/e7nRpzuaDem9p6aD/9871FehH0AcAAACA8hD4z5NLLfAXczhdmrP5kP6zJNE9DD8mMlBPXNtUf7viMll8Sgf/8oL+P3o21p1dGhD0AQAAAKAKCPznyaUa+IvZHE59teGA3lu6W2k5NklS45rBeuq6Zurftq7MZpPsTpe+3XxI7y1L1IGjxUHfT//oGUfQBwAAAIBTROA/Ty71wF/MWujU1LVJ+u/yPTqWb5cktagTqpva1dNXGw4o+WjR8P/oED890qPovH+CPgAAAACcOgL/eULg95RTYNfk1Un6ZOVe5dgc7vVRwcd79LvWV5Dfmc/sDwAAAACXKgL/eULgL1tmfqE+XrlXy3em6eYr6umurg0I+gAAAABwFhD4zxMCPwAAAADgfKpqDq38GmoAAAAAAOCiQ+AHAAAAAMALEfgBAAAAAPBCBH4AAAAAALwQgR8AAAAAAC9E4AcAAAAAwAsR+AEAAAAA8EIEfgAAAAAAvBCBHwAAAAAAL0TgBwAAAADACxH4AQAAAADwQgR+AAAAAAC8EIEfAAAAAAAvROAHAAAAAMALEfgBAAAAAPBCBH4AAAAAALwQgR8AAAAAAC9E4AcAAAAAwAsR+AEAAAAA8EIEfgAAAAAAvBCBHwAAAAAAL0TgBwAAAADACxH4AQAAAADwQgR+AAAAAAC8EIEfAAAAAAAvROAHAAAAAMALEfgBAAAAAPBCBH4AAAAAALwQgR8AAAAAAC9E4AcAAAAAwAsR+AEAAAAA8EIEfgAAAAAAvBCBHwAAAAAAL0TgBwAAAADACxH4AQAAAADwQgR+AAAAAAC8EIEfAAAAAAAvROAHAAAAAMALEfgBAAAAAPBCBH4AAAAAALwQgR8AAAAAAC9E4AcAAAAAwAsR+AEAAAAA8EIEfgAAAAAAvFC1Bv7c3FyNGjVKTZo0UdOmTdWhQwfNmTPHXT5t2jS1bNlSDRo0UIcOHbRw4UKP7Tdt2qSrrrpKDRs2VFxcnN58802P8rS0NN12222qX7++YmJi9PDDDys3N9dd7nQ69fzzz6tRo0aKjY3VDTfcoMTExHP7ogEAAAAAOA+qNfDff//9OnjwoLZv367ExES9//77uvvuu7Vx40YtWbJEo0eP1k8//aT9+/dr8uTJuu+++7R27VpJUkZGhvr166fx48crKSlJ69ev1zfffKM33njDvf9bbrlFbdu21f79+7Vv3z5ZLBbdfvvt7vJx48YpISFBCQkJSk5O1j333KPevXsrMzPzfL8VAAAAAACcVSbDMIzqevJ169apbdu2CgoKcq/r0qWLHnzwQX3xxRe699579eCDD7rLJk6cqDVr1mjevHl6+eWXtW/fPk2bNs1dvnbtWg0YMEApKSlauXKlhg4dquTkZJlMJkmS1WpVvXr1tGTJEsXFxSkmJkZbtmxRkyZN3Pvo27ev+vTpo6effrpKryE7O1vh4eHKyspSWFjYmb4lAAAAAABUqKo5tFp7+Lt06eIO+y6XS/Pnz9f+/fvVp08frVu3Tl26dPGo36tXLy1evFiStGbNmlLlnTt3Vn5+vjZv3qw1a9aoc+fO7rAvSYGBgerSpYsWLVqkbdu2yc/PzyPsFz/HokWLym2zzWZTdna2xw0AAAAAgAuNpbobkJ+fr/bt2+vIkSNyuVx699135e/vL7vdrujoaI+6UVFRslqtys3N1aFDh0qVm81mRUZGKi0trczy4n1Upbw8EyZM0Lhx407z1QIAAAAAcH5U+yz9QUFB2rVrl7KysrRkyRJNnDhRU6dOldlsLnUufWpqqkJDQxUSEqJatWqVKjcMQ+np6apXr16Z5cX7qEp5eV544QVlZWW5bwcOHDiNVw0AAAAAwLlVbYE/Pz9f69atcy+bTCZ16dJFjz32mGbNmqWePXtqxYoVHtts2rRJPXr0kCRdd911pcrj4+MVFhamVq1a6brrrtPq1avldDrd5Xa7Xdu2bVOPHj3UpUsXWa1W/fHHH+U+R1n8/f0VFhbmcQMAAAAA4EJTbYH/6NGjuvHGGzVjxgwVzxt48OBBTZ8+XT169NDo0aP173//W7t27ZIkJSYm6s0339SoUaMkScOGDdOqVas0d+5cSUWTFjz99NP65z//qYCAAPXo0UPNmjXTqFGj5HQ65XK59PLLL6tTp07q2LGjgoODNXLkSA0fPlxZWVmSpLlz52rDhg165JFHquEdAQAAAADg7KnWWfq3bt2ql156SfHx8ZKkkJAQ3XXXXXr22WdlsVj03XffacyYMcrJyVFISIjGjx+vgQMHurdPSEjQ448/rqSkJJnNZt1333168cUX3RP1ZWZm6sknn9Ty5cslFU3I95///Efh4eGSiiYKnDBhgqZMmSKHw6FGjRrp/fffV6tWrar8GpilHwAAAABwPlU1h1Zr4PcGBH4AAAAAwPl0UVyWDwAAAAAAnBsEfgAAAAAAvBCBHwAAAAAAL0TgBwAAAADACxH4AQAAAADwQgR+AAAAAAC8EIEfAAAAAAAvROAHAAAAAMALEfgBAAAAAPBCBH4AAAAAALwQgR8AAAAAAC9E4AcAAAAAwAsR+AEAAAAA8EIEfgAAAAAAvBCBHwAAAAAAL0TgBwAAAADACxH4AQAAAADwQgR+AAAAAAC8EIEfAAAAAAAvROAHAAAAAMALEfgBAAAAAPBCBH4AAAAAALwQgR8AAAAAAC9E4AcAAAAAwAsR+AEAAAAA8EKW093QMAylpaXJ5XKpRo0a8vPzO5vtAgAAAAAAZ+