从零开始卷量化(43).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b43b54b1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-04-27T18:09:16.101959Z",
     "start_time": "2022-04-27T18:09:15.048911Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#https://github.com/matplotlib/mplfinance/blob/master/examples/addplot.ipynb\n",
    "from xlib.astock import AStock\n",
    "import talib as ta\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import mplfinance as mpf\n",
    "\n",
    "\n",
    "def getdata(ts_code,df_cal,start_date,end_date):\n",
    "    data=AStock.getStockDailyPriceByCode(ts_code,'tushare')\n",
    "    if not df_cal.empty:\n",
    "        data=pd.merge(df_cal,data,on=['trade_date'],how='outer', validate=\"one_to_many\")\n",
    "    data=data[data['trade_date']>=start_date]\n",
    "    data=data[data['trade_date']<=end_date]\n",
    "    data['score']=0\n",
    "    data['ts_code']=ts_code\n",
    "    data=data.fillna(method='ffill')        \n",
    "    data['date'] = data['trade_date'] \n",
    "    data['trade_date'] = pd.to_datetime(data['trade_date'], format='%Y%m%d')\n",
    "    data=data.set_index('trade_date')   \n",
    "    data[\"macd\"], data[\"macd_signal\"], data[\"macd_hist\"] = ta.MACD(data['close'])\n",
    "    data['macd_hist_1']= data['macd_hist'].shift(1)\n",
    "    data['gold']=data.apply(lambda x: 1 if x['macd_hist_1']<=0 and x['macd_hist']>0   else 0, axis = 1)\n",
    "    data['death']=data.apply(lambda x: 1 if x['macd_hist_1']>=0 and x['macd_hist']<0   else 0, axis = 1)\n",
    "    data['high_signal']=np.nan\n",
    "    data['low_signal']=np.nan\n",
    "\n",
    "    max_value=0\n",
    "    min_value=9999\n",
    "    max_idx=0\n",
    "    min_idx=0\n",
    "    last_max=0\n",
    "    last_min=9999\n",
    "    data.sort_index()\n",
    "    for index, row in data.iterrows():   \n",
    "        if row['close']>max_value:\n",
    "            max_value=row['close']\n",
    "            max_idx=index\n",
    "\n",
    "        elif row['close']<min_value:\n",
    "            min_value=row['close']\n",
    "            min_idx=index\n",
    "\n",
    "        elif row['gold']==1 or row['death']==1:\n",
    "            data.at[max_idx,'high_signal']=max_value*1.1\n",
    "            data.at[min_idx,'low_signal']=min_value*0.9\n",
    "            max_value=0\n",
    "            min_value=9999      \n",
    "\n",
    "\n",
    "    #清理连续重复的点，在一个循环里也可以搞定，单开一个循环逻辑更清晰\n",
    "    flag=\"none\"\n",
    "    high_value=0\n",
    "    high_index=0\n",
    "    low_value=9999\n",
    "    low_index=0\n",
    "    for index, row in data.iterrows():\n",
    "        if  row['high_signal']>0 and row['low_signal']>0:\n",
    "            data.at[index,'high_signal']=np.nan\n",
    "            data.at[index,'low_signal']=np.nan\n",
    "\n",
    "        if row['high_signal']>0 or row['low_signal']>0:\n",
    "            if(flag==\"none\"):\n",
    "                if not pd.isna(row['high_signal']):\n",
    "                    flag=\"high\"\n",
    "                    high_value=row['close']\n",
    "                    high_index=index\n",
    "                else:\n",
    "                    flag=\"low\"\n",
    "                    low_value=row['close']\n",
    "                    low_index=index\n",
    "            elif(flag==\"high\"):\n",
    "                #如果上一个标记是high，且这个标记还是high\n",
    "                if row['high_signal']>0:\n",
    "                    #如果现在的收盘价比上一个高点还高，那么清除掉上一个标记\n",
    "                    if(row['close']>high_value):\n",
    "                        data.at[high_index,'high_signal']=np.nan\n",
    "                        high_value=row['high_signal']\n",
    "                        high_index=index\n",
    "                    else:\n",
    "                        data.at[index,'high_signal']=np.nan\n",
    "                else:\n",
    "                    flag=\"low\"\n",
    "                    low_value=row['low_signal'] \n",
    "                    low_index=index\n",
    "\n",
    "\n",
    "            elif(flag==\"low\"):\n",
    "                #如果上一个标记是low，且这个标记还是low\n",
    "                if not pd.isna(row['low_signal']):\n",
    "                    #如果现在的收盘价比上一个低点还低，那么清除掉上一个标记\n",
    "                    if(row['close']<low_value):\n",
    "                        data.at[low_index,'low_signal']=np.nan\n",
    "                        low_value=row['low_signal']\n",
    "                        low_index=index\n",
    "\n",
    "                    else:\n",
    "                        data.at[index,'low_signal']=np.nan\n",
    "                else:\n",
    "                    flag=\"high\"\n",
    "                    high_value=row['high_signal'] \n",
    "                    high_index=index        \n",
    "\n",
    "            else:\n",
    "                pass\n",
    "    return data\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "04244c84",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-04-27T18:09:16.964370Z",
     "start_time": "2022-04-27T18:09:16.103772Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def wave_signal(df,date,draw=True):\n",
    "    end_date = pd.to_datetime(date, format='%Y%m%d')\n",
    "    df2=df.loc[:end_date]\n",
    "    df2=df2.dropna(subset=['close'])\n",
    "    now=df2.iloc[-1]\n",
    "    signal=df2.copy()[(df2.high_signal>0)|(df2.low_signal>0)]\n",
    "    signal['signal']=signal.apply(lambda x:'high' if x['high_signal']>0 else 'low',axis=1)\n",
    "    alines=[]\n",
    "    now_close=now['close']\n",
    "\n",
    "    #起点\n",
    "    start=df2.loc[:df2['close'].idxmax()]['close'].idxmin()\n",
    "    alines.append((start,df2.loc[start]['close']))\n",
    "\n",
    "    #浪1\n",
    "    for idx,row in signal.iterrows():\n",
    "        if idx<start:\n",
    "            pass\n",
    "        elif(row['signal']=='high'):\n",
    "            w1=idx\n",
    "            break\n",
    "\n",
    "\n",
    "    #浪5\n",
    "    w5=df2['close'].idxmax() \n",
    "    #新高\n",
    "    if(df2['close'].max()==now_close) and len(signal)>2:\n",
    "        return 1;\n",
    "    \n",
    " \n",
    "    #浪3\n",
    "    signal3=signal.copy()\n",
    "    signal3=signal3[start:w5]\n",
    "    signal3=signal3.sort_values(by='close',ascending=False)\n",
    "    w3=None\n",
    "    for idx,row in signal3[1:].iterrows():\n",
    "        #3不最短\n",
    "        if(len(df2[start:idx]) >len(df2[idx:w5])):\n",
    "            w3=idx\n",
    "            break\n",
    "    if(w3==None):\n",
    "        #print(\"5浪未成\")\n",
    "        return 0\n",
    "        \n",
    "    #浪2\n",
    "    signal2=signal.copy()\n",
    "    signal2=signal2[w1:w3]\n",
    "    signal2=signal2.sort_values(by='close',ascending=True)\n",
    "    w2=None\n",
    "    for idx,row in signal2.iterrows():\n",
    "        #2不破1\n",
    "        if(row['close']<df2.loc[w1]['close']):\n",
    "            w2=idx\n",
    "            break\n",
    "    if(w2==None):\n",
    "        #print(\"5浪未成\")     \n",
    "        return 0\n",
    "     \n",
    "    \n",
    "    #浪4\n",
    "    signal4=signal.copy()\n",
    "    signal4=signal4[w3:w5]\n",
    "    signal4=signal4.sort_values(by='close',ascending=True)\n",
    "    w4=None\n",
    "    for idx,row in signal4.iterrows():\n",
    "        #4不进1\n",
    "        if(row['close']>df2.loc[w1]['close']):\n",
    "            w4=idx\n",
    "            break\n",
    "    if(w4==None):\n",
    "        #print(\"5浪未成\")  \n",
    "        return 0\n",
    "\n",
    "\n",
    "    start_close=data.loc[start]['close']\n",
    "    now_close=data.iloc[-1]['close']\n",
    "    min_close=data.loc[w5:]['close'].min()\n",
    "    min_idx=data.loc[w5:]['close'].min()\n",
    "    #跌到位了\n",
    "    if(min_close<data.loc[w5]['close']*(1-0.618)):\n",
    "        #涨回去了\n",
    "        if now_close>data.loc[w5]['close']*(1-0.618) and data.loc[min_idx:]['close'].max()==now_close:\n",
    "            return 1\n",
    "        else:\n",
    "            return 0\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "data=getdata('002624.sz',pd.DataFrame(),'20180101','20200901')\n",
    "wave_signal(data,'20210108')"
   ]
  },
  {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "      <th>...</th>\n",
       "      <th>score</th>\n",
       "      <th>date</th>\n",
       "      <th>macd</th>\n",
       "      <th>macd_signal</th>\n",
       "      <th>macd_hist</th>\n",
       "      <th>macd_hist_1</th>\n",
       "      <th>gold</th>\n",
       "      <th>death</th>\n",
       "      <th>high_signal</th>\n",
       "      <th>low_signal</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_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",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>603195.SH</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20100104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>603195.SH</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20100105</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>603195.SH</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20100106</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>603195.SH</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20100107</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08</th>\n",
       "      <td>603195.SH</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20100108</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-11</th>\n",
       "      <td>600340.SH</td>\n",
       "      <td>4.10</td>\n",
       "      <td>4.12</td>\n",
       "      <td>3.91</td>\n",
       "      <td>3.91</td>\n",
       "      <td>4.34</td>\n",
       "      <td>-0.43</td>\n",
       "      <td>-9.9078</td>\n",
       "      <td>1524629.29</td>\n",
       "      <td>601552.749</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20220411</td>\n",
       "      <td>0.281641</td>\n",
       "      <td>0.211133</td>\n",
       "      <td>0.070508</td>\n",
       "      <td>0.111742</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-12</th>\n",
       "      <td>600340.SH</td>\n",
       "      <td>3.83</td>\n",
       "      <td>3.97</td>\n",
       "      <td>3.68</td>\n",
       "      <td>3.70</td>\n",
       "      <td>3.91</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>-5.3708</td>\n",
       "      <td>1960208.44</td>\n",
       "      <td>745339.095</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20220412</td>\n",
       "      <td>0.243184</td>\n",
       "      <td>0.217543</td>\n",
       "      <td>0.025640</td>\n",
       "      <td>0.070508</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-13</th>\n",
       "      <td>600340.SH</td>\n",
       "      <td>3.63</td>\n",
       "      <td>3.71</td>\n",
       "      <td>3.46</td>\n",
       "      <td>3.51</td>\n",
       "      <td>3.70</td>\n",
       "      <td>-0.19</td>\n",
       "      <td>-5.1351</td>\n",
       "      <td>1701577.28</td>\n",
       "      <td>608502.101</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20220413</td>\n",
       "      <td>0.195125</td>\n",
       "      <td>0.213060</td>\n",
       "      <td>-0.017935</td>\n",
       "      <td>0.025640</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-14</th>\n",
       "      <td>600340.SH</td>\n",
       "      <td>3.55</td>\n",
       "      <td>3.74</td>\n",
       "      <td>3.55</td>\n",
       "      <td>3.69</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.18</td>\n",
       "      <td>5.1282</td>\n",
       "      <td>1416897.92</td>\n",
       "      <td>517353.286</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20220414</td>\n",
       "      <td>0.169607</td>\n",
       "      <td>0.204369</td>\n",
       "      <td>-0.034762</td>\n",
       "      <td>-0.017935</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-04-15</th>\n",
       "      <td>600340.SH</td>\n",
       "      <td>3.63</td>\n",
       "      <td>3.76</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3.54</td>\n",
       "      <td>3.69</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>-4.0650</td>\n",
       "      <td>1483722.96</td>\n",
       "      <td>539866.053</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20220415</td>\n",
       "      <td>0.135717</td>\n",
       "      <td>0.190639</td>\n",
       "      <td>-0.054922</td>\n",
       "      <td>-0.034762</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>978752 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              ts_code  open  high   low  close  pre_close  change  pct_chg  \\\n",
       "trade_date                                                                   \n",
       "2010-01-04  603195.SH   NaN   NaN   NaN    NaN        NaN     NaN      NaN   \n",
       "2010-01-05  603195.SH   NaN   NaN   NaN    NaN        NaN     NaN      NaN   \n",
       "2010-01-06  603195.SH   NaN   NaN   NaN    NaN        NaN     NaN      NaN   \n",
       "2010-01-07  603195.SH   NaN   NaN   NaN    NaN        NaN     NaN      NaN   \n",
       "2010-01-08  603195.SH   NaN   NaN   NaN    NaN        NaN     NaN      NaN   \n",
       "...               ...   ...   ...   ...    ...        ...     ...      ...   \n",
       "2022-04-11  600340.SH  4.10  4.12  3.91   3.91       4.34   -0.43  -9.9078   \n",
       "2022-04-12  600340.SH  3.83  3.97  3.68   3.70       3.91   -0.21  -5.3708   \n",
       "2022-04-13  600340.SH  3.63  3.71  3.46   3.51       3.70   -0.19  -5.1351   \n",
       "2022-04-14  600340.SH  3.55  3.74  3.55   3.69       3.51    0.18   5.1282   \n",
       "2022-04-15  600340.SH  3.63  3.76  3.50   3.54       3.69   -0.15  -4.0650   \n",
       "\n",
       "                   vol      amount  ... score      date      macd  \\\n",
       "trade_date                          ...                             \n",
       "2010-01-04         NaN         NaN  ...     0  20100104       NaN   \n",
       "2010-01-05         NaN         NaN  ...     0  20100105       NaN   \n",
       "2010-01-06         NaN         NaN  ...     0  20100106       NaN   \n",
       "2010-01-07         NaN         NaN  ...     0  20100107       NaN   \n",
       "2010-01-08         NaN         NaN  ...     0  20100108       NaN   \n",
       "...                ...         ...  ...   ...       ...       ...   \n",
       "2022-04-11  1524629.29  601552.749  ...     0  20220411  0.281641   \n",
       "2022-04-12  1960208.44  745339.095  ...     0  20220412  0.243184   \n",
       "2022-04-13  1701577.28  608502.101  ...     0  20220413  0.195125   \n",
       "2022-04-14  1416897.92  517353.286  ...     0  20220414  0.169607   \n",
       "2022-04-15  1483722.96  539866.053  ...     0  20220415  0.135717   \n",
       "\n",
       "            macd_signal  macd_hist  macd_hist_1 gold  death  high_signal  \\\n",
       "trade_date                                                                 \n",
       "2010-01-04          NaN        NaN          NaN    0      0          NaN   \n",
       "2010-01-05          NaN        NaN          NaN    0      0          NaN   \n",
       "2010-01-06          NaN        NaN          NaN    0      0          NaN   \n",
       "2010-01-07          NaN        NaN          NaN    0      0          NaN   \n",
       "2010-01-08          NaN        NaN          NaN    0      0          NaN   \n",
       "...                 ...        ...          ...  ...    ...          ...   \n",
       "2022-04-11     0.211133   0.070508     0.111742    0      0          NaN   \n",
       "2022-04-12     0.217543   0.025640     0.070508    0      0          NaN   \n",
       "2022-04-13     0.213060  -0.017935     0.025640    0      1          NaN   \n",
       "2022-04-14     0.204369  -0.034762    -0.017935    0      0          NaN   \n",
       "2022-04-15     0.190639  -0.054922    -0.034762    0      0          NaN   \n",
       "\n",
       "            low_signal  \n",
       "trade_date              \n",
       "2010-01-04         NaN  \n",
       "2010-01-05         NaN  \n",
       "2010-01-06         NaN  \n",
       "2010-01-07         NaN  \n",
       "2010-01-08         NaN  \n",
       "...                ...  \n",
       "2022-04-11         NaN  \n",
       "2022-04-12         NaN  \n",
       "2022-04-13         NaN  \n",
       "2022-04-14         NaN  \n",
       "2022-04-15         NaN  \n",
       "\n",
       "[978752 rows x 25 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from xlib.mysql import mysql\n",
    "import tushare as ts\n",
    "db=\"tushare\"\n",
    "start_date='20100101'\n",
    "end_date='20220415'\n",
    "df_cal=mysql.selectToDf(\"select cal_date as trade_date from astock_trade_cal where is_open=1\",db)\n",
    "basic=mysql.selectToDf(\"select ts_code,industry from astock_basic\",db)\n",
    "\n",
    "pro = ts.pro_api()\n",
    "df_code = pro.index_weight(index_code='000300.SH', start_date=start_date, end_date=end_date)\n",
    "df_code.drop_duplicates(subset=['con_code'],keep='first',inplace=True)\n",
    " \n",
    "df_all=[]\n",
    "df_mean_all=[]\n",
    "df_code=df_code['con_code'].to_list()\n",
    "\n",
    "\n",
    "for ts_code in df_code:\n",
    "    df=getdata(ts_code,df_cal,start_date,end_date)\n",
    "    for date in df.index.tolist():\n",
    "        try:\n",
    "            score=wave_signal(df,date)\n",
    "            df.at[date,'score']=score\n",
    "            if score>0:\n",
    "                pass\n",
    "        except:\n",
    "            pass\n",
    "    \n",
    "    \n",
    "    df_all.append(df)\n",
    "    print(ts_code)\n",
    "df_all=pd.concat(df_all)\n",
    "df_all.to_csv(\"./xlib/cache/fin43.csv\")\n",
    "df_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "92357111",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-04-27T20:18:22.352759Z",
     "start_time": "2022-04-27T20:17:52.999885Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              ts_code        open        high         low       close  \\\n",
      "trade_date                                                              \n",
      "2020-10-28  603195.SH  178.952016  184.888062  176.617171  182.414709   \n",
      "2020-10-29  603195.SH  179.367539  200.658159  178.081395  197.868217   \n",
      "2020-11-02  603195.SH  199.005959  205.268488  197.324079  199.352229   \n",
      "2020-11-03  603195.SH  200.766986  208.731182  197.868217  205.288275   \n",
      "2020-11-04  603195.SH  204.289041  207.642907  200.114021  205.782946   \n",
      "...               ...         ...         ...         ...         ...   \n",
      "2017-04-14  600340.SH   31.591989   32.178259   29.233582   29.573353   \n",
      "2018-01-16  600340.SH   27.118854   30.071720   26.983090   29.800192   \n",
      "2018-01-23  600340.SH   28.510435   30.119238   28.510435   29.834133   \n",
      "2018-01-31  600340.SH   28.815904   30.791269   28.361094   30.587623   \n",
      "2018-02-01  600340.SH   30.750540   31.768770   30.546894   31.184985   \n",
      "\n",
      "             pre_close     change  pct_chg         vol        amount  ...  \\\n",
      "trade_date                                                            ...   \n",
      "2020-10-28  177.121734   5.292975   2.9883    28062.16  5.151091e+05  ...   \n",
      "2020-10-29  182.414709  15.453508   8.4716    59260.19  1.163770e+06  ...   \n",
      "2020-11-02  196.433672   2.918556   1.4858    22742.31  4.606205e+05  ...   \n",
      "2020-11-03  199.352229   5.936047   2.9777    25869.62  5.341118e+05  ...   \n",
      "2020-11-04  205.288275   0.494671   0.2410    19110.90  3.932197e+05  ...   \n",
      "...                ...        ...      ...         ...           ...  ...   \n",
      "2017-04-14   29.253569   0.319784   1.0900  4820161.25  2.245552e+07  ...   \n",
      "2018-01-16   27.363229   2.436963   8.9100   751286.84  3.172509e+06  ...   \n",
      "2018-01-23   28.476494   1.357640   4.7700   652127.19  2.847010e+06  ...   \n",
      "2018-01-31   28.856633   1.730991   6.0000   467235.12  2.047388e+06  ...   \n",
      "2018-02-01   30.587623   0.597361   1.9500   478193.93  2.189761e+06  ...   \n",
      "\n",
      "            score      date       macd  macd_signal  macd_hist  macd_hist_1  \\\n",
      "trade_date                                                                    \n",
      "2020-10-28      1  20201028   5.742747     3.762483   1.980264     1.715487   \n",
      "2020-10-29      1  20201029   7.505381     4.511063   2.994318     1.980264   \n",
      "2020-11-02      1  20201102   9.745517     6.226006   3.519510     3.340264   \n",
      "2020-11-03      1  20201103  10.937785     7.168362   3.769423     3.519510   \n",
      "2020-11-04      1  20201104  11.786713     8.092032   3.694680     3.769423   \n",
      "...           ...       ...        ...          ...        ...          ...   \n",
      "2017-04-14      1  20170414   3.034686     1.855346   1.179340     1.253058   \n",
      "2018-01-16      1  20180116   1.752488     1.077199   0.675289     0.578472   \n",
      "2018-01-23      1  20180123   1.943572     1.620735   0.322837     0.320956   \n",
      "2018-01-31      1  20180131   1.762654     1.747192   0.015461    -0.029034   \n",
      "2018-02-01      1  20180201   1.828108     1.763376   0.064733     0.015461   \n",
      "\n",
      "            gold  death  high_signal  low_signal  \n",
      "trade_date                                        \n",
      "2020-10-28     0      0          NaN         NaN  \n",
      "2020-10-29     0      0          NaN         NaN  \n",
      "2020-11-02     0      0          NaN         NaN  \n",
      "2020-11-03     0      0          NaN         NaN  \n",
      "2020-11-04     0      0          NaN         NaN  \n",
      "...          ...    ...          ...         ...  \n",
      "2017-04-14     0      0          NaN         NaN  \n",
      "2018-01-16     0      0          NaN         NaN  \n",
      "2018-01-23     0      0    32.817547         NaN  \n",
      "2018-01-31     1      0          NaN         NaN  \n",
      "2018-02-01     0      0          NaN         NaN  \n",
      "\n",
      "[18778 rows x 25 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df_all=pd.read_csv('./xlib/cache/fin43.csv',index_col=0)\n",
    "\n",
    "print(df_all[df_all['score']==1])\n",
    "\n",
    "df_all['date']=df_all.index\n",
    "df_all['rank']=df_all.groupby('date')['score'].rank(method='max',ascending=False)\n",
    "df_all['signal']=df_all.apply(lambda x: 1 if x['score']==1  else 0 ,axis=1)\n",
    "df_all.rename(columns={'ts_code':'symbol'}, inplace = True)\n",
    "# df_all[df_all['signal']==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e72bc456",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-04-28T00:56:53.473854Z",
     "start_time": "2022-04-28T00:52:10.997888Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading datas...\n",
      "runing backtest...\n"
     ]
    }
   ],
   "source": [
    "from xlib.strategies import Top10Strategy\n",
    "from xlib import backtest\n",
    "preds=df_all\n",
    "returns=backtest.test(preds,Top10Strategy,hold_day=10,hold_n=10)\n",
    "preds=preds[preds.signal==1]\n",
    "preds.to_csv(\"./xlib/cache/preds43.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7bf0fc16",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-04-28T01:52:46.026949Z",
     "start_time": "2022-04-28T01:52:37.688593Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              日期       开盘       收盘       最高       最低        成交量           成交额  \\\n",
      "0     2010-01-04  3592.47  3535.23  3597.75  3535.23   66101080  9.341984e+10   \n",
      "1     2010-01-05  3545.19  3564.04  3577.53  3497.66   85809641  1.283024e+11   \n",
      "2     2010-01-06  3558.70  3541.73  3588.83  3541.17   78473125  1.210460e+11   \n",
      "3     2010-01-07  3543.16  3471.46  3558.56  3452.77   80350037  1.204362e+11   \n",
      "4     2010-01-08  3456.91  3480.13  3482.08  3426.70   60790253  9.019096e+10   \n",
      "...          ...      ...      ...      ...      ...        ...           ...   \n",
      "2979  2022-04-11  4203.79  4100.07  4203.79  4089.09  148197071  2.652249e+11   \n",
      "2980  2022-04-12  4102.97  4179.97  4179.97  4075.80  144285683  2.528304e+11   \n",
      "2981  2022-04-13  4154.41  4139.74  4194.04  4139.74  125097490  2.212810e+11   \n",
      "2982  2022-04-14  4172.64  4191.57  4217.06  4155.55  124791316  2.459938e+11   \n",
      "2983  2022-04-15  4162.37  4188.75  4211.32  4152.97  124762263  2.262297e+11   \n",
      "\n",
      "        振幅   涨跌幅     涨跌额   换手率  \n",
      "0     1.75 -1.13  -40.45  0.24  \n",
      "1     2.26  0.81   28.81  0.31  \n",
      "2     1.34 -0.63  -22.31  0.28  \n",
      "3     2.99 -1.98  -70.27  0.29  \n",
      "4     1.60  0.25    8.67  0.22  \n",
      "...    ...   ...     ...   ...  \n",
      "2979  2.71 -3.09 -130.70  0.53  \n",
      "2980  2.54  1.95   79.90  0.51  \n",
      "2981  1.30 -0.96  -40.23  0.45  \n",
      "2982  1.49  1.25   51.83  0.45  \n",
      "2983  1.39 -0.07   -2.82  0.45  \n",
      "\n",
      "[2984 rows x 11 columns]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<h4>Performance Metrics</h4>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           Strategy    Benchmark\n",
      "-------------------------  ----------  -----------\n",
      "Start Period               2010-01-04  2010-01-04\n",
      "End Period                 2022-04-15  2022-04-15\n",
      "Risk-Free Rate             0.0%        0.0%\n",
      "Time in Market             92.0%       100.0%\n",
      "\n",
      "Cumulative Return          956.22%     -14.91%\n",
      "CAGR﹪                     21.15%      -1.31%\n",
      "\n",
      "Sharpe                     1.04        0.05\n",
      "Smart Sharpe               0.95        0.05\n",
      "Sortino                    1.59        0.08\n",
      "Smart Sortino              1.46        0.08\n",
      "Sortino/√2                 1.13        0.06\n",
      "Smart Sortino/√2           1.04        0.05\n",
      "Omega                      1.22        1.22\n",
      "\n",
      "Max Drawdown               -40.96%     -64.07%\n",
      "Longest DD Days            1535        2947\n",
      "Volatility (ann.)          21.43%      22.98%\n",
      "R^2                        0.14        0.14\n",
      "Calmar                     0.52        -0.02\n",
      "Skew                       0.32        0.8\n",
      "Kurtosis                   5.28        5.21\n",
      "\n",
      "Expected Daily %           0.08%       -0.01%\n",
      "Expected Monthly %         1.61%       -0.11%\n",
      "Expected Yearly %          19.88%      -1.23%\n",
      "Kelly Criterion            13.39%      6.11%\n",
      "Risk of Ruin               0.0%        0.0%\n",
      "Daily Value-at-Risk        -2.13%      -2.38%\n",
      "Expected Shortfall (cVaR)  -2.13%      -2.38%\n",
      "\n",
      "Gain/Pain Ratio            0.22        0.01\n",
      "Gain/Pain (1M)             1.5         0.04\n",
      "\n",
      "Payoff Ratio               1.21        1.21\n",
      "Profit Factor              1.22        1.01\n",
      "Common Sense Ratio         1.42        0.99\n",
      "CPC Index                  0.78        0.59\n",
      "Tail Ratio                 1.16        0.98\n",
      "Outlier Win Ratio          5.24        4.34\n",
      "Outlier Loss Ratio         3.86        3.65\n",
      "\n",
      "MTD                        4.65%       0.81%\n",
      "3M                         1.85%       15.68%\n",
      "6M                         -0.14%      17.94%\n",
      "YTD                        2.09%       17.94%\n",
      "1Y                         4.68%       18.9%\n",
      "3Y (ann.)                  18.8%       -1.73%\n",
      "5Y (ann.)                  13.96%      -3.61%\n",
      "10Y (ann.)                 25.58%      -4.75%\n",
      "All-time (ann.)            21.15%      -1.31%\n",
      "\n",
      "Best Day                   7.63%       9.59%\n",
      "Worst Day                  -7.68%      -6.29%\n",
      "Best Month                 42.17%      26.64%\n",
      "Worst Month                -24.08%     -20.51%\n",
      "Best Year                  128.04%     33.89%\n",
      "Worst Year                 -32.47%     -34.06%\n",
      "\n",
      "Avg. Drawdown              -4.41%      -6.88%\n",
      "Avg. Drawdown Days         48          158\n",
      "Recovery Factor            23.35       -0.23\n",
      "Ulcer Index                0.17        0.37\n",
      "Serenity Index             2.45        -0.01\n",
      "\n",
      "Avg. Up Month              4.89%       3.63%\n",
      "Avg. Down Month            -3.37%      -2.82%\n",
      "Win Days %                 52.65%      48.54%\n",
      "Win Month %                61.54%      47.3%\n",
      "Win Quarter %              68.0%       48.0%\n",
      "Win Year %                 76.92%      53.85%\n",
      "Beta                       -0.35       -\n",
      "Alpha                      0.23        -\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h4>5 Worst Drawdowns</h4>"
      ],
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       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "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>Start</th>\n",
       "      <th>Valley</th>\n",
       "      <th>End</th>\n",
       "      <th>Days</th>\n",
       "      <th>Max Drawdown</th>\n",
       "      <th>99% Max Drawdown</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015-12-21</td>\n",
       "      <td>2019-01-22</td>\n",
       "      <td>2020-03-04</td>\n",
       "      <td>1535</td>\n",
       "      <td>-40.955522</td>\n",
       "      <td>-40.214484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-11-10</td>\n",
       "      <td>2011-11-18</td>\n",
       "      <td>2013-01-28</td>\n",
       "      <td>810</td>\n",
       "      <td>-25.335162</td>\n",
       "      <td>-24.869831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-07-08</td>\n",
       "      <td>2022-03-15</td>\n",
       "      <td>2022-04-15</td>\n",
       "      <td>281</td>\n",
       "      <td>-22.060651</td>\n",
       "      <td>-20.253406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-02-19</td>\n",
       "      <td>2021-06-03</td>\n",
       "      <td>2021-07-07</td>\n",
       "      <td>138</td>\n",
       "      <td>-17.853687</td>\n",
       "      <td>-17.812570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2015-09-24</td>\n",
       "      <td>2015-09-30</td>\n",
       "      <td>2015-10-16</td>\n",
       "      <td>22</td>\n",
       "      <td>-17.113324</td>\n",
       "      <td>-15.044177</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Start      Valley         End  Days  Max Drawdown  99% Max Drawdown\n",
