Step2_FactorsScreening.ipynb

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    "# Step Two: Factor Screening (Forseeablility Analysis)\n",
    "\n",
    "The purpose of this part is to rolling over different sectors to obtain the factor return's Spearman ranked ICs (the correlation between factor ranks and the future return). And then, screen the stable and significant factors in different industry sectors. Alphalens here is a fantastic toolkit to visualize the correlations as well as other computations. \n",
    "\n",
    "From the heatmap, we can see the historical turnover on such factor returns. **Stability is preferable.** The more stable, the more reliable of this factor.\n",
    "\n",
    "From the average IC along separate sectors, we can see the significance of the factors along such sector. **Larger absolute value is appreciable.** The greater the absolute number, the more significant of this factor.\n",
    "\n",
    "The data source is Chinese A market. The factors we tested are:\n",
    "    \n",
    "    * 'total_turnover'\n",
    "    * 'volume'\n",
    "    * 'market_cap'\n",
    "    * 'a_share_market_val_2'\n",
    "    * 'cash_received_from_sales_of_goods'\n",
    "    * 'pb_ratio'\n",
    "    * 'net_profit'\n",
    "    * 'ps_ratio'\n",
    "    \n",
    "Time line: 01/01/2012 - 02/29/2016"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
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    {
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     "output_type": "stream",
     "text": [
      "/Users/xiayuxuan/anaconda/envs/py35/lib/python3.5/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
      "  from pandas.core import datetools\n"
     ]
    }
   ],
   "source": [
    "from rqdata_utils import *\n",
    "import pandas\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import alphalens as al\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
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    {
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     "text": [
      "/Users/xiayuxuan/Codes/AlphaTrading/rqdata_utils.py:12: FutureWarning: sortlevel is deprecated, use sort_index(level= ...)\n",
      "  price_df = price_df.sortlevel(axis=1)\n"
     ]
    }
   ],
   "source": [
    "price_df,instrument_df,equity_df = get_price_instrument_equity(\"cn_stock_price_2012_2018.csv\",\"cn_instrument_info_2012_2018.csv\",\"cn_equity_daily_2012_2018.csv\",\"sectorCode\")"
   ]
  },
  {
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       "      <td>2011q3</td>\n",
       "      <td>6.642556e+08</td>\n",
       "      <td>6.634549e+08</td>\n",
       "      <td>5.949968e+07</td>\n",
       "      <td>8.8175</td>\n",
       "      <td>4.500363e+06</td>\n",
       "      <td>37.5796</td>\n",
       "      <td>HealthCare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000005.XSHE</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.8600</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2011q3</td>\n",
       "      <td>3.529328e+09</td>\n",
       "      <td>3.527048e+09</td>\n",
       "      <td>2.565851e+07</td>\n",
       "      <td>5.3480</td>\n",
       "      <td>1.365665e+07</td>\n",
       "      <td>-347.2191</td>\n",
       "      <td>Industrials</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000006.XSHE</th>\n",
       "      <td>-0.009756</td>\n",
       "      <td>2.6766</td>\n",
       "      <td>7.619286e+06</td>\n",
       "      <td>2513811.0</td>\n",
       "      <td>0.1416</td>\n",
       "      <td>0.1667</td>\n",
       "      <td>2011q3</td>\n",
       "      <td>4.015370e+09</td>\n",
       "      <td>3.929464e+09</td>\n",
       "      <td>2.531436e+09</td>\n",
       "      <td>1.4348</td>\n",
       "      <td>2.763917e+08</td>\n",
       "      <td>1.4139</td>\n",
       "      <td>Financials</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            return   close  total_turnover      volume  \\\n",
       "date       order_book_id                                                 \n",
       "2012-01-04 000001.XSHE   -0.027582  5.1224    2.275637e+08  40894428.0   \n",
       "           000002.XSHE   -0.018742  6.0525    3.559891e+08  47432958.0   \n",
       "           000004.XSHE   -0.022250  7.9100    3.763833e+06    465469.0   \n",
       "           000005.XSHE    0.000000  3.8600    0.000000e+00         0.0   \n",
       "           000006.XSHE   -0.009756  2.6766    7.619286e+06   2513811.0   \n",
       "\n",
       "                            week   month report_quarter    market_cap  \\\n",
       "date       order_book_id                                                \n",
       "2012-01-04 000001.XSHE    0.5775  0.4331            NaN           NaN   \n",
       "           000002.XSHE    0.3711  0.4030         2011q3  8.059489e+10   \n",
       "           000004.XSHE    0.5720  0.7506         2011q3  6.642556e+08   \n",
       "           000005.XSHE    0.0000  0.0000         2011q3  3.529328e+09   \n",
       "           000006.XSHE    0.1416  0.1667         2011q3  4.015370e+09   \n",
       "\n",
       "                          a_share_market_val_2  \\\n",
       "date       order_book_id                         \n",
       "2012-01-04 000001.XSHE                     NaN   \n",
       "           000002.XSHE            7.082120e+10   \n",
       "           000004.XSHE            6.634549e+08   \n",
       "           000005.XSHE            3.527048e+09   \n",
       "           000006.XSHE            3.929464e+09   \n",
       "\n",
       "                          cash_received_from_sales_of_goods  pb_ratio  \\\n",
       "date       order_book_id                                                \n",
       "2012-01-04 000001.XSHE                                  NaN       NaN   \n",
       "           000002.XSHE                         7.516785e+10    1.5216   \n",
       "           000004.XSHE                         5.949968e+07    8.8175   \n",
       "           000005.XSHE                         2.565851e+07    5.3480   \n",
       "           000006.XSHE                         2.531436e+09    1.4348   \n",
       "\n",
       "                            net_profit  ps_ratio   sectorCode  \n",
       "date       order_book_id                                       \n",
       "2012-01-04 000001.XSHE             NaN       NaN   Financials  \n",
       "           000002.XSHE    4.106349e+09    0.8679   Financials  \n",
       "           000004.XSHE    4.500363e+06   37.5796   HealthCare  \n",
       "           000005.XSHE    1.365665e+07 -347.2191  Industrials  \n",
       "           000006.XSHE    2.763917e+08    1.4139   Financials  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "equity_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['total_turnover',\n",
       " 'volume',\n",
       " 'market_cap',\n",
       " 'a_share_market_val_2',\n",
       " 'cash_received_from_sales_of_goods',\n",
       " 'pb_ratio',\n",
       " 'net_profit',\n",
       " 'ps_ratio']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "factor_columns = [equity_df.columns[i] for i in (2,3,7,8,9,10,11,12)]\n",
    "factor_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "factor_list = []\n",
    "for col in factor_columns:\n",
    "#     print(\"factor: {}\".format(col))\n",
    "    factor_list.append(equity_df[col])\n",
    "sectors = equity_df['sectorCode']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# ic_list = []\n",
    "# for my_factor in factor_list:\n",
    "#     factor_data = al.utils.get_clean_factor_and_forward_returns(factor=my_factor,\n",
    "#                                                             prices=price_df,\n",
    "#                                                             groupby=sectors,\n",
    "#                                                             periods=(1,21,63),\n",
    "#                                                             max_loss=1)\n",
    "#     ic = al.performance.mean_information_coefficient(factor_data,group_adjust=False,by_group=True,by_time=None)\n",
    "#     print(\"#######################################################\")\n",
    "#     print(\"factor: {}\".format(my_factor.name))\n",
    "#     print(ic)\n",
    "#     ic_list.append(al.performance.mean_information_coefficient(factor_data,group_adjust=False,by_group=True,by_time=None))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# ic_list[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# result = pd.concat(ic_list, keys=factor_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# result.index = result.index.set_names(['factor','group'])\n",
    "# result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# result.to_csv(\"factor_ic_analysis.csv\")\n",
    "# result2 = result.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 60.5% entries from factor data: 60.5% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: total_turnover\n",
      "                                 1D       26D       71D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.050780 -0.105837 -0.168270\n",
      "ConsumerStaples           -0.062219 -0.128605 -0.200769\n",
      "Energy                    -0.054586 -0.120916 -0.160159\n",
      "Financials                -0.045652 -0.099302 -0.144769\n",
      "HealthCare                -0.030701 -0.067984 -0.112590\n",
      "Industrials               -0.060969 -0.119908 -0.167331\n",
      "InformationTechnology     -0.041213 -0.091670 -0.155766\n",
      "Materials                 -0.062907 -0.140107 -0.203241\n",
      "TelecommunicationServices -0.057393 -0.110895 -0.107004\n",
      "Utilities                 -0.066647 -0.122049 -0.162564\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e81e93a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 60.5% entries from factor data: 60.5% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: volume\n",
      "                                 1D       26D       71D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.037295 -0.058156 -0.092401\n",
      "ConsumerStaples           -0.047805 -0.067405 -0.091976\n",
      "Energy                    -0.052006 -0.064111 -0.057444\n",
      "Financials                -0.039662 -0.073485 -0.107851\n",
      "HealthCare                -0.018066 -0.028057 -0.053726\n",
      "Industrials               -0.053038 -0.088630 -0.116360\n",
      "InformationTechnology     -0.030878 -0.055499 -0.101930\n",
      "Materials                 -0.051232 -0.094583 -0.127172\n",
      "TelecommunicationServices -0.036253 -0.016537 -0.073930\n",
      "Utilities                 -0.052768 -0.082672 -0.090794\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e92d9c3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.3% entries from factor data: 61.3% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: market_cap\n",
      "                                 1D       26D       71D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.018835 -0.078901 -0.131109\n",
      "ConsumerStaples           -0.023893 -0.096738 -0.162302\n",
      "Energy                    -0.024518 -0.111238 -0.209925\n",
      "Financials                -0.018298 -0.071274 -0.120285\n",
      "HealthCare                -0.017402 -0.074046 -0.123430\n",
      "Industrials               -0.025877 -0.092721 -0.143395\n",
      "InformationTechnology     -0.018201 -0.065416 -0.133985\n",
      "Materials                 -0.029563 -0.121755 -0.199127\n",
      "TelecommunicationServices -0.024319 -0.116732 -0.226654\n",
      "Utilities                 -0.021676 -0.073649 -0.104733\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e9e333198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.3% entries from factor data: 61.3% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: a_share_market_val_2\n",
      "                                 1D       26D       71D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.018433 -0.081129 -0.140175\n",
      "ConsumerStaples           -0.022445 -0.092459 -0.156749\n",
      "Energy                    -0.019431 -0.094837 -0.202708\n",
      "Financials                -0.014397 -0.063487 -0.104982\n",
      "HealthCare                -0.017168 -0.068474 -0.110678\n",
      "Industrials               -0.023164 -0.087877 -0.137444\n",
      "InformationTechnology     -0.015806 -0.063492 -0.128198\n",
      "Materials                 -0.027246 -0.116804 -0.191668\n",
      "TelecommunicationServices -0.019455 -0.047665 -0.076848\n",
      "Utilities                 -0.016912 -0.075629 -0.109340\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e9e340438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.3% entries from factor data: 61.3% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: cash_received_from_sales_of_goods\n",
      "                                 1D       26D       71D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.001815 -0.034481 -0.059783\n",
      "ConsumerStaples            0.000725 -0.028034 -0.041638\n",
      "Energy                    -0.017760 -0.087964 -0.162990\n",
      "Financials                 0.001328 -0.019361 -0.042642\n",
      "HealthCare                -0.008346 -0.048026 -0.075454\n",
      "Industrials               -0.004204 -0.030179 -0.061646\n",
      "InformationTechnology     -0.004348 -0.034984 -0.076958\n",
      "Materials                 -0.009824 -0.063406 -0.109504\n",
      "TelecommunicationServices -0.001946  0.012646 -0.032101\n",
      "Utilities                 -0.005165 -0.026397 -0.029401\n"
     ]
    },
    {
     "data": {