CUe/hnzpyp3r17Kzg4WK1bt9aVV16pyMhIXX755Ro7dqyOHDlyLtoJAAAAAABOQZUD/759+9SnTx+tWbNGr7zyio4ePaq0tDQdOnRIeXl5+uqrr1SjRg397W9/03/+859z2WYAAAAAAFAJk2EYRlUqrlmzRk2bNlXNmjUrrGcYhr788kvdeeedZ6WBF7rs7GyFh4crKytLYWFh1d0cAAAAAICXq2oOrXLgr0xaWpp8fX0VERFxNnZ30SDwAwAAAADOp6rm0FM+hz87O1v9+vVTZmamx/p//etfqlGjhho3bqy77777lBsMAAAAAADOnir18CcnJysmJkZms1k5OTmKiIhQenq6IiMjPeodPHhQS5Ys0f333y+n03nOGn0hoYcfAAAAAHA+nbUefrvdrkaNGmn//v2SJH9/fxmGIX9//1J1Y2Ji1Ldv3zNoNgAAAAAAOBsqDfy+vr4ymUwKDAyUJPn5+Xksn+wsTQkAAAAAAADOgKUqlQICAjwCvtls1r333ltm3cTERF155ZVnp3UAAAAAAOC0VCnwm0wmmUwmj3W1a9cus27r1q11//33n3nLAAAAAADAaatS4D+ZyWTSG2+8cbbbAgAAAAAAzpLTCvyGYWjHjh2yWCyqXbs2s9MDAAAAAHCBqXTSvvK0adNGzZs3V2RkpNq0aaNJkyapsLDwbLYNAAAAAACcpioF/pPP3zeZTCosLJTVatWePXv01FNP6bPPPtMVV1yhAwcOnJOGAgAAAACAqqtS4C8oKJDVavVY5+PjI39/fzVs2FAPPPCAfvvtN7Vp00Zdu3bV3r17z0ljAQAAAABA1VQp8CcmJio6OrrCOhaLRTNmzFDz5s314IMPnpXGAQAAAACA01OlwN+gQQP5+PhIkvLy8tSgQQPl5uaW3pnZrIkTJ8pqterPP/88uy0FAAAAAABVdsqT9gUHBysxMVGBgYHauHFjqfLOnTtr6tSpql279llpIAAAAAAAOHVVDvx5eXkaN26cx/KgQYOUn5+vu+++270+JSVFLVu21OrVq89uSwEAAAAAQJVVOfA7HA5NmTJFNptNjz76qHx9feXn5yfDMLRq1Sp3veXLl8tsNqtt27bnpMEAAAAAAKByVQ78AQEBCggIkGEY+vnnn+Xr6yt/f3/5+vrK19fXXe/DDz/ULbfcorCwsHPSYAAAAAAAUDlLVSoNGDBAd911l/z9/eXn5yc/Pz9ZLBb3Yz8/P0nSxx9/rG3btumLL744p40GAAAAAAAVq1IP/6233qqRI0fKbDbLbDbLYik6TmAymYp2Yjbrs88+03PPPadvvvlGjRo1OnctBgAAAAAAlapS4B86dKhWrlypvLw8rVmzRvn5+VqzZo17OSEhQZ988olWrlyp66+//ly3GQAAAAAAVKLK5/A3btxYycnJeuCBB3Tw4EE98MAD7mVJSk9PV1ZW1jlrKAAAAAAAqLoqBf6cnBz1799fLVu21I4dO9S0aVPt2LFDLVq00I4dO9SqVSuNGTNGN910k8eM/QAAAAAAoHpUOmmfw+FQjx491LhxY/e64nP3S97ffffdMplMGjJkiBITExUUFHSOmgwAAAAAACpTaQ+/xWLRv/71L82aNavSnd11111q1aqV3nrrrbPSOAAAAAAAcHqqNKS/X79+MpuLqjocDtlsNo/y4p5+SXriiSf0n//8R4ZhnMVmAgAAAACAU1HlSfsKCgrUunVrWSwWxcfHyzAMOZ1O2e12uVwud73rr79eubm5Wr9+/TlpMAAAAAAAqFyVA39AQICmTp0qSfLz85PT6dTYsWPl6+ur7du3u+v5+/vr6aefVkBAwNlvLQAAAAAAqBKTcQpj761WqwIDAyutl5eXp+Dg4DNq2MUiOztb4eHhysrKUlhYWHU3BwAAAADg5aqaQ6vcwy9JgwcP1hdffKHCwsIyy/Py8vTf//5Xt99++6m1FgAAAAAAnFWVXpavpO+++06TJk1Su3btFBcXp2bNmikkJESZmZnavn27kpKS9Mgjj2jOnDnnqr0AAAAAAKAKTmlIfzGn06l169bpt99+07FjxxQZGanLL79cV111lXs2/0sFQ/oBAAAAAOdTVXPoaQX+kjZt2qT27dvLx8fnTHZz0SLwAwAAAADOp6rm0CoP6f/zzz9Vu3Ztj3UOh0N33nmn2rRpowkTJqjksYNmzZqdRrMBAAAAAMDZUOXA36hRI11//fUaOXKkunfvLkl6/fXXlZiYqH379rnP2zeZTJKKhv0DAAAAAIDqUeUT7oOCgtSiRQsNGDBA//jHPzRr1iyNHj1aY8aMUVRUlFwul1wul2rVqkXYBwAAAACgmlU58Pv5+em1115TfHy8Fi9erCFDhuihhx7S6NGjPYbyF/fwAwAAAACA6lPpkP6ZM2dq9uzZstls+v333/X2228rOztbPXv21KJFi5SWlnY+2gkAAAAAAE5BpYE/NjZW9erVU+PGjdWmTRs1bdpUu3btUkBAgLp27ap77rlHktz3mZmZuvfee/X555+f25YDAAAAAIByVfmyfC6XS8uWLdPjjz+ujh076osvvtCKFSt0zTXX6IYbblDXrl096o8ZM+acNPhCw2X5AAAAAADn01m/LF9BQYFWr16t+fPna+jQoUpJSVFBQYEkKT8//5IJ+AAAAAAAXAyq3MNvtVoVEhKi7OxsJScn69FHH9Xvv/+ugoICTZ06VX/961/PdVsvSPTwAwAAAADOp6rm0EoDf9euXZWXlyeTyaTt27