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   1  {
   2   "cells": [
   3    {
   4     "cell_type": "markdown",
   5     "id": "63890146",
   6     "metadata": {},
   7     "source": [
   8      "In this notebook we will bulild four different portfolios, based on stocks Alpha, Beta, Volatility and Equiweight.\n",
   9      "Rebalance individual stock weights after a period of 60 trading days and then evaluate Associated Risk and Return of each portfolio for each period and cumulative Result of each portfolio strategy. "
  10     ]
  11    },
  12    {
  13     "cell_type": "code",
  14     "execution_count": 1,
  15     "id": "95aa0533",
  16     "metadata": {},
  17     "outputs": [],
  18     "source": [
  19      "import datetime\n",
  20      "import pandas as pd\n",
  21      "import time\n",
  22      "from scipy.stats import linregress\n",
  23      "import numpy as np\n",
  24      "from matplotlib import pyplot as plt\n",
  25      "import seaborn as sns; sns.set(style=\"whitegrid\", color_codes=True)\n",
  26      "%matplotlib inline"
  27     ]
  28    },
  29    {
  30     "cell_type": "code",
  31     "execution_count": 2,
  32     "id": "120aab37",
  33     "metadata": {},
  34     "outputs": [],
  35     "source": [
  36      "stocks= pd.read_csv('names.csv')\n",
  37      "names=[name+'.NS' for name in stocks.Symbol]\n",
  38      "names.insert(0,'%5ENSEI')\n",
  39      "days=3000\n",
  40      "period=60\n",
  41      "n_stocks=30"
  42     ]
  43    },
  44    {
  45     "cell_type": "code",
  46     "execution_count": null,
  47     "id": "1611ef9d",
  48     "metadata": {},
  49     "outputs": [],
  50     "source": []
  51    },
  52    {
  53     "cell_type": "markdown",
  54     "id": "eea35ea0",
  55     "metadata": {},
  56     "source": [
  57      "# Data Minning From Yahoo Finance"
  58     ]
  59    },
  60    {
  61     "cell_type": "code",
  62     "execution_count": 3,
  63     "id": "b02f8288",
  64     "metadata": {},
  65     "outputs": [],
  66     "source": [
  67      "def get_data(names, days):\n",
  68      "    t2=int(time.mktime((datetime.date.today() - datetime.timedelta(1)).timetuple())+19800)\n",
  69      "    t1=int(time.mktime((datetime.date.today() - datetime.timedelta(days)).timetuple())+19800)\n",
  70      "    df= pd.DataFrame()\n",
  71      "    for name in names:\n",
  72      "        try:\n",
  73      "            url='https://query1.finance.yahoo.com/v7/finance/download/' \\\n",
  74      "                +name+'?period1='+str(t1)+'&period2='+str(t2)+'&interval=1d&events=history&includeAdjustedClose=true'\n",
  75      "\n",
  76      "            if name!= '%5ENSEI':\n",
  77      "                a= pd.read_csv(url)\n",
  78      "                a=a.loc[:][['Date','Adj Close']].rename(columns={'Adj Close':name[:-3]})\n",
  79      "                if len(a)> 0.6*days:\n",
  80      "                    df=df.merge(a, on='Date')\n",
  81      "                    #print(name[:-3]+' success')\n",
  82      "                else:\n",
  83      "                    #pass\n",
  84      "                    print(name[:-3]+' small size')\n",
  85      "            else:\n",
  86      "                a= pd.read_csv(url)\n",
  87      "                df=a.loc[:][['Date','Adj Close']].rename(columns={'Adj Close':'NIFTY'})\n",
  88      "                #print('NIFTY success')\n",
  89      "        \n",
  90      "        except Exception as e:\n",
  91      "            print(name, e)\n",
  92      "    df.Date=pd.to_datetime(df.Date)    \n",
  93      "    return df"
  94     ]
  95    },
  96    {
  97     "cell_type": "code",
  98     "execution_count": 4,
  99     "id": "8ed50994",
 100     "metadata": {},
 101     "outputs": [
 102      {
 103       "name": "stdout",
 104       "output_type": "stream",
 105       "text": [
 106        "HDFCLIFE small size\n",
 107        "SBILIFE small size\n"
 108       ]
 109      }
 110     ],
 111     "source": [
 112      "df=get_data(names,days).dropna(axis=0)"
 113     ]
 114    },
 115    {
 116     "cell_type": "code",
 117     "execution_count": 5,
 118     "id": "68a4b90a",
 119     "metadata": {},
 120     "outputs": [],
 121     "source": [
 122      "df.reset_index(inplace= True, drop = True)\n",
 123      "dates=df.pop('Date')"
 124     ]
 125    },
 126    {
 127     "cell_type": "code",
 128     "execution_count": null,
 129     "id": "b9378a9e",
 130     "metadata": {},
 131     "outputs": [],
 132     "source": []
 133    },
 134    {
 135     "cell_type": "code",
 136     "execution_count": null,
 137     "id": "5aa21870",
 138     "metadata": {},
 139     "outputs": [],
 140     "source": []
 141    },
 142    {
 143     "cell_type": "markdown",
 144     "id": "6e92b95a",
 145     "metadata": {},
 146     "source": [
 147      "# Relation between individual daily return of a stock and NIFTY"
 148     ]
 149    },
 150    {
 151     "cell_type": "code",
 152     "execution_count": 6,
 153     "id": "ee6bcb45",
 154     "metadata": {},
 155     "outputs": [
 156      {
 157       "data": {
 158        "text/plain": [
 159         "<AxesSubplot:xlabel='NIFTY', ylabel='HINDUNILVR'>"
 160        ]
 161       },
 162       "execution_count": 6,
 163       "metadata": {},
 164       "output_type": "execute_result"
 165      },
 166      {
 167       "data": {
 168        "image/png": 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\n",
 169        "text/plain": [
 170         "<Figure size 1440x360 with 3 Axes>"
 171        ]
 172       },
 173       "metadata": {
 174        "needs_background": "light"
 175       },
 176       "output_type": "display_data"
 177      }
 178     ],
 179     "source": [
 180      "dfr= df.div(df.shift())-1\n",
 181      "dfr.dropna(axis=0,inplace=True)\n",
 182      "\n",
 183      "fig,axes= plt.subplots(1, 3, figsize=(20, 5), sharey=False)\n",
 184      "sns.regplot(ax=axes[0], data=dfr, x= 'NIFTY', y= 'HDFCBANK',  line_kws={\"color\": \"red\"})\n",
 185      "sns.regplot(ax=axes[1], data=dfr, x= 'NIFTY', y= 'RELIANCE',  line_kws={\"color\": \"red\"})\n",
 186      "sns.regplot(ax=axes[2], data=dfr, x= 'NIFTY', y= 'HINDUNILVR',  line_kws={\"color\": \"red\"})\n"
 187     ]
 188    },
 189    {
 190     "cell_type": "code",
 191     "execution_count": null,
 192     "id": "3bd71b5a",
 193     "metadata": {},
 194     "outputs": [],
 195     "source": []
 196    },
 197    {
 198     "cell_type": "markdown",
 199     "id": "c24b3940",
 200     "metadata": {},
 201     "source": [
 202      "# Finding values of Alpha, Beta and Voatility for each stock."
 203     ]
 204    },
 205    {
 206     "cell_type": "code",
 207     "execution_count": 7,
 208     "id": "20451321",
 209     "metadata": {},
 210     "outputs": [],
 211     "source": [
