2.03 基于双技术指标SMA+CCI过滤器交易系统.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 策略思想\n",
    "\n",
    "以SMA作为开平仓信号，同时增加CCI作为过滤器；  \n",
    "当股价上穿SMA，同时CCI要小于-100，说明是在超卖的情况下，上穿SMA，做多；交易信号更可信；  \n",
    "当股价下穿SMA，同时CCI要大于+100，说明是在超买的情况下，下穿SMA，做空；交易信号更可信；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import talib as ta\n",
    "import tushare as ts\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "# 确保‘-’号显示正常\n",
    "mpl.rcParams['axes.unicode_minus']=False\n",
    "# 确保中文显示正常\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']  \n",
    "\n",
    "import warnings; warnings.simplefilter('ignore') #忽略可能会出现的警告信息，警告并不是错误，可以忽略；"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-08-17</th>\n",
       "      <td>3707.07</td>\n",
       "      <td>3721.28</td>\n",
       "      <td>3722.62</td>\n",
       "      <td>3704.41</td>\n",
       "      <td>108656251.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-18</th>\n",
       "      <td>3707.19</td>\n",
       "      <td>3724.67</td>\n",
       "      <td>3733.49</td>\n",
       "      <td>3700.41</td>\n",
       "      <td>96561705.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-21</th>\n",
       "      <td>3731.84</td>\n",
       "      <td>3740.99</td>\n",
       "      <td>3744.26</td>\n",
       "      <td>3728.62</td>\n",
       "      <td>100313073.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-22</th>\n",
       "      <td>3745.75</td>\n",
       "      <td>3752.30</td>\n",
       "      <td>3758.29</td>\n",
       "      <td>3734.56</td>\n",
       "      <td>100292856.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-23</th>\n",
       "      <td>3747.61</td>\n",
       "      <td>3756.09</td>\n",
       "      <td>3772.46</td>\n",
       "      <td>3741.72</td>\n",
       "      <td>104961573.0</td>\n",
       "      <td>hs300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low       volume   code\n",
       "date                                                              \n",
       "2017-08-17  3707.07  3721.28  3722.62  3704.41  108656251.0  hs300\n",
       "2017-08-18  3707.19  3724.67  3733.49  3700.41   96561705.0  hs300\n",
       "2017-08-21  3731.84  3740.99  3744.26  3728.62  100313073.0  hs300\n",
       "2017-08-22  3745.75  3752.30  3758.29  3734.56  100292856.0  hs300\n",
       "2017-08-23  3747.61  3756.09  3772.46  3741.72  104961573.0  hs300"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取数据\n",
    "stock_index = ts.get_k_data('hs300', '2017-08-17', '2020-08-17')\n",
    "stock_index.set_index('date', inplace=True)\n",
    "stock_index.sort_index(inplace = True)\n",
    "stock_index.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_index.index = pd.to_datetime(stock_index.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 729 entries, 2017-08-17 to 2020-08-14\n",
      "Data columns (total 6 columns):\n",
      "open      729 non-null float64\n",
      "close     729 non-null float64\n",
      "high      729 non-null float64\n",
      "low       729 non-null float64\n",
      "volume    729 non-null float64\n",
      "code      729 non-null object\n",
      "dtypes: float64(5), object(1)\n",
      "memory usage: 39.9+ KB\n"
     ]
    }
   ],
   "source": [
    "stock_index.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算指标sma，cci\n",
    "stock_index['sma'] = ta.SMA(np.asarray(stock_index['close']), 3)\n",
    "stock_index['cci'] = ta.CCI(np.asarray(stock_index['high']), np.asarray(stock_index['low']), np.asarray(stock_index['close']), timeperiod=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x23079609fd0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2,1,1)\n",
    "plt.title('沪深300 SMA CCI 双指标图')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "\n",
    "stock_index['close'].plot(figsize = (14,12))\n",
    "stock_index['sma'].plot(figsize=(14,12))\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "stock_index['cci'].plot(figsize = (14,12))\n",
    "plt.axhline(100, color = 'g')\n",
    "plt.axhline(-100, color = 'r')\n",
    "plt.legend()\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 策略逻辑: 交易信号、持仓信号\n",
    "\n",
    "#### 2.1 交易信号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 产生开仓信号时应使用昨日及前日数据，以避免未来数据\n",
    "stock_index['yes_close'] = stock_index['close'].shift(1)\n",
    "stock_index['yes_sma'] = stock_index['sma'].shift(1)\n",
    "stock_index['yes_cci'] = stock_index['cci'].shift(1)   #CCI是作为策略的一个过滤器, 仅需要昨日数据即可；\n",
    "stock_index['daybeforeyes_close'] = stock_index['close'].shift(2)\n",
    "stock_index['daybeforeyes_sma'] = stock_index['sma'].shift(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "      <th>sma</th>\n",
       "      <th>cci</th>\n",
       "      <th>yes_close</th>\n",
       "      <th>yes_sma</th>\n",
       "      <th>yes_cci</th>\n",
       "      <th>daybeforeyes_close</th>\n",
       "      <th>daybeforeyes_sma</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-08-17</th>\n",
       "      <td>3707.07</td>\n",
       "      <td>3721.28</td>\n",
       "      <td>3722.62</td>\n",
       "      <td>3704.41</td>\n",
       "      <td>108656251.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-18</th>\n",
       "      <td>3707.19</td>\n",
       "      <td>3724.67</td>\n",
       "      <td>3733.49</td>\n",
       "      <td>3700.41</td>\n",
       "      <td>96561705.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3721.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-21</th>\n",
       "      <td>3731.84</td>\n",
       "      <td>3740.99</td>\n",
       "      <td>3744.26</td>\n",
       "      <td>3728.62</td>\n",
       "      <td>100313073.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3728.980000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3724.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3721.28</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-22</th>\n",
       "      <td>3745.75</td>\n",
       "      <td>3752.30</td>\n",
       "      <td>3758.29</td>\n",
       "      <td>3734.56</td>\n",
       "      <td>100292856.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3739.320000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3740.99</td>\n",
       "      <td>3728.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3724.67</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-23</th>\n",
       "      <td>3747.61</td>\n",
       "      <td>3756.09</td>\n",
       "      <td>3772.46</td>\n",
       "      <td>3741.72</td>\n",
       "      <td>104961573.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3749.793333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3752.30</td>\n",
       "      <td>3739.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3740.99</td>\n",
       "      <td>3728.98</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low       volume   code  \\\n",
       "date                                                                 \n",
       "2017-08-17  3707.07  3721.28  3722.62  3704.41  108656251.0  hs300   \n",
       "2017-08-18  3707.19  3724.67  3733.49  3700.41   96561705.0  hs300   \n",
       "2017-08-21  3731.84  3740.99  3744.26  3728.62  100313073.0  hs300   \n",
       "2017-08-22  3745.75  3752.30  3758.29  3734.56  100292856.0  hs300   \n",
       "2017-08-23  3747.61  3756.09  3772.46  3741.72  104961573.0  hs300   \n",
       "\n",
       "                    sma  cci  yes_close  yes_sma  yes_cci  daybeforeyes_close  \\\n",
       "date                                                                            \n",
       "2017-08-17          NaN  NaN        NaN      NaN      NaN                 NaN   \n",
       "2017-08-18          NaN  NaN    3721.28      NaN      NaN                 NaN   \n",
       "2017-08-21  3728.980000  NaN    3724.67      NaN      NaN             3721.28   \n",
       "2017-08-22  3739.320000  NaN    3740.99  3728.98      NaN             3724.67   \n",
       "2017-08-23  3749.793333  NaN    3752.30  3739.32      NaN             3740.99   \n",
       "\n",
       "            daybeforeyes_sma  \n",
       "date                          \n",
       "2017-08-17               NaN  \n",
       "2017-08-18               NaN  \n",
       "2017-08-21               NaN  \n",
       "2017-08-22               NaN  \n",
       "2017-08-23           3728.98  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_index.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 产生交易信号\n",
    "# sma开多信号：昨天股价上穿SMA；\n",
    "stock_index['sma_signal'] = np.where(np.logical_and(stock_index['daybeforeyes_close']<stock_index['daybeforeyes_sma'],\n",
    "                                                              stock_index['yes_close']>stock_index['yes_sma']), 1, 0)\n",
    "# sma开空信号：昨天股价下穿SMA\n",
    "stock_index['sma_signal'] = np.where(np.logical_and(stock_index['daybeforeyes_close']>stock_index['daybeforeyes_sma'],\n",
    "                                                               stock_index['yes_close']<stock_index['yes_sma']),-1,stock_index['sma_signal'])\n",
    "# 产生cci做多过滤信号\n",
    "stock_index['cci_filter'] = np.where(stock_index['yes_cci'] < -100, 1, 0)\n",
    "# 产生cci做空过滤信号\n",
    "stock_index['cci_filter']  = np.where(stock_index['yes_cci'] > 100,-1, stock_index['cci_filter'])\n",
    "\n",
    "# 过滤后的开多信号\n",
    "stock_index['filtered_signal'] = np.where(stock_index['sma_signal']+stock_index['cci_filter']==2, 1, 0)\n",
    "# 过滤后的开空信号\n",
    "stock_index['filtered_signal'] = np.where(stock_index['sma_signal']+stock_index['cci_filter']==-2, -1,stock_index['filtered_signal'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "      <th>sma</th>\n",
       "      <th>cci</th>\n",
       "      <th>yes_close</th>\n",
       "      <th>yes_sma</th>\n",
       "      <th>yes_cci</th>\n",
       "      <th>daybeforeyes_close</th>\n",
       "      <th>daybeforeyes_sma</th>\n",
       "      <th>sma_signal</th>\n",
       "      <th>cci_filter</th>\n",
       "      <th>filtered_signal</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-03-20</th>\n",
       "      <td>3629.51</td>\n",
       "      <td>3653.22</td>\n",
       "      <td>3663.95</td>\n",
       "      <td>3588.78</td>\n",
       "      <td>139603000.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3626.190000</td>\n",
       "      <td>-142.421809</td>\n",
       "      <td>3589.09</td>\n",
       "      <td>3645.010000</td>\n",
       "      <td>-196.917595</td>\n",
       "      <td>3636.26</td>\n",
       "      <td>3691.260000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-23</th>\n",
       "      <td>3542.68</td>\n",
       "      <td>3530.31</td>\n",
       "      <td>3585.80</td>\n",
       "      <td>3523.79</td>\n",
       "      <td>137108790.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3590.873333</td>\n",
       "      <td>-148.493545</td>\n",
       "      <td>3653.22</td>\n",
       "      <td>3626.190000</td>\n",
       "      <td>-142.421809</td>\n",
       "      <td>3589.09</td>\n",
       "      <td>3645.010000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-24</th>\n",
       "      <td>3598.65</td>\n",
       "      <td>3625.11</td>\n",
       "      <td>3627.76</td>\n",
       "      <td>3545.45</td>\n",
       "      <td>143103021.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3602.880000</td>\n",
       "      <td>-110.087046</td>\n",
       "      <td>3530.31</td>\n",
       "      <td>3590.873333</td>\n",
       "      <td>-148.493545</td>\n",
       "      <td>3653.22</td>\n",
       "      <td>3626.190000</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-25</th>\n",
       "      <td>3711.48</td>\n",
       "      <td>3722.52</td>\n",
       "      <td>3732.65</td>\n",
       "      <td>3685.99</td>\n",
       "      <td>153495958.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3625.980000</td>\n",
       "      <td>-61.931680</td>\n",
       "      <td>3625.11</td>\n",
       "      <td>3602.880000</td>\n",
       "      <td>-110.087046</td>\n",
       "      <td>3530.31</td>\n",
       "      <td>3590.873333</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-26</th>\n",
       "      <td>3692.61</td>\n",
       "      <td>3698.05</td>\n",
       "      <td>3736.25</td>\n",
       "      <td>3681.27</td>\n",
       "      <td>112310665.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3681.893333</td>\n",
       "      <td>-58.402518</td>\n",
       "      <td>3722.52</td>\n",
       "      <td>3625.980000</td>\n",
       "      <td>-61.931680</td>\n",
       "      <td>3625.11</td>\n",
       "      <td>3602.880000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-27</th>\n",
       "      <td>3746.39</td>\n",
       "      <td>3710.06</td>\n",
       "      <td>3758.78</td>\n",
       "      <td>3709.92</td>\n",
       "      <td>124060995.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3710.210000</td>\n",
       "      <td>-46.302368</td>\n",
       "      <td>3698.05</td>\n",
       "      <td>3681.893333</td>\n",
       "      <td>-58.402518</td>\n",
       "      <td>3722.52</td>\n",
       "      <td>3625.980000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-30</th>\n",
       "      <td>3657.46</td>\n",
       "      <td>3674.11</td>\n",
       "      <td>3690.64</td>\n",
       "      <td>3637.59</td>\n",
       "      <td>126876673.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3694.073333</td>\n",
       "      <td>-60.690952</td>\n",
       "      <td>3710.06</td>\n",
       "      <td>3710.210000</td>\n",
       "      <td>-46.302368</td>\n",
       "      <td>3698.05</td>\n",
       "      <td>3681.893333</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-31</th>\n",
       "      <td>3708.14</td>\n",
       "      <td>3686.16</td>\n",
       "      <td>3716.07</td>\n",
       "      <td>3676.20</td>\n",
       "      <td>111453025.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3690.110000</td>\n",
       "      <td>-47.043080</td>\n",
       "      <td>3674.11</td>\n",
       "      <td>3694.073333</td>\n",
       "      <td>-60.690952</td>\n",
       "      <td>3710.06</td>\n",
       "      <td>3710.210000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-01</th>\n",
       "      <td>3682.30</td>\n",
       "      <td>3675.08</td>\n",
       "      <td>3731.78</td>\n",
       "      <td>3670.97</td>\n",
       "      <td>119352620.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3678.450000</td>\n",
       "      <td>-42.860329</td>\n",
       "      <td>3686.16</td>\n",
       "      <td>3690.110000</td>\n",
       "      <td>-47.043080</td>\n",
       "      <td>3674.11</td>\n",
       "      <td>3694.073333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-02</th>\n",
       "      <td>3656.32</td>\n",
       "      <td>3734.53</td>\n",
       "      <td>3734.53</td>\n",
       "      <td>3652.32</td>\n",
       "      <td>115168209.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3698.590000</td>\n",
       "      <td>-32.035851</td>\n",
       "      <td>3675.08</td>\n",
       "      <td>3678.450000</td>\n",
       "      <td>-42.860329</td>\n",
       "      <td>3686.16</td>\n",
       "      <td>3690.110000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-03</th>\n",
       "      <td>3721.48</td>\n",
       "      <td>3713.22</td>\n",
       "      <td>3738.83</td>\n",
       "      <td>3698.98</td>\n",