erTZs2ysnJUXJysho2bKigoCBJRUP+CwsLVVhYKLvdrv3798vX1/fsvqoLEIEfAAAAAHA+nbUh/RMnTlRAQIAk6aqrrlLDhg21cuVKGYahmjVr6qGHHlKbNm3kcDhks9nct0sh7AMAAAAAcKGq8pB+SfLx8ZHdbpdhGFq7dq0+/fRTzZw5Ux07dtTo0aN1/fXXn8u2XpDo4QcAAAAAnE9VzaHmqu4wLy9PrVq1Un5+vn755RfVqVNHkydP1oEDB/SXv/xFAwcO1LfffntWGg8AAAAAAM7MKfXwF+vRo4eOHTum+Ph497qkpCQ1aNBAJpPprDbwQkcPPwAAAADgfDrrl+UrNn36dP3yyy+aPXu2x/qGDRueciMBAAAAAMC5cUo9/KtXr1b//v111113aebMmWUeSbBarcrLy9PWrVvVqFGjs9rYCxE9/AAAAACA8+ms9vD/9NNPWr16td5//32NGjVKjz/+uDp16qSIiIhSdfPz85WXl6fo6OgqN/S5557T/PnzFRgYqOjoaI0ZM0Z9+/aVJE2bNk3/+te/lJ+fr6ioKL366qvq16+fe/tNmzbp8ccf1+HDh+Xj46Nhw4Zp5MiR7vK0tDQ99thjWrt2rVwul/r166e3335bISEhkiSn06mXXnpJX331lRwOh1q1aqX3339fTZs2rVL7AQAAAAC4EFUa+Ldv364bb7xRJpNJX375pW6//XZJ0r333ntWGnDbbbcpKipKiYmJCgwM1E8//aRbb71V8+fPl8Ph0OjRo7V8+XLVr19fW7duVZ8+fTR37lx17dpVGRkZ6tevn7788ktde+21ysjIUP/+/WUYhp599llJ0i233KLrr7/eHeifeOIJ3X777VqwYIEkady4cUpISFBCQoICAwP15Zdfqnfv3oqPjy/zgAYAAAAAABeDSof02+12/fTTT5o2bZrmzp2r0aNH68knn9Rdd92l8PBwd73o6Gh1795dN910U5WfPDs7W3379tXixYsVFBTkXj9w4EA1b95cv/76q+699149+OCD7rKJEydqzZo1mjdvnl5++WXt27dP06ZNc5evXbtWAwYMUEpKilauXKmhQ4cqOTnZPZmg1WpVvXr1tGTJEsXFxSkmJkZbtmxRkyZN3Pvo27ev+vTpo6effrpKr4Eh/QAAAACA8+WsXZbP19dXAwYM0MyZMzV37lx98MEHuvPOOxUSEqKoqCj3LT09XQ8//LCuueYa5ebmVqmRYWFhWrNmjUfYl6S9e/cqLi5O69atU5cuXTzKevXqpcWLF0uS1qxZU6q8c+fOys/P1+bNm7VmzRp17tzZ48oBgYGB6tKlixYtWqRt27bJz8/PI+wXP8eiRYvKbLPNZlN2drbHDQAAAACAC02lgb+kPn36aMmSJfrll18kSW+88Yb79r///U87duxQfn6+7rjjjtNu0MSJE+VyuXTTTTfJbreXmgsgKipKVqtVubm5OnToUKlys9msyMhIpaWllVlevI+qlJdlwoQJCg8Pd99iY2NP+7UCAAAAAHCuVBr49+7dq8aNG+tf//qX0tPT1bx5c82aNUvTpk3Tt99+61E3IiJCH3zwgRYsWKA//vjjlBpSWFioESNGaNasWfr5559Vs2ZNmc1mZWZmetRLTU1VaGioQkJCVKtWrVLlhmEoPT1d9erVK7O8eB9VKS/LCy+8oKysLPftwIEDp/Q6AQAAAAA4HyqdtM9kMmngwIH68ssvNXHiRA0bNkxt2rSR2WzW66+/rpycHHddl8ulvLw8DR8+XHXr1q1yIxITEzVkyBBdffXVWrNmjfz9/SVJPXv21IoVK9SyZUt33U2bNqlHjx6SpOuuu04rVqzQsGHD3OXx8fEKCwtTq1atlJubq//9739yOp3y8fGRVDQnwbZt2zRhwgS1bNlSVqtVf/zxh1q0aFHmc5zM39/f3T4AAAAAAC5UlU7aV9LSpUv16KOPKjExUZGRkR5BXCq6xF1eXp7y8/O1dOnSKg13nzp1qsaMGaN3331XAwYM8Chbvny57rnnHi1evFjNmjVTYmKirr32Wn399dfq2rWr0tLS1L59e3344YcaOHCgsrOzNWjQIPXt29d9ab7evXurS5cuevXVV2UymfTiiy9q+/btmj9/viTplVde0cqVKzV79myFh4dr7ty5Gj58uH7//XeFhoZW2n4m7QMAAAAAnE9VzaGnFPiloknrnnrqKX366af6/PPPz+h8/e3bt6tt27aKjo72mPFfkv7+97/rlVde0XfffacxY8YoJydHISEhGj9+vAYOHOiul5CQoMcff1xJSUkym82677779OKLL7on6svMzNSTTz6p5cuXSyqakO8///mP+/lcLpcmTJigKVOmyOFwqFGjRnr//ffVqlWrKr0GAj8AAAAA4Hw6Z4G/2MMPP6ycnBzNmDHjtBvpDQj8AAAAAIDzqao5tNJz+Mvzf//3f6e7KQAAAAAAOMdOO/CXvLY9AAAAAAC4sFR6WT4AAAAAAHDxIfADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF7oggj8kydPlsViUXp6usf6adOmqWXLlmrQoIE6dOighQsXepRv2rRJV111lRo2bKi4uDi9+eabHuVpaWm67bbbVL9+fcXExOjhhx9Wbm6uu9zpdOr5559Xo0aNFBsbqxtuuEGJiYnn7oUCAAAAAHCeVGvgz8jI0D/+8Q99/vnncjqdHmVLlizR6NGj9dNPP2n//