 212      "def get_data(df_return,d1,d2, num_stocks=n_stocks):\n",
 213      "    nifty_return=df_return.pop('NIFTY')\n",
 214      "    data=pd.DataFrame()\n",
 215      "    \n",
 216      "    for column in df_return.columns:\n",
 217      "        try:\n",
 218      "            slope, intercept,_1,_2,_3=linregress(nifty_return[d1:d2],df_return[column][d1:d2])\n",
 219      "            vol=(1/(np.std(df_return[column][d1:d2])*pow(len(df_return[column][d1:d2]), 0.5)+0.0000001))\n",
 220      "            data[column]= [slope, intercept,vol]\n",
 221      "        except Exception as e:\n",
 222      "            print('help', e)\n",
 223      "            pass\n",
 224      "    data=data.T.rename(columns={0:'Beta',1:'Alpha',2:'Volatility'})\n",
 225      "\n",
 226      "    return data"
 227     ]
 228    },
 229    {
 230     "cell_type": "markdown",
 231     "id": "7b873f49",
 232     "metadata": {},
 233     "source": [
 234      "# Assiging weights(percentage of capital to invest) for each stock"
 235     ]
 236    },
 237    {
 238     "cell_type": "code",
 239     "execution_count": 8,
 240     "id": "14f3e43c",
 241     "metadata": {},
 242     "outputs": [],
 243     "source": [
 244      "def assign_weights(df_return,d1,d2, num_stocks=n_stocks):\n",
 245      "    data=get_data(df_return,d1,d2)\n",
 246      "    for column in data.columns:\n",
 247      "        a= data.loc[data.sort_values(by= column, ascending = False)[:num_stocks].index][column]\n",
 248      "        data[column+'_weighted']= a.div(sum(a))\n",
 249      "        data[column+'_eq_weighted']=pd.Series([1/len(a)]*len(a), index= a.index)\n",
 250      "        del data[column]\n",
 251      "    weights=data.fillna(0).copy()\n",
 252      "    return weights"
 253     ]
 254    },
 255    {
 256     "cell_type": "markdown",
 257     "id": "975956c4",
 258     "metadata": {},
 259     "source": [
 260      "# Evaluation of generated porfolios"
 261     ]
 262    },
 263    {
 264     "cell_type": "markdown",
 265     "id": "678284a3",
 266     "metadata": {},
 267     "source": [
 268      "Calculating Associated Risk(STDEV), Return over a certain period "
 269     ]
 270    },
 271    {
 272     "cell_type": "code",
 273     "execution_count": 9,
 274     "id": "a1c244e2",
 275     "metadata": {},
 276     "outputs": [],
 277     "source": [
 278      "def evaluate(df,d1, d2, d3, num_stocks=n_stocks):\n",
 279      "    df_return= df.div(df.shift())-1\n",
 280      "    df_return.dropna(axis=0,inplace=True)\n",
 281      "    nifty_return=df_return['NIFTY']\n",
 282      "    weights=assign_weights(df_return,d1,d2)\n",
 283      "    \n",
 284      "    \n",
 285      "    df_n= df[d2:d3].div(df.iloc[d2,:]).iloc[-1,:]\n",
 286      "    \n",
 287      "    ret=df_return.T\n",
 288      "    \n",
 289      "\n",
 290      "    d={}\n",
 291      "    for column in weights.columns:\n",
 292      "        returns= ret.iloc[:,d2:d3].apply(lambda x: sum(x*weights[column]))\n",
 293      "        ax=np.std(returns)*pow(len(returns),0.5)*100\n",
 294      "        d[column]=[(sum((df_n*weights[column]).dropna())- 1)*100, ax]\n",
 295      "    nifty= df.NIFTY[d2:d3]\n",
 296      "    d['Nifty']=[(nifty.div(nifty[d2]).to_list()[-1]-1)*100, np.std(nifty_return[d2:d3])*pow(len(nifty_return[d2:d3]),0.5)*100]\n",
 297      "    final=pd.DataFrame(d, index=['Return','Risk']).T\n",
 298      "     \n",
 299      "    return final"
 300     ]
 301    },
 302    {
 303     "cell_type": "code",
 304     "execution_count": null,
 305     "id": "44bb285d",
 306     "metadata": {},
 307     "outputs": [],
 308     "source": []
 309    },
 310    {
 311     "cell_type": "code",
 312     "execution_count": null,
 313     "id": "b0fbd134",
 314     "metadata": {},
 315     "outputs": [],
 316     "source": []
 317    },
 318    {
 319     "cell_type": "code",
 320     "execution_count": null,
 321     "id": "ddbd6e5e",
 322     "metadata": {},
 323     "outputs": [],
 324     "source": []
 325    },
 326    {
 327     "cell_type": "code",
 328     "execution_count": 10,
 329     "id": "408a1af7",
 330     "metadata": {},
 331     "outputs": [],
 332     "source": [
 333      "def f_plot(a):\n",
 334      "    plt.figure()\n",
 335      "    for index in a.index:\n",
 336      "        plt.scatter(a.loc[index]['Risk'],a.loc[index]['Return'] ,s=50)\n",
 337      "    plt.grid(True)\n",
 338      "    plt.legend(a.index)\n",
 339      "    plt.xlabel('Associated Risk(STDEV)')\n",
 340      "    plt.ylabel('Percentage Return')\n",
 341      "    plt.show()"
 342     ]
 343    },
 344    {
 345     "cell_type": "code",
 346     "execution_count": 11,
 347     "id": "f104afcb",
 348     "metadata": {},
 349     "outputs": [],
 350     "source": [
 351      "def final(df,period, num_stocks=n_stocks):\n",
 352      "    periods=[x*period for x in range(0,int(len(df)/period)+1)]\n",
 353      "    periods= [ periods[i:i+3] for i,x in enumerate(periods) if len(periods[i:i+3])==3]\n",
 354      "    ret=[]\n",
 355      "    risk=[]\n",
 356      "    print(len(periods))\n",
 357      "    for p in periods:\n",
 358      "        a=evaluate(df, p[0],p[1],p[2], num_stocks)\n",
 359      "        ret.append(a['Return'].values)\n",
 360      "        risk.append(a['Risk'].values)\n",
 361      "        f_plot(a)\n",
 362      "    return a.index, [ret,risk]"
 363     ]
 364    },
 365    {
 366     "cell_type": "code",
 367     "execution_count": null,
 368     "id": "f4f37bcd",
 369     "metadata": {},
 370     "outputs": [],
 371     "source": []
 372    },
 373    {
 374     "cell_type": "markdown",
 375     "id": "9db80188",
 376     "metadata": {},
 377     "source": [
 378      "# Result for individual periods"
 379     ]
 380    },
 381    {
 382     "cell_type": "markdown",
 383     "id": "465eba95",
 384     "metadata": {},
 385     "source": [
 386      "Weights of stocks in each portfolio is rebalanced after 30 days, based on market behaviour for previous 60 days"
 387     ]
 388    },
 389    {
 390     "cell_type": "code",
 391     "execution_count": 12,
 392     "id": "6608401e",
 393     "metadata": {},
 394     "outputs": [
 395      {
 396       "name": "stdout",
 397       "output_type": "stream",
 398       "text": [
 399        "32\n"
 400       ]
 401      },
 402      {
 403       "data": {
 404        "image/png": 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\n",
 405        "text/plain": [
 406         "<Figure size 432x288 with 1 Axes>"
 407        ]
 408       },
 409       "metadata": {
 410        "needs_background": "light"
 411       },
 412       "output_type": "display_data"
 413      },
 414      {
 415       "data": {