       "      <td>99825083.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3707.610000</td>\n",
       "      <td>-20.914773</td>\n",
       "      <td>3734.53</td>\n",
       "      <td>3698.590000</td>\n",
       "      <td>-32.035851</td>\n",
       "      <td>3675.08</td>\n",
       "      <td>3678.450000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-07</th>\n",
       "      <td>3779.91</td>\n",
       "      <td>3798.02</td>\n",
       "      <td>3803.63</td>\n",
       "      <td>3772.21</td>\n",
       "      <td>142778030.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3748.590000</td>\n",
       "      <td>31.287196</td>\n",
       "      <td>3713.22</td>\n",
       "      <td>3707.610000</td>\n",
       "      <td>-20.914773</td>\n",
       "      <td>3734.53</td>\n",
       "      <td>3698.590000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-08</th>\n",
       "      <td>3776.42</td>\n",
       "      <td>3780.34</td>\n",
       "      <td>3793.00</td>\n",
       "      <td>3767.29</td>\n",
       "      <td>111389513.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3763.860000</td>\n",
       "      <td>39.751747</td>\n",
       "      <td>3798.02</td>\n",
       "      <td>3748.590000</td>\n",
       "      <td>31.287196</td>\n",
       "      <td>3713.22</td>\n",
       "      <td>3707.610000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-09</th>\n",
       "      <td>3798.49</td>\n",
       "      <td>3792.81</td>\n",
       "      <td>3801.72</td>\n",
       "      <td>3785.31</td>\n",
       "      <td>100485032.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3790.390000</td>\n",
       "      <td>75.281156</td>\n",
       "      <td>3780.34</td>\n",
       "      <td>3763.860000</td>\n",
       "      <td>39.751747</td>\n",
       "      <td>3798.02</td>\n",
       "      <td>3748.590000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-10</th>\n",
       "      <td>3794.84</td>\n",
       "      <td>3769.18</td>\n",
       "      <td>3824.74</td>\n",
       "      <td>3758.96</td>\n",
       "      <td>102444956.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3780.776667</td>\n",
       "      <td>87.385022</td>\n",
       "      <td>3792.81</td>\n",
       "      <td>3790.390000</td>\n",
       "      <td>75.281156</td>\n",
       "      <td>3780.34</td>\n",
       "      <td>3763.860000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-13</th>\n",
       "      <td>3751.71</td>\n",
       "      <td>3753.26</td>\n",
       "      <td>3769.88</td>\n",
       "      <td>3740.19</td>\n",
       "      <td>79053343.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3771.750000</td>\n",
       "      <td>65.359502</td>\n",
       "      <td>3769.18</td>\n",
       "      <td>3780.776667</td>\n",
       "      <td>87.385022</td>\n",
       "      <td>3792.81</td>\n",
       "      <td>3790.390000</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-14</th>\n",
       "      <td>3777.83</td>\n",
       "      <td>3825.70</td>\n",
       "      <td>3825.76</td>\n",
       "      <td>3764.98</td>\n",
       "      <td>110637585.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3782.713333</td>\n",
       "      <td>126.425961</td>\n",
       "      <td>3753.26</td>\n",
       "      <td>3771.750000</td>\n",
       "      <td>65.359502</td>\n",
       "      <td>3769.18</td>\n",
       "      <td>3780.776667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-15</th>\n",
       "      <td>3820.85</td>\n",
       "      <td>3797.36</td>\n",
       "      <td>3829.80</td>\n",
       "      <td>3793.44</td>\n",
       "      <td>108461984.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3792.106667</td>\n",
       "      <td>112.031028</td>\n",
       "      <td>3825.70</td>\n",
       "      <td>3782.713333</td>\n",
       "      <td>126.425961</td>\n",
       "      <td>3753.26</td>\n",
       "      <td>3771.750000</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-16</th>\n",
       "      <td>3777.80</td>\n",
       "      <td>3802.38</td>\n",
       "      <td>3807.36</td>\n",
       "      <td>3774.56</td>\n",
       "      <td>95947965.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3808.480000</td>\n",
       "      <td>87.957764</td>\n",
       "      <td>3797.36</td>\n",
       "      <td>3792.106667</td>\n",
       "      <td>112.031028</td>\n",
       "      <td>3825.70</td>\n",
       "      <td>3782.713333</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-17</th>\n",
       "      <td>3831.92</td>\n",
       "      <td>3839.49</td>\n",
       "      <td>3863.45</td>\n",
       "      <td>3821.42</td>\n",
       "      <td>132004301.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3813.076667</td>\n",
       "      <td>125.872964</td>\n",
       "      <td>3802.38</td>\n",
       "      <td>3808.480000</td>\n",
       "      <td>87.957764</td>\n",
       "      <td>3797.36</td>\n",
       "      <td>3792.106667</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-20</th>\n",
       "      <td>3845.46</td>\n",
       "      <td>3853.46</td>\n",
       "      <td>3853.80</td>\n",
       "      <td>3831.55</td>\n",
       "      <td>100013115.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3831.776667</td>\n",
       "      <td>116.998209</td>\n",
       "      <td>3839.49</td>\n",
       "      <td>3813.076667</td>\n",
       "      <td>125.872964</td>\n",
       "      <td>3802.38</td>\n",
       "      <td>3808.480000</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-21</th>\n",
       "      <td>3838.23</td>\n",
       "      <td>3808.05</td>\n",
       "      <td>3838.23</td>\n",
       "      <td>3780.00</td>\n",
       "      <td>102921888.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3833.666667</td>\n",
       "      <td>70.598547</td>\n",
       "      <td>3853.46</td>\n",
       "      <td>3831.776667</td>\n",
       "      <td>116.998209</td>\n",
       "      <td>3839.49</td>\n",
       "      <td>3813.076667</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-22</th>\n",
       "      <td>3789.13</td>\n",
       "      <td>3839.38</td>\n",
       "      <td>3839.38</td>\n",
       "      <td>3782.21</td>\n",
       "      <td>85899464.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3833.630000</td>\n",
       "      <td>79.393511</td>\n",
       "      <td>3808.05</td>\n",
       "      <td>3833.666667</td>\n",
       "      <td>70.598547</td>\n",
       "      <td>3853.46</td>\n",
       "      <td>3831.776667</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-23</th>\n",
       "      <td>3851.91</td>\n",
       "      <td>3829.75</td>\n",
       "      <td>3857.47</td>\n",
       "      <td>3826.56</td>\n",
       "      <td>95508450.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3825.726667</td>\n",
       "      <td>94.850919</td>\n",
       "      <td>3839.38</td>\n",
       "      <td>3833.630000</td>\n",
       "      <td>79.393511</td>\n",
       "      <td>3808.05</td>\n",
       "      <td>3833.666667</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-24</th>\n",
       "      <td>3826.31</td>\n",
       "      <td>3796.97</td>\n",
       "      <td>3827.21</td>\n",
       "      <td>3787.07</td>\n",
       "      <td>94844135.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3822.033333</td>\n",
       "      <td>43.895398</td>\n",
       "      <td>3829.75</td>\n",
       "      <td>3825.726667</td>\n",
       "      <td>94.850919</td>\n",
       "      <td>3839.38</td>\n",
       "      <td>3833.630000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-27</th>\n",
       "      <td>3808.02</td>\n",
       "      <td>3822.77</td>\n",
       "      <td>3842.87</td>\n",
       "      <td>3793.77</td>\n",
       "      <td>95462735.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3816.496667</td>\n",
       "      <td>63.129998</td>\n",
       "      <td>3796.97</td>\n",
       "      <td>3822.033333</td>\n",
       "      <td>43.895398</td>\n",
       "      <td>3829.75</td>\n",
       "      <td>3825.726667</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-28</th>\n",
       "      <td>3835.35</td>\n",
       "      <td>3849.15</td>\n",
       "      <td>3859.68</td>\n",
       "      <td>3768.20</td>\n",
       "      <td>122093476.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3822.963333</td>\n",
       "      <td>70.177435</td>\n",
       "      <td>3822.77</td>\n",
       "      <td>3816.496667</td>\n",
       "      <td>63.129998</td>\n",
       "      <td>3796.97</td>\n",
       "      <td>3822.033333</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-29</th>\n",
       "      <td>3837.51</td>\n",
       "      <td>3867.03</td>\n",
       "      <td>3880.74</td>\n",
       "      <td>3833.72</td>\n",
       "      <td>95854590.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3846.316667</td>\n",
       "      <td>130.579937</td>\n",
       "      <td>3849.15</td>\n",
       "      <td>3822.963333</td>\n",
       "      <td>70.177435</td>\n",
       "      <td>3822.77</td>\n",
       "      <td>3816.496667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-04-30</th>\n",
       "      <td>3880.41</td>\n",
       "      <td>3912.58</td>\n",
       "      <td>3921.70</td>\n",
       "      <td>3880.41</td>\n",
       "      <td>132917125.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3876.253333</td>\n",
       "      <td>207.243747</td>\n",
       "      <td>3867.03</td>\n",
       "      <td>3846.316667</td>\n",
       "      <td>130.579937</td>\n",
       "      <td>3849.15</td>\n",
       "      <td>3822.963333</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-05-06</th>\n",
       "      <td>3867.26</td>\n",
       "      <td>3936.25</td>\n",
       "      <td>3937.69</td>\n",
       "      <td>3865.99</td>\n",
       "      <td>139855675.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>3905.286667</td>\n",
       "      <td>197.254395</td>\n",
       "      <td>3912.58</td>\n",
       "      <td>3876.253333</td>\n",
       "      <td>207.243747</td>\n",
       "      <td>3867.03</td>\n",
       "      <td>3846.316667</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-06</th>\n",
       "      <td>4465.81</td>\n",
       "      <td>4670.09</td>\n",
       "      <td>4678.11</td>\n",
       "      <td>4465.81</td>\n",
       "      <td>405821025.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4475.176667</td>\n",
       "      <td>291.123966</td>\n",
       "      <td>4419.60</td>\n",
       "      <td>4334.406667</td>\n",
       "      <td>241.491747</td>\n",
       "      <td>4335.84</td>\n",
       "      <td>4249.193333</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-07</th>\n",
       "      <td>4739.61</td>\n",
       "      <td>4698.13</td>\n",
       "      <td>4796.32</td>\n",
       "      <td>4688.06</td>\n",
       "      <td>406008553.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4595.940000</td>\n",
       "      <td>257.143335</td>\n",
       "      <td>4670.09</td>\n",
       "      <td>4475.176667</td>\n",
       "      <td>291.123966</td>\n",
       "      <td>4419.60</td>\n",
       "      <td>4334.406667</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-08</th>\n",
       "      <td>4692.86</td>\n",
       "      <td>4774.00</td>\n",
       "      <td>4803.36</td>\n",
       "      <td>4670.65</td>\n",
       "      <td>348074847.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4714.073333</td>\n",
       "      <td>200.087794</td>\n",
       "      <td>4698.13</td>\n",
       "      <td>4595.940000</td>\n",
       "      <td>257.143335</td>\n",
       "      <td>4670.09</td>\n",
       "      <td>4475.176667</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09</th>\n",
       "      <td>4770.08</td>\n",
       "      <td>4840.77</td>\n",
       "      <td>4854.12</td>\n",
       "      <td>4757.29</td>\n",
       "      <td>351046893.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4770.966667</td>\n",
       "      <td>176.127439</td>\n",
       "      <td>4774.00</td>\n",
       "      <td>4714.073333</td>\n",
       "      <td>200.087794</td>\n",
       "      <td>4698.13</td>\n",
       "      <td>4595.940000</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-10</th>\n",
       "      <td>4796.09</td>\n",
       "      <td>4753.13</td>\n",
       "      <td>4821.37</td>\n",
       "      <td>4734.47</td>\n",
       "      <td>316949651.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4789.300000</td>\n",
       "      <td>133.806579</td>\n",
       "      <td>4840.77</td>\n",
       "      <td>4770.966667</td>\n",
       "      <td>176.127439</td>\n",
       "      <td>4774.00</td>\n",
       "      <td>4714.073333</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-13</th>\n",
       "      <td>4742.37</td>\n",
       "      <td>4852.96</td>\n",
       "      <td>4878.08</td>\n",
       "      <td>4741.87</td>\n",
       "      <td>321645446.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4815.620000</td>\n",
       "      <td>125.781847</td>\n",
       "      <td>4753.13</td>\n",
       "      <td>4789.300000</td>\n",
       "      <td>133.806579</td>\n",
       "      <td>4840.77</td>\n",
       "      <td>4770.966667</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-14</th>\n",
       "      <td>4836.17</td>\n",
       "      <td>4806.69</td>\n",
       "      <td>4860.44</td>\n",
       "      <td>4729.93</td>\n",
       "      <td>297241985.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4804.260000</td>\n",
       "      <td>103.477164</td>\n",
       "      <td>4852.96</td>\n",
       "      <td>4815.620000</td>\n",
       "      <td>125.781847</td>\n",
       "      <td>4753.13</td>\n",
       "      <td>4789.300000</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-15</th>\n",
       "      <td>4821.52</td>\n",
       "      <td>4744.47</td>\n",
       "      <td>4837.48</td>\n",
       "      <td>4723.36</td>\n",
       "      <td>272389006.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4801.373333</td>\n",
       "      <td>85.511107</td>\n",
       "      <td>4806.69</td>\n",
       "      <td>4804.260000</td>\n",
       "      <td>103.477164</td>\n",
       "      <td>4852.96</td>\n",
       "      <td>4815.620000</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-16</th>\n",
       "      <td>4741.53</td>\n",
       "      <td>4516.25</td>\n",
       "      <td>4772.56</td>\n",
       "      <td>4513.65</td>\n",
       "      <td>284657133.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4689.136667</td>\n",
       "      <td>42.210224</td>\n",
       "      <td>4744.47</td>\n",
       "      <td>4801.373333</td>\n",
       "      <td>85.511107</td>\n",
       "      <td>4806.69</td>\n",
       "      <td>4804.260000</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-17</th>\n",
       "      <td>4524.77</td>\n",
       "      <td>4544.70</td>\n",
       "      <td>4601.37</td>\n",
       "      <td>4485.82</td>\n",
       "      <td>207375563.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4601.806667</td>\n",
       "      <td>24.253686</td>\n",
       "      <td>4516.25</td>\n",
       "      <td>4689.136667</td>\n",
       "      <td>42.210224</td>\n",
       "      <td>4744.47</td>\n",
       "      <td>4801.373333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-20</th>\n",