v2aPHmy7rvvPq1du9a9bb9+/TR+/HglJSVp/fr1+uabb/TGG2+493HLLbeobdu22r9/v/bt2yeLxaLbb7/dXT5u3DglJCQoISFBycnJuueee9S7d29lZmael9cPAAAAAMC5YjIMw6iuJ7/pppvUtWtX/f3vf1fjxo2Vlpam6OhoSVL37t1177336sEHH3TXnzhxotasWaN58+bp5Zdf1r59+zRt2jR3+dq1azVgwAClpKRo5cqVGjp0qJKTk2UymSRJVqtV9erV05IlSxQXF6eYmBht2bJFTZo0ce+jb9++6tOnj55++ukqvYbs7GyFh4crKytLYWFhZ+NtAQAAAACgXFXNodXawz99+nS99NJL7kBezOl0at26derSpYvH+l69emnx4sWSpDVr1pQq79y5s/Lz87V582atWbNGnTt39th3YGCgunTpokWLFmnbtm3y8/PzCPvFz7Fo0aJy22yz2ZSdne1xAwAAAADgQlOtgb+8IxFpaWmy2+3u3v5iUVFRslqtys3N1aFDh0qVm81mRUZGKi0trczy4n1Upbw8EyZMUHh4uPsWGxtblZcKAAAAAMB5dUFM2neyqKgomc3mUufSp6amKjQ0VCEhIapVq1apcsMwlJ6ernr16pVZXryPqpSX54UXXlBWVpb7duDAgdN4hQAAAAAAnFsXZOD39fVVz549tWLFCo/1mzZtUo8ePSRJ1113Xany+Ph4hYWFqVWrVrruuuu0evVqj8kA7Xa7tm3bph49eqhLly6yWq36448/yn2Osvj7+yssLMzjBgAAAADAheaCDPySNHr0aP373//Wrl27JEmJiYl68803NWrUKEnSsGHDtGrVKs2dO1dS0aQFTz/9tP75z38qICBAPXr0ULNmzTRq1Cg5nU65XC69/PLL6tSpkzp27Kjg4GCNHDlSw4cPV1ZWliRp7ty52rBhgx555JHqedEAAAAAAJwllup88tatW8tms8nhcEgqmnTPbDbr6quv1ueff653331XgwcPVk5OjkJCQvTee++pa9eukqSaNWvq559/1uOPP66nnnpKZrNZ9913n5555hn3/ufMmaMnn3xScXFxkoom5Js+fbq7fNSoUZowYYI6duwoh8OhRo0a6aefflJoaOh5fBcAAAAAADj7qvWyfN6Ay/IBAAAAAM6ni+KyfAAAAAAA4Nwg8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghAj8AAAAAAF6IwA8AAAAAgBci8AMAAAAA4IUI/AAAAAAAeCECPwAAAAAAXojADwAAAACAFyLwAwAAAADghQj8AAAAAAB4IQI/AAAAAABeiMAPAAAAAIAXIvADAAAAAOCFCPwAAAAAAHghS3U3AAAAAKfIME5tvU61viSTSTKZi+4BABclAj8AADgzhiG5HCVuzuM3RxnrHZLh9FyucNsy6hiuonuTj+Rjkcy+ktki+Ry/dz/2lcw+JR5bTqpf2bYVDIR0OiR7vuQoKLq3F99bJYe16L543cl1PJatZa9z78Na9H5dCExmSaYTBwJU8oDAyY9PrlfR4xLbGIYk4/jxieMHI9zrTrqvcpnKL5NJ8g2UfIMk34ASj0veH39sCSi9rlS9Mrbz8fPOgyYlfzed9uPL9rKXi3+XnSctV1hexs1ZQVlxucksWfyLbj5+RZ+bxU/y8T/x2BJwvKy4nv9Jj4vrlFhvtnjn53ipMoyinznDVfR/rOEqsewq+jkKjKjuVp4VBH4AACpjGEV/iDoLj9/KelzGuuJwa7iK9lH8h8TJf1i4b0aJ+ifdXGWsc9+cJ/bvcpYI1CcH5rKC+Mn1T2Mbw1Xdn9A5Yip9sMBpLwrmLkd1N+78K/6cKxgUcFGy553b/ZvMJx0wCCg6WFV8gKTUARTziXUnH1gpt+yk8rLWlwrN9pNCdmXLJcO9Q973g1AZU/kHD8w+RVXcI2aMEm+PUbrsbCxLxz/f4z9LZp/jn3XJ5RLlJlPpde5lc9nbmM0n7cN8/P+Bk77PPL7fTi4rsb7UdidvU155ie+5MkO6odKhvXjZVUZ9l+f7WJb6f5Hu/7GSn4mLA4H/UmHNLPpF9zn+n1RFvRYXIsOQHLbjvR/5J3pEPO6tJ3pHqvwlVMUjtVU5ouvxH5lx0n+IZS1XpU7xH1fllFf0Oisapnna2x1X8g+ISv/YqOSPlrK2L++PHveXkY/nl1TxOo/yEl9SpcpP+lJzl5s865b6UivZi1TGF5vHepWz/uTPsUTd4t4mjx6vst6XspZPo37xupN/5sr6wi3vNZf35SyjjLKSyyW/uJ2eX9Alv7yLy08OyKW2c5Wxj5Jf9sfDaWUBvVR5cXC3V/57gbKZS/Scm31KPLYU/Z56LJ9cftK64t/X4vXFPYQlA4zH4xK9jCVDi9N+Upixn/j/1oNx4ueiIpZAzx5e93JAOT3DgZ7h7+Qw6F4+XtfsW/bzlvvdVM76U+2dPPl7rbzHHr/zJXray/rOKvVYnutL9vbLVOKlmMooM51GmU4sS0XP67CV/XeFw1rO3xkl7wvK/3ukeGSG4ZIKc4tu3s5k9vydLzmKpvh31+ek5bNdbriKfmcdBUWfrfvx8XtnYdF6h01y2sp5fLyux4E9o+hnwmGttrcX55HrAhlZdRYQ+C8VX94uHVh7YtlsOTFkqeS9j1/pdcVDojzK/E8MhXKX+Ze+N1uOD1O0SoV5FXxhlvVlelL5JXckGcCFy1Ti/z/fk+5LPD754