 416        "image/png": 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bST1/isCQapRr0Nrjq4s8yROho0eOHElkZKRXg9itXbsWq9VKhw4duHz5Mg8//DCLFi2iUqVKEv7aR0gdfENpCH/dE/haa30MQCn1OJCc7ZymwCil1C3AOuAlrXX2c7zOL6gMFRrfV9iXvWGeCn+dnJxMjx49nKYNGzaMjh073lD5MtWtW5eXX37ZPn8xbNgwKlWqVKA8hRDe480ewizAAtQGagFxwFittdWWXg6YD/wT2A/EAIe11qPzyjuzh+AsLSAgwOUDX0LciP3799u3CBWihCj0HkIA0A5oD1wBlgJ/w/jgR2t9BeiaebJSairwGZBng5DJ1ZCRq6GI4jRMkZuSUI/iVIegoCDuvvvuHMdlqMI3SB3c5zBk5JQ3VxmdAlZqrc9orZOAJYA9HoNSqpZSaoDD+SYg1YvlEUIIkQtv9hDigM+VUpWAy0AX4BuH9CRgilJqDXAIeA6j0RBCCFEEvNZD0FpvBaYAG4A9wGFgrlJqmVKqqdb6DPAPIBbQGD2Eqd4qjxBCiNx59TkErfVnGPMCjro6pC8CFnmzDEIIIdxTqp9UzpSUmsyqPzfwn9+WsOrPDSSlen7l6759+1BK8cMPP9iPRUdHc+zYMZev8YVY/6NHj84SlC67Y8eOuYyL9Morr3D8+HG3r5VbXkII7yvVsYwA9p7Zz6R1M7FaraSkWzD7B/H59oWMajeUO6p4bvnqokWLeOCBB/j666/p3Lmzx/L1tokTJ97wa7du3cpzzz3nwdIIIbypVPcQklKTmbRuJslpKaSkWwBISbeQnJZiHPdQTyE1NZXY2FheeOEFdu/ezZEjR7KkL168mGHDhvHkk0/SqVMnJk+ebA/gdu7cOQYNGkTnzp0ZMmQIFotRzmnTptG7d286d+7MU0895TQwXqbPPvvMHlZiw4YN3HvvvfZ19V26dCExMZEdO3bwxBNP0LNnTwYMGMDRo0cBYwezrVu3AjB16lQ6derE448/ztChQ1m8eDFgPOD24osv8tBDD9G3b1/Onz/Pxx9/zF9//cXgwYM5f/58jvwzew579uyhZ8+e9OzZkw8+KLSoJUIIJ0p1g7DpyM85omxmslqtbDqa4JHr/PTTT4SHh1O7dm3uu+8+vv766xznJCQkMH36dOLi4vjtt9/48ccfAThx4kSOfQOOHDnCgQMHmDdvHj/88APVq1dn6dKlLq8fFRXF5s1GdJAtW7YQHBzMnj17OHr0KOXLl6dChQpO92ZwtHr1ahISEoiLi+Pjjz9mz5499rRz587x9NNPExcXR2hoKMuWLWPw4MGEhYXx8ccfU7Zs2Rz5T5gwAYB///vfvPTSSyxZsoSIiIgCv9dCiBtXqoeMTl45Y+8ZZJeSbuHU5b88cp1Fixbx0EMPAdC1a1deeuklhg/PEuePjh07Ehoaaj9ny5YtdO7cmTvuuCPHvgHNmjXj3//+NwsWLODgwYNs376dWrVqubx+3bp1uXLlij26at++fYmPj6dMmTJERUVx6NChPPdm2LRpE126dCEoKIigoCDuu+96qI+wsDAaNWoEwG233ZZjbwNn+V++fJlz587x119/0bq1EVW2V69eLFokawyEKCqlukGoXq4KZv8gp42C2T+IauXDCnyNs2fPsn79enbv3s0XX3yB1Wrl0qVL9h5AJse4/hkZGfbfHfctyNw3YM+ePYwZM4b+/fvTuXNn/Pz8XPZ0MrVt25Yff/wRk8lEdHQ006dPx2QyMWzYMDIyMvLcm8HPz8/l3gbOyujIWf5Hjx7Nca7sbSBE0SrVQ0atajV1GZ/fZDLRqmbBHyX/9ttvadGiBevWrWP16tWsWbOGIUOGMG/evCznrV+/nsuXL5OSksJ3331Hu3btXOb5yy+/EBkZyRNPPMGtt97K2rVrc90jAYxho48++ogmTZpQv359/vzzTw4ePEiDBg2oU6eOy70ZMrVq1YoVK1ZgsVi4cuUKa9eudWtvg/T0dKf5jxo1ipCQEMLDw1m7di1Anpv/CCG8q1T3EMoEBjOq3dAcq4xMJhOj2g0lOLDg+/UuWbKEF198McuxJ598kk8++YRy5crZj1WuXJlBgwZx/vx5unfvTtu2be2Tudl16tSJl19+mW7dugFGTKfclq+CsSXmmTNniIyMxGQyUb9+fUJCQgAjVs/06dOd7s2QqX379vz666/07NmTihUrEhYWliOOVHbt27dn8ODBfPLJJznyHzduHABvv/02r7zyCu+99x6NGzfONT8hhHd5LdqpN3l6P4Tk1GQ2HU3g1OW/qFY+jFY1m3ikMXDX4sWLiY+P580333Tr/KIIDPfrr79y6NAhevbsSWpqKo8//jiTJk3ijjvuuKH8ilNwO9kPwbdJHdxXlPshFBvBgcFE1/H8dpmF7amnnuLSpUs5jvfp04cnnniiQHnXrl2bmTNnMnfuXKxWKw8//PANNwZCCN8kDYIP6NWrl0d2Lvvyyy89UBrnKlWqxKeffuq1/IXvykjJ3FHwJIEh1Y0dBc2+u6OguHHSIAghXEo++nuOPcfProyhep/RBNd0PjQriq9SvcpICOFaRkoSJ+dNxGpJwpqaAoA1NQWrxTieYUkq4hIKT5MGQQjh1JU9G8Hq/NkTrBlGuihRpEEQQjiVev6kvWeQnTU1hdTzpwq5RMLbpEEoJMU1/LWnrFq1iunTp+d6jmMgPUdr1qxh7ty5+bqeq7yE+wJDqmMKdP6siSnQTGBItUIukfA2aRCAtGtJnFqxkkOff8mpFStJu+b5sVHH8NelUceOHXPEb3LXrl27csRWEt5XrkFrMLn4iDD5GemiRCn1q4wu7fmdPeMnYs3IICMlBT+zmUOfxdDg1dFUaOCZVRSZ4a//+9//0qdPH44cOZIlGN3ixYtZu3YtZ8+e5cyZM3To0IGRI0cC18NfHzlyhNq1azNjxgzACH+9efNmLl68SFhYGNOmTbMHx3Nmx44dTJ48meTkZEJCQnj99depWbMmu3btskc2bdu2LXFxcaxevdppHufOnaNHjx6sX7/efv4rr7xC165d+eijj/D39+eJJ55g/Pjx/PHHH6SnpzNo0CAeeuihLA/fbd26lfHjxxMYGEjjxo35888/7UtmFy5cyJtvvsmlS5cYPXo0tWrVsof5CA8P54EHHnCav8ViYfTo0ezatYsaNWrkCLAn8s/PXIbqfUbnWGWEyY/qfUbjFyRLT0satxoEpdQtQGWMfY8B0Fr/4q1CFZa0a0nsGT+R9KTrPYKMFGPMdM/4iTSbOwf/MgX/R+8s/PWIESOynJOQkMC3335LhQoV6NevHz/++CMVK1bkxIkTzJ49mxo1atC7d282bdpE1apV7eGv/fz8ePnll1m6dCkDBgxwen2LxcKYMWOYPXs24eHhrF+/nrFjxxITE8PLL7/MK6+8Qtu2bZk5c2au9ahcuTLVq1dn37599jhF8fHxdO3alfXr1/P6668za9YsGjZsyFtvvcWVK1fo06cPd999tz2P1NRUXn75Zd577z3uuece3njjjSzXKF++PEuWLGHNmjXMnDmTRYsW0adPHwAeeeQR3nnnHaf5r1ixAoDly5dz6NAhunfvnu/7JHIKrlmfW4bPsT2HcIrAkGrGcwjSGJRIeTYISqnxwEvAX0BmnAsrUMeL5SoUiRs2YnURwdOakUHiho1Uvf8+p+n5UdThr12Ftz537hyJiYm0bdsWgMcee8y+6Y0r7dq1Y/PmzQQEBNCvXz++++47Ll++TGJiInXr1mXTpk0kJyfbw1hfu3aNP/74w/76ffv2cfPNN1OvXj0AHn300Sy7smWG1XYWRhtwmX98fDyPP/44ALfeeiv33HNPrvUQ7vMLKkOFxgX/fyB8nzs9hKeA27TWJ7xdmMKWfPKkvUeQXUZKCkknC76KwhfCX7sKb509DlRgYGCe9Wnfvj0zZ84kKCiI4cOHs3z5cmJjY2nTpo39Wm+//TYNGzYEIDExkYoVKxIbG2uvp6sw2o7vg6tIqq7ynz9/fpb3wPF9E0K4x51J5aMlsTEACK5eHT8XETv9zGbKVC/4KgpfCH/tKrx12bJlqVOnDqtWrQKwf2jnpmHDhhw8eJBDhw5Rt25dmjdvzqxZs+jQoQMALVq04KuvvgLgr7/+onv37pw8eTJLWS5dumTvNbhzTX9/f/uWn67yb9myJbGxsWRkZHD8+HF++aXYj2gKUejc+Rq1Sik1BfgWsA+2l4Q5hNA2rTn0WYzTNJOfH6FtCr6KwhfCX+cW3vqtt95izJgxvP/++9StWzfP+phMJpo0aUKSbd6lRYsWLFiwgGbNmgEwdOhQXnvtNR566CHS09MZMWIEtWrVsjdGQUFBTJkyhVdffZWAgABq165NcHDukWUzh8hCQ0Nd5t+3b1/++OMPunTpQo0aNexDUkII9+UZ/lopddDJYavWusjmEDwZ/trZKiOTn59HVxnlxVfCXx87dox+/fq5XGXkCRkZGbzzzjsMGDCA0NBQ5s6dy+nTp+2rqnyRhL/2bVIH93ki/PWLWutvbuTiSqluwDigLLBCaz08W3pj4BOgArAOGKK1TruRa92oCg3q02zuHBI3bCTp5CnKVK9GaJvWHlldVNg8Ff46JiaGJUuW5DgeFhbGnDlzClRGPz8/KlWqxP/93/9hNpupUaNGlkllIUTRcadBmAh8k9+MlVJ1gNlAc+A0sFop1UVrvdzhtP8AA7XWW5RSnwKDgFn5vVZB+Zcp45HVRDfKV8JfR0RE2HsH/fv3L3B5XBk8eDBPPvlksdkgR4jSwp0GYadSajSwHrA/LurGHEJP4Gut9TEApdTjQHJmou3ZhjJa6y22QzHA6xRBgyCEEMK9BqG57c9Ah2PuPIdwG2BRSi0FagFxwFiH9HDgpMPvJ4EIN8pjZxsLyyIgIICrV6+6fE1uacVJSahHcamDxWIhISHBaZqr48WJ1ME3+EId8mwQtNa1C5B3O6A9Rs9iKfA3jJ4AGEteHWe0TYDrBepOuJpUdjUUUZz28c1NSahHcapDUFBQlqetM8lkpm+QOrjPYVLZKXeeVP6ns+Na63fzeOkpYKXW+owtnyVAJNcbhGNAdYfzqwEl8nkHIYQoDtx5MO0uhz9NgH8COb8u5RQHdFZKVVJK+QNdAHufSGt9GEhWSmUu9n8KWJ4zGyGEEIUhzwZBa/20w58nMb7lh7nxuq3AFGADsAc4DMxVSi1TSjW1nfYkME0ptRcoB8y4wXoUSEpyGr9sOcLKuN/5ZcsRUpI9s/L1iSee4Lvvvsty7Nq1azRv3pxz587lOH/x4sV5rsefP38+33//PQDTp09n1apVHDt2jOjo6CzHgELfS2Hnzp2MHj0613NGjhzpNF7Sjh07ePvtt/N1PVd5CSFuTL4DvmitTyilbnXz3M+Az7Id7uqQ/htGA1Nkjhw4x/8+2YrVCqmWdAKD/FmxdDd9BzanVp3KBcr7kUceITY2lgcffNB+bMWKFTRv3pzKlW8s719++cU+np0ZIM/xKWXHoHnx8fE3dI0bddddd3HXXXfd0Gv379/P2bNnPVwiIUR+5HcOwQQ0xYh8WuylJKfxv0+2Ykm5Hgco1WL8/L9PtvLPcfcTZL7xIGldunRhypQpXLhwgUqVKgGwdOlS+vXrx7/+9S+01phMJv7+97/z8MMPZ3nt8uXLmTt3LsnJyVgsFiZNmkRycjKrV69m8+bNRERE8N133xEZGUlk5PU2deTIkURGRrJnzx7AiGDau3dvtmzZwtSpUwF4//33MZvNDB48OEeZ09LSaNu2LT/++CPlypWjT58+REdHM3jwYOLi4khISGDMmDFMmTKF+Ph40tPT6dWrF/3792fr1q3MnDmTL7/8kn379jFy5EjS09Np2rQp69atswf0W7t2Lf/5z384f/48Q4YMoUuXLsyYMYNr164xa9YsBg8e7DR/q9XKm2++ydq1awkLCyM9PT1L3YUQBZPfOYSGwBGgrzcLVVh2bz+Bq8gdVquRXhBly5alY8eO9iGe06dPc/DgQbZu3UpISAhxcXF8/vnnvP/+++zdu9f+uoyMDObNm8fs2bNZunQpAwcO5OOPP6ZVq1ZER0czZMgQe8hqV8aMGQPAggUL6Nq1K5s3b7bvOhYXF0ePHj2cvi4gIIAWLVqwbds2rl69yokTJ9i2bRtgBOBr37498+fPB4w4TQsXLmTVqlX2WEWZRo4cyfDhw/n222+pWbNmluB7FouFL774go8++ohp06ZRoUIFhg0bRnR0NM8884zL/H/44Qf27NlDXFwc06dP58iRI27fCyFE3tz5+vuN1vpbxwNKqaeAgj0W6wPOJV619wiyS7Wkcy6x4Ovke/XqxfTp0+nTpw+xsbF0796d9evXM2nSJMAIatexY0fi4+Ptwe78/Pz44IMPWL16NQcPHiQ+Ph4/vxvf7bRs2bJERUXx448/UrNmTWrWrEnVqlVdnh8VFcXmzZvx8/OjW7duLFu2jNTUVH7++WfGjx/PiBEj+P3339myxXim8Nq1a2itue222wC4cOECx48fJyoqCjCGzr744gt7/h07dsRkMnH77bc73fNg8+bNTvP/888/6dSpE4GBgVSuXDnXiLBCiPxz2SDY4hAFAm8rpfy4vltaIMYTxcW+QagcWpbAIH+njUJgkD+VQwu+Tr5Zs2acOXOGkydPsnTpUmbOnMm6deuynGO1WrN8g7569SqPPvoo3bt3p1mzZiil+O9//1ugcjzyyCPMmjWLiIiIPMNktGvXjrlz5+Lv70/Lli05cOAACxcupF69epjNZnuU0U6dOgHG1pply5Zl+/btgBGuOregiXnteeAq/ylTpsieB0J4UW5fOxsDz2OsKBpm+/l5jCeWp3m9ZIWgYeNwXHwmYTIZ6