      "image/png": 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iIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl4FXIpGFi+cz9bNG3C73Qwd+QghIaEZ48Z//TnJyckEBwfTp/9gDkTtZ/KEHwDo2uMBKlepyrw5v7Ivcg9FworwYN+HAIjav48X//EECxcuyGhjy+aNuN1uho0cna2NcV9/kdFG3/6DOBC1n0kTfgSgW4/7qVylKgCffPgfQkJDGTBwCAvmz2HO7F/p2u0+alWvSFJSEh99/AkBAQHUr38dt916q7McUVH8PGEiAPf16E6VKlUY+/XXJCUnExIczID+/Vm9Zg0RETNo1qwp93bokLFcH3z4EaGhIQwaODBbf51PSuLdz74hIMCfRvXq0ubmGwHYd+AQ302ZDkCvLvdSrXJF3vrvV2zduZtx778BwHeTp3PkeDTxJ0/x+JD+lA0vnec2WbF4Nju2rMPtdtFv2DMEZ+mvCeM+wpWcRFBwCD36jmTT2mXMmzWR+k1acmf7HqSlpvLZf14kODiUlBQ3A0eNwc/PqUMtWriAzZs34Xa7GTHy4Wzb4ZuvvyI5OYng4BD69X+IqKj9TJzwEwDde/SkSpWqfPThf9ixfTsf//dzANasWc3cObPxM37079+Xxib3upxPdvHat9MIDPCnaa1q3N2iIQB7Dx9n7KzFAAy4+2aqVSjLa99OI8mVQkhwIM/36ZRn32S1d0MERyNXk5rqolXnFwkMCssYt+rXd0hxnScgKJTr73qcxNMn2LDwc8BSvUF7yldpzJLJY4g+uIHuj0bk2sYffvIZAQEBNLiuHrffejMA+6MO8NPEyQD07N6VqlUq8+U34zP234H9+nimi+Kp515k/JefEhoayoTJvxATG0v5cuV49Mk6F31/7T/gIRo1akSNGtW5+667sq1LYrKL1ybMIdDfn6Y1K9G+2bUA7Dkaw9i5K5z+v7MF1cuH8+qE30h2uQkJCuSFnu34fVskU1duxs8YOrdoQMs6Vb1uj8RkF69NnOu0VaNijrZWetq6gZoVygDwz59/Iyw4iMc73Vrgtv47alIrgBpX+xPgb5i4IAlXijO8bAnD7U2DCQyAIzFpzF/n4t5WwRQJgdBgw/dzkkh2F66N1b/PYtfWNaS43Tww+LlsuWbKt+/jciURFBRCl96jWTrvFw5EbiM+9jhXV76Gzr1G5Rt37dKZ7N66hpQUF/cNfJ7gkMzP5rTv38OdnERgcAgdH3yUbeuXsHLhVIwxtLi9K6XKXMm8qWNxu5O5qnIt7uz0UK7455OSeevL7wgMCKDxtbVo2/oGACIPHmH8L7MA6NP5bqpXugqANz7/ltCQYEb16UHU4aNMnL0Qfz9D5ztvoWrFCvmux/LFv7F9yzpS3C76DXs6W878adzHGbm4Z98RAByK2svrL4zk3c+ncOb0Sd577Slq1KpHvYbNad7ytkse/3xSEu99OpaAgAAa1avLnbe0Apzj1feTpgLwYLdOBPj788OU6bjcLmpUqcwDXTsSdegIv8z8DT8/Pzq2u4Mqla7Ot59yuq6qH1XLGwL8IWJlKm7Pvlv6Cmhdz58AfzieYFm6Na1Q8S7kHGLtmlXMiphKk2bX076DcxwZMqAXDRo1oXqNmrS9654821i26De2b1mP2+1iwPCnsrXx4zefZGyL+/sNZ82KxWxev5K42BN0vq8/larU4MuP/01oaBFKlg6n8339C16pwCDC2vaE1BRSDu7BtW0NAME3tMG/ZDimSHESf/sRe+Zkofroj/TTzIhpNGnWnHs6dOLw4UNMnvgTbpeLqtWq07V7z0K3+1dXr7Khcllnf561Jg13qjO8dDFoWdePAD+IPmlZvsNye0M/QoMgJAimr0zLyNverF82g73bVpOS4qbrgBey5cuJX75E1O6NPPmm83ndsWEJS+f8QJ2GrWnV9sELXpe1S2eyd9saUtwuuufIzT9//jL7d2/kmbd/KXS8C8lhk3/4gqOHoyhStBid73uIlBR3gTkM4PdFc9m2eT1ut5tBIx7P1sZ333ya0UavfkNZvWIJG9etJjY2mm49+1G23JVM+H4sAOvXreDdj8cTFlYk3/XZuiqCqF2rSHW7uKvXSwQFZ/bPzG/HcDhyA0Necs4ZF0//kLhjkYSEXUHrDiMoVqJcgf21ZWUE+3euJjXFRfveL2aLHzF+DIf3bmDYK5nnpNGHdzH+7f6M/vdcgkLyX+5L0cb5pGTeHPujc9ytew3tWjUHIPLQEcZN/Q2Avp3aUr3iVUxfuJzdUYcoGhbC0Ps6Mn3BMrbvO0B0XAI1Kl3FiPtzn+OfT0rmja8nEhDgT5M6NbirVTMA9h46yjfT5gLQr+OdlLyiKJ9P+hWAZRu389Mbz7Bp1z6mL16JnzF0vLUFN9Svk+86vP3FeAICAmh8bW3a3tTCWYeDh/l2ykwAendpT/VKV9Nt+FM0b3At11StTKc2t/DromVMn7eEXp3u4samDQu1LXaujeDw3lWkpri4rftLBGbZFvN+HsOx/Rvo/YyzLfZvW8y2VZMxxlCvRXcq125VqDZyKvDOA2NMbWPM7caYojmGtytsI6tW/M6I0U9wY+tbWLHs94zhMSeiSUlJZdDQh0lLSyMm5gQzpk1m8PDRDBkxmpkRv3DyZAJLlywkJCSEkqWcC+GUlBTm/TaLxk2bZ8RasWIZI0c/TqvWt7Bi2dJcbQweOjKjjYhpUxgyfBRDR4xiRoSTLJctXUKNmtdkzHfb7W24s03mKi5dtpxWrW7kkdGjWLlyVcbwqdOmM2L4MEaOGM60iAhOnDhBSkoqw4cOJTUtjZiYGJo3a0a3bl2z9cnvS5dSs2bNPPtr8co13NKyOU+PGMSyNesyhk+cMZtHB/fjscH9mTxrDgBPDnuIilddmTFNr6738vSIQbS//WbWb92e7zZZt3IRA0Y+x/Wt7mDtioUZw+NijpOamkKvwU+QlpZGXEw0DZreyN2de2dM43IlExAQxICRzxESEkZy0vls22HU6Edp3fomli9bljHc6ZcUhgwdQVpaKjExJ5g+bSrDhj/M8BGjmBExDYCRDz/CVVdnnkDu3L6NPn37M3joMFasWJHnusxft407mtZjTL8uLN64I2P4D/OW82yve3m2V0d+mr8CPz8/nu/bmVcHdSclJZW0tIJPKvdvm8dN3f5Jtfrt2L91bsbwswlHSUt1c2PH57FpqZw9eYxNS8YSGFwEY/woUtxJ8Dd1fYUS4bkviJcuX0HrG1vw2KgRrFi9OmP4L9Nn8PCwwYwaPoRpM2Zy4kQMKSkpjBgyiLS0NE7EOH/P+m0ezZo0BmBv5D627dhBUFAQpUqWdOJf5P01JDQUl8tFmfAyuft/027uaFiLFx+4i0Vb9mT2/6K1PNu9Df/o0YYfl6zDz88wpmc7/tWnA+7UVNLSLJv2H+Hhe27iqa53sGp3VIHbY/6mPdzRoBYv3t+ORVv3Zra1eB3Pdr/T09Z6AOZu2MW1FcsXGPP/g4uRh/NyXfUAfp6fzMY9burXyKwlnzhp+XFeEuNnJ1G5vHOYmL40mR/nJbPvaCpXlfEvdBsbVi2g97AXadKyDRtWzs8YHh9zjNTUFHo+9DRpaanExx6n1R2deXDI85SrUJkWt97rNe6m1fN5YOhLNG7Rlk2rs8SNdeJ2G/AsNi2NhNjj7N+9kXvuf5iu/Z9h95aVlKtQlQeH/5N+o98kau+WPOMvWrWeW29owrND+/L7mo0ZwyfMmscTAx/kyYEPMvFXp90FK9ZSp3rljGm+nz6HomGhBPj7U6rEFV7XY+2KRQwc+Y9cuTg25jipKSn0Gfw4aWmpxMVEk5KSwsK506jfuEXGdCEhobiSkyhdJu993dfxl6xYzc0tr+epkYNZtnptxvBJEb/yyJABPDr0IabMnE2lqyvwzKihjHl8FNt3O5/dn6dGUKRIKAEB/pQqWcJrP+VUp5If01eksjUqjbqVMk9l4k7D1OWpTPo9lavDC39z5coVSz3nEDfnOodITUnJdg7RtNn1dO52X7b5nRyZTHgeOTLdmpWLGfTws9zQ6nbWLF+UMTz2hHPc7TvksYxt0azFzTw04ml69BrM3t3bOHI4iiuvqsSA4U9yMj6WuJjoAtcpqFZD3Ds3kPjrDwTWqJ8xPHnlHBJ//QHX5uUEVr7GS4TcLuRcq2mz6+nSrUfGNFdfXZHRjz7JE08/x65dOy+o3T8LX+XiWlcbZq5JY/tBS+2Kmd+SxJ2BiFVp/LIijatKO8Pnb0xjxuo0DsVYypUsXPwta+bTY/ArNLyhLVvWzMs2rvvAlyh7ZZWMv+s0uolbOwz4w+uyZfV8eg55iYYt2rI5S24GuG/wi5St4P1LgpwuJIf5+/sTEBCAv38AYUWLAQXnMIDVK5YwdNTTtGx9K6uWL84Ynv75HzDkEdLSUomNiaZ5i5sYPPIJ7u89iD27tlOiZCkGj3yC+3o/RL3rGnstHADs2jCXe/q8St2md7Fz/Zxs49r3foXS5TL7x8/PH7+AQPz8AwkJ9X4sSbdz/Tzu7fdPrm3Wjh3r5mYb16HPK5Qunxk/NcXN+iWTqHld60LF9nUbC1dv5LbrG/OPwb34fe3mjOE//7qQJwf05KmH7mfC7EXEnzrNvBVrCQ0OonSJ4gDce9uNPDPwASqVL8s9N9+Qd/w1m7iteQOeH3Q/S9ZvzRj+0+zFPN2/O88M6MGE35ZQuvgVPPvQfQztfjdN69akaFgom/fsZ1iPe3i8T1fWbNud7zosWrmOW29oxrPD+rN0zYaM4RNmzuXxQb15YlBvJs1yPoNhISEku1yUCy8FwF233Mg9t13YtojcMpc7er5KzYZ3sXdz9v3pjvteoWTZzG1xLGo9Lds/wi1dnuPg7ryvqQrD65HVGDMKmAY8DGw1xnTMMvo1L/MNNsasNcas/fzzzwEn4ZUpW4642NiM6eLiYgkv4xxow8uUJS42hnPnzlG0aFGKFCnK+cREoo8fo1ixYvTpP5gTJ6I5duwIUydPoP29ncFkJtj0/ytTtiyxsTFZ2ojLaKNMmbLExcbmaiMhIYF9kXtp0Khxvn0RGxtLmfBwp9P8MrstM1YRzieeJzYujjJlnOnKlilDTJb1TZeQkEBkZCSNGuVdVYqJi6esZ0fK1lbieYoVKULRImEknj+f57wAieeTWLBsFTdd3zTfadL7rnSZK4mPO5G5bHEnKBVezjOuHAlxuU9QgoJDMMbw7iuP4na7CM2SKI1nS5QtWy7HdoilTJbtEBsbS2KOvstLi5Y38t67b/PqKy/RIctdG1lFJ5yifCknefj5Ze4TZxOTKBYWSrGwEM4lJQMQeSSaxz/6juDAgGx9m5/09SlWogLnTh3PGH7udDRFiztFm6IlruTcqeMkRO/lmiYdaXLHSNbP/6/XuLGxmftJ9m2c2SeJ5539qWzG/hRObGwcE6dMpVOH9hk7/aHDR6h0dUUG9e/LqrVrSUpKuqj7K8DHH37Ao4+MZur0abnGnTh5hvIlnYOaf5a2ziYlc0VYCMVCQ0hMcgEQeSyWR7+YQkhgIH5+htvqX8ML383kkS8m077ptV77LLOtYrnbOp/eVjCJyS7iTp9j55Forq9VpcCYf3Z/NA975s3IxVuXf517Auv8J/60pUTR3J+HRtcEsOtgasbfxcIMFcv6s/9Yaq5p810GMnNNQnxmPkmIP0FJT64pVebKjFzjdiUTG32E8ldVKVTcUmWu5GSWPHUqPpqSpZ2TxJLh5TkZf5z6zW/nu4+f54u3RtO0dfuMadct+5U69VvmGf9EfALlSufOw2cTz1OsSJgnDycRf/IUu/cfpNl1dTOm2bXvAL07tuOe21rx88x5uWJnXxGnEonPAAAgAElEQVRnPcLLlCc+NmsujqF0eNnMcXEnmPXLd7Rp3wOTPk/ZKxnzxhf0H/4MU38ee1niO8crp7Dv5581lyVSrGju49X8Jctp1tC5kN0duZ8HunTk7jtuYeL0Wd77KRdn5z15Fq4Iyz22XhU/9h4t3F0HkLk/Oecp2Y9d4WWcfirjOU/Jy3sffsbDjzxJxPT8v1FNbyO8bPlsx934+OzbIs4zLmLKd3z+4evUa9CUKtWuIcXt5tsv3ychPpb4uLyXIyu/YiVJO53g/GFz9EVgMEF1GuPavanAONnXwVGYc638LFm8kEaNmlxQu38GF++cOH+nztk89+drKxkij9uMv4uEwJWlDIfz7+bsy+DZciXDK3Aqj/O6i8rknZv/13iFyWH3du/HsMdepl7D5iyaM61wORKy5LzyxGfZr+PjYrJ8/jNzw7TJP/DfD97gugaZ+/GiubO4+fbC1JCctoqXrsCZBO/90+ruoXR66C2q1W3JhqUTCxGbjP4qXroCpxOOe510+W9juf72XmR+sgvJR204x12nIpb9fN5z3A0LJfF8EkdOxHJF0SKMeKAzx2PjOXzc2S7JLjdHY+KoXCHvQlF0/MmM+P65rq888T3XCwARi1fR/ibni+pbmtbnlU+/54l3v6TdjflfX8XE53MNdy77uQPAN2+/xD+GP8SEmXPzjFU4Tj9dUaoCZ05635+q17+TOT88y/SvRlC7Sd7XVIVR0NXTIKCJtbYTcAvwgjFmdLalzYO19nNrbdNrrrnmg5iYGM6dPQtAbMwJSnsuaABKlw7P+CDGxsRQOrwMRYoU4dy5syQmniM0LIxSpcMpWtS5MClStChJ55PYv28vMyN+Yc+unbzwwgt88dknnPW0ERNzIlvlv3Tp0hkHsZiYGEqHh+dqY9uWTZw6mcBPP3zLls0bOXL4cK51Cg93Ltw865cx3Il1jnOJiYSGhRJeujSxGe1lXsBltWXLVk6ePMUPP/zIps2bOXz4SLbxZUqX4kRsPABpWdsKC+XsuUTOJSYSFhpKXs4lJvLOZ2MZ1vf+PKdZumAm33/5LolnzwAQF3ucUqXLZowvWbpsxklNfGw0JUvnvkXqQOROwsteyWNj3iO83JUc2LebpQtm8q9//Yuznri5t0N4ln6JITw8nDBP3znbIe/1mTDhJ/79xtu88da7fPHFF3lOU65kcaLjT+fqr6JhIZxJTOLs+SSKhAQDUP2qcrwzshcWOBqbkGc8gN3rprJ8+mskn3finj15jCLFM5NRkSvKZRQTzp46TpHi5SlSvDzBocUJDA4jNSU5z7jpwsNLZ+5PaVm3ceb+FBbq7E8xnuliYmIJDy9N5P79TJsxk1279zDj198oE16aokWdAk5IcDAul+ui7q/gJEB/f3+CAoNy3bFRtkQxok862z1b/4cEc+Z8EmfPJxMWEgRA9SvDeW9QF6y1HI0/xVdzVzB29IN880ivjMcOvMm3rdBgzpxPdtoKDmLt3kPEn0nks9nLWbP7IFEn4guM/Sf2h/IwZOZia23Tei0zb3NuVjuAzjcFExbiOaEsZjh5Nvt2bXRNAKWK+bFsi/N8QvEiho6tgpm0MIksXZ+vFYsi+HnsmySecz5D8bHHKFkqM5+ULFWWk55ckxB7PCPXrFsxj0Y33J5v3FWLpzP5mzeyxD1OiSx5qnipchknrAlx0ZQoVZ65v3zF6Je/4ZFXxjF36ldOO8t+JT7mKK3a9MjdCFC2VElOxDs5wmbLK+l5+DxhoSGs376bhNNn+GpSBOu37uTg0eNUKBdOSEgwxYoUITEpKc/4vy+YxbdfZObi2JjjlArPmovLZOTiuJhoSpUuy4H9e5g7cyKRe7axYPYvGSe8wcEhlzx+ujKlSxETl1cuC8t1vJq/ZDnRMTF0vOtOAK4sVzajn857KYhn1aCaH3c18yc0yFm2EkXgdGL2aepV8aNEUVi7u+DiwYL5c/jys48zjl3OeUr2Y1fmeUr2cVll5sjAXDlyyYJZjP/iPc6d8xx3Pf2drlSpMhkXRXGx0ZT2jOvQpRdPv/QuM3/5ET8/P3r0HkLvgaMpUrQYZcvn/yhMurQzCfhd4bmjI8uXLQSFENauJ4kLpoLL+7Eq3YL5cy74XCsvSxYvJOZENHe1/+MnrpfR/3RObK1tOnjw4Gzj6lcxtGnsh+cQyRVFTK79+dpKhuJFYP1e5/NVLBTuaOjHr2vTCszFa5dMY+q41zPyZULsMYrncV53MaxePJ0pWXJzQo7cfKH+SA5Lv1grXrwkSefPF5jDFs+fzdeff5Dl8x9NqSz7danSZfL8/Hfs+gDPvfw2EVOdR2+ttWzdsoF69fP/EnLz8qnM+elfJCU6/XMq/hjFSnrvH+NZn7BipXElJXqddtPyqcz+8bXM+HHHuKKk97svow/tZPWC7zmyfwtrF//sddpL0UbZUiU5Eec8RpWW87ibeJ6znuNu2ZIluKKoU2UrFhZKYrKTxxasWs+tzfO/3b9cqRKciPfET8txfZUe33O9YK1l7fY9NK3r3CX+zfS5fDZmFF+8OJpx0/P/UqBMqVLExOVxDVck+7kDpB83/PI8bhRk++qpLJryL5I92+JMwrECH2tZM/dzuj/8LT1Gfc/aeXlfUxWGsV4yjzFmu7W2bpa/iwKTgO3AbdbawjyQYT/9cjw7tm0m2eViyPBRRO3fx77Ivdx9T0e+/foL3G43gYGB9Pa8j2Dq5J+x1tK5W08qV6nK9+PHkpyUREqKm8HDR2cEfv/dN3jnzdc5fDyexQvns23bFlwuF0OHP0zU/v3si9zD3fd0ZNzXX5LidhMQGEjf/gM5ELWfKZMngLV06XZfxjsPoqOPMzNiGgMGDmHNqpVM/WUiQUHBjB41kiuKFuHjT/5LUFAQ115bl7Vr1/HUk08QFRXFpMlTsNbSvVtXzzPk32Ss04D+/di+Ywc/T5jA2bPn6NyxI61aOe8wOB4dTUREBIMGDqRq9Rqc2O7c8nk+KYn3vhhHUGAg9evUYtWGTbzwyHD2HTjEj1NnYrE80OkeqlWuyOffTWD+0hU0a1CPUQP78PI7H5GSmkqZUiW59cYbaFLf+Ta3bN2mrNx5KqPvViyeza7tG3G7kukz5CkORe3hwL7d3H53NyaM/5gUt4uAwCB69BnB3p2biZg0jsRzp2nT4X7qN2nJVx++SpGixThz+iSDRo0hOCSUG2oX54svv2bbtq24XMkMGz6S/fv3sy9yL+3vuZdvvv4qo1/S33kwZfJErIWu3bpTpUpVxo/7miWLF9GwUWOGDB3GsqVLWb9+LdZCu7Z30qZM7m88zye7+Pd30wkKDKBRzSos37qbVwf1YO/h44yb/TvWQr+7WnNFkTDGzlqETbP4+fnx5P3tc919EHZjV96ZmvmZ2LshgmNR60h1J3FjpzHEH9tF7NEdXNviAVb/+g6pKS78A4JoftfjJETvZdPiLwFD7ebdKV+lMatnv0fkpllcXbMlLe99Dv+AIB7vZNi1ZQMfffo5QYFB1KtbhzXr1/PM44+yP+oAE6dMxVpLj66dqVqlMl99821Gvz3UL/PxkTffe5+Hhw4mJCSEDz/9nKCAQELDQnnhpVfYsW3rRdtfK1epzMSJkwCoWrUKnTt1omr1GiTNcb7JTkx28frEuQQHBtCo2tUs27GP1/p0YM/RGMbNX4W1ln533EDxIiF8NWcF1joV5ae63MHs9dtZvmM/1lpuqFWFDtdfB0BIm/4k/fZVrm2dmOzi9UnzCA4IoFG1q1i2Yz+v9bnHaWvBamdb3948450HR+JO8dPv6/N850FI24fggsvtl95FysOMfv9MrmTfpFYA1Sr4ExhgmLQwiQrhflztubNgcIdQtkWl4HLD1N+TeaJnGCdOppHksizd7OZobPYD3fuji7Foa+4LwNW/z2LP9g24XUncP+gfHD6wm0P7d3JLu/v45bsPcLtdBAYGZbzf4JN/P8LAR/9NUI6TvVvqhTJnkyvj77VLZxK5Yz0uVxI9HnqOoweduDe17cn0H/6TkcPufeAR1i6dyY6Ny7FYal13AxUq1eTzN0ZybeObCQoOoUvfpwBo0yCI+M3Oo3Xnk5J556vvCQoMpEGdmqzcsJUXRw0k8uARvp8+G2uhV8d2Ge88OHYilomzFzCqTw82bN/NrEXLSUlJoV/Xe6h8VebJVan6rVmzK/MZ8+WLf2PXto24XMn0Hfokh6L2ErVvF3fe3Y2fx32MO8VNYEAg93neSQDw2X9eoe+QJ4jat4vfF8zC7UqmUbNWtLipDc1qlfBpfIBmtUpwfOcGTz8l8Z/PviYoKJD6dWqzasNGnn90JPsOHOKnXyKw1nJ/l3tJSU3hH6++RYumjQkODmLkQ33YtG0Hsxcsxp2SQp/uXah0deYFcfnajRgzLnN753RdVT8qlzME+sOMVamUL2koX8pwKMby4G0B7D6chjsFZq/N+y6ZV/oGsTMy84uCxQvns33bFlyu5FznKeO//jJjP+3TfyA7d2xj0oQfOXf2DB06dqVSlapMmehcRFSpWo17OzmPfdWufjXrdmcWLpct+o2d2zfhTk6m37AnOBi1lwORu7mzfVd+GvdJRh7u2Xc4C3+bzoGoPSSeO8ttbTtS+9qGjP3kLVJTU6hS7RrubN+VJteUIuH14fn2EYFBhLW5D1LcpByOJKBaXRIjxlGky2Dw88eeOYlr5zpSDuR/C27JZz9hV+ShbP1U2HOtnTu2M2nCj5w9e4Z7O3ah3JVX8upLL9Cs+Q0EBwfz0OBhANSqXvFPn4fh4p0T//PH3C8pqFfZULGMsz//ujaNsiWgfEnDkTjLfTf5s+eIxZ0KczekMbCtP3FnLMkuWLc3jegsr6x44f4AZqzPHX/9shns27ketyuJLv2f59jB3RyJ2sGNbe5n1s/vs3H5r1xzXQs69X2Ww/u3M3/aF5w/d5qb7upN/evbZIt1T+MAZm/M/7O5dunMjLa6DXBy8+H9O2ndticzfvqA9ct/pdZ1Leja7xkCAoPyjNGuYVBGHruQHDZtwjfEx0Zz5vRJeg9+nOhjh/LNYZv3ZN7F8PuiuezYtgmXK5mBwx7jwP5IovbtoW37znz/zacZn80H+w1l/m8RRO3fS+K5c9zRtgN16jVg6+b17N65lS49+mTErF+zLN8uyb1uW1dFcHDPWlJcybR7cAwnDu/i+MHtNL31QRb+8h7b1sykWp2WtOn5PCvnjOV0wjHOn02gTc/nKVYis3jS+yb4YWnua7gtKyM4sGcdKa4k7u41huhDuzh+cAfNbnuA+VPeY9vqWVSr25J29z+X0f9Tv3qGux98Idf7CB5oZS5JGyc3OO+vO5+UzFtf/0xwYAANatdgxcZtvDyyP5GHjvBdxFyshd733kn1ilfx6c/TSUp24U5J4ckBzvtTnnjrv7w6+iFCgjL3qxKNbuP0ut8y4r/5zSQnfq1qrNi8g1eG92HvoaN8N2MB1lp6d7idGhUrsHbbbrbsiaJ/J2efmb1sLSs378RaS/N6tTLuSAC4oklb4rYuz2jjnS+/IzgwkPp1arJywxZeHD2YyIOH+WHar1gLD3a6iwB/f76b6txxV6NyRe67pw3L1m7kx+m/ERwUyIOd7qZxvdoAlK7Xkv/Ozr0vgfPOgyP71pLiTua2bmOIObqLmMPbadD6QZbNeI/d62dSqVZLbu76PHs3/saBnUsBS8VrWlK3eeZ7IYY5N80UKhcXVDxYADxmrd2YZVgAMBZ40FpbmAdf7Y7IIwVP9QfVqX5VtgObL9SqXpH9kXsLnvB/kLV44As5iwe+cEPt4uyJPOCz+DWrVyZx2WSfxYfcxQNfeLyT4eCeHQVP+AdVqlnnkuyv6cUDX8iveHBR2/j/Uzy4GHk4z+LBxZRf8eBiyVk88IWsxQNfyVk8uNhyFg981UZ68cBXCioe/K9yFg98IWfx4GIrsHhwEeQsHvjC/6PiwUU5J86reHCx5Fc8uJgKKh5cDFmLB76Qs3jgC/kVDy6W/IoHF1N+xYOL3UZ68cAXshYPfCVr8cAXvBUPLpYLKR4U9NhCHyDbwyzW2hRrbR/gpj+ycCIickGUh0VELj/lYhH52/P6U43WWm9l+Qt7y46IiFww5WERkctPuVhEpBA/1ehF/r8DKCIil4LysIjI5adcLCJ/C17vPDDGPJbfKKBoPuNEROQiUR4WEbn8lItFRAq+8+A1oCRQLMe/ooWYV0RE/nfKwyIil59ysYj87Xm98wBYD0y11q7LOcIYM9A3iyQiIlkoD4uIXH7KxSLyt1dQ8aA/kN/vDDW9yMsiIiK5KQ+LiFx+ysUi8rdX0K8t7PIyLvriL46IiGSlPCwicvkpF4uIFPCMljGmuDHm38aYncaYOM+/HZ5hJS7VQoqI/F0pD4uIXH7KxSIiBb/gZQKQANxirS1trS0N3OoZNtHXCyciIsrDIiJ/AsrFIvK3V1DxoIq19g1r7fH0Adba49baN4BKvl00ERFBeVhE5M9AuVhE/vYKKh4cMMY8ZYwplz7AGFPOGPM0cMi3iyYiIigPi4j8GSgXi8jfXkHFg/uA0sBiY0yCMSYeWASUAnr4eNlERER5WETkz0C5WET+9gr6tYUEY8zXwFxgpbX2bPo4Y0w7YLaPl09E5G9NeVhE5PJTLhYRKfjXFkYB04CRwFZjTMcso1/z5YKJiIjysIjIn4FysYhIAXceAIOAJtbas8aYKsAkY0wVa+37gPH1womIiPKwiMifgHKxiPztFVQ88E+/LctaG2WMuQUnWVZGiVJE5FJQHhYRufyUi0Xkb6+gFyYeN8Y0TP/DkzTvAcKB63y5YCIiAigPi4j8GSgXi8jfXkHFgz7A8awDrLUp1to+wE0+WyoREUmnPCwicvkpF4vI315Bv7Zw2Mu4ZRd/cUREJCvlYRGRy0+5WESk4DsPRERERERERORvTsUDEREREREREfFKxQMRERERERER8UrFAxERERERERHxSsUDEREREREREfFKxQMRERERERER8UrFAxERERERERHxSsUDEREREREREfFKxQMRERERERER8UrFAxERERERERHxSsUDEREREREREfFKxQMRERERERER8UrFAxERERERERHxSsUDEREREREREfFKxQMRERERERER8UrFAxERERERERHxSsUDEREREREREfHKWGt93YbPGxAR+YPM5V6AS0i5WET+jJSHRUQuv0Ll4gBfLwXAhj2xPovdqGY4//wxxWfxAV64P4CVO0/5tI0bahdn+96jPotft0YFfljq22PWA60MEet8ty06NAlg0qo0n8UH6Ha9HzHbV/u0jTJ1m7N0+zmfxW9Vtwjxm3/3WXyAUvVbs2jreZ/Fv6VeKN8u8Vl4AHrf5Nv4fza/rE71afzOzf15+nPf7RNvDA5lZ+Rhn8UHqF39al7+zu3TNl7sFcj7Eb7LxaM7GL6Y57PwAAy6A75e6Ns2+t8KJzcu8ln8Eg1vYcWO0z6LD9CizhUs3pbos/g3XxtGzLZVPosPUOba67l7wBaftjFr7HU+jf9n8+FM333+H25veOK/vtvnAN4eFsbbU3x7LvZEFz+fH098GT+9jZ+W+25b92xpWLLNd+eSADddW8Sn1ybgXJ/4cj1uurYI//rJt+c/z/X0Z8TbJ30W/+MnSnD/Uwd9Fh/gxzcrFXpaPbYgIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl6peCAiIiIiIiIiXql4ICIiIiIiIiJeqXggIiIiIiIiIl4FXMrGli6aw/bN63G73Tw04glCQkIzxv3wzX9xJScRFBzCA/2GsWHNcn6bMZmGTVvQrkM30tLS+OqTt3ElJxMcHMzAkU/l2Ua9yobKZQ0B/jBrTRru1MxxtzXwI9Af3KmwYFMaRUPgxrp+YGDbgTSOxEGnG/xwpYC/P0xfmZZnGysWz2bHlnW43S76DXuG4CzrMWHcRxnr0aPvSDatXca8WROp36Qld7bvQVpqKp/950WCg0NJSXEzcNQY/PycGs6SRfPYsnkjKW4XQ0Y8mq1/xn/9eUbcPv0HcyBqP1Mmfg9Al+4PUrx4cX78/hsA1q9dxfufjGXLpg2sX7eauJgTPPXkY0CDjHhbVkawf+dqUlNctO/9IkHBYRnj5k16B7frPIFBodzR7XEAog/vYvzb/Rn977kEhRTBpqXx4wfDqHFda5rf3ivPflq/bAaR21eT4nbTZcALBIdktjHzx3dxu5IIDAqh/f2PsXXNfHZuXsrJuOPc2XkolWs6yzrpq5cJDgmjw4NP5oq/afkM9u1YRUqKi479sq/Dbz+/kxG/7X2Ps33dPHZvXsqp+GPc2nEYV1e7jomfPk1QcCipKW66DHotYzukO5+UxDufjSMwIIBG9WrT5uYbAdh34BDfTokAoHeXDlSrXJE3/zuWrTv3MP79151tuWotq9Zv4URcHH27d6JerRp59hHAyiW/snPLWlJSXPQe8o9s+9Ok8R/gciURFBRCtz6jmDX5a04cP8zpk7H0GvIP4k4cZdnCCBLPnaFhs5tpees9OdYhmbe+/I7AgAAaX1uLtq1vACDy4BHG/zILgD6d76Z6pav492fj2bIrku/ffRmA6fN/Z0dkFCdi46le+WqGP9g133VY/fssdm1dQ4rbzQODn8u2DlO+fT9jHbr0Hs3sKWOJiT7EqYQ4HhzyHKmpKfz3jUepdk196tS/gcYt7sgVf+uqCKJ2rSLV7eKuXi9l29YLJr+dsa1v6/oEACcO7+K7d/sx8rV5JJ5NYOLHI7iqWgOq1r2ROk3a5rsef1cbl88gcsdqUtwuOvcbQ1CWz+qUsS9yYM9GHn192h+K3bC6P9Ur+OHvD78sdeNOcYaHFzfc0jCAAH84FmdZvCmFxjX9aVbbn8WbUth5MO/8m27xwvls2bwRt9vNsJGjs+XLcV9/QbLnWNG3/yDWrlnFrIipNGl2Pe07dAJg3pxf2Re5l7CwIvTqO8BrW/WqGKqWc9Zh5qrUbMeVe6734+pwPz6d6azYtZUNNa/yIy0Nlm9PJfZ04fpp9/oIjkQ6OfnmLi8SmGUfXzRpDMejNtDzCSfvnDt9gvULPgdrqdGwPVdWbVxg/B1rIji4exWpKS7u6Jn9MzTnhzEc3b+Bfs9FZAyLObKLCR/0Y9DL8wgKKVKoddi2OoKDu5yc3PaB7G3M/n4MRyI38NAYp43dG+exb9sSziQcp+Xdw7mqWsN8455PSubNr35w8ljda2jX+nrAyWPjps4GoG+ndlSvdBVdRj1H8+vqUqtqRTrfcRMffDeJ02cTOXMukTHD+1EkNCTPNlYsns2OrWtJcbvpOzTHcX38h7iSkwkKDqZHn4f55cfPOXZ4P2FFr6DjfQMJDg7lx7HvEhN9lGde/TTf9Vi15FdPnnTx4JA88qTnGN+l92hOxscwe8pYrLU0a9WOGnUasnT+VA7t20lokWJ0emBEnv30zuffOMesa+vQ5uaWAOw7cDjbMatKxQq8/dk4kl0uQoKDeHJof2bMW8yOvfucfF+lIkN79ch3PbK65fri1K9dlMBAw0fjj5DssgAYAyN6VyA4yI/k5DQ++vZooeL9Xe1aF8GRvatJTXVxS9fsn/+FE8ZwLGoDDzzlbMM9G2YRtWMxfn4BNLp1AKXKVS8wfqOa/lSv4E+AP0xZ4sLlycNlShhubRhIQAAci01j4cYUypYw3HhdAGlpsHJ7CtEJ9oLWZe/GGRzd5+SaVp1eJDDIWZeTMfvZtPhLUlOSKXVlLRrePOiC4sKFHU+63xxImoW0NJi+3E2q90PKJYkPsHlF5vn3PX2yn7tO/2YMh/ZuYMSrmbk4+tAuxr3Vn9FvziXYSy528sta3G4XvXKcS07+9oOM/NK19yh+nzeVqL3bSIiN5uoqNenS62EAvv30X4SEhNG936N5tnEh1ymTJ/zA8eNHOZkQz5ARjxIaGsrYLz7mxPHj/PPf7/lkHf4x7F7qNLieytVqc1Ob/M9ZwTlWVy4L/n4we63NOK6XKgYt6xj8/eFEAqzYabmtgSE0GEICDRGr0jI+PwVpWjuQayoFEOBv+GleIi63M7xsST/aNA8mIMBwJCaVuauTaVEviFqVAwj0h19XJHM4JtV7cI+WDcO4tnoIAQGGsVPiSXZn5uABnUsSFOiHy53GV1MSuPeWKyhXOoDixfwZ+0s88acK10ZOBd55YIxpboxp5vn/usaYx4wxd/+RxtasWMLgUc9wQ+vbWL188f+xd9fRbVzpw8e/I1tmxjA0zByHG2qYqWHmpEmZ027bLey7hW23sKW0adOmgQYaZofBdhw2JHEcB4wyoyRr3j9kS3Zsy0433vZ3+nzO6dn1aHTv3Lkzz73zzGhiWZ6SlECh0cjsRU9hMhWSkpxIhy49GDl+mnVDNRoWLH+eZc+swmg0YjKVf5Y2q6OwM8TE1TiV5nUVy3IPF9BoYO85E4pi/rtbC3OiQFUhKxfs7cBogp0hJgezYGMAACAASURBVPQGcKggtRJ2Opi5y18hqNdAQk8dtizXJSdQWGhk+sJnMZlM6JITade5J8PGzrCso9cXYG/vwNzlr+Dk5EJBfp7ls9Mnj7NsxbP06N2P0yePWZYnJyVSWGhk/uIVmEwmUpKT2PHbryxc8iQLlz7Jru2b8fL2Ycnyp5k6Yy6t27bHxcWVoO69zMtmzuPChQul2hB57gCjZr9Fqy5DiAjbb1meobtHYaGBoVNfxWQqJCM1nkKjgXNHN9GkTW/LemcPraVJ20fL30FFLoccZOKCN2nXbTCXQw5Ylqel3KOw0MiYWS9jMplI18XTussAJsx7naGTVhB3/SIAF87spe4jrSos/2rYAcbOe4s2XYdwJdTahvSi8kfMeMVSfstOAxkz5288Nn4ld25cxKDPx17rwNh5b+Hg5IKhIK9M+UdOh9K3RxdeWDaP4yHhluUbd+zj6YWzeGbhbDbtMtf7/JK51Ktd07JOn6DOPLdkDgumTuBq9A2b++nc6cPMXraKLj0eI+z0QctyXXI8hYVGps5/HpOpkNSUBIaNn8PsZavoNWA0kZdDaNKyA7OXvcbS5/9J+NngMmUHnzlHv26deGnxLI6FnLcs37DrAM/On8Zz86excbe5zhcXzaR+rRqWdUYN6M0LC2dQt1Ygw/v2tNmG8DOHmLHkdTr1GER4iTakFrVh8rwXLG0YMm4uM5a8Ts8BY4i6FAKAo5ML+oJ8fPxrlFt+VPh+Rsz8Oy07DyXy3D7LcvPxamTwlNLHa/jxjTRq3ceyntbJBYM+H0+fmuUV/6f3MONwea6EHmD8vDdpGzSEy6EHSn02bu4b+Nds+LvLbtXQjl+PGbgYU0jrhnaW5SkZKpuOGPjlkIF6Aeah6Ny1QkKjqjaYnT51nOUrn6FX70c5deK4ZXlyUiKFRiMLFy/HZDKRnJxE5y5BjJ3wuGWd9PQ0jh0NxtHJCW8fn0rral5Xw/YzhVy5ZaJFPaXUZzvOmNBlWifXLepp+O1UIQfCC+ne0u7+oip08/IB+k18i8bthhBzeX+pz/pOeBMvf2sfnA9ejdbRFRQNbp6BVSr/2oX9DJ72d5p1HMq18/tKfTZo6pt4B1jLLyw0cOnkRhq26nN/MTZFn9/P0Bl/p0WnoUSHl65jyLQ38Qm01tG0/UCGTHuT3qOe5N7NC/cXVcrhs+H079aRlxfN4FiYdd31uw/x3LwpPD9/Khv2mMdiZ0cnCvR6An3N/bpi+gReXTyT9s0bEx17u8I6ws4EM3fZq3TtWc64bjQyfUHxuJ6AnZ0ddvZa7OzscXF1x8XVjXlPvIabu6fNdoSfOcTMpa/Ruecgzt0f641GJs9/AZPJRGpKAvu3/YCjsyuKRoO3bwCZ6amEntiHo5Mznt5+5ZZ/5HQofbt35YWl8zgecs6yfOPOvTy9cCbPLJzFpl370Wg0PL9kDqtWLsJQNJ8aMfBRnls8h7q1ajCsX+9yyy9P946efLLmLsdCMujZydp+VYVPf7jHB9/cwd5eQVFsFPJ/SHXF4pjLB+j/uPn8v3Gp9Pnfb1Lp8/PGxX30f/zvdB/+NOeDv6tS+a0b2rHpiJ4LN4y0fsQal5LTVTYE6/n5gJ56geY4/Gh7Lfl680VxZu6DJQ4AYq8coM+4t3ikzRBiS8QyL/+GPDrhbfpPfp/k2xcfuFx4sPHEUAiokKdXqeCS4X9ePkDEuQOMnlN2/g0wavab+JUYbwuNBsKObqJxm8rPyfAzh5m5dBWdez5WbnyZUmIu2XvgGGYsfoXAWvXo0W8kAGEnD9CgUUubdTzIdcr4SVNZtuJZBjw2lMsXw3F1deOJJ1/A3cOj2trg6OSMQV+At1/5c8mSmtVW2BWiEnFbpVmJ68XULNhxVmXbKZVavublhy6o7DyrcjtZJdC70qIt2jXR8vO+PM5F6WnfRGtZnpRmYu3ePL7fmUuDGubjrHEde37el8uBkAIa1qr63KFLaxe+/jWV0xdz6NLGmmxRVfh2cxpfrNdhb2eOwb8FZ/L1r6kEh2TTspFj1RtyH5vJA0VRXgc+Ab5QFOVd4FPADXhRUZRXbHxvoaIooYqihH711VcllwPgH1CD1JQky/JUXQq+/gEA+PkHkpqSXG65d+Ju8sHbL+Hg6FjmLvH9MnJUPKzJPNydrUEwM0fF3Rn8PeHiTRNHL5no3VpjyTBO7qPB3o6KM0tF7fD1r0mqztqONF0SPn6BRZ8FkqZLLPNVB0cnFEXhwzefwmDQ4+xizSIWD64BAYHoSuwDnS4FPz/z/vH3DyAlJZncnGxc3dxwdXUjLy/Xsu6h/bvpN8B6Z3XLr7/w2cf/pHv37uW2wdO3FplpCZbFmWmJlgssT9+aZKYmcHLvaoIGTAfM30m6ew2TyYR/rUqy3UV1ePvVIj3Vui8yUpPw8q1R9FlN0ov20+Htq9nw1Ws0bt2NrIwU7sVG0qR197Ll3le+l19tMkuUb26DuXyvojYAHNv5LVtWr6JRq25oHZwBhTUfLMJo1OPoXDabm6xLJdDPF6DU8Zadm4u7qyturi7k5uVXuHk/b9nJe599S+e2toNx8XnhG1CTtAqPp5qkppjbmJ+XS8iJ/XQI6mdZd8+WNfTqP6pM2UmpaZZJdOk25OHu6lJpGwr0BuKTUqhf23YgVrCeE2kl+iItNQnvojb4+Ne0nBP5ebmEndhH+6B++PrX4vm3v2faolfYufHrCmsA8/GalWYtPys9EY+ivvb0qUVWWgKn962mS/8Zlm3y9K3N7BfWMWz6Gxzb+bnNdvwZ/d44XPRdSyzet6WifUupczUjNaHi9X4P1Rx307NUPF3LXkG0a2RH9J0Hz34X969/efHS3xovdeWMJ4kJ8bi7uzNrzgKSkxKJj6/aXVHzuGL7KujkVRNDu2jo0kyDk0NVWwPFx7i7dy2y0233QWridZp1Gk2XQcsJPfDFA5Xv4VOL7PSyY1NJoQdW0+FR6zlUVcXre/jWIquSOgDO7PuG3WtfpUFzG3EeSNJVEsdcnMnNN8exH//xCq8umcX63SUmnukZRNy4RdtmFY9ZpWJYibG7VBz2q0GaLokRE+aw6Kk3ad2+K0f3b620nZY6is4zH3/ruAeQnppkmez6+NUgTZfIvdsxdO87gpGPL2bnxq9JSbyDq5sH42asRJccT1JC2USIecwq2k929++nojGr6IbFzdt3efkfH+Po4GDZpwV6PfFJyaUS4ZUzn99JKXr8vLWlPqlby5FXltVDb1CLw8D/aQ97TlxqnQc4/zv0ncvRzX/n0omfyc/NqNrGF+3/tCwVr3LicPvGdkTfNl8B1/HXcDjcwNlII33aasusWymluC21ycksGwduXNhJ7Sa2b0hU6AHGk23HDfx6zEBmjkrz+lX8lXZ1l481Dnj5Vj7entizmqCB0y3fqaRgoDiGWeeS6anWGObjZ41vBn0BKUn3qFG7AZnpOuJuRtKiXVBVqqjSdQpAXl4eJ44FE9StV+Xb/1+2AWDVB+uYvex1Du74udKq1KKTIiMHPJzLft6ynsLNBGvgcnWCmj5wJ6VqTSkpNdOEl1vZY6RTMy0Rt8wXm+ei9Cwb78b4fs5cvGGoeuFFx2xKWiG+nqXvetcOsOepGX6lYrCjg0L3di6EXil707SqKvvZwgSgPeAIJAB1VFXNVBTln8AZ4O3y26F+BRRHSPXj//zIzRtR5GSbn99MSU7Ep+ggA/Dx9bMchLrkJDp3K/9uR516DXnmlXf59vP3SU5KwD/AekHTtoFCDR/FMlnzcFXItF5Tk5UHHs4KoOLhqhB1VyUrF/L05iSBvZ35oEjPVtl+RqVXK4VAL0hMt5Zx/NBObsVEkZudZd7WlAR8fK3t8PYNIFVnvmORmpJIx6C+Zdpw60YkfgE1mb9iFds2fMutmGhux17j4K83ycnOBswZPF8/f8t3fH39OF20f1JSkgjq3gsXVzdycrJRFAVnZ5fi/c6li+cZM36y5btjx0+m34DBfPfdd7QZ/g4XTm4l/tZV8nPNfZGhi8fD27ofPbwDiQgzB7PM1ASadxhI4u1IcjJ13L15idAj69Fo7ElLjuP29XPkZafTuutwXNytqbjQo9u4G3uVvBxzHWm6eLx8rHfHPH0CyAgxn/jpunhad+4PQL+Rc+ncZzQ7131I8/a9yc7UsX/zF9y7FUVyfCxgfvQ//PhW7sVeJS8no6iMe3iUKN/DO5DMogvMjNR4WnQaAEDv4fPo0HsMe9d/QNCAqXj712L8grc5vO0L7t2KoFb9FqX6yt/Xh6SUVJo0rI+qWtPKbi4uZOfkoigKLhU8AgswdexwhvbrxRc/ruflJxaW+fzk4R3ciokgt2g/6ZIT8L7veAo7bQ6eqSkJdAjqS15uNmu/eo+Js1biXJTw2LttLR7evrTrUva8CfDxJik1jaYN66GWmL25uThXqQ2HT4fyaFDFj0SfCt5OXIk2pKbE412iL7x9AggvGgDSUhJo37UfebnZrPv6XcbNfBKnEkkbB8ey0fviya0kxF2xHq+p8bh7W8t39wq0JBMy0+Jp2mEgibcjyMlM4V7sRc4dXU+3QeZH0rXllP9/xO+Kw1A6Fm85W1hm+h52fFvRuWTev+m6eEvi7b/VsYkdtf00ODsWTZTcFDJySm9Cu0Z2eLkpHLlQxWcAgUMH9xFz/RrZRXE4JTmpTLwsHk9SkpMI6l52kurj64ebmzsArm5u5OeVP4i2bahQs8S44umqVHon7p5O5Z5OxdsNujarfEIZGbqVlLtXKcgz90FWWjxuXrb7wM2zBo7OnmgdXTAaC2yue+XMVhJvX7GUn5kWj5uX7acVku5EkJOVQvyti1w4vp4uA23/rOPS6a0kljhPM1Pjca+kDoCgQfNp3W0swVveZ/isdytcL8DXmyRdGk0b1MVkui+O5Zr7zsXJHMeKL4QdtFrzHbD0DD77eQvPzZuCXTk3HU4c3knsjUhrHE5JwNu3RAzzDbBMYs3j+qOWOtw9fbhzK6bSdp46vJ24mEhyi+ZAqckJeJWow8snwDIZTtUl0j6oH96+Abi4epjvpBn0ePkG4OpmvrPv4uJOQYmbBsX8fX1I0hWNWffvp+J4X/QYcMO6tXnnhZW8/+X3JCSlUCPAj+BTIfQJ6lxpewD69/CicX1n3Fzsiup2ICWt9IT39r0C3v4sjqXTaxHgqyVJ9wAT4j+nhzIn/vdOa99Ehmwl+Y71/M9Or/z8D6zflsD6bUlPvsWl4z/ZXLdTUztq+1vjsLebQvp9cbh9Yzu83RQOnzfH4dRM89O3eQXg+AC5g+hzW9HdvYo+L6OoLfdw9SgdB25c2ElW+r0H/snC7xlPij/NyQdHe9sX39VdPsD5E+b5d/F4m5Fa+XibEFdi/h28np5Dysbik4d3mOdhJeJLybmkOb4UzcN05rkkQNipA3QIMs+/o66EkZWRxo4NX3E7NpqEe7eoUau+pYzDB/cSc+PaA12n5Obm8NXnHzNr7iKcXUrczS3Hw2gDWOO/1sERk8lU7o3mNg0UaniDk4P5mtDTBTLvmwK0rKfg6WL+yQKYb0D3a6ewJ6xqidCuLbXUDbS3nnceGtKzSz+e0qmZFh9PDfvPmsfwXu0c+eiXbLzcFAZ2ceLXw7Yv7nt3dKVhbS2uzuY2+nnZocsoPZe6m2Tkox9TmDvGGz8vO3LyTMwZ48NPO9PJL/j9GV1FtbEXFEUJV1W1w/3/v+jv86qqVvwjRSs1/Jo5TXM8eB+RVy6g1xcwd8kzxN28QWxMNIOGj2Pd919gMBjQarVMmb2E6IjLbNv4A9nZWQwbPYkmzVuzbeOPqKqKRqNh5oKVaDQaOjTx46111p3Vur5CXX/F/JuRUBMBXlDDWyHsukr/dhrsNFBoMr/zwM8DerTQoALhN0wkpMHIIA35enBxNL/zwFAIq6bYczrSmt09dWQPUVfPY9AXMHPR89yOvcatmGgGDJvAhh8+w2jQY691YNLMZVyPvMj2TWvIzclk0MgptO3Ug2///Xdc3dzJykxnwYrXcHRypltzT/7zzQ9cvXIJfUEBC5euJPZmDDdvXGPoiDH8+P3XGAx6tFoHZsxewK3Ym2zd/AuoKmPGT6F+g4ZcuhBOVOQVJjxufgfB/r07iY25QW5uNgvmzSY6v5OlDZdOb+fWtTCM+nyGTX+NxNtRJMRF0KX/VA78+gGFBj12WgcGjn/G8p2t377IsGmrLL9/jY08Q9Lda5Z3HkztpbA9zNoX507s4GbkOQyGfMbOfpX4uGju3oqg52NT2PXLR5b9NGzyU5w5vIl7t6LIz80mqP8EHmlu3tbU5Luc2PczI6c9x8hO9mw6Yz35LpzcQWx0KAZ9AaNmrSIhLop7tyLoNnAqezd8aGnD4ElPExK8kYS4KPLzsujSdyK1GrRiy7ev4uTiQW52OuMXvI2DowsTgjQkXz0LmN958NHXP+Cg1dK2RVPOhF9i1ZOLibl1m5+37kJFZdqY4TxSvy5frt3IweOn6dKuNSvnT2dv8Amux8aRnZvLqMf60a5lM8t2+7fsyvGrOZa/Tx/dzbWr4ej1BUxf+CK3Y6OJuxlF/6GT+PXHf1v6ffyMJ/jsvWcoLDTi5RNAl56PUZCfx4bvP6J5my74+AUyYuJ8erV0JfXisaI2FPDBtz/hoNXSrkUTTodf5vUV87kRd5efftuDqsL00ebfCv/n580cOBlCl7YteWrOZBy0Wp7/x6e8+eRCnBxL30L1adub4MvWwHb22C6uXQ3HoM9nyoKXuXMrmts3I+k75HG2rP3E0oax01fwxf97mkKjEW/fADr1GISdnT2ngrdj0OfTtvOjdOk1hL6tnfnxqLW+y2e2E3ctFKO+gCHTXiPpThQJcVfp3G8ahzZbj9f+46zH62+rX2TI1FUkxEVw8dQWDPp8mrbrT6uuwwGYYc61/Okfpn1Icbjc5EGx8yd3cDMqDIO+gDGzXiX+djT3bkXQfeAU9m78FxdO76ZJ6+6MnP4y9tryb6eP7WrHC1+VHezaN7KjQU3z+2a2njBQ00dDLT+FuEQTswc7EhFXiMEIO04baF5PQ5+29hiMcOSCkZh46/n+j4XORN64Y/n7yOGD5nipL2DR0hXE3owh5sZ1ho0YzQ/ffWM55mbOmU9kxBU2bVhHTnYWI0ePp0evPvz0w3fk5+dhNBpZtHQFAM0b1eGNtWUvcFo3KH6XjsKus4UEepuT1aHRJvq309CqgYaYeBN7Qk00rKHQrI6C1l5h/7lCcu57sOf16Vo+3l62K6LPbSf+ZhhGQz59xr6GLj6KlLsRtO45ldO7P+L6+V3UadKD3mNeISMljvDgb1BQaBE0sdQ7D1aOVPj6QJniiQjZzp3roRgNBQx4/DVS7kaReOcqHfpM49hvHxEZtpMGzXvQb8Krlj7e/cOLDJi0qsw7DxYMhO8Ol63jyllzHQZ9AYOmvEby3SgS467Sse80jmz9iIjQnTRo0YOBk17lypltJN6JpCAvi/a9JlG3SemL1jn9IP18MFD07pbV63B00NKuWWNOXbjCG8vnciPuLmu370NVYcaoQdjb2/HDtr0ANK5XmynDBzLzxbepVzMQNxdnxj3Wh6YN6gLg1b4vpyKsL6Q4dWQP0RHn0RfkM3PRC0XjehQDhk1k44+fYjQYsNdqmThjOds3fkeqLpGszHSmz38WLx8/vv/iXa6cP0Onbn2ZPOdJALq38ODIFetF/pmju7kecQ69voCpC14yx8mYKPoOncTmtZ9YxsRx01dw7/YN9m5dg4JCr4FjadyiPdt+/oyCAvMxO3XBizzayoXkK2cs5eflF5jHLActbZs35cz5i6xauZiYW3f4edtOVBWmjRmOh7srP/66HZOqYqfRsGLuNDQaDS+++xFvPL0MxxLx3r9VEMPmXirb2UX6BnnSqqkrDloNn6+9S8O6zjSq58Sp8EwmDfNHo1EoNKl8tS6+wkn3rtVt/vRxGB7enLhk8qBYVJj1/H903GukFJ3/bXpO5dSuj7gWvou6TXvQZ+wr3I4+RezVwxgKcukx8jlcPawXcU8MV3j2i7KJpQ5N7GhYU4PWTmHLMT01fTXU9tMQm1jI3KGORNwqRG+E7ScNPFJTQ6dm9thr4MA5A8nppbf3/SUuvL+54uf0r5/fQUKsOdb0HL2K1PgodPciCKjfnn1rllK3eV/stU50H/FihWU8O07zX48nw7vZo7Uz/1Z901Hr+wvAPJ5UZ/nFdfxysmxfXzxlnX8Pn2Gef8fHRdC1/1QO/PoRl8/solGrHgyd+oolFm/55kWGTV9V6p0Hk3soHL1inUueObqbaxHmueS0BS9y51Y0cTFR9Bs6ic1rrXPJ4vcbfPruUyx8+l0cHK03kFKS7nF413rLOw/6tHLl6nXrk3lHgw9U+Trlvb+/RmGhER9fP3r27kvbdh354tMPuRAeRrfuvZg9fwkALRvXsrTjv2lDwt1Y9mz5HoA69ZswcOQ0Sxve/qXs042t6ivU9QN7e9gbqlquF++kqEzqo+H6PRWDEQ6cV5k7SENqlkqBAcKuqySlly7rlcl2LHs/vUwdnZtraVzHHq29wvqDudT2s6NOoB037xWyeKwrl28Y0BtVNgfnM6CzI4E+GpwcFE5e0hN5y3pAffasF1OejytTPpjfedC8oSMOWoXvtqRRr6aWBrUdCL2Sx+h+HiiK+SdIP2xP48npftjZKaRlGjl9IZcrN6w3H9b9v3pQxTlxZcmDM0A/VVVzFUXRqEW3XxVF8QQOq6pa+VuaSiQPqsP9yYPqcH/yoDp0a+5Z6gR92Fo2rsXPx6v3ucH7kwcP2/3Jg+pQMnlQXe5PHjxsJZMH1eX+5MHDdn/yoDr8H0oePIw4bDN58DBUlDx4WO5PHlSHipIHD1NFyYOHpaLkwcNUUfLgYSqZPKgO9ycPqsP9yYOH7f7kQXWoLHnwMPwfSh48lDlxecmDh6Wi5MHDVFny4GGoKHnwsFSUPHjYdZSXPHhY7k8eVIf7kwfVoWTyoDpUlDx4mCpKHjwstpIHD8uDJA8q+9lCH1VVCwDUks9tgxaY9bu2TgghxIOQOCyEEH88icVCiL88m8mD4iBZzvIURVEqfsuaEEKIh0LisBBC/PEkFgshRBX+qUYbrj60rRBCCPF7SBwWQog/nsRiIcRfgs0nDxRFebqijzD/8zRCCCGqkcRhIYT440ksFkKIyp88eAfwBtzv+8+tCt8VQgjx35M4LIQQfzyJxUKIv7zKXph4DtiqqmrY/R8oijK/ejZJCCFECRKHhRDijyexWAjxl1dZ8mAOkFrBZ50rWC6EEOLhkTgshBB/PInFQoi/vMr+tYUoG58lPvzNEUIIUZLEYSGE+ONJLBZCiEp+o6UoiqeiKO8pihKpKIqu6L+IomVe/6uNFEKIvyqJw0II8ceTWCyEEJW/4GUDkAb0VVXVV1VVX6Bf0bKN1b1xQgghJA4LIcSfgMRiIcRfXmXJgwaqqv5DVdWE4gWqqiaoqvoPoF71bpoQQggkDgshxJ+BxGIhxF9eZcmDW4qiPK8oSmDxAkVRAhVFeQG4Xb2bJoQQAonDQgjxZyCxWAjxl1dZ8uBxwBc4oihKmqIoqUAw4ANMquZtE0IIIXFYCCH+DCQWCyH+8ir71xbSFEX5DtgPnFZVNbv4M0VRhgB7qnn7hBDiL03isBBC/PEkFgshROX/2sIKYBuwHLisKMroEh+/U50bJoQQQuKwEEL8GUgsFkKISp48ABYAnVRVzVYUpQGwSVGUBqqqfgwo1b1xQgghJA4LIcSfgMRiIcRfXmXJA7vix7JUVY1VFKUv5mBZHwmUQgjxvyBxWAgh/ngSi4UQf3mVvTAxQVGU9sV/FAXNEYAf0KY6N0wIIQQgcVgIIf4MJBYLIf7yKksezAQSSi5QVdWoqupMoE+1bZUQQohiEoeFEOKPJ7FYCPGXV9m/tnDHxmcnHv7mCCGEKEnisBBC/PEkFgshROVPHgghhBBCCCGEEOIvTpIHQgghhBBCCCGEsEmSB0IIIYQQQgghhLBJkgdCCCGEEEIIIYSwSZIHQgghhBBCCCGEsEmSB0IIIYQQQgghhLBJkgdCCCGEEEIIIYSwSZIHQgghhBBCCCGEsEmSB0IIIYQQQgghhLBJkgdCCCGEEEIIIYSwSZIHQgghhBBCCCGEsEmSB0IIIYQQQgghhLBJkgdCCCGEEEIIIYSwSZIHQgghhBBCCCGEsEmSB0IIIYQQQgghhLBJkgdCCCGEEEIIIYSwSVFVtbrrqPYKhBDid1L+6A34H5JYLIT4M5I4LIQQf7wqxWL76t4KgBe/zq+2st9b4ET4tZRqKx+gQxM/bl2PqtY66jduRmhUWrWV37mZN0ev5FRb+QB9Wrmy65yh2sof1lFL/tZPqq18AKcxK9hwylStdUzqruFctK7ayu/Y1Jf08EPVVj6AV4f+ZJ/ZXm3luwWNZKe2WbWVDzDcUL3n9J/NK6sLqrX8t+c6cjYyo9rK79rck7zgddVWPoBz3yn/kzi58uOsaiv/45XuXLyWVG3lA7RtEvA/iTHVPXc4fy252soHaN/En/x1/6i28p2mvPA/iZMZ76+s1jo8n/24Wsv/s9l4uvrmGBO7aYi6cbvaygdo1qguu8Orb64HMLSDlm8OVl/58wfApjPVO9ebEKSp9r7++Xj15qKm9lI4XY3jOkC35p7Ezh9dbeU3+Gbb/yROVncbwqJTq618gE5Nfaq8rvxsQQghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCvxAI6AAAIABJREFUCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDZJ8kAIIYQQQgghhBA2SfJACCGEEEIIIYQQNknyQAghhBBCCCGEEDbZ/68rbNdIQ6NaGuztFLYcN2AwWj8b0sUerT0YjLAnxEjnZnbU8VfwclWIT1XZG2LkuccduHbXxL0UlbORhWXKPx68j6sXz2EwGJi37FmcnJwtn/38/RfoC/JxcHRi6uwlhIecZO+OX2nfuTtDRk7g3p1b/LbpJ/QGPfUbNmb0hOmW7+bl5/Pvz79Aa6+lbZvWDOjXF4Cbsbf4ZeMmACZPnEDDBvX59rs15BcU4OToyLw5szhx6jShYedITk5h2pRJtGjenFnzFtKxQ3saN3qE4UOHlGrDiSN7uXopDKPBwJwlz5dqwy9rPqOgIB9HRycmz1rG+dCT7Nu5kfadejBoxEQAgvdv51ZMFM6ubkyavrjcfjhzdDdRl0MxGPRMX/QyjiXq+PXHTyz7afyMFeze/B3JCXfISE9h2sKXsbfXsm3d5+Tn5xJQsy6jJy8pt46wEzu5fuUsRqOeCXNX4ejkYvls+7qPMBTkoXV0ZuSUp7gUcpCIC8dJ1yUwaNxi6jVqw6bVb2HQ56N1cGLS/NfLlJ+rN/DOliNo7ezo3KgWwzs0A+Bago7Vh8MAmNuvE01q+ALw1uZgXBy0PDOiJ98Fn+NOaiYxSakMa9+Uid1al9uGYhdO7eBmxBmMRj2jZr2Og6O1Lfs2fGDZzkGTngEg4XY03/+/OTz1z304OrlWWO6J4H1cKerruUufK9XX677/3NLXU2YvJTz0JPuKjtfBIyZgMplY/fk/0esLcHB0Yv6y5222IS+/gP+3eh1ae3s6tmzKkF5dAbhx+y5rtu4FYNaYwdjb2fHDb/vQ6w00qV+HmaMH2y63oIB3v9+M1t6eTi0aMaxHRwCu34nnu+2HAJgzsj/2dnas2XGYAoORpvVqMntEf9bsPMzdJB0x9xIZ2r0j4/t3t1mXnYszrT99HZPegO7IWe6t2w6A/5A+NFg6naQ9R7j1+U+4Nm1Io+cWoHF0IPNiFDHvf22zXAFtH9HwSE0N9naw7aTREpv9PBT6tLXD3g7iU1WOXSobd8tz8sgeIi6FYTDomb3kxVLH9vo1n1qO7cdnLQfgdux13n1tGR9+uQVdcgL7dqwH4PKFs3zw5ZYy5ecV6Hn7551o7e3o3LQBw4PaAnD9biLf7jkOwLwhvajt781bP27H1dmRAE93Fgx/lC+2H+ZmfAoerk4sHP4oAV4e5bbhQeJkemoyuzd/h6qqdO01mMYt2gPw43/exsnJhYmzn7K5vzo1s6dxHTvs7RQ2HspHX7T/A7wUBnR2RGsPd5NNHAzT062VlvqBGrzcNWwKzkeXoVZY7rHg/VwpGhMXLHumVD+s/f4/ljZMn72YLRvXkhh/l/S0VBYsewY7O3tWf/kv3D08qd+gEYOGjSnbD1WMK43q1mbcilV0bduCZg3qMnZgb978fA12dhrs7Ox4etZEHLRam/uopIrmEn6eCn3bmfdjfKqJIxeqdrweD97HlYvhGAx65pczdygoKMDR0ZGps5cQcuoo58POoEtJYtzkWTRu2pJvPn8ffUEBjo5OLFj+XIX15OoNvLPzFFo7DZ0b1GR420YAHIu+zS9nI+jVpA5Tglpa1n9r+wnzuDW4a5X3TUVxMnDUAPwH98G5Tg2uvfM56Wcv0vqzv2Hn7ERhbj6Xl5UdZ8uldcB54EQoNGK8fR1DhHm8tW/YEocOvTHevIo+/BjYa3EeNBlVn4+anUHB6X1VbsNfzYVTO4iJOEOhQc+o2aXnGFu/e53b18N54u3fALgadoBrl46TkRpPv1FLqNu4fYXlHjl8kEsXz2MwGFiyfGWp43rNd19bjutZcxYQGnKGndu30alLV0aMtJ7rn//7Xzg5OzN3/qIqtSXs+E6uXT2L0aBn4rzSc7/1X79BbPR5Xvhn2ZheFVdDtnM7+gxGg57Hpvyt1H7a+/Nr3IsJZ86r5uM9OyOJM3u/QlVVmnceRp1GnSot/8JJcz8YjXpGl9MPcdfCWfGOtR+iLxb1w+gl1LPRD6XqqKa+Lnbp9HZuRp6l0Khn+IzS5W//4TXuXA9nyZvbLcsS70Txw/tzWPnefhxszFcBTt03rpccEzes+dQynkyatZz01BR2bPoeFZWg3oNo2qId333+LtcjL/L2J+ts1qM4OOI7fTGq0Uh+1GVyzhwBwHPoeOz9a2Dn6YVu7X9QC434TllIYXYmhju3yDqyp9L9c7+K4iWAe+umBO39nsNNB1KYk/tA5VZnG04E7+XqpXMYDHrmLn2+zLVDcT9Mmb0UgLjY67zz6gr+9fUmnJxd2L55LanJSfgH1mTYmCkP1C74HU8eKIrywwPXUkKrBnZsPmbkYkwhrRtYq/d0BTsNbD9lRFHMf4dGFbL1uJGUDJWwaPMEQG8ArZ1Cenb5k6WQU0dZuOJFuvXuz9mTRyzLU5ISKDQamb3oKUymQlKSE+nQpQcjx0+zrFOrTn0WP/kyK577G9ejrpQq98TJU/Tu2ZOnVizn9JmzluVbf9vOE0sWsWLpYrZt30FSUjLGQiPLFi+k0GQiKTmZnt27sXL5UmbPnEZkVDQAzs5OFOgL8Pf3L9OG0FNHWLD8ZYJ6DSDkVLC1DckJGI1GZi18BpPJhC45kfadezBinDXJkZGeyunjB3B0csbL26/Cfgg/c5iZS1fRuedjnDt90LJclxxPodHIlPnPYzIVkpqSwNBxc5i5dBU9+48m6nIIHl4+zFjyKgueegddckKFdVwKOcjjC9+gfbfBXAw5YFmelhKPyWhk3OyXUU2FpOniadNlAJPmv86wSSu4df0iGo2GSfNfZ9rSdyk0GjCZTGXKP3g5hoFtGvH6hH4EX421LP/5+EVeGvMoL495lHUnLgKw/+J1WtUJsKwzp29HVo3rS4CHG4PbNamwDcUiwg4wZu5btOk6hKuh+y3L03X3KCw0Mnz6K5hMJjJ08RQaDYQd3USTtr0rLTfk9BEWPvES3XoNIORksGV5SlICxkIjsxc9benrDp1LH68ajYb5y19g6dOvYaxgH5V0+Ox5+gd15OWF0zkWetGyfP3uwzw3dzLPz5vChj3B1K9Vg1WLZ/LWinlcuR5baRsOhV5mYNe2rJo3kaPnrOfNur3HeXHmOF6cNY71+0/QoGYAry94nHeWTuPyjTgAZg3vx8tzJhDg7cmgoMoHxRpjBxH/614uLV5F4Ij+luXJe45y4/1vLH/nRN/k4oKXOT/zWby7tq203P9r/ts4XJ6W9TVsPWHk0k0TrepbY3NKpsrm40Y2HDFS11+pcnmhp4OZt/wVgnoNJPTUYWt5yQkUFhqZufBZy7FtNBoJ3r+Ndh3NyaPa9R5hztKX6D9kPEG9Hiu3/IPhETzWsSWvzxjFkQtRluU/HTrDS1OG8fLU4aw7fJab8Sk0qOHHK1NHkJyRTUJqBvYaDVp7O+w1dri7OFXYhgeJk/u2/YiTswsajQZvX3OsCTt5gAaNWlZUfCltGtmz/mAB568ZaNvYmtdPSldZdyCfH/bkU7+GuV9OXzGw/lABpy4bqOlrZ7Pcs6eOsnjFC/To3Y8zJcbE5KRECo1G5i560jImjp04ncUrXqDfY8O5fPEckVcv0qlrDxYsfYaL50MxGo1lyq9qXAFwdnKkQK8n0NcbAEcHLYqi4O7ijL2d7Xbcr6K5REqGyqajRn45bKCuf9WnOGdPHWXRihfoXs7cwWg0MmfRk5hMJlKSE+nSvQ8Llj/H4zMWcD3qKhqNhoXLn2f5M6sqjcUHI24xsGUDXh/Vi+CoOMvy3k3rMrtnm1Lr7r9yk1a1Kh7HK1JRnEz87SCXl71O1Ov/wqtrO1BVLi99nQtzXkDjoAWlaue3tklbDFHnydu3HvtG1sS78eZVCkKs54nGNxBTaiL5BzaiuHqguHs9cFv+7B5WLL4adoCxc9+iddAQrpSYYwCMmfMGfjUaWv5u2Wkgo2f/jYHjV3I75uL9RZVy6tQJlq98hl69+3LqxHHL8uSkRIzGQhYuXo7JZCI5OYnOXYIYN2FSqe+fOH6Uxk2aPlBbLoYcZPLCN+jQbTAXzx4o9dnjC14noGaDByqvpGvn9zN42t9p3mko186XTkYNnvomPoHW/RRyYDUOjq7mGONVo0rlXw07wNh55rleuf1Qs3Q/jJnzNx4bv5I7N2z3Q5k6qqGvi0WeO8Co2W/RqssQIsJKlz9y5pv4lii/0Gjg3NFNNGlT+XwVIOx0MHPLGdd1ReP69BLj+u6ta3FydkFRNPgUjYlzlr5EjVr1K63HpWN3csJOovvhM1zaWxOnGbt/RffDZ2QfP4hTszY4NW5J7oUQUn/6EqcW7eABxxGoOF4q9vbUnTuR5L1HH7jM6m5DyOkjLKjg2qGw0MisRU9jMhVa5leH922nXaduAMTeiCL66iUcHB3x8nnw8QUqSR4oivLbff9tB8YV/23jewsVRQlVFCX0q6++KnedtCwVT1frQOXpqpCeY04IZORYP7O3A293hZSiOyufbNaz6aiBnq3L37lK0eDnH1CD1JQky/JUXQq+/uaD188/kNSU5ArbffLIAdp2KJ3lT05JIcDPvJM1Gutuy8nJwc3NDVdXV/Ly8kjR6fAvWi/A35+UFB0AG37dzIcff0r7du0A+PyTf/HMyhVs3VZ2Nxa3wc+/dBvSdMn4+gUC4OsfSKouqcx3kxLu4ebmweRZy0hJiicx/k75jSyqw9e/JmklyklPTcKnqA4fv5qk6RIByM/LJfTkfjoE9QPgWkQ4H/5tCTVrN6Ri5jq8/WqRUVQOQEZqIl6+5kDu5VvT8tmh7atZ//XrNG1tPsAT7txg9Ycr0To4ldrnlrZmZFPDyw0AO431WMrOL8DD2RF3Z0dy9QZ0WblE3kshqHGdUt9PzszBUWuHh7OjjTYUN8VcvqdvbTLSrG3JTEvE06dEW9ISOL7nO7oNnIZCVSZiRX0dUAOdznpMpqaW7mtdOX0NcCfuJh++8xIODo7l7qOSklLTLJN2Tcn9lZuHu6sLbi7O5OblW5bvOxlCUNsWlbYgMTWdQB+vonKt25Cdl4e7qzPuLs7k5BVYlu89HU63NtbJSHJ6Jo5aLe6u1sxpRZxqB5J/Jx4AtbDyO4o1Jw0j+cCJStf7M/u9cbjou5ZYHH7kG1urWqRnq3i4lj122zTUcP2u7QTVfXUD4Odfs1SsStNZY4w5jiWya+taBo2YVObiJXj/Nh4dOLLc8hPTMgn0MT8xUOp4zsvHw8UZd2cncvILaF63BnqDkfc37CE5I4uk9EzmDe3N23PH0a3lI2w5fs5WI4q2s/I4ee/2Dbr3HcHIxxexY+M3ZKbriLsZSYt2QVXbYUX58NRMFS+3sudyh6b2RMVZj/lRvRwZ0MmB20m2zwNLPwTUKDXupeqS8SsaE/39A9EVfZaXl8up44fo2q0PHTp35+aNaNZ88yk52VlkZWWUKf9B4sqP773Mq4tnsn6PedL53NzJvLxwOn7enhw/d8n2/qnA/XOJYm0f0XDtdxyv/gE1LPsCiucOJY7Xos9++/VnvvzkPVq36wyYY/H7b7+Mg6PtWJyUmUMND/PdPTsbF+u67DwiE3QEPVKrym0oZitOPvL0PNp++XdSDp0CwK1FIzpt+DeFefmgVvwES0kaNy9MWenmP2x8x5R4F+zsceo7Bo2bJxo3zwduy59Jdc6Ji+cLXr61yUxNLHedko7t+pat366iUctutre56H/9AwJIKXFc63Q6/IpuXvn7B6BLSSnz3bS0NGJuXKddh46Vbk+pOouOa2//WqRXoS2/p2wPn1pkpdkuOyX+Gq26jabniCc4tfvzqlYAgJdfFfth57dsWb2KRq1s90OpKqqpr60VFM9Xa5GZVvENPoCTe1cTNGA6VGm+Sqkx0da4nqZL5G5cDD37DWfslAVsW/9t1covYu/tS2Gq+ZhUTaVjmOLohEvnnuSGnyHvUhgO9RvhPWkOGldX7FzdH6geqDhePvL0XGI/+xG1inHxf9kGpcS1Q8l+MF87FF/r1kCnS2Lnlp8YPGKC5Tv37sZRu259psxexvmQk+gL8stWUInK0vJ1gEzgQ+CDov+ySvz/cqmq+pWqqp1VVe28cOFCADo20TCimz3ODuZ1vNwUMnKsHVIyYeDpav2sdUMNV2KtO13FPFYZC0sf6kcP7mbNV/8iJzsTgJTkRHz8rHeafXz9LBMCXXISPn5l7/iDOXGQnJzAY8PGllru7+dHss6cCDCVOJBcXV3JyckhJzcXZ2dn/Hx9LQmD5JRk/PzMj8xPGj+Ot998nV+3bAXMF1l2dnZoHRwsdymOHdrFj19/ZGmD7r42ePv6Ww4SXXKiJZNXko+vP67uHkXb5k5+fl7p9h3ewS/f/pPcojpSkxMsd8kAvHwCLJPkNF0C3r6B5OVm89NX7zBh5kqcnM2TniYtOvD0377gemQ4pvsmJyFHt7FlzXvk5Zgnmmkp8Xj6Blo+9/QJJD3VHNDSdQmWz/qPnMvCF74geOcaAGrUacTcpz8GVSU1+V6ZtgZ4upGYkWPuE5O1T9ycHMnKKyA7X4+Lg5bQmLukZufx5cEQQmLuEptsnvRsCYlgdCfbF8fhJ7ay66d3yM81tyVDdw9Pb2tbPLwDySwawDJS4/H0rkFCXARnDvzEnZuXCD28odxyjx7azZqv/0VOThZgvhvr62s9Jn18/C2JI11KEr7l9DVAnXoNefrld1FVleSkeJttCfDxJklnbnvJY9jNxZns3Dyyc/NwcTbfhd13MoSE5FTGPdbHZpkAgT5eJKaa90/JIOvm7ExWbh7Zefm4FiVo9p4OJz4ljQn9e1jW23bkLCN7d660HoD8u4k41TYna5RKkiU1Jw3DuV5t4r76pUpl/4n9rjgMpWNxh0fnl7tO+8YahgXZ4exQNKFxVcjMKT1YtmmowctN4WxU5Rdjxw/tZO03H5KTbT62dSkJpWKVt2+ANY6lJOLjG0hcTDT7d24kJvoqh/aaH2ctKMgnPTWZwJp1y60n0NuDpLTM4nZalrs5O5GVl28+7pzMF3LLxwzg2UlD8HBxoo6ft+Xizsfdldx8fZmyf0+c9PYNxMXVA0cnZwyGAqKuhJGVkcaODV8ReTmEhHu3ym1Hl+b2jO3jiItT0YTbXSE9u/R+7tDUHh93DScuGSzLfjtewK9H8uneqvxH/Y8c3MN3X31CdnZxjEksNe75+PpbxsSU5CR8/fzJzc3h688/YPqcJTi7uODo6MjsBSuYNX85Ts4ueHp6l6nnQeKKRqPBTqPBQavFZDJZ+sHb0528/IIyZZensrkEmBMH3u4KZyIqTzAeObib77/62HK8piQn4ltqP/lZY3GJucOo8VN56Y0P2LHVHF/q1GvIs6+8UxSLK56wB3i4kphZNG7ZmJSGxsaTmpPPl0fOExIbT2xK2cRNRWzFyZgPv+XsiAU88tQcALIjbhA26QkURcG5XtUSFabsdDTFTxHYfFpBpeDELvKDt6Lm52LK0FW5DX9SD21OXCz8+FZ2/vQOeSXmGB4+geUVU0rvYfOY+exXHN/9fbmfHzq4j6+//Jzs7GwAkpOT8CtxXPv6+loSBsnJyfj6lb0DeeXSBTLS0/jl5x+5dPE8d+9UcDOqyNmj29i85j1yS8z9vKrQlqq4fHorhza+TX6uOSZnpsbj7m27bHevGji6eKJ1dMFosB1fwo9vZefadyzz1vSq9sPwecyy0Q9l6qiGvi524eRW9qx7x7KPMnTxeHjbfuIi8XYkZw/9xN2blwg9sr7C9Y4f2slP33xIbhXG9dSUxKIxMQBXN3ccnVwwGMqOs7YY03TYeZuvnxTFGsMUJ2d8py8mbdMa1II8VIOetPXfkrbhO9T8fArLSXBXpqJ46dGuBQ2WTserc1vqLXj8gcutjjYcPbSLH77+yHLtcP+1YOlrh0R8fQO4FXONfTs3cePaVQ7u2YqPbwCububrRAdHRwwGQ9mKKqHYyqgo5tauBIYBz6mqel5RlBhVVR95gDrUF7+2ZjXaNdLQsIYGrb3C1hMGavoo1PLVcDqikMFd7LG3MycG9oaYH4+c+ZiWnw8ZMBZaf8sI5t/enrhcyHsLnAi/Zs2YHg/eR+SVC+j1Bcxd8gxxN28QGxPNoOHjWPf9FxgMBrRaLVNmLyE64jLbNv5AdnYWw0ZPIqBGbf755vN07NIDB0cnZi5YAUCHJn5EXr7AZ198iYODllYtWxIado4Xnn2am7G32Lh5M6gwcfw48zsPvl+DwWBEq7Vn3uxZ7N67j5iYm+Tk5jJ08CC8vDzZsOlXABo2aMC4MaOp37gZoVFpgPmdB1FXzqPXFzB78XPcjr1ObEwUjw2bwC9rPsdo1GNv78DkWUu5FnmJ3zatISc7iyGjHqdrj/5sXPslBQV5GA1GZi9+FoDOzbw5eiXHsp/OHN3NtYhw9PoCpi14kTu3oomLiaLf0ElsXvtvDAY9Wq0D46Y/wef/eIbCQiNePgF07vkY7h7eHN23GdVkwt3Tm1GTze9V6NPKlV3nrAdh2ImdxESGYdAXMH7OK8THRXMnNpJegyazY91HGI0G7O21jJjyFKcPbeLurWjy87Lo1n8CfgF1ObDtG1TVPMEcM/NFRnR2JH/rJ5byc/UG3t16FEetHR0a1OREVBzvTH6Mawk61hwJRwVmP9rB8s6Du6mZ/HLyEs+M6ImqqixdvYMv5pW+q+k0ZgUbTpW9QLpwage3okMx6gsYMXMVCbejiL8VQdCAqezb+CGFRj129g4Mmvi05Tubv36J4TNeLfPOg0ndNZyLNk+iTgTvI/LqBfQFBcxZ8gxxsdeJvRHNoOHjWbfmC4wGPfZaB6bMWkJ05CW2bfyRnOwsho6aRJPmrdm26UfUokn4zAVPotFo6NjUl/TwQ2XakJdfwD+/W4+j1p52zRtz6vwV3lg+hxu377J2+35UFWaMegyj0cQz//ycXh3b4OTgwJMzJ5Qpy6tDf7LPmH8XlldQwD9+2IKDVkv7pg05dTGStxZP5fqdeH7YGQzAzOF9MRpNPPXRanq3b4GTgwNPTxuFqqo88f43fPrcglLluwWNZKe2WZl67VycafXJKkz5elJPhOE/uDcXZj+PV7f2NH5+EVpvD25+sobcm7fpvOU/JO0KpjA3j4jn3itT1nBDFFQ53f7HeUhxmFdWF9hMn7d9REODQA1ae/jtlJEa3gq1fBXiklRmPKYl6rYJvVFl99nyL8jenuvI2UjroHfyyB6irprj2KxFz3M79hq3YqIZOGwC63/4zHJsPz5zmeU7X378BrMWPoeTswtHD2zHXqulx6Pmd8J0be5JXrD1d5J5BXreXbcLR6097RvX4+SV67w9dxzX7yby/b6TgMrsQT1pXDuQt3/egbHQRPO6NXi8b1e+2XWUxLRM0rJzeWHyUPw9zZl+575TfnecvHc7hj1b16AAvQeOtbzzICXpHod3rbe886BPK1dWfpxVZv91ambPI7Xs0NorbDqcTy0/DXUC7LgZX8jCkc5ciTWiN8DWYwX07+SAt5uCi5PC3rN6ktKsMevjle5cvGa9E3EseD8RRWPi/CVPc+vmDWJjrjF4+Fh++v4/ljFx2uzF/PPtVyg0GvHx9ad77340adaS1f/5FyaTiS7dehHU41HzsdIkwBJjqhpXit+lAtC4Xm2mDBvAxz9uokBvIDMnl1cWTsfZyfoUmFeH/pScO9yvorlEXJKJWYMciLhdiMEIO0+X/akFwHsLnDh/zXon1jx3uFg0d3iauJs3uBkTzeDh4/j5+/9gNBiw12qZOnsxB/du59bN6+TmZDNg8CgCa9Zm68Yfi8YrO2YtWIFGo6F9E3/y1/2jVL25egPv7jqNo70dHeoFcuL6Hd4Z9ygXbifx7bELZObrmd6tFQNbNgDgbloWv5yNKPedB05TXnigOFl37gQ82jbH3tOduG82kBtzm8YvLASNBrWwkKtPv1PmSYLhhigy3l9ZugKtA84DJqAaDRTejcG+QQvydq/FrmYDHIMGoji5UBB2BOO1CzgNnIii0VCYdBf9+eOUx/PZj//0cRge3px44+kK5hhRoRgMBYy8b46xf9O/uHh6F41b92D4tJc5f2IbCbejyM/NonPfiTRoZk2+T+ymIerGbcvfRw4f5MqVS+j1ehYvfYLYmzeJuXGNYSNGs+a7byzH9aw584mMuMqmDevIzs5i1Ohx9OhlvnmQmJjAzu3bLO88aNaoLrvDK77gCDu+kxtFc78Jc1/hXlw0d4vmfjt/+ZhzJ3fTrG13xs16CXutQ7llDO2g5ZuDZZdfDdnOneuhGA0FDHz8NZLvRpF0+yodHp3GsW0fERG2kwbNe9B/4qukp8Rxdv83KCi06Tmh1DsP5g+ATWfK6YeTO4iNDsWgL2DUrFUkxEVx71YE3QZOZd/Gf3HpzC4aterBiOkvE35iGwlxUeTnZdHlvn6A/9/enUfHWd/3Hn9/bUneMN4As+OkZd/XBEjBxSxmKSQsgeBcIJQlIb1pStIEDglZmxtuaEnvuaehlKU5XAhJCDsJ2JBCymIcAzafL/8/AAAYS0lEQVR4x4DBxpYx2GYz2Jb1u3/MSMiLnpHt5xmNNO/XOXM0ekb6fn/PSPrM46+fmYEzP9WHon/Wtz+x/sP6ixPv57WXnqVl1Uec9MWrWTx/Ns2vz+TQY87l0buuY/qk3/PJvY5g7Beuar//77npCk4a9931XvPg3M8EEzs8rj9dflxfvWol53V4XB9z0pn8psPj+ufP+ypvvP4Kv7/7ViA4+vjT2G3P/bnz1n9j4hMT2Gf/wxh38TdobGzi03sMYd5Fp63VN5r6MXzcpaTVq1j50kwG7HMgb930c7a+7Aqib1/WLFvKB5OfYOUrcxh+7iVEnz6smPIMK56buN79MerGezeYk206y8s2+930v5j+tR9lvubByatnF74Pz85Z2v75k489zKwZU1m9ciUXfOWbvD5vLq+9PIfjTj6DO375b+2P6+ecf1n791x/3Y+44MvfoF//Afzn9dfS0NjEgAEDOXNc6fj74N2GQxePiTOHB+1fFLEjcB2wGDg1pbRzV4qXpawDgM217vCgCAfuuhWvzZ1d+Qs3Q8fhQRHWHR4UYd3hQd5OOqhxreFBETobHuSp4/CgCJ0ND/LUcXhQhM6GB3nqKcODNpuZwxWHB5tr3eFB3tYdHhRh3eFBETobHuRl3eFBEToOD4pSaXiwudYdHhRhQ8ODPHU2PMjTBocHOespw4M2m3tMvKF/UOZl3eFBESoND/LQ2fAgL50ND/LU2fAgL50ND/K07vCgCBsaHuSp0vAgDxsaHuRp3eFBETZmeNCld1tIKS0AzoqIkymdsiVJqiJzWJK6n1ksqZ5t1Fs1ppQeBB4EiIgtUkrvF7IqSdIGmcOS1P3MYkn1aKPfqrGDGbmtQpK0KcxhSep+ZrGkupB55kFEXN7ZTcAW+S9HktSROSxJ3c8slqTKZx78BBgGDF7nskUXvleStPnMYUnqfmaxpLpX6TUPngPuSSk9u+4NEbHhNw2XJOXJHJak7mcWS6p7lYYHXwI6e2+IQzrZLknKjzksSd3PLJZU9zKHByml2Rm3Lc5/OZKkjsxhSep+ZrEkVXiOVkQMiYifRsSsiHi7fJlZ3ja0WouUpHplDktS9zOLJanyC7z8BlgGjE4pjUgpjQD+urztt0UvTpJkDktSDTCLJdW9SsODUSmla1JKzW0bUkrNKaVrgJ2LXZokCXNYkmqBWSyp7lUaHrwWEd+KiJFtGyJiZER8G5hf7NIkSZjDklQLzGJJda/S8OBsYATweEQsi4ilwGPAcODzBa9NkmQOS1ItMIsl1b1K77awLCJuASYAE1NK77fdFhFjgYcKXp8k1TVzWJK6n1ksSZXfbeFrwL3A3wHTIuK0Djf/pMiFSZLMYUmqBWaxJFU48wC4GDg4pfR+RIwC7oyIUSmlfwWi6MVJksxhSaoBZrGkuldpeNC37bSslNK8iBhNKSx3waCUpGowhyWp+5nFkupepRdMbI6IA9o+KYfmKcBWwL5FLkySBJjDklQLzGJJda/S8OA8oLnjhpRSS0rpPOCowlYlSWpjDktS9zOLJdW9Su+2sCDjtifzX44kqSNzWJK6n1ksSZXPPJAkSZIkSXXO4YEkSZIkScrk8ECSJEmSJGVyeCBJkiRJkjI5PJAkSZIkSZkcHkiSJEmSpEwODyRJkiRJUiaHB5IkSZIkKZPDA0mSJEmSlMnhgSRJkiRJyuTwQJIkSZIkZXJ4IEmSJEmSMjk8kCRJkiRJmRweSJIkSZKkTA4PJEmSJElSJocHkiRJkiQpk8MDSZIkSZKUKVJKRfcovIEkbaLo7gVUkVksqRaZw5LU/bqUxQ1FrwLg2rtaC6v9zdP78NCUVYXVBxh7QFOh9SWpaF/52fJC6//iH4dy8x+Lq3/hMcXVlqRquf7h4mp/+QT44W0txTUArh5XlX86SKpRPm1BkiRJkiRlcnggSZIkSZIyOTyQJEmSJEmZHB5IkiRJkqRMDg8kSZIkSVImhweSJEmSJCmTwwNJkiRJkpTJ4YEkSZIkScrk8ECSJEmSJGVyeCBJkiRJkjI5PJAkSZIkSZkcHkiSJEmSpEwODyRJkiRJUiaHB5IkSZIkKZPDA0mSJEmSlMnhgSRJkiRJyuTwQJIkSZIkZXJ4IEmSJEmSMjk8kCRJkiRJmRweSJIkSZKkTA4PJEmSJElSJocHkiRJkiQpk8MDSZIkSZKUyeGBJEmSJEnK5PBAkiRJkiRlcnggSZIkSZIyOTyQJEmSJEmZHB5IkiRJkqRMDg8kSZIkSVImhweSJEmSJCmTwwNJkiRJkpTJ4YEkSZIkScrk8ECSJEmSJGVyeCBJkiRJkjI5PJAkSZIkSZkcHkiSJEmSpEwODyRJkiRJUqaGajecO+UBFr7yDGtaVvGZz36PxqaB7bdNeuifaVn1EQ1N/Tls7DdY8e6bTHnsP0gk/mK/k+g/aBhTH7+RNS0rGb7d7hxw9MXr1Z/8xIPMnf5nWlav4qyLvkO//h/Xv+/261i98iMa+/Xn1HP/gRf+/CgzpzzJ8rebOeH0Sxm12/78+oYf8OqcKVxx7d1VuT8kqbscumcju+3UQEND8KsJK1i1urR95LA+HP+pfjT2DRYsWcP4SSs5Yt8mRm3Xl2GD+/DrRz/kreWtXeoxY9L9vDanlPnHf+H7NPX7OJMfuu1q3njlef72u/e3b1vyxmzu+PkFXPqjR2jqPyjX/ZWkWjRr8v3Mf6mUk2M+/30aO+TkI3dczcJXn+e8K0s5+er0x5k28XdEBPsefha77PmZivX3GRWMGhn07QO/n9TK6jWl7SMGwxF796GhLyxelnhqRuLYA/swoAn6N8G9T7eyqqWQXZbUQ23UmQcR8ZmIuDwijt/UhvOmP8JRp/+IT+47lnnTJrRvf3/5QlrXtHDEqVeRWlt5f/kiXvjvW2jsN4iIPgwaMpKhW3+Co8/8J44551qWzH9hg/VfnPQo51z6fQ44/ARemPRo+/alby1iTUsLZ3zpSlJrK8veama/Q8dw9sVXc/LZ/5N5c18E4OxLvsc2239iU3dPkgqVRw632X/XRm4b/yHPzlrFAbs2tm9fvKyVWx/6kJsfXMGo7foC8NSLq7h9/Ic88cIqtt+q6w8dc6ZO4MQv/pg9Dj6ROVPGr3Xb2HE/ZPjIj/N2zZrVTH3yt3xy76M2c88kqVh5ZvHcFyZw3Bd+zG4HnshLU9fOyWPP+SHDtvk4Jxe++hxHnvJ1Rp9xFa/PebpL9ffYMXjgmVZmvJ7YY+do3/72e3D/xFbufrKVHUaUtj/yfCv3P9PK60sS2w7b3D2T1NtkHgFGxKQO1y8G/i8wGPheRFyR8X2XRMTkiJh8ww03rHsjAIOH7cAH7y5u3/zBO4sZNGRbAAYN3Y4P3mlm2eK57HrQaRx87Fd5/o+/aP/al6c+yA67HtlZcwCGb70dy9/+uP47SxczbESp/rAR27J8aTMAj953C7/69++x2z6fyrorJKlbbGoOl7++PYtnTPzP9b8glT4sfbeVYYPXfzg4ZI9GZs77+L+dTj+6Pycc1o/Xm9dszB4AMGT49ry3bHHmV06acDMHj/4f7TkuSbWikGPij78KgC2Hb8/7y7Nz8i/3O47xt13J/Td+lT0O+Zsurb0c9bzzQWLLgevfvvcuwSvNqf3zQf1h++HB/Le6VF5SHan0tIXGDtcvAY5LKS2JiGuBicBPN/RNKaUbgLaETNfe1cqc5+7h7TdmsOrDd4DSmQaDthzZ/j2Dhozkg+mlwPzgnUWM2msMg4aMpN+ALWlsGsiallVAaXDw3vKF6z1lYdLj97Hg1Zms+OBdAJa91czQER/XHzJ8JMuXPlK67e3F7HvoGADGnPolDjv6VO677TrGXfbjCneHJFXdJuUwrJ3FX/nZ8vYjw0/t3cjO2zQwsH952LplH5a9t/bTEA7Zo5HhW/Zh/KSV7dvuevwjdtm2L0fu18SDT60ky7SJ99D8+nQ+WlHK5HeXLmLwsJGZ3/Pmgpl88O5bLJr3AlOe+DWHHXth5tdLUhXlckx8/cMf3zZj0j28OX86Kz8s5+SyRWwxNDsnJ024gbO+disAD992JSed/8+dfu1+nwi2HR4MaCp9PmRg8O6Ktb9m712CIYPgqRmlh4jBA2DMgX34/Z9bSQlJWkukjGSIiKnAaEpnKDycUjqkw23Pp5QO7EKPdO1dHx+Uzp3yAM3zJtOyeiVHnvZdli6azdsLZ7LX4ecy6aF/YU3LKvo2NHHY2MtZtnguU/90ExHB7oecSUNTf8b/8jJ22mM0DY39OfyUK/jm6X14aMqq9vqTn3iQV2Y9x+pVH3HmhVex8PU5LHh1Fn91wjncf/vPaWlZRUNDE39z7td5+tHf8cZrs/loxfscPuYM/mLPg3ngjv/Dc0/9gd33PZwzLriChsYmxh7QtPH3rKSeoOb/izunHF5reNDm0D0b+csdG2hsCO54ZAU7bN2XnbbpyysL13DZ6YN48eXVrGpJ/O6/PuK4w/oxbHAfBvYP/vD0Ryxeuvaw4Rf/OJSb/7h+3xmT7mf+3FLmH3fO1Sx5YzaL58/goKPH8ad7r2Pm5AcZtecRjDnrOzQ0lrL2wV9ewXFnf3et1zy48Jiu7KWkHqjmcxjyOybuODxoM2vy/bzxciknjznrapYsnM2SBTPY/6/G8eQD1zH72QfZeY8jGH36d5g79WHmzXoCUmLn3Y9gr8M+217nyyfAD29b/0UK9hkV7Lx10NAX/vDnVkYOg22HBQveSpwzui9z3ki0tMD451q5aGxflr6X+Gg1PDunlcXL16519biqv1yapOroUhZXGh7MA1rLxRJwREqpOSK2AJ5IKR3QhR5rDQ/ytu7woAgOD6Req+YPWnPK4Q0OD/LU2fAgLw4PpF6r5nMY8jsm3tDwIC+dDQ/y5PBA6rW6lMWZCZBSGtXJTa3A5zZyQZKkjWQOS1L3M4slaSPfbaFNSmkFsCTntUiSusgclqTuZxZLqiebNDwom5HbKiRJm8IclqTuZxZLqguZT1uIiMs7uwnYIv/lSJI6MoclqfuZxZJU+cyDnwDDKL2PbcfLFl34XknS5jOHJan7mcWS6l6ll0x9DrgnpfTsujdExEXFLEmS1IE5LEndzyyWVPcqDQ++BCzt5LZDOtkuScqPOSxJ3c8sllT3Kr1V4+yM2xbnvxxJUkfmsCR1P7NYkio8RysihkTETyNiVkS8Xb7MLG8bWq1FSlK9MoclqfuZxZJU+QVefgMsA0anlEaklEYAf13e9tuiFydJMoclqQaYxZLqXqXhwaiU0jUppea2DSml5pTSNcDOxS5NkoQ5LEm1wCyWVPcqDQ9ei4hvRcTItg0RMTIivg3ML3ZpkiTMYUmqBWaxpLpXaXhwNjACeDwilkXEUuAxYDjw+YLXJkkyhyWpFpjFkupepXdbWBYRtwATgIkppffbbouIscBDBa9PkuqaOSxJ3c8slqTK77bwNeBe4O+AaRFxWoebf1LkwiRJ5rAk1QKzWJIqnHkAXAwcnFJ6PyJGAXdGxKiU0r8CUfTiJEnmsCTVALNYUt2rNDzo23ZaVkppXkSMphSWu2BQSlI1mMOS1P3MYkl1r9ILJjZHxAFtn5RD8xRgK2DfIhcmSQLMYUmqBWaxpLpXaXhwHtDccUNKqSWldB5wVGGrkiS1MYclqfuZxZLqXqV3W1iQcduT+S9HktSROSxJ3c8slqTKZx5IkiRJkqQ65/BAkiRJkiRlcnggSZIkSZIyOTyQJEmSJEmZHB5IkiRJkqRMDg8kSZIkSVImhweSJEmSJCmTwwNJkiRJkpTJ4YEkSZIkScrk8ECSJEmSJGVyeCBJkiRJkjI5PJAkSZIkSZkcHkiSJEmSpEwODyRJkiRJUiaHB5IkSZIkKZPDA0mSJEmSlClSSkX3KLyBJG2i6O4FVJFZLKkWmcOS1P26lMXVOPMgNvYSEZduyvfVSn33oXZ6uA/102MT69eTmvp5VaOH+1A/PXrDPtTx/VRPesPPq+Z69IZ98H6qjfq9pUeRx8S1+rSFS3p4/Wr06A37UI0e7kP99KjGPtQTfydqo0dv2Idq9OgN+1CNHr1hH+pJb/l5+XtdGz3ch/rpUVj9Wh0eSJIkSZKkGuHwQJIkSZIkZarV4cENPbx+NXr0hn2oRg/3oX56VGMf6om/E7XRozfsQzV69IZ9qEaP3rAP9aS3/Lz8va6NHu5D/fQorH413m1BkiRJkiT1YLV65oEkSZIkSaoRNTM8iIibI+LNiJhWYI+dIuK/ImJmREyPiL/PuX7/iJgUEVPL9X+QZ/11evWNiOcj4oGC6s+LiBcjYkpETC6g/tCIuDMiZpV/HofnXH/38trbLu9GxNdz7vEP5Z/ztIj4VUT0z7N+ucffl+tPz2v9G/pbi4jhETEhIl4qfxyWc/2zyvvQGhGHFLQPPyv/Pr0QEXdHxNDN7VOPis7ionO43KMqWdzTc7jco7AsrkYOl/sUmsU9MYczepjFPYDHxBvdq0dnscfEXe7R47K4V+ZwSqkmLsBRwEHAtAJ7bAccVL4+GJgD7JVj/QC2KF9vBJ4BPl3QvlwO3A48UFD9ecBWBf4sfglcVL7eBAwtsFdfoBnYJceaOwCvAgPKn/8GuCDnde8DTAMGAg3AI8CuOdRd728N+N/AFeXrVwDX5Fx/T2B34DHgkIL24XigoXz9ms3Zh3q+FJ3FRedwuW5Vsrin53C5R1WyuIgcLtctNIt7ag5n9DCLe8Cl6Bwu9/CYuOv1C83iauVwub7HxGvX9Zh4Iy81c+ZBSulPwNKCeyxKKT1Xvv4eMJPSL3xe9VNK6f3yp43lS+4vKhEROwInAzfmXbsaImJLSr/oNwGklFallJYX2HIM8HJK6bWc6zYAAyKigVKYLcy5/p7AxJTSipRSC/A48LnNLdrJ39pplB68KH/8bJ71U0ozU0qzN7VmF3uML99PABOBHfPqV0+KzuKic7hct/As7uk5DFXP4qJyGIrN4h6Zw531MIt7Bo+Ju66nZ7HHxF3WI7O4N+ZwzQwPqi0iRgEHUpqE5lm3b0RMAd4EJqSUcq1f9nPgW0BrAbXbJGB8RDwbEZfkXPuTwBLglvJpZjdGxKCce3R0DvCrPAumlN4ArgVeBxYB76SUxufZg9KE9aiIGBERA4GTgJ1y7tFmZEppEZQOKIBtCupTLRcCf+juRShbUTlcrl10Fvf0HIbqZnHuOQxVyWJzePOYxT2Ax8QVeUycwWPimpdrDtfl8CAitgB+B3w9pfRunrVTSmtSSgdQmvAcFhH75Fk/Ik4B3kwpPZtn3Q04MqV0EHAi8NWIOCrH2g2UTq/5RUrpQOADSqcF5S4imoBTgd/mXHcYpcnkJ4DtgUER8cU8e6SUZlI61WgC8BAwFWjJ/CYREVdRup9u6+61qHNF5jAUm8W9JIehSllcVA6XaxeaxebwpjOLewaPibvEY+Lsuh4T16gicrjuhgcR0UgpJG9LKd1VVJ/yKUePAWNzLn0kcGpEzAPuAI6JiP+Xcw9SSgvLH98E7gYOy7H8AmBBhwn0nZSCswgnAs+llBbnXPdY4NWU0pKU0mrgLuCInHuQUroppXRQSukoSqckvZR3j7LFEbEdQPnjmwX1KVREnA+cAoxLKfk+tDWqWjkMhWVxb8hhqF4WF5XDUIUsNoc3nlncM3hM3DUeE1fkMXENKiqH62p4EBFB6TlFM1NK/1JA/a3bXs0yIgZQ+mOalWePlNKVKaUdU0qjKJ169MeUUq7TvYgYFBGD265TetGN3F7xN6XUDMyPiN3Lm8YAM/Kqv44vUMCpspROzfp0RAws/16NofR8wVxFxDbljzsDp1PMvgDcB5xfvn4+cG9BfQoTEWOBbwOnppRWdPd6tGFF53C5R6FZ3BtyGKqaxUXlMFQhi83hjWMW9wweE3eNx8Rd4jFxjSk0h1OOr4S5ORdKvwCLgNWUpnB/W0CPz1B63tILwJTy5aQc6+8HPF+uPw24uuD7bDQFvLIspedfTS1fpgNXFdDjAGBy+b66BxhWQI+BwNvAkILu/x9QeiCcBtwK9Cugx39TehCZCozJqeZ6f2vACOBRSlPcR4HhOdf/XPn6SmAx8HAB+zAXmN/hb/v6In7uvf1SdBYXncPlHlXL4p6cw+U+hWZx0Tlc7lFoFvfEHM7oYRb3gEvROVzu4TFx1+p6TNy1+h4Td71+j87hKDeVJEmSJEnaoLp62oIkSZIkSdp4Dg8kSZIkSVImhweSJEmSJCmTwwNJkiRJkpTJ4YEkSZIkScrk8ECSJEmSJGVyeCBJkiRJkjI5PJAkSZIkSZn+P9wRNGgyKbnbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e38d8d7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.3% entries from factor data: 61.3% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: pb_ratio\n",
      "                                 1D       26D       71D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.027124 -0.042102 -0.059023\n",
      "ConsumerStaples           -0.029886 -0.072579 -0.108715\n",
      "Energy                    -0.002687  0.013856  0.054219\n",
      "Financials                -0.023944 -0.050893 -0.069568\n",
      "HealthCare                -0.017654 -0.002850 -0.002061\n",
      "Industrials               -0.022245 -0.043381 -0.058918\n",
      "InformationTechnology     -0.021405 -0.046982 -0.064337\n",
      "Materials                 -0.019554 -0.035837 -0.055802\n",
      "TelecommunicationServices -0.004864  0.014591  0.066148\n",
      "Utilities                 -0.025954 -0.068082 -0.105200\n"
     ]
    },
    {
     "data": {