NTJN3eZqYzyktuZytjGfFJ5yYNgJcOyj8oPzyeH7JPrnxyyy6nnHlpfcr+Wi+vgsstVtQMFFn/PMG4JOPUgDe9XPCqozIMG1goOkJZ3ELm8zoLytjFKry/5e+pxWsupLpc8DcbnpIN6F9HvfFW4nFU7YOByyH0QyaQSj0sceDrryyU+X49e7TJ6wc+kJ7zkCDLDJZXZKVPWd9hJp/CU15HjrqtyvtsqGHHg0XlTXlkZoxcqHdngc6JNXoDAf6k4uXei+I+Xcz2M7Vzw8av8HLtyf0krOWhwJr3ip9qrWmlPbGX1TRW8zlPt3Smvflmv9fg/Ff5hUkEvUHm95hX2Ipe4VbnH1+n55VVqvbOM/Z1Ut6wvHY8vr4qGVVYwWsFjnTz3cfIfaxWODiijZ63MP/pKLqv0e33y6/RoX1lfvmWUl9qmglEaMnl+2ZY7aqPkF3MZIzDKWl/el3/xH6UeodxSOqBX9XHx8E14D7NZMvtJ8qvulsAbmEzHh3v7SQHh1d0anC6zj2Q+/jcmcJEi8F8qHlp64ohk8fBE95AlWyVltqKjms7CEo9L3DsLS68rvnc5ThrqWCKk+50c2MsJ8CXvLYFFf6QDAAAAACpEcrpUmEwnZhkFAAAAAHg97zk5AQAAAAAAuBH4AQAAAADwQgR+AAAAAAC8EIEfAAAAAAAvROAHAAAAAMALEfgBAAAAAPBCBH4AAAAAALwQgR8AAAAAAC9E4AcAAAAAwAsR+AEAAAAA8EIEfgAAAAAAvBCBX1JeXp4efvhhNWjQQDExMRo8eLD+/PPP6m4WAAAAAACnjcAvadiwYTKZTNqzZ4+Sk5PVoUMH9e3bV3a7vbqbBgAAAADAabnkA39iYqJmz56tN998UxaLRWazWc8//7wKCgr0/fffV3fzAAAAAAA4LZd84F+7dq1atGih0NBQ9zqTyaSePXtq0aJFperbbDZlZ2d73AAAAAAAuNBYqrsB1e3QoUOKjo4utT4qKko7d+4stX7ChAkaN25cqfUEfwAAAADA+VCcPw3DqLDeJR/4a9WqpczMzFLrU1NTVa9evVLrX3jhBT399NP/3969R0Vd538cfw3D/X7wBpZXUBEvuXjbslNEIKbmBVSoVUQ3tVaRLFF3T7utGlt4y1ozjpbsyVXXNDM1TVHLvJGhkGResgU0UARNQbkO8/794Y9JVjFwPvAdmNfjnM5pbpzP4PN8+H6+8/1+x3Q7NzcXAQEBaNeuXUMOk4iIiIiIiKiG4uJieHh41Pq4Tn5rl0Azl52djR49eiAvL6/GLyowMBB/+ctfMGbMmPu+3mg0Ii8vD25ubtDpdA093AdWVFSEdu3a4eLFi3B3d9d6ONREsSNSgR2RCuyIzMWGSAV2RCo8SEciguLiYrRt2xY2NrWfqW/1n/B37NgRkZGRmDFjBlavXg1HR0e89957MBgMCA8P/83X29jY4OGHH26Ekarh7u7OyYjMxo5IBXZEKrAjMhcbIhXYEalQ347u98l+Nau/aB8AvP/++2jVqhUCAgLQsWNHpKSkYNeuXffdU0JERERERERkyaz+E34AcHBwwLJly7Bs2TKth0JERERERESkBD/CthIODg54/fXX4eDgoPVQqAljR6QCOyIV2BGZiw2RCuyIVGjIjqz+on1EREREREREzRE/4SciIiIiIiJqhrjgJyIiIiIiImqGuOAnIiIiIiIiaoa44CciIiIiIiJqhrjgJ6K7GI1GrYdARAReV5iILAW3jaip4oK/mcjJycGlS5dMt7mRRA8iIyMDERER+PTTT7UeCjVhnI/IXOnp6fjjH/+Ir776SuuhUBPGuYhU4LYRqaDlfMQFfxNXVFSE6OhoDBkyBJMmTcK4ceNw4sQJ6HQ6rYdGTciNGzfw4osvIjIyEkFBQYiIiNB6SNQEcT4ic905F/Xp0wdPPfWU1kOiJohzEanAbSNSwRLmIy74mzARwaRJk+Ds7IzTp0/j7bffRrt27TB27FgcOnRI6+FRE7F48WL07dsXzs7OOH78OGJjY7UeEjVBnI/IXNVzkZOTE06cOMG5iB4I5yJSgdtGpIKlzEc64fFNTVJVVRXOnDmDmTNnYufOnXBwcDA9FhERARcXF/ztb3+Dn5+fhqOkpmDcuHEwGAzYsmULAGDHjh3YvXs3unbtiq5duyIsLEzjEZKlMxqNOH36NOcjemAigpEjR6Jt27ZISkoCAHz++ec4cuQI/P390a1bNwwYMEDjUZKlExGcPn0asbGxnIvILNw2InNZ0lqNn/A3IZcvX0ZeXh4qKiqg1+vh5OSEnJwc3LhxAwBQWVkJAJg3bx4yMjKQlZWl5XDJQlV3VFpaCgBISkrCqVOn8O233+Ktt97CggUL4O/vj/T0dEyaNAnJycmmtoiq5eXl4aeffkJFRQVsbGw4H1G9FRUVmS6CpdPpkJCQgKysLKSnp+O1117DggUL4O7ujs2bN2Po0KE4cOCAxiMmS1RVVQXg9o5HnU4HZ2dnzkVUb9UdVfeyatUqbhtRvVnqWo0L/iagrKwMM2fORFhYGMaPH49Ro0YhLS0Nzs7O6NatG/bs2QMAsLOzg4igf//+6Nixo2mvJA/iIODujiIiInDkyBF4eXnhhRdewNSpU+Hm5oZjx45h+vTpWLNmDaKjo7Fp0yZUVlayIwIAlJeXIy4uDoMHD8bkyZMxfvx4nDx5Evb29vD39+d8RL+prKwMsbGxGD58OEaOHIkNGzbgypUr6NWrF4KDgxEfH4+2bdvim2++wdy5c/HZZ58hJCQEy5YtA8ArZdPteUREkJCQgI8++ggAYGNze5P2xo0b6NmzJ+ci+k336sjOzg4GgwGenp546aWXuG1EdWLpazUu+C3c5cuXERISguLiYhw5cgR///vf0aJFC8ycORPe3t7w9PTEsWPH8PPPPwMAbt26BQAYMmQIysvLTXu8ybrdq6OWLVtixowZAID4+HgUFBSYNqSLiooAAE888QRSU1NRWVnJjgjXr1/HyJEjUVJSgrS0NPzjH/+Ag4MD1q1bBx8fH7i7u+Pbb7/lfES1ys/PR3BwMG7duoWNGzfiySefxKefforo6GgAQExMDE6fPg03NzcAv85Fw4YNQ2ZmpumIErJuOp0OlZWVWLFiBXbv3o3vvvvO9Fi3bt3g7OzMuYh+U20dVbfx8ssvo7CwkNtGdF9NYa3Gv5oW7tixY3BxcUFycjJcXFzwxBNPYNKkSbC3t4eIIDw8HOfOncO//vUvAICrqysA4OTJkwgODuaGEQG4d0cxMTHw8vJCbm4uAODUqVOmi9K4u7sDuN1RbGwsPDw8NBs7WY5Dhw5Bp9Nh9erVcHR0xKBBgyAi8Pb2hl6vx7hx4/DDDz9wPqJanThxAl5eXlizZg18fHwwe/ZsLFy4EJmZmZg/fz7atGmD48ePY8KECQBqzkXTp0+Hvb29lsMnC1D9Sdh7770Hf39/XLhwASkpKSgrKwMAODo6Ijw8HGfPnuVcRLW6X0d6vR4VFRUAgO+//57bRnRfTWGtxhnPwuXm5qJNmzYoKysz7WEsLi7G1atXAdy+6ENkZCR27tyJ6OhobNu2DVFRUUhLS0Pfvn21HDpZkNo6KigoQOvWrQEALi4u2LdvH9555x2cOnUKUVFRWLduHYYNG6bl0MmCiAhCQ0NNty9cuID09HTk5+djyZIlePrppzFx4kTOR1SroqIieHh4oKyszLTB3a1bNyxatAhLly5FeXk5vL298eWXX2L9+vU4f/48oqKisHfv3hrtkfXS6XQoLi7G/v37sX79eowePRp79+5Famqq6TljxoxBVFQU5yKq1W91VL1z0dXVldtGdF9NYa3GBb+F69y5M6ZMmQJHR0fTxtGhQ4cwatQo0+3qi4d06dIFmzZtQo8ePZCWlobu3btrOXSyILV1NGLECNjZ2QG4fcGas2fPIiUlBTNnzkRAQAAyMzN5ZWwyefrppzFz5kwAwJo1a/DYY4/h0UcfhY+PDz766CNERUVh/Pjx+OCDDzgf0T1dvnwZ2dnZEJEahzCGhYWhX79+WLt2LQwGA/bt24e1a9diwoQJ6N69O9LT09G7d28NR06WpKCgAJGRkfDx8UFMTAwqKyuxa9cuFBYWmp4TExOD5ORk+Pn5cS6ie6pLR0ajkdtGdF9NYa3Gr+VrYoxGI0aOHInFixfD398fwO1PTKoPMzIYDLC1tdVyiNQE3KujkpISODs7AwBKS0vh5OSk5RDJwn311VcICAgwHSGSmpqKkJAQnD9/Ht7e3gA4H1mre/27Vy/wDQYDPDw8kJycjHHjxpnuLykpwYQJExATE4Nnn30WAFBRUYGKigrT4Y9kXeozfyQnJ2PNmjWIi4vDmDFjAACXLl2Cj49PvX8WNS/mdlRQUIBWrVoB4LaRNatPR5a4VuMn/BpKT0/Htm3bANz+x68mIqavB6lW/fjKlSthZ2cHf39/HD58GH379sWiRYtMz+MfNOujoqPAwEAkJCSYnsc/aNanPh0BQFBQkGmxDwBHjx7FSy+9ZFrsA5yPrM3Ro0cxYsQITJs2DZMmTUJeXp7pseqGbG1tER8fj7i4OOTm5po+5Xd2dkZ5eXmNxb29vT0X+1bofh3dOTcBv35jQ0xMDNq1a4fDhw9j8+bNGDBgABITE03P41xkfVR01L9/f7zxxhum53HbyPrUpyOLXqsJaSY0NFScnJykoqJCRESqqqpqPF5YWCgXL16s8diMGTMkOTlZZs2aJT169JAPP/ywcQdNFocdkQp16ejChQsiIlJcXCwnTpyQkydPyrVr1yQ6Olq6du0qX375ZWMPmzRmNBrFYDDI3LlzpVOnTrJq1SrZvXu3+Pv7S0xMjOTm5pqeW1BQYJqLgoOD5bnnnpPly5fLpUuXZMKECfLkk0/KtWvXtHorpKH6dHTn37Q7bd68WXQ6nfj6+vJvmpViR6TCg3ZkydvYXPBrZPfu3RIaGiqdO3eWP/3pTyIiYjAYTI+/9dZb4uXlJVu2bDHdl56eLjqdTjp06CBz586VysrKRh83WRZ2RCrUt6OLFy/K4MGD5ZlnnpEePXrIq6++yo6sWEFBgQwfPlzOnz9vui81NVV8fHwkPz9fRETefPNN8fLyko0bN4qIyOXLl2X9+vUyevRoefzxx+WVV15hQ1auPh3d+TdNRCQhIUG6dOki8+bNqzF3kfVhR6TCg3ZkqdvYPMZJI3v37kV0dDR8fHwwcuRIxMXFoWvXrgCAI0eOICsrC8eOHYOvr6/pNbt378awYcOwcuVKtGvXTquhkwVhR6RCfTt6+OGHsXXrVvzyyy/Q6/Vo06aNlsMnjX3xxRf48ccf4evri/Lycuj1enTq1AkeHh4oKirCTz/9hJycnBoNtWnTBs899xwiIyNRUlLCQ/fpgToCgJSUFFy+fBm7du2qcT9ZJ3ZEKjxoRxa7ja31HofmLisrS06dOiUiNQ+RjYiIkB9//FGKiopk1KhREhIScs/XGwwG015GS9lLRI2PHZEKKjoyGo2m