Z7w8MMPM2vWLCpWrEitWrVo0aIFCxcuBIwPu1WrVmUZCz906BAmk4khQ4bQvHlzfvzxR3uDkbl1pTsc9xFo2rQpp06dYuvWrfZdyVypXLkywcHBrFmzhiZNmtCiRQs+/PDDLHsezJ8/n9TUVK5evUrfvn3tjQEY22DWrFmTn376CbixPQ+c5d+yZUuWL1+OxWLh4sWL9r2dhRCe4fIrltZ6AjBBKfWs1vrDQixToTEHB9B3YPMcq4xMJug7sHmBJpQd9erVi+joaHtUz+eee47XXnuNbt26kZ6ezpAhQ2jYsCFaawDuuOMO6tevT5cuXTCZTLRp08b+WHurVq2YOnWqfbvN3HTs2JEePXqwePFizGYz999/PxcuXCAoKCjP17Zr146ffvqJsmXL0qJFCyZNmmQfAurTpw+HDx+mZ8+epKWl0atXL5o3b55l/4YpU6YwatQo3nvvPZRSee550KhRI2bOnMk777zD8OHDneYPxtLWhx56iNDQULf2bxBCuM+d/RD8gReBOzF6CEOBKVpr976meoEn90MAsKSksXv7Cc4lXqVyaFkaNg73WGPgDfkN+2C1WklNTeXpp59m1KhR9u0nvWnmzJn07t2bsLAwVqxYQWxsLO+//749vTiFrpD9EHyb1MF9ntgPYQpQBWiGMcT0AEbIiWGeK2bRCjIHcE9z15vUF3dnzpzhwQcf5LHHHrM3BsuWLeOjjz5yen7m3ssFER4ezoABAwgICKBChQqy54EQxYA7DUJH4F4gQWt9USnVCdju1VIJjwoLC7MvHc3UtWtXunbt6uIVBeepPR6EEIXHnbWMqVprexRSrXUKUKi7mgkhhPA+d3oIu5RSzwH+SimFEdzuN+8WSwghRGFzp4cwHGPIqCpGoLpytmNCCCFKEHc2yLkE/N3xmFKqitdKJIQQoki47CEopUKUUhOVUv+yLT1FKeWnlHoe0IVWwmKstIW/9qRBgwZx+vRpl+lbt251Wb/81ju3vIQoTXLrIcRgbGlZBfBTSi0AFgI1MeYRSgxLShJ/7IjnQuJpKoVW5fZGkQSZyxQ439IW/tqT5syZc8OvLc71FqIo5dYgNARuByoBK4EXgFigo9b6otdLVkhOHNpHbMw0rFYraZYUAoLMbPhuHt36v0j4rfUKlHdxDH8NRiwhd8JPV65cmaioKJfLSydMmEDdunXp27cvX3/9NTExMSxfvpzU1FS6dOnCqlWr2Lx5MzNmzCAtLY2IiAgmTJhASEgI0dHRfPHFF1StWpVx48aRkJBA1apVMZlMPPvss4AR9mPQoEEcOXKE2rVrM2PGDKZMmWKv94IFC1i3bp3T/Dds2MDkyZMxm83Urn2j24YLUbLkNql8WWtt1VqfByKA0VrrISWpMbCkJBEbM43UlGTSLCkApFlSSE1JJjZmGpaU5ALlXxzDXwMuw08vX76c3bt3ExcXx7Rp03KEvM4uKirKHrF0y5YtXLx4kcTERBISEmjUqBGXL19m6tSpfPrpp3zzzTe0adOGd955J0se8+bNIykpie+//57Jkyezc+dOe9qJEyd49dVXWb58OYmJiWzatClLvc+dO+c0f4vFwsiRI5kxYwaLFy/OM6yGEKWFu/EZzmitY7xZkKLwx454l1E5rVYr+3fE06BZwUIsF8fw167CT+/fv98efjo0NNQ+b+FK8+bNGTt2LOnp6Rw4cICuXbuybds2du7cSdu2bfntt984efIk/fr1A4yGsGLFilny2LhxI71798ZkMlGjRg1atmxpT7vjjjuoWbMmAHXr1s0RSttV/lprwsLC7LGQevbsyfTp0915K4Uo0XJrEBw/KS3eLkhRuJB42t4zyC7NksKFs64nNd1VHMNfuwo//d5772U5L6/w02azmfr16xMbG0udOnVo3rw5mzdvJiEhgb59+7J3717uvfdeZs+eDRhxVq5ezboHhb+/PxkZGc6yz3J9k8mUo3FPT093mv+JEyeynJsZjluI0i63r513KKV2KKV2OP7scKzYqxRalYAgs9O0gCAzlW52/S06P4pb+GtX4afbtGnDsmXLsFgsXL582R7eOjdRUVF88MEH9rmOVatWcdNNNxESEsLdd9/N9u3bOXjwIAAffvihfQ4gU6tWrVi2bBlWq5XTp08THx/vch+F7PV2lb9SisTERPswXfaVYEKUVrl9xetSaKUoIrc3imTDd/OcpplMJm5r5Jn9eotb+GtX4a0Bdu/eTc+ePalQoQJVquT9OEr79u157bXXiIyMpGLFitx88820b98egCpVqjBp0iReeOEFMjIyqFq1Km+//XaW1/fu3Zu9e/fSrVs3qlSpQnh4OMHBwSQlJblVb2f5BwYG8u677zJixAgCAgJo0KBBnvUQojTIM/y1L/Jk+Gtnq4xMJpNHVhl5i6+Ev85c0XQjQezcrcPatWuxWq106NCBy5cv8/DDD7No0SL7qq3CIOGvfZvUwX2eCH9dooXfWo+nX5nG/h3xXDh7mko3V+W2RpEEmUvOyhNvhr9OTk52uWJp2LBhdOzYMf8FdlC3bl1efvll+/zFsGHDCrUxEKI0KfUNAkCQObjAq4l8mbfCX7/55psA9O3bt0D55KZmzZp89dVXXstfCHGdVxsEpdQajD2ZU22H/qG13uqQPg4YAGSuF5yjtf7Am2USQgjhXJ4NglKqHPAWcAfwGDAZ+JfW+koerzMB9YBbtNau9k9oCvTRWm/OV6mFEEJ4nDtPO80ALmCEv04GKgAfu/E6Zft7hVLqN6XUUCfnNAVG2ZayzlRKlZyBeyGEKGbyXGWklPpVa32Pw99+wC6tda5r9ZRSLYFngOeBQGAt8KLW+kdbejlgPkagvP0YwfQOa61H51XozFVGztICAgK47bbb8spCCLft37/f/jyHECXEDa8yyv4UlD9GFNRc2YaB7ENBSqlPga7Aj7b0K7bfM9OnAp8BeTYImVwtO3W1nDG/yzV9VUmoR3GqQ1BQkD3CrCNZ7ugbpA7uc1h26pQ7Q0brlFJvAWWUUp2BxcCavF6klGqjlHJcc2ji+uQySqlaSqkBrtILU4YljYs7TpH400Eu7jhFhsVz3waPHTuGUoqNGzdmOR4dHc3OnTsZPdpo/3bv3k379u158sknWbNmDXPnzvVYGYQQwh3uNAj/Bq4AF4GJwA5ghBuvqwS8rZQKVkqVB/4GLHFITwKmKKVq2yagn8uWXiiSjl3kwOxtnFlzgPPbjnNmzQEOzN5G0jHPBXUNDAxk7Nix9mijmUJCQuxPL69Zs4bu3bvz3//+l127duU4VwghvM2dLTRTgQm2P27TWscppZoDv2IMM32gtd6slFoGvKq1/lkp9Q+MPRaCMPZrnprfChREhiWN44v3YLVcHxWzphqjYccX76HOkEj8ggoe+CwsLIxWrVrx1ltvMWHC9bcxPj6eV155hYEDB9rX2gcFBTFvnhFOo1q1asyaNYtPP/2U2rVrc+3aNbp06cKSJUuKzXCLEKL4cGfZ6UGyRj61AteAXcA/tdYnXb1Waz0WGJvtWFeHnxcBi/JZZo+5vDcRXE2qW61c1meoeFc1j1xr5MiRdOvWjY0bN9K6dessaVFRUfTp0weAoUOH2iNxPvbYY/YoqcOHD2fFihW0b98+x7yJEEJ4gjtDRt8Aq4FHgJ7Ad8DPQDzuLT/1Wannk+w9guysqRmkni/YBjmOypUrx4QJE5wOHeWmV69exMXFAcaGNTcSN0gIIdzhziqjtlrrpg6/D1NKxWutn1ZKPe2tghWGwJAymAL9nDYKpkA/AkM8+1hEmzZt7ENH7oqIiCA8PJwVK1Zw9uxZ7r777hx7BgghhCe400OoYJsUBkApVQG4yfZr7oHpfVz5O0LBVWx9k4nyKu/wzvk1cuRINmzYwF9//eXyHMd9DMDY3OaNN96ge/fuHi+PEEJkcqdB+AzYqpR6XSk1HuPZgk+VUs8Dv3u1dF7mFxRAjV4NMAX5Ywo03gpToB+mIH9q9GrgkQnl7DKHjlJTXa+wbdasGbGxsXz55ZcAdOrUiYsXL+a6D7IQQhSUO6uM3lRK/YqxYU4aMFRrvUYp1QTj6eJirUxEReoMieSyPkPq+WQCQ4Ipr6p4rDGIiIhg9erVWY61adPGvhlO5pzA888/b09v1qyZ/TVWq5WtW7fSsmXLXPdBFkKIgnI32uk2YA/GEJG/Uur+zBAUJYFfkL/HVhN52qRJk1izZg1z5swp6qIIIUq4PIeMbMNEp4EDwF6MuEPverlcwmb06NGsXLmS2rVrF3VRhBAlnDtzCP2AWsBCjHDW/YHdXixTgRXHbUGFb5J/S6I0cadB+Mv28NnvwN1a6y+Bu7xbrBsXHBzM2bNn5T+yKDCr1crZs2cJDpao7KJ0cGcOIVUpVRfQQFul1A+Az/4PiYiI4NixY5w5cyZHmsViISgoqAhK5VkloR7FpQ7BwcFEREQUdTGEKBTuNAiTMZ5I7o4Rz+hvQJw3C1UQgYGBLsfbExISnIYxLm5KQj1KQh2EKGncaRB+1Vp3BFBKNQZuJ+ceCUIIIYo5lw2CUqqy7cdlSqn2XH8q+RTwE8Yey0IIIUqI3HoIXwH3234+63A8DWPFkRBCiBLEZYOgte4MoJT6TGs9wNV5QgghSgZ3QlcMUErdAlTGIZid1voXbxZMCCFE4XJng5zXMbbM/IvrG+VYgTpeLJcQQohC5s4qo37AbVrrE94ujBBCiKLjzpPKR6UxEEKIks+dHsIqpdQU4FsgKfOgzCEIIUTJ4k6D0N/292MOx2QOQQghShh3VhlJ3GVRamVY0ri8N5HU80kEhpSh/B2h+AW5u42IEMWLO6uMygFvAvUxegmTgX9pra94uWxCFKmkYxc5vngPWK1YUzMwBfpxZu1BavRqQJmIikVdPCE8zp2vOjOAk0BVIBmogBHsrm9eL1RKrQHCgMwNhP+htd7qkN4Y+MSW5zpgiNY6LXs+QhS2DEsaxxfvwWq5HrbLmpoBwPHFe6gzJLKoiiaE17izyugerfVoIFVrfQ14Emic14uUUiaMDXXu1lo3tv3Zmu20/2Ds0VwP46G3QfkqvRBecnlvIrjaU8Nq5bLOGV5diOLOnQYhe2RTfyDDjdcp298rlFK/KaWGZkk0nn4uo7XeYjsUQ9aJayG8Lu1aEqdWrOTQ519yasVK0q4ZC+lSzyfZewTZWVMzSD2fXJjFFKJQuDNktE4p9RZQRinVGXgeWOPG60KAVbbzA4G1Simttf7Rlh6OMRSV6SQgO5GIQnNpz+/sGT8Ra0YGGSkp+JnNHPoshgavjiYwJARToJ/TRsEU6EdgSDBYiqDQQniRKa+tJpVSgcBI4CGM3sH3wBta63x9RVJKvQjU0lq/aPu9NfCm1rqt7ffbgVitdZ5htRMSEm4FDubn+kI4sqakkDLtfbA4+VQPCsI87Hkq/JyBycnOH1Z/uNwqGAJMOROFKB5qN2nS5FD2g+4sO01VSv2ktZ5g2yOhnTuNgVKqDWDWWq+yHTJxfXIZ4BhQ3eH3akC+noi+8847MZvNbp+fkJBAkyZN8nMJn1QS6lHUdTi1YiUHTSanY59+JhM1k69R4bFmOVYZYTIRYVtlVNR18ASpg28orDqkpKSwa9cul+l5ziEopSYCr9t+vQkYqZQa48a1KwFvK6WClVLlMbbeXJKZqLU+DCTbegoATwHL3chXiAJLPnmSjJQUp2kZKSkknTxFmYiK1BkSSZXoOoRERlAlug51hkTKklNRYrkzqdwD6ASgtT4GRAF98nqR1joO+A74FUgAPtNab1ZKLVNKNbWd9iQwTSm1FyiHscRVCK8Lrl4dPxe9Sz+zmTLVqxk/B/lT8a5qhLa7lYp3VcMvyL8wiylEoXJnUjlQa+041GPBvVVGaK3HAmOzHevq8PNvgCzoFoUutE1rDn0W4zTN5OdHaJvWTtOEKMncaRA2KaX+C3yKEcPob0D25wmEKFYCbipDg1dH51hlZPLzo8Gro/EvU6aoiyhEoXOnQRgKjAemYeynvJLrcwpCFFsVGtSn2dw5JG7YaMwZVK9GaJvW0hiIUsudBmGM1vpfXi+JEEXAv0wZqt5/X1EXQwif4M6k8kNeL4UQQogi504P4YBSagWwAbBHONVav+u1UgkhhCh07jQI52x/O+6LkPvjzUIIIYodd55UfhpAKVVJa33B6yUSQghRJNzZIKce8A1QUSnVDCNgXU+t9V4vl00IIUQhcmdSeSYwHPhLa30CeB9jgxwhhBAliDsNws0OIavRWn+IscOZEEKIEsSdBsGqlArGNpGslKqGEQZbCCFECeJOg/Ah8AMQppSaDGyxHRNCCFGCuLPK6DOl1H7gQYydzwY5DiEJIYQoGXJtEJRSdwL1gK1a638XTpGEEEIUBZdDRkqpp4F1wL+B35RSnQqtVEIIIQpdbnMIw4A7tdbNgW4Y+yoLIYQooXKdVLY9d4DWejNQpVBKJIQQokjk1iBkj1eU5s2CCCGEKFruLDvNJAHthBCiBMttlVEjpdQlh99vsv1uAqxaa3laWQghSpDcGoS6hVYKIYQQRc5lg6C1PlyYBRFCCFG08jOHIIQQogSTBkEIIQTg3haaBaKUegcI1Vr3z3Z8HDAAOG87NEdr/YG3yyOEEMI5rzYISqmOwN+A75wkNwX62B56E0J4QFJqMpuO/MzJK2eoXq4KrWo1pUxgcFEXSxQTXmsQlFKVgYnAJOBuJ6c0BUYppW7BiJn0ktY62VvlEaKk23tmP5PWzcRqtZKSbsHsH8Tn2xcyqt1Q7qhyW1EXTxQDJqvVO8+bKaUWALOBmkB7xyEjpVQ5YD7wT2A/EAMc1lqPdifvhISEW