       "1  2015-12-21  2019-01-22  2020-03-04  1535    -40.955522        -40.214484\n",
       "2  2010-11-10  2011-11-18  2013-01-28   810    -25.335162        -24.869831\n",
       "3  2021-07-08  2022-03-15  2022-04-15   281    -22.060651        -20.253406\n",
       "4  2021-02-19  2021-06-03  2021-07-07   138    -17.853687        -17.812570\n",
       "5  2015-09-24  2015-09-30  2015-10-16    22    -17.113324        -15.044177"
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       "<h4>Strategy Visualization</h4>"
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Cfeutt4iPjycrK4uwsDBef/31ei3L/PnzmTBhAoGBgRw6dIiHHnrIo09LTR599FG9D0FeXh7XXnstd911V5XjJk6cyG233UaTJk04cuQIGzZsoKio6JTnrtznYMqUKR7NFxEREaxfv55bb72VyMhIdu/eTV5eHn379uWf//xnnZqPQGsKKe/b8d1337Ft2zb8/PxYvXo1s2bNIj4+nn379nH8+HG6dOnCY489pg+v7tatG48//jhRUVGkpaWxYcMGTpw4AZx5XOuqZ8+eXHnllfj5+bF7927y8/Pp2bMn7777rl5DU5PyPk+g1WiVxwG0PiF33nknrVu3JjU1lb179xIXF8edd97Ja6+9Vquy7d69mw0bNnD8+HHatGnDAw88wKuvvqrv/9e//sUrr7xC9+7dycjI4NChQ0RHRzNjxow6z5XTtm1bfv/9d6ZOnUrTpk3Zt28fTqdT/11qaIqi8OWXX9K3b1+MRiMul4uPP/6YiIiIMz5n165dWbJkCX5+fqxZs4arrrpKrwEToj4o6pk08gohhBBCNGJSgyOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIIn2PydgGE8DWHDx/mP//5D0OHDmXkyJHVHrN69Wqys7O58sor6/36Tz75JHPmzAFg586drF+/nrS0NGJjY5k+fbrHsWlpaSxdupTjx4/TtGlTLrvsMpo1a3ZG183IyODHH38kNTWV4uJivQzlFi5cSHJyMgaD9ndVcHAwM2fOPOU5t27dypIlS7jqqqtISEg4o3LVZOHChYwYMYL4+Hi2bt3Kxo0bycrKws/Pj65duzJq1CgMBgNOp5Pvv/+eQ4cOUVxcTFhYGKNGjaJdu3b1Wh4hRP2SBEeIeuRyuVi+fDmxsbHeLgoANpuNAQMGkJmZyaFDhzz2uVwuFi1aRP/+/enbty9//PEHixYt4p577sFoNNb5WgaDgc6dO9OnTx8+++yzao8ZP348vXr1qvU5t23bhs1mY/v27WeV4Ljdbj2xqo7D4WDs2LHExcVRWFjIokWL+O233xgyZAhut5uQkBCmT59OSEgI+/btY/HixcyYMYPQ0NAzLpMQomFJgiNEPVq3bh1t2rShsLCwTs9btmwZe/bswW6306RJE8aOHUvLli0Brbbn+PHjmEwm9uzZQ0hICJMmTSImJua0523dujUAmzdvrrLv8OHDuN1uBgwYgKIo9O/fn99++41Dhw7Rtm3bOpUfICIigoiICLKzs+v83Ork5ORw+PBhrrnmGhYvXkxBQQGBgYF62b/66iv69u3LunXrsFgsjBw5km7dugHwzTffYDKZyM3N5ciRI1x77bV6LKrTt29f/efg4GC6du3K4cOHAbBYLIwYMULf3759e0JDQ0lNTZUER4hGTPrgCFFPcnJy2LJlC8OHD6/zc2NjY7njjjt46KGHSEhI4IsvvsDpdOr7ExMTSUhI4KGHHqJ9+/b88MMPNZ7r5KahmmRkZBAVFYWiKPq2qKgoMjIy6lz+2vrpp594/vnnee+99/QEoibbtm0jJiaGzp0707RpU7Zv3+6xv6CggKKiImbNmsWkSZP47rvvyMzM1Pfv2LGDoUOH8sgjj9CiRYsq558+fTrx8fHVXvvIkSM0bdq02n0FBQVkZWURGRl56psVQniVJDhC1JPly5dz0UUXYbFY6vzcbt264e/vj8FgYNCgQbhcLo8v6xYtWtCuXTsMBgPdu3cnPT39rMtbWlqKn5+fxzar1UppaelZn7s6o0eP5t5772XWrFn06tWLTz/99JS1Pdu3b6dr164AJCQkVElwAC666CJMJhPx8fG0a9eOnTt36vs6dOhAixYtUBQFk6n2ldVbtmwhNTWVQYMGVdnncrn46quv6N69OxEREbU+pxDi3JMmKiHqQWJiIiUlJWfcT+S3335jy5Yt5OfnA1BSUkJRUZG+v7xpBsBsNuN0Ok/br+R0LBYLJSUlHttKSkqqTdCOHDnCxx9/DEBoaCh33XVXna8XFxen/9yjRw927NjBvn376N+/f5Vjjx49yokTJ/R4du3alf/973+kpaXpnaBtNptHWUNCQvT4gdbUVFd79uzhp59+Ytq0afj7+3vsU1WVr7/+GqPRyPjx4+t8biHEuSUJjhD14NChQ6SmpjJv3jxASxQURSEjI4Nrr732lM89cuQIa9eu5cYbbyQyMhJFUXjuuecavMyRkZGsW7cOVVX1Zqr09HSP/ijlWrZsyaOPPlqv16/cNHaybdu2AfDvf//bY/vWrVsZN24cAMXFxZSWlupJTl5enkez0qnOX539+/fz7bffMnXqVKKiojz2qarK0qVLKSwsZOrUqWfUCVsIcW5JgiNEPbjooosYMmSI/nj58uUEBgbWqj9OaWkpBoOBgIAA3G43a9asqVKzcqbcbrf+T1VVnE4niqJgNBqJj4/HYDCwYcMG+vTpo3dEbtWq1RldS1VVXC4XLpcLQO9DZDKZsNvtJCcn69fcsWMHR44c0ZOVypxOJzt37mTixIm0b99e375r1y5++eUXxowZo29bvXo1o0aNIjk5mb1793p0Bq6LQ4cO8dVXXzFlypRqR8B9//33HD9+nBtvvBGz2XxG1xBCnFuS4AhRD/z8/Dz6s5hMJiwWCzabrcbnlNcwtGnThrZt2/Lqq69isVgYMGDAGTWvVGf79u0sWbJEf/z000/TvXt3Jk2ahNFoZMqUKXz77bf89NNPREREMGXKlDOuncjNzeXll1/2uFZISAj33XcfLpeLVatWkZmZiaIo+rWaNGlS5Tx79uzBbDbTvXt3j7L07NmT1atXs3//fiwWC4GBgVitVl588UXMZjMTJkw4434xv/zyC3a7XW+GA63W6vrrrycnJ4c//vgDo9Go19ABTJw4UR+1JYRofBRVVVVvF0KIC82KFStQVbXaGgxxeuXDxGfNmuXtogghGikZRSXEOWa32zlw4ECt5rERQghxZqSJSohzaO/evXzzzTd06NCBLl26eLs4Qgjhs6SJSgghhBA+R5qohBBCCOFzJMGppbquLXShk3jVnsSqbiRetSexqhuJV9009nhJglNL9TUvyYVC4lV7Equ6kXjVnsSqbiReddPY4yUJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIIn3NBTPTndrvJzMwkJydHXwjwTM6Rnp5ezyXzXfUVL6vVSlxcnCxwKIQQok4uiAQnOTkZRVGIj4/HbDbrixzWhdPpxGS6IMJVL+ojXqqqkpWVRXJy8hmvcC2EEOLCdEE0URUWFhIbG4vFYjmj5EZ4h6IoNGnSBLvd7u2iCCHEec+tqpQ63d4uxjlzQSQ4AAbDBXOrPkUSUiGEqB9PLk9k8CtrvF2Mc0a+9YUQQogLwA+7M7xdhHNKEpwLUGpqKn369MHpdHrl+ps2bWL8+PFeubYQQlzonG7PNbYTMwrIKXZ4qTQNR3rNNgKXXnop2dnZGAwGTCYT3bp145FHHqFZs2beLpoQQggf89ev/uS1q7vpj2/4aDNxIVa+vqWfF0tV/6QGp5GYP38+v/76K8uXLyc8PJwXXnjB20VqEN6qNRJCCKHZeDRH/9nu0KZOSc61sy0110slahiS4DQyfn5+jBo1ikOHDgFQWlrKSy+9xIQJExgzZgz//Oc/9VFF5U09H330ERdffDFjx45l6dKl+rnsdjsLFixg4sSJDB8+nFtuucVjRNLy5cuZMGECo0aN4t1339W3v/nmmzz00EM8/vjjDBs2jClTpnDkyBHef/99Lr74YiZMmMD69ev145cuXcrVV1/NsGHDuPzyy/nyyy/1feVlXLhwIWPHjuXJJ5+scs+LFi3immuukXmGhBDiHHlj7SEyC0vJtVf80Xnrom24Tmq+Op9dkE1Uav5myN9Up+cYVBW1LiN6gvqgBPWqY8m0pGTlypUkJCQA8Oqrr5KcnMwnn3yCyWTiscce45133mHmzJkAZGVlUVBQwLJly1i/fj0PPfQQI0aMIDg4mJdffpkDBw7w3nvv0aRJE3bs2OExmmzr1q18+eWXHD16lJtuuomRI0fq8838+uuvvPjii8yZM4ennnqKe+65h8svv5xly5bx7bff8s9//lNPpsLDw3nppZeIjY1l8+bN3HvvvXTo0EG/h6ysLPLy8vj2229xu93s2LFDL8Pbb7/N6tWreeuttwgLC6tzvIQQQtTdexuS+PVgNg+ObOuxfXd6PgnRwV4qVf2SGpxGYvbs2YwYMYLhw4ezYcMGbrzxRlRV5euvv+aBBx4gJCSEgIAAbr75Zn788Uf9eSaTiVtvvRWTycSQIUPw9/fnyJEjuN1uli5dyuzZs4mMjMRoNNK9e3csFov+3Ntuuw2r1Ur79u1p164de/fu1ff16NGDgQMHYjKZGD16NCdOnGD69OmYTCbGjBlDamoq+fn5AAwZMoS4uDgURaF3794MGDCAbdu26edSFIU77rgDi8WC1WoFtEn85s+fz/r163nzzTcluRFCiFqa/skWvvnz2FmfZ9/xQmYu/tNj282fbj3r8zYWF2QNjhLUC+pYu+Jq4JmM582bR//+/XG5XPz888/cfvvtfPLJJ9jtdm644Qb9OFVVcbsrJmoKCQnxKJfVaqWoqIicnBxKSkqIi4ur8ZpNmjTxeF5xcXG1+/z8/AgNDcVoNOqPAYqKiggKCmLt2rW8/fbbHD16FLfbjd1up3Xr1vrzw8LC9OeUy8/P5+uvv+aZZ54hMDCw1nESQogLWUpuMTvT8tmZls+krtFnfb4Sl+9O/Cc1OI2M0Whk5MiRGAwG/vzzT/z8/Pj8889ZvXo1q1ev5ueff+bXX3897XlCQ0Px8/MjOTm5QctbWlrKgw8+yA033MCPP/7I6tWrGTx4MKpa0Y5b3WR9wcHBLFiwgCeffJKtW7c2aBmFEMJXbDySA0BCs6A6PS8t78KbEV4SnEZGVVVWr15Nfn4+rVu35oorrmD+/PlkZ2cDkJGRwbp16057HoPBwGWXXcaCBQs4fvw4LpeL7du3U1paWq/ldTgcOBwOwsLCMBqNrF271qMD8qn06dOHv//97zz44IMe/XKEEEJU7/ekHADiQm11et6nm1NqfWzlP1DPZ5LgNBKzZs1i6NChDB8+nNdff525c+fSpk0b7rnnHpo3b87NN9/M8OHDueuuuzhy5EitzvnXv/6Vtm3bcuONNzJy5EheffVVj+at+hAQEMDs2bN55JFHuOiii1i+fDnDhg2r9fMHDBjAE088waxZs9izZ0+9lk0IIXxNZkEJAMv3ZNQpEWkZXvuEyFdGUimqr6Rqp7B79246dep0VueQ1cTrpj7jVR+vX2OWnZ1NeHi4t4tx3pB41Z7Eqm7Oh3j95dMt/HlMG+Cx7r6hmAy1G937y4EsHliys9p9BgXcKgxpHc6ag9n8es9grGbjac/Z2OMlNThCCCHEeSAlt1hPbgCcdeggXHKKVcTbRATw+6xh9G0eCoDD5Rv1HpLgCCGEEOeBWd941sDUJRF5cnkiAF2jq3ZODrWZAfTaIGc9d2XwFklwhBBCiPOA/aRaGEcdEpHy4eB3D2lF77gQAMobt/QEx6ilBFKDI4QQQohzxnTSlBulZzCHTasm/vrUHcFWrZ9k2Ek1OBPe3nA2xWw0pNesEEIIcR44eUoxZx1qWjpFBRJmMxPub6G8X3LTQD9y7U4C/comcTX5Vp3HWd/NqlWrePrpp7nrrrtYuHChx7477riDtLQ0/fHq1at54IEHOHz4MMXFxbz88svcd999vPvuux7Dl3/44Qf++9//nm3RhBBCCJ9hOCnDqUtTkqpWPP+aHjEA9GsZCoDdoX3/ljdVAWQV1u+cad5w1glOSEgIEyZMYPDgwac87scff+T7779n1qxZxMfH88svvxAYGMgLL7xAdnY2W7ZsAeD48ePs2LGDkSNHnm3RhBBCCJ9hO2nodl364LhUFUNZ1c2IthH8PmsYscHa2oDlTV2VE5z9mYVnW1yvO+sEp1evXvTo0YOAgIAaj/nuu+/43//+xwMPPEBsbCwAmZmZtGvXDrPZTNu2bcnMzARg0aJFTJ482WPVayGEEOJCF3/SZH11qcE5mFWE+6Rp78oTnvJ5/UKsFb1WDkiCc3pLlixh3bp1zJ49m2bNmunbY2Ji2Lt3Lw6Hg/379xMTE8OmTZuIiIggPj6+oYslhBBCnFfKOwE/OLItQK1XFM8sKMHlVllzMNtju7Gsyap85uKoID9GtNEWWq5cg7M5OYdtqblnV3gvaPBOxrt27aJfv35ERER4bB8yZAjJyck888wzdO3albZt2zJ//nxmzZrFN998w759+4iJiWHKlCm1nhG3sLCQkpKSKtvdbjdOp/Os7qM+zlGTrVu38tprr3Hw4EGMRiMtW7bk/vvv5+DBgyxdupS33nrrjM+dmprKlVdeyZo1a87pTMz1GS+3262vxeWLiouLffr+6pvEq/YkVnXT2ONVaC+hWaCZphYXAN/8mcaM3hGneRYkZhTpP1e+P3uxtr3Ibte3PzI0mtwiO3vScvn6j0M43G5e+FVbx2rF9ASP8zaWeNU0m3KDf+PdcsstfPzxx1itVq666ip9u9lsZtq0afrjTz/9lDFjxrB//36OHDnC7Nmz+fDDD1m7di3Dhw+v1bUCAgKqbSpLT08/6y/3hlqqoaCggNmzZ/Pwww9z8cUX43A42Lp1KzabDaPRiKIop7yuy+XCaKx5Su3y55pMpnOa4NRnvAwGQ6OeDvxsNfbpzhsbiVftSazqpjHHKz2/hJ8O5AAQHhqib69Need9vb/a4y/uEsC/N6ZxY/9WhIdXTADYumkWP+3L5J8/J3mc5+RrNeZ4wTloooqMjOT+++9n/fr1fPPNN9Uec+TIETIzM+nbty8pKSm0aNECRVGIj48nJaX2K6Cej44ePQrAuHHjMBqNWK1WBgwYgMlk4plnnuHPP/9k6NChjBgxAoC5c+fyzDPPcO+99zJkyBA2bdrEmjVrmDp1KsOHD2fChAm8+eab+vlvu+02AC666CKGDh3K9u3bAa3p8Oqrr+aiiy5i5syZHDtWUdW5fv16rrzySoYPH86zzz7L7bffzjfffIPD4WDkyJHs31/xy5Kdnc3gwYM5ceJEQ4dKCCEuWE8sq1iM2GysGE1Vm4Uxk3Pt1W6PCPTj53sG0zHKc3ZjP7OBEqeryvF95/+C3VF1e2N11n9iu1wu3G43qqridrtxOBwYDAaPWoVmzZpx//33M3/+fIxGI5deeqm+z+128/nnnzN9+nQAIiIiWLVqFU6nk71799KiRYuzLWIV3+9KZ+mOtNMfWImqqvrkSLVxWUIzJnSOOu1xLVq0wGg0MmfOHMaMGUPXrl0JDg6mVatWPPLII3zzzTe8++67Hs9Zvnw5L7/8Mi+99BIOh4M///yTp556itatW3PgwAHuvvtuOnTowIgRI3j77be57LLLWLVqlV6jsnr1at5//30WLFhA8+bNWbhwIX/729947733yMnJ4aGHHmLOnDkMGzaML774gq+//prx48djNpsZM2YMP/zwA/feey8AK1asoF+/foSFhdUhmkIIIepic3JFHxhzpUE4pS43NsOpF8a8PKEZS3ak4V+LBTQBrCYjxY7qR2hlFpYSF1r7lcm96axrcH744QdmzpzJ8uXL2bBhAzNnzuTDDz+sclxMTAz3338/q1at4ocfftC3r169mi5dutC0aVMAevbsSVhYGA888ACFhYUMHTr0bIvYqAUGBvLOO++gKApPP/00F198Mffffz9ZWVk1Pmf48OH06NEDg8GAn58fffr0oW3bthgMBtq1a8fYsWP5448/anz+V199xfTp02nVqhUmk4m//OUvJCYmcuzYMdasWUPr1q0ZOXIkJpOJa6+91qP/1MSJE1mxYgXli9D/8MMPjB8/vv4CIoQQ4pRMlWpwTrWIZjlL2RIMy+4YUKvzW08x4d/Jy0U0Zmddg3PppZd61MhUVrmpBCA2Npb58+d7bDt5vhuj0citt956tsU6pQmdo2pVu1JZQ/XBAWjVqhVz584F4PDhwzz++OO8+OKLDBw4sNrjo6I8y75jxw5effVVDhw4gMPhwOFwMGrUqBqvd+zYMV588UVeeuklj+0ZGRlkZmZ6nF9RFCIjI/XHCQkJWK1W/vjjDyIiIkhKSmLYsGF1vGMhhBBnylyHBCen2MEX21IB8LfUrgbHz1xzgrNsVzoj20XQJTq4VufyJplsppGJj49n4sSJHDhwoMYmsZO3/+1vf2PYsGF8//33/Pzzzx6duas7R1RUFI8++iirV6/W/61du5bu3bsTERFBRkaGfqyqqh6PQavF+eGHH/j+++8ZNWoUfn5+Z3PLQgghTmFl4nH9Z7NR8Zj/prD01KNVD2bVfT6bolKtn035sPTKPtiUzPRPtwKwZHcWmQVVRy5XdvREMfd9vcMrfXckwfGyw4cP89FHH5Geng5AWloaK1asoGvXroSHh5ORkYHD4TjlOYqKiggJCcHPz48dO3awfPlyfV9YWBgGg8Gjs/ZVV13F+++/z4EDBwBtJFf50hhDhgxh//79rF69GqfTyeeff65PwljukksuYfXq1SxbtowJEybUSxyEEEJU79Hvd+s/X9UthrgQq16Lk3maJRXOZGXwSzpF0jsuhG9v7cdPd2ktCb3iQjyOOZRVxOsbjnHTJ1uqTCBY2bbUXNYeyia76NTfYw1BFtv0Mn9/f3bs2MHHH39Mfn4+QUFBDBkyhL/+9a/4+fnRunVrxo4di6Io/PTTT9We46GHHuKll17i+eefp1evXowePZqCggIArFYrf/nLX7jllltwOp28+uqrXHTRRRQVFfHoo4+SlpZGYGAg/fr1Y/To0YSGhvLss88yb9485syZwyWXXELnzp0xmyum8G7WrBkdO3YkKSmJnj17npM4CSHEhS4mxMpfh7fGZFD49MbeXP3+Jo7VMEKq3JmsOB4bYuPfk7vrj9fdN5R8u4Mx/14PaDMeT/7PJgAyCkr55I8Uru4ejcmgYDJ61puUr3NlPUWzV0ORBMfLIiMjefbZZ2vc//LLL3s8Lu+rU9no0aMZPXp0jee48847ufPOOz22TZgwocbal0GDBvHVV18B2ii38ePHV+n3ExUVRUJCQp1GlgkhhDhzdw+O15uNmvhbAPjHyn2UuFQmly2geTJHPXQKNhkUwvwtvDQpgbkrEskp9qyN+XZnGi//cpDuMcG8c20Pj332suHmVlPt+v/UJ2miElWsW7eO/Px8SktLee+991BVlYSEihksU1NTWbVqFZdffrkXSymEEL7vcHbFLMStm1RMZBtQqcPwC/+rmJssI7+EbSkVQ8pLy5qo/n5Jx7Muy+DW4QxuVXVKkPJVyrel5lXZV16D43eKkVkNRRIcUcX27duZNGkSo0eP5tdff+XFF1/EatVWnX3jjTeYMmUK06ZN0xdOFUII0TDKE5xAPyOtmvjr20+uPZ/6wR8czi5i5pd/cutn23CWNU2VN1F1i6mfUU/Oavr0VF63asMRz0lfix0uLEYFYzUdlhuaNFGJKu644w7uuOOOavfNmDGDGTNmnOMSCSHEham8duT1q7udMknYl1nINQs36Y8PZBXRITIQR1mCYzHWT4LRISqQFWWjul6d2Ia/fn+AypMpz/zyT168vAvD2jTB7nDx4abkernumZAaHCGEEKKRKq+JqW7I9pJb+tWYuLz080FeW3OILWUzIJuN9fN1f33vOP1ni1FhfDVzyj2wZCelTjdPr9xXL9c8UxdMguN2nz+zL4oK6imGHwohhK9zlFWPVJegxIRYuTwhGoBmQZ7zkW1KymHhxiS9tsVST31gDIrCJ9N6Mb5TJM1D/AiotPxD5aUgDmQVsnxPRnWnOGcuiAQnICCAlJQUSktL5QvzPKKqKllZWXr/HyGEuNCUz1RsrqGm5pYBLRjbsSlXd69+FFW5+qrBAWjXNJAnL+mI0aAQHmDRtw9tU7Gy+I0fb9F/Htuxab1duy4uiD44cXFxZGZmcuTIEZzOU8/6WBO3243BcEHkg/WivuJltVqJi4s7/YFCCOEDsgpLGffmev5+SUfGdYrUh2SH2SzVHt8kwMI/xndCVVUt4fA389xP+yk6aebg6pq46kOIVUsjWoX7M2dsB/ZmFHKo0sivR0e344pu0Q1y7dO5IBIcg8FAZGSkx5pKdZWdnU14ePjpDxSAxEsIIWojt9hBoJ9J70A87k1tMr231x9hXKdIsosc+JkM2E4zUZ6iKNzQR/tj8LU1h6okOA0lzKZNAnvHoJaYjQbemtKdi99YB0BciJXLEpqdk3JUR6okhBBCCC8oKHEy+o11vL7mEACllSblK2+ayi4qpYm/uU6Tqo5oG1G/BT3VtdpFsPjmPoxqrzVDhdrMRJQ1Wz16cTuvDA8vJwmOEEII4QW5dq356ceyjsBZRRXrSqXna4tYnihyEOZfffNUTbKLTr0+VX0yKAotw/w9tuWXaF1BAizebSSSBEcIIYTwgvJVuxUFft6fyWXvbNT3tQizAVrSE+5vrvb5NUnO0dan6hgZCHjOenwulNc+Oc5gHaz6JAmOEEII4QXlNR2KojB76S6PfdHB2rDvE0UOwutYg/PMxE4ATOur9ck53QirhtKhLMHylguik7EQQgjR2BSUaDU4qSetCD6mQ1O2p+bhVlVOFDvqXIMTF2pj/X1DMRoUhrZu4pV1oACs5nO/wGZlUoMjhBBCeEFBSdVpS8Z3iqRtRABp+SX0X/ArLrda5z44gN6512Y26ss9XGgkwRFCCCG8IP+kBOeNq7vx5CUdaVnW/6acn+n8SlAeGNGG9k0DTn9gA5MmKiGEEMILTq7BiSxbbiE6xHP29lHtvDMT8Jm6tlcs1/aK9XYxpAZHCCGE8Ib8Es/J+MpHTrUK96dVuDb0OibYjxBb3frgCI3U4AghhBBeUNN8NVazkc+n9yEjv4Rgq3xNnymJnBBCCOEF5ZP5QfWLaUaetEK4qBtpohJCCCEayNETxfzl0y0cPVFcZV9GfglxZf1tgvykvqG+1Sqi2dnZfPLJJxw4cACj0UhCQgLXXnstVquVlJQUPvzwQ5KTk2natClTp06lXbt2+nNXrVrF8uXLKS4uJiEhgWnTpmGzae2Mn332GevXrycqKoo77riDsLAwAPbv38/KlSuZMWNGA9yyEEII0fBUVWVzcg5/Hsvnk83JPDyqnce+jIISesWFkpxrl6aoBlCrGpyPP/4Yf39/nnvuOZ588kkyMzP5/vvvcblcvPbaa/To0YMFCxYwbtw4Xn/9dQoLCwHYtWsX3333HTNnzuS5557D5XKxaNEiAA4dOsTOnTt55pln6NChA8uXLwfA5XKxePFipkyZ0kC3LIQQQjS8AS/9ytMr9wFVR0zlFDsodak0KVuYsnmorcrzxdmpVYKTmZlJ3759sVgsBAQE0LNnT1JTU0lMTMThcDBmzBjMZjP9+/cnMjKSLVu2ALBu3ToGDRpE8+bNsdlsTJo0iU2bNlFaWkpmZiYtWrTAarXSvn17MjMzAVi5ciW9e/cmPDy84e5aCCGEaEC/HMjCrVY8XrHnOCv2ZLDveAFQ0f9mWJsm3D+iNXPGdvBGMX1arerERo0axcaNG2nfvj2lpaVs3ryZPn36kJqaSmxsLAZDRZ7UvHlzUlNTAUhNTSUhIUHfFx0dDUB6ejoxMTEsXbqU4uJiEhMTiY6OJjMzk23btjF79uwzupnCwkJKSkpOf+AZKC4uJjs7u0HO7YskXrUnsaobiVftSazqpr7ilVXk4IEliVW2P/bDHgDentSOlDztu8qm2hkX74+rOJ/sqt10GrXG8v6qqUKkVglO27Zt+fXXX7nvvvtwu9107dqV4cOHs2zZMr0/TTmbzaY3Udnt9mr3l5SU0LZtW4YPH868efOIiori+uuvZ+HChUyePJktW7awevVqbDYbU6dO1fvmnE5AQAABAQ0ze2J2drbUKtWBxKv2JFZ1I/GqPYlV3dRXvI47C065v8RopRCteqddbCThAXVfiqExaOzvr9M2Ubndbl555RW6devGK6+8wvz58zEajXz22Wf4+flRXOyZctrtdqxWrVe41WrFbrdX2e/npw19Gz16NI8//ji33347iYmJhIaGEhkZyeLFi7n77rvp3bs3ixcvrq97FUIIIRrctpTcU+7fm1FAYno+BoU6L6Qpau+0CU5RUREnTpzgoosuwmw2ExAQwODBg9m5cycxMTGkpKTgdrv145OSkoiJ0ZZmj4mJISkpSd+XlpaGqqpERUV5XMNut7Ns2TKuuOIKMjIyCAsLw2azER8fT0pKSn3dqxBCCNHgNhzN8XjcKSoQgCW39APglV8PsXRnOgEW0wW7EOa5cNoEJzAwkIiICH755RdcLhfFxcWsW7eO2NhYOnTogNlsZuXKlTgcDjZu3Eh6ejo9e/YEYODAgaxbt47k5GTsdjtLliyhT58+WCye1XFLly7l4osvxt/fn/DwcNLT08nLyyMxMZGIiIiGuXMhhBCiAfxyIAuA4W2aAPCvq7qy9NZ+RAf7eUzod/Jim6J+1aoPzowZM/j8889ZuXIliqLQvn17rrvuOoxGI3fffTcffPAB3377LREREcyYMUPvB9O5c2fGjx/PK6+8gt1u1+fPqSwpKYm0tDQmT54MQEhICOPGjWPu3LkEBwdz22231fMtCyGEEA0jJbei28bfx3fkRJGDYKuZYKvWFBXub/GYwVg0HEVVVfX0h4nG3pmqsZF41Z7Eqm4kXrUnsaqbs42XW1Xpv+BXAO4aHM/N/VtUOWb067+Ra9dqbsL9zay4c+AZX8/bGvv7S5ZqEEIIIerBoawi/efuscHVHlOe3EQH+/HxtN7npFwXKpkbWgghhKgHWWWrg79yZQK94kJPeeyiG/vgbzGeg1JduCTBEUIIIc6C3eFi6Ktr9cd+ppobRx4d3Y6jJ4oluTkHJMERQgghzsK+44Uej7vHhNR47BXdohu6OKKM9MERQgghzkJqnueEtkaDzG3TGEiCI4QQQpyFEqf79AeJc04SHCGEEOIsOFwVCc4DI9p4sSSiMklwhBBCiDO093gBSTkVTVShNllbqrGQTsZCCCFEHTndKsWlLq7/cLPHdhWZO7exkARHCCGEqKPHf9jDf/cer7K9U1SQF0ojqiNNVEIIIUQN7A4Xj32/m93p+fq2fLuz2uTm91nDiA/3P5fFE6cgCY4QotHLKizl/Y1HkaXzxLmWmFHAisTj3PjxFgBcbpWRr//m5VKJ2pAmKiFEo6SqKoezi2nVxJ9n/7uP1Qey8DMZuLiFzdtFExeQpTvS9J9dbpUxb6zz2L9gUhfe/O0IV3WXCfwaG0lwhBCN0vI9GTyxLJGXJiVwMFtbxHDB6oMc796Uv45qcsbnPXqiGIMCcaGSKIlT++1QNkt3puuPC0qc5JU49ccrZwwk1GZmSOszfz+KhiMJjhCiUTqcXQzAUz8mkl3k0LfvzbLX9JQabU3J5VienZ6xIVz1/u/69rX3DsFyinWDhO/LszvYeDSH0e2bemyf8cU2NiXlemwbXan2plmQnwwJb+QkwRFCNErBVu3jqXJyA+B0123WWKfLzW2fbat235pD2YxsF3FmBRQ+4ZZFWzmcXUyPO0I8OqWenNxUNrV3LPcNa93whRNnRf50EUI0SkF+1f/9FRlgAcCtqqftdKyqKgNfXuOxrUWojSfGtge0zsviwuV0ufWawpxih8f2U7ltQEsURdabauykBkcI0SiZqlmwsE0Tf/JLXBSUOJm8cBOZhaVYTAbMRgWnS5tizWxUMBsMmAwKxyslMPMu68yxvBKm9IyhsNTFUyv2yhpCFyi3qvLNn2ker3+e3UH5CO8ih+uUzw+sIfkWjYu8SkKIRslVTe1MqM3M1mP5/GXRVo4XljKlZwwWo4EDmYU0DfQj2GrC4VIpLHXybVnn0EHxYcyflOCxwrNfWb+b0tP8pS580+p9mTzz330e23KLneCvvS/KE59OUYE0D7VR5HCx5mA2AP1bhp7TsoozJwmOEKLRmL/6AJ9uTuHD63vidFUkOHEhVl64vAvz/refQoebQ1lFDGkVzgMj2tTYVHDbwJb8b18mU3rGeiQ3oNUOGRRZBfpC5aqmZXPD0RMcSFOJaeLgsy2pAFzbM5bxnaMAWLY7nf/tzWTuJR3OZVHFWZAERwjRaHy6OQWA//yeRO/mofr2UpebthEB/JFc0fHzriHxp+wHER1s5frecdXuUxQFi9FAqSQ4F5wtybk8+v1u/XGozUxOsYMvtx0r21Ix741fpRF2l3SK4pJOUeeqmKIeSCdjIUSjE2azeNTglPeJuHNQSwA+v6kP7ZoGntU1/EwGqcG5AN3+ueeIushAS43HyhQC5zepwRFCNDrRIX4efXCig60A3DKgJVe0DyK8Htb7sRgN0gdH4HLXPBLPTxKc85q8ekIIr9KWZNBmKvY3GwEoKnV51OD4Gev/o0pqcARAx6gg3r+uBwCzh8R67GuI9504d2pdg7N582a+/fZbMjMzCQwM5JprrqFXr16kpKTw4YcfkpycTNOmTZk6dSrt2rXTn7dq1SqWL19OcXExCQkJTJs2DZtNmyL9s88+Y/369URFRXHHHXcQFhYGwP79+1m5ciUzZsyo59sVQjQ23+9K58kVe/nXVV1xl9XaFJW6MFf6cjEZ63/OEYtJanAuNOXrSvVpHsqmpBwAHhndDj+Tgd9nDSM7O5sp/dow7NU1FDvc0kR1nqvVq7dnzx4+//xzrr/+el5++WUeffRRmjdvjsvl4rXXXqNHjx4sWLCAcePG8frrr1NYWAjArl27+O6775g5cybPPfccLpeLRYsWAXDo0CF27tzJM888Q4cOHVi+fDkALpeLxYsXM2XKlAa6ZSFEY7InvQCAg1lFerNUYanLowNwdXPinC2LUWpwLjQr9mQA0C0mSB9ZV10z1FXdYgCwmoznrnCi3tUqwVm6dCkTJkygbdu2GAwGgoKCaNq0KYmJiTgcDsaMGYPZbKZ///5ERkayZYu2rPy6desYNGgQzZs3x2azMWnSJDZt2kRpaSmZmZm0aNECq9VK+/btyczMBGDlypX07t2b8PDwhrtrIUTjUZa7qKh6s1RhqctjsjWbuf6/aIwG5ZT9L4TvcKsqE95az8ajOQD8pX9LltzSj3emdK/2+HuGteLD63vSqsnZ9/US3nPaJiq3283hw4fp1q0bjz/+OCUlJXTu3JkpU6aQmppKbGwsBkNFntS8eXNSU7U5BFJTU0lISND3RUdry8mnp6cTExPD0qVLKS4uJjExkejoaDIzM9m2bRuzZ88+o5spLCykpKTkjJ57OsXFxWRnZzfIuX2RxKv2LvRYldi139nCwiLK043cwmKMqoMwq4mL2oRwTZcIPUb1FS+3y0lJqdunY3+hv7fK7TleREZBxazWhXk5mIHmNjziUzlekWYkdqfRWN5fNVWInDbBycvLw+VysWnTJmbNmoWfnx/vvfcen332GU2bNtX705Sz2Wx6E5Xdbq92f0lJCW3btmX48OHMmzePqKgorr/+ehYuXMjkyZPZsmULq1evxmazMXXqVL1vzukEBAQQEBBQq2PrKjs7W2qV6kDiVXsXeqy+2b0DAItfxWfF7ykF+s+PjO3icXx9xcvPchSjQfHp2F/o761yak7Fz+M6RtYYE4lX3TT2eJ22icpi0eYIGDFiBGFhYfj7+zNhwgT+/PNP/Pz8KC4u9jjebrdjtWpDOq1WK3a7vcp+Pz8/AEaPHs3jjz/O7bffTmJiIqGhoURGRrJ48WLuvvtuevfuzeLFi+vlRoUQjVtdVwk/WwZFQfoY+758u5NChxOAV69M4PEx7b1cInGunDbB8ff3JywsrNoZQ2NiYkhJScFd6YMpKSmJmJgYfX9SUpK+Ly0tDVVViYrynA3SbrezbNkyrrjiCjIyMggLC8NmsxEfH09KSsoZ35wQ4vzhrKY/zKq7BzXY9QyK1u9HNB4rE4/z26Gzb/LIszvoO/8X+s7/hZGv/8aba48A0CkqSEZGXUBq9UoPGTKEVatWkZubqycj3bt3p0OHDpjNZlauXInD4WDjxo2kp6fTs2dPAAYOHMi6detITk7GbrezZMkS+vTpo9cKlVu6dCkXX3wx/v7+hIeHk56eTl5eHomJiURERNT/XQshGp2TE5y2EQENumqzr9XgqKqK/TSrYDd2j36/m79+veOsz7MtNc/j8dGcYnrGhhBiM5/1ucX5o1afHpdccgkFBQXMnTsXo9FIQkIC11xzDUajkbvvvpsPPviAb7/9loiICGbMmKH3g+ncuTPjx4/nlVdewW63k5CQwLXXXutx7qSkJNLS0pg8eTIAISEhjBs3jrlz5xIcHMxtt91Wz7cshGiMyoeLl8svcTbo9QyKos+74wve/O0I7244ytp7h5z3tRQ/H8iiQ2QAW5Jz67z+U7HDxaxvdlbZflX36PoqnjhP1CrBMRqNXHvttVWSE4DY2FgeeeSRGp87cuRIRo4cWeP+5s2bc++993psGzNmDGPGjKlN0YQQPmL9kRMABPuZyCtxNnhthFtVOZZnP/2B54l3NxwF4ESxg6ggPy+X5uysP5zN8z/tI6OglJHtmtZ6yQSHy82wV9fqj0e2iyDYaiLAYmJU+6YNVVzRSMlaVEIIr6muv8Xtg1oyb9UBpvSMreYZ9SfX7iS7yNGg1/CG/BLneZ/gLNZX9oaCEid+ppoXxKzs2f/u03++vncc9w1vXe9lE+eP87seUwhxXjuQWejx2KDANT1i+O2vQ7h1QIsGvXbHyLNbjbwxqTzrc2EDN+2da+PeXF/rY385qCXMJoMiyY2QBEcI4T0nD5wK8jNhUBTMRkO1IzfrU2SgpawM538/nKM5FdN15Ng9ExxVVXlqRSIbypoAz0ebk3P0n9Py7WQWlFBcTRNmTrFWIxfuL52JhSQ4QggvOjm5CLCcu7V/bGXXsjsa31Cq5JxinlqR6FEzcyqPfb9b/zm7sGLG3p0ZRfRb8Cvf7kxn5pd/8mil484nd3y+HQCXW+XStzdyyVsbGPbqWo/4VO5PNX9SQpVziAuPJDhCCK9xnDRO22Q8dx9J5etbFZU2viadK977nW93pvO373fXakHQyqui//O/+zheUMKIf61l1g8HPY5bmXicncfyeGPtYbYk5+pzxexJz6/3e6ir6uZBquzHPRlVam0Gv7KGjzYl43SrXPbORgBiQqx08KHmR3HmJMERQnjNyV/eDbFqeE3Cy+ZEyaxU49EYVE76Vh/I4oPfk05xtDbiKCnHczTYyr3HKSytfhTa9E+38t6Go9z++TZ924urD5xFietHeW1Mm0oLXN7Yt7n+899+2MO7649Wed7Lvxz06Ms1vlNkA5ZSnE8kwRFCeI03E5wW4doX6b9/O3LOrnk6z/x3H9f+5w+PbW+tO8KLqw6wfHcGfef/wqebK2Z3X3c4m3u+qjox3oLVWs2NQYHfZw1j2R0DTnndZkHWeij92SmvhbqoXcXkrvcMbcXPMwfrjz/6I7na56blVyyyfKLY90bGiTMjCY4QwmtKTm6iMpy7j6TmodrinmtrsTSA3eGiqFKNSHp+Cbd9trVe5+opKnXx1fZjeofht6d0Z0SbJgAs2pLC48v2ADB/9QHsDhcpucXcWym5WXHnAF6/uqvHOb+5vjMAEQEWPrhem2H+nqGt+H3WMP1fyzAbrkbQ0bq8BqdpWedv/7ImRH+LkXZNqy6i/ODItvrPs5doE/u1bxrADb3jGrqo4jwh8+AIIbzm5D44fqZzV4NTPnnc6SqNih0uffK4YW2asOHICb3mafG2Y9zQp36+UJ//3z6Px12aBfHgqLasPpBV5djlezIItlaMFProhl6E+1sIb2Hh2YmdePg7rTNx5QnyOkUF8b+7BhFk9fzYNxoUXKfp/3IuFJUli/5mE7/PGuaxLz2vxOPxXUPiuaJbNK+tOeTRFPfB9b0wnsNaQNG4SQ2OEMJr2jfVOoPGhmhNJD3jQs7p9W8f2BJVhcJTdDS+58s/9Z9/OZDl0axWX8ORn1i2h+93ZeiP48NtmI0Gmgb68e2t/QgpS0q+urkvTQMsPL1yHw99u0s/vnWlfiuVm3hOdnJyA40nwSkom78n0K/qSLpWle4P4OZ+LTAZFJ4Y0x6TQSEiwMIVXZtJciM8SA2OEMJryptGyvtQjGx3bqfT79wsCBV49ddDPDyqXbXHnLxw412D4ykodfHB70m1GuFUG8t2VyQ3dw+JZ0yHio6yzYKtrLhzIKAlI0Nah/P1n2n6/vmTumCuNPrMoCi0buJf6yH3plMkOC63yo5jeXSPbfjEsyLBqfq1VDkxaxdR0Vw1sn1T1skSDKIGkuAIIbzG6dK+WOeO7cCPiRm0r6avRUPq3yIUgC+3HasxwTnZFd2iMRkUPvg9SW9WOVuxIVZScrWRUDf0jqsyXL5yzcSMwfF0jArisoRmNXbKXnRjbxRFITv79P2LjIriMUQ7t9jBJ5tTuG1AC97fmMRb647w/nU9SIgOPpNbq7WCsqamQEvVr6WBLcNYczCbr//Sl7iyvlNCnI4kOEIIrynvgzOmY1PGeWF4r8lo4N5hrXjll0Ok5dlpFlwxmmhnWj6/HcqmV1wIm5Nz9e2hNrNe41FUw1Dsk9kdLgpLXTQJqH5NpfJEZXT7iNPOBRTmb+HKbqdeGbsus0AbDYpHJ+NHvt/N70dz+CMph5iypsND2UUNnuDk2bXRT9U1UV3TI4axHSMJsckMxaL2pA+OEMJrHG4Vo0HB0MDLMpzKkFbaSKXL393IzrR8Jr27kfT8Em75dAtvrTtCsNVEXIjnMGqjQcFqMtQ410xlx/LsDH11LePeXE/+ScsoHM4u4m/f7+bIiWKu7h7NMxM719+N1dLJfXB+P5oDaE1zB7OKgHMzV9Az/90PVEzAWJmiKJLciDqTGhwhhNc4XCpmL3cMjQ/XmjzcKkz/ZAsAE9/eoO9fvT+Loa3Dee3qbpiNFWX1txirXQ/pZI//sEf/+bfD2YztqNVUFZQ4uWbhJn2f1XTulqmozGhQ9CHaJ69XlZhRAMDraw5zc7+GXfy0XOWRX0KcDXknCSG8xul2e3SQ9QZFUfjrsFOvPD2qfVNiQqw0DfTTt2UXOfhp7/HTnr9y7cifx/J49qd99J3/C38e8+y8fFlCszqWvH4YFYWMghLcqsqiskkEu0YHeaUsABZJcEQ9kXeSEMJrnC7Vo1bEW67uHs3A+LAa9w9r3aTa7bn2069jVXldpM+2pPLltmMAPP/Tfn376PYRVYZCnysuVeVYXgnTPtrMmkPZtGniz1tTeuj7/UwGooL8aj5BPfNmc6XwLdJEJYTwGofLfU6XZ6iJ1WzklSu7sv5wNiVON8PbRuBWVfov+JWEZkHVzh9Tzuly19gx2OVW+XK7ltB0iAzUm3wAkstGTX0yrRftmnpvccjyjt57j2vrOd3Ytzkmg8K4jpEE+hlR0UaZ2R0urNX0j6kvVpOBHudgOLq4cEgNjhDCaxxu1etNVJUNiA9neFttojyDovD7rGG8P7VntcfOvqgNABkFNXfAPXqiWP/5oxt6VdlvMxu8mtxA1eUxBpTVZP19fEceGtWO4rKO1DWtA1UfVFXF4XLTKUpWARf1R2pwhBBe42gkTVRnIr5ssc60fLs+nPpkR05oo5Cem9gJgHmXdeZgVhEXd2jK9tQ8ejcPPSdlPZWW4TY2JeXoj8P9PYey3zWkFT/szuDoiWL2pOfTMar+++cUlLhwqchIKVGvJMERQniN0+U+pwts1qdmwVq/lLST1kkqtz+zkDfLVirvVtb0MrxtBMPL1ohsLBPWtW5SMbnivMu7VNlf3v9m2e4Mlu3O4J0p3et9ZuPcsjlwgk/RFChEXcm7SQjhNVoT1flZgxNVNqLqUHZRlX2ZBSVc98Ef+uMm9bRmVUMY3ymS3w5lc8/QVrSJqH4maZvZQLFD66uzL7OwARIcrbN2iLXxxkmcfyTBEUJ4jeM8rsEp73C7cGMSmYWlKICCNlHdZ1tT9eO6xQTXaWbhcy3Qz8RLVySc8pgfbh/ARa/9BsBzP+3n6u4x9VqG3GKtBifEJl9Jov6cn58sQgifcD73wYGKSel+P5rDhiMnWH/kBEt3agthNg+18q+ruvLOlO7eLGK9CPQz8e2t/fTHM77YhqrW3wrkeVKDIxpAndLlgoICnnjiCSIjI3n44YcBSElJ4cMPPyQ5OZmmTZsydepU2rWrWLRu1apVLF++nOLiYhISEpg2bRo2m9b2/Nlnn7F+/XqioqK44447CAvTeu/v37+flStXMmPGjPq6TyFEI+R0u/Gv5arXjdGae4dU2eZyq2QVlhJ5DueOOReaBVv1RUE3JeWyen8Ww9o08VgI9EyV98EJkT44oh7VqQZn8eLFREdXLPLmcrl47bXX6NGjBwsWLGDcuHG8/vrrFBZq8yns2rWL7777jpkzZ/Lcc8/hcrlYtGgRAIcOHWLnzp0888wzdOjQgeXLl+vnXLx4MVOmTKmvexRCNFLaUg2+VZFsNCg+l9yUqzwZ4YPf7uLjeho6Xt5EFSQ1OKIe1fqTZe/evWRkZDBo0CB9W2JiIg6HgzFjxmA2m+nfvz+RkZFs2aKt57Ju3ToGDRpE8+bNsdlsTJo0iU2bNlFaWkpmZiYtWrTAarXSvn17MjMzAVi5ciW9e/cmPDy8nm9VCNHYON0qpvO4iepCM61PnMfjz7ak8NGmZFJyi9maksuag1lndN6sIgchVlOjmPRR+I5a1Qc6nU4+/fRT/vKXv5CUlKRvT01NJTY2FkOlv8CaN29Oamqqvj8hoaLzWnntT3p6OjExMSxdupTi4mISExOJjo4mMzOTbdu2MXv27DO6mcLCQkpKqh+yebaKi4vJzs5ukHP7IolX7V3IsbKXOlCdpjrd/4Ucr7qq71jF+8OK6QmMXbgD0CY5fPmXg7z8y0H9mCdHtWBA8+A6nXdfei6xwRavv67y3qqbxhKvmipEapXgLF++nE6dOtG8eXOPBKekpETvT1POZrPpTVR2u73a/SUlJbRt25bhw4czb948oqKiuP7661m4cCGTJ09my5YtrF69GpvNxtSpU/W+OacTEBBAQED1wxzPVnZ2ttQq1YHEq/Yu5Fi5FQMBNr863f+FHK+6aqhY/T5rGF9tP8Yz/93HhM5R9G4eQqnTzXM/7Wf+2lQ+uymGJgGW058IbS6kP9OLaBcR4PXXVd5bddPY43XaBCcjI4N169bx2GOPVdnn5+dHcXGxxza73Y7Vqs3qabVasdvtVfb7+Wnt06NHj2b06NEAbN68mdDQUCIjI3nzzTeZM2cO27ZtY/Hixdx2221ndndCiEbN6fL+auLizFzZLZoru0V7bOsYFcT0T7Yw7s31tAi1YTQomAwKRoOCW1WZ2juOCZ2jPJ6zLVVbVT0px/O7RIizddoEZ//+/eTm5vLEE08AUFpaisPh4P/+7/+YPn06K1aswO12681USUlJDBmijSyIiYkhKSmJfv204YVpaWmoqkpUlOcb3G63s2zZMu6//37S09MJCwvDZrMRHx+vdz4WQvgeh0uVfhc+pF2liQJtFiNxIVZcbpX8Eid/JOcyd3kiiRkFDIwPw79sHqG7v/wTBfj2tv5eKrXwVadNcPr06UOXLhXTd2/atIn169czc+ZMAgMDMZvNrFy5kpEjR7JlyxbS09Pp2VNbnG7gwIG899579O/fn4iICJYsWUKfPn2wWDyrLpcuXcrFF1+Mv78/4eHhpKenk5eXR2JiIhEREfV8y0KIxqLU5ZZOxj7EYjLw+U19+G5XOrcPbKnPEwTwY2IGf/t+D59uTuHTzSkez3twZFtCZR0qUc9Om+BYLBaPhMRms2E0GgkJ0abqvvvuu/nggw/49ttviYiIYMaMGXo/mM6dOzN+/HheeeUV7HY7CQkJXHvttR7nT0pKIi0tjcmTJwMQEhLCuHHjmDt3LsHBwdI8JYSPKnG6KSx1ESZfbD6lVRN/7hnaqsr2MR0isZqMrNiTwZXdolmxJ4Ov/0wj3N/MpK7NvFBS4esUtT6no/Rhjb0zVWMj8aq9CzVWyTnFXPHe7zwxtj2Xdqn9F9yFGq8z0ZhjVep0syMtj56xIY1mKYvGHK/GqLHHS6aNFEJ4RUaBNqVDZKBvToonTs1iMtArLtTbxRA+TIYvCCEaxOHsIv5Iyqlxf0Z+KQBRPjrrrxDCu6QGRwjRIK5ZuAmAH27vT9NqammOF2o1OBG1nC9FCCHqQmpwhBD1bv/xQv3n8W9tqPaYUqcbAKv5/F1sUwjReEmCI4SoVw6XmyeW76nFcSoKIKPEhRANQRIcIUS9uv2zbewrq8HpHBUEQEGJs8pxDreK2ag0mhE0QgjfIn1whBBnzOlWOZBZSJuIAEwGhfT8Enak5QPQKy6EHrEh7ErPZ+qHf3Bx+6b8mHicXLsDgFKXis0sf2MJIRqGJDhCiDM28KVfAfj7JR0JDzDzzroj+r7nL+2MS1V5b8NRjuWV8MGmZIa0DqdlmL9+TPumDbM4rhBCSIIjhDhrjy/z7HOz8f6hetPTuI6RLN+TwXOXdmZkO1l6RQhxbkiCI4Q4I3llTU0n+9dVXT361fx9fEeeGNteVg0XQpxT8okjhDgjPyYer3Z7/5ZhVbZJciOEONekBkcIUWcr9mTw3E/7AXjx8i6YjQphNjP51YyWEkIIb5AERwhRZ4/9UNHnZkDLMCwmqaERQjQu8qkkhDhjMSFWzDJTnxCiEZIaHCFEnbjc2vw1lydE88BFbbxdHCGEqJYkOEKIWkvOKeaK934HoGt0kJdLI4QQNZMmKiFEjd5ed4S7Fm/H7nAB6MkNQM+4EG8VSwghTktqcIQQHo7l2XG4VO796k9Scu0AfLI5hV8PZHkc1yTA4o3iCSFErUiCI4QAILOwlHWHs3lqxd4q+95Ye1j/eUqPGO4b0QaDLJIphGjEJMERQgCwcMNRPtua6rFtRJsmrK5Uc7P45j4ea0kJIURjJX1whBAAHMgq8njcKtyfFy7vwtJb+wHQMzZEkhshxHlDanCEEABYzdrfO81DrbxwWReigvwAiA62snrmIPxMRm8WTwgh6kQSHCEEAAFmI0aDwufT+2IyePavCbDIR4UQ4vxy2k8th8PBp59+yu7duyksLKRp06ZcdtlldO/eHYCUlBQ+/PBDkpOTadq0KVOnTqVdu3b681etWsXy5cspLi4mISGBadOmYbPZAPjss89Yv349UVFR3HHHHYSFaYv07d+/n5UrVzJjxoyGuGchRDWKHC5aN/GvktwIIcT56LR9cNxuN2FhYTzwwAO89NJLXHHFFbz77rukp6fjcrl47bXX6NGjBwsWLGDcuHG8/vrrFBYWArBr1y6+++47Zs6cyXPPPYfL5WLRokUAHDp0iJ07d/LMM8/QoUMHli9fDoDL5WLx4sVMmTKlAW9bCFFZZmEpvx7M1ue7EUKI891pExw/Pz8uvfRSIiIiMBgMJCQkEBkZyeHDh0lMTMThcDBmzBjMZjP9+/cnMjKSLVu2ALBu3ToGDRpE8+bNsdlsTJo0iU2bNlFaWkpmZiYtWrTAarXSvn17MjMzAVi5ciW9e/cmPDy8Ye9cCKFbmXgcAJNRxh0IIXxDnT/N8vPzSUtLIyYmhtTUVGJjYzEYKk7TvHlzUlO1oaapqanExcXp+6KjowFIT08nJiaGI0eOUFxcTGJiItHR0WRmZrJt2zZGjhx5tvclhKiDnOJSAN64upuXSyKEEPWjTj0HXS4X7733Hn369KF58+Zs375d709Tzmaz6U1Udru92v0lJSW0bduW4cOHM2/ePKKiorj++utZuHAhkydPZsuWLaxevRqbzcbUqVP1vjmnU1hYSElJSV1uqdaKi4vJzs5ukHP7IolX7TWGWKWdKCDEakQpKSC7YX6F6k1jiNf5QmJVNxKvumks8aqpxafWCY7b7eb9998H4IYbbgC05qvi4mKP4+x2O1arFQCr1Yrdbq+y389PG346evRoRo8eDcDmzZsJDQ0lMjKSN998kzlz5rBt2zYWL17MbbfdVqsyBgQEEBAQUNtbqpPs7GxpNqsDiVftNYZYJeUfoUVYgNfLURuNIV7nC4lV3Ui86qaxx6tWTVSqqvLBBx+Qk5PDjBkzMJm0vCgmJoaUlBTcbrd+bFJSEjExMfr+pKQkfV9aWhqqqhIVFeVxfrvdzrJly7jiiivIyMggLCwMm81GfHw8KSkpZ32TQghNYkYB/1y5l77zf2Hv8QLGvLGOvvN/4c9j+QyMr11NqRBCnA9qleB88sknpKWlMXPmTCyWigX2OnTogNlsZuXKlTgcDjZu3Eh6ejo9e/YEYODAgaxbt47k5GTsdjtLliyhT58+HucAWLp0KRdffDH+/v6Eh4eTnp5OXl4eiYmJRERE1OPtCtH4JZ0o5sNNSWTkn11bkVtVKS4bFXUgs5C+83/hho828/WfaQBc/+FmThQ79OMvTYiq9jxCCHE+UlRVVU91QFZWFo8++igmkwmjsWIm03HjxjF+/HhSUlL44IMPSElJISIigqlTp9K+fXv9uP/9738sX74cu91eZR4c0Gp8vv76a+699159248//sjy5csJDg7mtttuIzY2tj7v+Yw09qq4xkbiVXuVY5WWZ+fSdzbq+36fNQzQalEdLpXtqXl0iwnGYjr93yav/nqID35PqnZf0wALxwtLCbOZ6d8yjCu6NaNXXOjZ38w5IO+t2pNY1Y3Eq24ae7xOm+AITWN/IRsbiVftVY7VfzYm8a81h/R9/3dRGyb3jKXv/F/0bcPaNOHWAS3oFBUEwPrD2by34Sg392+B1WSkZ1wIeXYHo15f53GdpgEWBsSH8fCodjjdKkk5xUQF+RFqM5+Du6w/8t6qPYlV3Ui86qaxx0vmXxfCSxIzCli48Sj39I0EYO2hbI/kBuCFVQcY1raJx7ZfDmTxy4EsLusSxdKd6fr2LV/tACA+3MbhbM/O/xM6RzJ3XEf9sQXoEBlYn7cjhBCNiiQ4QnjJDR9tBmBEiwBCwkK57+sd+r5FN/bm2g/+AODSt7UmqzCbGX+LkZRcbWRi5eSmssrJze0DW3LbwJYNUn4hhGjMJMERwsve2ZTGN4k5AMSGWPnmln4AjO3QlBVlMwwDfDG9D1azkbd+O0yov5lXfjlEp6hAbuzbnL7NQwmxmVl3OJt/rz1CmL+Zqb1j6ddCRkYJIS5MkuAI4QVOd0XXt8M5JRzO0UZMPXdpZ337/41sS4nLTZjNzNiOkYSU9ZW5Z1hrAKb1aV7lvAPjwxkY33jbxIUQ4lyRBEcIL8ipNDy7stgQq/5ziM3MC5d1OVdFEkIInyIJjhBe8GdqHgAvX5FAm0A3JaYAtqfmEugnv5JCCFEf5NNUCC94e/0RAHo3D6UwL4eoMBstwmyneZYQQojaqvNq4kKIs+Nyq+w7ri1I61eLCfuEEELUndTgCNEA1h/OprDUxe9HcxjapgmDW1V0/D2YpSU3w9s0qenpQgghzpIkOELUM4fLzT1fVcxp8+X2Y3x3W3+igvxYfzib537aD8AtA1p4q4hCCOHzpH5ciFpwuVUOZhVyqpVN1h7K5u7F2xn08hp9W7i/NrR74tsb9MQnuWyivphga7XnEUIIcfakBkeIany+JYUlO9K4a0grvvnzGKv3ZwFw//DWTOkZi9Gg6MfuO17AI9/t5sgJz+URlt3eH4BL3toA4JH4APq8NkIIIeqfJDhCVOOFVQcAPJZPAFjw80G2p+bx9IROXLPwd5Jy7FWeO75TJHPGdcCgaEnQyhkDmfKfTWQXOYgJ9uP5y7rQJiKg4W9CCCEuYJLgCHEa4f5mlt7an33HC7j98238tC+Tn176tcpxXaOD6BkbwhXdovXkBiDUZmbFnQPPZZGFEOKCJwmO8GmquxTFYKnTczLyS/Sf/zqsNdf3jkVRFBKig/nohl5M+c8f+v5xHSNZufc439/WnyYBdbvO6aiqE0ozwJWP4t+hmv0qSqVESgghRAVJcMR5r7okRi05BimvaD/HzECx1m7EUnp+CdeVreL98Ki2XNU9xmN/6yYBLJ0awsFcC4rBzMA2LXlqTCyK6eySG9WZB85cFKu2vpRavB+OvVux3xgCMbeDqwCyf4SSZFBL8OjyrJghqBc48yBsNIqfZ9mFEOJCIgmOaBinGG101qd2nICk59EGAbq1bTF3gV8cFO6AkiTIrdSElPoGaqt/oCjGU573h13pzFmeqD8e1ymy6rVLjtGsaBHNyvsHHy7b3vJxFKN/3e/FbcdWvApyNmmPAUKGQe4vnge6ciHphdOczAF5Wodmig+gxs9BUWSgpBDiwiQJjqg3quME5P8OOasINLVADZmKYgqpn3O7iiF3Dfi3h9R/l211VxyQ+nrVJykmUJ3azwXbIainvqvE6abY4SK0bCSTW1U9kptVdw8iwFLNr4f9cPUFPPJ3LTkxhkCzaSh+sZ7lV92QNA9c+RD/JIpiQM34DAq2UmWweHlyYwqFmDu1n7O+h8I/tZ9jZoDBCkZ/wKjFoXgf+HcE+xHtX84qODwHtcnl2n6jP0pAQvVlF0IIH6Sop5rYQ+iys7MJDw8//YEXKFVV4dCjVXfE3gumIBRjoOfxrkIw2E5Zw6A686FwO2R9V3VnYA8o2Kr9HDIYctdW7LM0g/CxKP4dUe2HIfVNwAjNpqP4t0VVVW79bBvJOcV8f/sAFOCjTcn8a80hesaG8NjFrWgeWKTVQpmb6M1fqiMTkl7UrhE+FrJXaOUwBnnWGAGEDAHHCfBrBoU7oTTNc39AN+3eyrV4BAwWrZyHn9C2xc9FMfhp11ZVKNoDlkgU86lnQFZVFxx6rJo9CqBCs+lajI4vBncJxNx5XtX0yO9i7Ums6kbiVTeNPV6S4NRSfb2QalEiuApQgnrXQ6nOPdVdAiUpWn+RshoR1VUMaQuh5Kh2UJOJVZOSgK4QORlFMWnHH3mq4tjg/ihKRW2JWnpc+/I/8V/Pcyh+YPCDyGtRbK30SfcURdF+dheCqqKYgjzLXLgD0j/WHpij2KtM4obPtbKG2szkFDv0Y3+YdIgI9nheN7AnNL0SkuaD8wSEDENpconnNYoPgrkJ5P5WtXlJZwRcFQ8NVoi7nxO5pYQ3iajhOWdGdWRC5hJwFYExUKvhoYZfdf+OEDoCLDEohsY/N09j/1BtTCRWdSPxqpvGHi9pojqHVNWpJQKAmrUMWj5y2n4hDpebMf9eR0GJi9HtmzKsTTiXdIo6B6X1pLpL4fAcz21+Mdoon4xPyrYo0PJRFGMg+cUQWFQpySn8Ew7tRK3crARaIpT1HWqzmyHt/aoXViwQ2A2aTNRrM/RdlUYQKYqifZFXQwlIQA3qD/kbOJRdwA0/acnNpK7N+ObPipqVq1sd0ZIbUzg4sytOULBF+wfQdLKe2Hlcw9Zai0n4WChNAUcOREyC/A3gtkOTy1AsTVFdReDM0frKBA9AMQWDkl3lfGdLMUdA9C36Y7UkFRyZYImG4r1QuAusLSB3nVYzVLQHwkZD2Kh6L4sQQniD1ODU0plkqmr+Fjj+OVhbg/1g1QMiJqEE96/+uarK7vQCbvpkS5V9A1qG0aqJP1N6xhAbYqvx+YqiYHe4+H5XOs/+tJ+HRrXl6u61G1mjqi7ti9ldDMn/ArXk9E+q1KRSOV6qMxcyvgD7gYpj/TtrzTzJC2o+X5OJKCGDa1Xe0yksdfLiqr18uzMTgNs77uPWzik8s7k1qUU2Hu/5JxHWEgzGAGj5N602yGCF4oOQtRQcWVriE3dfvddyePOvIFVVtcSyeJ/Wf6jFg42+uaqx/9XYmEis6kbiVTeNPV6S4NRSXV9INWcNZH9f/c6oGyD9I8/zl1hwBA5mS4aN344U8N+jATjLKjtuG9CCDzYlU+J0V3OyCgnNgtifWYj9FMc9OLIt//r1EMPbNuGpSzqiOnO0v+aD++u1SWppOiS/VP0JWj2t/bVffADyftO2Nb0GJaiX5/2cFC9VdWn9ZBzHIbAXiq1Vxb6SY1pzVHA/sMaD6kQx1t9Mv6qq0m9BRR+ZbtGBvNP/i4oDggdA2Kgq/YQ8zuEuBcXUIF/+jeFDQi3YDhmfQvg4lNDhXi3L6WRnZxMWFqz1IQoerI2eK9gMlmgZGn+SxvDeOp9IvOqmscdLEpxaqssLWW0nz5g7wRgMRhuKweqRRLhVGLDEs0/HoKgMfkuPZETbJrxwWRfS8uzsyywkMtCPJ5cn0jUmiK+2n9Rx9RQmdI7k+10ZHtv+O34lwZayUUbmphB5ndZZtsCz1ijFMJR//h7DsNahXNs7vuI+3SWgWKqdbO5s3/iqquJSIbuwlJd/Ocjtg1oSFejHG2sPYzEZ6BwVhFtVaRMRQMswG4qi8EdSDpuTc/nmz2P8c0InQv3NHMku5oElOwFoHmrlq7/0Kzu/E0qOgV+s12ssGsOHhKq64fBTYItHaTb9HFxPhcJtEJDg0f+qNrKzswnzS63oV1VZs+lVJkVUVReUpGrD6E3BWrOnYgKD32mbiM933nhvqapbG8lnaYZi9KxhVkvTIPNbbT6niMv1pt3GojH8Lp5PGnu8GjzBKSoq4qOPPmLHjh3YbDYuueQSRowYQXZ2Nm+99Rbp6ekMGjSIa665Rn/Ohx9+SNeuXenRo0dDFq1Oyl9IvcNq2GgtKfDvoM294hcH5kitaePI09qTAnuiRE6u8ZyquwR7QRLf7zjMc+u1kTptgot48+o2BOd9Be5SaD4bxWhDzfsdMr+q9GwjuaUGgs0OlifHkFtqZkrrI6hAEgMJCOuKUrgLW1hP/G3BKMZAXv1pHcsS85na9hAv7+jEFfFH+UuHAwSZHRQ5jViNblQVTAaV4uDx5BtacviEm//7/pB+1dsGtOCmfi3wM506KTj5je90q+w/XsCPicfp3zKM/i3D9H2bk3NoEmChRaiWqGxJzuWpFYn6qtv1YUSbJjw9oROW05TbGxrLh4SathCKEiF4EIRddMoarbO+VuEuSP8QQoaCWgrmCDCFoQR0Oe1znYdfwOg+Tb8l/85gidL6HZUPrz+ZYtI6Vwf21H6HTcHg3wXFYNYSMFeB1hfLEoViOD9Xfm/I95bqLgHVrTXlFu7Q/re19RxNaWoCppDqm+jLRU1DCejcIGWsq8byu3i+aOzxavAE591336W0tJSbb76Z48eP89JLL3H77bfzxx9/4O/vz7hx43j66ae55ZZbiI+PZ//+/fz444/cddddDVmsOsvOyiLMmgHpH5ziKIXcUhMhFgdYYiD27tPWDjzz3318tf0YAO9M6U7XmGAMiqJ1Ck15VTso8jqt+aAmIUO15p0Tq6Hgj5qPK6Oq0P+kGqO6iAy0MHNoK9yqNvC4X4tQLCYDJU43pS43TrdKVnYOAUHBON0qL646wJ/H8jzO0TLMhtGgkFFQQkGJNrIoxGrC4VIpcrg8jm0SYCHf7sBsNGAyKIzpEMnibanc3L8FQX4mThQ7MCjwv32ZtAizcW3PWO796k/uGtyKthEBtAiz0Tys+r5KjUFj+ZBQc3+DrG8rNrR6Wuubo7q1ZKTpVfU2+k/NXaf1bTqZrT00u6nG35vKM1RrZfyn9p7P+RUCumjz/1THFK51qi7cXdafrGzIfHWsrbSO4M4TFduMgdqXdWma1hE7sAeKKQg1/w+txtNt1/owGczg11J7jl+09oePqxDKmlwVxaTVcLiLtKZeR5Z2LkvDDByot9GfrgKtidnWHiyRcOQf1R9oaVZ1SoSTNbtJm+Mp+WXP7RFXoQT3Oeuyno3G8rt4vmjs8WrQBKekpIRZs2bxt7/9jZgYrW38yy+/JDc3l4KCAkaPHk3nzp1555136NGjBz179uSFF17g9ttvb1RBK7QXs/TX/1DsNKIooAR0BcWIYj+A4srDhYWvDzUjLqCI349rw31bhtl4fGx7usdoE93tSc+naaCfx3pFX28/xj//u09/vPbeIR41DOrReeDMqiiIJUabw6QkGUqOQMjwsmp27TmqqmofQu5CbVI81alVx6ul2vMNNoiZgWJpyr7jBSzanELnZkHklThRgCV/pum1JuH+ZtpGBDC0dROu6h6NoihkFpbw/oYkPSE7E12jg+jbIozD2UUAGA0KR7KL6BUXyqItKYTZzPRrGcq4jpEMbhWOCh4LV/qixvIhoaqqluDkrdM2GKzaF3d1QoaiNBl/5tfKWg65P3tuNEdoNS6gNec2vVLbVnxAG/3lF6s1o6klENRPa+I4KRFSHSe02gLVqdVGNblUq6kx+ldpjlLdDu1eXQXaF3PBFijer/2eoWgJiquwrAz7y764a/i4VPzKEqeK2bWrZQrThu6f3GnfYNNqhIN6ga0dGAMr5l9SXYDhjNYdq4/31in75FXHEgMhg7S4uh3gzNSmIlBdYGvrMfmn6nZon1knVmgbYmdqfalOfl1VVRud6MwFDNq5A7tVGVmpOvO0+bXOcCDAqeKllqTCiZ+06S5Ouu6FqrF8dtVIbUBHjhxRZ8yY4bFtw4YN6t///nf1iy++UL/88ku1qKhIfeyxx9SUlBR1+fLl6ooVK874epdccomK9gmkAurtt9+u3n777R7bhg8frs6dO1cNDAzUt0VHR6tz585Ve/Xq5XHsrFmz1Ouuu85jW8urH1D7vPizx7aQzgPVPi/+rIZ0Huixvc+LP6udr5zhse3iG2aolz+8wGNb19791Dlz56rR0dH6tsDAQHXu3DnqX64b2uD3NHHiRHXu3Lke29q3b6/OnTtXbd++vcf2OXPnqhdfeqXn9af9Vb36oXke2zr2Gaze8Y9/qRExzSvdU5D6xNwn1eHDhzeqe5o7d646ceJEj23XXXedOmvWLI9tvXr1UudW+zrN9al7Cg4KVNM3P6I+ce9gj2M/fPUv6u/fTD/je3rmqfvVuQ9O9tg26fKJ6jNPz/G8z5FtVPeBh9WJI9t4bHcfeFj99z/GNarXaeWie9Trp17rse2aqyaqb//rCY9tIwa2VZM2PKKOHtLWY/tHbz2uPni35+fWkreuUpN/u9tj2/VX9FB//uZvanyLZhWvU7D2GVGXewoO9rynJ5+cow4Z6HlPSxbeq9568xSPbf/+xzjVfeBhj20JndupTz01R+3U0fO999STc874vRcdGai6DzysPnq353tvybs3V3nvPXHvYHXT8r+p4aEV99SrS5TqPvCwOvnSHh7HvvHifeodt3je09VXTlTfetXzdSr/ferZrd1Jv09zqrz33nruGvUfc+/32ntPPvcq7qkmDVqDs2/fPt544w3mz5+vb9uxYweLFi3ikUce4eOPPyY9PZ2BAwfSs2dP3nnnHe677z4WL15Mamoq7dq1Y9KkSQ1VvDo5nplFSGgYZdEEyiKtgopKcamLMH8LRoM26dzm5Fze23CU9PwSMgtLKSx1VTlndLAf/zeyLUNbn3pm2vNRo8/sG5HGGCtVdWlNKIoJrC31Piiq26E1rxx7t2xEXG+UyKtPfa6Dj9S4T2n9zEnXVbXzZy71nOm5kvyAKQRH9ajbDTUAtR5Xc9fu2w7FidocSYq5rMZIAVdezU802LTaJ3NTrYZLMWhzG5WmgimUIlNP/JuNQDFYUIsPwLF3wK+5tmSIIUCrFamN8PEooUPLyupqkM7ZasYiKNjmudESo91LZSHDtPdI/qb6u7jiB4FdyXe3Jigo4KQ5uU7RnAmeNZ22tlpcQwaCX3OvD2BoaDV9dqn2w9qyNkH90JbLcaOYQs9x6Rp4oj8/Pz/sds8q7uLiYqxWKwEBAdx+++369tdff52rr76adevW4Xa7mT17Ni+//DI7duwgIcH7a+gYDcopO6hWXrdIURR6Nw+ld/NQfZuqqqw/coJ7v9pB6yb+PDSqLb3iQqueSIhGQFGMWp+Wk7cbzGAIQY28Do69BQV/oJamQPSt1Q7tV0/VH6PJxGquq4AxADVyCjjHopgrTTVQfBBMYTjzG+xvsjqpr+RGP5fRpi39Edijyn5VdUNpOqjls267tUk2S5K1Jjz7Ucjf6PkkZw7+zlVwdD2qX6zWzAbaYrQA5JRd3ASBvSGgY9lEkPsh52cIH6clTwarx0KyDTXyTIm8FrXpNdrcWyWpcPyriuTGGALN7/Po7K2Gj9eSHEem1lnceULrH2QI0DqHFyVqTa7W1hA2UrsvV4H2xWsMBmtLMPhrj4v3Q/4mgtgEhWUXKF+OpXJy0+rvgEHro1WUqP3vSNeaHRVTRYwLt0GTy7RE5wKjOnPLlsehLH5l2+Of1Jtdz5UGTXCioqJQFIVjx44RHR0NQFJSkt4fp9yWLVsICQmhTZs2rF+/npYtW6IoCi1btiQlJaVRJDhnS1EUBsaH8/usYd4uihBnTfGLRm3xqDZRY2kaHPlHxddA8ACt7wtuz46kBn/tiyi4X1mn3OCaz68YwOz5l2HFkOL6n/m5sVMUg9YnqDJrPFA27YGrEPI2gloKoSMBFVQXeVn7CFZ3aaOcQJs3KOwicOZVjBAzn7RMSFBv7Z8XKIpR69Dt3x61+QNaTZMzG6xtqiSUitEGZbVKAJjDKv3cROsHFDKoYputTQ1XHQKA6jhBSdq3+FkDwa8FSnAf1IBuULRbK0dg74opDczhNSYvakkqpL4BWUtRyzvSB/bQEiBzpJZklR7T+hNZmml9rnBrCVroReckCVBVJzgyUSzNtA7kqktbUw83Wn8vg+exKNUmtkZnOmr2H1qiaYmsSPBOZo3XaiXPsQavwenVqxdLly7lpptuIjMzk99++43bbrtNP8Zut7Ns2TLuu+8+ACIiIti7dy+DBg1i//79jBw5siGLKIQ4Q4rBjNr8/7QPc71WAMhbr/0LrvQFED/Hc6i1dNKsV4oxQEtcTuIyxaGEd9MWrjVYKzrfGgOqJkyNjFZbGF4l0W2w65nDKAqYiLVSk4tiDtcW863LefxiUCOv9ZzMtXxh4JO58jybYnNWo5qaaAvvqk6txi64PwQPqpL4qKqqjUTMW6815VkitcTVv71Wo+TMhsDu2pQJJUnaiL3SDK0TvjMHXPk1NrypStnvp2LSBq2goBoDtcV5UQEFjP4EO3MqnlRSqRtG5HUogd1qE64GdU7mwfnwww/ZuXMnVquV8ePHM2LECH3/F198QYsWLejfX1uyoLi4mLfeeouDBw/StWtX/vKXv2AweL8dszH2k2jMJF615wuxUov2aouwBnSuOuKmmpmuz4YvxOtckVjVTb0Nqy8fkWhtqfXLKUnR5jUr3qcllgEJgFFLZPI3a4mEMweKdoEzH1y5niNgyxkCIKCT1rcl9fWzLicGf60/k+Kn1SY5s7QmPWdO2Xp8RsAN/p20sriLtaY5Ywj4xeEozccc0gNsrVAszc6+PPVMZjKuJfmgqBuJV+35WqxUV7G2srz9CFhboPh3rNfz+1q8GpLEqm4aS7wqd2DXl1GpjmKB2LvKplg4rv3vzCmbtsChTXLpKtAn0sR+SEu4ULRO0GcwnL5y2RpLvGoiq4kLIeqVYrRpM3yftGSCEKJ2Kvc3UgK7ofp3AlxaE1F5M1NAFxS/uIonldegVO5TdfK6cv7t67VsjZ0kOEIIIUQjptW0mLUh6aYQ8G/n7SKdF7zfuUUIIYQQop5JgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5slSDEEIIIXyO1OAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QgghhPA5kuAIIYQQwudIgiOEEEIInyMJjhBCCCF8jiQ4QGZmJkVFRfpjWZ6rZnl5eTgcDm8X47yxf/9+9u/fD4DL5fJyaRq3Xbt28eWXX3Ls2DFvF+W8kJSUREpKCna7HQC32+3lEjVu8jlfe77yOW/ydgG8KS8vj7fffpvc3Fz8/f3p168fAwcOxGazoaoqiqJ4u4iNRnZ2Nh9//DHFxcUYjUbGjh1Lx44dMZku6LfQKSUnJzNv3jwiIiL4xz/+gdFolPdVNUpKSvjPf/7D7t27ufTSS/Hz8/N2kRq1vLw83nvvPdLT0wkPD8dqtTJ9+nSCgoLk/VUN+ZyvPV/7nL+ga3C+/vprmjRpwlNPPUWfPn3YtWsXn3/+ubeL1ehs3bqVBQsWEBkZyYwZM4iMjOSXX37h8OHD3i5ao2YwGOjatSt+fn4sWbIEkL8aq3Pw4EHcbjfPP/88I0eOJDw83NtFarRcLheLFi0iPDycZ555hmuuuQaTycSqVasA5Mu6GvI5Xzu++Dl/QSY4qqpit9vJysqiS5cuAIwcOZJx48axefNm9uzZg6IoUuVbJjs7myFDhjBlyhSCgoKYMmUKx44do6SkxNtFa9SysrIoKSnhiiuuYO3atZw4cQKDwSDvq5Ns3bqVgIAAzGYza9as4cMPP2Tt2rUcP34ckKSwsry8PHJzc+nWrRsA8fHxBAQEEBkZqR8j8dK43W6Ki4vlc76WsrKyfO5z/oJJcMpfJJfLhaIoOJ1O8vLyCAgIALS/ttu2bcvQoUP17N5guGDC46E8VuVtsAMGDKB///76NovFQkBAgEd79oWs8nurMn9/f1q0aEGLFi1o3ry5XotzIX+gVhcri8VCeHg4n3zyCatWrSI0NJSNGzfy2muvARd2rcTJ8TIajQCkpKSQm5vL0aNH2blzJykpKaxfvx64sOOVmZnJiRMnAO3z2+FwyOd8DcpjVf555Iuf8z7/yhYVFfHmm2/y97//HdA+IFwuF4GBgbRo0YLly5cDFX/1DB06FEVR2LFjh9fK7C0nx8psNqOqKv7+/oSGhurbcnNzKSwspH379l4srfdV996q7Pjx46SlpREcHMxVV13Fzp07ef755/nll1+8UVyvqi5W5R+sNpuNzZs3k5ubyyOPPMKll17K/fffj8PhqPL7eaGo6XMrODiYyy+/HKfTycsvv8yzzz7LsGHDCAoK4uuvv+ann34CLrwkuqCggDfeeINXXnmFt956i0WLFpGdnU1wcDBxcXHyOV/JybH6/PPPycnJISAgwOc+5306wcnNzeX999+ntLSU4uLiKm/yyy67jH379rFjxw79rx6r1UpQUBClpaVeK7c31BSr6j4ok5KSCA4OJiQk5FwXs9GoKV6Vayb8/f3p2LEjABs3bsThcJCWlsbAgQO9UmZvOd17a8yYMeTl5XHw4EFycnL05/Xr148DBw4AF1atxOk+t9q3b8+YMWNo1qwZ999/PxMmTGDMmDEMHjyYzZs3o6rqBVUrkZyczL/+9S9sNhtz5sxh1KhR5Obmsnr1agAmTZokn/NlTherynzhc96nfwuMRiN9+/bl2muv5brrruPbb7+ltLQUk8mEy+UiIiKCsWPH8sknn+jt/SEhIRQVFREcHOzl0p9bNcWq8l/a5f8fPHiQVq1aAbBu3Trmz5/PwYMHvVZ2bzhVvMqTnLy8PL7//nv+/ve/s3//fq699lqMRiO///67l0t/bp3q99DhcGAymbj88ssxGAzs27dPf15mZiZdu3b1Ysm941TxKv8dPHr0KHv37iUsLEx/3vHjx+nWrdsFlQwC5Ofn06NHD2666SaMRiN9+vQhNDRUj4N8zleoKVblybOqqj71OX9+jv2qQUpKCqmpqTRr1ozmzZsTEBBAz549MZvNNG3alFWrVvHhhx9yyy236M+ZNGkSR48e5d1336V169bs378fi8Xi0WnPF51JrMr/KkxLSyMoKIiXXnqJtLQ0rr32Wlq3bu2tWzknziRerVu3Jj4+nt69ezNkyBBAq+GJiory1m2cE3WJVfl7asiQIaSmpvLjjz+yc+dOMjMzcTgcjB8/3st30/DqEq/yL6IOHToQFBTEF198Qbt27diyZQvFxcWMGzfOy3fT8E6OV9u2bWnWrBmKouByuTAajTidTo/OsfI5X7tYKYqiJ4a+8DmvqD7QuO12u1m8eDFr1qyhS5cu7Nq1i4kTJ9KvXz9CQkJwu90YDAYOHz7Ms88+y2OPPUZcXBwOhwOz2UxeXh5JSUns2LGDsLAwxowZ4+1bajBnGqvy7bm5uTz00EP4+/szevRon/8COtN4gdZRz2AwVOmb46vONFZOpxOTyURpaSlpaWkkJiZiMpm46KKLvH1LDepsP7dSU1PZtWsXBw8epGXLlowdO9bbt9SgaopX3759CQ0N1ePldruZP38+Y8eOpWvXrvp2+Zw/fazK5eXl8eCDD573n/M+UYNT/sZ95JFHiI6O5o8//uDXX3+ltLSUCRMmYDAYUFWV+Ph4Bg4cyAcffMCjjz6K2WzG4XAQHBxMly5d9KGEvuxMY2UwGCgtLSUkJITJkyczaNAgrFart2+nwZ1pvMqVN/FdCH0izjRW5U1VFotFH3V2ITibz63S0lJiYmKIiYmR91eleAHY7XZKSkqIjY0FtJpnp9Mpn/O1iBWgfyf6wuf8eftbUVRUpLcVHj58mLS0NKKjo3G73fTu3Ztu3bpx9OhRtm3bBlR00LvuuuvIzMzkk08+4c4779Q78Pmy+o7VyJEjz+s3/enUd7x8+ctHfg/rpr7itWLFCv2c8v6qiBfAsWPH8PPzIzw8nG3btvHwww+zdu1ab93COVNfsVqzZg3gG5/z510NTnp6Op9++ikGgwGDwcA111xDXFwcVquVxMREOnToAECvXr1ITU1l3759dOrUCYvFAmgdFxVFYefOnUybNo3Bgwd783YalMSqbiRetSexqhuJV92cSbw6duyIn58fu3btwuVy8corr5CcnMyVV17JgAEDvHxHDUdiVbPzKvVfs2YNCxYsoEWLFkyePJnS0lK+++47ioqK6NChAxs3btSPDQ0NJS4ujrS0NFRVRVVVTpw4wTPPPEO/fv14+umnffpDQmJVNxKv2pNY1Y3Eq27ONF6gdeJPTU0lOTmZ+Ph4nn/+eZ/6wj6ZxOrUzqsEJzMzkwkTJnDllVfSrFkzbr75ZrZt26bPN5Kdne3xgrZr1469e/dit9tRFIWwsDDmzZvHlClTvHgX54bEqm4kXrUnsaobiVfdnGm8yheIHDRoEM8++yyXXXaZF+/i3JBYndp51UQ1fPhwfVVTh8OB1WolIiKC0tJSOnTowLFjx/juu++IiYkhLi6Oo0ePkpCQQGBgoH6OC2WlYolV3Ui8ak9iVTcSr7o503iVL8dwIc2dJLE6tfMqwSmf1EpVVcxms16NGxkZiclkYvTo0WRlZfHuu+9iNps5fvw406ZNu2CG6VYmsaobiVftSazqRuJVN2caL7PZ7OWSn3sSq1M7rxKccuUTESUmJuovJGhr2kyfPp3s7GyOHDlCz549vVnMRkFiVTcSr9qTWNWNxKtuJF61J7Gq3nmZ4FSeAKt8ToOff/6Zffv2cemllxIVFUV4eLiXS9k4SKzqRuJVexKrupF41Y3Eq/YkVtU7LxMcg8GAy+WisLCQgoICXnjhBU6cOMENN9zg89Pg15XEqm4kXrUnsaobiVfdSLxqT2JVvfMywQFtnYzdu3eTnJzMxRdf7NPTbp8tiVXdSLxqT2JVNxKvupF41Z7Eqqrzdi0qp9PJqlWrGDFixAXTYepMSazqRuJVexKrupF41Y3Eq/YkVlWdtwmOEEIIIURNzquJ/oQQQgghakMSHCGEEEL4HElwhBBCCOFzJMERQgghhM+RBEcIIYQQPkcSHCGEEEL4HElwhBBCCOFzJMERQgghhM/5f5PqLZrTgWM6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x345.6 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IgSOEEEIIuyMFjhBCCCHsjhQ4QgghhLA7UuAIIYQQwu5IgSOEEEIIuyMFjhBCCCHsjhQ4QgghhLA7UuAIIYQQwu5IgSOEEEIIuyMFjhBCCCHsjhQ4QgghhLA7UuAIIYQQwu5IgSOEEEIIuyMFjhBCCCHsjhQ4QgghhLA7UuAIIYQQwu5IgSOEEEIIuyMFjhBCCCHsjoO1AxBC5M1oNLJhwwYuXbqEXq/Hy8uLp556ipo1a1qWuXjxIhs3buTOnTtUrlyZrl274unpCcDJkyfZt28fN2/eJCAggEGDBmVr/+bNm6xdu5a4uDgqVKhAly5dqFixYqFiPXLkCAcOHODWrVvodDrq1KnDU089hVqd+T1Kr9ezdu1aLly4gIuLC0899RR16tQBIDIykl27dhEbG4uDgwMhISE888wz6HQ6AH7//XfOnj1LcnIy7u7utGzZknr16hUqTiFE2SAFjhA2zGw24+HhwaBBg/Dw8ODcuXP89NNPvPbaa3h6epKamsrKlSvp3LkzoaGhbN26lZ9++omXXnoJAGdnZ5o2bUp8fDyXLl3K1rbJZGL58uVERETQpEkTDh48yPLlyxk+fDgajabAsWZkZPDMM89QuXJlUlJSWL58OXv27OGxxx4DYOPGjWg0GkaPHs3NmzdZunQpfn5++Pr6kp6ezuOPP05QUBBGo5FffvmFLVu20KlTJwC0Wi19+vShfPnyREVFsWTJEry9vQkMDHzIPSyEsFcyRCWEDXN0dKRVq1Z4enqiUqkICQnB09OT6OhoAE6fPk2FChV45JFHcHBwoFWrVsTExBAfHw9AtWrVeOSRR3B3d8/R9uXLlzGbzTRt2hQHBwciIiJQFCVHIZRfTZo0ISgoCI1GQ7ly5ahTpw7Xrl0DwGAwcOrUKVq3bo2joyNVqlQhNDSUY8eOAVCnTh1q1KiBVqvF2dmZhg0bWtYFaN26NT4+PqhUKipXrkyVKlWyzRdCiPtJgSNEKZKcnMytW7fw9fUFIDY2Fj8/P8t8R0dHvLy8iI2NfWBbWeuqVCrLND8/v3ytmx9XrlyhQoUKANy6dQu1Wk358uWzbSsuLu6B694vIyOD6Ohoyz4QQojcSIEjRClhMpn45ZdfqFevHj4+PkBmz4iTk1O25ZycnDAYDA9sz2AwWI5xKei6D3L48GGio6Np3rx5ntvS6XSkp6fnWPfChQscPXqU1q1b59r2hg0b8PPzo3r16g8dpxDCfskxOEKUAoqisHr1ajQaDR06dLBMd3R0zFEkpKen4+jo+MA2C7LulStXWLJkCQCenp68/vrrebZ75swZ/vzzTwYMGICLi8u/buv+ouf69ev88ssv9OjRI1tvT5bff/+d2NhYBg4cmK3nSQgh7icFjhA2TlEU1q5dS0pKCn379s12ALCvry9Hjx61PDYYDCQkJORr+MbX15e9e/eiKIqlWIiJiaFJkyY5lg0KCuK99957YJvnz59n3bp19O3bN9vQWfny5TGbzdy6dctSuMTExGQbhrpx4wbLli2jS5cuVKtWLUfb27Zt4/z58wwaNChHYSSEEPeTISohbNyGDRuIi4ujT58+aLXabPNq1apFbGwsp06dwmg08tdff+Hn52cZwjKbzRiNRsxmM4qiYDQaMZlMAFStWhW1Ws3+/fsxGo0cOHAAgODg4ELFeenSJX755Rd69uxJQEBAtnmOjo6EhYWxfft2DAYDV69e5ezZs9StWxfIPB5oyZIltG/fntDQ0Bxt79y5kxMnTvDCCy9YeoWEEOLfqBRFUawdhBAid4mJiXz55ZdoNBrL9WQAOnXqZCkO7r0OTkBAAN26dbNcB+fIkSOsWbMmW5v16tWjW7duQGavybp164iLi8PHx4cuXbpQqVKlQsW6cOFCrly5goPD/zqGg4KC6NevH5B5HZw1a9Zw8eJFnJ2dadOmjeU6OGvWrOHIkSPZCrh7h8ImTZqUYx+0bNmSli1bFipWIYT9kwJHCCGEEHZHhqiEEEIIYXekwBFCCCGE3ZECRwghhBB2RwocIYQQQtgdKXCKQEpKirVDKHZlIUcoG3nWrl07fwu2apX5U0qVheeyLOQIZSPPspAjlGyeUuAUgdwuN29vykKOUDbyPH36tLVDKBFl4bksCzlC2cizLOQIJZunFDhCCCGEsDtS4AghhBDC7kiBI4QQQgi7IzfbFELkbuNGa0cghBCFJgWOECJ3clNLIfJkNpu5fv16kZ0VZDabiYmJKZK2bFlh8tRqtfj6+lKuXLkCrScFjhAid7NnZ/7+7w0vhRD/Ex8fj0qlIjQ0NNtNYAvLaDRmu1GtvSponoqioNfriYqKAihQkVNie3Pbtm3s2bOHqKgoHn30UQYNGgRATEwMP//8MxcuXMBsNhMUFETPnj3x9/cvqdCEELlZuTLztxQ4QuSQmJhI1apVi6S4EXlTqVS4uLgQEBBAdHR0gQqcEntmPDw86NixIy1atMg2PTU1lbp16zJp0iSmTZtG9erV+frrr5GbnAvx8NKNZptsS4jSzmQyodVqrR1GmeHs7ExGRkaB1imxHpyGDRsCcPnyZRITEy3Tg4ODCQ4Otjxu06YN69evJzExES8vr5IKTwi7pHNQ0+SLHTmm5zbtft9evwPAq/9d9u9RjxdtcEKUciqVytohlBmF2dc217d27tw5XF1d8fDwsHYoQgghhCilbOqIpsTERJYuXcrzzz9foHHNlJQUq17mWq/Xk5CQYLXtl4SykCPYX57e3t5F2l5p2jf29lzmpizkCLaZp9lsxmg02mx7tuph8jSbzbm+DvJ6n7OZAic5OZkZM2bQokWLHMfpPIirqyuurq7FFNmDJSQkFPkHia0pCzlC2ckzP159/csc00rTvikLz2VZyBFsM8+YmJgiPeupOM6iGjp0KOfOneO3337D0dGxSNsurIfJU61WF+h1YBNDVCkpKcyYMYPw8HA6d+5s7XCEEEKIUi06OpojR46gUqnYsePBx9wVRGnpaSqxAsdkMpGRkYGiKJjNZjIyMjCZTOj1embOnEm1atXo3r17SYUjhHiA/tuW03/bcmuHIYQohA0bNhAeHk6nTp1Yv349BoOBVq1acf78ecsyt2/fpkWLFpZhn507d9K3b19atWrF4MGDOXfunGXZzp07s2DBAnr37k3Lli0xGo0sWLCArl278vjjj9OjRw+2bdtmWd5kMjF9+nSeeuopunTpwooVK2jcuLGlOEpOTubDDz/kmWeeoX379syePRuTyVSk+6DEhqg2btzI+vXrLY/3799Ps2bNCA0N5fLly0RHR7Nv3z7L/OHDh1OzZs2SCk8IcZ/HTu8F4MfWva0ciRClRKtWOaf17Jl5LanUVOjQIef8QYMyf+LjoXcu/2uvvQa9esG1axAYmO9QNmzYQL9+/QgPD2fQoEEkJSXRunVrfvvtN2rUqAHAli1baNiwId7e3pw5c4YPP/yQ6dOnExYWxqZNmxg1ahQ///yzZXjr999/Z8aMGXh6euLg4EDlypX5/vvvKV++PH/88Qfvv/8+v/76Kz4+PqxevZo9e/awdOlSnJ2dGTt2bLb4Jk6ciJeXF7/++it6vZ6RI0fi5+fH888/n+8cH6TECpzOnTvnOfzUrFmzkgpDCCGEsGtHjhzhxo0bPP3003h6elK5cmU2b95Mu3bt+Pjjj3njjTcA2Lx5M8899xwAq1ev5rnnniM8PByATp06MW/ePI4fP06jRo0A6NWrFxUrVrRsp02bNpa/27Zty4IFCzhx4gStWrXijz/+oHfv3vj5+QEwcOBADhw4AMCtW7fYvXs327Ztw8nJCWdnZ/r27cvq1atLZ4EjhBBC2LXt2/Oe5+Ly7/N9fP59fgF6b9avX0/Tpk3x9PQEoF27dmzYsIHFixeTlpbGiRMn8Pb2JjIyktatWwNw48YN1q9fz4oVKyztZGRkEBcXZ3mcVazcu52lS5cSHR0NZJ7tlnWdu7i4uGzL3/v3jRs3MBqNtGvXzjJNUZQc7T8sKXCEEEIIO5GWlsaWLVswm80888wzABgMBpKSkrhw4QJPP/00v/32G97e3rRs2dJyBrKfnx+DBw9myJAhebZ978X2bty4weTJk/nmm2+oU6cOGo2Gvn37Wub7+PgQGxtreXzvDTYrVqyIo6Mjf/zxR7Hef8smzqISQtiedK0j6VrbOLVUCJE/27dvR6PRsGrVKpYsWcKSJUtYtWoVDRo0YMOGDbRr147ff/+dTZs2WQoggGeffZZffvmFEydOWG5wuWvXrjzvlq7X61GpVJZeorVr13LhwgXL/Keffprly5cTGxtLUlISCxcutMzz8fEhIiKCGTNmkJycbLkz+8GDB4t0X0gPjhAiVyNe/szaIQghCmjDhg107tw527EyAD179mTatGkMHz4cZ2dn4uPjs11zrnbt2owbN46pU6dy9epVdDod9evXp0GDBrlup1q1avTr14/BgwejUqno2LEj9erVs8zv1q0bV65coU+fPri6utKrVy8OHjyIRqMB4MMPP+Srr76iZ8+epKSkEBAQwMCBA4t0X6gUuavlQ7PFi1AVtbKQI9hnnvffd+qft56g8ed/Fbid0nYvKnt8Lu9XFnIE28zz9OnThIWFFVl7xXGhP1uye/dupkyZwq+//lroPAu6z2WISgiRqyFbFjJky8IHLyiEEPdJS0tj165dGI1GYmNjmTt3ruWA5pIiBY4QIldNzh2iyblD1g5DCFFKzZkzhyeffJJ+/foRHBzMK6+8UqLbt9/+MCGEEEJYhZOTE4sWLcoxvSRv8yA9OEIIIYSwO1LgCCGEEIUg5+iUHLPZXOB1pMARQuTqjks57riUs3YYQtgkJycnbt26JUVOMVMUBYPBQFRUlOWihPklx+AIIXL1zqD/WDsEIWxW5cqVuX79erZbGTwMs9mMWm3/fQ6FydPBwQEPDw98fHwKtl6BlhZCCCEEWq2W4ODgImvPFq/1UxxKMk/7LxeFEIXyxoY5vLFhjrXDEEKIQpEeHCFErupcOWntEIQQotCkB0cIIYQQdkcKHCGEEELYnRIbotq2bRt79uwhKiqKRx99lEGDBlnmRUVFsXjxYq5fv06FChXo27cvNWvWLKnQhBBCCGFnSqwHx8PDg44dO2a7PTuAyWRi1qxZ1K9fn+nTp9OuXTtmz55NSkpKSYUmhMhFrEcFYj0qWDsMIYQolBLrwWnYsCEAly9fJjEx0TL97NmzZGRk0LZtW9RqNREREWzdupXDhw/z2GOPlVR4Qoj7fNBvvLVDEEKIQrP6MTjR0dEEBARku/BPYGAg0dHRVoxKCCGEEKWZ1U8TT09Px9nZOds0Z2fnAg1RpaSkkJ6eXtSh5ZterychIcFq2y8JZSFHsL88H+aCWqN+/QqAL7oNt0wrTfvG3p7L3JSFHKFs5FkWcoTiyTOv9zmrFzg6nQ69Xp9tWlpaGk5OTvluw9XVtcD3qChKZeEKlGUhRyg7eeZHSPT5HNNK074pC89lWcgRykaeZSFHKGNXMvb39ycqKirbnUKvXbuGv7+/FaMSQgghRGlWYgWOyWQiIyMDRVEwm81kZGRgMpkIDQ1Fq9WyZcsWMjIyOHDgADExMTRo0KCkQhNCCCGEnSmxIaqNGzeyfv16y+P9+/fTrFkzBg0axBtvvMGiRYtYt24dPj4+vPbaa1YdchJCCCFE6VZiBU7nzp3p3LlzrvMCAgJ49913SyoUIUQ+XK1Q2dohCCFEoVn9IGMhhG36uMcYa4cghBCFZvWDjIUQQgghipoUOEKIXL236jPeW/WZtcMQQohCkSEqIUSuqsRdt3YIQghRaNKDI4QQQgi7IwWOEEIIIeyOFDhCCCGEsDtyDI4QIleR/jWsHYIQQhSaFDhClEF3zv5N6vVItG6e6HwCcKtWD5VKlW2Ze+8iLoQQpY0UOEKUIWn/PTPq3JzR2aZ71X+Sqj3GoHFysUZYQghR5KTAEaKMSI0+z5mvhgFQufPr+ER0xJSaRMLhP4jaPI/UqHPUHPwxTr5VAPhwyUcAfNBvvNViFkKIwpKDjIUoAzKSEzk/bxwaZzcAKrbqhYOzG7rylajUZgChr03HlHqX8wvex2RIA8D3Thy+d+KsGbYQQhSaFDhC2DmzycjFxRPJSEqgxqD/5LqMe/X6BPd7n7SYy1xfO6uEIxRCiKInBY4Qdi52xyqSzh8mqMdbuFYJy3M5j9AmVGzdh7i9a7l9bEcJRiiEEEVPChwh7Ni5qze48cePeIQ1w6dxuwcu799uCC6BoVz5+XNuOWhLIEIhhCgeUuAIYccGjHgXU3oqlTu9kq/l1Q5aqjw7AmNyIu+Xq8DxoEeKOUIhhCgeUuAIYad2HT7FgXVL8Hm0Pc4Vg/O9nlvQI3jUbs7BEzv48sk+xRihEEIUH5s5TTwhIYGlS5dy4cIFNBoN4eHh9O7dGycnJ2uHJkSpNGzMu6g0Dvg/M7jA6wa0H8Kpz4cQs30FAe1fKobohBCieNlMD86SJUtwcXHh008/ZdKkScTHx7NhwwZrhyVEqXTk7EWObdtAs069cfTwKfD6Lv41qFajATE7VpGRnFj0AQohRDHLd4GTmppanHEQHx9PkyZNcHR0xNXVlQYNGhAdHV2s2xTCXo356HMUxcy0D94udBv/5+SK2ZBG/L51RRiZEEKUjHwPUT322GN07dqVXr16UatWrSIP5KmnnuLAgQOEhIRgMBg4dOgQjRs3zte6KSkppKenF3lM+aXX60lISLDa9ktCWcgR7CPP20kp/LV6CTUaP0HTemHwZ+Eu1tdMn0zFKmHE7llDxdaZx+KUpn1jD8/lg5SFHKFs5FkWcoTiydPb2zvX6fkucGbNmsXKlSvp0aMHYWFh9O7dmw4dOhTZMTI1atRg586djBw5ErPZTJ06dXjiiSfyta6rqyuurq5FEkdhJCQk5LmD7UVZyBHsI88Pvl5ARsod3h79fw/dVk+PCsy8eprEk7uBJ0vVvrGH5/JBykKOUDbyLAs5Qsnmme8hqmbNmjF9+nT++usvnnnmGebMmUPLli356KOPiIyMfKggzGYzM2fOpG7dusycOZMvvvgCjUbDihUrHqpdIcoaRVFY+sN3eFSuzpDunR66vT4pd3H0rkjMrl+KIDohhCg5BT7I2NvbmyFDhjB9+nQCAwP58ccfee655xg4cCAXLlwoVBCpqancvn2b1q1bo9VqcXV1pUWLFpw8ebJQ7QlRVq3YvJ3bVyPpMfBl1OqHO4fg75oNORLSEN/m3Ui+cIR12/cVUZRCCFH8CvQOqNfrWbVqFT169KBv376Eh4fz888/s3PnTmrVqsXw4cMLFYSbmxs+Pj7s2LEDk8mEXq9n7969BAQEFKo9Icqq6d98j1rryMQ3H/7U7h+eHsgPTw/EJ6IjKgdHpkz/qggiFEKIkpHvY3A++OADNmzYgL+/P7169aJbt264ublZ5r/99tusXLmy0IG89tprrFy5ki1btqBSqQgJCaFPH7nImBD5dSc5lUN/rqN2i6cJ8C1fZO06uJTDq+4T/L1lHXeSU/FwcymytoUQorjku8BJTk7m22+/pUmTJrnO12g0LFu2rNCBVK5cmVGjRhV6fSHKus/nLceYmsTLgwcVSXtfzh0DwIiXP8OnSTsSDm1h6twlTP6/l4ukfSGEKE75HqJq2LBhrsXNkiVLLH8Xx+njQoj8WbJ4MTpPH17t3a1I2tNlGNBlGABwr9EAZ28/fly8qEjaFkKI4pbvAueLL77IdfqXX35ZZMEIIQrn7OXrXDq0k5YdnsdRW/R3YFGpNbTq3J2rR/ZwLPJSkbcvhBBFLd8FjqIoOaZdunQJjUZTpAEJIQpuyqx5KGYTo14vvvtGvT1sKChmpnz9fbFtQwghisoDv+rVqlULlUoFQFhYWI75/fv3L/qohBAFsmntL3hWCaF9i/xd/bswWjWuS4WQemz6eRnKlx9Z3heEEMIWPbDAWbRoEYqiMHToUObOnWuZrlar8fHxoWrVqsUZnxDiAY6cOU9s5FG6vTKmSNvdFdYsx7TO3Xsz7+N32bRjHx2eyDlfCCFsxQMLnEcffRSAzZs3U6lSpWIPSAhRMJ/PyTzwd/iQou1N/bF17xzT3hn6AvM/Gc+MOQukwBFC2LR/LXAOHjxIo0aNALh+/TrXr1/Pdbm8Th0XQhS/39b+gmdQLZ5sUrfYtxUS5E+V+s3ZtXkNJtNsOQZPCGGz/rXAeemllzh8+DAAAwYMyHUZlUrF6dOniz4yIcQDHTl1lrgLJ+n22jtF3va3s0cA8Orr2c+UfL5nb74Y+wY/rtvCwG7tiny7QghRFP61wMkqbgDOnDlT7MEIIQrmf8NTuX8BKQ5jXurLjPdH8e28RVLgCCFsVqHvxpeeno7BYCjKWIQQBfTbul/xrFqb1g1rl9g2K5b3JKTpkxzcuhF9urwHCCFsU74LnOnTp3P06FEA9u7dS0REBBEREezZs6fYghNC5O3YmXPEXTzF4+06l/gp2/379SMj5Q6zl64u0e0KIUR+5bvAWbNmDcHBwQB88803jBw5knfffZfp06cXW3BCiLzNnL8UgFdfyHm2U3EbMeB5HFzcWbh4yYMXFkIIK8j3Nd2TkpIoV64c6enpnDp1ih9++AGtVstnn31WnPEJIfKwad1a3CvXoF3TesXS/h/1WuU5z83FiXpPtOPwn+tJuJOEt4d7scQghBCFle8eHDc3N2JiYti/fz9hYWFotVrS09Mxm83FGZ8QIhcXrlwn+sxhmrfpUGzDUz+1eJafWjyb5/zBLwzAbNDzxfzlxbJ9IYR4GPkucJ577jl69uzJO++8w7PPZr7pHT9+XK5kLIQVzJi3DBSFlwcU3/CUzpCGzpCW5/yXnm+PzsOHFcuWFVsMQghRWPkeohoxYgRNmjRBq9VaLuzn6OjImDFFe3l4IcSDrVu7GhffQLq1iii2bXz5fea1de6/Dk4WR60DEW27sPOXRVy7GUdgxQrFFosQQhRUgU4Tb968ebarFtetW5emTZsWeVBCiLxdvxnH1WMHePTJ9mjUhb7SQ5F4ffALKCYjU79bZNU4hBDifvnuwUlNTWXhwoUcO3aMlJSUbPMWLSqaN7dDhw6xbt064uPjcXNzo0ePHjRs2LBI2hbCXsxcuBzFbOLFfr2sHQo92rZkiF8VVv+0gq8mvGXtcIQQwiLfBc64ceM4ceIEbdq0wdXVtcgDOXPmDCtXruSll16iWrVqpKSkkJaW9/i/EGXVr6tXo/P0pW/7VtYOBbVazeMdurFpwVecvHCZR6pXtXZIQggBFKDA2bVrFxs3bqRCheIZZ1+7di0dO3akRo0aALi7u+PuLqeeCnGv+Nt3OH9wN0079cJBY93hqSwjXx7EpvkzmfrNAhZOm2jtcIQQAihAgePu7o6Hh0exBGE2m7l8+TJ169bl/fffJz09ndq1a9OrVy+cnZ0fuH5KSgrp6enFElt+6PV6EhISrLb9klAWcgTbz3PaD8tQjAae79o5X3F6e3sXelvrG+e8z1Ru22wcGoRXUC02/LKShPfeLPT2ipqtP5dFoSzkCGUjz7KQIxRPnnm9z+W7wBk6dCgzZsxg9OjRqIv4wMa7d+9iMpn4559/GDVqFDqdjnnz5rFixQoGDRr0wPVdXV2LZdgsvxISEh7qg6Q0KAs5gu3nuW79BrRungzr2w2do7ZYt7X+0fY5puW1b57u8jwrv5rMmSvRNG8QXqxx5ZetP5dFoSzkCGUjz7KQI5RsnvmuVObMmcOiRYto1KgRTz31VLafh+Xo6AhAq1at8PLywsXFhY4dO3L8+PGHblsIe3E3OZWz+7dTt+XTxV7cAHgkJ+KRnJivZUe/MhBUKqZ9O794gxJCiHzKdw/O8OHDiy0IFxcXvLy8SvyGgUKUJt8s+xVTup4+PXuUyPY+XTQByPs6OPdq8khNKtZqxB/rfkb5dpr8LwshrC7fBU7W1YuLy2OPPca2bdsIDw9Hp9OxadMm6tUrnnvsCFEaLV+5CgdnN17p2dnaoeSq43Pd+WHyWDZs30un1s2tHY4Qoowr0ME0165d49tvv+XDDz8E4MqVK1y4cKFIAmnfvj01atRg4sSJjB8/HhcXF3r0KJlvqkLYulR9Gid2/0nt5m1wc3Gydji5evvlAag0Dnw5d4G1QxFCiPwXOHv37qVLly4cPHiQ1atXAxAXF8enn35aJIFoNBp69+7N9OnTmTZtGoMGDcrXGVRClAXfrViLUZ9E7162W/SHBPlTpX4Ldm9eg8lksnY4QogyLt8FzrRp0/jss8+YO3cuDg6ZI1vh4eGcOnWq2IIToixKN5pzTFuyfCUaJ1de79Ot5AMqgOd79ER/O5Yf126xdihCiDIu38fgXLlyhTZt2gBYDiB0cnKy6vVnhLBHOgc1Tb7YYXlsNhk5uuN3PB9pQZs5/xSorb9HPV7oOH5u1rXA64x+qS8zPniLb+cvZOCzOa+jI4QQJSXfBY6vry9Xr16lSpUqlmkXLlygYsWKxRKYECJT0rlDmPRJeNVtVaLb3dLgyQKvU6m8J7WaPcU/WzeSok/D1dk2jxcSQti/fA9Rde/enZEjR7Jv3z7MZjNHjhzh/fffp2fPnsUZnxBl3u2j21HrXCgX2rhEt+t3Oxa/27EFXm/QgP4YU+4yfcGqYohKCCHyJ98FzqBBg2jdujXDhg0jOTmZgQMHUqdOHfr371+c8QlRpplNRm6f2Iln7eaotboS3fakZZOZtGxygdcbPuB5dB4+zJ8/rxiiEkKI/Mn3EFVqaioNGjQgODgYjUZDy5YtcXNzK87YhCjzks4fxpR6F696rawdSr45OWpp2ak7fyyby6kLV6hdPcjaIQkhyqB8FThLlixh2rRppKWloSgKAM7Ozrz99tv06dOnWAMUoiy7fewv1DpnPGo9au1QCmTsm6/yx5JvmTj9G1Z+/Ym1wxFClEEPHKI6cOAAn3zyCUOGDGHTpk0cPXqUzZs3M2TIED755BP+/vvvkohTiDJHMRlJPL4Dz7BmJT489bCeerQeFWs1ZOOqpZjNOU97F0KI4vbAAmfp0qWMGDGCYcOGUbVqVXQ6HVWrVmXYsGGMHDmSJUuWlEScQpQ5SRePYUy5g1e91tYOpVD6vjCIlNhrzP1pk7VDEUKUQQ8scI4dO0a3bt1ynde5c2eOHTtW1DEJIYDbR7ehdnSinJWGp5Y80ZMlTxT+LMlxrw/CwdmNmbO/KcKohBAifx54DE5SUhI+Pj65zvPx8eHOnTtFHpQQZZ1iNnH7+E48wpqhcbTOtWR2PtLiodb39nCnafvn2b1mCWcuXqVWtSoPXkkIIYrIA3twHjR+nnXQsRCi6CSdP4wx+bZVz54Kir1KUOzVh2pj4tsjUUxG3v3kyyKKSggh8ueBPTjp6el8/fXXec7PyMgo0oCEEHDr0BY0Tq541m5mtRje/elzAF59vfDFyVMR9alSvwWbVi5CP/NjnJ1K18HSQojS64EFToMGDdi/f3+e8+vXr1+U8QhR5t2+m8ztYzvwqvtEqTt7KjdvDHuDd17qy3++WcjH/zfU2uEIIcqIBxY4ixcvLok4hBD/9cX8FZjTUynf8Glrh1IkRg3qyaR3x/DDt7OlwBFClJh836pBCFEyli9dirZcedxr1Ld2KEXCQaOh+wsvExt5lMVrtlg7HCFEGSEFjhA25HJUDBcO7sC7/pOo1Bprh1Nkpo37PxxcyjFx8sfWDkUIUUbYXIGTnJzMqFGj+OQTuby7KHs+/mYBismItw0MT81rM4B5bQYUSVsVvMrRrs9gLv69nU27DhRJm0II8W9srsD56aefqFSpkrXDEMIqVq9YgkdAdVwqh1g7FA6ENOZASOMia2/mpLGoHZ0ZO+GjImtTCCHyYlMFTmRkJLGxsTRv3tzaoQhR4jbu+of488fp3LMvKpXK2uEQEnWOkKhzRdZecIAfj3Xtw7HtG9l95FSRtSuEELnJ193ES4LRaGTZsmUMHjyYa9euFWjdlJQU0tPTiymyB9Pr9SQkJFht+yWhLOQI1s3zky+/AbWGD94cSt9fLlolhnuNWpN5/at7r4PzsPtm8ttv8sSvP/LqqLH89dOCh2rrQcrCa7Ys5AhlI8+ykCMUT57e3t65TreZAmfz5s2EhYURGBhY4ALH1dUVV1fXYorswRISEvLcwfaiLOQI1sszNc3A/t/XULPJ49SsWhmwfoFzv3Sj+aH3zWPe3jzx/EC2rfiev09f5JkWRTcEdr+y8JotCzlC2cizLOQIJZunTRQ4sbGx7N27l/Hjx1s7FCGsYvqinzDcvcWQwS9aO5Q86RzUNPlix0O3Y6zdGY1uKcNHjyVy7x9FEJkQQuRkE8fgnD9/njt37vDBBx8wZswYVqxYwdWrVxkzZozcCkKUCfPnz8fR3YsRA3tZO5Ri5+DqQYf+r3Bu35/8uO5Pa4cjhLBTNtGD07hxYx555BHL43/++Yd9+/YxbNgwtFqtFSMTovgdPXeJiwe28VTPF3HSOVo7nBLx/acfELhyAW+99Ra9OxzEQWM/1/wRQtgGm+jBcXR0xMPDw/Lj7OyMRqPBw8PD2qEJUewmTpuFYjbxweg3rR1KNrPbv8zs9i8XS9u+3h689vYHxJ47yjtTZxXLNoQQZZtNFDj3a968OWPHjrV2GEIUO0OGkd9++pHKdZvSslEda4eTzbHgcI4Fhxdb+9PGDqNCzbp8PWUi12Pii207QoiyySYLHCHKiukLVqBPiGHwS7Z3E8q6l05Q99KJYmvfQaNh1ldfYUhOpPdrbxXbdoQQZZMUOEJY0TfffofOw4exL/e1dig5vL5pLq9vmlus2+jxzOM069KX3b/+yI9r5YwqIUTRkQJHCCvZdfgUVw7v4unn++LspLN2OFbz8/czcfLy5bWhQ7h9N9na4Qgh7IQUOEJYyXsfTUWl1jBl7Ehrh2JVlXy8mfrVNyTHXKXr4OHWDkcIYSekwBHCCqJib7Fnw0oeebw94TWDrR2O1Q3v243mXfuz8+cFfLVktbXDEULYASlwhLCCt6fMwJSuZ8LYMdYOxWasXTCLcv7BjH5tCCfOX7Z2OEKIUk4KHCFKWJohg9WLvqdiWCO6t21p7XDy9EXXYXzRdViJba+8ZzmWr1yJMV3P052fJ80gVzEXQhSeFDhClLCPZi9En3CTN4bb1oX97hcZUJPIgJolus32LRrzfx9O4+aZQ7Qf8FqJblsIYV+kwBGiBJnNZmbPmIabXyDv2OCp4fd6NPIfHo38p1jaTjea85w37Z03aN61P9tX/sBrEz9/qLaEEGWXTdyLSoiy4osFq7h95SzDP/wCrYNt//sN/mMxAAdCGhd52w+6M7nS4kXKnT7Ld/95h62xDpSr0SDPZf8e9XiRxyeEKP2kB0eIEqIoCp99OgVn74p8MuZ1a4dj01QaB6q9MAFdhcpcWDCe1BsXrB2SEKKUkQJHiBLy/U8biI08Sq+X3sClDF/YL78cnN2p+dKnqLVOnJszhvRb0dYOSQhRikiBI0QJmfSfj3As580X40ZaO5RSQ+ddiZChn2HOMBD53WgMd+SmnEKI/JECR4gS8M2ytUQd30+PIW/gVc7N2uGUKs6VqlHz5alkJCdwdvabGG7HWjskIUQpIAWOEMXMbDYzYcJ4nLx8mfXhWGuHk29Tur/FlO62cZdvt6DahAydhjE5kTOz3yQ94Ya1QxJC2DgpcIQoZtPmLSfu3HEGDhuNh5uLtcPJtyu+VbjiW8XaYVi4VQ0n5JXPMemTODt7BGnxUdYOSQhhw2ziPNWMjAyWLVvG6dOnSUlJoUKFCnTp0oV69epZOzQh8iXdaEbnkPP7QobRxMeTJuDqW5kv3rPtC/vdr+XJ3QDsfKSFlSP5H9cqYYS+Op3I70ZzdtabhL423dohCSFslE0UOGazGS8vL9566y28vb05deoUc+bMYdy4cfj5+Vk7PCEeKK/rusQf2Mid6+cJ7vc+T8zen6+2bOW6Lv3+WgnYVoED4FI5hJDXpxP57VucmT2Cn9tU5fk2j1k7LCGEjbGJISqdTkfnzp3x8fFBrVYTHh6Or68vly9ftnZoQhSaKS2VqI1zcQ2qjXeDp6wdjl1xqVSd0Ne/RO2gpVentsySO5ALIe5jEwXO/ZKSkrh58yb+/v7WDkWIQrux9UcykhII7PYmKpXK2uHYHWe/IGoNn4Wbb2WGv9CDsdNmWzskIYQNsYkhqnuZTCbmzZtH48aNCQwMzNc6KSkppKenF3NkedPr9SQkJFht+yWhLOQIhc/T29s72+P0WzeI+WsV5Ru1xa1KWFGFJ+7j6FGBYwf2EPFkOz4d8wZnz19m7kdvo1ary8RrtizkCGUjz7KQIxRPnve//2axqQLHbDYzf/58APr375/v9VxdXXF1dS2usB4oISEhzx1sL8pCjlA0eSqKwtXVX6JSqwnoOLSIIhN5qVLRh8i/d9K0w/P8+t1n3Lx5k20rvgfyfuOzF/J/aT/KQo5QsnnaTIGjKAqLFi0iMTGRN998EwcbvxGhEHm5fXQbd07vpXKXN3D0qGDtcAptQp9x1g4h39xdnTm2dR3P9H+VP5d/T2izS2xasbBMfGAIIXJnM8fgLF26lJs3bzJs2DAcHR2tHY4QhWJMTeLqr1/hUjkUv8ees3Y4DyXGy5cYL19rh5FvGo2GP5bN5fUPpnLt6F6atW7L38fPWjssIYSV2EQ3ya1bt9ixYwcODg68/fbblunt2rWjQ4cOVoxMiIK5vv4bjCl3CHnpU1Qam/j3KrSnD28FYEuDJ60cScHMmjSGsNCajHxpAI+1aMbcH1fwQpenrR2WEKKE2cQ7cPny5fnuu++sHYYQDyXx5G7i92+gYus+uFQOsXY4D+35vWuA0lfgAAzr2w3/Cht4oX8/Bj3fiX8mfsbMcaXrQotCiIdjM0NUQpRmZy5d4/LKqTj718C/3WBrhyOAVo3COXHobwJq1eOr8SNo1m0AKfo0a4clhCghUuAI8ZDMZjPtu/fDlJZKtX7vo3aQY8hKUrrRnOt0b29vqgZU5PzB3TzZ6yX2rfmR6g2ac/Li1QK3JYQofWxiiEqI0qzX8Pe4fGgngd3exLliVWuHU+bkdZuMbB4dQDWtP5dXTqVBg4ZUf+FD3ILDcyxmK7fJEEI8POnBEeIhzFi4ip++mUrY4x3wLeVnTdk77wZPUWv4bNRaHWdnv8mNPxajmE3WDksIUUykwBGikHYeOsmY14bgUbkGO9Yss7vbMbzzwiTeeWGStcMoUi7+1QkbOQfPuk8Qtel7zs4eQXrCDWuHJYQoBlLgCFEIpy9epX27dqjUKtav+RUfz3LWDqnI3XHz5I6bp7XDKHIOLu5U6/8BwX3Hob9xkVOfD+HWwd9RFMXaoQkhipAUOEIUUFTsLVq0fhr9nXjmLfuFxxrUtnZIxaLTgU10OrDJ2mEUC5VKRflGban91g84V6rGpaWTubDwAw6evmDt0IQQRUQKHCEKICr2Fg1btiHx+gWmfLOQ/p2fsnZIxabTP5vp9M9ma4dRrHTelQh9/UsCOr7CndP7iGhQh36jJsjp5ELYASlwhMins5euUffRFsSdP87707/j7cE9rR2SKAIqtYZKT/Yl/O2FBD7SiKXTP8Q3qCbvfDGXDJOcNi5EaSUFjhD5sP3AURo1a0Fi9GU+mbuESW8OsXZIoojpyvtz4e+/mDZvBY46HVPfGopPUAhvT51NWrrB2uEJIQpIChwhHmDCV/No83gzDClJzFu1lrcH97J2SKKYqNVq3nqxJ3GXzvDuZ7NAMfPZO2/gWbEynV58kx2HTlk7RCFEPkmBI0Qert6Io0mHXnz45hC8Kldn974DDOza1tphiRLg4ODAx6Nf59bVc3z87WIqBoeyYeHXPNHoEbyr1abbK2NYvnk7eunZEcJmyZWMhbiPIcPI2GnfMGvKBAwpd2nd6yXWzf8KV2cna4dWoka89Km1Q7A6B42Gd1/pz7uv9Ofw6XNM+3YBf2xcx5o501gzZxoanQu+NR6hRlg4deuEE1o9mPAawdQLrYarmxs6h6L7DpluNBdpe0LYOylwhPiv23eTGTf9e36c+zXJMdcoX+0RvvtlLc+3eczaoVlFumPZKugepEFYTZZ8ORm+nMypi1dZtvZ3tv/1F2ePH2b3mqXs/Ck92/IaZzccXD3Q6FxQ61zQ6FzQ6JxRO2X97YrG2RWNk1vmb2c3NE5uOGSt5+SarT25jYQQBSMFjijT7iSlsPDXzfy4YhWHt27AqE/Gs0oIk76ez3uvDsBBo7F2iFbTffdqAH5q8ayVI7E9tatV4T8jX4KRLwGQnmHk8KlzHD93kbMXr3DpyjVioqM4fTkKU7oek0FPRtIt0uJSMaenYjLoMafr/3Ubap0zjh4V0HpUwNGjAu2OrqRqYCAh1atSN7QGjcNDSiJVIUotKXBEqVLYbnqz2czVG3HsOXqKv4+d4siRI5w9foSbkcdQjAbUjk7UfuwZBvXrxf8N6oVaLUMBbY5uB6TAyQ+d1oGm9cJoWi8s2/R/uwmoYjZhSkvFpE/GlJaMUZ+MKS0Fkz4ZY/JtDHfiybgTh+FOHHfPHeS3Q1vgvntnObp74elXmQr+lQmsUpXq1YOpHVKD+mE1aRBWE2cnXbHkK0RpIAWOKFXuvXO0OSOdjKTbZCTfxpiUQEZSAhnJiRizflLuYExJzJyWcgfF+L8DQlUOjnhXqUnLbn3p2L49Lz3fHm8PdxISEqS4ESVCpdbg4OKOg4t7vpbfNbw5py5e5eiZC5yIPM/58xe5fOkS8Tevc+n0MU7t3oJiMt6zARXOnhXw9AvAr3IVqgRVJTg4mJDq1QgNDqR29SAqlve0u3uoCZHFZgqc1NRUfvzxR06cOIGzszPt27enVatW1g5LlCBFUbh1N5UzV65z4WoUl65GcS36Jjdu3iQ2Jobb8XHcSYgj5fYtMpISMKUl59qOWueC1s0TB1dPtOV8cPavnvm3uzc6nwCcyvuj863CwTFPlnCGQhSeTutAg9BqNAitBjwNQEJCAt7e3gDo0zM4GnmZw6fOcurceS5cvMy1K1eIi77KmUP7OPLnOlCyX7hQ7eiMi5cP7t6+eFXwpYJfRSpV8ifAvxJVAwOoVqUyNYMqE1SpAo4OZXe4VpRONlPgLFu2DJPJxNSpU4mLi2PGjBlUqlSJ0NBQa4dWbAwGA0lJSdy9e5ekpKQcf+dnnl6vx2w2k2IwkZZhQgWoNBocHHU4ODrhoHPCUeeMzskJnZMTLq5uuLm74+7uTrly5fD0KIenhwfenh6U98z8XcHbEw+PcgT6euPu6lLob3hGk5n4xCSux8QQfTOe6Jg4omLiuBEbR2xcPPHxcSTEx3EnIZ7khHjS7t7CmJqUa1taF3dcPMvj4e2D2b865dwbo3X3xsHdG627F1p3b7Ru3ji4e6J2cHyIZ0WUZbZ8plJusWUVNwDOOi1N69SkaZ2aua5/N0XPsciLnDh7nnOXrxF94yY3oqOJjbnJ7fgYrpw9wZl92zEbcjk2SK3B0c0T53JeuHl64+FVHq/yPlSoUIEKFXwIqFQRfz9fKlfyw9+3PBV9vKng6S69ofcwmUwk3Eni6s14bicmEnc7kfiE29xKSCQh8Q6JiXe489/3+JSUZFKSk9GnpJCWmkKaPgVDWipmkwmzyYRiMqIoZly0GtxdnNDpdDg6OqLT6Sx/Ozs74+bmhru7+7/+zm2as7OzXfTs2USBk56ezqFDhxg3bhxOTk4EBgbSvHlzdu/ebdUCx2AwMH/+fOLj4zGbzZhMJsvPvY9TUlJwdHTEZDKRkZGBXq9/4E9SUhIGQ/6uoeHs7Iz7PUWJu7s7lSpVIiQkBBcXF9RqNTeT0olJSudSgj7zxZ+RjjkjHUNGOmmpesx37mDOSMNsSMsc509LzfFtLjcqtSbzDA+tDrVag0qjQa1WW/5WqTUoioLJkI7JmIE543+/zRn/np+DkyvOnuVx8/KhcvUQfHz98PPzo7J/JYICKlGtSgChVStTtbI/Tk7/O6Pn345rEOJh3DsE+rCK+qynoovNi7/Hds1sKwhcyfzJYkpLJSPpFhl3//uTNfSbkogxKZHE5ETib0ZjTEnEpM+9FxUAlRoHJxccnFxwdHbF0dkVrZMzWq0WraMu87fWEa1j5o+DVouD1hGNgwNqlRq1WpX5XqNSYTKZcHTUolapMz94Vfz3twqVSoVKpUaFyjIPJbNHWEHJvEu8kvk7847xCor5/nn/Wz5rWbLWNyuYFQWzWcl837f8bSLDYMCQnk6GIR2jwUCGIZ0MQxoZlr/TydCnkqFPxpSeCg+6Y71KnXmmnc4FjaMzap1z5mMXL7QelVA5OKBSa1CpMt9/W9coj4tGwWAwkJ6enu13YmIi165dIzk52fKl2Gg0/vv2/0utVj+wKNJqtajVajQaDZr/fi5k/X3/45CQELp3756vbRcllaI8aI8Xv6tXr/LJJ58we/Zsy7QDBw7w+++/M378eCtGJoQQQojSyCb6D9PT07N9QwdwcXEhLU3u6CuEEEKIgrOJAken0+UoZvR6fY6iRwghhBAiP2yiwPHz80OlUnHjxg3LtGvXruHv72/FqIQQQghRWtlEgaPT6WjYsCFr164lLS2N69evs2fPHlq0aGHt0IQQQghRCtnEQcaQeR2cxYsXc/LkSZycnOjQoYNcB0cIIYQQhWIzBY4QQgghRFGxiSEqIYQQQoiiJAWOEEIIIeyOFDhCCCGEsDtS4AghhBDC7kiBI4QQQgi7YxM327RFUVFRLFiwgPj4eACqVKlCr169sl188Ndff2XHjh2YzWaaNGlC79690Wg0mEwm5s2bx8mTJwkODmbo0KE4OzsDsH//fi5fvkyvXr2skte9jh8/zqZNm4iOjkar1RIeHk6PHj1wcXGxLFPac8zL77//zvbt20lOTiYkJIQBAwbg4eEBZN4HbdWqVWi1WgYOHGi54WtKSgozZszgrbfesvmrbKempvLjjz9y4sQJnJ2dad++Pa1atSIhIYE5c+YQExND8+bN6dGjh2WdxYsXU6dOHerXr2+9wAsgJiaGZcuWcfnyZZydnenYsSOPPfYYer2eOXPmcOnSJerUqcOLL75ouav1xo0bcXR0pE2bNlaOPncZGRksW7aM06dPk5KSQoUKFejSpQv16tUDMt+XFi9ezPXr16lQoQJ9+/alZs3Mu4efPn2axYsXk5GRQc+ePWnSpAmQeRfrqVOn8sorr2S7+7g1rVq1ioMHD6LX63FxcaFly5Z06NABsJ8c75WcnMwHH3yAr68vY8eOBewnz88//5yLFy+i0WgAcHd3Z/LkyQBERkaybNky4uLiqFy5Mi+88ILlM7RE3mcVkavk5GQlLi5OMZvNislkUv78809lwoQJlvk7d+5Uxo0bp8TFxSlJSUnKlClTlDVr1iiKoih///23Mm3aNCUjI0OZO3eu8ttvvymKoigpKSnKRx99pOj1emuklMP+/fuV48ePK+np6UpKSory1VdfKfPnz7fMt4ccc7Nv3z7lvffeU+Li4hSDwaAsXLhQ+fzzzxVFURSj0aiMHDlSiY6OVo4fP65MnDjRst6iRYuUQ4cOWSvsAvn++++V2bNnK3q9Xrl69aoyatQo5cyZM8qSJUuU1atXK3q9Xhk/frxy6dIlRVEU5dy5c8qsWbOsG3QBGI1G5YMPPlA2bNigGI1G5fLly8qIESOUs2fPKps3b1a+//57xWAwKFOnTlX++ecfRVEUJTY2Vvn0008Vk8lk5ejzlpaWpqxdu1aJi4tTTCaTcvz4cWX48OHKzZs3FaPRqLz77rvKpk2bFIPBoOzbt08ZOXKkkpycrCiKokyYMEE5efKkEhUVpYwcOdKS54YNG5QtW7ZYM60cbty4oaSlpSmKoigJCQnKhAkTlL///tuucrzX/PnzlalTpypTpkxRFEWxqzynTZumbN++Pcf0pKQkZcSIEcq+ffsUg8GgbNq0SRk3bpxiNBpL7H1Whqjy4Orqio+PDyqVCkVRUKlUxMXFofz3skF79uyhTZs2+Pj44ObmRqdOndizZw8A8fHxVKtWDQcHB0JCQiy9QKtXr6Z9+/Y28+3/0UcfJTw8HEdHR8u3qAsXLljm20OOuTly5AgtWrTAx8cHrVZLx44dOXv2LHFxcaSkpKDVaqlUqRKhoaHExcUBcOHCBZKSkmjQoIGVo3+w9PR0Dh06RNeuXXFyciIwMJDmzZuze/du4uPjCQkJwcnJiaCgIOLj4zGZTPz000/07t3b2qHnW0xMDLdu3aJdu3ZoNBqCgoKoX7++JceaNWui1WqpUaOG5bW5fPlyevbsaenNsUU6nY7OnTvj4+ODWq0mPDwcX19fLl++zNmzZ8nIyKBt27ZotVoiIiLw9fXl8OHDAJbn1t/fHwcHB5KTk4mPj+fEiRM8+eSTVs4su4oVK6LT6SyPVSoVsbGxdpVjlsjISGJjY2nevLllmj3meb/Dhw/j5+dHREQEWq2Wtm3bYjAYiIyMLLH3Wdv9T7cRI0eOZNiwYaxYsYJ27dqhUqmAzO7FypUrW5YLDAzk9u3b6PV6AgICOH/+PBkZGURGRlKpUiUuXbpEYmIiDRs2tFYqD3Tu3DkqVapkeWyPOeYmq2iNiorCzc3N8vfZs2fx9/e3FAC2POR2r5iYGBRFyTacGhgYSHR0NP7+/pw5cwa9Xs+VK1fw9/fnjz/+oGHDhjbT5Z0fSh7XJ42KisLf35/IyEgyMjI4f/48/v7+/PPPP/j4+FC1atWSDfQhJSUlcfPmTfz9/YmOjiYgICBbgZb1vAKW5zYqKgq1Wo2bmxvLly+nR48eNlnUbd68mTfffJOxY8eSnp5O06ZN7S5Ho9HIsmXL6NOnj+WzA7C7PNesWcOoUaP49NNPOXPmDJCZ472fH2q1moCAAKKjo0vsfVaOwXmAGTNmkJ6ezt69eylfvrxlenp6uuWYE8Dyd1paGuHh4Zw7d44pU6YQHBxM8+bN+fLLLxk8eDBbt27l4MGDeHl50bdv32zHu1jTmTNn2LVrF2+//bZlmr3lmCU8PJyNGzfSqFEjvLy8WL9+PSqVCoPBgFqt5sUXX2Tx4sU4ODgwYMAA/vzzT+rXr49er+fLL7/EaDTSuXNnQkJCrJ1KrtLT03P0oLm4uJCWlkb79u1ZsmQJ06ZN44knnkCn03HkyBFGjhzJkiVLiI6OpmbNmnTr1s06wedTxYoV8fT0ZOPGjbRr145r165x+PBhPDw8eOyxx7h+/TpTpkyhTp061KhRgy+++IJRo0bx66+/cu7cOfz9/enVqxcODrb7Fph1nFvjxo0JDAzk2LFj2f4fIfN/MiUlBYABAwawYsUKMjIyGDRoEIcPH8bb2xsPDw9mz55NamoqrVu3plGjRtZIJ4d27drxzDPPcO3aNY4cOYKLi0uO9xwo3Tlu3ryZsLAwAgMDuXbtmmW6PeX53HPPUalSJTQaDf/88w+zZs1i/PjxpKen53jvd3Z2Ji0trcTeZ233v7uE7d+/nyVLlgDg7e3NxIkTLfN0Oh2PP/44o0ePZuLEiZQrVw6dTkdaWpplGb1eD4CTkxMqlYrnnnuO5557DoAtW7ZQt25dDAYDO3fuZPz48WzevJnNmzdblrFmjpcuXWLu3LkMHTo027f+0phjbu7Pe8KECSQmJjJz5kwMBgNt2rRBp9Ph5eUFQFhYGGFhYQAkJCRw6NAhxowZw9SpU+nZsyceHh5MmzaNKVOmZPtWZivuf94g87lzcnLC1dWVoUOHWqbPnj2b7t27s3fvXsxmM6NHj+bLL7/kxIkThIeHl3To+abRaHj99ddZvnw5W7dupWLFijRv3pyoqCi0Wi0DBgywLLts2TLatm3L+fPnuXLlCqNHj2bx4sXs3r2bJ554wopZ5M1sNjN//nwA+vfvD2Q+r1n/g1nS0tIsxWxgYCCjR4+2TP/8888ZNWoUixcvpnHjxtSpU4dJkyZRq1YtXF1dSzCbvKlUKqpUqcKpU6dYu3Yt3t7edpNjbGwse/fuZfz48Tnm2dNzGRwcbPm7WbNmHDhwgOPHj+eaY9b7EJTM+6wUOP8VERFBREREnvMVRcFgMJCYmEi5cuUICAjg+vXrVK9eHYBr167h5eWVoypPSEjg4MGDjBkzhkOHDhEQEIBGo6Fq1aps3bq1WHO6X245Xr16lVmzZjFgwABq166dbV5pzDE3ueXdsWNHOnbsCMDNmzfZsGFDtuIuy4oVK+jRowcajYaoqCiCgoJwcHDAZDKRlJREuXLlSiSHgvDz80OlUnHjxg3LkOO1a9dy5JfV41G9enX27dtHUFAQKpWKoKAgoqKibLrAgcxu/FGjRlkez507l2rVqmVb5sqVK8THx9OnTx82b95MlSpVUKlUVK1alevXr5d0yPmiKAqLFi0iMTGRN99809LL5O/vz2+//YbZbLYMU1y7do3HHnssRxtr1qyhbdu2ODs7ExUVRdeuXXF2dsbT05PY2NhsH0q2wGQyER8fT3h4uN3keP78ee7cucMHH3wAgMFgICMjgzFjxjBo0CC7yfN+WcWIv78/u3btskxXFIWoqCjatm2bY53iep+1vcE8G3Hy5EmuXbuG2WxGr9ezatUqXFxcLB8YzZo1448//uDWrVskJyezcePGbAeRZVm5ciXdu3dHo9Hg4+PDlStXSEtLIzIyEh8fn5JOK5uoqChmzpxJr169cj012B5yzE1KSorlOJW4uDgWL15MmzZtcnwTOnLkCO7u7pYCz8fHhzNnzhAdHY3RaLSMI9sanU5Hw4YNWbt2LWlpaVy/fp09e/bQokULyzJpaWls2rSJZ599FsjMLTIyEqPRyPnz523yebtfVFSU5UNj9+7dnDlzJtvp32azmZUrV1oOnvbx8eH8+fMYjUabfW0CLF26lJs3bzJs2DAcHR0t00NDQ9FqtWzZsoWMjAwOHDhATExMjgMyr169SmxsrOXU4qzX7d27d4mNjbX6sVYmk4mdO3eSmpqK2Wzm0qVLbN++nVq1atlNjgCNGzdm8uTJjB8/nvHjx9OlSxcCAgIYP348tWrVsos8U1NTOXnyJBkZGZhMJvbv38+5c+cIDw+nQYMGxMTEcODAATIyMvj9999xdHTMMeRUnO+zcjfxPPz999+sW7eOxMREtFotVatW5dlnn7UcNKUoCmvWrGHHjh2YTCYeffRRyzVishw7doyjR49m6y5fsWIF+/btw8/Pj1deecUyLGINCxYsYN++fdneRAFmzpwJ2EeOuYmLi+Orr74iISEBV1dXWrRoQadOnbIdvJeens7nn3/OiBEjLIVPXtemsEWpqaksXryYkydP4uTkRIcOHWjVqpVl/qpVq6hSpYqlZyvr2jEXL16kTp06DB482CYPZrzX6tWrLa/NoKAgevbsSWBgoGX+1q1bSUtLs1xfxWQyMX/+fI4fP061atWyXbvJVty6dYv33nsPBweHbP9n7dq1o0OHDkRFRbFo0SKioqLw8fGhb9++2T4wzGYzX3zxBQMHDqRChQpAZs/ADz/8wN27d2nfvj1PP/10ied1L5PJxNdff83ly5cxmUx4eHjQvHlzy0kc9pBjbvbs2cOOHTuyXQentOeZlJTEV199xc2bN1Gr1VSsWJEuXbpYRgPOnj3LsmXLiI+PJyAggIEDB2brSS7u91kpcIQQQghhd2z7K5oQQgghRCFIgSOEEEIIuyMFjhBCCCHsjhQ4QgghhLA7UuAIIYQQwu5IgSOEEEIIuyMFjhBCCCHsjhQ4QgghhLA7/w+7WHe6EaW74AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x172.8 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x172.