{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [],
   "source": [
    "import finnhub\n",
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "from datetime import timezone\n",
    "import matplotlib.pyplot as plt\n",
    "from numpy import *\n",
    "import math"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define functions for calculation of moving averages and Bollinger bands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [],
   "source": [
    "# stock moving average\n",
    "def MA(data, n):\n",
    "    ma = data.rolling(window = n).mean()\n",
    "    return ma\n",
    "\n",
    "# bounds\n",
    "def Bounds(data, sma, n, m):\n",
    "    std = data.rolling(window = n).std()\n",
    "    BOLU = sma + std * m\n",
    "    BOLD = sma - std * m\n",
    "    return BOLU, BOLD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get stock prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Setup client\n",
    "finnhub_client = finnhub.Client(api_key = \"bt3efpf48v6tfcs816eg\")\n",
    "\n",
    "start_time = int(datetime(1997, 1, 1, 0, 0).replace(tzinfo = timezone.utc).timestamp())\n",
    "end_time = int(datetime(2021, 6, 10, 0, 0).replace(tzinfo = timezone.utc).timestamp())\n",
    "\n",
    "# Stock candles\n",
    "spy_bol = finnhub_client.stock_candles('SPY', 'D', start_time, end_time)\n",
    "spy_bol = pd.DataFrame(spy_bol)\n",
    "spy_bol = spy_bol.rename(columns = {'t':'Date', 'o':'open', 'h':'high', 'l':'low', 'c':'close', 's':'status', 'v':'volumn'})\n",
    "spy_bol['Date'] = pd.to_datetime(spy_bol['Date'], unit = 's')\n",
    "spy_bol = spy_bol.set_index('Date')\n",
    "spy_bol['TP'] = spy_bol.loc[:,['high', 'low', 'close']].mean(axis = 1) #typical price\n",
    "spy_bol['MA'] = MA(spy_bol['TP'], 5) # 5-days moving average\n",
    "spy_bol['BOLU'], spy_bol['BOLD'] = Bounds(spy_bol['TP'], spy_bol['MA'], 5, 2) # bounds\n",
    "spy_bol['bb_w'] = (spy_bol['BOLU'] - spy_bol['BOLD'])/spy_bol['close'] # bounds width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>status</th>\n",
       "      <th>volumn</th>\n",
       "      <th>TP</th>\n",
       "      <th>MA</th>\n",
       "      <th>BOLU</th>\n",
       "      <th>BOLD</th>\n",
       "      <th>bb_w</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>324.87</td>\n",
       "      <td>324.89</td>\n",
       "      <td>322.5300</td>\n",
       "      <td>323.54</td>\n",
       "      <td>ok</td>\n",
       "      <td>59253833</td>\n",
       "      <td>324.096667</td>\n",
       "      <td>322.508667</td>\n",
       "      <td>324.719190</td>\n",
       "      <td>320.298143</td>\n",
       "      <td>0.013609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>322.41</td>\n",
       "      <td>323.64</td>\n",
       "      <td>321.1000</td>\n",
       "      <td>321.16</td>\n",
       "      <td>ok</td>\n",
       "      <td>77783121</td>\n",
       "      <td>322.383333</td>\n",
       "      <td>322.483333</td>\n",
       "      <td>324.696682</td>\n",
       "      <td>320.269985</td>\n",
       "      <td>0.013730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-06</th>\n",
       "      <td>323.64</td>\n",
       "      <td>323.73</td>\n",
       "      <td>320.3600</td>\n",
       "      <td>320.49</td>\n",
       "      <td>ok</td>\n",
       "      <td>55761948</td>\n",
       "      <td>322.576667</td>\n",