4GDni2xEMVXSoaFDw9+hcWamiMtyBTIc7X7EuQXWAQlEz6qdpMmTQ5lP+iVHoJSaiBwVGu9SinVP3u61voK0NXh/KnAZ4BbDUKmO++8E7PZ7Pb5CQkJNGnSJD+X8EkloR5SB89a9ecGTIdNkJ4zzeRnIunmdFrWaZEjzZfqcKOkDu5LSUlh165dLtO9tcrocaCTUmo7MB7orpSalpmolKqllBrgcL4JyPnVRgjhlpNXzpCSbnGalpJu4dTlvwq5RKI48koPQWt9f+bPth5Ce631iw6nJAFTlFJrgEPAc8ASb5RFiNKgerkqmP2DnDYKZv8gqpUPK4JSieKmUJ9DUEotU0o11VqfAf4BxAIao4cwtTDLIkRJ0qpWU0wmk9M0k8lEq5rFe0hFFA6vP4egtY7BmDRGa93V4fgiYJG3ry9EaVAmMJhR7YbmWGVkMpkY1W4owbL0VLjB6w2CEKJw3FHlNj7u/iabjiZw6vJfVCsfRquaTaQxEG6TBkGIEiQ4MJjoOq2LuhiimJJYRkIIIQBpEIQQQthIgyCEEAKQBkEIIYSNNAhCCCEAaRCEEELYSIMghBACkAZBCCGEjTQIQgghAGkQhBBC2EiDIIQQApAGQQghhI00CEIIIQBpEIQQQthIgyCEEAKQBkEIIYSNNAhCCCEAaRCEEELYSIMghBACkAZBCCGEjTQIQgghAGkQhBBC2AR4+wJKqXeAUK11/2zHGwOfABWAdcAQrXWat8sjhBDCOa/2EJRSHYG/uUj+DzBUa10PMAGDvFkWIYQQufNag6CUqgxMBCY5SbsFKKO13mI7FAM85q2yCCGEyJs3h4w+AkYDNZ2khQMnHX4/CUTk9wK7du3Kd6ESEhLy/RpfVBLqIXXwDVIH3+ALdfBKg6CUGggc1VqvUkr1d3KKH2B1+N0EZOT3OnfeeSdms9nt8xMSEmjSpEl+L+NzSkI9pA6+QergGwqrDikpKbl+kfbWkNHjQCel1HZgPNBdKTXNIf0YUN3h92rACS+VRQghhBu80kPQWt+f+bOth9Bea/2iQ/phpVSyUqq11noj8BSw3BtlcZSWmsEvW45wLvEqlUPL0rBxOObgrG+BJSWJP3bEcyHxNJVCq3J7o0iCzGW8XTQhhChyXl926kgptQx4VWv9M/AkMEcpVQH4BZjhzWsfOXCOlUv+ws8vkVRLOoFB/qxYupu+A5tTq05lAE4c2kdszDSsVitplhQCgsxs+G4e3fq/SPit9bxZPCGEKHJebxC01jEYq4jQWnd1OP4bEOnt6wOkJKfxv0+2kp5mJZ10AFItxt//+2Qr/xx3P5BKbMw0UlOS7a9Ls6QAEBszjadfmUaQObgwiiuEEEWiVDypvHv7CaxW52lWq5H+x454rC5Oslqt7N8R78USCiFE0SvUIaOici7xqr1HkF2qJZ1ziVcJ9jtt7xFkl2ZJ4cLZ094sohBCFLlS0UOoHFqWwCB/p2mBQf5UDi1LpdCqBAQ5X8IaEGSm0s1VvVlEIYQocqWiQWjYOByTyXmayWSk394oEpOLk0wmE7c1KpTpDiGEKDKlokEwBwfQd2Bz/ANM9p5CYJA/QWZ/+g5sTpA5gCBzGbr1f5FAc7C9pxAQZCbQHEy3/i/KhLIQosQrFXMIALXqVOa+nmEEmapmeQ4hyHz9LQi/tR5PvzKN/TviuXD2NJVursptjSKlMRBClAqlpkEACAj0454mtXI9J8gcTINm7QqpREII4TtKxZCREEKIvEmDIIQQApAGQQghhE1xnUPwB7BYLPl+YUqK84fPipuSUA+pg2+QOviGwqiDw2em0wezTK7CNfiyhISENsD6oi6HEEIUU22bNGmyIfvB4tpD2Aa0xdhpzXlMCiGEENn5Y+xFs81ZYrHsIQghhPA8mVQWQggBSIMghBDCRhoEIYQQgDQIQgghbKRBEEIIAUiDIIQQwkYaBCGEEIA0CEIIIWyK65PKblFKvQOEaq37Zzs+DhgAnLcdmqO1/qCQi5crpdQaIAxItR36h9Z6q0N6Y+AToAKwDhiitU4r7HLmxo06+Px9AFBKdQPGAWWBFVrr4dnSG+P79yKvOvj0vVBKDQSGOhyqDXyptR7qcE5jfPg+uFmHIr0PJbZBUEp1BP4GfOckuSnQR2u9uXBL5R6llAmoB9ySyz/o/wADtdZblFKfAoOAWYVVxry4WQefvg8ASqk6wGygOXAaWK2U6qK1Xu5wmq/fC3fq4NP3Qmv9CcaHPUqphsA3wGvZTvPp++BmHYr0PpTIISOlVGVgIjDJxSlNgVFKqR1KqZlKKV/bI1PZ/l6hlPpNKTU0S6JStwBltNZbbIdigMcKsXzuyLUONr5+HwB6Al9rrY9prVOBxwHHXk5xuBe51sGmONyLTLOAUVrrxMwDxeQ+OMpRB5sivQ8lskEAPgJGc73bZaeUKgf8CowA7gUqAWMLs3BuCAFWYfxH7ggMUUrd75AejhHYL9NJIKLwiueWXOtQTO4DwG2Av1JqqVJqO/AsWf9dFYd7kWsditG9QCl1H8YH/4JsScXhPgCu6+AL96HEDRnZxumOaq1XKaX6Z0/XWl8BujqcPxX4DKMB8Qm27qK9y2jr/nYFfrQd8gMcoxKagIxCK6Ab8qpDcbgPNgFAO6A9cAVYijEUGWNL9/l7QR51KEb3AuAfwLtOjheH+5DJaR184T6UxB7C40An2zeh8UB3pdS0zESlVC2l1ACH801cn/T0CUqpNrY5kEzZy3gMI4RtpmrAicIom7vyqkNxuA82p4CVWuszWuskYAkQ6ZDu8/eCPOpQXO6FUioIiMJo0LIrDvch1zr4wn0ocQ2C1vp+rfWdWuvGwKvAUq31iw6nJAFTlFK1bROfz2H8B/EllYC3lVLBSqnyGN/m7GXUWh8GkpVSrW2HngKW58ilaFUilzpQPO4DQBzQWSlVSSnlD3QBEjITi8m9yLUOFJ970QjYp7W+mj2hmNwHyKUO+MB9KHENgitKqWVKqaZa6zMYXbZYQGO0wlOLtHDZaK3jMFZH/YrxH/czrfXmzDrYTnsSmKaU2guUA2YUTWmdy6sOxeE+ANiWyU4BNgB7gMPA3GJ2L3KtQ3G5F0AdjJ6AXXG6DzYu6+AL90E2yBFCCAGUoh6CEEKI3EmDIIQQApAGQQghhI00CEIIIQBpEIQQQtiUuCeVhW9QSgUCR4DtWusuhXjd8cB+rfUXuZxTEViitY7OZ96PAkO11u2dpFmBXUA6xhOzNwGXgGe01j8rpYYAlbTWb+aS/yHgUa31z07SGgPDtdZP257reBdogfE0bgbwgdb6E1tYhHdsL6sG+APHbb9PBupjrG/PPBYI7ABe1Vr/YbvWWuAW4GK2YrwBNARaaq0fyFa+e4HvgZrAp8AbWuu9ruoqfJM0CMJbegHbgaZKqfpa698L46Ja61fdOC2ErE8be0qHbAHXXgLex/gAnX2jmSql/DA+ZLvbDr2JEYKikdbaqpQKB7YopY5orVcAjW2vew0j/LtjeOXXMALdOR57CiMCakOt9SXb4RFa64VOyrIReEUpVVNrfdQh6R/AJ1rrFKXUq8D/lFIttdayrr0YkQZBeMszwDzgT2A4RnC7csBc4HaMb7UJGB8kNzk7rrXOUEoNBoZhfPM+jfENfZ8tr/eB1kAaRijh0bZ8dmmt37GFAfgHEARUBt7UWs+ynVPGFt6kCUaY7unAzRjfqGdorT8De4/jSeAs8Ie7lVdKBQC1gHO231/D9uGslHoGGAJYgGRbXfc4vLYcsAzYrLX+N9AbOKi1zvxWX932XgQCFq31CaVUr8xr5ZfW+ktbo9AXI0x2bueeVEotBfoDExzK2xu423bOAaXUBYwG7NsbKZMoGjKHIDxOKdUAaAksAD4H+imlbsaIfFreFlakme30Oq6OK6WigZcxvnnfDfwP+Mb2WP94IBhjCKQxRsMQ5VCGchjx8Ltqre/BiHE1xZb8NJBku54JWAiM1Fo3seXxklKqhVKqB/CILf9WQMU8qr7GFrb4BLDP4VqO740/8B7wgNa6GfAx0MbhlIrAD8B3tsYA4FGM8BOZXsOIIJuolPpeKTUWuKS1PpBH+XLzG3CXw+9vK6W2Z/tzsy3tQ+Bp230AeAJYq7U+4vD6FRi9RFGMSIMgvOEZIE5rfVZrvQ04CAzGCJ3Q0DZGPRJ4T2u9P5fjD2AMb5wB0FrHADWAW4H7gE+11ulaa4vWOkprvTazALbIkQ8BDyqlJmD0Hso5KWs9oC7wma3H8BNQBrjHdo3FWuvLtk1+Psuj3h201o1s170JWKO1/svxBK11OkZDuUkpNRO4gDEclOlLjHF4x7ALdwD7HfLYgbHfRAeMD95WwA5l7Ip2o6zANYffR2itG2f7c9Z2/bW2czvYzh0MzMyW30Gu74khiglpEIRHKaXKYgQWa6OUOmSbKK2OsXXgMYzY/JMxtjlcqZTqprU+6Ow4xvBN9jFoE8ZQSZpjmlKqpsM3WJRSERhzGLdgNDhjXBTZH7jo+MGHMVk71+F6mdzajlFr/QvwIhCjlLrVSfr/Ad0wPuRHAl85JL+BsXnNFIdjVmz/V5VSAUqpj4AQrXWC1vpd26T9GxjDYzeqGbAzH+fPAv5um+wup7VelS09FWOYTxQj0iAIT8scbw/XWt+qtb4VY1ioHMbwz1yMPX3/jTE0cq9tTD3HcYxVK32UUlUAlFJP2/LeD6wE/qaU8lNKmTGGfaKuF4OmwBmMD8oVGN/aM4ds0jA2jDFhBBFLUkr9ny29JsZqoSYY0TIfs0UJ9cNo6Nyitf4KiAemOR5XSoUqpY4CZ7XW72E0VM0cTonH6GE9ppTqlJkdRi8GW09FAWNtK7ky5yvqA7+4W75sZfo7xj2an4+XfQFEY2y242zP39qArDIqZqRBEJ72DPCubWgEAK31BYwhkIcxvpHvUUolYIyXz8D4cMlxXGv9I8YH6mql1G6MENoPaa0zgNcxJmV/w4ioukxrvdihHCsweiQa+B1jgvcMRk/kJMYH726gPNADGKiU2mF73Vit9Uat9TKMYaKfMb61Z1+GmZehQFelVGeH9yIRo5FaZavrmxhzHWQ751mMYawQjMbOcZnno7b3aJ/tfdmJEcF0vJvletw2J/CrUuo3oDPQXmud7HCOszkE+wourfVlYDHQB+P+ZfcAxtCYKEYk2qkQPs7Wq0kAHnRYaeSzlFJ1gf9iLLeVD5hiRHoIQvg4W29rEDCpqMvipjeAgdIYFD/SQxBCCAFID0EIIYSNNAhCCCEAaRCEEELYSIMghBACkAZBCCGEzf8DTRJAEdVM5yMAAAAASUVORK5CYII=\n",
 417        "text/plain": [
 418         "<Figure size 432x288 with 1 Axes>"
 419        ]
 420       },
 421       "metadata": {
 422        "needs_background": "light"
 423       },
 424       "output_type": "display_data"
 425      },
 426      {
 427       "data": {
 428        "image/png": 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\n",
 429        "text/plain": [
 430         "<Figure size 432x288 with 1 Axes>"
 431        ]
 432       },
 433       "metadata": {
 434        "needs_background": "light"
 435       },
 436       "output_type": "display_data"
 437      },
 438      {
 439       "data": {