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x172.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x172.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x172.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+nUGDBgGQnZ3dJMABuOiiizAYDGRmZtK7d2927typPde3b1+6d++OoigYDK1vqN6yZQvHjh1j7NixTZ5zOp188MEHDBkyhPj4+FbvUwjRMaSLSoiztHfvXurr6894nMjatWvZsmULVVVVANTX11NbW6s97+2aATAajTgcjtOOKzkdk8lEfX2932P19fXNBmiHDx/mjTfeACA6Opqf/vSnAb9fWlqa9u+hQ4eyY8cO9u3bx6hRo5pse+TIEcrKyrTyHDRoEF9//TWFhYXaIGiLxeJ3rFFRUVr5gburKVB79uzhq6++4oYbbiA0NNTvOVVVWbRoEXq9nksuuSTgfQshzj0JcIQ4S4cOHeLYsWM89thjgDtQUBSFkydPcs0115zytYcPH2bNmjX88Ic/JDExEUVR+Otf/9rux5yYmMi6detQVVXrpjpx4oTfeBSvjIwM7rvvvjZ9f9+usca2bdsGwL/+9S+/x7du3cqMGTMAqKurw2azaUFOZWWlX7fSqfbfnP379/Pxxx9z3XXXkZSU5Pecqqp89NFH1NTUcN11153RIGwhxLknAY4QZ+miiy5i3Lhx2t/Lli0jPDy8VeNxbDYbOp2OsLAwXC4Xq1evbtKycqZcLpf2n6qqOBwOFEVBr9eTmZmJTqdjw4YNDB8+XBuInJWVdUbvpaoqTqcTp9MJoI0hMhgMWK1W8vPztffcsWMHhw8f1oIVXw6Hg507dzJ79mz69OmjPb5r1y5WrlzJtGnTtMdWrFjBxRdfTH5+Prm5uX6DgQNx6NAhPvjgA+bPn9/sDLilS5dSVFTED3/4Q4xG4xm9hxDi3JMAR4izFBIS4jeexWAwYDKZsFgsLb7G28LQs2dPevXqxd///ndMJhOjR48+o+6V5mzfvp0PP/xQ+/vPf/4zQ4YMYe7cuej1eubPn8/HH3/MV199RXx8PPPnzz/j1omKigqefvppv/eKioril7/8JU6nk+XLl1NcXIyiKNp7xcXFNdnPnj17MBqNDBkyxO9Yhg0bxooVK9i/fz8mk4nw8HDMZjOPP/44RqORWbNmnfG4mJUrV2K1WrVuOHC3Wl1//fWUl5ezadMm9Hq91kIHMHv2bG3WlhCic1JUVVU7+iCE6Eo+++wzVFVttgVDnJ53mvjdd9/d0YcihOjEZBaVEOeQ1WrlwIEDrcpjI4QQ4sxJF5UQ50hubi6LFy+mb9++DBw4sKMPRwghgpp0UQkhhBAi6EgXlRBCCCGCjgQ4pxDomkJdnZRXYKS8AiPlFRgpr8BIeQXmfCivdhmDU1tby+uvv86OHTuwWCzMnDmTSZMmUVpaygsvvMCJEycYO3YsV111lfaa1157jUGDBjF06ND2OKQzUl9fT1hYWEcfxnlDyiswUl6BkfIKjJRXYKS8AnM+lFe7tOC89dZbOJ1OFi5cyM9//nM+/vhj9u7dy7Jly+jXrx+PPPII27dv1xbc279/P1VVVZ0quBFCCCHE+avNA5z6+no2b97MZZddhtlsJj09nbFjx7JmzRqKi4vp06cPZrOZjIwMiouLcTqdvPfee6dNaS+EEEII0Vpt3kV14sQJVFX1y/ORnp7O7t276devH3v27CErK4vDhw9zySWX8OWXX5KTk0NsbGxbH8pZcbpUbnxvL1U2V4vb1NicDOoWwffHq/j3NUNIjjC3at9rDpXy3Jo8yurs6BQY1C2SbccqARidEcP6w2Xatv83IYtpfRPP7sOcI+U1dhzGtllmoD18vLOQf609zD2TezGxZ0MW3VkvbvDb7rbR3bl8UDe/5z68dSQGXfPrG9305hbq7E6qbe5lCv5vQg+6R5vpGR+GUd9wD6GqKrNf+lb7+79X9tHKq7TWxg1vbAHg6cuz6RXfNk2/tTYnV726Ufs7JdLMP64YRIhBR6XVziNf7mP7cfcilQOTI4ixGKmqd2jn40e3jUSvKNrxZcRYOFxWp+3vzvFZTO/nPj8fW76f5ftLANAp8P7NIzDpm7+HWrG/mL8tP6DtIyPGwq8+2sXNI9O5ckgKdy3ewcSe8cwdlMyNb27hR2O6kx2j79TnV2fT2a/Hzqal8npv2zEKKqzcOaEH3hrgH6sO8emek/x8fBavbDiCXqdwQXo0X+8rbvL6hHATI7vH8NMLM5s8d+cH35MYEcJ9U3qjUxSOV1q57X/b6BYZwgvzh6BD4Z9rDvHJrpN+r8uKDeWJuQNbvL5a8sAnexiQHMF1OU2XJAlUoOdXXJgJfQt1aLtR21hubq561113+T32/fffq/fff79aXV2tPv/88+rDDz+sfvHFF2pxcbH66KOPqlarVX399dfVhQsXqosWLQro/WbOnKkC2n+33367evvtt/s9NnHiRHXBggVqeHi49li3bt3UBQsWqDk5OX7b3n333eq1117r99jM2Zep9y34k99jvfr0VYc//o0aNWCM3+MLFixQZ8+e7ffYtddeq959991+j8WPnq0Of/wbNTStj/aYOSJaHf+3ZWq3aTe1+2eaPXu2umDBAr/H+vTpoy5YsEDt06fPGX2mnJwcdcGCBWq3bt20x8LDw9UFCxaoEydO7PSfqdctf1EHP/h+s99Taz5T/1++oPb/5Qun/UyhaX3U4Y9/0+QzDX7wfbXXLX9p08808/rbm3ymnJycJueeMTJOHf74N2ra1Bv8tr3iJ/c0+Z66TbtJHf74N6oxMs7vexr92Fdq/Gj/92/pexr/t2V+j3Xvm+2+nvr7X0/3LfiTmnHlr4L+3JPPdP58pp/96nd+j3nriIjUnk2up9bU5ZlTrmu2jmjuM51tHTH88W/UAfN+GnTfU0vaPA/OkSNHePTRR3n22We1x7777js+++wzHnjgAb9tn332WaZPn87Ro0c5evQoP/jBD3j66aeZMmUK2dnZbXlYZ6S0tPSULUtzXtxAYVU9IQYdN49MZ2hqVKv2+8fPc6m1OSmrs2PUK0SEGLhjbAYjusdw+cvf+W17+aBk7Q65s6usrGyzdZTaw68/3EnP+DDiw0xcNdTdwni80spDn+X6bXdRrzjmD0vlf1sKtBaJ30/rTWpU07WlbE4Xd36ww++xnLRINudX0jMulLsn9dTuWqx2J79cvFPb7rfjU8lKjuOjHYVsyq/gRJX7bmh4ehS3jc4448+5paCC59ceZuGcAXy44zhb8iuptTu156/JSeHtzceafW2U2UCF1aH9PTYrhql9Elh1sLTZu9PLspOY0icBp0vlrsU7UQGDTsHhUpnRL4G5npawxu75aBeV9e73GdQtgtGZMby47ggA/7pqMHe8u53MWAt5pe7WIgW4pE8Mc4akn0mRdEmd/XrsbJorr7c2F/DNAXcdcOf4LAYkR/DMyoPsOlHd5PXJESEUVtVzx9gMVh8sZUdhlfacxajj0dkDCDE0tLjU2Z3ctXgn6dFm7prYk1CTno1Hy3lpvfs6eGRWP2JCTfz5i1yOllubvN9fZvUjNtTU6s93rMLKw5/nkhlj4XdTerf6dS0J5PwqqbExOjOGSPO5Xay2zcfgJCUloSgKx48f1x47evRok9T0W7ZsISoqip49e1JQUEBGRgaKopCRkUFBQUFbH1a7KPT8IGXEWPhg+3FsTudpXuFmc7qwO91dXwpQ73DRPTaUpIiGBRs/uHk4ozJisDlcLN11os2PvatZf7iMapuT7jEWnD4x/TMrD2n/jg01cvXQFFTcXZTe4AbA7mz+PqC5H/19RbUAhIUYcPm8l93lvw/Pept8svukFtwA5DdTmQXE8zaLvz9OhdWBUe/fLHygyH965ySf7jqb079LNsyo54V1h/0+Z5+Ehu4zl6ry8Ge5/NIT3ABcOcQd1ESEtNwDrtJQFjpFwVtMIQYd3nsu30NRgaW5ZX7leSas9tZdo0IAfHekXPt3rc1BcY2t2eAGGn4PEsND+Nm4LL/nukWacTa6/stq7QA4XCoqKou/P86bmxp++7xb19qanrNn0tHz6ndHAcgrq8Phari4VFXljne3U1PvaOml5602D3BCQkLIycnho48+wmq1kp+fz9q1a7nwwgu1baxWK59++imXX345APHx8eTm5uJwONi/f/8ZrwrcUUJNek5W29hxvOr0GwMOp6qN17A5VWxOF5EhBr/xGmEhBrYVVLB090k+3nmCslpbuxx7V7E5vwIAo17xq2jK6uzav0MMOqLMBupsTn72/vfuxzzfid3ZdCxWnd3J8Qr/YESvKFTVO8iIsdC4u9nReB8t/FYXVtU3qQwD4W0xWptXxo7jVVqLzMMz+nL10BTCfQKPbpEh/O2yhmUj6uwujHqFlEj3eDK7SyUjJtRv/7k+AZKqQlGN/7kZZnKvAr79FNdD4zjFG9QMT4vSiqW5YOZs4hunS+WXi3fyVW7RWQdKIvjd8e52v5bPUJOBEp9zPTHcRM+4UC7LTvZ7XahJx/Du0bx703Dtsep6BweK/W8sSmptxIUasTldVFkdLNtT5Pd+XnX2pnWPClTUBRaQdItsGCN6wHMTBlDvqZf2FDUfuJ3P2mWa+LXXXgvAPffcwzPPPMPs2bPp27ev9vzHH3/MxRdfTGiou+KcMGECNTU1/OpXvyImJoZhw4a1x2G1uX9eMYhfjMtka4F7QGZzJ2Jz7C7/7exOlVDPjwK4fyAsRj1WR8N29Y7W7Vs0zztAOMSgx6Wq2g9qn4QwJvWK8zynw6DT4fAJLv519WAMOgWLUd9kny9vOMIGnzu8mf0SucLTejE0NRJU/xjG7lIJD9Hz1zn90SsKgcQwy/cXU2dvXYWmNoqcBiSFAzC+ZxyJ4SaKqm2YPK064c20stidKj3j3demw+VubRyW2tAUfWFmDODuWlriM/jx0uwkAGIs7mbzvSerKW0hMPc9QkVBKwuVhiCmuSDkTAKTJ785QHF1PR/vLATg3W3HefXb/ID3I4LTp7tPUNvo2mrSkmnS43CpVFobbojumdyLZ68aTLSlodulf1I4g1PcQxUyY93XUKTZwMlqG/9ck8efvshla4H7Zqus1k5CeAh2h0qJz3Xyo9HdsRh1njpCxepwkhBuIi7Uv3vn873+A49Pp29iQ8ur7+fzthCtOVjKl3uLAtpnZ9cuif5CQ0P58Y9/3OLzvgn+ACwWC//3f//XHofSrkZmxDAyI4a/r84D4LWN+YzJjEGnnLoB0dFMd4dB5441rxmWSqRZ3+QH1eqQpvWzEWMxMqNfAonhIRwqqUHF3cyrKDAkJZIV+0swG3QY9IpfF1afhHAizQbqmwlerZ7HjHoFu1NlSFqkdlfVOyGMgyW12i+506VyqKQWg04hJy0ak0HB5hPh9IgLdW/fjP3FNfxvyzF0KEzsFdfsNr4ad6fdP7UPxdX1mI16dIqijQ144eohLTZL/2F6X55fd5gjZbXU2Z2M6xHLscp6esSG8vjcbCqsdl759ijf+7TSTOmdwI9GZxBi0PHYCvcMqZaCft/gTqc0BC4uVdX+fbyy6QyNQBu2bA4Xe0/W8L+tx7RjjQ8zUVVvR1VVlNNcqyK4Vdc7+HDHCSLNRgbFNfwcNu7KDDcZqLTaed3ThTSpVxwDkyOIDTXhO5EpRK/zu1kFd91T6WlFzS+38vneIoamRlFSayMh3MSek9WsOVSqbT84JZL6DS6cLhf1DhdGvY7/XDuMr3KLePKbg9p2yT5DGlrD99oprKrnn+9u559XDKK63v1Zd52oZveJaqb0TQhov52ZLNXQBn4/rY/27yrr6e+yfcdieKNyb3fGry7qyQ3Dmw6krD3FdHVxehuOlKHX6Qgz6f3GdjhdqjbV0mxwBwAuz/dz/QWpmAw6kiJCOFHddFxMeIi7IvMGFHrQmrDNBj0nquq1YOln73/Pf749SnmdAwUw6XXa+xh0Cr+5qKffvr0/8gu/3s9jnunUjVtmoPkxJY3vPmNCjYztEYdBp1BQ2fA50mMsjPMZf+N7hxhm0tMnIQynC2rtTiJCDHxw83B+N6UXep1CbKhJ677zSo40kRxpJibUxKiM6CbH5ctvboPaUPm6xyM0NahbBBnRIQG34Ly2yd1S8/3xKjJjLdw2Op2fXJiJoigtjqsSXUepZxxM47k2lY3q8fAQvRbcRJsNPDyzH/Hh7gDjppHdee7KQYD7hqnx1O3UKP/0Id6b15Iam9YVvDm/kqGpkfx2ck96J4RjMeqpqndSY3NiMegw6hUGdWtoRZ3UKw6jIbCf72M+3en1nhvm/cXVfHekTHtcBb/WpPOdBDhtICetYfbU/7aceoB0vcPlN77C4LkYfFt9zJ4LwHfEfXN9s6L1quudlNbYMOoVTxeV+3GnS9XGPoUYdeh0aLN7+iW6u3ZiLEb+u7GAnYX+Y0rMjVrZDDqFOs/3ZDboOFlt46vcpoOQFcW9rdPnGJIj/SvBgkr37CHfVp3G43JKamz8cvHOJkH1f7/LJzPGog1E9B3bNc1zd5YRY8Fi9L/8u8e4Z4klhJnQ6RTiwkxsPFpOXmkdkSEGTAY9KT4zyTZ4KsYR6dGe92koj8cuHYhBp2hdYY35fhIX7oDO/d00P85mUs84VLVpGZzKkbI6vjtSrl2fM/sl8uOxWUSZDe5usZYGQYkuw/tD3/i8enrlQb+/fa+haIvRr4XdYtQzvLu729apqk3yZXWLdAdCaZ5AJyLE3U1eVmsn0acVxuZwcfngFOLCTCRHhlBeZ6fW5tBaXgelRPLuTReQFRuKQafgCvCe9yufiQLeG4WDJXV80aiO8h3ofL5rly6qriYt2sKim4dz+X82srmgEpeqtthN9elu/35T74DQ5hIgPXvlIG59exvQ/Eh60TreysupuoMZp6cb5GhpHaW1dgw6hbnZyfRJDMOlok1N9vale4OWo2W1DEyOYM+JKox6nTbw2KRXsDlVdDqFn16YycDkCG1si6OZWkhBQa9TUFUVp0t1BzyNAoHnVh/mr3MG+D3WeBZWXpk7+CmoqKOfOQJoqLjsPi0hvneUOWnRfPPzsVRYHYT6VNI3jkijW0QIj182kH3FNegURQt4ALrH+g80BncAAe6p5Y0Z9Tr3Z2vyjJtvEKP3zKIyesY/Nb6b1inu97c5XbhUKKquZ11eGSa9jhCDDotRR43P9WEx6RmQFKE1+187LJVnrxysdfMadJ7WM4lvurzHV7gDmcbXVpWn2+b6C1J5Y1OBX7d1S6kPwD38wLfb80eju9MnIZz3txdyYVYsmXGhfL7nJJuPVlDvcPnNNNxzslr7HUiNNJNbVMNX+4rJig1F79lnZmwYb9yQw5MrDvid84E65KnjvvVJKuuVFGDXV2cmAU4bifbkIzAbdO7KW4GT1fXEWIx+0X9BRUMW2GiLgQen9eFQaW2zg1i943LgzFpw8svrKKuz+zVtdkUbj5YD7jEzA5Ii2F9Uw8GSWq0/26BXuH9aH+xOF4u/L9Re5405oz2DZus9TS5PeaaWe1t49DoFnCoWk4H48BCuGJLC5nz3e4Y004ysKKDTuVsrnC4VvaKg84QCcaFGSmrtVFgdqKqqZcoGWPx9IYdLa7l9jDulgjdwW5dXxnvbjnPf1N5af7pBp/DwzL7kl9c1aUUJNRkINflf+j8f3wOH04VBryMnLRpwV7JeCeFNK73bx2Tw5DcHMXtagvyCFp2C4i6WZvl2RMWGGnGpKibPDDeXCkadgt2lkhpl5tkrB+NwubA53YHp+sNl7DpRRXq0hZIaG0fK6sjuFomCO2bxzQT+xxl9Gd8zDr1OIczzmb3jrCS+6bq+2FtEZmxDAO9oFOB4z6Wc1Cje2FTg1yoTE3qq9Af+bh+biaqq/Gh0d3rEhRJi1FNjc/LShiOYDTpCTQ31ww99hiZ0izLz7lZ3rqpDpbX4/BRg1Os8NxBnPq17t2eqe32j7uwR6VG00Oh6XpIAp414uyvSYyy4VBU9Cg9+upeR3aO5ZVR3bTvvD5BegWizkQvSo7nA08TfmDeaTww3nVGOgj99sQ+AJ+cObDaA6ir+8607/0NWnIX0GAu3j83UZtSA+8cU3BWHb/e5dxbbPZN7cqikBqvd6de64G3ZSY+2cFGvOHr7LK/g/Z5b6lHxzpCod7q0YOD303qTFG7m5x98r7228UDbLQWVVFodRFmMWqXsnclVZ3dSVe8ZUwDM7J/U6jKChu5S379DTXpqbc4muXQArrsgjYHJEVqA03gbd8K/5tvRfYMhs1HvDmoM7lYf39BDryhEWQzYnSr1Dhc2p4tdhVVc3DueOy7MQlVViqpthIXoCTG4z3GrzcFFz64jLszI8O7RTVpHvc37MlO863p/+3EyfFoonY1+6Kf3S6Sy3s7ozBj+ccUg/uvJIQNorSmNvXD1YL9p5F6KovCjMRmowPZjldo2VodLC7rBPc7MKyHMpNUdPeNCm/QIeFuiAxFjMRJpNvgttdJ4rFGUxRhUgb8EOG3EoFO4c3wWy/cX+50gR8vr/GZrZHjuGv4wow/VpxmQrDVXRlmotTtP2fXVmO8Py9nkVAkml2W7m5bHZMbw+saGCqumvqF1rLnyjQ8PYdbAJLYfq/SfXukJcKIsBm4bk+n3mmxPZdU4f870vgkYdO4uqkW7Syna6E7iqCgKl2b7N327VJXiZipMbzdU4+/V6fIZjN5GX3lqpFnrsmrOEE/27t9P79ukO8rmVPlwx4lm1+BpfHguVcWo02kpFLzPHymvQ6cohBp11DtVHvx0L3qdwsQe7sHRiqL4jWMACDcbeeMHOdTYHMSFNc30atB5xmEFVVUuAuXtQp3eLxFHo2BBVVXCTXpMBj2jMmJ4f5u7NSXKbGBwSvMt4sM8LZ/NURQFBXdahpLahqnmqVFmQo1690B+n65e31rjhuFpTW5QG+fzag0VtUlLlcOlMiw1ki2eVCchBl1QDYeQQcZtKDMu1NPE3nASldfZ/fp3VdUdqQ9MjmRU5qkXGPU2iyZHmCivc3D34p18s7/poNXmNI7Mu6o6n669GM8soWiL0a//Wu/T8uD9IX9kVj/Sohvu8EJNBhwu1S8YKqq2ceOINH6Qk9bkfWNDTdwwPA2H039MycBuEZiNevLL6yiqaajomgsfXKq7y+rei3vxyOx+DY/jTkJ2uLTOb/tle05qAVVbJbL706x+LJjem3DTqVsAdYrS7JTr7Z5FO8vr7HyVW8SXnv9cvhWtZxaVt9JWVf/jV3A/562ck8JNpDczJshXn8RwhqVFN3tMBl3gPw4i+FgdLnSKQoRZj92p8l1+FS5PVl+rw+XX8jfOE1B3j7HQrZklW1qrcXZvi0nP9Re4F74M9wlwLumfxMx+7gkBCc2MiTHpdZ4B+a0/j11q0644gOIaG1cO6cZNI9KJDDEGvN/OTFpw2lBcqIlKq0Mb3W7UK9TZXdgcLm2gZyCtMN6m0EizkZ2F7gRMB0tqmdjr9K/15mNpaQXsrmLXiYaZT95ib/wDZ/QpI+823aIsfmUXanQPKq5pNBZqbGYsOS10MUaYDRwp828naEhi579tc6eEyzNOJC7MRHefbML3L90DwGqf3BngXjbCu6SCro2+9x5xYfSIO7uVzSvq7Pz1q/2kRpuJ9FTwk3rFaUthuJP7qdr14h4E7r8P30DlhuHpTXKNBMLgad4PkjpcBGi/J6OwiruONuv1WO1W3s0tI6/SXW8WVdfTy6fL+dLsZLrHWM56OQNvagkvg06nje2zGBqeS4oI4Q8z+nHPxb2brcO9rZAulVaPmVFV1f/GAogMMVBV7yAl0swNI9J59duj5FfUaXnCzncS4LShtGgzxbU2bA4noSY9UWYjxTU2v24Kl6q2esl473a+TZdGva5VQVK1zUFsqNG9zs8ZfJZgUVJj58KsGB6Y1lfLOOoNcLwDes0+06XrPC07YY1+QC1GPTanqjXfxliMlNXZSWmU48KPCt8cKGFa33gsRh11dhfRluYvueZbcNxNyia9jqgWXjejXwJDUyN5Z+txvynld4zJaPm4zpFxWbEU19j419o8hqVFceeELJIiGsprzFOrAHfFm1tUi9Nzh+lwuq8RbxDqG9zEhZmY2jeh1TcJzXHvWyZRdVXevFKxFiM2hxOzUcfqQ+6B6d8ddWcZ9ibY89XaxZRPxTd31O8u7kW4SU+tzR00Nf5d0OuUZjONgztIDyRAr653UFXv5J6Le1FWY+cJzwSLKIuBggqrVi95UzUEC+miakORZiNWu4sCz8BQ7zgY32ZBp0tF38pS957wYZ6oX6+4x3Sc7sSusTlYl1eG2aD3NPkH0RkboJp6BxajnrhQo3YnZNDrsLtUrS88xOfOyZsDp/FAQotRT0FFHU9+cxCjXtFyq5xq8LY3ML3/k73U2V28+YNhTOjZ/DprzXWl3PPxbpwuFYNe0Vo+dIp/8GUx6rliSGqT7NgTenX8em4X9Y6n3uHiZLWNW0d1J9XTKub9z0sFdhZWcaikFofTxRMrDvi1sHm3fOKSLB6b058oy9mtSOzOQSQtOF2Rb9eny5M2IrKZ86mszt4urd/eOn10RjSXZidjNuq1m6aWBi83x6BTWH2oVJuteTr7POvHGXQK116QpiUf9A7wj/K5+XMF0bUhAU47+PuqQzhdKuWebiK/pGZq8wNZm+PdyuyJiEJNhiZjfJqz8kApm/MrMHjGLQTLyXomquodRJqNfgGEb5PuXRN7kOXTBVNV3/zdVKhJT4lnzExGjEXrAjrVV3nlkBS/v6MsJr87MoVTp1t3ulSsdieRIQZthtPUPu5ByrGhRkZnxNDPs76MbytUZ+mVjAgxcKi0lt4JYc22dHnzbfienw6fwNPsmWLvLeOBiWFkp5z9XXRDF2UXvjC6qKPlDePWbE4XBp1CVjPjucpq2yfA8dZDYzJjtRYi72SF1rbsQ8PQg02eRYRP57AnZ5a37vP+BnlzYcV5UmEY9Arr8sqarM11vpIAp50cKq3FqFfQKf4VeL3DhamVKba926V7BruGmdzdJGvzyppN0b901wn+seqQ1nJk1LlXtq46y37j89navLIm3U3eSiY92syM/ol+ia0MnucaV26+LTVJESGt7p9O9xmo7FuB3TO5J5f2j6VHfNPK9Q/TG5b+cKruleUBrs1JZWLPOCqsDkpr7SyY0ZdZA7t5XtOXOQOTuHdKL566PLtTjL0a6lmgs29CeJPvAODtH+YwuXe832wm7/IJg7pFaE3lbf1JJA9O1+V7XRwtt3Ky2kZfTz6raHPDOarSNPlmW5k7KNnvur+4dwKDu0UGdM02l7bhVJbtcY/hVPBmznc/7p14EenpovLmXnt5w1GCgQQ4bSw92n2n+u2RMnrHh6FTFJyegONwaS17T1a3epG0aIuR5T8bq03FDTPpyS2q5q3NBfxy8c6GDL0ulU355aw5VMqOwiqt5cg7pbnEZ7ZOV1Re1/znN+p1TbqYfjQmg79d2p/IRtl5fbcz6nSt7ia5a1IP7d++rT1XDU3ltguStYGFvt2IIz1p3728d1t3TeyhLYR35ZBuhIcYtESCfRLDeXB6X+YNTmFMZmxAd4PtJSbUxDs3XsD8od2a7YILD3Hn8lm2p4gwk55fjM+i3ulCUeCXE3o0tFS28YKYBp1Om60luhanCyxGHZf0TwTcC+2a9DquzUll/qB45gxM0gJzva59fh7vm9Lb7xqf0T+RZ67IblLnnIo3EGnN2oe+vJdSr/gwzAYdMZ56zFu/eWd5VbRQZ55vZJBxG3vv5hH87L3vWXmglNEZ0e5I2XNSPfLVfgC/FPin49ulER5i0JLPARyvtLLnRDUFlVbW5ZVpU3m9KfSPlluJsRiJMOv5/ngl245V8oMLmk5pDnbNZRMG9xILjbsLzUY9k3o1XU3XN14w6BV+MS6TUd2j/MbvNGd8jzgev2wA72073uS9TAYdY7Ni2ZRf4Tewr/HdmV7rDnP/f82d46i1O1v8XJ1J1mlmYG31NLEruBOaOV0qZoOOxMiQhkHGbXxM3i4qiW+6nqPldWTGhjIkJZJPdp/k0uxkQk167p7Uk8KiYpIT4tl9ooofvrGF9rq8vDlxfIWZAvsp9sZerR0QPCQlkm3HKrVWqT9e0o/9RTV83SjtiDfAKa6xecaLdvyN0tno/DXkeUanKIzoHg24o2ybU+X1jQWoqjvtfL/EcDJPk8OjOZdmJzGhpztvzlBPoqk/fbGP97YfZ12eJzW951z09jNf0j8Rg969OvaXe4tYfbA0qJI4nY63VaSl8jYZdK2eYtkt0szNI92p1O2eZRkm9kpoVZAxoWc8C+cMaHbNpkuzk3nvpuFaUzHQZPZG46Zrk0GnzQg739V7Ana7S9WCeavDhUGn0wKQNm7A0QZSShNO1/Paxnyq6hsSQCaGNySC9Kby6BUfhk7xTx/R2Xivm9Z2aykK3DgineHp7pYjo15H/+QIbWCzN1DyTmO3OVW/pKbnKwlw2sFNnh/ChhVba/m/RTspqLBy9bBuflNlW+uBqX2YNTAZwK//Nt4nU2t1vX/wcvWwVEx69wKGez2j6LsSp6qiU2hxKYy0KEtAU/Z/Oi4LgBNV1oCPxWzUN9tNA+4ZDL6tO94Ax6BT+N3FPf2Cn2DjXQvH4VT9Fv/0Vtw6RVpwRNsqr7NreaVCmpnSatTr6BZpbnKj0ZlY7e7rxnc9rZa3dbK1oBKTXmlyQ+at/7zXgu94xLoguBnuvN/geUynKDwzL5tLsxvWAvJGw33iw89on4qiaP2lvs2ZLf34PT03m76J4aREmimsaljPqKSmvtntg5HdqWLQ6ZpkDwW4IC2KC7NiWgw6WnJZdjJjT5OB+mx5u6jun9KbWQOSzyrny/nCqaqYjTrtfDbqFeYOSmZCz7iAv6PT0fLgSITTJd08Mp2UKDNGvUJIC2kerstJpWf82SW4bE9Whzv4aC4zcWO7T7oX1iytbbrsS+P7u5hQE1//dCyJ4SZOVDf8Vqw5VEp5XdPXd3YyBqedjNF+BPf4PV7f0vLKreD9ofM9Jw+X1vLwjL48uGyv37YWkw6DTmFURjSbjjZMJexKSzg4XCoGXdP+boB/Xjn4jJYzeGBan2ZnsLUlnaLwwS0jsBj12iKuwU6vUzDodYQZ9ZRhR68o3D+1T8CDKFtDURRZh6qLcbpU9nkyGPdJCCfEoGPFzy5ssfvz6mGpnXo5j4HJ7rXuam2nX6PQmyOruW28g5V9JzlEmA30jA/jZFU9h8vqGNwtktc25jdZOPp8IC0455ipDaYeJoY3NCPOHZTMzAENLUXe/Ud78hrEhJpYd7hMe95x/nertprdZ6XuxvQ65YyboM9F0JEebfHrfgxW3llm3q4o73flbbWJCGBmSWs1Tt0ggt+L6w/z1DcHUXCPpwP3WLZT1QGdeYBtTlo0D07vQ63dddpAzJs2pLl68OphKfxyQlaTOi0xPIRqm5PF3xfyr7V5nv2cfxeNtOC0s4wYC8crrdicKlP7xJMewAyq5qz9v3HU2Z08tsKdbjzZM55n+c/GsmJfEX0SI7A7XWTFefqYG/W5+q4yHuxqbU4sRl2bd3GItjOldwLPrs5z30Eq0DcxnAqro12zbyu4xxy01YKkovPb6+mmUfEfZ3I+S4k0U1BRh83ZdFkJXw2BSdN60GLUc/3w9CaPmw06Kq3uqeInq91dU5vzK3h36zGuGprSZPvOSlpw2tn/bhyOzdNEeMPw9ICnAzZm1OuINPsuO+D+f3iIgdnZ3eiTGM7AbpHa9t4Ax2LUNcwe6SI25VdQZ3d16tkQXZ1O58627Z46q/DHmf3411WDW50M80x4A96ucyWIlMiGiR2duWUmEFEWI6W1dn714S4OlbQ8icTbwtOrmaSiLQkx6vnUkxzQ11f7irGdT90A6vnO3drc/H/PP9+w3fPPn3pbXzk5LW/3ox81bLdx46n3uXGjqqqqOvzxb9QPRs9uebucnIA/U53Nob54832n/UzrDpWowx//Ri3pN6jF7U5ee6O68UiZuvFImbpryfJT7nPXkuXatievvbHF7aqzh2jbbTxSdsp95j3ypLZd3iNPnnJb331WZw9pcbuCq29Qhz/+jTr88W/U2nUbWvU9qarq/n7b8Hvq6HOvs38m6823qMMf/0Yd9/QqtfibtafcZ/lXX7X5Z2qPc6+zXE9f7zgcdJ+pLb+nYLyeTl57o/rxjuPq6oPFp/2eWvuZdqX10erS4Y9/02bfU2s/U6u+pxZIC855ymzUt2rAlzcRXbDctbSWd9bapdlJ2vILojNqWNNLviUhzt5Dn+XywtrD7bLvlMjzq3tPcQeZojmlpaXExp79lOART6wE4NPbRxEffm5PkF2FVdz45hb+Pi+btzYXkBUbyviece3yXpWVlURGRp5+w3Zwx7vbAXjq8oGYDXqOlNXxn2+P8PI1Q895mbdWW51f57Mqq4PJz64lzKTn3ZuGk3CK76oty2vMU6u4f0ovukWd3Zi4zqwjr8fO5vef7OGuST2Y2jexxW3Ot+vRpaqMenKV32M/GZvBc2sPExdq5E+X9ENRFJbuOkFVvYOFcwa0ejziv9cf5l9rD3PDBWm8tikfgJ9emMGza9yB0w3D0xgUZ2jV+eV0qeQWVXNpdjKR5nOb00tacM6BAUnu3DeGDkgc5R2jE2E2YDHqtcRqrbHxaDlvbs4/L8bteFuovP3D3qmTHVHmovW8KefPdeuN4rOEiugcXKraZnXNrhNVbD9Wyd9XHWRdXinVNkfQZP/20ikKK34+Vstl0ys+jFxPQteSWjuHSutwqarPbNLWn/ADkiPoFR/G/JxUPrh5BADhPuNHq6wO7E4Xd7y7/bRpM/YX1/DxzhM0n7CjfcksqnMgJtRIiEHXIWsHeXMgmPQ6Qk167AEEOMv3FXOgpJbLspPPenB0e4s2GyipteOtH50utV2y4Iq25U0V39z6PO1JQeE8iNu7lDc3FbD9eCWPzu5/1sktn1l5SPt3Wa0dk15HUnjwpV0IMxlIjTJztNzKkJRI3t9+XHtu4df7tX/P6Nd0fb1TGZMZy6BukYSa9OgUhcW3jvBb5kdR4PsTtQC8samAW0altxhA2ZwuDDol4BXQ20Ln/tUKEo/MHsDeE9UdEuD0Swrnnsm9iA01EWrUU2Ft/SqxTs8vQEf8EDy/No8tBZX884pBfHeknFe+OwrA3+dlu5P3NbqYvBWi1eEiClhxoISj5dY2X8dItC1FaRiDcy6/LJ0CqoS/ncrhsloqrQ5sThfm0yxiG4hjlfUM7hZBpCX4AhyAW0Z1Z8PhMpY3WjjT15mMwfRd6DnV05V7YVYMu09UU1xtY9WhUgC+O1rOrIGJVFmdZMZamkxZtznc09g7Il2HtN+fAxajnqFpUR2Scl+nKFw1NIW4MBOhJr02Zb01vK0/1g6YFriloBKAynoHRT7LS3y6+yQ/ee976j3NolX1Dn65aAd2T34f7/op3x0pB1q/2q7oGN6bOrNBd25bcBQIpuGHxyutHDzFVOHzgbd+LKk5uyUBTlQ1XY4mKy602SVbgsHsgcncP7UPb9xwARN7xnHrqPQm15I3Y/HZeuryQVzcO14Lbrwq6hw8vuIAH+0obPIa95I5HdFBJQFOlxJm0mNztG6Zgep6B/kV7kUli6s7bv2qI2W1LN11Uvv7093uf3+9vwSA4hobVoeLeoeLcJOeapuDk57jvXxQ8rk/YBEQnefOMiki5Jy2cAbb+l7/2XCUhV8fCKgLurPxfie5J2twqSrrfTKwB+JPn+cC0M1nxs/glKignklqNuqJDzPx1zkD+PHYzCY5nlq76nhrNDeu0fu7UtPMAp3uRIRKk3WvzoXgDGlFs0JNBuxOFadLPe3F/qqnSwjgXFaZ9kZZOVcf9L9T8F64dZ4WnP2eQXV1dhfZyRG8+l0+VfUOYkONXJadHHQDC4ON90etW2QIlnO87lYQNeBo2WqdLpXzdfky7zIzOkWhpMbGW5sK6BEX6rc0zek4XSp2T1k8OK0v8WFGEiPMHfLj2hG89XpKZAjHKhtuTKMtbfdT7zuo+NeTevLYigPsPemuh9fmlTGjXwKJEQ2JFa0OF0ad7px2QXtJC04XEmrS43C1bqZCvU+3VFQ7rAfUkl98sIO3txRof39/vIrGY9Piw0x8vreI1zYe9RtUV15np6rewS0j03j1+mH0S4o4V4ctzlJqlOWc3mHX2JzaGLNgcD7MdDwdbwveodIaquod2F2ugBe2/e5oOQCjukcTH24iMy6MUFPXWbTWy7sSujewSWvDdAizfNY+nNE/kVkDkrD5LAH01pZjft2EH2w/TrnV3iFBpgQ4XUioUY/N6WrVuBTfTXJPnpu+/SNldYB7zROAnnENqcXnDU7m/8ZnAe5cDwBrDvk3YZ/wdE2lRltIjjAHdZN0sMk8yzXazkRzYzXOV94A53wOc7zLc6w/XM6JqvqAx8+pqsor37pbnq/JSSWjA86pzmKVp+X7Vk8y2G5tmKBvSGoUYzJjAHdrW3iInpp6dyAabTGw+0Q1T688iKqq2pick1X1HTMG9Zy/o+gwJr0Op6q2anCly6d2+d/WY1qXUHs6Xuke81Nd7wDghyPci8A5Vbi4d4K2xlZKlIWvfjqGZ68cxNr/G6e93ruIXnKQLKbXVbw0fwhD06LO6Xv2Swxv03EJHa3Kc82czw05IT5d02W17tmetQHUO94JFN0iQ+ifFCGL7AJxYe6ZY2FtPMD64Zn9+M24VEIMOsKM7rGP3SJDuLi3ezp6mMmdc+0Tz5jJ2NCOGSogAU4XotOB6mrdXV7jqX72AGZfnS2XCt1jLIzsHs2QFHdQkxBu0haNizAbiDQbGdE9BqNexxc/GcMDU3vz1OXZ/HZyT/onSfbW88mQ1ChSznFGYaNeCaouqjp7Q4LL85XvAqvegO2pbw61+ubK6hnoajHqCTV1rS6pxl6aP4QhKZEkecYvtXVrdrTFyJReMZgMOuLCTOw9WUOMxUR3T6vZ0XIr3x0p12ZO/WxcVpu+f2tJgNOF6HVKqwcMh5n0TO4d7/PImVec7207xpGy2tNu5225AQg1ui+c9Gj3BWPU6xiWFsU/5mU3aW6Nthi5bFA3MmJCuXJoKhHncMyQOD+Z9DotYD7f+bbINhe0+V5XnZlvcOY7G+eop+v6dKyeIO9waW2TG7SuZkhqFP+4YhCDUiL55ucXkhnb+pXEA+VdCmd0Zgzzh6Xyi/GZgDsBoAq8fv0wRmXEtNv7n0rAvwTff/89n376KceOHcNoNJKdnc1VV11FaGhDAS5evJiVK1ficrkYMWIE11xzDXq9HqfTycsvv8zOnTvJysri9ttvx2Jx/4Bt2LCBvLw85s+f33afTvjRKwoul3raZmxVVdlfXMMdF2by9b5iz2Nn/r5f5hZTYXVo/cEtqap3kBFj4XBZHXFhJhRFYUxWDKsPlaBTFPQ6hVGZ589aMaLzMgZRgONNzw/N53369Ue7uGNMd4amRZ+7gzoDvjPcq3yCsm3HK+mT6F7uprzOjsPlzqvSeIbkoRL3TdS1OalB1f14prwDq9u7Nctb1uN7xKLXKcwbnMLfV+UB8H8TskiNtnTYkjkBv2tdXR2XXHIJCxcu5KGHHqKqqop33nlHe3716tVs3LiR++67jz/96U8cPXqUpUuXArBlyxYqKyt57LHHCAsLY9Uq90JhtbW1fPnll1x22WVt9LFEc9wtOCrqaVpjimtsWO0uhqU2jIs42zE43x0pZ39R9Sm3qbQ6yPLcaczNduewmdY3kQ9uHtmmg+SEMOkVbWp1Z1NWZ2d/cesH9n++t0j7t8tnNktprZ3tx9wJM/+17gif7DrRdgfZDnxbn7xjcAC+yi3W8vv8bsluHvhkD79bsrtJgOqdfTmjfxLi3BnfI5b3b7qAXp6ZW+EhBsZ6BiFP7ZvolxH5XAs4wBk5ciTZ2dmYTCZCQ0MZP348Bw4c0J5fu3YtU6ZMIT4+nvDwcGbPns3atWsBKC4upkePHhgMBvr06UNxsbt1YNGiRcycOROz2dzse4q2oVMUDhTXUuBJ4NecF9Yd5lBpLanRZhJ81m7JPU1w0hLfZufdJxv2sepgCXe8u53SWnfWUqvDydq8MrrHWHh4Zl/6eu7YwD3mRgYMirZk1Os6bYDz5qZ8Hlt+QFs49nR8GyuqPLNZ7E4X/91axLNr8rTnthRU+HVnOVwuv5aSjuYbsJTX+S8p0/hvgCU+Adu2YxUYdApZsRZtsoE4NxRFoXtsmN9UfG+aEVMHrD/l66xDq3379tGtWzft74KCAtLS0rS/09PTKSsro66ujtTUVJYtW4bdbic3N5eePXty6NAhysvLycnJOaP3r6mpob6+faZ71tXVUVpaevoNzxM11e4m3P9+e4QfDk0kMdyITlGos7s4UFpHrMXI5vwKSqqtJIYZqa6s4D/zerMst4wdx8oZEm88ZaBRb7NRWVnp95jvMg8uR8Pze4+7p4I/teIAvx6XSqWnojW47IxKMoKzjtLS1vW9n6+C7fxqb21aXk47tbXOJudrZ/D98SoAducXkRV7+sHXLqeDKwfG8d7OEt7edJTrBifwl5X5TbYLNypsyTtJQaWNkWnhvL6tiH0lVhZMTie0E+SJqbfZGJcRyXcFVVgdLvonWNhd5K4DPtlxjMsHxNEjJoSDZe76/tPdJyksr+HawQm8tO4IdpfKkHADtppKSusC/2GV6zEwpyqvLQXu+r2iohzV2v4tOLGxzQ9dOKt33rNnD6tXr+aee+7RHquvr9fG1QDav61WK9nZ2ezbt49HHnmErKwsxo4dy9NPP80tt9zC119/zaZNm4iJieG6667zG9NzKmFhYYSFhZ3Nx2hRaWlpiwV3PuqGGTiIC4WXtxQ1uSvqn+RuNTlcXs+Engl0S4gjRVGIiorm5re2YLSEn7I/t7KykshI/xlMT362F5NeYWT3GFSdvuF5vSeHjaIQFh7BPZ99D0B6fFRQlfmpBNv51d7asrwSo8sorbU1OV87mm+L53PfneBvl/YnIqTlKbYuVWXnyTzG9kgASqh3Qq3S0PJ6Sf9Ewkx63t12HIPBwHu7SimttbM0tyGH1PfFdqb27ZhBoL50+lJ6JkayrbCWeoeDv8zJJiJEz5Tn1uNS9JjDwjEZjUDDDe2W4zVcNyIDk0GH3eYk3GImLjb2jGYNyfUYmFOVl7cxzhIeRWwHtqidtotqw4YN3Hnnndx5550sWLBAe/zQoUO8+OKL3H777aSkpGiPh4SEYLU2dIHU1bkjcLPZjKIozJs3jwcffJAbbriBlStXMnjwYGw2G6tWreLuu++mW7duLFu2rA0/ovBK88xIuuGCNMrr7H5dUAC7TzR0IfVNDNdaa7pFmamqd2jTMFvL5nRxvLIeULggPZrjlfVaBb7xaIW2Ta2toZm8b1J4c7sSok3Fh5mornd0ugU3G3dLnag89cKTb2xyjzup9sw6Ol5Vry04G2cx8MC0Plw5xF0/f3+8itLapl09eqVzzDhyqu4lZLzdZka9jiiLiTCTnqPlddz5wY5mZ4nZnS7iPHlW7E61yyzL0JnFeAaAd/RSOac9s0eNGsUzzzzDM888owU4R44c4Z///Cc33HADAwYM8Ns+NTWV/PyG5tGjR48SExPj16oD7uhv06ZNTJ06lYKCAlJTU9Hr9WRmZlJQUIBoewadwn1TepOTFsVf5/Tndxf3bnHbHj5ZhL2j5APJhXO80spfvtgHuIOY7ORwth2r5P1tx/mjZzG8n16YSVW9k7c2HwPgoRl9tGnhQrSnSLOBNYfKOtU4nDc25XOopJZIs4GHZvQF4D/fHsFqd7KvqIbffryLikatrms8qzr3Twonx5Ms8fl1h4kMMXBTThJGvY4e8WH884pBAMzNTuJXk3rw8jVD+NdVgxmVEYOhg8dJeLlc/qteOzwDpm8amc7Janeg500G6h3ECu7Zod6ucJvTJeP1OgHvjWxHn1oBd1EVFBTwzDPPMH/+fIYOHdrk+TFjxvD555+TnZ1NSEgIn3zyCWPHjm2y3TvvvMOVV16JXq8nPj6ew4cPY7Vayc3NJT4+vsn2om1cPtg9Xsobll6YFatVkgBZsRZ6xIUR0WhxtkCn1R6vrKfQJxV+YoSZudnJLN11gsy4UGYNSOKSAUk8uyaPzQUVDE2JZELP+C63ZozoGN5WgmOVVjJi2i9HSGupqsqqg6Vaiv3xPeK4/oI03tiUz10f7tTSNKzLK2VG/yRcqspP33N36w7qFsGYzFhy0qKZ/eIGAHrGhzIhq2EWZEqUewLHwORI5g5uGDP55qaCTpMc0N2CA5cOTOKjnSe0bqb4MJMWiFZ7BlFnxoYSFmLgi71FlNTaqLO7mNgzjguzAuticrlcFBcXU15ejt1u58SJzj3TrDNxuVwtlteDI0JxulRy9+5pk4BTr9cTHR1NfHw8Ol3rWxwDDnC++OILqquree2113jttde0x5955hkAxo0bR0lJCX/+859xOp2MHDmSWbNm+e1j+/bthIWF0atXLwCysrLIzs7m3nvvJSkpiR//+MeBHpY4Q4/M7s8rG47wsmcNlyizkQUz+moL33kZ9Yp2R9UaZmPTk/C+qb352fgsQgw6beXo5MgQCivr6ZsY3qHTCUXXMrJ7DHDojJLg7SqsorTWxrgecW12PBVW/+Mw6hWm90vgjU35fjmothRUMqN/ktaSE2LQ8atJPYnyzDScPSCRJbtOYtLr/Jrn06It/PuaIaRE+s9U7Uz58JwuFYOi8PvpfblrUk9tvF9sqKnJtgOSwxmdEcsXe4t4x7OUzK0j0+kd4AK7+fn5KIpCZmYmiqJgNHZsl8r5xOFwYDA0X2f3drqotTuJCDn7GbCqqmrBZ35+Pt27nzqfmq+Af1FuuukmbrrpphafVxSFuXPnMnfu3Ba3GTx4MIMHD/Z7bP78+ZLkrwNYjHp+Mi6LIalR/N8idx+3yaBrclIGmvm1uW0VpWlyrhevHsLt72wju1vnGuwpglvfxHCiLcZWZbz97ce7uGdyL21dn2dWHQJgVEZMm2XM9c1lc+/FvTDqdaRG+Qcj90zuycKvD1Bjc1DiGUtT73CRHmPRrtcHp/dlya6T6PUKjX9XBqc0Xe9LURTO4Sosp2R3qloLru/Njrfcvd76YQ6pURYt8MvzzLaMtBgDTvBXU1ND37590el0OBydZ8r8+c6g1xHZRteGoiiYTCZSU1PZu3dvYMfRJkcgzntjs2L54ObhHK+0Nrvqq1Gvwx5ggNM/KZzh6dG8trHplFWv5Egzi28d2SErzYquLSHcpK2C3JLiGhsVVgdf5BaxYn+J33NtOXxn1cGGfafHWNDrFCLNRpb/bCwX/dOdR2x4ejRmg47yOjslNQ2DjxUarh1voKOotOqa0it0mhU67U5Xk5ZjoMm4vFCjAYtRryX/S482c7TcesbBZiBdHqLjnMn3JAGO0KTHhJLewngEk17hi71FfJVbzLZjlfSIC+U3F/VssfnR4VLRK0qrKlkJbkRHSI4IaTaBnK8HPtkD0CS4SY82t9kMrN9/usdvAL/RpxUiPMTAwjn9qbE5SY40kxUXypb8Si3J3cW945pN3WB1uFo1VVpRlDYN1M6Gzelqtmu7cbI4b3Vh1Ov44ObhhBh01NgcRHXwjB3R+UiAI1rl9jGZbDxSRr4nC/LBkloq6x1EmZuvVGptTkKMOib0jGVbQUWbr2YrxNlKiTJz7BRZvRsblhrJwjkD+OZACW9vOXYWy8/6K/LMEBrVPZorh3QjuVHX1EW9E7R/Z8RYtOBmVPdoLs3u1uy1FRvauh97981F54hw7E4Vs6FpsOb9fN4JEb43RC3dkAkBEuCIVprRP5EZ/RMBeGn9YZ5fe5j7l+5hRr8EYjyDAK11dZgt7n7snYVVxIWaGJAcyT+uHNzhKbuFaCwyxMD/DpYyb3A3bdD7qZiNesJCDGTFheFS1TabfRRjMVJWZ6fO4WR8z/hT3gxM7BXP0XIrj8zuT0SIodmB+St+fiGlNTZQT58JXKecuqtNVdVzNu3a7nJhaSbA8b7/xB6x3DO5p5bzRpxbw4cPZ9GiRaSnp3f0obSaBDgiYD+4II3n1x7G4XJPbe3pWWTNbrdjNLoDHL1OYVRGNAadIiv7ik7ptjEZvLj+CIVVVrJiT58NPT7MhEGnEGLQ4XCqbTZ0xTsgf2dhdZOBwY1N6ZPA6IwYwkz6FgOPMJOeMJOlVUud6BSlxc9RWGllwWe5PHN5NqZmxsa0NbtTJdTU8vvEhplIiepaebLmzJlDaWkper0enU5Hjx49uOSSS5g3b56MHWoFCXBEwMxGPVcN6UZWXCg5aVGkRbubictKS4nxSd0t3VKiM9MpCv0SwymtsbUqwIkNda/FZvSsRN5WLTgWo47Kenfiy9aMR2vLdAo6nYLLp4uqrM7OHz7dw5Nzs/1yBWXGtn9XkMPpajEP1qpfXNhpxgqda0888QSjRo2iurqaTZs28fjjj7Nz507+8Ic/NNnW6XSi10suMS8JAcUZ+fXkXlwxJIWe8eGEGHSEGHSYPP/3/ictN6Kz6xkfRmFV0+UQiqrrsTldpEebmT/UvdSBN/28Sa/D7nK1WQuO3aXygwtSGZ0R3TY7DIBO8Z9EVVpjw+ZUyS2q1pLrWe2BLdFyJtxdfjQ7iwrcN1WnWgevKwgPD2fixIn85S9/YcmSJezfv58FCxbwyCOPcOeddzJu3Dg2btzI6tWrue6665g4cSKzZs3i+eef1/bxhz/8gddffx2AkydPMnz4cN555x3AnRNo8uTJuDz5zv773/8yffp0ZsyYwYcffuh3LNXV1Tz00ENMmTKF2bNn89JLL2mvmz17Nrt37wbg008/Zfjw4Rw4cACAxYsX86tf/QqA559/nt/97nc8+OCDTJgwgauvvppdu3a1aZlJgCPOiK6VM6SE6Mz6JIRxsqq+Sd6m33+6l9c35uN0uQf2AtqAem8XVWvTXuYWVVNa2/KaUvUOFxN7xNEnMbAkdW2hcRfVe9vcy6a8uO4Ids/yB1ZH6xN8nimr3d2OZOhMmQc7qezsbBITE9m6dSsAy5Yt45ZbbmHlypUMHToUs9nMww8/zPLly3nqqad4//33WbFiBQA5OTls2rQJgM2bN5OamsqWLVsA2LRpE0OHDkWn07F27Vpef/11/vnPf7Jo0SK+/fZbv2NYuHAh1dXVfPjhh7zwwgt88sknfPTRR6d9j82bN5OTk6PtZ+XKlUybNo3ly5czYcIEFi5c2KZlJV1UQoguq3dCGE9+c5AJPeNYvr8Ym9PFTy/MAqDG5sThchFuNnD10BS6ewIdo16H3elq1TTxgyU1PLHiIFFmA3+d479u3/fHK8krqaXe4SI0pGNaJ3QKqD5dVIc843Zq7U5tqRWrvf0DnC9z3YkOa2zt31p0OvNf3cjBktp223+PuFD+d+Pws9pHQkICFRXuBYsnTpyoLZsUEhLC8OEN++7duzfTp09n06ZNTJo0iQsuuICnnnoKl8vF5s2b+eEPf8i///1vwD/4+OKLL5gzZ4622sDtt9/OZ599Bri7wT7//HNee+01wsLCCAsL4/rrr+eTTz5h7ty55OTk8M033/CDH/yALVu2cPPNN7NhwwauvPJKNm/ezHXXXacd39ChQxk3bhwAl1xyCW+99dZZlUtjEuAIIbqs/p7U/msOlWor3HtbcxwuF2W1dtKjLMzol6i9JsTgTnrZmjEhT31zEHAvxWBzuLTBui5V5Z+r87TtWjOLqz34tuA0bsUq8Eyhr7CeOldQW/AGNjVnsHRGWzvb4ONcKCoqIioqiqNHj5KUlOT33I4dO/j73//OgQMHsNvt2O12Lr74YgDS0tKwWCzk5uaydetWbrvtNj788EPy8vLYvHkz11xzDQDFxcX0799f22e3bg3rl5WXl+NwOEhOTvZ7vqjIHaRecMEFPP300xQXF+NyuZgyZQovvvgix44do7q6mj59+mivi4trWO7EbDZTX19/yiUgAiXtgUKILis8xMCApHDW5pVpj720/ggAhZX1xIYaSYwIQVEUbdaStwXH1aq12Rq6cW3Ohu0PFPu3EHTUCth6pWHl531F1QBclp1EapSZDUfKAVj0fWGbJTVsiXedO+n2Pr2dO3dy8uRJrdWm8blz//33M2HCBJYuXco333zDFVdc4fd8Tk4OX331FXa7ncTERC644AKWLl1KZWWlFnzEx8f7LaRZWFio/Ts6OhqDweD3WGFhIQkJ7nxN6enpmM1m/ve//zFs2DDCw8OJi4tj0aJFWhfYuSIBjhCiS4tptJjjlgJ3S06F1UFypLnJ4FaDTkFBaVV6PLPPoFmHS2VdXim7CqvwTa43qVecttr3uaboGlpwCirdXVKjusdorTcA/ZPC2z0VoDeTs8xLaFl1dTWrVq3ivvvuY+bMmVr3UWO1tbVERUUREhLCjh07WLZsmd/zOTk5vPPOOwwbNgxwt7i88847DB06VJuBNWXKFJYsWcLBgwexWq28+OKL2uv1ej1Tp07lX//6FzU1NRw/fpw33niDSy65pMl7eLu8vO/hO/7mXJAARwjRpf3xkr7EhbkHEIc1CmZSo8zNdh85VZXtx6pOu+9eCQ3Tz0tqbbz6XT7PrDpEaU1Dt09mjKXDWi70isL+4hqcLpXKOjsX945nQq947fnJveKIMhvbfbkqb4DTUS1Zndndd9/NhAkTmDVrFi+//DLXX399s1PEvX7729/yr3/9iwkTJvDSSy8xZcoUv+dzcnKoqanRgo2hQ4ditVq1gAfgwgsv5Nprr+UnP/kJc+fO9RvXA/Cb3/wGs9nMZZddxm233caMGTO49NJLW3yPxn+fK4ra3m2P57HS0lJiffK6iFOT8gqMlFdg2rO8bA4nFz6zhgen9WFgcgRf5hbx4voj3DIyjZ+M69Fk+xFPrGRU92huHtX9lPt9bk0e2ckRvLG5gEizgUqrAwUY3yOWlQdL+ePMvlyYFUeEue2HQ7amvP6x6hCvfneUywclszavjJn9E/nZuCxGPLESgLsm9mDlgRJuHpWOoR27Fj7bc5JF3xfy3s3DyTiHyy/s3r1bG2vSlmM/uoKOKC/f76s15NsUQnR5JoOer382FlVViTQbuTHawp6T1QxNjW7xNcZWZPetrHcQYTZw6cAkPtrpHtOgKLDhcDk/HJHGuB5xbZq4L1DeLqFF37vHU4zJiAHgo1tHcrislvI6O0617bI2n8r4rFhSu1imYtG+pItKCCGAiBADkT65bp6Ym82YrOZbQC7NTiL8NInnSmttHCqpxaWqPDCtYeaIS4V6p4sos7FDgxtwd1H58o436hZlZnRmLCEGPVsLKpvMsGpr1fUOQk16ZMk60ZYkwBFCiAAlhIVgO00CvBLPOJsIk8FvbIk3iIhqh26pQDXOv9M44Kr3fEbvwOv2Um1zEh5ikDE4ok11/BUmhBDnmWiLgdrTLGFQVmcjOzmCSb3dg3b/ML0PESEGRmXEUFxTr7UWdaSk8BDt30NSIkmKCPF7/uI+8fxjtQn7OWjB6QwBnwguckYJIUSAIs1G6uwuXKra4gyoWpuTUJOe+DD3NPTZAxsSo3kXqO1ovgHN/KEpTdaPM+p1ZMaGoqd9W1ZqbU6iLPJzJNqWdFEJIUSAosxGrA7nKVcUr7O7MBt06DpxchffACc2zNRsF9GGw+V8tLOQO97driXka2t2pwuLUQIc0bYkwBFCiABFmg2eFpzmnz9WYWXZ7pOEhxg6dXbeeE8X1TPzBjIgueXFPius7iUUCsrr2uU4HC4Vk4wwFm1MAhwhhAhQpMVATb2j2YHGtTYnD3+eS73TRWQnH1di0Cm8f/Nw+iZGtLge1tIfjdT+bXW0z1gch0vFKCuJizbWua8+IYTohKLMRkpq7VTXO5rMPPrH6kPav3v7ZDLurLqfJrFeYkTDMhKV9e2z8KbTpWKUFhzRxiRkFkKIAEV4gpqX1h9h0fbjLP7+OB/vLORQSQ0HS9wLaU7vm8CYzODIVP3bye51j9bnlbfL/u0utcNWVD8f3H777Vx00UXYbLaOPpTzirTgCCFEgPSegcMWk556hwuDXqHC6uDJbw5iMer448x+jMmMxdSKbMfngyuHprDnZJW2ZlRbq3e4CDPJz1Fzjh07xtatWwkPD2flypVN1pY6G8G+PEXwfjIhhGhH6385njq7E7NBh8EzfqSq3k5xlY302NAmU67PdxEhRl7flM+2Y5U8MLV3myXlU1UVm8PVZNV24bZ06VKys7PJzs5myZIlTJgwgWnTpvHSSy9pK4qXlZUxe/ZsPv74Y2JjY1m1ahXPPfccx44do0ePHtx777307t0bgDlz5nDFFVewbNkyDh8+zKpVq3j99ddZtGgRZWVlJCUl8dOf/pSLLroIAKfTyTPPPMOSJUsICwvj+uuv529/+xurV6/GYDBQXV3NE088wZo1a9DpdMyZM4cf//jH2srkHSk4bi+EEOIc0+sUwkMMWnAD7iAgKz4s6IIbQMtTU1BhpbS27cbi2F0qep1CSGdp7VKUlv974YWG7V544dTb+rrgguYfb4WlS5cyc+ZMZs6cybp166iqquKiiy7is88+07b54osvyMnJITY2lj179vDwww9z33338dVXXzFv3jzuvvtuv+6tzz//nKeeeorly5djMBhIS0vjpZdeYsWKFfzoRz/i97//PcXFxQAsWrSItWvX8uabb/L666/zzTff+B3fggUL0Ov1LF68mDfeeIP169ezePHigD9ne+gkZ5QQQojOrE9CuPbvb4+UYXe2TU6ceocLk16HQQYZN7F161aOHz/O1KlT6d+/P2lpaSxbtowZM2bw+eefa9stW7aM6dOnA+6AZN68eWRnZ6PX65k9ezZGo5Hvv/9e237+/PkkJydjNrsHkE+ZMoWEhAR0Oh3Tpk2je/fu7NixA4Avv/ySa665hqSkJCIjI7nxxhu1/ZSUlLBmzRp+9atfYbFYiI2N5brrrvM7to4kXVRCCCFOKzmyISnghztOEGYyMKFn3Fnvt97hwmTQYegs+YJau3T67be7/2uNTZvO6FCWLFnC6NGjiY6OBmDGjBksXbqU1157DavVyo4dO4iNjSU3N1frUjp+/DhLlizhf//7n7Yfu91OUVGR9ndSUlKT93nzzTc5duwYAHV1dZSXlwNQVFTkt73vv48fP47D4WDGjBnaY6qqNtl/R5EARwghxGkl+0wXB6g7zVpcrWW1OwnRd+6Mzx3BarXyxRdf4HK5tNYZm81GVVUVBw4cYOrUqXz22WfExsYyfvx4wsLcKQmSkpK45ZZbuPXWW1vct+/4qePHj/PnP/+Z5557jkGDBqHX67nuuuu05+Pj4zl58qT294kTJ7R/JycnYzKZ+PLLLzvlYGXpohJCCHFaoSY9q35xofZ3YVU96/JKAbA5XRwuqz2j/VZaHYSH6NF3lhacTmLFihXo9Xreffdd3njjDd544w3effddhg0bxtKlS7Vuqk8//VQLgAAuv/xyPvjgA3bs2IGqqtTV1bF69WpqamqafZ+6ujoURdFaiT766CMOHDigPT916lTefvttTp48SVVVFa+++qr2XHx8PKNGjeKpp56iuroal8tFfn4+m86wxaqtdb6QSwghRKdkNup54rKBPPTZXtbllbEur4ylu05SWmvDpcIjs/oRE2oKaJ/lVjvhIQbJZNzI0qVLmTNnDsnJyX6PX3311Tz22GP84he/wGKxUFxczIUXNgSeAwYM4P7772fhwoUcOXKEkJAQhg4dyrBhw5p9nx49enD99ddzyy23oCgKs2bNYsiQIdrzc+fO5fDhw1x77bWEhYUxf/58Nm3apM2Sevjhh/n73//O1VdfTU1NDampqX7jdDqSoqqt7XDsekpLS4mNDY5EXeeClFdgpLwCI+UVmPYsry9zi7h3yW6uvyCV/knhKCj859sj9E+MYNbAwMZfLNt9kpJaG3+dM+CcBzm7d++mf//+QPDnhGkra9as4ZFHHmHx4sXnvLx8v6/WkG9TCCFEQKb0SWDMz2Mw6nRaMsOYUCMPfrqXKX3jCTG0PgfKF7lF9EsMD8qp9cHAarWyceNGRo8eTWlpKS+++KI2oLmzkzZBIYQQAQszGfwyNQ9Pj8bhUskvt+J0qbS2c6DG5mRvUXWbJQ4Ube+FF15g8uTJXH/99WRlZfHjH/+4ow+pVc6qBefjjz9myZIl/OIXvyA7O1t7fPHixaxcuRKXy8WIESO45ppr0Ov1OJ1OXn75ZXbu3ElWVha33347FosFgA0bNpCXl8f8+fPP7hMJIYQ45xRFobzOzt+WH0ABVECvgE6noKpw08h0hqdH+73Gm0vn7ok9z/nxitYxm83897//bfK4w+HogKMJzBm34Jw4cYLNmzcTFRXl9/jq1avZuHEj9913H3/60584evQoS5cuBWDLli1UVlby2GOPERYWxqpVqwCora3lyy+/5LLLLjuLjyKEEKIjRZrd98wPzejLh7eO4N2bhvPmD3IYnBLJS+uPUGPz/1HcfaKazFgLY7M6bmyVDEM9P5zJ93TGAc4bb7zBlVde2WSQ0dq1a5kyZQrx8fGEh4cze/Zs1q5dC0BxcTE9evTAYDDQp08fv1TQM2fO1LIqCiGEOP98fsdopvaJp3uMhZQoC+kxoWTGhbFwzgAAnl55iBX7i1l1sISdhVU8uyaP7ORIoizGDjleo9FIXV1dh7y3CExdXR1GY2DnyRl1Ua1bt46wsDAGDhzY5LmCggLS0tK0v9PT0ykrK6Ouro7U1FSWLVuG3W4nNzeXnj17cujQIcrLy8nJyTmTQ6Gmpob6+vozeu3p1NXVUVpa2i77DkZSXoGR8gqMlFdgOqq8fjUmCbA3ee/+CRZ2F9Vh0buzF+eVu+vtfjF6KsvLzvlxgrv75ciRI6SmpmIyBTa9vatzuVznpJtKVVWsVisFBQWEh4c3e063NFsw4ACnpqaGJUuW8Otf/7rZ5+vr67VxNYD2b6vVSnZ2Nvv27eORRx4hKyuLsWPH8vTTT3PLLbfw9ddfs2nTJmJiYrjuuusIDQ1t1fGEhYVpGRzbmkxLDYyUV2CkvAIj5RWYzlZez8+PZNXBUnLSojDqdUx5bh2X9E9kTJ8UYmNaV9+3tdjYWCorKzlx4gT19fXodDLvprVcLtc5Ky+j0UhKSgqRkZEBve60Ac6GDRt44403APfJ0KNHDyZOnEhMTEyz24eEhGC1WrW/vc1/ZrMZRVGYN28e8+bNA9wroA4ePBibzcaqVat44IEHWLZsGcuWLdO2EUIIcf6zmAxM65eo/X3H2AxGZ8bQvYOCG6/IyEgiIyM7XUDY2Z0P5XXaAGfUqFGMGjVK+/u+++5j+/btfPHFFwBUVVXx73//m6lTp3LJJZeQmppKfn4+PXu6R8UfPXqUmJgYv1YdcBfOpk2b+M1vfsPmzZtJTU1Fr9eTmZnJ119/3ZafUQghRCdz6+iMjj4EEeQC7qK69957cblc2t+PPPII8+bNY/DgwQCMGTOGzz//nOzsbEJCQvjkk08YO3Zsk/288847XHnllej1euLj4zl8+DBWq5Xc3Fzi4+PP4iMJIYQQoqsLOMCJiIjw+1un0xEaGqrNgBo3bhwlJSX8+c9/xul0MnLkSGbNmuX3mu3btxMWFkavXr0AyMrKIjs7m3vvvZekpKTzJomQEEIIITonWYvqFM6HPsbORMorMFJegZHyCoyUV2CkvAJzPpSXBDhCCCGECDoyJ04IIYQQQUcCHCGEEEIEHQlwhBBCCBF0JMARQgghRNCRAEcIIYQQQUcCHCGEEEIEHQlwhBBCCBF0JMARQgghRNCRAEcIIYQQQUcCHCGEEEIEHQlwhBBCCBF0umyAU1xcTG1trfa3LMl1apWVldjt9o4+jPPG/v372b9/PwBOp7ODj6bz27VrF++//z7Hjx/v6EM5Lxw9epSCggKsVisALperg4+oc5P6PjDBUt8bOvoAzrXKykpefPFFKioqCA0NZeTIkYwZMwaLxYKqqiiK0tGH2KmUlpbyxhtvUFdXh16vZ/r06fTr1w+DocudOq2Wn5/PY489Rnx8PH/605/Q6/VybrWgvr6eV199ld27dzNnzhxCQkI6+pA6tcrKSl5++WVOnDhBbGwsZrOZm266iYiICDnHmiH1fWCCrb7vci04ixYtIi4ujocffpjhw4eza9cu3nnnnY4+rE5p69atPPnkkyQmJvKTn/yExMREVq5cSV5eXkcfWqem0+kYNGgQISEhfPjhh4DcMbbk4MGDuFwuFi5cyOTJk4mNje3oQ+q0nE4nb7/9NrGxsTzyyCNcddVVGAwGli9fDiA/1s2Q+r71grG+7zIBjqqqWK1WSkpKGDhwIACTJ09mxowZbN68mT179qAoijT1+igtLWXcuHHMnz+fiIgI5s+fz/Hjx6mvr+/oQ+vUSkpKqK+v5/LLL2fNmjWUlZWh0+nk3GrG1q1bCQsLw2g0snr1al577TXWrFlDUVERIIGhr8rKSioqKhg8eDAAmZmZhIWFkZiYqG0j5eXmcrmoq6uT+j4AJSUlQVffB3WA4/1inE4niqLgcDiorKwkLCwMcN9p9+rVi/Hjx2tRvU4X1EVySt7y8va9jh49mlGjRmmPmUwmwsLC/PqyuzLf88tXaGgo3bt3p3v37qSnp2utOF29Mm2uvEwmE7Gxsbz55pssX76c6Ohovv32W/75z38CXbtVonF56fV6AAoKCqioqODIkSPs3LmTgoIC1q9fD3Tt8iouLqasrAxw1+N2u13q+1Pwlpe3XgrG+j4ov93a2lqef/55/vjHPwLuisHpdBIeHk737t1ZtmwZ0HC3M378eBRFYceOHR12zB2pcXkZjUZUVSU0NJTo6GjtsYqKCmpqaujTp08HHm3Ha+788lVUVERhYSGRkZFcccUV7Ny5k4ULF7Jy5cqOONwO11x5eStVi8XC5s2bqaio4N5772XOnDncdddd2O32JtdpV9FS/RUZGclll12Gw+Hg6aef5tFHH2XChAlERESwaNEivvrqK6DrBdLV1dU899xzPPPMM7zwwgu8/fbblJaWEhkZSVpamtT3jTQur3feeYfy8nLCwsKCrr4PugCnoqKC//znP9hsNurq6pqc3Jdeein79u1jx44d2t2O2WwmIiICm83WYcfdUVoqr+YqyaNHjxIZGUlUVNS5PsxOo6Xy8m2VCA0NpV+/fgB8++232O12CgsLGTNmTIccc0c63fk1bdo0KisrOXjwIOXl5drrRo4cyYEDB4Cu1SpxuvqrT58+TJs2jeTkZO666y5mzZrFtGnTuPDCC9m8eTOqqnapVon8/Hz+8Y9/YLFY+MMf/sDFF19MRUUFK1asAGDu3LlS3/s4XXn5Cob6PuiuBL1ez4gRI7jmmmu49tpr+fjjj7HZbBgMBpxOJ/Hx8UyfPp0333xT6+ePioqitraWyMjIDj76c6+l8vK9y/b+/+DBg2RlZQGwbt06nnjiCQ4ePNhhx94RTlVe3iCnsrKSpUuX8sc//pH9+/dzzTXXoNfr+e677zr46M+9U12Pdrsdg8HAZZddhk6nY9++fdrriouLGTRoUAceecc4VXl5r8MjR46Qm5tLTEyM9rqioiIGDx7cpYJBgKqqKoYOHcqNN96IXq9n+PDhREdHa+Ug9b2/lsrLG0CrqhpU9f35OffLR0FBAceOHSM5OZn09HTCwsIYNmwYRqORhIQEli9fzmuvvcatt96qvWbu3LkcOXKEf//73/To0YP9+/djMpn8BusFqzMpL+8dYWFhIRERETz11FMUFhZyzTXX0KNHj476KOfEmZRXjx49yMzM5IILLmDcuHGAu4UnKSmpoz7GORNIeXnPq3HjxnHs2DE+//xzdu7cSXFxMXa7nUsuuaSDP037C6S8vD9Cffv2JSIignfffZfevXuzZcsW6urqmDFjRgd/mvbXuLx69epFcnIyiqLgdDrR6/U4HA6/gbFS37e+vBRF0YLDYKjvFfU87eB2uVy89957rF69moEDB7Jr1y5mz57NyJEjiYqKwuVyodPpyMvL49FHH+WBBx4gLS0Nu92O0WiksrKSo0ePsmPHDmJiYpg2bVpHf6R2dabl5X28oqKC3/72t4SGhjJlypSg//E50/IC9wA9nU7XZGxOMDvT8nI4HBgMBmw2G4WFhezduxeDwcBFF13U0R+pXZ1t/XXs2DF27drFwYMHycjIYPr06R39kdpVS+U1YsQIoqOjtfJyuVw88cQTTJ8+nUGDBmmPS33fuvLyqqys5J577jnv6/vztgXHe8Lee++9dOvWjU2bNrFq1SpsNhuzZs1Cp9OhqiqZmZmMGTOG//73v9x3330YjUbsdjuRkZEMHDhQm0IY7M60vHQ6HTabjaioKK6++mrGjh2L2Wzu6I/T7s60vLy8XXxdZTzEmZaXt6vKZDJpM8+6grOpv2w2GykpKaSkpHSZc6w15QVgtVqpr68nNTUVcLc+OxwOqe9bWV6A9vsYDPX9eXVl1NbWav2DeXl5FBYW0q1bN1wuFxdccAGDBw/myJEjbNu2DWgYmHfttddSXFzMm2++yR133KEN3At2bV1ekydPPq9P9tNp6/IK9h8euR4D01bl9dlnn2n7DOZzLNDyAjh+/DghISHExsaybds2fve737FmzZqO+gjnVFuV1+rVq4HgqO/PixacEydO8NZbb6HT6dDpdFx11VWkpaVhNpvZu3cvffv2BSAnJ4djx46xb98++vfvj8lkAtwDFhVFYefOndxwww1ceOGFHflx2p2UV2CkvAIj5RUYKa/AnEl59evXj5CQEHbt2oXT6eSZZ54hPz+fefPmMXr06A7+RO1LyqtlnT78X716NU8++STdu3fn6quvxmazsWTJEmpra+nbty/ffvuttm10dDRpaWkUFhaiqiqqqlJWVsYjjzzCyJEj+fOf/xz0lYOUV2CkvAIj5RUYKa/AnGl5gXsg/7Fjx8jPzyczM5OFCxcG1Y91c6S8Tq3TBzjFxcXMmjWLefPmkZyczM0338y2bdu0XCOlpaV+X2Lv3r3Jzc3FarWiKAoxMTE89thjzJ8/vwM/xbkj5RUYKa/ASHkFRsorMGdaXt7FIceOHcujjz7KpZde2oGf4tyR8jq1Tt9FNXHiRG0lU7vdjtlsJj4+HpvNRt++fTl+/DhLliwhJSWFtLQ0jhw5QnZ2NuHh4do+utIKxVJegZHyCoyUV2CkvAJzpuXlXY6hq+VOkvI6tU4f4HiTWamqitFo1JpvExMTMRgMTJkyhZKSEv79739jNBopKirihhtu6FJTdH1JeQVGyiswUl6BkfIKzJmWl9Fo7OAj7xhSXqfW6QMcL2/yob1792pfHrjXsrnpppsoLS3l8OHDDBs2rCMPs9OQ8gqMlFdgpLwCI+UVGCmvwEh5Ne+8CXB8E195cxl888037Nu3jzlz5pCUlERsbGwHH2XnIeUVGCmvwEh5BUbKKzBSXoGR8mreeRPg6HQ6nE4nNTU1VFdX87e//Y2ysjJ+8IMfdIkU+IGS8gqMlFdgpLwCI+UVGCmvwEh5Ne+8CXDAvTbG7t27yc/PZ+rUqUGfbvtsSXkFRsorMFJegZHyCoyUV2CkvJo6r9aicjgcLF++nEmTJnWZQVJnQ8orMFJegZHyCoyUV2CkvAIj5dXUeRXgCCGEEEK0RqdP9CeEEEIIESgJcIQQQggRdCTAEUIIIUTQkQBHCCGEEEFHAhwhhBBCBB0JcIQQQggRdCTAEUIIIUTQkQBHCCGEEEHn/wEbq/6O9YGNlwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x230.4 