{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "63890146",
   "metadata": {},
   "source": [
    "In this notebook we will bulild four different portfolios, based on stocks Alpha, Beta, Volatility and Equiweight.\n",
    "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. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "95aa0533",
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import pandas as pd\n",
    "import time\n",
    "from scipy.stats import linregress\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns; sns.set(style=\"whitegrid\", color_codes=True)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "120aab37",
   "metadata": {},
   "outputs": [],
   "source": [
    "stocks= pd.read_csv('names.csv')\n",
    "names=[name+'.NS' for name in stocks.Symbol]\n",
    "names.insert(0,'%5ENSEI')\n",
    "days=3000\n",
    "period=60\n",
    "n_stocks=30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1611ef9d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "eea35ea0",
   "metadata": {},
   "source": [
    "# Data Minning From Yahoo Finance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b02f8288",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(names, days):\n",
    "    t2=int(time.mktime((datetime.date.today() - datetime.timedelta(1)).timetuple())+19800)\n",
    "    t1=int(time.mktime((datetime.date.today() - datetime.timedelta(days)).timetuple())+19800)\n",
    "    df= pd.DataFrame()\n",
    "    for name in names:\n",
    "        try:\n",
    "            url='https://query1.finance.yahoo.com/v7/finance/download/' \\\n",
    "                +name+'?period1='+str(t1)+'&period2='+str(t2)+'&interval=1d&events=history&includeAdjustedClose=true'\n",
    "\n",
    "            if name!= '%5ENSEI':\n",
    "                a= pd.read_csv(url)\n",
    "                a=a.loc[:][['Date','Adj Close']].rename(columns={'Adj Close':name[:-3]})\n",
    "                if len(a)> 0.6*days:\n",
    "                    df=df.merge(a, on='Date')\n",
    "                    #print(name[:-3]+' success')\n",
    "                else:\n",
    "                    #pass\n",
    "                    print(name[:-3]+' small size')\n",
    "            else:\n",
    "                a= pd.read_csv(url)\n",
    "                df=a.loc[:][['Date','Adj Close']].rename(columns={'Adj Close':'NIFTY'})\n",
    "                #print('NIFTY success')\n",
    "        \n",
    "        except Exception as e:\n",
    "            print(name, e)\n",
    "    df.Date=pd.to_datetime(df.Date)    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8ed50994",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HDFCLIFE small size\n",
      "SBILIFE small size\n"
     ]
    }
   ],
   "source": [
    "df=get_data(names,days).dropna(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "68a4b90a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.reset_index(inplace= True, drop = True)\n",
    "dates=df.pop('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9378a9e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5aa21870",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "6e92b95a",
   "metadata": {},
   "source": [
    "# Relation between individual daily return of a stock and NIFTY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ee6bcb45",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='NIFTY', ylabel='HINDUNILVR'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfr= df.div(df.shift())-1\n",
    "dfr.dropna(axis=0,inplace=True)\n",
    "\n",
    "fig,axes= plt.subplots(1, 3, figsize=(20, 5), sharey=False)\n",
    "sns.regplot(ax=axes[0], data=dfr, x= 'NIFTY', y= 'HDFCBANK',  line_kws={\"color\": \"red\"})\n",
    "sns.regplot(ax=axes[1], data=dfr, x= 'NIFTY', y= 'RELIANCE',  line_kws={\"color\": \"red\"})\n",
    "sns.regplot(ax=axes[2], data=dfr, x= 'NIFTY', y= 'HINDUNILVR',  line_kws={\"color\": \"red\"})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3bd71b5a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c24b3940",
   "metadata": {},
   "source": [
    "# Finding values of Alpha, Beta and Voatility for each stock."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "20451321",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(df_return,d1,d2, num_stocks=n_stocks):\n",
    "    nifty_return=df_return.pop('NIFTY')\n",
    "    data=pd.DataFrame()\n",
    "    \n",
    "    for column in df_return.columns:\n",
    "        try:\n",
    "            slope, intercept,_1,_2,_3=linregress(nifty_return[d1:d2],df_return[column][d1:d2])\n",
    "            vol=(1/(np.std(df_return[column][d1:d2])*pow(len(df_return[column][d1:d2]), 0.5)+0.0000001))\n",
    "            data[column]= [slope, intercept,vol]\n",
    "        except Exception as e:\n",
    "            print('help', e)\n",
    "            pass\n",
    "    data=data.T.rename(columns={0:'Beta',1:'Alpha',2:'Volatility'})\n",
    "\n",
    "    return data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b873f49",
   "metadata": {},
   "source": [
    "# Assiging weights(percentage of capital to invest) for each stock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "14f3e43c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def assign_weights(df_return,d1,d2, num_stocks=n_stocks):\n",
    "    data=get_data(df_return,d1,d2)\n",
    "    for column in data.columns:\n",
    "        a= data.loc[data.sort_values(by= column, ascending = False)[:num_stocks].index][column]\n",
    "        data[column+'_weighted']= a.div(sum(a))\n",
    "        data[column+'_eq_weighted']=pd.Series([1/len(a)]*len(a), index= a.index)\n",
    "        del data[column]\n",
    "    weights=data.fillna(0).copy()\n",
    "    return weights"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "975956c4",
   "metadata": {},
   "source": [
    "# Evaluation of generated porfolios"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "678284a3",
   "metadata": {},
   "source": [
    "Calculating Associated Risk(STDEV), Return over a certain period "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a1c244e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(df,d1, d2, d3, num_stocks=n_stocks):\n",
    "    df_return= df.div(df.shift())-1\n",
    "    df_return.dropna(axis=0,inplace=True)\n",
    "    nifty_return=df_return['NIFTY']\n",
    "    weights=assign_weights(df_return,d1,d2)\n",
    "    \n",
    "    \n",
    "    df_n= df[d2:d3].div(df.iloc[d2,:]).iloc[-1,:]\n",
    "    \n",
    "    ret=df_return.T\n",
    "    \n",
    "\n",
    "    d={}\n",
    "    for column in weights.columns:\n",
    "        returns= ret.iloc[:,d2:d3].apply(lambda x: sum(x*weights[column]))\n",
    "        ax=np.std(returns)*pow(len(returns),0.5)*100\n",
    "        d[column]=[(sum((df_n*weights[column]).dropna())- 1)*100, ax]\n",
    "    nifty= df.NIFTY[d2:d3]\n",
    "    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",
    "    final=pd.DataFrame(d, index=['Return','Risk']).T\n",
    "     \n",
    "    return final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "44bb285d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0fbd134",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ddbd6e5e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "408a1af7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def f_plot(a):\n",
    "    plt.figure()\n",
    "    for index in a.index:\n",
    "        plt.scatter(a.loc[index]['Risk'],a.loc[index]['Return'] ,s=50)\n",
    "    plt.grid(True)\n",
    "    plt.legend(a.index)\n",
    "    plt.xlabel('Associated Risk(STDEV)')\n",
    "    plt.ylabel('Percentage Return')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f104afcb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def final(df,period, num_stocks=n_stocks):\n",
    "    periods=[x*period for x in range(0,int(len(df)/period)+1)]\n",
    "    periods= [ periods[i:i+3] for i,x in enumerate(periods) if len(periods[i:i+3])==3]\n",
    "    ret=[]\n",
    "    risk=[]\n",
    "    print(len(periods))\n",
    "    for p in periods:\n",
    "        a=evaluate(df, p[0],p[1],p[2], num_stocks)\n",
    "        ret.append(a['Return'].values)\n",
    "        risk.append(a['Risk'].values)\n",
    "        f_plot(a)\n",
    "    return a.index, [ret,risk]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4f37bcd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "9db80188",
   "metadata": {},
   "source": [
    "# Result for individual periods"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "465eba95",
   "metadata": {},
   "source": [
    "Weights of stocks in each portfolio is rebalanced after 30 days, based on market behaviour for previous 60 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6608401e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "32\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9HEII34Rsjz7MUo7aA8dcMusGUxi1B47xy43YkqxHP3DgQK/14Hfv3s2gQYOoUqUKNWrUKDTuhIQEnn/+eeLi4qhcuTJXXXUVCQkJANSoUYNJkybxn//8B4fDQa1atXjllVfyvH/AgAH8/PPP9OrVixo1ahATE0NUVBQZGd6nrnbt2pU+ffqwePFij+1HRkby+uuv88QTTxAREUGzZs18+SsQQvigROrRF4U/69EDOGwZnNuzEftffxJZ9WoqNOvg19k2ZUVO4a7Ro0cTFxfnddaNP6xduxan00mXLl04e/Ysffv2ZdGiRVSpUiVg5ywOqUfvnS/Fu2zWDH7Zmczf6ceoUr0W17aMw2wJvf+HcgvyomYlX4++tIWZy1GpVbfSDsMn/qpHn5mZSZ8+fTzuGzlyJF27dr2s+HI0btyYJ5980n1/YOTIkWU2yYviOfr7PpbOmYrT6STLZiXCbGHDsrn0GvIYMQ2alnZ4wkchn+iDSc+ePenZs2ex2njppZcAGDRokD9C8qhevXp8/rlPywuIIGazZrB0zlTs1kz3tiybMblh6ZypPPj0VMwWmQYbDEL2ZqwQonh+2Zl8yaypHE6nk/075WnnYCGJXgjh0d/px9w9+PyybFb+Pum97pEoWyTRCyE8qlK9FhFmzwuIRJgtVLmqVglHJC6XJHohhEfXtozz+nyEyWSiScvgLdB3pZFE7wf79u1DKcU333zj3paYmMjhw94X1yoLZXjHjBmTp05NfocPH/ZaUuHpp5/myJEjPp+roLZE2WS2lKPXkMeItES5e/YRZguRlih6DXlMbsQGkZCfdZNhz2TTwe2knTtB7Qo1aF//ZspF+vcf6KJFi7jtttuYN28et956q1/bDqSJEyde9nu3bt3Kv/71Lz9GI8qimAZNefDpqezfmczfJ49R5apaNGkZJ0k+yAQ00SulegHPAdHASq31qECeL7+fT+xn0roZOJ1OrNk2LOFmPtqxkGc6j+C6Gp5rxheV3W5n6dKlfPrppwwcOJCDBw9Sv3599/7Fixezdu1aTp48yYkTJ+jSpQujR48GPJf0NZvNTJ06lc2bN3P69Glq1qzJ1KlTqV69usfzf/jhh5w8eZJHH32UDRs2MHLkSJKTk4mIiKBHjx588sknHD169JKyyfXq1eP+++9nxIgRtGnThtdee41vvvmGqlWrUqNGDXc1zszMTB577DF++eUXKlWqxFtvvcWCBQs4fvw4w4cP59NPP+XQoUMe29+zZw9jxowBjGJnIjiZLVE0a925tMMQxRCwoRulVCPgXaAv0BK4SSnVI1Dnyy/DnsmkdTPIzLJizbYBYM22kZllNbbbMwtpwTfff/89MTExNGzYkG7dujFv3rxLjklJSWHatGkkJSXx008/8e233wKeS/r+8ccf/Pbbb8ydO5dvvvmG2rVr89VXX3k9f3x8PJs3bwaMssNRUVHs2bOHQ4cOUbFiRSpVquSxbHJuq1evJiUlhaSkJN5//3327Nnj3nfq1CkefPBBkpKSqF69OsuXL2f48OHUrFmT999/n+joaK/tP/XUUzz++OMsWbKEunXrFvtaCyEuTyB79P2AeVrrwwBKqXsA/2RXH2w6uL3AOcCbDqWQ2Kj4hc0WLVrEHXfcARgPPD3++OOMGpX3i0vXrl3dPfKePXuyZcsWbr31Vo8lfRMSEnjqqadYsGABBw4cYMeOHXm+IeTXuHFjzp07x5kzZ9i+fTuDBg0iOTmZcuXKER8fz++//15o2eRNmzbRo0cPzGYzZrOZbt0uPklcs2ZNWrZsCUCTJk0uKTvsrf1Tp05x/PhxOnQwrnH//v1ZtGiRbxdVCOFXgUz0TQCbUuoroD6QBIwr+C0XuWo2uOWUv81fMtebg38ddffk87Nm2zh46gjna/nWljenTp1i3bp1pKamMmfOHJxOJ2fOnCEpKQmHw0FGRgZWqxWHw+GOOzMzE4fDQWZmJiaTyb09OzubzMxMtm3bxjPPPMP//d//0blzZ7Kzsz2WCs6tbdu2rF69GqfTSbt27Xj77bcxmUw88sgjnD9/npiYGD777DP3eU6dOsX58+fd58z5b8457HY7VquVjIwMwsLC8mwH4+8g5/N5az8jIyPP585/HUqap/PabDZSUlJKIZqyRa6BZ6F0XQKZ6COAzkACcA74CngAmOPLmz0VNQN8LmpWv2oMlnCzx2RvCTdTv1qdIhdIy2/evHm0a9eOWbNmube9+eabLFmyhLCwMMqVK4fFYmHLli04HA7MZjPffvstI0eOxGw2Ex4e7o4hIiICi8VCamoqbdu25YEHHuCvv/7ixRdfpHv37gXG2q1bN1544QV69OjBTTfdxB9//EF4eDixsbHu8sV79+7l5ptvZv78+SxdupRPPvmE8PBwoqKiiI+PZ+bMmTzwwAPYbDY2btxIy5YtKVeuHGFhYe5zm81mwPg7iIyMxGw207x5c6/t16lTh23btpGQkMC8efPytFWSvBU1M5vN3HDDDSUeT1kSjMW7SkIwXpdcRc0uEchE/yfwndb6BIBSagkQh4+Jvrja17+Zj3Ys9LjPZDLRvl7x/xKXLFnCY489lmfbfffdx6xZs6hQoYJ7W7Vq1Rg2bBh//fUXvXv3plOnTmzdutVjmz179mTEiBH06tULMH7hFTRNE4xVo9LT04mLM+Y9X3/99VStWhUwktm0adM8lk3OkZCQwI8//ki/fv2oXLkyNWvWzPNL1pOEhASGDx/OrFmzvLb/yiuv8PTTT/PGG2/QqlWrAtsTQgROwMoUK6XaAB8BbYGzwBfAF1rrDwp6nz/LFHuadWMymfw666YwixcvJjk52V1sLFC89Vp98eOPP/L777/Tr18/7HY799xzD5MmTQqZmTJSpti7YOy5loRgvC6lUqZYa71VKTUF2ABEAt8CswN1Pk+uq9GE93u/xKZDKfx59jhXV6xJ+3qxRPl5Hn1JuP/++zlz5swl2wcOHMi9995brLYbNmzIjBkzmD17Nk6nk759+4ZMkhdCBHgevdb6Q+DDQJ6jMFGRUX6ZXXO5+vfv75dFQHIWIQ+EKlWq8MEHBX7REkIEMSmBIIQQIU4SvRBChDhJ9EIIEeIk0QshRIiTRC+EECFOEr0fBGs9en9ZtWoV06ZNK/CY+++/3+NDYmvWrGH27KLNuvXWlhDCs5CvR591IYP0DRvJTEsjqnZtqnfsQET5cn49R7DWo/eXrl270rVr18t6r7dHtoUQ/uNToldKXQNUA9zrimmtfwhUUP5yZs9e9oyfiNPhwGG1Emax8PuHc2j27BgqNfPPE5GlXY8eYOfOnUycOBGbzZanHnxqaqq7ZHCnTp1ISkpi9erVHts4deoUffr0Yf369e7jn376aXr27Ml7771HeHg49957L+PHj+eXX34hOzubYcOGcccdd+R5+nfr1q28+OKLhIeH06pVK3799Vf3MwALFy7kpZde4syZM4wZM4b69eszd+5cAGJiYrjttts8tm+z2RgzZgypqanUqVPnkgqaQoiCFTp0o5QaD+wFlgCLXD+ei8iUIVkXMtgzfiLZGRk4rMZK9g6rleyMi9v9obTr0dtsNsaOHcvEiRMvqQf/5JNP8t///pclS5a4C5J5U61aNWrXrs2+ffv49ddfyc7OJjk5GYD169fTpUsX3nnnHZo3b87ixYv59NNPeffddzl06JC7DbvdzpNPPskrr7zCF1984a44mqNixYosWbKEsWPH8tZbb9GkSRMGDhzIwIEDufPOO722n/OLYsWKFYwdO5aDBw/68DcjhMjhS4/+fqCJ1vpooIPxp/QNG3E6HB73OR0O0jdspNYt3TzuL4rSrkefUw/+scceIyzM+L2dUw8+PT2dTp06AXD33XezePHiAj9L586d2bx5MxEREQwePJhly5Zx9uxZ0tPTady4MZs2bSIzM9NdV/7ChQv88ssv7vfv27ePq666yl0+4a677sqzXGFOnXtPde0Br+0nJydzzz33ANCgQQNuvPHGAj+HECIvXxL9oWBL8gCZaWnunnx+DquVjLQ/i32OkydPsn79enbv3s3HH3/srkef02PPER4efvHcDof7de4er8lkwul0kpqayv/+9z+GDBnCrbfeSlhYmNcFVHLaq1u3LnPnziU6Oprs7GzS09MvqT4ZGRlZ6OdJSEhgxowZmM1mRo0axYoVK1i6dCkdO3Z0n+uVV16hefPmAKSnp1O5cmWWLl3q/pwOL79cc18Hk8nkcb+39ufPn5/nGuT/piCEKJgvs25WKaWmKKU6KKVuyvkJeGTFFFW7NmFeSu2GWSyUq311sc/x5Zdf0rZtW9atW8fq1atZs2YNDz/8sHvcOcf69es5e/YsVquVZcuW0bmz9/U3t23bRlxcHPfeey8NGjRg7dq1ZGdnez2+UaNGnD59mh9+MG6ZLFq0iMcff5zo6GgaNWrEqlWrANzJuCDNmzfnwIED/P777zRu3Jg2bdrwzjvv0KVLF8BY4OTzzz8H4Pjx4/Tu3Zu0tLQ8sZw5cwattc/nDA8PJysrq8D227Vrx9KlS3E4HBw5csT9WYUQvvEl0Q8B7gb+P4JojL56xw6Ywjx/PFNYGNU7Fr/Q2ZIlSxg0aFCebffddx87d+7EmuvbRE49+t69e5OQkOAeTvGkZ8+e/Pzzz/Tq1YvBgwcXWo8+p9781KlT6dWrF0uWLHEPl7z88svMmTOHvn37snPnzkI/j8lkIjY2lsaNGwNG4j137hytW7cGYMSIEWRmZnLHHXfwwAMP8MQTT+QZVjKbzUyZMoWnnnqK/v378+effxIVVXCl0NatW7sXKvHW/qBBg6hQoQI9evRg3LhxNG3atNDPIoS4qNB69EqpvlrrL0omHP/Wo/c068YUFubXWTeFKSv16A8fPszgwYO9zrrxB4fDwauvvsqIESMoX748s2fP5tixY+5ZRqVF6tF7F4x110tCMF6X4tajn4ixaEjQqdTselrPnkn6ho1kpP1JudpXU71jB8LL+XcefUnwVz36OXPmsGTJkku216xZk5kzZxYrxrCwMKpUqcJdd91FZGQkderUyXMzVghROnzp0c8FdgHrMdZ+BQI3j96fPforSXFWmAp10qP3Lhh7riUhGK9LcXv0bVw/Q3NtcwKN/BWgEEKIwCk00WutG5ZEIEIIIQKj0ESvlPqvp+1a69d9eO8aoCZgd236f1prqUYlhBAlyJehm3/k+rMZiAdWFfYmpZQJaApco7XOurzwhBBCFFeh8+i11g/m+rkPiMPopRdGuf67Uin1k1JqRHECLWvuvfdeli1blmfbhQsXaNOmDadOnbrk+MWLFxc6zXD+/PkkJSUBMG3aNFatWsXhw4dJTEzMsw0o8RLHu3btYsyYMQUeM3r0aI9lFnbu3Mkrr7xSpPN5a0sIUXRFfpZca31UKdXAh0OrYvT8/w1EAmuVUlpr/W3BbzPkL1+b89j7+fPnixIuNmsWP6ce5++TF6hyVXmua1ETs6X4j9DfcccdLFmyhISEBPe2pKQkbr75ZiwWyyVxWq1WsrKyCow/OTmZ2NhYzp8/z9Chxr3vo0eP4nA48mw7f/48ycnJl7RV1GtTFI0aNeKZZ54p8BxZWVlYrdZLjtm9ezfHjh0rUnze2rpcntqx2WykpKT4pf1gJtfAs1C6LkUdozcBNwPHC3uf1nozsDlXOx8APQGfEr2n6ZVAkaYQHvztFJ/N2orTCXZbNpHmcL7/ej+DhrahfqNqPrfjSd++fZk2bRp2u50qVaoA8M033zB48GCeffZZtNaYTCb++c9/0rdvXywWCxEREURHR7NixQpmz55NZmYmNpuNSZMmkZmZybp169i+fTt169Zl2bJlxMXFERcXR1hYGNHR0YwePZq4uDj27NkDwJAhQxgwYABbtmxh/PjxREdH8+abb2KxWBg+fPglMWdlZdGpUye+/fZbKlSowMCBA0lMTGT48OEkJSWRkpLC2LFjmTJlCsnJyWRnZ9O/f3+GDBnC1q1bmTFjBp988gn79u1j9OjRZGdnc/PNN7Nu3Tq+/fZbIiIi2Lx5M4sWLeLkyZM8/PDD9OjRg/fee48LFy7w8ccfM3z4cI/tO51OXnrpJdauXUvNmjXJzs6mffv2fpky6m16pdls5oYbbih2+8EsGKcRloRgvC65pldewpcSCP/I9dMcOAgMKvAdgFKqo1Iq92oUJi7elA04a2YWn83ais2ajd1m1Iqx27KxWbNd24t32yA6OpquXbvy9ddfA3Ds2DEOHDjA1q1bqVq1KklJSXz00Ue8+eab/Pzzz+73ORwO5s6dy7vvvstXX33F0KFDef/992nfvj2JiYmMHDmywBIJAGPHjgVgwYIF9OzZk82bN7t7rElJSfTp08fj+yIiImjbti3btm3j/PnzHD16lG3btgFGPZ6EhATmz58PGOUdFi5cyKpVq9i+fXuedkaPHs2oUaP48ssvqVevXp5aPDabjQULFvDee+8xdepUKlWqxMiRI0lMTOSRRx7x2v4333zDnj17SEpKYtq0aVKKWJR5DmsGZ378jpOrP+HMj9/hsPqn9Hkg+DKG8YXW+svcG5RS9wOfFPK+KsB4pVR7jKGbB4CHLyfIy7F7x1G8PQvmdBr7b2zjvfyvL/r378+0adMYOHAgS5cupXfv3qxfv55JkyYBRo2brl27kpycTIUKFQDj6dG33nqL1atXc+DAAZKTk93lhS9HdHQ08fHxrF69miZNmlCvXj1q1arl9fj4+Hg2b95MWFgYvXr1Yvny5djtdrZv38748eN54okn2Lt3L1u2bAGM+w5aa5o0aQLA33//zZEjR4iPjwfgzjvv5OOPP3a337VrV0wmE9dee63HUsSbN2/22P6vv/5K9+7diYyMpFq1agUWfhOitGUe2kva3IngdOC0WzFFWjj53RxqDxxDVL2y9xCe10SvlOqFkaBfUUqFcXF1qUjgBQpJ9FrrJKVUG+BHIBx4yzWcUyJOpZ939+Tzs9uyOZVe/LHf1q1bc+LECdLS0vjqq6+YMWMG69aty3OM0+nM0+M9f/48d911F71796Z169Yopfj000+LFcedd97Jm2++SYMGDejfv3+Bx3bu3JnZs2cTHh5Ou3bt+O2331i4cCFNmzbFYrGQnZ3NE088Qffu3QFj5ano6Gh27NgBGNUmC3qaurBSxN7anzJlipQiFkHBYc0gbe5EnLaLPXin3ShimDZ3IteMmkmYuWyVWSmoK9kK40ZqTWCk68//xnhCdqovjWutx2mtr9daN9VaF7x6tJ9Vqx5NpDnc475IczjVqvunXEDfvn155513qFy5MvXr16dt27YsXGgU9zx16hSrVq0iLi7Offzvv/+OyWTi4Ycfpk2bNnz77bfuXwTh4eEFliTOLXd535tvvpnjx4+zdetW9+Ie3lSrVo2oqCjWrFlDbGwsbdu25e23385Tinj+/PnY7XbOnz/PoEGD3EkejFWi6tWrx/fffw9cXiliT+23a9eOFStWYLPZOH36tHtJQyHKmnN7NoLTy7oLToexv4zx2m3SWk8AJiilHtVav12CMflF81YxrPxqt8d9JpOx3x/69+9PYmKiu3jXv/71L55//nl69epFdnY2Dz/8MM2bN3fXaL/uuuu4/vrr6dGjByaTiY4dO7rv7rdv357XX3+dihUrFnrerl270qdPHxYvXozFYiExMZHz588XumQgGL3677//nujoaNq2bcukSZPcQzEDBw7kjz/+oF+/fmRlZdG/f3/atGnD1q0Xn3ObMmUKzzzzDG+88QZKqUJLEbds2ZIZM2bw6quvMmrUKI/tgzGF84477qB69eruUslClDX2v9LcPfj8nHYr9r+Kv6iRv/lS1CwceAxogdGjHwFM0Vr71vUsIn8WNfM068Zkwi+zbsoKp9OJ3W5n8ODBjBs3zr06UyDNmDGDAQMGULNmTVauXMnSpUt58803A37eyyVFzbwLxtklJaGg63Lmx+84+e2HHpO9KdLCVd0folKr4i9TWlTFLWo2BagBtMYY6rkNqI0xnFOm1W9Ujf8+dwu7dxzlVPp5qlWPpnmrGL/Moy8rTpw4we23307fvn3dSX758uW89957Ho//8ssvPW4vipiYGB566CEiIiKoVKmSlCIWV5QKzTpw8rs5nneawqjQrPiLGvmbLxmvK3ATkKK1Pq2U6g7sCGhUfmS2RBR7dk1ZVrNmTfd0yRw9e/akZ8+eATtn//79C73pK0QgOGxZnP05HftfGURWLUfF66oTZi7ZjluYpRy1B465ZNYNpjBqDxxT5m7Egm+J3q61dihlVDTQWluVUlK7RghRojIOn+bI4j3gdOK0OzBFhnFi7QHq9G9GubqVSzSWqHrXc82omZzbsxH7X38SWfVqKjTrUCaTPPiW6FOVUv8CwpWR7f8L/BTYsIQQ4iKHLYsji/fgzDVl2mk3Zr4cWbyHRg/HEeZlll2ghJnLlcpY/OXw5UmdURhDN7WADUAF1zYhhCgRZ39Op6AnIM/qEyUbUJDxZeGRM8A/c29TStUIWERCCJGP/a8Mdw8+P6fdgf2vzBKOKLgU9GRsVeBx4BTwhtY62/WE7L8wnowNjfmJQogyL7JqOUyRYR6TvSkyjMiqBT/LcaUraOhmDtAM6Af811WaOBkYizFOf0W70urR+9OwYcM4duyY1/1bt271+vmK+rm3bt3KsGHDivQeUfZUvK668aSjJyYTFWWQoUAFDd00B67FKE72HfAfYCnQVWt9OuCR+YnNmsEvO5P5O/0YVarX4tqWcZgtxb8zfuedd7J06VJuv/1297aVK1fSpk0bqlW7vC87P/zwg7tcwqhRxm2Qw4cPu/fnbAOjdn2wmjlz5mW/N5g/t7h8YeYI6vRvdsmsG0wm6vRvVuI3YoNNQYn+rNbaCfyllKoLPKW1nlMyYfnH0d/3sXTOVJxOJ1k2KxFmCxuWzaXXkMeIadC0WG336NGDKVOm8Pfff7vr0X/11VcMHjyY//3vf5fUo8/NWz361atXs2XLFmrUqJGnHn2O/PXo77777jz16IEC69GDUVTMl3rw1apVIz4+3ut8+QkTJtC4cWMGDRrEvHnzmDNnDitWrMBut9OtWze+++47Nm/ezPTp08nKyqJu3bpMmDCBqlWrkpiYyMcff0ytWrV47rnnSElJoVatWphMJh599FHAqBM0bNgwDh48SMOGDZk+fTpTpkxxf+4FCxawbt06j+1v2LCByZMnY7FYaNhQ1rYPFeXqVqbRw3Gc1Sew/5VJZNUoKqoakuR94Gt93BPBluRt1gyWzpmK3ZpJls14VDnLZsVuzWTpnKnYrMW7eROM9egBr/XgV6xYwe7du0lKSmLq1KmX1KDPLz4+3l1qeMuWLZw+fZr09HRSUlK48cYbOXv2LK+99hoffPABX3zxBR07duTVV1/N08bcuXPJyMjg66+/ZvLkyezatcu97+jRozz77LOsWLGC9PR0Nm3alOdznzp1ymP7NpuN0aNHM336dBYvXlxoHR4RXMLM4VT+x9VU79yAyv+4WpK8jwrq0eeey2QLdCD+9svOZK/ldJ1OJ/t3JtOsdfFqngdjPXpv9eD379/vrgdfvXp1930Bb9q0acO4cePIzs7mt99+o2fPnmzbto1du3aRkJDATz/9RFpaGoMHDwaMX3CVK+d9qGXjxo0MGDAAk8lEnTp1aNeunXvfddddR7169QBo3LjxJbXtvbWvtaZmzZruomj9+vXj9ddf9+VSChGyCkr01ymldrr+3CTXnwHQWrcMXFjF93f6MXdPPr8sm5W/T3q/GeirYKxH760e/BtvvJHnuMLqwVssFq6//nqWLl1Ko0aNaNOmDZs3byYlJYWhQ4fyww8/cNNNN/Huu+8CeFz/NTw8HIfD85S53Oc3mUyX/NLOzs722P7Ro0fzHJtTH1+IK1lBXckeXKxBn/vPOT9lWpXqtYgwWzzuizBbqHKV915vUQRbPXpv9eA7duzI8uXLsdlsnD171l1vviDx8fG89dZb7nsJq1atonz58lSrVo0bbriBHTt2cODAAQDefvtt9xh7jvbt27N8+XKcTifHjh0jOTnZ64Il+T+3t/aVUqSnp7uHy/LPjBLiSlRQPfrC/08vw65tGceGZXM97jOZTDRpGedxX1EFWz16b/XmAXbv3k2/fv2oVKkSNWoUPl0tISGB559/nri4OCpXrsxVV11FQkICADVq1GDSpEn85z//weFwUKtWLV555ZU87x8wYAA///wzvXr1okaNGsTExBAVFUVGhve1N3N/bk/tR0ZG8vrrr/PEE08QERFBs2bNCv0cQoS6QuvRF5dS6lWgutZ6iC/H+7MevadZNyaTyS+zbsqKQNWjz5nhE8gqlWvXrsXpdNKlSxfOnj1L3759WbRokXsWk79IPXrvpB69Z8F4XYpbj/6yKaW6YiwKXirfn2MaNOXBp6eyf2cyf588RpWratGkZRxmS+jMxAhkPfrMzEyvM3hGjhxJ165dix5wLo0bN+bJJ5903x8YOXKk35O8ECKAiV4pVQ2YCEwCbgjUeQpjtkQVe3ZNWRaoevQvvfQSAIMGDSpWOwWpV68en3/+ecDaF0IYCk30SqkKwMvAdcDdwGTgf1rrc4W89T1gDFCvuEEKIYS4fL706KcDaRhlijOBSsD7gNeunlJqKHBIa71KKTXkcgJzjTVdDNQ13S7/FD1xkVwb7zxdG5vN5r4RfiWTa+BZKF0XXxL9jVrrh5RSPbXWF5RS9wGphbznHqC2UmoHRpXLCkqpqVrrx3wNzNPNWKBIN2OvJN5uOArv18ZsNnPDDaU2qlgmBONNx5IQjNcl183YS/iS6PNP7A4HPD/l4qK1viXnz64efUJRkrwQQgj/8eXZ+3VKqZeBckqpW4HFwJrAhlX2HT58GKUUGzduzLM9MTGRXbt2MWbMGMCYm56QkMB9993HmjVrmD17dmmEK4S4gvmS6J8CzgGnMWbR7ASe8PUEWus5vs6hDwSHLYvTO/8k/fsDnN75Jw6b/9Y1j4yMZNy4cZw7l/e+dNWqVd0PUK1Zs4bevXvz6aefkpqaesmxQggRaL4sJWgHJrh+gkqgV42vWbMm7du35+WXX2bChIuXJzk5maeffpqhQ4e6pw+azWbmzjWe1L366qt55513+OCDD2jYsCEXLlygR48erFy5Ms99CSGE8AdfplceIG8lSydwAeOG7H+11mkBiq1YSmrV+NGjR9OrVy82btxIhw4d8uyLj49n4MCBAIwYMcJdbOvuu+92F0IbNWoUK1euJCEhQZK8ECIgfBm6+QJYDdyJsazgMmA7xrKC7wcssmIqqVXjK1SowIQJEzwO4RSkf//+7mUDlyxZEtBSA0KIK5svs246aa1vzvV6pFIqWWv9oFLqwUAFVlwluWp8x44d3UM4vqpbty4xMTGsXLmSkydPXvHT/IQQgeNLj76SUspdTlEpVQko73pZcE3ZUpSzarwngVg1fvTo0WzYsIHjx497PSZ3aWEw6si/+OKL9O7d26+xCCFEbr4k+g+BrUqpF5RS44HNwAdKqX8DewMaXTGU9KrxOUM4drvd6zGtW7dm6dKlfPLJJwB0796d06dPF7j0nxBCFJcvs25eUkr9iLH4SBYwQmu9RikVC8wJcHyXLdCrxtetW5fVq1fn2daxY0d33fmcMfd///viGi2tW7d2v8fpdLJ161batWtX4NJ/QghRXL5Wr9wG7MEYqglXSt2itf42cGH5R1leNX7SpEmsWbOGmTNnlnYoQogQ58v0yvHA066XdsCCkfT/EcC4/CZn1fiyZsyYMe6nZ4UQIpB8GaMfDNQHFgJNgSHA7gDGJIQQwo98SfTHXQ9F7QVu0Fp/Qin15h2OAmupCeGzQC+hKYQnFzLtfLPlD+Yk7eabLX9wIdP75A1/8mWM3q6UagxooJNS6hugxNfii46O5tixY1gsFiIjIzF5m1EjRCGcTicnT54kKip0lpQUZd/u307ywqwtOJxOrLZsLOZwPvgqleeGtqV5o6sCem5fEv1kjCdge2PUu3kASApkUJ7UrVuXH3/8kT/++CPPXHRhsNlsmM3m0g6jTPJ0baKioqhbt24pRSSuNBcy7bwwawsZ1ou5y+oqz/LCrC189NytlLMEbglvX1r+UWvdFUAp1Qq4lktr1AdcWJgxynTttdeW9KmDQkpKijxd64VcG1Ha1u84isPLcKHD6WT9jiN0b3NNwM7vNdG7FvcGWK6USuDiU7B/At9jrCErhBCiEGnp59w9+PystmzS0gNbvrygHv3nQM5KUSdzbc/CmIEjhBDCB7WrV8BiDveY7C3mcGpXrxDQ83tN9FrrWwGUUh9qrR8KaBRCCBHCOrWK4YOvPK/nGmYy0alVnYCe35cSCA8ppa7BWOTblGv7D4EMTAghQkX5qEieG9r2klk3YSYTzw1tG9AbseDbk7EvYCwdeJyLC5A4gUY+vHc8cJfr+A+01q9ffqhCCBG8mje6io+eu5X1O46Qln6O2tUr0KlVnYAnefBt1s1goInW+mhRGlZKxQOJQEsgEtijlFqmc6p+CSHEFaacJSKgs2u88eXJ2ENFTfIAWuvvgS5a6yygJsYvlfNFbUcIIUTx+NKjX6WUmgJ8CWTkbPRljF5rbXcN/TwOLACOXG6gQgghLo+psJofrsXB83NqrQsdo8/VRnlgKTBPa13gOrMpKSkNAE/nFEIIUbiGsbGxv+fe4Musm4aXcyal1HVAlNZ6h9b6glJqMcZ4vU9atGiBxWLJsy0lJYXY2NjLCSfkybXxTq6Nd3JtPAvG62K1WklN9TyF05dZNxWAl4Drgbsxat/8T2td2KNcjYAXlFIdMWbd9MFYllAIIUQJ8uVm7HTgNFALyAQqYRQ5K5DWejmwDPgRSAE2aa3nXn6oQgghLocvN2NvdD001dM1BHMf4Pn7QT5a6+eB54sRnxBCiGLypUefvzhDOCArgAghRJDwJdGvU0q9DJRTSt0KLAHWBDYsIYQQ/uJLon8KOIcxTj8R2IFREkEIIUQQKDTRa63twPda6zZAd2C71joz4JEJIYTwi0ITvVJqIvCC62V5YLRSamxAoxJCCOE3vgzd9MHoyaO1PgzEAwMDGZQQQgj/8SXRR7qGb3LYkFk3QggRNHyZR79JKfUp8AHGE64PAFsDGpUQQgi/8aVHPwJjQfCpwKvAMWBUIIMSQgjhP7706Mdqrf8X8EiEEEIEhC89+jsCHoUQQoiA8aVH/5tSaiWwAePBKQBk/VchhAgOviT6U67/5q5LX/BqJUIIIcoMXxYeeRBAKVVFa/13wCMSQgjhV74sPNIU+AKorJRqDawC+mmtfw5wbEIIIfzAl5uxMzCmUx7XWh8F3sSHhUeEEEKUDb4k+qu01t/mvNBav42xypQQQogg4EuidyqlonDdgFVKXY2x+IgQQogg4Musm7eBb4CaSqnJwL3Ay740rpR6DhjgerlMa/3kZUUphBDisvlSj/5DYBzwKRAJDNNav1PY+5RS3TCqXt4ItAJilVL9ihWtEEKIIiuwR6+UagE0BbZqrZ8qYttpwP+01jZXW3uB+pcVpRBCiMvmNdErpR4EXgN+ARorpQZprVf62rDWeneutq7FGMLpUIxYhRBCXAaT0+n5IVel1I/A7Vrro0qpdsBErXViUU+glGoOLAOe01p/VNjxKSkpDYADRT2PEEIIABrGxsb+nntDgUM3rnnzaK03K6VqFPVsSqkOwCLgP1rruUV5b4sWLbBYLHm2paSkEBsbW9QwrghybbyTa+OdXBvPgvG6WK1WUlNTPe4rKNHn7+pnFeWkSql6GE/U3qO1Xl2U9wohhPAfX6ZX5ihqIbPHgSjgdaVUzrZ3tdbvFrEdIYQQxVBQom+plDqT63V512sT4NRaF/h0rNZ6FLISlRBClLqCEn3jEotCCCFEwHhN9FrrP0oyECGEEIHhS60bIYQQQUwSvRBChDhJ9EIIEeIk0QshRIiTRC+EECFOEr0QQoQ4SfRCCBHiJNELIUSIk0QvhBAhThK9EEKEOEn0QggR4iTRCyFEiJNEL4QQIU4SvRBChDhJ9EIIEeIk0QshRIgrypqxRaaUqgRsAu7QWv8eyHMJIYTwLGA9eqVUG2AD0DRQ5xBCCFG4QA7dDAP+BRwN4DmEEEIUImBDN1rroQBKqUCdQgghhA9MTqczoCdQSv0OJPg6Rp+SktIAOBDAkIQQIpQ1jI2N/T33hoDejC2OFi1aYLFY8mxLSUkhNja2lCIq2+TaeCfXxju5Np4F43WxWq2kpqZ63CfTK4UQIsRJohdCiBAX8KEbrXWDQJ9DCCGEd9KjF0KIECeJXgghQpwkeiGECHGS6IUQIsRJohdCiBAniV4IIUKcJHohhAhxkuiFECLESaIXQogQJ4leCCFCnCR6IYQIcZLohRAixEmiF0KIECeJXgghQpwkeiGECHGS6IUQIsRJohdCiBBXZhcHLyprZha7dxzlVPp5qlWPpnmrGCxRIfPxhBDisgU0EyqlBgFjgUjgDa31W4E4z8HfTvHZrK04nWC3ZRNpDmflV7sZNLQN9RtVC8QphRAiaARs6EYpVQeYCHQEWgHDlVLN/H0ea2YWn83ais2ajd2WDRjJ3mbNdm3P8vcphRAiqARyjL4bsFprfUprfR5YCNzl75Ps3nEUp9PzPqfT2C+EEFeyQA7dxABpuV6nAXG+vjk1NdXj9pSUlDyv96aecffk87PbstmT+iuOiBO+njao5b824iK5Nt7JtfEslK5LIBN9GJC7r20CHL6+uUWLFlgsljzbUlJSiI2NzbPNZD/IoV93e0z2keZwmrVozI2x9YsSd1DydG2EQa6Nd3JtPAvG62K1Wr12kAM5dHMYqJ3r9dWA38dRmreKwWTyvM9kMvYLIcSVLJCJ/jugq1KqhlKqPHAn8LW/T2KJimDQ0DaYLeFEmsMBoydvtoS7tssUSyHElS1gWVBrfUQpNQZYA5iBWVrr5ECcq36javz3uVsumUcvSV4IIQI8j15r/RnwWSDPkcNsieDGNqE/Fi+EEEUlJRCEECLESaIXQogQJ4leCCFCXFm8WxkOYLPZPO60Wq0lGkwwkWvjnVwb7+TaeBZs1yVXzgzPv8/k9FY/oJSkpKR0BNaXdhxCCBGkOsXGxm7IvaEs9ui3AZ0wSiZ4rm0ghBAiv3CMh1S35d9R5nr0Qggh/EtuxgohRIiTRC+EECFOEr0QQoQ4SfRCCBHiJNELIUSIk0QvhBAhThK9EEKEuLL4wJRHSqlBwFggEnhDa/1WKYdUJiilngMGuF4u01o/WZrxlEVKqVeB6lrrIaUdS1mhlOoFPAdEAyu11qNKOaQyQyn1f8DTrpcrtNaPl2Y8/hAUPXqlVB1gItARaAUMV0o1K9WgygClVDegO3AjxnWJVUr1K9WgyhilVFfggdKOoyxRSjUC3gX6Ai2Bm5RSPUo1qDLCtRredCAeuAHo5Pr/LKgFRaIHugGrtdantNbngYXAXaUcU1mQBvxPa23TWtuBvYCsvuKilKqG0UGYVNqxlDH9gHla68Oufzf3AFtLOaayIhwjL0ZjjB5EAhmlGpEfBMvQTQxGUsuRBsSVUixlhtZ6d86flVLXYgzhdCi9iMqc94AxQL3SDqSMaQLYlFJfYXQMkoBxpRtS2aC1PquUGgf8DFwAvgc2lW5UxRcsPfowIHdRHhPgKKVYyhylVHPgW+AJrfUvpR1PWaCUGgoc0lqvKu1YyqAIjG/J/wTaAW2Q4S0AlFItgYeAazA6mNmAjNGXkMMYVdlyXA0cLaVYyhSlVAdgFTBaa/1RacdThtwDdFdK7QDGA72VUlNLN6Qy40/gO631Ca11BrAE+Yac41Zgldb6uNbaCswBEko1Ij8IlqGb74DnlVI1gPPAncDw0g2p9Cml6gFfAPdorVeXcjhlitb6lpw/K6WGAAla68dKL6IyJQn4SClVBTgL9MD4dyTgJ2CKUioaY+imFx7K/gaboOjRa62PYIy1rgF2AJ9prZNLNaiy4XEgCnhdKbXD9fNwaQclyjat9VZgCrAB2AP8Acwu1aDKCK31SuBzIAXYiXEz9qVSDcoPpB69EEKEuKDo0QshhLh8kuiFECLESaIXQogQJ4leCCFCnCR6IYQIccEyj16UIUqpSOAgsENrXWLFsJRS44H9WuuPCzimMrBEa51YxLbvAkZorRM87HMCqRhPSTqB8sAZ4BGt9XbXlNYqWmuv0/CUUr8Dd2mtt3vY1woYpbV+UClVEXgdaIvx9LcDeEtrPctVXOtV19uuxqjLcsT1ejJwPfCvXNsiMaYIPpvzxLRSai3GU5+n84XxItAcaKe1vi1ffDcBX2OUkvgAeFFr/bO3zyrKHkn04nL0x3ie4Wal1PVa670lcVKt9bM+HFaVwDzl2UVrnZ7zQin1OPAmRmJ893IbVUqFYSTP3q5NLwHngJZaa6dSKgbYopQ66Jrj3cr1vucxSi+PyNXW8xjFynJvux9YrZRqrrU+49r8hNZ6oYdYNgJPK6Xqaa0P5dr1/4BZWmurUupZ4DOlVDuttczNDhKS6MXleASYC/wKjAIeVkpVwHjo5lqMXmgKRoIo72m71tqhlBoOjMToKR/D6FHvc7X1JkaBtiyMpzbHuNpJ1Vq/qpR6yNW+GagGvKS1fsd1TDlX6YNYoCkwDbgKowc8XWv9Ibi/IdwHnAR8rhGklIrAKAZ2yvX6eVxJVyn1CPAwYAMyXZ91T673VgCWA5u11k9hFKI74HooEIxSH8cweuM2rfVRpVT/nHMVldb6E1eyH4RRmrigY9Nchc6GABNyxTsAo2QvWuvflFJ/Y/xi+vJyYhIlT8boRZG41gFoBywAPgIGK6Wuwih9W1Fr3Qpo7Tq8kbftSqlE4EmMnvINwGfAF0opE0ZtmiiMoYhWGAk/PlcMFYBhQE+t9Y0YdW2muHY/CGS4zmfCKGk9Wmsd62rjcaVUW6VUH4xSGq2A9kDlQj76GqXUTqXUUWBfrnPlvjbhwBvAbVrr1sD7GGso5KgMfIOxQMxTrm13YZQkyPE80BVIV0p97aqkeEZr/Vsh8RXkJ+AfuV6/kutJ6pyfq1z73gYedP09ANwLrNVaH8z1/pUY3+pEkJBEL4rqESBJa31Sa70NOIBRd2gD0Nw1BjwaYxWw/QVsvw1jmOEEgNZ6DlAHaIBRWfEDrXW2q9Z+vNZ6bU4AWutzwB3A7UqpCRi9/QoeYm0KNAY+dPXwvwfKYSzU0g1YrLU+q7XOAj4s5HN30Vq3dJ23PLBGa3089wFa62yMX4CblFIzgL8xhmVyfIIxzj0917brgP252tgJKKALRkJtD+x0rQh1uZwYdVtyPKG1bpXv56Tr/Gtdx3ZxHTscmJGvvQOuGEWQkEQvfOYq9HQ/0FEp9bvrBmNtYARGhdEmGDcFKwHfKaV6aa0PeNqOMYySf4zXhDFkkZV7n1KqXq4eJ0qpuhj3CK7B+EUy1kvI4cDp3AkN4yZnTl0XU65js3y5BlrrH4DHgDlKqQYe9v8fRiGs/Ri/2D7PtftFjAU+puTa5sT1/6FSKkIp9R5QVWudorV+3XWz+0WMYarL1RrYVYTj3wH+6bpJXMFDqWc7xnCbCBKS6EVR5Ixnx2itG2itG2AMz1TAGIaZjbH+6FMYQxQ3ucasL9mOMYtjoKsiKUqpB11t78eoVvqAUipMKWXBGH6JvxgGNwMnMBLgSoxeds7QSRYQ7hp60ECGaw3QnGqfqRhj9yuAu5VSVVw3RO/39SJorT8HkoE8ZY+VUtWVUoeAk1rrNzB+AbXOdUgyxjeiu5VS3XOaw/jWgeubhQLGuWY25dwPuB74wdf48sX0T4y/o/lFeNvHQCLwKOBpbeaGGAtziCAhiV4UxSPA664hCgC01n9jDEX0xehB71FKpWCMR0/HSBqXbNdaf4uRKFcrpXZjLHxxh9baAbyAcTPzJ+BHYLnWenGuOFZifIPQXFw+8QTGN4c0jIS6G6gI9AGGKqV2ut43Tmu9UWu9HGO4ZjtGLzv/dMPCjAB6KqVuzXUt0jF++axyfdaXMO4lkO+YRzGGk6pi/BLLPZ3xLtc12ue6LrswqkuO9zGue1xj7j8qpX7CqK+eoLXOzHWMpzF694wmrfVZYDEwEOPvL7/bMIaoRJCQ6pVClCLXt5AU4PZcM2/KLKVUY+BTjGmlkjyChPTohShFrm9HwwieBcxfBIZKkg8u0qMXQogQJz16IYQIcZLohRAixEmiF0KIECeJXgghQpwkeiGECHGS6IUQIsT9/xWkT00aaXC5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MoWPHjhdUvzwNGjTgmWee8Tx/GDJkSLGf/IUQgQvbAFCaBGM+gHHjxgHQt2/fYFTJpzp16vDll1+GrHwhRHCF3UNgIYQQBgkAQggRpiQACCFEmJIAIIQQYUoCQAjt3LkTpRTff/+9Z1mHDh3Yv3+/3++UhHTHw4cPz5fHp6D9+/f7TS3x3HPPceDAgYD3VVhZQojQCukoIKVURWAN0E1rvUcp9QgwGDAB3wHPaK0vyosI2fYc1uzdSMbpI9QoX43Wl91IbFRwE4199dVX3HrrrcyaNYtbbrklqGWH0ujRoy/4u+vXr+exxx4LYm2EEKESsgCglGoBTAMauj/XA54EmgI5wArgZmBxqOrgz44juxizYioulwurw4bFHM0nm+byfLvBXFXNd87+82W321mwYAGff/45ffr0Ye/evVx22WWe9fPmzWP58uUcPXqUI0eO0L59e4YNGwb4Tp0cHR3NxIkTWbt2LSdOnCAhIYGJEydStWpVn/v/+OOPOXr0KI8++iirVq1iyJAhpKWlERkZSZcuXfjss884ePDgWemp69Spw3333cfgwYNp0aIFb7zxBt9//z1VqlShWrVqnuymOTk5PPHEE/z+++9UrFiRt99+mzlz5nD48GEGDRrE559/zr59+3yWv337doYPHw4YSeKEEBdHKLuABgKPAQcBtNa7gUZa6yygMlAJ+DuE+/cp257DmBVTycm1YnXYALA6bOTkWo3l9pyg7Oenn36iZs2a1KtXj06dOjFr1qyztklPT2fSpEmkpqby66+/8sMPPwC+Uyf/+eef/PHHH8ycOZPvv/+eGjVq8O233/rdf1JSEmvXrgWM9M4xMTFs376dffv2UaFCBSpWrOgzPbW3pUuXkp6eTmpqKh988AHbt2/3rDt27BgPPPAAqampVK1alYULFzJo0CASEhL44IMPiIuL81v+s88+y1NPPcX8+fOpXbt2kX9rIcSFCdkdgNZ6AIBSynuZXSk1EHgdSAM2hWr//qzZu/GsTJR5XC4Xa/al06F+0RPCffXVV3Tr1g0wXuR66qmnGDp0aL5tOnbs6LmC79q1K+vWreOWW27xmTo5OTmZZ599ljlz5rB79242bdqU746ioAYNGnD69GlOnjzJxo0b6du3L2lpacTGxpKUlMSePXvOmZ56zZo1dOnShejoaKKjo+nU6Z83pxMSEmjSpAkAV1xxxVnpnf2Vf+zYMQ4fPsxNNxm/cUpKCl999VVgP6oQIqiK/U1grfU0pdR0YDrwEvD8+XzfndPCIzIy8qy0xIXZe/yg58q/IKvDxt5jB8iqHnh5vhw7dowVK1awdetWZsyYgcvl4uTJk6SmpuJ0OsnOzsZqteJ0Oj11z8nJwel0kpOTg8lk8ix3OBzk5OSwYcMGnn/+ef7v//6Pdu3a4XA4fKZk9tayZUuWLl2Ky+WiVatWvPPOO5hMJh555BGysrKoWbMmX3zxhWc/x44dIysry7PPvP/m7cNut2O1WsnOziYiIiLfcjBy8OS1z1/52dnZ+dpd8HcIlqKWZ7PZSE9PD1Jtikdpq28wSJuLptgCgFKqDnCZ1nq11jpXKTUTeORc3yvIVzK4QBN/ZWVlcVmVmljM0T6DgMUczWXxtYqcSGzWrFm0atWKDz/80LNsypQpzJ8/n4iICGJjY7FYLKxbtw6n00l0dDQ//PADQ4YMITo6GrPZ7KlDZGQkFouFrVu30rJlS+6//36OHz/Oq6++SufOnQuta6dOnXj55Zfp0qULN9xwA3/++Sdms5lmzZp50kT/9ttv3HjjjcyePZsFCxbw2WefYTabiYmJISkpiWnTpnH//fdjs9lYvXo1TZo0ITY2loiICM++o6OjAYiLiyMqKoro6GgaN27st/xatWqxYcMGkpOTmTVrVr6ygiEYyeCio6O57rrrglSj0JPEaOGhiMngzlKcdwCVgM+VUk2BE8AdwKpi3D8ArS+7kU82zfW5zmQy0bpO0f9BzZ8/nyeeeCLfsnvvvZcPP/yQ8uXLe5bFx8czcOBAjh8/To8ePWjbti3r16/3WWbXrl0ZPHgw3bt3B4xAWNhwUjBm+crMzCQxMRGTycTVV19NlSpVAOMEN2nSJJ/pqfMkJyfzyy+/0Lt3bypVqkRCQkK+4OtLcnIygwYN4sMPP/Rb/oQJE3juued46623aNq0aaHlCSFCJ+TpoJVSe4Bk9zDQfwFDgVxgJfC41toeSDnBTAftaxSQyWQK6iigc5k3bx5paWmeJG2hUpSr4V9++YU9e/bQu3dv7HY7d999N2PGjCnxI3ckHXR4kDYH5qKmg9Za1/X6+/uA77zGxeiqalfwQY9xrNmXzl+nDnNphQRa12lGTJDfAygO9913HydPnjxreZ8+fbjnnnuKVHa9evWYOnUq06dPx+Vy0atXrxJ/8hdCBC5s00HHRMUEZbTPhUpJSQnK5Cx5k8+HQuXKlfnoo49CVr4Q4uKSVBBCCBGmJAAIIUSYkgAghBBhSgKAEEKEKQkAQggRpiQAhFBpnQ8gWJYsWcKkSZMK3ea+++7z+fLbsmXLmD59+nntz19ZQgjfwnYYaO6ZbDJXrSYnI4OYGjWo2uYmIsvFBnUfpXU+gGDp2LEjHTt2vKDv+nt1XQgRPGEZAE5u/43tr4zG5XTitFqJsFjY8/EMGr0wnIqNgvP258WeDwBg8+bNjB49GpvNli8f/9atWz2pmdu2bUtqaipLly71WcaxY8fo2bMnK1eu9Gz/3HPP0bVrV95//33MZjP33HMPr7zyCr///jsOh4OBAwfSrVu3fG87r1+/nldffRWz2UzTpk353//+53mHYe7cuYwbN46TJ08yfPhwLrvsMmbOnAlAzZo1ufXWW32Wb7PZGD58OFu3bqVWrVpnZSQVQhQuoC4gpdTlSqnrlVI35P0JdcVCJfdMNttfGY0jOxun1QqA02rFkf3P8mC42PMB2Gw2RowYwejRo8/Kx//MM8/w5JNPMn/+fE8iN3/i4+OpUaMGO3fu5H//+x8Oh4O0tDQAVq5cSfv27Xn33