       "      <td>322.402667</td>\n",
       "      <td>324.554040</td>\n",
       "      <td>320.251293</td>\n",
       "      <td>0.013295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-07</th>\n",
       "      <td>322.73</td>\n",
       "      <td>323.54</td>\n",
       "      <td>322.2400</td>\n",
       "      <td>323.02</td>\n",
       "      <td>ok</td>\n",
       "      <td>42854811</td>\n",
       "      <td>322.836667</td>\n",
       "      <td>322.654667</td>\n",
       "      <td>324.608373</td>\n",
       "      <td>320.700960</td>\n",
       "      <td>0.012107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-08</th>\n",
       "      <td>324.45</td>\n",
       "      <td>325.78</td>\n",
       "      <td>322.6700</td>\n",
       "      <td>322.94</td>\n",
       "      <td>ok</td>\n",
       "      <td>68434153</td>\n",
       "      <td>324.300000</td>\n",
       "      <td>323.238667</td>\n",
       "      <td>325.025853</td>\n",
       "      <td>321.451480</td>\n",
       "      <td>0.011017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-04</th>\n",
       "      <td>422.60</td>\n",
       "      <td>422.92</td>\n",
       "      <td>418.8422</td>\n",
       "      <td>420.75</td>\n",
       "      <td>ok</td>\n",
       "      <td>55938789</td>\n",
       "      <td>421.454067</td>\n",
       "      <td>420.194813</td>\n",
       "      <td>422.463918</td>\n",
       "      <td>417.925708</td>\n",
       "      <td>0.010739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-07</th>\n",
       "      <td>422.19</td>\n",
       "      <td>422.78</td>\n",
       "      <td>421.1900</td>\n",
       "      <td>422.59</td>\n",
       "      <td>ok</td>\n",
       "      <td>51555032</td>\n",
       "      <td>422.053333</td>\n",
       "      <td>420.533480</td>\n",
       "      <td>423.362291</td>\n",
       "      <td>417.704669</td>\n",
       "      <td>0.013401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-08</th>\n",
       "      <td>422.28</td>\n",
       "      <td>423.21</td>\n",
       "      <td>420.3200</td>\n",
       "      <td>423.11</td>\n",
       "      <td>ok</td>\n",
       "      <td>47134279</td>\n",
       "      <td>421.936667</td>\n",
       "      <td>420.814813</td>\n",
       "      <td>423.909220</td>\n",
       "      <td>417.720407</td>\n",
       "      <td>0.014656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-09</th>\n",
       "      <td>421.65</td>\n",
       "      <td>423.26</td>\n",
       "      <td>421.4100</td>\n",
       "      <td>423.18</td>\n",
       "      <td>ok</td>\n",
       "      <td>48436342</td>\n",
       "      <td>422.106667</td>\n",
       "      <td>421.179480</td>\n",
       "      <td>424.388351</td>\n",
       "      <td>417.970609</td>\n",
       "      <td>0.015221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-10</th>\n",
       "      <td>423.61</td>\n",
       "      <td>424.63</td>\n",
       "      <td>421.5500</td>\n",
       "      <td>422.96</td>\n",
       "      <td>ok</td>\n",
       "      <td>51020147</td>\n",
       "      <td>423.263333</td>\n",
       "      <td>422.162813</td>\n",
       "      <td>423.496885</td>\n",
       "      <td>420.828742</td>\n",