      "image/png": 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IeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHjl/3tW9svShWzbvIHs7CzuHfMIwcEh7nVfTnqfzMxMgoKCGDhkFBuiVjJ/7nSatWhD5669APjwv6+xe8dWXn/30xLr2LRyLjE7VpObnUW3Ic8RGBTqXrdgyhtkZ2UQEBhMp77j2b5uMXu2/MLx5KPc0G0UlWtczqyJzxEUEkbpcpW4ofuoYutYvmwB27esIyc7m6GjHivUj68nv0tmZgZBQcH0HzyGjWtXsPC7qTRt3pZbuvQB4KHhvWjU9Brq1L2cGzv38LrPojfO5UjMavJys2jb/TkCAgv6EzX/DXKyM/APCKZl5/GcPhHPpmUfgbXUbXIblWtdXais9IwM3n7/IwL8/Wly1ZXcdH0HAGL3H+CrqTMAGNCnJ3Vq1eSjSZ+RmZlFUFAg9w25m8lffsOBg4cIDw/n7v59iIyoQF5eHk+/+ArXNG9Gjy63nVHXG/+bTIC/P80aXcEt17UDIGb/QT6bMQeAu3t2pW6tGrz2/ids3bmHT99+BYDPps/hSFw8SampPDJiKJUiKxS7b9Yvn8vebWvIycmm1z3PEBRcsG/mfvUm2ZkZBAQF02XAw2yJ+oFdm34hNSmOm3uOJCSsDD/O/pic7Eyq1rqcG7vde0b56RmZvP7Rp/j7+3P1lVfQqUMb55gcOMRnM75z9eF26tWszqsfTGLLrr18/u+XAJjwzUz2HzpC6fAwhvbpRsUK5QuVvWzJD2zdvIHs7GxGjn2w0Dn06cQP3dfCoKHD2b8vlulTvgSgV9+B1KpdhxH33EnTZi2oW/9SOt3ahUUL5rF543qys7N44rFHgCvc5e1aN4dDe9eQm5PFDb2fI8Djmlg+5w1ystPxDwihXdfxrJ7/DsnHYggOKUPLTqPJy83mu4/HckmtJtS4vC31m3Qq9ljs3jCHI646OvQqfJ6umvcGOVnp+AeG0Pq28UQtfIeU+BiCQsrQ4qbRZGacZMsvnwFwaPcK7nxy0RnlR/3yHXu2RpGTk0W/e58udKxnffEWWZkZBAYF0/3OB1k482MS4w5yIjWRfvc9TXBIOJ+9+zThpcsRFBJGr8GPFtuHv6L0jExenTgVf38/mjeoz63XtgRg78EjTJrlHIch3W+mfo2qzF66kl37DhMeGsyovl2KLW/JkiVs3ryZ7Oxsxo4dS3BwsHvdxE8+cZ/XQ++5h3379jHlm28A6NuvH/7+/kydMoWs7Gzq1qlDn759+WHxYuYvWEDv3r2pV7duobo2rJhL9HbnnLtjyLMEepwT33/9JllZ6QQGhnBr/4fZtOp7dm5cRik/fzrcNpTK1erx6sOduLRRG6rVbkirG/sW25/VP33Prq1ryc7O4q4RfyPI4zqd/tl/3Oddr7vHkZqcwPczJmKt5ZprO1G/QVM+e/8londt5vm3phTZ7xm88977BPgH0PiqRnS84XoAYvft5+up0wDo36c3dWrX4uOJk8nIzCQ4KIhhQwezJmot8xctppQxdO50Cy2ubgbA2/99j5DgYP7xz1d/l2PtKerneezeGkV2dhYDhj9V6Pqc+XnB9dnjrgc5npLAghkfY7G0aNeZGnWu4IsP/k5waDjlylfk1t7Di237vyZ8ib+/H1dfeTmd27cCIPrAYSbP/B6AwT1upV7NagC8+uHnhAQHMW5QH2b/+Atrt+wkMzubYb27cFntGsX24bcc6/Ay5Zj/7SSys7OoXusybu05xOv+aljTUKsS+JWCBess2bkF6zo3N1SLMHy8MA+AxnUMVSpAmRBD/HHLsi32rMfDU7NL/ahX1Q9/P5jxUxZZOc7yiuUMNzQNwN8fjibmsWRjzlnLSs/M4pXJMwjw96P5FfW4ra0zxth7KI6Jc38EYGiXGylfOoz/fbsQgF827WTKy+PZuDuWKYtX0K7xFfS7ud159eHP7Keli91jgRFjHio0Fvhs4v/cMfPuoSOYMeUL4uKOkJqSzPAxDxEZWYmZ078mMSGeypWr0PWOPmeUv3LZfHZuXUtOdhaDRj5Z6Lye+uk77vO6z6D7SU1O5Lvpznndqv0tXNqgKQCT33+ZoOBQ+g99sNg+LF+6gO1bnPHHPaMLj4m/mvSeu44BQ0YDcGDfXl5+ehxvfTSNxIRjLJjjxMctG6N466Np7s9e6PsJwLp163jv3XdZunQpAEuXLGHz5k1kZ2czZuz9heuY+Il7PD90qFPH1ClOHX369qN27doMu2cozZo1o179+tx6620cOHCAuXNmU8qvFCNHjKCiq6z0jExe/eQb59ppeCmdr70GgOiDR5g0awEAQ7p3ol6NqsxesoJd+w4RHhrCqH5dWb5hK3OWrsQYQ/cb29G6cYNij8PSJT8W6UvBcZg08WN3X4YMHca+fbFMnfK1qy/9KVu2HF987ny3Wrd2De++/yGhoWHF1gPnNyZbt2I+29b/hJ9fAB27DuaS6nVLLNdTo1qGWpUM/n4wLyrPHScjSkPbhqXwLwXHUi0rdlga1zY0rVeKlTvy2HPk3GLk9qg5HNy9mpzsLG4e8Hzh74tfPsuRmA0Mfdr5vpJ2PJ7VCz7EWssVLW6jer3mXstevnQh21zfE+8Z/egZ10T+sSi4JqL5x9P38/ZH08jLy+PTCW+TcOwoz7z832LLT8/M5JVJMwjw96d5A89YfJSJc1yxuOuN1KlamWc++IqQoECyc3J4/r5+lCpVij0HjzLqnx8w+42/ERocdE77y9NZZx4YY64wxnQ0xoQXWd75fCtbs/InRox7nDbtb2TNimXu5YnxceTk5DB0xIPk5eWRmHCMZi3b0K3XwEKfHz72MapWq+m1ju3rFnPHPS/SqFVntq0t+BKSmnSEvNwcutz1FDYvj9SkozRsfhPdhzzPTb0e4GDMZhKOxBBZpTbdBj9H2vEEUpOOFlvH2pXLuG/s32h1bUeiVi4t6EeC04/Bw8eTl5dHUsIxmrZoS5eedxX6fHBwCNmZmVSoWOms+2zf9sW07/kida7qzL5tBf1JSz1CXl4Obbo+hbV5pKUeZcsvEwkICgNTitAylc8o65cVq+jQrjXj7x/FytVR7uUzZn/HuJH3MW7UfXw7Zx7H4hPIyc1l7Ihh5OXlEZ+QiJ+fH/7+/vj7+xEe5gSUmXO/p1WL4i+gZavWcn3bljw+Zhi/RG1wL586dyEPDx/M+OFDmDbP6c9jo+6hZrUq7m3u7tWVx8cM4/aO17F+6/YS982WqB/oO/zvNG3diS1Ri93LUxKPkJeTwx1D/obNyyMl6ShXtexI73ufo3Pfcezfu5lKVevQf+RL3HX/vziwd0ux5S9dtY4bWrfkyVFDC/VhyneLGH/f3Txy391Mm+fU+/jIIdSsWtAHP79Szv7y86N0WOgZZa9e+TNjHniEdu2vZ+Xyn93LE+KPkZOTy30j7ycvL4+EhHjmzprO8NEPMGLMA3w351sAQkJCyMrKJDLSuTVt37aFMQ+Mp0evfmzYsKFQXTFbFtOx34tc2rQz0ZsLzqGTKUfIy8vmup5PY20uJ1OOUqqUP35+AZTy8ycopAwAAUGhZGdnULp81RKPRezWxVzf50XqNelMzJYideRmc22Pp8nLyyUttXAdgSFlqFC5Ptf1eoErW/enXtNbiy1/85ofGTjyeZq16cSmNT+4lycnHiU3N4c+9zxBXl4uKYlx3NJjGANHPk+bG+9gz7YoTh5PonK1Ogwc+TxpJ1JK7MMf2YWMw56WRG3ixmua8PR9A/hp/Vb38q/nL+PxoX144p6+TFnwE8nHT7Jo5QaCgwKJKFemxPJWrljBAw88QPv27Vm+fLl7eXx8PDm5uYwcNcp1Xicwa9YsRo8Zw5ixY5kzezbVq1fnoYcf5vHHH2fXrl0AdLzpJm655ZZi69q2djG97/07jVt1Zuvawtd/bm423Qc9RV5eLqlJR9myZiG9732RW/s+xM/zJgEQFBxKdlYmZSMuKbE/G1YvYdDoZ2jR7mbWryo475ISjpKbk8OAex8jLy+X5MQ4Fs76jOCQUEqVKkX5CCe23z3qaSpXrXVGuctXrKR9u3Y8NG4sq1avcS+fOXsO948awbjRI5k1Zy7x8Qnk5OYwZuRwcvPyiE9IYNuOnQwddBejRtzHxo2bAPjpl+Vcdmn9EvsBF/5Ye9q4+kfuHPUczdvewsbVHtdngnN99h32BHl5eSQnxrF49mSCQsIwphTlIioTdyiWylVrM+C+pziekkhyYtwZ5S9ds54bWl/N30YO4ue1m9zLv5n3A48OG8hj9w5k6nxnwPTjqnVcUa9gn2/csYcnR9zNXd1uYcvu6BL78FuO9SXVajNk7PPc99DLxO4p/n7i6bJqhu/XWnYetFxe3RRaN3+dJflkwb83x1oWrLMkp1m27Du/xAFAozp+TFuWxaboHBrV9XMvT0i1TFmaxZeLs6hZ+dwmof64dgs3tWzMM/f04acNBffmrxb+zBN338ETg+7gm0W/EFG2NH8b0otRPTvRokE9wkOCubZJAwbddv15t/+P5kLH4tUrfmb0uEdp1/56Vq0oMhbIzeXekeNc4+J4eva9k9HjHuXGm29j6+aNxETvYef2LQQGBlG+Qgk/sqxewtAxT9Oy3c2sW/mje3lSQhy5OTnced+jrvFqHPNnOue1KVWK8hHOGDJqxWJq12/otQ9Rq5Zx3/1P0vrajkStWOpenhgfR25uDoNHPExeXi5JCcfIyclhycI5NGneGoDqNeswbMzjdLz1Dlq371io3At9P0lLS2Pz5s3U9UhEr1i5nHEPPEj79h1YsfyXQnXk5uQwcuRo8vJySUhIYPasmYwaPYbRY8YyZ84sAEJCgsnKyqKiayw2Y8Y0wsLC8PfzJzIy0l3ekqiNdGzVjKeG38lP6wpixNffL+Gxof14/J7+TFmw1Im/q9YTEhxIZHkn/m7eHcuoft0YP7gPUVt3lXgcVq5czrgHHnL1pcj+yslhxMgxrr7Eu/pyP6PHjGPunFmUL1+esfc/wN2DBnNV4yZeEwdwfmOyjasWc+fIF+g2cBw/zJ3stVxPl1c3fBeVx/YDlitqFMTJpJMwZ3Ue367Mo1qEs3zzPsvGmLxzLhtgz8ZFdLrzJa5ofit7Ni4stK7TwL9ToXId97+jFn9CYFAYxhhKlyt5zODeftUyhpdwTeTk5jBkxMPu74nONTGbJs2dHyhDw8IZ+cBThJcu+f7749qt3HRNY54Z1oef1m9zL/9qwS88MagnTwzuyTeLlpOZlU1ggB/PDOtDaHAQ6ZlZZOfkMnPZato2vqLE8s/G6x3DGDMOmAXcD2w1xnT3WP2yl88NN8asNcas/fDDDz2XA1Cx0iUkJSa4lycnJRJR0QlUERUrk+yx7nwZnDrKRVTjRPIx9/ITKccoW8E54GUjqnAixRmg/DzvY2Z+/Az1GramSq0G5GRnMe/Lf3IiJZ6TKcfOrMCjH5EVLyE5Md69PCUpgYhIj34kxRf7+X+89SnDxz3FgtlTil1fXH/Cy1Xj9PGC9pw6cYywsk5/wspW4dSJOFKO7aV+s+5cfdMYNi55/4yyEpKSqeQKZqVKFRz6U6dOER4eRnhYGOnp6SQmF2xXqWJFEpKSGNinJ0+Of4DmTZswb+Fi9u0/QF5eHrVqVi+23QlJyVSOjDijrrTTpykdFkZ4WCin0zNK7Pfp9Ax+XL6aDq1Kzu7l75vykVU5nlSwb44nx1PO9YWgXEQV97olcz5h6kfPcmmj1u5tN6yYx2VXtS2+D8nJ7lkPhfdXOqXDQr32YXDPLjz3wHBaNrmS2Yt/Krb1ABUrVSYpMdG9NCkpkciKzk0osmIlkhKecSznAAAgAElEQVQTXMcnnLCwcNJPnwbgzXc+ZOyDjzJ3tjNjpF3763jhmSf45MP36NixY7F1lS5flbTjBQPztOPHKF3OSXiULleFtONxtLhpBLfc9Ro1Lm/H9lVTKV2+Gr3HfckNfZ4nauF7xfbVqaGgjlMedZw6fowwzzpS47j6xhF0HPAa1S9tx441U93b7lgzlQYte5VYA0CFilVI8TjWqcnx7kFO+cgqpLiu+cyM06xfsYDGLW90fUGJ5r2XRxFZufjz9Y/s18Zh12fdsXjijHlnrD+WnErlCGdWjJ/nOX7adY6HhnA6I5PD8YmUCQ/l/gHdiEtM4dCxEmK0KzZWqlSJxELndRIVXTGlYsWKJCYmepzXYZxOT3dvu2zpUppdXXjWVAmVAVAusirHkwvOuRMp8ZSNqOJaV4Xjyce47vahzPr0H6xc/BXpp08AMO6l6fQZ/hLL53/upQqnjoiKVUjxiOepyfFUcMX6CpHOOXnkYDRtru9C134jmDt1gteWJyQmeonFzj5JT08n0WO/VapYkcTEJNq1ac3r/36b5198mRtvuI6UlBSio2No1rSJ1zov+LEutJvyr8+qZ+yn8q5YXD7yElKTjnH0YDStr+tKl76j+H7ah1SvcwU5OdlMm/QvjqfEczz5zPtmfFIqlV2xuPi2h3I6PZOk1BPsij1Ay6sKfpm7qU0LHnz5bd6aPIX2LbzsowtwrNf8soCGTducdX+BkwQ4fhpKh5xlU5wZCuXCTKGkwjlz5RtSTlrKhZkzVjet78fug+c26D6WfJzKFcoCUKpUQVlppzMoHRZC6dAQTmVkupfP/jmKLte2+BWN/mO60GNi1zqg+HFx/o8DkRUru9elp59mxc9LaNX6Wo4cOkD1GrUYdM8I1kWtIjMzk6Ly780RFasUGpOmJBWc1xGRlUlJiufwwRja3nA7PfoPZ/aUCRxPTeJAzC6ubHyN9/3iqiOy0iWF6khOTiAispKrD5eQlBTPd99+Qacuvd2fybdk4Wyuv6nILKcLfD/55uuv6d27d7FtP7OOgrFYxYqVSCw0Fgsj/bRTx3/eeZcHHnyIWbNnArB371569+nLzbfcwuTJBV+U45NSqRxRDig6Ji6Iv6fSnfhbNiyUsQN6cDQhmUPHEri+ZRNe+OAzHn3jf3Ru17Kkw+DRl8okepxLSUmJVCzUl0ROF9MXgEULF9Kx480l1uFZG5zbmKxjt8FM+eSf/LTgG06nnTiHsgs7fspS5szf4LiypiE67vwTqvnyr70yFaqW+H0vX+LRPVzZujvtutzPyu9LHgt7lA4410RSksd1nVz4e2JSUjxzv/2STl36nHFNeHMsOZXKFYo5n9LTC2JxeibBgQEYDOPemEBWTg5hIcF89v1S+t98rbv/v8bZHlu4D2hurU0zxtQGphljaltr34aSe2mt/RDIj5D27Q8+JTZ6N6fSnDtfYsIxIiIrurevEBHp/hKelBBPy9btz7sjG36ZyZH920k/fRyA40lHKFOh4Nf3MuUrc9z1xeJ48lEaXO18wWp/2zCaXduDBd+8Qa/7Xubm3s60rBkTnqJ8pcLTG3/+cR77ondxynXyJyUco0JkweyB8hEV3YEzKeEYLVpdV2xb8w90QGAgeXl5hQ58vj3rZ5J0ZDuZGU5/0lKPEFq2oD9hZSqzz5VMOHX8KLUadiSsbGWCQsoQEBhKbk7WGWVWjKhAQmIS9evWIc8WXHBhYWGknTqFMYaQkBAiKzjbAcQnJtKu9TXuNpYrW5bY/QdYt2kzR+Li2LpjJydOnuSG9tdSvUhd8YnJXFqnFtYWDEzCQ0NJO3UaYwyhIcEU59TpdN78cDKjB/cnNOTMkdXan2ZxKHY7p085xyEl8ShlIwr2TdkKlUh1HevUpKM0ankjADd0vYcWHbrz3Vdv0n/kP9iwYh4piUeKfWQBoGKFCiQkJXNZnZpF9lfIWfuQv7/Kly1DzIHD7uXfL13O/llLOJWWBkBiQjwRHtnpiIhI9yAhMSGBVm2uJSwsjFOn0pzjExpaqPyAAOccWjBvDq/8620SExOYMGECZZv9jR1RM0k4tJ3MdGc/nUw5SnjZgoxpeNnKRKc6X7rSUuOoe9VNGFe5oeEVSDq62x1cAgKLH+HuWjuThMMFdaSlHnUntQDCylbm1JaCOuo0KqgjJLwCyXG7AcjOSufUiQTKRhb+lXb1stkcjN3hcazj3DcmgHIVKrExKf9Yx9Gk5Y2kn05jyscv0+OuhwkOCWPDqoU0bXUTra7rxpf/e4FTaccJCy9bbH/+oH5VHIbCsfjEugVn3GUrVyhHfHIql9euTl6exzkeGkKaa0ARGhxExQrlKBPunHulQ0M4nVE4vnz30xpi5q8lzXVeJyQkFPrVJSIiwj0wS0hMpE3btq7z+hQG3Nf5sqVLiY+Pd08xLc66n2dxeN92dxIgNfGoOzEMUKZ8JXcy4XhSHFc270i5iCrUqNeYxLj9rFjkPAKUfw35FxOHVyyZy4GYHe6BTnJCnHs2ATjnXf4XzJSkOJq1up7yEZUJDStDUHAI2dlnDuI9VYyMJCEpiXr16p4Ri0+dOgX5sTgigkRXLE5ITKBtm1Z88NHHvP5P53vK6/9+m7ZtWpN6/DhffPU10TH7iI2NJaKYOi/Usfa0aumcQtdncuLRYvbTMdd+OkaTa5xkXmh4aWc/ZWVSqlQpug0YC8Bn7z5LZOVqZ9RTKaIc8UkpXFa7Bnke9xOn7acxGEJDgtiwfTcpx0/yybS57Nl/iANHjjFj0TL+9/fHiE9K4YvZC3loSL9CZV+oY73mlwUkxR/1+shCo1qGS8pDcIABnAHxyfQSN3e7orph16HzGyQ3v8yPahVLERLkSrKHG1JPFS6jaX0/yoebc3pkAaByhbIcSznO5bWqYT3O2/DQYE6eTscYQ5hrCqy1lrU7ov8Usw08XJAx8ba9R1nywwJioneT5hoXJ8SfOS7OHwskJcbTqs21nD59io/ee4tB94wkJDSUiMiKJCQ452ZgUDA52QXX6vIlc9kfvYtT7mszjgoRnuPVSu7xanLiMdd5XYmwsDLOrKzsLHZtXc+J4ynMmvIRB2P3EHd4P5dUK7hH/5Q/Jj7l9CEp4VihOipUqEhU/tg+8RgtWndgf8wejqcmE71nOz/Mn8ntdwwkMyOD1ORELqlaw13u/Kn7L+j9JCMjgyNHjvDlF18QGxvLs88+S0ZGpruO+IT4InVEkpjo/HqfmJBAmzYedRgICXXqyL9vBLrGYpdccgnBwcGEh5d2YrlLpYhyHEtO5bLaNYpcOwXxNywkiEoVylEm3PnVv3SYk9CdPGsB/3vW+W7ywvuf8dL9Q/H0ww+LiN67t+BcSoh3J54K+pLo3pet27QltJi+WGvZsnkjvXqf+fhLvl8zJisfeQm1619FQtwBls3/qsSy8zWubbikgiE40Pl3mTDDidOFt7mypqFsGKzYcf7Jg62rZhJ/cBsZrjHEieSjlC5/5mxtT6XLXUJQaFkCgkLJ8XJ//+nH74n1uCYSE+KIiPC4ritULPi+mxhPyyLXxOL5M+lyx8Biy/ZUuUI5jiUXE4tDQgpicUgQO/cdpkrF8jx3Xz8mzFrMrv2H2b3/CMnH09gWc4DpS1Zy963Xn7W+ooxnpWesNGa7tbahx7/DgWnAduBGa23Tc6jDbtzjBMBfli5k57bNZGVlcs+ohzkQG01szG463d6TLyd9QE52Nv4BAQwcMpLdO7Yyc+pnnEo7yW3d+9Kq3fV8/en/WPHTD1zVtCVDRjxAQEAgTS+tyNRVBYOJTSvnsn/XWrKzM+k66BniDu7i6P4dtOo4kIVT3iQnJwt//0Bu6fswa5dOJe7gLjJOn6TF9X2ofXkLZk9+gdzcHKrWakCrjs4B7NO6FGt3FUx3Xr5sAbu2bSQrK5MhIx/l4L697IvZxc239ebrye+56+g/eDR7dm5h9rTJnEo7Sedu/ahesx5zpzvPd9eoXZ9bu/cHoMXl5Xlt+pnZ/+iNc4nbt5bcnEzadHuG5LhdJB3ZQcPWA4la8Ca5OVn4+QfSstPDpBzby5afPwYMl7fsXeidB4/1KsWezWt554MJBAYG0KhhA6LWbeDJ8Q8Qu/8A38yYBdbSr1cP6tSqyYTJn5OVnU1gQAD3Dr6LL6ZMJyExkeMnTjJ2+DAiXM/wb9yylX37D9Cjy21Uv6wRCdudKbjpGRn8+6NPCQwIoHGDy1i9YQvPPDiSmP0H+XLmPCyWO3vcTt1aNfjf51P54ZdVtGzSiAfuvYvn33iPnNwcKlaowI3trqF54ysBqNjwGuauLxjkrF8+l5id68nOyqDn0Kc5emA3h/ftoN0tA/juq3+7j8PtAx5i1Y/TOLJ/FxnpabS+sTeBQaF88voYGja7joCgYLrf/TgAXa72J2nrClcfMnljwucEBQTQuMGlrNqwheceGE70gUN8Oet7rIU7e9xKvZrV+eCL6SxevpprmlzJg/cM5KvZC4hPTCb15EkeGnYnkeXLudsd0agtH0z4lB3bNpOZlcWI0ePYFxtDTPRebuvSnc8mfkR2djYBAQHcPfQ+9u+LZeb0b7DWckfv/vj7+zFjqvOsWq06denWozczZ0zh8MEDnD59mmFDB7HheMFsil3r5nAkZh052Rlc3+tZEo/uIuHQDhpfO5AVc99wn0Ntu4wnatEHpKXGkXEqhQ53PEVq4gF2Rs0kJzuDOlfewGVX3w7A2NsMb80uiB27N8zhaMw6crMzaN/zWZKO7CLxyA4atR3IqnkFdbS+bTzrfnDVcTqFa7s/RViZSuyMmk4p/0Aua9YVgAe7GRZtKgjQUb98R/SO9WRnZdJ32N84fGAPh2J30KFTf2Z9+TY52Vn4BwTSfeADfPT6Q+TmZFO2QmWubnsLVarXY8rHL1O6bAWysjK5a9TfMcZwc5MgOMuX7z+CCxSHi00epGdk8tqkaQQF+NPk8rqs3LyDv48exN6DR/h87o9Ya7m7a0fq16jK+1O+IyMzk+ycXB4beubgokzzTkz4+GO2bd1KVlYWo8eMITY2lujoaLp06cLEiRPd5/XQoUPZt28f06dNwwK9e/cmNyeH559/nmtatSIoKIjhw4ezevVqvp0xg8DAQMaNG8fRUgW/Ym5YMZd9u9aRnZVJj8FPc/Tgbo7s20Gbmwfw/Tdvuu8nt/Z7mJ0bl7Fjw1IyM05z+4BHyDidxtK5zi/Gl9S8nPadBwHQo6UfP20rGPCt/ul79uzYQFZWJnfe9wSH9u/mQMwubri1LzM+f4fs7CwCAgLpedf9HDkYw/yZkzFA+5vuoH6Dpnz7xX+J+mUhDZq0ov+wRwkICKTDlWHs3LqJd9//H4GBAVzZsCFr163n8UceJnbffqbOmAEW+vTq6bzzYNJksrNzCAjwZ9iQwfy4dBlr168HC82aNuHmjk5yNO7YMWbP+Y5//PNVTqxbcMbxudDH+octBbOuon6ex17X9dnv3ic5vH8PB2N3cl3nfsz8ouD67HHnAxw9GM2iWZPAQLuOPal3RTO++ugf5OXkUL3OFVzX2fly3/GqYFI2LXO3/fVPviIwIIAmV9Rn1catPH//MKIPHOaL2QuxWO7q1sn9zoMj8YlMm7+EcYP68MWchew/HMep9Ay6dbyWVo2dS6l8k+su2LEODArmnZcfpHGL9gQGBdNv6HgAOlwZxitTPF5o4NKwpqFGJPj7wcL1lkrloHI5w/poS4dGhoY1DbHHLIs3WHLzoFe7UsxalUdOkaKe7OvHI++fPqN8T80u9aNOlVIE+Bm+/TmLKhGlqBZZin3Hcrnn1iB27M8lKwfmrMgu9vOvjwolbdVs5zhkZvHqp98SGOBP08vqsHLLLl4cMYC9h+L4dN5SsJZBt99A/eqXELVjL1v27ueers4PNZv37mPinCWcOJ3OwFuupWPLxu46wlt3+8PHYbhwY+Jtewseif1p6WJ2bNtMVmYm941+kP2xMcRE7+HWLj34fNKH7ph515DhvPrSM+Tm5lAhIpJ27W+gUeNmfPT+2wQEBBASEkr/u4ZyZf0qrNhRMEVl5bL5znmdmcndIx7n4L49HIjZxY239WHqZ/91X5t97h7L4YMxfD/jU4wxdLi5u/udB4nHjrB43hT3Ow/aNijNut3J7jqWL13Azu2byM7MZMioRziwby/7o3dz8+29+Hrye+4+9B882v2ZD/79IkNGjic4JJSli+cS4B9Au+sL3qnU/LIKF/x+ku8fL73EJ598wt7oWJYuWcK2bVvJzMpk9OixxMbGuOroyqSJn7jrGOJ658GM6dOw1tKrdx/8/f2YNtWZPVm7Th169LiDrVu2sPiHReRk5/DYY48SkRoDuN7bMmmKc+1cXo+Vm7bzwpghRB88wmdzFmOxDOp6M/VqVOWDKXNIz8wiJyeHR4f2Y/7yKFZt2oHFck2jK7i9g/POl7JX38Se6P3ufi1d8iPbtm0lKyuTUaPHEhsbS0z0Xm7v0o1JEz/26IvzzoMZ06diLfTq3YfateuwedNGdu7cQd9+A9xlXlqvVqGxWL7zGZNtW/8zW9YtJTMjnTvufpgy5SILlXVzkyBe/OrMBGajWoYaFQ0BfvD92jwqlYNLyhsOJ1n6dfBjz2HnfTGLNuRxaVVD6ysM2bmwcodlf3zBcOeZAf5M+OGM4tkeNYdDe9eSk53JTf2eJeHwLuIPbqfZdXfy86x/s2Pdd9S+oi039nma1MQDrFk0AYPhqna9z3jnwb0dYf3uJI9rYiE7t28iKzOToaPGc2DfXvZF7+aW23vx1eT33ftnwOCCd+u9/++XGDryYYJDQpnw7mts2biGlq2v465h93P1ZRGkrZ7j3jY9M9MViwOcWLx5Jy+OHMjeQ0f59LulAAy6/XqqVYzgxY+nUDo0hNS0Uzx/Xz9CgpwE73Mffs3jg+5wv/MgvFVXOMcx8dmSBz8CD1trN3os8wc+Ae601vqV+OEC7uSBLxRNHvhC0eSBL5SUPLhQHutVikO7t559w9/AM3ngC0WTB77gmTzwlYhGbdkRffjsG/5KDepV47/zfv1UrnNRNHlwoRVNHvjC/6PkwYWIw8UmDy6kMs07ER0T47Py69Wty8yoM7+IXUhFkwe+0OHKMPbvLfm51d+qVv3Li00eXEhFkwe+4Jk88IWiyQNfKCl5cKGcS/Lgt/JMHvjK/6PkwQUZE3smDy60oskDXyiaPPCF5pdV8Pn9ZG90rM/KB6hfrw7H1y8++4a/UtHkgS+UlDy4kEpKHlwoJSUPLqSiyYMLrWjywBfOJ3lwtrfkDAIKvb3IWptjrR0EdPhVrRMRkfOhOCwicvEpFovIX57Xdx5Yaw95Wb3JyzoREbkAFIdFRC4+xWIRkXP4U41elPw39ERE5PegOCwicvEpFovIX4LXmQfGmIdLWgWEl7BOREQuEMVhEZGLT7FYROTsMw9eBsoDpYv8F34OnxURkd9OcVhE5OJTLBaRvzyvMw+A9cBMa+26oiuMMff6pkkiIuJBcVhE5OJTLBaRv7yzJQ+GAiX9PZYWJSwXEZELR3FYROTiUywWkb+8s/21hRL/GLW19tiFb46IiHhSHBYRufgUi0VEzvKMljGmrDHmn8aYncaYJNd/O1zLyv1ejRQR+atSHBYRufgUi0VEzv6ClylACnC9tTbCWhsB3OBaNtXXjRMREcVhEZE/AMViEfnLO1vyoLa19lVrbVz+AmttnLX2VaCmb5smIiIoDouI/BEoFovIX97Zkgf7jTGPGWMq5y8wxlQ2xjwOHPRt00REBMVhEZE/AsViEfnLO1vyoB8QASwzxqQYY5KBpUAFoK+P2yYiIorDIiJ/BIrFIvKXd7a/tpBijJkILAJWWWvT8tcZYzoD833cPhGRvzTFYRGRi0+xWETk7H9tYRwwCxgLbDXGdPdY/bIvGyYiIorDIiJ/BIrFIiJnmXkA3Ac0t9amGWNqA9OMMbWttW8DxteNExERxWERkT8AxWIR+cs7W/LAL39alrV2nzHmepxgWQsFShGR34PisIjIxadYLCJ/eWd7YWKcMaZp/j9cQbMLEAlc5cuGiYgIoDgsIvJHoFgsIn95Z0seDALiPBdYa3OstYOADj5rlYiI5FMcFhG5+BSLReQv72x/beGQl3XLL3xzRETEk+KwiMjFp1gsInL2mQciIiIiIiIi8hen5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeKXkgYiIiIiIiIh4peSBiIiIiIiIiHil5IGIiIiIiIiIeGWstb6uw+cViIj8SuZiN+B3pFgsIn9EisMiIhffOcVif1+3AmDjngSfld300oqkblzqs/IByjW9nvjta31aR6WGLdgdfcBn5V9Wrybb9x7xWfkADetXJWPu+z4rP7jLKPZGx/qsfID69erw5izf3tsf7m6IjonxWfn16tbltel5Pisf4LFepVix46TPym/boDTHdqzzWfkAlRs092n5fzRHdm32aflVL29MxoKPfVZ+cKdhJG/+2WflA1Ro3J70JV/4tI6QG+4k44dPfVZ+cMdBpH3wpM/KBwgf+Qrrdyf5tI6rL4vghc+zfVb+c3cF/C59+GCB78of2Qne+c6396v7bzcce/xun9ZR+dXPfFr+H03aqtk+Kzu8dTcyZr/rs/IBgruNIWP+BN/W0fleMmb+x3fl9xj3u+wnX4/1vl2T67PyAe64xo+35/g2xjzQ1TBlpe/GrH3blPLpcQDnWPhy7BByw52cWjHDZ+UDhLXtec7b6rEFEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfFKyQMRERERERER8UrJAxERERERERHxSskDEREREREREfHK//es7JelC9m2eQPZ2VncO+YRgoND3Ou+nPQ+mZmZBAUFMXDIKDZErWT+3Ok0a9GGzl17AfDhf19j946tvP7upyXWkZ6RyWsff0mAvz9XN7yMzu1bARB94DCTZ84HYHCPztSrWY1XPvycLbuj+fL15wBYtCKK5eu34u/vx51dbqZO9SrFlJ/Bm/+bhL+/H80aNeSW69oBELP/IJ/PmA3AXT27UbdWDf71/sds3bmbyW+/CsDKdRuZMW8hrZs3pddtt5xR9tIlP7Jl80ays7MZPXZcof0zaeIE9/4ZMvRe9u+LZeqUrwHo07c/NWrW4r13/0OWa5sx9z/IyhXLWb8uisTEBB59ZDyB4ZX4aelitmzeSE52FiPGPFSojk8nfkhWZgaBQcEMGjqc/ftimTH1CwB69