23f+P1mHOxuqnlNycnIkNjZWKisrTfPLtm3bJDQ09K7X/29DZJ1UdFQ9h/3v6UdkPdgRqaCiI0vfxuaCvwFduXJFfH19ZcqUKVJaWioics/zY48ePSqenp6ydetW033VzyNiR6QCOyJz3auh2kydOlUWL15sus3DY6kaOyIV2BGpYC0d8Sr9DWjfvn0QEVy6dAnbt28H8OuVGW1sbExXBe3duzcmT56Mv/71rwCAd955B9OmTUN+fr42AyeLwo5IBXZE5rpXQ3cyGAwQEaSlpeHgwYOYNm0aAGDp0qVYsGABbty40dhDJgvEjkgFdkQqWEtHXPA3EIPBgP3792P58uVo3bo1du3ahby8POh0OogIgF83sp2dnfHaa6/h/PnzaNWqFXbu3Ik5c+bwvFhiR6QEOyJz1dYQAFNDtra20Ol0OHXqFObMmYPMzEw8+uij+OKLL/CHP/wBHh4eWr4FsgDsiFRgR6SCVXXU2IcUWItz587J0KFDpbKyUj7++GMZMmSI/POf/zQ9fuc5jGfPnpXw8HDp2bOnbN++XYvhkoViR6QCOyJz1bWhgoIC8fPzk9atW0tgYKB88sknWg2ZLBA7IhXYEalgTR1xwd9ASktLTeeCVFVVSWxsrIwZM0aOHz9e43lXrlyRgIAAWbhwoRbDJAvHjkgFdkTmqmtDBw4cEEdHR1mxYoUWwyQLx45IBXZEKlhTR/xavge0YcMGODg4oEuXLujVqxeA24d/iAhsbGzg6OgIAKisrISdnR3Gjh2LxMRE7N+/H4GBgUhKSoKTkxMmTpyItLQ0ODk5afl2SCPsiFRgR2Qucxt6//334enpieDgYFy5cgVubm5avh3SCDsiFdgRqcCOfqUT+f+TFKhOjh49ilmzZsHe3h4dOnRASkoKVq5cidGjR5sCAoCKigrY29ubLoRlY2ODd999F2vWrEF5eTk8PT2xatUqU4BkXdgRqcCOyFwqG1q9ejV69uyp5dshjbAjUoEdkQrs6B4a8WiCJu/69esSHh4u69atM933/PPPy/Tp0023L168KNHR0bJ9+/Ya58X+8ssvMmzYMOnUqZNs2LChUcdNloUdkQrsiMzFhkgFdkQqsCNSgR3dG6/SXwfVe3527NiB0tJSjBgxwnRfQECA6fDXlJQUREVFwdPTE8OHD4dOpwMAHDhwAI8//jgeeeQR/Pe//0VUVJQ2b4Q0xY5IBXZE5mJDpAI7IhXYEanAju6Ph/TfR2pqKh566CE4OzujRYsW+Prrr1FaWoqwsDAAwAcffIAZM2ZgxIgR0Ov18PX1xcKFC03xiAh0Oh2ys7Ph5uaGFi1aaPl2SCPsiFRgR2QuNkQqsCNSgR2RCuyobrjgv4djx47hlVdegYhAr9ejoKAA+/fvh4+PDwwGA2xtbfHhhx8iMTER7777Ljp06ICNGzdiy5Yt2Lp1Kzp37gyj0Wg6R4SsEzsiFdgRmYsNkQrsiFRgR6QCO6qnxj6HwNJlZGRI7969JSkpSUREsrOzJTAwUGJiYkRExGAwiIhIeXl5jdft27dP+vXrJzk5OY07YLJI7IhUYEdkLjZEKrAjUoEdkQrsqP6sZLdG3W3atAlPPvkkpk2bBqPRiA4dOmDu3Lk4d+4cKioqoNfrAQD29vY1Xrd3714MGjQI7du312LYZGHYEanAjshcbIhUYEekAjsiFdhR/dlqPQCtFRUVwd3d3XTbYDBA/v8sh+rDPH744Qf07t3b9NUN5eXlSExMhJ+fH3Q6HRITE9GhQwckJSVp8h5Ie+yIVGBHZC42RCqwI1KBHZEK7Mh8Vrvgz8zMxOzZs+Hq6gqj0Yj4+Hg89thjGDduHDw8PAD8+v2MR44cQWRkJIDbYTk5OaGsrAypqanIycnBm2++iWHDhmn5dkgj7IhUYEdkLjZEKrAjUoEdkQrsSCENTyfQzP79+6Vz586yZMkSKSwslBdffFFCQkJk/vz5dz334sWLMmTIENN5ICUlJXLt2rXGHjJZIHZEKrAjMhcbIhXYEanAjkgFdqSWVS74Z8+eLUuWLDHdrqyslE8++URsbGwkIyNDREQqKipERGTWrFmSmJgoIiJvv/22eHt7y44dOxp/0GRx2BGpwI7IXGyIVGBHpAI7IhXYkVpWcUj/gQMHUFhYCB8fH/Tv3x+VlZWmCzmICGxtbREeHo6xY8ciPj4ee/bsgZ2dHX7++WdkZ2ejc+fOCAoKgouLC3bt2oU+ffpo+4ZIE+yIVGBHZC42RCqwI1KBHZEK7KiBabizocFduHBBhg4dKn369JGpU6eKq6urzJ8/X/r16yevv/66iIgYjUbT8w8fPiw9e/aU06dPi4hIUlKS6HQ6CQoKko8//liLt0AWgB2RCuyIzMWGSAV2RCqwI1KBHTWOZvsJv4hg3rx56N27Nz7//HMAQN++fbFv3z6EhoZi6dKlmD59Olq1amV6jYeHB1q0aAEPDw8YjUbk5eUhISEBf/7zn7V6G6QxdkQqsCMyFxsiFdgRqcCOSAV21Ig03NnQoL7//nsZOHCgZGVlme4zGo3y0EMPyXfffSdPPfWUREZGSmlpqenxq1evSlBQkFy5ckVEbp8vQtaNHZEK7IjMxYZIBXZEKrAjUoEdNR4brXc4NBSj0YjCwkJ07NjRdN+1a9fQqVMntGvXDitXrkRmZiZmzJiBr7/+GkeOHMHw4cMxcOBAtGzZEgBga9tsD4CgOmJHpAI7InOxIVKBHZEK7IhUYEeNp9n+lnr16oWNGzcC