 440        "image/png": 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C3CTy1QHMB/YAmwDXE1Jv1wFc3wEopWoAq4AFWuvx3kbuyzsAbwTS1WogxAmBE6vcAfheoMQJN1+sOd0BeHPJ29L5MyTLtnytA1BKNQS+A6Zrrd/N6+eFEEL4Tq4dgNa6ji8OpJQqA6wGxmit5/miTSGEEPnnzUrg59xt11pPyeOxhgBVgOeVUs87ty3VWr+ax3aEEEL4gDdDQFkzhpmBGGCttwfQWtd2/nEqRTzlUwghhGfeDAENzvpaKVUd+LTQIhJCCFEk8lwPwJkWorbvQ7k5BEo9AF8aOnQoZ8+e9bg/Li6Oxx57zO0+T9vz05YQIm/y+gzABNyDkRk0oGVYU7iyfwtpvycSWqEapRu1Jcjim9KSgVAPwJdmzZqV78/Gx8f7MBIhRF7k9RmAAziOkR46YKWeOEDi/AngyMCRZsUUauH893Oo1n8MYbV8O/e7MOsBgJEn6M0338w1H39kZCQxMTH06dPHbTvjx4+nXr16DBgwgK+++oo5c+awatUq0tLS6Ny5M99//z3btm1j+vTppKenU7NmTcaPH0+FChXo2LEjc+fOpUqVKowbN46EhASqVKmCyWTi73//O2AkiXv66ac5deoUderUYfr06UyePBmAvn37smDBAjZu3Oi2/c2bN/Pmm29isVioU8cnk9KEEHjXAfxXa/1N1g1KqccwUjwEnAxrConzJ+Cwpbi2OdKsACTOn8BtI2YRZC7YnUBR1QMAIw9/5n+z5uM/d+4c+/btY/ny5Vy6dImePXu68gO5ExMTw8KFCxkwYADbt2/n0qVLJCUlceTIEe666y6Sk5N59913mTt3LuXKlWP+/Pm88847TJgwwdXG/PnzSUlJ4dtvv+X06dN0797dte/06dNMnTqV+vXr069fP7Zu3corr7zCvHnzWLBgARcuXHDb/rhx4xg9ejSff/459erVy7WMpRDCex47AKVUdyAUeFspFcQf1cBCgdcJ0A7gyv4t4Mhwv9ORwZX9WyjbvHOBjlGU9QDi4uI4fPjwDfn4jxw54srHX7FiRTp27JhjOy1btmTs2LHY7XZ++eUXunXrxo4dO9izZw+xsbH89NNPJCYmMnDgQAAyMjIoV65ctja2bNlCv379MJlM1KhRg9atW7v2ZSa2CwoKol69ejfUFvDUvtaaypUru5LJ9e7dm2nTpuX4uwghvJPTHUBzoCNQGRieZXs6ATydM+33RNcV//UcaVbSfj/j0+MVdj2AjIwMt/n433vvvWzvyy0fv8Vi4Y477mDZsmXUrVuXli1bsm3bNhISEhgyZAg//vgjd999NzNnzgSMoa2rV69mayM4OJiMDPeda9bjm0ymG2oQ2O12t+2fPn0623sz6xMIIQrO4ywgrfV4rXUH4EWtdYcsP/dprX2fKrKIhFaohinU4nafKdRCaIWqPj1eYdcDaNGihdt8/O3atWPlypXYbDaSk5Nd+f5zEhMTwwcffEB0dDTR0dGsXbuWUqVKERkZSbNmzdi1axdHjxr5+D788EPXGH6mNm3asHLlShwOB2fPniU+Pt5jIZlMmbUFPLWvlCIpKYmDBw8CsGLFilx/DyGEd7x5BvCxM3VzE+Bp4Clgstba81mpGCvdqC3nv5/jfqcpiNKNCl74uSjrATz44IMkJia6zce/b98+evfuTdmyZalUqVKuccfGxvLaa68RHR1NuXLluOWWW4iNjQWgUqVKTJw4kWeeeYaMjAyqVKnC22+/ne3z/fr14+DBg3Tv3p1KlSpRvXp1wsLCSElJcXM0Q6dOnejZsyeLFy92235oaChTpkxh1KhRhISE0KhRI2/+CoQQXvAmG+i7QCWgBdAKWAr8pLUenuMHfcyX2UDdzQLCFJRtFlAgZa70Js7Ro0cTHR3tcRaQL2zYsAGHw0GHDh1ITk6mV69eLFq0iPLly+cpVn+TbKC+Fyhxws0Xa0GzgXYC7gYStNaXlFJdgF35iraYCKt1B7eNmOVcB3CG0ApVjXUABZz9U1hWrlzJxx9/7Hbff/7zH6/bSU1NpWfPnm73DR8+nE6dOuUrvkz16tXjhRdecD1/GD58uOvkL4QofrzpANK01hlKKQC01lalVMBXyggyhxd4tk9R6datG926dXO77/oHsZ5MmjQJgAEDBvgsruvVqlWLL7/8stDaF0L4ljcdwF6l1D+AYGX0As8BPxVuWEIIIQqbN7mARmAMAVUBNgOlnduEEEIEMG+ygV4GHs+6zVnTVwghRADLaSVwBYycPxeA97TWdueK4H9grASOLJoQhRBCFIachoDmAI2A3sBzSqnaQDzwCsZzAJGLQ4cOoZTiu+++c23r2LEjJ0+e9PiZ4pDueMyYMezZs8fj/pMnT3pMLfHSSy9x6tQpr4+VU1tCiMKVUwfQGOgDdAf6A1uAnUADrfWcwg+tcKWkpbL25838+6clrP15MylpqT4/xqJFi/jTn/7EV1995fO2C9OECRO48847c3+jG3FxcTekeRBCFE85PQNI1lo7gN+VUjUxUkLMyUvjSqmywFbgAa31MaVUZ2AKEA58pbV+JZ9xF8jB344wceMMHA4HVrsNS7CZz3ct5OV7n6JhJfc5+/MqLS2NZcuW8cUXX9C/f3+OHz/Orbfe6tq/ePFiNmzYwPnz5/ntt9/o0KEDo0ePBox8PkOHDuX48eOu1Mlms5mpU6eybds2Ll26ROXKlZk6dSrh4e7XLnz22WecP3+eUaNGsXnzZoYPH058fDwhISF07dqVefPmcfr06RvSU9eqVYvHHnuMp556ipYtW/Luu+/y3XffUaFCBSpVquTKXJqamsqzzz7L4cOHKVu2LB988AELFizg3LlzDBs2jC+++IITJ05ka3/06NE0aNCA/fv3u7J6NmzY0CfftxAi77ytCPZbPk7+LTFmDTVwvg4HPgN6AncALZRSXfPSpi+kpKUyceMMUtOtWO02AKx2G6npVmO7j+4EfvjhB6pXr06dOnXo3Lmz27uAhIQEpk2bxvLly/npp59Ys2YNYKROfvXVV1m1ahVJSUls3bqVX3/9lV9++YX58+fz3XffUa1aNZYuXerx+DExMWzbtg2A7du3ExYWxv79+zlx4gRlypShbNmyvPLKK7z77rssWbKEwYMHM3bs2GxtrFu3joSEBJYvX84nn3zC/v37XfsuXLjA4MGDWb58ORUrVmTlypUMGzaMypUr88knnxAREXFD++PHjwfgxRdfZOTIkSxZsoSaNWsW+LsWQuRPTncAWe/jbfloeyjGA+PMtNHRwGGt9VEApdS/gb7Aqny0nW9bj+/0OEThcDjYeiKBjnULng9o0aJFPPDAA4CxkGvkyJGMGJF99mynTp2oWLGi6z3bt2/n/vvvp2HDhtSqVQvAlTo5NjaWF198kQULFnD06FF27dqV7Y7ievXq1ePKlSuuBHQDBgwgPj6e8PBwYmJiOHbsWK7pqbdu3UrXrl0xm82YzWY6d/5j4VzlypVp2rQpAPXr178hvbO79pOTk7lw4QLnzp2jbVvjO+7Tpw+LFi3y7ksVQvhUTh1AQ6XUbuef62f5MwBa66Y5Nay1HgKQuYIYqA4kZnlLIlDkl3+JV35zXflfz2q3cSa54NUuz58/z6ZNm9i3bx9z587F4XBw+fJl1xV+pqypjTMyMlyv3aVO3rt3L88//zyDBg3i/vvvJygoKNex9vbt27NmzRpMJhMdO3Zk2rRpmEwmhg8fTkZGRq7pqYOCgvKd3tld+ydOnLjhvZLeWQj/yakD8PXwTBDZ7ypMgIfKLJ45kxq5hISEeJ0OASDSXA5LsNltJ2AJNlPBXM7VXl7azWrBggW0aNGCGTNmuLbNnDmTL774goyMDFJSUrBarWzcuJEzZ85gNptZtmwZTzzxBKmpqdjtdtex09PTsVqtbNmyhbvuuosePXpw8eJF1q1b58rd4ynOli1b8tZbb9G5c2duvfVWjhw5QnBwMLfddhs2m42LFy+yadMm7r77bhYvXsyqVauYNWsWdrud1NRU7r77bubMmUPPnj2xWq2sW7eOunXrkpKSQkZGhuu4NpvNFYfJZCI5OZmqVat6bL9q1ap8++23tG/fnsWLF2drq7iw2WwkJCT4OwyvSJy+V1Ji9dgBaK1zTyCfNyeBalleVwVO57URd9lA85JhskP9Nszf737s3GQy0aF+G8JCwwqUuXLFihU8++yz2T4/ePBg5s6dS+nSpQkPD8disXDLLbfwzDPP8Pvvv9OjRw/uu+8+4uLiCA4Odn02JCQEi8VCr169eOqpp+jfvz8ATZs25ezZswAe44yJieGFF16gbdu2lC5dmkaNGlGhQgUiIiKIiIhg+vTpN6SnjoiIIDg4mLCwMGJiYjhw4ACPPvoo5cqVo2rVqpQtW5bw8HCCgoJcxzWbza44OnbsyDPPPMO//vWvG9ofN24cERERvPvuu7z00kvMnDmT5s2bZ2urOLh69Spms5lmzZr5O5RcBUrmykCJE26+WLNkA71BrumgC0opdQyIBc4Ah4EOwFFgOfCZ1nqBN+34Mh20u1lAJpMp2yygwk5dvHjxYuLj411J2vKrMOP83//+x7Fjx+jduzdpaWk8/PDDTJw4Md8zdyQdtO8FyskqUOKEmy/WgqaD9gmtdapSahCwCAgDVgILi+r4WTWsVJ9Pekxi64kEziSfo2qZyrSpFUVYaJg/wimQYcOGua0t3L9//xyLyXujTp06zJgxg9mzZ+NwOOjVq5dM2xTiJlLoHYDWunaWP68FisV9dVhomE9m++RXnz59fFKcJXPKZWEoX748n376aaG0LYTwv1w7AKVUaeAtoCHGtM03gee11jdedgohhAgY3iwEmw5cxEgHnQqUBT4pxJiEEEIUAW86gLu01mMwKoNdAx4FmhdqVEIIIQqdNx2A/brXweRj/r4QQojixZsOYKNS6i0gXCl1P7AYWF+4YQkhhChs3nQALwJXgEvABGA3MKowg7pZBGo9AF9Zu3Yt06ZNy/E9jz32GHFxcTdsX79+PbNnz87T8Ty1JYRwz5uSkGnAeOfPTSP9WgpJm7eQmphIWLVqVGzXlpBS7lMr51fWegD333+/T9sOBJ06dXKlq8grTysXhRC+48000KNkz+HjAK4Be4HntNaJbj9YjF3ef4D9b0zAkZFBhtVKkMXCsc/m0OjVMZRt5JvVn/6uBwCwe/dut/n+9+7d60r93L59e5YvX866devctnHhwgV69uzJpk2bXO9/6aWX6NatGx9//DHBwcE88sgjvPHGGxw+fBi73c7QoUN54IEHsq12jouL44033iA0NJTmzZvz888/M2+ekSh24cKFTJo0icuXLzNmzBhuvfVW5s+fD0D16tX505/+5LZ9m83GmDFj2Lt3LzVq1LghI6kQImfeDAH9F1gHPIhRHnIFRmWweAJwOmj6tRT2vzEBe0oKGVYrABlWK/aUP7b7gr/rAdhsNo/5/l944QWee+45lixZ4srj40lkZCTVqlXj0KFD/Pzzz9jtduLj4wHYtGkTHTp04KOPPqJx48YsXryYL774gpkzZ3LixAlXG2lpabzwwgv885//5L///W+2TKIAZcqUYcmSJbzyyit88MEH1K9fn/79+9O/f38efPBBj+1ndiCrVq3ilVde4fjx4178zQghMnmzEri91vqeLK+HK6XitdaDlVKDCyuwwpK0eQsODymOHRkZJG3eQpX7Orvdnxf+rgfgKd//hQsXSEpKon379gD07duXxYsX5/i73HvvvWzbto2QkBAGDhzIihUrSE5OJikpiXr16rF161ZSU1Ndef2vXbvG4cOHXZ8/dOgQt9xyCw0aNADgoYceYsKECa79mXUG3NUVADy2Hx8fz8MPPwxA7dq1ueuuu3L8PYQQ2XnTAZRVSpXRWieDq8xjKec+U6FFVkhSExNdV/7Xy7BaSUk8U+BjFId6AJ7y/WdNpAcQGhqa6+8TGxvLjBkzMJvNjBgxglWrVrFs2TLatWvnOtbbb79N48aNAUhKSqJcuXIsW7bM9Xt6qiuQ9Xswmdz/c/LU/tdff53tO7j+zkIIkTNvhoA+A+KUUq8rpd4AtgGfKqWeBg4UanSFIKxaNYKuOwlmCrJYCK9WtcDH+Oabb2jVqhUbN25k3bp1rF+/nieeeMI1rp1p06ZNJCcnY7VaWbFiBffee6/HNnfs2EF0dDSPPPIItWvXZsOGDdjt1y/R+EPdunVd1cDAuCMZOXIkERER1K1bl7Vr1wK4TtI5ady4MUePHuXYsWPUq1ePli1b8tFHH9GhQwcAWrVqxZdffgnAuXPn6NGjB4mJfzwaqlu3LpcvX3bdFXhzzODgYNLT03Nsv3Xr1ixbtoyMjAxOnTrFjz/+mGu7Qog/5NoBaK0nAc8C5TCu/J/SWk/FKPb+eOGG53sV27XFFOT+1zYFBVGxXcETxC1ZsoQBAwZk2/boo4+ye/durFnuPiIjIxk6dCg9evQgNjbWNSzjTrdu3Th48CDdu3dn4MCBNGnSJMfppGazmWnTpjFp0iS6d+/OkiVLXMMub731FnPmzKFXr17s3r3bYxuZTCYTUVFR1KtXDzBOyFeuXKFFixYAPPXUU6SmpvLAAw/w17/+lVGjRmUbnjKbzUyePJlXX32VPn36cObMGcLCcs682qJFC5YtW8a8efM8tj9gwABKly5N165dGTt2rGuISQjhHa/qASilIoEIjCGfYKC+1npNzp/yLV/WA3A3C8gUFJRtFlBJqQdw8uRJBg4c6HEWkC9kZGTwzjvv8Le//Y2KFSsye/Zszp4965r1VNxIPQDfC5Q44eaLtUD1AJzDPi85X6YBFmA/cGc+4i0Wyja6gxazZ5G0eQspiWcIr1aViu3aEpzDlMriylf1AObMmcOSJUtu2F65cmVmzZpVoBiDgoIoX748f/nLX7BYLNSoUSPbQ2AhhH9489RsIHArMAVjBXAH4M+FGVRRCA4P98lsn/wqLvUAatas6br6HzRoUIHj8WTYsGE8+uijAVERTIiSwpuHwOeci70OAM201vMI4Kt/IYQQBm86gDSlVD1AA+2VUiEYJR2FEEIEMG86gDcxVvwuB/oAJzBWBgshhAhg3jwD+J/WuhOAUqo5cDs31gjIE6XUX/jjwfIqrfXIgrQnhBAi7zzeASilIp3TP1cqpSo4/xwGnAEW5veASqlSGGUmYzAKxLdXSvnvaayPPfLII6xYsSLbtmvXrtGyZUsuXLhww/sXL16c63TIr7/+muXLlwMwbdo01q5dy8mTJ+nYsWO2bUCRp5Les2cPY8aMyfE9o0ePdptuYvfu3bz99tt5Op6ntoQQeZfTHcCXwH3OP5/Psj2dAnQAGOsIgjDWFVwFQgHfZGDLA2tqOvt2neZC0lUiK0bQuHl1LGEFTyXw4IMPsmzZMv785z8mSq1evZqWLVsSGRmZrzZ//PFHoqOjAVz5hLIuAsuaYygzUVtRufPOO7nzzvzNCThy5Ajnz5/P/Y1CiELh8Yyntb4fQCn1mdb6b746oNY6WSk1FjiIkVb6B4xVxV65Pk98SEgIV69ezVMMJ3+9yOJ5u8HhIC0tg9DQIL77Zh99HmtKzdvKu96X13YBYmJieOuttzh9+jTlypUDjJXBjzzyCM888wyHDh3CZDIxcOBAHnjgAaxWK