Xdp3Lgx8+bN4/PPP+e9995j3759njLsdjvPPPMMEyZM4OuvvyYyMv91R4UKFZg/fz4jRozg7bff5oorrqBPnz706dOH22+/3W/5eQFk0aJFjBgxgr179wZwZIQQec55B6CUegV4CjgM5CUOcgH1Q1ivkMlctRqX0+lzncvpJHPVaqrf3Mnn+vNxsecDyMvH/8QTTxARYcT5vHz8mZmZtG3bFoA777yTefPmFdqWdu3asXbtWiIjI+nXrx/fffcdp06dIjMzkwYNGrBmzRpycnI8ef3PnDnD77//7vn+zp07ueSSSzxpJO644458007mzTPga14BwG/5aWlp3H333QDUrVuX66+/vtB2CCHyC6QL6D7gCq31wVBXpjjkZGR4rvwLclqtZGf8VeR9HD16lJUrV7Jt2zY+/fRTz3wAeVf4ecxm8z/7djo9n72vkE0mEy6Xi61bt/Kf//yH/v37c8sttxAREeF3Ypu88mrXrs3MmTOJi4vD4XCQmZl5VjbPqKioc7YnOTmZqVOnEh0dzdChQ1m0aBELFiygTZs2nn1NmDCBxo0bA5CZmUmlSpVYsGCBp51OP0HX+3cwmUx+2+Kr/NmzZ+f7DQreWQghChdIF9C+snLyB4ipUYMIPymNIywWYmtcWuR9fPPNN7Rs2ZIVK1awdOlSli1bxsMPP+zp186zcuVKTp06hdVq5bvvvqNdu3Z+y9ywYQOJiYncc8891K1bl+XLl+NwOPxuX79+fU6cOMHPP/8MGHckTz31FHFxcdSvX58lS5YAeE7ShWncuDG7d+9mz549NGjQgBYtWvDuu+/Svn17wJh45ssvvwTg8OHD9OjRg4yMjHx1OXnyJFrrgPdpNpvJzc0ttPxWrVqxYMECnE4nBw4c8LRVCBGYQALAEqXUeKXUTWXhGUDVNjdhivDdbFNEBFXbFD1B3Pz58+nbt2++Zffeey+bN2/G6nX3kTcfQI8ePUhOTvZ0y/jStWtXduzYQffu3enXr9855wPIy/c/ceJEunfvzvz58z3dLq+99hozZsygV69ebN68+ZztMZlMNGvWjAYNGgDGCfn06dM0b94cgMGDB5OTk0O3bt24//77efrpp/N1T0VHRzN+/HieffZZUlJS+Ouvv4iJKTzzavPmzT0TyPgrv2/fvpQvX54uXbowcuRIGjZseM62CCH+cc75AJRSu30sdmmti/UZQDDnA/A1CsgUERHUUUDnUlLmA9i/fz/9+vXzOwooGJxOJ6+//jqDBw+mXLlyTJ8+nUOHDnlGPQWbzAcQHqTNgSnqfABPaK2/Pq89lnAVG11N8+nTyFy1muyMv4itcSlV29yEOTa47wEUh2DNBzBjxgzmz59/1vKEhASmTZtWpDpGRERQuXJl7rjjDqKioqhVq1a+h8BCiIsjkAAwGvg6xPUodubY2KCM9rlQJWU+gNq1a3uu/vv371/k+vgzaNAgBg0aFLLyhRDnL5AAsEUpNRxjCsfTeQu11vLETQghSrFAAkAL958BXstK7XsAQgghDOcMAFrresVRESFEyeO0ZnN6+2rsxzOIqlKD8o1uIsJS+p6VCd8CeRP4SV/LtdZvBr86QoiSImffb2TMHA0uJy67FVOUhaM/zqBGn+HE1Ck9I6SEf4G8B3Ct159mwJPAdaGsVGl2zz338N133+VbdubMGVq0aMGxY8fO2n7evHnnHA45e/ZsUlNTAZg0aRJLlixh//79dOjQId8yoNhTSW/ZsoXhw4cXus2wYcN8ppvYvHkzEyZMOK/9+StLBJfTmk3GzNG4bNm47Ma7Ky67FZfNWO60BSdnlri4AukCesD7s1KqJvBRyGpUTKw5uWzbdJBjmVnEV42jcdOaWGKKnkrg9ttvZ8GCBdx2222eZYsXL6ZFixbEx8dfUJk///wziYmJAJ58Qt4vgXnnGMpL1FZcrr32Wq699toL+u6uXbs4evRokGskguH09tXg8pO+w+Xk9PbVVGx68UbRieA47zOe1vqgUqpuCOpSbPb+cYwvPlyPywV2m4OoaDOLv91G3wEtuKz+hZ2k83Tp0oXx48fz999/U7lyZQC+/fZb+vXrx3/+8x+01phMJh566CF69eqV77uLFi1i+vTp5OTkYLPZGDNmDDk5OSxdupR169ZRrVo1vvvuOxITEz0BAYyr4sTERLZv3w4YCd7uuusu1q1bxyuvvALAlClTsFgsPodi5ubm0rZtW3744QfKly9Pnz596NChA4MGDSI1NZX09HRGjBjB+PHjSUtLw+FwkJKSQv/+/Vm/fj1Tp07ls88+Y+fOnQwbNgyHw8GNN97IihUrPPmPli9fzhdffMHRo0d5+OGH6dKlC5MnT+bMmTO8++67DBo0yGf5LpeLcePGsXz5chISEnA4HPnaLkLDfjzDc+VfkMtuxX686DmzxMV3vs8ATMCNGJlBSyVrTi5ffLgem/WfPDp2m/H3Lz5cz5Mv3ky05cLvBOLi4ujYsSP//e9/6dOnD4cOHWL37t2sX7+eKlWqkJqayrFjx7jzzjs92THBeFt25syZvPfee8THxzN37lw++OAD3nvvPTp06EBiYiJt27Y9q3vJ24gRI/jss8+YM2cOWVlZTJw40fNWbGpqKp9++qnP70VGRtKyZUtPvqGDBw+yYcMGBg0axMqVK+natSuzZ88GjDQXNpuNhx56iGuuuSZfOcOGDWPo0KEkJSUxY8aMfLmKbDYbc+bM4ffff6dfv37cfffdDBkyhLS0NB555BFPrp+C5WdmZrJ9+3ZSU1M5deoUPXr0uOBjIwIXVaUGpiiLzyBgirIQVaXoObPExXe+zwAaA3uBvoV+owTbtukg/rJfuFzG+qJKSUnx9NkvWLCAHj16sH79eu644w7AyAHUsWPHfN01ERERvP3226xatYpJkyYxf/58srKyLrgOcXFxJCUlsXTpUjZu3EidOnWoXr263+2TkpJYu3YtGzdupHv37uzatQu73c7GjRtp2bIla9euZenSpfTs2ZM777yTv/76y5PcDeDvv//mwIEDJCUlAUZXmLeOHTtiMpm48sorfaZ89ld+WloanTt3Jioqivj4+EIT5ongKd/oJjD5OT2YIoz1otQL5FL3a631N94LlFL3AUV7BfUiOZaZ5bniL8huc3As88JPunmaN2/OkSNHyMjI4Ntvv2Xq1KmsWLEi3zYulyvfFXJWVhZ33HEHPXr0oHnz5iil+Pzzz4tUj9tvv50pU6ZQt27dc7513K5dO6ZPn47ZbKZVq1b88ccfzJ07l4YNG2KxWHA4HDz99NN07twZMGYKi4uLY9OmTYCRvbOwvFLnSvnsr/zx48dLyueLIMISS40+w88aBYQpghp9hhMRLUNBywK/dwBKqe5KqRTgTaVUb6VUivvP3cDLxVfF4IqvGkdUtNnnuqhoM/FVi5ZELE+vXr149913qVSpEpdddhktW7Zk7ty5gHFyW7JkSb6+7D179mAymXj44Ydp0aIFP/zwgydAmM3mQlM/e/NOo3zjjTdy+PBh1q9f75l0xZ/4+HhiYmJYtmwZzZo1o2XLlrzzzjv5Uj7Pnj0bu91OVlYWffv29Zz8wZjVq06dOvz000/AhaV89lV+q1atWLRoETabjRMnTnimphShF1Pnai4fOo1LOj9Ipda9uaTzg1w+dJoMAS1DCrucagp0ABKAIV7Lc4GJIaxTSDVuWpPF327zuc5kMtYHQ0pKCh06dPAkPXvsscd46aWX6N69Ow6Hg4cffpjGjRt7ulGuuuoqrr76arp06YLJZKJNmzakp6cD0Lp1a958800qVKhwzv127NiRnj17Mm/ePCwWCx06dCArK+ucUz+CcRfw008/ERcXR8uWLRkzZoynS6dPnz78+eef9O7dm9zcXFJSUmjRogXr16/3fH/8+PE8//zzvPXWWyilzpnyuUmTJkydOpXXX3+doUOH+iwfjKGm3bp1o2rVqp6U1KJ4RETHymifMiyQdNCPaq3fKab6+BXMdNC+RgGZTARlFFBJ4XK5sNvt9OvXj5EjR3pm0wqlqVOnctddd5GQkMDixYtZsGABU6ZMCfl+C5J00OFB2hyYoqaDfl8p9RRwDfBvYDAwXmsdWJ9ECXRZ/XiefPHms94DKMron5LmyJEj3HbbbfTq1ctz8l+4cCHvv/++z+2/+eYbn8vPR82aNXnwwQeJjIykYsWKkvJZiBIukDPeeKAa0BzjmcGtQA3ydwuVOtGWSK5v4X9S9dIuISGBDRs25BtJ1LVrV7p27RqyfQYrxbUQongEMgy0I9AfyNFanwA6AzeHslJCCCFCL5AAYNdae94J11pbMR4ECyGEKMUC6QLaqpR6DDArpRRGMrhfAylcKVURWAN001rvUUoNwug6cgEbgX9prW0XVnUhhBBFEcgdwFDgBqA6sAoo715WKKVUC/f2Dd2fGwJPA62BJu59P3ZBtRZCCFFkgWQDPQk85L1MKVUtgLIHYpzg894YtgKPustDKbUFKLtPYYUQooQr7E3gKkqp0Uqp/yilzO5lEUqpfwPa3/fyaK0HaK1Xen3+U2v9g7ucahjDSYs+9rCECbf5AIJp4MCBHDp0yO/69evX+23f+ba7sLKECBeF3QHMAJwYQ0AjlFJzgLlAHYznABdEKVULWAR8pLVefr7fd7/Q4BEZGXleSdPytrVbc9i9/WdOHjtMxfgE6jW6gShL4W+uBqJbt27Mnz+f5ORkz7LU1FRuvPFGLBbLWXW1Wq3k5uYW2oa0tDSaNWtGVlYWAwYYUzMfPHgQp9OZb1lWVhZpaWlnlVWUpHLF6a233gL81zcnJweHw+FzfcF2n6vNhZUFRvbSvDexS4vSVt9gkDYXTWEBoDFwJVAZ+BF4HFgAdHQPBz1vSqmrgO+ByVrrNy6kDF9vAgf61mfeG6IH9+xkwYyJuFwucm1WIqMtpP04j+79n6Bm3YYXUi2PXr16MWnSJOx2u2c+gO+//55+/frxwgsvnDUfgMViITIykri4OL/zAaxYsYKNGzdSu3btfPMBREREEBcXd9Z8AP379883H0BcXFyh8wGAkYwtkHz88fHxJCUl+R3vP2rUKBo0aEDfvn2ZNWsWM2bMYNGiRdjtdjp16sSPP/7I2rVrmTx5Mrm5udSuXZtRo0ZRpUoVOnTowKeffkr16tV58cUXSU9Pp3r16phMJh599FFiYmI4ceIEjz/+OHv37qVevXpMnjyZ8ePHe9o9Z84cFi9ezAcffHBW+atWrWLs2LFYLBbq1auH2Wz2+28nOjqa664rPRPfyVux4aGIbwKfpbCHwKe01i6t9XGgNjBca/1wEU7+FYDFwIgLPfkHg82azYIZE7Fbc8i1GbnOc21W7NYcFsyYiM2aU6TyvecDAHzOB/DJJ58wZcoUduzY4fme93wA3377LQMGDOCDDz6gdevWdOjQgSFDhtC2bdtC9z1ixAgA5syZQ9euXVm7dq3nCjc1NZWePXv6/a53vv+5c+eyZMkSNm7cyKJFi9i2bRupqalMnDiRjRs3FlqHpKQk1q1bB8C6des4ceIEmZmZpKenc/3113Pq1CneeOMNPvroI77++mvatGnD66+/nq+MmTNnkp2dzX//+1/Gjh3Lli1bPOsOHjzICy+8wKJFi8jMzGTNmjX52n3s2DGmTJlyVvk2m41hw4YxefJk5s2bd848RUKEg0BzHxzRWs8o4r4GYIwk+o9S6j/uZd9qrV8oYrnn5ffNaX7TFrtcLnZtTqNR86LlnE9JSWHSpEn06dPHMx/AypUrGTNmDJB/PoDy5csD/8wHsHTpUnbv3k1aWhoREYEM0vLNez6AK6644pzzAaxdu5bffvvNc/I+c+YMWmt27drlycdftWpVz3MHf1q0aMHIkSNxOBz88ccfdO3alQ0bNrBlyxaSk5P59ddfycjIoF+/foAR+CpVqpSvjNWrV3PXXXdhMpmoVasWrVq18qy76qqrqFOnDgANGjQ4a26BX3/9lb/++uus8rXWJCQkeJLJ9e7dm0mTJgXyUwpRZhUWALzPkhc8Vl9rXdf914mUgCyif2ce8lz5F5Rrs/L3Uf8PIQNVGucD8JePP69fPs+58vFbLBauvvpqFixYQP369WnRogVr164lPT2dAQMG8PPPP3PDDTfw3nvvAcbtacF+eLPZjNPpez5a7/2bTKazgrnD4aBp06ZMmzYtX/kHDx7Mt23e/ARChLPCLjGvUkptVkpt9v6717JSqXLV6kRGW3yui4y2UPkS/1fJ56O0zQfgLx9/mzZtWLhwITabjVOnTnny/RcmKSmJt99+2/OsYsmSJZQrV474+Hiuu+46Nm3axO7duwF45513PH34eVq3bs3ChQtxuVwcOnSItLQ0vxPJFGz3ddddx+bNm88qXylFZmamp9utsKk1hQgXhV3OdSm2WhSjK5sksuq7mT7XmUwmrmgSnAnHS9t8AP7y/QNs27aN3r17U7FiRapVO/crIMnJybz00kskJiZSqVIlLrnkEs+oqGrVqjFmzBgef/xxnE4n1atXZ8KECfm+f9ddd7Fjxw66d+9OtWrVqFmzJjExMWRnZwfU7hdffPGs8qOionjzzTd5+umniYyMpFGjRudshxBl3TnnAygpgjkfgK9RQCaTKSijgEqKUM0HkDfiKJRZP5cvX47L5aJ9+/acOnWKXr168dVXX3lGVZ2LzAcQHqTNgSnqfABlTs26DXnguYns2pzG30cPUfmS6lzRJJHoILwHUFKEcj6AnJwcvyOKhgwZQseOHc+/wl4aNGjAM88843n+MGTIkIBP/qLosu05rNm7kYzTR6hRvhqtL7uR2Kiy8/+G+EdYBgCAaEtMkUf7lGShmg9g3LhxAPTt27dI5RSmTp06fPnllyErX/i348guxqyYisvlwuqwYTFH88mmuTzfbjBXVbviYldPBNmFjzMUQpQp2fYcxqyYSk6uFavDGPhnddjIybUay+1Fe0dGlDznvANQSpUHXgOuAu4ExgL/0VqfDnHdhBDFaM3ejYW+I7NmXzod6t9UzLUSoRTIHcBk4G+Ml7hygIrAByGskxDiIsg4fcRz5V+Q1WHjr1OHi7lGItQCCQDXa62HY8wMdga4F2ga0loJIYpdjfLVsJh9Dxe2mKO5tEJCMddIhFogAaDgG0hmjCyhQogypPVlN/p94c5kMtG6TngNuQwHgQSAFUqp14BYpdQtwDxgWWirFXpOWy4nNv9F5k+7ObH5L5y24E1zvH//fpRSrF69Ot/yDh06sGXLFoYPHw4YL1glJydz7733smzZMqZPnx60OghxvmKjYni+3WBiIi2eOwGLOZqYSIuxXIaCljmBDAN9FhgGnABGY6RzHhXKSoVa9v4THJi3HVwuXHYnpqgIjizfTa2URsTWrnTuAgIQFRXFyJEj+fbbbz0J3wCqVKnieTt42bJl9OjRgyeffJIpU6YEZb9CFMVV1a7ggx7jWLMvnb9OHebSCgm0rtNMTv5lVCBTQtoxTvil+qSfx2nL5cC87bhs//RsuexGj9aBedup/3AiEdFFTxSWkJBA69atee211xg16p+fLi0tjeeee44BAwZ4xrpHR0czc6aRnuLSSy/l3Xff5aOPPqJevXqcOXOGLl26sHjx4nxvQAsRKjFRMTLaJ0wEMgx0N/kzg7qAM8BW4EmtdUaI6hYSp3Zkgr/0Fy4Xp/QRKl17aVD2NWzYMLp3787q1au56ab8/0MlJSXRp08fAAYPHuwZfnfnnXd6sogOHTqUxYsXk5ycLCd/IUTQBfIM4GtgKXA70Bv4DtgIpFEKh4Paj2d7rvgLctmd2I8H72WX8uXLM2rUKEaOHMnp04G/NpGSkuKZA3j+/PkhzbsjhAhfgTwDaKu1vtHr8xClVJrW+gGl1AOhqlioRFWJxRQV4TMImKIiiKoS3L7ONm3aeLqCAlW7dm1q1qzJ4sWLOXr0aKmamlAIUXoEcgdQ0T2dIwBKqYpAOffHwpO0l0AVrqoK/nLLm0xUUOdOd3y+hg0bxqpVqzh82P+LNN55/MGYzOXVV1+lR48eQa+PEEJAYAHgY2C9UuplpdQrwFrgI6XUv4HfQlq7EIiIjqRWSiNM0WZMUUbzTVERmKLN1EppFJQHwAXldQXZ7Xa/2zRv3pwFCxbw2WefAdC5c2dOnDhR6Dy+QghRFIGMAhqnlPoFY4KYXGCw1nqZUqoZMCPE9QuJ2NqVqP9wIqf0EezHc4iqEkMFVS1oJ//atWuzdOnSfMvatGnjmfwlr0//3//+t2d98+bNPd9xuVysX7+eVq1aFTqPrxBCFEWg6aA3ANsxunzMSqmbtdY/hK5aoRcRbQ7aaJ9gGzNmDMuWLfPMayuEEKFwzi4gd7fPIeAPYAewC3gzxPUKa8OHD+fHH3+kXr16F7sqQogyLJBnAP2Ay4C5QEOgP7AthHU6b06npCYSwSP/nkS4CCQAHHa/7PUbcJ3W+jPg2tBWK3BxcXEcOHAAm83mN5e5CB2Xw4n9xEmsmUexnziJy1F6T54ulwubzcaBAweKPKewEKVBIM8A7EqpBoAG2iqlvgdKTGKQ2rVrk5mZyZ9//plvGKUvNpuN6Gjf6W7LqlC22Wm3Y//7hPHB5fIMr42qXImIqKiQ7DMQRWlzZGQklSpVomrVqkGulRAlTyABYCzGG789MPIB3Q+khrJS5yMiIoKEhAQSEs6dqzw9PT3sXqoKVZtzz2Sz8cGBOLKzz1pnjo2l+fRpmGNjg77fQITjcRbiQgTSBfSL1rqj1joLYyKYW4FJIa2VKPEyV63G5aev3OV0krlqtc91QoiSw+8dgFIq3v3XhUqpZP556/cv4CeMOYJFmMrJyMBptfpc57Rayc74q5hrJIQ4X4V1AX0J3Oz++1Gv5bkYI4JEGIupUYMIi8VnEIiwWIitUTLfsRBC/MNvANBa3wKglPpYa/1g8VVJlAZV29zEno9n+FxnioigahvJJy9ESRdIKogHlVKXA/F4JX/TWv8cyoqJki2yXCyNXhjO9ldG43I6cVqtRFgsmCIiaPTC8Iv2AFgIEbhAJoR5GXgaOMw/E8O4gPohrJcoBSo2uprm06eRuWo12Rl/EVvjUqq2uUlO/kKUEoEMA+0HXKG1PhjqyojSxxwbS/WbO13sagghLkAgw0D3yclfCCHKnkDuAJYopcYD3wCet37kGYAQQpRugQSA/u7/3um1LOBnAO4ZxNYA3bTWe9zLPgWWaq1nBFpRIYQQwRXIKKALzkmslGoBTMPIIopSqibwPtARY6J5IYQQF0kgo4DKA+OAqzHuAsYC/9Fanw6g/IHAY8Bn7s/3YnQlHfX7DSGEEMUikC6gyUAGUB3IASpiJIfre64vaq0HACil8j5PcH9uc2HVFUIIESyBBIDr3S+DddVan1FK3QtsDXXF/Nm6tWi7Tk9PD1JNSg9pc3iQNoeHYLY5kADgKPDZDFy0WT+uueYaLBbLBX03PT2dZs2aBblGJZu0OTxIm8PDhbTZarX6vXAO5D2AFUqp14BYpdQtwHxg2XnVQAghRIkTSAB4FjgNnABGA5swUkMIIYQoxQIZBmpXSv2ktR7lniOgndY653x2orWuW+Bz//OqpRBCiKA75x2AUmo08LL7YzlgmFJqREhrJYQQIuQC6QLqCXQG0FrvB5KAPqGslBBCiNALJABEaa3tXp9tXMRRQEIIIYIjkGGga5RSnwMfYeQAuh9YH9JaCSGECLlA7gAGY0wEPxF4HTgEDA1lpYQQQoReIHcAI7TW/wl5TYQQQhSrQO4AuoW8FkIIIYpdIHcAfyilFgOrMF4IA0Br/WbIaiWEECLkAgkAx9z/9Z4XwOVrQyGEEKVHIG8CPwCglKqstf475DUSQghRLAKZEKYh8DVQSSnVHFgC9NZa7whx3YQQQoRQIA+Bp2IM+zystT4ITMGYEEYIIUQpFkgAuERr/UPeB631OxizggkhhCjFAgkALqVUDO4Hv0qpSzEmhRFCCFGKBRIA3gG+BxKUUmOBde5lQgghSrFARgF9rJTaBdwGRAEDvbuEhBBClE6FBgCl1DVAQ2C91vrZ4qmSEEKI4uC3C0gp9QCwAmNKyF+VUp2LrVZCCCFCrrBnAEOAa7TWLYDuwLDiqZIQQojiUOhDYPe4f7TWa4FqxVIjIYQQxaKwAFAw309uKCsihBCieAUyDDSPJIATQogypLBRQE2UUie9PpdzfzYBLq21vA0shBClWGEBoEGx1UIIIUSx8xsAtNZ/FmdFhBBCFK/zeQYghBCiDJEAIIQQYUoCgBBChCkJAEIIEaYkAAghRJiSACCEEGFKAoAQQoQpCQBCCBGmJAAIIUSYOueUkEWhlKoIrAG6aa33KKU6AW8CscAsrfWIUO5fCCGEfyG7A1BKtQBWYUwpiVIqFvgY6AlcDTRXSnUJ1f6FEEIULpRdQAOBx4CD7s+JwO9a691a61zg/wF3hnD/QgghChGyLiCt9QAApVTeoppAhtcmGUDtUO1fCCFE4UL6DKCACPJPKmMCnOdbyNatW4tUifT09CJ9vzSSNocHaXN4CGabizMA7AdqeH2+lH+6hwJ2zTXXYLFYLqgC6enpNGvW7IK+W1pJm8ODtDk8XEibrVar3wvn4gwA6wGllLoC2A30xXgoLIQQ4iIotvcAtNY5QH/gK2A7sAOYW1z7F0IIkV/I7wC01nW9/r4EuC7U+xRCCHFu8iawEEKEKQkAQggRpiQACCFEmJIAIIQQYUoCgBBChCkJAEIIEaYkAAghRJiSACCEEGFKAoAQQoSp4swFdFFYc3LZtukgxzKzOJV1hmsa52KJKfPNFkKIcyrTZ8K9fxzjiw/X43KB3ebAbAb96w/0HdCCy+rHX+zqCSHERVVmu4CsObl88eF6bFYHdpsDAIcDbFaHe3nuRa6hEEJcXGU2AGzbdBCXy/c6l8tYL4QQ4azMBoBjmVmeK/+C7DYHxzKzirlGQghRspTZABBfNY6oaLPPdVHRZuKrxhVzjYQQomQpswGgcdOamEy+15lMxnohhAhnZTYAWGIi6TugBdEWs+dOwGyGaIvZvbxMD4ASQohzKtNnwcvqx/Pkizd73gM4mZXJbT1byclfCCEo4wEAINoSyfUtLgMgPT1dTv5CCOFWZruAhBBCFE4CgBBChCkJAEIIEaYkAAghRJgK6yeiNms2v29O4+/MQ1SuWp0rmyQSbYm92NUSZZzTlsupHZnYj2cTVSWWCldVJSI6rP9XFBdJ2P6rO7hnJwtmTMTlcpFrsxIZbWHVdzPp3v8JatZteLGrJ8qo7P0nODBvO7hcuOxOTFERHFm+m1opjYitXeliV0+EmbDsArJZs1kwYyJ2aw65NisAuTYrdmsOC2ZMxGbNucg1FGWR05bLgXnbcdkcuOxOAFx2Jy6bgwPztuP0k7tKiFAJywDw++Y0XH5ShbpcLnZtTivmGolwcGpHJoWlqD2ljxRvhUTYC8sA8HfmIc+Vf0G5Nit/Hz1UzDUS4cB+PNtz5V+Qy+7EflzuPEXxCssAULlqdSKjLT7XRUZbqHxJ9WKukQgHUVViMUX5/l/OFBVBVJWYYq6RCHdhGQCubJKIyU+qUJPJxBVNEou5RiIcVLiqKoWlqK2gqhVvhUTYC8sAEG2JpXv/J4iyxHjuBCKjLURZYuje/wmiLXIlJoIvIjqSWimNMEWbPXcCpqgITNFmaqU0IsLP/BVChErYDgOtWbchDzw3kV2b0/j76CEqX1KdK5okyslfhFRs7UrUfziRU/oI9uM5RFWJoYKqJid/cVGEbQAAiLbE0Kh5u4tdDRFmIqLNVLr20otdDSHCswtICCGEBAAhhAhbEgCEECJMlaZnAGYAm81WpEKsVt8vgJVl0ubwIG0OD+fbZq9z5lkjDUz+UiKUNOnp6W2AlRe7HkIIUUq1bdas2SrvBaXpDmAD0BbIACRrlhBCBMYM1MA4h+ZTau4AhBBCBJc8BBZCiDAlAUAIIcKUBAAhhAhTEgCEECJMSQAQQogwJQFACCHClAQAIYQIU6XpRbCAKaWWAQmA3b3oX1rr9V7rXwQeBI67F03TWr9dvLUMLqVUd+BFIA5YrLUeWmB9U+BDoCKwAnhYa51b3PUMpgDaXKaOs1JqADDYa1E94DOt9WCvbZpSho5zgG0uU8cZQCn1f8Bz7o+LtNZPFVjflCAc5zIXAJRSJqAhcHkhP8iNQB+t9driq1noKKXqA+8BLYBDwFKlVBet9SKvzf4fMEBrvU4p9REwEHi3+GsbHAG2uUwdZ631hxj/06OUagx8DbxUYLMydZwDbHOZOs5KqXLAZIzz2N/AaqVUJ631j16bBeU4l8UuIOX+72Kl1K9KqcE+trkReF4ptVkpNVUpVdqnAesNzNJa79da24G7Ae87nsuBWK31OveiGcCdxV7L4Cq0zW5l7Th7exd4XmudmbegjB5nb2e12a2sHWczxrk5Dohy/8nOWxnM41wWA0AVYAnGCaIj8LBS6ua8lUqp8sAvwNPADUBlYGTxVzOorgDMSqlvlVKbgEf553YYoCZGDqU8GUDt4qteSBTa5jJ6nAFQSnXCOAHMKbCqLB5nwH+by+Jx1lqfwmjDDmA/sAdY47VJ0I5zmesCct8Gem4F3bdHXYEf3OtPuz/nrX8D+BgYXrw1DapIoB2QDJwGvgXux7gyACPQeyd9MgHO4qteSBTa5jJ6nPP8C3jTx/KyeJzz+GxzWTzOSqkmGM80LgdOYHT3PAVMcG8StONc5u4AlFJtlFIdvRaZ+OdhMEqpy5RSD/pbX0r9BfyotT6itc4G5gOJXuv3Y2QDzHMpcLAY6xcKhba5jB5nlFLRQBJGwCuoLB7nQttcRo/zLcASrfVhrbUV46Im2Wt90I5zmQsAGLeAE5RSMUqpChhXhfO91mcD45VS9dwPjB8rsL40SgVuUUpVVkqZgS5Aet5KrfWfQI5S6ib3ovuARWcXU6oU2mbK5nEGaALs1FpnFVxRRo8zFNJmyuZx/hXopJSKc7epO16pnIN5nMtcANBapwLfYfQLpgMfa63XKqUWKqVu1FofwbidXABojCuGNy5ahYPAPcR1PLAK2A78CUzPa7N7s3uBiUqpHUB5jFEGpda52lwWj7NbfYwrQI+yfJzd/La5LB5nrfVi4EuM89dmjIfA40JxnGU+ACGECFNl7g5ACCFEYCQACCFEmJIAIIQQYUoCgBBChCkJAEIIEabK3JvA4uJRSkUBe4FNWusuxbjfV4BdWutPC9mmEjBfa93hPMu+AxistU72sc4FbAUcGG9mlgNOAo9orTcqpR4GKmutxxVS/h7gDq31Rh/rmgJDtdYPuN9peRNoifHWpxN4W2v9oTtNwuvur12KkUvmgPvzWOBqjPHxecuiMIYXvqC1/t29r+X88+apt1eBxkArrfWtBep3A/BfoA7wEfCq1nqHv7aKkkcCgAimFGATcKNS6mqt9W/FsVOt9QsBbFaF/G9HB0v7AgnZngKmYJww37vQQpVSERgn1R7uReMwUl400Vq7lFI1gXVKqb3uceNN3d97CahaIF3ySxiJ87yX3YeRQbWx1vqke/HTWuu5PuqyGnhOKVVHa73Pa9W/gA+11lal1AvAF0qpVlprGVteSkgAEMH0CDAT+B8wFCMRX3lgOnAlxlVrOsaJo5yv5Vprp1JqEDAE48r6EMYV+E53WVOAm4BcjNTAw93lbNVav+5OC/AvIBqIB8Zprd91bxPrThzXDCPV7iTgEowr5sla64/Bc0dxL3AU+D3QxiulIoHLgGPuzy/hPhkrpR4BHgZsQI67rdu9vlseWAis1Vo/C9wF7NZa512113D/FlGATWt9UCmVkrev86W1/swdBPpipNUubNsMpdS3QH9glFd97wKuc2/zh1Lqb4yA9c2F1EkUP3kGIIJCKdUIaAXMAT4B+imlLsHIylpBa90UaO7evL6/5UqpDsAzGFfW1wFfAF+7X4l/BYjB6NJoihEIkrzqUB4jL3pXrfX1GCmix7tXPwBku/dnAuYCw7TWzdxlPKWUaqmU6gnc7i6/NVDpHE1f5k5DfBDY6bUv79/GDLwF3Kq1bg58ALTx2qQS8D3wnfvkD3AHRrqLPC9hZLfNVEr9Vyk1Ejiptf7jHPUrzK/AtV6fJyilNhX4c4l73TvAA+7jAHAPsFxrvdfr+4sx7gJFKSEBQATLI0Cq1vqo1noDsBsYhJGqobG7j3kY8JbWelchy2/F6K44AqC1ngHUAuoCnYCPtNYOrbVNa52ktV6eVwF3ZshuwG1KqVEYdwflfdS1IdAA+Nh9R/ATEAtc797HPK31KfeEQh+fo93ttdZN3PstByzTWh/23kBr7cAIjGuUUlMxJvn4yGuTzzD60b1f578K2OVVxmaMuS7aY5xoWwOblTEr2oVyAWe8Pj+ttW5a4M9R9/6Xu7dt7952EDC1QHm7+Wc+DlEKSAAQRaaUisNISNVGKbXH/WCzBsZUfvsxcvePxZi+7kelVHet9W5fyzG6Ywr2IZswuj5yvdcppep4XaGilKqN8QzicowAM8JPlc3ACe8THcbD1ele+8sT0DR7WuufgSeAGUqpuj7W/x9GUq9dGAHvS6/Vr2JMZjPea5kL9/+fSqlIpdT7QBWtdbrW+k33Q/ZXMbq7LlRzYMt5bP8u8JD74XR5rfWSAuvtGN12opSQACCCIa+/vKbWuq7Wui5GN095jO6c6Rhz9j6L0dVxg7tP/KzlGKNK+iilqgEopR5wl70L+BG4XykVoZSyYHTjJP1TDW4EjmCcGBdjXJXndcHkYkwgY8JIGpatjHlXUUrVwRjN0wwjq+Kd7iyjERiBLSBa6y+BNGCi93KlVFWl1D7gqNb6LYzA1NxrkzSMO6g7lVKd84rDuEvBfSeigJHukVZ5zxuuBn4OtH4F6vQQxjGafR5f+xTogDH5jq85d+thTGIiSgkJACIYHgHedHd1AKC1/hujS6MXxhX3dqVUOkZ/92SMk8lZy7XWP2CcQJcqpbZhpPPuprV2Ai9jPET9FSPb60Kt9TyveizGuOPQwG8YD2SPYNxpZGCcaLcBFYCewACl1Gb390ZqrVdrrRdidPtsxLgqLzgs8lwGA12VUrd4/RaZGEFpibut4zCeVVBgm0cxuqWqYAQ372GXd7h/o53u32