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mu2E5n1Ne2Ln3Msv/OA6CgLm5MVPG+lHO3Smb3Kmz95n74z6y1Go8yjkzc1JH5HIZK9YcZ9e+KwBoNBruh8Zy6vB4lNZmBdIncOM1Du28jUQioXgpG76aUB+FseEr5c/DD9i44iISCZQsY8eIaQ0BWP3TGc7/FYGgFfCq6czA4bWQSPL+4k17ms7FFbdIf5aFRALFfZ0o1dSFm9tDibocDxIwtlJQ5dOymNoYZ79GC6/y9H4SdmWs8fmmkv64IAjc3B7G4/OxSKQSSjTQlZsfMjKyGPzJCjIzNWg0Who18WDQ0Jzve9ChEMaO2MjqjUMo7+HMs8RUxozYyM3rkbT2q8J349rmq+7c6NZqGWbmCqRSKTKZlN829DNIv3Q+nAnfbqNIUSUA9Ru50+/zOmRkqPn6sw1kZarRaLT4NinLJ0PqFVofQRCYOWsrwcdDMDExYs6svnh4FDOQSUvL5OtvlhMeEYdMKqVhw0qMHNEegMjIeMZNWMfTp89RWpszb25/ihSxKbA+Zy6GM3TMNlyclAA09XVn6Kd1ssmNnLKL67eiMJJLqVTBiamjmmMkl3HkxF0WLT+BVCJBJpMy7uvGVPPK33PzLvg3jJnk5GQmTZqEo6MjY8aMASAyMpK1a9fy6NEjHBwc6Nmzp95muHnzJmvXriUrK4uuXbtSo0YNQPdOmjt3Lp9//jm2trb51uONxoxWq8Xa2pr+/ftjbW3N3bt38ff3Z8iQISgUCrZs2ULbtm0pW7YsQUFB+Pv7M2DAAABMTU3x8fEhLi6O0NBQg3I1Gg2bNm3C29ubGjVqcOHCBTZt2sSXX36JTCbL94nkhEajZdq0jaz6/WtUKhu6dJ5No0aelC5dVC/jv/UkVlZmHDw0nT17zrFgfgA//DiQe/ces3fPOXbvmURM9DM++eRH9h+YhkxW8AVgH5I+edHFycmG2bP7sWrVIYO8JiYKvv++PyVKqIiOTqRzp1nUrVsBK6uCdYovUFqbMX5sJ44EXXutXNWqJWnQwIO+/X/K8bzmL9xJndrlCqWLQXlLg6hT0y3HdLVay6wfD7Jnw+fYKM2Yt+QI6/zP8+WA+py+EEbQ8TsErh2AQiEn/mlKoXRxcbZh3fKBWFuZEnzyNhNnBLB1zRcGMlqtljFT/Fm97DNKFrdn0bJDBOy+RJf21RnQtz4D+tYHIOj4TVavP1lgQyY+JoXdW0JYsrEzxiZy5o4/wolDD2jcxl0v8zj8Gf5rrvD9b22xsDIm8WkaADevRnPzajSL1nUEYOznu7l+8QmVqhXNsa6ckEgleHQrhbK4JVlpaoKnXcShgg2lW7pSvmNJAO4fesSdXQ/x6uueLX/pFq5oMjWEHXticDz8z2jSnmbQeGYNJFIJGUmZ+b42CoWcn1d8ipmZMeosDYP6LadWXXcqebkayKWkZLB5/V94VHIxyPv50MY8uBfD/XvR+a77dfzwWw+UNrnf70pVXJmzuPM/zkXGwt+6Y2amQJ2l4ctP11Ozjhsens6F0uX48RDCHsZwcP8UrlwJY8q0TWzdPCqb3KefNsHHuyyZmWr6f7qI4OMh+Nb34Pt522nv502H9j6cOn2bBQsDmTe3f6F0qublyq/zOr9Wpm2zCsyb3AaAEVN24b/rKj06VMGnWnEa1S2NRCLh9r0YvpkYyL6NAwulz8eCv78/Tk5OaDQaQNe3//zzz9SvX58RI0Zw8eJFli5dyowZMzA3N2fz5s307t0bpVLJvHnzqFatGlKplAMHDlCjRo0CGTKQh6XZCoWCBg0aoFQqkUgkuLu7o1Qqefz4MTdv3sTBwQEPDw/kcjkNGjQgOjqauLg4ANzc3PDw8MDS0jJbuWFhYWi1Wnx8fJDL5Xh7eyMIQjajpzBcvRpGseKOuLo6oFDIadW6BkeOXDWQORJ0lfYdagHQvHlVTp26hSAIHDlylVata6BQGOHiak+x4o5cvRr2n9EnL7q4uNhTtpxLNuu+ZEkVJUqoAFCplNjaWvL06fMC6/ICOztLPCsVRy5//WNZobwrLs52OaatXR9M86Ze2Nla5JieX9ZtPU+zBuWwtTHPMV1AQBAgNS0LQRBITsnA0V5X96btFxnYpzYKhe6bwc425zLySlWv4lhbmQJQuVIxomKSsskkPkvFSC6jZHGdN6+OT2kOBl3PJrdn/xXaNPcqlD4ajUBmhhqNWktGuhpbB8OO8mDgLVp1Ko+Flc4zorTV6S6RQFamBnWWVvdTa/VpecVEaYyyuO69YmQqx9LJjPTEDIxMX36faTK1ueZ3qGCD3CT7t1zYsceUbVdc/8wbWynypReARCLBzEx3zmq1BrVaQ05Op1+XHKbPp/UxfsWbZWqmoHLVEtk8XO8L3bnoroFarbtX+fGg5caRoKu09/NGIpFQuXJJkpJSiYl5ZiBjaqrAx7ssoDPyKlRwJToqAYD796Lw8dYZqT7e7hwJMnx3vSt8a5dCIpEgkUjwLO9EVIzuvWduptBfl9T0rBzv9/tAIpXk65df7ty5Q0xMDLVr19Yfu337NllZWTRr1gwjIyO8vb1xdHTk0qVLAMTFxeHu7k7RokWRy+UkJycTFxfH9evXadSoUYHPNd+f9cnJycTHx+Po6EhMTAwqlUqfplAosLGxISYm5o3lvMj7asNQqVR5yptXoqMTcHrF9VhEpSQ6OsFQj+hEnJx0MnK5DEtLUxITUvKU92PW522Vd/VqKFlZGooVcyiwLm+L6OhEDh+5So/udd9OeTFJHAq+TY+O1XKVMZLLmPxdC9r1/o36bRdxPyyOzm0rAxAWEc/5K+F0/ex3eg9Zy7Ubj9+KXgD+O85Tv3Z2j4ON0hyNRsu1G48A2H/4OlFRhp1EWlomJ07dpVnjgg9T2jma06FXJQa030T/NhswM1dQxdvQrf44IonH4c8YPXAn330WyMVTEQCUq6SiUrWifNJmA/1br6eKtzOuJQs+RJAal86z8GRs3KwAuLEtlAMjTvPodDTl2pfIV1kpMWlEno3h2NQLnFp4leTo1ALppNFo6d1lCS0azKFmrdJU9DT0yty68ZjoqGfUrV+2QOXnF4lEwndfbGFQz9Xs2nY5R5kbVyP5rOsqRg3dQuj9WP1xjUbLZ91+p33jn6juU4IKlfLuQcuN6OhEg2GhIkVsiI5JzFU+KSmVo0evUauWzuNarpwzBw/pzuPQocukpKSTkJBcKJ0uX4/Er98qBo7Ywt0Hsa+VzVJr2HkghHreJfXHDgXfoWWP5Qwe6c/Mca0KpcvbQiqT5uuXmppKXFxctl9qavZ2oFar2bhxIz169DDoxx8/foyzszNS6UvzwtXVlcePde+/okWLcuvWLSIjI5FKpVhYWLBp0ya6dOlikCe/5Mv812g0bN++HS8vL+zt7cnMzMTc3PBr08TEhMzMN7tmMzMzMTY2HMvOa16RD4OYmGeM+m41c77vV6iH8G0xc852Rg5v99Z0mfXjIUYObYT0NV8sWWoNm7ZfJOCPAbg6K5m+4AC/rfmLIZ/URaMReJaUzuYV/bl24zHfTNjO4W1DC/1le/rcffwDz7Nh5efZ0iQSCQtnd2f2gj1kZmmo41Ma6T+GIo+euEVVr+IFHmICSE7K4Mzxh/y2vRvmlsbMHXeEY/vu0qBlGb2MRqPl8aMkZi5rQ3xMCmMH72bx+o48T0wnIiyRlTt7ADD5q32EXI7Co3L+58up0zWc/TmEij1K6b0yFTqVpEKnktzZE05o0ON8GTRatRaZkZQGk6vx+EIsl1bdpt7Y/M+7ksmkrNs6jOdJaYz6dgP370ZTqozuw0+r1bJo/l4mTu+U73ILyk+/98LB0ZKEpymMHLyZYiXs8Kr20sByL6di094hmJkpOH3iPhO+DWD9zkH6c1m5+ROeP09n4vAAHtyLxa30v/fxolZrGD5yFX16N8TVVedxHDWqI9OnbyZgx2mqVy+NSqUs1BQAj7IqgrYNwdxMQfBf9xk2NoADm3PfCmDa/INU93KheuWX17CprztNfd05dzmCxctP8Pui7gXW522RX2/LkSNH2L17d7bjbdq0oW1bw/lb+/fvp3z58ri6uhIREaE/npGRgampoafV1NSUlBTdMHufPn3YvHkzWVlZ9O/fn0uXLmFra4u1tTVLly4lNTWVhg0bUq1a7h+ROZFnY0YQBAICApDJZLRqpbM6FQoFGRkZBnIZGRkoFG92zRYmb15RqWx4EvXS2xAVnYhKZfgF6KhS8uRJAkWK2KBWa3j+PA2ljXme8n7M+hS2vOTkNAZ/voRvvm1H5co5zyfJC+s3HGeL/ykAfvtlMCpH6wKXdT0knOEj/wAgISGZ4BM3kMtlNGnsmXd9/M+zdafOHfo8OYPhEwMA3fDN8VP3kMukNPF9+TV9645uXkMxF921a9m4AsvX/gWAysGSpg3K6lzSHs5IpRISElNzHbLKUZ8tp9gScB6A3xb3IyExhQnTA1j+U3/9JON/UsWzmN7Q+fPUXcIexhmk7zlwldbN835NcuLKuUhURS2xttG9tHwalODWtRgDY8bO0Rx3D0fkcimqopY4F7PmSUQS1y4+oWxFR0zNjACoWsuF29ei823MaNVazv4cgouPI0WrZe9cXXwcOf3jtXwZM6Y2xjhV03WYTlXtubTqdr50+ieWVqZUq1GSUyfv6o2Z1JRM7t+L4YvPVgIQH5fMyK/WMX9xb8p7FG4uSm44OOqG5GxszanbyJ2bIY8NjBlzi5cflj71SvHD7IMkJqQazLGxtDShSvVinP3rQYGMmfXrg9nifxKAShWLE/Xq+ycqAZWjMsd8EydvoERxR/r3ezkEoXJUsuQn3TOekpLOwYOX8z1nb/22i2zdqZsQ/+v8zqgcdNfIt3Yppi44SEJiao5tbMmqP3mamMZPs1pkSwOoUdmViMeJueb/kGncuDG1atXKdtzMzPA8YmJiOHXqFBMmTMgma2xsTFpamsGx9PR0TExMAJ2XZuTIkfrjCxYsYPjw4axdu5bq1atTqVIlpk6dSrly5bI5S15HnkxZQRDYuXMnKSkpdO3aVT9B19HRkejol5PUMjMzefr0KY6Ojm8s80VeQRD0x6Kjo/OUN69UqlSch2ExPIqIIzNTzd4952jUyPAl3qiRJzsCdJ3pgQMX8fHRdT6NGnmyd885MjOzeBQRx8OwGDw9S/xn9MmLLrmRmalm2NBf8PPz0a9wKii9etYncPtoArePLpQhAxB0cApBh3S/5s0qM3lCl3wZMgC9Oldnx5qB7FgzkCPbhxEUoPs1a1ieSSNbGBgyAI4OltwPi+Vpgu6r46+zD3AroesMm9R35+yFhwCEhseTlaXJ98utV9daBG78ksCNX6JRa/ly5HrmTu+inxOTE/FPde72zEw1y/8Ipnsnb33a8+fpnLsYSuMGFfKlxz+xV1lw+3oMGelqBEHg6vnHuJRQGsj41C/O9Yu6CbZJielEhj9D5WyJg8qc6xefoPl7DkbIpahsed+EIAhc+v0Olk5mlG7+slN+dVgo6lI8FkXyd72LVLEn7lYiAPG3n2Ghyn9nlPA0hedJupd5enoWZ0/dp0TJl/fLwtKEg8fHsWP/SHbsH0lFT5d3asikpWWSmpKh//v8qVBKljI0RuLjkvXv4pvXHyMIAtZKUxKfpvL8eToAGelZnD8TRrESOc9XexO9evkSGDCOwIBxNGnsyY7AMwiCwOXLoVhamuKYQ/v/4cedJD9PY9xYw4m5TxOS0Wp1c6J+W36ATh2zd8Bv1KdTVXb88Qk7/vgEqVSiP/+rN3Tnr7TOPo9r684r/HkmlAVT2xp4bB8+StDnD7kdRWamJsf8/zb5nTNjZmaGvb19tt8/jZl79+7x7NkzJk2axHfffcfmzZsJDw/nu+++w8nJicjISP39AYiIiKBo0ezDk4GBgTRr1gxTU1MiIyMpXrw4pqamKJXKfE85yZNnZs+ePcTGxtK3b1+MjIz0x8uVK8ehQ4e4ceMG7u7uBAcHo1KpsLfXNVytVqv/CYKAWq1GIpEgk8koUaIEUqmUM2fOUL16dS5evAhAyZIlc9ShIMjlMiZO6sZnAxaj1Wjp1Kk2ZcoUZfGinVSsWJxGjb3o3LkOo777nWZNJ2JtbcbCH3QrscqUKUrLltVo3WoqMpmMSZO6F8qN+aHpkxddrl0NY9iwX/Tj1Ut+2s3uPZPZv+8C58/fJTExhYC/Da/Zc/pRvrzrG2p9PbGxSXTqNo/kv5d8/7H2GHt3jsPCwpSBg39hxrQeqBytWbMumBWrDhMX95x2HebgW78CM6f1LFTd+aV93+XsWDMQlYMlQz+tR+8ha5HLZRQtYsXsiTp3bMe2lRk/czdte/2GkVzKnIntCjXE9PPyIBKfpTJ1zk5A5/7fvm4oAAO/Ws2MiR1ROVixYs0Jjp24hVYQ6NHZm1o1S+nLOHQ0hDo+pTEzLZwHtGxFR2o3Ksm3/QKQyaS4udvRvH051v92gdLl7PGuX5wqPi5cOhPJ0O7+yGQS+n9ZEytrE2o3Ksm1C0/4qtc2kEio6uNCzXrF81X/07tJPDoVjZWLOUcn6zxXFTqV5OGJKJKjUpFIJJjaGetXMiWEPifs2GOqfKIzRk/MvkTykzTUGRoOjDhFlU/K4ljRFvfWxbjw203uH4xEbiKlcv/s85LeRFzcc6ZN2IZWo0WrFWjcvCJ1fcvx68+HKV/BmfoNsy/vf5X2LeaTkpxBVpaG4KCbLP61P26lCv6RlxCfysTh2wHd0F/jlhXwruNG4FadB9KvSxWCD99m59ZLyGRSFCZyJs3WPavxccnMnrQHrVZAqxVo2LQcteuXLrAuL/D1rUjw8RCaNp+MqYmCWbP66NP8OswiMGAcUVEJ/PLrftzcVHToNAeA3j196dKlDmfP3mHhwkAkEgnVq5dm8qRuhdLnwNHbbAq4hEwuxUQhZ8HUl2110IitTB/TApWDJVPmH6Coyprug9YBL5dwHzx2m8B915HLZRgby/lhmt9bmShdWN7V0uzq1avj4fFyzt358+c5ffo0w4YNw8LCAiMjIw4dOkSjRo24dOkS0dHRVKliOFwbHh5OTEwM3brp7p29vT23bt3C1NSUmJiYfK9qkgivukZyIDExkUWLFiGTyQzmIrRp0wZPT0+DfWacnZ1p3769fp+Zy5cvExgYaFCel5cX7du3B+DJkyfs2rWL2NhY7O3tadeuHU5O2ffNeB0f2nb9oj65I4YzyB0xnMHrEcMZvB4xnMFr+D8OZ2A+IX+rg1JmBBWonr/++ovjx48b7DOzZs0aIiMjsbe3p2fPnri7v/ww0Gq1LFy4kH79+uHgoPMSRkREsHLlSpKSkmjZsiVNmzbNlw5vNGY+dD60zlrUJ3dEYyZ3RGPm9YjGzOsRjZnX8H9szFhMyt8mncnTPqD7lk/e/xIUEREREREREZFC8GHszCQiIiIiIiLyVhFjM4mIiIiIiIh81HwIk5D/LURjRkRERERE5D/I/5Nn5qOfACwiIiIiIiKSHeXM5vmSTxz/AS3QyCcfv2fmA5s1j+bQm+X+LWRN0QofzvWRSj68VQVCzG/vWw0AJI6DPriVXh9a20rJCnyz3L+EuZHfB7dSUIhd8b7VAEDiMAAy9rxvNV5i3PqDew/+W/w/eWY+fmNGREREREREJBuiMSMiIiIiIiLyUSMaM6+gVqvZs2cPoaGhpKWlYWNjQ+PGjSlTRhdQ7tUdgF1cXPDz89PvABwSEsLp06eJiorC2dmZ/v37G5S9a9cuHj58SHx8PH5+flSuXPltnx+CIDBz1laCj4dgYmLEnFl98fAolqv84C+W8Sgijt27JgLw05LdbNl6EltbXRCy4d+0w9e3YoH1uf8ginHj1xFy4xHfft2Gzz5tkqNcxKM4ho/4ncTEFDw8ijF3Tl8Uipe368DBS3z1zUr8t3xHpYr52wr+BSdOhDBr5la0WoHOnWszcJDh+OqmTcfZsP44MpkUMzNjpk7rSenSL3dofvz4KW3bTGfo0FZ8+ln+dmvMiTMXwxk6ZhsuTkrg5Vbh/2TklF1cvxWFkVxKpQpOTB3VHCO5LM/586XTpQhmLz6KWq1FaW3KuiXZt01ft+0Sa7ZeJDwykVO7hujjLz17ns742QcIj0zE2FjOzDHNcXfLPabSm7j/IJpxE9YTciNC9+x8krO7et364/yx9hjhEXGc+nMWtjYWBulXrz2ke68fWDivHy2a5z8i9AsK27b27b/IkiV7uP8giq1bRhX4OQaIepLIpHGbiI9PRiKR0LGzNz371M1RNuRaBP17/8zseT1p0kwXu2tX4HlW/KobihjweWPa+lUvsC4AJ46HMHPmFrRaLZ271GHQIMOghJmZWYwetZqQkHCUSnMW/jAAFxd7Tp68wYIFO8jKUmNkJGfUdx3xqVWuULrA321rbAAuTrr4R0193Rn6Se1scqcvPGTuz8fIytJSoayKmWNaIJdLOXLiLotW/IlUIkEmkzLuq0ZU83IpsD73Q6MZN3ETITcf8e2Xrfisf8Mc5QRB4Mef9rH/0BWkUgk9utamb6/6ec6fVwr6Lox8FE/r1tMoWVIXRNTLqwRTpv67oVVEdLzRmNFqtVhbW9O/f3+sra25e/cu/v7+DBkyBIVCwZYtW2jbti1ly5YlKCgIf39/BgzQxRMyNTXFx8eHuLg4QkNDs5WtUqnw8PDg8OHDb//M/ub48RDCHsZwcP8UrlwJY8q0TWzdPCpH2YMHL2FuZpzteP9+jfjs08J31gBKa3PGj+vCkSNXXis3f0Eg/fs1pHWr6kyashH/7afo2b0eAMkp6axZewyvQgSa1Gi0TJ+2mZWrvkKlUtK1y/c0bORpYKy0aVOD7t3rAxAUdJXv52xj+Yph+vTv52yjXr3CBSz8J9W8XPl1XufXyrRtVoF5k9sAMGLKLvx3XaVHhyp5zp9Xkp6nM23BYZYv6ERRlRXxCak5ylWtVJQGtd3o+9UWg+O/rjlDuTIOLJnlx4OH8UxbGMTqRV0KrI/S2ozxYztxJOjaa+WqVi1JgwYe9O3/U7Y0jUbL/IU7qVO78B1kYduWexknfvppEJMnbyi0LjK5lG+/a0P5Ci6kpKTTq+tifGqXwa2UykBOo9Gy6Ie9+NR+Gd372bNUflt2mHWbv0IC9Oq2GN8GFbCyLljEY41Gy7RpG1n1+9eoVDZ06TybRo08KV36ZaA9/60nsbIy4+Ch6ezZc44F8wP44ceB2NhYsGzZF6hUSu7ciWTAZ4s5fuL7AunxT6p5ufDr3E65pmu1AmNm7uP3H7tSspgti1f8yY791+ncxhOfasVpVLc0EomE2/di+GbSLvZt+KzAuiitzBg/pgNHgq6/Vm574DmeRCWyL3A0UqmU+Pjn+cqfFwr7LnQtZk/AjnGF1uNd8P/kmXnjDsAKhYIGDRqgVCqRSCS4u7ujVCp5/PgxN2/exMHBAQ8PD+RyOQ0aNCA6Opq4uDgA3Nzc8PDwwNLSMseya9asiZubG3L5uxvtOhJ0lfZ+3kgkEipXLklSUioxMc+yyaWkpPP7H0EMGdzynekCYGdniWel4sjlslxlBEHg9Jk7NG+m66A7tPc2MH4WLd7NwAFNMTYu+HW7ejWMYsUccHW1R6GQ06pVNYL+YWBZWLyM+pqWmsGrWxYcPnwZFxc7gwb/b+FbuxQSiQSJRIJneSeiYp6/k3p2H75FU98yFFVZAWBnk3PnVsFdpf/ifZX7YfH4VNV5KtyK2xEZ9Yy4pykF1ufls/P6ZluhvCsuzjlHNl67PpjmTb2ws7XIMT0/FLZtlSrlhFtJVTb5guDgYEX5CjpPgbm5CSXdHImJzq7Lpg0nady0EravnP+pk7fxrlUGa2szrKzN8K5Vhr9O3i6wLlevhlGsuCOurg66ttW6BkeOXDWQORJ0lfYddJGemzevyqlTtxAEgQoViqFSKQFdcNmMjCwyM7MKrEt+SHyWhpFcSsliugB/tWuU4OCxOwCYmyn0e5akpmdR2O1L7Ows8axY7I3P8sYtJxk6uKk+LqCdnWW+8ueFwr4LP2TyGzX7YybfT0JycjLx8fE4OjoSExODSvXyZaRQKLCxscl36O53SXR0IkWK2Oj/L1LEhuiYxGxyixbv5tP+jTHJIZrw+vXBtPWbwdjxa3n2LOev87dJQmIKVpameoOniMqG6L9fzCE3IoiKSqBBIYa6AGKiEyni9PK6qIq8rONV1q8PplnTScyfH8C48V0BXee0YvkhvhjaqlA65MTl65H49VvFwBFbuPsg9rWyWWoNOw+EUM/7ZaT1/OR/E2ERCSQ9T6fPl5vp+NladuwPyVf+sqUdOBR8F4CrN57wODqJqNjkQulUGKKjEzl85Co9uuc8/FKQ8grbtt4FjyOfcvvmYyp6Gg55xUQ/4+iR63Tp5vOP40kUKaLU/69SWRMTnVTg+qOjE3B69bqolERHJ/yjzkSc/m5/crkMS0tTEhMMDd0DBy5SoUIxFAqjAuvyKpevP8av32oGjvDn7oO4bOk2SlM0GoFrt6J09R+9zZNXPhQOBd+hZc+VDP5uOzPHtsiW/10QERHP3v2X6dh9IQOG/EbYw8K16ZwozLsQIPJRPB07zKJP74WcP3/vretXGERjJhc0Gg3bt2/Hy8sLe3t7MjMzMTExMZAxMTEhMzPzrSr5rrl5M4LwiFiaNq2cLa1H9/ocOjiNwIBxODpYMWfu+wsGqNVqmfP9NkaP6viv1dmrly8HD01jxIgO/LJsHwA/L9lDv/6NMDc3eUPu/OFRVkXQtiEE/vEpvTtVY9jYgNfKT5t/kOpeLlSv7Fqg/G9CrdEScjuGX+d2ZOWCTiz74zSh4U/znH9Q75okJWfQ/pM1rNt2ifJlHJG9xxfGzDnbGTm8nf4r99/gdW3rXZCamsHIb9cyYnRbLCwMn8/53+/kq29b/avnX1Du3n3MgvkBTJ3W662U51FWRZD/5wT+0Z/enasybFz2tiGRSFgwtQ1zFgfRZeBazM0UBs9rU1939m34jCWz27N4+Z9vRa83kZmpxtjYiO2bhtO1kw/jJm36V+rNiZzehQ6OVhwJmsH2gHGMGdOZ70auIjk57b3p+E9eeLDz+vuYyfM4hSAIBAQEIJPJaNVK90WuUCjIyMgwkMvIyECh+He+wHJj/fpgtvifBKBSxeJERb38KoqKSkDlqDSQv3Q5lOvXw2nUeAJqjZanT5/Tp+8PrF3zLfb2Vnq5Ll3qMnjw0vzrsyGYLVv/AuC3X4dkq/+f2CjNSXqehlqtQS6XERWdgEplTUpKBnfuPqFvv0UAxMYlMWToryz7+fN8T550VCmJevLyukRH6erIjVatqzF16kZA55Y9cOAS8+cF8Px5GlKpBGNjI3r1bpAvHQDWb7vI1p06l+6v8zujctC5kX1rl2LqgoMkJKbqJ9S+ypJVf/I0MY2fZr38QrQwfzkn4035c9Vn+yW27tLNSWnRsCzKmiaYmRphZmpEdS8Xbt+P1bvh34SFuTGzx+n0EwSBxl1X4Fo092ucoz4bjrPF/xQAv/0yGJVj/vK/yvWQcIaP/AOAhIRkgk/cQC6X0aSxZ971eYtt622TlaVh5DdradW6Co2bVsqWfiPkEWO/083PSUxI4c8Tt5DJpDiqrDh/7oFeLjr6GdVruBVYD5XKhievXpfoRFQqGwMZR5WSJ08SKFLEBrVaw/PnaShtzHXyUQkMG/YL33/fn2LFHAqsx/ptF9m6Sze89ev8zqjsdUNrvrXcmLrgUI5to0pFZ9Yv1U1g/fNsKGERhh4lgBqVXYl4/Cz/bWvTn2zZdhqA334emKdnWaVS0rSx7l42bVyJse/AmCnMu1ChMNJ7zjwqFsPV1YGw0BgqVir4ZHaRgpEnY0YQBHbu3ElKSgo9e/ZEJtMNfzg6OnLlysuxxczMTJ4+fYqjo+O70TaP9OrlS69evgAcO3aNdRuCad2qOleuhGFpaYrjPxpRzx716dlDN7nrUWQ8gwcv1b9sY2Ke6eUPH7pMmTJFyS+9evrSq6dvnuUlEgneNd05cPASrVtVJ2DHGRo18sTS0pQzf72cDNin34+M+q5DgVaBVKpUnIcPY3j0KA5HRyV7915g3vxPDGTCwmIoUUJ3L4OPXad4cd3f69aP0Mss+Wk3ZmbGBTJkAHp1qkqvTlUBiI1PRhAEJBIJV288RhAElNam2fJs3XmFP8+Esnpxd6SvfDnGxidjb2v+xvyv1adjFXp11M1Vuh8Wz/QfglCrtWSpNVy98YR+Xavluayk5+mYmBihMJKxddc1ani5GBhcedKnZ3169ayfrzy5EXRwiv7vMePW0cDXI1+GDLzdtvU2EQSBaZO2UtLNkd79cr5euw+M1f89efxm6vmWp2Hjijx7lsqSRftJ+nsI+fRfd/jym4LPnatUqTgPw2J4FBGHo0rJ3j3nmL/AcLJso0ae7Ag4RZUqbhw4cBEfn7JIJBKSklL5fNASRozoQNVqpQusA7yubT1B0ObcNuITUrCzMSczU82K9WcZ3Fc3JPfwUQLFnHXzJkNuR5OZpcl/2+pel175HOJs0qgiZ87dw9XFjrPn71OieMGNu9wozLvw6dPnWFubI5NJiYiI4+HDGFxcC75i8W3zsQ8d5Yc8GTN79uwhNjaWvn37YmT0cvy2XLlyHDp0iBs3buDu7k5wcDAqlQp7e93N1Gq1+p8gCKjVaiQSid4Y0mg0vIimoNFoUKvVyGSyt+ru8vWtSPDxEJo2n4ypiYJZs/ro0/w6zCIw4PWz0OfND+DWrUcgAWdnO6ZNKdyyu9jYJDp1nUtycjpSqYQ/1h5j767xWFiYMvDzpcyY3hOVo5LvRvjx7cjf+XHRbsqXd6VLp1qFqvefyOUyJkzsxoDPlqDVaunYqRZlyhRl8eJdVKxYnEaNPNmw/hh/nbqNkVyGlZUps+f0fas6/JMDR2+zKeASMrkUE4WcBVPb6Z+FQSO2Mn1MC1QOlkyZf4CiKmu6D1oHvFyC/br8BaFUCTvqeZfAr/8fSKUSOreppF9aPei77Uwf3QyVvQVr/C+ycsM54p6m0K7/Gnx9SjJjTHPuP3zKmJn7kUigTEk7ZozJ39bi/yQ2NolO3eb9/exIdc/OznG6Z2fwL8yY1gOVozVr1gWzYtVh4uKe067DHHzrV2DmtLe/XLSwbevQoctMn7mFp0+T+XzwUsqXc2Hlii8LpMvlS2Hs2XWR0mWK0L3TDwAM+7oFUU8SAejcLff2Y21txoDPm9C7u27118DBTbAu4Eom0LWtiZO68dmAxWg1Wjp1qq1rW4t26tpWYy86d67DqO9+p1nTiVhbm7HwB90K0PXrjhEeHsvSn/ew9GfdLrorV32FnZ3V66p8IweO3WFTwGVkMikmxnIWTG37sm2N9Ne1LXsLVm44x7G/7qPVCvToUBmfaroPpYPH7hC4PwS5XIqxsZwfXslfEGLjkujU/QeSU/5+D647zt4do7GwMGHgF78xY0o3VI7WDPq0MSPHruOPtcGYmRkzc0rXN+bPL4V5F54/d4/FP+3GSC5DIpUwZUoPlErzAl+Xt83/kzHzxthMiYmJLFq0CJlMZjDW3KZNGzw9PQ32mXF2dqZ9+/b6fWYuX75MYKDhFuReXl60b98egNWrV/Pw4UOD9H79+lGiRIm8n8EHtuW6GM4gd8RwBrkjhjN4A2I4g9cihjN4Df/H4QxcfuuQL/lHgwo3z/B98kbPjFKpZPLkybmmu7m5MWzYsBzTKleu/NqN8P65iZ6IiIiIiIiISH4RwxmIiIiIiIj8B5F95CuU8oNozIiIiIiIiPwHeZ9bQfzbiMaMiIiIiIjIf5D/J8/Mh797lIiIiIiIiIjIa3jjaiYRERERERGRj49yq/MXdPdWf/93pMm756MfZvrQlkdmaT+c5bVG0uY8z/pwltpZGnUgQ7Pvfauhx1jW8sNZfixt/MHdK4QPp20h+fDa1of2LCdmbH3fagCgNO4CqR/Os4xZB05HTXnfWujxKTLlX6vr/2mY6aM3ZkRERERERESyIxozIiIiIiIiIh814mqmV1Cr1ezZs4fQ0FDS0tKwsbGhcePGlClTBsBgB2AXFxf8/Pz0OwCHhIRw+vRpoqKicHZ2NtgkLz4+nkOHDhEREYFWq8XZ2ZkWLVroQyGIiIiIiIiIfJhs3bqVCxcukJaWhpmZGfXq1dMHoY6MjGTt2rU8evQIBwcHevbsqbcZbt68ydq1a8nKyqJr167UqFED0IU0mjt3Lp9//jm2tnkL5vsqbzRmtFot1tbW9O/fH2tra+7evYu/vz9DhgxBoVCwZcsW2rZtS9myZQkKCsLf358BA3RxRkxNTfHx8SEuLo7Q0FCDctPT03F3d8fPzw+FQkFwcDCbNm3KdTfhgnLieAgzZ25Bq9XSuUsdBg1qYZCemZnF6FGrCQkJR6k0Z+EPA3Bx0RlUv/66n23+J5FKpYyf0JV69TwKpcuE8es5fiwEW1tLduwamy39wYNoJo5bz40bEXz1TRs++fTlttd/nrjBnFnb0Wi1dOpciwEDmxZKl6gniUwet4Wn8clIJNChc0169DEMApf8PJ2JYzYR9SQRjUZL7/71adehOrdvPWbO9B2k/B0j6NNBDWnW0qtQ+gBMGr+B4OAb2NpaELBzTLb0c2fv8vWwlTg76x70xk09GfyF7n4mJaUyZdJm7t19gkQC02b0wKtyyULpIwgCM2dtJfh4CCYmRsyZ1RcPj2IGMmlpmXz9zXLCI+KQSaU0bFiJkSPaA/D48VNGj/2D58/T0Gi0jBzeHl/figXS5UO8X4IgMHPmFoKPX8fERMGc2f2yXR+A69cfMnbsH6RnZOFbvyLjx3dFIpFw82YEk6dsICMjC5lMypTJPfD0LNg9e1PbEgSB2bO2ceL4DUxMFMyc1YsKHq6cPXOH7+e8nN8R+iCaeQv607hJ/gJw/pM3PctHj1xjyU97kUokyOQyRo3pQNVqbpw9c5d5r+oTGsPc+X1pVAh9MjKyGPzJCjIzNWg0Who18WDQ0Oxb6h8+cI3ly4KQSCSUcS/C9O91cZD2BF5k1fJgAD4d6Etrv6oF1uUFO/deYvnqYBAEzM2MmTKuPeXKZg/i2/PTX0hJyQAg/mkynhVdWfpDX92zN3cXwSdv69rm1C54lHfOc/0r5pzm8qnHWNmYMGu1rgM+ezScgNXXePIwicm/NKNkObsc86Y8z2TVvLNEhiYCEgaM9qZ0Rfs85/83kb1Dx0y9evVo164dxsbGJCQksGjRIhwdHalSpQo///wz9evXZ8SIEVy8eJGlS5cyY8YMzM3N2bx5M71790apVDJv3jyqVauGVCrlwIED1KhRo0CGDOTBmFEoFDRo0ED/v7u7O0qlksePH5OWloaDgwMeHrpOvkGDBsybN4+4uDjs7e1xc3MD4OLFi9nKdXZ2xtn55cNXq1YtTpw4QWpqKmZmBQ/y9ioajZZp0zay6vevUals6NJ5No0aeVK69MtG47/1JFZWZhw8NJ09e86xYH4AP/w4kHv3HrN3zzl275lETPQzPvnkR/YfmIZMVvDV7O3be9OzZ33GjVmXY7q1tRljxnci6Mi1bOcxY/pWlq8cShGVkm5d59OwYUVKlXYqsC5yuZRvv2tNuQrOpKRk0KfrT3jXLoNbKZVeZsvGU5QspeKHn/uT8DSZTm0W0LJNZUxMjJg6qyvFitsTG5NE764/UauOO5ZW+Yui+0/adfCme696jB+zPleZqtXcWLJsULbj388OoE7dciz88ROyMtWkpWcWSheA48dDCHsYw8H9U7hyJYwp0zaxdfOobHKfftoEH++yZGaq6f/pIoKPh+Bb34Nlv+yjZYtq9OxRn3v3njDo858JOjKjQLp8iPfr+PHruutzYBpXroQyZeoGtm7J3nFPmbqB6dN74+VVkoGDlnD8RAi+9Ssyb952hg5tjW/9igQHX2PevO2sXTsih5rezJva1onjNwh/GMve/RO5eiWM6dO2sHHzCGp6u7MtYDQAzxJTaNliOrXrlCuQDq/ypmfZ28edBo0qIpFIuHP7MSOHr2bnnnHU9C7D1oBRen1at5hJrULqo1DI+XnFp5iZGaPO0jCo33Jq1XWnkperXib8YRx/rDzO8jWDsLIy5Wl8sk6HZ6ms+OUoqzcNQSKR0K/bUuo1LI9VIZ8dl6K2rFsxCGsrM4L/vM3EGQFsXTs0m9yGVYP1f385Yi2NG1QA4PiftwkLj+Ng4EiuXItgyqwdOebPjbot3WjS0Z3fZp1+qVNJa76aXo/VC869Nu/6ny5QqaYTX06rizpLQ0a6Jl/5/00U+eyvUlNTSU1NzXbczMwsW79cpEgRg/8lEgkxMTHcvn2brKwsmjVrhlQqxdvbm6CgIC5dukTdunWJi4vD3d0duVyOXC4nOTmZzMxMrl+/zsiRI/N/kn+T7zkzycnJxMfH4+joyLlz51CpXr5MFQoFNjY2xMTE5Hu46OHDh1hYWLw1Qwbg6tUwihV3xNVVFza+VesaHDly1cCYORJ0lWHD2gDQvHlVpk/bhCAIHDlylVata6BQGOHiak+x4o5cvRpGlSpuBdaneo3SREbG55puZ2eJnZ0lx4NDDI5fu/qQYsUccP07tHzLVlUJCrpWKGPG3sEKewddJF5zc2NKuDkQE51k0DlKJJCakoEgCKSmZmJlbYZMJqV4CQe9jIOjFba25iQkpBS6c6xevdRrr09uPH+exoXz95kxSxcZ2kghx0hR+OlgR4Ku0t7PG4lEQuXKJUlKSiUm5hmOjtZ6GVNTBT7eZQFdp1GhgivRUQmArnEnJ6frdXw1X375EO/XkSNXae/n8/f1cSMpKS3b9YmJeUZycjqVK+vaTXs/H44cvoJvfV1HnqK/Puk4OioLrMub2tbRoGu086uJRCLBq3JJnielERvzDIdXdD148DL16pXH1FRRYD30+rzhWTYzN9b/nZaWQU7zNA8dvELdt6CPRCLBzExXn1qtQa3WZKsvcNt5Onfz1hsptnYWAJw+eZeatUrpo4jXrFWKU3/eoXmrwnn2qlYurv+7sqcrUdHPXiufnJzO6XP3mT21CwBHgm/Qvk1V3bPnWYyk52nExCbh6JC36OLlvByJfZJscKxoiTe3z9TkTG5fiWXgWB8A5EYy5EayPOf/t8nvnJkjR46we/fubMfbtGlD27Ztsx3fv38/e/fuJSMjAzs7O3x8fLh48SLOzs4GgaldXV15/PgxAEWLFuXWrVvY2NgglUqxsLBg6dKldOnSxSBPfsnXG1+j0bB9+3a8vLywt7cnMzMTc3PDcOcmJiZkZubvqzgpKYm9e/fSrFmzfOV7E9HRCTgVsdH/X0Sl5MpVw+GumOhEnJx0MnK5DEtLUxITUoiOTqCyl5tB3ujohLeqX16JiUmkSBGl/n+VSsm1qw9zz5BPHkc+5fbNx1T0dDU43rVnbYYP+4MWDWeRmpLB7Pk9sz1s169FkJWlwcW1YK7B/HLlchidO8zFwcGKEd/5UbqME5GP4rG1tWDi+A3cufWY8h6ujB7bQf8CLyjR0YkUefX5KWJDdExirkZJUlIqR49eo1+fRgAMG9qazwb8xLr1x0hLy+D3VV8XSp8XfCj3Kzo6kSJOr14fJdHRhtcn+zXUyQCMG9eFzwYs5vu529BqtWzamN3r9baIjn5m2IaKKIn+hzGzb+9F+vZr+M50+CdHDl9l0Q+7eRqfzM+/DMyWvm/fJfr2a/BW6tJotPTrvpRH4U/p3N0727MT/lBneA3s+xsajZaBQxpRq647sTHPURV5eY0cVdbExjx/Kzq9wH/HeerXcX+tzOGjIdSqWRoLCxMAomOSDO5nEZU10TF5N2YKSuyTFCyVxqyYc4bwewmUKGtL7y+rYWz631hL07hxY2rVqpXteG5OhhYtWtC8eXMiIiK4fPkyZmZmZGRkYGpq+KFkampKSkoKAH369GHz5s1kZWXRv39/Ll26hK2tLdbW1ixdupTU1FQaNmxItWrV8qV7ns0gQRAICAhAJpPpJ/koFAoyMjIM5DIyMlAo8v4lkZKSwtq1a6levTqVKlXKcz6Rt0Nqagajvl3PiNFt9S+KF5w6eQf3ck7sPzqODdu+Yu6sQL2nASAuNolJYzczeUbhLOq8Ur6CKwcOT8Y/YBQ9e9Xnmy9XAroX9c0bj+jarQ5btn+HqamCVSv+3f1j1GoNw0euok/vhnoP2p695+nQwYfjx2bx2y9DGTV6NVqttlD1fEz3601s3HicsWO6EHxsNmPHdmH8hLXvTZfYmGfcvfOYOnXL/2t1Nm7iyc494/hxyWcsWWy4Z01s7DPu3Xn8Voa8AGQyKeu2DmPXoe8Iuf6I+3ejDdI1Gi0R4fEsW/kZM77vyqypO3ielPZW6n4dp8/dx3/HOUZ+3fK1crv3X6F1i8LP8yosWo2Wh3cTaORXmukrW2JsImf3hhvvW61ckUny9zMzM8Pe3j7b73UjJhKJhGLFiqFQKNi5cyfGxsakpRk+O+np6ZiY6N5Xrq6ujBw5krFjx1KyZEn2799Phw4d8Pf3p3r16gwdOpStW7fqjZ+8kqc3miAI7Ny5k5SUFLp27YpMpnOrOTo6Eh39slFkZmby9OlTHB0d81R5Wloa69ato2zZstSvXz9fiucFlcqGJ1EvvSlR0YmoVDYGMo4qJU+e6GTUag3Pn6ehtDHPU95/C0dHJVFRifr/o6MTcVQV3qWpztIw6pt1tGhdmUZNs09M3RVwnkZNdMMBrsXsKepsQ1hoLKBz+379xWq++Ko5lbyyT/p8F1hYmOjd8/V8K6BWa0hISEalUqJSWePpVQKAps28uHnjUYHqWL8+GL8Os/DrMAsHB2uiXn0GohJQ5TIUMnHyBkoUd6R/v0b6Y/7+f9GyhW6yZJUqbmRkZJGQkL8G+iofwv1av/4Yfu1n4Nd+Bg6OVkQ9efX6JKJSKQ3kVSrlP67hS5mAHado1qwKAC1bVOPq1bAC6/UmVCprwzYUlYjqFa/M/v2XaNzEC6O/hwz+TapXL8WjR/EkJLwc9jiw/zKNmni+dX0srUypVqMkp07eNTjuqLKiXoNyyI1kFHWxpVhxeyLC43FwtCQ66uUQUEz0MxwcLQtU9/rNp/Drtgi/bouIjkni1p0nTJi2jaU/9MVGaZ5rvqcJKVwLeUSDei8NO5WjlcH9jIp+hsrx3XplAGwczLB1MKNUBd0HSw1fVx7eeT8e+7wgk0ry9SsMGo2GuLg4ihYtSmRkpMGHW0REBEWLZp/gHRgYSLNmzTA1NSUyMpLixYtjamqKUqkkJiYmX/XnyZjZs2cPsbGx9OjRAyMjI/3xcuXKERMTw40bN1Cr1QQHB6NSqfTzZbRaLWq1Gq1WiyAIqNVqNBrdZKmMjAzWrVuHq6srTZo0yZfSeaVSpeI8DIvhUUQcmZlq9u45R6NGhqsCGjXyZEfAKQAOHLiIj09ZJBIJjRp5snfPOTIzs3gUEcfDsBg8PUu8Ez3fRMVKxQh/GMujR/FkZarZt/ciDRsWzoslCALTJvlT0s2R3v3q5ShTxEnJ2dP3AIiPe87DsDhcXGzJylLz3ddrad2uKk2a/XvetLjYJF5E37h29SFarYBSaY69gxWqIjaEhuoM6zOn7xjMJckPvXr5EhgwjsCAcTRp7MmOwDMIgsDly6FYWprmOMT0w487SX6exrixhluHOxW14dTp2wDcv/+EjAw1trYWBdLrQ7lfvXo1IHDHBAJ3TKBJ48rsCDz99/V5gKWlSbbr4+hojYWFCZcvP0AQBHYEnqZxY8+/05ScPXsHgNOnb1OieN4+ggpCg4aV2Bl4FkEQuHI5FAtLE8Mhpj0XaNW68Kt08kr4w1j9s3zjRgRZmWqUr3To+/ZcpGWrt6NPwtMUvZclPT2Ls6fuU6Kk4ZxG34bluXhONwSfmJBC+MM4nF1s8alThjN/3SMpKY2kpDTO/HUPnzplCqRHr261CNz8NYGbv0aj0fLlyHXMnd6NksUdXpvvwOFrNKhXDmPjl31PI98K7Nh9UffsXQ3H0sLknQ8xASjtTLF1MONJeBIANy5GU7TEu6+3oMgkknz98opGo9Ev2NFqtYSGhnLs2DHKlStH2bJlMTIy4tChQ2RlZXH27Fmio6OpUqWKQRnh4eHExMTol2bb29tz69YtkpKSiImJyfeqpjfGZkpMTGTRokXIZDID13SbNm3w9PQ02GfG2dmZ9u3b6/eZuXz5MoGBgQbleXl50b59e33aq8YRwNChQ7G2zrvX4U3hDIKDrzFr1la0Gi2dOtVm8JBWLF60k4oVi9OosRcZGVmM+u53bt6MwNrajIU/DNBPGP5l2V62bfsLmUzGuHFdqP+GZbVvCmfw3YjVnDt7j8TEZOzsLPliWCvUap1x1617XeJik+jWZR7Jfy+hNTNTELh7HBYWphwPDuH72bql2R06+vD54OZvvDavC2dw+WIYA/r+QukyRZD+bZF/8XVzop4kAtC5mw+xMUlMGb+VuLgkBAH6f9aAVm2rsHfXJaZO3EqpVwyGyTO7ULZcdsv7Vd4UzmDUyD84f/Y+iYnJ2NpZ8sWwlqizdNena/c6bFx/gi2bTiKTSzE2NuK70e2pXEW3lPfWzUdMmbSZrCw1Li52TJ/ZEyvr108mf1M4A0EQmDZ9Myf+vIGpiYJZs/pQqaJu4qJfh1kEBowjKioB34bjcXNToVDonuXePX3p0qUO9+49YcKk9aSmZiCRSPhuZHvq1qmQc2VvCGfwb9+vvIQz0F2fTZw4EfL39elHpUp/X5/2MwjcMQGAa9ceMnbcH6SnZ1K/ngcTJ3ZHIpFw/sI9Zs3cglqjwdjYiMmTelCxYvGcK3tDOIM3tS1BEJg5fSt//nkTUxMF02f1omJFnYcqMjKePj1/5PDRqXkefntTOIM3PcurVhxmV+B55HIpxiZGDB/pR9Vqbnp9+vVazMGgyXnW53XhDO7eiWLahG1oNVq0WoHGzSsyYHAjfv35MOUrOFO/YXkEQWDR/H2cOnkXmVRK/4G+NGupMzp3BlzgjxW6pdn9B/rStv3r5zLkJZzB+Kn+HDxynaJ/z7mSyaRs3/AlAAOH/c6MSZ30npY+A35l4CcNqF+nrD6/IAhMmxPIib/uYGpixKwpXajk4ZJzZTmEM1g69SS3LseQ/CwDK1sTOnxSCXNLBesWX+B5YgZmFkYUK23Dd/MbkhCXyqq5ZxkxtwEAD+8msGreWdRZGhyLWjBgjA/mlgrOH4/IMf8/+TfDGbQM6JMv+X0d8jbUq9FoWLJkCWFhYWg0GqytralduzYtWrRAIpEQGRnJmjVriIyMxN7enp49e+Lu/nJelFarZeHChfTr1w8HB11/GxERwcqVK0lKSqJly5Y0bZq/7Uc++kCTYmym3BFjM70eMTZT7oixmV6PGJspd8TYTK/nv2DMfIj8N6Zgi4iIiIiIiBhQiG3RPjpEY0ZEREREROQ/iBhoUkREREREROSj5v8p0OT/kRNKRERERERE5L+I6JkRERERERH5D6J4l5EmPzA++tVMIiIiIiIiItnptf+TfMmvb/H7O9Lk3fPRe2Yux8163yroqWw/DrI+nOWaGLVky90v37cWerqW+Yn7z35832roKWX9DTeefv++1QCggu1ohMdL3rcaeiRFh304y9YBpI2JSVvzvrXQ42ja94N5duDv5yd2xftWAwCJwwCepK5632rocTL7lF+vD3nfauj5vOKyf60ucc6MiIiIiIiIiMhHwhs9M2q1mj179hAaGkpaWho2NjY0btyYMmV0W1q/ugOwi4sLfn5++h2AQ0JCOH36NFFRUTg7O9O/f399uampqWzatIm4uDi0Wi0ODg40bdqUYsX+nTg/IiIiIiIi/2XEpdmvoNVqsba2pn///lhbW3P37l38/f0ZMmQICoWCLVu20LZtW8qWLUtQUBD+/v4MGDAA0IX99vHxIS4ujtDQUINyFQoF7dq1w87ODoDbt2+zceNGvvvuu0JF9F026yQXTz7CysaEBev8AEhOyuDHicHERiXjUMSCb6b7YmFlnC3vrOGHuBsSSzlPFaPnNdYfXzzlOA9uxSOTSyldwZ6Bo2ohl+dfx/sPohk3cQMhNx7x7Vet+eyTRjnKjRm/nrPn72P5d1TkOTN7Ur6cC2fO3uWLr1bi4qyLWdG0iSfDhrTIlw4BP17n9rlYzK0VfLm0jv746V3hnNkTjkQqoWx1B5p/6p7nvEHr73H+QCTm1rpo6U37lsa9xuvjrfyTRw8TmDPukP7/J4+T6DOoBu17vIyU+zwpgx+nH+VJ5DMUCjnfTGxAiVK65ydgwxUOBN5EIoESpe34dmJDFMaFG0XdufE6h3fdAQkUL2XDl+PrGZQZG5XM4unHSXmeiVYr0OeL6lSr7QpA2L2nLPv+JGkpWUgkEuataltofVZuusiuw7pYTxqNlvvhCfwVMACllWH07JEzDnD9TgxGMimVyqmYOqIhRnIZD8KfMvb7I9y4G8M3n9Xis26Fi/0jCAIzZ20l+HgIJiZGzJnVFw+P3D9GBn+xjEcRcezeNRGAHxft4kjQFaRSKXa2Fsye3TfXQJ55QaPRMrDnKuwdLZn7UzeDtOgnz5g5cRfJz9PRaAUGf9WQWvVKA7B25Un27LiCVCrh69HN8K5dqsA6vGDX5hAO7bwNAjRtV5a23T0M0oMP3Cdg7VUEAUzNjPh8VC1KlrEj8uEz5k98ufNydORzegysmi1/fjlzMZyhYwNwcdKFimnq687QT2pnkxMEgR9/+5P9R28jk0no3r4yfbtU05cxe3EQarUWpdKUdUt6FFifbq2WYWauQCqVIpNJ+W1DP4P0P4/eZdWyE0gkEmQyKcO+a4xnFV24gugnScybto+Y6CQkSJizpAtORfMXePfAzzd5cD4OM2sF/X70BiAm9DmHf72NJkuLVCah0cCyOJXJOe5SRqqaP74+Q6ma9jQeqAuzoMnSErTiDhEhCUgkEur0dMO91ruLN5YXxE3zXkGhUNCgQQP9/+7u7iiVSh4/fkxaWhoODg54eOgaWoMGDZg3bx5xcXHY29vj5qaLNXLx4sXsFcvl+oCUgiAgkUhIT08nLS0Nc/PcI6i+Cd9WpWjeqRw/T/9Tf2zH2mtUrO5E+z6V2LH2GoHrrtPri+zxRdr2rEhmuprDgXcMjtdr5saXk3XB/RZPOU7Qrjs061AuW/43obQ2Y/yYThwJuvZG2VEj2tGiWeVsx6tXdePXpYPyXfcLqjQpinebYmxb+FKHB1efcvN0DEN/qo3cSEpyYkae876gdvvi1O1YosB6uRS3Ycn6roCuU+rbeg21GrgZyGxZfQE3dzsmzmtBRFgCS+eeYPbSdsTFJLNz8zV+2dwdYxM5s8YeJPjQPZq2yf89ekF8TAp7tt5g8YaOGJvImTc+iD8Ph9Ko9csge1tXX6ZO45K06FieiNAEpg8/xG8BrmjUWn6cEszXk+tTsowdSc/SkRXA+P0nn3WvymfddQZI0F+h/OF/OZshA9C2SVnmjW8GwIgZB/Dfc4MefpWwtjRhwpf1Ofzng0LrAnD8eAhhD2M4uH8KV66EMWXaJrZuHpWj7MGDlzA3M/yAGPBZE775ui0Aa9Ye5eele5k2pWeB9dm64RzFS9qTkpL9+f1j+Z80bFaeDl2rEXo/llHDNrN13zBC78dy5MAN1mwbRFxsMt9+vp4NgUOQFaIXeHg/gUM7bzNvZTvkcinTvj1A9TquOLm+7BhVThbMWNoKCytjLpyKYNmck8xd2Q7n4tb8sKY9oGsHA9ptxts3l3hV+aSalwu/zu30Wpnte68TFZPEvg2fIZVKiP87ynvS83SmLTzM8vmdKVrESn+8MPzwWw+UNjnHT6vqXZw6DUojkUi4fyeGKaMDWRswEIBZE3fTZ0AtqvuUJDU1E2kBvA8eDYpQuaUL+xff0B87sfYetbqWpGRVOx5ciOPE2nt0nZazwf/Xxgc4V1AaHDuzLQwzayM+XVILQSuQnpyVb73eNv9Pnpl8t9jk5GTi4+NxdHQkJiYGlepl8DqFQoGNjU2+QncvW7aMGTNmsGnTJqpUqVIoQwagQuUi2bwu509E4NtS97Xl27IU546H55i3UnUnTMyMsh2vUtsFiUSCRCKhdHl7nsakFkg3OztLPCsVK5BX521RoqItppaG53h2bwT1u5REbqTTy0KZ3WuVW953wZVzkRRxsUblZGlwPDw0Aa/qzgC4lrAh+slzEuJ190Kj0ZKZoUaj1pKRrsbOvnDPka5MgcwMzd9larC1N3zxSpCQmqJ7YaUkZ+nTL5+NpHhpW0qW0XmNrKxNCtU55sSeI3do3Sjn6MW+PiX0z6tnORVRsckA2NmYUamc6q09f0eCrtLezxuJRELlyiVJSkolJuZZNrmUlHR+/yOIIYNbGhy3sDDV/52WloGEgr94Y6KTOHXiHm06Vs4xXSKRkPq3kZOSnIG9gy56+Z/H7tC4eQUUCjlFnZU4u9py8/rjAusB8CgsEfcKDhibyJHJpXhUceJ0cJiBTDlPlf49VdbDkfgc3inXzj+hiLMljk4Fi7ReEDbtuMwXn9TWBzO1s9G1o92HbtK0fhmKFrEyOP6uMDNTIPm7I05Py+JFnxx2Pw6NRkt1n5J6ORPT/L+TXDxsMLH457e8hMw0NQCZqWrMbXJ+D0bfTyL1WSYlvAyjOl8PekLNvz/oJFIJplaKfOv1tpFJ8vf7mMmX31uj0bB9+3a8vLywt7cnMzMzm/FhYmJCZmZmnsscMmQIarWamzdvotFo8qNOnnmWkIbN3x2N0s6UZwlpBSpHrdZy/MAD+n9d822qlyM/LN7Dz8sOUMvHnZHftkWh0N2qy1fCaNdxLo6OVowe6UeZ0k6Fris+MpWwkAQOr7mLXCGj+afuuLjnz217Znc4l4Me41zaihYDymJqUXCjJ/jQPRo0K53teMkydvx1NJSKVYpyOySamKjnxMWkUKa8Ax17V6Zfu7UojOVU9Xalqo9rgesHsHM0x69nRQZ12IzCWE7lmkWp7O1sINNtQBWmfn2AvVtvkJ6uZupi3ZDf4/AkJBKY+s0BkhLSqdu0JB16exZKn1dJS8/iz3MPmfi172vlstQadh66zbhh9d5a3a8SHZ1IkSI2+v+LFLEhOiYRR0fDZ2fR4t182r8xJqbZX+4//BjIjsAzWFqYsuaPbwqsy+J5h/jim0akpuT87vlkcD1GDNnIto3nSUvL4sdfdR6guJjnVPB8eV8dVZbExjwvsB4AxUrZsP7XCyQ9S8fYWM6FUxGULmefq/zhXXeoWit7xOcThx5Qr6lbDjkKxuXrj/HrtxpHewtGDW1AGbfsOoVHJrLvyC0OHb+LrdKM8d80poSrDWERCajVGvoM20RKaiZ9u1SlfcuKBdZFIpHw3RdbkEigbafKtO1UOZvMiaA7/PZTMIlPU5mzuDMAEeFPsbA0YeKIAJ5EJlLNuwSDvvJ9Kx8LDT4tw/bplwn+4x6CINBjZnbvvaAVCP7jHi2/rkD4lQT98fS/P2pObnzAo5AErIuY0mhAWcyV79+g+X8hz0+AIAgEBAQgk8lo1aoVoPPEZGQYunQzMjJQKPJ3A+VyOZUqVeLkyZNERUXlK29+efHFWhBWzj9NeS8V5Sur3ixcCIZ/04b9u8axbfMInj1L5beVhwHwqOBK0KHJ7Nw+ij496zP0q5VvpT6tRkva8ywGLfCm+SfubP7+CvnZfqhmK1e+XV6PLxbXwsLWmP0rbhdYl6wsDWeOh1G3cfZ5C137ViU5OYNhvbawc8t1SrnbI5VJeJ6UwengUH7f0Zt1e/uSnpZF0L47OZSed5KTMjh7IpxftnVh5a7upKerObb/noHMiUMPaNS6NCt2dmfCgmb8OPU4Wq2ARqPl5pVovp3iy6xfW3M6+CFXzxXua/9Vjv4VSpWKTjkOMb3KtB+PUd2zKNU9nV8r9y65eTOC8IhYmjatnGP6t9/4EXx0Fm3b1mDd+uAC1XHy+F1sbMwoWyF3w/7w/hu0bOfJ9oNfMW9JN6ZP2IlW+2622HItoaRjb0+mfn2Aad8eoGQZO72n459cu/CEw7vu0GdodYPjWVkazv0ZTu3GJd+KTh5lVQT5f07gH/3p3bkqw8blHNU6K0uDQiFn28q+dGnnyfjZuq0m1BotIbej+XVeR1Yu7MyyP04RGv60wPr89Hsvlm/sz/dLurBj80WuXIjIJlOvkTtrAwYyY2FHVi49AYBGreXapQiGfNuQX9b148mjRPbvfPOwfV64ciAS3/5lGPRbHRr0L8PBpbeyyVzeH0nJqnZY2hm2PUEjkByfQdFy1vSeX5Oi7tYc/+PuW9GrMEglknz9PmbyZMwIgsDOnTtJSUmha9euyGQyABwdHYmOjtbLZWZm8vTpUxwdCzbpSaPRkJCQ8GbBfGJtY0pCnM6NmxCXipXy9Z1ATmxddZmkxHT6flUjX/nWbzyBX6e5+HWaS3QOLviccHSwRiKRoFDI6di+Jteu6YbFLCxM9PMOfOtXQK3W8DQhOX8nkgNW9iZUqK1CIpHgUlZXd2pS3sd7LWyMkcokSKUSqjd34dGdvJ1nTpz/K5xS5eyxscs+lm5moWD4pEYsWd+VkVMa8SwxHaeiVlw++4giRa2wtjFFLpdRp6EbN68Wzii+cu4xKieLv8uU4uNbnNvXDIdPj+y6Q52/O5tylRzJylSTlJiOnaM5FSoXwUppgrGJnGq1XLl/O75AeqwPuEr7ARtpP2Aj0XG6e7336F1aN8o+QftVlvxxhqeJaYz54u16ZdavD8avwyz8OszCwcGaqKiX7TUqKiHbBN5Ll0O5fj2cRo0n0LPXAsIextCn7w/Zym3bpiYHD14qkE7XLj/iZPBdurRcwpQxAVw8F8a0cYEGMnsCLtOwWQUAKnq5kJmh5lliKvaOlsREJenlYqKf4+BoOLxZEJq0c2fBaj9mLmuNhaWCosWyezrD7j3l59l/MnZuE6ysDd9JF089wq2sHUpb02z58sr6bRdp33817fuvJiUtC3Mz3Uemby03stRaEhKzD22pHCxp5qsbvmxavwy378cCUMTBkjreJTAzVWCjNKO6lyu378UWWLcX19jG1py6jdy5GZK7se9VzZUnkYkkJqTioLKktLuKoi5K5HIpdRuW4e6t6Fzz5ocbx55Qxke3cMG9tiNR95KyyTy584zL+x6xYvBfBK+5x83gKE6svYeJpRFyYyllvF/mj3lQ+HdzYfl/GmbKkzGzZ88eYmNj6dGjB0ZGL4cPypUrR0xMDDdu3ECtVhMcHIxKpdJP7NVqtajVarRaLYIgoFar9UNJjx49Ijw8HI1GQ1ZWFn/++ScpKSm4uGR3txaW6nVdCd53H4DgffepXi9/QxBHdt7h6pnHfD21fq5fWLnRq0c9AreNInDbKFSOeRu6iYnVGQOCIHA46Bplyui+OGPjkvQek6vXHqLVCtgoCz92Xd7HkdCruq+suMgUNGotZlZ5HyZ6/vSld+7mqRgcixe8Mwg+eA/fZjnPBUl+nkFWlu75ORB4k4qVnTCzUOBQxIJb16NJT89CEAQun3uEawmbHMvIKw5FzLkTEktGuhpBELh6/gkuJZQGMvYqc66efwJARFgimZkarG1MqOLtTPj9BDLSdXN4Qi49wbWkMnsleaBXB092rOjBjhU9UNlb8Dw5g3NXImlcJ/fhh617QvjzXDgLJrbI9/P6Rn16+RIYMI7AgHE0aezJjsAzumt+ORRLS9NsQ0w9e9Tnz+OzCToygw3rR1CiuCNr13wLQFjYS+PwSNAV3NyKFEinwV81ZPvBr9i6bxhT5nSgao0STJrlZyCjcrLiwhndisqwB3FkZqpR2phR19edIwdukJmp5nFkIo/Cn1K+YtEC6fEqiU91Q9mxUcmcPvaQ+s0M71dsVDLfjznCN5Pq45yDofPnWxhi6tWpKjtW92fH6v5IJbx8d9