       "      <td>4597.20</td>\n",
       "      <td>4680.30</td>\n",
       "      <td>4681.94</td>\n",
       "      <td>4534.23</td>\n",
       "      <td>246068914.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4580.416667</td>\n",
       "      <td>40.273035</td>\n",
       "      <td>4544.70</td>\n",
       "      <td>4601.806667</td>\n",
       "      <td>24.253686</td>\n",
       "      <td>4516.25</td>\n",
       "      <td>4689.136667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-21</th>\n",
       "      <td>4697.50</td>\n",
       "      <td>4691.04</td>\n",
       "      <td>4714.29</td>\n",
       "      <td>4661.44</td>\n",
       "      <td>200415659.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4638.680000</td>\n",
       "      <td>49.766087</td>\n",
       "      <td>4680.30</td>\n",
       "      <td>4580.416667</td>\n",
       "      <td>40.273035</td>\n",
       "      <td>4544.70</td>\n",
       "      <td>4601.806667</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-22</th>\n",
       "      <td>4682.66</td>\n",
       "      <td>4714.45</td>\n",
       "      <td>4790.45</td>\n",
       "      <td>4675.35</td>\n",
       "      <td>224199211.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4695.263333</td>\n",
       "      <td>55.614036</td>\n",
       "      <td>4691.04</td>\n",
       "      <td>4638.680000</td>\n",
       "      <td>49.766087</td>\n",
       "      <td>4680.30</td>\n",
       "      <td>4580.416667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-23</th>\n",
       "      <td>4668.74</td>\n",
       "      <td>4712.44</td>\n",
       "      <td>4731.40</td>\n",
       "      <td>4607.66</td>\n",
       "      <td>234314569.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4705.976667</td>\n",
       "      <td>38.836698</td>\n",
       "      <td>4714.45</td>\n",
       "      <td>4695.263333</td>\n",
       "      <td>55.614036</td>\n",
       "      <td>4691.04</td>\n",
       "      <td>4638.680000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-24</th>\n",
       "      <td>4679.03</td>\n",
       "      <td>4505.59</td>\n",
       "      <td>4691.70</td>\n",
       "      <td>4479.39</td>\n",
       "      <td>243905203.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4644.160000</td>\n",
       "      <td>-9.408091</td>\n",
       "      <td>4712.44</td>\n",
       "      <td>4705.976667</td>\n",
       "      <td>38.836698</td>\n",
       "      <td>4714.45</td>\n",
       "      <td>4695.263333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-27</th>\n",
       "      <td>4535.01</td>\n",
       "      <td>4528.45</td>\n",
       "      <td>4558.12</td>\n",
       "      <td>4482.44</td>\n",
       "      <td>171420551.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4582.160000</td>\n",
       "      <td>-35.501055</td>\n",
       "      <td>4505.59</td>\n",
       "      <td>4644.160000</td>\n",
       "      <td>-9.408091</td>\n",
       "      <td>4712.44</td>\n",
       "      <td>4705.976667</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-28</th>\n",
       "      <td>4567.67</td>\n",
       "      <td>4568.26</td>\n",
       "      <td>4590.25</td>\n",
       "      <td>4537.68</td>\n",
       "      <td>162768498.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4534.100000</td>\n",
       "      <td>-30.443738</td>\n",
       "      <td>4528.45</td>\n",
       "      <td>4582.160000</td>\n",
       "      <td>-35.501055</td>\n",
       "      <td>4505.59</td>\n",
       "      <td>4644.160000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-29</th>\n",
       "      <td>4559.16</td>\n",
       "      <td>4679.01</td>\n",
       "      <td>4680.56</td>\n",
       "      <td>4548.85</td>\n",
       "      <td>186695305.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4591.906667</td>\n",
       "      <td>-6.027741</td>\n",
       "      <td>4568.26</td>\n",
       "      <td>4534.100000</td>\n",
       "      <td>-30.443738</td>\n",
       "      <td>4528.45</td>\n",
       "      <td>4582.160000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-30</th>\n",
       "      <td>4689.76</td>\n",
       "      <td>4656.15</td>\n",
       "      <td>4704.63</td>\n",
       "      <td>4649.77</td>\n",
       "      <td>166967566.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4634.473333</td>\n",
       "      <td>4.263386</td>\n",
       "      <td>4679.01</td>\n",
       "      <td>4591.906667</td>\n",
       "      <td>-6.027741</td>\n",
       "      <td>4568.26</td>\n",
       "      <td>4534.100000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-31</th>\n",
       "      <td>4652.18</td>\n",
       "      <td>4695.05</td>\n",
       "      <td>4741.81</td>\n",
       "      <td>4621.96</td>\n",
       "      <td>184839026.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4676.736667</td>\n",
       "      <td>6.406474</td>\n",
       "      <td>4656.15</td>\n",
       "      <td>4634.473333</td>\n",
       "      <td>4.263386</td>\n",
       "      <td>4679.01</td>\n",
       "      <td>4591.906667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-03</th>\n",
       "      <td>4735.90</td>\n",
       "      <td>4771.31</td>\n",
       "      <td>4771.37</td>\n",
       "      <td>4720.03</td>\n",
       "      <td>214776239.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4707.503333</td>\n",
       "      <td>59.392440</td>\n",
       "      <td>4695.05</td>\n",
       "      <td>4676.736667</td>\n",
       "      <td>6.406474</td>\n",
       "      <td>4656.15</td>\n",
       "      <td>4634.473333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-04</th>\n",
       "      <td>4778.49</td>\n",
       "      <td>4775.80</td>\n",
       "      <td>4807.08</td>\n",
       "      <td>4747.77</td>\n",
       "      <td>239974985.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4747.386667</td>\n",
       "      <td>74.618961</td>\n",
       "      <td>4771.31</td>\n",
       "      <td>4707.503333</td>\n",
       "      <td>59.392440</td>\n",
       "      <td>4695.05</td>\n",
       "      <td>4676.736667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-05</th>\n",
       "      <td>4761.76</td>\n",
       "      <td>4777.11</td>\n",
       "      <td>4786.70</td>\n",
       "      <td>4711.27</td>\n",
       "      <td>196700548.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4774.740000</td>\n",
       "      <td>58.192199</td>\n",
       "      <td>4775.80</td>\n",
       "      <td>4747.386667</td>\n",
       "      <td>74.618961</td>\n",
       "      <td>4771.31</td>\n",
       "      <td>4707.503333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-06</th>\n",
       "      <td>4779.24</td>\n",
       "      <td>4762.76</td>\n",
       "      <td>4791.86</td>\n",
       "      <td>4691.16</td>\n",
       "      <td>227854406.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4771.890000</td>\n",
       "      <td>55.254364</td>\n",
       "      <td>4777.11</td>\n",
       "      <td>4774.740000</td>\n",
       "      <td>58.192199</td>\n",
       "      <td>4775.80</td>\n",
       "      <td>4747.386667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-07</th>\n",
       "      <td>4742.29</td>\n",
       "      <td>4707.93</td>\n",
       "      <td>4749.02</td>\n",
       "      <td>4637.84</td>\n",
       "      <td>213518216.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4749.266667</td>\n",
       "      <td>14.705995</td>\n",
       "      <td>4762.76</td>\n",
       "      <td>4771.890000</td>\n",
       "      <td>55.254364</td>\n",
       "      <td>4777.11</td>\n",
       "      <td>4774.740000</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-10</th>\n",
       "      <td>4681.76</td>\n",
       "      <td>4724.87</td>\n",
       "      <td>4757.66</td>\n",
       "      <td>4646.29</td>\n",
       "      <td>203788832.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4731.853333</td>\n",
       "      <td>32.406660</td>\n",
       "      <td>4707.93</td>\n",
       "      <td>4749.266667</td>\n",
       "      <td>14.705995</td>\n",
       "      <td>4762.76</td>\n",
       "      <td>4771.890000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-11</th>\n",
       "      <td>4730.37</td>\n",
       "      <td>4681.78</td>\n",
       "      <td>4791.53</td>\n",
       "      <td>4674.86</td>\n",
       "      <td>205546511.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4704.860000</td>\n",
       "      <td>44.966772</td>\n",
       "      <td>4724.87</td>\n",
       "      <td>4731.853333</td>\n",
       "      <td>32.406660</td>\n",
       "      <td>4707.93</td>\n",
       "      <td>4749.266667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-12</th>\n",
       "      <td>4668.89</td>\n",
       "      <td>4647.64</td>\n",
       "      <td>4681.62</td>\n",
       "      <td>4566.27</td>\n",
       "      <td>202887239.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4684.763333</td>\n",
       "      <td>-35.520437</td>\n",
       "      <td>4681.78</td>\n",
       "      <td>4704.860000</td>\n",
       "      <td>44.966772</td>\n",
       "      <td>4724.87</td>\n",
       "      <td>4731.853333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-13</th>\n",
       "      <td>4666.49</td>\n",
       "      <td>4635.71</td>\n",
       "      <td>4671.77</td>\n",
       "      <td>4626.10</td>\n",
       "      <td>152550092.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4655.043333</td>\n",
       "      <td>-25.502497</td>\n",
       "      <td>4647.64</td>\n",
       "      <td>4684.763333</td>\n",
       "      <td>-35.520437</td>\n",
       "      <td>4681.78</td>\n",
       "      <td>4704.860000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-14</th>\n",
       "      <td>4627.61</td>\n",
       "      <td>4704.63</td>\n",
       "      <td>4708.07</td>\n",
       "      <td>4617.63</td>\n",
       "      <td>147292921.0</td>\n",
       "      <td>hs300</td>\n",
       "      <td>4662.660000</td>\n",
       "      <td>3.056649</td>\n",
       "      <td>4635.71</td>\n",
       "      <td>4655.043333</td>\n",
       "      <td>-25.502497</td>\n",
       "      <td>4647.64</td>\n",
       "      <td>4684.763333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               open    close     high      low       volume   code  \\\n",
       "date                                                                 \n",
       "2020-03-20  3629.51  3653.22  3663.95  3588.78  139603000.0  hs300   \n",
       "2020-03-23  3542.68  3530.31  3585.80  3523.79  137108790.0  hs300   \n",
       "2020-03-24  3598.65  3625.11  3627.76  3545.45  143103021.0  hs300   \n",
       "2020-03-25  3711.48  3722.52  3732.65  3685.99  153495958.0  hs300   \n",
       "2020-03-26  3692.61  3698.05  3736.25  3681.27  112310665.0  hs300   \n",
       "2020-03-27  3746.39  3710.06  3758.78  3709.92  124060995.0  hs300   \n",
       "2020-03-30  3657.46  3674.11  3690.64  3637.59  126876673.0  hs300   \n",
       "2020-03-31  3708.14  3686.16  3716.07  3676.20  111453025.0  hs300   \n",
       "2020-04-01  3682.30  3675.08  3731.78  3670.97  119352620.0  hs300   \n",
       "2020-04-02  3656.32  3734.53  3734.53  3652.32  115168209.0  hs300   \n",
       "2020-04-03  3721.48  3713.22  3738.83  3698.98   99825083.0  hs300   \n",
       "2020-04-07  3779.91  3798.02  3803.63  3772.21  142778030.0  hs300   \n",
       "2020-04-08  3776.42  3780.34  3793.00  3767.29  111389513.0  hs300   \n",
       "2020-04-09  3798.49  3792.81  3801.72  3785.31  100485032.0  hs300   \n",
       "2020-04-10  3794.84  3769.18  3824.74  3758.96  102444956.0  hs300   \n",
       "2020-04-13  3751.71  3753.26  3769.88  3740.19   79053343.0  hs300   \n",
       "2020-04-14  3777.83  3825.70  3825.76  3764.98  110637585.0  hs300   \n",
       "2020-04-15  3820.85  3797.36  3829.80  3793.44  108461984.0  hs300   \n",
       "2020-04-16  3777.80  3802.38  3807.36  3774.56   95947965.0  hs300   \n",
       "2020-04-17  3831.92  3839.49  3863.45  3821.42  132004301.0  hs300   \n",
       "2020-04-20  3845.46  3853.46  3853.80  3831.55  100013115.0  hs300   \n",
       "2020-04-21  3838.23  3808.05  3838.23  3780.00  102921888.0  hs300   \n",
       "2020-04-22  3789.13  3839.38  3839.38  3782.21   85899464.0  hs300   \n",
       "2020-04-23  3851.91  3829.75  3857.47  3826.56   95508450.0  hs300   \n",
       "2020-04-24  3826.31  3796.97  3827.21  3787.07   94844135.0  hs300   \n",
       "2020-04-27  3808.02  3822.77  3842.87  3793.77   95462735.0  hs300   \n",
       "2020-04-28  3835.35  3849.15  3859.68  3768.20  122093476.0  hs300   \n",
       "2020-04-29  3837.51  3867.03  3880.74  3833.72   95854590.0  hs300   \n",
       "2020-04-30  3880.41  3912.58  3921.70  3880.41  132917125.0  hs300   \n",
       "2020-05-06  3867.26  3936.25  3937.69  3865.99  139855675.0  hs300   \n",
       "...             ...      ...      ...      ...          ...    ...   \n",
       "2020-07-06  4465.81  4670.09  4678.11  4465.81  405821025.0  hs300   \n",
       "2020-07-07  4739.61  4698.13  4796.32  4688.06  406008553.0  hs300   \n",
       "2020-07-08  4692.86  4774.00  4803.36  4670.65  348074847.0  hs300   \n",
       "2020-07-09  4770.08  4840.77  4854.12  4757.29  351046893.0  hs300   \n",
       "2020-07-10  4796.09  4753.13  4821.37  4734.47  316949651.0  hs300   \n",
       "2020-07-13  4742.37  4852.96  4878.08  4741.87  321645446.0  hs300   \n",
       "2020-07-14  4836.17  4806.69  4860.44  4729.93  297241985.0  hs300   \n",
       "2020-07-15  4821.52  4744.47  4837.48  4723.36  272389006.0  hs300   \n",
       "2020-07-16  4741.53  4516.25  4772.56  4513.65  284657133.0  hs300   \n",
       "2020-07-17  4524.77  4544.70  4601.37  4485.82  207375563.0  hs300   \n",
       "2020-07-20  4597.20  4680.30  4681.94  4534.23  246068914.0  hs300   \n",
       "2020-07-21  4697.50  4691.04  4714.29  4661.44  200415659.0  hs300   \n",
       "2020-07-22  4682.66  4714.45  4790.45  4675.35  224199211.0  hs300   \n",
       "2020-07-23  4668.74  4712.44  4731.40  4607.66  234314569.0  hs300   \n",
       "2020-07-24  4679.03  4505.59  4691.70  4479.39  243905203.0  hs300   \n",
       "2020-07-27  4535.01  4528.45  4558.12  4482.44  171420551.0  hs300   \n",
       "2020-07-28  4567.67  4568.26  4590.25  4537.68  162768498.0  hs300   \n",
       "2020-07-29  4559.16  4679.01  4680.56  4548.85  186695305.0  hs300   \n",
       "2020-07-30  4689.76  4656.15  4704.63  4649.77  166967566.0  hs300   \n",
       "2020-07-31  4652.18  4695.05  4741.81  4621.96  184839026.0  hs300   \n",
       "2020-08-03  4735.90  4771.31  4771.37  4720.03  214776239.0  hs300   \n",
       "2020-08-04  4778.49  4775.80  4807.08  4747.77  239974985.0  hs300   \n",
       "2020-08-05  4761.76  4777.11  4786.70  4711.27  196700548.0  hs300   \n",
       "2020-08-06  4779.24  4762.76  4791.86  4691.16  227854406.0  hs300   \n",
       "2020-08-07  4742.29  4707.93  4749.02  4637.84  213518216.0  hs300   \n",
       "2020-08-10  4681.76  4724.87  4757.66  4646.29  203788832.0  hs300   \n",
       "2020-08-11  4730.37  4681.78  4791.53  4674.86  205546511.0  hs300   \n",
       "2020-08-12  4668.89  4647.64  4681.62  4566.27  202887239.0  hs300   \n",
       "2020-08-13  4666.49  4635.71  4671.77  4626.10  152550092.0  hs300   \n",