rmTsmXL8tUXkwBYv3Y1b7/3CaGhYezfF8OzfxvP0iU/4ucq63RmNi/P+JEAPz9a1KvO7c2vAGDP0UQ++SEKgHs6tuTSKpEAvDjtB0IDAxjfrQNvzvmZ46czOJmeyYv9byEsOLDIflrC5s2byM7OZszY+wkODnavmzjxEzIzMwgKCmbo0HvYt28fU6d849pP/ahduzbvvPM2O7bv4L33P3COy4oVrFu3loTEBB595BGgibu8PRvmcCR6Dbk5WbTv+RwBgaHudavnvUFOdjr+ASG0um08axe+Q0p8DEEhZWh+02gCgsJY8s0TBIeVJyAolLZdn2TPhjk8HbWGpORkxo4dW7jtn3ziPsZD73HaPuUbp+19+zltL7rNsmXLiIqKwt/Pj569elGzZk1uuukmwqq0JaJqQ664pq+7/OiNczkSs5q83Czadi/cl6j5b5CTnYF/QDAtO4/n9Il4Ni37CKylbpPbqFzr6jPO1+KsXDafnVvXkpOdxaCRTxLkcX5N/fQd9/nVZ9D9fDd9EvFxhzieksSgkU9QIbLyWct3rr+JBPj707RRA2657lrAdf1NnwXAXb26O9ffexPYunMPk//z6jm1/a8iPSODt96fQECAP00aXcnN17cHIHb/Ab6Y9i0Ad/a+Az8/P76aPous7Czq16nNgF49WPDjMuYt/IH+vbrTpmXzc67zdGYWL09d5MSD+jW4veWVAPy8LZqvf97AtQ3rMqDDuZ1jBf3I5F//x959h0dR7Y8ff8+m917oofcS6b1L771Kk95EsSsoClfv1fv12hClqCgdA6H3loQQegkEEhJAUjeV9N3s/v7YZJOQZBOVXL0/P6/n4XnYKefMOTPzmTOfmd18t9kQ65s2pF/XDoAh1v/wywEApo4YSN2a1QD4aN2P2FhbsXjqWFZ9sQEzMxVmZma8NH08lhYWJcvPyeXDLQcM29zAh0HtmwMQ/jie9YfOATCzfxeqebiwavM+7Kyt8HS258WB3dhw6ByPEpJJTEvnrYmD8HJxLLtfth7CwtyMNvVrMahdMwDuRcez4XAgADP6daK6uwvv/3QAe2tLPJwdmKAyM78AACAASURBVD2gC7sDrnLrQTRxyWnUr+bFkuE9TfeXRsua41exMFPRuro7AxvXBOBcZCzbr0bQubY341rVBWDPzSjCElKwt7Rgfuem5e6LgFNHuHXjElqNhhnzlxe7rmzZ9JUxJk+YNp+QoNNcuxxMojqOkeOmU7+Roc3fffkx1tY2TJ65yGRdzXwUanupMDOD/cF5aPIK5w1ur6K6u4q1+7UA1Kuq4FtXhR64HK7jfoy+0tpw8ug+ou7fxdbWjnFT5phsw52L/jy6F0yeNpfeY1diYVUYi49tfZfoyCtMfcPfOE0dHcbOL6YxY8UxLK3sTJYNEHbJn8fhF8jLy6XHqBXFyj+5/V1ioq4w8VVD+cGHCq9bbZ+fj71T+XEYCyscR7yAPk+LJuIO2VcNx6ptj8GYuXliZu9Mmt9G9DnZOAyehJmrB8nr1pRf7t9MVk4ua77fjYW5Ga0b1WVgJ0MMDP81lo37TgAwfXAvalf15J1vtmBjZYlGm8fKWWMJvBHG3jMhKIrC8O7t6Ni8ocm6MnM1rN59Mn9MVo1BzxnGZGdvR7E18BpdGvkwoXPh2GfVrhOGMdmQrhVqiyHGHzPEsno1GNSmiaH8W/fZevayMcbrdHo+2HGEHI0WawsL3hlXcixssg2/nM5vQ1UG+RrafPZOFFsDb9ClUS0mdGoBwKCPfqRD/Ro0rubB6Pblx7BidTyjfjp27Bh7/f1JTUlh8ODBPNfacM308/MjKjISFIWpU6fi6upa5vYkJiay/rvvUJmZ0bdvX1q2bMnSJUuoW68ejRs1wtN3Vol1rgbuI+L2BbSaXEZMexdL68Lzf/eGFTy4d5WX1hjGS6f8vyUx/hFPUtSMmP4uTq7eFeqnu5f9eZw/Nu4+sniMObXzXWKjrjD+FUOMeXD7NLcv7EJRVDRuP5qaDbtUqI5rQfuIvB2MVpvL0BdWYFmkjj2bVvAw/AqLPjDcd4VeOkb4jXOkJsXQY+g8atRrVaK8kydPcv36dTQaze8af3/+n/8Qevs2X3/9NQCbN2/m0aNH2Nvb88brr/P0Vb6sMcTZG/fYeiqErs3qMb5nOwBW/bSPaxG/svPduRXqm6ycXNb84IeFuTmtG9VmYEdfID927D8FwPRBPajm4coHm37B3sYKD2dHZg3txcb9p/g1Pgl16hPenDocL1enCtVZVLlvHiiK0k5RlLb5/2+iKMoyRVEG/uaagAtBZ5iz+DU6du3FhcDTxunq+Fi0Wi3T5yxFp9OhTojDt21Hho6aWGz92QtfpWq1mibrOHnhCr06PMebc6Zw9tI14/RtB0+wfOYEXp01ke2HTgLwxuzJ1KxaeKKcDL7C23OnMn/CcH7ed7TU8k+fD6FHp3a8tuBFAkIuGafv2HeIl2ZPY9ns6ew6cASA5fNmUqNaYQKiY+tWTBwxuMxtPx90jkVLltGla3cCA84Zp8fHx5On1TJn7gJ0Oh0JCfHs3fMLc+cvYt6Cxfj770GlUrFw0VKWvfIaWq0WnU5Hx06dWbBoKZOnTufaNUNfnA88x4LFr9Cpa0/OB5411pEQH0denpZZcxfn74N49u3dxex5S5k9fykH/Hfj7OLKvIXLmDhlBs1atMLW1g6tVsvRw/t5rk27Ym05fiOcPi3qs2JsH07dijBO//nsVd4Y1ZM3R/Viy7mrABy9do+m1QsHLMuGdOW9cX3xrV2VsOiEEv0UGBTA4iVL6dq1W6n9NHfufHS6PBISEti7x4958xcwf8FC/P0NwXLRoiVUr169cL906sTCRYuZOvUFYz8ViLp5jO6jV1G3RX8ibxQeE0+So9Hlaeg87G10ujzSU2JQmZljZm6ByswcSxtHsp6ocfasTffRq8jOSDaW98EHH9C1a1cCAgKKbbs2L4+58+bl7+ME9uzZw/wFC1iwcCH+e/eWukxAQABLly5l2vTp7N69GwBbW1u0mmzsnIpfBKJCj9F15CpqN+9P1K3CtqSnRKPTaek45C30eh3pKTHcOLcRCys7UFTYOlZgMJnvcvBJpi94m7ad+3Ip6IRxemJCLHlaLZNeXI5OpyMxIZZBo6YxfcHbdO0zlDs3Llao/DNBIfTo2I5XF7xIwIXLxuk79x3ipdnTWTZnBrv2HwZg+fxZ1KxWMgH4v+hZxuGzQcF079yBVxbOJfBCiHH6Lv8DLJ0zi6VzZ7F730FqVq/Ga0vm884rS7kddg+Afr26M6Cv6ZvU0hy/do8+LRuyYkJ/Tt0MN07v2rQu03q3M7Fm2U4FX6Znh9a8MfcFzoZcNU7ffuAYr8yaxPJZk9hx8DgAJ4Iu0rhuLeMyVpYWKIqCg60N5mZmJcoGOH7lDn2fa8yKKUM4fT3MOP2nE8G8MWEgb04cyJZTF4iMScDHy423Jg4kITWd2KRUZvTvwoopQxjeyZeQsKiy++VqGH18G7Fi0iBOXb9rnP7zyRDeGNefN8f3Z8upi0TGqvHxcuWtCQNQp6YTm5TGyM6teGfiQGp5uTGsY4ty++vEvWj61K/GO32f48z9GOP0LrW9mdqmgfFzUmY2R+7+irW5Oe521qUVVULI+dPMXvQGHbr0JiTwlHG6Oj4WbZ6WaXOW5Z/3cbTt2J1ZC15l7OTZhN+9BUBwwAnq1GtUoboa1VDhH5zHrQc6GtdUis3bF6wjMa0wQVDDQ+HEtTwOXcyjjrfydFHPrA2pKUmcP3sMaytrXFzdy21D+PWj9J3wAQ18B3Dv2pFi8/qMfx8Xz9rGz3l5Gm4E7cCnSbdyyy1w/+Yxeo1bRb2W/Ym4UXws03Ns8fJVZuaYmRmuW1Y2pSe5nmbdrA3ZN0J4smsDVk18jdMzT+3jya4NZF08jWWdJuizs0jb+R26zPQKb/tf3bOMxScu3qBP2xa8M2MMZ66EGqdvOXKW16eM4PWpI9h29Bw5uRoszc15Z8YYbK0tycrJ5fq9B8wf3Z9XJg8jJDTcRC0GhjFZPVaM6c2p0Ejj9K6NfZjWo3gi+Oj1ezSt7vmb2nL8+j36tGrAivH9norxdYrFeJVK4d1x/fhw8iA0eXnodGUn9ErUcfM+fZrXZcXonpwKjSqso5EP07oXTz7bWlmQo9Hi7WT/29rxDPupT58+LFmyhJeWLePMmTPG6TeuX2fpSy8xYMAADh8+TEZGBt+sXcvatWv5/vvvi5Vx+PBhxowdy7Jlyzh0yPAA1NraGq1Gg6dn6XXfuniMUTPfp0X7/ty8eKzYvJEz3sOjSuH532PIi4ya+T5tuo8kIvRCOb1TKPLmMXqOMcSY+zeLx5geo9/H2aOwjtioK7QfsJQuw9/k8b3zFa7j9qVjDJ+xiubt+hN6sXgdw6a9h7t3YR1NWvdh6LSV9B61hF/vXy+1vKDAQJYsWfK7xt8AixYvpnq1asb1zMzMMDc3x9zMDEfHkrGzrDFE1+b1mfZ8p2LLvjNpMD5ebhXum+OXbtK7bXPemT6S01duG6dvORrI61OG8fqU4Ww9FmQYn1Rx542pw0lIfUJsYgrTB/XgnekjGda1DSF3IkzUUjaTyQNFUVYA/wG+VhRlDfAFYA+8rijKWybWm60oykVFUS6uW7eu6HQAPDy9SVQX3hQmJapx8zDcoLh5eJGkLnnDWFHxicl4uRmyeCpVYfPSM7NwsLPF3taGzOzsUtedNKQv/9q4lV1HTpOWkVnqMgmJSXi6lyw/IzMLBzs77O1syczK+p1bb+gfT08vEtVq49SkRDXuHoYg4eHhSaJaTUZGBvb29tjZ2ZGVadjWhw8fsPqDlVhaWhq3bffO7Xz+2ad07NjRUEP++MlQR2E/JyaqcXcvrEOtTiAzIx07e3vs7OzJyirsjxNHD9Kzdz8A9uzexqAhI1EoPjCLT32Ct7MhaJsV3Q/ZOTjaWONgY0VmjobEJxnceRxP+wY1iq2vTssg9FEcLX1K3vwpxn7yRF2knxIT1bh7eBRrQ/F+Knu/7Nq5g88++z9jPxVWZqjL3qUqGamxxskZaXHYORu2zcGlCumpsfj2nEOv8R9TvX5n7lzYgZ2zN8lxERxY/yKOrjWKlVdy2xPxcHfP33YP1E/t48ysrFKXGTVqFF9//TX79u0jPd0wQPPz86PrqA+5Ffhjqf1m71yNzNS44m3JTzTYOVUhIy2W5Lhw6vkO47k+C7h68usy++1pBXW4eVQhKTHeOD05Md74ZoGbuxfJ+fOyszIJCTiKb4ceFSrfcP4ZAmzR4yojIxMHe8P5l5VV+vn9v+r3xuH8dY2xePO2nQAkqAv7sFiMzMjE3t4O+/zjrcCJMwG08W3JHxGf8gRvFweg+H77Q2UmlRPr7WzJzMomKSWVu5EPadu8iXGZV2ZN4o25L+Du6kzApdIHGnEpaXi5OJUsPysHR1trHGysycjOpVGNKuRqtfxrx2ESUp4Qn/IEgMzsXI5cukXPVmU/EYxPTsM7/60EszLqyMzOpVF1bzTaPP658yjxqU+ITzXUkaPR8lidUqFBR1x6Fl4OhqfpKqXsG+nHqZk4WVuyuGszYtIyeZRSkRs/Q3nunt4kJha5ticl4OZeeG1PzD/v/Xf/xLef/4NmLduQkpxEVMRdmrdqW4F6CqVm6HG0NZ0QuPNIx7COZozrbsb1SF2ltSE+Nho7B0cmTJtPQnwscTG/VqguR9eqpKfEmVzy0vEN+HabUuIaa7p0w7IOLlVJT4k1uWyb3nPoO+ljajboTOj5HRUqX+Xkii4lEQC9rni/KpZWWLdoT86tS6Wt+j/tWY+J45JSjU/9VKrC/ZuemY2DnQ0OtjZkZOdgnZ/sXPzpenI1edjZWNOzdTNWfruNlz/bxICOviXqfFp8ajreTvkx2MT5n/gkkzuPE2hf3/SDuhLlpzzB27mgfNMxPiJWzUvr/bC2MC/W7nLrSE0vMq40vd62xeN4b0wvfgooPb6brOMZ99PWrVsZPGSI8XP/AQP48osvOH/+PGq1mlMnT5Kbm4u9vT2xsbFoNJrCetRqPDw8il2DVq9Zw0vLlnH69Gky01NKVpi/3S7uVUlNMn3+A+RkZ3Aj+BBNW/cud9kilQAVizG1m/fhxLY3OLhxIfWfG2Jy2eJVGOpwcqtGarLpOAlw7sB69mx4hzpNOpgs7/eMv0szbtw4li9fju9zz7FjR8nYWdYY4lmIT0rDOz92FB87ZONga4ODrTWZ2Tk0qlmFXE0en2zZhzoljfiUNAAys3M4GnKdnr4VfyunqPK+tjAaaAVYAbFAdb1en6Yoyj+BYODD0lbS6/XrgIIIqf9s7Q9ERtwlI90w4FEnxOHm7mFc3tXNnSS14YKcmBBP2w4Ve02qNJ5uLsQnJtPAp0axjKa9rQ3p+TePttalP01pWq82TevV5lFsPDvy3054moebK/HqJOrX9kGnLyzfztaG9IxMFAVsbWxKXbcsh06e5dEvh8nIv/lLSIjHzb3w6YWrmzvq/Bt9dUICHTp2ws7OjoyMDBQFbGwNr/LUrFmLN99eyVdf/of4uDg8vbwYOXosvfr0ZeXKlVSp7lNYR3zxfeDm5s75gjrU8bTv2AVbO3syMtJRFAUbG0Mder2eG9evMnzUeAAi74eTkpLMvbt32LZtGxPzE6GeTg7EpabTqJpnsX6yt7biSVaOoZ+sLLgY8Zik9Cy+ORLM3Rg1UQnJ2Fha8Nn+c7wxqmexk8LPz4/AwCDjTXJ8QjzuRfrJzc0dtTrA2E8dS/RT2ftl1Ogx9O7Tl40bN+LRYTV3L/mR8DiUnCzDiZaeElPsSb6do5cxmZCeEotP0z4o+dtqY+9KUtxdHt4+RZ3mz9Og9XD2rp3CmV0rjOUlJCQ8te1uxmCWoFbTsVORbcdwTJW2jIeHBw0bNiQ6OtqYHVWpVKhUYGZuhV6nI/zqXhKjQ8nJTs3f3mhsi7yaaufoRVR+MiEjNYZaTXpj5+SFlY0jFpa25Glzy+y3AgEn9/EgIoyMDEP7ktSxuLoVZsVd3DyNyYQkdRy+7XuQlZnOj998xJipi7GxKf9VXDCcfwmJSdSv44NOXzhotbOzNZ5/NjYVe1r6P+R3xWEoHoujw67rATzcDX1Yr05t9EXPTTtb0jMyUBTFGMNOnAkgLiGBCaOG/6EGeDo7EJfyhEbVvYrFgz9UpqsL8UnJNKhds3g7jLFYwdbGmsuhd0lOe8L6nf6ERz3iYXSs8Y0zFydHMrNzSi3fy9mR+OQ0GtXwLl6+jRVPsrJRULCztkSlUlg4rBcAK37YS3V3F9Kzcliz9QBLR/bBztqq7Da4OBr6pYZ38ThZpA7bgjqG9gDg3R/9qebuDMDRy7fpbSI5Uaw99jbEpWfR0NMZU7vAw94ax/yvijlYW5Cl0Za57JkTB4mMCCMjo+DaHoubW5Fru6tH4bVdHU/bDoan50NGTqJbrwFs2fQVLVt3JDU1mV1bN/AwMpyYxw+pUsobhi1qK1RxVSj4FpuTnUJapuljqUtTMzYdNXyvYXhHM3YH5JVY5lm0YcykF7G3NySB7Ozsyc4ufbAZesGP+Ee3jNeBtOQY7J1Nv9mV8Pg2mU/UxD64zo2AbbTuNaPMZe+E+JHwa/Hrlr2z6deQi163EmPvmly2gC41CZWTK8Q8NK4PoFhZ4zD8BZ4c2Io+9/+vJG6+ZzImTj9vuFZ7uToRl5xKw1rVnoph1jzJzEJRFOysrbjz4DFV3F1YMWss3+05RtiDx2zcd4Jv35wHwIpvt7F63iSTG+7pZJ8/JvMwGYMv3v/VMCY7doG70QlEJSTj4+FSbscYYnx6hWJ8XW93/j1zOB9uP0p0UipVK/jatKENGTSq6lHuGwuGpISClbkZOp2+wkmKZ9lPer2eDevX06ZNG+rVq2ec3rZtW9q2bcvVK1eIiopCp9fTtl07OnQw3PQ+evSIA/v307x5c9zc3VGr1djaFr6yX3Aj6ujoiFZTOD67dG4P0VGhZOWPw1ISY8r9GkJ2Vjp7vl/FgPEvY1WBcdidi36oi4yNnySXH2MuH1/H8HmGh1kntr1B30mfmFz+SoAfMVGhZGcaxqypidE4uZT/BmyXgTNp1WU4R7Z/wshZq43TDfcOgcZ7h98z/i5NwX5wdnLi0aNHgEOx+WWNIZ4FT1dH4pJSaViz6lNjB2ueZGYb7rGsrVCpVCwYZfhq0Mr1O6nu4Up6Vjb/+HEPS8YMwM6m7PGJKYqpBimKckWv1/s+/f/8z1f1en3JL5WUpL96z3BTeu7UEe7cuk5ubg4z5i3jYWQEkffv0m/QSH7etBatRoO5hQUTp83l7u2b+O34kYz0JwwcNpb2nXuw9YdvCDxznOat2jJtzhIsLCxpVd+DlKunjJVlZefwzw1bsLK0oGXDegRdu8V7C2cQ8fAxm/2PoNfDlKHPU7dmNb7e6sfRwBDaNW/CsmljCbl5h3OXrpOZncPiyaNwczYENOdWPYgPvZhffjb//vZ7LC0saNG4IcFXrvHO0vncf/CILX770aNn4vDB1KlVg3Wbt3P8XBBtWzZj8ayp3I2IYvPuvTxJz2DMkP706Fj4Kpdnkzas+24TobdukJObw7z5i4iKjCQiIpxBg4fy/cb1aDQaLCwseGH6TMPvEezagV6vZ9Tosdg7OLBz+1Z0Oh0qMzNenD2Po0cOERV5n4yMDGbNnI6tc1XOnDpG6K0b5ObkMHv+EqIi7xMZcY8Bg4fz46Zv0WhysbCwZMq0F3kQFYnf7q2g1zN81ARq+dTmxrUrhN25xehxk4vt5P98+g8++ecazE4afo8iM0fDml9OYmVuhm/tagSERbF6Yn/uxaj5/tQl9HqY1rO18TcPHielsvXcNV4e2o3x//6ZWu7O2NtYMbZTCxpWNQzkrAfPIzwiklMnT3Lr1k1ycnOYP38hkZH3iYiIYPDgIWzauMHYT9Pyf/Ng966d+f00Bh8fH77/fhNnTp/G19eXOXPncuL4ce5HRpKZkcHMmTM487jw1bR7V/yJjbyEVpNNlxHvkhgTRuLj2zTtNJHgg5+Qp83FzNyS9gNe5vKJtWSkxJKdkUynYW+hKArn/FZhY++GVpNNjzGrCb+6D0/9JdRqNfMXLCAyMjJ/2wezceNG47ZPnz6dqKgodu3ciR4YPXq04TcPnlom5MIFgoODycrOZubMmWRmZnLo4EFuPABX7wY06/yCsS0RV/cRG3WRPG0OHYe+Q1JsGInRt2nSYSIhhz81tqVtv2Ukx4Vz4+x6QKFh29ElfvPg1VEqAm8/KXGyB50+xL3bV8jNyWHKnNd4FHWPh/fD6DVwDDt+/AKtJhdzC0vGTFnI5/9YTp5Wi4ubB20796VJi8Inj50aOxB3u+STq6zsbP5v3SYsLS1o3rghFy5f5+2XCs6/faDXM2HEEOrUqsG3m7dx/GwQbVo1Z/GsqSW+1+7VuDXwGx7n/UmeURw2Jg+ysrP5zzfrsbSwoFmTxoRcvsKbyxYT+eAhW3fvRY+eCSOHodXm8eYH/6Bj29ZYWVmyYOY0gkIusd3PHytLS8aPHEar5oVZ66oNW5B9eH2pdWfm5LJm5zGszM3xrVONgNuRrJ46mGuRj1l/9DxpmTlM7tGaPiZuhK37zSTpeuFXrbKyc/hk/U9YWljQsnF9zl+5yYrFs4h4+Jif9h5Cr4fJw/obf/MgJl7NjkMnWDx1LP/5fhs5uRqeZGTyxtwXsMm/wXdt0ZWsk4bfecnKyWXN1oNYWZjTqm5NAkPD+XD6CMIfx7PpaCDoYdrznahXzZMPfz6ANi+PRjW8GdejLcvWbkebl4ensyPPt25Cu0aFr1fa9JxE9vGCOJnLmm2HsbIwx7duDQJCI1g9bRj3ouP5/uh5Q5x8vgP1q3ry4ZaDaHU6GlX3Ylz3NgAsWbudj2aMwNqy8Ni27j2V9LVvlOi/LI2Wj05cxdLcjFZV3QiKimPVgLZcj05kY0gYadkaJj5Xj971q/FV4C2yNXlo8nS81qvk4WU/dw2X7yYaPwecOsKd0Gvk5uQwfd7LPIwKJyriLs8PGsWW7782nvcTXpjHicN7eRAVTlZGOr36DaVRU0P5CXExHN630/ibB881cOO9zZoSdTfzUajlqWBupnDgQh5eLgrergoX7+ro1VJFUx8V92N0HLpo+FpD3SoqFAXux+i4Hlk43lkx2eKZtmH75nXkZGcZvoI592VjG9YeLnks37noz+OIi2g1OfQa8y4J0WEk/BpKy66TCNj3b8Iu7admo070GPk25haGbMnhza/Tc8w7xX7zYG4/+Hx/yTFc2CV/YvKvW91Hvos6Jgz149s07zyRoAP/5t6VA9Ro0IluI97iyqkNpKfEkpWRTLcRb2HnWPxV6EWDFOJem1K8AgsrHIdPRa/RoIm6i2XD5qRt+wanKYtRVObkpSWRff0CmohQHEZMw7J+M3JuXSJ9/5aSnQF4ffTjXz4Ow7MbExckD7Jycvnoh1+wtDCnVYPaBN0IY9WcCYT/GssPB06BXs/UQT2p5uHKqvU7cLCzIeVJBitfHMepy7cIuhEGej3tmtZncBdDTLDvMJTsvV+WqDQzV8OaX04ZYnDtKgSEPWD1hH5ci4ph/cmLpGXlMLlLK/q0MNzkPk5KY2vAtVK/y289dAHZh74rXn5OLmt2HsfKwgzfOtUNMX7KIEOMPxZMWmY2k7u3pkXtaqw/eh69Xo9KpeLVEb1KvbG37j+LbL//lGyD3xlDHT5VCAh7yOrxfbn2IJb1Jy/lt6El9bxd2XDK8LXGBt7uTO5a8s056+GLK72ftqc4sG3bNuo3aECdOnUIDQ1l+fLlHD9+nDu3b6PRaJg7bx55eXl89dVXuLq4oNFqmTu38HvviYmJbNy4ETOVip69elG3bl2++eYbLC0sqFGjBnW7vVSi3quB+4gMu4QmN4fhL7xNzKO7RD+4Tcc+Ezi84/+4dv4g9Zt1ZMjkN9ny1SvkabU4uXrSvF1/6jUt/tR+RDszPvMvGWPuXi6MMd3yx8bqx7dp1nki5w/+m/CrB6hevxNdh79FxPXDPAo7hx6oXr8jjdoUfxixZIjC9qCSb4ZdC9rHg7sX0ebmMHjqO8Q+CiPmwW3a957I0Z3/x43gA9Rr2omBk97kauAeYh+GkZ31hDbdx+DTsI2xnLEdVUTcv8/Jkye5dfMmubm5v2v8/f2mTZw+fRrf555j7pw57N69m4SEBNLS0lizZg0Ot4p/taKsMcS1+4/YcCiAtMwsJvXqQJ/nGvO53wkOX7xFh8Z1eHVsPywtij/bt+k5iYzA3cXK/sfmvYay69ci8MZdPpg9zhA7Dp5BD7wwoBv1qnuz5gc/tHk6GtaqwtheHXn5882G8YmLI33btqBdE8NvHdl1GgkVHBOXlzwIBnrq9fpMRVFUer3hUZ+iKE7ASb1eX5FfuDImDyrD08mDylA0eVBZPJu04W7Ew0orv0HdmoSGR1da+QBN6lUle1/FX3H/rQqSB5WpXt3afLrn2WYIn7ZsmELE/fuVVn7dOnX4eFd5r+j+MWUlD56VspIHz9L/UPLgWcRhY/KgsphKHjwLTycPKkPR5EFlKZo8qAxlJQ+epaeTB5WhrOTBs/J08qAylJU8eFbKSh48S6UmD56x/6HkwTMZExckDypDWcmDZ6m05MEzr6OU5MEzLb+M5MEzrWPogkof6/1yoeTbVM9SWcmDZ6ms5MGzUpA8qEx169Sp1LHD08mDyvBbkgflfW2hm16vzwEoCJL5LIAXSl9FCCHEMyRxWAgh/nwSi4UQf3smkwcFQbKU6WpFUf6//EKbEEL8lUgcFkKIP5/EYiGEqMCfajQhtPxFhBBCVCKJw0II8eeTWCyE+Fsw+eaBoijLypqF4c/TCCGEqEQSh4UQ4s8nsVgIIcp/82A14ILh708U/WdfgXWFEEL8cRKHhRDizyexWAjxt1feDyZeBvz0en2Jnz1XFGVW5WySEEKIIiQOCyHEn09isRDib6+85MF0IKmMeW3KmC6EEOLZkTgshBB/6a69IQAAIABJREFUPonFQoi/vfL+2kKYiXlxz35zhBBCFCVxWAgh/nwSi4UQopzvaCmK4qQoyj8URbmjKEpi/r/b+dOc/1sbKYQQf1cSh4UQ4s8nsVgIIcr/gZftQDLQQ6/Xu+n1ejegZ/60HZW9cUIIISQOCyHEX4DEYiHE3155yQMfvV7/kV6vjy2YoNfrY/V6/UdAzcrdNCGEEEgcFkKIvwKJxUKIv73ykgcPFEV5VVEUr4IJiqJ4KYryGvCocjdNCCEEEoeFEOKvQGKxEOJvr7zkwTjADTitKEqyoihJwCnAFRhbydsmhBBC4rAQQvwVSCwWQvztlffXFpIVRdkIHAXO6/X69IJ5iqL0Bw5V8vYJIcTfmsRhIYT480ksFkKI8v/awmJgD7AQuKkoyrAis1dX5oYJIYSQOCyEEH8FEouFEKKcNw+AF4HWer0+XVEUH2Cnoig+er3+M0Cp7I0TQgghcVgIIf4CJBYLIf72yksemBW8lqXX66MURemBIVjWQgKlEEL8N0gcFkKIP5/EYiHE3155P5gYqyhKq4IP+UFzMOAONK/MDRNCCAFIHBZCiL8CicVCiL+98pIHU4HYohP0er1Wr9dPBbpV2lYJIYQoIHFYCCH+fBKLhRB/e+X9tYVfTcwLePabI4QQoiiJw0II8eeTWCyEEOW/eSCEEEIIIYQQQoi/OUkeCCGEEEIIIYQQwiRJHgghhBBCCCGEEMIkSR4IIYQQQgghhBDCJEkeCCGEEEIIIYQQwiRJHgghhBBCCCGEEMIkSR4IIYQQQgghhBDCJEkeCCGEEEIIIYQQwiRJHgghhBBCCCGEEMIkSR4IIYQQQgghhBDCJEkeCCGEEEIIIYQQwiRJHgghhBBCCCGEEMIkSR4IIYQQQgghhBDCJEkeCCGEEEIIIYQQwiRJHgghhBBCCCGEEMIkSR4IIYQQQgghhBDCJEWv11d2HZVegRBC/E7Kn70B/0USi4UQf0USh4UQ4s9XoVhsXtlbAZC9/V+VVrb12FfYd1lbaeUDDH7OnC8OVG68XzhQ4eG925VWfs36jbkT8WullQ/QqG517kdEVFr5derW5dW1WZVWPsDHc224ei+hUutoVd+Dz/wr73haMkThE7/KPV5fHq7wr926Siv/lZEqugw5XWnlA5zz716p5f/VZB/dVKnlW/edxtrDlVf+3H7w8lcZlVcB8Ml8u//K+Z/+5auVVr79go/55UJepZUPMKKdGV8erNQqWDCASt0Xrep78OOZSisegCndYMTCe5VW/i9f1P+vxMmdwZUX6wFGt/97vQR7/EZ2pZXdu7k1K37QVFr5AO9NtSDw9pNKraNTYwciI8IrrfzadetxKzym0soHaFqvCv6XKu/+ZEhrc7YHVe65Obajivd/qtx7rHcnmVdqHDvn351uI85VWvkAZ37pwse7Km9fvDpKRXzoxUorH8CzSZsKL/v3ithCCCGEEEIIIYT4zSR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIkyR5IIQQQgghhBBCCJMkeSCEEEIIIYQQQgiTJHkghBBCCCGEEEIIk8z/m5Vl5mpY7R+AhZmKNrWrMqhlPQDuxSWx4cxVAGZ0a0V9L1cAVu09i62lBS/378BPQTe5G5uIoigs7N0GdwfbUuu4HLCP8FsX0Go1jJrxDlbWhcvt2/IpmpxsLKysGTxhGTdCjhN27RwpibH0HTmXGnWbs2vD+2hyc7C0tGb0rBWl1hF2yZ9fwy+Qp82l5+gVWFgV1hHg/wlaTRbmFjZ0HvIywYc+JynuPtY2jrTtNx9dnob96xfiXaslNRp2ol7Lfoa+yczk408/w9zcnJbNm9G7Z3cAIqMesHXHLgDGjxlFbZ9afLfpB3JycrCysmLWtKkEBJ0n5NIVEtRqJo0fSxUvL77/aQsAFy5d4tsv/2PcvtMnj3Pj+lU0Gg3zFi7B2trGOO/7jd8ay31h+os8iIpk53ZDOaPHTqCWT20Avvr839jY2DB91lxDn18K4esv/o9OHTuQnZVF8xYt6NWzJwBRUVFs274dgHFjx+Lj48OGjRuN9cyYPr3EMjVr1uSLL78kN3+ZRYsWsX37dtIzMjh/MY6Wvd/CxsGLVvXMqFtNhbkKdp/VoNEW7qMB7c2xMFfQaPUcDNbStpEZNTxUONkrxCTqOHRBy2sTrLj3q47Hah3Bt/NK3dfnTh3h1vUraDS5zFrwSrH++nnT18Z2TJw2jyshQRzatwvfNh3pP2QUAOu++Ji7t2/yry9/KLX8u5f9eRxhOJa6jyx+LAXtLzyWOg56mQuHPyc5/j5WNo607TufnKwnXD/3IwC/3gtk8htHS60j/Io/0REXyMvLpcuIFVhYFtYRfPATtLlZmFva0H7Ay1w8+jkp+XU812c+imJG4J4PsLZzwbVKQ5p0GF9qHca6ru4j+n4wedpcugwvXteFQ5+gzc3G3NKadv1fJjMtnqunvkWPnrotBuLt85zJsgv07e6Jb3NnLC0U/vXVPbJzdMZ5yxfUp1kjR15YdAmAyaNrUNXbBjcXS/711V0SEnMrVMf/zzJzclm97TAW5ma0qV+TQW2bAXAvOoENRwIBmPF8J6q7O/P+loPYW1vi4eTA7P6dOXsrHL+g66gUhRGdWtKpcZ1y67tz0Z9H9wzHRO+xK4sd48e2vkt05BWmvuFvnKaODmPnF9OYseIYllZ2FWqTb30z6lUzw9wMdp3OJTc/Fng4K/TytcDcTCE6UcfJKxpaNzSnfWNzTl7RcPtB6ed9gd9y/ocEneHqpWAS1fGMHP8CDRo1K/f8L5Cl0bLm5HUszFS0rubGwEY1DPVHxbH92n06+3gxrmUdEjOz+eZ8WOG8ST2xt7IwWfbVwH1E3L6AVpPLiGnvYlnkmnhw26docrKwsLJhwLhlXDt/kDtXT2NmZk63gdNxr+LDtrWvY2llQ55Ww+gXP0SlKvuZQ9glf37N39c9xxTf1ye2vUtM1BUmvVZ8X//y1TReeMf0vv4j+8He3pE9Ozej0eRSq3Y9ho2ebLK/bgb7ExUWTJ4mlwGTV2JZpA37f3yXXyOuMGeloQ0BB9eRnPCQjFQ1AyatxNHV22TZBbq2caB5fRvMzRW+2RZPTq4egKqeFozs64KFhYqoX3P45Vgyw/u44O