ULRgbUVwKs193uPv1flFK/YuScT9Za53ht4+sZgGeElTZmqpoH9ME4fgXditHVJUoJyQYqRAnkvmtJB27zGglUYimlGgCfYwx/lZNKKSF3AEKUQO67qYHAmItdlwC9CgyQk3/pIncAQggRpuQOQAghwpQEACGECFMSAIQQIkxJABBCiDAlAUAIIcKUBAAhhAhT/x8YiO6bIga5ggAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6aRITE6lZsyaXXHIJ3bt3B6BOnTpMnjyZhx56iPz8fOrWrcvzzz9f6Pu33347u3fvpl+/ftSpU4f69esTHR1NdrbnKbY9e/ZkwIABLFy40G35kZGRvPTSS4wZM4aIiAhatGjhzSEQQnghJPMBAORbszm3az22P/8gsvalVGvV2ePJvzLkAxg7dixXXXVVsTOKymr16tXY7XZ69OjB2bNnufnmm1mwYAG1atXy2T4kH0DFIW2oOCQfQCmFRVWhRrvryrsaXvFVPgCLxcKAAQPcrhs1ahQ9e/a8qPoVaNasGY8++qjz+cOoUaN8evIXQvhWyHYAwcQX+QCmTp1KVlYWQ4cO9U2l3GjUqBGffPKJ38oXQviWdABCiAoj31IwNHuEyNr1jKFZs+9ezBSFSQcghKgQ/B2iRVwo5KaBCiEqHtcQLQXv6NhtFuxWY3m+1TfBGkVh0gEIIcpdIEK0iAtJB+BHe/bsQSlV6OWllJQUfv/9d4/fKS50cqCMGzeuUByfon7//XePoSUef/xxDh065PW+iitLhI5AhGgRFwrZDiDblsOKX9bxvx8XseKXdWTbcny+jwULFnDjjTfy2Wef+bxsf5o0aRJXXnnlRX03LS3tgjAPQpSkIESLO/4I0SIMIfkQePfxvUxeMwu73Y4lz4o5PIr3t87niW4juaKO+5j9pWWz2ViyZAkfffQRgwcP5sCBA4VCGS9cuJDVq1dz4sQJjh8/To8ePRg7dizgPnRyVFQU06dPZ+PGjZw+fZr4+HimT59OXFyc2/2/++67nDhxgjFjxrBu3TpGjRrFqlWrAOjduzcffvghhw8fviA8daNGjbj77rsZOXIkSUlJvPjii3z99dfUrl2bOnXqOKOb5uTk8PDDD/Pzzz9To0YNXn31VebNm8exY8cYMWIEH330EQcPHnRb/q5duxg3bhxgBIkTolqrzpz4do77lX4I0SIMIXcHkG3LYfKaWeTkWrDkWQGw5FnJybUYy310J/Ddd99Rv359mjRpwnXXXef2LiAjI4MZM2aQmprKjz/+yDfffAO4D53822+/8euvv/Lpp5/y9ddfU69ePRYvXuxx/8nJyWzcuBEwwjtHR0eze/duDh48SPXq1alRo4bb8NSuVq5cSUZGBqmpqbz55pvs2rXLue7kyZPce++9pKamEhcXx9KlSxkxYgTx8fG8+eabxMTEeCz/scce45FHHmHRokU0bNiwzL9rEfwKQrSYoqo47wRMkWZMUVV8FqJFXCjk7gA2HNjicYjCbrez4WAGKU3LfrWxYMEC+vbtCxgvcj3yyCOMHj260DY9e/Z0XsH36dOHTZs20atXL7ehk7t3785jjz3GvHnz2LdvH1u3bi02OUqzZs04d+6cMwDdkCFDyMjIYO/evSQnJ7N///4Sw1Nv2LCB3r17ExUVRVRUFNdd99eb0/Hx8bRt2xaA5s2bXxDe2VP5J0+e5NixY3TubPyOBw0axIIFC7z7pYpKLbpRS/42+i2vQ7SIsvN7B6CUqgFsAPpqrfc7ln0ArNRaz/H3/os6cu6488q/KEuelT/OHivzPk6cOMHatWvZuXMnH3zwAXa7nTNnzjiv8Au4hjbOz893fnYXOnnHjh385z//YejQofTq1YuwsLASx9q7du3KN998g8lkIiUlhRdffJHIyEhGjRpFfn5+ieGpw8LCLjq8s6fyi24r4Z2Fq2AK0VIZ+HUISCmVBKwDWjg+11dKLQFu9ed+i1OvWh3M4VFu15nDo7i0enyZ9/HFF1/QoUMH1qxZw8qVK1m1ahX3338/n376aaHt1q5dy9mzZ7FYLHz55Zd069bNY5mbN28mMTGRO++8k8aNG7N69epiw0SDMQz0xhtvkJCQQMuWLdm/fz/79u2jVatWNG3a1GN46gKdOnVi+fLlWK1Wzp07x+rVq70K75yXl+ex/Nq1a1O/fn1Wr14NUGK+AyGE//j7DmA48E/gQ8fnu4AvgBN+3q9HnS67lve3zne7zmQy0alR2SMDLlq0iIcffrjQsrvuuou3336batWqOZfFxsYyfPhw/vzzT/r370/Xrl1JS0tzW2afPn0YOXIk/fr1A4ysY8VNJwUjy9fx48dJTEzEZDLRokULZ1joqKgoZsyY4TY8dYHu3bvzww8/MHDgQGrWrEl8fHyJKRm7d+/OiBEjePvttz2W//zzz/P444/z8ssv065du2LLE0L4T0DCQSul9gPdXYaA5gCrSzMEVBAOuujyiIgImjcv3cydPSf3MT3tbez8NQvIhImHk4bRIrZJqcq6WIsXLyYjI4NnnnkmIPu7GD/++CMHDhygX79+2Gw2hg4dyoQJE0IiJv/evXvJzc0t72oI4UvBHw7aXT6A0saHvzqmDW9eOpUNBzP44+wxLq0eT6dGCURHRrvd3h8x6M1mMxEREWUu9+677+bMmTMXLB88ePAFsf9L245WrVrxzjvv8PHHH2O327n55pu5+uqry1TfsgpUPoCoqCiuuuoqv5VfGeLQSxsqDi/zAVwg6DoAX4mOjPbJbJ+LNWjQIAYNGlTmcgqSz/tDrVq1eOedd/xWvhCifIXcewBCCCEM0gEIIUSICsgQkNa6cZHPQwOxXyGEEJ7JHYAQQoQo6QCEECJESQfgR8GaD8BXVqxYwYwZM4rd5u6773b78tuqVat47733SrU/T2UJIdwL2WmgueezyVy3npwjR4iuV4+4Lp2JqOrboFOu+QB69erl07KDQc+ePenZs+dFfdfTvGUhhO941QEopf4GxALOQDBa6+/9VSl/O7PrJ3Y9Owl7fj75FgthZjP7351Dq6fGUaOVb5JPl3c+AIBt27YVisc/duxYWrRowY4dO5yhmbt27UpqaiorV650W8bJkycZMGAAa9eudW7/+OOP06dPH9544w3Cw8O58847efbZZ/n555/Jy8tj+PDh9O3bl4ULF5Kens7UqVNJS0vjv//9L+Hh4bRr145ffvnF+Q7D/PnzmTp1KmfOnGHcuHFcdtllzrhJ9evX58Ybb3SWb7PZ+Mc//kHfvn2xWq2MGzeOHTt20KBBgwsikgohilfiEJBS6lngJ2ARsMDx4z6YThDIPZ/NrmcnkZedTb7FSEGXb7GQl/3Xcl8o73wAVqv1gnj8EydOBODRRx/l3//+N4sWLSIqyn1gvAKxsbHUq1ePPXv28Msvv5CXl0d6ejpgBLPr0aMHs2fPpnXr1ixcuJCPPvqI119/nYMHDzrLsNlsPProozz//PN8/vnnhSKJAlSvXp1FixYxfvx4Xn31VZo3b87gwYMZPHgwt9xyS6Hy3377bWf5BR3IsmXLGD9+PAcOHPDiyAghCnhzB3A30FxrfdjflQmEzHXrsXsIcWzPzydz3XrqXl/2cLTlnQ/AXTz+s2fPcvLkSTIzM+natSsAt912GwsXLiy2Ld26dWPjxo1ERERwzz338OWXX3L27FkyMzNp1qwZGzZsICcnxxnX//z58/z888/O7+/Zs4dLLrnEmf3r1ltvZdKkSc71BXkG3OUVAAqVn5+f7yw/PT2dO+64A4DGjRuXe5gKIYKNNx3Awcpy8gfIOXLEeeVfVL7FQvaRsiefrgj5ANzF4z948OAF0TwjIyNLbE/37t2ZNWsWUVFRjB49mmXLlrFkyRK6dOni3Nfzzz9P69atAcjMzKRmzZosWbLE2U5PeQVcfw+eQk27lp+VlUV2djY1a9Zk7ty5hX4HRe8shBDF82YW0Aql1DSlVGel1DUFP36vmZ9E16tHmIeQxmFmM1XqlT35dEXIB+AuHv8TTzxBTEwMTZs2ZcWKFQDOk3RxWrduzb59+9i/fz/NmjUjKSmJ2bNn06NHDwA6dOjAJ598AsCxY8fo378/R44cKVSXM2fOoLX2ep/h4eHOaJyu5R8/ftxZfseOHVmyZAn5+fkcOnSI778P2sdSQpQLby6Zhjr+vM1lmR1o6vPaBEBcl87sf3eO23WmsDDiupQ9QFxFyAfgLt7/hAkTAHjuuecYP348r7zyCs2aNSuxPSaTiYSEBLIdz0c6dOjAvHnzaN++PQAjR47k6aefpm/fvuTl5TFmzBguu+wyZ+cTFRXFtGnTeOyxxwgLC6NJkyZER7uPvFqgffv2PPbYY8TFxRUq32azOcsfMmQIP//8M71796ZBgwYhEaZaCJ+y2+3F/rRo0eLmkrYJxM+WLVsab9myxZ6Tk2N3tWvXLntpnd65y77xjrvsG267076u/yD7htvutG+84y776Z3uyzp37lyp91GSBQsW2B977DGfl1scd+04ePCgvUePHn7db15env25556zZ2Vl2e12u/3dd9+1T5ky5aLK8sexcOdi/l2VxpYtW/xafiBIGyqO4tqRk5Nj37Jli33Lli2N7UXOq97cAUwCPvdzPxRQNVq1pP17b5G5bj3ZR/6gSr1LievSmfAqwZd8ujT5AIozZ84cFi1adMHy+Ph43nrrrTLVMSwsjFq1anHrrbcSGRlJgwYNCj0EFkKUD286gO1KqXHAWuBcwcJgfg8AILxKFZ/M9rlYFSUfQMOGDZ3vAAwdOrTM9fFkxIgRjBgxwm/lCyFKz5sOIMnxM8xlWdA+AxBCCGEosQPQWgcmSa4QQoiAKrEDUEr9291yrfVLvq+OEEKIQPFmCOhKl79HAcnACv9URwghRKCU+CKY1vpel5+7gEQg3v9VC0533nknX375ZaFl58+fJykpiZMnT16w/cKFC51B4DyZO3cuqampAMyYMYMVK1bw+++/k5KSUmgZEPBQ0tu3b2fcuHHFbjN27Fi34Sa2bdvG888/X6r9TZgwocTQFUII75T63Xmt9WGlVGM/1CWgLDm57Nx6mJOZWcTGxdC6XX3M0WUPJXDLLbewZMkSbrrpJuey5cuXk5SURGxs7EWV+f3335OYmAjgjCfk+hKYa4yhgkBtgXLllVdy5ZVXlryhG3v37uXEiRM+rpEQwlulfQZgAq4FjvmtRgFw4NeTfPx2GnY72Kx5REaFs3zxToYMS+Kyphd3ki7Qu3dvpk2bxqlTp6hVqxYAixcv5p577uE///kPWmtMJhN///vfufnmmwt9d9myZbz33nvk5ORgtVqZPHkyOTk5rFy5kk2bNlGnTh2+/PJLEhMTnR0CGFfYiYmJ7Nq1CzACvN1+++1s2rSJF198EYBXXnmFsLAw/vnPf15Q59zcXLp27co333xDtWrVGDx4MCkpKYwYMYLU1FQyMjIYP34806ZNIz09nby8PAYNGsTQoUNJS0tj1qxZfPjhh+zZs4exY8eSl5fHtddey5o1a5zxj1avXs3HH3/MiRMnuP/+++nduzczZ87k/PnzzJ49mxEjRrgt3263M3XqVFavXk18fDxWq7VMx0cI8RdvYgFd6fLTGjgADPFnpfzJkpPLx2+nYbXkYbMasXRs1jysljzH8twylR8TE0PPnj356quvADh69Cj79u0jLS2N2rVrk5qayvvvv88rr7zC7t27nd/Lz8/n008/5fXXX2fx4sUMGzaMN998k06dOpGSksKoUaOcETw9GT9+PADz5s2jT58+bNy4kXPnjFc3UlNTC92VuIqIiKBDhw5s3ryZrKwsDh8+zObNmwEjXlH37t2ZO3cuYIS5mD9/PitWrHCGeigwduxYRo8ezRdffEGjRo0KxSqyWq3MmzePN954g+nTp1OjRg1GjRpFSkoKDzzwgMfyv/76a3bt2kVqaiozZswoNvyFEKJ0vBnz+Fxr/YXrAqXU3UDZ3kAqJzu3HsZTEE273Vh/dZLnMMveGDRoEDNmzGDw4MEsWbKE/v37s3btWiZPngwYMYB69uxJenq6MzZQWFgYr776KitXrmTfvn2kp6cTFnbxGTtjYmJITk7mm2++oVGjRjRq1Ig6dep43D45OZmNGzcSFhZGv379WLp0KTabjS1btvDss88yZswYfvrpJzZt2gQYzzW01jRv3hyAU6dOcejQIZKTkwFjKOyDDz5wlt+zZ09MJhOXX36525DPGzdudFv+L7/8wg033EBkZCSxsbF07lz2WE1CCIPHDkAp1Q+IBJ5XSoXxVzawSOAZgrQDOJmZ5bzyL8pmzeNkZlaZ99G+fXuOHz/OkSNHWLx4MbNmzWLNmjWFtrHb7YWukLOysrj11lvp378/7du3RynFRx99VKZ6FCRTadiwYYlvHXfr1o333nuP8PBwOnbsyK+//sr8+fNp0aIFZrPZGeTthhtuAIxMYTExMWzduhUwonfaiwlPXVLIZ0/lT5s2rVC5riG0hRBlU9wlZjvgXxgzfkY5/v4vjDeCp/u9Zn4SGxdDZJT7k0hkVDixcTE+2c/NN9/M7NmzqVmzJpdddhkdOnRg/nwjkdrJkydZsWJFoXH8/fv3YzKZuP/++0lKSuKbb75xdhDh4eHFhn525RpG+dprr+WPP/4gLS3NmXTFk9jYWKKjo1m1ahUJCQl06NCB1157rVDI57lz52Kz2cjKymLIkCHOkz8YWb0aNWrEd999B1xcyGd35Xfs2JFly5ZhtVo5ffo0GzZs8Or3IIQomcc7AK31RGCiUupBrfVrAayTX7VuV5/li3e6XWcyGet9YdCgQaSkpDiDnv3zn//k6aefpl+/fuTl5XH//ffTunVrZ4z8K664gpYtW9K7d29MJhNdunQhIyMDgE6dOvHSSy9RvXr1Evfbs2dPBgwYwMKFCzGbzVx//fWcOnWKqKgobDZbsd/t1q0b3333HTExMXTo0IHJkyc7h3QGDx7Mb7/9xsCBA8nNzWXQoEEkJSUVCl89bdo0nnjiCV5++WWUUiWGfG7bti2zZs3ihRdeYPTo0W7LB2Oqad++fYmLi6NpU4lAIoSvmIq7bQdQSoUDDwNtMO4ARgLTtNbeXZL6SEZGRmNgX5s2bQpltfrpp59o2bJ0idzdzQIymfA4CygrK4uYGN/cGQSK3W7HZrNx77338sQTTzizafmzHbNmzeL2228nPj6e5cuXs2TJEl555RWf7iNQx+Ji/l2VRkZGBgkJCX4rPxCkDRVHce2wWCzs2LEDoElCQsJ+13XePASeBtQB2mMMGd0I1MMYFgpKlzWN5d8Trr/gPYAoc+VJKXj8+HFuuukmbrvtNmeqxq+//pr333/f7fYFqSPLon79+tx3331ERERQo0YNCfksRAXnzRmvJ3ANkKG1Pq2UugHY6tdaBUCUOaLMs30qsvj4eOdUzgK9evXySQhqT3wV4loIERjezDO0aa2dGb211hagbJPlhRBClDtv7gB2KKX+CYQrpRTwb+BH/1ZLCCGEv3nTAYzGmPZZF1gHLMfL8X+lVA1gA9BXa71fKXUd8BJQBfhMaz3+omothBCizLxJCHMG+LvrMqWU51dK/9omCXgLaOH4XAV4FyOc9EHgS6VUb631souotxBCiDIq7k3g2sAjwEngZa11nuON4H9ivAlcUtS04Y5tC94YTgR+1lrvc5T/P+A2QDoAIYQoB8U9BJ4DtAIGAv92hIBOB8ZjPAcoltZ6mNZ6rcui+sARl89HgIalrG+FF2r5AHxp+PDhHD161OP6tLQ0hg8f7nZdadudlpYW1L8rIXyhuCGg1sDlQC3gW+AhYAnQU2t9+iL2FYaRTL6ACcj3sK1HjhcanCIiIsjKKn38Hpslh327vufMyWPUiI2nSatriDR7fnPV23307duXRYsW0b17d+ey1NRUrr32Wsxm8wXlWCwWcnNziy0/PT2dhIQEsrKyGDZsGACHDx8mPz+/0LKsrCzS09OLLetifleB8vLLLwOe65iTk+NxfUntdldWXl6ex+9YrVbnm9j+4u/yA0HaUHFcTDuK6wDOaq3twJ9KqYbAY1rrORdZN4DfMV4gK3ApcLi0hbh7E7i0b4Ye3r+HJXOmY7fbybVaiIgyk/7tQvoNfZj6jVtcsH1p3j69+eabmTFjBjabzZkP4Ouvv+aee+7hqaeeuiAfgNlsJiIigpiYGI/5ANasWcOWLVto2LBhoXwAYWFhxMTEXJAPYOjQoaXKBwBGMDZv4vHHxsaSnJzscb7/xIkTadasGUOGDOGzzz5jzpw5LFu2DJvNxnXXXce3337Lxo0bmTlzJrm5uTRs2JCJEydSu3ZtUlJS+OCDD6hbty4TJkwgIyODunXrYjKZePDBB4mOjubPP//koYce4sCBAzRp0oSZM2cybdo0Z7vnzZvHmjVr3Ja/bt06pkyZgtlspkmTJoSHh3s8rlFRUVx11VVeHfOLURneQJU2VBxevgl8AW/jDR8v48kfIA1QSqnmjvASQyiH8X+rJZslc6Zjs+SQa7UAkGu1YLPksGTOdKyWnDKVH4z5AACP8fiXLVvGzp07SU1NZfr06RfkACgqOTnZGdJ506ZNnD59mszMTDIyMrj66qs5e/YsL774Iu+88w6ff/45Xbp04YUXXihUxqeffkp2djZfffUVU6ZMYfv27c51f/zxB0899RTLli0jMzOTDRs2FGr3yZMn3ZZvtVoZO3YsM2fOZOHChSXGKRIiFBR3B+A6XFPmNExa6xyl1FBgARANLAXml7Xc0vp5W7rHsMV2u52929Jp1b5bmfYRjPkAPMXj37t3rzMef1xcnPO5gydJSUk8+eST5OXl8euvv9KnTx82b97M9u3b6d69Oz/++CNHjhzhnnvuAYyOr2bNmoXKWL9+Pbfffjsmk4kGDRrQsWNH57oWLVrQqFEjAJo1a3ZBbgFP5WutiY+Pp1mzZgAMHDiQGTNmePOrFKLSKq4DuEIptc3x9+YufwdAa93Wmx1orRu7/H0F4L/7ai+cyjzqvPIvKtdq4dQJzw8hvRWM+QA8xeMvGJcvEBFR/Mxhs9lMy5YtWbJkCU2bNiUpKYmNGzeSkZHBsGHD+P7777nmmmt4/fXXAeP2tOg4fHh4OPn57h8PueYDMJlMF3TmeXl5bss/fPiw5BUQoojiLjF781cOANe/F/wEpVpxdYmIMrtdFxFlptYldX2yn2DLB+ApHn+XLl1YunQpVquVs2fPOuP9Fyc5OZlXX33V+axixYoVVK1aldjYWK666iq2bt3Kvn37AHjttdecY/gFOnXqxNKlS7Hb7Rw9epT09HSPiWSKtttT+UopMjMzncNuRWdqCRGKissHUPL/9CB0edtE1n35qdt1JpOJ5m0T3a4rrWDLB+Ap3j/Azp07GThwIDVq1Ch2GKlA9+7defrpp0lMTKRmzZpccsklzllRderUYfLkyTz00EPk5+dTt25dnn/++ULfv/3229m9ezf9+vWjTp061K9fn+joaLKzs71qt7vyIyMjeemllxgzZgwRERG0atWqxHYIUdmVmA+govBlPgB3s4BMJpNPZgFVFP7KB1Aw48ifUT9Xr16N3W6nR48enD17lptvvpkFCxZQq1YtyQdQgUgbKg5/5gOodOo3bsG9j09n77Z0Tp04Sq1L6tK8bSJRxbwHEGz8mQ8gJyeHAQMGuF03atQoevbsWfoKu2jWrBmPPvqo8/nDqFGjnFNqhRC+E5IdAECUObrMs30qMn/lA5g6dSoAQ4YMKVM5xWnUqBGffPKJ38oXQhhK7ACUUtWA54ArMGL3TAH+o7U+5+e6CSGE8CNvJprPBE5hhIPOAWoAb/qxTkIIIQLAmw7gaq31OIzMYOeBu4B2fq2VEEIIv/OmAyg6AT2ciwjiJoQQomLxpgNYo5R6DqiilOoFLARW+bdawe33339HKcX69esLLU9JSWH79u2MGzcOMObXd+/enbvuuotVq1bx3nvvlUd1hRAhypsO4DHgHHAamARsA8b4s1KBkG/N5fS2P8j8bh+nt/1BvtW3ee4jIyN58sknncHYCtSuXdv5ctiqVavo378/H330ETt27LhgWyGE8CdvUkLagImOn0oh+/fTHFq4C+x27LZ8TJFhHF+9jwaDWlGlYc2SC/BCfHw8nTp14rnnnmPixL9+denp6Tz++OMMGzbMOdUxKiqKTz813k6+9NJLmT17Nu+88w5NmjTh/Pnz9O7dm+XLlxd6AU4IIcrKm2mg+ygcGdQOnAd2AP/WWh9x+8UKKt+ay6GFu7Bb/3q0YbcZjzQOLdxF0/sTCYvyTaCwsWPH0q9fP9avX0/nzp0LrUtOTmbw4MEAjBw50hmo7LbbbnMGkRs9ejTLly+ne/fucvIXQvicN0NAnwMrgVsw0kN+CWzBSA8ZdNNBz+7OBE/hL+x2zurjPttXtWrVmDhxotuhoOIMGjTImQJy0aJFfg27IIQIXd68CdxVa32ty+dRSql0rfW9Sql7/VUxf7H9me284i/KbsvH9mfZEsIU1aVLF+dQkLcaNmxI/fr1Wb58OSdOnPBrZiohROjy5g6ghlLKGYZSKVUDqOr4WHyM3goosnYVTJHum22KDCOytu/jAY0dO5Z169Zx7Ngxj9u4hnEGI5b/f//7X/r37+/z+gghBHjXAbwLpCmlnlFKPQtsBN5RSv0L+MmvtfOD6lfEgafY8iYT1VXJ4Y5Lq2AoqLhwzO3bt2fJkiV8+OGHANxwww2cPn3aY9A1IYQoK29mAU1VSv2AkRQmFxiptV6llEoA5vi5fj4XFhVBg0GtLpgFhMlEg0GtfPIAuGHDhqxcubLQsi5dujhj/xeM6f/rX3/l1Wnfvr3zO3a7nbS0NDp27Ejdur5JUCOEEEV5Gw10M7ALY8gnXCl1vdb6G/9Vy7+qNKxJ0/sTOauPY/szh8ja0VRXdXw2+6esJk+ezKpVq3jrrbfKuypCiErMm2mgzwKPOz7aADNGZ3ClH+vld2FR4dS88tLyroZb48aNc74tLIQQ/uLNM4B7gMuA+UALYCiw0491EkIIEQDedADHHC97/QRcpbX+kAp29Z+fL7HphO/IvycRKrzpAGxKqWaABroqpSKACpM7MSYmhkOHDmG1WgmW/MaiYrLb7VitVg4dOhR0OaCFuBjePASegvHGb3+MeED/B6T6s1Kl0bBhQzIzM/ntt98KzaP3JavVSlRUlF/KDqTK0A5/tyEiIoKaNWsSFxfnt30IUVF40wH8oLXuCaCUagdczoU5AspNWFgY8fHxxMfH+20fGRkZleJt3MrQjsrQBiEqCo8dgFIq1vHXpUqp7vz11u8fwHcYOYKFEEIEqeLuAD4Brnf8/YTL8lyMGUHCg3xrLmd3Z2L7M5vI2lWofkUcYVHevnIhhBCB4fGspLXuBaCUeldrfV/gqhTcApFrQAghfMGbUBD3KaX+BsTiEvxNa/29PysWjAKZa0AIIcrKmzeBn8FIAXmMvxLD2IGmfqxXUPIm10BFfftYCBF6vBmYvgdorrU+7O/KBLtA5xoQkHs+m8x168k5coToevWI69KZiKpVyrtaQgQFbzqAg74++SulxgL3AhbgM631JF+WX14Kcg246wT8lWsglJ3Z9RO7np2EPT+ffIuFMLOZ/e/OodVT46jRqmV5V0+ICs+bN4FXKKWmKaU6K6WuKfi52B0qpa4DhgDtgauBJKVUpch5WB65BkJV7vlsdj07ibzsbPItFgDyLRbysv9aLoQonjcdwFDgNuB/wALHT1mmgV4NfK21PqO1zgO+Am4uQ3kVRkGuAVNUuDPrmCkyDFNUuM9yDQhD5rr12D3E7LHn55O5bn2AayRE8DEFOn6OUqonMB3oDpzHSDofprW+objvZWRkNAb2+bl6vpFrJ/JYHmHZ+eRXCcMWHw4RQZc9s0KzfbuSvA2bPK4P79yRyJ49AlgjISq8JgkJCftdF3gzC6gaMBVoiXEnMAX4j9b63MXUQGu9Qik1B1gNnAS+BTp4+/02bdpgNpsvZtcXLSMjg4SEhIDu0x8qQzsK2vDHiT/Zl/GDc/jHVZjZTJOr21G3Are1Mh2LYFYZ2gDFt8NisbBjxw6367wZApoJnAbqAjlADYzgcBfFkWB+gda6rda6O8aD4F8utjwRmuK6dMYU5v6fryksjLgunQNcIyGCjzcdwNVa63GATWt9HrgLaFeGfTYBvlBKRSilagJ/B+aWoTwRgiKqVqHVU+MIr1KFMMcdYZjZTHiVv5YLIYrnzTTQopE/w4GLzpihtd6mlFoAbHOUNV1rLU/sRKnVaNWS9u+9Rea69WQf+YMq9S4lrktnOfkL4SVvOoA1SqnngCpKqV7Av4BVZdmp1noiRm4BIcokvEoV6l5/XXlXQ4ig5M0Q0GPAOYznAJOArRihIYQQQgSxEjsArbUN+E5rnQTcAGzRWktMAyGECHIldgBKqUnAM46PVYGxSqnxfq2VEEIIv/NmCGgAxpU/WuvfgWRgsD8rJYQQwv+86QAiHcNABayUYRaQEEKIisGbWUAblFIfAe9g5AH4PyDNr7USQgjhd97cAYzESAQ/HXgBOAqM9melhBBC+J83dwDjtdb/8XtNhBBCBJQ3dwB9/V4LIYQQAefNHcCvSqnlwDqMF8IA0Fq/5LdaCSGE8DtvOoCTjj+buCwLbBIBIYQQPldiB6C1vhdAKVVLa33K7zUSQggREN4khGmBkbWrplKqPbACGKi13u3nugkhhPAjbx4Cz8KY9nlMa30YeIUyJIQRQghRMXjTAVyitf6m4IPW+jWMrGBCCCGCmDcdgF0pFY3jwa9S6lKMRC5CCCGCmDcdwGvA10C8UmoKsMmxTAghRBDzZhbQu0qpvcBNQCQw3HVISAghRHAqtgNQSrUBWgBpWuvHAlMlIYQQgeBxCEgpdS+wBiMl5I9KqRsCVishhBB+V9wzgFFAG0cqyH7A2MBUSQghRCAU+xDYMe8frfVGoE5AaiSEECIgiusAisb7yfVnRYQQQgSWN9NAC0gAOCGEqESKmwXUVil1xuVzVcdnE2DXWsvbwEIIEcSK6wCaBawWQgghAs5jB6C1/i2QFRFCCBFYpXkGIIQQohKRDkAIIUKUdABCCBGivMkJ7HNKqf8HPO74uExr/Uh51EMIIUJZwO8AlFJVgZlAMnAV0FUpdV2g6yGEEKGuPIaAwh37jcEILx0JZJdDPYQQIqQFvAPQWp8FngR2A78D+4ENga6HEEKEOpPdHtgID0qptsD7QC/gNPA/IF1r/Xxx38vIyGgM7PN7BYUQonJqkpCQsN91QXk8BO4FrNBaHwNQSs0BHgSK7QAKtGnTBrPZ7L/auZGRkUFCQkJA9+kPlaEdlaENUDnaIW2oOIprh8ViYceOHW7XlUcH8CMwTSkVA5zHyDWwuRzqIYQQIa08ngEsBz4BMoBtGA+Bpwa6HkIIEerK5T0ArfVzwHPlsW8hhBAGeRNYCCFCVLncAQQLqyWbn7el89uOH4nOP8flbROJMlcp72oJIYRPSAfgweH9e1gyZzp2u51cq4Vj+3ex7stP6Tf0Yeo3blHe1RNCiDKTISA3rJZslsyZjs2SQ67VAkCu1YLNksOSOdOxWnLKuYZCCFF20gG48fO2dDy9IGe329m7LT3ANRJCCN+TDsCNU5lHnVf+ReVaLZw6cTTANRJCCN+TDsCNWnF1iYhy/7ZxRJSZWpfUDXCNhBDC96QDcOPytomYTCa360wmE83bJga4RkII4XvSAbgRZa5Cv6EPE2mOdt4JRESZiTRH02/ow0SZo8u5hkIIUXYyDdSD+o1bcO/j09m7LZ3dO3/kitZX0bxtopz8hRCVhnQAxYgyR9OqfTeyw2JoVQkiBgohhCsZAhJCiBAlHYAQQoQo6QCEECJESQcghBAhSjoAIYQIUdIBCCFEiKr000AtObns3HqYk5lZxMbF0LpdfczRlb7ZQghRokp9Jjzw60k+fjsNux1s1jwio8JZvngnQ4YlcVnT2PKunhBClKtKOwRkycnl47fTsFrysFnzAKMTsFryHMtzy7mGQghRviptB7Bz62E8hPTHbjfWCyFEKKu0HcDJzCznlX9RNmseJzOzAlwjIYSoWCptBxAbF0NkVLjbdZFR4cTGxQS4RkIIUbFU2g6gdbv6eAjpj8lkrBdCiFBWaTsAc3QEQ4YlEWUOd94JREaFE2UOdyyv1BOghBCiRJX6LHhZ01j+PeH6C94DkJO/EEJU8g4AIMocwdVJl5V3NYQQosKptENAQgghiicdgBBChCjpAIQQIkQF/BmAUmoYMNJlURPgQ631SA9fEUKIkJVty2HDgS0cOXecetXq0Omya6kSGe2TsgPeAWit3wbeBlBKtQY+B54OdD2EEKKi2318L5PXzMJut2PJs2IOj+L9rfN5ottIrqjTvMzll/cQ0GzgCa11ZjnXQwghKpRsWw6T18wiJ9eCJc8KgCXPSk6uxVhuyynzPsqtA1BKXQdU0VrPK686CCFERbXhwBbsHiJa2u12NhzMKPM+TJ524G9KqXnAQq31J95sn5GR0RjY59dKCSFEBbE6M520U9s8ru9Qqy3JcYmlKbJJQkLCftcF5fIimFIqCkgGhpb2u23atMFsNvu8TsXJyMggISEhoPv0h8rQjsrQBqgc7ZA2+NepX7LZ+sNu5/CPK3N4FO0ub0tCU6PuxbXDYrGwY8cOt+vKawioLbBHay0xmYUQwo1Ol12LyUNES5PJRKdGZe+4yqsDaAr8Xk77FkKICq9KZDRPdBtJdIQZc3gUYFz5R0eYjeU+mApaLkNAWuu5wNzy2LcQQgSLK+o0583+U9lwMIM/zh7j0urxdGqU4JOTP4RAMDghhAhm0ZHRpDTt7Jeyy/s9ACGEEOVEOgAhhAhR0gEIIUSICqZnAOEAVuuFc2IDwWKxlMt+fa0ytKMytAEqRzukDRWHp3a4nDPDi64rtzeBSysjI6MLsLa86yGEEEGqa0JCwjrXBcF0B7AZ6AocAfLKuS5CCBEswoF6GOfQQoLmDkAIIYRvyUNgIYQIUdIBCCFEiJIOQAghQpR0AEIIEaKkAxBCiBAlHYAQQoQo6QCEECJEBdOLYAGjlHoBiNNaDy2yfAJwH/CnY9FbWutXA1y9YimlVgHxgM2x6B9a6zSX9e2At4EawBrgfq11bqDrWRIv2hEMx6IfMAGIAZZrrUcXWd+O4DgWJbWjQh8LpdQwYKTLoibAh1rrkS7btKOCHwsv21GqYyEdQBFKqZ7A/wFfull9LTBYa70xsLXyjlLKBLQA/lbMP97/AcO01puUUu8Aw4HZgaqjN7xsR0U/Fk2B14Ek4CiwUinVW2u9zGWzYDgW3rSjQh8LrfXbGCd3lFKtgc+Bp4tsVuGPhZftKNWxkCEgF0qpWGASMNnDJtcCTyiltimlZimlfJOWx3eU48/lSqkflVIjC61U6m9AFa31JseiOcBtAayft4pth0NFPxYDgc+01r9rrW3AHYDrHUywHIti2+FQ0Y+Fq9nAE1rrzIIFQXQsXF3QDodSHQvpAAp7AxjHX7dPTkqpasAPwBjgGqAW8GQgK+eF2sAKjP+0PYH7lVLXu6yvjxFLqcARoGHgque1YtsRJMeiORCulFqslNoKPEjhf1fBciyKbUeQHAsAlFLXYZzo5xVZFSzHAvDcjos5FjIE5OAYXzuotV6hlBpadL3W+hzQx2X7F4F3MTqMCsFx2+e89XPcyvYBvnEsCgNcgz+ZgPyAVdBLJbUjGI4Fxv+tbkB34BywGGNocY5jfVAcC0poR5AciwL/AF5yszxYjkUBt+24mGMhdwB/uQO4wXGV8yzQXyk1vWClUuoypdR9Ltub+OsBZYWglOrieIZRoGgdf8eICljgUuBwIOpWGiW1IxiOBfAH8K3W+rjWOhtYBCS6rA+KY0EJ7QiSY4FSKgpIxujAigqWY1FsOy7mWEgH4KC1vl5r3UZr3Q54ClistX7YZZNsYJpSqonjIeU/Mf4zVCS1gOeVUtFKqeoYV2rOOmqtfwNylFIFGabvBpZdUEr5q0Ux7SA4jkUq0EspVUspFQ70BjIKVgbRsSi2HQTHsQBoC+zRWmcVXRFExwKKaQcXcSykAyiBUmqpUuparfVxjFuvJYDG6F1fLNfKFaG1TsWYvfQDxn/Sd7XWGwva4NjsLmC6Umo3UA2YWT619aykdgTJsUgDpgHrgF3Ab8B7QXgsim1HMBwLh6YYV/pOwXYsHDy242KOheQDEEKIECV3AEIIEaKkAxBCiBAlHYAQQoQo6QCEECJESQcghBAhSt4EFj6jlIoEDgBbtda9A7jfZ4G9WusPitmmJrBIa51SyrJvBUZqrbu7WWcHdgB5GG+SVgXOAA9orbcope4HammtpxZT/n7gVq31Fjfr2gGjtdb3Ot6HeAnogPGWaj7wqtb6bUdogBccX7sUCAcOOT5PAVpizAkvWBYJbAOe0lr/7NjXauBvwOki1fgv0BroqLW+sUj9rgG+AhoB7wD/1Vrv9tRWUfFIByB8aRCwFbhWKdVSa/1TIHaqtX7Ki81qU/hNXF/pUSSw2CPAKxgnzNcvtlClVBjGSbW/Y9FUjFAMbbXWdqVUfWCTUuqA1no50M7xvacxQpm7hgh+GiOgm+uyuzEie7bWWp9xLB6jtZ7vpi7rgceVUo201gddVv0DeFtrbVFKPQV8rJTqqLWWueVBQjoA4UsPAJ8CvwCjMYK4VQPeAy7HuGrNwDhxVHW3XGudr5QaAYzCuLI+inEFvsdR1itAZyAXIxzuOEc5O7TWLzhehf8HEAXEAlO11rMd21RxhPpIwAg3PQO4BOOKeabW+l1w3lHcBZwAfva28UqpCOAy4KTj89M4TsZKqQeA+wErkONo6y6X71YDlgIbtdaPAbcD+7TWBVft9Ry/i0jAqrU+rJQaVLCv0tJaf+joBIZghHsubtsjSqnFwFBgokt9bweucmzzq1LqFEaH9cXF1EkEnjwDED6hlGoFdATmAe8D9yilLsGI6FndEWKjvWPzpp6WK6VSgEcxrqyvAj4GPne82v4sEI0xpNEOoyNIdqlDNYw47n201ldjxHea5lh9L5Dt2J8JmA+M1VonOMp4RCnVQSk1ALjFUX4noGYJTV/lCL17GNjjsi/X30048DJwo9a6PfAm0MVlk5rA18CXjpM/wK0YYRgKPI0RGTVTKfWVUupJ4IzW+tcS6lecH4ErXT4/r5TaWuTnEse614B7HccB4E5gtdb6gMv3l2PcBYogIR2A8JUHgFSt9Qmt9WZgHzACI4RAa8cY81jgZa313mKW34gxXHEcQGs9B2gANAauA97RWudpra1a62St9eqCCjiiIfYFblJKTcS4O6jmpq4tgGbAu447gu+AKsDVjn0s1FqfdSSjebeEdvfQWrd17LcqsEprfcx1A611HkbHuEEpNQs4hTG8U+BDjHF01/ADVwB7XcrYhpEnoQfGibYTsE0Z2boulh047/J5jNa6XZGfE479r3Zs28Ox7QhgVpHy9vFXLgcRBKQDEGWmlIrBCKDVRSm13/Fgsx5G+rrfMWLKT8FIt/etUqqf1nqfu+UYwzFFx5BNGEMfua7rlFKNXK5QUUo1xHgG8TeMDma8hyqHA6ddT3QYD1ffc9lfAa/SAmqtvwceBuYopRq7Wf//gH4YJ/WxwCcuq/+LkWRlmssyO47/n0qpCKXUG0BtrXWG1volx0P2/2IMd12s9sD2Umw/G/i74+F0Na31iiLrbRjDdiJISAcgfKFgvLy+1rqx1roxxjBPNYzhnPcwcsk+hjHUcY1jTPyC5RizSgYrpeoAKKXudZS9F/gW+D+lVJhSyowxjJP8VzW4FjiOcWJcjnFVXjAEk4uR2MSEESgrWyn1/xzrG2HM5knAiAJ5myP6ZRhGx+YVrfUnQDow3XW5UipOKXUQOKG1fhmjY2rvskk6xh3UbUqpGwqKw7hLwXEnooAnHTOtCp43tAS+97Z+Rer0d4xjNLcUX/sASMFICuMuz2wTQGYBBRHpAIQvPAC85BjqAEBrfQpjSONmjCvuXUqpDIzx7pkYJ5MLlmutv8E4ga5USu3ECAXdV2udDzyD8RD1R4xIoUu11gtd6rEc445DAz9hPJA9jnGncQTjRLsTqA4MAIYppbY5vvek1nq91nopxrDPFoyr8qLTIksyEuijlOrl8rvIxOiUVjjaOhXjWQVFtnkQY1iqNkbn5jrt8lbH72iP4/eyHSMy57Ne1usOx5j+D0qpH4FeQHetdY7LNu6eAThnWGmtzwILgcEYx6+oGzGGukSQkGigQlRAjruWDOAml5lAFZZSqhnwEcb0VzmpBAm5AxCiAnLcTQ0HJpd3Xbz0X2CYnPyDi9wBCCFEiJI7ACGECFHSAQghRIiSDkAIIUKUdABCCBGipAMQQogQJR2AEEKEqP8PKPGH+5G2zvUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Xr06tWrWIiIjg4sWLbvfZpUsXevXqxfz58/O0X6NGDd544w1CQ0OZPHkyTz/9NCEhITRr1syTP4EQwgMBWQ8gIyODCqFBnN++FuupvwmNupJKzW4q1dk/JVXa00BHjRpFfHx8qWX9dBXfihUrsNlsdOrUiXPnztG7d2/mzZtHtWrVSmWfJY2vKKQegP/HB/4foz/EJ/UAXAgKq1Di2T6+Ulr1ADIzM+nVq5fLdSNGjKBLly7Fii9Xw4YNeeaZZxzXH0aMGFEmH/5CCM8EbAdQnpRGPYCJEycCFHhHcknVrVuXr776ymvtCyFKV8BdBBZCCGGQDkAIIQKUdABCCBGgpAMQQogAJR2AF+3atQulFD/99JNjWefOnTl48KDb52zYsIFBgwb5Ijy3Ro8ezZYtW9yuP3jwIHfccYfLdc899xyHDh3yeF8HDx4sNE2FEMI7ArYDuGjNZOmfa/jv7wtY+ucaLjplBy0t8+bN4/bbb+frr78u9ba9ady4cVx77bXFeu6GDRsuSfMghNdkmTn72y+cWPYFZ3/7hRyz+5sOxaUCchrorpN7mZIyA5vNhjnbQnhwGJ9t+obnbx5Ok+quc/YXldVqZeHChXz55ZcMGDCA/fv3c9VVVznWz58/nxUrVnDixAmOHz9Op06dGDVqFGDk2Xnsscc4dOiQI3VyWFgYU6ZMITk5mTNnzhAbG8uUKVOIiYlxuf9PP/2UEydO8PTTT7NmzRpGjBhBSkoKISEhdOvWjS+++ILDhw9fkp66bt26DBo0iOHDh9OmTRveeustfvrpJ6Kioqhevbojc6nZbOaJJ57gjz/+oEqVKrz77rvMnTuXY8eOMWzYML788ksOHDjgsv3t27c7sno2adKkVI63CDyZB3ZQbfk7nAgyOe7oP/HLrFKp6xEoAu4M4KI1kykbZpCZZcacbQHAnG0hM8vM+FXTySylM4GVK1dSq1Yt6tevzy233OLyLCAtLY2pU6eSlJTE77//zs8//wwYqZNHjRrF4sWLSU9PZ926dfz111/s2bOH2bNn89NPP1GzZk2+//57t/tPSEggOTkZgPXr1xMREcH27ds5cOAAlStXpkqVKowZM4a33nqLBQsWMGTIEF544YU8bSxbtoy0tDSSkpL46KOP2L59u2PdqVOnGDJkCElJScTExLBo0SKGDRtGbGwsH330EZGRkW7bf/bZZ3nqqadYsGABdeoUuSicEOSYL3Jk9jhM2RZHPQ+b1YzNYizPsciZgCcC7gxg3f5Ut/UAbDYb6w6k0blByRPCzZs3jzvvvBMwbuR66qmnGDlyZJ5tunTp4vgG3717d9avX0/Xrl1p0qQJtWvXJigoyJE6OTExkWeffZa5c+eyd+9eNm3alOeMIr+GDRty/vx5RwK6gQMHkpKSQoUKFUhISGDfvn2Fpqdet24d3bp1IywsjLCwMG655Z87p6tXr07Lli0BaNSo0SXpnd21f/LkSY4dO8ZNNxnHuG/fvsybN8/j4yoEGHU9sLkpKFhKdT0CQcB1AEfOH3d888/PnG3h73PHSryPEydOsHr1arZt28bnn3+OzWbj7Nmzjm/4uZxTG+fk5Dgeu0qdvHXrVp588kkGDx5M165dCQoKKnSsvWPHjvz888+YTCY6d+7M1KlTMZlMjBgxgpycnELTUwcFBblN7+wcu6v0zu7az7+tpHcWxWE9dcTxzT+/0qrrEQgCbgioZqXqhAeHuVwXHhzGlZVjS7yP7777jrZt27Jq1SqWLVvG8uXLefjhh5k9e3ae7VavXs25c+cwm8388MMP3HzzzW7b3LhxI/Hx8dx7773Uq1ePFStWFJgmGoxhoA8//JC4uDiaNm3Kn3/+yd69e2nWrBkNGjRwm546V/v27VmyZAkWi4Xz58+zYsUKj9I7Z2dnu20/KiqKWrVqsWLFCoBC6x0I4UpoVE0ji68L3qjrcbkKuDOA9lfdyGe/uS5EZjKZaF+35Jn7FixYwBNPPJFn2X333ceMGTOoVKmSY1l0dDQPPfQQp06domfPnnTs2JENGza4bLN79+4MHz7cUWaxRYsWBU4nBaPK1/Hjx4mPj8dkMtG0aVNHFa+wsDCmTp3qMj11rsTERH777Tf69OlD1apViY2NzZOJ1ZXExESGDRvGjBkz3Lb/xhtv8Nxzz/H222/TqlWrAtsTwpVKzW7ixC+zXK/0Ql2Py1VApoP+7cDWS2YBmUymUp0FVJj58+eTkpLiSNKWX2mngy6O3377jX379tGnTx+sViv33HMP48ePp0mTJn4RX0EkHXTJ+Xt8mQd2cOjLVwlymgWUW9fDX2YB+cMxlHTQ+TSOrs9HPSey7kAaf587xpWVY2lfN46I0IiyDq3IBg0axNmzZy9ZPmDAgAKLyXuifv36TJ8+nZkzZ2Kz2ejdu7dM2xR+I6JuU053GsE14Rl+W9fD3wVkBwAQERpRKrN9iqtv376lUpwlt/i8N1SrVo1PPvnEa+0LUWIhYVRp1a6soyi3Au4isBBCCIN0AEIIEaCkAxBCiAAlHYAQQgQo6QCEECJASQfgReW1HkBpWbp0KVOnTi1wm0GDBrm8+W358uXMnDmzSPtz15YQwrWAnQaadeEi6WvWknnkCBE1axLT4SZCKpbu/GHnegBdu3Yt1bbLgy5dutClS5diPdd+44oQwos86gCUUlcD0YAjEYzW+ldvBeVt53dqtrwxGVtODjlmM0Hh4ez7dBbNXhxNlWalcwdhWdcDANi8ebPLfPxbt251pGbu2LEjSUlJLFu2zGUbJ0+epFevXqxevdqx/XPPPefIMxQcHMy9997Lq6++yh9//EF2djYPPfQQd955Z567nTds2MBrr71GcHAwrVq14s8//3Tcw/DNN98wceJEzp49y+jRo7nqqqsceZNq1arF7bff7rJ9i8XC6NGj2bp1K7Vr174kI6kQomCFDgEppV4FdgALgHn2H9fJdMqBrAsX2TPpLbIvXiTHbGQTzDGbyb54ke2vjiP7YunkES/regAWi8VtPv5nnnmG//znPyxYsICwMNeJ8XJFR0dTs2ZNdu3axZ9//kl2djYpKSmAkcyuU6dOvP/++zRv3pz58+fz5Zdf8sEHH3DgwAFHG1arlWeeeYY33niDb7/9Nk+2U4DKlSuzYMECxowZw7vvvkujRo0YMGAAAwYM4K677nLbfm4HsnjxYsaMGcP+/fs9+MsIIXJ5cgYwCGiktT7s7WB8IX3NWrdplG05OaSvWUuNW0ueR7ys6wEUlI8/PT2djh07AtCvXz/mz59f4Gu5+eabSU5OJiQkhPvvv58ffviBc+fOkZ6eTsOGDVm3bh2ZmZmOvP4XLlzgjz/+cDx/165dXHHFFY40EnfffTfjxo1zrM+tM+CqrgDgtv2UlBTuueceAOrVq8f1119f4OsQQuTlSQdw4HL58AfIPHIEm9l1HvEcs5mLR0qeR9wf6gG4y8efP5tnaGhooa8nMTGR6dOnExYWxsiRI1m8eDE//vgjHTp0cOzrjTfeoHnz5gCkp6dTtWpVFi5c6Hid7uoKOB8Hd6mm3bU/Z86cPMcg/5mFEKJgnswCWqqUmqSUukkpdUPuj9cj85KImjUxuUlpHBQeToWaJc8j7g/1ANzl44+MjKRBgwYsXboUwPEhXZDmzZuzd+9e9u3bR8OGDWnTpg0zZsygU6dOALRt25avvvoKgGPHjtGzZ0+OHDmSJ5azZ8+itfZ4n8HBwWRlZRXYfrt27Vi4cCE5OTkcOnSIX38tt5elhCgTnnxlGmz/t5/TMhvQoNSj8YGYDjex95OZLotCmoKCiOlQ8gRx/lAPoKB8/6+//jpjxozhnXfeoWHDhoW+HpPJRFxcHBft10fatm3L3Llzad26NQDDhw/n5Zdf5s477yQ7O5unn36aq666ytH5hIWFMWnSJJ599lmCgoKoX78+EREFZ15t3bo1zz77LDExMW7bHzhwIH/88QfdunWjdu3aNG7cuNDXIoRwYrPZCvxp3Lhx78K28cVPampqvdTUVFtmZqbN2fbt221F9Xdqmi35nvts6/rda1vTs69tXb97bcn33Gc7s63obRXXvHnzbM8++6zb9efPn/dJHAcOHLB16tSpyM8rSnzZ2dm2119/3ZaRkWGz2Wy2Tz/91DZhwoQi77MoSnr8ivP/qqhSU1O9vo+S8Pf4bDb/j9Ef4svMzLSlpqbaUlNT69nyfa56cgYwDvjWy/2QT1Vqomg982PS16zl4pG/qVDzSmI63ERwhfKXR7y06gHMmjWLBQsWXLI8NjaWjz/+uEQxBgUFUa1aNe6++25CQ0OpXbt2novAQoiy4UkHsEUpNRpYDZzPXVie7wMACK5QoVRm+xSXv9QDqFOnjuMegMGDB5c4HneGDRvGsGHDvNa+EKLoPOkA2th/hjotK7fXAIQQQhgK7QC01vVLe6dKqX8Bz9kfLtZaP1Xa+xBCCFGwQjsApdR/XC3XWk8uzg6VUhWBaUBj4DSwVil1i9b6l+K0J4QQong8GQK61un3MCABWFqCfQZj3H8QCWQAoUDp5F8QQgjhsUJvBNNaD3H6uQ+IB2KLu0Ot9TngBWAncBDYB6wrbnv+5t577+WHH37Is+zChQu0adOGkydPXrL9/PnzHUng3JkzZw5JSUkATJ06laVLl3Lw4EE6d+6cZxng81TSW7ZsYfTo0QVuM2rUKJfpJjZv3swbb7xRpP25a0sIUXRFvndea31YKVWvuDtUSrUEHgCuBs4A/wWeAjz6JMifJjgkJISMjIwix3Hq5Bl2bj3G6RMXqHZFRZq0iCUsvOSpBO68804WLFhAYmKiY1lSUhI33ngj4eHhl8RqNpvJyspy+Rpyl6WkpBAXF0dGRgZDhxrX4g8fPkxOTk6eZRkZGaSkpBTreBRHRkYGDRo04Pnnny9wn1lZWZjN5ku22bZtG0ePHi1SvO7achdfcVksFtLS0or9fE/5Yh8l4e/xgf/H6M/xFfUagAm4EThWgn12BZZqrY/Z258FPIqHHUCLFi3y5LPZsWMHkZGRRQpAbz/Egv9uxmYDqyWb0LBgVv64m4FD23BVg+gitZVf7969mTp1KlarlWrVqgHw008/cf/99/Piiy+itcZkMvHggw/Su3dvwsPDCQkJITIyksWLFzNz5kwyMzMxm82OVM6rVq0iNTWVOnXq8MMPPxAfH098fDxBQUFERkYyatQo4uPj2b59O2BM5+zfvz/r16/nrbfeAuCdd94hPDzc5VTMrKwsOnbsyM8//0ylSpUYMGAAnTt3ZtiwYSQlJZGWlsaYMWOYNGkSKSkpZGdnc8cdd/C///u/bNiwgenTp/PFF1+wa9cuRo0aRXZ2NjfeeCOrVq3i559/JiQkhOTkZObNm8eJEyd4+OGH6datGx9++CEXLlzg888/Z9iwYXna79u3L4MHD8ZmszFx4kRWrFhBbGws2dnZtG/fvtC/eUZGRpH/XzgLCwvjuuuuK/bzPZGWlkZcXJxX91ES/h4f+H+M/hCf2Wx2W1/Dk1xA1zr9NAf2AwNLEM/vwC1KqUillAnoAWwsQXtFYs7MYv4Xm7GYs7FajFw6Vks2FnM2/zdjAxZzVonaj4yMpEuXLvz4448AHD16lL1797JhwwaioqJISkris88+45133mHnzp2O5+Xk5DB79mw++OADvv/+e+6//34++ugj2rdvT+fOnRkxYoQjg6c7Y8aMAWDu3Ll0796d5ORkzp83bt1ISkqiV69eLp8XEhJC27Zt2bhxIxkZGRw+fJiNG40/yerVq0lMTGTOnDmAkebim2++YeXKlY5UD7lGjRrFyJEj+e6776hbt26eXEUWi4W5c+fy4YcfMmXKFKpUqcKIESPo3LkzjzzyyCXtL126lNTUVH766Se2b99OUlISU6dOlZTPAoCL1kyW/rmGFekpLP1zDRetmWUdUrnkyZjHt1rr75wXKKUGAcW6A0lrvUQpdT2QBliBFGBicdoqjm2bDoO7dNA2Y/31bdynWfZE3759mTp1KgMGDGDhwoX07NmT1atXM378eMDIAdSlSxdSUlIcuYGCgoJ49913WbZsGXv37iU5OdmjTJ3uREZGkpCQwM8//0zdunWpW7cuNWrUcLt9QkICycnJBAUF0aNHDxYtWoTVaiU1NZVXX32Vp59+mh07drB+/XrASC2ttaZRo0YAnD59mkOHDpGQkADAXXfdxeeff+5ov0uXLphMJq655hqXKZ+Tk5PztH/hwgW01vz555/cdttthIaGEh0dXWDCPOGaL6rf+dLO47sZv2o6NpsNc7aFTb/t5LNN3/D8zcNpUr1RWYdXrrjtAJRSPTBm6LyhlArin2pgocArFLMDANBavw68Xtznl8TJ9AysVtepia2WbE6ml3z8vHXr1hw/fpwjR47w/fffM336dFatWpVnG5vNlucbckZGBnfffTc9e/akdevW1KtXj2++KVndndxiKnXq1Cn0ruObb76ZmTNnEhwcTLt27dizZw/ffPMNjRs3Jjw83JGE7bbbbgPg4MGDVK9enU2bNgFG9k5bAempC0v5nL/9kydPEhkZyaRJkyTlcwmc3b6D7a+O82r1O1+6aM1k/KrpZGb9k9LdnG0BYPyq6XzUcyIRoQUnGhT/KGgIqBXwGMaMnxH23x/DuCN4itcj85LomEhCQ12/7NCwYKJjij9u7Kx37968//77VK1alauuuoq2bds6PtBPnjzJ0qVLiY+Pd2y/b98+TCYTDz/8MG3atGHZsmWODiI4OLjA1M/OnNMo33jjjfz9999s2LDBUXTFnejoaCIiIli+fDlxcXG0bduW9957L0/K5zlz5mC1WsnIyODBBx90fPiDUdWrbt26rFy5Eiheymfn9gcOHMimTZto164dixcvxmKxcObMGUdpSlG4rAv/VLnzZvU7X1q3P9V9QSebjXUH/PeCqz9y+3VKaz0WGKuUelRr/Z4PY/Kq5q1q8dN321yuM5mM9aWhb9++dO7c2ZH07N///jcvv/wyPXr0IDs7m4cffpjmzZs7cuQ3adKEpk2b0q1bN0wmE23btuX3338HoH379kyePJnKlSsXut8uXbrQq1cv5s+fT3h4OLfeeiunT58utPQjGGcBK1euJDIykrZt2zJ+/HjHkM6AAQP466+/6NOnD1lZWfTs2ZM2bdrkSV89adIknn/+ed5++22UUoWmfG7ZsiXTp0/nzTffZOTIkXna79u3L23atAGMqaZ33nknMTExHqWvFob0NWuxuSnEU5rV73zpyPnjjm/8+ZmzLfx9riTzUwKPqaDTdgClVDDwBNAC4wxgODBJa+3ZV9JSkpaWVg/Y62oWUNOmRTuVdTULyGSiVGYBlZaSzmKx2WxYrVaGDBnC888/76imVVpcxTd9+nT69+9PbGwsS5YsYeHChbzzzjulut+SxFcUxfl/VVTeniGy77MvODT/W7fra9/Vh3r3/8vten+YwZLf0j/XMOu3uS47gfDgMIbc0J/ODUpe06O0+MMxdJoFVD8uLm6f8zpPBlQnAdWB1hhDRrcDNTGGhcqlOldX4z8v3cq2TYc5mZ5BdEwkzVvVKpX7APzF8ePHueOOO+jXr5/jw3/RokV8+OGHLrfPLR1ZErVq1eKBBx4gJCSEKlWqSMrnMhZRsyZB4eGO4R9npVX9ztfaX3Ujn21yfW3MZDLRvq5/dVj+zpNPvC7ADUCa1vqMUuo2YJNXo/KBsPCQEs/28WexsbGOqZy5unfvTvfu3b22z9JKcS1KR0yHm9j36SyX60qr+p2vVQiN4Pmbh+eZBRQeHIbJZOL5m4fLBeAi8uQ+AKvW2jGQqLU2AyWbLC+E8LqQihVo9uJogitUIMg+bBoUHk5whX+Wl0dNqjfio54TGXJDf9pWa8mQG/rzUc+JMgW0GDw5A9iqlPo3EKyUUsB/MG7mEkL4uSrNml421e+cRYRG0LnBTVQ9FUFcAxn2KS5POoCRGNM+awBrgCWU4/F/IQJNWVe/E/7Lk4IwZ4EHnZcppap7LSIhhBA+UdCdwFEYWTpPAm9rrbPtdwT/G+NOYP+YLymEEKJYCroIPAtoBvQB/mNPAZ0CjMG4DiBcCLR6AKXpoYce4ujRo27Xb9iwwe3rK+rrLqgtIQJFQUNAzYFrgGrAL8DjwEKgi9b6jNcj8zKL+SJ/bE7hdPpRqsXU4JqW8YSFl/zC2F133cXChQu54447HMuWLFlCmzZtiI4u3knTr7/+6kgbMXLkSMDIxZMrdxkYtQPKq48//rjYzy3Pr1uIslJQB3BOa20DTiml6gDPaq1n+SYs7zq6/09+/vp9bDYbWRYzIWHhrPlhNj0GP0Gteo1L1Ha3bt2YNGkSp0+fdtQDyE3v/OSTT15SD8CZu3oAy5YtY/369VSvXj1PPYBc+esB9OvXr0j1AMBIxuZJPv7o6GgSEhLo2rWry3bGjh1Lw4YNGThwIF9//TWzZs1i8eLFWK1WbrnlFn755ReSk5OZNm0aWVlZ1KlTh7FjxxIVFUXnzp35/PPPqVGjBi+99BJpaWnUqFEDk8nEo48+Chh5lB566CH2799P/fr1mTZtGpMmTXK87rlz57Jq1SrefvttcnJy8rS/Zs0aJkyYQHh4OPXr1y/231iIy4Un9wEAHL9cPvwt5ov8PPs9rOZMsizGHZJZFjNWcyYLZ03BYi5ZXvHyWA8AcJuPf/HixWzbto2kpCSmTJlySQ2A/BISEhwpndevX8+ZM2dIT08nLS2N66+/nnPnzvHWW2/xySef8O2339KhQwfefPPNPG3Mnj2bixcv8uOPPzJhwgS2bNniWHf48GFefPFFFi9eTHp6OuvWrcvzuk+ePMlbb73Fu+++m6d9i8XCqFGjmDZtGvPnzy80T5EQgaCgMwDnJEGusy+VQ39sTikwm+DuzSk0a12ynPPlsR6Au3z8u3fvduTjj4mJcVx3cKdNmza88MILZGdns2fPHrp3787GjRvZsmULiYmJ/P777xw5coT7778fMDq+qlWr5mlj7dq19O/fH5PJRO3atWnXrp1jXZMmTahbty4ADRs2vKS2QG77w4YNIygoyNG+1prY2FhHMrk+ffowdepUD4+mEJengjqAJkqpzfbfGzn9DoDWuqX3wvKe0+lHybK67s+yLGZOn3B/EdJT5bEegLt8/G+//Xae7QrLxx8eHk7Tpk1ZuHAhDRo0oE2bNiQnJ5OWlsbQoUP59ddfueGGG/jggw8AXNb3DQ4OJsdNFkvn/ZtMpks68+zsbG644QbeeustIiMjHe0fPnw4z7a59QmECGQFDQF1458aAM6/5/6US9ViahAS6jo1ckhYONWucP8tuSjKWz0Ad/n4O3TowKJFi7BYLJw7d86R778gCQkJvPvuu45rFUuXLqVixYpER0dz3XXXsWnTJvbu3QvAe++95xjDz9W+fXsWLVqEzWbj6NGjpKSkuC0kk/9157b/119/5WlfKUV6erpj2C3/TC0hAlFB9QAKf6eXQ9e0jGdN0lcu15lMJhq1jHe5rqjKWz2A/Pn+nfPxb9u2jT59+lClShWqVy/8HsDExERefvll4uPjqVq1KldccQWJiYkAVK9enfHjx/P444+Tk5NDjRo1eOONN/I8v3///uzcuZMePXpQvXp1atWqRUREBBcLKGDi/LrHjx/Ps88+C+BoPzQ0lMmTJ/P0008TEhJCs2bNCn0dQlzuCq0H4C9Ksx7Anh2bL5kFZDKZSmUWUGnx13oAuTOOunbtWqL4CrJixQpsNhudOnXi3Llz9O7dm3nz5jlmVXlC6gGUnL/HB/4foz/EV9J6AJedGlc1ZMhzU9i9OYXTJ45S7YoaNGoZT1j45TMzxJv1ADIzMxkwYABBQZeOII4YMYIuXboUL2i7hg0b8swzzziuP4wYMaJIH/5CCM8EZAcAEBYeUeLZPv7MW/UAJk6cCECvXr28dgZQt25dvvrK9TCdEKL0FNoBKKUqAa8DTYB+wATgSa31eS/HJoQQwos8uRFsGnAaIx10JlAF+MiLMQkhhPABTzqA67XWozEqg10A7gNaeTUqIYQQXudJB5B/Anow4PouHSGEEOWGJx3AKqXU60AFpVRXYD6w3LthlW8HDx5EKcXatWvzLO/cuTNbtmxh9OjRgDG/PjExkfvuu4/ly5czc+bMsghXCBGgPOkAngXOA2eAccBm4GlvBuULOZYszmz+m/SVezmz+W9yLKVb5z40NJQXXnjBkYwtV1RUlOPmsOXLl9OzZ0++/PJLtm7desm2QgjhTZ6UhLQCY+0/lwXzkfMcWbQZbDZs1hxMoUEcX7GX2n2bUaFO1cIb8EBsbCzt27fn9ddfZ+zYfw5dSkoKzz33HEOHDnVMdQwLC2P27NkAXHnllbz//vtMnz6dZs2aceHCBbp168aSJUvy3AAnhBAl5ck00L3kzQxqAy4AW4H/aK2PeCk2r8ixZHHyhz+xWf+5jJH7+6H522nwcDxBYaWTKGzUqFH06NGDtWvXctNNN+VZl5CQwIABAwAYPny4I1FZv379OHLkCIsWLaJZs2YsWbKExMRE+fAXQpQ6T4aAvgWWAXdhlIf8AUjFKA9Z7qaDntuZjtvsFzYb5/TxUttXpUqVGDt2rMuhoIL07duXxYsXA0Z+/sIyeQohRHF4cidwR631jU6PRyilUrTWQ5RSQ7wVmLdYT12ELNeTmGzWHKynSlYQJr8OHTo4hoI8VadOHWrWrMmSJUs4ceIE1113XanGJIQQ4NkZQBWllCMNpVKqClDR/rDgHL1+KDSqAoS4ftmm0CBCo0o/H9CoUaNYs2YNx44dc7uNcxpnMFItvPbaa/Ts2bPU4xFCCPCsA/gU2KCUekUp9SqQDHyilHoM2OHV6LygcpMY3KaWN5morApPd1xUuUNBVqvV7TatW7dm4cKFfPHFF4AxZfTMmTMFlnEUQoiS8GQW0ESl1G8YRWGygOFa6+VKqThglpfjK3VBYSFE39GQk4v25JkFhMlE7b7NSuUCcJ06dVi2bFmeZR06dHDk/s8d03/ssX/q6rRu3drxHJvNRmpqKu3atSuwjKMQQpSEp9lANwLbMYZ8gpVSt2qtf/ZeWN4VXrMSDR6O55w+jvVUJqFREVRW1Utt9k9JjR8/nmXLljFjxoyyDkUIcRnzZBroq8Bz9odWIByjM7jWi3F5XVBYMFWvvbKsw3Bp9OjRPP74415LtyyEEODZNYD7gauAb4DGwGBgmxdjEkII4QOedADH7Dd77QCu01p/QQm//SuleiilUpVSO5RSU0vSFkBOjuSmE6VH/j+JQOFJB2BVSjUENNBRKRUCFHuupFKqAfAB0BtoCdyglOpW3PYiIyM5dOgQFouF8lLfWPgnm82GxWLh0KFDMvwmAoInF4EnYNzx2xMjH9D/AEkl2Gcf4Gut9UEApdQ9GIVmiqVOnTqkp6fz119/5ZlHXxCLxUJYWFhxd+kT/h7j5RpfSEgIVatWJSYmxgtRCeFfPOkAftNadwFQSrUCruHSGgFF0QiwKKW+x7i2kAS8UNzGgoKCiI2NJTY21uPnpKWl+f3dtf4eo8QnRPlncjdsopSKtv+6HEjkn7t+Q4GVWusmxdmhUupjoL29zfPA98CXWutZBT0vLS2tHrC3OPsUQghB/bi4uH3OCwo6A/gKuNX++wmn5VkYM4KK62/gF62NrGtKqQVAPB7eVNaiRYsSZ8ZMS0sjLi6uRG14m7/HKPGVnL/H6O/xgf/H6A/xmc1mtm7d6nKd2w5Aa90VQCn1qdb6gVKMJwn4TClVDTiHcYfxt6XYvhBCCA94kgriAaXU1UA0TsnftNa/FmeHWusNSqlJwBqM4aSfAamFKIQQPubJncCvYJSAPMY/hWFsQIPi7lRr/SlGkjkhhBBlxJNZQPcDjbTWh70djBBCCN/x5EawA/LhL4QQlx9PzgCW2sfsvwMu5i4s7jUAIYQQ/sGTDmCw/d9+TstKdA1ACCFE2fNkFlB9XwQihBDCtzyZBVQJmAg0xTgLmAA8qbU+7+XYhBBCeJEnF4GnAWeAGhhJ26pgJIcTQghRjnnSAVyvtR4NWLXWF4D7gFZejUoIIYTXedIB5M/8GQxIxQwhhCjnPOkAVimlXgcqKKW6AgswMoQKIYQoxzzpAJ7FSNt8BhgHbMJIDSGEEKIcK7QD0FpbMfL/twFuA1K11sWu4CWEEMI/FNoBKKXGAa/YH1YERimlxng1KiGEEF7nyRBQL4xv/tjr+CYAA7wZlBBCCO/zpAMItQ8D5bIgs4CEEKLc8yQX0Dql1JfAJxg5gP4H2ODVqIQQQnidJ2cAwzHq+E4B3gSOAiO9GZQQQgjv8+QMYIzW+kmvRyKEEMKnPDkDuNPrUQghhPA5T84A9iillmAUcXdkANVaT/ZaVEIIIbzOkw7gpP1f57oANlcbCiGEKD88KQgzBEApVU1rfdrrEQkhhPAJTwrCNAa+BaoqpVoDS4E+WuudXo5NCCGEF3lyEXg6xrTPY1rrw8A7SEEYIYQo9zzpAK7QWv+c+0Br/R5GVTAhhBDlmCcdgE0pFYH9wq9S6kqMojBCCCHKMU86gPeAn4BYpdQEYL19mRBCiHLMk1lAnyqldgN3AKHAQ85DQkIIIcqnAjsApVQLoDGwQWv9rG9CEkII4Qtuh4CUUkOAVRglIX9XSt3ms6iEEEJ4XUHXAEYALeylIHsAo3wTkhBCCF8o8CKwfd4/WutkoLpPIhJCCOETBXUA+fP9ZHkzECGEEL7lyTTQXJIATgghLiMFzQJqqZQ66/S4ov2xCbBpreVuYCGEKMcK6gAa+iwKIYQQPue2A9Ba/+XLQIQQQvhWUa4BlDql1JtKqVllGYMQQgSqMusAlFJdgP8pq/0LIUSgK5MOQCkVDYwDxpfF/oUQQpTdGcCHwGjgVBntXwghAp7JZvPt9H6l1FCgmdb6P0qpwUCi1npwYc9LS0urB+z1bnRCCHHZqh8XF7fPeUGh6aC94B6gplJqExANVFJKTdFaP+HJk1u0aEF4eHiJAkhLSyMuLq5EbXibv8co8ZWcv8fo7/GB/8foD/GZzWa2bt3qcp3POwCt9a25vzudAXj04S+EEKL0lOk0UCGEEGWnLIaAHLTWs4BZZRmDEEIEKjkDEEKIACUdgBBCBCjpAIQQIkBJByCEEAFKOgAhhAhQ0gEIIUSAkg5ACCEClHQAQggRoKQDEEKIACUdgBBCBCjpAIQQIkBJByCEEAFKOgAhhAhQ0gEIIUSAkg5ACCEClHQAQggRoKQDEEKIACUdgBBCBCjpAIQQIkBJByCEEAGqTIvCB6IcSxbndqZjPXWR0KgKVG4SQ1CY/BmEEL4nnzw+dPHgGQ7N3w42GzZrDqbQII6v2Evtvs2oUKdqWYcnhAgwMgTkIzmWLA7N347Nko3NmgOAzZqDzZLNofnbybFkl3GEQohAIx2Aj5zbmQ42m+uVNhvn9HHfBiSECHjSAfiI9dRFxzf//GzWHKynMn0ckRAi0EkH4COhURUwhbo+3KbQIEKjInwckRAi0EkH4COVm8SAyeR6pclEZVXdtwEJIQKedAA+EhQWQu2+zTCFBTvOBEyhQZjCgqndtxlBYcFlHKEQItDINFAfqlCnKg0ejuecPo71VCahURFUVtXlw18IUSYu+w7AnJnFtk2HOZmeQXRMJM1b1SrTeILCgql67ZVlGoMQQsBl3gHs33OS/5uxAZsNrJZsQsOCWfL9NuI6Vivr0IQQosxdttcAzJlZ/N+MDVjM2VjtN1lZLdlYzNmkrDiJxZxVxhEKIUTZumw7gG2bDru97wqbjW2bDvs0HiGE8DeX7RDQyfQMxzf//LKzjfUFsZgv8sfmFE6nH6VaTA2uaRlPWHgFb4QqhBBl4rLtAKJjIgkNC3bZCQQHG+vdObxvFwtnTcFms5FlMRMSFs6aH2bTY/AT1KrX2JthCyGEz1y2Q0DNW9Vye98VJpPb2UAW80UWzpqC1ZxJlsUMQJbFjNWcycJZU7CYJWWDEOLycNl2AOERIQwc2oaw8GBC7fPsQ8OCCQsPJj4xmrBw1yc/f2xOwebm4oHNZmP35hSvxSyEEL5UJkNASqmXgP72hz9orZ/xxn6uahDNf1669ZL7ALZs/d3tc06nH3V8888vy2Lm9Imj3ghVCCF8zucdgFLqFuA24HrABvyolOqjtV7gjf2FhYdwfZurPN6+WkwNQsLCXXYCIWHhVLuiRmmGJ4QQZaYshoCOAE9qrS1aayuwA/D8E9rLrmkZj8nNxQOTyUSjlvE+jkgIIbzD5x2A1nqb1no9gFLqGoyhoEW+jsOdsPAK9Bj8BKHhEYSEhQPGN//Q8Ah6DH6CsHBJ2yyEuDyY3F3w9DalVHPgB+AlrfVnhW2flpZWD9jr7bhyZWdZSD+wm8zzp4moVI2Yuo0IDgnz1e6FEKK01Y+Li9vnvKCsLgLfBMwDHtdazy7Kc1u0aEF4eHiJ9p+WlkZcXFzhG7ZpV6L9lITHMZYRia/k/D1Gf48P/D9Gf4jPbDazdetWl+vK4iJwXeBb4B6t9TJf718IIYShLM4AngIigMlKqdxlH2itPyiDWIQQImD5vAPQWo8ERvp6v0IIIfIqT7mAggEsFkupNGY2u77Zy5/4e4wSX8n5e4z+Hh/4f4xlHZ/TZ+YlpQfLbBZQUaWlpXUAVpd1HEIIUU51jIuLW+O8oDydAWwEOmLcSOY6z7MQQoj8goGaGJ+heZSbMwAhhBCl67LNBiqEEKJg0gEIIUSAkg5ACCEClHQAQggRoKQDEEKIACUdgBBCBCjpAIQQIkCVpxvBik0p9SYQo7UenG95L+AVwIRRa2CI1vqUv8TntP4OYLrWur5PA8sbg7tjqIAPgSjgb2CAPx1DpdQN9vjCgAPAv7TWp30c23IgFrDaF/2v1nqD0/pWwAygCrAKeFhrneVH8ZXp+6Sw+Jy2K7P3iQfH0C/eJ/ld9mcASqkuwP+4WF4FeB+4Q2t9HbAZeNm30bmPz2l9DeBNjDdfmSjgGJqA74GJ9mP4GzDKx+EVdgynAi/a49MY2Wh9xn6MGgPXaa1b2X/yf3j9FxiutW6M8Xd+yF/iK+v3iYfHr0zfJx4cQ794n7hyWXcASqloYBww3sXqUODfWutD9seb8XFt4kLiyzUD49tXmSgkxhuADK31j/bH44F3fRUbeHQMgzG+WQNUBC76Ii4nuTnPlyilfldKDc+zUqmrgQq5ZVKBWUA/f4mPsn+fFBZfrrJ8nxQWY5m/T9y53IeAPgRGA3Xzr9BanwAWACilKmD0yO/4NLoC4gNQSo0AfgXWu1rvIwXF2Aj4Wyn1CXA9sAN4zIexQSHHEPgPxhvzbSADaOOjuHJFAUsxjksosEIppbXWP9vX18LIb5XrCFDHX+Lzg/dJYcfPH94nhcXoD+8Tly7bMwCl1FDggNZ6aSHbVcWoTfy7J7WJS0th8SmlWgB3AWN9FZOLGAo7hiFAIvC+1voGYA8w2UfheXIMKwCfALdorWsC7wGf+yo+AK11stb6fq31Ga11uj2e7k6bBAHOCblMQI4fxQeU3fuksPj84X3iwTEs0/dJQS7bDgC4B7hNKbUJeBXoqZSa4ryBUqomRorpzcBQP4uvH0YGv1RgEVBLKeXrdNiFxfg38IfWOtX++Csg3o/iawFc1Fqn2B9/iPFG9BmlVAf7NYpcJv65UAhwEOPvnOtK4LAvYgOP4ivT94kH8ZX5+8SDGMv6feLWZTsEpLW+Nfd3pdRgIFFr/YTTsmBgITBHa/2av8WntX4JeMm+vh6wQmvd0Z9iBNYB1ZVS12mtfwd6AGl+FN9uoK6yn48DvXCREtfLqgGvKqXaYwwP/A/wcO5KrfVfSqlMpdRNWuu1wCBgsb/EV9bvk8Li84f3SWExUsbvk4JczmcALimlFimlbgR6YlycuVsptcn+M6OMw3OOz2/lxqi1vgj0AT5WSm0DOgNPlm10eeI7BQwG5iilNgMPAEN8GYvWOglj6OQ3jDf9p1rr5Hx/5/uAKUqpnUAlYJofxVem7xMPj1+ZKixGf32fgNQDEEKIgBVwZwBCCCEM0gEIIUSAkg5ACCEClHQAQggRoKQDEEKIAHXZ3gcgfE8pFQrsBzZprbv5cL+vAru11m7v8rXfybpAa925iG3fjZGoLdHFOhuwFcjGuJu3InAWeERrnaqUehioprWeWED7+4C7nW4Scl7XChiptR6ilKqMcfdoW4w7hXOAd7XWM5RSt2AkQgPjRrJgIDd3zwSgKfBvp2WhGDd1vai1/sO+rxXA1cCZfGG8BjQH2mmtb88X3w3AjxhpOD4BXtNa73T3WoX/kQ5AlKa+wCbgRqVUU631Dl/sVGv9ogebReGduy872W//B0Ap9RRGrpx2WusPituoUioI40O1p33RROA80FJrbVNK1QLWK6X2a62XAK3sz3sZIy32cKe2Xga+zrdsELBMKdVca33WvvhprfU3LmJZCzynlKqrtT7gtOp/gRlaa7NS6kXg/5RS7bTWMre8nJAOQJSmR4DZwJ/ASOBhpVQlYCZwDca31jSMD46KrpZrrXOUUsOAERjfrI9ifAPfZW/rHeAmIAv4FiMR3Exgq9b6TaXUA/b2w4BojBS879u3qWBPGxGHkb53KnAFxjfmaVrrT8FxRnEfcAL4w9MXr5QKwciUedL++GXsH8ZKqUcw7g61AJn217rd6bmVMFIZJGutnwX6A3udsnDWtB+LUMCitT6slOqbu6+i0lp/Ye8EBgIFdlRa6yNKqe8xbqob6xRvf+A6+zZ7lFKnMTqs74oTk/A9uQYgSoVSqhnQDpgLfAbcr5S6AuMOyMpa61ZAa/vmDdwtV0p1Bp7B+GZ9HfB/wLfKyKn+KhCBMaTRCqMjSHCKoRJGLv3uWuvrMXIFTbKvHoKRF6gVRq6Wb4BRWus4extPKaXaKqP4yV329tsDVQt56cuVUpuVUoeBXU77cj42wcDbwO1a69bAR0AHp02qAj8BP9g//AHuBpKctnkZ6AKkK6V+VEq9AJzVWu8pJL6C/A5c6/T4Dae7fXN/rrCvew8YYv87ANyLkXZhv9Pzl2CcBYpyQjoAUVoeAZK01ie01hsxKkcNA9YAze1jzKOAt7XWuwtYfjvGcMVxAK31LKA2UA+4BfhEa52ttbZorRO01ityA9BanwfuBO5QSo3FODuo5CLWxkBD4FP7GcFKoAJGqt5bgPla63PaqMr1aSGvu5PWuqV9vxWB5VrrY84baK2zMTrGdUqp6cBpjOGdXF9gjKM7p4BogpHLKLeNzRh55zthfNC2BzYrpXoUEl9BbMAFp8dP638KmuT+nLDvf4V92072bYcB0/O1t5d/cuOLckA6AFFiSqlIjCRmHZRS++wXNmsCwzGyXTbCuBhZBfhFKdVDa73X1XKM4Zj8Y8gmjKGPLOd1Sqm6Tt9QUUrVwbgGcTVGBzPGTcjBwBnnDzqMi6sznfaXy6PSjFrrX4EngFn2pGT51/8LIwnYbowO7yun1a8BG/jnbAWM1xlkf10hSqkPgSitdZrWerL9IvtrGMNdxdUa2FKE7d8HHrRfnK6kL03DbcUYthPlhHQAojTkjpfX0lrX01rXwxjmqYQxnDMTWGIf3vgJuME+Jn7JcoxZJQOUUtUBlFJD7G3vBn4B/kcpFaSUCscYxkn4JwxuBI5jfDAuwfhWnjsEkwUE24cwNHBRKfUv+/q6GLN54jAycfZTSlWzX4gd5OlB0Fp/BaQA+dOOxyilDgAntNZvY3RMrZ02ScE4g+qnlLottzmMsxTsZyIKeME+0yr3ekNTjEIoRaaUehDjbzSnCE/7HCOR2aO4rmhVH5BZQOWIdACiNDwCTLYPdQCgjcLr04DeGN+4tyul0jDGu6dhfJhcslwbVZSmYMxQ2YaRWvdOrXUORsk/C8bY9W/AIq31fKc4lmCccWiMqktXYXQIjTAqbaUA24DKGKmhh9qzhC4BXtBar9VaL8IY9knF+Faef1pkYYYD3ZVSXZ2ORTpGp7TU/lonkq/ur32bRzGGpaIwOjfnaZd324/RLvtx2QL8hXFdxBP32Mf0f1NK/Q50xUifnem0jatrAI4ZVlrrc8B8YACuC+vcjjHUJcoJyQYqhB+yn7WkYRRjP1TY9mVNKdUQ+BJj+qt8qJQTcgYghB+yn009hPti9/7mNWCofPiXL3IGIIQQAUrOAIQQIkBJByCEEAFKOgAhhAhQ0gEIIUSAkg5ACCEClHQAQggRoP4fYhnE1QnjOBwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eTJkyhUuXLvHBBx8wZMgQj+U7nU7efvtt1q1bR7Vq1bDb7QEPcoHiy1/eN0AF4D2Mh7+Puj7vwBgO2ttflROiNAiJCKNW/yaXjQICExExkZhCfOu7vZRp49WPN5Jh+euZgcVqjNF49eONfPZyd6LMvgcTT3bt2kXfvn1xOBwcOnSI22+/nZiYGAYPHsy0adOoWbMma9asYfTo0cycOZPExETi4+Pp0KEDY8eO5R//+Adt27bl8OHD9OnTx2sACAsLo02bNmzZsoX4+HiOHj3Kli1bGDJkCGvWrKFnz57MmTMHgPnz52O1Wnn00Udp1qxZrnJGjBjB8OHDSUhIYObMmdjtf41ZsVqtzJ07l19++YUHH3yQ++67j2HDhrF582aeeOIJvvzyS4/lp6eno7UmJSWF8+fP06dPn0J9pyWZL38tHbTWt+b4PEwptVlr/bBS6mF/VUyI0iSqdiXqPx7PeX0C2+lMwmMi+SP0FCERvp+w12w/isPLHN4Op5M12/+gW+vrC1XPvF1ADz/8MNOnT+fw4cM88cQT7u0uXLj8PdARI0awZs0aPvzwQ/bt28elS5fyPVZCQgIbNmwgJCSE3r17s2jRImw2G1u3buW1117j2WefZe/evWzcuBGAS5cuobV2d0edOXOGP/74g4SEBADuvvtuZs2a5S6/S5cumEwmbrjhBk6fPn3Z8Tds2OCx/F9//ZXExETCw8OJjY2lY8eOV/MVBhVf/voqKqUqaK3PAyilKgLlXOtK5uBlIUqgkIhQKt10rfvz0b2Xn5Tyk5Z+wX3Fn5fFaictvWhfzi9fvjzdunVj9erV1K5dm2+//RYAu91Oenr6Zdv/61//omLFinTu3JmePXte8eFwx44dmTFjBqGhobRt25YDBw7w9ddf06hRI8xmM3a7nWeffZZu3boBcOrUKaKjo9m+fTsAoaGhOL0ExOz14H10jLfyx48fn6vcsLDC3VWVZL48ffoU2KSUelUp9RqwAfhEKfUkEFyvygkRxGpUKY85ItTjOnNEKDWqlC/S49ntdlJTU2nRogVnz55l69atAMybN49nnnkGME6y2d0u69atY9iwYXTt2pXVq1e7y/AmNjaWyMhIVqxYQVxcHG3atOH999+nc+fOALRp04Y5c+Zgs9m4ePEiSUlJ7pM/QIUKFahTpw6rVhmZ6xcuXHjFNoWGhpKVlZVv+W3btmXp0qVYrVbOnj3LmjVrrvKbCx6+jAJ6Qyn1I8YEMVnAUK31CqVUHDDTz/UTQrh0aFGTTxZ4fgk/xGSiQ4tahT5G9jMAk8lEVlYWDRs25IknniAxMZGxY8disVgoX748b775JgDt2rVj4sSJVKhQgSeffJKkpCTMZjM33ngjtWrV4siRI1x/vfduqY4dO7Jq1Sqio6Np06YNr7/+urtLZ+DAgfz+++/069ePrKws+vfvT+vWrdm0aZN7//Hjx/Piiy/yzjvvoJQiMjIy3/Y1b96cqVOn8tZbbzF8+HCP5YMxuqlXr15UqVKFBg0aFPZrLbFM+d1CZVNKxWJM4G7CeBO4odZ6qZ/rlktqampd4GCzZs0wm82BPLRHqampxMXFFXc1Ak7aXXT27t1L48aNr2ofT6OAQkwmv4wCgpKfEmHq1KkMGDCAatWqsWTJEhYuXMi7775b6HJLeru98fQ3ZbFY2LVrF0C9uLi433Ku82UY6GvAC66PNsAM7AEKNhBXCFFgTetfw2cvd2fN9j9yvAdQq9Cjf/xl0aJFfPjhhx7XZT9TKIyaNWvyyCOPEBYWRsWKFRk7dmyhyyxLfPmreRC4DpiI8QZwZ+BOf1ZKCOFdlDms0KN9AqVnz5707NnTb+X379+f/v37+6380s6Xh8DHXS977QVu1lp/jlz9CyFE0PMlANiUUg0ADXRQSoUB+T9pEUIIUeL5EgDGYbzxmwL0Bw4Dy/1ZKSGEEP7nyzOAH7XWXQCUUi2AG7h8jgAhhBBBxmsAcA39BFiklOrEX2/9/gmswpgjWAghRJDKrwvoSyAd44HvSdd/p2N0AW3zf9WEEIEULPMBFKXBgwdz7Ngxr+s3bdrEoEGDPK7ztrwgZRUXr3cAWuvuAEqpT7XWjwSuSkKI/DgsGVzYsw7b6TTCY2pQvslthJijiqTsYJgPoChNnz69wPtu3ry5CGtSPHxJBfGIUup6IJYcyd+01nIXIESAZR7eS9rsseB04LRZMIWbOfnDTGoMHElknat7q/hK/DkfABh5grzl43/jjTdYuXIl1apVIzY2loSEBK/j/ceMGUODBg1ISkriq6++YubMmSxevBibzUbXrl354Ycf2LBhA1OmTCErK4vatWszZswYYmJiSExMZNasWVSvXp2XX36Z1NRUqlevjsPh4MknnwSMJHGDBw/m0KFD1KtXjylTpjB+/HgA7r33XubOncvq1as9lr927VrGjRuH2Wy+qsnaA8WXN4FfxXgB7Dh/TQzjBOoX9KBKqQf46+3ixVrrZwpalhBlhcOSQdrssTitGe5lTpsFgLTZY7l++HRCIgp3JxCo+QAAr/n+jx8/zu7du0lJSeHs2bP07dvXnR/Ik4SEBL7++muSkpLYuHEjZ8+eJT09nf3799OyZUvOnz/P22+/zaxZs6hUqRKzZ8/mrbfeyvXW8OzZs8nIyOB///sfR48epXfvv6Y5OXr0KNOmTaNWrVoMGDCA9evXM2rUKD7//HPmzp3LqVOnPJb/8ssvM2LECD777DMaNGhwxWksi4OvbwI31FofLYoDKqXKAVOARsAZYJ1SqqvW+oeiKF+I0urCnnXg9Da3sIMLe9ZRsUXXQh0jkPMBeMvHv3//frp160Z4eDhVqlQhMTEx33Jat27N6NGjsdvtHDhwgJ49e7JlyxZ27txJp06d+Omnn0hLS+PBBx8EwOFwUKlSpVxlrFu3jgEDBmAymahVq1aubq0bb7yROnXqANCgQYPL5hbwVr7WmmrVqrmTyfXr14/Jkyfn25ZA8yUAHC6qk79LKMbD52jgIhAOZOS7hxAC2+k09xV/Xk6bBdvpP4v0eP6eD8BbPv533nkn13ZXysdvNptp3LgxCxcupH79+rRu3ZoNGzaQmprKY489xrZt27jllluYNm0aYHRtXbx4MVcZoaGhOByeg2vO45tMpsvmILDb7R7LP3r0aK5ts+cnKEl8CQDLlFLjgW/JcaIu6DMArfV5pdRo4GeMuYVXAet93d+V1a5ESE1NLe4qFAtpd9EICwu77ESUH0d0LISbwVMQCDfjLBd7VeXllZmZid1ud5eRPR9A06ZN+e6771izZg233HILycnJLF68mOnTp+N0Orl06RIXL15k3bp1JCcnU7VqVXf3zrlz57ye+G655Ra+/PJL4uPjsdlsPPDAA7z44ovceuutTJs2jd69e2OxWFi5ciWNGjXKt21t27bl3Xff5cEHH6RZs2aMGTOGGjVqYDabueGGG/jxxx/Zs2cP119/PVOnTuXEiRO8+uqrOBwOMjIyiIuLY8GCBbRp04b09HS2bt1KUlISTqcz13eSlZXlPsGHhoZy9uxZr+WPGjWKEydO8OOPP9KoUSO++eabXGX5g9Vqvaq/U18CwEOuf9+bY1mBnwEopZoDjwDXA2eB/wOeASb4sr+kgy5e0u6is3fv3qtKORzVIpELq7/EUwJ3kymE2JadC/UMIDIykr1795KUlJRrPoBhw4bRvXv3y+YDiI6OpmPHjkycOJEqVarw5JNP8uijj+aaD+D06dNe5wN48MEHSUtL44EHHiArK4u7777b3df/66+/8sADD1CxYkWqVauG2WzO97vq1q0br7/+Ou3bt6dGjRrurqPo6Giio6MZN24cL7zwAg6Hg+rVqzNhwgSio6MJCQkhKiqKQYMGcfDgQQYOHEjVqlWpUaMGlStXJiMjg9DQUPexw8LC3HXp0qULSUlJJCcneyy/cuXKTJo0iZdeeomwsDCaNGmSqyx/iIiI4Oabb861LEc66Mv4NB9AUVJKPQtUz37wq5S6E/iH1jrfDKMyH0DJIO0uOgWZD8DTKCBMIX4ZBQQlIy/+iBEjiI+P92vWz5UrV+J0OuncuTPnz5+nb9++JCcnU7lyZb8d0x/8MR9AeeANoDHGXcA44GmtdUEnIP0JGK+UisboAuoNbClgWUKUKZF1GnP98Omu9wD+JDzmWuM9gEKO/vGXopoPIDMzk759+3pcN2zYMLp06VKg+mVr0KABzz33nPv5w+OPPx50J/+C8KULaAqQBlQHMoGKGMnhkgpyQK31EqVUSyAVY4KZzRgBRgjhg5CIqEKP9gmUopgP4I03jNNDUlKBTjk+qVOnDl9++aX7sz/76UsSXwJAS9fLYD211peUUn8DCvUkVmv9JvBmYcoQQghROL6kg86b+TMU8DIYWQghRLDwJQCsVkq9CUQppboD84EV/q2WEEIIf/MlADwPXMAYsjkW2I6RGkIIIUQQu2IA0FrbgFVa69ZAN2Cr1jrT7zUTQgjhV1cMAEqpscCrro/lgBFKqVF+rZUQwqsMWybLfl3L//00n2W/riXDVrTXY/v27UMpxffff+9elpiYyJEjR7zuUxJy3Y8cOZKdO3d6XX/kyBGveYVeeOEF/vjjD5+PlV9ZwcSXLqC+GFf+aK2PAAnAQH9WSgjh2c8n9vP3BSOY+eNcFvy8hJk/zuXvC0bw84n9RXaMefPmcccdd/DVV18VWZmBMHbsWG666aYC7btp06bLcvyUBb4EgHBXN1A2KzIKSIiAy7Bl8vrqqWRmWbDYrQBY7FYysyzG8iK4E7DZbCxcuJB//etf7N69m8OHD+dan5yczLBhw/jb3/5Gt27dGDdunPvEmZ03v3v37jz++ONYrUYdJ02axIABA+jevTuDBg3ymEgu26effsqECUZWmLVr13LLLbeQlZUFQI8ePUhPT2fHjh3cf//99OvXj0ceecRdx0GDBrFp0yYA3n77bbp168Z9993H0KFDSU5OBowXyp566il69epFUlISp0+f5qOPPuL48eMMGTKE06dPs2PHDh555JHLyt+zZw/9+vWjX79+vPfee4X+rksCXwLAeqXUF0qpRKVUZ2AGsMnP9RJC5LH+0FavV6lOp5P1hwufrG7VqlXUrFmTevXq0bVrV/eJM6fU1FQmT55MSkoKP/30E0uXLgWMvPkvvfQSixcvJj09nfXr1/P7779z4MABZs+ezffff0+NGjVYsGCB1+MnJCSwYcMGADZu3EhkZCR79uzh8OHDVKhQgYoVKzJq1Cjefvtt5s+fz8MPP8zo0aNzlbF8+XJSU1NJSUnho48+Ys+ePe51p06d4uGHHyYlJYUqVaqwaNEihgwZQrVq1fjoo4+Ijo5m1KhRjB079rLyn3/+eZ555hnmz59P7dq1C/1dlwS+vAg2FHgNmARkAT/w1zMBIUSApF044b7yz8tit/Ln+eOFPsa8efPo1asXYLzF+/TTT/PMM7nna+rSpQtVqlRxb7Nx40a6d+/uMW9+p06deP7555k7dy4HDx5k+/btXHfddV6P36BBAy5cuMDZs2fdGTk3b95MVFQUCQkJ/Pbbb1ecm2D9+vX06NGDiIgIIiIi6Nr1r7emq1WrRvPmzQFo2LDhZbn9s8t/6qmnCAkJcZd/6tQpjh8/zm233QZA//79mTdvnu9fbAnlSwAYpbV+2u81EULkq0b5qphDIzwGAXNoBNdWqFao8k+ePMmaNWvYvXs3s2bNwul0cv78efcVfrac6Z0dDof7s6e8+bt27eLpp5/moYceonv37oSEhFyxr71Dhw4sXboUk8lEYmIikydPxmQyMWzYMBwOxxXnJggJCSlwbv/s8mfPnk10dLS7/LzblsTc/gXhSxdQL7/XQghxRe2uuxWTyeRxnclkol2dwmUr/fbbb2nTpg2rV69m+fLlrFixgkceeYTZs2fn2m7NmjWcP38ei8XCd999R8eOHb2WuWXLFuLj47n//vupW7cuK1euxG7Pm1wgt4SEBD788EPi4uJo3Lgxv/76KwcPHqRJkybUr1/ffXcAxh1L3juUdu3asWTJEqxWKxcuXGDlypVev7dsoaGh2O12d/nbtm3LVX5MTAw1a9Zk5cqVAFec7CZY+HIHcEAptQRYi/FCGABa64l+q5UQ4jJR4ZG82HEor6+eitPpxGK3Yg6NwGQy8WLHoUSGRxaq/Pnz5/PUU0/lWnbfffcxa9Ysypcv714WGxvL4MGDOX36NH369KFDhw7uh6959ezZk6FDh7rn2G3WrFm+w0nBmOLxxIkTxMfHYzKZaNy4MTExMYCR737y5MmXzU2QU6dOnfjxxx/p168flSpVcs8nkJ9OnToxZMgQPv74YyZPnsyYMWMYP358rvInTJjACy+8wDvvvEOLFi3yLS9YXHE+AKXUDA+LnVrrR/xTJc9kPoCSQdpddAoyHwBApi2T9YdT+fP8ca6tUI12deIKffL3Ju98AMnJyWzevNmdobMk+vHHH/ntt9/o168fNpuN++67j9dff50bb7zR5zJKwjwIBVHk8wForR8GUEpV1lqfKbKaCiEKJDI8ksT6txV3NQpl0KBBnDt37rLlAwcO5P777y9U2fXq1WPq1KnMmDEDp9PJXXfddVUn/7LElwlhGgHfAJWUUq2AZUA/rfXPfq6bEKKE6d+/f5HMzPX5558XQW08q1y5Mp988onfyi9NfHkIPBUYDhzXWh8F3sWYEEYIIUQQ8yUAXKO1do8D01q/jzErmBBCiCDmSwBwKqUiASeAUupajElhhBBCBDFfAsD7wPdANaXUOGCja5kQQogg5st8AJ8Co4EvgHBgsNb6A39XTAhRPII1HXRRWbZsGR98kP8pLmfiuZxWrFjBjBmeRs5ffVmBkO8oIKVUM6ARsElr/XxgqiSEyE/WpQzS164jMy2NyBo1qNL+NsLKRRVZ+TnTQbdv377Iyg0WXbp0oU2bNgXa1zXePmh4DQBKqYeBt4FfgAZKqSSt9ZKA1UwIcZlze/ay57WxOB0OHBYLIWYzv306kyYvjaRik6t/qSyv7HTQX3zxBQMHDuTw4cO5xtAnJyezcuVKTp48yYkTJ+jcuTMjRowA/koHfejQIerVq8eUKVOIiIhg0qRJbNiwgbNnz1KtWjUmTZrkTibnyY4dOxg3bhyZmZnExMTw6quvUqdOHXbt2uXOzNmhQwdSUlJYvny5xzJOnTpF3759WbNmjXv7F154gZ49e/Lhhx8SGhrK/fffz2uvvcYvv/yC3W5n8ODB9OrVi+TkZNavX89bb73Fpk2b+M9//kNoaCgtWrTg119/dQ9h/frrr3njjTc4d+4cI0eO5LrrrnOnzahZsyZ33HGHx/KtVisjR45k165d1KpV67KEdIGUXxfQMKCZayrI3sCIwFRJCOFJ1qUM9rw2FntGBg6LBQCHxYI946/lhVXc6aCtVqvXdM/PPfcc//73v5k/fz4RERH5tiM2NpYaNWqwb98+fv31V+x2O5s3bwaMXEadO3fmgw8+oGnTpiQnJ/PFF18wbdq0XPMf2Gw2nnvuOSZMmMA333yTK5EcQIUKFZg/fz6jRo3ivffeo2HDhgwcOJCBAwdy9913ey0/O4AsXryYUaNGcejQIR9+Gf/ItwvINe4frfUGpVTVwFRJCOFJ+tp1OL1kuXQ6HKSvXUf127t6XO+r4k4H7S3d86lTp0hPT6dDhw4A3HvvvR6DU04dO3Zkw4YNhIWF8eCDD/Ldd99x/vx50tPTadCgAevXryczM9Od1vnSpUv88ssv7v337dvHNddc474Duueeexg7dqx7fXaaaU9ppQGv5W/evJn77rsPgLp169KyZct82+FP+QWAvEmCsvxZESFE/jLT0txX/nk5LBYy0v4sVPklIR20t3TPefN/hYeHX7E9nTp1YurUqURERDB8+HAWL17MwoUL3c81HA4HEyZMoGnTpgCkp6dTqVIlFi5c6G6nt7TSOb8Hb5lGvZU/Z86cXN9B3juLQPJlGGi2sjdhphAlSGSNGoR4SYQYYjYTVePaQpVfEtJBe0v3HB0dTf369Vm2bBmA+ySdn6ZNm3Lw4EF+++03GjRoQOvWrfnggw/o3LkzAG3atOHLL78E4Pjx4/Tp04e0tLRcdTl37hxaa5+PGRoa6p7C0lv5bdu2ZeHChTgcDv744w936unikF/oaa6UypmtqZzrswkjG6i8DSxEAFVpfxu/fTrT4zpTSAhV2hcuQVxJSAedX7rnN998k1GjRvHuu+/SoEGDK7bHZDIRFxdHhuvZSJs2bZg7dy6tWrUCYOjQobzyyiv06tULu93Os88+y3XXXecOPhEREYwfP57nn3+ekJAQ6tWrR2Rk/llXW7VqxfPPP0+VKlW8lp+UlMQvv/xCjx49qFWrFo0aNbpiW/zFazpopdT1+e2otf7dLzXyQtJBlwzS7qJTkHTQnkYBmUJCimwUUF4lNR30kSNHePDBB72OAiqsixcvEhUVxVtvvcXQoUMpV64cM2bM4NixY+5RTyVRkaWDDvQJXghxZRWbNKbVjOmkr11HRtqfRNW4lirtbyM0qujeAwiEokoHPXPmTObPn3/Z8mrVqjF9+vRC1TEkJITKlStzzz33EB4eTq1atXI9BC4NAv70QSn1GMZE89nqAZ9rrYd62UUIkUNoVFShR/sUVElJB127dm331f9DDz1U6Pp4M2TIEIYMGeK38otbwAOA1vpj4GMApVRTjLkGXgl0PYQQoqy7mlFA/vAB8KLWOr2Y6yGEEGVOsQUApVRXIEprPbe46iCEEGVZ8b2BAH8HJl7tTiUp2VJqampxV6FYSLuLRlhYGBcvXizSMv0hGOroD8HYbqvVelV/p8USAJRSEUAC8NDV7ivDQIuXtLvo7N27N9cQy5Io7zDQsiJY2x0REcHNN9+ca1mOYaCXKa4uoObAPq118IVYIYqZJTOLbRsP8UPKXrZtPIQls/BZWu6//36+++67XMsuXbpE586dOXXq1GXbJycnX3E8/Jw5c0hJSQFg8uTJLFu2jCNHjpCYmJhrGRDwuQR27tzJyJEj891mxIgRHvMN7dixgwkTJlzV8byVVdyKqwuoPuD9dUAhhEeHDpzivx9vwukEm9VOeEQoSxbsJumx1lxXP7bA5d59990sXLiQO++8071syZIltGrVitjYgpW7bds24uPjARg+fDhArreAs5cB7kydgXLTTTdx0003FWjf/fv3c/LkySKuUfEoljsArfUcrfXA4ji2EMHKkpnFfz/ehNVix2Y18unYrHasFrtrecHvBHr06MG2bds4c+aMe9mCBQvo3bs3Tz/9NL169aJ379588803l+27ePFiBgwYQJ8+fbjjjjvYtm0b69evZ/ny5UyZMoU1a9Z4vALOXvaf//wHMDJ8zp07l6efftq9zbvvvstHH33ksc5ZWVm0bduWCxcuAMZLZNnbpqSk8Oqrr2K32xk3bhz9+vWjT58+zJw5E8g9g9m+ffvo378/ffv2ZcyYMdx+++3uY6xcuZJ77rmHzp0789VXX3Hu3DmmTJnC8uXL+eCDD7yW73Q6GTduHN27d2fQoEHFmvI5P8U9DFQI4aPd24/iLZGm02msL6jo6Gi6dOnC//73PwCOHTvGwYMH2bp1KzExMaSkpPDZZ5/x7rvv8vPPP7v3czgczJ49m2nTprFgwQIee+wxPvroI9q1a0diYiLDhg1zp3D2ZtSoUQDMnTuXnj17smHDBvdJPSUlhb59+3rcLywsjDZt2rBlyxYuXrzI0aNH2bJlC2AkrOvUqRNz5swBjDxHX3/9NcuWLXPn+sk2YsQIhg8fzrfffkudOnVyJauzWq3MnTuXDz/8kEmTJlGxYkWGDRtGYmIiTzzxhNfyv//+e/bs2UNKSgqTJ08usQGgOEcBCSGuwqn0i+4r/7xsVjun0gv3SK1///5MnjyZgQMHsnDhQvr06cOqVavceX9iY2Pp0qULmzdvdieHCwkJ4b333mP58uUcPHiQzZs3ExJS8OvK6OhoEhISWLp0KXXq1KFOnTpUr17d6/YJCQls2LCBkJAQevfuzaJFi7DZbGzdupXXXnuNZ599lr1797Jx40bAeK6htaZhw4YAnDlzhj/++IOEhATA6AqbNWuWu/wuXbpgMpm44YYbPOb837Bhg8fyf/31V7p160Z4eDixsbH5ZkwtThIAhAgSsVWiCY8I9RgEwiNCia1SuFErrVq14sSJE6SlpbFgwQKmTp3KypUrc23jdDpzXSFfvHiRe+65hz59+tCqVSuUUnzxxReFqkf2bFq1a9e+YtqJjh07MmPGDEJDQ2nbti0HDhzg66+/plGjRpjNZncWzm7dugHGVJHR0dFs374dMNI35zc/wZVy/nsrf/z48SUm539+pAtIiCDRtEVNvJyHMJmM9YV111138cEHH1CpUiWuu+46WrVqxddffw0YJ7dly5a5H+yCMYOXyWTi8ccfp3Xr1ixdutQdIEJDQ/PN/Z9Tzjz6t956K3/++SebNm1yz7rlTWxsLJGRkaxYsYK4uDjatGnD+++/nyvn/5w5c7DZbFy8eJGkpCT3yR+MaR3r1KnDqlWrgILl/PdUftu2bVm8eDFWq5WzZ8+65yYuaSQACBEkzJFhJD3WmghzKOERxpVpeEQoEeZQ1/LCX2X279+fefPmcffddwMwePBgzpw5Q+/evXnggQd4/PHH3TNcAdx44400btyYHj16cOeddxITE8PRo8aziHbt2jFt2jT3c4X8dOnShb59+2JxzXh2++2306ZNmyvO/QvGXUDFihWJjo6mTZs2HD9+3N2lM3DgQOrWrUu/fv24++676d+/P61bt861//jx43n//ffp168fO3bsuGLO/+bNm/PTTz/x1ltveS2/a9euxMfH06tXL5544gmf5i8oFk6nMyj+2bp1a92tW7c6MzMznSXB1q1bi7sKxULaXXT27NlToP0smTbnto2/O39I2ePctvF3pyXTVsQ1+8uFCxf8VrYnDofDabFYnElJSc5du3YF5Jjvvvuu89ixY06n0+n8/vvvnUOHDg14u4uKp7+pzMxM59atW51bt26t68xzXi2ZHVNCCK8izGG0bO19YvVgduLECe68807uvfde953GokWL+PDDDz1unz13cGHUrFmTRx55hLCwMCpWrFjqcv7nRwKAEKLEqFatmnsoZ7aePXvSs2dPvx3T0xwHwZgHqCDkGYAQQpRREgCEEKKMkgAghBBllAQAIYQooyQACCHKXDroojR48GCOHTvmdX3OxHN5XW278yurIGQUkBBBxmrJ4JcdmzmTfozKVapzQ/N4IsxRhSqzrKWDLkrTp08v8L7F3W4JAEIEkaO/7WPhzEk4nU6yrBbCIsys/W42vR96ipp1GxW43B49ejB+/HjOnDlD5cqVASMd9IABA3j66afRWmMymXj00Ue56667cu27ePFiZsyYQWZmJlarlddff53MzEyWL1/Oxo0bqVq1Kt999x3x8fG50kiMGDGC+Ph49uzZAxjpoAcMGMDGjRt5++23ASMdtNlsZsiQIR7rbbfbGT9+PJs3b8Zut9O/f38eeughnE4nb7zxBitXrqRatWrExsaSkJDgNbfQmDFjaNCgAUlJSXz11Vd8+umnfP/999hsNrp27coPP/zAhg0bmDJlCllZWdSuXZsxY8YQExNDYmIis2bNonr16rz88sukpqZSvXp1TCYT//jHPwAjjcbgwYM5dOgQ9erVY8qUKYwfP97d7rlz57J69WqP5a9du5Zx48ZhNpupV69egX9jT6QLSIggYbVksHDmJGyWTLKsRsqELKsFmyWThTMnYbVkFrjsYEwHDXhNx7x48WJ2795NSkoKkyZNuiwFdF4JCQnujJ4bN27k3LlzpKenk5qaSsuWLTl//jxvv/02n3zyCd988w3t27fnrbfeylXG7NmzycjI4H//+x/jxo1j586d7nVHjx7lpZdeYvHixaSnp7N+/fpc7T516pTH8q1WKyNGjGDKlCkkJydfMU3F1ZI7ACGCxC87NnvNXOl0Otm/YzNNWhU87XAwpoP2lo55//797nTMVapUcT938KZ169aMHj0au93OgQMH6N69O1u2bGHnzp106tSJn376ibS0NB588EHACHyVKlXKVca6desYMGAAJpOJWrVq0bZtW/e6G2+8kTp16gDQoEGDy1JLeytfa021atXcuYT69evH5MmTffkqfSIBQIggcSb9mPvKP68sq4UzJ70/iPRFMKaD9paO+Z133sm13ZXSMZvNZho3bszChQupX78+cXFxbNmyhdTUVB577DG2bdvGLbfcwrRp0wBjovW8bwuHhobicDg8lp/z+CaT6bJAbrfbPZZ/9OjRXNtmp6cuKtIFJESQqFylOmERZo/rwiLMVL7G+5Wyr4ItHbS3dMzt27dn0aJFWK1Wzp8/7073nJ+EhATee+894uPjufXWW1m2bBnlypUjNjaWm2++me3bt3Pw4EEA3n//fXcffrZ27dqxaNEinE4nx44dY/PmzV7nEcjbbm/lK6VIT093d7vlHalVWHIHIESQuKF5PGu/m+1xnclkomHzeI/rrkb//v1JTEx0J0QbPHgwEyZMoHfv3tjtdnc6aK01kDsdtMlkon379qSmpgLGCXHixIlUqFDhisfNTgednJyM2Wzm9ttv58yZM1dMBz1w4EB+//13+vXrR1ZWVq50z7t376Zfv35UrFiRqlWrXrEOnTp14pVXXiE+Pp6KFStyzTXX0KlTJwCqVq3K66+/zr/+9S8cDgfVq1dnwoQJufYfMGAAP//8M71796Zq1arUrFmTyMhIMjIyfGq3p/LDw8OZOHEizz77LGFhYTRp0uSK7bgaJm99iiVNampqXeBgs2bNMJs9XwUFUmpqKnFxccVdjYCTdhedvXv30rhx46vax9MoIJPJVOhRQN5cvHiR6OjCzTR2NZxOJzabjYcffpgXX3wx19wDhZE94uhKXUrZCtLulStX4nQ66dy5M+fPn+euu+5i3rx57lFVgeDpb8pisbBr1y6AenFxcb/lXCd3AEIEkZp1G/HwC5PYv2MzZ04eo/I11WnYPJ4Ic9GODiku/kwHnZmZ6XVE0bBhw+jSpcvVVziHBg0a8Nxzz7mfPwwbNiygJ/+CkAAgRJCJMEcWarRPSeavdNDZI5mSkpIKVU5+6tSpw5dffum38v1BHgILIUQZJQFACCHKKAkAQghRRkkAEEKIMkoCgBBClFESAIQIMg5rFmd3/En6qoOc3fEnDmtWkZR75MgRlFKsW7cu1/LExER27tzJyJEjAeMFq06dOvG3v/2NFStWMGPGjCI5vgi8YgkASqneSqmtSqm9Sqmiy2wkRCmXceQsB6Zt4cSKA5ze8gcnVhzgwLQtZBw5WyTlh4eHM3r0aHc2zmwxMTHut4NXrFhBnz59+OKLL9i1a9dl24rgEfAAoJSqD0wD7gKaA7copXoEuh5CBBuHNYs/kvfgtNpx2oykY06bA6fVzh/Je3BYfcu7k59q1arRrl073nzzzVzLN2/ezKBBg1i1ahVffvkl8+bNY+rUqcyePZvZs2czd+5cEhMT3blsLl26REJCAhaL5+R1omQojhfB+gFfaa2PACil7gMKnshciDLi/M/p4C11i9PJeX2CSjddW+jjjBgxgt69e7Nu3TpatGiRa11CQgIDBw4EYOjQoe5Mlffee687i+jw4cNZsmQJnTp1KhFpW4R3xdEF1BAIVUotUEptB/4BnM5/FyGE7XSG+8o/L6fNge100VxHlS9fnjFjxjB69OjLUh7np3///u45gOfPn+9z3h1RfIrjDiAM6Ah0Ai4AC4D/B8z0ZWdXUqMSITvrYWlicVj5+fwBTtvOERNekRsr1McckjsjY2lsty+Kut1hYWFXdYJ1lAuBsBDI8hAEwkJwlAu5qvLyysjIwOFwcPHiRVq2bEl8fDwTJ07E4XBgsViw2+1cvHgRq9UKcNl/x8TEUL16dRYsWMCJEydo2LBhoepT3IKx7lar9ar+TosjAPwJ/KC1PgGglJoPxONjAJBsoP7z84n9TF49FafTicVuxRwawcrTW3ix41BurNoQKJ3t9oW/soFeTcbJqJvNnNtwFE+dQKYQE1Wa1yIkouAThkRFRRESEuKu06hRo7jzzjs5efIkZrOZ0NBQoqOj3Smao6OjiYqKwmKxuPcZMGAAb731Fg888EBAs4gWtUBnQS0qERER3HzzzbmW5cgGepni6AJKAborpSorpUKBHkDZvKQsQTJsmby+eiqZWRYsduOqzmK3kpllMZbb5DFNcQuJCKNW/yaYIkIxhRv/65rCQzBFhFKrf5NCnfw9KV++PKNHj8Zms3ndplWrVixcuJDPP/8cgG7dunH27Nl85/EVJUfA7wC01puUUuOBtUA4sBSQgcTFbP2hrfnON7v+cCqJ9W8LcK1EXlG1K1H/8XjO6xPYTmcSHhNJBVW1SE7+tWvXZvny5bmWtW3b1j35S3af/pNPPule36pVK/c+TqeTTZs20bZt23zn8RUlR7Gkg9Zafwp8WhzHFp6lXTjhvvLPy2K38uf54wGukfAmJCK0SEb7FLXXX3+dFStWMH369OKuivCRvAksAKhRvirmUM/T75lDI7i2QrUA10gEm5EjR/LDDz9Qr1694q6K8JEEAAFAu+tu9TqBtclkol2dsvfgV4jSTgKAACAqPJIXOw4lMszsvhMwh0YQGWY2loeXjikHS5pgmZNblHwF+VuSKSGF241VG/JRnzdYfziVP88f59oK1WhXJ05O/n4SGRnJyZMnueaaa7zefQnhC6fTycmTJ4mMvLr/VyUAiFwiwyNltE+A1K5dmyNHjnDixIniropXVqvVPe6/LAnGdkdGRlK7du2r2kcCgBDFJDw8vMQ/ME1NTb3sxaKyoKy0W54BCCFEGSUBQAghyqhg6gIKBdzJp0qCsprrXNpdtki7g1uOc+Zlr4ubgmUYWmpqantgTXHXQwghglSHuLi4tTkXBNMdwBagA5AGFH7qIyGEKBtCgRoY59BcguYOQAghRNGSh8BCCFFGSQAQQogySgKAEEKUURIAhBCijJIAIIQQZZQEACGEKKMkAAghRBkVTC+CFQul1AqgGmBzLfq71npTjvUvA48Ap12Lpmut3wtsLYueUqo38DIQDSzRWg/Ps74F8DFQEVgNPK61zgp0PYuaD+0udb+3UuoxYGiORfWAz7XWQ3Ns04JS9nv72O5S93vnJAEgH0opE9AIuD6fP/ZbgYFa6w2Bq5l/KaXqA9OA1sAxYLlSqofWenGOzf4PeExrvVEp9QkwGPgg8LUtOj62u9T93lrrjzFO7iilmgLfAK/k2azU/d4+trvU/d45SRdQ/pTr30uUUj8ppYZ62OZW4EWl1A6l1FSlVGmYPqsf8JXW+ojW2gbcB+S867keiNJab3QtmgncG/BaFr182+1SGn/vnD4AXtRap2cvKMW/d06XtdulVP/eEgDyFwMswzgxdAEeV0rdnr1SKVUe+BF4FrgFqAyMDnw1i1xDIFQptUAptR34B3/dAgPUxMjJlC0NuLqpiEqmfNtdin9vAJRSXTFO9HPzrCqtvzfgvd2l/fcG6QLKl+u2z33r57r17Qksda2/4Pqcvf5t4FNgZGBrWuTCgI5AJ+ACsAD4fxhXfmBcOORMImUCHIGrnt/k2+5S/Htn+zsw0cPy0vp7Z/PY7jLwe8sdQH6UUu2VUl1yLDLx18NglFLXKaUe8bY+iP0J/KC1PqG1zgDmA/E51h/ByC6Y7VrgaADr5y/5trsU/94opSKABIygl1dp/b3zbXdp/r2zSQDIX2VgglIqUilVAeNqcH6O9RnAeKVUPdcD43/mWR+sUoDuSqnKSqlQoAeQmr1Sa/07kKmUyp49fhCw+PJigk6+7ab0/t4AzYF9WuuLeVeU4t8b8mk3pfv3BiQA5EtrnQJ8h9EPmAp8qrXeoJRapJS6VWt9AuP2cSGgMa4Q3i62ChcR1zDX8cBaYA/wOzAju92uzf4GTFJK/QyUB6YUS2WL0JXaXVp/b5f6GFf6bqX993bx2u5S/nsDMh+AEEKUWXIHIIQQZZQEACGEKKMkAAghRBklAUAIIcooCQBCCFFGyZvAosgopcKBQ8B2rXWPAB73NWC/1npWPttUAuZrrROvsux7gKFa604e1jmBXYAd403ZcsA54Amt9Val1ONAZa31G/mU/xtwj9Z6q4d1LYDhWuuHXe+hTATaYLyF6wDe01p/7Epl8JZrt2uBUOAP1+dxQGOMMezZy8KBHcBLWutfXMdaCVwPnM1Tjf8ATYG2Wus78tTvFuB/QB3gE+A/WuufvbVVlDwSAERR6g9sB25VSjXWWu8NxEG11i/5sFkMud9mLiqd8yROewZ4F+OEOa2ghSqlQjBOqn1ci97ASE/RXGvtVErVBDYqpQ5prZcALVz7vQJUyZPS+BWMJHc5lw3CyHbaVGt9zrX4Wa311x7qsg54QSlVR2t9OMeqvwMfa60tSqmXgP8qpdpqrWVseZCQACCK0hPAbOBXYDhG8rzywAzgBoyr1lSME0c5T8u11g6l1BBgGMaV9TGMK/B9rrLeBW4DsjDS9450lbNLa/2W69X9vwMRQCzwhtb6A9c2Ua4kb3EYab4nA9dgXDFP0Vp/Cu47ir8BJ4FffG28UioMuA445fr8Cq6TsVLqCeBxwApkutq6J8e+5YFFwAat9fPAAOCg1jr7qr2G67sIB6xa66NKqf7Zx7paWuvPXUEgCSMFdn7bpimlFgAPAWNy1HcAcLNrmwNKqTMYAevbgtRJBJ48AxBFQinVBGgLzAU+Ax5USl2DkUm1gta6BdDKtXl9b8uVUonAcxhX1jcD/wW+cb2K/xoQidGl0QIjECTkqEN5jDz1PbXWLTHSOY93rX4YyHAdzwR8DYzQWse5ynhGKdVGKdUXuNtVfjug0hWavsKVKvgosC/HsXJ+N6HAO8AdWutWwEdA+xybVAK+B75znfwB7sFITZHtFYyMtOlKqf8ppUYD57TWB65Qv/z8BNyU4/MEpdT2PP9c41r3PvCw63cAuB9YqbU+lGP/JRh3gSJISAAQReUJIEVrfVJrvQU4CAzBSKvQ1NXHPAJ4R2u9P5/ld2B0V5wA0FrPBGoBdYGuwCdaa7vW2qq1TtBar8yugCt7Yy/gTqXUGIy7g/Ie6toIaAB86rojWAVEAS1dx0jWWp93TQL06RXa3Vlr3dx13HLACq318ZwbaK3tGIFxvVJqKnAGo3sn2+cY/eg50yvcCOzPUcYOjPkpOmOcaNsBO5Qxg1lBOYFLOT4/q7Vukeefk67jr3Rt29m17RBgap7yDvLXHBoiCEgAEIWmlIrGSBDWXin1m+vBZg2M6faOYOTZH4cxneAPSqneWuuDnpZjdMfk7UM2YXR9ZOVcp5Sqk+MKFaVUbYxnENdjBJhRXqocCpzNeaLDeLg6I8fxsvk07aHWehvwFDBTKVXXw/oHgN4YJ/URwJc5Vv8HY+KZ8TmWOXH9/6mUClNKfQjEaK1TtdYTXQ/Z/4PR3VVQrYCdV7H9B8CjrofT5bXWy/Kst2F024kgIQFAFIXs/vKaWuu6Wuu6GN085TG6c2ZgzK/7PEZXxy2uPvHLlmOMKhmolKoKoJR62FX2fuAH4P8ppUKUUmaMbpyEv6rBrcAJjBPjEoyr8uwumCyMyV5MGIm9MpRSD7jW18EYzROHkeXyXldG0BCMwOYTrfWXwGZgUs7lSqkqSqnDwEmt9TsYgalVjk02Y9xB3auU6pZdHMZdCq47EQWMdo20yn7e0BjY5mv98tTpUYzfaM5V7DYLSMSYKMfTvLj1ABkFFEQkAIii8AQw0dXVAYDW+gxGl8ZdGFfce5RSqRj93VMwTiaXLddaL8U4gS5XSu3GSMHdS2vtAF7FeIj6E0aG1kVa6+Qc9ViCccehgb0YD2RPYNxppGGcaHcDFYC+wGNKqR2u/UZrrddprRdhdPtsxbgqzzss8kqGAj2VUt1zfBfpGEFpmautb2A8qyDPNv/A6JaKwQhuOYdd3uP6jva5vpedGNlKX/OxXve5+vR/VEr9BHQHOmmtM3Ns4+kZgHuEldb6PJAMDMT4/fK6A6OrSwQJyQYqRAnkumtJBe7MMRKoxFJKNQC+wBj+KieVICF3AEKUQK67qcHA68VdFx/9B3hMTv7BRe4AhBCijJI7ACGEKKMkAAghRBklAUAIIcooCQBCCFFGSQAQQogySgKAEEKUUf8fLtnV2znfZXsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kKE9ebwhv4yulyMzMZN++fQAsXbq0xPdR0eTMQYgwF2GOo87A0UXuVsIUQZ2Bo/12Mboi+zl469cAsHv3bvr160e1atWoWbNmiXF37tyZCRMmkJycTPXq1bnqqqtISUkBoGbNmkyYMIG///3vOBwOateuzWuvvVbg9ffddx/79u2jd+/e1KxZk7p16xIbG0t2tvdbhbt3707fvn1ZsGCBx/Gjo6N58803GTlyJFFRUbRo0cKXv4IKJf0cfN/PH66nQKgI59ihYvo5ADis2VzaswHbuV+Jjr+aKi06+SUxhHJV01GjRpGcnOz1biUof/xr1qzB6XTSrVs3Ll68yN133838+fOpUaNGmccsDennIIQol4iYOKq16RHsMHzmr34OOTk59O3b1+O64cOH0759+zLFl6dJkyY8/fTT7usdw4cPr7DEEEySHIQQQeGPfg6vvPIKAIMGDfK6TeELzKXVoEEDvvjii3KNEY7kgrQQQogiJDkIIYQoQpKDEEKIIuSaQyk4rLlc3JeJ7Vw20fFxVG2WSESMHEIhxJUnJM4clFK1lFLb8/0cVkoVfQY/iCLP2zn0/lZOrz7Eua3HOb36EIfe30r2sQvBDk2ICrN//36UUnz99dfuZampqRw7dszra0KhHPXo0aML1EQq7NixY15LcTz77LMcP37c530VN1Y4CYnkoLU+pbVuo7VuA9wM/AwMDWpQ+TisuVTaYcVpteO0GY/RO20OnFY7xxfswWH1/qSnEBUl25bDyp/W838/LmTlT+vJtuX4fR/z58/nzjvv5D//+Y/fxw6k8ePHc8MNN5TptVu2bClSFuOPIBTnRB4FsrTWnwc7kDwX92WCt38bTicX9Wmq3+D/+jVC+Grf6YNMWDsNp9OJxW7FHBnDJ9vn8dytT9Cspud+C6Vls9lYvHgxn332GQMHDuTIkSM0bNjQvX7BggWsWbOGM2fOcPr0abp168aoUaMAz6WtY2JimDx5Mps2beLChQvUqlWLyZMnk5iY6HH/H3/8MWfOnGHkyJGsX7+e4cOHk5aWRlRUFD179mTWrFmcOHGiSPnwhIQEHnroIZ544gnatWvHG2+8wddff018fDw1a9Z0V5jNycnhH//4BwcOHKBatWq88847zJ07l1OnTjF06FA+++wzjh49WmT8Bg0asGfPHkaPHg0YxfiuBCGVHJRSkcBowPMTLcVwPekXEOaDVszeKiLbHBzde5iDVt9PO4MlPT092CGUWTjHDqWPPyoqyuf787Nzc5jw3TRy7L8X3rPYrQBM+G4ak297ntio8lUPuHz5MqtXr+bqq6+mVq1apKSk8H//93+MGDECh8NBdnY2FouFbdu2MXv2bKpVq8aQIUNYvHgx1atX58SJE0yePJk6derw5z//mVWrVnHNNdewf/9+PvroIyIiIhg7dizz5s3zOgWVnJzMmDFjePzxx1m3bh1ms5n09HTi4+OpVKkSUVFRPPfcc7z11lvUqVOHjRs38txzz/H+++9jt9vJyclh2bJlpKWlMWfOHLKzsxk0aBCdOnUiOzubs2fPMnDgQFq1asXIkSNZuHAhDz74IJ9//jlTpkzBZDJ5HX/kyJH885//pH379kyfPh2Hw1Hu5ysKH//yslqtpfp3WOHJQSk1AJhcaPE+rXUP4E7ggNba++SgF4Esn3Eh+ldOHj+IyUOCMEVH0KB5o5A/cwjnEhThHDuUvXyGryUTNv/0A04vp7ZOnPx4Zi+pjctefC+vfMPSpUvp06cPlStXpk+fPjz11FM89dRTREREEBcXh9lspkePHu6zid69e7N9+3buuOMOmjVrRtOmTQG4/vrryc7Opnnz5owePZply5Zx+PBhdu3aRePGjb2+71atWpGVlUVubi4//vgjDz74IDt37iQuLo7U1FROnTrF8ePHefLJJ92vySsfHhkZSWxsLOvWreOuu+6iRo0a1KhRg9tuuw2z2UxcXBy1atVy129q1qwZWVlZVK5c2f3+vI1vsVjIzMyke/fuANx///0sWrTIbyVH/FU+IyYmhhtvvNH9e77yGR5VeHLQWs8F5npZfTcwu+Ki8U3VZomcXHnQ80qTiaqq5OJfQgRKxqXT7jOFwix2K79ePFXufZw5c4Z169axe/duPv30U5xOJ7/99hvffPNNge3yl552OBzu3z2Vtt61axdPPvkkjzzyCHfccQcRERElzu136dKFb775BpPJRGpqqvsb/fDhw3E4HCWWD4+IiChz+W1v4xfeNhTLb5dFSFyQzqcDsC7YQRQWERNFVusYTDGRmKKNQ2aKjsAUE0m9/i2IiLky/jGI8FSnSk3MkTEe15kjY7i6aq1y7+Orr76iffv2rF27llWrVrF69WqGDRvG7NkFv8utW7eOixcvYrFYWLp0KbfeeqvXMbdu3UpycjIPPPAA1157LWvWrCm2jDcYnd0++OADkpKSaN68OT/99BOHDx+mRYsWNG7c2Gv58DwdO3ZkxYoVWK1WLl26xJo1a3wqv223272OHx8fT926dVmzZg1Aib0qwkVIXXMAGgPe74kLInuNSBoPS+KiPo3tXA7R8bFUVTUlMYig69jwFj7ZPs/jOpPJRMcG5Z+SW7hwIf/4xz8KLHvwwQf58MMPqVKlintZQkICQ4YM4dy5c/Tp04cuXbqwZcsWj2P26tWLJ554gt69ewPGtFFxt8SC0dnt9OnTJCcnYzKZaN68OfHx8YAxbTJlyhSP5cPzpKSk8MMPP9CvXz+qV69OrVq1SpyOTklJYejQoXz44Ydex3/ttdd49tlneeutt2jTpk2x44ULKdnt+37+cPPeoSKcY4eKKdnt6W4lk8nkl7uVfJ3zXrBgAWlpae5ieKEif/w//PADP//8M/369cNms3H//fczYcKEkL7DSEp2CyHKrFnN6/h3n1fYeDSdXy+e4uqqtejYIInY6NBrXF+Shx56iN9++63I8oEDB/LAAw+Ua+xGjRoxbdo0ZsyYgdPp5O677w7pxBBMkhyEuELERseW666k8urfv3+xTXd8NWvWLD9E41mNGjX46KOPAjb+lSTULkgLIYQIAZIchBBCFCHJQQghRBGSHIQQQhQhyUEIIUQRkhyEED4L134O/rJy5UqmTJlS7DYPPfSQxwf/Vq9ezYwZM0q1v4ceesj9RHZFk1tZhbhC5GZlk7l+AzkZGcTWqUNi505EVYrz6z7y93O44447/Dp2OOjevbu7wF5pBbJydCD4lByUUtcACYC7CInW+vtABSWEKJ3f9uxlz8vjcTocOCwWIsxmfv54Ji2eH021Fr4/aV2cYPdzANixY4fHfgq7du1i7NixgFGcb8mSJaxatcrjGGfPnqVv376sW7fOvf2zzz5Lr169+OCDD4iMjOSBBx7g5Zdf5sCBA9jtdoYMGcJdd91V4CnwLVu28K9//YvIyEjatGnDTz/95H5GY968ebzyyiv89ttvjB49moYNG7rrUNWtW5c777zT4/hWq5XRo0eza9cu6tWrx7lz58r/F1dGJU4rKaVeBvYCC4H5rh/PhVyEEBUuNyubPS+Px56djcNi9HRwWCzYs39f7g/fffcddevWpVGjRvTo0cNjN7j09HSmTJnCkiVL+PHHH91VW0+cOMHzzz/P8uXLyczMZOPGjfzyyy8cOnSI2bNn8/XXX1OnTh0WLVrkdf9Wq5UxY8bwxhtvsHDhQh599FF3Qnj66af55z//ycKFC4mJ8VyEME9CQgJ16tRh//79/PTTT9jtdtLS0gCjcGC3bt147733aNmyJQsWLOCzzz7j/fff5+jRo+4xbDYbTz/9NK+99hpffvllgYquAFWrVmXhwoWMGTOGd955h+uuu46BAwcycOBA7rnnHq/j5yWX5cuXM2bMGI4cOeLD30xg+HLm8BBwndb6RKCDEUKUXub6DTi9lKF2Ohxkrt9A7dt6lHs/8+fP56677gKMonlPPfUUI0aMKLBN9+7d3d/8e/XqxebNm939HBo0aABAkyZNOHfuHCkpKTzzzDPMnTuXw4cPs3379gJnIoX9/PPPHD16lMcee8y97NKlS5w9e5bMzEy6dOkCwIABA1iwYEGx7+XWW29l06ZNREVF8fDDD7N06VIuXrxIZmYmTZo0YePGjeTk5DB//nwAsrKyOHDggPv1+/fv56qrrnKX3rj33nsZP368e32PHsbxvu666zx++/c2flpaGvfffz8A1157LTfddFOx7yOQfEkORyUxCBG6cjIy3GcMhTksFrIzfi33PkKhn4O3fgqFC25GR0eX+H5SUlKYNm0aMTExjBgxguXLl7N48WI6d+7s3tdrr71Gy5YtAcjMzKR69eosXrzY/T699YXIfxy8lQP3Nv6cOXMKHIPCZyQVyZe7lVYqpSYppToppW7O+wl4ZEIIn8TWqUOEl4rEEWYzcXXK36UwFPo5eOunULlyZRo3bszKlSsB3B/gxWnZsiWHDx/m559/pkmTJrRr14733nuPbt26AdC+fXu++OILAE6dOkWfPn3IyMgoEMtvv/2G1trnfUZGRpKbm1vs+B06dGDx4sU4HA6OHz/O998H79KuL2npEdd/B+Rb5sTovSCECLLEzp34+eOZHteZIiJI7Fz+Ynyh0M+huH4Nr776KmPGjOHtt9+mSZMmJb4fk8lEUlIS2a7rMe3bt2fu3Lm0bdsWgCeeeIIXX3yRu+66C7vdzsiRI2nYsKE7McXExDBp0iSeeeYZIiIiaNSoEbGxxVfAbdu2Lc888wyJiYlexx80aBAHDhygZ8+e1KtXz91aNSicTmexP02bNr27pG2C+bNt27Zrt23b5szJyXEG0rZt2wI6fqCFc/zhHLvTWbb49+zZU6rtL+ze49x0/4POjQMecK7v09+5ccADzk33P+i8sLt043hy6dIln7abP3++85lnnin3/srr6NGjzm7durl/9zX+0rDb7c5XX33VefnyZafT6XR+/PHHzokTJ/p9P06n/+Iv/G8qJyfHuW3bNue2bduudXr4bPXlzGE88GWAc5QQohyqtWhO2xnTyVy/geyMX4mrczWJnTsRGeff5xwqgr/6OcycOZOFCxficDiIiPh9Br1WrVpMnz69XDFGRERQo0YN7r33XqKjo6lXr16BC9JXAl+Sw06l1GiM3s6X8hbKcw5ChJbIuDi/3JVUVqHSz6F+/fruZxweeeQRv3VSK2zo0KEMHTrU7+OGCl+SQzvXz+B8y+SagxBCXMFKTA5a60YVEYgQQojQUWJyUEr909NyrfWb/g9HCCFEKPBlWumGfH+OAboCKwMTjhBCiFBQ4kNwWutH8/08CCQDtQIfmhAiFPzlL39h6dKlBZZlZWXRrl07zp49W2T7BQsWuAvueTNnzhyWLFkCwJQpU1i5ciXHjh0jNTW1wDKgwst979y5k9GjRxe7zahRozyW6NixYwevvfZaqfbnbaxgK/Wz2VrrE0qpawMQixCiHCw5uezefoKzmZdJSKxMyzZ1MceWv/xCnz59WLx4MX/605/cy1asWEG7du1ISEgo05jff/89ycnJAO76TPkfgMtfsymvKF5FueGGG7jhhhtK3tCDgwcPcubMGT9HFBylveZgAm4BTgUsIiFEqR05dJbPP9yC0wk2q53omEhWLNrNoMHtaNi4bB/geW6//XamTJnC+fPnqVGjBgCLFi3i4Ycf5sknn0Rrjclk4q9//St33313gdcuX76cGTNmkJOTg9VqZcKECeTk5LBq1So2b95MzZo1Wbp0KcnJye5kAca36eTkZPbs2QMYxfTuu+8+Nm/ezBtvvAHA22+/jdls9ng7aW5uLl26dOGbb77BZDIxcOBAUlNTGTp0KEuWLCE9PZ0xY8YwadIk0tLSsNvt9O/fn0ceeYQtW7Ywbdo0Zs2axf79+xk1ahR2u51bbrmFtWvXuutJrVmzhs8//5wzZ84wbNgwevbsydSpU8nKyuK9995j6NChHsd3Op288sorrFmzhlq1amG32wu891DhS22lG/L9tASOAIMCGZQQwneWnFw+/3ALVosdm9WoTWSz2rFa7K7lueUav1KlSnTv3p3//ve/AJw8eZLDhw+zZcsW4uPjWbJkCZ988glvv/02+/btc7/O4XAwe/Zs3n//fRYtWsTgwYP597//TceOHUlNTWX48OHuSqrejBkzBoC5c+fSq1cvNm3axKVLxuNWS5YsoW/fvh5fFxUVRfv27dm6dStZWVmcOHGCrVu3Akb9p5SUFObMmQMYpUHmzZvHypUri3RdGzVqFCNGjOCrr76iQYMGBWo/Wa1W5s6dywcffMDkyZOpVq0aw4cPJzU1lccee8zr+F9//TV79uxhyZIlTJkyJahluYvjyznnl1rrr/IvUEo9BJTvSZVCXFNVnwLVgPPAn7XWv/hzH0JciXZvP4G3YqZOp7H+pnbeS2H7on///kyZMoWBAweyePFi+vTpw7p165gwYQJg1FTq3r07aWlp7lpLERERvPPOO6xatYrDhw+TlpZW4Enl0qpcuTJdu3blm2++oUGDBjRo0IDatWt73b5r165s2rQJq9VK7969WbZsGTabjW3btvHyyy8zcuRI9u7dy+bNmwHjOorWmuuuuw6A8+fPc/z4cbp27QrAPffcw6effuoev3v37phMJq6//nqPZbk3bdrkcfyffvqJ22+/nejoaBISEootThhMXpODUqo3EA28ppSK4PcucNHAS/g5OQDjgC+01u8ppf6GUbbjf/y8DyGuOGczL7vPGAqzWe2czbxc7n20bduW06dPk5GRwaJFi5g2bRpr164tsI3T6Szwzfry5cvce++99OnTh7Zt26KU4rPPPitXHHmNcurXr1/i09i33norM2bMwOFwcOutt3Lo0CHmzZtH06ZNMZvN7oJ3t99+O2B0iKtcuTLbt28HjCqqzmJKiJdUltvb+JMmTQqZstzFKS6NtwH+hnFn0nDXn/+G8aT05ADEEolx1gBQGfBP+yohrnAJiZWJjon0uC46JpKERP+Ujrj77rt57733qF69Og0bNqR9+/bMm2c0hTx79iwrV64sMHf+888/YzKZGDZsGO3ateObb75xJ4/IyMhiy3Pnl7/U9S233MKvv/7Kli1b3A11vElISCA2NpZ169aRlJRE+/bteffddwuU5Z4zZw42m43Lly8zaNAgd2IAo5tbgwYN+O6774CyleX2NH6HDh1Yvnw5VquVCxcuuNuVhhqvKUtrPQ4Yp5R6XGv9bgXEMhbYqJQajvE8RYcK2KcQYa9lm7qsWLTb4zqTyVjvD/379yc1NdVdYO5///d/efHFF+nduzd2u51hw4bRsmVLd4+DZs2a0bx5c3r27InJZKJz586kp6cD0LFjR958802qVq1a4n67d+9O3759WbBgAWazmdtuu43z58+X2A4UjLOHVatWUblyZdq3b8+ECRPc00QDBw7kl19+oV+/fuTm5tK/f3/atWtXoMT4pEmTeO6553jrrbdQSpVYlrt169ZMmzaN119/nREjRngcH4zbZe+66y4SExN9KjEeDKbiTpsAlFKRwD+AVhhnDk8Ak7TWvqX9ouMNoOiZxz4gFnhNa/2VUuoe4EWgtda62ADT09OvBQ6XJRYhQlVUVJR77tsXx345z4JZO8DpxGZzEB0dASYT/R9qTf1ragQu0ArkdDqx2Ww89thjPPXUUzRv3jzg+/z3v/9Nv379qFmzJitXrmT58uW8/vrrAd9vIBw8eNB9VlNIo6SkpJ8LL/RlsmsSUBNoizENdSdQB2OqqdS01nOBufmXKaVqAnvzLnxrrecrpd4HEoHTvozbqlWrIu0C/Sk9PZ2kpKSAjR9o4Rx/OMcOZYt/7969paokqlpU5skXaxd5ziHGXP757EBVNS2tU6dO8ac//YkBAwZwyy23ALBs2TI++OADj9vntRMtT/zXXHMNTzzxBFFRUVSrVo3x48dX+LHw1/GPiYnhxhtvdP9usVjYtWuX1+19+ZfTHbgZSNdaX1BK3Q5sL2echWUCOUqpLlrrdUqpTsBFrbVPiUEIATHmqHLflRTKatWq5b4dNU+vXr3o1atXwPbprzLk4ciX+8psWmt3J22ttQUo343ThbimjvoDryuldmCcrdzjz30IIYTwnS9nDruUUv8LRCqlFPBP4Ed/B6K1TsPoGyGEECLIfDlzGIExrVQbWA9UcS0TQghxhfKl2c9vwF/zL3NdQBZCCHGFKu4J6XjgKeAs8JbW2u56Uvp/MZ6QLl81LyGEECGruGmlmUALoB/wT1ftozRgDMZ1ByHEH8AfrZ+DPw0ZMoSTJ096Xb9lyxav76+077u4scqiuGmllsD1QA3gW+DvwGKgu9b6gt8iEEL4hdWSzYEdaZzPPEmNxNpc3zqZGHNcucf9o/Vz8Kfp06eX+bXBft/FJYeLrltMzyml6gPPaK1nVkxYQojSOPHzfhbPnIzT6STXaiEqxsz6pbPp/cg/qHtt03KNHY79HMAofDdp0iQ2b96M0+n02k8hISGBrl27en2eYdy4cTRp0oRBgwbxn//8h5kzZ7J8+XJsNhs9evTg22+/ZdOmTUydOpXc3Fzq16/PuHHjiI+PJzU1lU8//ZTatWvzwgsvkJ6eTu3atTGZTDz++OOAUZdqyJAhHDlyhEaNGjF16lQmTZrkft8zZ85k7dq1Hsdfv349EydOxGw206hRozL/HXvia/3c05IYhAhNVks2i2dOxmbJIddqASDXasFmyWHxzMlYLTnlGj8c+zkA7n4Kn3/+eYF+CsuXL2f37t0sWbKEyZMnF+nhUFjXrl3dZbc3b97MhQsXyMzMJD09nZtuuomLFy/yxhtv8NFHH/Hll1/SuXPnIiU2Zs+eTXZ2Nv/973+ZOHEiO3fudK87ceIEzz//PMuXLyczM5ONGzcWeN/nzp3zOL7VamXUqFFMnTqVBQsWlFj3qbSKO3PIX9PI6te9CiH85sCONK+lpZ1OJwd3pNGibfl6BoRjP4e8fgobN24kIiLC3U/h4MGD7n4KiYmJ7usc3rRr146xY8dit9s5dOgQvXr1YuvWrezcuZOUlBR+/PFHMjIyePjhhwEjKVavXr3AGBs2bOC+++7DZDJRr149OnT4va5os2bNaNCgAQBNmjQp0hti586dHsfXWlOrVi134b5+/foxZcoUH49myYpLDs1cTysDXJfvzwBorVv7LQohRJmdzzzpPmMoLNdq4fwZ7xdEfRWO/Rzy+il06tSJypUru/spvPXWWwW2K6mfgtlspnnz5ixevJjGjRvTrl07Nm3aRHp6OoMHD+b777/n5ptv5v333weMmkWXLxfsoREZGYnD4fA0fIH9m0ymIone4XB4HP/EiRMFts3rL+EvxaXxnvzewyH/n/N+hBAhoEZibaJiPBedjIoxU+Mq79+uSyPc+jl466fQuXNnli1bhtVq5eLFi+5+DcXp2rUr77zzjvvayMqVK6lUqRIJCQnceOONbN++ncOHjeLQ7777rvuaQZ6OHTuybNkynE4nJ0+eJC0tzWuToMLvu1WrVh7HV0qRmZnpnsorfEdZeRXXz6HkIyaECLrrWyezfulsj+tMJhPXtfZP8/pw6+eQ169h0KBBOByOAv0Udu/eTb9+/ahWrRo1a5b8TG9KSgovvvgiycnJVK9enauuuoqUlBQAatasyYQJE/j73/+Ow+Ggdu3avPbaawVef99997Fv3z569+5NzZo1qVu3LrGxsWRne+9plve+Z82a5XH86Oho3nzzTUaOHElUVBQtWrQo8X2URon9HEJdXj8HKdldvHCOP5xjh7KX7C5NvwJPdyuZTCa/3K0UKiW78/o5PProozz33HO0bNnSp9eVFH/enVGBrL66Zs0anE4n3bp14+LFi9x9993Mnz/fffdXcfx1/Av/m8pXsrvM/RyEECGu7rVNefTZyRzckcb5MyepcVVtrmudTIzZv3ewBNPp06fd/RzyEoMv/Rx8kZOT4/XOp+HDh9O9e/fSB5xPkyZNePrpp93XO4YPH+5TYggmSQ5CXCFizLHlvisplAWqn8Mrr7wCwKBBg8o1TnEaNGjAF198EbDxA6HE5KCUqgK8CjQDBgATgSe11pcCHJsQQogg8eWm46nAeYyS3TlANeDfAYxJCCFEkPmSHG7SWo/G6AiXBTwItAloVEIIIYLKl+RQ+GbkSMDz0xxCCCGuCL4kh7VKqVeBOKXUHcACYHVgwxJChJJjx46hlGLDhg0FlqemprJz505Gjx4NGM8PpKSk8OCDD7J69WpmzJgRjHCFH/iSHJ4BLgEXgPHADmBkIIMSQpSew5rLhR2/kvndYS7s+BWHNdev40dHRzN27Fh34bs88fHx7gfjVq9eTZ8+ffjss8/YtWtXkW1F+PClTagNGOf6EUKEoOxjFzi+YA84nThtDkzREZxec5h6/VsQV796yQP4oFatWnTs2JFXX32VceN+/zhIS0vj2WefZfDgwe7bNWNiYpg923hq++qrr+a9997jo48+olGjRmRlZdGzZ09WrFgR0AdXRfn4civrYQpWaHUCWcAu4J9a64wAxSaE8IHDmsvxBXtwWn+/POi0GZcFjy/YQ+NhyUTE+Kco26hRo+jduzcbNmygU6dOBdZ17dqVgQMHAvDEE0+4i8INGDDAXbBvxIgRrFixgpSUFEkMIc6XaaUvgVXAPRgtQ5cC2zBahsotrUIE2cV9meCtDI7TyUV92m/7qlKlCuPGjfM4vVSc/v37u9uCLly4MKClKoR/+PKEdBet9S35fh+ulErTWj+qlHo0UIEJIXxjO5ftPlMozGlzYDtXvmY/hXXu3Nk9veSr+vXrU7duXVasWMGZM2e48cYb/RqT8D9fzhyqKaXcpROVUtWASq5fi685K4QIuOj4OEzRnv9XNkVHEB3v//pKo0aNYv369Zw6dcrrNvlLbYPRi+Ff//oXffr08Xs8wv98SQ4fA1uUUi8ppV4GNgEfKaX+BuwNaHRCiBJVbZYI3noDmExUVSWXpC6tvOklm83mdZu2bduyePFiZs2aBRi9qC9cuFBsa08ROny5W+kVpdQPGA1/coEntNarlVJJwMwAxyeEKEFETBT1+rcocrcSJhP1+rfwy8Xo+vXrs2rVqgLLOnfu7O7dkHcN4W9/+70PWNu2bd2vcTqdbNmyhQ4dOhTb2lOEDl+rsm4F9mBMI0UqpW7TWn/jz0CUUsnAO4AZOAIM1lr/6s99CHGliqtfncbDkrmoT2M7l0N0fCxVVU2/3aVUXhMmTGD16tVMnz492KEIH5U4reSaSjoJHAL2AQeBN/0ZhFLKBMwDnnb1pv4UuRNKiFKJiImk+g1Xk3jrtVS/4eqQSQwAo0eP5ttvv6VRo0bBDkX4yJdrDg8DDTE+vJsCjwC7/RxHIhCntc4ry7EEuFMpJTdCCyFEEPiSHE65HnTbC9yotZ4F3ODnODKBy0qp212/DwSigav8vB8hwka4t/AVocPhKH2t1BJ7SCulNmCcPdwC3ASMAbTWukkZYkQpNQCYXGjxPowaTm8A1YFZwHNAM611ZnHj5fWQLkssQoSqiIgIatWqRfXq1TF5uxNJiBI4nU5yc3PJzMzk4sWL3pJEmXtIT8SY/++DUV/pzxjTPmWitZ4LzC28XCnVWmud4vpzLWAscNbXcVu1ahXQx/H/iE3uQ0U4xw5li99ms3Hs2DGOHj0aoKh8Z7VaiYmJCXYYZfZHjz8qKorq1avTuHFjIiJ+nyyyWCzs2rXL++t8GPsHrXV3AKVUG+B6ivZ48IcZSqlhWuutwD+BuVpr6Rsh/pCio6ND5uJtenp6WD/RLPGXjdfkoJRKcP1xmVIqhd+fhv4V+A6jp7Q/PQZ8oJSqhFEW/K9+Hl8IIYSPijtz+AK4zfXnM/mW52LcueRXWus04GZ/jyuEEKL0vCYHrfUdAEqpj7XWf6m4kIQQQgSbL+Uz/qKUugZIIF+hPa3194EMTAghRPD40uznJYy2oKf4vemPE2gcwLiEEEIEkS93Kz0MXKe1PhHoYIQoi9ysbDLXbyAnI4PYOnVI7NyJqEpxwQ5LiLDmS3I4KolBhKrf9uxlz8vjcTocOCwWIsxmfv54Ji2eH021Fs2DHZ4QYcuX5LBSKTUJ+ArIzlso1xxEsOVmZbPn5fHYs93/LHFYLADseXk8bWdMJzJOziCEKAtfksMjrv8OyLdMrjmIoMtcvwGnl5oxToeDzPUbqH1bjwqOSogrgy93K4XGY5pCFJKTkeE+UyjMYbGQnSHtQIQoK1/uVqoCvAI0xzh7mAg8qbW+FODYhChWbJ06RJjNHhNEhNlMXJ2rgxCVEFcGX0p2TwUuALWBHKAa0ohHhIDEzp0wRXj+J2yKiCCxc6cKjkiIK4cvyeEmrfVowKa1zgIeBNoENCohfBBVKY4Wz48mMi6OCFdF3gizmci435cLIcrGlwvShSuwRgJSLVWEhGotmtN2xnQy128gO+NX4upcTWLnTpIYhCgnX5LDWqXUq0CcUuoO4G/A6hJeI0SFiYyLk7uShPAzX6aVngEuYVx3GA9sxyinIYQQ4gpVYnLQWtuA77TW7YDbgW1a65yARyaEECJoSkwOSqnxwEuuXysBo5RSYwIalRBCiKDyZVqpL8YZA1rrY0BXYGAggxJCCBFcviSHaNfUUh4rcreSEEJc0Xy5W2mjUuoz4COMmkp/BrYENCohhBBB5cuZwxPAr8Bk4HXgJDAikEEJIYQILl/OHMZorZ8MeCRCCCFChi9nDncFPAohhBAhxZczh0NKqRXAeoyH4QDQWr8ZsKiEEEIElS/J4azrv/n7OjgDEIsQQogQ4Uuzn0cBlFI1tNbnAx6REEKIoPOl2U9T4EugulKqLbAS6Ke13hfg2IQQQgSJLxekp2HcunpKa30CeBtp9iOEEFc0X5LDVVrrb/J+0Vq/i9ENrlyUUuOUUi/m+72GUmqpUmqvUmqtUkp6PAohRJD4khycSqlYXBehXR/akWXdoVKqulLqI6DwsxP/AtZprZsD04EpZd2HEEKI8vElObwLfA3UUkpNBDa7lpVVX+AA8Eah5X8CPnP9+Qugp1Iquhz7EUIIUUa+9HP4GBiL8cEdDQzRWr9X1h1qrT/VWr9C0fajdYEM1za5wG9AzbLuRwghRNkVe7eSUqoV0BTYorV+pjQDK6UGYNRjym+f1tpbP0eTh999rv66a9euUkRXNunp6QHfRyCFc/zhHDtI/MEm8Zee1+SglHoUY+rnANBEKTVIa73C14G11nOBuaWI5ThwNXBMKRUFVAXO+PriVq1aYTabS7G70klPTycpKSlg4wdaOMcfzrGDxB9sEr9nFoul2C/VxU0rDQdaudqD9gZG+Tm2wpYBD7v+fD/GxWlbMdsLIYQIkGKvObiea0BrvYnAz/+PBdorpXYDjwP/G+D9CSGE8KK4aw6F6yfl+nPHWusXC/1+Fujjz30IIYQoG19uZc0jxfaEEOIPorgzh9ZKqd/y/V7J9bsJcGqty/2UtBBCiNBUXHJoUmFRCCGECClek4PW+peKDEQIIUToKM01ByGEEH8QkhyEEEIU4UubUCGEEMVwWLK5tGcDtnMZRMfXoUqLTkSY44IdVrlIchBCiHLIObqXjNnjwenAabNgijZz5tuZ1Bk4mtgGzYMdXpnJtJIQQpSRw5JNxuzxOK3ZOG0WAJw2C06rsdxhzQ5yhGUnyUEIIcro0p4N4PRSPNrpMNaHKUkOQghRRrZzGe4zhsKcNgu2c79WcET+I8lBCCHKKDq+DqZoz60CTNFmouOvruCI/EeSgxBClFGVFp3A5OVj1BRhrA9TkhyEEKKMIsxx1Bk4GlNMnPsMwhRtxhRjLI+ICd/bWeVWViGEKIfYBs25ZsR013MOvxIdf7XxnEMYJwaQ5CCEEOUWERNHtTY9gh2GX8m0khBCiCIkOQghhChCkoMQQogiJDkIIYQoQpKDEEKIIiQ5CCGEKEKSgxBCiCLkOQchxB9Sti2HjUe2kXHpNHWq1KRjw1uIi44NdlghQ5KDEOIPZ9/pg0xYOw2n04nFbsUcGcMn2+fx3K1P0KzmdcEOLyTItJIQ4g8l25bDhLXTyMm1YLFbAbDYreTkWozltpwgRxgaJDkIIf5QNh7ZhtPp9LjO6XSy8Wh6BUcUmoKaHJRS45RSLxZadptSamWQQhJCXOEyLp12nzEUZrFb+fXiqQqOKDQF5ZqDUqo68CbwADDJtSwC+AfwHLAzGHEJIa58darUxBwZ4zFBmCNjuLpqrSBEFXqCdebQFzgAvJFvWXPXz5CgRCSE+EPo2PAWTCaTx3Umk4mODZIqOKLQZPI291YR8qaUtNYv5luWAryotU7xZYz09PRrgcN+D04IccU6lv0rc098jRMnNmcu0aYoTJgYUPcO6seFb2vPMmqUlJT0c+GFAZ1WUkoNACYXWrxPa+33wuetWrXCbPbcy9Uf0tPTSUoK328U4Rx/OMcOEn+weYo/CbjD1p2NR9P59eIprq5ai44NkogNweccAnX8LRYLu3bt8ro+oMlBaz0XmBvIfQghRFnERseS2jh8ezwHmtzKKoQQoghJDkIIIYoIavmM/Bei8y1bA6RUdCxCCCF+J2cOQgghipDkIIQQoghJDkIIIYqQ5CCEEKIISQ5CCCGKkOQghBCiCEkOQgghipDkIIQQoghJDkIIIYqQ5CCEEKKIoJbPEEIIUTZZOTbWbT9BRuYl6iRWoUubulSKjfbb+JIchBAizOw+dIaXPtyMw+nEYrVjjonko0W7eGFwe1o2vsov+5BpJSGECCNZOTZe+nAz2ZZcLFY7ABarnWxLrnu5P0hyEEKIMLJu+wkcXto7O5xO1m0/7pf9SHIQQogwkpF5yX3GUJjFaicj85Jf9iPJQQghwkidxCqYYyI9rjPHRFInsYpf9iPJQQghwkiXNnWJMJk8roswmejSpp5f9iPJQQghwkil2GheGNyeOHOU+wzCHBNJnDnKvdwf5FZWIYQIMy0bX8UnL9zBuu3H8z3nUM9viQEkOQghRFiKM0dxe7trAja+TCsJIYQoQpKDEEKIIiQ5CCGEKOJKuOYQCWC1WgO+I4vFEvB9BFI4xx/OsYPEH2wSf1H5PjM9PjRhcnp5DDtcpKendwbWBTsOIYQIU12SkpLWF154JZw5bAW6ABmA52fKhRBCFBYJ1MH4DC0i7M8chBBC+J9ckBZCCFGEJAchhBBFSHIQQghRhCQHIYQQRUhyEEIIUYQkByGEEEVIchBCCFHElfAQnF8ppXoDLwCVgRVa6xGF1rcBPgSqAWuBYVrr3IqO0xMfYn8B+AtwzrVoutb6nYqN0jOl1GDgiXyLGgGztNZP5NumDaF77H2JP2SPP4BS6n+AZ12/LtdaP1VofRtC9PiDT/GH7PFXSo0CHgUswH+01uMLrW9DBR97OXPIRynVGHgfuBtoDdyslOpZaLP/A57QWjcFTMCQCg3SCx9jvwUYqLVu4/oJif8xALTWH+bFBTwInAJeLLRZSB578Dn+kD3+SqlKwFSgK3Aj0EUp1aPQZiF7/H2MPySPvyvOQUBb4CagnVKqf6HNKvzYS3IoqB9G1j6mtbYB9wNb8lYqpa4B4rTWm12LZgIDKjxKz4qN3eUW4Dml1A6l1DSlVGyFR+mb94DntNaZeQtC/NgXViR+l1A+/pEYnweVgWjXT3beyjA4/sXG7xKqx/8m4Gut9W9aazvwX4wveUDwjr0kh4KuAyKVUouUUtuBx/n9FBSgLkYNpzwZQP2KC69YxcaulKoC/ACMBG4GagBjKz7M4rm+RcVprecWWhXKx97NW/yhfvy11hcx4tkHHAN+Bjbm2ySkj39J8Yf48f8euEMpleBKWH2Aq/OtD8qxl+RQUBTQA/gr0AFoB/w53/oIIH8xKhPgqLDoilds7FrrS1rrXlrrfa65yjeAXkGJtHj/D3jTw/JQPvb5eYw/1I+/Uqo1xnz8NRgfRnYg/5x9SB//kuIP5eOvtV6JcTawBuOsYT2QvwdBUI69JIeCfgW+1Vqf1lpnAwuB5Hzrj2FUMcxzNXCiAuMrTrGxK6UaKqX+km97E2Cr4BiLpZSKwZgzXuRhdSgfe6D4+MPg+N8BrNRan9JaWzA+rFLyrQ/1419s/KF8/JVSVYH5WuvWWusUjIvSP+XbJCjHXpJDQUswTu9qKKUigZ5Aet5KrfUvQI5SqpNr0UPA8ooP06NiY8eYf52klGqklDIB/4uRQEJJa2C/1vpy4RUhfuzzeI2f0D/+PwI9lFKVXfH1Jl8p5zA4/sXGT2gf/0bAV0qpKKVUdYyz/zl5K4N17CU55KO13gJMwjit2wP8AsxQSi1TSt3i2uxBYLJSah9QBeMOiaArKXat9WmMKY/FgMb45vRGsOL1ojHGtyS3cDj2+XiNP9SPv9Z6BfAFxheKHRgXdF8Jl+NfUvyhfPy11juA+RhxpwFvaa03BPvYSz8HIYQQRciZgxBCiCIkOQghhChCkoMQQogiJDkIIYQoQpKDEEKIIqQqqwg4pVQ0cATYrrUuXAwwkPt9GTiotf60mG2qAwu11qmlHPtejEJoKR7WOYFdGE/pOoFKwG/AY1rrbUqpYUANrfUrxYz/M3Cv1nqbh3VtgBFa60ddD1C9CbTHeGrWAbyjtf7QVcrjddfLrsaoP3Tc9ftEoDnG/f55y6Ixbqd8Xmt9wLWvNRhPHV8oFMa/gJZAB631nYXiuxnjSd8GwEfAv7TW+7y9VxGaJDmIitAf2A7copRqrrXeWxE71Vo/78Nm8RR8Ct5fuhUqHPgU8DbGh+n7ZR1UKRWB8YHbx7XoFeAS0Fpr7VRK1QU2K6WOuO79b+N63YtAYqES4i9iFGvMv+whYJVSqqXW+jfX4pFa63keYtkAPKuUaqC1Pppv1f8DPtRaW5RSzwOfK6U6aK3lvvkwIslBVITHgNkYJQFGAMNchdBmANdjfNtNx/hQqeRpudbaoZQaCgzH+EZ+EuOb+37XWG8DnYBc4EtgtGucXVrr112lE/4fEAMkAK9ord9zbRPnKlaYBDQFpgBXYXzTnqq1/hjcZyIPAmeAA76+eaVUFNAQOOv6/UVcH9RKqceAYRi1dHJc73VPvtdWAZYBm7TWzwD3AYe11nnf9uu4jkU0YNVan3CVez7ra3z5aa1nuRLEIIwS8MVtm6GUWgQ8AozLF+99GGWz0VofUkqdx0hmX5UlJhEccs1BBJRSqgVGIcC5wCfAw0qpqzBKjFd19T9o69q8sbflSqlU4GmMb+Q3Ap8DX7pKIbwMxGJMk7TBSBJd88VQBaP+fS+t9U0Y5cwnuVY/CmS79mcC5gGjtNZJrjGeUkq1V0r1Be5xjd8RqF7CW1/tKg19Atifb1/5j00k8BZwp9a6LfBvoHO+TaoDXwNLXYkB4F6MUil5XgS6A5lKqf8qpcYCv2mtD5UQX3F+BG7I9/trSqnthX6ucq17F3jU9fcA8ACwRmt9JN/rV2CcPYowIslBBNpjwBKt9Rmt9VbgMDAUo8xHS9ec9iiMkgEHi1l+J8YUyGkArfVMoB5wLUY12o+01nattVVr3VVrvSYvAK31JeAu4E9KqXEYZxVVPMTaFGgCfOw6k/gOiMOot98DWKC1vuiq6vlxCe+7m9a6tWu/lYDVWutT+Tdw1e6fC2xUSk0DzmNMGeWZhTFvn79UQjPgYL4xdgAK6IbxIdwR2KGMroBl5QSy8v0+Uv/eICfv54xr/2tc23ZzbTsUmFZovMOuGEUYkeQgAkYpVRmjSFhnpdTProusdTDaaR7D6EExEaP14bdKqd5a68OelmNM8RSeszZhTKfk5l+nlGqQ75stSqn6GNc8rsFIPmO8hBwJXMj/IYhxoXdGvv3l8alFo9b6e+AfwEyl1LUe1v8PRpG4gxjJ8It8q/+F0bBpUr5lTlz/37oKtX0AxGut07XWb7ou+P8LYwqtrNoCO0ux/XvAX10Xyqu4SlDnZ8OYChRhRJKDCKS8+fm6WutrtdbXYkwdVcGYIpqB0ev6GYzpk5tdc/BFlmPc/TJQKVUTQCn1qGvsg8C3wJ+VUhFKKTPG1FDX38PgFuA0xofmCoxv83nTOrkYTZJMGAXZspXRixilVAOMu46SMKpgDnBVvY3ASHo+0Vp/gVFQbXL+5UqpRKXUUeCM1votjKTVNt8maRhnXgOUUrfnDYdxdoPrDEYBY113hOVd32iO0UCm1JRSf8X4O5pT0rb5fAqkYjSY8tR6sxFGEx4RRiQ5iEB6DHjTNX0CgNb6PMY0yd0Y39T3KKXSMebXp2J80BRZrrX+BuPDdZVSajdGI6O7tNYO4CWMC7o/YnT7Wqa1XpAvjhUYZyoa2Itxcfg0xhlKBsaH8G6gKtAXGKyU2uF63Vit9Qat9TKMqaRtGN/mC9/aWZIngF5KqTvyHYtMjIS10vVeX6FQb2DXNo9jTHXFYyS+/LeO3us6Rvtdx2UnRkXel32M637XNYQflFI/YvRFSNFa5+TbxtM1B/edYNrowrYAGIjx91fYnRjTZyKMSFVWIcKI62wnHfhTvjuWQpZSqgnwGcYtvPJhE0bkzEGIMOI6CxsCTAh2LD76FzBYEkP4kTMHIYQQRciZgxBCiCIkOQghhChCkoMQQogiJDkIIYQoQpKDEEKIIiQ5CCGEKOL/A4O0wksMK4j4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p, f=final(df,60,n_stocks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e5c782e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "96b13bdc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c1751ec0",
   "metadata": {},
   "source": [
    "# Cumulative Risk and Return of each Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "27ecc509",
   "metadata": {},
   "outputs": [],
   "source": [
    "def cum_ret(x):\n",
    "    y=100\n",
    "    for i in x:\n",
    "        y=y*(1+(i/100))\n",
    "    return round(y,2)\n",
    "a=pd.DataFrame(f[0], columns=p)\n",
    "p=a.columns\n",
    "a=a.apply(lambda x: cum_ret(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "026f44c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Beta_weighted             490.36\n",
       "Beta_eq_weighted          468.86\n",
       "Alpha_weighted            530.38\n",
       "Alpha_eq_weighted         535.51\n",
       "Volatility_weighted       433.55\n",
       "Volatility_eq_weighted    403.32\n",
       "Nifty                     268.45\n",
       "dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a # Cumulative Return of each portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5588133a",
   "metadata": {},
   "outputs": [],
   "source": [
    "b=np.sqrt(pd.DataFrame(f[1]).pow(2).sum()) # Cumulative Risk for each portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c1c5b318",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Percentage Return')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "for i in range(len(p)):\n",
    "    plt.scatter(b[i],a[i])\n",
    "plt.grid(True)\n",
    "plt.legend(p)\n",
    "plt.xlabel('Associated Risk(STDEV)', fontsize=15)\n",
    "plt.ylabel('Percentage Return', fontsize=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f2191137",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