       "2020-08-14  4627.61  4704.63  4708.07  4617.63  147292921.0  hs300   \n",
       "\n",
       "                    sma         cci  yes_close      yes_sma     yes_cci  \\\n",
       "date                                                                      \n",
       "2020-03-20  3626.190000 -142.421809    3589.09  3645.010000 -196.917595   \n",
       "2020-03-23  3590.873333 -148.493545    3653.22  3626.190000 -142.421809   \n",
       "2020-03-24  3602.880000 -110.087046    3530.31  3590.873333 -148.493545   \n",
       "2020-03-25  3625.980000  -61.931680    3625.11  3602.880000 -110.087046   \n",
       "2020-03-26  3681.893333  -58.402518    3722.52  3625.980000  -61.931680   \n",
       "2020-03-27  3710.210000  -46.302368    3698.05  3681.893333  -58.402518   \n",
       "2020-03-30  3694.073333  -60.690952    3710.06  3710.210000  -46.302368   \n",
       "2020-03-31  3690.110000  -47.043080    3674.11  3694.073333  -60.690952   \n",
       "2020-04-01  3678.450000  -42.860329    3686.16  3690.110000  -47.043080   \n",
       "2020-04-02  3698.590000  -32.035851    3675.08  3678.450000  -42.860329   \n",
       "2020-04-03  3707.610000  -20.914773    3734.53  3698.590000  -32.035851   \n",
       "2020-04-07  3748.590000   31.287196    3713.22  3707.610000  -20.914773   \n",
       "2020-04-08  3763.860000   39.751747    3798.02  3748.590000   31.287196   \n",
       "2020-04-09  3790.390000   75.281156    3780.34  3763.860000   39.751747   \n",
       "2020-04-10  3780.776667   87.385022    3792.81  3790.390000   75.281156   \n",
       "2020-04-13  3771.750000   65.359502    3769.18  3780.776667   87.385022   \n",
       "2020-04-14  3782.713333  126.425961    3753.26  3771.750000   65.359502   \n",
       "2020-04-15  3792.106667  112.031028    3825.70  3782.713333  126.425961   \n",
       "2020-04-16  3808.480000   87.957764    3797.36  3792.106667  112.031028   \n",
       "2020-04-17  3813.076667  125.872964    3802.38  3808.480000   87.957764   \n",
       "2020-04-20  3831.776667  116.998209    3839.49  3813.076667  125.872964   \n",
       "2020-04-21  3833.666667   70.598547    3853.46  3831.776667  116.998209   \n",
       "2020-04-22  3833.630000   79.393511    3808.05  3833.666667   70.598547   \n",
       "2020-04-23  3825.726667   94.850919    3839.38  3833.630000   79.393511   \n",
       "2020-04-24  3822.033333   43.895398    3829.75  3825.726667   94.850919   \n",
       "2020-04-27  3816.496667   63.129998    3796.97  3822.033333   43.895398   \n",
       "2020-04-28  3822.963333   70.177435    3822.77  3816.496667   63.129998   \n",
       "2020-04-29  3846.316667  130.579937    3849.15  3822.963333   70.177435   \n",
       "2020-04-30  3876.253333  207.243747    3867.03  3846.316667  130.579937   \n",
       "2020-05-06  3905.286667  197.254395    3912.58  3876.253333  207.243747   \n",
       "...                 ...         ...        ...          ...         ...   \n",
       "2020-07-06  4475.176667  291.123966    4419.60  4334.406667  241.491747   \n",
       "2020-07-07  4595.940000  257.143335    4670.09  4475.176667  291.123966   \n",
       "2020-07-08  4714.073333  200.087794    4698.13  4595.940000  257.143335   \n",
       "2020-07-09  4770.966667  176.127439    4774.00  4714.073333  200.087794   \n",
       "2020-07-10  4789.300000  133.806579    4840.77  4770.966667  176.127439   \n",
       "2020-07-13  4815.620000  125.781847    4753.13  4789.300000  133.806579   \n",
       "2020-07-14  4804.260000  103.477164    4852.96  4815.620000  125.781847   \n",
       "2020-07-15  4801.373333   85.511107    4806.69  4804.260000  103.477164   \n",
       "2020-07-16  4689.136667   42.210224    4744.47  4801.373333   85.511107   \n",
       "2020-07-17  4601.806667   24.253686    4516.25  4689.136667   42.210224   \n",
       "2020-07-20  4580.416667   40.273035    4544.70  4601.806667   24.253686   \n",
       "2020-07-21  4638.680000   49.766087    4680.30  4580.416667   40.273035   \n",
       "2020-07-22  4695.263333   55.614036    4691.04  4638.680000   49.766087   \n",
       "2020-07-23  4705.976667   38.836698    4714.45  4695.263333   55.614036   \n",
       "2020-07-24  4644.160000   -9.408091    4712.44  4705.976667   38.836698   \n",
       "2020-07-27  4582.160000  -35.501055    4505.59  4644.160000   -9.408091   \n",
       "2020-07-28  4534.100000  -30.443738    4528.45  4582.160000  -35.501055   \n",
       "2020-07-29  4591.906667   -6.027741    4568.26  4534.100000  -30.443738   \n",
       "2020-07-30  4634.473333    4.263386    4679.01  4591.906667   -6.027741   \n",
       "2020-07-31  4676.736667    6.406474    4656.15  4634.473333    4.263386   \n",
       "2020-08-03  4707.503333   59.392440    4695.05  4676.736667    6.406474   \n",
       "2020-08-04  4747.386667   74.618961    4771.31  4707.503333   59.392440   \n",
       "2020-08-05  4774.740000   58.192199    4775.80  4747.386667   74.618961   \n",
       "2020-08-06  4771.890000   55.254364    4777.11  4774.740000   58.192199   \n",
       "2020-08-07  4749.266667   14.705995    4762.76  4771.890000   55.254364   \n",
       "2020-08-10  4731.853333   32.406660    4707.93  4749.266667   14.705995   \n",
       "2020-08-11  4704.860000   44.966772    4724.87  4731.853333   32.406660   \n",
       "2020-08-12  4684.763333  -35.520437    4681.78  4704.860000   44.966772   \n",
       "2020-08-13  4655.043333  -25.502497    4647.64  4684.763333  -35.520437   \n",
       "2020-08-14  4662.660000    3.056649    4635.71  4655.043333  -25.502497   \n",
       "\n",
       "            daybeforeyes_close  daybeforeyes_sma  sma_signal  cci_filter  \\\n",
       "date                                                                       \n",
       "2020-03-20             3636.26       3691.260000           0           1   \n",
       "2020-03-23             3589.09       3645.010000           1           1   \n",
       "2020-03-24             3653.22       3626.190000          -1           1   \n",
       "2020-03-25             3530.31       3590.873333           1           1   \n",
       "2020-03-26             3625.11       3602.880000           0           0   \n",
       "2020-03-27             3722.52       3625.980000           0           0   \n",
       "2020-03-30             3698.05       3681.893333          -1           0   \n",
       "2020-03-31             3710.06       3710.210000           0           0   \n",
       "2020-04-01             3674.11       3694.073333           0           0   \n",
       "2020-04-02             3686.16       3690.110000           0           0   \n",
       "2020-04-03             3675.08       3678.450000           1           0   \n",
       "2020-04-07             3734.53       3698.590000           0           0   \n",
       "2020-04-08             3713.22       3707.610000           0           0   \n",
       "2020-04-09             3798.02       3748.590000           0           0   \n",
       "2020-04-10             3780.34       3763.860000           0           0   \n",
       "2020-04-13             3792.81       3790.390000          -1           0   \n",
       "2020-04-14             3769.18       3780.776667           0           0   \n",
       "2020-04-15             3753.26       3771.750000           1          -1   \n",
       "2020-04-16             3825.70       3782.713333           0          -1   \n",
       "2020-04-17             3797.36       3792.106667          -1           0   \n",
       "2020-04-20             3802.38       3808.480000           1          -1   \n",
       "2020-04-21             3839.49       3813.076667           0          -1   \n",
       "2020-04-22             3853.46       3831.776667          -1           0   \n",
       "2020-04-23             3808.05       3833.666667           1           0   \n",
       "2020-04-24             3839.38       3833.630000           0           0   \n",
       "2020-04-27             3829.75       3825.726667          -1           0   \n",
       "2020-04-28             3796.97       3822.033333           1           0   \n",
       "2020-04-29             3822.77       3816.496667           0           0   \n",
       "2020-04-30             3849.15       3822.963333           0          -1   \n",
       "2020-05-06             3867.03       3846.316667           0          -1   \n",
       "...                        ...               ...         ...         ...   \n",
       "2020-07-06             4335.84       4249.193333           0          -1   \n",
       "2020-07-07             4419.60       4334.406667           0          -1   \n",
       "2020-07-08             4670.09       4475.176667           0          -1   \n",
       "2020-07-09             4698.13       4595.940000           0          -1   \n",
       "2020-07-10             4774.00       4714.073333           0          -1   \n",
       "2020-07-13             4840.77       4770.966667          -1          -1   \n",
       "2020-07-14             4753.13       4789.300000           1          -1   \n",
       "2020-07-15             4852.96       4815.620000           0          -1   \n",
       "2020-07-16             4806.69       4804.260000          -1           0   \n",
       "2020-07-17             4744.47       4801.373333           0           0   \n",
       "2020-07-20             4516.25       4689.136667           0           0   \n",
       "2020-07-21             4544.70       4601.806667           1           0   \n",
       "2020-07-22             4680.30       4580.416667           0           0   \n",
       "2020-07-23             4691.04       4638.680000           0           0   \n",
       "2020-07-24             4714.45       4695.263333           0           0   \n",
       "2020-07-27             4712.44       4705.976667          -1           0   \n",
       "2020-07-28             4505.59       4644.160000           0           0   \n",
       "2020-07-29             4528.45       4582.160000           1           0   \n",
       "2020-07-30             4568.26       4534.100000           0           0   \n",
       "2020-07-31             4679.01       4591.906667           0           0   \n",
       "2020-08-03             4656.15       4634.473333           0           0   \n",
       "2020-08-04             4695.05       4676.736667           0           0   \n",
       "2020-08-05             4771.31       4707.503333           0           0   \n",
       "2020-08-06             4775.80       4747.386667           0           0   \n",
       "2020-08-07             4777.11       4774.740000          -1           0   \n",
       "2020-08-10             4762.76       4771.890000           0           0   \n",
       "2020-08-11             4707.93       4749.266667           0           0   \n",
       "2020-08-12             4724.87       4731.853333           0           0   \n",
       "2020-08-13             4681.78       4704.860000           0           0   \n",
       "2020-08-14             4647.64       4684.763333           0           0   \n",
       "\n",
       "            filtered_signal  \n",
       "date                         \n",
       "2020-03-20                0  \n",
       "2020-03-23                1  \n",
       "2020-03-24                0  \n",
       "2020-03-25                1  \n",
       "2020-03-26                0  \n",
       "2020-03-27                0  \n",
       "2020-03-30                0  \n",
       "2020-03-31                0  \n",
       "2020-04-01                0  \n",
       "2020-04-02                0  \n",
       "2020-04-03                0  \n",
       "2020-04-07                0  \n",
       "2020-04-08                0  \n",
       "2020-04-09                0  \n",
       "2020-04-10                0  \n",
       "2020-04-13                0  \n",
       "2020-04-14                0  \n",
       "2020-04-15                0  \n",
       "2020-04-16                0  \n",
       "2020-04-17                0  \n",
       "2020-04-20                0  \n",
       "2020-04-21                0  \n",
       "2020-04-22                0  \n",
       "2020-04-23                0  \n",
       "2020-04-24                0  \n",
       "2020-04-27                0  \n",
       "2020-04-28                0  \n",
       "2020-04-29                0  \n",
       "2020-04-30                0  \n",
       "2020-05-06                0  \n",
       "...                     ...  \n",
       "2020-07-06                0  \n",
       "2020-07-07                0  \n",
       "2020-07-08                0  \n",
       "2020-07-09                0  \n",
       "2020-07-10                0  \n",
       "2020-07-13               -1  \n",
       "2020-07-14                0  \n",
       "2020-07-15                0  \n",
       "2020-07-16                0  \n",
       "2020-07-17                0  \n",
       "2020-07-20                0  \n",
       "2020-07-21                0  \n",
       "2020-07-22                0  \n",
       "2020-07-23                0  \n",
       "2020-07-24                0  \n",
       "2020-07-27                0  \n",
       "2020-07-28                0  \n",
       "2020-07-29                0  \n",
       "2020-07-30                0  \n",
       "2020-07-31                0  \n",
       "2020-08-03                0  \n",
       "2020-08-04                0  \n",
       "2020-08-05                0  \n",
       "2020-08-06                0  \n",
       "2020-08-07                0  \n",
       "2020-08-10                0  \n",
       "2020-08-11                0  \n",
       "2020-08-12                0  \n",
       "2020-08-13                0  \n",
       "2020-08-14                0  \n",
       "\n",
       "[100 rows x 16 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " stock_index.tail(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制cci，sma指标图\n",
    "plt.subplot(3,1,1)\n",
    "plt.title('沪深300 CCI SMA指标图')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "stock_index['close'].plot(figsize=(12,8))\n",
    "stock_index['sma'].plot()\n",
    "plt.legend(loc='upper left')\n",
    "plt.subplot(3,1,2)\n",
    "stock_index['cci'].plot(figsize=(12, 8))\n",
    "plt.legend(loc='upper left')\n",
    "plt.subplot(3,1,3)\n",
    "stock_index['filtered_signal'].plot(figsize=(12, 8), marker='o', linestyle='')\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2 持仓信号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "position = 0\n",
    "\n",
    "for i, items in stock_index.iterrows():\n",
    "    \n",
    "    if items['filtered_signal'] == 1:\n",
    "        position = 1\n",
    "    elif items['filtered_signal'] == -1:\n",
    "        position = -1\n",
    "    else:\n",
    "        pass\n",
    "    stock_index.loc[i, 'position'] = position\n",
    "# 1.not stock_index['items']['filtered_signal']\n",
    "# 2.don't forget stock_index.LOC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(3, 1, 1)\n",
    "plt.title('HS300 SMA CCI持仓图')\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "stock_index['close'].plot(figsize = (12,12))\n",
    "stock_index['sma'].plot()\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(3, 1, 2)\n",
    "stock_index['cci'].plot(figsize = (12,12))\n",
    "plt.legend()\n",
    "plt.gca().axes.get_xaxis().set_visible(False)\n",
    "\n",
    "plt.subplot(3, 1, 3)\n",