1uQXVvS86EpHEkIK3c8suKkYoCr8yvj5WliuwcHf/66t4fjpHXAvdx/3YwWm0uw6atKNZffhtX8PDeFRav3vubyvy7CDl7gLs3Q9Bocpkw+61i41W/zf9Hbk42llbWDJ+8lJuXzxJ0wg9FUdGp9wiq+zRk37avALh15Rxvf7oLG1v7MutqXluhtrcKMxXsC84zjpfcHKFLM0PsjEvSc+6Wjudbq7CxVLC2hF8C8ozxtCxBpw9x5+ZFtJpcps59A6si5+eOHz43tmPM1EWkJKnZv2sjer2e9l2fx97RmQO7v0eTm0uN2vUZNHKacd3s7Gy++PIrzM3NadGi+VPjyh0AjBs7xjiuzM7JwTp/XPnj5p949OgR9vb2TJo4AZVKxVdfr8XJyZHaPrVZuHhxsTacOXWMm9evoNFomLPgpWIx5seN3xhjzJTpc9i9/SdiY6NJSU5i9oKX0OXl8Y9Vb9OgURNa+rahY+fuJvvrcsA+IkIvoNVoGPnUfcrO71YSde8qr3zkB8DtK2cIOPIzjVp1pUu/SaZ3RL5rQfuIzD8nh75Q/Jzcs2kFD8OvsOgDwzkZeukY4TfOkZoUQ4+h86hRr1WF6mjmo+DjpWCmggMXdGjyL6VuDtCpqcpwPCXrCQzV08dXhY0lWFvCniBducdTgd8Sxzq0dmVQX2/0ej3+R2IJuZJcbvl9unrg29wJC3MVn34TXqz8l+fUxdLSjJzcPD5ZG8Gg3l40qm+Pp5sVEQ8yWLf5QcUakS8if2ysy8ul07DCsXFKQiTXz3xHniYH1yoNadn9xQqVl5WdzaffbMLc3AzfZk14vntnAO4/eMTm3YZ9O3nkUHxqVOOTbzaSk5uLtaUlr8ybyb5jp7hzL4K4xCTq1qrB3Cmmx/Wl+c1vHiiKYnoUZMLx0Cj6NK3NiuHdOHWnsON/DrrJG4M78+aQLmw5fwuAozfv07Sqh3GZkMho3hvRnVFtGrH70p0y67gRcpyxs9+nVYd+3Ag5ZpyerI5Gp9UyYtqb6HU6khNjaN62N6NnraD/2MU8CL+OSqVizKyVTJy/Bq1Wg06nK7WO+zeO0XvcKuq36k/E9cIbtifJ0eh0GrqPfBu9Po8nyTGoVOaYmVmgMjPHysYRAAsrWzSabBxcqhrXPXLkCF07d2TZ4gUEXbhgnP7L3n0smjebxfPnsGfffuLjE9BqtSyY8yI6nY74hAQ6d+zA0oXzmD5lEnfC7uLi4szShfOYNmUirZo3x862MHCcDzrHwiUv06Vrd4ICzhmnJ8THkafVMnvuQnQ6HQkJ8fjv2c2c+YuZu2Ax+/1/ASDg3Gnq1W9gXC89PZ2b16/h6OhIv379WLJkCcHnzxvn79mzhwXz57NwwQL2+vsTHx9PnlbLvLlz8+tJKLGMSqVi8aJFvPLKK2i0WnQ6HWPHjuWDDz6gZrPhqB+FANCsthm7Tmu4HpFH89pmxjqd7Q0BbW+ABpUCTnYKIXfy2H1WgzpVz6UwQ5TL0YC5OaSk68s8ni4EnWHO4tfo2LUXFwJPG6er42PRarVMn7MUnU6HOiEO37YdGTpqYrH1Zy98larVapZZfuTNY/Qcs4p6Lftz/+ZTx1Kehq7D30avy+NJSgwqM8OxZGZmjqWNI67e9egx+j2adRxPvZYDyq7j1jG6jV5FnRb9iSxSR3p+HZ2HGepITzEcr6qC49XakdioS9Rs0pMuI1bw+F4gujxNmfUARN06RreRq6jTvD9RRetKiUaXp6XT0LfQ63Skp8Rw/exGLKzsUBQVdk5eJsstqlsHdz7+4i4nziXQvZN7sXn//PIeDx9nGT9v3vmIj7+4y/6jMTzXwrnCdfzV/aE4fC2MPr6NWDFxIKduhBun/3wqhDfG9uPNcf3YcvoikbFqfDxdeWtcf9Sp6cQmp3Ht/mMWDenOq6P7EhxWsYtn+PWj9J3wAQ18B3Dv2pFi8/qMfx8Xz9rGz3l5Gm4E7cCnSbff1Kbmtc3ZcSqXq+F5NK9TmBNPSNGz7WQuPx3LoaaX4XJ3KUxLyO2KjV5+y/nftmM3Xly4nHFTXiQ8LBQo//wvcCI8hj71qvJO71aciYw1Tu/i48XU1vWNn91srXmzV0vmdWhEm+ru5SYOAG5dPMaome/Ton1/bl4svCamqKPJy9MwdOpb6HV5pCTGcDPkCKNnraL/2Jc4c3ATmtxszM0tGDXzfSytbNHkZJmoCSKuH6X3+A+o7zuA8OvF93Wvce/j/NS+vnV+B7Ual7+v/8h+qFq9JvOWvsni5Su5l79fTAm7cpTBUz+gSZsB3LlcvA2DpryPm1dhGzoPmM3gqR/QsvMoosLOP11UmTq0sOOrLfEEXkmnQ8vCG77oeA1f/BTPvzfF0sDHGgC/Y8ms3RpPUoqWc5fTK1R+WTFSrzfEyA/+HYaFuYKi/PEYGXrpGCNmrqJ5u/7culg8gT18+nu4V6ldxpr/f/gjsfhq8AkmzVtB607PczX4uHF6UkIMeXlaxs58HZ1OR5I6lvth1xg6YRFjZrxK2I1gHJ3dmDjnHYaMX0CDpm1NJg4AGtdQsTcoj1tROhrXVIzTE9NgT2Aeu87mUc3dMP3IJR17gvJ4GK/H21Upq0ijy8Enmb7gbdp27suloBOFZSfEkqfVMunF5eh0OhITYjnk9yPWNrYoKhUubl5UqebDzEUrmPvyh9y/e6tYuecCAunSpTNLlyzm/Plg43S/PXtZMH8eCxfMZ0/+uFKrzWP+3Lnk5Y8rzczMMDc3x9zcDDs7O27dCqV9+/YsXLCAK1cND9CKCg48y/zFy+nctQfnA88apyfEx6HNy2PW3MX5MSaekWMnMX/xcnr1HcjN64YHn9Y2NuTk5ODuUf5Y5mbIcca8+D4tO/TjZpH7FIDRs1biUcXH+Lmxbzd6DJlRbplF3b50jOEzDOdk6FPn5LBp7+HuXXhONmndh6HTVtJ71BJ+vX+9wnU0qq6wL1hH6EM9jYoeT0/A/7yOXwJ0VHMzTD92RYd/sI6HCXq8XSrejt8Sx5o3dmTdj5F8ti6CNhWMY107uPHPr8I5GZhAtw5uxcr/19oIVv/nLubmKhQF9h+P45O1ETyKzuLgifiKNyJfVOgxuo5cRe3m/Ym6VbhPnD1q023Uh/Qc/y8SHlW8/0+fD6FHp3a8tuBFAkIuGafv2HeIl2ZPY9ns6ew6cASVSsXyeTN5e8k8NNo8dDodg/v04JV5M6lR1ZuBvX7bWKuAyeSBoih7n/rnD4ws+GxivdmKolxUFOXiunXrjNPjUzPwdjIEODOl8GBLz87F0cYKB2tLMnM0JKZncicmkfZ1qxmXGd2mMR/6n+P0nQfEpWWUvc0YynVxr0pqYpxxempSPM5uhqcCzm5VjPNO+m9gx7fvUr9ZBwBifw1n06dLsLC0MvGExVCHg0tV0lMLB3rpqXE4OFcxzHOuQnpqLG36zOH5yR9To2FnQs/vwMGlGqMX/0zPMSsJOfKVcd24uDg8PAwnR9F6MzIzsLe3x87OjsysLNSJiXjmL+fp4Y5anQjA9l2/8Ol/vsC3ZQvjuoePHqdv756l9o+HpxeJ6gTj9MRENe4enoZ5Hp4kqhPIzCio256szCxSkpO4HxFOS9/WxvV2bPuJEaPHkpubS5UqVUpuf0bh9mdlZpKYmIi7h0d+PR6o1eoSywA8ePiQVR98gJWlpbG8jIwMou8ewbueoU16DDf9yel6nOwLjydHO8WYECg6z9wMXBwUElIN8z7bmcOOUxq6NC/7BRxFKegv72L9lZSoxi3/IuHm4UVSkXm/TZFjKaXwWMpIjcM+/1iyd6lCRkosrXvNoc/Ej6neoDO3g3cYlw0N3kHjdqNM1JBfh3NVMoocrxlpcdg75dfhXIWM1Fh8e86h1/iPqVa/M3dCdlCzUXfUj0MJ2vcPcrLSyM5MKac5Be2pRkZa4fmXkRqHnZPh/LPLrys5Lpz6zw2jdZ8FXDnxdbk9VaBgv8fG5+DhZlXu8jbWKnp18eTM+cQK1/FX8nvjcP66xli8fv8pAOKTn+DtYkhkFovDWTk42lrjYGNNZnYujap7o9Hm8c9dx4hPTSc+5Qm9WjbgnR/3sXTdTga1bVrRFgDg6FqV9JQ4k0teOr4B325TjMdsRRWk/5Kf6IrFggKt6plx95HptwxK81vP/727fuab//yDZi3b/KZ64tKz8HIwPOlSKeW3fe/thwxuXKNihStFrolJhed/anI8zq6G89/JrQqpSXF0GzidvT9+SNDxLWRlpGFhaQOKwsZ/zUWrzcXKppw3QZSi8cz0vr58YgMtu1ZsXz+L/RBw+hgtfduVW1fB8erkVpUnyabbAJCbnUHoxYM09O1TgbINCo7X+CQNbi4lrz9dWttz9U6m8bOLoxm5Gh2ZWaU/0ChZftkx0qeGLR++0YScXB36/A35QzEyf984u1cjLan8/vpf9qzHxAXHtatHVZITC29IUpLicckfr7q4e5OSGEerdr344ct3+OajpbTtOsi4bNDJPXToMaTcbS845lIy9DjZljznmvkoRMQUPkixt4aqbgqPEsp+uGJsR/454+ZRhaQi7UhOjMfVPf/8dPciOTGex4/u06nnIIaPn83e7d8Zlw0+e5hmrdoXK1etVuPhXsq4uNiY0TAu9jCOiz1IUKsZP24sry5/BV9fXw4dPkLbtm2IiAhn3bffkZ6eTkpK8bGMqRjj7m4Ys7p7FI6bs7IyCTx7kvYduuDh6c3qf37B3AXL2LGlArmkIjE5pTLOGaUghlUjtQIx7NyB9ezZ8A51mnSocBUFR0Vqhh7HUl4Eb1pL4X5s4bFjZw1VXRUeqStcxW+KY2eC1Ly1tBFr3mrKkdMVu7nX5wfAuFLKr1Xdhg9ea0Rubp4xTlpaKFTxsuZRtOkkemkKzhF752pkppbcJxHX9lOtfucKl5eQmISnu+Et/eL3jFk42Nlhb2dLZpZhOyMf/cpb//g3VpYWxmVzcnOJiUugZrWqJQuvgPLePKgOpAGfAp/k/3tS5P+l0uv16/R6fRu9Xt9m9uzZxumeTnbEpRky5zp90SBlyZPsXNKzc7G1suBiZAxJGVl8c+oyIZExRKlT6NKgBm8N6ULb2lWp7V4yq3TxzB78vl9DZobhlb5kdQxOboUZQCdXT+NJmpJYOK/nkBnMem0tp/dvAsC7ej2mLfsM9HqSEqKL1XE7xI8zv6wmJ8tQx5PkGOydCl9TtHfyMt4ApqfEYu/kjZK/o2ztXcnNyTQGKAtLm2Jle3l5GRMBel2RE87WjoyMDDIyM7G1scHdzY2E/OUSEtS4uxuyZWNHjeDD995lp9+egn3AtRs3adWiOQB+fn58982XpKc/AUCdEI+be+GbHW5u7sagWDDP1s6OjIx0MjMzsLG14eaN66SmpLDt5x+5cf0qkfcjiIl+zLaffyQ1NRU/P78S+9bOrnD7bWxtcXNzQ61W59eTgLu7e4llAGrVrMk7b7+NHkNiJSMzk5UrV9K061LaN3NkSCcLbKzyBy32CqlF3h5Iy9DjZFdyXvM6ZtyMLLyB0GPIMGryKDF8PX38IJvWfUaGsb/iivWXq5s7SWpDgEpMiMe1yLyKuHPRj3N7njqWnAuPJTsnL2NiKj0lFjvnwmPJxt4VTa5hYKnJzSIjLQEn91ol6rh7yY/AvYV1pKfEGG/gAewcvYzJhPTUWOyKHK82dq5ocjIxt7Cm05A36Dj4dSysbLGxcytRD8Ddy34E+a8mNys1v65o7BwLzz87Jy9jMiEj1bAddk5eWNk4YmFpS562/Fdl+/f0YvGsujjYGZ62enlYkZCYY3IdWxszXp7fgK823Scr67ffPP5F/K44DMVj8cxBPQDwdHEgLtlwTBSLwzZWPMnKJj0rB1trS1QqhYVDurN8VB8cba2p5u7M+iNBbFg6mU0vTWHDkSCTGx16wY9Tuz40Hn9pyTHYO5t+KpPw+DZXz2wm9sF1bgRsM7ksQOuG5gzrbIltfixwcVAViwVgSBy4OKgIulXBdyX5/ef/0FETeeO9T9jnt7XCdQF42dsQl2640OvLGavr9Xou/qqmbXV3k8tdOrcH/81ryMq/JqYkxuBU5LV6JxdPYzIhNTEWJ1cvatRtwYjpK/HtPARnN2+io0Jxca/G9FfW4uJejegHt0ut6/YFP87s/pCczKLxzPS+Vj++zfWzm4l9eJ2bgaXv62e1HwJOH0OdEEvfgcPL3J7rgX4c2foh2fltSE2KwcHFdBtystI58NNKeo9ejpW16Se/AD3aOTBjlDt2toY35TxczElMLn5cdmltj4eLBYfPpRqn9e7oyInz5X9doSIxMupRJm+tCUVRDPN/b4y8cs6P/ZtXk5Vh2M6UxGgcXSv+Btn/qGcyJj5/yp8dGz82jleT1DG4uHkal3d29SQ5/wFXcmIczm5eHP5lPS+9t4FlqzZxxG9DQbncvRlCg2ZlJ8Va1lHo38bw2jgY3sRMzSweZJr5KDjbKVy8a0hOOdjA863N2B+cZzIeBZzcx8/ffUKGsR2xuBZph4ubpzGZkKSOw8XNExc3T+zsHLGytkWjMVz3g88eRp0QQ8/+o4uV7+5e+IBMX+a40jAuLhhXJiQYEg4FN0nOzs5kZ2dhZWXFnNmzmf3iLKxtrHFzM4xlTh4/zPp1nxvHxgnxJWNMwdg4UW0YG2dmZrDuy38zdcZcbGxtjeN6K2vrsjsLw33Knh8KY3JyYgzOz/CcuRLgx4GfVpOdaTgnUxOjcSonhgF0GTiTKS+vI+DQpnKXbVFbyf9ai+Gzk61CWmbxZZrWUnCyg0v3DPvMwQb6PqfiQIiu3Osb/L44NnlMTRa+cZX5r19l8mjTifV+PTxZNKM2DnaGxK1nKeU/+DWLtz+6Ayh4eRgSC907uf/mBOu9y36c37eanOzCsbHtU2/aRlzbT3pKNI3bV/zrAx5ursSrk4Cn7rlsbUjPyDTeMwLUrlGdD19/CT0QG284lk8FXqB7h7a/qS1FKXoTe1JRFBWwBBgILNfr9VcVRbmv1+vL/6JrIX329v/X3n2HWVmd+/9/r6lIsVEUY0GxIRZUREQFFAsqdmwYEY1djxqNJUXPiScxR3+Jxl9MNNZEo8aGGrAixoqFIioy9CKdoRilTGPW94+9GRCYPQPsZ2Zg3q/r2he7zb3Ws8uHNfc8+9m/B1LHPPjd4GEU5uVy4C7b89HEGdzZ9ygmzlvE3z/8khgjA448oOqYB7MWf88/P/2aG3t3ZdDoiXw5Yx5lFSu45aQ7vp3EAAAgAElEQVRuNC1IvaianP0zBo9a9Z/vqI8GM2XcKMrLSjjjol8x55sJzJpWxOHHncerz9xLRUUZeXkFnHTeT/nknReYPX08JcuX0PXovrRssxNDX3mYGCvJycnl1P63kpOTQ5+D8rj/tVWP0/iRg5g9ZSQV5SX0PPN2FswZT/HMIvY/oh/DBv+BFRVl5OYV0K3PjQwf8iBLvp1LydLFdD/9l3y74BvGDX+ZivISdu14FHselOogX9xzObfcdCMF+QXsu08Hho8axa03/pSp06bz/MCXiTFy9pmns2u7XXj0b09SXl5Ofn4+PxlwAa+9OYQpU6eydOkyTjz+WPbbtyOjv/yKsePG0e/sswDYeY8OjJs8k/f+PZSxX39FWVkpl191LdOmTmHK5Emc2OdUnnj8EcrLy8jPL6D/RZcwfdpUXnrxWWKEM/qeU3XMg3nz5vLaoJerjnkA8Ns7bmPHHbanpKSEjh07MnLECG666SamTZvGCy++CDHSt29f2rVrx+OPP141/4vSxzxY/T4tWrTg2eeeI1ZWkpOby+WXXcZv77yTwsJCpi5oyQ57HkfrnbvQafdcdm2bQ34evPRBOW1b5vCjVoGPv15B7y555OUGKlZE3vgs9fq48PgCnnq7jIoV0HqrQM8DU8ExZ2ElH36VWjTdfcUWjJ64quv84btvMe7rLykrK+XiK2/gm6mTmTplAsefdAZP/+1BKsrLycvPp9+AK5hQNIaXn3+SpUu+58RTz+bQw3vyzyf+yrD3h7Jfp0MYcPl15OcX0GmP1tw3KPV6mjBqEHOmpl5L3U+/nYVzxrNgVhH7Ht6Pj1/7A5UVZeTkFXDYiTcycuiq19IRp/2SZlu2oeizF8nNK2DPg1b95eG6kwN/eHnV63XS54OYM20kK8pLOPy021k0ZzwLZhfR8bB+fPb6qtdrlxNu5PN3HmTJf1JjHH7KL8lv0pyPXvkNsXIF7Tr2Ytd9jwPgxtMCvx+49l/BJo0ezNxpI6goL+XwU29j0ZzxLJxdxD6H9eOzN+5ZNVbvG1g8bxJfvP8oIQT26tz3B8c8+NkZORxx8ntr1YfU5+D232crCgtzuOeBibRv15w92zfnpddmc9kF7eh1ZBuGj17MfQ9N4n9u6kBeXg7FC0t558NiRn256q8NHw7qAWv3jRqcLOUwJUP+FiF1zIPfPfcWhfl5HNh+Rz4aO4U7LzyFibOL+fvbnxCBAcd0ZY8dWvPbZ9+gYkUle++4Hed0P5jXhn/NsKIpRKDrXu04+dD9quo3OXYAD7659rjjRgxi1uTUa+Los26nePZ4imeO5YAjz+ejwfcyfuSr7Lx3N3qe8Svy8lMrkjf/cStHnXXbDz4Hf8XxcONf1r3X2YF75LJb21zy82Dg+2XpLMhh+rxKLj6xkLHTV1BeDv8aVkaHXXLp2Smf8orIvz8vZ/LsVa/jP1zVbIPf/0PfHMT0qZNYtnQJvY4/hQ77HlDt+3/Jn2/+wfyXl1dw17tfUpCXS6e22/Lx9Pn87/EH8+WcRTw+YiLflZbRr1N7eu2+A8NnFPPV3MVcfMierEvzq+/mpc9W/RI4ethgpo4fSXlZKadd+CvmzJjA7OlFHHbMebzx7D1UVJSTl5dP73NuYNzo9yj6/F3KSpdx4rk/o3CL5rz4yG1s0WxLln6/mLMu/S0FTZpyepdc/vz62mOPHzmI2ennumff21kwezzFs8ay/xHnM+zVe5kw6lV23qsb3c/4FXl5qed6yFO30qPvbWsd8+DqE6h6LjbmeWiyxRbcfcctHHRINwoLm9D/0v8CoNMerXny/bW3Ycyng/hm4ggqykrpff7tzJ85nrnfjKXzUefz75fu5evhr7Jbh24cd+6veOnhG6hcUUGLrdvQofMJ7NrhsB/UuqA7nH7NxLXGOLJzC/Zp34SC/Bweem4+7X5UyK47FjJ+agm/uLwtI79eRmlZJY8PTP1CdNtVO/C/f5m9Vp2X7t9jnTlZXUa+/8kCLui7Mzk5sKIy8v8/PJnf3LpPtRkJqZx84dPq93j4Ythgpk0YQXlZKadceBtzvxnP7OlFdD2mH289/0e++vQ12nfsRp8f/6Lq/b2mvofmNPgchuytiYd+VQKkjnkwqWgU5WWlnHPJz5k1fSIzpo6jR+9zePmp+6goLyMvv4DTzr+O4R+8xtjRw4gxsvf+Xena82TGj/mMqeO/pPeZl1QV77VfE/77ibU/XrjfroFd2gTycgOvfraC7bYOtG0ZmFFcSb+j8pgwM/W59TdHVHL5SXks/C5SUhYZPqGSeWt8fPzX/fMZVvR91eWP33uDiUWfU1ZaygWX38KMaRP5Zsp4jj7xLJ5/8v6q7TjrgmuYNWMKrw98ghAC3Y89lYLCJtz32xs4oPMRFBQ24byLbwCgW4cWFH09hj//5QEKCgro2HEfRowYyc03/Sy9ZhxIjJGz+p6ZPubB36rWlRdfNIB/PvssxcUL+M93/+HKK66gWdOm/OWBB6msrKRr10O5oP+FfD1pTtU2vP/u2xR9/SVlpaVcetX1TJ86hSmTJ3JCn9P4x98eqqr94wGXcddvbmPFigq2bdmKw488itzcPP499A3Kyso4pMthHNGjFwAdd2/LoJFrN61HfTSYqeNGUV5ewukD0r+nTC/i8GPP4/Vn72P0x6+zx36HcVr/nzNz6lje+dfDLF/6HUeecAH7dzmuqs7JB+fx3Mdrvze/+Hgw0yekMqxP/9uYO2M8c6YXcWivfgx5IfWe3L1jN048/xeMHvYKc78ZT8ny7+nc4yza7fXDvebOPiyHO55aexv2bRfYuXUgLxdeH17JdtvA9tsEZi6InNszlwmzIhUV8NaoSi7pncui7yMl5TByQiXz1tiB9fbz8zY6x47p3oYuB25DCDBi9Le88e9Vf93/cFAPup/+4Vr1jzmyNfvvsyWFBTnc+9Bk2rdrxh67NuODTxfx4zN3TNVfAX96bAoxwp0/78D//GE8ZWVrP+bvv3QEd79YfU5OTq+NV1SUctgpt7Fobmpt3GbnTgx54ip23rsnuflN6HrSrev8+ZvPzGH+2BFVl5eXlHDvw3+nID+f/Tvsxaeff8Ft11/FlOkzeOblV4lE+p3Why1bNOfJF/+V/n0qh2svvoCcnBx+fucf+J8b/4vCwlWZ3GafzlDLNXHG5kHVnULYEbgXmAecEmOs+UOcq1Q1D5KwZvMgCWs2D5JwzYmBbyau+6862bCyeZCkvdvvyJTJkxOrv1v79tz84PrvLrQ+1mweJGH15kES1mweJKG65kG2ZGoeZMum0jxYaSNzuKp5kJTqmgfZkql5kC1rNg+SsK7mQTat2TxIQnXNg2xavXmQhOqaB9lUXfMgW6prHmRTTc2DbNhUmgcrbeyaeGXzIAnVNQ+yac3mQRK6dWjB1MmTar7jBtq1/e4/aB4kobrmQbZU1zzIpuqaB9lUXfMgW6prHmRTTc2DjbVm8yAJ69M8qNW3LcQYZwJnhRBOIrXLliSpDpnDklT/zGJJjdl6fVVjjPFV4FWAEELzGGPtDv0rScoKc1iS6p9ZLKkxWu+valxNzd95JElKkjksSfXPLJbUKGTc8yCEcEN1NwE1H1pYkrRRzGFJqn9msSTVvOfBncA2QIs1Ts1r8bOSpI1nDktS/TOLJTV6NR3zYBTwcoxx5Jo3hBAuWcf9JUnZZQ5LUv0ziyU1ejU1Dy4CFlVzW+dqrpckZY85LEn1zyyW1OhlbB7EGMdnuG1e9qcjSVqdOSxJ9c8slqQaPqMVQtgqhPB/IYRxIYSF6VNR+rqt62qSktRYmcOSVP/MYkmq+QAvzwGLgZ4xxpYxxpbAUenrnk96cpIkc1iSGgCzWFKjV1PzoF2M8a4Y49yVV8QY58YY7wJ2TnZqkiTMYUlqCMxiSY1eTc2D6SGEm0MI2628IoSwXQjhFmBGslOTJGEOS1JDYBZLavRqah6cA7QE3gshLA4hLALeBbYFzk54bpIkc1iSGgKzWFKjV9O3LSwOITwODAE+iTEuWXlbCKE38EbC85OkRs0clqT6ZxZLUs3ftnAt8ApwDTAmhHDqajffmeTEJEnmsCQ1BGaxJNWw5wFwKXBwjHFJCKEd8EIIoV2M8T4gJD05SZI5LEkNgFksqdGrqXmQu3K3rBjjtBBCT1JhuQsGpSTVBXNYkuqfWSyp0avpgIlzQwidVl5Ih2YfoBWwX5ITkyQB5rAkNQRmsaRGr6bmQX9g7upXxBgrYoz9ge6JzUqStJI5LEn1zyyW1OjV9G0LMzPc9lH2pyNJWp05LEn1zyyWpJr3PJAkSZIkSY2czQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpSRzQNJkiRJkpRRiDEmPUbiA0jSBgr1PYE6ZBZLaojMYUmqf7XK4rykZwFQ8sYjidVu0vsSJk+Zklh9gPa77ZZofUlK2nd/vCHR+ltefw8LxnycWP1W+x6WWG1Jqitzxo1OrHbbvTux7P3nEqsP0LT72YnWl9Sw+bEFSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUkc0DSZIkSZKUUV59DLqstIw7n3+b/LxcOu++Eyd13geAibOLeeztTwG4+JhD2WOH1gD877Nv0bQwnxtPO2qtWoMGDWLI229TXl7ONddcQ5MmTapue/yxxygtLaWwsJCLLr6YadOm8dyzzwJw9jnn0K5du7XuM/yzzxg0aBCHHHIIJ59yCpWVldx+++2UlJTQpEkT7rjjjqQfHkmqG3kFNDn6TFixgoqZk6gYPyp1dbsO5B9wBBXTiij/4kNC0+YUdu1ddduSf9wNZaXVll1eUsrvH36C/LxcDuy4N8d37wbAlG9m8sTAwQD0P6MP7Xbcgd8/9ASlZWUUFhZw8+UDGPT2exRNnsr8BYtov8tOXPnjsxJ+ECSp7i0vKeGPDz5KXl4enfbdh2N7HgnAlOnf8PQLLwPQr+9p5OXm8czAVygrL6d9u13od+apPDPwFWbPnc/0GTM5pscRnNL72NqNWVrGnU8NSq2/99yVE7seAMAHX03g2Xc+4Yj99uTco7sms8GSNgvrtedBCOGIEMINIYTjNmbQoV9O5JhOe/Lf5x7Pu2MmVV3/9Puj+HnfY/jFWcfyzAepReyQ0ePpuPP21dYaMmQI1113HUceeSQfffRR1fXz58+nYsUKrrjySiorKykuLuaVV17hqquv5uprrmHQv/61zvsc0qULfc9atVjNycnhjjvu4O6776a8vJzKysqN2XRJ2ijZymGA/N33o2LiF5QMfY789h2rrq+YVkTZyHeqLsdlSyh55wVKP36dipmTMjYOAN77ZARHde3MrVdezIfDR1dd/9yrb3HjpRfws0v788Jrb5OTk8PNVwzgtmsvo6JiBZWVlZx8TA9uvnwAO+2wPScedcTGbqIkJWJjs/iDjz+jR7eu3HTN5Qz7bGTV9S8Oep3rLv8J119xCS+9+gY777gDt1x7JbfdeC1FEyYCcN4Zp3LjVZfSquW2HHVEt1qPOXTUWI45uCO39z+N974YV3X9kfvtyYDeR27IZkhqZDI2D0IIn612/lLgfqAF8N8hhFsz/NxlIYQRIYQRDz300Fq3z//2e7bfugUAuWHVFJYsL2XLpk1osUUhy0rKWfjdUsbNnM+he+6SaY4AtGnThgULFlRdv3DhQlq3agVA69atWbBgAUuXLqV58+Y0a9aMZcuXr/M+6zJp0qSqvRpycvykh6S6s6E5nL5/VRY/PuzLtW9vsTWVS75NXaiMNc4lf58ulI8dXuP95i9aTJtW2wKQu1pmLl26nBbNmtG8WVOWLS8BYOqMWfz87j9RWJBfla+lZWXMmVfMLj9qW+NYklQXsr0mLl64kNatWgKQk7taTi5bRovmP8xJgKHvf0TnTgdUXV64aDGFBQW0aN6s1tswb/F/2H6brVJj5oRa/5wkrVTTb8L5q52/DDg2xvhr4Djg/Op+KMb4UIyxc4yx82WXXbbW7W22bsG8b5cAUBlXLVibb1HI98tLWVJSStMm+YyYPINFS5bx1zeHMXziDKbNX1R130GfjeHuge/w3XffAVBcXEyrdCMAoGXLllXNgOIFC2jVqhXNmjVj6dKlLFu6lKZbbLHO+6zL7rvvzv3330+MkVmzZmV8wCQpyzYoh+GHWXxRt/3Xvv37b8lpvnXqQqh5IZm30+6smDmpxvu12XYbihcuBqAyrtpbq1mzLViydBlLly2n6Rapj5jtutOP+N3N/0WMMHd+Ko/f/XgEPbp2rnEcSapDWV0Tt27ZkuKFCwF+sFdrs6ZN0zm5rConh77/EfOKF3DqCas+nvDq2+/Qu1eP9dqA7bbZinmLU+vm1dffklRbNR3zICeEsA2pJkOIMRYDxBiXhhAqNnTQXvvvwe9eGMoHYyfTY9/2/OLJV7nzgpPo1/0g7npxKJHIgKO7sMcOrTn+wL2ZtfA//PODUbRrs21VjZO77MvJXWBI+Xbc/6c/UVZWxlVXX01RURGTJ0+mT58+5Obl8dBDD5Gfn0/r1q059dRTefCBB4hA3759adOmzVr3KSoq4qWBA1myZAnbbLstHTp04OmnnqKyspK8vDzatvUvYZLqVCI5DFA+6SuaHHUGebt2oHzK1zQ5vh8lbz5NbttdKDiwB6FJU+LS76iY9CW5O+5Oxawptarbo2tn7nnkSYaN/ILDO3fijvv+yu3XXc7ZJx3HvY89BTFy/mknUrxoMU8OHEyMkdzcnKq9Fd75eDh3/PTKjdk0Scq2rGbxkYd14b6/PsYnIz6n2yEH89t77+eXP72GM08+gT89/DgxRs494xQmTpnKA3/7B4d1Pog/P/oEV/+kPzFGvho7nv5nn7leY/Y6aB/+7+nBfPDVeHrsvze/evQFfvOTvnwx+RueHPIR3y8todVWLTjm4I41F5PUKIWYofMYQpgGVAIBiEC3GOPcEEJz4MMYY6dajBFL3ngkG3Ndpya9L2HylNotaDdU+912S7S+pHrT4PfbzFIO890fb0j0z0xbXn8PC8Z8nFj9VvsellhtSfWqwecwZG9NPGfc6JrvtYHa7t2JZe8/l1h9gKbdz060vqR6U6sszrjnQYyxXTU3VQKnr+eEJEnryRyWpPpnFkvSen7bwkoxxmVAcZbnIkmqJXNYkuqfWSypMdmYrw4Ym7VZSJI2hDksSfXPLJbUKGT82EII4YbqbgKaZ386kqTVmcOSVP/MYkmqec+DO4FtSH2P7eqn5rX4WUnSxjOHJan+mcWSGr2avqpxFPByjHHkmjeEEC5JZkqSpNWYw5JU/8xiSY1eTc2Di4BF1dzWOctzkSStzRyWpPpnFktq9Gr6qsbxGW6bl/3pSJJWZw5LUv0ziyWphs9ohRC2CiH8XwhhXAhhYfpUlL5u67qapCQ1VuawJNU/s1iSaj7Ay3PAYqBnjLFljLElcFT6uueTnpwkyRyWpAbALJbU6NXUPGgXY7wrxjh35RUxxrkxxruAnZOdmiQJc1iSGgKzWFKjV1PzYHoI4eYQwnYrrwghbBdCuAWYkezUJEmYw5LUEJjFkhq9mpoH5wAtgfdCCItDCIuAd4FtgbMTnpskyRyWpIbALJbU6NX0bQuLQwiPA0OAT2KMS1beFkLoDbyR8PwkqVEzhyWp/pnFklTzty1cC7wCXAOMCSGcutrNdyY5MUmSOSxJDYFZLEk17HkAXAocHGNcEkJoB7wQQmgXY7wPCElPTpJkDktSA2AWS2r0amoe5K7cLSvGOC2E0JNUWO6CQSlJdcEclqT6ZxZLavRqOmDi3BBCp5UX0qHZB2gF7JfkxCRJgDksSQ2BWSyp0aupedAfmLv6FTHGihhjf6B7YrOSJK1kDktS/TOLJTV6NX3bwswMt32U/elIklZnDktS/TOLJanmPQ8kSZIkSVIjZ/NAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlZPNAkiRJkiRlFGKMSY+R+ACStIFCfU+gDpnFkhoic1iS6l+tsrgu9jwI63sKIVy+IT/XUOq7DQ1nDLeh8YyxgfUbkwb1fNXFGG5D4xljc9iGRvw4NSabw/PV4MbYHLbBx6lh1N9cxkhyTdxQP7Zw2SZevy7G2By2oS7GcBsazxh1sQ2Nia+JhjHG5rANdTHG5rANdTHG5rANjcnm8nz5um4YY7gNjWeMxOo31OaBJEmSJElqIGweSJIkSZKkjBpq8+ChTbx+XYyxOWxDXYzhNjSeMepiGxoTXxMNY4zNYRvqYozNYRvqYozNYRsak83l+fJ13TDGcBsazxiJ1a+Lb1uQJEmSJEmbsIa654EkSZIkSWogGkzzIITwWAhhfghhTIJj7BRC+HcIoSiE8HUI4bos128SQvgshPBFuv6vs1l/jbFyQwifhxAGJ1R/WgjhqxDC6BDCiATqbx1CeCGEMC79fByW5fp7pee+8vRdCOH6LI/x0/TzPCaE8EwIoUk266fHuC5d/+tszX9d77UQwrYhhCEhhInpf7fJcv2z0ttQGULonNA2/H/p19OXIYSXQghbb+w4jVHSWZx0DqfHqJMs3tRzOD1GYllcFzmcHifRLN4UczjDGGbxJsA18XqPtUlnsWviWo+xyWXxZpnDMcYGcQK6AwcBYxIcoy1wUPp8C2ACsE8W6wegefp8PvAp0DWhbbkBeBoYnFD9aUCrBJ+LvwOXpM8XAFsnOFYuMBfYJYs1fwRMBbZIX34OGJDlee8LjAGaAnnA28AeWai71nsNuBu4NX3+VuCuLNfvAOwFvAt0TmgbjgPy0ufv2phtaMynpLM46RxO162TLN7Uczg9Rp1kcRI5nK6baBZvqjmcYQyzeBM4JZ3D6TFcE9e+fqJZXFc5nK7vmviHdV0Tr+epwex5EGN8H1iU8BhzYoyj0ue/B4pIveCzVT/GGJekL+anT1k/qEQIYUfgJOCRbNeuCyGELUm90B8FiDGWxRi/TXDIXsDkGOP0LNfNA7YIIeSRCrPZWa7fAfgkxrgsxlgBvAecvrFFq3mvnUrqPy/S/56WzfoxxqIY4/gNrVnLMd5KP04AnwA7Zmu8xiTpLE46h9N1E8/iTT2Hoc6zOKkchmSzeJPM4erGMIs3Da6Ja29Tz2LXxLW2SWbx5pjDDaZ5UNdCCO2AA0l1QrNZNzeEMBqYDwyJMWa1ftofgZuBygRqrxSBt0III0MIl2W59m5AMfB4ejezR0IIzbI8xurOBZ7JZsEY4yzg98A3wBzgPzHGt7I5BqkOa/cQQssQQlPgRGCnLI+x0nYxxjmQWlAAbRIap65cDLxe35NQZknlcLp20lm8qecw1G0WZz2HoU6y2BzeOGbxJsA1cY1cE2fgmrjBy2oON8rmQQihOfAicH2M8bts1o4xrogxdiLV4ekSQtg3m/VDCH2A+THGkdmsuw6HxxgPAk4Arg4hdM9i7TxSu9c8EGM8EFhKaregrAshFACnAM9nue42pDqTuwI7AM1CCD/O5hgxxiJSuxoNAd4AvgAqMv6QCCH8ktTj9FR9z0XVSzKHIdks3kxyGOooi5PK4XTtRLPYHN5wZvGmwTVxrbgmzlzXNXEDlUQON7rmQQghn1RIPhVjHJjUOOldjt4Feme59OHAKSGEacA/gaNDCP/I8hjEGGen/50PvAR0yWL5mcDM1TrQL5AKziScAIyKMc7Lct1jgKkxxuIYYzkwEOiW5TGIMT4aYzwoxtid1C5JE7M9Rtq8EEJbgPS/8xMaJ1EhhAuBPsD5MUa/h7aBqqschsSyeHPIYai7LE4qh6EOstgcXn9m8abBNXHtuCaukWviBiipHG5UzYMQQiD1maKiGOM9CdRvvfJoliGELUi9mcZlc4wY489jjDvGGNuR2vXonRhjVrt7IYRmIYQWK8+TOuhG1o74G2OcC8wIIeyVvqoXMDZb9ddwHgnsKktq16yuIYSm6ddVL1KfF8yqEEKb9L87A2eQzLYA/Au4MH3+QuCVhMZJTAihN3ALcEqMcVl9z0frlnQOp8dINIs3hxyGOs3ipHIY6iCLzeH1YxZvGlwT145r4lpxTdzAJJrDMYtHwtyYE6kXwBygnFQX7icJjHEEqc8tfQmMTp9OzGL9/YHP0/XHALcn/Jj1JIEjy5L6/NUX6dPXwC8TGKMTMCL9WL0MbJPAGE2BhcBWCT3+vyb1H+EY4EmgMIExPiD1n8gXQK8s1VzrvQa0BIaS6uIOBbbNcv3T0+dLgXnAmwlswyRgxmrv7QeTeN4391PSWZx0DqfHqLMs3pRzOD1OolmcdA6nx0g0izz4uUwAAAB7SURBVDfFHM4whlm8CZySzuH0GK6Ja1fXNXHt6rsmrn39TTqHQ3pQSZIkSZKkdWpUH1uQJEmSJEnrz+aBJEmSJEnKyOaBJEmSJEnKyOaBJEmSJEnKyOaBJEmSJEnKyOaBJEmSJEnKyOaBJEmSJEnKyOaBJEmSJEnK6P8B3kqrA4Qye5EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e82814e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.3% entries from factor data: 61.3% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: net_profit\n",
      "                                 1D       26D       71D\n",
      "group                                                  \n",
      "ConsumerDiscretionary      0.003644 -0.026376 -0.054474\n",
      "ConsumerStaples            0.000936 -0.033766 -0.071628\n",
      "Energy                    -0.005624 -0.062272 -0.130422\n",
      "Financials                 0.004983 -0.010518 -0.031329\n",
      "HealthCare                 0.002690 -0.017971 -0.040844\n",
      "Industrials                0.004861 -0.009986 -0.024660\n",
      "InformationTechnology      0.002995 -0.015399 -0.056133\n",
      "Materials                  0.007104 -0.019409 -0.065781\n",
      "TelecommunicationServices -0.001946  0.012646 -0.032101\n",
      "Utilities                  0.003231 -0.014235 -0.032508\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e9c239828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.3% entries from factor data: 61.3% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: ps_ratio\n",
      "                                 1D       26D       71D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.011445 -0.013958 -0.013101\n",
      "ConsumerStaples           -0.019736 -0.049908 -0.097307\n",
      "Energy                     0.009668  0.042630  0.078825\n",
      "Financials                -0.012994 -0.013693 -0.012694\n",
      "HealthCare                -0.004363 -0.000633 -0.004362\n",
      "Industrials               -0.008484 -0.009811  0.000346\n",
      "InformationTechnology     -0.009862 -0.012860 -0.013093\n",
      "Materials                 -0.008185 -0.002388  0.002706\n",
      "TelecommunicationServices -0.002918 -0.025292  0.023346\n",
      "Utilities                 -0.011148 -0.026585 -0.059007\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9e9e34fa20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ic_list = []\n",
    "monthly_ic_list = []\n",
    "for my_factor in factor_list:\n",
    "    factor_data = al.utils.get_clean_factor_and_forward_returns(factor=my_factor,\n",
    "                                                            prices=price_df,\n",
    "                                                            groupby=sectors,\n",
    "                                                            periods=(1,21,63),\n",
    "                                                            max_loss=1)\n",
    "    mean_ic = al.performance.mean_information_coefficient(factor_data,group_adjust=False,by_group=True,by_time=None)\n",
    "    mean_monthly_ic = al.performance.mean_information_coefficient(factor_data, by_time='M')\n",
    "    print(\"#######################################################\")\n",
    "    print(\"factor: {}\".format(my_factor.name))\n",
    "    print(mean_ic)\n",
    "    al.plotting.plot_monthly_ic_heatmap(mean_monthly_ic)\n",
    "    plt.show()\n",
    "    ic_list.append(mean_ic)\n",
    "    monthly_ic_list.append(mean_monthly_ic)\n",
    "\n",
    "\n",
    "result = pd.concat(ic_list, keys=factor_columns)\n",
    "result.index = result.index.set_names(['factor','group'])\n",
    "result.to_csv(\"factor_ic_analysis.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from rqdata_utils import *\n",
    "import pandas\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import alphalens as al\n",
    "%matplotlib inline\n",
    "\n",
    "price_df,instrument_df,equity_df = get_price_instrument_equity(\"cn_stock_price_2012_2018.csv\",\n",
    "                                                               \"cn_instrument_info_2012_2018.csv\",\n",
    "                                                               \"cn_equity_daily_2012_2018.csv\",\n",
    "                                                               \"sectorCode\")\n",
    "\n",
    "factor_columns = [equity_df.columns[i] for i in (2,3,7,8,9,10,11,12)]\n",
    "# mean_ic_df, monthly_ic_list = ic_analysis(equity_df, price_df, factor_columns,\n",
    "#                                           group_column='sectorCode', periods=(1,22,66),\n",
    "#                                          group_adjust=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 60.7% entries from factor data: 60.7% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: total_turnover\n",
      "                                 1D       27D       74D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.051102 -0.108076 -0.171324\n",
      "ConsumerStaples           -0.062448 -0.130107 -0.204937\n",
      "Energy                    -0.054439 -0.122014 -0.161766\n",
      "Financials                -0.044632 -0.100452 -0.146099\n",
      "HealthCare                -0.030850 -0.069251 -0.115974\n",
      "Industrials               -0.061291 -0.121612 -0.170640\n",
      "InformationTechnology     -0.041229 -0.093634 -0.159565\n",
      "Materials                 -0.063084 -0.143148 -0.207066\n",
      "TelecommunicationServices -0.058708 -0.134313 -0.117417\n",
      "Utilities                 -0.067254 -0.122855 -0.166621\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f46b4c98e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 60.7% entries from factor data: 60.7% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: volume\n",
      "                                 1D       27D       74D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.037667 -0.059468 -0.094165\n",
      "ConsumerStaples           -0.048410 -0.068356 -0.093886\n",
      "Energy                    -0.051893 -0.064026 -0.055889\n",
      "Financials                -0.038688 -0.074528 -0.109477\n",
      "HealthCare                -0.018340 -0.028735 -0.055775\n",
      "Industrials               -0.053396 -0.089947 -0.118092\n",
      "InformationTechnology     -0.030964 -0.057127 -0.104678\n",
      "Materials                 -0.051582 -0.096782 -0.129183\n",
      "TelecommunicationServices -0.037444 -0.032290 -0.075342\n",
      "Utilities                 -0.053301 -0.083261 -0.093011\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f46f0078518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.5% entries from factor data: 61.5% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: market_cap\n",
      "                                 1D       27D       74D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.018888 -0.080341 -0.133759\n",
      "ConsumerStaples           -0.023722 -0.097874 -0.166954\n",
      "Energy                    -0.023261 -0.112731 -0.212733\n",
      "Financials                -0.017722 -0.072242 -0.122104\n",
      "HealthCare                -0.017292 -0.075381 -0.125740\n",
      "Industrials               -0.025835 -0.094294 -0.146895\n",
      "InformationTechnology     -0.018093 -0.067093 -0.138578\n",
      "Materials                 -0.029321 -0.125070 -0.203400\n",
      "TelecommunicationServices -0.025440 -0.124528 -0.216243\n",
      "Utilities                 -0.022262 -0.074952 -0.107345\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f469c0cfe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.5% entries from factor data: 61.5% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: a_share_market_val_2\n",
      "                                 1D       27D       74D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.018562 -0.082794 -0.143164\n",
      "ConsumerStaples           -0.022271 -0.093489 -0.161549\n",
      "Energy                    -0.018494 -0.096883 -0.205193\n",
      "Financials                -0.013807 -0.064450 -0.106304\n",
      "HealthCare                -0.017121 -0.069427 -0.112726\n",
      "Industrials               -0.023131 -0.089449 -0.140666\n",
      "InformationTechnology     -0.015780 -0.065053 -0.132862\n",
      "Materials                 -0.027031 -0.119905 -0.196118\n",
      "TelecommunicationServices -0.020548 -0.050881 -0.065558\n",
      "Utilities                 -0.017542 -0.077502 -0.112182\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f46c7b57198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.5% entries from factor data: 61.5% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: cash_received_from_sales_of_goods\n",
      "                                 1D       27D       74D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.001885 -0.034700 -0.061169\n",
      "ConsumerStaples            0.000898 -0.027942 -0.042588\n",
      "Energy                    -0.016925 -0.089457 -0.163763\n",
      "Financials                 0.001896 -0.020211 -0.044037\n",
      "HealthCare                -0.008519 -0.048294 -0.077190\n",
      "Industrials               -0.004109 -0.030846 -0.063905\n",
      "InformationTechnology     -0.004314 -0.035571 -0.080046\n",
      "Materials                 -0.009702 -0.065223 -0.112192\n",
      "TelecommunicationServices -0.002935  0.009785 -0.020548\n",
      "Utilities                 -0.005260 -0.027291 -0.029942\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f46b4c987b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.5% entries from factor data: 61.5% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: pb_ratio\n",
      "                                 1D       27D       74D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.027197 -0.043313 -0.060119\n",
      "ConsumerStaples           -0.030148 -0.074140 -0.111045\n",
      "Energy                    -0.003091  0.014940  0.055148\n",
      "Financials                -0.024164 -0.050830 -0.070645\n",
      "HealthCare                -0.017553 -0.002491 -0.001724\n",
      "Industrials               -0.022498 -0.044155 -0.059747\n",
      "InformationTechnology     -0.021265 -0.047565 -0.065131\n",
      "Materials                 -0.019598 -0.036778 -0.056351\n",
      "TelecommunicationServices -0.002935  0.011742  0.052838\n",
      "Utilities                 -0.025879 -0.068818 -0.108290\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f46f7b60320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.5% entries from factor data: 61.5% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: net_profit\n",
      "                                 1D       27D       74D\n",
      "group                                                  \n",
      "ConsumerDiscretionary      0.003778 -0.026720 -0.056531\n",
      "ConsumerStaples            0.001290 -0.033434 -0.074371\n",
      "Energy                    -0.004868 -0.063919 -0.130060\n",
      "Financials                 0.005653 -0.010642 -0.032264\n",
      "HealthCare                 0.002852 -0.017685 -0.042126\n",
      "Industrials                0.005001 -0.009975 -0.025835\n",
      "InformationTechnology      0.003133 -0.015473 -0.058934\n",
      "Materials                  0.007519 -0.020136 -0.069292\n",
      "TelecommunicationServices -0.002935  0.009785 -0.020548\n",
      "Utilities                  0.002596 -0.014968 -0.035609\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f46f00fbb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 61.5% entries from factor data: 61.5% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 100.0%, not exceeded: OK!\n",
      "#######################################################\n",
      "factor: ps_ratio\n",
      "                                 1D       27D       74D\n",
      "group                                                  \n",
      "ConsumerDiscretionary     -0.011207 -0.014418 -0.013374\n",
      "ConsumerStaples           -0.019759 -0.051108 -0.100983\n",
      "Energy                     0.009290  0.043843  0.078257\n",
      "Financials                -0.013181 -0.012980 -0.012779\n",
      "HealthCare                -0.004225 -0.001030 -0.004181\n",
      "Industrials               -0.008441 -0.009612  0.001420\n",
      "InformationTechnology     -0.009872 -0.012834 -0.013395\n",
      "Materials                 -0.008217 -0.002217  0.003179\n",
      "TelecommunicationServices -0.001957 -0.021526  0.012720\n",
      "Utilities                 -0.011484 -0.026654 -0.061382\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f46f00786d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_ic_df, monthly_ic_list = ic_analysis(equity_df, price_df, factor_columns,group_column='sectorCode', periods=(1,22,66),group_adjust=True)\n",
    "mean_ic_df.to_csv(\"factor_ic_analysis.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}