x4gqAVUFpnN5Sa1CvNmYs6L8nZSxGUcNXNC2lcrzQXr0aiVmtJS8/i6o0nuJWwzZY/L6SlZernL6WlZXL+VCglSxmufnwUnqDX987NKLIyNVgrTSnn4UTy83QSn+oMsYvnHlI8h+GygmBhY8yjkEQAIq4loHTK/kHV6hsPBv5ahwG/1Ma3b2nK+xahXh/dROVS1e2JCNEZ9+FXE7B1zXly87+JVJK/38fMG+fMJCYmcuHCBWQyGfPnz9cfb9OmDZ6ennTt2pW9e/cSEBCAs7MznTt31stcvXqVwMCXX0gzZ87Ey8uL9u3bo1ar2b9/PwkJCUilUlQqFT179sTSsnBfRYsmB3PjUjTPE9MZ0n4rXT6rjF+fivw4MZiju+9iX8SCb6fr5hrcvxnHoR13GDxWt0Rx8pB9RIY/Iz1VzZD2W/l8bG0qezuzYv5pHFTmTBi0F4CavsXp/KlXrjrkRmxcEp26LSA5OR2pVMIf64LZGzgWCwsTBg75lRlTu6NytGbk6HUkJCQjCALlyjozdbJulc+Bg1fYuPkkMpkUExMjFs7rl+8hsy1zrxJ67SmpSVnM6xdMo16lqNrUmYBFIfz0xUlkRlI6fVsRiURCUnw6OxbfoO/UqrnmrdbMhQO/3+HJg+dIJKB0NMVvWIV8XxvQTfS7dCaCL8fW1x/bsy0EgNadPIgITWDB1CAkEijuZsvXExoCUK6iirqN3fiqjz8ymQS3sg607FAwHV7g7uFIrYYlGNEvEKlcgpu7Hc38yrLht4uULm9PzXrF+OSrmiydfZJdm66DRMJXE+ojkUiwsDKmbQ8Pvvt0J0igWi1Xqtcp3ByeFxz68wF1qhfD7B+THgeN2cn0kY1Q2VswZeFRihaxpPvQrQA0rVeKof1qEvs0hc6fbyb57xUga/wvs2d1byzMCzau7+tbkeDjITRtPhlTEwWzZvXRp/l1mEVgwLjX5l+wcAehodFIpBKci9oytRArmXJixdJgylVwom4Dd4YOb8LcaXvZsv4sEmDc1LZIJBJKlnagUdPy9On4KzKZlOFjm7+V+RdzxwXx/FkGcrmEQSNrYW5pzP7tumGLFh3LsWXVZZ4nZfDr/FMAyGQS5v+uM8DS07K4fPYxg0fXybX8/HLg2B02BVzWvTuM5Sz4+/wBBo30Z/qYFqjsLRjY25vvpu1h9ZbzmJkaMWN0cwBKlbCjnndJ/PqvRiqR0LltJdzd8rf9wgsS4lOZOHw7oJu437hlBbzruBG4VeeZ8+tSheNHbnNw93VkchnGxnImfe/39zJtCUOGN2T44E0IgoB7+SK06Zj/d/Gehdd5FJJI2vMsfht4klrdStJ0SDmOrrqLViMgV0hpOli35DrqXhJXD0bS7Ivyry2zXu9S7Ft8g2Or7mJqraD50NfL/xt87N6W/PDRx2YSwxm8BjGcwWsRwxnkjhjO4PWI4QxyRwxn8Hr+zXAGo07mbxuPuXV+e0eavHs++thMIiIiIiIiItn5f/LMiMaMiIiIiIjIf5CPfR5Mfvg/2uxYRERERERE5L+I6JkRERERERH5DyIOM4mIiIiIiIh81HzsG+Hlh49+NZOIiIiIiIhIdqaf/Txf8hNr/vqONHn3fPSemYfPl75vFfQUt/yCpMxt71sNPVaKTgjxq9+3Gnokdv0ROPq+1dAjoSHpmj3vWw0ATGStydB8OMv6jWUtQXPofavxEllTUtW73rcWeszkbXmc8mEshQYoaj7gg2lbEhpyOmrK+1ZDj0+RKVyNn/2+1dDjaTf2X6vr/2kC8EdvzIiIiIiIiIj8e2RlZbFx40Zu3rxJSkoKDg4OtGvXDi8v3QaGkZGRrF27lkePHuHg4EDPnj0pU0a3s/vNmzdZu3YtWVlZdO3alRo1dCGCNBoNc+fO5fPPP8fWNv+7S4urmURERERERP6DyCSSfP3yilarxcbGhhEjRvDjjz/SoUMHVq5cSXR0NBqNhp9//pnKlSvzww8/0KJFC5YuXUpKSgoAmzdvpnfv3nz77bds2LABrVYLwIEDB6hRo0aBDBnIg2dGrVazZ88eQkNDSUtLw8bGhsaNG+utrAcPHrB3716ePXuGi4sLfn5+KJVKAEJCQjh9+jRRUVE4OzvTv3//HOu4cuUKO3bsoG3btlStWrVAJ5Ibyc8zWDj9MGH345FIYMSkplTwfBldNyU5gzkTDxAb9RyNRkvn3lVp3s4DgHFf7uDmtSdUrFyU6T/65VZFnsnIyGJQ/+VkZapRa7Q0blqRz4c2MZBZ/8efBG4/h0wmQ2lrxqRpnXAqqosztHjhPv48fhtBK+BdqzQjxrQpcARwgDMXHzJ09DZciupiwzT1LcvQT+tmk3v0OJHhk3aQ+CwNj3JOfD+pLQojGZsCLrJ+20VkMglmpgqmjW5J6ZIFj5Ny4ngIM2duQavV0rlLHQYNamGQfu7cXWbP2sLt25EsWPgZLVpU06fNn7ed4ODrAAz5ohWtWhlGIc4vk8Zv4njwDWxtLdi+c1S29KRnqUyasIlHEfEojOVMndFdH0Nr7R/BbPc/jUQioYy7E9NmdsfYOO+xrnLWZwPBf+sTsHNMrnLXr4XTp+ePfD+/L82aV+bsmbvMm/MyQnJoaAxz5/elURPPQukDcP9BFOPGryPkxiO+/boNn33aJEe5iEdxDB/xO4mJKXh4FGPunL4oFHK2B5xm7vwd+phlvXv50qVz7QLpEvUkkYljNxIf/xyJREKnLj707GMYZDP0QQyTJ2zm1o1HDPu6JX0/aaBPO3niFvPmBKLVaGnfyZtPBzYqkB4v6N76V8zMFUilEmQyKb+u72uQnvw8g1kT9hAdlYRGo6Vbnxq09KsEQOPq8ylZWteOVEWsmPljx0LpAm9uW7//fhj/rX8ik8mwtbVg5qy+ODvbcfNmBFOmbCAlOR2pVMrgIS0L1LZWzDnN5VOPsbIxYdbqVgCcPRpOwOprPHmYxORfmlGynF2u+bUaLZMHHcDGwYzhc3ThaA5tv8NB/9vERCazJLAjlkrjfOv1gj2bb3Bk5x0EoEm7MrTu5mGQHnLxCd+PDsKxqAUA3r7F6fJpZQB2bwrhyK67SIBipWz4YnwdFMYfxqDHuxpmMjY2pm3btvr/K1asiKOjI2FhYcTHx5OVlUWzZs2QSqV4e3sTFBTEpUuXqFu3LnFxcbi7uyOXy5HL5SQnJ5OZmcn169cZOXJkgXV64xXXarVYW1vTv39/rK2tuXv3Lv7+/gwZMgSFQsGWLVto27YtZcuWJSgoCH9/fwYMGACAqakpPj4+xMXFERoammP5aWlpnDhxAgeHgsX5eBNL5wdTo3ZxJs1tTVaWhox0tUH6zi1XKF7Sluk/tCMxIZXPOq2hUctyGBnJ6NKnKunpavZufzsh5hUKOctWfoaZmTHqLA0D+v1K7bruVPIqppcpW96JNZuGYmKqwH/zaRYv3M/s+T24cvkhVy49ZOO2rwAY2PdXLp4PpVqNwgWjq+blwq/zu75WZv7So/TrVpPWTSswee5+tu26Qo+OVWnTzIPuHXTGZ9CJu8xZfJgVP3QvkB4ajZZp0zay6vevUals6NJ5No0aeVK69Mugf05ONsye3Y9Vqwznchw7do0bN8IJ2DGezEw1ffsspH59DywsCh5x2K9DDXr0qsv4MRtyTF/x22HKlXPmx58+JfRBNLOmb2f570OIjk5kw7oTBOwahYmJgu++/YP9ey/h16FmgXUBaNfBm+696jF+zPpcZTQaLT8s3EWt2mX1x2p6l2FrgM4Ye5aYQusWM6lVp1yhdHmB0tqc8eO6cOTIldfKzV8QSP9+DWndqjqTpmzEf/spenbXGRqtWlZl0oTXP395QSaXMnxUW8pXcCElJZ2eXX7Eu1YZSpV+GbzS2tqU0WP9OBoUYpBXo9EyZ2YAy5YPQqWyple3Rfg2rGCQtyD88Gs3rG1yDja4Y8slirvZMWtRRxITUunbYSVNWlXAyEiGwljOik39C1X3q+SlbZUv74r/tnGYmirYuCGY+fO288OPAzExUfD99/0pUUJFdHQinTvNom7dClhZ5S+IYt2WbjTp6M5vs07rj7mUtOar6fVYveDcG/Mf9L9D0eLWpKVm6Y+5V7Sncq2izPkmKF+6/JPw+wkc2XmH2SvbIJdLmTn8EFXruOLkYmUgV95Lxdj5hgZ7fGwKe7fe5IcN7TE2lrNwwjFOHg6lYeucg+X+2xjJ8iefmppKamr2aOpmZmaYmeV+z58/f05UVBRFixbl9u3bODs7I5W+HPhxdXXl8WNdZPSiRYty69YtbGxskEqlWFhYsHTpUrp06WKQJ7+8MadCoaBBgwYolUokEgnu7u4olUoeP37MzZs3cXBwwMPDA7lcToMGDYiOjiYuLg4ANzc3PDw8Xhs88siRI3h7e7/2QhWUlOQMrl2KpIWfzso2MpJhYfkP610iITU1E0EQSEvNwtLKRB9orkrNYpiZFSwIX05IJBLMzHT1q9Ua1GptNs9K9ZqlMDHV1VnJsxgx0boI2hIkZGaoycrS6Dw7ai22dhZvTbfcEASB0xce0ryhrgNs37Iih4/fAcDC/OW1TE3LLJSX6OrVMIoVd8TV1QGFQk6r1jU4cuSqgYyLiz1ly7kg+cfnxv17T6hevQxyuQwzM2PKlnXmxHHDDiu/VKteCivr3J/JB/ejqemte2GVdFPx+PFT4uOeA7rOIyM9C7VaQ1p6Fg55jJb+OqpXL4X1a/QB2LD+OE2beub6XBw6eIW69cpjavp2nmk7O0s8KxVHLs/9jSkIAqfP3KF5syoAdGjv/UbjpyA4OFhRvoILAObmJpR0UxEbk2QgY2tniUelYsjlhq+969fCcXW1w8XVDiOFnOatKnPsaOGenzchkfDKeyfT4L3ztslL2/LxKat/LrwqlyQqShf9uWRJFSVKqABQqZTY2lry9OnzfOtQzssRc0vD565oCWucilnlkuMlT2NSuXL6Mb5tDD/cirvb4uBU+Hdg5MNnlPZwwNhEjkwupUKVIpw99jDP+bUaLZkZGjRqLRnpamzt33+07IJy5MgRxo8fn+135Ejucdo0Gg2rVq2ievXquLq6kpGRgamp4Yekqakp6enpAPTp04f9+/ezZs0a+vfvz6VLl7C1tcXa2pqlS5cyf/58Lly4kG/d8+0LS05OJj4+HkdHR86dO4dKpdKnKRQKbGxsiImJwd7+zcMNkZGRPH78mNatWxMS8vZfHlGRSSiVpsyfeogHd+IoU96RISN9MX0l4rBfVy8mD99FjxYrSE3NYvzslkjf4RRwjUZLn24/8yg8ni7dfajomXs05cDt56ld1x0Az8rFqFbTjZaNZiMIAl171KKkm2Oh9bl8PRK/vitxtLdg1LBGlPlHJNzEZ2lYWRjrO4AijlbExL58ma3fdoHVG8+Spdaw+qeCRz2Ojk7AqYiN/v8iKiVXrubszfsnZcu58POS3XzyaVPS0zI5c+YOpUo7vTljIXAvW5Qjh69Stbob164+5MnjBKKjE6ng4Uq/TxrQvPF0TEyMqFW7LLXrlH1jeYUlOjqRoMPXWLl6KNcnhOcos2/fJfr2a/DOdXmVhMQUrCxN9QZPEZUN0X8b6AAHD17m3Pl7lCzhyNjRnXByssmtqDzzOPIpt29GUtGz2JuFgZjoZ6iclPr/VSol16/mvTPLCYlEwndDtwIS2nbyom0nw8jOHbpVZfy32+ncfBmpKZlMmtNW/97JzFTzea81yGRSen7iTd2GhfvKz2/b8vc/Sf36FbMdv3o1lKwsDcWKvRsvem6sX3KRroMrk/6KV+Zt4uqmZOOvF3n+LB2FsZyLfz2iVPnsQ153rscysm8gNvZm9B1WHVc3G+wczGnboyJDOmxFYSzDq6YzXt7O70TPgpCfeTAAjRs3platWtmO5+Zs0Gq1/P777wD07t0b0A1BpaWlGcilp6djYmIC6Lw0L4aT0tPTWbBgAcOHD2ft2rVUr16dSpUqMXXqVMqVK4e5uXmedc/Xp4BGo2H79u14eXlhb29PZmamXsEXmJiYkJmZ+caytFote/bsoVWrVoX6on+9vlru3o6hTWdPlm3oiYmpEZtXnzeQOX/qIW7u9mzcP4BlG3qyZO4xUpIz3ok+ADKZlA3+X7Ln8GhCrkdw725UjnJ7d13i5o1I+nxSH4CI8HjCHsSy5/Bo9h4Zw/kz97l0IW+dfW54lC1C0PahBK75jN6dqzFsTP6XlffqVI1D/kMY8UVDlq0+WSh9CkrduhXw9a1Ij+5zGTFiBZUrl0RWCHdlXvh0YGOSktLo2mE+G9f/SbnyOrdq0rNUjgZdZ++hCRw6NoW0tEx27zz/5gILydzZAXwzom2ubtrY2Gfcu/OY2m9piOlt0LBhRYIOT2XXjnHUrlWO0ePWFrrM1JQMRn7zByPH+GFhYfLmDO+Ixat68NuGfny/pBM7tlziyoUIg/Rzp0Ip7e6I/4EhrNjYj8XfH9G/dzbt+Zxf1/dlwqw2LJkfRGREwr+m987AM4RcD+ezAU0NjsfEPGPUd6uZNbtvoYYC8svlvyKxUhpTsmzBJoXmBZcSSvx6V2T6N4eY+e0hSrjbZvugLVnWjqXbOzN/jR8tO5dn7hjd0FZyUgbnToTzs39nftvZjYy0LI7vv//OdM0vUkn+fmZmZtjb22f75WTMCILAmjVrSExMZMiQIcjlOt9I0aJFiYyM1E/sBYiIiKBo0aLZyggMDKRZs2aYmpoSGRlJ8eLFMTU1RalUEhMTk79zzaugIAgEBAQgk8lo1Uo3gUuhUJCRYdjxZ2RkoFC82Y39wqvj4uKSL4Xzg72jBQ6OFpSvqBv7rte4NPduGV6gg7tuULdRaSQSCc6uSooUtSIi7N2/PCytTKlWw41TJ+9mSztz6h6/Lz/GgsV9UCh0D8ixIyFU9HTFzMwYMzNjatV159qViGx538T6bRdo328l7futJCU1E/O/h9F8a5cmS60lIdFwvFRpbUpScgZqte7BjIpJwtEh+7Bh6yYVOHI8+7nkFZXKhidRL697VHQiKlXev9IHD2nFjsAJrPr9GwSgRMnCe61eh4WFCdNn9WBLwEhmzulJwtNkXFztOH3qDs7OttjaWmBkJKNx00pcuRz2TnUBCAmJYPSIP2jRZCqHDlxh5nR/gg6/HEo4sP8yjZp4YpTfQfR/sH5DMH4dZuPXYTbRMYlvlLdRmpP0PA21WgNAVHQCKpX132kWKBQ6L2mXzrUJCcnZo5RXsrI0jPzmD1q2rkrjppXynM9RZU30k0T9/9HRiTioCjc06OCoayM2tubUa1iGWyFPDNL37bxOvUbuuvdOMRuciloTHvbUIG9RFyWVq7ty73b+Xur/JK9t66+/bvLLL/tYumyI/r4AJCenMfjzJXzzbTsqVy7cHL38cud6LJf+imREt50sm/YXNy9G88uMv956PY3bujP397ZMW9YSC0sFRV0N77+ZuQJTM901qVrbBY1aS1JiOtfOP8GxqCXWNibI5VK8GxTn9rXC3a+3iUySv19+2LBhA1FRUQwbNsygzy9btixGRkYcOnSIrKwszp49S3R0NFWqVDHIHx4eTkxMjH5ptr29Pbdu3SIpKYmYmJh8r2rK0zCTIAjs3LmTlJQUevbsiUymeyE6Ojpy5crL8e/MzEyePn2Ko+ObO5LQ0FAePnzI3bu6DjAtLY2oqCiioqL0xlJhsbU3x0FlSURYAq4lbLh0NoJiboYXyLGIJZfORlCpijMJ8Sk8epiAk0vh5zjkRMLTZORyGZZWpqSnZ3H29D36fuprIHP75mNmT9vB4l/6G8x9UDkp2eF/TtcpCHDxQig9etfJtw69OlWjVyfdKqDY+GQEQUAikXD1xmMEQUBpbTjWKZFI8K5anANHb9G6aQV27LtO43o6t3dYxFNKuOqu57G/7lHcteBDBJUqFedhWAyPIuJwVCnZu+cc8xd8lqe8Go2WpKRUbGwsuH3rEXduR1KnToUC65IXkpLSMDUxwkghZ7v/aapWL4WFhQlFnGy4euUhaWmZmJgYceb0XSp45D6U+LbYf2iS/u8J49ZT39fDYMXSvj0X+frbNoWup1dPX3r19H2z4N9IJBK8a7pz4OAlWreqTsCOMzRqpNMrJvYZjg66thZ09Bql3Ao+4VYQBKZO2kJJNxV9+uddPwCPiq6Eh8cR+SgeR0drDuy9zOx5vQqsS1paJoJW1wGmpWVy/nQYfQcartJSFbHk4tmHeFZ14Wl8ChEPn1LU2ZrnSekYm8hRKOQ8S0jl+uVIuvcr3OTxvLStGzfCmTxpPctXfImd3ct5LJmZaoYN/QU/Px+D1YP/Fl0HVabroMoA3LwUzb7Ntxg8oWAr3l7Hs6dpWNuaEhuVzJljD5m1vLVBekJ8KkpbUyQSCXdvxKIVwNLaGHuVOXdDYslIV6MwlnHt/BNKlSv4is6Phfj4eI4fP45cLmfUqJerPVu0aEGrVq0YOnQoa9asYdeuXdjb2zNkyBCDISOtVsuWLVvo16+f/lj79u1ZuXIlgYGBtGzZEmvr/PXDeTJm9uzZQ2xsLH379sXI6KXFXq5cOQ4dOsSNGzdwd3cnODgYlUqlny+j1Wr1P0EQUKvVSCQSZDIZ7du3R61+ubJo8+bNVKhQIZv1VliGfteAORP3o87SUMTZmpGTm7LbX/fF2qazJ70G1GTelEMM6rYOQYDPvqyLtVLXoQ8fsJWIsATS0jLp2Wolwyc2oXqt4gXWJS72OVMm+KPVCGgFLU2aVaKebzl+WXKI8h4u+DYsz6IF+0hLzWDMiI0AFHGyZuFPfWnctCLnz9ynR8fFSCRQq4479RuUL9S1OXD0FpsCLiGTSTExlrNgmp9+yG/QiM1MH9MKlYMlI79owPBJgSz6LZjy7kXo3FY3/r/e/wKnzochl0uxsjRhzoSCd5ZyuYyJk7rx2YDFaDVaOnWqTZkyRVm8aCcVKxanUWMvrl0NY9iwX0hKSuXo0Wss+Wk3u/dMRq3W0LvXfAAsLEyZO++T105KzQujR67l/Nl7JCam0LThVIYMa446S+ed6tq9NqEPopkwdiMSCZQqXYSp07sB4OlVnKbNvOjeeSEymZRy5Z3p3DX7GHR+GTXyD86fvU9iYjJNGk7mi2EtUWdp/tbn9UZtZGQ80VGJVK9RqtB6vEpsbBKdus4lOTkdqVTCH2uPsXfXeCwsTBn4+VJmTO+JylHJdyP8+Hbk7/y4aDfly7vSpZPueqxde4ygo9eQyWVYW5sxe1bvAuty+WIYe3ZeoIy7E906LgRg2DctiXqi80h06VabuNgkenVbREpyOhKphPVrT7Bt53dYWJgwenwHvhi0HK1WwK9DjUKtZEqIT2XiiB2AztBu0qI8NeuUZKf/ZQDada5Mn4G1+X7yXj7t+juCAIO+qo+1jRnXr0SycOZBJBIJgiDQ4xNvSrgVrnPMS9uaN3c7qakZfPP1cgCcnGxZ9ssX7N93gfPn75KYmEJAwCkAZs/pR/ny+TPQl049ya3LMSQ/y+Cbzjvo8EklzC0VrFt8geeJGSwcE0yx0jZ8N78hCXGprJp7lhFzG7y2zIP+t9m76SbPnqYz4dN9ePo48dko7wJdo/njj/L8WQZyuZQBI30wtzTmYMAtAJp1KMfpow85GHAbmUyCwljGt9N8dVsveDjg07A4o/rvRCaTUsLdliZ+7gXS4V3wrqZ/2tnZ8euvuYc+cHZ2ZuzY3Hc6lkql2ZZhu7q6MmXKlALr9MbYTImJiSxatAiZTGYwVtqmTRs8PT0N9plxdnamffv2+n1mLl++TGBgoEF5Xl5etG/fPls9q1evxtPTM9/7zIjhDHJHDGfwesRwBrkjhjN4PWI4g9wRwxm8nn8znMGKkC/yJT/A48PpT/PLGz0zSqWSyZMn55ru5ubGsGHDckyrXLkylStXzpMiuW2oJyIiIiIiIpJ/xNhMIiIiIiIiIh81+Z3U+zEjxmYSERERERER+agRPTMiIiIiIiL/QaTvaA+3DxHRmBEREREREfkPYvR/NGnmjauZRERERERERD4+ttz9Ml/yXcv89I40efd89J6ZLO2B962CHiNpcxIztr5vNfQojbt8cEvXPzR9PpTlvmbytuLS7Ncha/rBLD0G3fJjyRCf962GHmHZafY/HPVmwX+BFsXnfnBLoePS171vNfTYmxR8PyWR3PnojRkRERERERGR7IhzZkREREREREQ+aqSS/58Fy280ZtRqNXv27CE0NJS0tDRsbGxo3LgxZcro4vO8ugOwi4sLfn5++h2AQ0JCOH36NFFRUTg7O2fbGG/q1KkG4REqVqxIu3bt3trJTRi/nuPHQrC1tWTHruy7Lj54EM3Eceu5cSOCr75pwyefNjZI12i0dOsyD0dHJUt/+bzQ+mRkZDH4kxVkZmrQaLQ0auLBoKGNc5QNOhTC2BEbWb1xCOU9nNm/5zLrVv+pT793J5o1m7/AvZxTgfVJfp7BwumHCbsfj0QCIyY1pYLny/KeJ6WzYNphnjxKRKGQM3xSE0qWticiLIGZ4/bq5aIik+j7uQ8dexYuFEVB9clL3vwS9SSRiWM3Eh//HIlEQqcuPvTsU89AJvRBDJMnbObWjUcM+7olfT9poE87eeIW8+YEotVoad/Jm08HNiqwLgCTxm8gOPgGtrYWBOwcky396JFrLPlpL1KJBJlcxqgxHahaTRcUMHDHWZb/chCAgYOb4de+cLF+XiAIAjNn+RN8PAQTUwVzZvXBo0L2be4zM9VMn7mFs2fvIpFK+fbrNjRvVoXIyKeMm7COpwnJKK3NmPd9P4oUKXh8rxPHQ5g5cwtarZbOXeowaFCLf+iRxehRqwkJCUepNGfhDwNwcdE9P7/+up9t/ieRSqWMn9CVevU8CqSDVCLl/NjfiUyMpe3Skaz7ZCrVi5cjS6PmbNgNPl8/B7VWky3fvmE/4FOyIn/ev0LbpS+3eT8+4hcsjXURix0tbTgbdoMOv45+ox4bFlwi5HQUFkpjxi7XPXt7Vt/k2qkopBKwUBrT67sqWNsZxmK7ezmWgF+u6/+Pjkim37jqeNZx4valWHYuD0HQCihM5fQaWQUHZwsKwp7NNziy8w4C0KRdGVp3M7zeIRef8P3oIByL6sr39i1Ol08rA5DyPINls/8i4kECEomEIePqULZS4QPLajRaPuuxAgdHK+Yt6Z4t/ciBEFb9chyAMmVVTJnTUZ+WkpxBrw7LqNewLCPGtSy0Lm8L0TPzClqtFmtra/r374+1tTV3797F39+fIUOGoFAo2LJlC23btqVs2bIEBQXh7+/PgAEDADA1NcXHx4e4uDhCQ0NzLH/w4MH5jo6ZV9q396Znz/qMG5PzeKm1tRljxnci6Mi1HNPXrT2Gm1sRkpPT34o+CoWcn1d8ipmZMeosDYP6LadWXXcqeRl2ACkpGWxe/xcelV5GFG/RujItWlcG4N6dKEZ9s75QhgzA0vnB1KhdnElzW5OVpSEjXW2QvvH3c5Ryt2fK/DaEhz1lyfdHmbvsf+ydd1hUx9eA392l97qLAiKoiNLsvSDYK/YWS2L5xcQkxhZ7b1FTNJpETWKMXVEEBSv23kXFriCCsPTetnx/rC6uoNJMzJd98/DEvXPmztnZuXPPnCmnN45VLfl1iyoQn1yuYFDn32nepvxxf8qqT0nylhaRjpDxk7tRq7YDWVm5DOr7I42b1tCI2WNubsg3U3tw7OhtjbxyuYIlCwP5Zd1oJBJzBvdfQes2tcsV76d7z8YMGNyS6VM2F5veuIkrPr4eCAQC7t+LZeL4PwkOmUZaaha//nyQbTvGIxAI6N/3O9q08cDM3KjMurzk5MkIIqMSOHRgNjfCI5kzdxs7t08qIvfrmoNYWZlycP9sFAoFqWmqyOzfLgvEv0cjevo34dz5e3z3QzDLvh1WJH9JkMsVzJu3lT/Wf4VEYknfPovx9fWievXKapmAnWcwMzPi0OH5hIRc4rvlgfzw4ygePowlNOQS+0JmIY1P4+OPf+TAwXmIRKUf1X7l2587cZGYGaiC6m2+eICP1qtOUN/yyTxGtujBryd3F8m37PBmjPQM+F9Lf43rrb77tFD/0YsJunGyRHo0audIy+7ObFp6VX3Nr291ugxXxXM7EfiIA5vu0/8rb418NerYMvnXNgBkpeez4OMjuNW3BWDnyhuMnNsYuyqmnAp+wqEt9xk8qXThZwCePkohLPg+i3/vio6OkIXjD1OvuSOVHMw05Gp5S5i6vG2R/Ot/vEjdJvZMXNSGggI5+eV81l+yc/NFqrrYkJWZXyQtOiqJjb+f4ZcNwzEzMyQlKUsjfd3q49SpX6VC9KhI/kvGzDufVj09PXx8fLCwsEAgEODq6oqFhQWxsbHcuXMHW1tb3N3d0dHRwcfHh/j4eBITEwFVqAN3d3dMTU3f+xcpjgYNq2Nu8eZO29raFE9PJ3R0ilZDXFwKJ09E0LtP+YMEvkQgEGBkpA+ATCZHJpNTXFtbs+oIQz5phb5+8bbmof3htOvoVWxaScnKzOPmtRg69lCNiHR1RZiY6mvIPH2cTJ2GKkOrSlUr4mMzijzE1y5FU8neHEklzY7o79SnJHlLi62tGbVqq4xJY2MDnF0kJEjTNWSsrE1x96xSpP3cuvkUR0drHByt0dXToUPnOhw/pmnwlJYGDaph/hYDxMhYXx0kNCcnT92uzpy5S9OmrphbGGNmbkTTpq6cPn2nXLq8JOxoOP49GiEQCKjj7Ux6Rg7ShLQicrsCz/G/Ue0BVYA5K0vVaPvRo+c0aVwTgCaNXQk7WvygoiSEh0dSxUmMo6Mteno6dO7SkLCw8KL69lQ9zx061OPcubsolUrCwsLp3KUhenq6ODjaUMVJTHh4ZKl1sLewpYtHM347E6y+tv/2OfW/L0ZG4GBRvAfh6L3LZORmv/HepgZG+Nasz54bJ0qkS3UvG4xM9TSuGRgXesHzc4vve17lxqlYajWQoGeg6ocEAsjNKgBU/zezNiiRLq8TE5VGdXdb9A10EOkIqV3XjovHo0qUNyszn4jr8fh2U80M6OqKMC7nsw4gjU/n7KkHdOtZvHc5ePc1eg1oiJmZypNlaV0YAfpuxHOSkzJp2LRiA7lqKR2lHnpkZmaSlJSEWCxGKpUikUjUaXp6elhaWiKVSkt8v/Xr17N8+XK2b99OampqadV5b3y7eDfjJ3ZHUMH79OVyBR/1XUVHnyU0alodDy9Nr8zdiFji49Jo0armG+9x5OBN2ncqnzETF5OOhYUhy+ceZsygLXw//wg5OQUaMi6uNpw++lCl16044uPSSZBmasicOHifNh3erOvfoU9J8paH2Jhk7t2JwcOrZCMvaXwakkoW6s8SiQUJ8UVf8hVN2JFwundZxOefrmPegoFqXewqFU7dSOwskFaQLvHSVI1pITuJBfHxqRoy6emqF/SKn/bRs/cSvhz3O4mJKqPQzc2eQ0euA3D4yA2ysnJJSdVsXyXWJT6FSkV0SdGQkcanUulFXejoiDA1NSQ1JatEeUvCj32/ZnLgKhSKoqdd6AhFDGnciQMR54rJ+W78vVsTdvftBk9J2Lc+gtmDDnL56DM6D3V7q+zV4zHUa2Ov/jzg67qsmXGeWYMOciksmnb9a5RJB0cXC+7eiCcjLZe8XBlXzz4jUZpVRO7+rQQmDg1i4fjDRD9W/R7S2AzMLAxYvfA0k4YF88viM+RWwLO+YulBPvu67Rv7++ioJKKjkvh02HpGffQH58+o+iGFQsmq7w4zdkK7cuvwPhAKBKX6+zdTKmNGLpeze/duvL29sbGxIT8/HwMDTevcwMCA/PyibrriGD58OOPGjWPs2LGYmpqyZcsWFApFaVR6Lxw/dgsrK1Pc3SvebSgSCdm0cyx7D0/i9q1nPHoQr05TKBSsWB7KVxPfPOd6KzwaAwM9qtWQvFGmJMjlCh7ck9K1jxe/bBmEgaEu2/+8rCHTf1gDsjLz+HTQZoK236B6TVtEr0ROLyiQc+7kY1q1rV4uXcqrT0nylpXsrDwmjtvAxCk9MDEp20j078KvrRfBIdP4cdUIVq38MLZ5y+QK4uJSqVvHhcBdU6hbpyrfLgsEYPKknly69BD/Xku4eOkhEomFRvv6N9HFoznSjBSuPr1XbPrPAydz8uE1Tj+8Uab7D2zYnq2Xy79VvuvHtZm7pQMNfB04GVz81D9AWlIusZHp1GpQ6Ek6vvsR/1vQhHlbOtC4fRUC19x6Y/634VDVgh4feTB/3GEWfn2Yqq5WCF8zIpxrWvPz7j4s/6sHnfrUYumUowAo5Eqe3E+iQ083lm3ojr6BDns2lt2jB3DmxH0srYxxq/3maXu5TMmzqGRW/TaUuUt68u3cEDLSc9m9/TJNW1RHLCmfZ/p9ISzlf/9mSrybSalUEhgYiEgkonPnzoDKE5OXl6chl5eXh56eXnG3KIKTkxMAIpGIjh07smTJEhISEjS8Pf8E16495vixm5w6GUFefgFZmbl8M/kvvl06tMLKMDUzpH5DZ86deaA2TLKz8nn0UMpnI34HICkxk4lfbmL5yo+o5a4aIR0+cJP2nTzLXb6N2ARbsQm1PFTrOFr6VS9iABib6DNxtmp6QKlUMrT7euzsCx/aS2ciqe4m1nC5/hP65OXK3pm3LBQUyJk4bgOdutTDr13J61wsMSf+ear6c3x8KrYS83LrU1IaNKjGzGdJpKRkIpaYc/niw0Jd4lJp0KjsxufmLSfYsfMsAJ6eTsTFFXow4uJTkUgsNOQtLYwxNNSjfTvV2oyOHeoRsEvlnZCILVi1chSgWid26PB1zMzKtpZHIrHkeRFdNBcTiyUWPH+egp2dJTKZnIyMHCwsjUuU9100r+ZFd6+WdPZohoGOHmaGxmwcPochf85hVpcR2JpY8L+1S8r03ayNzWnkVJuev7574W9Jqe/nwJrp59/onbl2MgavZpUQvZhCzUzNI+ZxGlVrqdY31vWx59dpZfMyAfh1c8WvmysAW369grWtZh9iZFz4DqnXzIHflp8jPTUXK7ER1rZG1HBXreNp2qYqgeU0ZsKvR3P6+H3OnX5Ifp6MrKw85k4NZPbinmoZW4kp7p726OiKqOxgiaOTFc+eJnMr/BnhV5+ye8dlcrLzKSiQY2Skx5hxxW/s+Lv5t3tbSkOJTDGlUklwcDBZWVn069cPkUgEgFgsJj6+0LOQn59PcnIyYnH5V5b/k3w9vjthx+dzKGwOy74bTqPGrhViyKQkZ5GRngNAbm4BF889oqqzjTrdxNSAQyensefARPYcmIiHl4OGIaNQKAg7dJN25ZxiArCyMcZWYkp0pKoTv3YxmioumguxMzPyKChQ7bzYv+c2nnXtMTYpnJ8+dvA+bTq4lluX8upTkrylRalUMnfWDpxdJAwZ3rpUed09HHn6NJGYZ0kU5Ms4GHodnzZl2x1TUp5GJfDyMO+IiGgK8mVYWBjTvLkbZ8/eIz0tm/S0bM6evUfz5m+fXngbgwe1JihwKkGBU2nr58WeoIsolUqu33iCqakhYltNo00gENDGx4MLFx8AcO78PapVU42Ak1My1Z7YtesO0rtX2Q+h8/R0IipSyrPoRPLzZYSGXMLXV/M58fX1Yk+g6gV88OBVmjSpiUAgwNfXi9CQS+TnF/AsOpGoSCleXlVLVf60oF9wnNYd5xk9GfD7TI7eu8yQP+cwonl3OtRqzMA/ZlHWw9b71PNl363T5MlK5vF+E9KYwim8W2fjkDi+eSfS1WMx1H9lisnQVJfcLBnSZ6p73LuSgKRK2ddCpiWr+sGEuEwuHI+iRXtnjfSUpGx1fT2ISEChBFNzfSytjbCWGBMTpZoqvXk5Fgfn8g0Uxnzlx57D49i1/0vmftuL+g2dNQwZgFa+Nbl6WbWuJzUlm+ioZCo7WDBncU92H/yKXfu/5PPx7ejY1euDMWT+a5TIMxMSEkJCQgJDhw7V2Ert5ubG4cOHiYiIwNXVlRMnTiCRSLCxUb2gFQqF+k+pVCKTyRAIBIhEIqRSKQqFArFYjEwm4+jRo5iZmanzVgSTJvzJpYsPSU3NxM9nJp+N7YxMpnoZ9h/QgsSEdPr3XUZmZi5CoZBNfx0naN80TEwM33HnspGYmMG8GbtQyBUoFEr8OnjQorUba1YfoVZte1q1qfXW/NeuRCKWmGPvUDG7vz6f5MOSmQeQFcixszdn4ux27AtQLZrs2seLp0+SWTbnEALAqZo142cW7izIySng6sWnjJtevi3HFaVPcXnLw/WrkYQEX6GGayX69/oegLHjOhH3XGUw9e3fjMSEdAb3X0FWZi4CoYDNG0+xK3gSJiYGfDO9J5+NXodCoaRHz4bl2skEMHniBi5ffERqaiZt28zms7GdkL0w7PoNaM6RwzfYG3QZHR0h+ga6LP1uGAKBAHMLY/73aXsG9lN9h0/HdMDcovyeNIDWrdw5cfI27TrOxdBAl0ULC0827dFzMUGBquMQJo73Z/KUDSxasgsrSxMWv5C7ePEB3/8QjEAADRpUZ/bMfmXWRUdHxMxZ/RkxciUKuYLevZtRo0ZlVq4IxsPDCV8/b/r0ac7kSetp324m5uZGfP+DatdljRqV6dSpPl06z0UkEjFr1oAy7WQqjl8HTiYqOY5zk9YBsPv6ceaH/kH9Km582qoXozYtAlRbsN0kTpjoGxK9KJgRGxdy6M4FAAY0aMeSg3+VqtwNiy7zMDyRzLR8Zg06SKchbkRcikcanYlAKMBKbEi/FzuZnt5P4cy+SAaOVy1+TYrLJjUhh2pehX2xSCSk/zhv/ph3EYFQgJGJLgMnlP0ohuXTj5GRloeOjpCRE5tgbKrPocC7ALTv6cb5Y1EcCryHSCRAT1/E1/Naqxe4f/J1Y1bOPYmsQIGksgmfTW9RZj3exrrVx3Fzr0RLn5o0blaNi2cfM7jnLwiFAj7/2u+tm0s+FHSEon9ahb+Nd8ZmSk1NZcWKFYhEIoSvzGd37doVLy8vjXNm7O3t8ff3V58zc/36dYKCgjTu5+3tjb+/P0+ePCEkJIT09HR0dXVxdHSkXbt2WFtbl+oLaMMZvBltOIO3ow1n8Ga04QzejjacwZvRhjN4O39nOIOjz6aVSt7XYdF70uT9807PjIWFBbNnz35juouLC2PHji02rU6dOtSpU6fYNGdn5zfm06JFixYtWrSUD+2aGS1atGjRokWLln8J2thMWrRo0aJFy/9D/kueGa0xo0WLFi1atPw/RBtoUosWLVq0aNHyr0bIf8cz887dTFq0aNGiRYuWfx/n4+aUSr6JXenkPyT+/Z6Z3A9jay0ABt1A+eFsH0XQ5oPbzvqh6SNTfBjbj3WE7VAow/5pNdQIBX5kT+74T6uhxmjpAcgJerfg34VhD8gL+ae1KES/C9GZv/7TWgDgaPLpB3PkAaiOPVAcH/dPq6FG6PPjP63C/0v+/caMFi1atGjRoqUI73PNzLFjxzh79iwxMTE0atSI4cOHq9NiYmLYuHEjz549w9bWlkGDBlGjhiow6Z07d9i4cSMFBQX069ePhg0bAqrYj0uXLuV///sfVlalPxj2v7M6SIsWLVq0aPkP8T6jZpubm9OlSxeaN2+ucV0ul7N69Wrq1KnDDz/8QMeOHfn555/JylJFRt++fTsfffQRX3/9tUZw6YMHD9KwYcMyGTJQAs+MTCYjJCSEJ0+ekJOTg6WlJX5+fmor69UTgB0cHOjRo4f6BODbt29z/vx54uLisLe317DcQBXu4Pjx41y7do38/HysrKwYNmxYkUjc5SE45Crr1h8DpRJjY33mTO+NW83KReSmzd7BrYholEpwdrJh8fwBGBsVxiE6eCScLyf8RcCWr/B0dyyzPkqlkoULd3Di5C0MDPRYsnhYkejcOTn5fDVuLU+fJiASCWnTxouJEzRjhRw8eJUvv1pLwM6peHo6lUmXUydvs3DhDhQKBX36Nmf0aM1phfXrjxCw8zQikQgrKxMWLhqKvb3qhOaRI1Zy48YT6tWvzpo1n5ep/Nd5WTcnT6jqZvGSonUDcOtWFFOnbiAvt4BWrT2YPr0fAoGA1NQsxn+9jpiYJOztrfnhx1GYm5f96P5TpyJYsigAuUJB7z7NGDWqvUZ6bEwyM2ZsIiU5E3NzI5YsHYadnSUXLtzn2yW71HJPHsez/LuP8WvrXWZdVPrcZtHCnSgUSvr0acao0R000gN3n2PZskB1sMdBg1vTt6+qo3Gv/TmurqpYO5UqWfLzL2PKpIOobht0fVRhB5R5OeQH/oTy+SvRlwVCDL5ciTI9ibz1xRy2KdJFb8BEhPY1UGank795McqUeBCK0OszDqF9dRCKkF0NQ3Zse4n1Cg65yro/j4MSjI30mTO9Z/HP+Zyd3Ip4hlKpxNnJlsXz+mFspE9MbArT5uwkOSUTCzMjli0agN1rQTNLw6Mn8UybuY3bd57x9RedGTG8TbFy587fZ+n3e1EolRgZ6bNk/gCcqtiydcdZtmw7jVAkxMhIn/mz+lK9WtlDYmRm5PLd/MNEPkxCIBAwcXY7ansV1s+Z44/485ezCIUCRCIBYyb44FlX1V6mjN3NnZtxeNSpzMIV/mXW4SVxz1OZOXUrSUkZCAQCevdtwqAhLTVknjyWMnvGdu5GPGPsV50Y+rGPOm3LxlPsDjiPUgm9+jRm8NBWZdLjcVwm0/68SUR0GuN6uPJJexcA8grkDFl+gXyZAplcSYd6dnzRvUaR/It33OHivSQAcvLlJGfkc/FHVRiV5bvucuJWAgBjOlenc8M3R+R+n7zPrdn16tUDIDIyktTUVPX1e/fuUVBQQPv27REKhTRu3JijR49y7do1WrRoQWJiIq6urujo6KCjo0NmZib5+fncunWLiRMnllmfdxozCoUCc3Nzhg8fjrm5OQ8ePCAgIIAxY8agp6fHjh076NatGzVr1uTo0aMEBAQwcqQq5omhoSFNmjQhMTGRJ0+Khps/fvw40dHRjBgxAnNzcxISEtDRqdiZLwd7Kzb9MQZzMyNOnL7DzHk72bn5qyJy0yZ1x8REZUQtXhbM5q1nGD1CFXcoMyuXvzafwtuz6Iu1tJw8eYvIKCmHDs7jxo0nzJm7hZ07phSR++TjdjRpUpP8fBnDP/6REydv0bqVh0qfzFz+2ngUb2/nIvlKilyuYN68rfyx/iskEkv69lmMr68X1asXdnC1ajkSsGsahoZ6bN1yguXLdvPDj6ooxyNGticnJ5/t20+VWYfXOXnyFlGRUg4eUtXN3Dlb2LGzaN3MnbOF+fM/wtvbmdGjVnHq5G1atfZg3doDNGnqxujRHVm79gDr1h5k4qReZdJFLlewcP4O1v0+FonEgv79ltGmjSfVqxd2SsuWBdK9RyP8/Ztw/vw9fvw+mCVLh9G4sSu7X8QlSk3NolPHuTRr/va4WyXRZ/687fz+x5dIJBb06/stbXy9NPQB6NSpPjNn9S+S38BAj8A9pTvavDiUyXHk/joJcjIR1myAXu+vyFs1Tp2u08IfhTQagUHxcWt0GnVAmZNJ7tJPEHm3RrfzJ+RvXozIqyXo6JL7wxjQ1cdgwlrk14+rDJ0S4GBvxabfP33xnN9l5vxd7Nz0RRG5aRO7FT7ny/eyedtZRn/Shm+/34d/13r07N6Acxcf8t3KAyxbOKD0FfQCCzMjpk/pSdjRW2+Vm7NwFz+v+IRqLhI2bzvDL2uPsGTBQLp1rsfAfs0ACDt2i8XLgvj91/+VWZ/Vy47TsGlVZi/tRkGBnLzcAo30eo0cadb6IwQCAY8fJDD/mxDW7x4OQL+hDcjLLWDfrvJFp36JSEfI+MndqFXbgaysXAb1/ZHGTWtoxC8zNzfkm6k9OHb0tkbehw+eszvgPBu3fYWurojP//cbLVvXpopT6WP6mRvpMn1ALcKuSzWu6+kIWf91I4wNdCiQK/ho6XlaethQx0UzkvrUfoXP9KajkdyJTgfg+E0pEdHpBM5oTr5MwbDvLtLKwwYTQ13+bko7zZSdnU12dnaR60ZGRhgZlSwWVWxsLPb29hrhjxwdHYmNjQWgcuXK3L17F0tLS4RCISYmJvz888/07dtXI09peWdOPT09fHx8sLCwQCAQ4OrqioWFBbGxsdy5cwdbW1vc3d3R0dHBx8eH+Ph4EhMTAVWoA3d3d0xNi0ZXzcnJ4fz583Tr1k19b7FYXOHGTL06VTE3U/0IdbyciItPK1buZQenVCrJzSvg1R1tK1YfZNTHbdDXL79uYWHh+PdogkAgoE4dF9LTc5BKNXUyNNSjSZOaAOjp6VC7tiPxcSmF+qwMZtTIDujrlV2f8PBIqjiJcXS0RU9Ph85dGhIWFq4h06RJTQwN9QDwruNM3Cs6NG3qhrGxPhVJWFg4PfzfXjdSaRqZmbnUqeOCQCCgh38TjoTdUOf3928KgL9/U44cuVFmXW6GR+JYxQZHRxtV/XSux7GjmvXz6OFzGjdW/U6NG7ty9GjRzv7QoWu0bFlbXY9lJTw8kipVbF/Rpz5Hw8r+/cqKIuoO5KgiJyue3kVgXvgSEZjbIHJriOzigTfmF9VuivzyEQDkN08hql6nML+eAQiFoKsH8gKUuVkl1kvzOa9S6uf80WMpTRpVB6BJw2qEHb9dbP6SYm1tipdHFXR03t05Z2bmvvh/DmJbMw09QeWpFZRjhJ2ZkcfNazF08lcNhnR1RZiYanq/DY301GXk5hRolFevURUMjcrXfl/F1taMWrUdADA2NsDZRUKCNF1DxsraFHfPovX35LEUDy8nDA310NERUb+BC0ePlM3IsjbTx7OqBToizboVCAQYG6j6VplcSYFc+c76D7n0nM4NVQPBR7GZNKhhhY5IiJG+Dq4Oppy6nVgmHctLaaeZwsLCmD59epG/sLCSb07Iy8vD0FAzWLOhoSG5uap2PmTIEA4cOMBff/3F8OHDuXbtGlZWVpibm/Pzzz+zfPlyrly5UurvWuq3YWZmJklJSYjFYi5duoREIlGn6enpYWlpiVQqfWf0a6lUilAoJCIigvPnz6Ovr0/jxo1p1KhRqb9ESQkIvEirFm5vTJ86cxsnTt+lmouEKRO6AXD7zjPi4lLxaVWb3zccL7cO8fGp2FUqtPDt7CyIj09FLC4+jH16ejbHjt1k2FCVl+j27afEPU/Bx8eT338/VA49Uqhk94oeEgtuhBf1nr0kIOAMrV54ht4X8fGpmjoVUzfx8anYFSMDkJSUrpa1tTUjKUmzgyyVLtI0DV0kEkvCwyM1ZGq62XPk8HWGDG3DkcM3yMrKJTUlEwtLE7XM/tCrDBtW/BRDaZC+1m4kdpaE34gsInfo8DUuX35A1aoSpkztTaVKqvnnvLwC+vRegkhHyKhR7Wnbtk65ddJp2AHFvcvqz7rd/kd+6O8I9N88ghOYW6NMU7nfUShUBouRGfLwU4hqN8FwxhbQMyB/7xq10VRaAgIv0apFzTemT52148VzLmbK+K4AuLlW4lDYLYYNbsHho7fIysojJTULywqKMP4mFs7pz+jP16Gvr4uJiQE7NhV6jTdvO836v05QUCBnw29lmxYEiItNw9zSkGVzDvHoQQKubhI+m+SD4WuegtNHH/L7qtOkpmRXyHRSSYiNSebenRg8vErm9a5W3Y5VK/aTmpqFvr4up0/dpba7Q4XrJVco6bPwDE8TshnYugrezhZvlI1JyuFZYg5N3FRT8G6Opqze95CP2zmTmy/n4r0kqlcyeWP+90lpz5nx8/OjadOmRa6X1CsDoK+vT05Ojsa13Nxc9fIRR0dH9XRSbm4u3333HePHj2fjxo00aNAAT09P5s6di5ubG8bGJX/+SuXTkcvl7N69G29vb2xsbMjPzy+yvsXAwID8/Px33is9PZ28vDySkpL46quv6NevHydOnODRo0elUanEnL/4kIDAi0wc1+WNMovnD+DUkVlUcxETevA6CoWCJcuD+eaFYfN3I5PJGT/hd4YMaYOjo61KnyU7+eab3n+rHsFBF7h96ykjRrb7W8stDwKBoFyj2ZIwaXJPLl96SO9eS7h8+SESiQVCUeEjlSBN48H9WJq3qP1e9XiJTxtPwsLmExQ8g2bN3Jg65S91WtjRBQTsmsLy5Z+weFEAT58mlKssYTUvdBp2ID/0d9XnWo1QZqaijHlYtvs51gSlgpwFg8lZPAzdVr0RWJV+jcj5Sw8J2HOJiV91fqPM4nn9OHV4BtWcJYQeVHm3Jo/vwqUrj/Hv/yMXLz9GIjZHVA6Xd0n5c9MJ1q4exckjs+nVoyGLlxVuPx88oAVHQqczcVwXfllb9iME5HIFD+5K6dbHizVbPsLAUIdt6y8VkWvhW531u4cz97vurP/lbJnLKynZWXlMHLeBiVN6aHii3oZLNQnDR7Ths1Fr+fx/66jpVvm9/E4ioYDAmS04tqQNNyPTuB+T8UbZ0EuxdKhnh0io6m+a17allYctg749x4TfrlPHxQLhP3R2XWk9M0ZGRtjY2BT5K40xU7lyZWJiYtQLewGio6OpXLnoGragoCDat2+PoaEhMTExODk5YWhoiIWFBVKptIj82yixZ0apVBIYGIhIJKJzZ1VHoaenR15enoZcXl4eenrvdkm+nE5q3bo1urq6SCQS3N3defDgAdWqVSvNdyjC5m1n2LH7AgBrV40gJTWLGXN3sm71yHeOtEQiIV061uG39cdp7+fJ/YdxDB35CwAJiRmM+Wo9v6z4uFSLgDdvPs6OnacB8PR0Iu554XRNXFyqesHm68yctZmqTmKGD/MDICsrj/sPYhk69PsX+qQz5rOf+eXnz0q9CFgiseT5K9NGcfGpSCSWReTOnr3Dr7/uZ+Om8ejpVfyc7+bNx9m5o7BuNHQqpm4kEguN6a5XZaytzZBK0xCLzZFK07CyKjq9WVIkYnMNXeLjU5BINL1nYrEFK35SrSHKysrj8KHrmJkVPvQHDlzFr60XurqiMuuhLktiodFu4uOK6mP5ikeoT9/mLF8eWPh9XtSRo6MNjRq5cicimipVbEtUtk7Tbug0Vi0Oz/tjJhiZo9dnHHm/z4RsVScvcnJHVLsJIrdGCHR1Qd8IvQGTyd+2VONeyrQkBOa2KNMSQShEYGAM2emI6rZBfu8KKOSQlYYi8jZChxrIk+PeqNfmbWdfec4/ISU1mxlzA1i3ekQJn3NvfvvzOL39GyIRm7Pq+6EAZGXncSjsFmZmhm+9R1F9TrNj13mVPqtHIXmDt/UlycmZ3L0Xi7eX6tnt3LEuI8esLSLXpVNd5izcVeR6SbEVm2IrNqWWp2p9Vau2Ndi6/vIb5b3qOfA8Jo20lBzMLUtXByWloEDOxHEb6NSlHn7tPEuVt2fvxvTs3RiAn34MLfIcvI3Nx6IIOB0NwJovGiC2eLsRZWakS6OaVpy+nYCrffH9yf7Lz5k50F3j2qedq/NpZ9W05cTfrlNV8n49fP8EcrkchUKBUqlEoVBQUFCAUCikZs2a6OrqcvjwYXx9fbl27Rrx8fHUrVtXI//Tp0+RSqX0769a42djY8Pdu3cxNDREKpWWeldTiYwZpVJJcHAwWVlZDBo0CJFI1TmLxWJu3Cict8/Pzyc5ORmxWPzOe76cnnp19FxRI+nBA5ozeIBqF0fs8xS+GL+BpQsH4ly1+M5bqVTyNDoJpyo2KJVKjh6PwMVZjKmpIRdOzFPLDRnxM5PHdyv1bqbBg30YPNgHgOPHb7Jp83G6dGnAjRtPMDU1KHaK6Ycfg8jMyGHhgo/U10xNDblw/rtCfYZ8x+TJfcq0m8nT04moSCnPohMRSywIDbnE8u9GaMhERDxl9qzNrPvtC6ytzUpdRkl4vW42b3p73YjF5piYGHD9+mO8vZ0J2nOej4ao8vv6erFnzzlGj+7Inj3n8PPzKrNeHp5OPI1K4NmzRMRiC0JDr7Js2XANmZQU1S4moVDIb+sO0rNXE4300JArjBvfvcw6vIqnpxNRUdJX9LnCsuUfa8i8NOQAjh4Nx+XF7pe0tGwMDXXR09MlJSWTq9celcrLJju3F9k51SFoAgtb9IfOJH/bMpSJMWqZggPrKTiwHgChixe6rXsXMWQA5BHnETVoi+LpHUSeLZE/VPUfylQpomreyK+Gga4+wipuFJza81a9Bg9oxuABqkWysc9T+GLCXyxdMABnpxI+5ydUzzlAckoWFuaGCIVC1v5+jN7+DUpcP4X6tGDwgBYlljczMyQjM5cnkVKcq4o5c+4e1V7oExmVQNUX3+P4yTs4VSn9AteXWNkYYysxIToyGceqVly9GI2Ti+aLIiY6lcoO5ggEAh7ciacgX47ZO170ZUWpVDJ31g6cXSQMGd661PmTkzKwsjbleWwKR4/c5K8tX5Y47+A2Tgxu8/b+MjkjDx2REDMjXXLz5Zy7k8SIDi7Fyj6OyyQtW0YdFwv1NblCSXp2AZYmetx7ls69mAyW1C7771ce3uc5M6Ghoezbt0/9+cKFCzRt2pThw4fz+eef89dff7F3715sbGwYM2aMxpSRQqFgx44dDBs2TH3N39+f33//naCgIDp16oS5ecmNVCihMRMSEkJCQgJDhw5FV7dwdO7m5sbhw4eJiIjA1dWVEydOIJFI1OtlFAqF+k+pVCKTyRAIBC+2+lpRpUoVTp48SadOnUhJSeHWrVv07l2xUyir1xwmNTWbuYt2A6oR2e6t4wAY9flvLJjdF1sbU76ZuY2szFyUSiU1a1Zm7vT3M5XTurUHJ07eol37mRga6LFoUeGP2cN/AUF7ZhAXl8Kvv+7HxcWOnr0WAfDRYB/69i15R/kudHREzJzVnxEjV6KQK+jduxk1alRm5YpgPDyc8PXzZtnS3WRn5zHuq3UAVKpkxS+/fgbA4EHLefw4juzsPFq3msKChUNo2dL9bUW+k9atPTh54hbt283EwFCzbvx7LGBP0AwAZs0exLSpG8jNzadlK3f1Wp5Rozvw9bh17Ao4Q+XK1uqdV2VBR0fE9Bn9GD1yNQqFkp69mlC9RiV+WrkPd48q+Pp6cfHiA378PhiBABo0qM6MWf3U+WNikoiLS6Fhw+pl1uF1fWbM7M/IEatQKBT06t1U9Xut3Kv6vXy92LTxGEeP3URHJMTc3IjFi1WehsePnjN79laEQgEKhZJRo9oX2QVVUnTbDkZgZIpez7EAKBVy8la+/WWi234IimcPkEecR3bpAHoDJmMw+Q+U2Rnkb1kMgOzsXvT6TcBg/BoQgOzyYZRxb17D9Tqr1x558ZyrvFEiHSG7t6jWn4z6/HcWzO7z4jnfTlZWnuo5d63E3Omq3W4XLz/i+5X7EQgENKjvzOypPd9YVklISEyn94AfyMzKRSgUsGHTSUL3fIOJiQGjPlvLgjn9kYjNWTC7L1+O/xOBUIC5mRGL5ql2UG3aeppzF+6joyPCzMyQbxcMKpc+Yye3YfGM/RQUKKhkb86kOe3ZG6AyJLv18eZU2AMOh0SgoyNCT1+HGYu7qAeX40ZsJzoyhZycfAZ0WseEme1o2KxqmXW5fjWSkOAr1HCtRP9eKi/z2HGd1J7Hvv2bkZiQzuD+K8jKzEUgFLB54yl2BU/CxMSAieP+IjU1Cx0dEVNm9MK0lB60lySk5dF30Rkyc2UIBQL+Cotk35yWJKTlMfXPcOQKUCiVdKxvRxsvlZG5Mvg+Hk7m+HqrBuOhl57TuUEljYG4TK5gyHKVh87YQIeln3ijI3r/U5bF8T63Znfr1o1u3YpfgmFvb8/UqVPfmFcoFBbZhu3o6MicOXPKrM87YzOlpqayYsUKRCKRxraprl274uXlpXHOjL29Pf7+/upzZq5fv05QkOYR5N7e3vj7+wOqdTPBwcE8ffoUY2NjmjdvToMGpRwRacMZvBltOIO3og1n8Ga04QzegTacwRvRhjN4O39nOIMHad+XSr6G+fj3pMn7552eGQsLC2bPLubwqxe4uLgwduzYYtPq1KlDnTp13pjXzMyMjz766I3pWrRo0aJFi5ayIfwPHfL/3/mmWrRo0aJFi5b/l2gDTWrRokWLFi3/DxG8xwXAHxpaY0aLFi1atGj5f8j73M30oaE1ZrRo0aJFi5b/h4gE/51X/Dt3M2nRokWLFi1a/n2Udoebo8mn70mT98+/32z7wLZC58n3/9NaqNEXdeJZZtETRf8pHExGf3Bb6bMKPoztvsa6PbifuvyfVkONq8XED6ZuQFU/ZAe+W/DvwqjnB9eWk3K3/tNaAGBtMPCDO2bgQ3tP/G1F/Yf2+Pz7jRktWrRo0aJFSxG0a2a0aNGiRYsWLf9qtLuZXkEmkxESEsKTJ0/IycnB0tISPz8/atSoAaBxArCDgwM9evRQnwB8+/Ztzp8/T1xcHPb29gwfPlx936ioKDZv3qxRVkFBAX379qV27b8nyrAWLVq0aNGi5d/PO40ZhUKBubk5w4cPx9zcnAcPHhAQEMCYMWPQ09Njx44ddOvWjZo1a3L06FECAgIYOXIkAIaGhjRp0oTExESePNGMs+Lk5MS0adPUnyMjI9m6dSvVq1dMLJuXKJVKFi7cwYmTtzAw0GPJ4mG4u1cpIvfDD3vYE3SB9PRsrl1dob5+6dIDFi3ewb17MXz/3Qg6dqxfZl1mTd/CiRMRWFmZEBg8pUj6sbCbrPopFKFAgEhHxOQpPalX34WLFx6wbEnheoEnT6QsXT4U37ZlD6QIkJmRy/L5h4h8mIhAIGDi7A64exWGaVcqlaxedowLZ56gb6DD5Dkdca2likkS/zyd7+YfIiE+AwSweGUv7CqXLjDY6wSHXGXd+mOgVGJsrM+c6b1xq1k0bHz0syTGf7OJ1LRs3Gs5sHTRQPR0dVj/1wl2Bl5Qxf6yNGbR3H7YVy5d5NWXxD1PZda0bSQlZSIQCOjVpzGDhmjGxrp88RHjv9xAZXtVtHHfth6MHlMYwFEuV/BR/5XYis1Y+fMnZdLjVfZsvcmhoLsIBAKqVrPiq5mt0NMvfISP7LvP+p8uYG2ritzdpa87HXq4ATD7q/3cuyWllreE2d+XP0xBeevnzOl7LF8ShFyupGfvRnw8snzrCIJDr7HuzxOqtmOkz5xp/sW2HaVSyY+rD3Hg8E2EIgED+zRh6CBVUNoLlx+xaNk+ZDI5lhbGbPr9f2XW59ETKdNmbef2nWd8/UUnRgzzKVbu3IUHLP1+HwUFMtxrO7BwTj90dERcuPSQz8b9iYO9qv228/Vg7Kfty6RLXl4Bn328noICOXKZgjbtajPyM836fh6byqLZQaSmZGFmbsjsRb0QS8y5cvEJK5cfUMtFPUlk7rd9aO1bq0y6vOTUqdssWrgThUJJnz7NGDW6g0b6n+vDCAg4g0gkxMrKlAULP8Le3hqAZct2c+LEbZQKBc2a1WLa9L7lDlJc0vfErVtRTJ26gdy8Alq38mD69H4IBALGfb2OJ0/iAchIz8bUzIigPTPKpVNF8F86Afidxoyenh4+Pj7qz66urlhYWBAbG0tOTg62tra4u6sCDPr4+LBs2TISExOxsbHBxUUVafTq1avvVOTGjRvUrl0bPT29Mn6V4jl58haRUVIOHZzHjRtPmDN3Czt3FDUk2rTxYvDgNnToOEvjeqVKlixePIw//ih/DJ/uPRszYHBLpk/ZXGx64yau+Ph6IBAIuH8vlonj/yQ4ZBqNGtdgZ+BkANJSs+jScSFNm7uVW59Vy47RsGlV5iztTkGBnLzcAo30i2ee8Cw6hb/2fMKdW89ZsfgIq/8aDMC3s/cz6JPGNGhSlZzs/AqJeO5gb8WmP8ZgbmbEidN3mDlvJzs3f1VEbvmKEIZ/1Iouneoya34AAYEXGdSvGbXc7Nm1ZRyGhnps2XGWZT+E8OOyIWXSRaQj5OtJXalV24GsrFwG91tJk2Y1cKkm0ZCrU6/qGw2VrZtO4+wiJjMzt0w6vEqSNIu922/x87a+6BvosGTaEU4efkzbrq4aci3buvDppOZF8vf6yIu8XBn7A++UWxcoX/3I5Qq+XRDIz+tGIbEz56P+P9G6Te0ieUuDQ2UrNv02+kXbucfMBYHs3Ph5EbndwVd4HpfK/sDxCIVCkpIzAUjPyGHuoiB+W/0JlStZqK+XFQszQ6Z/04OwY7ffKKNQKJgycxt/rv0U56q2rFh9gMDgy/Tt1RiABnWdWbNqxBvzlxQ9PR1++m0YRkb6yArkfDr8D5q0qI6Hl6NaZtX3h+jUzZvO3etw+cJjflkRxuxFvajfyJkNO8YAkJ6WTd+uK2nctFq59JHLFcyft53f//gSicSCfn2/pY2vl0bw01q1HNgZMAVDQz22bj3J8uWB/PDDSK5dfcS1q48JCpoOwOBB33Hp4gMaNXZ9U3EloqTviTlztzB//kd4ezszavQqTp66TetWHvz4Q2FQ2yVLAjAxLVvwy4rmvzTNVOpvmpmZSVJSEmKxGKlUikRS2AHp6elhaWmJVCot1T3z8/OJiIjA29u7tOq8k7CwcPx7NEEgEFCnjgvp6TlIpWlF5OrUcUEsLupZcHCwwa2mQ4VEH23QoBrm5kZvTDcy1lcbBTk5eRRX5OFDN2jRshaGhuUz+jIz8rh57Rmd/T0B0NUVYWJqoCFz5sQj2nepjUAgoLZnZTIz80hKyCTycRJymYIGTaoCYGikh4Gh7utFlJp6dapibqaqnzpeTsTFF/2dlEol5y8+pEM7lVeqZ/cGhB29BUCTRtXV9VLH04m4Yn7nkmJra0at2g4AGBsb4OwiRlqMPm8iPi6VUyfv4t+7UZl1eB2FXEl+ngy5TEFergwrmze3pdfxbmiPoVH5f6OXlKd+bt2MxqGKDQ6O1ujq6tChkzfHj775pV8S6tVxeqXtOBbbdgC27jzP56P91EFzra1MANi7/zrt/NypXMlC43pZsbY2xcujCjo6b+5iU1Oz0dXVwbmqLQDNm7pyKOxmucotDoFAgJGRPgAymRyZTI4Azc4l8lEC9Rs5A1C/kTOnjt8tcp+jhyNo2qIGBuXse8LDI6lSxRZHRxv09HTo3Lk+R8NuaMg0blJT/Sx7ezsTH5f68suQl1dAQYGM/HwZMpkcaxvTcukDJXtPSKVpZGbmUqeOCwKBAP8eTQg7oqm3Uqlk/4ErdO1SyoDJ7wmhQFiqv38zpVoALJfL2b17N97e3tjY2JCfn4+xsbGGjIGBAfn5+aVS4s6dOxgZGeHk5FSqfCUhPj4Vu0qW6s92dhbEx6cWa7h8CIQdCWfFD/tITspk9a+jiqTv33+NoW9wWZeGuNg0zC2NWDrnII8fSKnhJuHzSb4YvmKUJEozsZUUdhS2YlMSEzJJiM/A2NSA2RODiItNo14jJ0Z+0RJRBYa5Dwi8SKsWRb1PKanZmJkaoqMjAsBOYkF8MUZLQOAFWlWA9wogNiaZe3di8fAq6na+eeMp/Xv9gK3YjK8ndqFadTsAln+7l6/GdyY7K69CdLAWG9NzsBef9NiKnr4OdRvbU6+JQxG5s8eecPt6HJUdzRn5dRNsJeV7KZeE0tZPgjQNO7vC508sMefWzegK0ydgz2VaNS9+pB79LJnQQ+EcPnobK0tjZkzuTlUnGyKjEpHJ5AwZuYas7HyGDmyGf7eyTymXBEtLY+RyOTdvR+Pp7siBw+HEvXxpA9fDo+je9zvEtmZ8M74bNV60rbIglyv4ZOAanj1Nplf/Rrh7abad6jUlHA+7Q//BTTgRdofsrHzSUrMxtyg0mI8cuMXAIU3LrMNLpK/1yRI7S8JvRL5RflfAWVq2Unn/69Z1oXFjV1q1nIpSqWTw4NZUq1bpjXlLSkneE/HxqdjZFZV5lcuXH2JtbUrVqmX3MlYkAkT/tAp/GyV++yiVSgIDAxGJRHTu3BlQeWLy8jQ767y8vFJPFd24cQMvL68Kmar4t+PX1ovgkGn8uGoEq1ZqnlmTkJDGw/uxNKuAl7RcruDB3Xi69/FmzZahGBjqsm39xRLmVXLr2jP+N641P//1Ec9j0ji4t3wj61c5f/EhAYEXmTiuS5nyB+27wq2IZ4wc7lNuXbKz85j49UYmfNMNExNNz5VbbXtCDk9l++6vGTCoGeO/3ADAyeOqdVG13YsaG2UlMz2PCycj+S1wABtCBpObI+PY/gcaMo1aVuH3PQP5aXNv6jSy58e5xyus/DdRlvp5n5y/9IiAPZeY+FWnYtPz82Xo6+mwe8sX9OvViGlzAwDV83D7TgxrfvqY31Z/ws/rjvIkKuG96ioQCPj+249YvCyYPoNWYGysj/DFgMC9lgNHD0wneOcEhgxswedf/1muskQiIRt2jGHPofHcuRXDowfxGuljx7fn+uVIhvX7lWtXorAVmyIUFvbHiQkZPH4opXGzil3T+C6Cgy9w63YUI0a0BSAqSsqjx3EcO76Q4ycWcf78fS5ffvi36vQ29oVcomuXhv+0Gv9JSmTMKJVKgoODycrKol+/fohEKmtPLBYTH1/4UOTn55OcnIxYLC6xAmlpaURGRlboFNPmzcfp4b+AHv4LsBWbEfc8RZ0WF5eKRGJRYWW9Lxo0qMazZ0mkpBTO3R88cB3ftl7o6pbf2rYVm2IrNqWWp2pU06qtKw/uanZwNmIT1QLfFyRIM7CxNcFWYkK1mmIqO1gg0hHS3Kd6kbwlZfO2M/To9z09+n1PvDSNu/djmTF3Jz//+DGWFsZF5C0tjEjPyEEmkwMQF5+K5JXR09nz9/n1tzB+WfExenrlO3mgoEDOxHEb6dylLn7tPIukm5gYqN33LVrVQiZTkJKSxY1rUZw4HkGX9ouZOmkzly8+Yvo35TvQ7PqlGCSVTTG3NERHR0izNlW5c1Ozzs3MDdDVU7WN9j1q8vBuYrnKfBdlrR9bsTlxcYXeNGl8GmKxWanL37z9HD36r6BH/xXES9O5e/85M+bt4ucfhhbbdgAkEnPa+XkA0M7XnXsPngNgJzanRVNXjAz1sLI0pkE9Z+7ef146fV5ryyWhrndVtvz5OQFbvqJhPReqOtkAqrozflF3rVvWQiaTk5ySVSp9isPUzJB6Daty4aymAWArNmPxDwPYsONT/veFr1r2JWGHbtPK1w2dCuh7xBILjT45Pi4FiaSop/zs2bus+fUAP/88Bj09lcf4yJEbeHs7Y2xsgLGxAS1buXP9+uMy6VHa94REYkFc3JtlZDI5hw9fo3PnD2OKCf5b00wl0j4kJISEhAQGDhyIrm7hNISbmxtSqZSIiAhkMhknTpxAIpFgY6N6IBUKBTKZDIVCgVKpRCaTIZfLNe4dHh6Oo6MjVlZl23VSHIMH+xC0ZwZBe2bQ1q8Oe4LOo1QquX79MaamBh/sFNPTqAReRpeIiIimIF+GxSud8v6Qq3TqXK9CyrKyMcZWYkp0ZDIA1y4+xcnFWkOmWatqHAqJQKlUEnEzFmMTfaxtTahZ247MjDxSU7JVeS8VzVtSBg9oTtCO8QTtGI9cruCL8RtYunCgeh3B6wgEAho3rM7Bw+EABAZfxreNygUdcSeGWfN38cuKj7G2Lt88ulKpZN6snTi7iPloWKtiZRITM9S/162bT1EqlFhYGPHF1504EDadkENTWbxsMA0aVWPhtwPLpY+txIS7t6Tk5spQKpXcuBSLY1ULDZnkxGz1vy+eisKxqiXvi/LUj7uHA9FPE4l5lkxBgYyD+2/Quk3pj2MY3L8pQdu/Imj7V6q2M3ETS+f3x9mp+LYD0NanNhcuPQLg4pXHVK2ikvXzqc2V65HIZHJycvIJvxVNNeeSD8pAsy1LStjHJCWpBgv5+TLWrT/GgD6qaZyExHR13YXffIpCocTSouRrpF4lJTmLjPQcAPJyC7h0/jFOVW00ZFJTslAoFAD89ftpuvrX1Ug/sv8m7ToWNVjLgqenE1FRUp49SyQ/X0Zo6BXa+GruzIyIiGbO7C2s/nmMxrNcqZIlly49QCaTU1Ag5/KlB1RzKdv0W2nfE2KxOSYmBly//hilUsmeoPP4+RXqffbcXVyc7TSmov5pRAKdUv39m3mn9qmpqVy5cgWRSMTy5YXHrXft2hUvLy/69etHaGgogYGB2Nvb06dPH7VMeHg4QUGFR6IvXLgQb29v/P391ddu3LhBs2bNKujrFKV1aw9OnLxFu/YzMTTQY9GiYeq0Hv4L1Nvnli7bxb59l8jJyadV6yn07dOcL77oRvjNSMaO/ZX09GyOHbvJT6v2EbJvdpl0mTxxA5cvPiI1NZO2bWbz2dhOyApUxl2/Ac05cvgGe4Muo6MjRN9Al6XfDVNPvcXEJBEfl0qDhuXbSfAqX0z2ZdGMUAoK5FSyN2fynI7sDVAtaOvWx5vGLZy5cOYxQ3r8joGBLpPmqLZPikRC/jeuFRM/3QlKqFFLQpee5dsmDrB6zWFSU7OZu2i3upzdW8cBMOrz31gwuy8SsTmTxnXh68mb+HH1AWq52dO3p2r3x9If9pGdncdXkzYCUMnOgl9Xlm1L9PVrkYTsvUr1GnYM6P0DAGO/6kjc81QA+vRvypFD4QRsP49IpPq9Fi8b9N6mSmt6iGnu68K4obsRiYS4uFrT0b8Wm9ZcpkYtWxq3cmLv9ltcOBWFSCTE1Eyfr2a1Vuf/ZnQwz6LSyM0pYHjXLXw5oyX1mji+pcS3U5760dER8c20Hnz+v99QyBV079lQvdaorKxee4TU1CzmLt4DvGg7W74AYNTY9SyY1RuJ2IzRn/gwcdo2Nmw+jZGhPgtn9QKgmouYls1c6d5vBUKhgD49G+JaDp0SEtPpPXAFmVm5CIUCNmw6RWjgJExMDDTa8m8bjnP85B0UCiUD+zWlaWPV+V0HD4ezdcc5RDpCDPR1+f7bj8rctpISM5g/Yw8KhQKFQolfe3eat67JutVHcXOvTEsfN65ejuTXlWEIgDr1nZgwrXCK93lMCvFx6dRtUDFrGnV0RMyY2Z+RI1ahUCjo1bspNWpUZuXKvXh4OOHr68WyZbvJzs7j63G/ASoj5udfxtChQz0unL9Pj+4LEAgEtGhRu4ghVBZK+p6YPWsQU6dtIDc3n1Yt3WnVykMtFxpyiS5dP6wppv/SbqZ/f6DJDyzmhjY205vRxmZ6M9rYTG9HG5vpHWhjM72R/3JspoyC0j0zpro935Mm759/t19JixYtWrRo0VIs2kPztGjRokWLFi3/av5L00xaY0aLFi1atGj5f8i/fYdSadAaM1q0aNGiRcv/QwT/oWmmf/8CYC1atGjRokVLEUq7IUVfVPxhk/8G/vWeGZmi/AEgKwodYTuQHfyn1ShEpwMFig9HH11hB5RX/vlIsi8R1F9AtuzD2JFipNMNZeIf/7QaagQ2n0Dah7E7BgDzgR+cPko+nB0yAtp8OLu9jHp+eHXzge08+7vQTjNp0aJFixYtWv7VvM9ppuzsbDZt2sStW7cwNDSkU6dO+Pj4kJyczNq1a4mPj6dZs2b07dtXnWfjxo14enpSp06dCtfnv2O2adGiRYsWLf8h3mc4g61btyKXy1m6dCljx45l79693Lt3jwMHDuDm5sbixYsJDw8nMjISgIcPH5KRkfFeDBkogWdGJpMREhLCkydPyMnJwdLSEj8/P2rUUJ1U+fjxY0JDQ0lLS8PBwYEePXpgYWEBwO3btzl//jxxcXHY29szfPhwjXs/efKEQ4cOkZycjJGRES1atKB+/fcbqVaLFi1atGjRUpTs7Gyys7OLXDcyMsLIqDCcRl5eHlevXmX69OkYGBjg6OhIs2bNOHPmDJmZmbRt2xYDAwOcnJxITEzE0dGRgIAARo8e/d50f6cxo1AoMDc3Z/jw4Zibm/PgwQMCAgIYM2YMenp67Nixg27dulGzZk2OHj1KQEAAI0eOBMDQ0JAmTZqQmJjIkydPNO4rl8vZvn07bdu2pX79+sTGxrJhwwbs7e2xsyvf0eavcupUBEsWBSBXKOjdpxmjRrXXSI+NTWba1I1kZOSgkCv4enwPWrV2Jzw8kjmzVXP0SiV8/nln2rYrXzDMR4/jmTZjM7cjovn6q66M+NivWLnoZ0mMn/gnqalZuLs7snTxEPT0dFi0ZDcXLqoiJefm5pOUnMnl89+WWZ8Z0zdz8vhtrKxM2bN3apF0pVLJ4kW7OHUyAgMDPRYuGkxtd0cuXrjPt0sK5+efPI5n2XfD8Wtb+mPFH8ekM3XNJSIiUxnXz4MRXWuq06atucTxa8+xNtNn79IOb7zHhQgpizdeRyZTYmGqx6ZZhSdsyhVK+kw/gtjKkDWTWpRYr7jnqcycupWkpAwEAgG9+zZh0JCWGjJPHkuZPWM7dyOeMfarTgz92KfEecvChatP+XzKLhwqWQDQrrUrn3/SvIjcxDl7uXU3Dl0dIZ61KzF3cgd0dUQ8jkpi6sJQIu7HM250S0YMalxunQDCI2IYMOI3vl/Qh45+7kXSb92JZeq8PeTmFdC6WQ2mT+iEQCDg25WHOHbqHrq6IqrYW7F4Vg/MTA2LKeHv0Sc1LZuvpwcQ8zwV+0oW/LioL+ZmZdPn1MnbLFy4A4VCQZ++zRk9uqNGen5+Ad9M/pPbt59iYWHM9z+MxMHBhvx8GbNnb+bWrSiEAgHTpvejceOabyil5ASHXmPdnydAqcTYSJ850/xxq1m5iNy5Cw9Z+mMoCoUSIyM9lszti1MVGy5decyi5fu49yCO7xcPpGMxgUVLQ1nrB2DNmgPsCjiDUChk+ox+tGxZ9DcuLY+eSJk2azu37zzj6y86MWKYT7Fy5y48YOn3+ygokOFe24GFc/qhoyMiOOQq69YfU9WvsT5zpvcutn7/bkp7aF5YWBj79u0rcr1r165061a41ic+Ph6lUknlyoXf0dHRkTt37uDm5sbdu3dxdnYmKiqKzp07c+TIEerVq1ehMRhf553GjJ6eHj4+PurPrq6uWFhYEBsbS05ODra2tri7qxqTj48Py5YtIzExERsbG1xcXAC4evVqkfvm5OSQl5eHt7c3AoEAe3t7bG1tSUhIqDBjRi5XsHD+Dtb9PhaJxIL+/ZbRpo0n1atXUsus+fUAHTvWY8DAljx8+Jwx//uFw2HzqFGjMjt2TkZHR0SCNI1ePRfj08YDHZ2yR421MDdi+tTehB29+Va55d8HMXyoD10612fW3O0E7D7HoAEtmTall1pm4+YTRNx5VmZdAPz9GzNoUCumTdlUbPqpkxE8jUog9MBMwm9EMn/eDrZun0Cjxq7sCvwGgLTULDp1nE+z5m5l0sHcRI8Zw+py5HJMkbSeraoyuH11pvxy8Y3507Pymbf+Kuu+aUVlGyOS0nI10v/a/wAXe1Myc2Sl0kukI2T85G7Uqu1AVlYug/r+SOOmNTRiCJmbG/LN1B4cO3q71HnLSn1vR9Ys6/NWmW7ta7NsdlcAJszZS8DecAb2rIu5mQEzvm7LkZMPyq3HS+RyBct/Okzzxm+OGTbn233Mn9YNbw8HRo3bzMlzD2ndrAbNG7kw4TM/dHRELPvpMGv+PM2kL9r9Y/qs3XCapg2dGT2sJWs3nGLthrLpI5crmDdvK3+s/wqJxJK+fRbj6+tF9eqFHX/AzjOYmRlx6PB8QkIu8d3yQH74cRQ7d54GYO/eWSQlpTNq1CoCAqYgFJZvRYBDZSs2/TYaczMjTpy+x8wFgezc+HkRuTmL9vDzD0Op5iJm845z/PLbUZbM60elShYsntuXP/46WS49oHz18/BhLKEhl9gXMgtpfBoff/wjBw7OQyQqX/1YmBky/ZsehB27/UYZhULBlJnb+HPtpzhXtWXF6gMEBl+mb6/GONhbsemPMS/q9w4z5+1k5+avyqVThaBUlErcz8+Ppk2bFrn+qlcGVJ4ZAwODIjK5ubl06tSJzZs3s3z5clq3bo2+vj7Xr19n3LhxbN68mdjYWGrUqKERo7EiKHULyMzMJCkpCbFYjFQqRSKRqNP09PSwtLREKpW+8z4mJiZ4eHhw7do1FAoF0dHRpKamUqVKldKq9EZuhkfiWMUGR0cb9PR06Ny5HseOhmvICAQCMjNVL8DMjBx1pFRDQz214ZKXX1AhAQStrU3x8nRCR+fN1a5UKjl/4QEd2tcBoGePRoSFFTV+QkKv0LVz+abkGjSsjvlbIvEeO3qT7j0aIRAI8K7jTEZ6DgnSNA2ZQ4eu07JlLQwN9cqkg7W5AZ7VrNAppjNqWMsWc5O333ff2ae0a+hAZRsj9f1eEpeUzYnrz+nbxqXUetnamlGrtgMAxsYGOLtISJCma8hYWZvi7lmlyO9Zkrzvk9bNqiEQCBAIBHjVqkScVBWZ2drSGM9ald7a/krLxh0X6OBbG2tL42LTpYkZZGblUcfTEYFAgH9nb8JO3AWgRZPq6mesjocDcRVQR+XRJ+zkPfy71AHAv0sdjry4XlrCwyOp4iTG0dFW1e90aUhYmGa/E3Y0HP+eqpdGhw71OHfuLkqlkkcPn9PkhSfG2toMM1NDbt2KKpMer1KvjhPmZqpnpI6XI3HxacULCiAz62V/mIvY1gxQGUNurpUQCsvfD5anfsLCwuncpSF6ero4ONpQxUlMeHhkuXWytjbFy6Pos/wqqanZ6Orq4FxVFWm9eVNXDr3om+vVqfpK/Tq9uX7/bpSKUv0ZGRlhY2NT5O91Y0ZfX5/cXM2BY05ODgYGBhgbGzN69GhmzpxJ27Zt2b59O3369OHcuXMoFAomTpxIZGQkt27dqtCvWqpeTS6Xs3v3bry9vbGxsSE/P7+IdWZgYEB+fn6J7ufh4cHJkydZsGAB69evx9fXF3Nz83dnLCHx0jQqvRKOXSKxJP61Rvb5553Zt/civj4zGPPpL0ybUbjyOvxGJN27LsC/xyJmzR5QLq9MSUlJzcLM1FBdlp3EgvjXDIiY2GSePUumSWPX96pLfHwadnYW6s8Su6K67A+9SqdyGlXlIfJ5JulZ+QyZf5xe0w6z52SkOm3RxutMHOhFee3Q2Jhk7t2JwcOr9IZ2efIWx/VbMfQY9gejJuzgweOEt8oWyOQEH7xNy8bOFVL268RL0zly/C4Dezd4q4yd2Ez92U5sRnwxRsuuvddo1az6P6pPUnImYhtTAGytTUhKziybHvEpGv2OncSC+PgUDRlpfCqVKqlkdHREmJoakpqSRU03B44eDUcmk/MsOpHbt5/y/Llm3vISsOcyrZoX33csnNWb0V/8SasOiwgKucboj30qtGwoX/2UJO/7wtLSGLlczs3b0QAcOBxOXFxqEbmAwIu0alE2T/W/BYlEgkAg4Pnz5+pr0dHRGtNOANeuXcPc3Jxq1aoRExODk5MTAoEAJycnYmKKeuPLQ4mNGaVSSWBgICKRiM6dOwMqT0xeXp6GXF5eHnp67x6lJyYmsmvXLvz9/Zk5cyafffYZZ8+e5f79+6X8CuUjJPQy/j2bcPT4An75dQxTvvkLhULlmvPyrkrwvhls3zGZdesOkZdX8Lfq9iZCQq/QoX2dcrtWy0uCNI0H92Np3qLWP6aDTK7g9pMU1kxqwe9TWvFL4B2ePM/g2NVYrM0M8HCxfPdN3kJ2Vh4Tx21g4pQemJgYvDtDBeUtDveaEo7uGkPQhk/4qHd9xk59+7ki85YfooG3Aw3qOJa77OJY+P0BJo5tW+4pkF/+OIlIJKR7x9KvuXof+gBqz9bfTe/ezbCzs6BP78UsWrSDunVdKvQ5P3/pEQF7LjHxq+IPR/tz82nW/jSckwen0atHfRZ/V3T9xH8VgUDA999+xOJlwfQZtAJjY32Er/025y8+JCDwIhPHdfmHtHyNUnpmSoq+vj716tUjODiY3Nxcnj17xtmzZ2nevHANX25uLvv376dnT1UkbhsbG+7fv49MJuPhw4fY2NhU6Fct0TkzSqWS4OBgsrKyGDRoECKRymsgFou5ceOGWi4/P5/k5GTEYvE77ymVSrG2tqZ6ddVozMbGhho1avDw4UNcXSvG4yARm/M8rtBqj49PQSLR9PzsDjjHmnWqueM6dV3IzysgJSULa2tTtUy1anYYGenz4EEsHh5OpdJh85aT7Ag4B8DaXz9FIn6758nSwpj0jBxkMjk6OiLi4lOL5Andf5VZr3iQ3hcSibnGyCM+TlOXAweu4dfWG13d0nmsNh96yM5jjwFYM7klEsuyL/q0szbCwlQfIwMdjAx0aFDLhntRqdyOTOXo1VhOXH9OfoGczBwZk1ZfYNnnJV/0WlAgZ+K4DXTqUg+/Ui54LE/eV9m86yo7g1XP2JrlfZDYqtpl62bVmPvdIVJSs7EsZqpw1R+nSU7N4adFHYuklYfNOy+yY88VADIy8xg/IwCAlNRsTpx9gI5ISFufQuNWIjbTmD6Kk6YjecUzsnvfNY6fvs+fPw8tk/FQkfpYW5kgTcxAbGOKNDEDqzdMVb0LicRSo9+Ji09FItE0qsUSC54/T8HOzhKZTE5GRg4WlsYIBAKmTuunlhswYClVq767Py2OzdvPsWO3ar3Z2p8+JiU1ixnzdrFu1cdYWhT9bsnJmdy9/xxvT5UXsXN7b0Z+XvEHOZanfkqSt6Rs3naGHbsvALB21Yh39s0Adb2rsuVP1fvi9Nl7REYVekfv3o9lxtydrFs9stj6/Uco5ZqZ0jBw4EA2btzI5MmTMTAwoGvXrtSsWbhYfe/evfj5+amnqFq1asXatWuZMGECnp6e1K1bt0L1KZExExISQkJCAkOHDkVXV1d93c3NjcOHDxMREYGrqysnTpxAIpGoLS6FQqH+UyqVyGQyBAIBIpEIOzs7kpKSePLkCVWrViUlJYX79+9rWHblxcPTiadRCTx7lohYbEFo6FWWLRuuIVOpshXnz9+jZ88mPHoUR15eAVZWJjx7loidnSU6OiJiY5J58jgOe3vrUusweFArBg9qVWJ5gUBA40Y1OHjoOl061ycw6CK+voUvw0eP40lPz6FunfczdfAqPm082brlJJ061yP8RiQmpgbYvvLA7w+5wrjxpT/NcnD76gxuX74phZf41a/M/D+vIZMrKJApCH+YzLBOrnRs4siEAap6uxAh5Y+Q+6UyZJRKJXNn7cDZRcKQ4a1LpVN58r7O4N71GNy7HgAJSZkolUoEAgHhEbEolUoszIsagjuDb3D6whP+XDmgQtY4aOjTtxGD+zYqcn3K3EB8WrhqGA4AYhtTTIz1uX4zGm8PB/aE3mBIP1X+k+ce8NvGM2z69WMMDcq25qoi9fFtVZM9IdcZPawle0Ku49eqbLuIPD2diIqU8iw6EbHEgtCQSyz/boSGjK+vF3sCz1G3rgsHD16lSZOaCAQCcnLyUSqVGBnpc+ZMBDoiocbC2NIwuH9TBvdXrTuJfZ7KFxM3sXR+f5ydbIuVNzMzJCMzlydRCTg72XLm/AOqORcvWx7KUz++vl5MnPA7H3/shzQ+jahIKV5eVcukx+ABzRk8oHTvm6SkDKytTcnPl7Fu/TE+HanakRr7PIUvxm9g6cKB6jU1HwSK92fMGBkZ8b///e+N6a8elgeq3c1fffX+FkW/MzZTamoqK1asQCQSabhvu3btipeXl8Y5M/b29vj7+6vPmbl+/TpBQUEa9/P29lavYr59+zYnTpwgLS0NfX19PD09adu2balGaO8KZ3DyxG2WLA5AoVDSs1cT/vdpR35auQ93jyr4+nrx8OFzZs/aSnZ2HgIBTJjoT/PmtQgOushv6w6hoytCKBAw5rNO+LV9+9bsd4UzSEhIp3f/ZWRm5iIUCjEy0iM0eBomJoaM+vRXFswbiERsTnR0Il9P/JO0tGxq1XJg+bdD0NNTGZE/rQ4lL0/GxPHd31057whnMGnCn1y6+JDU1EysrU35bGxnZDI5AP0HtECpVLJw/k5On76DoYEe8xcNxsNDNWqLiUliyKAfOXJsbond+sWFM0hIzaXPjCNk5hQgFAgwMtAhZGkHTIx0Gf/TeS7dSSAlIw9rcwO+6O1OnzbObDvyCIABbVU7Vn7fe4/dJ58gFAjo08aZYZ00PXsvjZnXt2a/LZzBtStP+GToamq4VlK3x7HjOhH3Yv1C3/7NSExIZ3D/FWRl5iIQCjAy0mdX8CQe3HtebN6Wrd48HVeScAabAq6wLfAaIh0hBno6fPOlL/U8VQuNR0/YyfwpHZHYmuLeaimVJeYYG6kMhJdbuBOSMukzYgOZWfkIhQKMDHUJ2TwSE2P9ImWVNpzBS+Ph5VboHoN/IWjzGABuRsS82Aoto1Wz6syc2BmBQEC7XivIz5erDTJvDwfmTX2DcVzKcAZl0SclNZtx03byPD6Nynbm/LioLxbmb1gg/45wBidO3GTRop0o5Ap6927Gp2M6s3JFMB4eTvj6eZOXV8DkSeu5cycac3Mjvv9hJI6Otjx7lsjIET8hFAqQSCxYsHBIiQZR7wpnMH1uAIfCblH5xToUkUjI7i1fADBq7HoWzOqNRGzG4aO3WPnLYQQCAeZmhiya0wdHB2vCb0czdvxG0tNz0NfXxcbahJBd44svrAThDMpaPwC//hLKrl1nEYlETJvWl1atPd5dN+8IZ5CQmE7vgSvIzMp98WzoExo4CRMTA0Z9/hsLZvdFIjbn2+/3cvzkHRQKJQP7NWX4R6qB6vQ5Ozh05CaVK79Sv1vHFV/Y3xjOoNRhHP5O3SqYf32gSW1spregjc30VrSxmd6MNjbTO9DGZnoz2thMb0drzLwXtLGZtGjRokWLlv+PvMc1Mx8aWmNGixYtWrRo+f+I1pjRokWLFi1atPyreY8LgD80tMaMFi1atGjR8v8RrWdGixYtWrRo0fKv5j9kzPzrdzNp0aJFixYtWoqhtDsAzQe+Hz3+Bv79nhn5h7M1G1E7Vt4Y809roeZL7184Hzfnn1ZDTRO7OeTJ9//TaqjRF3X6YLb26wjbQcbOf1qNQkz7kisP+ae1UGMg6kJ89p//tBpqJEbDP5i2A6r2E5356z+tBgCOJp9+MEcegOrYA4Uy7J9WQ41Q4Pe3laVUyksl//cH8Kg4/tngPlq0aNGiRYsWLeXknZ4ZmUxGSEgIT548IScnB0tLS/z8/KhRowaAxgnADg4O9OjRQ30C8O3btzl//jxxcXHY29szfPhwjXvfu3ePsLAwUlNTkUgkdO/eHVvbD+goaC1atGjRouXfinY3UyEKhQJzc3OGDx+Oubk5Dx48ICAggDFjxqCnp8eOHTvo1q0bNWvW5OjRowQEBDBy5EhAFYuhSZMmJCYm8uTJE437JiUlsXv3bgYPHoyDgwNnzpxh69atjB07tkKi3r5EqVSycFEAJ07exsBQjyWLhuBeu2gU4fx8GfMX7uDixQcIhEK+/qorHdqrAmGF7r/KqtWhCATg5mbPd8s+LnH5YT/fIepqIobmegz8ThUbKDEyg+Pr7lGQK8fM1oB2X7qjZ1T8T6FQKNk55RLGVvp0naIKp/DsVjJnNj5EIVNi62yK7xi3ItFb38RvS85z/VwsZpYGLPpTFf384rGnBP55k+dR6cz+tT3ObkWPT0+SZrF24XnSU3JBAG26Vad9H1Xsmsz0PH6ec4bEuCxs7Iz5fG4LjE1LH2tn1vQtnDgRgZWVCYHBU4qkHwu7yaqfQhEKBIh0REye0pN69V3U6ZmZufh3W4yvnyfTZvQpdfmvc+pUBEsWBSBXKOjdpxmjRrXXSI+NSWbGjE2kJGdibm7EkqXDsLOz5MKF+3y7ZJda7snjeJZ/9/E7w2G8iyPH77Di1yMIhQJEIiHTJnSmQZ2qReRGfLGBhMQM5HIF9es4MfubbohEQsZN3caTqEQAMjJyMTU1IGjL2DLpMmv6Nk6++K12B08ukp6RkcO0bzYT9zwFmUzBsI/b4N+rEXfvxLBwXgCZmbmIREJG/q8tHTtVTMC5fp1/xtBYD9GL+lm3RfM5VSqVrFx6mPNnHqFvoMvUuV2pWcsOAJ/6S3CprhpIie3MWLKifIFcy9p2YmOS+fKLtSiUSmQFcgZ/1Jr+A1qWSxeAzIxcvpt/mMiHSQgEAibObkdtr8KYT9cvRzNrfDCV7FWx11q0qc6Q0U0ACNh8lf17biIQCHCubsOk2e3R0y/7CoW456nMnLqVpKQMBAIBvfs2YdAQze/45LGU2TO2czfiGWO/6sTQj33UaRnpOcydtYNHD+MQCATMnt8P72Keg9Jw6tRtFi3ciUKhpE+fZowa3UEjffHiAC5euA9ATk4+yckZXLz0HTExSXzxxVqUCiUFMjkffdSaAQNKHovvvfMfWgD8zhapp6eHj4+P+rOrqysWFhbExsaSk5ODra0t7u6q+Cc+Pj4sW7aMxMREbGxscHFRvWiuXr1a5L6PHj3CycmJKlVUsX5atGjByZMniYyMVOerCE6ejCAyKoFDB2ZzIzySOXO3sXP7pCJyv645iJWVKQf3z0ahUJCalg1AZKSUtesOsXXzeMzNjUhKyihV+bV87PDq6MCR1RHqa8fW3KXZkOrY17Yk4mgs14Kf0nhA8d85PDQaS3tj8nNkACgVSsJW36HHzLpYVDbiwvbH3D0RR23fkgWja9HJhba9XFm76Lz6moOzOV/Ob8mf3116Yz6RSMjAz+tS1dWKnOwCZo86iHsDO+yrmhOyOYLa9e3oOrg2+zZHsG9zBP0/rVMifV6le8/GDBjckulTNheb3riJKz6+HggEAu7fi2Xi+D8JDpmmTl+1MpT6DaqVutzikMsVLJy/g3W/j0UisaB/v2W0aeNJ9eqV1DLLlgXSvUcj/P2bcP78PX78PpglS4fRuLEruwOnApCamkWnjnNp1vzNcZlKStNGLvi1HotAIODugzjGTdnGgV3jisitWNwfExMDlEolX07eyoEjt+jSwYsfFw9Qyyz5YT8mJkVjMpWUHj0bMnBwC6ZP2VJs+vYtZ3CpJuGnn0eSnJxJj86L6dK1HgaGuixYPAinqrZIpWkM7PM9zZq7YWZW9sjpr7Ji7SAsLIuPp3T+9COePU1hS9CnRNyM5ftFB1izcTgA+vo6/LF9RLH5Skt52o6NrRlbtk1AT0+XrKw8/LsvpI2vJ2KxRbl0Wr3sOA2bVmX20m4UFMjJyy0oIuNZ156FK/w1riVKM9mz7Rq/7xyGvoEO877Zx7GD9+jQ3b3Muoh0hIyf3I1atR3IysplUN8fady0BtWq26llzM0N+WZqD44dvV0k/9LFe2jWwo3lPw6jIF9GbjHfpTTI5Qrmz9vO7398iURiQb++39LG10vj95o6tXBwtGnjMe7ceQaAra0527ZNfPF75dK92wJ823ghlliUS6cK4z9kzJTaBZKZmUlSUhJisRipVIpEIlGn6enpYWlpiVQqLdG9Xt1IpVQqUSqVJc5bUsKOhuPfoxECgYA63s6kZ+QgTUgrIrcr8Bz/ezF6EgqFWFmaALAj4CyDB7XC/EXAOWtr01KVX7m2JfommjZjamw2lWtZAODoZcWjC8V/58ykXCKvJlHbr/Chys0sQKgjwKKy0Sv5E4rNXxxu3uIiXpPKVc2pVMXsrfksrA2p6moFgKGRLpWdzEhJUBl8V8/E0KKjKop3i47OXD39rMT6vEqDBtXU9VwcRsb66sCNOTmqwKAvibgdTXJSBs2alS3S8evcDI/EsYoNjo426Onp0LlzPY4dDdeQefTwOY0bq8pr3NiVo0dvFrnPoUPXaNmyNoaGZYsK/SrGRq9+//w3BmQ1MTEAeBFJXF5ETqlUsv/ITbp28CqzLvUbVMPsLb+VQADZWXkolUqys/MwNzdCpCOkalUxTi+iCovF5lhZm5CSnFlmPUrD6RMP6NBVZQy7e9mTmZFHYkLFl12etqOnp6MOKluQX4CiAjabZmbkcfNaDJ38VQEZdXVFmJgalDi/XK4gL0+GXKYgL1eGta1JufSxtTWjVm1VgFRjYwOcXSQkSNM1ZKysTXH3rIKOjuYrKiMjh6tXHtOztyrSua6eDqblNITDwyOpUsX2ld+rPkfDbrxRPiTkMp27NAA0f6/8fBkf3OZgpaJ0f/9iSmXMyOVydu/ejbe3NzY2NuTn52NgoPlQGBgYkJ+f/857ubi4EBUVRWRkJHK5nFOnTiGXyykoKJ+V/Trx0lTs7CzVn+0kFsTHp2rIpKerXsorftpHz95L+HLc7yQmqh6uyEgpTyKlDBj8Pf0GLOfkqQjKi5WjMU8uqdz9j85LyUzKK1bu9J8PaPZRNY2XkYGpLgq5Eumj9ML8ibnl1qk0JDzPJOpBCtVq2wCQnpKLhbWqQzG3MlBNRb0nwo6E073LIj7/dB3zFqi2ESoUCpYv3cP4ST0qrJx4aRqVXmk3Eokl8fGaRnBNN3uOHL4OwJHDN8jKyiU1RfPluD/0Kp07168wvQ4fi6Bj7x/537iNLJrV841yI8b+SbN2izE20qeDn+Yo+vK1SKytTKhaxabC9HqdAYNb8PhxPG1bz6FPj2VMntazyPTxzfAoCgrkOFZ5d1ToEiGACZ9tY+Sg9QTvulYkOVGagdiu0Gi3lZiSKFV5WvPzZYwatJ5Ph27g1LH75VKjvG3n+fMUevZYhJ/vTEaMaFtur0xcbBrmloYsm3OI/w3axHfzDpOTU7Sfjbj5nNEDNjL1i0AiH6n6JxuxCX0/qs+gLr/Rr8NajE30adDUqVz6vEpsTDL37sTg4VWlZPLPkrG0NGH29O0M6P09c2ftICe7+P6zpEjjU7Gr9MrvZVf093pJTEwSz2KSaNKkcND0/HkyPbovwLfNdEaMbP/heGX+Y5TYmFEqlQQGBiISiejcWbXWQk9Pj7w8zYaUl5eHnt67R6E2Njb4+/sTGhrKd999R3Z2Nra2tpiZvd1D8D6QyRXExaVSt44LgbumULdOVb5dpopAK5fLiYqSsvHPr/hu+XBmzt6iNn7Kiu+YWtw69Iwd31wiP0eOUKfoCDvyimqdjdhFsz4EAgEdxnlwesMDdk69hK6hCIHw79tQl5tdwE+zTjP4i3oYGusWSX+Tt6Ci8GvrRXDINH5cNYJVK1XbvLdvPUOLVrWxs7N4r2W/zqTJPbl86SG9ey3h8uWHSCQWGmuXEqRpPLgfS/MWtSuszHZtanNg1zhWLx/Eil+PvFHu91XDOX3gG/LzZZy/9Fgjbd/B8nllSsLZ0/dwc7PnyIk57Ng9gcULdpOZWWjkJiSkM33KFuYtHFBha+RWrx/C71s/YdmqfgRuv8r1K09LnHdH6Oes2/IxsxZ156dlR4iJTqkQnd7E29pOpUqWBAZNY//B2QQFXVQPrMqKXK7gwV0p3fp4sWbLRxgY6rBtveaUcg03MVv2jWDttiH496/D7AmqrdUZ6bmcPfGYTXs/YfuBUeTmFHAk9E659HlJdlYeE8dtYOKUHmpv4ruQyRXcvRND3wFN2bZrPIaGevzx298XoTs09Aod2tdF9MpzXqmSFUHBMzh4cC5Be86X+/eqUP5DnpkSreJSKpUEBweTlZXFoEGDEIlEAIjFYm7cKHTH5efnk5ycjFgsLlHhtWvXpnZtVUefm5vLtWvXsLe3L+13KMLmLSfYsfMsAJ6eTsTFFXZMcfGpSF6znC0tjDE01KN9O9UCzY4d6hGw6xwAEokF3l5V0dUV4ehgQ1UnMZFRCXh5ln10YmlvTPcZqkWPqbHZRF1NLCLz/F4aTy4nEnUtCVm+goIcGYdX3qbdl+7YuZrTa55qtP/0RhKpsTll1qU0yGQKfpp1mmZtq9KgVeEiajNLA1KTcrCwNiQ1KQczy5K7sMtKgwbVmPksiZSUTG5cj+TqlUfs2Hqa7Ox8CgpkGBnpM2582cPZS8TmPH+l3cTHpyCRmGvIiMUWrPhpFABZWXkcPnQdM7PCqZcDB67i19YLXV1RmfXYvOM8O/ZcBmDtiqFIbFXGbcN6zkTH7CY5NQsrC+Ni8+rr6+LXuhZhJ+7QvEl1AGQyOYeP3Wb3xs/KrFNJCAq8yCcj/RAIBFRxssXewYonj+Px9HIiMzOXsZ+u44uvOuPlXbXCyrQVq6aALa2Maenryp3bz6lTv3DEbyM2RRpX+KJJiM/A5kWel3krO1hSp0EVHtyNx97RkrJQEW3npUyNGpW4cuURHTqUfZG0rdgUW7EptTxV09Wt2tZg6/rLGjLGr6yfatzCmZVLjpKWksP1y9HY2Zup1yG18K3O7RuxtO1cvjVgBQVyJo7bQKcu9fBr51nifBKJOWKJOZ5eqv63bXsv1v92tFy6iCUWxD1/5feKK/p7vWR/6GVmzuz/xvvUqFGZK5cf0qFjvXLpVGH8h3YzlWhIFBISQkJCAgMHDkRXt3A07ubmhlQqJSIiAplMxokTJ5BIJNjYqNzXCoUCmUyGQqFAqVQik8mQywsP8YmNjUWhUJCVlcXevXupWbOmOm95GDyoNUGBUwkKnEpbPy/2BF1EqVRy/cYTTE0NEdtqNlSBQEAbHw8uXHwAwLnz96hWTfXgt/Xz5uIl1fXklEwio6Q4OpbPLZ6dppqGUyqUXN4diXu7ogZc00HVGP5rc4aubkaHce7Ye1jS7kt3jfzyAgVXg57i0b5ki3/Lg1Kp5PdvL1DZyYyO/d000uo2t+f0AdVutdMHnlCvefkN0uJ4GpWgnpOOiIimIF+GhYUxS5YN4dDRORw4MpsJk7rTrUfDchkyAB6eTjyNSuDZs0Ty82WEhl6lTRtNb0ZKSiaKF53Fb+sO0rNXE4300JAr6rn1sjK4XxOCtowlaMtYcnML1N//9t1Y8vNlWL62biUrOw9pomrqRCaTc/zMPVyqFh53cPbiI1yq2mL3hs66orCrZMmF86rpmqTEDCKfSHFwtKYgX8bXX6ynW48GtOtQvt1dr5KTk092Vp7635fOPcGlmmZf0qJ1DQ7uu4VSqeR2eAzGJvrY2JqQkZ5Dfr5qgX1qSjY3rz+jqkvZ+6HytJ24uBRyc1XPd1paNlevPMLZuWSDwzdhZWOMrcSE6MhkAK5ejMbJxUpDJjkxS9227t6KQ6FQYmZhgNjOlDs3n5Obo2p71y4+pYqzVZEySoNSqWTurB04u0gYMrx1qfLa2JphZ2dB5BPVOsOL5x/gUk3yjlxvx9PTiago6Su/1xXa+Bb1XD5+HEdaWjZ16hZu1nj997py5RHOzuXTp0JRyEr39y/mnZ6Z1NRUrly5gkgkYvny5errXbt2xcvLi379+hEaGkpgYCD29vb06VO46js8PJygoCD154ULF+Lt7Y2/vz8ABw4cID4+HqFQSO3atenQQXM7XEXQupU7J07epl3HuRga6LJo4UfqtB49FxP0YtfJxPH+TJ6ygUVLdmFlacLiF3ItW9TizNk7dO66AJFIwOSJ/lhalHwB3KEfbxETkUpuRgF/fnqGRv2cKciVc/OgapFstUa21GqjMpyykvM4uuYu3aa+vZO/FvyUqKuJKBXg0d4eB4+Sdy4/zz3D3etSMtPyGNdnDz0/9sTYVI9NK6+QkZrH91NOUKW6JZOWtyElMZs/ll5kwlIfHtxM5OyhSBxczJk5QjW902eUN95NKtN1UG1WzznDyZBHWNsZ8/mc5iXW51UmT9zA5YuPSE3NpG2b2Xw2thOyApXx229Ac44cvsHeoMvo6AjRN9Bl6XfD3tu0lo6OiOkz+jF65GoUCiU9ezWheo1K/LRyH+4eVfD19eLixQf8+H0wAgE0aFCdGbP6qfPHxCQRF5dCw4bVK0yng2G3CQq9jo6OEAN9XX5Y3F/9/XsMWkXQlrHk5BQwZvwm1WJEhZLGDVwY0Luh+h6hh27SpX35p5i+mbiRyxcfkpqaRbs2cxkztgOyAtXLud+AZowe046Z07bSu8dSlEoYN74rlpYm7Au+zNUrj0hLzSI4UDXVMW/RQNxqlc8ATknKYvr43YBqWqVtp9o0bl6NoJ2qnZQ9+tajSYtqnDv9iIHdf1VtzZ7TBYDIx0ksX3gAoUCAQqlk8MdNqVqt7MZMedrO40dxLFsaqFpBrVQy/BM/XF3LPzgYO7kNi2fsp6BAQSV7cybNac/eAJVXvVsfb06GPWBvwA1EIiF6+jrMWNwZgUBALc9KtPKrwZjBmxHpCKle05YuvUruSSmO61cjCQm+Qg3XSvTv9b1Kv3Gd1N6Rvv2bkZiQzuD+K8jKzEUgFLB54yl2BU/CxMSAb6b5M+2bLcgK5Ng7WDF3QfGekpKioyNixsz+jByxCoVCQa/eTalRozIrV+7Fw8MJ3xeGTeiLhb+v9jmPHsWx9NtdCAQClEoln3zSFtea72cwp+Xt/PtjM2nDGbwRbTiDt6MNZ/AWtOEM3oo2nMGb0YYzeDt/aziDmJWlkhfYf/meNHn//PtjM2nRokWLFi1aivIfWjOjNWa0aNGiRYuW/4/8y3colQZtoEktWrRo0aJFy78arWdGixYtWrRo+f/If8gzozVmtGjRokWLlv+P/IfWzPz7dzNp0aJFixYtWoqgfPRtqeQF1b4pUzlpaWls2rSJyMhI0tPTWbhwYZEz4/bs2cPJkydRKBQ0bNiQAQMGIBKJkMvl/PHHH9y+fRtnZ2dGjx6NoaEqPM6FCxeIjIykf/93b7//13tmPrQtd1kFQe8W/Jsw1u1BRkHgP62GGlPdnh/cdt/YrN/+aTUAqGw8kpS87f+0Gmos9fuTlLv1n1ZDjbXBwA/uGAYUH07fg9Dvg9qanZr34RwzYKHf98NrO38Xf5NnRiAQ4O7uTseOHVm6dGmR9NOnT3P58mWmTZuGgYEBq1atIiQkhO7du3Pt2jXS09NZvnw5f/75J6dOnaJ9+/ZkZ2dz5MgRJkyYUCIdtAuAtWjRokWLFi1lxszMDB8fH6pWrVps+tmzZ2nbti02NjaYmJjQtWtXzp5VhRxKTEzExcUFHR0dXF1dSUxUhfcJDAykU6dORYJZv4l/vWdGixYtWrRo0VIMpfTMZGdnk51dNJCykZERRkZGxeQoGTExMTg4OKg/Ozo6kpKSQk5ODvb29hw4cICCggLu379PtWrVePLkCampqdSrV/IYV+80ZmQyGSEhITx58oScnBwsLS3x8/OjRo0aADx+/JjQ0FDS0tJwcHCgR48eWFhYAHDo0CHu3btHZmYmpqamtGzZEm/vwqP64+LiCA4OJiEhAVtbW7p3746dnV2JlS8Jp07dZtHCnSgUSvr0acao0UVDJuzff4XVq0JAIMCtpj3Lv/sEgNjYZGbO2ERcXAoCgYA1az7H3qHscZninqcya9o2kpIyEQgE9OrTmEFDWhQre/tmNMM/Ws3iZYNo++L4+b1Bl/ltjcq1PfJ/fnTrUfa4P3HPU5k9bQfJSZkIBNCzTyMGvqZLelo282YG8Cw6GT19HWbN70P1GqrfZ+6MnZw+eRdLKxN27Pm6zHq8yqzp2zh5IgIrKxN2B08ukp6els2sGdt4Fp2Enr4OcxcMoEYNVSiIjRtOsDvgPAKBgBqulZi3cAD6+kWjepeGAV3WYGSsh1AoQCQSsmbzUI30zIw8Fs0IIT4uHblcQf8hDenUw5O42DRmTdyDQqFEJlPQa0A9uvepUy5d8vIKGPPxH+Tny5DLFfi2dWfU575F5I4cvMVvvxxDIIAarnbM+7avOi0rM5cB/qto7evGxGldy63PZx+vp6BAjlymoE272oz8rI2GzPPYVBbNDiI1JQszc0NmL+qFWGLO/bvPWbYwhOzMPIQiAcNGtqJtR49y6aNUKlm4KIATJ29jYKjHkkVDcK/tWEQudP8VfllzEIVcgY+PB5Mm+AOwaMkuLlxQxZLKzc0nKTmTyxeWlVOfnSp9DHRZsmgo7u5V3ij/6We/8Cw6kX17ZwKQmprF1+N/JyYmCXt7a378YSTm5mV/mWRm5PLd/MNEPkxCIBAwcXY7ansVxnS7fjmaWeODqWSvitnVok11hoxWxYu6eDaSn5cfRyFX0Mnfg4EfNyqzHqBqO59+/Bv5+XJ1Wx79ueapuLt3XCRg2wWEIgGGRnpMneWPSzUxB0Kus+nP02q5h/fj+Wv7Z7i6VSqXTh9a+6kwZPJ3y7xCWFgY+/btK3K9a9eudOtW9nh3eXl56nUwgPrfubm5eHh48ODBAxYvXoyzszPNmjVjxYoVfPLJJxw9epQrV65gaWnJoEGD3mpQvdOYUSgUmJubM3z4cMzNzXnw4AEBAQGMGTMGPT09duzYQbdu3ahZsyZHjx4lICCAkSNHAqCrq8vAgQOxtrYmJiaGzZs3Y2VlhaOjI3K5nG3bttG4cWMaNmzIlStX2LZtG1988YU6Knd5kcsVzJ+3nd//+BKJxIJ+fb+lja8X1asXNvzISCnr1h5k85aJmJsbkZSUoU6b8s0G/vdpR5o3r0VWVi5CYflm5UQ6Qr6e1JVatR3IysplcL+VNGlWo0igNLlcwYofQmnSrIb6WlpaNmt/OcKm7V8iAAb3X0lrn9qYlbGD09ER8vWkLrjVticrK48h/X6i8Wu6rF93HFe3yixfOZTIx1K+XRjEL7+rIv12869P/0HNmDVtR5nKL44ePRsycHALpk/ZUmz6b2uP4OZmz48/fcKTx/Esmr+bdevHEB+fypZNpwjcOxkDAz0mfb2BA6HX6NGzfJ0uwA9r+mNuWXwd79lxDScXaxat6EVqSjZDe/5O2861sbY1YdWfg9HT0yEnO5+P+66nWevq2NiWPKbX6+jp6bDqt+EYGekjK5AzethvNG1RAw/vwg73aVQSf/1+krV/jcTMzJDkpEyNe6xZdZS69cse7f11fX76bZhan0+H/0GTFtXx8CrUZ9X3h+jUzZvO3etw+cJjflkRxuxFvTAw0GXWgp44OlmTIE3nk4FradysGqZmhm8p8e2cPBlBZFQChw7M5kZ4JHPmbmPn9kkaMimpmSxdtofdAZOxsjLlm6l/ce7cPZo2rcm0Kb3Vchs3HSfizrMy66LS5zaRUVIOHZjDjRuRzJm3jZ3bixroAIcOXcPYSF/j2tp1B2natCajR3Vg7bqDrF13kEkTe5ZZn9XLjtOwaVVmL+1GQYGcvNyCIjKede1ZuMJf45pcruCnJUf59ude2EpM+XzIFpq1roaTS9kHdXp6Oqz+7ZNX2vI6mrZwxfOVtty+sxe9+qme35PH7rBi2X5W/DqMjl3q0LFLHQAe3o9j8rjN5TZk4MNrPxVGKT0zfn5+NG3atMj1142ICxcusHnzZgCsrKyYM2fOW++rr69Pbm6u+nNOTg4ABgYGqoF9r1706tULgMOHD+Pl5UV+fj6nTp1ixowZHDhwgAMHDqhliuOdb2c9PT18fHywsLBAIBDg6uqKhYUFsbGx3LlzB1tbW9zd3dHR0cHHx4f4+Hj1nFebNm2wsbFBIBDg4OBAlSpViI6OBiAyMhKFQkGTJk3Q0dGhcePGKJVKnjx58i6VSkx4eCRVqtji6GiDnp4OnTvX52jYDQ2ZnTtPM3BQa/Wox9raFICHD58jlyto3lwV6t7Y2ABDQ71y6WNra0at2g7q+zm7iJHGpxWR27blDH7tPLGyKnz5nTtzj8ZNa2BuboSZuRGNm9bg7Jl7ZdbFxtYMt9r2L3TRp6qLLdL4dA2Zx4/iadi4GgBVXcTExqSQ9CIic70GLpiZl/3lUxz1G1R7q3H2+FE8jRqrDDxnFwmxsclqfeRyBXm5BchkcnJyC7AVv9+o0KCKBZidnY9SqSQnOx9TMwNEIiG6uiL09FTjhPx8ORWxYVAgEGD04oUnk8mRyRTwWozNoF2X6d2/MWYvjAIr68L2czciluTkTBo1q5jAl0X1kSN4TaHIRwnUb+QMQP1Gzpw6fheAKlVtcHRSvQxtxWZYWhmTmlLUtV0awo6G49+jEQKBgDrezqRn5CBN0Hy2oqOTcHKyxcpK9Yw3berGwcPXi9wrJPQKXbvUrwB9Gqv0qeNMeno2UmnRZz0rK5f1G44y5tNOxeRXeUb8ezThyGv9VmnIzMjj5rUYOvmrvF+6uiJMTEu2DuHe7TgqO1pQ2cECXV0RPu1rcub4ozLrAm9oO6+1ZROTQv1ycvKLpAMc2h9Ou47lD5oKH177+acwMjLCxsamyN/rxkzjxo1ZuXIlK1eufKchA2Bvb8+zZ4UGXnR0NJaWlhreGoDk5GSuXLlCu3btiImJwd7eHpFIRNWqVYmJiXlrGaV2NWRmZpKUlIRYLEYqlSKRFI7k9fT0sLS0RCqVFslXUFBAbGwsYrEqnP3LvK9GIJVIJMXmLSvS+FTsKlkW3t/OkvjXjIeoSCmRkfEMGric/v2XcurUbQAiI+MxNTXkiy/W0KvnIpYt3Y1cXnErw2Njkrl3JxYPL03XszQ+jWNht+jbv8lr19Oxs7Mo/C4S8yLGR/l10XSrutasxNEjtwC4dTOauOepxRpffxeuNSsTdiQcgJvhUTyPTSE+PhWJxIJhH/vQwW8+bVvPwdTEgGbNa5a7PIFAwKTPdzJ60F/s3VX0ZdKzfz2ePkmiT4df+KTfn4yd5ItQqGrP0rh0RvRbT//OvzJgWKNyeWVeIpcrGNL3Zzr5LKVR02pFfq/oqCSeRiUyaug6Rgxey7nTDwCVd3XF8gN8Ob5io9LL5QqG9fuFLm2W0bBJNdy9HDTSq9eUcDzsDgAnwu6QnZVPWqqm0RJx8xkFBXLsHS0pD/HSVOzsCu9hJ7EgPj5VQ8apii1PIqU8i0lCJpMTFnaDuLgUDZmYmGSePUuiSePytZ/4+Nf0sbMkXppaRG7Fyn18MtwPg9cGSklJGYhfGOS2tmYaHuPSEhebhrmlIcvmHOJ/gzbx3bzD5OQU9cxE3HzO6AEbmfpFIJGPVAPSRGkmYompWsZWYkJSQmaRvKVFLlfwUd9VdPRZQqOm1Yu0ZYCd287Tq/N3rPrhIOOndCmSfuTgTdp3qhhj5kNrPxWGQlm6v3JQUFCATCYDVMtTCgoK1AO5pk2bcuTIEZKSksjMzCQ0NJRmzZoVuceOHTvo06cPIpEIGxsboqKiyM3N5f79+0W2er9OqYwZuVzO7t278fb2xsbGhvz8/CIrjQ0MDMjPzy+SNyQkBIlEQrVqqpF+fn4++vr6Jcr7PpHJFERFJbDhr6/57rtPmDVzM+np2chlCq5cecjkyb3ZsfMboqMTCQw8VyFlZmfnMfHrjUz4ppvGCARg+bfBfPl153JPaZVGl8lfby5Wl2EjfcjMyGVQ7xVs33yWmm6VEYr+uQ1wn4zyIz09h349l7N182ncatkjFApJT8vm2NFbhB6eweHjc8jJyWdf8OVyl7fyj4Gs3TKMb1f1Zs+Oa9y4Eq2RfuncE6q7igk4OIbftg5j5bdhZGXmASC2M+P3HR+zKWgUh/bdJjkpq9z6iERCNu78jODDE4i49YxHD+I10uVyBc+eJvPL758w/9u+LJ4bREZ6Dru2X6JZixqI7SrWWyUSCdmwYwx7Do3nzq2YIvqMHd+e65cjGdbvV65dicJWbKo29gASEzKYNz2Q6fN6/C3t3dzciDmz+vP1+D8YPOQH7CtbFyk3ZP8VOrSvg+hvaOd37kTzNDqBdu3qvFVOIBAU65koKXK5ggd3pXTr48WaLR9hYKjDtvWXNGRquInZsm8Ea7cNwb9/HWZPeL9Rr0UiIZt2jmXv4UncLqYtA/Qd0ITdoRMYO64D69ce10i7FR6NgYEe1WpIiuR7X3xo7adEKBSl+ysHY8eO5csvVVG3Z8+ezdixY0lKSgKgRYsW1K9fn4ULFzJ9+nTs7e3p0kXTQA0PD8fY2Jjq1VXeY2dnZzw8PJg6dSr37t2jY8eOby2/xLuZlEolgYGBiEQiOnfuDKg8MXl5eRpyeXl56OlpjjIOHTqEVCpl2LBhak9MSfOWB7HEgrjnhZZzfFwKEolmh25nZ4GXlzO6uiIcHGyoWlVCVJQUiZ0lbm4OODqqrEG/tt7cuFH+KbCCAjkTx22kc5e6+LXzLJIecfsZUyep1oykpmRx+tRdRCIhYokZly89Lvwu8Wk0aOhSLl1kBXImj9tExy518G1XdAGmiYkBsxeoFpAqlUq6d/gWewercpVZHkxMDJi/aKBan87tFuDgaM3Z03ext7dST8v5tfPkxvVIunYv+wJpAFuxakRqaWVMyzY1uHv7Od71C0eQ+4NvMWi4airBvoollSqb8zQymVoehXP4NrYmVK1mw81rz2jdtmJGa6ZmhtRv6Mz5Mw80OnOxxAx3Twd0dEVUdrCkipM10U+TuXkjmhtXo9i14xI52fkUFMgxNNLj83HtK0yfeg2rcuHsQw19bMVmLP5hAKAymo8fiVCvi8nKzGXi2M2M/sK32FF5Sdi85QQ7dqq2d3p6OmmMkuNeeOxex7eNJ75tVM/d9h2nixjnoaFXmDWzX9n02XyCHQFnVPp4vKZPXAoSsaY+164/4datp/j6zUAmV5CcnMGQoT+w8a+vsbY2RSpNQyw2RypNU09tlAVbsSm2YlNqearaZau2Ndi6XtPYNzYpHFg2buHMyiVHSUvJwUZsgjS+0CuUEJ+JdQV4GV/ysi2fe60tv0q7Tp58uzBY49rhAzdp36lo/1kaPrT2814op7elNKxZs+aNaQKBAH9/f/z9/d8o4+XlhZeXpqetf//+JTowD0romVEqlQQHB5OVlUW/fv3UC3TFYjHx8YUWdX5+PsnJyeqpJIBjx47x8OFDPvroIw1PzMu8r64niI+P18hbXjw9nYiKkvLsWSL5+TJCQ6/QxlezsvzaenPxomoVekpKJpGR8Tg42ODp6URGRg7JyaoH+cL5e1SrVv4V8/Nm7cTZRcxHw1oVK7Pv4FRCDqn+2rb3ZOqMnrTx86Bp85qcP3uf9LRs0tOyOX/2Pk3LMZWi0iXghS4ti5XJSM+hoEDlNtyz6xJ16zsX8d78naSn51CQr9Jnd8B56jWohomJAXaVLAm/EUVOjmr9yoXzD3B2Kd+ILScnn+ysfPW/esKAXQAAO6VJREFUL5+PxLmarYaMxM6UqxejAEhOyiI6KpnK9uYkxGeoF1hmpOdy63oMjk7lMwJTkrPISFctmsvNLeDiuUc4OWvq06pNLa5eigRUhvDTqCTsHSyZt6QPQYcmsOfAeL6Y0IHO3bzLbci8qk9ebgGXzj/GqaqmGzg1JQvFi9HeX7+fpqt/XQAKCmRM+Xo7nbp549vOvcw6DB7UmqDAqQQFTqWtnxd7gi6iVCq5fuMJpqaGiG2LeqJeTtekpWWzZesp+vYpXOz46HEc6enZ1K3jXDZ9BrcmKHAaQYHTXuhzQaXP9Rf6vLaOa9DAVpw+uZijYQvYsnkCVZ3EbPxLtTPQ19eLPUHnAdgTdB4/37JPp1jZGGMrMSE6MhmAqxejcXLRbI/JiVnqvvjurTgUCiVmFgbUrG1HTHQKz2PSKCiQc/zQPZq1Lt8gqri2XNVZs+08jUpU//vMyfs4VilccKxQKAg7dJN25Zxi+tDaz3vhb/TM/NOUyDMTEhJCQkICQ4cORVe3cLurm5sbhw8fJiIiAldXV06cOIFEIlHPbZ06dYpbt27x8ccfF1lAVLVqVYRCIRcuXKBBgwZcvXoVULmWKgodHREzZvZn5IhVKBQKevVuSo0alVm5ci8eHk74+nrRokVtzpy+Q9cu8xAKhUyc1AtLS9XIY9LkXnw8fAVKJbi7V6Fv3+bl0uf6tUhC9l6leg07BvT+AYCxX3Uk7nkqAH36F11F/hJzcyNG/q8tHw34CYBRn7Yt11bNG9eiCN17jeo17BjUewUAn33V4RVdmvDksZQ503eCAKpVkzBzXuGK/WmTtnLl0mNSU7Po7LeI0Z+1w793wzLrA/DNxI1cvviQ1NQs2rWZy5ixHZAVqB6wfgOa8eRxPDOmbkUggGrV7Zg7X2Wxe3k70a69NwP6fI9IJMStlj19+r25LktCSlI2MyfsAVRu+rYda9GouTPBAdcB6N6nDkNGNePb2aF80m89SiWM/rIV5pZGXD4fyS/fH1OtEFYq6TekIS41bN9cWAlITMxg/ozdyOVKlAolfh3cadG6JmtXh+FW255Wbdxo0rw6F849ZID/T4iEAr4Y3wFzi7K3kbeRlJjB/Bl7UCgUKBRK/Nq707x1TdatPoqbe2Va+rhx9XIkv64MQwDUqe/EhGkqt3LYwdtcvxpFelo2ocH/1955R0V1vH/42UKVLkUp0hQLVcUeRLFjxx5jrDEx0SQ/TUwzMaZovumaakyMiSWJEgUVK6Jg74K9AwoK0qS33f39sbK6WTrY5zmHc9g7M/d+dnbu3Pe+U94TALz30ZA6rUoJ7OpJdMxpevWdh5GhHvM/fU6TNnjoAsLXvQPApwtCOXdOPZHwlZf74upy1+jdtOkowcFttebx1VpPoJdaT5+5GBnqM3/+uHv0zCd83buVlp86pTevz/yN0NB92Ntb8e03U+qkZ/rs7iyYs5mSEiWNHcx588PebAhVzwMbONyXmB0X2RAai0wmRd9AzpwFwUgkEmRyCTNmB/H29LUoFSr6DvbExb3yuQtVkZaWw0dz/kWpuNN2+njxTGALFv8QSctWDnTt3pI1fx3k8MHLyOVSTM2MmPvJ3b7n+NF4bO3M69VL/Ki1H0HNqTI2U1ZWFgsXLkQmk2mNDw4YMAAfHx+tfWYcHBwYMmSIZp+ZefPm6ZQLCAggIEDtCbhx4wYbNmzg1q1bWFtbM2jQIBo3rlmHJsIZVIwIZ1A5IpxBxYhwBlUgwhlUiAhnUAUPMJyB6uDbNcov6fDZfVJy/6nSM2NhYcHcuXMrTHdzc2P69OnlplVWDqBx48ZMnTq1KgkCgUAgEAhqSE23hXicfUoinIFAIBAIBE8ij/k8mJrwiKwfEwgEAoFAIKgdwjMjEAgEAsGTSA1jMz3OCGNGIBAIBIInkadomKnK1UwCgUAgEAgeP5RRr9YovzRo0X1Scv957D0zZzL+97AlaGhl9RYqdj5sGRokdIf8R2dpNsZDH7ml9OT++7BlqDEZxqrzrzxsFRqebf7DI7eMvlT56CyvlUt7oUr95WHL0CCxnQo5j8hyaNNHbym0KmvFw1ahQWLxXNWZBDXmsTdmBAKBQCAQlMMDDGfwsBHGjEAgEAgETyJP0ZyZKo2Z0tJSIiIiuHr1KgUFBVhaWtKjRw+aNWsGoLUDsKOjI4MHD9bsALxt2zbOnz9Pbm4upqamBAQE4Ovrqzn3hg0bSEhIID09ncGDB+Pn51fvX3D9X6eI3HABJODsbsmM9wLQN7j7tW/dzGXRxzHk5RSjVKoY97I/bTs7ceH0LX76nzpoHCoVoya3pmM3lzpp2R1zmk8/XY1SqWT4iC5MnaodBfTw4YssmL+a8+eT+OrryfTt21aT9uUXa4mOPgXAtJeDCQ6uWxBFgPWbjrNkWTSoVDQwNuDDd4fQorm9Tr5nJ/1MXp46KGh6Ri4+Xk78+M3zRO48zcKftiOVSJDJpLz75kD8W7vUWs/u3aeZ/+kalEoVw4d35oWpfbTS//47hlUrY5DJpBgbGzDvo2dp2rQxGzYcYulvkZp8588n8e/at2nZsnYBDMtYv+kES/6IUddPAwM+fGcwLTx0d6jef+gyn3+7mZLSUjxbOPDpByHI5bJql6+I8IWnuXAkjQbm+rz8/d3wDAc3JnI44jpSqYRm/tb0mthMp+yB9Ykc25YEKmjT24GOg5sAUJBTQujnJ8lKLcDC1ojhb3ljZKKnU74qPnjvb2Kiz2BlZcLa9bN10rNv5/PBnL+5fi0dfQM58z4ZTbNmjatVtjbs3n2Gz+aHolAqGTa8My+8oB17KjkpgzlzVpCZkYu5uTGffT6eRo0sOXjwAv/77O5Q49UrKXz51UR69PT97yVqzMHj11iwaCelpUoszI1Y8b1uwLw3Porg1LkU9ORSvFs2Yt6bvdCTy1CpVHy6cCcxB65iaCBnwbt98Wxe+3hjkbvOsvDnSKTSO/fqrGD8/Vx08k2e8Qe30nJQKJS09XNm7lsDkcmkbI48xfe/RHH56i3W/PES3q0caq0F1Ju5fTo/lOiY0xga6fPZ/HF4ttK9XzdtPspPi7eiVCjp1s2LN2cN0Urfuu04r77+G6Gr38Tby7lOmgBOnklm9JSlfPVxCH17tNJKKygs4fV3QklMykQmldA9wINZr/TQpG+OPM33S2KQSKB5Mzu++jikznrqjDBm7qJUKjE3N2fChAmYm5tz8eJFQkNDmTZtGvr6+qxevZqBAwfSvHlzoqKiCA0NZcoUdRwRPT09xowZQ8OGDUlKSmLlypVYWVnh5KRutHZ2dnh6ehIZGVmZhFqTnppHxJozLFoVgoGhnC/ei2JP5FWC+t/t/NcsO0GXHq70DWnJtauZfDxzO7+sc8LZ3ZIvlw5CJpeSkZbP/z0fRrtnmiCT125rHoVCyUcf/cXS31/Dzs6SEcMXEBTkQ9Omd42Hxo0tWbBgPEuXao8379p1kjNnElkX9h7FxaU8P+5runb1xMTEqHYVcwdHeytW/DoVczNjovec5/1P1rFmue68jVVLX9L8P2PWcnp0U9/knTo0pUe3VkgkEs5duMHrb61iy7pZtdKiUCj5+KN/+G3pq9jZWTByxP/oHuRD06Z3H/4DBrRj9Gh1gM6oqDj+99m/LPl1OgMHtmfgwPYAXDifxPTpi+tsyAA4OliyYskLmJsZEb33Tv38+bJWHqVSydsfhrLsp8m4Oluz8KftrNt4nBFD/KtVvjL8etjTfoAT6745rTl2NS6D8wfTeGlRR+R6UvKyinXKpSbkcmxbEi981R6ZXMKKD0/g0c4aK3tj9oTG4+prxTPDXdgTGs+e0Hh6TdA1hqpi8NB2jBn7DO+9varc9F9/iaRFCwe+/W4SV6+kMP/jtSz5fVq1ytYUhULJpx+vZslv07Gzs2DUyC/o3t1bq+188cU6Bg1uz5AhHTlw4Dzffr2ezz4fT4cOHqy9E3cnKyuPfn3n0blLyzprys4p5KOvIlny1TDs7cxIz8wvN9/AXi354v1gAGbNiyB0w0nGDPUj5sBVEq5nsvWvScSeucG8ryJZ/cvYWuvp1N6NHoHT1ffqxZu8/vbfbPn3dZ18CxeMwsTEEJVKxauz/2JL5Cn69/HBw92W7z4fw9z59ROuJSbmDPEJt9i2ZS6xcfF8OO9v1vzzplaezKxcPv8ijLWhs7GyMuWtd/5k//7zdOqkDrCbm1fIn8t34evjUi+aFAolX36/gy7t3SvMM3FsJzr6u1BcomDiK8uJ2XeJrp2bEp+Yzi9/7GXVkgmYmxmRnpFXL5rqzFM0zFTlk1lfX59u3bphYWGBRCLBw8MDCwsLkpOTOXv2LDY2Nnh6eiKXy+nWrRspKSmkpakjnnbv3h1ra2skEgmOjo40adKEa9euac7dvn173NzckMvv32iXQqGiuEiBolRJUaECK2vtwHsSJOTnqSMc5+WWaNINDOUaw6WkWFHnbZ7j4uJp4myLk5MN+vpygvu3Y8eOOK08jo7WNG/hiESqfbXLl27g798MuVyGsbEBzZs7sDvmNHWljZ8z5mbq7+vn48TNlNuV5s/NLeTA4cv07K6OdNzA2EATVK2goJi6xFeLi4unSRMbnJys1fUT3JaoHbFaee413gryi8q9XkTEEYKD2+om1II2vs6Ym6mv6efdhJup2Tp5sm7noyeX4eqsDr7XpWNTtkWdqnb5ynD2stTxmhzZfJ1nhjkj11O3zQYW+jrlbl3Lw8HDHD0DGVKZFGdPC87uTwXg/KFb+AapH/K+QY05f/BWjTSV0dbfHbNKAp1euZxC+w5qI8nVzY7k5AzS03KqVbamnIyLx6mJ9T1tpw07o7TvrcuXbtChg/oh2KGDB1FRJ3XOs23bcQICWmFkpFunNWVj5Dl6BTbD3s4MgIaW5X/fwE5uSCQSJBIJPi0bc/NWLgA79lxmcF/1i4Kfpz3ZuUWkpuXWWo/uvVr+zWpiYghAqUJJSalCk8/d1RY3l7oFS72XHVFxDBncXv39fF3Jzikg9ZZ2/3PtWjrOzjZYWZkC0KlTC7ZuP6FJX7hoIy9M6YWBQf08P1asPkzv7i2wsir/tzIy1KOjvwsA+noyWjVvrLmn14Qf59nh7TT3e0OrBvWiSVB9auxmyM3NJT09HVtbW1JTU7Gzu+v61NfXx9LSktTUVJ1yJSUlJCcnY2trWzfFNaChbQMGP+vF1KH/MGng3zQw0cOvg7Z7dNSU1kRvucyUQX/zyaxtvDCroybtwulUXn12La8/t46XZneutVcGICUlk8aNLDWfG9lZkJKSWa2yzVs4snv3aQoKisnMyOXgwQvcuFm9stUlNOwIXbt4VJoncudpOrVvqunwALZHnaLv0K948dVlzJ87vNbXT03JolHju/Vj18iSlHKMq5Uro+nd6wO+/HId7743Uid98+ajBPevW/Tu8ggNO0LXzrr1Y2nRAIVCyckz1wHYEnmKmzd1dVdUvqakJ+eTcCaLX984xLJ3jpB0Ufdats4mJJ7JIj+7mJIiBZeOpnM7rRCA3KxiTK0MADCx1Ce3HM9OfeDR3J4dkWqD4mRcAjeSM0lJybov10pJva11b9nZ6bad5i0ciLzzIIzcHkteXiFZmdrGweZNx+rNEI6/lkl2TiHjZvxDyOTlhG2p/OWjpFTB+q1nCOjgAkDKrVwa25pq0hvZmJJSB2MGYPvOM/Qd9i0vvr6c+R8MrTDf5OnL6NxrAQ2MDejTw7NO16yIlNQsGun0h1laeZyb2HA1PpXrSemUlirYsSOWm3f6vdNnrnHzZibdAr3qSU8226PPMWZY9Ybvs3MK2bnnAp3auQIQn5hOfGI6Y174nVGTlrJ7/6V60VVnlMqa/T3G1OjprFAoWLt2Lb6+vlhbW1NcXIyhoaFWHkNDQ4qLdTvIiIgI7OzscHev2IVX3+RmF3FodyI//zuC3zaMprCwlF1btBvZ7u1XCOrflF/Xj2bOV735dl4MyjuuOQ9PWxatCuHzpYP49884iotKH5j2e3nmmVYEBnoxZvTnzJr1K35+rsik9ReJ4sDhy4SGHeaN1/pVmm/jllj699WeS9AryIst62bxw9fjWPjj/V+OOXZsINu2f8SsWUP5+afNWmmxsVcxNNTHw0N33k9dOHD4MqHhR3jj1b46aRKJhK8XjGbBVxEMf/5HGjQwQCqTVrt8TVEqVBTklDD5i3b0mtiM0P+d1AkmZ+PUgC4hzqyYe5wVc49j52qCVKr7Ji6RSO5bYLlJL/QgO7uAkUO/5K+Ve2jR0gFpPbbZmvLm7KEcOXyJYSGfceTIJezsLLR+p1upt7l4IZkuz7Sq5CzVp1Sh5PT5VBZ/HsJvXw3jpz8OcDUxo8L8H321A38/R/x9Hevl+uXRq3srtvz7Oj98+SwLf654aP+37yewZ8tbFBeXcuDwlfumpyrMzY358INR/N/MpYwd9w0O9g2RSqUolUo++9+/vDW7/uakzP9mG2+80qPc++S/lJYqmfX+WsaNbI+Tg9ogK1WoSLiWwZ8/Pc9Xnwzl/fkRZOcU1pu+WvMUGTPV9s+pVCrWrVuHTCYjOFg9xquvr09RUZFWvqKiIvT1td2027ZtIzU1lfHjx1fo3rwfxB5Oxq6xCeaWatdfx0Bnzp9MpVvfppo8OzZc4INv1JMFW3jbUlJcSnZWIRZWd4c0nFwsMDTWI/FKFk1bWtdKi52dpZY35WZKFnZ2lpWU0OalacG8NO3O2Pqs33BxrZ2Ha+U/+1m99hAAv3w3kcysPOZ89C9Lvp+IpUXFrtGMzDxOnr7OD1+PKze9XVs3riWFkpGZh5VlzV2stnYW3Lxxt35SbmZiZ2deYf7g/m2ZN+8vrWObNh2lf/+6TYxeuXo/q9cdAeCXRePV9fPxOpZ8NwFLi/Ldz619mrDqtxcB2LP/IvEJaZq0cxdvVFm+Jpg1NKRlJ1skEgkOHuZIpBLys0toYK59z7Xp7UCb3mov5I4/L2FmfccbY6FPTkYRplYG5GQUlTtMVR+YmBjy8fwxgLrvCO71CY5ODe/LtexszbXurZQU3bZja2vBwu9eACAvr4jt205gZnb399iy5Rg9evqgpyertY6Va4+zZoN6+Kpv9+ZYtDfE2EgPYyM9/H0dOX/5Fq5NrHTKff/7PjKy8vnuzcF3v5ONCTdSczSfb97Kwc7apGZ6Vh9gddidtrzweexs1ENe7dq4ci1pLRlZeVhVcM8bGOjRI7AlO6LP0qVj03Lz1JSVq6JZvWYfAN7ezhovC5T1hxY6ZYK6exPU3RuAf1bvQSqTkpdXxIWLN3h+/EIAbqVlM+2Vxfz0w4s1mgS8cs1h1oQfByAnt4iZ768FICsrn5h9l5DLpfQMbKFT7oMFG3F2smL8mA6aY41sTfHxdEBPLsPR3hKXJlYkXMvAu1X9vljVGDFnRhuVSsX69evJy8tj5MiRyGTqG97W1paUlBRNvuLiYjIyMrSGknbu3MmlS5