    "stock_index['position'].plot(marker='o', figsize=(12,12),linestyle='')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.策略收益和数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算策略收益\n",
    "# 计算股票每日收益率\n",
    "stock_index['pct_change'] = stock_index['close'].pct_change()\n",
    "# 计算策略每日收益率\n",
    "stock_index['strategy_return'] = stock_index['pct_change'] * stock_index['position']\n",
    "# 计算股票累积收益率\n",
    "stock_index['return'] = (stock_index['pct_change']+1).cumprod()\n",
    "# 计算策略累积收益率\n",
    "stock_index['strategy_cum_return'] = (1 + stock_index['strategy_return']).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xvAsXLmTbtm1kZGSwbds2br75ZubOnctTTz3FokWL2sz0tseDDz7IE088waxZs1i2bBkpKab1yzXXXMPjjz/O2WefzeHDh5k3bx4PPPAAd911F6NGjTrl9xVCCCFEFyvPNdvYQZCYbh4nj4WIOM/zovpBaFSv72ShWrvF3uKLlFqttc5o4VgS8C5wKfC5t/OUUncAdwCkpaWdcezYMY/je/fuZfz48T6Pq6d7/vnnefvttwkNDSU0NJSf/exnJCcns2DBAu68805uu+22QA/R7/rqz4IQQgjhVx//FHZ/AA8chXV/gS9+DVNvhCv/3vzcp8+CpFEwr/W5R92RUmqr1np6W+d1RReLx4GHtNYOU2nRnNb6OeA5gOnTp/seofdSCxcuZOHChc32b9682eN5RkaGx/P4+Hg+/PDDDr1nXl5es64YY8eO5dlnn+3Q9YQQQgjRQ6z5EziqTUlF7g6IG2z29xtutkNO9/66PrBYSFcEyOcDo53B8VSl1KNa6//XBe/TZ61evbrTrjVw4MBOvZ4QQgghegBHNax81Dxe+2ezHTDRbNPOgeGzYYz3BgUkpEHWZu/HLF+/CPZSOO/+zhmvn51SgKyUuhCYoLX+m7VPaz3G7fjqjgbHWmtaykCLvqEj5T9CCCGEaIcyM0eK7z0BEfHw/kKIG2T2xQyAH33U8msT0kzway9vXqMMpmXcmicgNLJvBchWXbHWeiWwsq3zfBUREUFRURFJSUkSJPdRWmuKioqIiIgI9FCEEEKI3sfqYzxgPKSfa7YxA9v32vhUsy3JhEGnNT+evxsqTkBkYqcMNRC65Up6Q4cOJTs7u7FFmeibIiIiGDp0aKCHIYQQQvQuez+Cd24yj+Odf2d96Wk81DnHbcPfYMbtkHqm5/GDn5ltdSk01JtV+XqYbhkgh4aGMnz48EAPQwghhBCid9nwd1j+sOt57GDfr5GQZmqUd75j/vvpHogf4jp+0FoDQZsgOfrUW836myw1LYQQQgjR2zXUw9IHYPlDMP4ymHSNCXRDwjp2vauehVn3mcfH1rv2b38bjq939VK2FZ3SsANFAmQhhBBCiN7uo5/ApmfgnLvhB6/BNS/CT3Z2/Hpxg+GiX0FYLBx2TkcrPAAfLDKPT3O2kK0uPrVxB4gEyEIIIYQQvd3e/8Bp18Glv4OgIFDK/HcqgoLhtB/Czn9C1tdQ5tYbefQlZisZZCGEEEII0e04qsFeZpaO7mwXL4a4IfDBXVB0xOz7yQ6I7m8eu5df9CASIAshhBBC9GYVeWbb3jZuvoiIg7lPQdFBWPGI2Rc72HTHGDwNNv7DTNTrYSRAFkIIIYTozSrzzTY2pWuuP/ICSBoNtRUQnWwm/gUFQ8ZDoOuhYG/XvG8XkgBZCCGEEKI3q8g129hBXfceVh/lOLe2cQMmmG3Bnq573y4iAbIQQgghRG9W4cwgd0WJhcVq6zZ0hmtf/FAIj+uRAXK3XChECCGEEEJ0koLdEBEPUf267j1Ov8W0dLt4sWufUpAwDMpyuu59u4hkkIUQQgghegN7Gfx7IWSu89x/dC0MO/fU27q1pt9wuPxJCI/13B+TDFUFXfe+XUQCZCGEEEKInq6mAt78AXz7L9j3qWt/eS6UHIX0WYEZV3QyVBUG5r1PgQTIQgghhBA93Yc/huwtEBoNG5+GVb83+wt2m+2gKYEZV3QyVJ0MzHufAgmQhRBCCCF6uqNrYNqNMHiqef7lH6A0y9ViLXl8YMYVnQwOG9RUBub9O0gm6QkhhBBC9FTv32FqjKtLoN8IqHJb2vnIKsjfAzEpEJ0UmPFFJ5ttVSGExwRmDB0gGWQhhBBCiJ5q5ztQccI8jk+FumrXsZytsO9jGDYzMGMDV4D8xa9h1/uBG4ePJEAWQgghhOgNEtKgtsr1fNtrZvLe+Q8EbkypM2DcZaYE5L0FUHjA7NcaDn0BtbbAja0VEiALIYQQQvQUxUc8g2B38anwvSdg+PmmrZtugCnzYECA6o8BIhNh3puwcJV5fmS12a77X3jjGtjdPbPKEiALIYQQQvQEdbXw12nw+8FwaIXnsX4jIHYgDDoNfvQf07UiKBQyHgzMWJvqN9wsGnJkNez+AFY8YvaXnwjosFoiAbIQQgghRE+Q/63r8RtXmzKFoBAYfQnctcFzIZDZP4OFK11LQHcHIzLMxMEli2DomRAeD5XdcxERCZCFEEIIIXqC7K2ez21F0FAHw2ZBaITnsah+JpvcnYzIMC3fYpJh3lsQm9JtV9mTAFkIIYQQoifI2QoqGAZPM8+PfWW2EfGBG5MvRs+BKTfAje+ZIDl6AFR2z1X2JEAWQgghhOgJcrbAmO/A9f80pRWrHjP7e0qAHB4LV/0Dksea5zHJkkEWQgghhBAdVF0CRYdgyOlmMt73noBC5yp5PSVAbkoyyEIIIYQQosNytpnt0OlmO30BzLzHPI4dFJgxnaro/lBTBvWOQI+kGQmQhRBCCCG6u5ytgILBp7v2zfkt/NcmSJkQsGGdEivzbS8P7Di8kABZCCGEEKK70tr0DN72mqndjYhzHVMKBowL3NhOVbjza6kpC+w4vJAAWQghhBCiu9Da/GepLoG1f4ayLBhyRuDG1RUaM8gSIAshhBBCCMvRtbDpOdfz3yTAhz92Pa8ucT2WANlvuiRAVkoNUkpdrJSK7YrrCyGEEEL0Cq9eBkt/7rlv+5tQ4OxQYSty7bf6H/cWvSlAVkqlKKXWtnJ8DPAOMAv4UikVdgrjE0IIIYTo/RoaoK7W9fzvZ0NDPdiKzfP082DQlMCMratY9dQtTNJb8k02t77ytR8H5BLiy8lKqUTgVSC6ldNOAxZorQ8rpSYDw4H9HR+iEEIIIUQvV1MOaM99R1a5Mshzn4KgYL8Pq0u1kEF+ad1Rzhvdn5++swOAypo6YsJ9CllPma/vVg9cB3zY0gla6/eUUiFKqe8DicChpucope4A7gBIS0vzcQhCCCGEEL1MdQkEh7qeB4XCN29Cv+HmeVRSYMbVlcJiAeURINsd9Tzy8R7iIlwhanaJjXED47xcoOv4FCBrrcsBlFJtnRoD/BA4RrOPQ6C1fg54DmD69OnNjgshhBBC9HqOatdjeymERpnH17wIWZth87Ou4+G9cFpXUJBp9VbjKrEorjJlJuX2usZ9WcXVfg+Qu2SSnta6VGv9IyAUmNEV7yGEEEII0aNV5rseV5dCbaV5HBYD0270PLft5GTPFBHvkUG2AmR3WcU2f44I6IIAWSn1D6XUbOfTBKC0s99DCCGEEKLHqyx0Pa4ugdoq8zg8xkzIG30pxA6GmfcGZnz+0CRALvISIGeXVDfb19VOqeJZKXUhMEFr/Te33X8EXldKaeAzrbVM0BNCCCGEaMpe6vk4NNI8DnP2QrjxX/4fk781DZAraxofR4YGkxIXTkGF3e/D6lCArLXOcG5XAiubHDsKnHvKIxNCCCGE6M3cuzdUlzgnrWFKLPqKiDgozWp86l5iMWZgLOEhQRRU1Hh7ZYu01tQ3aEKCO14oISvpCSGEEEIEgvsqeVUn3WqQW+um28u0UmIxfmAsybHhnPQhQN6eVcp5f1zF9N99QYmXco32kgBZCCGEECIQrMAwYRiUZbtqkPtygOxWYjFuYCzJMeEU+hAgP/bpXrJLqim1OXhva3aHhyUBshBCCCFEINjLICQC+o2A8hOuADm0jwXINeVmJUE8SyzGDoxjQFw4FTV1VNfWt3mp2roGtmeVcuus4YxJiWHDkaI2X9MSCZCFEEIIIQLBXmYCxLghzgC50gTMwf5dNS6gwuMADbUVgCmxSIgKZUZ6IqcNjSc5JhygXVnk3SfKqKlrYEZ6IqmJUeSVdXxynwTIQgghhBCBYC+FiASIHwKVeSZg7kvlFdBsuemiylpmj07m3UUziQ4PIT7SrC5Ybne0eaktmaam+4z0RFLiI8grlwBZCCGEEKJnacwgDwbdAMVH+nyAXFxVS1JMWOPhsBATqtbUNbR5qa8zixmWFMWA2AgGxUVQXFXL1mMlPPLRHurq2369OwmQhRBCCCECwb3EAuDkgb7V4g1MmzcAezl2Rz2VNXUkRbsFyM5WbQ5ngKu15oW1R/hoxwmPy2it2XqshOnD+gEwMD4CgOuf38hLXx3lUGGlT8PqQ0UuQgghhBDdRH0dFB2GQVNdAXJlPiSkBXZc/uaWQbYm6PWLDm88bGWQa50Z5GNFNh79ZC8A547qT6IzmD56soqiqlpmpCcCMCjeLLoSEx5CcV0tmSdtvLel/V0tJIMshBBCCOFvuTtM94bhs02JhaUPl1gUVVoBcvMSCytAdu9MYXO4OltY9cfT0/s5t4n8/NKxvLfoHACOF1fx2oZj7R6WZJCFEEIIIfwta5PZDptlgsTQaHBU9cESiwSztZexL68cgFEDXN+D0CYlFp9+m9t4rMYtQN51oozY8BBGJpsPGBGhwfz4glEAJESFsiunnFof6pAlgyyEEEII4W8VJ0xLt5gBoJTpZAF9L0AOdy6vXVPOjuxSYsNDGNHflUVvzCDXN7Arp4y1B08yNTWhcR+YxUFe23CMEcnRKKWavcWwpGi2Hitptr81EiALIYQQQvhbZYErOAZXmUVfK7EIDjXZc3sZ32aXMXloPEFBriDXmqRXU9fAvjzTK/my0wYBrrKLZ9ccASAtyfv3bvSAGHJKq30algTIQgghhBD+VpkPMSmu59ZEvb4WIINzuelSCipqGJIQ6XHIyiA76hvIKrahFAx3Zpibtn6rbKFX8riBsT4PSQJkIYQQQgh/qyyE6AGu540Z5D5WYgHOALmcUpuDhKhQj0NWBrm2zgTIg+IiiAkPadwHEBUWDMB9F4/xevkxKRIgCyGEEEJ0f5X5psTC0qczyHHUV5dR7agnISrM45B7F4usEhup/aKadbYIVor5M9OZ4qxNbqql/a2RAFkIIYQQwp/q68BWJCUWloh4GqpLARqXlra4d7E4XmwC5PAQkzGuqatHa01lbR2xES03ZouPDGX+zHRGJLf/eytt3oQQQggh/Ml2EtAQk+zalzjMbCMTAzKkgIqIR+fvB2hWYhEabCbsVdjryC+vIc0tg1xT14Ctth6taSy7aMniuRPRWhP0s/YNSQJkIYQQQgh/qsw3W/cMcvJYuOnfkD47MGMKpIgEguwmg5wQ6VlioZQiLCSIw4VVAKT1iyLcrcSisqYOgJhWMsju12ovCZCFEEIIIfypssBs3QNkgFEX+38s3UFkIsG15SgammWQwUzUO1JYCUBqv0hXgFzvFiC3kUH2lQTIQgghhBD+1JhBHtD6eX1FZAIKTSy2ZjXIYCbqHTlpMsip/aJcvZEdDVTauyZAlkl6QgghhBD+ZGWQoyVABhrrruNVVYsZZICI0CCSY8IbJ+l1ZQZZAmQhhBBCCH+qLICwWAiLCvRIuocI04atX5DNa6AbGmJqh1MToxprksH3GmRfSIAshBBCCOFPTXsg93WRJkAeEm73OpHOyiCn9TMfKIKDFMFBipq6ek5W1gA06598qiRAFoFxbD1kfhXoUQghhBD+V1kgAbI7Z4lFSpjd62GrF3JqP1fGPTwkiNq6BjJPVhEeEsSguIhOHZIEyKLz1dXCrvdBa+/HszbDa1fCpz/377iEEEKI7qBKAmQPzhKLlNBqr4etMgr3ADnMGSAfPVnF8P7RBAW1v4Vbe0iALDrftlfhvQVwYlvzYyWZ8Pb1UF8DxYehocHvwxNCCCECqjK/eYu3vsxZYtE/2Ob1cHaJCZzHD4pt3BcWHERNXQNHnAFyZ5MAWXS+Xe+bbUVe82Nf/RUcNjj7x1Bnh/Ic/45NCCGECCSHHexlkkF2FxpJDWH0C/IeIFsmD4lvfBweGsSGI0UcKaxi4uC4Th+SBMiic5WfgOMbzGOrz6O7/N0waCqM/Y55/vRZsPl5/41PCCGECKSqQrOVFm8eynQ0CUFVrZ4TG+FqARcWHMSxIhvjB8Vx27kjOn08EiCLzrX7A8BZe1xZ6HlMayjYCwPGQ/+xZp+jCj5t58LoQgghRE/X0ip6fZijvoFSHUWcrvR6/Kv/OZ/VP53psS8qLITYiBCeuel0IsOCO31MEiCLzrX7fRg42cxIrSrwPFZ+Amr8qX96AAAgAElEQVTKIGUCxDb5xVBZCEsWwZaX/DdWIYQQwt9kFb1myqsdlBJDdIP3AHnI+1eS/uxoj33PD/qAlaetYFi/rukl7XOArJRKUUqtbeV4mlJqtVJqpVLqOeWtoZ3onUqzIPtrmHi1uXXkXmJRVQSf/cI8TnL+kM+43XX8jatgx9vw2S9l4p4QQojeqzFAlgyypbTaQZmOJrKhwvsJ2V9Dg8N0yXIaWPAVyTufNY0BuoBPAbJSKhF4FWhtuuCdwF1a6wuBVGByx4cnepSDy8123GXmk7F7icWn98PuJeZxYrrZfvePcPFi87hgL5x2HdRWeu9+IYQQQvQGjTXIyYEdRzdSanNQTjQRjvLWT8zf5Xpc5+yZ/OnP4cQ3nT4mXzPI9cB1QItfgdb6F1rrvc6nScDJDo5N9DR7PzLBb//REDcEsjbCVucnu+oS13lxQ8w2KBhGZEBQKFzxd7jgYbO/YI8fBy2EEEL4UWW+KUMM6dyV33qysupaSnUMoS0FyNaHidztrn11NTD2+xAcDtte7/Qx+RQga63LtdZl7TlXKXUdsFtrfcLLsTuUUluUUlsKCwu9vFr0ONlb4chqOP0WUAr6jzL7P7oXynMh1O2mQ7DbeumDp8HDOTDlOogbCirY9EoWQggheiPpgdxMqc2UWAQ7KqHe0fwEK0AuPuraV2eHuEGQPBaKDnb6mLpkkp5SagTwM+A+b8e11s9pradrracnJ8sthh5jw9Ow4hHvx758HCL7wZl3mOdJbsX0hftct5S8CQk32+AQSEiVAFkIIUTvVVkg5RVNlNoclFnVu3Yvedh6Z+1xiXuAXAMhEZA0CooOd/qYOj1AdtYpvw3c2t5ss+ghDiyD9X+DmiazTLO3wMHPYOY9EO5c5SZppOt44X6zIEjaTPhpG+UTielQcqxTh90lqk7Csoc9JgwIIYQQbaqUZaabKq12C5CrS5ufYP2tdU+g1dlNgq3/KBNj1LbeQ9lXpxQgK6UuVErd3WT3g0Aa8JSzm8X5p/IeohupqzFLRB9e6bl/9WOe2WOA5HFmsh7A5780P7zpsyB+SOvvEZ8KZVmdO+6u8PmvYOPTsP/TQI9ECCFET2IrlgxyE2W2WhyhzlXy3OcsWeprzLbkmFlTob4OGupMBjlxuPMi2Z06ppC2T2lOa53h3K4EVjY59gDwwCmPTHQ/DrMWOvs+gQlzzeOsr+HQF6YbRXiM69zgUJj3Jmx9BXJ3QOxgOP3mtt8jIr55hro7cjiXw2yoC+w4hBBC9Bz1dWY9gMjEQI+kWymtdtAQkQB2wO4tg+zsWFFTbgJoqzQzJNzEDQA1LbSI66AOBciij6pzfoI7sMz8Iw8OMdnjqCSYsdD7a86Y79t7hEWb1fUaGiCoG69jo3WgRyCEEKKnsYI/CZA9lNocRFsBckslFkmjoOiQqUO2ssYhEa7STm+1y6egG0cgwl+01jjq27E4R50dIhLMP/Dj6yFrMxxeATPv9cwen4owZw1SXXXnXK+rudc8SdAshBCiNVb5gATIHkqrHaho5/ekaYmF1qbEInmceV6S6cooh4S7AuROziBLgCy4/90dnPuHleSV2Vs/sc4Oo+eYT2z7l7myx2e2kD3uCCtA7uRi+87nDIatT6wrHoHnL4BaW+CGJIQQovta9jD8+zbzOLJfYMfSzZTaagmNdn5PmpZYNNSBboD+Y8zz4qNuAXKEBMiiaxwrquL9bTnkl9dw9mMr2JHl5daGpc5u/lEnj4Xtb5jJerN+4gpqO0OYMxNd283rkBvqzdYKkDPXmZV8lj8UuDEJIYTovg6vMHNyQDLITZTaHMRFR5oYoGmJhVXeGZlg+keXZLr2SQZZdJWjJz0ztZuOFrV8cl0NhEaYBT3sZSZYnnF75w6op2SQrcDY2hYfBRVkJiVWFZmZth/e7fpHLIQQou/SGkrdOjRFJgRuLN1MfYOm3O4gITLUlHE2LbGweiCHRDhbwWZ6ZpDD2hkgO+w+dbqQALmPyyoxtb4jk01guiOrhSJ3rZ09ByMgfqjZl3Z252aPAUKjzLbbB8jOT7j2MtN1o6oABk0x+8pzYNmD8M3rcOTLwI0RoGAvHN8Y2DEIIURfZys2E9AtkkFuVGF3oDXER4VB3GDPxUDAFQwHh7nWSnDPIAeHmNihpoVlqi3Pngf/N7Hd45IAuY/LLrYRFhzE5z89n8unDGbbcS/9B8HzhzHG2b8xro2exh3RU0osqt0yyFbj8rSZZluR51aC0UrJij98eDd89JPAjkEIIfq6suOez63WZIJSm1laOiEyFIbOMOWK7otwuccfielQnu3KFodEmG1YNGz4m/kg4k3JMTh5wKdxSYDcx2WXVDMkMZKgIMUZaQnkltk5Ueqlg0Tj7YxI1w9uRFznD8jXEotDK+Cv01r+R9EVtAabsxSlusSsIggw5hKzrcg1faDBc914fyvNgpwtYG/jU7UQQoiuVeoWIAeHQ1Bw4MbSzZRWOwPkqFBIPdPEG3nfuk5oLLFwBsi6wbR7s/YBVBWa7YpHvL9JzlafxyUBch9W36DZcqyYsSmmfuf0YeaWj9cssvsnuOm3wvDz4cw7O39QvgbIb1wNxUdcEx+6UsFe+ODH5tOtdaus+DBseQmGz3ZlkCvzzVLU0PxWkT/t/chsu3u5ihBC9Hbu9cdhUYEbRzdUajMBcEJUqGkCAFCa6TqhscQiHFKcJRLb3zRbK4NsaanMIm+nz+OSALkP23y0mPzyGr5/2iAAxg+KIyI0iK3HvAXIzqxySATEDYIf/QdiUzp/UI0lFs7FQqxSBW8a3Ho3lx7r/LE0tfxh073j9avM8/FzTSa5LMsssx0SBlH9IftrV2Dsj8C9JXs+NNvaysD1aNYa9n1qFpYRQoi+qCTTM4Mc2slzd3q4MmcGOT4yzHSpAKgscJ1Q5zZJb9AUGPs9V4bZCpAHTzPb8lzvb+KekW4nCZD7sP/sOEFUWDAXjzc/kKHBQZw2NIFtx72tYuPMIIdGND/WmdwzyJ/eD4+00iuyxm1CoVUH3FVsxaat3ciLXPXRk64227ihMOa75nHSSFNyUZkPMQOhYA8U7OvasXlTngtZm0ydm64PXDeNnK3wz+tdn/aFEKIvydkKT06Bzc+69oVGBm483VBjDXKUs4tFUIhngFxv3cEOM9uJV7uOWSUWt6+AqTdC4V7vCaHC/ZB+nk/jkgC5j6qta2DprlzmTEghMsxVC3V6WiJ7TpRRU9ckc+veUqUrhUaamaoFe0zpAkD2Fji2ofm57nXHXV3ra92emXkP/PA1OO9+SD3btHY783Yzixbg+n/CHavhrg2wcKXZd2Bp147Nm/2fABomXWueB6rMwqoTs8o9hBCiLyk64noc7ZzgLgGyBytAjo8MhaAgiB5gOkNZ3EssAEZkuI5Zkx2DgmHodDMvyPq709AAez82sUJZFqSdA6h2j0sC5D5q3aFCSm0O5k4Z7LF/TEoMjnpNTkmTiXoOt2Udu5JScNadsPMd174XLoKXvwNLH3SNAzybiZ88eGrvu/cj+PR/Wj5ulUoMmgLjvg8X/cqUmvzXRrPUtiWqn7nVkzIB4odA8vjAtHorOmJu4w053Tx3BCBALs1yddA4strVM1oIIfoK98l4Q6ab7cQrAzOWbqq0upaY8BBCg50haUwylJ+AXGdiqrHEIsx1/M418NM9rkVCANJnm+3RNWabtRHeuRFeuNg8HzAOYge2e1wSIPdR/96aQ0JUKOeNTvbYn9rPTB5YuisPrTUNDZoym8Ozi0VXy3gYEod77ks/Dzb9Az77f6591c4M8vDZULgPHF66b7RHbRW8c5O5BVaRZ/Y11MOB5a5bNQV7IXawCYDdJY9tfTby8NmmD3FrtdRdobrYjNW9r3R765CrijoezGZvhU/uNzXHn//K9XPT4ICDn3fsmkII0VO5/10aNhPuPwDn/nfgxtMNldkcJntsiR5gShqfnW3uDltdo9yX5x40xSSh3CWNNH+nM9ea59adZasEM2k0/Pfedo9LAuQ+qKDczrLdefxweiphIZ4/AkMTTQD8p+X7Gf7Qp0z89XKmPPIZe7Kdtzu6usQCzAzfy5/03HfT+6bO98gq1z5rtZ0RGabONn9Px97vxUtdj4+sNtsNf4O3fgj7neUR5TmuBVJ8MXCSmeBYerztczuTrdg0orcmPR5eBU+Mhu1vtf3aF+fA42lQa/P9fQ8sha9fgE3PeH5wiEmBvf/x/XpCCNGTuScbElLN5HbV/tv8fUFptcPUH1usiXpoU8NdfsI8jR3U+oWUguHnQeY6kxAqywIUzP/YfCgZMMGn770EyH1MUWUN9/7zG+obNFdObb7QR0qsZwA8Lc0sh1la6vxH3tWT9Cwjzodb3AKqkDDTH7HokKv22AqQR15otjlbOvZe+W6zW3f922xPbDfbCueM2PJcU1Lhq/7OljU+Nig/ZVYG2Zr0uPwh0yfyg7tcX6M39Q7Tug5gRzuC6aasWudVv4f83ebxjf+GcZeZDHJHs/xCCNFdVeS3fIfOI0BO8894ephSW22TANntznbudqg4Yeq3rRKL1qSfZ/7WFe4zZX6xA03m/uJfu+YKtZMEyH3MUysPsfGICTDHDYxtdjwoyPPT1f2XmAAvtMLZw7ErVs9ryYDxns+HzTLbz38FO/5p2qkBpEw2v3isuiNfWAHdeffD+Q+YIK7osOuXmvXJtSLX3LrxVf/RZuv3ALnE3I5yXwp8wpXme/j+Ha6vq6litwkl37YSSLekttJkrXWDmWg58WoYfTGMvwwcNnPbTAgheouvX4A/j4H/3O29lM49QI6XANmb0moHCZFuwW/0ANfjE9vN36u4dv79He7sVHF0rVm9MD61w+OSALmPKagwNaHzZqQ2C4Yt2345h9R+ptRi4mCzWl5URabp8RuZ4JdxAs3Xqk89E6bdBN+8DkvuhG/fNbdcgkNMrW/muua/oLT2nMzXlNW8fcAEOGOBKQvY8pJpCQOmn7G93AR+7f0H6i6qn/m++TtAblpiAea21feegIY6swKhN1bWd0SG+QDia+10bZX5xH6+c8KjlTFJP8/MNpZuFkKI3uQbZwvLb94wyYemvzPtbn9/ovv7b1w9SJnNQbxHBtktQM7dCWU57U9QJaabDyI73oKszZA0qsPjkgDZj3bleGmf5if1zsl2+/IquHj8AB6/5rQWz+0XHcbH95zHVw9eSHhIEMFBiriqY6f0g9Yh1nLNVmG+UjD3b/A/R+GebXD7Srh1uTk2/Hzzi6jpajk734E/DGu5PrnMGSDHp5oSivFzYeurZq13gJxtrpKDjgTIAP3HnHqXDV80NJjvRVSTDHJEnMnKxwz0rOV2V7AHVLCp925wuEpM2qu2yrznOXebFRet2drBoaa5+/6lpoxDCCF6A3sZTLrGdDba9Z6Zf9H0eES8KRmU2uNmtNbODHILAXJNGRTs9u3v75TrzIq3dXaYvqDDY5MA2U8+2ZnLZU+t490t2QF5/6v//hVTHvmMI4VVTBgc3+b58ZGhDEmIRClFVFgwCfYsM0PU325fAXetdz1XygR+SSNh6BmQOMzsH96kvYvFas/2zRver2/Nck1w3oY58w6orTCPZyw0K/S9fb15bi2B6av+o/2bQbaXmhKHyH4Q7pZBDo8137/ksZ7LnrrL32O+t9bXas3+3fB3c8uqLbVVJmsdEgaX/Z9rdSOA8ZebsWWu69CXJYQQ3Y4VAJ/736aEbdtrzY+nTDbzakQzlTV11Ddozxpk9xILS78R7b/oBb8wE/uvfdncee4gCZD95IV1prazwu7/JXeX7cpjR3YZV00bwm+vmMj8mek+vT46NJgoR4nbzFI/Gjq9fZPjYgeaCXFNew5bDdlbWvI5c43JHluzY9PONr/MAGb/zJQkVOSafsYpkzr2NSSPNW1qqoo69npfWZMXo/p5lliExzm3sS2vV1+wx5SbJKab58VHTZnK8ofg1cvafu/aSs+stbuRF5q2c1JmIYToDbR2BchKwcDJUJbtmrCnNRQfweEt4BOA2yp67jXIMV6+X77cwVYKRl3kWu22gyRA9pNKZ2BcV9/g1/fNPFnFoje2AnD/JWO4+Zx0+kW3Yyaom4TweoKp92zI3R2NOB+ObzAt1ba+avZZwWJ1cfPz6+vgyBoYeYHr1pdSMGcxTLvZfCCYcRtc+xLMfarjt8f6jzFbf2WRra85MtFzzNb/v4h4U1fdVG2VyRinTDQt7VSw6RpiXa89rBILb0IjYdTFsO9jUwYihBBdzO6o54bnN7JqX0HbJ/vKUW1K0azkQ9wQkySwJuYVHYKKXH69I5EPt+d0/vv3AmXVzlX03DPI1vyjjIdd+6wJ734kAbKflNvND0FVrX9rkJfuMgtf/PbKSQxNjOrQNQaEOVex6e4B8rBZplPCk1Pho3tNazZrgp7NS4B84htT3zTiAs/9oy6GK/7mCi4nXQOpMzo+Ln93srC+1sgmi5pYS3KGx3nPIBfsA7SpUw4ONdn7o2tMD+j2ai1ABlPjXZnv6kAihBBd6MPtOaw/XMSdr2/t/Itbv0et361Wr/x9n5its+RvfcMEPt+T3/nv3wu4MshuAbJSsLgMMh5w3d0NQIs8CZD9QGtNcZUJMm21/i2x+PJAARMHx3Hz2cM6fI1+ITXmgfUpubuy/gFp54eQyjzPDLJ7n8qcbbDtVUB5ruveFeJTzQIrfssgOwNka9W/IGfvR+v/X0ScyXI0nW1d4OxgMWCC2Y662HyI2OPDAh81lRDWygepMZdAUKgsGiKE6HJaa17+KhOA2voGjp6sQmvNXW9s5RdLvm39xW3J3+2qN24aIH/4X1BXA5lrqY5IIVMPxOHnu8c9RWm1iY0Solq4s337F3DTv12T9v1IAmQ/qKypw1GvGx/7S0ODZldOOaenJbZ9civ6BVsBcjfPIDetWyrPdQXI9bWunsdaw/MXmHZxg6c2Xz66swUFmyUu/dXJwr3EAlyrH1r//6xAucY5GfHwKnj9KpPVDY1yLfM97WbzoWPNH9v3vlq3XoMM5g/JiAxTZtHepa+FEKIDNhwuYl9eBYvOH9n4/Iu9BSzdlce24620/2yP5y+CVb8zjyOc7U/ds5y1VZC5joKkGYBqjAGEp8YMclQLAXD8UJOsCQAJkP3Ayh4D2Gr8V2JxtKiKypo6Jg9tu2tFaxJCekiAHJ3s+bzihGf9rPW40u1WV+rZXT8ucHay2O+f97IVA8qV1Qh2fjJvrEG2AmTn7cGPf2oW8Nj2Goz7PgQ5fy3EDTKf3gdNcV27tdrhuhqTvW8tQAbTzaIkE/J3+fJVCSFEu+SUVvPulixueGETSdFh3HfxaFLiwlm5r4DffWJafhZV1pzam9S5rQpq/a6NHQgTrjCPSzKhqpCcaHNHTjLI3jXWIEf6P0PcFgmQ/cA9QK7yU4mF1pq/rTwEwBnDTi2DnBDk/EUQ0c1LLELCXb+owKyIZyuGOOdtL6v0IM8tMBv7Xf+Mrf8Y8wszd2ebp56y6mKzoEtQsHk+9Qazda9BBtdEPffZwd//s+e1YgbArZ/BmXea5y11vwD4zz1m6945w5ux3wMVJN0shBCdZt3Bk6w/dBKAWY+v5Ofvmd+1P7t0LBGhwVw8PoUv9uaTWWTjtKHxlNhq0R29i9Vk4vKxqmDqG5zXGj/XbAtMIJ4fbPr31tRJgOxNYUUNMeEhRIQGB3oozUiA7AeFFeaTakx4CDY/TdL7x5eHWfJNDvfPGcPI5DYCljbEKrP6XrfPIIOrjAJg499NT+Mhp5vn216HdxeYVfhQZrERf/WmtCbqPXueqdPtSrZizwl6cx6Bnx9xfcBpmkG2arum3ez5AcMSGmFKUaD1jhY5zkkwIy9o+RyAmGRIO0cCZCFEp7npxU3c8MIm1h082bhvZHI0159pyh7mTjGB6iUTUpg7ZTCOek15R9uu5jnrly/6NbsGXcNFr2Rx1xtbzUJgVmvRgr0AZCvTHrXELVHW11XYXYtF5ZXZGRQfEcDRtEwC5C5ifTK11dbx588OkBgVyuQh8VT5oQZ567Fi/rR8P5dPGczdF5766nfxzgxyfWgPCJAbnN/fsxaZhT7mfwIXLzb7vn7etIEbeSH88DX/LnxitXoD04auK1WXeNZVBwVDdJLrebgzCLYyyLYisxLhFX9r+ZpRSa5zW2IvM8t1t6cdz/jLTYalYF/b53pTV2NaLLWl5Bj8515zvhCiV3K/S3vLS5saH8e53bY/a0QSX/z3+fzjpjMaW51+vPNEx97QuhM47WYeqr2VOkL4bE8+t72yhVoVbo7l7wYUWfXmd2fhqZZ09BL78so5/bef89uP96C1JrfczkAJkPuGqpo6bn91Cze9uAmtNQ+//y0HCir46/XTGBgf4ZcM8h+W7mdgXASPXz0Z1QlLW1oZ5Eod2e7XtHbryu6oZ/7Lm/nvf20/5bE1M/pSQMF3/wDffwLSzzWB8PxPTMb4v/fCNc/DhLmd/96tSR4Lwc5fnHmnOHu6LdXFrgl63liTGa1V8qpOugLglsQ7VxosPeb9uMMOtpOmD2h7jLvMdNd4/Urz/r5671Z47cq2J/qtf8p0Kyn0U/23oKDcTplNlhMX/rMj20y4e/bmMzhzuCs50NDk18OoATEEB6nGAPkXS3Z1rMwidwfEDoaYZMrtDq6YOpg/Xnsa6w6d5L2dziRCwR6IG0xRjQmzSm0OvyTIuruPd+TiqNe8uO4ov/loD7ml1QyMkwC51yu11XLD8xv5Ym8+Xx0q4rM9+Xyw/QT3XTSG80YnExUW3OVt3nJKq9mcWcxNZw8jOjykU64Zg40aHUJ5Xft+XDYfLWbKbz7jRGnzDJ+jvoH/enMbq/cXsuZABwKjtlz/Nvw/L/0mrUC5Ez4wdEhIONznzDosuQMOfdF172Urad4D2V1CqumqcWCp8/wiiO7f+jWtJb1X/g4qvHx/K3LNNm5w+8aYkAo3vmvee80T7XuNu7JsyNoI+5e2fI7DDt/+yzy2GveLLrfgla/55YcyAVP4z/bjpSgFs0b157Vbz+I3cycCppOTN+4Twmo7Mnkud0fj5OXyagdxEaH8cHoqF4xNZuVhZwldZT4kpjdOQgPz97mvW7orl3NGJHH7ucN5ZX0mBRU1vafEQimVopRa28Y545VSH3Z8WD3T6xuOsTOnjDtmmzXDf/nBLmLCQxqfR4eHcLKylu1Zp9hephVfOJuRf29yO5ZnbqdobaOSyMbFTtry2oZMyu11HMivaHbsmdWHWbmvgKmpCZysrOn8uqygYBOMdkfuy43ueKfr3qe6uO3WdaPnwLH1UO8Ae2nbGWSrM0XxYWcNdxPlzluV7Q2QwZS6JI2C8mzvx0uOwfa3vR9z2Mx21e9a7qyx72NXYNxWgFx8RFb36wRaaw4VVPJNlg+rLwpxinZklzJmQCwx4SGEhQRx2Wnm719L/f/HpLjKBX3uLFVbBUUHYdBpaG3qmOMiTTJq1IAYstymmDQkpnMgv4IxKWYeUFaxzbf36kWqa+tZsTefw4VVfHfyQH7x/fHc6YyNhvbr2CJmXc2nAFkplQi8CrTYx0kpNRL4E3BqvcV6oH35FaT1i+Lei0YTpKCgooaMsclEhpnZmcOSzA+B1WamK2w8UsSQhEiG92+j1ZYPIhtsVOgoKtoxoaHM5uAzZ5BeUNG85mrT0WImDYnjJxeZOtWfvLOdFXv7yApDQW7/3I6sar5QR2eoqzW9iFvLIIPp11lfCyecZS5NW+S15sQ3zfdZGeRYHz+YBYe1XB+85UX4YJH5mppyVJugPn8X7Fni/fXfvO7qqNFa943dH8Bfp8HOf/o2dtHMycpaauoayCqu9sicCdFVGho0O7JKmZqa0LgvKSaczMe/zw9npHp9TXR4CH+89jSgA52l8neDboBBU6iqrae+QTdmpAcnRFJW58pOFwQPpNxexw+nm3Fkl/TNDPLhwkqmPvIZt726hdjwEC6dOBClFA9+dxzv3HF24wTK7sbXDHI9cB3Qyl8bKoBrWruIUuoOpdQWpdSWwsJCH4fQfR3Kr2T0gBhiwkMYEGtuGUwe4vqccONZw/jxBSPZcqyEgnJ7p79/fYNm89FizhrRuQtfhDdUmQxyO/7gfbTzBLXOdjZNv0atNbtPlDFxUDxjBppP8GsOFHLbq1s6dbzd2v8chbl/g6pCyNrU9vlt2fQsvDAHypzLQTcuEpLQ8mvA9OsEWP9XQJmMclsufcxs7aVw8pDnMet9fV10JSSi5QC53Bl013rp+lFbZfqNxqfBrvebHy/LhiNfms4c0HoG+asnzXZPn7vpdUqyim0s/s/uxv6uy3fnMevxlY3H9+W29mdCiM6x9tBJSmwOzh3dRplYE9FhJuvr07yg/Uvhw7vN44GnNf5NjItwBcjVuO5g7rKZ34dzpwwmPCSI7BIbW4+V9LmeyPtyK6ipa+C3V0xkxf3nk+KsOVZKcdaIpG7Z4g18DJC11uVa61bvVWqtC7TWrU7X1Fo/p7WerrWenpzsQ+aqG6urb+DIyUpGDTCBX3io+daOH+TZO/jKqUPQ2vwx6Wwr9uZTVFXLJRMGdup1w+pNgNyeDPJ7W7MZmxJLfGQo+eWePwZ55XZKbA4mDoljSILnhL8TpdX8+M1tvPLV0U4de7cT1Q8mXmkm7PmyhHNLvn0PsjfD1pfN86bLTLfEyvTu/QiGz27fOvfn/Bf8xFlHfWCZ5zGb831bmxzoTUh4ywGylZX2lv112Ex2OH0WHN/YfLLe3o8BDdNvNc9bCpAbGlwT+I5t8G3sfdyFf17NK+szOZhvPsD86+ssj3rOPRIgCz94f1s2iVGhXDIxxafXRYWboMzrxLnKAvj7OZDf5G7v2/PMgk8RCXxyLJifvbsDcHXLGNIkQF5XFMOYlBgGxEUwNDGSNQdOcs0/1vO7T/b6NNaeLrfMZM7nTuDuM6MAACAASURBVBnCgG46Ic8bmaTXSQ4WVOKo14wfZALkuy8w7dUmDfGsNBmdEsuoATF8+m3rAfLHO0/wnb+soa7JJ81DBZUseHkzpbbmt51f33iMwfERXDx+QLNjpyLEUUmFbrsG+UhhJduzSrn2jKGkxIVTUOHKIGcV27j1FZMpHu38EPHjC1xt1q57bgOffJvL48v29f5P1+Gxpv5270envtxyvfPnoMTZXcJaJbCtEosY64+Jhqk3tv/9EofBgAkmQK6vgyV3wcpHTQY5PM7VU7m9QsKhroW7KVZdc02TWvaGevOasGhIPct0zyg+4jpeeMBkg/uPheQxZlwtBcjlOeCoMovJ1JR5L+cQjbKKbRSU28kqtjUunWv9XqhwCzRiI0LYc0ICZNG1HPUNrNpXwMXjUwgP8S0L2WoG+ega04Uiz21hJ/ff1cGh/Pjtb1h/2HSssDLIaUlR1BJCvTaTwZfnRjJzpMlsD02M4kCB+V22+WixT2Pt6fLK7ESGBjfWavcUEiB3gpq6eh5favq5Thlqbm3/YHoqRx/7XmM7GXffmzSQDUeKeHjJtxwrqmp2HOD9bTnsy6toVsf7ry1ZrNpfyF++OEhDg2bjkaLGiTFrD57khrPSCAnu3P+twY7KdmWQl+4yQf/3TxtESlwEeW4Z5F99uIu9zoySVR/9s0vG8vurJgOmBc49F47C7mjg677wy2Psd8zktKLDp3adKmeJ0oHl8O/b4TXnMqdtZXKtEouwWNOT2BdjLjX9pLe+DDvegjV/MgGqr9ljMAFyvZegVGu3DHKTANnqfxwaZRYcAZNFBqi1wdMz4Ph6GHKG2RcR33KAbC3/nXqm2dq7bgJtT1ddW8+c//uSM3+/gu8+6ZqnXeps6VZpr+OCscmse+ACpqYmSAZZdLmtx0oot9dxUQeSQlFhrWSQs782W/ffPVWuclA9bJbH6VbgFxcRyuLLJ1JNOPUh0eQ6opngvIs8NDGyMca2O/yzYFh3kVtuFgPpjLaz/nRKkZRS6kKl1N2dNZieavnufL48YP7xWBPxgBZ/GL7r7DDx1qbjPOrlVkttXQMbj5hPpjMfX8m+PNcfGqu/6CvrMzn7sRXMe24jW4+V8MbGY4QFBzHvzHbcKveRqqnAHhTV+IfQG0d9A+9uyWJqagKDEyJJ6xfFjqxSbnlpM3X1DR79KFPizC0opRTnje7PjPRE3rjtLG4+x8w4PljQxSvNdQfOFkEU7O74NRoazK1AMNnPA8th8g9gxu0my9ua0EhTvztlHoT5OIN43OVmQZZPf+bad+jzDgbIEd4zyPYyV6eKZgGyc39opFmAJSLBtHwDz0yyVTZSVwPb3/ReQlF4wGxTzzLb1lYK7OMyi6qwOxq4etoQLho/gDkTzF0Iqw6zqraO+MhQhiZGMWFwHAfzKxvnIwjRUQ0NmuoW6oRX7M0nLDiIc0f7XqppBcheM8iNAbLbhzznynic/yAnzv+Tx+nuibD+seFUE0ZZxBBAkeaMCVLdOjVU99IA2ZqXUNnkQ0deWfddDKQ1HQqQtdYZzu1KrbXX5besc/oCazLKQ98d165PSOMGxvLkvKmMSYlpbPtSWFHDrMdXsvVYMd8cL/H4R/v6BnP7PLesmne2ZDElNYFbzhnWmF0+erKKf2/N5nuTB9I/ppNanJVkurJyNRWoiDiOt9Ki5q1Nx8kssnGPc+U+q43OmgOFHDlZ5dF+2P17lNovincXzWRKagLJMeFEhwVz9KT3rHqvkjwOVJBztaUOspdCg9uHlksehWtegO//GUKa37lo5s4v4dLf+/6+Q8+AKTeYxwnDIGWymdXt6wQ9MLXY3mqQK9xKkJoGyNZy4mHRpjPIsFnmw4GjGorcJg9avZurnB8iVvym+fuc3G8C+yTnipPVbhnk/9wDT53h29fTi1n/Lm87bzhPzpvG//7QfMizulVU2usae69PGBRHbX0Dhwv7wIdd0aWe+Gw/43+1jCIvK9Gt2FfAWSP6EdOBnv/Wz2qzLhYOu2ulPLtbgFzoXPVz+gK+LTR/n99aeBav33YmQxNdwW9kaDCVOpKcIHOXzkqaDU10zbvxx4JhgfDW5uO8sj6TX3/o+rumtSbzZFWzeUc9gZRY+KClpuP78yoYmxLLnee3b+lipRRXTB3CzJH9yS6pRmvN8t155JRW85cvDrLu0EmPgNJqDfMHZxnHyP7RPHLFJJ692fzxfubLw1TU1HHzOekd/+LcHdsAT06Bly41t6zrawiPTuTISe9/7MrtDp5ccZBzRiRx4Thzq2u0s+8jwN7ccnKcX8PPLx3b4tsqpRieHN03AuTQSOg3wtS5dZSVPT5rkcmATrzKt9dH9WtfIO3NqIvMts4O024yj9uqe/ampUl6FW5LwDadpNeYQXb+UTr7LlN7vXuJZ4Bsrf437y3TEi5rc/PWeoUHTK2ylf12L7HY9prn9fo4699lepIpkYoJDyE4SFFabUpkKmrqiIkwQcfEwea28nefXMv/fn4gAKMVvcWn35pSqztf3+pRmvD0qkMcKazionEdm3PTmEFu2gc5b6cr8eD+4bxgj7lbFZPCtzllBAcpTk9L5Lwm2evIsGAecNzB34NuICwkiBRnRyv3ILqljHhP9222KWXb7tYHPau4mqKqWqakttFZqRuSALmdqmvrOfP3K7jlpc0ezb7tjnp2ZJcxdmBsK6/2bmhi5P9n77zD2yrPNv47GpZsy3vHI/GInb33IAkkhBVG2LNQ9p4tUEqhH6XlgxbKKJsC/VhlBwg7IXuRPR0nHnG897YsSzrfH6+OhkfiIe/zuy5fkqXjo2Nb4znPez/3TV2TlerGZn5JF8VOVUMz64+UeXg6HigQT7qyOvFBdO+SVAAWjxZLnJml9UwdHsKUBC89Ad8+w3X92EYAAoKCyS1vaHOA7pU1mVTUW3jk7NHO7nCamxH7WxuyOVbRwHVzR3C7Y3ixPUaE+ZPTji570BE4zFXkdgVlGXD8xXD9j2AMPPH23kTR99qaYcIlws/Y1IUPqvZs3hSLNzixBhmEDlnSCHlFsVuCW1CcuBx1Nsx/AGRbay1y2WERA67Y4jW2oUFWB/cAUSBHBRqcnTdJkgg06qhubKbJasNitRPguC8x3IROI94LXlh1pM+OWWXgozhEbD9WyevrhIQqv6qRZ34Q8wOnje6ce4WCX3tDesr7qiGwRYF8SEjXJIl9+TWMjDS1aU/mq9eyTR7NL+XBJIT6oXG8Dtw7yBabfdDpkDNL69h+TMwPHa9sdDYUP9spgqCmJHRBgtfHqAVyB9lfUE1ZXRMbjpRy+nPr+GBrLgAv/3KUsromLm3HkPxEKC+YP399kFWOAnlffjW7j1cxPyWclEjRhS2rs9BgsVJQ3chZ46OdWiatxtVmvnrWcO8I4Jtb6EG/uAWAwKAwrHa5ldF5flUjb23I5oLJsR6OHWEmAxseXMTi0ZEcK29geKifs6A/EeEmAxXeTtfrr/iGCnu0nf+Bok5G89ptwr83eoKrWO1NQkbAtOsd3dlQuO57mHdv5/ej82lbg+zsIEuw7Q3Y+ILrPqfEwlEga3XClaP0MBz+Xsg/fvM1hCa6fkYpgN07xPVlIuo6Ik10hlrer9DQA5HoA5D8ykbiQzz16kG+eqobrdQ7unDKUrdWI/HFbWKQaSAurap0jCZrzxd5hdVmLp0Wz+LRUby7KYdmm52MIlG4/m5pmoe2tzNoNRJGvYaGlhKLvF/F/ELIcFEgyzKsf1b41g+fjSzL7M+v9sg4cEcpvM3Ndka4zSSF+fvg61ZQV7bhRDVQKa9r4rq3f8XfR8ctC5KxWO3kVjRQUW/hpV+Okhju36UmYl+jFsgdZI8jHvqL2+YydXgIf/hiH7/59zZeWH2U5ZNjmZvSOZNygLRo0fH7Ylc+Z42P5m/Lxzvvm5sSzs/3LeD5yyYBYpmioKqRYUFtf9h47eys6pjr+qzbIHE+JMyhOUYUYXUtnCz+4TiLf6AN6URciB9v/mY6ex47nZ/uW9Chv5HJoKO+yYrcXfuzgYBviBgKW/kAbHmlcz+b/o2IO513L/TFZLAkwTnPwnCHi0Tc1K53kO3NrWOeawodRasM1cfhp0eFrRy0lliA8HVOXwnWRjGkmHiK5/6MbXSIFf/j8DThdAEiYARcjwXd6/IPIgqqGxnWotgN8tVT1WBxOgH4u2lBx8cFcfmMhF4polR6n7UZpaT98XvnCmdPYLHaKatrIjrIyMXT4iivt7DxaJnTIeWqmW1HSXcUk0HfulDN2w5x00UHufgAvLVEzC+MvxgWPkxhtZmKegvj49oukN2L4IRQV6KtJEkeXeTB1Ah64JM9FNeYefM305ibEgbAwr+vIau0Dptd5sEz0jwaegMFtUDuIL/mVDAsyMjE+GD+deUUYoN9WZtRio9WwyNnj+7SPhPD/Xn0nDGcMTaaZy+Z5OGAobz4Ehxnx1uyyjE321t9QCnEh3qpS6O4ANywCs74G1z8Dvz2O+yhIjPd7PZhtz+/ms935XP9vESvdYn8DTrs8uCd8vXAL1R0J21NJ9a6WupFqIhSRMoyrP8HhCaLNLmBjM4xVGprIbOoLRQSlBC3LrAin3Af0lMIHCYkFOFpEDul9eO07CBve0P8DUF4JWt1ooje9IIonN0snTyuD1HsdpnCKjMxwZ6T6GnRAWzNrmDdEfE3CjB6DkuJDnPz0DjhHWJ8tVus8pz9wgbWZfTMa6S4xowsQ0yQkYVpEQQadTz1XTrP/HAYg05DkF8nfddbkBZt4oC7X3dNoTghj5su/Oqrc0VHefLVcMHrNNo0bDwqVpRaZhwo+Pq4CmT3z3SARaMinbZvJ3KFGig02+zsOV7FL4dLufmUJCYnhHh0it/bIhpuUQMoHMQdtUDuALXmZtYcLnXaGgX56ln/+0V8eftcvrx9LmHdcI64fl4ir149FaNe6yyGwbVMoywfPfaVmApNivD3+PnPbp3Na1dP9Z6/YJljoMZRECsoWitFNyXLMn9ZeZBQfx9uXdix4cSOYHKkG7W0iRmUuA+1lZ9Ap7nmKfj4atjwrPi+tggK94iUOE3/jOjsMFrHa2dzCzOc2kLRFb7pF7hrl7hN0QYqHV13WznF13nSFW131Ft2kL99ADJXiS50oEOrfN6/xOWOd6HOzUVDLZAprDFjsdlbnQg/sDSNCJOBR74QJy8mg2fBEuynp9kmD40T3l6iv5xsHHVzKHljfdYJtuwazTY7f1qxH0kSxahBp+XsCTGkO+QVfz53bLcfY0JcMIeLal164HwRZuUskBXO/F/QaLj4tU387tO9aDUSo6PbnvlwL5ATWhTIfzhrNP90rAoPhg7yPR/t5rx/iTmlpePEe3BkgJH0J84gNtiXr/eKWRK1QB7E/HSwmCarnWUThzlv02gkJsUHM2aY9wajYtqQT4T5+3DP4pHctySVT2+ZzYJUz4nZqcNDWTrWi9HSuVtEcdzCssuoUwpk0cVcnV7ClqwK7j5tpDNFyBs4rXdaThYPRtwLvIZyV1yzO7IsNMpaA/zyJGSvdxVsHYmH7u8oHeTVf/H8/WsKITBG/I1CEsEQ5JJEFO4WxbO7pCMsRQwKTri07cdx7yDb3Do3ocnCKg5g9Dkw+lzY+5FnDPjap8VXs6f+fihx5j/XAa3foyIDjKy8ax5Lx0ahkWBYiw5zkGPAajB0y/oDmzLLmPvUat7akM2iv6/hw2257bor9SQ/HSxmz/Eqbl+UzAWTY/k1p8LrQ2cPfbaPXw6X8uT5453d2vMmxQLCRtAbnv8T44Kw2mVXqM3xbeJ9JHq8kFiAkIE55Fz788V2Yf4+HoWwO+4Si+Ft6KND/IRzUFtpuH2BzS47T7q+2lNARnHtSX5CkFlax8p9hcxOCuNvy8c7O+MgGmoXTI7F5nhues1+tpdRC+QO8PWeAmKDfXt8ClOrkXhs2Rg+u3W28zZJkrhncSp3nTaSaSNCezaJxm4TrhUj5rW6y6gXTxXlTfDDbceJDfblipneLdJMzgJ5CHSQW/oGt5RZWC2w9VVR1M29SxRzX9zsKpD9wnrnOHsSnVtBlfGDuLRZhXdxgOOEVJIgLAkqHKmDBbtg2GTP/Uz7LdyxXRTVbeHeQa51c8gIaaFhnHKNOFnZ8CyMPB3Of1UMAP7yJBz+tmu/4wCnwWKlxjF7oOgL3Qn28+HVq6ay7ZHFJEWYPO5TCmTFK1ml61TUW7jno90UVJt54puDZJfV8/Dn+7jo1U3kVbbvUe9tyuqaePjzvYyOCeTu01I5e3wM5mY7u3K9l0JZa27ms515XDtnhMdnzIwRoYyMNLG4C8l5bTHBkXy71zFjRN52EeKkM4jXPYCPCSTJ4wRAdwI9rVYj4aPToJE8rd0Ugh2ykIr6vn9NyLLMor+vYeKff+TM59dz14e7+MPn+5z378+vbnfFQkm8ferC8Vw+I6FVbXLBFHEyE+bvg49uYJaaA/OoewHlSWG12dmcVc6SMVFOu5ae5Lq5iUwd3gU/2e5QtA92vS8uzdUwYn6rTVpKLA4UVDN9RAh6L8daKwXy0JBYtDjhalkgr7wPvn9IXA+KFwN5Nfki5hnAv/ODof0OnVtn4dDX4rKuWASPuBe7YSni72O1QNkRiBrXej8ti1139L6iM9RYCdX5rtuNLawRk091XR9/MUy6HK75Unzf3VjwAcqRYrGU/upVU5zSr5ZIktRml0gtkL2DLMv8/tM9VDU0M88x7BwdaOTvF09kf34Nb67P7tb+b/9gJ4+t6JiTzt++Taem0co/L52Ej07DjKRQNBJsdqS/ulNQ1dil4r3SUTyObbFCq9FI/HDPKdx3evt++p0hJshIuMnA3rxqsbJUsEvIK0A49YBzKFgJvZEkeOHyyW3szYWfj5aYIN82C0O9VkOAUdcvXCyKaszkVjSQGhWAv6Mj3uRIv9yeU8E5L25gzeG2JWYZxXX46rWtnG0UkiNMTB0eQlwXXUb6A2qB3Aavrc1k/OM/0mS1kVFch7nZzmRveQz3N8w18Oo8WHEb7PtE3NZGB9ng6CA3We1U1FsorDZ7VV6i4N/JDnKDxco3ewv6jS6vU/i3iEcta6FD3v2B67pfKCTMEtfTHZ3MwdBB1roFlWSugqY6V4c3wCVpIjQZqo5DVS4guzyOO4okgX+kGMJz9/nWtij4NFqYcZO4PnKJuNT7Cp3yEC2QDzs0n2ntaC5PxECRWGSW1vWoG0N3ySyt5+dDJdy9eCQXTRXPfatd5qKpccSH+lJSa8Zml6nsgq41vaiGlXsLeXfzMWrNJ/8/7cuvYkFahHMYK9CoZ1xsEFsyWxfIc55azbz//aXTx1ThKB7dI5wVvNmokiSJiXFB7MmrEo4V1kaImybubFEgK9KDH+85hWkjTtzE8tVrGRHefmEYYTJQ2kYyYG8iyzK/pIvi974lqXx66xwumx5PYbWQku11hH6sSi9u8+czimsZGWU64f/jlSun8NJJTib6M2qB3AZP/3CYuiYrj365n5fXiK6eshQz6HCPOt78kihEAoe12sygc3WQ04uEDmtMTNtTvN3Bv5Md5Fve28kdH+zynEQeKLhriH1MnoN6TbXClUHBN0Row/0joOQAILXuQA9EFF1vQIzwQz76s1uB7KatD0sBZDi2QXwfGNv5x7r0P3Dan1wffACjl7Xe7oyn4IGjnn/f0ESXxKOryDKUHW0dfNLPOVxci1Gv8Rgi7ihKV7mvi4ETUVJj5rR/rOXsFzb0W0u6zZnCOeGcCTFOh6MaR1c+zGSgrNbCn1bsZ/ITP3Va2/ruphzn9a/2tN9sOFZejyzLlNVZiAjwXC2YnRTGruOV7SbEdbaBoXRXQ9ookL3NhLhgssrqMedsFTc4O8ieK1KHi+rQayVGhPtzMs4aH8OyCa0/RxWiAo0UVbfh/95LlNSYufE/O/jDF0JOoUijEsL8KKuzUNdkdX7Or80obfP/d7i4ltSoE3sbRwYau+xT3R9QC2QHq9OL+du3h8gsrSPY0fX4eHse3+8vYmFahIfh96Ci5Yd+G91jcGmQm6x2csvFGfWJzpC7SmckFrIsO+2FsrwYT/2fzTkse3EDdsfwwhvrsljdzll0t9C6DTcOmyyKJ4XSFvG8viGiC5rsiHg2Bg18BwuARsdgXtqZ4BcuvIyVtDv3AjXM4aqSLYbF2jqJOymxU2H+/XDXbng4D/5YAimLW2+n0YKpRXc/LLn7HeR9n8JLU+GzG7q3n17mcJH4IOyKj2lEgAGdRqKwqv8OODoHtKBVEFJ/YWu2sBlNCPUjMcyfOclhvHKVsDOMMBk4VFTD+47wqi925Z9oVx5U1lv4Ylc+l02PZ1R0AI98sb9NucZ3+wpZ8MwafjhQRGWDpZWcZlZyGM02mR3HXBHD1W6rBp09QVI64aF+vVAgxwchy1BzdJPQHSsR9YoGOWEOAIeLakiOMHVIVvjoOWNOOEQYHdQ3BbIsy3yxK48lz61j/RGXdCIqUPw/Ex0x8l/szGPjUbEicLyikZxyT5lMZb2F0tomUqM8Zw4GG20LyoYYueUN3PHBLhosNl5zRFn+6ZwxzB8ZTlyIX7vTqoOC8kzQ6MRA0uFvXWfPLfDRapAk0UHOrWhAp5HadN3oLv4Om7f6Jivf7SvkhwNF/POytpdo3K2jsku9UyDb7TJ/WiG66rkVDbyzKYd3NuUwLMjI+gcje87sPGai8Oa120SBVprueb9SLKadKVwW2opnHoiMXS5cOubeLZLt9n0svsDTZinUYSWYvV5cdqVAVpAkz313hNBkUcw3Vna9c694jGeuFv8/3cCY7E4vqmVRWsTJN2wDrUYiKtBIYbWZWnMzt72/kwdOT2NifP9ZkTta4rIryy1vIDmi/33oHy2pY8ywQCRJQpLggxtnOe8LN/lQ6xiiDDDq+Gjbca6dM6JDA90fbz+OudnOtXNHUNNo5ZLXNrMv31Nq0mCx8j/fHATg3xtykGWIMHkWrtNHhKLVSMJlIyUMuwxZZa6/a1ZpPZEBHbf6UizQQnqhQJ7oWB32KdwJw6e7bCIlSVhM+kewK7eSX3MqOX1M12KtWxIdZKSk1ozdLvfKbJPCH7/cz/tbc5k6PISnL5qAUa8lr6LB+VyZnxpBkK+eR1ccIMRPzxPnjeXRFQfYcKSURLfOuSI3OVkHeaCjFsjAX789BMDXd8xj3ZFScsrqOXtCzID17usUFZkQPBzOflboXNsJnpAkCaNOi7nZRlFNE7Ehvj1SLPr76NBIcKy8gb9+K4rEu04bidUut3oxlte5lhKz3d6Mu8NPh1yd4js/3MW+/GqmJASzM7eKHccqmZHo5QHKlCVw9CcITxVhGdXHhQSg9JCwdlMCNJSibMx5sOyFwaE/BgiIgtscQ4fR4+GQm72aj1uh4hssOsz1JaD3dyXf9RaKL3hFVtejvZXIaptFeDq3s1rTnyiva6KsrqlbMbExQUYKqhp5eU0m64+UEW4y8Nylk7x4lN0j083P91i591aivIXdLpNdVs/8kW0P5Srd3KnDQ7hoahwPf76PW9/bycNnjWJ42InlABszyxkVHcAoh758+ogQimtEZ1OWZSRJ4qXVRymsNjM5IZhtORUej6lgMuiYGBfEy2syeXlNJpfPSPAoovfnVzMrqf33rIKqRv767SFOGRlBg8XKX1aKz+SWwTM9Qai/D2OCmwluzIW433rcV++fwOvrsnh9XRaRgQbuXZLqlceMDjTSbJOpaKMb31OI7nE+Z0+I4YXLJjs/v929zU0GHX9bPp70whqun59EoFHHE98cIq/FCpBSIA/E+OjOMOQlFhnFtXx/oIgb5ycxPi6I2xel8MzFE4dGcWxtEkvWwyYLx4Dz/gXG9gdxjHoN5maRsd7e5Gp30Wgklk+J48Ntuc7bTv3HWs745zr++u0hD42b+xTw4eLuFcg/Hyzmr98e4qXVR4kN9kUjwb78aibFBzs/zHN64sPzsg/goVwIHym+//oecVl62HUbiEExEF2Nqb8Rnr2DjRbhNOhadI/CUsRlcHzvx2uHOTrY5d0IRGgoBxzHXXW824fUG7gG9LpRIAf7si2nglfWCImKxWY/yU/0LkdL6pg2PAQ/Hy3P/pTBC6tOENrTBxRUN9Jktbey0FOos4ju8YzEUKdX//cHinj6+8Mn3XdGUa2Hf21UoJHiGtHZnP7kzzz46V7eXJ/N8smx/H7pKOd24QGti7rbF6Uw09FA+HBbLq+vz+KcCTGMig7ghwMieCertI7nfz7Syrv5y935fLO3kN9/tpfHvz7ovL23uqvnhIpUwJYrqD8fKub5VUeIDDTw6S1zvKanVeqL3pRZlNdbaLDYmDY85ITNrbPGx3Df6WkE+eqRJIlAX71T766QUVxHgEFH9CCvk4Z0gVzVYOF3n+zBZNBx7ZwRfX04vU/6SrFkPOmKDm1u1GupaLBwuKiGlMieW4Z8bNmYVv6R42ODeH1dFk+sdL15ljuW4eamhJFRXNvugMjJKKhq5Ib/bOf1dVnsy6/m7tNGMnaY6FCOGRZIdJB4Eyis6oE3M52P6IZGOVKhsn4RziKl6RCR1n7wxWAk5bQT368UqYrcojcJSQSkrg3qff8H2PGOKJAjHPZUSje5n3PYC52i8bGB+Oq1/PHs0SxIjSCzxDurPd5AlmWOlNQxMiqAcbFB1JitPPtTRp+Eb7RHlkM+ltjOcNiFU+JIiwrg2jkjMBl03L5IvD7KTqL7rW5opqjG7PG/jQkScpifDxVTVmfhv9uPY7HZuXBqHDMSQ52FVUxQ68LotNFR/Pfm2Tx6zhhAzKQ+fNZoFo+OYvuxSszNNm54dzvP/ZzBphaOF5uOlpMWFcDHN8/mlSuncPOCJC6c0kmnmm4wU5+FTZYoDxzjcXtprfgbfnX7vFaDid1B+UzpzQL5eIXQEXe2uRXkq2tl03i4uJbU6ICezWXoSAVmewAAIABJREFUBwzZAnlvXhVnv7CBg4U1PHvJxF6Zlu137Po/MZCQtKhDmxv1WlYfKsHcbOecCe0EMniBAKPeGcep8OmtczhrfDRr3TwZlUGORWmR2OxyK+1cRznz+fXO67HBvlwwJda57JQU7o9BpyUiwEBBTw4aGYPgwrfE9bIjws4sYjQsfx0e77/2U17FNwQufrf9+0MTxaXJOyEBnUJvFM4ZFZ3sIDc3wrbX4IdHRPc5ZARo9EJvPQA4XFRLqL8PEd1YBr5hXhL7Hl/KDfOTSI0ykV1W70zY6mvK6y1UNTSTEmny6KR2ZejX3GzjxwNFXrecVNwE0trRe6ZGBfDDvac4u5K/WzqKK2YmcLCw5oTHopz8pLoVyFGBRpqsdm55b4fHthPjg9FqJHb/aQmf3TqnzQAMhSkOS9SbFyQTG+xLanQAsiwCt5S/6/tbjzm3t9rs7DhWyezkMGYkhnLm+BgePnM0/7hkYruP4W2SLYdIlxPYW+o5HF5eb0GvlQj09a7UQznBKKrpxQLZMYDa2S54kK/eWSC/vi6TnbmVZHTAwWIwMKAKZG+c1cuyzPtbj3HRK0L3+Mktczjdm1HNA4WqXMj8BSZd6YraPQkGnYbGZhtxIb5MHd6zFmNTEkL48d5TnN/rtRpmJoaRX9XodNFQBjkWjxaDE1vbMKo/GbIsO1/8Y4cF8tiyMei1GsIDxAmTooEbFmSkoLqHJ9wV67LM1eIywjtm+AOKE2mL9Se3V+pRwpI652Rhs8Kbi8FuBUsdVOcKHbV/hCiQbVb45Dp4aynY+5fsQKGg2kx8iG+3OkUajeTsPCZHmGiy2nv2ZLMTKAN6KZEmblmQzHCHW1FnPJEr6y0U15h59Mv93PR/O7p8ot4ehwpriQ40dqqJMz42iFqzldyK9kM6nKsDboWOcpJw0dQ4PrppFj46DXNTwpzuQgFG/Unf+yfFB/Pe9TO581QhiUpydL4fXbGfyAADl02P56eDxZQ4isPM0noam21MjO/luQIFu52gij3sklPYe9zzf1dRZyHEz8frndJwkwGtRnLqvXsDZeUmLqRzw/VKgdxktfHXb9NZ/vImqhqaSRvkDhYwgApki9XO2S9u4Pef7unyGXqjxcb9H+/hkS/2Mzs5jG/unMekfjRN3avsek9cdlBeAWBwpOldMDm2V5ZWolpMPS9Ki8RHp+Gy1zdz+etb+GBrLjqNxPAwPybEBbEmo+3EnxOhyDQeWzaGlXfNd54s3bM4lcumx3OOw8syJsi35z/Ug5QCeZW4jBzds4/XHzlRgZzmCPiYck3vHEtLQpM7J7EoTYdiRzpZiiN0xC8U/MOExKLkABz4HI5vgaI93j9eNyxWO9Z2tL9ldU18sSuvzffVRou13fS8rpDskGYdLe0fMosjjqJhZKSJ6CAjP9+3AB+dhv0dLHLL6po48/n1zPzrKj7ZkQcIfaa3aLLa2H28itExnevWjY8Vr6Pr393eri9yRlEtAUadh1xiTko4ex47nacvmsispDDS/+cM3rt+ZqceW5Ik5o0Md9qhKb7B5mY7fz53LFfPHo7VLrMpsxxZlnnSMSSvHHOvU5aB1FRLvv949uZ5xmWX11sI64EhOq1GIsJk6BGJRY25mae+S3fODyj8dLCYKQnBzqyBjqIUyO4WiP4+Ws4+gc/zYKHfFshrDpc4O4KyLPPsTxkcKqzh4+15bMkSk7QWq513NmaTU1ZPo8XGv345yhvrsvh6TwEWq+eHQVZpHef/ayNf7M7n3sWpvH3t9KEpqwCwNAhLsdSlJ47nbYHREZt5/uQuhDR0gZbLWglhfrx8xRTGDAvEarej12o4a3wMkiSxMFVY8bT8MCisbuSZH9JbPR8UlA5LyxCEcJOBpy6c4HwzSYk0kVPe0K7O+YOtuTzwyZ52i5AOERADkkZESWv0Dt3rEONEBXJokpCbxE7pveNxJyxZaPYbKjq2fZnDy3rGzXD2P0QHPDTR4cZRCtV5rm2VVYMeYtbfVnHBy5vavO+xFQe497972J/fOmynsdmGnxdtLhULtSwv2TJ2hazSOn5JLwFEV83fR+ssEvVaDaNjAjvcBf50Rx5FNWbuW5LKWePFyXV6ofdCi15cdZTssnrOndS5YmSko7t3tKSOf/yY0ep+WZbZm19NWlRrHamSfgii+9/dZojJoCMpwp/Tx0RxxrhoUqMC0Gsl0otq+eVwCesyStFrJRLD+6gjmfcrAPbYaezJq/Y4USyvbyKsh+qEqCCj1yUWGcW1nPfSRl5dm8lrazOdq6MFVY0cLKzhzHGdl0YG+eqpbmh2rtwC3LYoxaua7P5Kv7R5a7TYuPZt8aS9bWEyRdVmPnfYk/x0sJgfDhQxOzmMx78+wAdbc9GuPERciC/H3P6BYf4+fHDjLNKiAzhe0cB5L21Ep5V497oZnJLaNU/PQUFTHaz6H+HpOuu2Tv1obIgvMwntNZ9QSZKYnRTGEjfvycVjoljchhflwlGRvLD6KOuOlHHuRNeHyVvrs3lzQzbRQb5cPav1ycDxdgrklkxOCHbqnLUaiWPl9Sx3GyL5cnc+27IrMBl0PH7u2E7/roAIDgmMFVZvEWmtY5CHAv05HdBp9ZYtOsEnoq4Evr5bXF/8OPj4wX0HwBAExzZD+VGXk4VvCORtF9ftdkj/Bkad7bUgGJtdpqLe4pQktUS5/aq3thJm8uHFyyc7h1QbLDaMXiyQQ/19CPHTe1ir9RbHKxr4wxf7WH9E6L//esF43tmUw/jYII8icNywQL7aXdAhj9p9+dXEBvty12nCcWbZixuc0oXuYrPLfLojj1NHRXLB5M4NrBl0WqaPCOHXnEq+2JXPA0uFK4Esy6w/UsaLq4+w53gVD54x6uQ78wJf3j4XX70WSZLQayWSI0ysTi/m50PF+Og0rP/9op7zmD8Zeb+CMZhhSeMoO3CQwmozwxwzKBX1lh5zbIoJNHr9dXDXh7uoNVuJCDDw+a58Pt+Vz5Enz2S7I8BldnLn7UGDfPXUNlnJdujHL5sez/Xzhkbzpl92kBVLGICX12Ty+a587l+SykuXT+aUkRG8symHxc+u5b+/ig8Ym13GLsv8/ow0YoN9nf+8a9/exord+Ty58hCNzTa+vH3u0C6OATY+L4aGAIbP6dSPPnPRRP5z/YweOKj2+fCmWfy2Ay/GiXHBhPjpWXO4xON2pQO86lDbSXi/5lTg56Ml4SRJiYoU5+U1R7n8jS3c/8ke6t3S/jJL6tBpJN7ZlENZXRNHimu59u1tNFg6FpntZJgjFKWdwJZBj6F9m8E+R3HPOJnMwtYMH14GTY5Ooo/jueUbIvT+8TPESdCmF4XXdfKpULhXbLP7ffj4ath5gmHFTpLtNnDW3MYKR3m9mNSfFB9MVmk9721xDVCZLTb89N4NSkqOMPWJk8U9/93N7uNVLJ8iVsCUmN2WRfC42CBqmzz1u+sySnljXesBzYMFNYyLdT1n06IDOFTY+QK5vK7Jo0MHsDmznKIac5fdHP5702y+uXMedU1W3ttyjFWHirng5U1c8+9t5FU28pfzx3HLgqST78gLBBr1Hgl0Y4cFkVFcR5PVxouXT+6crerqv0DGD947uLztEDedCY73eEVmIcsyZbVNhPZQBznaix3kj7cf5+nv08koruXyGfGMG+Z6Tv54oJidxyrx1WsZ1QU3mkBfPbIs8iICjMIn2ejl94T+Sr9sUX2y4zjxob78cM8pLHtxA0vHRnOn4wz9qQvH89JqX0pqzYyOCeSPZ4+mvM5CSqQJH52GWxckI0kSF06JY/krG7n7o90AXDtnxElN04cEJQ6btIlXeEYddwCtRkLbT+ONtRqJ+SMjWJdRKnLkC2uYNiLUucSk2PW4I8syqw+VMC8lHIPuxL9XmMnAorQIfjlcSrjJh7I6CwcLa5g+IpTKegvl9RZmJIayLbuC/MpG/vFTBusyStlwpKxzQ6DBjnjSsD6wMusPKF3zkUv79jjaImQEIAmXkQNfimCTtv5Pq/4M+TvEyc64C1vfP/0GIaPZ/5koumMmius//lEUzQC1Ra1/rou4RynnVngmxTXb7GSX1XPrwmQePGMUV7+11UNq0dBs83qSaHKEiVXpJSff0MvkVjRwzoQY7luSxuc7XXHMj57tqfVXtLD7C6oZEe7Pu5ty+PPXB7DLcNroSKcfca25meyyepa7Sc5GRQfw6Y48yuqaOhUA8aevDvBrdgUr75rPde9s46nlE/h8Vx4BRh2nje6aa4tGIzEuNohTUiN45gfhiRwX4stfLxjPhVNjT/qe15M8eGYaF0+LY8aI0M55HZcdhXXPQOICIRHsLuYa8Zk45jxGxwSi00jsyavmjHExVDY0U2+xec37uCVRgUZqzVbqm6yd1gW35Pef7nVeT4k0sfu4S0v948EiVh8qYW5KGLoOxGS3ZFZSGFOHhzB1eAjnThw26K3d3Ol3BXJeZQObMsu557RU/Hx0/HTvAo8XULjJ0GoJ2/3sU/nnjRkWyCc3zyGztI55I8N7TEc0YKjMEW8uhXsg7Ww4/+W+PiKvszAtgq/2FLDsxQ1kl9Wz44+LncvHbS0vHyqspaDazD2LO5aO9MT54/jvr8dZPiWORX9fw9d7Cgj21TuL71NGhrMtu4KCqkb0juds6Um8SFsx9x6xPD/5qs793GDiwZy+d6xoC70RguJgw7PCmWL0uXDp/3luU5Urityp18Gyf7a9H0kSoTw1hWIwM/EU0PrAlldc29S1veLRFdzdXXLK6j0K5JyyepptMqkOzerYYUH8e0M2FqsdH52GBksPFMiR/vx3exPVDc0E+XXuJL071DdZMRl0hJt8CDDoqG2ycs3s4Uwb4SmXGRllQq+V2JdfjUGn5bGvDjB/ZDgbjpZx54e7qGpo5oGlqcQGi8JpnNtwmZJId7iolvCUjhXIsizza3YFJbVNvLMpm/35NTzzw2F+zangvEnDut2t+/3SNCxWGxdOieP8ybEendy+IjLA2KnoaSe73xeX2WuhaD9Ej+vegRTsBGSIm4ZRr2VUTICzg6ykKg7voQI5Okg8P4pqzF6VLSZHmDxqohW7C/D30fLYsq5J/8bFBvHZrZ1bbR4s9P0rpQXKmf2FU8VZeXeSdMbHBXH+5FjCTYYhddbTCptVWEm9f6FY2h0+p/eTyHoB5U1GWVIurDY70/bK6y0ewxc7cyt5Z1M2AAtHdUx2Exfix/2np5EY7k+wn57/bD7GkufW8c6mHAKNOs6bJJ6z+VWN2ByPlVnSyWEkUwRc+Eb/1uL2NL4hrVP0+gtx08TxRY2H41tFGoI7NY5ErlEnSTrU+8K1K2H5G6LT/Egx/KHQdX9n7OROwoajZU6rrbomT8mPy8VBLL2Oiw3EYrNzpKQWm13GYrXj6+Xl1CTHMFaml+LhO4LNLtNgseFv0CFJkjMJrq3ZA4NOy6T4YL7aXcCK3fkEGHW8fe10rp41nAMFNeRXNfLolwecUsCxbsvZynBcR32U8yobyK1ooMRxkv3BVpEgujajlAaLrdPa47YYFxvERzfN5uJp8f2iOO4ydhvs+cj13vj+Rd3fp2NAT4mPnxAXzN68aux22TnTNPwk8ruuEh0odM7FnXSysNtlLn51E098c7CVUwWIz8E/LRvDs5dM5HzHcOeflo3psU74YKbfvVr25lUzMtJ0QiNylU5ga4Z/L4W6Ijj9SbhpDcy8pa+PqkdoqWMrqGp0FsgWq516hwOFLMssf3kTH2/PY2JcUJc6GaF+rgLux4PFXDs3kbgQX3z1WnLK6536RcXkX2WQcMHrcO9BEfddVwxVxzzvb3Qsbfp2wD5So3GdqGo04qTgwWMw9oLOB5K0w768ao6VN3DWeDG93tKFJaO4FklynVyOcwzn7c+vprFZbOtNFwtwWb31pg653jELoPj5vnTFZEZFBzA3JbzN7R86cxTFNWa+2VvIzESxNH2Hw9cXhLvHWxuyiQgwEOn2vuP0t+1A0VNUbWbe//7CgmfWAJAc4U9lQzNKTyg5wp/pI4bwibJCQwUUHxQpo7UFcM5zYtWlthAs3XRDydsO4WnO1+vEOOEfnVNe7yyQe6qwjO5iWMjBwhp+zankrQ3ZLP3nOmRZRq+V8NVrWXnXPHx9tAQa9SyfEse1cxP5/RlpXDItvid+hUFPvyuQS+uaOifYVzkxR1dBvmNCftpvRbdqkLojhJt8PBrjhdVmKutdEZlK8p67n+PU4SdxI2iHYLelYT8fLdfNGYEkScSF+PLellynjdWWrPJejRNV6WF0PuIr0RFi891D8MZprsLY7Lg0dtFf3TcYwlKEBtnWyQHPNvhg2zGMeg2XThcfkErRq3CkuI6EUD+njCIh1I8Ag479+TXOYtrbHeT4EF/0WqlLaXVdpc7sWSCPHRbE9/ecwuiYtodCpw4P5YXLJzMxPtj5t3NPE3xsmYgkvsutaAYxCxEZYOhQ0bP9mMsucPHoKG5bKPYVHWjkp3tP4es75w3tlU+FlffDK7Phm/tE9zjtLJhxk7jv4Ffd23fhHg/byAlxyqBeNcW1ZkL9fXpsIC06sGsF8toWfv+5FQ0022TuW5LqdJ9RmBQfzG0LU9TnURfpd5VSaY2Z5IjOW5GotMP+z8Sbyv0Z/XfZ2kvotBqCffVUNoii+OdDxZTWNZEU7k9WWb3D9N2H7/e7BqCunt1xH2h3Qtw6yFfNGu701H76ognsPl6Fj07DqOgALnxlM9/sLeCG+b0zLa7SS4SnigG7jO/E9+uegaVPdq6D3B6Bw0C2QX2JuN5F6pqsrNhdwLIJw5yepa0K5JJaRka69I8ajcSYYYHsL6h2FcheDAoB8TodEebfux1kh7TEZOz473LOhGHOoCDAo8i4ZvYIlo6NbrOZExVo7FBC2s5jVRh0GjY8eCoBRh1NzXZ0Golhwb6MHAIxvh2mUkjhqDoGC/8AOgNEOfS0X94CSQu6/jpprBTJlg5GRpow6jXsyaui1mz18IT2NqLTq+t0A2VtRimpUSbOmxTLMz8c5vlVRwB6zG1jKNNvOsjmZhuvrc2koNrcNfG+Stsc2whJiwZ9caygFMcA64+UYTK4tMF3fLCT8Y//yJPfHiLET8/hv5xBYnjXhsGUjtv8keHct8Q15Dc5IYTr5iZy5czhTB0eSmqUiVWHen9iX6WHkSRPh4qtrwp3C2cHuRupYErkuKJn7iIrdufTYLFxxcwEDDoNkiRs22RZ5j+bcyipNZNdVt+qGBsXG8Shwhpqm8RrydsdZHBYvfWiF3Kto0DurlvAhzfO4s1rpgGtJV0K0YFGCjtQ9Ow6XsmEuCAiAgwY9VqC/PTcMD+JcyZ0PsxhUNNsFo4xS/4H5t0jbgtJhJm3iuvpK7u2X1szWM0e1pI6rYZxw4LYm1dNTWMzAZ04oeoKMUG+nSqQa83N7DxWyeLRUdy6IJlzJsQ457ZCTUPjM7436Tcd5P/9Pp23N+YAEDkEElp6heo8qMmHhFl9fSS9zpe3z8VqszM5IYS6Jivf7C0g3GTg/EmxTB0hLGu8YXN0xrjoEy7BLUqL5K0N2TRZbX1qq6TSA0y5BtY9DbPvgB3vwg+PiDARn4BOWyh6oHTDavKBaV3ezac78hgVHcCk+GAkSWgUG5tt7Mmr5k8rDrD7eJWHg4XCuNhAzM12vtojCnRva5BBOFn8fKiYZpu91eCY3S6zOaucOclhXlsaVjrIAd0skDsStBAdZGTj0TJkWW73+JusNg7k13Dd3BEetz90Zu8EdwwYZFkMlk++Gube7bpdkuDMpyBzFRz6Cmbc2Pl9NzkG3Ayez/8JccF8sO0YaVEBBBp71mUlKqhjqw0KmzLLsdplFqRGoNFIvHDZZCICDLy9MeekYVcqnadfFMir04s9zOmHigl1jyLLYtkXIGF23x5LL/L+DTMprjE7gz1AJAH9dN8Crz6O4l1gOskH7rjYIKx2mcySesYM68chGCqdJzgefpcpJEymSPjpT+Af2T15Bbg6yN0c1Mstb+D0sdHOIk0pkBXbN0Vq1NJiStExvrZWPH5PvB8nR5iw2uVWvswA//tDOq+tzeKzW2d3eUagJfVe6iB3hOQIf2qbrByvaGw3gOhAQQ0Wm53JCd18rgx2zNVgqRN2iG0x6hwRftVQcfJ0y5ZYHCsYPp7Pv4nxQfx7o52DhTUeKa49QXSggcMdHOTeklXOyr2FmAw6pgwXw5sajcRjy8Zy92kjCfZTO8jeptMSC0mSoiRJWn+C+/WSJH0tSdJGSZJ+e7L9VdU3ced/NjEhSs/rl43GFzMTo/RiOtVSL6KRPb5qPb/MNS2+qlt/NVa1+Kr0/Gqo8Pxq8k5UaJ/yy5Ow4x3hqxszoa+PpteYmxLuEQHd14yOEcvXqpvFIMU/XERCz7xFLPvWlwiNZHfwDYGYSbDu71C0r1M/ml1Wz1nPr6e0tomqxmZC3IZJjXotjRY727LFcFiDQ2PcsvPU8nud1vsDPkrYhqJDvuTVzXzsSEZ9d1MOAHVNtjZ/tivUthjS60lmJoku85bs8na32emI/p2coLpUnJBDX4tLJUCpJaOXCb1+xved33eTo0A2eEqMlEG9ZptMgKFnO8jRgUZKa5taJVzWN1k9bqtvsnLZ61v4ak8Bc5LDWq26qMVxz9CpdwtJkkKAd4ETCTfvBHbIsvy4JEnfSpL0iSzL7VacAdWH2eVzLVQAX8IhI/BOZ46qJ5DgmhVC/D8QOfSN6B5PuQYWP97XRzMomZUUxsq9hU5P1/YYEeaPj05Deht+lSqDCJ0BznpGeLNaOxkO0xJJgss/hDcXw/uXwA0/t99Ba8Gb67M4WFjDR9tysdllj2FSXx8t9U1WtuVUYNBpaLLaMRl0rQaR3DvG4SaDM1nOmyRFiI+Qm/5vB1fNSmBbTgUyMpdMj8fcLAqDWnPziXbRLkdL6vjbt4d44fLJzo6xc0ivFwrkkZEmQv192JJV3q691q7cKmKDfVXHphOx/zP4+i4YMb/9ZM1hkyEwThTSk67o3P7bkViMCPMj0Kijxmwl0Ldnny+jYgKxy7DjWCWzklzynbGP/cDCtAjeuW4GgIcMY0Fax3z7VbpPZ//7NuBSYMUJtlkIPOS4vg4hovvFfQNJkm4CbgIYGRuG9dRH0LkHgrTSbbX4vkfvl4WWcP3fYc+HQlOYfKoICBgIyLJY6o0aB2c/OygDQfoDV81MYGFqxEk9MnVaDalRJg4Vqh3kQc/IJXDV5606Ul0icBhc8TH8+wx4/2L47XcdGvxTCsL8KmFl6G5H6KvXsvu4mM6/fEYCH27LJS7E94Q6349umtUjEotAo56IAAOltU28t0WEY+zMrXJaMQLUNHbN5u6l1UdYlV7Cd/uLuGiqWE2qaGhGkjrnYtFVJEliZmIoW7Mq2rxflmV2HKtkqupx3D7NZvjyNoibAVf8V6RYtoUkwdjzYetrwhoxILrjj2FxFMg+nq9XSZKYEBfMhqNlPa5BXpAagUGn4fv9Rc4C2W4XAr41h0t5/KsDPH7uWIprXCfdp4xUC+TeolPvFrIs1wAnG5zwB5Sg+wqglYhHluXXgdcBpk2bJutOubczh9HzbHgOsteBpBEF59qn4cFs73zw9TTHt0JFJpz/SvcGhVROiCRJHTaQHxUd2Mq7UmWQknKa9/YVPQ4u/Y8okD++Bq789KSvaeWtWfEY9ugg67VOz9Xr543gv7/mtvscVjrM8aG+XvhF2ibAqHPGtINIu/vOzYKxposdZCVkyt0lI7+ykehAY68lyc1KCuO7/UUcr2hw/o2zSut4dW0mF0yOo6jGzMJUtdBpl/pS4TAx6XLwOYnT0LTfwuaXRAz1/Ps7/hjtSCxApPBuOFrW4y4W/gYdo6IDPDzBlVAbgHc25XDR1DhKasXr9l9XTFET8XqRnni3qAOUd1VTDz1GzxLkWBa7bavo4tibIX9n3x5TR0lfCRo9jD63r49ExcGo6ABKa5soq+vm0rvK0CP5VFj2AmStga/vbh1t3YKKOtGB3Zsn7OZC/N00yA43ithgX1IiA7h+XiLnTWrbP3bFHXP56wXje9R5RemUufPl7nzn9ZrGrhXIymLkxqNlNFmFjjm/qoHY4J4r9luidAO3Zru6yB9uy+Xj7Xn88ct9GPUazhjXiW7nUKOhTFz6tZ106EFYMkSOhZwNnrfv/tDlS94W5mpxaWgtk5sYJ1ZrAnvQB1kh1N+HinrXZ4Oil1d47qcMp4nB/NQO/D1UvEZPFK87gHmO6xOBnB54jJ7lon+LwjgiFeKFBoi8bX17TB0l8xdh69bGi16lbxgVLdwrDqs6ZJWuMPlKWPCQ6JCtffqEm5Y7JAqKjjfYo4Ms3u5nJopp/0fOHuMRhOHOqOhArpjZzmCUl1jaokA06jXOAULoegdZ8Tzem1fNV7uFVV1eZSOxIb1XII+MNBHip2dLlmtQb/0RUfRlltZz1czhBPTw8v2Apt7xd/PvYEGYMAuOb3OlTxbtFyEi39zTzv7LhL4Z2uwgz04KZ05yGFN6YYgy1N/gkfiqPO9fvnIK9y5OZVV6Cb/miKHO7toUqnSObhXIkiSdKknSHS1ufhf4syRJzwNjgK3deYw+IWQ4pDqGAnyDIWo8ZPzQt8fUEQr3QvE+SD2jr49ExY1RDicLVYes0mUWPgQTr4A1f4X9n7e7WbkjOVKhpcQCYEaid6zTusvvTk/jifPGOr9fmBrpcX9NoxVZlll1qBibW7f5klc38+xPGe3ut85sJTrQiMmgY29eNVabnaJqM3G9WCBrNBLTRoSyM7eST3fk8dmOPI9B3Wtb+B+rtKAzHWSA4XOEbVvRXlj9JLw6V9xeldv29uWZrus+rQvkID89H9w4ixFdDJLqDKH+esrdOsiK9j7AqPN4nvhoNWpkdC/TpQJZluWFjsvVsiy/1OK+Y8ASYCOwWJZl73n19BUTLoFZkjoSAAAgAElEQVS8X6G0/Tdlr5OzAT79Ldg97V+oKYTv/wCWhtY/s/Gf4sU++areOUaVDhFuMhBuMqgdZJWuI0mw7HkIGynsG9uhvN7CpPhg3r5uOmeNjybYbYlYSX/sLwWyTqvx8Dl2lxyE+OmpMTezOr2E69/dzr9+OQqIE4BtORW8sOoIOW66TXfqmoT7wJhhgew6XslXewqw2mVSezm+OTXKRG55Aw98sof7P9njvD3IV+/USQ8ZKrJckoaOUO8okP1PHswCuMKw3lgkwnsUpBYSIUWiVFfsuk3bt13ZUH8D5mY7DQ7tsSItCjTqCfLV8/N9C1j3u0VsevjUvjzMIUmP6INlWS6QZfljWZY78Yrox0y4VLzQ9nzgeXvlMZFW1xNseUXY3NQVed7+65uw5V/iTcBuh5yN4kVfkQ0HvoDpv+1+UIGK1xkdE6Baval0D52PsJ7M3wH2tvsO5XUWwkw+LEqL5OUrp6JxcwdKiwpg7LDALser9wThAa4Od1p0gPPYEkL9qG5sptyhqVZS/TKKXYN36460Pfha12TFZNAxKT6Y/fk13PfxHiIDDL2u+U0MF2EoCqH+Pux9/HQ2PTQEC523z4b3Lmr3eUvpYXjjNOHA9PXd8OMj4nZjBz/Lgty878/+h+u6xe0kquwI/GMUbHnVVSDff7jjv0MPEeqYE5j71Gq+2JXnlFgo+ueUSBMJYX6Em9SE4d5m4A3Q9QUBUWI6/cAX4vumWnjrdHh+gvAqbazs+r5l2fWmYXVYHDWbhZYY4NnRULDbtb1SMG94Dv6eAu+cJbRXm14EjQ5m3db1Y1HpMUZFB3C4uJZydVBPpTvEzRBLySWHWt3VYLHS2GwjrJ0P0mvnJrLyrvn9apk21E0C4u+jY1FaJP4+WibGB3Mgv8ap4VV8YI+UiJNMvVZiXTvOMLVmKyajnjtOTeG1q6fyypVT+OimWb0e9a54PSvMTQkn0KjvlTS/fkV9OdQWiDmej66EDy9v7RW+97/ixG/TS54rJJ15rl7zlcgvmH6D67aSA7DrPXF9+9vi8/P7ByH9G+FS5d/3TiKh/uL1WtnQzIYj5c4hvcBesCRUOTFqgdxRkhZCZQ4cXSXM+49vhejxUFsIKx/o2j5lGT6/CV6cIqbU/xIBB7+CYxug2e3Md/tb4jJ/p3ixx0yEefdCg2OQoXC3GOCZeFnnfCBVeo1R0YFYrHam/uVnGi0DX3Wk0keEJonLrDXw/cMeHTml2xrqP3BStXRutmu+PlruPz2VL26fy+2LUtBpJT7fJVwt6pqsWG12tmSVE+rvw2/nJrI6vYTr3t7Gpa9t9rCLq2uyEmDQEWjUs3RsNGeOj3Em9/UmyS1ChOanDBEHgsYq+OAy10lcmaNLGxgLGd/B4W9b6+gzVwuZxH2H4LYtcNHbsOSJzj1u0gLxOQ2iM3zB6+L6D4+IY9r/GSQtgqAE8frxjxApmH1MmMn1es0pr3dKLNQhzr5HLZA7SvxMcfnecig9JHyGb9kAix6B/Z/CwRNlp7RD/g7Y97EovP9zvrht+1tw+HvQuRmjlzreYDY8Ky6TFomEvJvXie+/f0ickc+5uwu/mEpvkBbt0j/mVrShH1dR6QiKJnPHO7DlZaHtdKDYCIabBk6B7I6/QYu/QUdqVABRgUZuW5jsvE+WIb2olh8PFLN8ciw3L0gmNSqA3IoGtmZXsNnNLaLObO2VxLyTEeQW0nLzgiTObcdSb9CRtUYUwivuEDJA5fPr4ndEgBXA1ldceuCmOijcIxLzAqIgcjSMWw5z7+r6MQREw8RL4aY1YK6CFbeL7vGES2HZP8U2plYRDX2Cu/1gTlk9NeZmjHoNPjq1POtr1P9AR4meIF7AM26GO3e6Yi3n3SfOSPd+3Pl9ljmG/i54DfSOoY3yTOGYkeymUyvaL95M6kohIAYW/N51TACyXRxPeErXfjeVHictOsAZuvDKmqNYbfaT/ISKShsoU/3lR8Rl2RHnXRUOi7cw/4GpVTS2kEDcMD+JxHB/Z8H/r1+OYrXLXDlrOKH+Pnx/zyl8e/d8tBqJdIdDjCzL1JqbeyUxryN8cdscLpoax++XjuqRRMJ+RV0J7HofPvmN+D5/O+x8B45tElri2Glw60Y45zlREBc4sgUKdonPsLjp3j+mYZMh9UwhqQCRdplyGix8WBTL/YAIN0lUeb2F/KrGHk/wU+kYaoHcUXQ+cO03cNbT4Oc2Ba7ViRjqgt0uDXFHqcgSw39jl8OtG4R2qvo4VOcKq7bzX4Ex5wm5RW2R6DQnn+ZKFnLXZ028rNu/okrPoddq+OaO+QB8ubuAdzcf6+MjUhmQGAJA69YhLncVyIrEImyAdpDdBwoBjHotK++ax0tXTAHgu/1FzEsJ9xgyNOi0JEf48/OhYqw2OxuPllNvsZES2T984CcnhPD3iyei1fQf3XeP8c29sMIxAxOWIhpK3z0kVknHnAcaR7mRdpa4PL4Naovh3XPE97FTe+a4Fj4oLkcudfkqL3wI5rR0qO0bWj7v9+ZV90pAicrJUQtkbxAzEWry4M1OTCeXpIvOcHC8KL5Dk4R0QiF5kegKT7nGsf0BsUQUMqLt/cVO6/Lhq/QO7kuuPxwoOsGWKirtIEme3rBuHeQyh5fqQOsgXzd3RLsDSX4+OqIDXXKzq2a1Di+ZFB9MRnEd72zK4e8/HmZYkJHlU2J77HhV2sDaJAbLh8+F674XQVvz7gWbQxs+8nTXtgHR4B8pJIbrHY4TU6/tuKVbZxk2GX7zDVz4Zs/s38vkVTaqA3r9BLVA9gbKGXHRPjB3IAyiIhtenil0WsrQDYizbgUl7jrUocNbcae4bFkgL3hILCH5DDFfzQHKY8vGMC42kG3ZFeRVdl+LvDO3krc2ZGOxqpKNIYOfWyFRftR1tc6Cn4/W6Xc8UHhs2Vj2Pr603fvDA1wF/+LRrXWjT5w/DqNew783ZLP7eBV3nTay1x0rhjy5m8VK55w7YfhsR/zzGNf9kaM9t48eD/s+gW2vwdgLhMd3T5I4H4yBPfsY3eD0MeJ5rSwKqx3k/oFaIHuDiFRhLwNi2QiElvi7B13Rl+7sdvgpJy2EBQ+6bg9NdF1XXinBCTB8niiM598PaS1S8hY9DFd85IVfQqU3uG5uIq9cKZYSv3RM6HeH537K4IlvDvJ/W1TJxpDBvdPWQoM8UOUVJ8Jk0PG7pWmsvGueh+uFgkGnZW5yOAXVZhJC/bhwalwbe1HpUY78JKQ/iae4bnN3VGrZ2Jl+A4y/BK74BC58q1cOsT/z6lVTOfrkmcQ4VktUDXL/QO3je4u46YAkBhNGLhb2bfnbhb44YaZrO7tNFMgpi+Gqzzz3oTOIIcDE+a7bNFq4bmWv/AoqvUN8qB8zE0P5fGc+ty9K6ZYvbY3DM/NggRpjPWQIGymcAnRGEcnbWAm+IZTVNQ04eUVHuX3RiQeQR8cEsiq9hHsWj0TfRhGt0sMc/VnEPfu4eT+7v6+1tFMbdZb4UgGEDlmDxIhwfwqqzQSoEot+gfpO4i18/IVEomif+F5J2CvY5bld9lqhV550Zdv7OetpGL2s545TpV9w7qRhZJXVk9VOXG5HKa4WAQo55d3bj8oAYsmfhXvOIkfaWJkSw2whbAB5IHuTi6fFcc/ikZw3SdUe9xpWiwjPqjwGpemQsqT1NnfuhNt/7f1jG6CMcAygqhKL/oFaIHuTmAlQtFeYkteXiNuOb3HdX3wQ/u8CYXmTpp49D2WmDg8BYH9+19PYbXaZUof37TG1QB46+PjD4sdc7yEOu8jy+qZBKbHoCMPD/LlncerQcIvoL2x+CT65VqyWgrBQa0lYspAgqnSIxDBHgaxKLPoFaoHsTeJmQFWuiNOU7RCeBunfCv9iEHY3ADNuBL2x/f2oDHpSIkwY9Rr25nW9QC6ra8Jml4kP9aWszkJlfSdtBlUGNiHDQaOH8iPIsuzQIA9OiYVKPyR/h7g8vgVCEiFcLYS7i6uDrEos+gNqgexNpl8Ps24TUdE6I1z0Fsg2+PQ6YYNjrgHfUDj1j319pCp9jE6rIS0qgIzi2i7v47gjkW/5ZDGU9MG2XOx22SvHpzIA0OrFYO/+z6mpqabZJg9ZiYVKL1ORJXTwChMu9dQcq3SJ0TEB6DQSCaGqK1V/QD1N8SZaPZzxN2GQ3lQjrGzOfwU+v1EsQ2l0/dpqRqV3iQgwkF9lJqu0jogAAwGdXFZ7a0M2/j5arpk9nE2ZZTzzw2FeXH2EED8fvr1rPiFqsTT48TFBWQZBzw3nL7rT8PN/oa+PSGWwY2mA/14jPu/u3gsN5eKzTqXbxIX4se2RxYT4qRKL/oDaQe4JRp3lSrabcImItTz4pbCAM6gFsoog1N+HivomLn51M8//fOTkP+DGztxKvttfxI2nJBFmMvDub2fwz0snodNoKKw2d3v4T2WAMPdu59WrdKsIVU+KVLrCN/fB6ic7tu3Pj0Hxflj+ppD5xE4RxbKKVwj19+mWs5GK91AL5N4gaaG4rM4FY1BfHolKPyLU30BxTRPl9Rb2F7SvRTY321h1qNgpn5Blmae+Syfc5MON80XQjJ+PjvMnx/LRTbMAoU9WGQKMPR/+UEizPpB8OUwtkFU6T+Ee2P4WrHtaDJifjJwNIhlv5OKePzYVlT5ELZB7A1Ok67raQVZx4K4XPVxUiyy3rR9++vvDXP/udp758TAAJbVNbMuu4Pp5SfgbPFVS4Y4hrfI6dWBvyODjR1bc+QRTR4ifWiCrdBIl7hlgxe1tF8m2ZtjzkZilqS2E4PjeOz4VlT5C1SD3Bv5uBbKqQVZx4N7tq2xoprSuicgAT3cTu13mw225BBh1vLImk4RQP8YNE6sQSRH+tETZp9pBHlpUYyJNakI2qJHjKp2gJB0OfgXzHxCuFOnfQGgSnP6E53ZrnxYd5roSEUzjnpKnojJIUTvIvYHBJIZpQO0gqzgJbeFZm1FU5/F9bnkDF7y8kcZmG3csSmFeSjh//voAeZXCvSIioLWll49OQ5CvnnK1QB5SVMgBAPhbu24bqDIE2fY66H2F+9IFr4rbyo96bpO/09Vl3vCsuAyI6b1jVFHpI9QCubfwjxCXagdZxUF4i1jgwy0s3658awt7HD7JkYEGrp+XiLnZzvcHigCIaMfzNszkQ5kqsRhSZDeI54LUWNnHR6IyoMjbBgmzwD9MdIVTlrhSYLe9Adnr4MvbhExw4cOiewxqB1llSKAWyL2FQXR4nJ1klSGPu9elJEFGkatAttrsHK9odH4f4ufDjMRQdBqJFbsLgLY7yCB0yKrEYmiwL6+aJc+uZV2eTdzQWNG3B6QycLA2QckhiJnoui04HqqPQ3kmfPsAvLsMSg/BqY/C9Btd26kdZJUhgFog9xaTrhSXPq11oypDkyA3r8tR0YEeHeTsFjZtYf4G/A06ZiWFAWAy6DDqtW3uN9zk028K5Ip6C5e8upkj3QhEUWmfJ1Ye5EhJHZUOiQUN5X17QCoDh5KDYLd6FshB8aJL/O8zPLdNOU10mX/zNcy5S6TEqqgMctQCubeYeTNc85WrUFZRcWP6iBAyimudVm4HC2s87lf0ymeNF50bezuOFyA6yOX9JHZ6W3YF23IqeHN9dl8fyqBEiRd/9rpTxQ1qgazSEnMN7HoP6ls8Nwr3iEv3AjnCUfiGJsLSv4nrkWNckorEU8QAn1ad71cZ/KjP8t5CkiBpQV8fhUo/Y25KGBuPljM6JpAGi438qkbiQ/04WFCDj1aDxSZcCUId9l0XT4ujqMbMsCBju/sM8zdQ1dBMs82OXtt358DHKxq488OdAHy1p4BHzhlNYCfTAlXap9lmJ6e8nlsWJDMmWfhhU1/Wtwel0v9Y9T/w6xugM4rgqpm3QtQYUSAbgiAk0bVt2llw6yZRFEsSjL1AXfVUGbKoHWQVlT7k39dOZ9ejS0iLFkvkl72+BVmWOVBQQ2q0S6/u6yPkFHqthvuWpHLZjIR29xkeIIppdy9km11mXUYpTVbbSY9pbUYpmzO71on84UAR5760gbK6Jv7+42GabaLT3dhsc2qnVbpPs83OsfJ6mm0yqVEmkWTmGypsuFRUAGQZKrJgx9sw5nyYeDns/QRemQ3vnCOux0wQhbCCJEHUWNdtgTHqYLnKkEXtIKuo9CEGnRaDTussgPOrGqmot3CwsIYlo6O4ZvYItmZ1bvAqzOGOUVbXRLSj0/z8qiO8sOoIk+KDef2aqa38lt35zb+3AbDyrnmMHda55MdduVXszavm7o92YXKEmKRGmdBpNHywNZerZiaoMardZFNmGVe8sZUlY6IAGBnp0B/7R0B9aR8emUq/4v2L4ehPoPOFM54Sxe5pfxIF87Y3wNoIM248+X5UVIYoagdZRaUfYNRrefOaaQD8mlNBRb2FMcMCuWRaPP+4ZOJJftqTiIDWYSErducDIrHvgn9totbc3ObPFlWbnddfXZvVqccFqDU3I0mw8Wg5Px4sZlxsIB/fPJvLZyZwqLCG3cc7EGWrckLe2ZgDwE8Hi5EkSIl0rDT4R6gSCxWBpV4UxwBTfyOKYwC/UJh/P9y9F+49wP+3d9/hcVXX3se/W70XS7YsyXIvuGHZ2FQb7BB67wRCC1ySkEbaTUgI5CYkhHIJEOASAoFACITwhl5MNRCMjW2Mce9G7rYsWV2yyn7/2Gc0I2tkzciyRuX3eR6eKedotLWsMyztWXttxp0TuTGKdHNKkEW6iQKv7duby1yf4/F5Hfto0zeDHFhisbe6nquOGcKjV01l694aZi/fGfRrFxe5PqcT89N5e8UOGpvaXgwYTEVtA0P6JXHptAKshWOGZ5GRFMe5hXkkxUXzzKdFHfqZxG93wB8+BZlJzZ8+kKIZZPFsdbX/TLgATry19fGYOPUyFmmHEmSRbmJQZiIAs5e7mcHDcjuWIGen+kssrLU8+P46ymrqSU+K49gRWeRnJPKWt9nI/hZv3ktcTBQXTyugtr6pede+uobGkJLlitp6