+np6Vy9epU1a9Ywb948rFYraWlpjBs3jtTUVNauXcu2bdsoU6YM3333HVFRUdxzzz2u/DojR44kKiqKgwcPAkYn1KdPH3bs2OGabz9z5kzCwsLcTvVMT0/n/vvvZ+nSpURERDBo0CBiY2MZNGgQ3377Lf/73/944YUXeO+990hISMBut9O9e3f+8pe/sHPnTj7++GNmzZrFkSNHGDduHHa7nbvuuostW7awdOlS0tPTWbt2Lf/+9785f/48jz/+OF26dGHatGlcu3aNadOmMXjwYLftOxwOpkyZwqZNm6hUqRJ2u51mzZrl6+8mL2w2GwkJCYV6DF+ROH3vhljTrZgTDxB07QIZpSKxVbsDQtynlClqBflevSkI8zel1G1AJFmSv2mt85V4RSnVFPgbcBtGlbF/AyMBr8YC3K0EzsvccmtqOkv+vZs02x+PMdLSjBPpkn/v5rlx92G2hOR7hW1ERASdO3dm48aN9O/fn7Nnz3L8+HF++uknKlasyHvvvceFCxfo27cvzZo1w2KxEBISQnh4OEuWLGHWrFlERkaycOFC5s6dy8yZM+nUqRPR0dHcd999rF27FovFQnh4OEHOlBYhISFYLBZef/115s+fz6JFi7h69SoffPABDoeD0qVLs3r1aubOnevxd2rdujX79u0jOjqas2fPsmvXLiIiIoiPj6dbt26sWLGC0NBQvvnmG2w2G48//jhRUVGEhYURHBxMREQEr7/+Os8++ywxMTHMmTOHzZs3ExERQUhICHa7nblz53L69GkGDhzIwIEDGTFiBPHx8YwYMYIvv/zSbftJSUkcPnyYlStXkpycTI8ePbBYLIW6nuDq1auYzWaaNWtWaMfwlUBZtRooccKNsaaeOEDi/KngyMCRZsUUaoHD66nWfwxhtfy7WjyPK4FvkOssIKXU6xhrAJYAi5w/BRkCuh9Yq7U+p7W2AnOA2AK0lyf7dp3GU/YLh8PYX1B9+vRxjdkvW7aMHj16EBcXx0MPPQQYOYA6deqUbbgmKCiIDz74gM2bNzNt2jSWLFlSoKvciIgIYmJiWLNmDTt37qRWrVpUqVLF4/tjYmLYtm0bO3fupHv37hw5coS0tDR27txJq1at2LZtG+vWraNnz5707duXM2fOoLV2ff7ixYucOnWKmJgYwLgLyapTp06YTCZuv/12tymfPbUfHx9Ply5dCA0NJTIyMseEeUL4WoY1hcT5E3DYUnCkGXm8HGlWHDZje4atyEevfcrblcD1tdYFPzMafgImK6UiMIaAugM7fNR2ri4kXc129Z9Vms3OhaSCDy20aNGC3377jcTERJYuXcqMGTPYuHFjtvc4HI5s2TyvXr3KQw89RI8ePWjRogVKKb744osCxZFZTKVmzZq5rjq+9957mT17NsHBwbRu3ZpffvmFhQsX0qBBAywWC3a7nVGjRtGlSxfAqBQWERHBrl27ACN7Z055pXJL+eyp/cmTJ0vKZ+E3V/ZvAYeHVOaODK7s30LZ5oE7h8WbdQAnfHjyR2u9GuMBcwJGgflQoGAZ0fIgsmIEoeZgt/tCzcFEVvTN0EKvXr346KOPKFeuHLfeeiutWrVi4ULjxunChQusXbvW9WAXjAIuJpOJJ554gpYtW7JmzRpXBxEcHJxj6uessqZRvueeezhz5gxxcXGuoiueREZGEhYWxvr164mKiqJVq1Z8+OGH2VI+f/3116SlpXH16lUGDBjgOvmDUdWrVq1a/PDDD0D+Uj67a79169asWrUKm83GpUuXXKUphSgKab8nuq78r+dIs5L2e8Hrh/iTN5dTa5VSk4FvyDJbJ7/PAJyffQt4K7+fL4jGzauzeuk+t/tMJmO/L/Tp04eOHTu6HsL+4x//4LXXXqN79+7Y7XaeeOIJGjdu7BpGadiwIXfccQddu3bFZDLRrl0718OdNm3aMGXKFMqUKZPrcTt16kTPnj1ZvHgxFouF++67j4sXL+Za+hGMu4AffviBiIgIWrVqxcSJE11DOv379+fXX3+ld+/epKen06dPH1q2bElcXJzr85MnT+bll1/mvffeQymVa8rnpk2bMmPGDN555x1GjBjhtn0wppo+8MADVKxY0ZWSWoiiEFqhGqZQi9tOwBRqIbRCweuH+FOu6aCdReGv59Ba1y2ckNzzZTro479c4D//isPhMIZ9Qs3BmEwwYEhLbq1rTNUs7HTQvuIpTofDQVpaGoMHD+bll192VdMqTDNmzKBfv35UrlyZ1atXs2zZMt5///1cYy1uJB207wVKnJA91gxrCr9OH4rDzVi/yRzObSNmEWT2XxbhQk8HrbWuU5AAi6Nb60by3Lj7blgHYLbcPOPLv/32G3/+85/p27ev6+S/cuVKPv74Y7fvzywdWRDVq1fnb3/7GyEhIZQtW1ZSPouAF2QJp1r/MSTOn5B9FpApiGr9x/j15O8L3tQDKI0xRn8H0BcjN9DzWusbk9AHELMlhLtaei6qHugqV67Mjh3Zn61369aNbt26FdoxfZXiWojiJKzWHdw2YhZX9m8h7fczhFaoSulGbQP+5A/ePQOYDiQCVYBUoCxGcrgBOX1ICFE0MmzpJB9MIu33FEIrhFOmYUWCzDfP3WxxEGQOD+jZPp54MwvoLq31GCBNa30NeBRoXqhRCSG8EnzRzi8zd/Db+l/4fccpflv/C7/M3EHKyUv+Dk0EAG86gOvnHwYDHibGCiGKSoYtnVK7bThsdhzO1eyOtAwcNjunFu8nw8N6FyEyeXOfuFEp9RYQrpS6H3gaWF+4YQkhcpN8MAk8TeJzOEjWv1HuzsCepijgWmoam3adJjHpCtUqlqZ98+qUCgv1SdvedAAvAqMx8vZMAL4F/umTowsh8i3t9xRMnhappmWQ9ntq0QYkfG7fL+d5/V/byXA4sNrsWMzBfLp0L+OGtKJx3VsK3H6uQ0Ba6zTgB611S6ALsFNrLf+yPChp9QB8aejQoZw9e9bj/ri4OI+/X15/75zaChShFcJxePg/2BQaRGgFqdwayK6lpvH6v7aTYk3H6hzOs9rspFjTXdsLyptkcBOA150vSwGjlVKvFPjIfmazprBvxw9sWfU1+3b8gM3qm6ROmfUAsvJFPQCbzQYYuf87deqUbX/WbUVdD8CXZs2alWPCupwE8u+dX2UaVsySn/c6JhNlVKUijUf41qZdp8nwsFA3w+Fg065TBT6GN0NAPYG7ALTWJ5VSMRh5fAJ2GOj0sUMsmzMVh8NBus1KiNnC5hXz6T7oWarXblCgtrt27crkyZO5ePEi5cuXB2Dp0qUMHDiQ559/Hq01JpOJxx9/nF69emX77KpVq5g9ezapqanYbDYmTpxIamoq69atY/v27VSqVIkVK1YQHR2dLY/Q6NGjiY6OZv/+/QD07duXfv36sX37dt59910A3n//fSwWC8OGDXMbt91uZ/LkycTHx2O32+nTpw+DBg3C4XAwadIkNmzYQOXKlYmMjCQmJsbjfP/x48dTr149BgwYwFdffcWcOXNYtWoVaWlpdO3a1VXbYPr06aSnp1OzZk3Gjx9PhQoV6NixI3PnzqVKlSqMGzeOhIQEqlSpgslk4u9//ztg5FEaOnQox48fp06dOkyfPp3Jkye7fu8FCxawceNGt+1v3ryZN998E4vFQp06gb++McgcwrWmZkrvs4PDgSMtA1NoEJhM1OjTiCAPOa9EYEhMuuK68r+e1WYnMekKtxTwEY83s4BCncNAmWwE8CwgmzWFZXOmkmZNJd1m5PdIt1lJs6aybM5UbNaCjW5FRETQqVMnvv32WwDOnj3L0aNHiYuLo0KFCixfvpzPP/+c999/31XABSAjI4P58+czc+ZMli5dypAhQ/jkk09o06YNHTt2ZPjw4bRv3z7HY7/yinFjtmDBArp168a2bdu4csVYr7d8+XJ69uzp8bNff/01YBSvWbhwIWvXrmXnzp2sWrWKffv2sXz5cqZOncrOnTtzjCEmJobt27cDsH37di5dukRSUhIJCQk0bdqU5ORk3n33XT799FP++9//0q5dO955551sbcyfP5+UlBS+/fZb3nzzTfbs2ePad/r0aV599VVWrVpFUlISW7duzfZ7X7hwwW37NpuN0aNHM336dBYvXpxrnqJAYS8fTN0noqnUsS4VomtSqWNd6j4RTXjNcv4OTRRQtYqlsXjoxC3mYKpVLF3gY3hzB7BVKfUF8CnGnIO/AnE5f6T4Orw73mPaYofDwZHd8TRqUbCc83369GHatGn079/fVQ9g06ZNTJw4EcheD6B0aeMvMbMewLp16zh69Cjx8fGugi/5kbUeQK1atXKtB7Bt2zYOHDjgOnlfu3YNrTVHjhxx5eOvWLGi67mDJy1btmTs2LHY7XZ++eUXunXrxo4dO9izZw/t27fnp59+IjExkYEDBwJGx5dZOS3Tli1b6NevHyaTiRo1atC6dWvXvoYNG1KrVi0A6tWrd0NtAU/ta62pXLmyK5lc7969mTZtmjdfZbEXZA6W2T43ofbNq/PpUg+FXEwm2jevwf69SQU6hjcdwFPAG8BUjHrA3/PHM4GAczHprOvK/3rpNisXz3t+COmtQKwH4Ckf/3vvvZftfbnl47dYLNxxxx0sW7aMunXr0rJlS7Zt20ZCQgIDBgzg4MGD3H333cycORMwElVdX/gmODjYVe7yelmPbzKZbujM7Xa72/ZPnz6d7b2Z9QmEKK5KhYUybkirG2YBBZlMjBvSinAf5C7z5hLzFa3181rrZlrrKK31i84VwQGpfMUqhJjd1/IMMVsof0v+HkJeL9DqAXjKx9+uXTtWrlyJzWYjOTnZle8/JzExMXzwwQeuZxVr166lVKlSVKhQgWbNmrFr1y6OHjWSzH744YeuMfxMbdq0YeXKlTgcDs6ePUt8fLzHQjLX/96e2ldKkZSU5Bp2u36mlhDFUeO6t/D5uPsZ1utOHupYn2G97uTzcff7ZAooeHcH8ADwkk+OVgzc3jSazSvmu91nMpmo3zTa7b68CrR6AJ7y/QPs27eP3r17U7ZsWSpVyn1mSWxsLK+99hrR0dGUK1eOW265hdjYWAAqVarExIkTeeaZZ8jIyKBKlSq8/Xb2ctD9+vXj4MGDdO/enUqVKlG9enXCwsJISfE8Uyvr7+2u/dDQUKZMmcKoUaMICQmhUaNGuf4eQhQH4ZYQurS8rVDa9qYewDdAOLAZcGUA1VpPKZSIPPBlPQB3s4BMJlO2WUCBlLu+KOsBZM44yk/WT2+/0w0bNuBwOOjQoQPJycn06tWLRYsWuWZVFTapB+B7gRIn3HyxFqgeAJC5einrvLmce41irnrtBgx+aSpHdsdz8fxZyt9ShfpNozFbbo6ZIVC49QBSU1M9zigaPnz4DesU8qpevXq88MILrucPw4cPL7KTvxAliTcFYQYDKKXKa60v+uKgSqnuwDggAlittR7hi3bzwmwJK/Bsn+KssOoBTJpklG8eMKDwsoHXqlWLL7/8stDaF0IYvFkJ3EAptR/Yp5SqrpQ6oJRqmN8DKqXqAjOBXkBT4G6lVNf8tieEECJ/vJkFNAMYAZzTWp8G3scoCJNfvYGvtNYnnQvMHiaA1xUIIUSg8qYDuEVrvSbzhdb6Q4yqYPlVHwhWSi1VSu0C/g78nvNHhBBC+Jo3D4EdSqkwnA9+lVJVMYrCFOSY9wKxGLOKlmKsLp7jzYedT7P/aCwk5IaFRL5SWO36WqDECYETq81mc03DLe4kTt8rKbF60wF8CHwHVFZKvQk8AryV7yPCGeB7rfVvAEqpJUA0XnYA7qaBFsZ0zUCfBlocBUqsV69exWw206xZM3+HkqtAmbIYKHHCzRdrlmmgN/CmHsBnwFjgCyAUGKq1/ijvobosB+5XSpVXSgUDXTGyixapDFs6l3afIemHo1zafYYMW8Fza2c6efIkSim2bNmSbXvHjh3Zs2cPY8aMAYwFVrGxsTz66KOsX7+e2bNn+ywGIYTITY53AEqpJkADIE5r/aIvDqi1jlNKTcZYWBYKrAGK9MyXcvISpxbvz5ZC97cNR6nRp5HPsiiGhoYyduxYli5d6kr4BlChQgXX6uD169fTo0cPnnvuOd5//32fHFcIIbzlsQNQSg0G3gUOA/WUUgO01qt9cVDnXcVnvmgrrzJs6ZxavB9HljzbmQW1Ty3eT90non2SR71y5cq0adOGt956i/Hjx7u2x8fH89JLLzFkyBDXXHez2cz8+UZ6iqpVq/LRRx/x6aefUqdOHa5du0bXrl1ZvXp1tqEvIYQoqJzuAIYDTbTWp5VSrTHqAfukA/Ano5C2h4XMPi6kPXr0aLp3786WLVto27Zttn0xMTH0798fgKeeesqVqbJv376uLKIjRoxg9erVxMbGyslfCOFzOT4DcM77R2u9Dbgp6sul/Z7iuuK/nq8LaZcuXZrx48czduxYV2EWb/Tp08dVA3jJkiX5yrsjhBC5yakDuP4y2XdPSf0otEK4UTbPjcIopN2uXTvXUJC3atasSfXq1Vm9ejXnz58PiNkoQojAk5eSUwGdAC6TUUjbQ275QiqkPXr0aDZv3sy5c+c8vidrHn8wirn885//pEePHj6PRwghIOcOoKlS6nLmT5bXyc7XASnIHEKNPo0wmYNddwKm0CBM5uBCK6SdORSUlpbm8T0tWrRg2bJlzJs3D4AuXbpw6dKlHOv4CiFEQeT0ELhekUVRxMJrlqPuE9Ek699I+z2V0AphlFGVfHbyr1mzJuvWrcu2rV27dq7iL5lj+k8//bRrf4sWLVyfcTgcxMXF0bp16xzr+AohREF47AC01r8WZSBFrTgX0p44cSLr169n1qxZ/g