+PU7Grdu3Qqj0QhbW1v4+/vjs88+w7p167By5UqcO3cOcXFxmDhxosYjJ0vCjkgFdkTmYkOkAjsiFdgRqcCOGo9ORETrQTS0qqoq6PV6PP/88xg7dixGjx4NANi5cydCQ0NhY2MDvV6v8SjJ0rEjUoEdkbnYEKnAjkgFdkQqsKOG1WwP6b+TXq9HRkYGRASjR4/Gxo0b4e/vjz179qCqqgo2NlbxayAzsSNSgR2RudgQqcCOSAV2RCqwo4ZlFZ/wiwji4uKQnZ0No9GIq1evIiEhAcHBwVoPjZoQdkQqsCMyFxsiFdgRqcCOSAV21LCsYsF/+fJltG/fHr6+voiPj8fkyZO1HhI1QeyIVGBHZC42RCqwI1KBHZEK7KhhWcWC//r161ixYgXi4+Ph4OCg9XCoiWJHpAI7InOxIVKBHZEK7IhUYEcNyyoW/ERERERERETWhldAICIiIiIiImqGuOAnIiIiIiIiaoa44CciIiIiIiJqhrjgJyIiIiIiImqGuOAnIiIiIiIiaoa44CciIiIiIiJqhrjgJyIiIk1lZmaiZ8+eKCoqAgDExsbijTfe0HhURERETZ+t1gMgIiIi66bX63Hq1Ck4OTkBAK5evQpnZ2cAQFVVFVxcXGo8/8aNG3BwcGj0cRIRETU1OhERrQdBREREzUPLli1x69Yt6PX6ux4TEZSUlODOTY/o6GgcPHgQ2dnZ6NGjBwAgNzcXNjY2cHJywtGjR9G+fXsUFxcDANzc3FBWVsYFPxERUR1wwU9ERETKtGrVCps2bUJQUNBdj505cwbdu3evseAvLCxEfn4+HnnkEZSVlQEApk2bBm9vb7z66qtwdXWFg4OD6TU6nQ7l5eWwt7dvlPdDRETUlPGQfiIiIlJGp9PV6/ktW7bEzZs3AQC2tramn2FnZwcvLy8YDAYAwL///W+1AyUiIrICXPATERGRMvVd8FerqqqCn58fAKCgoACzZs2q8XhSUpLZYyMiIrI2XPATERGRMjqdDs8880yt5/DXRq/X4/z58wCAF1544a7HDx06ZPr5D7pTgYiIyNrwa/mIiIhIGZ1Oh+3bt+PmzZt3/Xf8+PFaX1dVVQV/f3/4+/tj8+bNdz1eVlZmOsefiIiI6oaf8BMREZEyOp3uvp/k10av1+PMmTMAan7CX1paCgD4/e9/r2aAREREVoQLfiIiIlKmPgv+rKwsDBo0CHq9/q5z+AHgP//5DzZt2gQvLy9kZGSYfj4P6SciIqobLviJiIhImfos+Dt06ICcnBzY2dkhLCwMYWFh6NOnDxYsWIDt27fDaDQiOTkZAwYMaOBRExERNU86eZDj7oiIiIjuoU2bNigqKqr1on0lJSV37RC4dOkSunbtivT0dPj4+OB3v/sdIiMjMWfOHAQEBGD58uWIiIgAcHuHQmVlpekr/IiIiKh2vGgfERERKVNWVob169fX+aJ9paWliI6Oxssvvww/Pz+4uLhg7dq1OHjwIAYPHox+/fohIiIC+fn5+Oabb2BrawsbG26+EBER1QX/YhIREZEyZWVluHXrVp2fv2jRInTp0gULFiww3Tdw4EB4enqiffv2WL9+PQBgw4YNCAkJwZQpU7jgJyIiqiMe0k9ERETKzJ8/H88++ywCAwPr9HwRuedF+G7evAlXV1fVwyMiIrIqXPATERERERERNUM8Jo6IiIiIiIioGeKCn4iIiIiIiKgZ4oKfiIiIiIiIqBnigp+IiIiIiIioGeKCn4iIiIiIiKgZ4oKfiIiIiIiIqBnigp+IiIiIiIioGeKCn4iIiIiIiKgZ+j+0m6T4nIadRQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制图表\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(btc_data['time'], btc_data['close'], label='比特币/美元')\n",
    "plt.plot(eth_data['time'], eth_data['close'], label='以太坊/美元')\n",
    "# 设置图的标题和图例\n",
    "plt.title(\"比特币和以太坊的美元价格变化\")\n",
    "plt.xlabel(\"日期\")\n",
    "plt.ylabel(\"价格(美元)\")\n",
    "\n",
    "# plt.plot(btc_data['time'], btc_data['close'], label='BTC/USD')\n",
    "# plt.plot(eth_data['time'], eth_data['close'], label='ETH/USD')\n",
    "# plt.title(\"BTC and ETH Price in USD\")\n",
    "# plt.xlabel(\"Date\")\n",
    "# plt.ylabel(\"Price in USD\")\n",
    "plt.legend()\n",
    "\n",
    "# 格式化x轴的日期显示\n",
    "plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n",
    "plt.gca().xaxis.set_major_locator(mdates.DayLocator(interval=5))  # 每5天显示一次日期\n",
    "plt.gcf().autofmt_xdate()  # 自动旋转日期标记"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}