UhNi+fXZ47n8qMGcPSkfgNSEWM6elMcrS7ZT3sbstYQm8JOBUQMC+qon94cq1SALsHm+uz39bohLOvC5IhJU2AmyMeYxY8wnxpib2zg+zBjzmjHmI2PM/x78EEX6huT4GLJT4qmpb2RoVnJzDW/YrxMXTXxMFHuq9rG7so67Zq8GIDMpFmMMo3JS2FFeG/RrFxeVMiEvrXn2es1Ot/31mJvfbO5IcSDltQ2kJrgezb87byITB/lrmL925GC3WG/x1g79XOIUV/g/GRiVk+o/kNwfasugoXu0+JMuUl0C7/0O6r1r+su58N5vXa/ipH6RHZtIDxZWgmyMOR+IttYeAww3xowKctodwG+ttTOAQcaYmQc/TJG+YfLgDACOGtbx/7EZY9xuehV1VNX5u1ZkeBuTZCTGUlrdOomqb2ziiy1lTB6c2TwzuXpHOdX7GgB4fWnwWedAbgY5eGJ/+KB0xuel8fT8IuwB+jhL26rqGqip9/+btppBBqhWHXKfsuBR+PBO+PTP7o+jx09zz2cOjeiwRHq6cGeQZwLPefffAqYHOWc04Jtq2gW0WgZvjLneGLPQGLNw927VzIn4jPPKKjpaf+yTnRJHcdU+ymv85QwZiW7xXkZSHHurWpc5rNpeQV1DE5MHZ5CaEMvY3DTeWbmLopLqkL9vRW1Dm72OjTFcdtRgVu2oYLEW63WIr7wiP8OV44zefwYZVIfcV616DZb+y92PS4HpN0Z2PCI9XLgJcjLg+3y0BMgJcs7zwK3GmLOAU4F39z/BWvuItXaqtXZq//79wxyCSO91/fHD+cnJo7loasFBvY5vBjmw3tc3g5yZFEdFXQP13iYktfWNbCquYvFmt0Bv8uBMAM4tzOPzzXu5441VIX/fitoGUg+wGcjZk7zFevO1WK8jir2Fl6eMH8i43DRG5QSZQa5Ugtzr7VgKdd727RXb3e3m+fDSDZAzEW7aAkOOjdz4RHqBcBPkSiDRu58S7OuttbcBbwDXAX+z1lYe1AhF+pDk+Bi++5VRJMRGH9TrZKXEsaeqjvKahubnMrzd+DKTXQJb5s0u//71lcy8ew73v7uWgWkJzbv0XXnMUM6alMf7q0NLuBqbLJV1DW2WWIBbrHdOYR6vfLGt+ftL6FbvcEnR5UcP5vUfzGj5e5Kc7W41g9y71eyFh6fDC99yj8u3tSynmH5jy80/RKRDwk2QF+Evq5gEbGrjvM+BwcA9HRuWiByMAakJFFfuY9vemubn0rzENT3RJch7vTrkpVvLADc7+YcLJjZv5JEYF839lxZy7yWFxMe4twpfPXIwD3+wHuCACTLAZUcOoba+iRe1WC9s8zfuoX9qPMOzg2z/mzLA3SpB7r3WvgN3DHH3N33kbsu3QfZouOIFmHyF2zVPRA5auAnyi8AVxph7gIuB5caY24Kc91PgHmtt6MWLItJpThqXQ2OT5al5XwJw36WFZKW49m+Z3kxyabWbwc32nj9uZBYzxwxo8TrGGM6dnM9t504AWnZQ2N8LXsLrK9Foy8RB6UzIT+OZT7VYLxyfb97LOyt2cuyIrOC7EcalQEyCEuTeavsSePYy/+PYZFj+IuxZD6m5MOIrcM4DEK0NckU6Q1gJsrW2HLdQbx4wy1q7xFrbqt2btfZWa+1TnTNEEQnXpIIMJhVkUFRSTZRxtb8+vgS5pMolu7sq6pg6JJMnrjmyzdfLSXNlF9vLaoIet9ays7yWK48ZwhFDDpwgg5tFXrWjgqc7WIu8YFMJ8zbsafe8T9bvYeZd7zfPlvdUn2/eyxWPzicrJZ6fnXpY8JOM8W83ba2/RtWnYgdsXnDoByudb181/OMS9ynBOQ9BQjpUbIN/XQXp+XDk9ZEeoUivE3YfZGttqbX2OWtt+z2fRCRirjrGfRSblhjbYsZxSHYScTFRzF3n2oHtKq9laHYysdFtvx2M8NqJfbS2OOiGIXur66mobWBwv9A2JTi7MI8R/ZO5+cVlvPrFtpB/Jp873ljFtU8sYOve4Ak7uKT9rtmr2LSnmo3FVWF/j+5icVEpVzw6n8zkOJ69/mjyMhLbPtmXID93Bdw+qGVP5I/vh7+d6ZIt6Vk2zHGL8c68FyZfDle9AkOOg/P+DDfMg4ETIj1CkV5HO+mJ9FJnHJ5LVnJcq7ZraQmxnDJ+IC8v2UZTk2V3RR0DvN332uJbuPfA++u4+63VrY5v2uMS0CFZQWpjg0iJj+H1H8wgLz2B15duD3pOcWUdH64JXi5QUdtA1b5GfvHvpW2WaXyyYQ+fFbl2csH6PgfqrjPMnxWVcuVjn9IvJYTkGFyCvO4dWPmKexxYblFTCg21biMJ6VnWvAHx6TD8BPc4dxJc8zpMuhSiDm5Br4gEpwRZpJeKj4nm12eP55rjhrY6VliQQWl1PYs3l9LQZMn1EuC2BM5A//U/G1slpVtK3UxuQb92Erj9xpeVEk9tfVPQ449/vJFrnljAvobWx33dMj5Ys5uXlwSfgX7gvXUkxLq3uJIgfZ99Xli8hcLfvM1Ln3evRYNhJ8fgb/XmE7hpyD6vodCG9ztvkNI1ti6GgmkQ3XYLRRHpXEqQRXqxsyblcc1xw1o9PyjTJVu/eWUFcTFRnDJhYLuvdecFh5ObnkBdQ1PzzKzP7gq3gUVO6oET7f0lxEZRs68x6LFNxdU0Ntmg7eAq6xo4b3I+I/on888Fm1sdX7qljLnr93D98SMAKK1qe4b4ofdd940n5m4Ka+yH0qIvXXKc7SXHuekh/uHha/U2YJy7rQpMkL0yk/XvuduNH0HJhs4ZsBw6jfWwexXkqIxCpCspQRbpg3wJ8pItZVx0xCAGhJDYXjytgLd/dAKJsdE8v2gLAO+u3Mn8DXvYXVlHTJRpbiEXqoTY6BZbJwfaXOpqZfdPkK3191v+6rgcFmwqoaK25TnPLigiPiaKa6cPIybKUNJGCUVVXQPrdruZ1S+2lNEUpL66qzU0NnHd3xZ4yfExoSfH4O9/60uQqwMWMvoS5F0rYO9meOZSeP/24K/z5SfwXrAGRdLlitdAU70SZJEupgRZpA8alOkW00UZ+KY3yxqKlPgYTpswkFeXbOOdFTu59m8LueSReWwprSE7JZ6oqPA2KEiMjaa2jQTZt8V1WU3L5LauoYnGJktKfCyzxgygvtHysbfgcF9DE0N//hpPzy/ihNH9SU+MJTM5rs0Z5BXby7EWZozKbnO2uqttL6ultLqeb50wgoHtlL60Uu8tWswe5W73n0FOH+zuf3yfK7nYszb46zx+Knx4V+tOGNL1ti9xtwMnRnYcIn2MEmSRPig9MZaBaQmcW5jP4KzQOk/4XDytgIq6Bq57cmHzc28s3U7/dhb6BZPQRoJcXlvPXq9P8/5Ja0Wt26wkJT6aI4ZkkpoQw3urdgGwbpd/487DBqYCUFnbwLMLNjcn0YG+2OI2STlhtKvd3ROQSFfVNTS3wutKvpnzUDuCtHDcjTD+fDj622CiWy7S21fp6liT+8OiJ9xzeza4lnBt2aK2cBG3ZQHEp7nNQESkyyhBFumjXvrucfz+/PBnpY4ensVlR7mZyPyMRI4c2o+GJkt2SlzYr5XYRonF5hJ/KzJfouxTVecS5OT4GGKjozhpbA4vL9nG5pJqVm4vbz7P15quX7Ib169eWtbq+yzdspectHgOG5gGwJ7KuuZjZz/wH6b89u2wf6aDtaXEt+CxAwlyWi5c9Ljrk5uUtV+CXAXxqTB8lvvIHqCurOUsM0BTwKLIp85TnXIk1VXA2rch/wiI0v+uRbqSrjiRPionLYGE2I61iDrz8FzAtU+7YZYr0ejIDHJiXHTQLhaBCfL+M8iVdb4ZZLdj2I9PGUNtfROvLd3O8m3+BHmo13LuqWuP5KxJeWzYXdVqtnrp1jIm5meQ5SX3gTPI63e7mt2u3u2vqKSa6CjTbmeRdijSl0sAACAASURBVOVNhjWz/WUX+yrdbnsjZrnH6QXutnhNy68r22/RY4Va3kfM27dA2RaYcmWkRyLS5yhBFpGw+XbL+86skZwwuj9XHD2E0ybmhv068bFRQWeQiwIS5BcXb22xmcj+CXJ+RiKZSbGs3VnJy0u2kpeewLmFeYzNdbPCw/unMH1kFtAyAa6sa2BDcRUT89PJSm6dIPt0ZZnFy0u28e/PtpCfkUjMATZuCcmx34OqXfD5P6CpEeqrXYI88qvuI/vjf+LO27G05ddt/tTdZo10t9pYJDKqS9y/3ZQrYML5kR6NSJ+jBFlEwhYfE83635/Od2aNxBjDb8+dwKwxA8J+ncTYaPY1NLXqHrG5pKa5I8aSLWX89/NfUNfgEmlfiUVKQkzz+QX9knjp860UV+7jnksKuffSycTF+N/e+iW72e2SSn+yu3xrGdbC4YPSyfQS5LeWu9nS+kb/rPb2stqwf672WGt55MP1/HNBEWXV9fzmlRXc8tIyvv/MYraV1TLGq58+KEOnu4/m594Pdd7Melyy267450VwxNWQkgM7vmj5dUVzIS4VLnzcPd5XiRxinzwEL3zLtXT7z71uU5dFj7uNXY6+IdKjE+mTYto/RUSktegwO1YE4yvx2F1ZR06av6SgqKSagn6JTExMp6ikmqKSahZuKuW4kdnNi/SS41smyF9sKWPy4AyOGtav1ffxlVAUV7ka41Pv/ZBVO1yHhgn56cRGR9E/NZ6P1hbz/qpdjPTql8ElyBPy0w/6Z/Wx1vL711fyl482MiYnlYYmy18/3tg8Iw4won/KAV4hRMbA9B/CP78OS551z8Ul+48BDDzc3yXB58tPoOBISHAz8M3t4eTQmX2Tux00Fd65FUo3uvKY4bNgwNjIjk2kj9IMsohETKKXIH/l7jk0BMzabi6tZnC/JJ669kjevHEGUQbmb3A9fVdsLycuOoq8gP7ABV7buhtmjmyx65+Pr4SipHIf1trm5HhgWkJz7fSr35tORlIs97+3ls83+zdCeWHxFhZuKum0WuQnP/mSv3y0keyUOL4sqWLhplKykuNY+uuTueVM17+4IwsegxpzBqQNgoXebHDcfol37iTYtRLqvVny6hLYvRKGHOs/VwnyobNlEewIWDz6wZ3udtETULHddSMRkYhQgiwiEeNLkKv2NfKu16qtqcmypaSGgn5JGGNIiotheP8UVmx3Se3c9cUUDs4gMc6/wPCCKfl8/8RRnHhY8DKPrBSXBO+pqqM4oMxidEApQ05aAj8+eQyLi/byvWcWM6J/MjNGZfPmsh1c+PAnzFmzu9XrdsSnm0oY3C+JH3x1NLX1Tbz6xTaOGJKJMYavHz2EX505jq8fPaRTvhdRUTD2LChe7R4nZrY8njsJbCPsWu4eF33ibocc659tVonFobFnPTz6FXj4OPd4wDio3AlR3icJQ6bDqJMjNz6RPk4JsohETHys/y3oH/OLANhZUcu+xqbmWWGAsblprNxeTl1DIyu2lXPk0JZlFKNyUvnRSaPb3KgkOS6auJgolm0t552VO5ufH7Bf542LjhjUfP+bJ4zgqWuP4tNffhVj4IvNZR3/QQPsLKslLyOBoV7/6fpGywljXB/mOG/3v452Fwlq5In++znjWx7LneRufWUWX86F6DjImwIxCa6XshLkQ8O35XdSNsz4MZz0W/c4Ywj8ZC1c+ZK/FEZEupxqkEUkYmIDOjV8uHY3m0uqmxfFBW6UMTY3lVeWbGPFtnKaLAzLTg7r+xhjGJ6dzMtLtvHyEn9HjNSElm+BCbHR3HHBRB7+YENzK7vslHiGZiWzakc5nWFnRS1HDM5ssRDv1PEDO+W1gxo01X8/La/lsYzBkJABK191C/rWzHa3sV49eFyKSiwOlY0fuJ0Nb/zCJcJNje5x/8PcQkoRiSglyCISMb5NQKaPzGbu+mKeXVDE6ByXOOZl+GuMfS3bZi93s79Dwtz9D+D5bx/Lmp0VfPZlKV9sKSMm2vDdWSNbnXfJtMFcMm1wi+cOG5jaXLfcUcu2lnHzi8vYXFLD6RNzGZCawLs/PoG91fXNJSCHRGBZxf4zksa4WeX177r/ACZd4j8el6wZ5EOhqRE2fghjz/b/m0RFw9WvQswh/F0QkZApQRaRiBmX5xLf/zp+OBbLg++vb+7mkJEU6z+vOUF2bdjC3R4bXN/kKYMzmTI4s/2T93PYwDTeXL6D6n0NJMV17G1zzupdzYv/sr22c53SrSIU31/sSieCifX+EJn+Q8iZAOPO8R+LS9YM8qGw/XOoLYPhM1s+n9lJtecictCUIItIxBQWZLDqt6eSEBvN50V7+XjdnuaNQNIS/AnygNR4spLj2FhcRWJsNP0P5YxrEIflpmItrN5RweQOJNgAuyr821gnxXdijXEo+g1v+9jJt7mP9WfdDNH7/S8hXiUWB62p0c0OB9owx90OO77LhyMiodEiPRGJKN+CtMMLWvYaDtzowxjTXGYxckBK0FZuh5JvBrsjZRZrd1awu6KOXeV1jByQwkOXT+HiqQWdPcSOGzAWTvld6+QYXA1ynUosOuyDu+A3/VrvRrhhjputV62xSLelBFlEuoXjR/Vv3sI6mLG5rjZ51IAuKksIkJ+RSEp8DKu2h7dQr6nJ8rW/zOOKx+azdW8NOWnxnD4xt8XixG4tId1tVy3ha2yA929z90vWQ30NrHkLKna6zVhGfCWy4xORA+oh79Ii0ttFRxm+95XWi+Z8BqS6zgqBreG6SlSUYczAVFaGMYPc2GS54enPKK7cx6odFSzdWtb8M/QYuYWwZx3U7G3/XGlpz9qA++vhkwfhHxfBqzdCU73b6ltEui0lyCLSbWQlt11bfNK4HIBWHSa6ymEDU1m1vTzkHfVWbi/nTW9R4YxR2QAMSOthHQoKprnbrYs6/hpr33HbXW/4ADppN8IeIXCHvJL1sOIld3/16zDxYsgaEZlxiUhIlCCLSLeRmRzb5rGh2cls+sMZFBZkdOGI/A7LTaO8tqG5T3N75nlbY//+vIncd+lkxuelMW1Iv3a+qpvJmwIY2LKw46/xxT9h5Svw5Nnw7+s7bWjd3s5lEBULif1g3buw4wv/sRNvidy4RCQk6mIhIt3GgWaQI22st7HHqh3lLXo0789ay52zV/N/c9YDcOm0AqKiDK99f0aXjLNTJaS5RXxbFnT8NUrWw+BjIX8KfPIAFF4GI2Z13hi7q82fQs44txHLxg/cc6NPc5u1ZHSjRZoiEpRmkEWk20iMcx0tRud0/UK89oz2EuQlm8t4cfFWNuwO3t3h/nfXNSfHZ0zMbXP76x5j0FSXIDc1hf+11roa5gFj3axpdJx/Q5LerGoPbJ4Ho06GvEL3XO4kuOxZOPOeyI5NREKiGWQR6Vbe+MEMctO732K2tIRYBmUmct+7bvHViYcN4LGrp7U4p2hPNX98Zw3nT87n7osmtdq4rkcaNA0+e9LNBGePCu9rq0vchhhZI90OcTnjYdvnh2ac3cmaN8E2wWFnQMlG91zgBiwi0u0pQRaRbsXX77g7On9yPp8V7cUYmLt+D7X1jc19nAG27q0B4MKpg3r+zLHPIO+PgDWzw0+Qy4rcbYa3sDK3EJb9280s94q/Htqw6jVIy3c/b7/hUHg5FH490qMSkTCoxEJEJEQ/OnkMf7/uKL5x3DBq6ht5Yu4m7pq9ivpGV35QUrUP6N611GHLHuNu3/olbF8S/Jydy+Gje1zv30CVu91tiutAQl4h1JVByYZDM9buYF81rH8Pxpzm/ghISIdzH4LUnEiPTETCoARZRCRM00dlk50Szx/eWMWD76/nvndc2UVJldtOul9yXCSH17miouC0O939rZ+1PNZQB6/8AB6eDu/+D2z5tOXxyp3u1rdjXK5Xj7s9wmUWHamnDtWGOdBQ48orRKTHUoIsIhKm2OgoLjvK34/5wTnrmLdhD8WV+zAGMpPablfXI037L4hJdAvuAr19Kyx6Asac7h7XlLY87tuFz5cgDxjnFupFog65tgze+x08cCTcObT1WDvLlx9DTAIMmX5oXl9EukTYCbIx5jFjzCfGmJvbOJ5pjHndGLPQGPPngx+iiEj3c+30YRw+KJ2HLp/C0KxkfvjPz9lQXEVGYiwxPWUr6VBFRbmNLYrXtHy+aK7bMvnU293j/ZPOyl0QlwqxXlu8mDiXJEdiBvm5K+HDOyEqxiXL2xaH/xqzf9l+L+eSjZA51P2sItJjhfUubow5H4i21h4DDDfGBFuxcQXwtLV2KpBqjJnaCeMUEelW0hNjefm70zl9Yi73XzqZ4so6XlmyjcykXpoYZY+C3atbPle5y/X1Tcx0jwMT5DVvwfyHWyeKeYWwbUnX76q3czkcfglc/ap7/J8/QlNj2+dvXQSv/zdsD9jg45MH3MYnO5bC3y9secyndBNkDuvUoYtI1wt3mmMm8Jx3/y0g2GdIe4AJxpgMoADYvP8JxpjrvRnmhbt37w5zCCIi3cvEQen89ymHAVB/KOtbI2ngRNj7pT8JbmpyCXJKDsSluJnZ6hJ3rK4C/nGRu19b3vJ18iZ3/UI9a9240/IgydvNcOOHsPT54Od/ORf+ehp8+mf48C73XFWx//jfzoJ1b8Pz32j9fUo3QT8lyCI9Xbht3pKBrd79EmBKkHP+A5wBfB9Y6Z3XgrX2EeARgKlTp3bxNIKISOe7bsYw8jISGZDWizpYBPItsFvyLMQmuQ4NttElyMa4WWRf8rzpY3d79A0w+tTgr7P9c1e20RX2VUFTg9vVDuDCv7rkdvsSmHRJ6/Nf/SGke23aVr/hZs5f/p7/eGMDTP46LP477N3s3xmvcifUV2kGWaQXCDdBrgR8e6ymEHwG+lbgW9bacmPMj4Br8JJhEZHeyhjDGYfnRnoYh07eZDBR8ObPWz7vW4AXmCBvmOMW9Z14K8Tut+lL4EK9CRcc8mEDULvXG6OXIE+4AObcAfMedDsFTjjff27ZFti9Ck75PQyf6X6Wh45xfwxMuswlwFOvdTPRi//uFuVlXOq+dstCd5t7eNf8XCJyyISbIC/ClVXMAyYBq4OckwlMNMbMA44C3jmoEYqISOQl9YMrXoTGfa6372Mnued9PY4TM2HFi/DgUdBYD0OOaZ0cQ2QW6tX4EuRM/3MDJ0Lxavj4vpYJ8oYP3O3wmW7nvxvmwes/dovvzrrX7QgIrsQkIQM2fQSTvAS56BOIjnd/TIhIjxZugvwi8JExJg84DbjUGHObtTawo8XtwOPAEOAT4JlOGamIiETW8BP894/8pqvRzRzqHid6tb27V7nbI65q+3XyCmH5C23vqLe3yL/7XmfwzWz7SiwATrsDdi6D8m0tx7FhDiT3d0k8uA0+Lvl769eMioKh02HTf/zPFc2D/Cn+JFpEeqywFulZa8txC/XmAbOstUv2S46x1n5qrR1vrU2x1p5kra3svOGKiEi3cPqd8LNNbuEbwIwfweBj/MeHz2z7a3MLXau10o3u8b5q/+YdH98P906EHcs6b6z7l1gAJGfDtOtcr+Zyb2mNtbDxAxh2QmhbYQ+f6Rbl/fl4+E02bF3YMgYi0mOF3azTWltqrX3OWrvjUAxIRER6iMCShYIj4cqXXTeLxH6QM7Htr8vzFuotf8HN4D4w1fUoBnj7V+7Wl7SGq6kJSr9s+ZyvxCJwBhkgz1tnvvUz11Xj7lFuod3wmaF9rylXwtRvuC4eTfXuuYKjOjZuEelWelk3exERiZiYOMif6rZZjjrA/14GjIOoWHj3N3DPWJcMf/Zky77E1a0aIIVm0V/hvsNbbgRS471W4n4J8sAJbhxbF8EHd0KV13Z0+MzQvldMPJz5R7jmdfjuQph4EQw7vmPjFpFuJdwaZBERkbZd9bLrdnEgMfGujVrpJv9z5VtdSzWf6j0d+/7Fa93tmtn+xXKlm9zscXxa63EMnOASZN8ugSba37YtHNmj4IJHOzZmEel2NIMsIiKdJyYeomPbPy/YTnpz/+S/X13c+ngofEnwF//0L87bvQayRwevK84/wnWiqNwJJ94CP13Xse8rIr2KEmQREel6M29q+Ti5P2ye53/c1gzy2ndcy7W2+JLikg2uTzG42eHs0cHPzz/Cf7/gKP9OeyLSpylBFhGRrlf4NfjGbP/jKVf675toqNrjktzbBvp35quvhacvgPsL/Ynw/mpKod9wyBrptpPeudx1qug/Jvj5+VP993MmHNzPJCK9hhJkERGJjPSAWt+xZ0GytyvfgLFuwdyGD6ChBl77kXt++xL/+SteDv6aNaWuu8bQ6bD2Lfi/Y12XiYkXBT+//2i46G9w4eOtF/GJSJ+lRXoiIhIZqQP99xMz3Y50i59ynSDmP+zfcKNsi7vdssDdxibB50+7bhMNdS7J9akpdWUSJ/wM+h/mOmMMORbSDrAN+PhzO/OnEpFeQAmyiIhERlS0/358GnzlV3DMdyAu2XWh2PSRO7av0m0ssugJVwYx7Tp49UbXzg3g2negYJq7X1MKWSPcBiZHf7tLfxwR6T1UYiEiIpEXn+r6KKcOdPcvehyi4/zHP7wL9qx1i/uOuNqVRJxxjzvmS6TBX2IhInIQlCCLiEjk7d8aLncSXP0anPOQezz3T/5NSIyBCefDtGshaxR8+ojbWGT1m25b6axRXT9+EelVVGIhIiKRc+a9sP694McKjoTUgNrhE29p3ct43Nnw0f/CnNth5SswYLybYRYROQhKkEVEJHKmXuP+a0tqrtuZb/hMGH5C6+Mn3gJr3nKzyCYavvaMK9UQETkISpBFRKT7io6Bn21qvU10oGEzYOdSmH6jf3tpEZGDoARZRES6t4T0Ax+ffAU01rvWbiIinUAJsoiI9Gw54+CMuyM9ChHpRdTFQkREREQkgBJkEREREZEASpBFRERERAIoQRYRERERCaAEWUREREQkgBJkEREREZEASpBFRERERAIoQRYRERERCaAEWUREREQkgBJkEREREZEASpBFRERERAIYa21kB2DMbuDLdk7LBoq7YDi9gWIVGsUpdIpV6BSr9ilG4VG8QqM4hUZxgiHW2v7tnRTxBDkUxpiF1tqpkR5HT6BYhUZxCp1iFTrFqn2KUXgUr9AoTqFRnEKnEgsRERERkQBKkEVEREREAvSUBPmRSA+gB1GsQqM4hU6xCp1i1T7FKDyKV2gUp9AoTiHqETXIIiIiIiJdpafMIIuIiIiIdAklyCIiIiIiAZQgi4iIiIgE6FYJsjEmOdJj6EmMMSbSY+jOjDHTIj2GnkTXX3h0/R2Yrr/w6PoLna699hljphtj0iI9jp6sWyTIxpjjjDH/BO40xkyJ9Hi6M2NMojHmdmNMtNUKy6CMMbOMMf8GbjDGJHnP6Q21Dbr+Qqfrr326/sKj6y80xphYY8xDxpgYXXttM8ac4F1/VwPGe07XXwdEPEE2xsQB1wOPA58BPzHGZEV2VN3aQOBs3C8/xpiI/xt2QzcDL1hrrwEGAOgNNThdf2HT9dc+XX8h0vUXlmTgDFy8dO217SbgPWvtdcAw0PXXURH7BTPGnGSMGY7bFzzHWvumtfYxIA8YH6lxdUderEZ5D4cBTwGXG2MGW2ub9Ndhc4xGew+fAaYbYxYBjxljrjPG9Ivg8LodXX+h0/XXPl1/4dH1FxpjzEXGGN+2yEOAJ4ELjTEFuvb8vDgd5T18EDjJGDMf96nET40xY7zzFK8wxHT1NzTGZAL/D1gBDAZ+AKQZY34CzAM24940+ryAWC0HhhhjbgHWWmvfM8aUAT8HbujLfx0GidFNQDxQC8zAJTTfBNYBcyI0zG5D11/odP21T9dfeHT9hcYYkwI8BuwBzvRKUJZZa39ljLkBN0vap689aBWnZGNMOpCE+/26DpfjfQM4Fljd1+MVrkjMIDcAG6213wUeAKbjZmRicH89jwEs6K8d/LH6HnAfcAIwCsBa+39AgTFmOvTpj5sCY/Qn3O/TDuAua221tXY57qO5IyI4xu5E11/odP21T9dfeHT9haYGaAJ+BtwGDAJOBLDWPoS79o6DPn3tQcs4/R73O5QD/K+1dre1djsuzyuAPv87FbZI/GINAWKNMRnAO95zFnjMWvsc7q+hFFDdDP5YpQPvA8XAeGPMEO/4w8DvAKy1TZEZYsQF/j69C1QBubhZmTOMMTG4//l8GcExdie6/kKn6699uv7Co+svNP2BncBIYD2wFPcJxWTv+J9xCWFfvvbAH6dRwFpgNZAJjDHGnGKMyQGGA6XQ53+nwnZIE2RjTH/vtrmUw1q7DPcG8FXvF3sB7h8wzztlPO5i6HOM0/xvEhCrk7xYLQLygQzv+GvAA97X9Ym/DA8QI9/v00LcwqAc4DzgI6AC+HcEhhtxIcRL159H11/7dP2FR9dfaILEaQeuA8N4IBqX+JUDQ73jr9LHrj04YJzG4eK0BlduMQo4DrceoAJ4qOtH2/MdkhpkY8wpwPeA54wxT1lrG7znz8LVwrwHXGaMmW+tXWWMGQRMAZYAP7PW1hyKcXVHxphZQKK19nXvrzvfx2ttxaoAmISLFdbaf0Vo6F2mAzEag6tXu84Yk2qtrYjc6LteB+LVl6+/6UCctfY9XX/BdSBGff36CzdeffL6896nkqy1r+0XpzNw3SrWAkcDW6y1c4wxg4F9vq/vC9cedChOY4Dl1tpbjDFJ1trqiA2+h+vUBNkYkw/8BkjD/SI3WmutMWYs8GPc4oM/WWvfNcY0AN82xowAKnH/yPShN4co4H7gcGCrMWaCtfZOY8x44EbcRydtxWpDxAbehQ4yRtsA+tL/nA8yXn3t+ovB1RWPBMqMMTOstf9jXLeKn3Hg96q+cv0dTIz64vV3MPHqE9efMcZ4OcF3gXOAZcaYkcCLuIWdf8CVCNxv3WLY04ATjTE3AiW4cote7yDjVAoUASg5PjidPYM8BXjXWvsP78K/xnv+28Cn1tpHAs59FPdR3Dm4jwXmdvJYurskXO3QTKAf8AJwJ27F6Xxr7aMB5/bVWClG4VG8Qtcf2GetPcW4FmR/M8bk4lZ+L7TWPhxwbl+NlWIUHsXrAIwx8bgFmyVAIvCUtfZJY8zXcOU4Q4HZ1tpnA77sTeBD4AJc0vdRlw46AhSn7sMcbM22MWYC8HVr7c99f/V4z58FDLPW3m+MibPW7vOej7Je/8K+VjDuxeoya+0vjNsC8g5cbdUe4BhgNrDSWrvGOz/aWtvYl2KlGIVH8QqdF6vLrbU3GWOycW21ZuFmO18F/hr4sW1ffK9SjMKjeIXGGHMNcBkuefs7UIib6XwSt3DxZKDKWvt37/w++T6lOHUvnbFIbyTwNWPMOO8jgVjv+TXA2caYWGvtPu/j3+YVp330H3MkboOBidbactzH4WW4Fix/xNUTnWKMifHeSBuhz8VKMQqP4hW6kbjaz0nW2mLgEVyMvo2r69sF/kXFffS9SjEKj+LVDuMW65+Ni8kyYCywCZgMZOGSwV3AQGNMipfs9bn3KcWp+wk7QTbGDDbGXOJ9dATuY90XgF8BWGvrvf8Rr8ZN8x/uPd/nWrEcIFa/BLDWrgTSgTettWuBLcBoa21DX4mXYhQexSt0B4jVLwCstXd695/GlaYUes83RGC4EaEYhUfxCk1AnAbiehg/Z61dB3wAXGitfQFXS3sGrvtCGTDdWlvZl5I9xal7CytB9j5Oeh6X9P7SGHMk8JK19kYgyhhzEbhk2Pu4dyjuH7XPaSdWxhhziXfqDuAeY8xjwE/pA7VoPopReBSv0LUTK4wxFwNYa9dYa0uBVcDnkRpvJChG4VG8QhMQp0nAT4BUa+0z3uESYKN3/69AKq4U5Szcbox9huLU/YWUIBtjLjDGfBNoBFZZa38JvILrszfNO+1u4JqAUopy4Fn6WE/HMGJ1tTfT/ixuhfNCYGTABdJrKUbhUbxCF26sAr50Oa4nba+nGIVH8QpNkDj9AngbONIYc6x3Wj5uFhQgFvgLbsOd14F7u3jIEaE49RwHXKTn1U095j2swf2DGeB2XBu303E1WH+y1lYaYx4E9lhrbzmko+6GOhirUmvtzZEYbyQoRuFRvEKn96r2KUbhUbxCE0ac7sTV104FEnD1tL+w1lZ29ZgjQXHqedqbQW4C1ltrr8L1N56Oq5MZaa2twn2EFIe3uw2uDnnOIRlp99eRWL0XgXFGkmIUHsUrdHqvap9iFB7FKzShxCkJNyuag9ss5R/W2u/3saRPceph2kuQo3DF4lhrtwErcO1rzjSuafUqXEubGu+cEmttX/0ftGLVPsUoPIpX6BSr9ilG4VG8QhNKnGZ45z5hrR1trX05IiONLMWphzngRiHeytsPAIzbYnWYtfarxphLgd/i+vNtxe0E1KcpVu1TjMKjeIVOsWqfYhQexSs0IcZpO1BrrS2K3EgjS3HqeULaSc9beFAPzDVu2+gxuA0ISoHN1tqdh26IPYti1T7FKDyKV+gUq/YpRuFRvEITQpx2RXJ83YXi1HOEvJOeMeZs3D7gb+HqYp48lAPryRSr9ilG4VG8QqdYtU8xCo/iFRrFKTSKU88QToI8CzgKuMd620ZLcIpV+xSj8CheoVOs2qcYhUfxCo3iFBrFqWcIJ0HWXt8hUqzapxiFR/EKnWLVPsUoPIpXaBSn0ChOPUPICbKIiIiISF8Q1lbTIiIiIiK9nRJkEREREZEASpBFRERERAIoQRYR6aaMMb82xsxs41ihMaawi4ckItInKEEWEemZCr3/RESkk4W0k56IiHQNY0wm8C8gGjDAQmPMm0AysM5ae40x5nbgPO/8K6y1JxpjkoAngQHAUmvtdyLzE4iI9HyaQRYR6V6uB1611s7CbUmbC/wJ+Cow1BiTY629CfgD8Adr7YkBX7fMWns8kGuMOTwCYxcR6RWUIIuIdC/DgCXe/YW4JPk64GmgH5DYxteNAc4zxswBh93zagAAAK1JREFUhgP5h3aYIiK9lxJkEZHupQgY790vBK4Fnge+BlQFnFcDJIHbmQtYDdxrrZ0J3Oy9joiIdIB20hMR6UaMMdm4GmQDxAKzgYuBUlxd8k+ttR8bY/oBz+FmlG8CFgGPAwOBcuAya2151/8EIiI9nxJkEREREZEAKrEQEREREQmgBFlEREREJIASZBERERGRAEqQRUREREQCKEEWEREREQmgBFlEREREJMD/B5eV1Q5hJxYHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将股票累积收益率和策略累积收益率绘图\n",
    "stock_index[['return', 'strategy_cum_return']].plot(figsize = (12,6))\n",
    "\n",
    "plt.title('SMA+CCI收益图')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 双技术为基础，三技术甚至更多指标策略指标则可构建 "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
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