d47rnnMDAwqGf5lWPTqAEXTt+iqLAUlUpF3JEbOLpYaOWxtmtA3JEbAFyLz6K4WIG5pSEpyTkoStWWauqNXJISsrBtXLPO5F68vZ1JiE/l+rU0iotL2RRxmKAgn2qVVSiUZN5xiZ8/d50L55Po0qV2b5BjR3Ui/J/XCP/nNRQKJTPeWMHnH4/C1bny8fCtkSfpFtACA4O7czgSEtM0XoHTZ5MoLi6t9QPb29uZhIRUrl+/Uz+bjtL9P/UTH393+DJ61ymcne+2M6VSyZbNRwmuozEzdmQnwv+aQfhfM1CUKpnxxko+/3iEZk5MeaRnqH+b4uJSlvwRzehh6k4u+UZWtcrXhBYdbYg/qX4IpCfloShVYmymuxqpbGLw7VuFnN2finfXRgB4tLchNkrd3mOjbtC8ff3Ng7iX7OwCSorVnsy1oQdo4++uNTxZn3h5O5OYcOuetnOM7t21205mZi7KO2+evy7ZytCQjlrpmyLqoe2EtCbs9+cJ+/15enVtyrG4ZEpLlRQUlhB35gZuzrrG3JoNcew5FM9XH/bX8goEdXEnfMsZVCoVJ04nY2pigG0NjZmxIzsSvmo64aumU1hYcvdePZesvlf/M28pL7+I1DvzmkpLFezae75e58mMfTaQ8HXvEL7uHXr28CEs/JD6+8VexdTUCFsb3ZeX9HS1ntu381n1125GDO+EqakRB/f9j6jIj4iK/Ag/X5caGzIAY0e0I2zFVMJWTGVH2Ayiwl4lKuxVege15IM3+5VryHz7805ycot49/+0V1r2DGzOoWMJAGRm5ROfmIGjg0WN9NwXhGdGm4iICG7dusXzzz+Pnt7djrNFixZs376dM2fO4OHhQXR0NHZ2dlhbqzvu3bt3c+rUKSZOnIixse5DTqFQaG4whUJBaWkpMpms3rw3Hp62dOruwqzx4UjlEtw8GtJ7cHNW/XKMpi2taR/QhImvtufHBXvZ8PcpkEh4dU5XJBIJZ2NTWLs8DplcilQi4cU3OmNmUfvOWC6X8f4Ho5g8ZRFKhZJhwzrTrJk9ixaux8vLmaAevpyMi2f69J/Jzs5n586TfP/dRjZGzKW0VMFzY78E1JNgP/9iInJ57d8gy/jhl0iysvKYtyAMAJlMytpVMwB4YfrvfPLBMOxs1W9zm7bG8sLEblrlt+44RfjGY8jlMgwN9Pjmf8/W+reTy2XMeX8UUyZ/j1KpJGRYJ3X9LNqgrp8gH1at3MW+/efRk8swMzNiwWfPa8ofOXyJRo0tcXKqH6MB4IclUWTdzmfeZ+uBO/WzQr3a64VXl/HJ+yHY2Zjx65+72bX7HEqVijHDO9DpzmqIyspXh3+/OEn8qUzys0v4euJuuo1xo3VPe8IXneHH6fuRyaUMec0TiURCTnoR678/w9i5rQFY/Vkc+TklyGQSgl9qgeGdicTPDHMm9POTHN+ehLmtESNme9eqbt56YzlHDl0iKyuPXt3nMW16H0pL1J3hyNGduXolhTnv/IVEAu5NGzHv41GVlg0Z1rGiS1WJXC7jvTkjmTrlB5RKFUNDOtK0WWO+W7QRT68mBAX5cOjQRb79ej0SCfj7N2XOB3fnWyUlpXPzZibt2tWPBwLA3aUhAR1cGDzhD6RSCcMHeOPhpm6bU99cy8dv9cbO2oQPv4rE3s6M0S+pvYy9ujbjlYmdCOzkSsyBK/Qe/RuGhnrMf6dPZZerkq07ThO+6QRyuVR9ry4YpblXBz/7PeGrplNQUMK0mSsoLi5FpVTRwd+N0cPU88+27zzDx19sJCMzjxdf/5OWHo357fsJtdYT2NWT6JjT9Oo7DyNDPeZ/endX3MFDFxB+Z4XZpwtCOXcuCYBXXu6Lq0vtl6fXliHP/ULYiqncTMnm59/34ObSkJDnlwBqg2jE4NY809GdPQev0H/UT0hlEt6c0UPHWHwYqBRPj2emythMWVlZLFy4EJlMpjXmPWDAAHx8fLT2mXFwcGDIkCGafWbmzZunUy4gIICAgAAAli1bRkJCgtb1xo8fj4uLS7W/gAhnUDEinEHliHAGFSPCGVSOCGdQCSKcQaU8yHAGin/G1yi/bNQf90nJ/adKz4yFhQVz586tMN3NzY3p06eXm1ZZOYAJEyZUdXmBQCAQCAS14SnyzDy85QUCgUAgEAgE9YCIzSQQCAQCwROI6ilazSSMGYFAIBAInkSeomEmYcwIBAKBQPAkoni8l1vXhCpXMwkEAoFAIHj8KPl1TI3y6035q+pM5XDy5Ek2b95McnIyenp6eHl5MWLECK0tWcLCwoiJiUGpVNKuXTtGjx6NTCZDoVCwdOlSTp8+jaurK1OnTsXISL1p7cGDB4mPj2fUKN2I8//l8ffM3K5d5d8XzMdQpNhcdb4HhIGsH6genaXiSLqTWvDnw1ahwdbo+UdmKb2E7o+MFhB6qkLoqZhHSQs8mnqeNAoKCggODsbDw4PS0lKWLl3K6tWrNSuW9+zZw5EjR3j33XcxNDTk+++/JyIigkGDBnH8+HGys7P58ssvWbZsGbt376Z3797k5+cTGRnJrFmzqqVBrGYSCAQCgeBJRKGq2V8tad++PV5eXujr62NsbExAQACXL1/WpO/bt4+ePXtibW2NiYkJAwYMYN8+dWiLtLQ03NzckMvleHh4kJamDgezbt06+vXrpxP/sSIef8+MQCAQCAQCXWq4mik/P5/8/Hyd48bGxuXu4l8RFy9epHHjxprPSUlJODreDaLq5OREZmYmBQUFODg4sGXLFkpKSrhw4QLu7u5cvXqVrKws2rRpU+1rVmnMlJaWEhERwdWrVykoKMDS0pIePXrQrFkzAK0dgB0dHRk8eLBmB+Bt27Zx/vx5cnNzMTU1JSAgAF9fddTl9PR0tm/fzrVr11AqlTg4ONC3b19NKIT6IjL6HAsXRyGVSJDJpLw7sy/+froxPDZtP8VPv8egVKjo9owHb87oBUDSjSze/TicjKw8LMyM+GJeCI0qCYBYGR+8t4ro6DNYWZmwbv3bOum//xbFpo3qwHClCiVXr6QQvecTzC0asGJ5NP+u2Q8qCBnRkXHPd6uVhntRqVR8+ulqomNOYWioz2cLxuPp2UQn3zffhBEWfpDs7HyOH1uoOZ6cnMFbby8jJ6cAhULJG7OGEBhYu+3xy1AolLzw7FKsbU35/DvdcdKorWdYung3EqCphx1zPxsCQGCb+bg1VceRsWtszmcLR+qUrSm7Y07z6aerUSqVDB/RhalTtaNeFxeX8NbsZZw+nYiFRQO+/mYKjo7q9rt48Rb+Dd2LVCrlvTkjCQjwFHqeIj2Pkhah5/HTU1+oShQ1yr9jxw42btyoc3zAgAEMHDiwWuc4d+4ce/bsYfbs2ZpjRUVFmnkwgOb/wsJCvLy8uHjxIgsWLMDV1ZXOnTuzcOFCJk2aRFRUFEePHsXS0pJnn322UoOqSmNGqVRibm7OhAkTMDc35+LFi4SGhjJt2jT09fVZvXo1AwcOpHnz5kRFRREaGsqUKVMA0NPTY8yYMTRs2JCkpCRWrlyJlZUVTk5OFBYW4uHhweDBg9HX1yc6Opq///67wt2Ea0undq706DoNiUTCuYs3ef3dNWxZM0MrT2ZWPp8v2sbaP1/EyrIBb324jv2HrtCpvRv/W7iNIcG+DB3gx/7DV/jqxx18Ma92oecHDe3A6LEBvPf2ynLTJ04OYuLkIAB27TzF8j+jMbdowMWLN/h3zX5W/TMTPT0Z06YuJjDQkyZVBIesipiYU8QnpLJt60fExl7lw3mrWLNa18jq3t2HsWO706fvB1rHf/ppE/36teXZMYFcupTM1KnfExVVN2NmzarDOLtak5dXpJN2LSGDFUv38dOy5zE1MyIzI0+TZmAg5/fVL9Tp2veiUCj56KO/WPr7a9jZWTJi+AKCgnxo2vRuFNzQNXsxMzNm2/aPiYg4zFdfruObb1/g0qVkNkUcZmPEB6Sm3GbixG/ZsvUjZLLaj+oKPY+PnkdJi9Dz+Ol5mPTo0YNOnTrpHP+vEXHw4EFWrlQ/x6ysrPjwww8BuHr1KkuWLGHq1KnY29+tPwMDAwoLCzWfCwoKADA0NEQikRASEkJIiPq5un37dnx8fCguLmb37t3MmTOHLVu2sGXLFk2e8qiyxvX19enWrRsWFhZIJBI8PDywsLAgOTmZs2fPYmNjg6enJ3K5nG7dupGSkqIZ8+revTvW1tZIJBIcHR1p0qQJ165dA8DBwYE2bdpgZGSETCajU6dOpKenl+viqgsNjA00AdUKCkrKDYR4LTkTZ6eGWFk2AKBTeze27jwDwOWrt+jYzhWAjv6u7Ig5V2st/v7umFcz+NjmTcfoF6x2sV29nIKPjzNGRvrI5TL827kTGRlXax1l7NgRx5DBHZFIJPj5uZGdXUBq6m2dfH5+btja6nqjJBIJubnqBpqTU4itrUWd9KSmZLN/9yUGhPiVm75h7XGGjmqLqZnaqre0alCn61VGXFw8TZxtcXKyQV9fTnD/duzYoV3nO6LiGDJUfeP36dOG/fvPoVKp2LEjjuD+7dDX18PRyZomzrbExcULPU+JnkdJi9Dz+OmpV2o4Z8bY2Bhra2udv/8aMx06dGDRokUsWrRIY8gkJibyww8/MG7cOFq1aqWV38HBgevXr2s+X7t2DUtLSy1vDUBGRgZHjx6lV69eJCUl4eDggEwmw8XFhaSkpEq/ao3Nx9zcXNLT07G1tSU1NRU7u7tRTPX19bG0tCQ1NVWnXElJCcnJydja2pZ73oSEBExMTGo0Llddtu88S98R3/HizJXMnzNYJ93Z0YqriWlcT86ktFTBjuhz3EzJBqBFMzu27TyrPs+us+TlFZOZVb8G138pKChm7+5z9OrlA0DTZo04dvQKWVl5FBQUszvmDCk3sup8nZSULBo1ttR8btTIgpSU6p93+vQBbFh/kK6BbzP1xe+ZM6fq5XOVseiL7bz8ehDSCiJvX0vI4FpCBtPG/8GL437n4N67E8yKi0uZ8uxvvDjud2KiztdJB0BKSiaNG91TN3YWpKRkauVJTcmi8Z36k8tlmJoakZWZV62yQs+Tq+dR0iL0PH566hOVUlWjv9qSlJTEokWLGDVqFH5+fjrpnTp1IjIykvT0dHJzc9m0aROdO3fWybd69WqGDx+OTCbD2tqahIQECgsLuXDhQpVTUGo0AVihULB27Vp8fX2xtramuLiYBg20344NDQ0pLi7WKRsREYGdnR3u7u46adnZ2WzatInevXvXRE616dW9Jb26t+TwsXgWLo5i2Q/akUTNzYz48K0B/N97oUglElr7OJF4PQOA2a/15uMvNrFu4wn8WztjZ2uKTFb+w7a+iN51Cr82rphbqOvWzb0RE6f04MUpP2FkpE/zFg5I77OG6hARcZihQzsxaVIvjh+/wuy3fmfjhg+0oqRXl70xF7G0NKZ5q8YcP5xQbh6FQsn1xAy++/U5UlNzmDHpT5atmYqpmSFrNk3Hxs6M5OuZvPbCStyb2eLgZFnueQQCgeCp4AHtALx9+3Zyc3NZvnw5y5cv1xxftGgRAM888wzp6el8+umnKBQK2rdvT//+/bXOERcXR4MGDWjatCkArq6ueHl58c4772BnZ8eLL75YqYZqGzMqlYp169Yhk8kIDg4G1J6YoiLtuQ1FRUXo6+trHdu2bRupqamMHz9eZ5gnLy+P5cuX4+/vj7d33eZblLFyzSFWhx0F4Jdvx2JnYwZAuzYuXPsojIysPKwstI2woIDmBAU0B+CfdUeQStU67WzM+P7z0Wqt+UVs23kGM1Nt11h9s2XTcc0QUxkhwzoSMqwjAAu/2YhdI4tanXvlyl2sXrMHAG9vZ27euPsWcfNmFnZ21T9v6L97+XWJev5R69ZuFBWVkpmZS8OGZjXWdfLEdfZGX+TAnssUF5eSl1fER++G88H8u540WztTWno5INeTYe9ggaNzQ64nZtDSyx4bO/U17R0t8fN35sK5m3UyZuzsLLlx8566ScnCzk77fLZ2Fty4kUmjRpaUlirIySnAwrJBtcoKPU+unkdJi9Dz+OmpVx6QMTNhwgTNnjLlIZFIGDJkCEOGDKkwj4+PDz4+PlrHRo0aVa0N86Caw0wqlYr169eTl5fHyJEjkclkANja2pKSkqLJV1xcTEZGhtZQ0s6dO7l06RLPPfccBgYGWuctKChgxYoVNG/enK5du1ZLcHUYO6I94SunEb5yGoWFJZRtcnz6XDLFJQosy5m3kp6RC8Dt7AJWhR5mxGC1MZGRlYdSqd4S+pdlexg2sHW96SyPnJwCjhy+TPcgL2196TkA3EjOZEdkHMH9q79k7V7Gju1GeNgcwsPm0LOHH2HhB1CpVJw4cQVTU8Ny58ZUROPGVuzfr55DdPnyDYqKSrCyMq2Vrpde7c7aba+yZvN0PvxsKG3auWgZMgAB3Ztz4ojaa5OVmc/1hHTsHS3IyS6guLhUc/zUiWu4uNVtVZy3tzMJ8alcv5ZGcXEpmyIOExSkfaMFBfkQtm4/AFu3HqNjx+ZIJBKCgnzYFHGY4uISrl9LIyE+FR8fF6HnKdHzKGkReh4/PYLaUS3PTEREBLdu3eL5559HT09Pc7xFixZs376dM2fO4OHhQXR0NHZ2dpqxrd27d3Pq1CkmTpyoMxemqKiIFStW4OTkRM+ePevxK2mzNeos4ZtikculGBro8c2nwzXeocFjfyJ85TQAPv16C+cu3gTglcmBuDqrv8Oho/F8/eMOJIB/a2fmzu5f7nWqw+w3/uDIoctkZeXSs/tcXp7ej9I7S+dGju4CQFRkHJ27NMfYWNvwm/na79zOykOuJ+PdOcMxM6v73KLAQC+iY07Rq/f7GBnqM3/+3eG3wUM+ITxsDgCff/EvGzcepqCgmK6BbzNieBdmzBjI228NY877K1j2xw4kEgmfLdD1vNWVX3+MpkWrxjzTzYP2nd04tP8Kz4UsRiaVMO3/emBuYczJE9f58pNNSKQSVEoVYyd1xtW9biu95HIZ738wislTFqFUKBk2rDPNmtmzaOF6vLycCerhy/DhXZj95u/07vU+5ubGfP2NehVfs2b29OvXlv7B85DJZHzwweg6r24Qeh4fPY+SFqHn8dNTnzxNUbOrjM2UlZXFwoULkclkWnMhBgwYgI+Pj9Y+Mw4ODgwZMkSzz8y8efN0ygUEBBAQEMCJEycIDw/XMo4AXnnlFczNa7CPiwhnUCEinEHliHAGFSP0VI7QUzGPkhZ4NPU8KAo/qt7eMGUYfrDhPim5/1TpmbGwsGDu3LkVpru5uVW4N0xl5fz8/Mqd9SwQCAQCgaDuPE2emUfHHyYQCAQCgUBQC0RsJoFAIBAInkQe0GqmRwFhzAgEAoFA8ASiKlE+bAkPDGHMCAQCgUDwJPIUzZmpcjWTQCAQCAQCwaOMmAAsEAgEAoHgsUYYMwKBQCAQCB5rhDEjEAgEAoHgsUYYMwKBQCAQCB5rhDEjEAgEAoHgsUYYMwKBQCAQCB5rhDEjEAgEAoHgsUYYMwKBQCAQCB5rhDEjEAgEAoHgsUYYMwKBQCAQCB5rnvjYTMuWLcPHx4c2bdoAcOLECcLDwxk2bBheXl6afPHx8fzxxx/4+/vTv39/zfGlS5fSpk0b/Pz86qzl22+/JS8vD4lEojk2btw4li5dip6enlbeQYMG4eXlRVhYGCdPnkQmkyGRSGjYsCG9e/fGxcWlTjpycnKYNWsWxsbGmuOLFy/m5s2bvPbaa1hYWACwa9cuoqOjmTx5Mo6Ojpq8J06cYP369cjlciQSCZaWlgQFBeHh4VFrXaD+vVJSUpg1axZyubp53lsHMpkMe3t7+vXrh7W1Nbt27WL37t3IZDKkUik2Njb07t0bJyenWmuoS/3k5uby448/MnLkSK3fKDw8nJKSEoYPH15rXWVtWSqVcuzYMSZNmqSje9CgQbi5uREWFkZsbCxTpkzBwcEBgIyMDL777jvmzp1baw111WRmZkZQUFC9Xf9eHf9tN/+990F9n69du5aZM2cCoFKpOHz4MEePHiUjIwMDAwOsra3x9/fX6h9qSmJiItu3b+fWrVtIJBJsbGzo06cPt27d0tw39zJjxgxMTU21+gh9fX2aNm1KcHAw+vr6tdYC6vt1//79mu/YokULevbsiaGhIQDp6elERUVx9epVlEol5ubm+Pn50bhxY1atWqU5T0lJiVZf9corr2Bubl4tDd9++y0lJSW89tprmu9z7Ngx4uLimDBhAiqVin379nHs2DGys7MxNjbG29ubbt26IZfLWbFiBQ4ODnTv3l3rvOfOnWPjxo3MnDkTqbRm7+dl9S2VSjW/k6+vL23btkUikWj1PWVYWVnx0ksvAaBQKNi9ezcnT54kJycHY2NjXF1dCQwM1PQRggfDE2/M/JfY2FiMjIyIi4vT6az09PSIi4ujS5cu960hjhkzBjc3N83nrKwsAN5+++0Kb8QuXboQFBSESqXi+PHjrF69mjfeeKPGN+69WFpacvLkSTp06ABASkoKJSUlWnlUKpWmvmJjY7WMGQBHR0cmTZqESqXi6NGjhIaGMnPmTE0HWVOysrJITEzEwMCA8+fP4+npqUkrq4OSkhI2bNhAWFgYU6ZMAcDT05OQkBCUSiU7d+5kzZo1modVbalt/ZiYmNCnTx82bNjASy+9hJ6eHleuXOHChQu8/PLLddJUU4yMjIiKimLcuHEP9LoPmsraTVVs3ryZS5cu0b9/f5o0aYJMJuP69escO3as1sZMUVERq1aton///nh6eqJQKEhMTNQYMGX3TUWU9RHZ2dmsWLGCmJgYevbsWSstAPv27WPfvn0MGTIEV1dXcnJyiIiIYPny5UyaNInbt2/z66+/4ufnx7Rp0zA1NSUtLY3o6Ghat27Nu+++C6jreeHChZX2VVWhUqk4ePAgAQEBOmmbN2/m8uXLDBkyBAcHB9LS0ggPDyctLY3Ro0fj6+tLVFQU3bp103ohjIuLw9vbu9aayuq7sLCQhIQEtmzZQlJSEoMHDwbu9j3lsXr1arKzswkJCaFx48YUFxcTFxfHlStXtIxowf3nqRpmysrKIj4+ngEDBnDp0iVyc3O10g0NDfH19SU6OvohKawciUSCt7c3BQUF5OXl1elcPj4+xMXFaT7Hxsbi4+OjlScxMZHc3Fz69u3L6dOnUSgUFery9fWlpKSE9PT0WmsqMwj8/PyIjY0tN4+enh5eXl6kpqbqpEmlUnx8fMjJyXmo9ePr60vDhg3ZuXMnJSUlbNy4kX79+tGgQYM6aaopvr6+pKSkEB8f/0Cv+6CpTrspj/T0dI4cOcLw4cNxd3dHT08PqVRKkyZNGDJkSK31lN0DZQ9YPT093N3dsbOzq9F5zMzMaNq0abltvboUFRWxa9cu+vXrR9OmTZHJZFhYWDBixAiysrKIi4tj165dODk50adPH0xNTQGwtrZm2LBhtX4xqYjOnTuzb98+CgsLtY6X/RYhISE4OTkhlUqxtbVl5MiRXLp0iatXr9KiRQsKCgpITEzUlCsoKODChQv4+vrWWZuhoSHNmzdn+PDhnDhxosp6v3LlCleuXGH06NE4ODgglUoxNDSkffv2wpB5CDxVxkxsbCz29va0atUKGxsbrYdVGV27duXMmTOkpaU9BIWVo1QqiY2NxcLCos4PRkdHR4qKirh16xZKpZJTp07pPKxPnDiBh4eH5k33/PnzFeo6fvw4Uqm0Th6t2NhYvL298fb25vLlyzrGJkBxcTEnT56kcePGOmkKhULjKTEyMqq1Dqh7/QwYMIATJ07w77//YmtrW6chi9qip6dHQEAAUVFRD/zaD5LqtJvyuHr1KmZmZtjb29ernoYNGyKVSgkLC+PixYsUFBTU6jy3b9/m0qVLNGrUqNZarl27RmlpKS1bttQ6rq+vT7NmzTQP5P+m3y/s7e1xcXFh3759WsfLfouyIdEyzM3NcXR05PLly+jp6dGqVSstg/X06dNYW1vXqY7+i4ODA2ZmZiQkJFSa78qVKzg4OFR7mE1wf3mqhpni4uJo164dAF5eXsTFxdG5c2etPCYmJvj7+7Nr1646zW+oiL///lvjDnVxcaFv374AfP7551r5Jk+ejI2NDaB2Ex86dAiFQoFKpWLQoEF1GmIqw8fHh9jYWFxcXLCxscHMzEyTVlJSwpkzZxg6dCgymYyWLVsSFxdHq1atNHmuX7/OZ599RklJCVKplJCQkFobWYmJidy+fRtPT0+MjY01wzydOnUC7taBXC7HwcFB4wIGdYd24cIFiouLMTQ0ZOTIkQ+9fszMzOjWrRuRkZHMmDGjzlpqS9u2bdm3bx8XL16kYcOGD03H/aKqdlMZ+fn5mJiYaB37+uuvKS4uprS0lOnTp9fKODcwMGDixIns3buXDRs2kJubS7NmzRg4cCBw974pw9jYmFdffVXzuayPMDQ0pFmzZuUOyVSX/Px8jI2Ny70fTExMuHHjBgUFBRqPzIOge/fuLF26VDOEW6bzv79FGSYmJuTn5wPg5+fHqlWrCA4ORi6XExcXVy9emf9iamqqMULL+p4yWrRowZAhQyrVLHjwPDXGTGJiIpmZmZo3ZG9vb6Kiorh586aOVd+lSxcWLVrEzZs3613H6NGjy50zM3v27AofwJ07d9bMmbl16xbLly/HyMiIZs2a1UmLj48Py5YtIysrS8frcPbsWaRSqeYaPj4+/Pnnn+Tl5WkMlrKx/+LiYtavX09CQkKN5ivcy4kTJ3B3d9dMuPX29iY2NlbzUCqrg/IomzOTn5/P6tWrSU5OrtME6TLqWj+2trYYGhrW+4NCKpWiVCp1jiuVSp02JJfL6dq1Kzt37rwvxnltNNUnlbUbqVSqMzSqUCg0kzmNjIx0vDgzZ85EqVTy8ccf10mXjY2NZqgqLS2NtWvXsnXrVtzd3aucM/PfPqIuGBsbk5+fX+7vkJubi7GxMUZGRuTk5NTL9aqDra0tHh4e7NmzR/PCZmxsXKFHLTc3VzNfr0mTJhgbG3Pu3Dns7e1JSkpi5MiR9a4xJydH492tqO8xNjYmIyOj3q8tqB1PjTFT5pr8+eeftY6fOHFC4x0pw9jYmI4dO7Jz584Hpq86SCQSbG1tadKkCRcvXqyzMWNhYYGFhQUXL15k0KBBWmmxsbEUFxfzzTffaI4plUpOnjxJx44dtfLq6+vTv39/Fi5cSOvWrcsdAqqMMi+HUqnkyy+/BNQPncLCwhoZlMbGxgwYMIAlS5bg7e1dZyOivuqnvjE3N+f27duoVCrNRMiSkhLy8vLK9SS0bt2avXv3cvbs2UdGU31QVbsxNzfXvCyUkZWVpRkWcHV1ZfPmzSQnJ9f7UNO9WFtb4+fnx9GjR3F3d79v1ykPR0dH5HI5Z8+e1XrRKC4u5uLFi/To0QOJRMLZs2dp3br1A9PVrVs3Fi9erHlZcXV1JSIigqSkJK2hptu3b3P9+nW6du2qOebr60tsbCxpaWm4u7vXu3ckKSmJ7OxsmjRpQlJSUoX53NzcOHjwINnZ2VpeW8HD4akwZkpLSzl9+jQDBgzQWjp85swZYmJi6N27t06ZTp06sXDhwgcps1qkpaWRmJiodXPXhUGDBlFYWIi+vr7mzTo7O5urV68yduxYrUmLBw4cIC4urtyHtZGREW3atCEmJoZRo0bVSMO5c+eQSCS88sorWksg16xZU6MJnaB+cLi7u7N3714dI7U21Ff91CcODg7I5XL27NlDp06dUCqV7NixA3t7+3LH76VSKd26dWPLli0PXZNSqaS0tFTzWSKRaP3mNaGqduPp6cm6deto1aoV9vb2ZGRkcODAAc3whrW1NW3btiU0NFRrNdO1a9dqWQtq0tLSuHDhAl5eXpiZmXH79m1OnTqlMx/kQWBoaEhgYCCbN2/GwMBAazWTmZkZPj4+uLi4sGTJErZt20bnzp0xMTEhIyODXbt2ERwcXO+TgEG9vNnT05NDhw5ha2tLw4YN8ff3Z+3atQwdOhR7e3vNaiY3NzctT5Wvry8xMTGkpKTQp0+fetNUVFSkWc3k4+NT5YTtMl3//PMP/fv3p1GjRpSUlGiWcj9I41DwlBgzhYWF6Onp4evrq9XptW7dml27dnHp0iWdfRwMDAzo0qULkZGRD0TjvWPooB5XLntr2bt3LwcOHADURoOfnx/+/v71cl0rKyudY4mJiTRq1EjnLbJDhw7s37+/wln+HTt2ZNGiRaSkpNRo5UZsbCx+fn46D+L27duzefPmGrvcO3fuzJ9//klAQECdJ0rXtn5sbW3rdN3KkMvlPPvss2zdupX9+/drVuAMHz5ca8nqvXh7e7Nnz55aT0atL0179+5l7969ms9OTk6VDrlURlXtplevXvTs2ZPw8HBu375NgwYNaNOmDW3bttXkDQ4O5tChQ2zbto2MjAwMDQ1p2LAhw4cPr/XETn19fZKSkjhw4ACFhYWauS+9e/fm7NmzXL9+nfnz52uVGT9+/H0zdrp06YKRkRHbtm0jMzMTAwMDmjdvTkhICHK5HCsrKyZPnszOnTv58ccfUSqVWFhY4OfnV+f9bSojMDBQaxFGcHAwe/fuZe3atZo9W7y8vHT2lbGwsMDJyYmUlBSaN29eZx1//fWX1j4zHTt21Opf7+1/Qd3WZ8+eDcDIkSOJiYkhNDRUM2zn5uZGYGBgnXUJaoZEpVKpHraI+8nixYsJDAykRYsWD1uKQFAnHsW2/ChqEggETx9P9NLs1NRU0tLS6nXZnkDwMHgU2/KjqEkgEDydPLHDTNu3b+fkyZP07NlTbCsteKx5FNvyo6hJIBA8vTzxw0wCgUAgEAiebJ7oYSaBQCAQCARPPsKYEQgEAoFA8FgjjBmBQCAQCASPNcKYEQgEAoFA8FgjjBmBQCAQCASPNcKYEQgEAoFA8Fjz/0UYw76Luh9XAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 599.04x312 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UqRMmkwlX14Y3UsfFxZGTk0NMTMxVr1ksFpYvX07fvn3x9/dv8DxFxHHURSXSCCkpKVRWVt70OJHdu3cTFxdHSUkJAJWVlVy6dMl43dY1A+Dm5kZNTc0Pjiv5Ie7u7lRWVtZ7rrKy8poBLSMjg0WLFgHQunVr5syZc8PvFxISYvy7X79+JCYmkpqaypAhQ66aNjMzk8LCQuPzjIqK4ttvv+XcuXPGIGgvL696tfr6+hqfH9R1Nd2o5ORktmzZwsyZM/H29q73mtVqZcWKFbi4uDBp0qQbnreIOIYCjkgjnD59mpycHP74xz8CdUHBZDJx/vx5Hnzwwev+bUZGBrt27eKnP/0p7du3x2Qy8c477zR5ze3bt2fPnj1YrVajmyo3N7feeBSb0NBQfvWrX9n1/S/vGrvSkSNHAPjrX/9a7/n4+HjuvfdeAMrLy6mqqjJCTnFxcb1upevN/1rS0tJYs2YNDz/8MAEBAfVes1qtrF69mrKyMh5++OGbGoQtIo6hgCPSCGPGjGHEiBHG440bN9KiRYsGjcepqqrCbDbj4+NDbW0tO3fuvKpl5WbV1tYa/1mtVmpqajCZTLi4uNC5c2fMZjP79u1j4MCBxkDksLCwm3ovq9WKxWLBYrEAGGOIXF1dqaioIDs723jPxMREMjIyjLByuZqaGpKSkpgyZQoRERHG88eOHWPHjh3cc889xnPbtm1j3LhxZGdnc+LEiXqDgW/E6dOnWb58ObGxsdc8A27dunXk5eXx05/+FDc3t5t6DxFxDAUckUbw8PCoN57F1dUVd3d3vLy8vvdvbC0MXbp0oWvXrnz44Ye4u7szdOjQm+peuZaEhARWrVplPP7d735H3759mTp1Ki4uLsTGxrJmzRq2bNmCv78/sbGxN906UVRUxAcffFDvvXx9fXnhhRewWCxs3bqV/Px8TCaT8V5t27a9aj7Jycm4ubnRt2/ferVER0ezbds20tLScHd3p0WLFnh6evLee+/h5ubG5MmTb3pczI4dO6ioqDC64aCu1eqRRx7h4sWLHDp0CBcXF6OFDmDKlCnGWVsi0nyZrFar1dFFiNwpvvnmG6xW6zVbMOSH2U4Tf/HFFx1diog0czqLSuQWqaio4OTJkw26jo2IiDSOuqhEboETJ06wcuVKunfvTu/evR1djoiI01MXlYiIiDgddVGJiIiI01HAEREREaejgCMiIiJORwFHREREnI4CjoiIiDgdBRwRERFxOgo4IiIi4nR0oT8RERE7mT9/PqdOnbLb/AoLCyksLLTb/JqKn58ffn5+dptfeHg4Tz75ZKPmoYAjIiJiJ6dOneJ4Ygq+bm3sMr9KSzmVtVV2mVdTulhRQvn5GrvMq6i6wC7zUcARERGxI1+3NsS0n+joMm5bu89vsMt8NAZHREREnI4CjoiIiDgdBRwRERFxOgo4IiIi4nQUcERERMTpKOCIiIiI01HAEREREaejgCMiIiJORwFHREREnI4CjoiIiDgdBRwRERFxOgo4IiIi4nQUcERERMTpKOCIiIiI01HAEREREaejgCMiIiJORwFHREREnI4CjoiIiDgdBRwRERFxOq4NmWjr1q3s3r2bM2fOMHjwYGbPnm28dubMGRYuXEh2djbt2rXj4Ycfplu3bvX+duPGjZSXlxMZGcnMmTPx8vICYOnSpezdu5eAgACefPJJ/Pz8AEhLS2Pz5s089dRTdlxUERERuVM0qAXH19eXyZMnM3z48HrPWywWPvroI/r168f777/Pvffey7x58ygrKwPg2LFjrF27lmeeeYZ33nkHi8XCkiVLADh9+jRJSUm89dZbdO/enY0bNxrzXLZsGbGxsfZcThEREbmDNCjg9O/fn379+uHj41Pv+ZSUFKqrq7nnnntwc3NjyJAhtG/fnri4OAD27NlDTEwMHTt2xMvLi6lTp3Lw4EGqqqrIz8+nU6dOeHp6EhERQX5+PgCbN29mwIABtGnTxs6LKiIiIneKBnVRfZ+cnByCg4Mxm7/LSR07diQnJ8d4PTIy0ngtMDAQgNzcXIKCgli9ejXl5eWkpKQQGBhIfn4+R44c4eWXX76pesrKyqisrGzEEomIiNy86upqR5fgFKqrqykoKPjB6a7XGNKogFNZWWmMp7Hx8vIyuqgqKiqu+XplZSVdu3blrrvu4o9//CMBAQE88sgjLFiwgBkzZhAXF8e2bdvw8vLi4YcfNsbm/BAfH5+rWplERERuFTc3N0eX4BTc3Nwa3ZPTqIDj4eFBeXl5vecqKirw9PQEwNPTk4qKiqte9/DwAGD8+PGMHz8egMOHD9O6dWvat2/P/Pnz+e1vf8uRI0dYtmwZTzzxRGPKFBERkTtMo04TDwoK4syZM9TW1hrPZWVlERQUZLyelZVlvHbu3DmsVisBAQH15lNRUcGGDRv48Y9/zPnz5/Hz88PLy4vOnTtz5syZxpQoIiIid6AGBRyLxUJ1dTVWq5Xa2lqqq6uxWCx0794dNzc3Nm/eTHV1Nfv37yc3N5fo6GgAhg0bxp49e8jOzqaiooJVq1YxcOBA3N3d681/9erV3H333Xh7e9OmTRtyc3MpLi4mJSUFf39/+y+1iIiIOLUGdVGtX7+etWvXGo/37dvHsGHDmD17Nk8//TSfffYZa9aswd/fn6eeesoYB9OrVy8mTZrEn//8ZyoqKoiMjOTBBx+sN++srCzOnTvHjBkzgLpT0u+9915ef/11WrVqpe4pERERuWEmq9VqdXQRIiIizmDu3LnkpOQR036io0u5be0+v4Gg7u145513GjUf3apBREREnI4CjoiIiDgdBRwRERFxOgo4IiIi4nQUcERERMTpKOCIiIiI01HAEREREaejgCMiIiJORwFHREREnI4CjoiIiDgdBRwRERFxOgo4IiIi4nQUcERERMTpKOCIiIiI01HAEREREaejgCMiIiJORwFHREREnI4CjoiIiDgdBRwRERFxOgo4IiIi4nQUcERERMTpKOCIiIiI01HAEREREaejgCMiIiJORwFHREREnI4CjoiIiDgdBRwRERFxOgo4IiIi4nQUcERERMTpKOCIiIiI03F1dAEiIiLOorCwkKLqC+w+v8HRpdy2iqov4FXY+HiiFhwRERFxOnZpwXnvvfc4deoULi4uALRs2ZLf/e53AJw4cYLFixeTl5dHSEgIP/3pTwkKCgJg//79fPXVV7i5uTFr1iy6d+8OQFlZGX/605946aWX8PT0tEeJIiIiTc7Pz4/y8zXEtJ/o6FJuW7vPb8DPz6/R87FbF9WMGTO466676j1XWlrKvHnzeOihh+jfvz9btmxh3rx5vPHGGwAsXryYX/ziF1y4cIElS5bw29/+FoDly5czadIkhRsRERG5KU3aRRUXF0dAQABDhgzBzc2Ne+65h6qqKk6cOEFZWRlubm4EBgbSvXt38vLyADh58iQlJSVER0c3ZWkiIiLixOzWgrNq1SpWrVpFQEAA999/Pz169CAnJ4eQkBBjGrPZTHBwMDk5OUZ31JkzZygsLCQoKAiLxcKyZct4/PHHb6qGsrIyKisr7bI8IiIiN6q6utrRJTiF6upqCgoKfnC6Nm3afO9rdgk406ZNIzAwEBcXFw4ePMhHH33Eb37zGyorK/H29q43rZeXFxUVFZjNZh577DEWLlyIq6srM2fOZMuWLfTr14/y8nI++OADampquO+++4iIiGhQHT4+Pvj4+NhjkURERG6Ym5ubo0twCm5ubtcNLw1hl4ATFhZm/HvYsGHs37+fo0eP4uHhQXl5eb1py8vLjbE1PXv2pGfPngAUFBRw+PBhXnnlFd59911mzJiBr68vf/zjH3nrrbcwmUz2KFVERETuAE0yBscWRoKCgsjOzjaet1qtnDlzxjiL6nJLly5l+vTpuLi4cObMGUJDQ/H398disVBSUtIUZYqIE5g0aZLxn4iITaMDzqVLl0hKSqK6uhqLxcK+fftITU0lMjKS6OhocnNz2b9/P9XV1WzatAl3d/erupzi4+Np2bIlXbp0AcDf35/k5GRycnKoqamhRYsWjS1TRERuIQVPcbRGd1FZLBZWrVrFuXPnMJvNdOjQgaeeeooOHToA8NRTT7F48WI+++wzgoODmTNnjnG9HIDKykrWr1/P888/bzwXGxvLwoULqa6u5uGHH8Zs1vUIxfHWrVvHRx99xLPPPsvEibrGRXNw5c5z0qRJrF+/3kHViEhzYrJarVZHFyFyO5g8eTJWqxWTycS6descXY5wdcABFHCagTt5vcydO5eclDxd6K8Rdp/fQFD3drzzzjuNmo+aRkQaYN26ddiOBaxWKxs26D4zIiLNmQKOSAPMmzev3uO//OUvDqpEREQaQgFHpAGu7MlVz66ISPOmgCPSAFdeh0nXZWoerhzXcaeM8xCRH6aAI9IAc+bMqff4mWeecVAlIiLSEHa7F5WIM5s8eTLz5s0zzqLSaeLNh1ptRORa1IIj0kC2Vhy13ohcn7oOpTlQC45IA02ePJnJkyc7ugwREWkAteCIiIhdXesK0yK3mgKOiIiIOB0FHBEREXE6CjgiIiLidDTIWERua7NmzSIvL4+AgAA+/fRTR5cjIs2EAo6I3Nby8vIAyM3NdXAlYrN+/fp6A4vvtNPEi6oL2H2+ed6Qt9JSDoCHi5eDK/l+RdUFBNGu0fNRwBGR29asWbPqPX7sscfUiiMOFR4e7ugSruvUqVMABIU3PkA0lSDa2eVzNFl110ARuU1d6/TjO621QORGzJ07F4B33nnHwZU0PbXgiIgIW7ZsYdOmTXabX2FhIQB+fn52myfAPffcw7hx4+w6T3FOOotKRETsrrCw0Ag5Io6gFhwREWHcuHF2bRm5k7pCpHlSC45IA61bt45JkyaxYUPzPDtCRES+o4Aj0kDz5s0D4C9/+YuDKxERkR+igCPSAOvWrcN2wqHValUrjohIM6eAI9IAttYbG7XiiIg0bwo4Ig1w5eWidPkoEZHmTQFHRG5bbdq0qffY39/fQZWISHOjgNMMHT58mClTphAfH+/oUkSatYKCgnqP8/PzHVSJiDQ3ug5OM/Tmm29SW1vL66+/zsqVKx1djog0Q/PnzzfuK9Qc2WqzXQ+nuQoPD+fJJ590dBnSBBRwmpnDhw9TVVUFQFVVFfHx8fTr18+xRYnYkb1vCXAle+1Qm/stAU6dOkXi8WO4+Po4upRrqjVZADiek+HgSr6fpajM0SVIE1IXVTPz5ptv1nv8+uuvO6YQEWnWCgsLac5D3c0e7pg93B1dxnVZQbeTcGJqwWlmbK033/dY5HZnz1sCPPvss5w8edJ43K1bN90aQJyKvVs8m6rrsDm2eCrgiNNSV4jz+/DDD5k0aZLx+IMPPnBgNbeWn58f58qLaTkyytGl3LZK/n3U7nc7b+7upOVVwBGR25q7uztVVVV069bN0aWI2J29b4J6J2nygHPp0iU+//xzEhMT8fLyYuLEiYwePZqCggI++eQTcnNziYmJYfr06cbfLFy4kKioKA2ulUax54bh8lYCmzulK6S5n63j5uaGm5sbnp6ezfqMHZ2tI3JrNXnAWbx4MRaLhXfffZe8vDz+9Kc/ERgYyKFDh+jRowcvvPACv/vd7xg0aBCdO3cmLS2NkpKS2yrcqCuk8Zr7TtTWSnD54+a6M7X3jvTUqVMkH03Cz6V5Dhg119adrZN7LNXBlXy/QkvTjKWzFJVR8u+jTTLvxqqtrFvm5jzQ2FJUBkGOrkKaSpMGnMrKSg4fPsyvf/1rPD096dixIzExMezatYvS0lLGjx+Pp6cnoaGh5Ofn07FjR5YtW8bPf/7zJqupKXakhYWFTToS3171Ll261K5BzJ470lOnTpFwLAVatLXL/OzOqy1UnTUeVnq1JSGzGV5UrvSC3WdZ991uvufreJldHF1CA1jtvo0IDw+36/zszbbdCg8KdXAl1xHU/D9HuXlNGnByc3OxWq0EBX0XkTt27Mjx48fp0aMHycnJhIWFkZGRwaRJk/jXv/5F//79r7r8uj0dOnSI7OzsJpt/Uygrs8+1GsrKyuy67PbcYN8Wp2qaXaG2pu7/zdht8VlKozX37i5bC+ed0pUrzU+Tt+B4enrWe87b25uKigomTpzIokWL+OMf/8hdd92Fh4cH8fHxvPDCCyxatIicnBy6devG1KlTG/x+ZWVlVFZWXnea1q1bc+GC/Y9y7aW8vPyq57y8vBxQyQ9r3br1VZfKv1kWiwUs1U3SAmE3tTX/939L863TUo3FYrHbegFo0aIFuZjsNj97K/+/Lqrm3ZJjokWLFnZdL81ddXU1cPXtNETs6XoNIk0acDw8PKioqKj3XHl5OZ6envj4+NTripo3bx4/+clP2LNnD7W1tbz88st88MEHJCYmEhkZ2aD38/Hxwcfn+lf1fPfdd298QX6APcfgHD16dX96165d7TLv5jwGZ/Dgwc16DA5cvm6sRPXq7tBaric8PNyuraDdu3fHzc3NbvOzN9v3JqAZdzUEYP/10tzZvjN30jJL89KkAScgIACTycTZs2cJDAwEICsrq16XFUBcXBy+vr506dKFvXv3EhoaislkIjQ0lDNnzjQ44Mjtq7k3t7/99tv1Hrdt25Zf/OIXDqrm1mru60ZdISJyLU3egtO/f39Wr17NrFmzyM/PZ/fu3TzxxBPGNBUVFWzYsIEXXngBAH9/f06cOEFMTAxpaWmMHTu2KUu0C52O3Dw1Zcvatm3b7NbV2Zxb1kREbldNPlryoYceYuHChfziF7/A09OTKVOm0L37d837a9asYdy4cXh7ewMwatQoPvnkE1566SWioqKIjo5u6hJF5BbSpedF5FZo8oDj7e193Sbuyy/wB3UDap9//vmmLkvuAGpZuzPcSZeeF5GGa97nu4qI09Gl55sne7es2bp1J02aRFSU/e6XpZY1aSizowuQ+kwm03Ufi4iIyA9TC04zM2fOHD766CPj8TPPPOPAakTkTtGUXbpHjx5l/fr1dpm3SEOpBaeZmTx5stFqYzKZmDhxooMrEqgb/H650aNHO6YQERFpEAWcZmjOnDmAWm+akx07dtR7vG3bNscUIiIiDaIuqmZo8uTJTJ482dFliIiI3LbUgiMiIiJORwFHRETs6soBxRpgLI6ggCPSAE8//XS9x88++6yDKhERkYYwWa1Wq6OLELkdXH7qq45IRUSaN7XgiDSQrRVHrTciIs2fWnBERETE6agFR0RERJyOroMjIiJ2pzFr4mhqwRERERGno4AjIiJ2deXNNq98LHIrKOCIiIiI01HAEREREaejgCMiIiJORwFHREREnI4CjoiI2JVutinNgQKOiIiIOB3dqkFEREScjlpwRERExOko4IiIiIjTUcARERERp6OAIyIiIk5HAUdEREScjgKOiIiIOB0FHBEREXE6CjgiIiLidBRwRERExOko4IiIiIjTUcARERERp6OAIyIiIk5HAUdERMSJ1NbWOrqEZkEBR0SaNavV6ugSRG4rZnPdrj09Pd2xhTiYAo4D2DbYhw8fJicnx8HVyJUSEhK4ePGio8uQ/2MymSgrK+PQoUOAjk6bm8zMTKqrqx1dxh3J9luwWCz1nrdarezcuZMNGzZQUVHhiNKaBQWcJpSXl0dxcTFQ/wtoMpkAWLZsGSkpKYA22rdScXExpaWlwNUbBoDly5ezc+dOQK0Ht1JeXh5w7d9CWloan332GfDd0ancGpWVlUDdb+XKdXPhwgW+/PJLEhISHFHaHau2tpbVq1fzj3/8AwAXF5d6r9v2MUVFRXh6et7y+poLbSmaSGZmJgsXLmT//v1A3Rewqqqq3gZiyJAhRguONtq3xtmzZ/nLX/7C0aNHgbr1cnnIsVqt9O/fn+rqampra40NhTStL774gtWrV3PhwgXjt3B5uPTz86N79+5kZ2c7qsQ7UmZmJq+88grV1dW4uLhctZ3y8PDAYrHQunVrQAdqt4rZbCY0NJSUlBQyMzMB2LlzJ+vXrzem6du3LyUlJWRlZTmqTIfTXtVObBvjFStWUF5eTqdOnejUqRPZ2dlkZWVx9uxZ/vCHP7B7927jb0wmk7HB0Ibh1ggMDKRjx46cOHGCnJwc8vPzef3110lMTMRisWAymaiurubixYuYzWatlyZm+3yjo6MpLCwkNTUVq9XKggUL+PLLLzl79iwAbm5u5OXlGUejalm7NTp16oS/vz9fffUVUDemY968eZSVlQHQokULWrZsyb59+wAdqN0Ktt9MZGQkffr04euvvwbqDta++eYbtm/fTnFxMa6uroSEhFBeXu7Ich1K30Y7sR3pX7x4kZqaGgAGDx5MeXk5iYmJBAYGMnz4cHbv3m18Ibt3787hw4cBbRiaWm1trbFexo8fT25uLikpKfj7+zNo0CC2b99urJf+/ftz7NgxysvLtV6aiC2g2H43PXv2JCQkhISEBEpKShg5ciSVlZV89tlnFBYWEhgYiI+PDwcOHHBk2XcMq9VqtGw++OCD7Nixg/Pnz9O2bVvKy8v59NNPOXbsGFC37gCqqqocVu+dwGq1Ultba2yTsrOziYmJoaCggAMHDjBs2DBmzZpFcnIyX375JR4eHhQUFHDhwgXgzjyI1tbbTmxfnscee4yWLVtSXV1Np06dCA8P5/Tp06SkpDB69GimT5/O8ePHWbZsGQDdunUjNTXVkaU7HavVSnFxMZs2bTLGQJnNZlxdXSkuLiYwMJA+ffpw9OhRsrKy+NGPfsTkyZM5fPgw69evp6ioiD59+hitB2I/J06cAOqCja0L0PbbGTduHEVFRezfv5+wsDAefPBB2rVrx4IFC4iPjycyMhKLxWK0tEnTsH2+Li4uFBYW0qpVK0aOHMk///lPWrZsyTPPPENISAjLly8nOTnZmM7d3f2O3IneKrYW/6qqKpYtW8bf//53XFxcGDp0KGvWrAHqDs7uv/9+SkpKWLRoEa1atSItLQ24Mw+i77wlbgJWq7Xel2fz5s188MEHQF0rjru7OwkJCZSWlhIWFsaMGTOwWCzMnz+f/Px8vL29jflI45lMJsrLy1mzZg0pKSnGRvfYsWP8+c9/prS0lFGjRmGxWIiPj6ekpITOnTvz6KOPUlpaypIlS0hLS8Pd3R24M498mkJ8fDzLly83WmHMZjNpaWlkZ2dTUVFBu3btiIyMJCkpyfj8f/azn9GtWzd27NjBN998Q3l5OS4uLlonTcg2YPXkyZO89tprHD16lHvvvZeMjAzi4uLw8PBg8uTJjBo1ipUrV5Kbm0tqaqrRrSv2c+U+ISEhgXfffReA119/nc6dOzN06FA8PDxYvXo1AB06dOA///M/cXd3JyMjg/Lycmpra+/I/Yu+jY1g28heeTQ5YMAA0tLSSEhIwM/Pj8jISM6fP09iYiIAERERxMbGEh0dTVZWljHgVeyjtraWgIAAxo0bx44dO8jPzwfqxg9ER0fTokULvL29GTp0KCdOnOD06dNAXZ/2tGnT6N27N7m5ucTFxQF35pGPPdh+H7b/h4aGEh4eTkJCAnl5ecyfP58PP/yQRYsW8de//hWoa8WBujBaVFQEwMSJE7nnnntwd3cnPj5eXYd2duWOr6SkhF//+tfs3buXZ555hrvvvpu2bdsyYcIEli5dCtSNiRo1ahRjxozhwoULVFdXG10h0ni1tbXXPMnB29ubgoICI0zW1NTg5+fHuHHj2Llzp/Gb8fLyYtq0adx7772kpKRgNpvvyFZPbSUawbaRPXLkCJs2bSIrK4vy8nLatGnD2LFjWbZsGVarlQEDBtC6dWtSU1ONU2EBpk6dysSJEyktLdUZO3ZgtVrrbaynTJlCSUkJ8fHxAGRkZBAWFma8PmzYMFq0aEFSUpKxcXZ1dWXatGmMGTMGs9l8Rx712IvZbMZisRi/Ez8/P3r06AHAmjVrCAkJ4YMPPuDxxx8nIyODTZs24e7uTkxMDGlpacZFylxcXOjRowczZsygY8eORrejNN61tjstW7YkJCSEPXv20KZNGyOgTpgwAYANGzYY0w4ZMoRHHnkEDw8PSkpKjHnKzbP1CJjNZjIzM4mPjyc3NxeAsLAwhg8fzqlTp4C67ZXZbCYqKoqwsDAWL15cbx4jRoygXbt2xplWdxoFnB9w+Y/1yp1dXl4ef/jDH1i6dCnJycl8/vnnfPvttwDMmDGDkpISNm/ejJubG/379zcGg9nm1bJlSwAuXbqknWkj2TbUl2+sXV1dGTt2LHv27GHfvn2cOnWK8PDwen83evRo0tPTSUpKMgbx+fj40KJFC9LT0xU6G+HSpUv87//+L9988w0ABw8epGPHjrRv3564uDj8/PwAaNeuHbGxsaxbt46ioiIGDRpEmzZtOHDgAOfPnzfmFxUVRVpamn4ndmQ2mykvL2fFihVs2bLFuC7XtGnTqK2tJT8/3wiq7u7uPPDAA6xZs8Y4M6eqqoqWLVsycOBAkpOTjXnKzbN1sc+fP5/333+fb7/9lvfee4/ExETMZjNjxozBw8PD+F1ZrVZ8fHwYNWoU586dMw4AXFxcyMzMxGQy4e/v78hFchh9E7+HLdiYzWYqKytZt24dK1euZM2aNZw+fRqr1crRo0cJDg7m97//Pc899xzDhw8nLi7OOLvggQceYOPGjRQXF9OzZ0/Cw8MJDQ0FvuvWOnnypDHWQzvTm2fbqH799dcsWrTIuB7EqFGjaNmyJWvWrMHLy4ulS5fyr3/9i8zMTKxWK927d6dbt274+PjUO23/3Llz+Pv762i0Eby9vRk9ejRbtmzhtdde4+uvv8bDw4O+ffvStWtXzpw5Y0w7dOhQ2rdvz6pVqwAYOXIk3t7e+Pj4GNNkZmbi5eV1y5fD2Vw+HiMlJYU33niDvLw8cnNzWbRoEbt27SIgIICxY8fyxRdfAN+Nyxk0aBAhISFGq6ht23X+/Hlj2ybXd2VAv3IbU1VVxbfffou7uzvvvvsuL774IkOGDGHHjh2kp6fTpk0bxowZw/bt27l06ZKx3+jRowevvfYarVq1MgbvL168mJCQkDv2d6OA8z1sO7oNGzbwX//1X5w5cwaLxcLx48f58MMP2b17N+Hh4Tz00EMAbNy40TjNeOvWrVitVkaMGIGLi4vx/JQpU+jdu7fxHikpKQQFBfHjH//4Fi+d8ykuLuatt94iOzub7t27k5iYyKeffkpZWRmxsbFUVFRw991306FDB9LS0li0aBFvvvkmaWlpPPDAAwwYMMCYl+1IaeLEiToavUFXbqwzMjIoLi7G19eXt956C29vbzp16kRUVBS5ubnGWVUAjz76KLt37yYrK4tu3brx8MMPGwHn0qVLHDx4kAkTJtChQ4dbukzO4NSpU0br8uXXd4qPj+euu+7i5z//OQ8//DA9evRgyZIlFBcXM3nyZCorK9m6dSvw3VW/X3nlFYYNG2bMe8uWLRQVFRndj3J9lx/IXn7aty34uLu7G2cRurm5cfjwYfbu3UtGRgbx8fFUVlYyaNAgWrZsaQRQwLgQo238jtlsZu7cuTzyyCN37MGzyar23msqLS3lww8/pLS0lDlz5hAcHIzVasVkMrFo0SLy8vKIiYlh8ODBfPLJJxQUFDBz5kxycnL4+uuvmTBhAmPGjDGuVBwUFAR8N07E9kXUDvSH2T53279tn9/lzx8+fJh9+/bx1FNPARAXF8f8+fP52c9+xuDBg/nb3/6GyWTi0UcfxcPDg5qaGs6dO0dISIjxPrb1ofVy4y5fF1B3RN++fXuKiorIyspi4cKFPP3003Tq1AmA3NxcNm3ahNls5qGHHjI+70OHDtULm1oXjWexWDhw4ABffPEFzz77LEuXLiUmJoZhw4bxz3/+k/Hjx+Pj48Pnn39OYWEhsbGx9O3bF4Dt27ezePFiPvroo3q3A7B159rOaNM6arji4mJWrlzJzJkzMZlMZGVlsXLlStq1a0e7du2Mgfa1tbUsWrSI5ORkZs2aRXZ2Njt27ODHP/4xffv2JS0tjdraWiIiIhy8RM2XvpXfw9vbG1dXV8aMGUNwcDDw3dHplClT8PT05Pjx40Z31cyZMwkODqa0tJT27dtz8uRJqqur6dChA0FBQfUubGbbGGij0DAmk8k4erR9fhUVFcagRqg788PT05Pi4mI+/vhjFi1aRGxsLIMHDwbqugvj4uJISEjAYrHg4uJCSEhIveZirZebc3m42bVrF//1X//Fxx9/zJo1a7BYLERGRtKjRw/jari2s9y6d+9OTk4Oe/fuNeZ1ebgBrYvGsH23bYO0vb29+fOf/0zfvn0ZO3YsXl5eFBUVsXTpUt577z26du3K73//e/r27cuhQ4eoqqrirrvuYtasWbi4uNT7rdiukwNaR9dj+8wu/+zy8/PJzMyksrKSY8eO8dFHHxEaGkrXrl3Zs2cP69ato7i4mIKCAvLy8nj55ZeJiIjAw8ODiooKUlNTqaiooGvXrgo3P8DV0QU0V2azmdjYWJYtW0ZAQABRUVHG0Yqvry9du3Zl//79FBYWcvLkSQ4fPsymTZvIzs7moYceomvXrvXmd6c2EdrDkSNHOHbsGFOnTsXLy4uVK1dy8OBB/P39CQkJYeLEiXh4eJCTk8NvfvMbhg0bxu9//3vc3d1JSUnB09OT0NBQ5syZQ48ePeptkLVeGs9kMpGZmUlBQQHJyck88cQTXLhwgb1791JdXc20adO4++67+fjjj40Wmvz8fLp27UpxcTFdunRx9CI4nctD5/bt20lOTqZt27ZYLBYj9ANMmjSJefPm8dJLLxnbrG+++YbExETat29Px44dje4o/VZunO0zu/yzy8nJwd3dHU9PT+Li4pg0aRKjRo0C4MCBA+zZs4fo6Gi8vLw4ceIEKSkp5OXlcfLkSR544AGio6NxddWuuyH0KV1Hp06daN++PUlJSQQHB9OmTRsjiQ8cOJAVK1bQrVs34+rE1dXVPP/887Rq1QpQ8/rNuNZnVlpaSlxcHLGxsWzevJmTJ0/ywgsvUFpaytatW1mwYAE///nP2b17NyNGjOAnP/kJZrOZffv2sWHDBu6++25CQ0Pp1asXcHV3ityYa62jPXv2sHXrVsaPH0+XLl3o0qULVVVVxMXFkZiYSGRkJMOHD2fRokXs27ePpKQk3njjDcaPH++gpXBuJpOJ9PR0zp8/T1xcHNOnTyc4OJhly5axYMEC5s6di9VqJSoqiuHDh7N+/Xq8vb3JycnBbDYzc+ZMOnbs6OjFuO0VFxezbNkyWrduzaRJk/D09MTd3d04g7CwsJCQkBBSUlL4/PPP8fT0ZM6cOcaQhgceeIADBw5QUlLCo48+anTxat/SMAo4P+BHP/oRf/3rX0lLS2PgwIFGs2xcXBwdOnTA1dWVAQMG0L9/f+M125dPX8AbZzabOX/+PKmpqQwfPhyA4cOH8/XXX3P48GEKCwsZOXIk/v7+lJeXc/bsWcrKynBzc2PcuHEcPnyYt99+G3d3dy5evMj06dON8QQ2CjcN831B0Pa9zsnJISAgABcXF2JjY4mPj6/3ne/ZsyeZmZkcOnSIiIgIJk2aRIsWLSgvL+fnP/+5cRSqwNl4V+7wLl26xMqVKzl16hT/8R//YXSzDx06lISEBHbt2mX8vmbMmEFBQQHZ2dkMGjTI+L1ovTRey5YtGTBgAGvXruXEiRMMGTLEGNYAdWMzv/nmG2pqaoiNjTW6aA8ePEi3bt24++67GTFihHEWlO3vtG9pGAWcH9CqVSuio6NJSEggNDSUgIAAcnJySExMZNiwYVedfqdkfWOu/LwsFgt///vfycjIoFWrVvTq1QsXFxcGDx7M/v37ycvLIyoqis8++4z4+HjGjh3LlClTqKqqom/fvvTu3Zvz589z8eJFo8UGtLG+GbbPKysrCz8/P1q0aAHUDQResWIFLVq0wNPTk4EDBzJixAjuu+8+vvzyS8aNG4evry9t27alV69ebNmyhR07djB+/HijKR4wxkJpvdy8Kw+mqqurcXNzw9PT0+gWvHwbFRgYyMiRI1mxYgV9+vRhzZo1dO3alcGDB9c7O03bMfswmUz07duX7t27c/LkSbZv305mZiZ9+vQB6k7tzszMpGfPngwYMIDq6mqWLFlCVlYWQUFB+Pr6GutP6+TG6SyqBqiurubDDz+kX79+5ObmsnfvXkaPHq3Tu+3ItmGGutPsV69eTVRUFL169WLw4MF8++23FBQUkJ+fT0JCAqNGjWLq1Kl4e3tjsVhYt27dVRtp+G4nKjfOYrGwYsUK/vWvfzF79myGDh3KmTNn+Oyzz7jvvvsICQnh0KFDLF++nJdffpmwsDDefPNNunTpwiOPPAJAWVkZe/fuJSIigo4dOxpBU4HTvv7973+za9cuWrduTUxMDJGRkQB8+umnXLx4kZdeesmYtrq6mn/+859kZWXh4+PDk08+ia+vr6NKvyNc/n3fuHEj+/fv58knn6Rdu3YcP36cr776isDAQDIyMujYsSOPPvqocSFYuXlqwWkANzc3xo8fzyeffEK3bt149dVXjStDKlU3TkVFBcuXL8dqtRo7xbCwMAYPHkzr1q1JT0+nsrKS6Oho/vCHP/D888+TlpZGcHAwJSUlpKWl8eWXX9KlS5drbhAUbhrmWt9jFxcX8vLycHNzIz09nbCwMM6dO2ecGQV19446ffo0a9as4bnnnmPmzJm88847DBs2jPDwcHx8fIzTXuHagy7lxly+rsrKyli8eDGZmZncd999ZGZmsmnTJuNaKRMmTGDevHkcPHiQgQMHYrFYcHNz42c/+xkXL16kTZs2gFo4m9rlof7ee+8lPj6enTt3ct9999G7d286duzIpUuXsFgs9c7a1b6lcfTpNVBUVBS//vWvef75540r3F55F3G5cR4eHnTv3p0DBw6wfft2ADw9PbFarfTo0YNhw4axdu1aLl26hLe3N6dOneL//b//R2ZmJl999RVr1qxhypQpPPbYY/Wueis3xvY9vnjxYr3nBwwYQEhICGfOnDHO5rjyflD3338/aWlpFBYWEhYWRmRkpHEfKRs1FNuP7dYJUHd5hJCQEF5//XUGDRrE5MmTuXjxIgcOHODMmTOEhIQwYsQIVq5cCWCc7m02m42TJnQfvFvDdnVhqLvUyIEDB0hLSwPqhkJ06NDBuN6awo19qAWngUwmE4GBgfUuNCeNZzKZGDBgAJWVlWzcuBGTycSoUaMoKioiOzubkSNHMmnSJNauXYuPjw8HDx5k8ODBzJw5k6KionpN69oo3LyysjLeeecdACZPnsyQIUOAus+0b9++VFdXk5ycTFhYGJmZmWRkZBjjo4qKiggLCzM++6effvqqHaZ2oDfvytaV1NRUFi5cyJtvvkmHDh0YOHAgZrOZVatWsWPHDiIiIigtLSUxMZHAwECGDh3KwYMHOX78OD179qw3ryvv3yZNy/YbiYyMJDQ0lIqKiqum0TqxH+0NbtDlF+oT+4mJiSEmJoaDBw+ye/duxo0bx7Zt2wAYM2YMffr04fz582RnZ1NYWAhghJvL7xsmN8fLy4uWLVvi5eXFunXr2Lx5M1B3I8z9+/czZcoUysvLcXFxISAggJ07d7J69WrOnTvHqlWr8Pf3Ny6PYNs46z5eN8Z25H65a7WuhISEGDfyBfD39+fo0aOkpaXx/PPP8+STT1JbW8u+ffs4duwYbdq0Ye7cufTs2fOWLYt8P9s6fvLJJ+nfv7+Dq3Fu2iNIszF69GhiYmJYtGgRZ8+eJSAggNOnTwMwZMgQZs+ezdNPP0379u3r/Z2CTePZbpng6+vL0KFDSU1NNa7f0a5dO86ePcvIkSNJTEwkOjqafv36cfbsWf7xj38QFhZmXHb+ynlKw9iCjNlsJi8vj7S0NC5evIjZbKa0tJR//etfxs1Jvby8mDFjBqtXr6ayshKoO7PNdp+v9PR0/Pz8iIqKMn4rHh4e9W6yKY5z+RXTbT0C0jR0FpU0Oxs2bDBuWPrTn/6UqKioeq9rQGTTWbhwIa1atSI8PJyTJ09y8OBBfH19iY2NpVOnTvztb3/DxcWFadOm0aJFCywWi3FHaXURNk5VVRULFy4kOTmZ9u3bk5+fz4ABA2jXrh1JSUlERERwzz33GNO//fbbBAQE8Nhjj5GYmMhf//pXunbtSlpaGrNmzWLQoEEOXBoRx9PWSJqdiRMnMmLECMrLy43BlJdTuGk6999/PydOnKCiooKpU6fSr18/iouLjbECo0ePxtXVFVdXV1xcXHB3d9eAezsoLy/nb3/7GzU1Nbz55pvMmTOHxx9/nJSUFE6fPk2LFi04f/58vbuvT5o0iQMHDnDu3DkiIyN57rnnGDJkCH/4wx+McKNuQrmTqQVHmhVb60x5eTlWqxVvb29Hl3TH2bx5M6dPn2batGm0bduWkpISfHx8MJvNCpdN5MSJE3z++ee88sortGzZ0rh+05EjR9i7dy81NTX4+PjQpk0b7rnnHjw9Pdm/fz//+Mc/CA4O5tVXX603P13/SUQtONLM2HagXl5eeHt7a9yAA4wePZqSkhISEhKorq6mVatWV11xWC0D9pWRkYGfnx8tW7as1xoWGRlJQEAAHh4e+Pr6cubMGTZt2kR+fj5Hjhzh6aefZurUqfXmZbVaFW5EUMCRZk6tBrfe5ff1KigouOY06o6yLw8PD7KysoDvThO2BZWwsDAyMjIYPnw4ffr0ISkpiXfffZc2bdoQFRV11Rg1/V5E6ug6OCJylb59+9K+ffurbn0hTaNHjx64uLiwc+dORowYYYw9c3FxwcvLi9LSUsxmM8OHDycqKgo3N7d6N2BUqBG5mg7DROQqJpOJoKAgR5dxx2jbti3Dhg1j5cqVlJSU4OLiYnQzJSYm0q9fP+P2MK1atcLLy8vovlW4Ebk2DTIWEWkGysrKmDdvHhUVFXTp0oW+ffuyefNmkpOT8fb2ZsqUKURHR+Pn5+foUkVuCwo4IiLNREVFBbt37yY1NZWqqiqCgoIYP348GRkZFBUVERoaSqdOnRxdpshtQQFHRKQZqqqqMi6iCBprI3KjFHBERJoZW5jRzX1Fbp4CjoiIiDgdHRaIiIiI01HAEREREaejgCMiIiJORwFHREREnI4CjoiIiDgdBRwRERFxOgo4IiIi4nT+P7BAoIdeThByAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "\n",
    "idx_data = ak.index_zh_a_hist(symbol='000300', period=\"daily\", start_date='20100101', end_date='20220415')   \n",
    "print(idx_data)\n",
    "idx_data.rename(columns={'日期':'date', '开盘':'open', '收盘':'close', \n",
    "                           '最高':'high', '最低':'low', '成交量':'volume',\n",
    "                           '成交额':'amount', '振幅':'swing', '涨跌幅':'chg_pct',\n",
    "                           '涨跌额':'chg_amount', '换手率':'turnover',\n",
    "                          }, inplace = True)\n",
    "idx_data['date'] = pd.to_datetime(idx_data['date'], format='%Y-%m-%d')\n",
    "bench=idx_data.set_index('date')\n",
    "backtest.analysis(returns,bench)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7379a834",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0083cb1f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}