5FCHETy8szAFFExowZw/fff0+dOnVyf7MQQuTTTdEB5FbWUoi8kH9PoqQI+A4gNDQ0x2LhQuSV1WolNDTU32EIUegCvgOoXLkyp06d4tq1a3LlJgrE4XBw7do1Tp8+TeXKlf0djhCFzpt00MVa2bJGbZrTp0/nOM0yr2w2G2az2WftFZZAiRMCI9bQ0FBsNpvr35UQN7OA7wDA6AR8/T9sQkJCQKzADZQ4IXBiDaRiIEIURMAPAQkhhMgf6QCEEKKEkg5ACCFKKOkAhBCihJIOQAghSijpAIQQooTyaweglHpHKTXHnzEIIURJ5bcOQCnVCfirv44vhBAlnV86AKVUJEaR+Yn+OL4QQggw+SN/jlJqATATqAXEaq0H5faZhISE2sDRwo1MCCFuWnWioqKOZd1Q5KkglFJDgBNa67VKqUF5/XyTJk2wWCy+D+w6CQkJREVFFfpxCipQ4oTAiTVQ4oTAiTVQ4oSbL1ar1crevXvd7vPHENDDQBel1C7gDaCHUmqqH+IQQogSrcjvALTW92X+2XkHEKu1frao4xBCiJJO1gEIIUQJ5dd00FrrOcAcf8YghBAlldwBCCFECSUdgBBClFDSAQghRAklHYAQQpRQ0gEIIUQJJR2AEEKUUNIBCCFECSUdgBBClFDSAQghRAklHYAQQpRQ0gEIIUQJJR2AEEKUUNIBCCFECSUdgBBClFDSAQghRAklHYAQQpRQ0gEIIUQJJR2AEEKUUH4pCamUGgf0c75cobV+wR9xCCFESVbkdwBKqc5AF+AuoDkQpZTqXdRxCCFESeePO4BE4HmttQ1AKXUAuNUPcQghRIlW5B2A1npf5p+VUrdjDAW1LazjWVPT2bfrNBeSrhJZMYLGzatjCfPLyJcQQhQrJofD4ZcDK6UaAyuAcVrrz3N7f0JCQm3gaF6OceGcjfgNF8DhwG6H4GDAZCI6NpLIyuZ8xS2EEAGqTlRU1LGsG/z1ELgtsAh4Rms9Py+fbdKkCRaLJdf3WVPTmbpoDfb0Pzo4ux3AQcKmizw37j7MFs+/fkJCAlFRUXkJzS8CJU4InFgDJU4InFgDJU64+WK1Wq3s3bvX7T5/PASuBfwXGJDXk39e7Nt1Gk83Nw6HsV8IIUoyf9wBjATCgClKqcxtM7XWM315kAtJV0mz2d3uS7PZuZB01ZeHE0KIgOOPh8AjgBGFfZzIihGEmoPddgKh5mAiK0YUdghCCFGs3bQrgRs3r47J5H6fyWTsF0KIkuym7QAsYSEMGNISsyWYUHMwYFz5my3Bzu0yFVQIUbLd1GfBW+tG8ty4+25YByAnfyGEuMk7AACzJYS7WspCYyGEuN5NOwQkhBAiZ9IBCCFECSUdgBBClFCB9AwgGMBmsxXZAa1Wa5EdqyACJU4InFgDJU4InFgDJU64uWLNcs4Mvn6f35LB5VVCQkI7YJO/4xBCiADVPioqanPWDYF0B7ADaI9RT8B9jgchhBDXCwaqYZxDswmYOwAhhBC+JQ+BhRCihJIOQAghSijpAIQQooSSDkAIIUoo6QCEEKKEkg5ACCFKKOkAhBCihAqkhWBFQik1DujnfLlCa/2CP+PJiVLqDeAhwAF8qrWe4ueQcqSUegeoqLUe5O9YPFFKrQcqA2nOTf+ntY7zY0huKaW6A+OACGC1s9RqsaOUGgI8lWVTHWCe1vopDx/xG6XUX4CXnC9Xaa1H+jOenCilRgODASvwldZ6Qn7akYVgWSilOgOvAx0wTqrfAjO01kv8GpgbSqkYYAIQC4QC+4E/aa21P+PyRCnVCZiP0akO8nM4bimlTMBJ4Datdbq/4/FEKVUXIy1KS+AssA6YqLVe5dfAcqGUagz8F2ittU7yczjZKKVKYfzdNwAuAluAMVrr7/0ZlzvO89QUoB1wFVgCzNFaL85rWzIElF0i8LzW2qa1TgMOAMWymozW+gegg/NEVRnjbu6qf6NyTykVidFZTfR3LLlQzv+uVkr9pJQqdlepTr0xrvpOOv+dPgwUu7sUNz4CXi5uJ3+nYIzzYQTGBVUokOLXiDy7C/hOa31Za23HuFDtlZ+GpAPIQmu9T2u9HUApdTvGUNBK/0blmdY6TSn1OsbV/1rglJ9D8uRjYAzwu78DyUUFjO+xN9AJeEIpdZ9/Q3KrPhCslFqqlNoF/J1i/t06r1rDtdYL/B2LO1rrZGAscBDjTuAYsNWfMeXgR+B+pVSkUioM6AFUzU9D0gG44bxVXQOM0lof9nc8OdFajwMqAbWAoX4O5wbOMeATWuu1/o4lN1rrbVrrgVrrS86r1E+Bbv6Oy40QoDPwONAaYyjor36NKHf/hzFsUSwppZoCfwNuA6pjJJwsls8AnP8vzQE2YFz9bwbylSdfOoDrKKXaYlwFjtZaf+7veDxRSjVUSjUH0FpfAxYDTf0alHsPA12cV6pvAD2UUlP9G5J7Sql2zmcVmUz88TC4ODkDfK+1/k1rnYIxBhzt55g8UkqZgRhgqb9jycH9wFqt9TmttRXjBBvr14g8UEqVARZprZtqrWMxHgT/nJ+2ZBZQFkqpWhgPqR7WWq/zczi5qQu8rpRqh/HAuifwmX9DupHW2jWEopQaBMRqrZ/1X0Q5Kg+8oZRqgzEG/FfgCb9G5N5y4HOlVHkgGeiK8e+2uGoKHNJaF8tnVE4/AZOVUhHANaA7btInFxN1gLlKqXswnlk87vzJM7kDyG4kEAZMUUrtcv4UxxMAWuuVwArgf0ACsFVrPd+/UQU2rfVysn+nn2mtt/k3qhs5p6VOxrj13w/8Csz2a1A5q4sxrl5saa1XA19i/L3vxrgAmOTXoDzQWu8GFmHEGQ+8p7Xekp+2ZBqoEEKUUHIHIIQQJZR0AEIIUUJJByCEECWUdABCCFFCSQcghBAllKwDED6jlAoFjgO7tNZdi/C4bwBHtNZzc3hPOWCJ1rpjHtt+CHjKueDm+n0OYC/GqlEHUAq4DDyptd7pnEJcXmvtcTqhUuoY8JDWeqebfc2BEVrrwc7FP1OAVkCG8+cDrfW/nGkW3nF+rCpGXpvMtCBvAncA/8iyLRRjCuGrmSvdlVIbMFbBXroujH8CjTESuP3puvjuxliJWgtj1fQ/tdYHPf2uoviRDkD4Uh9gF3CPUuoOrfWBojio1vpVL95WgcJZLdsha3IzpdRI4H2ME+bM/DaqlArCOKn2cG6aBFwBmmqtHUqp6sB2pdRx5xz25s7PvYaRcvupLG29hpE8Luu2x4B1SqnGWuvLzs2jtNYL3cSyBXhJKVVLa30iy67/A/6ltbYqpV4F/qOUaq21lrnlAUI6AOFLT2KkfP4ZGIGRTK00xiKl2zGuWhMwThyl3G3XWmcopYYBwzGurM9iXIEfcrb1PtAWSMdY/TrG2c5erfU7Sqm/Ods3A5HAJK31R873hDtTUkRhpP2dBtyCccU8XWv9GbjuKB4FzgNe54JSSoVgZI+94Hz9Gs6TsVLqSYxVxTYg1fm77s/y2dIYiQe3aa1fxEhEeFRrnXnVXs35XYQCNq31aaVUn8xj5ZXWep6zExgA5NhRaa0TlVJLgUHA+Czx9gOaOd/zi1LqIkaH9U1+YhJFT54BCJ9QSjXCSEy2APgcGKiUugUjs2YZrXVzoIXz7XU9bVdKdQRewLiybgb8B/ivM1f/Gxgrte/AuOJti5FjJjOG0hgJ8bppre/CyEM02bl7MJDiPJ4JWIiR7ynK2cZIpVQrpVRP4EFn+22Acrn86uuVUruVUqeBQ1mOlfW7CQbew6jX0AL4BCOXe6ZywHcYtRJedG57CCPlQ6bXMDKUJimlvlVKjQUua61/ySW+nPwE3Jnl9dtZVsBn/tzi3PchMNj59wDwCLBBa308y+dXY9wFigAhHYDwlSeB5Vrr81rrHcBRYBhGuoLGzjHm0RjL1o/ksP1PGMMVvwForecANYDaGBkwP9Va2501G2K01hsyA9BaXwEeAP6slBqPcXdQ2k2sDYB6wGfOO4IfgHCMPOudgcVa62RnrYXc8it10Fo3dR63FLBea30u6xucOdsXAFuVUjMwCo58muUt8zDG0adn2dYQOJKljd0Y9Qo6YJxo2wC7nZXB8suBkfcm0yitdfPrfs47j7/B+d4OzvcOA2Zc195R/qipIAKAdACiwJwJtB4D2imljjkfbFbDKAV4EiN//ZtAWeB7pVR3rfVRd9sxhmOuH0M2YQx9pGfdp5SqleUKFaVUTYxnELdhdDCveAg5GLiU9USH8XA1M5+OKct7vaoMprX+EXgWmKOUqu1m/18wEowdwejwvsyy+58YBV0mZ9nmwPn/p1IqRCn1MVBBa52gtZ7ifMj+T4zhrvxqAezJw/s/Ah53Ppwu7SbFdxrGsJ0IENIBCF/IHC+vrrWurbWujTHMUxpjOGc2Rt3aFzGGOu52jonfsB1jVkl/pVQlAKXUYGfbR4Dvgb8qpYKUUhaMYZyYP8LgHuA3jBPjaoyr8swhmHSMIiomQAMpyqgBm5kFdi/Gs4FVQF+lVHnng9jHvP0StNZfYiTnypbuWilVUSl1AjivtX4Po2NqkeUt8Rh3UH2VUl0ym8O4S8F5J6KAsc6ZVpnPG+7AKA6SZ0qpxzH+jr7Ow8fmAh0xCtB84GZ/HYyCKiJASAcgfOFJYIpzqAMArfVFjCGNXhhX3PuVUgkY493TMU4mN2zXWq/BOIGuU0rtw0jJ/IDWOgOjXrMNY+z6f8BKnb0O6mqMOw7NH+U8f8O400jEONHuA8pgpM8eopTa7fzcWK31FmeW1c+AnRhX5ddPi8zNU0A3pdT9Wb6LJIxOaa3zd53EdcV7nO/5O8awVAWMzi3rtMuHnN/RIef3sgcjC+gbXsb1sHNM/39KqZ8w8t/Haq1Ts7zH3TMA1wwrbVTNWgz0x/j7u96fMIa6RICQbKBCFEPOu5YE4M9ZZgIVW0qpesAXGNNf5aQSIOQOQIhiyHk3NRSY6O9YvPRPYIic/AOL3AEIIUQJJXcAQghRQkkHIIQQJZR0AEIIUUJJByCEECWUdABCCFFCSQcghBAl1P8DESXOAOJ8jRQAAAAASUVORK5CYII=\n",
 441        "text/plain": [
 442         "<Figure size 432x288 with 1 Axes>"
 443        ]
 444       },
 445       "metadata": {
 446        "needs_background": "light"
 447       },
 448       "output_type": "display_data"
 449      },
 450      {
 451       "data": {
 452        "image/png": 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\n",
 453        "text/plain": [
 454         "<Figure size 432x288 with 1 Axes>"
 455        ]
 456       },
 457       "metadata": {
 458        "needs_background": "light"
 459       },
 460       "output_type": "display_data"
 461      },
 462      {
 463       "data": {
 464        "image/png": 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\n",
 465        "text/plain": [
 466         "<Figure size 432x288 with 1 Axes>"
 467        ]
 468       },
 469       "metadata": {
 470        "needs_background": "light"
 471       },
 472       "output_type": "display_data"
 473      },
 474      {
 475       "data": {
 476        "image/png": 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\n",
 477        "text/plain": [
 478         "<Figure size 432x288 with 1 Axes>"
 479        ]
 480       },
 481       "metadata": {
 482        "needs_background": "light"
 483       },
 484       "output_type": "display_data"
 485      },
 486      {
 487       "data": {
 488        "image/png": 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\n",
 489        "text/plain": [
 490         "<Figure size 432x288 with 1 Axes>"
 491        ]
 492       },
 493       "metadata": {
 494        "needs_background": "light"
 495       },
 496       "output_type": "display_data"
 497      },
 498      {
 499       "data": {
 500        "image/png": 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