       "      <td>0.006299</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>363 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             close    high       low    open status    volumn          TP  \\\n",
       "Date                                                                        \n",
       "2020-01-02  324.87  324.89  322.5300  323.54     ok  59253833  324.096667   \n",
       "2020-01-03  322.41  323.64  321.1000  321.16     ok  77783121  322.383333   \n",
       "2020-01-06  323.64  323.73  320.3600  320.49     ok  55761948  322.576667   \n",
       "2020-01-07  322.73  323.54  322.2400  323.02     ok  42854811  322.836667   \n",
       "2020-01-08  324.45  325.78  322.6700  322.94     ok  68434153  324.300000   \n",
       "...            ...     ...       ...     ...    ...       ...         ...   \n",
       "2021-06-04  422.60  422.92  418.8422  420.75     ok  55938789  421.454067   \n",
       "2021-06-07  422.19  422.78  421.1900  422.59     ok  51555032  422.053333   \n",
       "2021-06-08  422.28  423.21  420.3200  423.11     ok  47134279  421.936667   \n",
       "2021-06-09  421.65  423.26  421.4100  423.18     ok  48436342  422.106667   \n",
       "2021-06-10  423.61  424.63  421.5500  422.96     ok  51020147  423.263333   \n",
       "\n",
       "                    MA        BOLU        BOLD      bb_w  \n",
       "Date                                                      \n",
       "2020-01-02  322.508667  324.719190  320.298143  0.013609  \n",
       "2020-01-03  322.483333  324.696682  320.269985  0.013730  \n",
       "2020-01-06  322.402667  324.554040  320.251293  0.013295  \n",
       "2020-01-07  322.654667  324.608373  320.700960  0.012107  \n",
       "2020-01-08  323.238667  325.025853  321.451480  0.011017  \n",
       "...                ...         ...         ...       ...  \n",
       "2021-06-04  420.194813  422.463918  417.925708  0.010739  \n",
       "2021-06-07  420.533480  423.362291  417.704669  0.013401  \n",
       "2021-06-08  420.814813  423.909220  417.720407  0.014656  \n",
       "2021-06-09  421.179480  424.388351  417.970609  0.015221  \n",
       "2021-06-10  422.162813  423.496885  420.828742  0.006299  \n",
       "\n",
       "[363 rows x 11 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spy_bol = spy_bol['2020-01-01':]\n",
    "spy_bol"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the Bollinger bands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [],
   "source": [
    "plt.style.use('fivethirtyeight')\n",
    "plt.rcParams['figure.figsize'] = (20, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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r2vblC67gl8PasaYojGlVnSM9zl45V6U9EuL6jAD/3pGLK1BKfLCcIm8a727oys19Eg/5nvbn65xgnaHrPo5IiDu/+iudclYQSU4j+ofHsdp1rmzkdgKpTkj11H5vhwQ7ywrCrNhbMTok3dUsc2ke6xROioiIiIiIiIgcpT7d6ueLbQHcdoNz23s4s427UXM1WpbFlrIoKwurAsmacn3R6m/g/MVvM3rlpyT5i/d77qzCzZy6diaBTReys+PpQOvKc1y89lPiJ7+LUVqEEQ6TADxY4/2F3jSMMT/Buvi6wzI3Y44vysdbAvXut5sR/vTtE2RtXYaZnErwj09htW7X4PMbhsHPenhZlB/GMGBg2tG3CvmxQHHuMe6WW24hJSWF22+/vda++++/n5SUFC6//PKY7UVFRdx7770MGDCA9PR0unbtyg033MC6desqjxkxYgS33XZbndf84osvSElJYf369WzZsoWUlBQWL15cuT8lJYX09HQ2b95ca6w1x1JaWsqjjz7K8OHDadOmDR07duTMM8/kiSeeoKCgoEGfwYgRI0hLS2P9+vWV2yZNmsTgwYOxrNpl20VFRWRkZPDaa69Vblu2bBk33ngjPXv2pFWrVvTt25dLL72Ujz76CNOsY7UuERERERERkcNscX6IL7ZVhGvBqMW0TX6eW1kWs/r1/mwsifDIohL+37JSvtweqDOYrOmcpe9z4YI3SPIXk5+QzpweY/hk4CX8d+Dl/PuMW3l27N08dv4jPH7+IyzPGkR82Efq9P9x2Qu3cP+7tzNu6fvcMPtpTp7+ArbCPIxwGMvuwExqgdk6i20Z3VmVOYCiuBaklhfg/fA/OObPjhnD5tII72/y8fXOIMWhg/uZPGJaTF5XTqTaAj9xDoMHT0rm6u5ehrZycdfuGWStm4/lTSLwh783Kpjcx24zOLmVi5PSXTiaoLL1RKTKyeNAu3bt+OCDD3j88cfxer0ARCIR3nrrLdq1i/2NVVRUxNixYwH461//St++fdm1axd///vfGT16NB9++CGDBw/mmmuu4S9/+Qt//etfK8+5z5QpUxg+fDhdu3Zly5YtdY7JbrfzyCOP8Morr9Q77qKiIs4991yKi4u5++67GTRoEB6Ph40bN/L+++8zZcoUfvvb3+733hcuXEhBQQFXXHEFkydP5qGHHgLguuuu46WXXmLu3LmcdtppMe+ZOnUqDoeDiy++GIDp06dz7bXXcuaZZ/Lcc8/RuXNn9uzZw8qVK3niiScYPHgwmZmZ+x2HiIiIiIiISFMqCppM3eCrtX19cYS/Linh0s7xDEmPXXilJGSyrDBMmzg7XZIdvLXBR2Gg4eHekI1zmTh/MgDfXPwH/ps2rLKisbikmC4ZqfRLddLSgBnbA6xt25duOSsZsW4WQzbNo33BJtoXbALAcnkI3jiJyODTwOmqPM9XG318mxPEsEzGrPiEK+a9iuvtfxEZfCo4XRQGojy9vKyyRXzaZuie7OTkVi76pTpx2xsWAE7fFmBnjTD20s7xpLhtnJTu4qQkk/hnpgIQ+PndmO06N/hzkqalcPI40KdPH3bu3Mn777/P1VdfDcDnn3+O2+1mxIgR7Nmzp/LYRx55hO3bt7Nw4ULatGkDQFZWFm+88QYjR47k1ltv5bvvvuOKK67gwQcfjDknQH5+Pp999hlPP/30fsd088038+yzz3LbbbcxcODAOo95+OGH2bp1Kz/++CNt27at3N6tWzfGjRtXZ9VjTZMnT2bixImMHz+e66+/nvvuuw+Hw0Hfvn0ZNGgQU6ZMqRVOTp48mQsvvJDExETKy8u59dZbGTt2LFOmTKk8plOnTpUhbUPGISIiIiIiItJULMvi9fU+/JG6fx4NRCqqAlfuCTOxcxzxjoo5I59aXkrB3jDyok7xse3aexkGdEx00LuFk54pDgyg2Bek5fTX6TTrrYrzX/YLeo87l5HbAuQHonRMdOAtzmdY70QMwyAUtZiTEyQYtchu04fsNn14/bRf0HfbIk5ZP4fM0B5SfnE7Zvuuta7fPdnBtzlBLMPGzD7nMWrdDDLytuL88j3C513BssLYuSstC9YWhVlbFMZlN+iX6mRoKxfdkx31trdvKonw1Y7Ydu5BLV0MrhbmOmd+gK14D9FOPYkOHL7/L4gcVgonDyDhupFH9Hplr80+qPf99Kc/5fXXX68MEqdMmcJVV10V01ptmibvvvsul156aWUwuY/NZuPXv/41N998MytWrKBfv36MHz8+5pwAb775JnFxcVxwwQX7Hc+QIUOYMGEC999/Px9++GGt/fvGctlll8UEk9UdaA4Nn8/He++9x0cffUT//v2Ji4tj+vTpnH/++QBcc8013HvvvTz22GMkJSUBsGTJEpYvX87jjz8OwMyZMykoKNhvhWZj5vIQEREREREROVSbSqNkF4VjtrX02MkPxIaNi/JCbCyJcE03L0UhszKYBPhgsz/m2FSPjXOz4ujZwkFitUVbjLwcuj31R+zbKyoeQ+N/SuS8K/AYBhd2iqs8Lttf9fOxy24wqKWL73ODlfsjdidLOp7Cko6ncGW3eIa2ctd5b12THRhGReho2uy8cfK1/G76n3F9NJnwaeeQ63fV+T6AUNRiYV6IhXkhhmW4uaJrfOW+pQUhFuaFiXcYMeMCSHbZmNi56l4I+nF++mbFOS+6/rDMdykNpzknjxMXX3wxixcvZsOGDeTm5vLVV19x5ZVXxhyTn59PUVER3bt3r/McPXr0AKicu/Haa69l3rx5MXM5vv7660ycOJH4+Pg6z1Hd/fffz7x585gxY0atffn5+RQXF9O1a+y/oowdO5bMzEwyMzOZOHHifs//3nvvkZmZyYABAzAMg8suu4zJkydX7t/3/vfee69y25QpU+jRowfDhg0DYMOGDUBFteY+K1eurBxDZmYmU6dOPeC9ioiIiIiIiDSV9TVWl+6S5OCPgxO5qFNcrXkNi4ImL60pY/7uUMx2s0YXYP9UFye3csUGk7u2Effob7Bv34SZkYnvnqcIXfaLBoV1p7SqO0S0GQa9WtS/MEy8w0ZWQlWt3IqswRR2H4LhK8f9v2fZXUe1Z12+zw1SsDeszfFF+c/acpYVhGoFkwA/7RYfs4q2a9p/sZXsIdq5F9H+pzToenL4qHLyAA62kvFIS0lJ4fzzz2fKlCkkJydz2mmnkZWVVeex9VUC7mtf3rf/zDPPpEOHDkyZMoUHH3yQBQsWsHr1ap5//vkGjalz585cd911PPjgg4wePbpB73n11VcJhUL89a9/ZceOHfs9dsqUKTEL7FxxxRU8+eST5OTk0KZNG5KSkpgwYQJTpkzh+uuvJxAI8M4773DHHXfs97zdunVjzpw5AJx22mmEw+H9Hi8iIiIiIiLSlDaXxoaTQ9Jd2AyDM9t66J7iZMq68pjFbQIRiy27ixm/4hNOW/sVBQnpfNdjFIs7noLfVbGORMcEG0ZRAbacrRg7t2LL2Ypj/syK1ubu/fDf/leIi11zYn86Jtrpk+pkZWHVz8yGAedkeWIC0Lp0S3awdd89GgZfnP0rLt/8K5zzZpCeOpQNmSdXHntjrwQ2lURYlB+qtRDQmqIIp7a2s7wgTH0zsp3exk3PlKqw1DH7Y1yfvoFlsxG8vGFBrBxeCiePI1dffTW33HILXq+XP/7xj7X2t2zZkuTkZNasWVPn+/et1t25c8UksIZhcNVVV/Hqq69y3333MXnyZPr27VvvHJJ1ueuuuxg0aFCt6sN9Y8nOzo7Zvm8Bn+Tk5P2Gk+vWreP7779n/vz5PPLII5Xbo9Eor7/+OnfeeSdQUf153nnnsXr1alasWEF5eTlXXHFF5fFdunSpPN/QoUMBcLlcMZ+BiIiIiIiIyJFiWRaby2LDyY6JVfFNm3g7t3cIs/jr73GuXECHvA04o2GS/EXEhStaudNLc+mZswKTZ9mVkonfFU+n0h3Y/OW1rhfpPZjA7/4C7rha+/bHMAyu7e5l9Z4wJWGLNLeNTK+dFPeBm3S7Jzv4anvV60X2llx4yU143niOibOeZ9mlvfC5E7DbDPq0cNAv1cn5HTx8vCXAzGpzSa4rinBqazebaoS5+6TH2flJhzgwTWzbNmBfNh/XexUL9wav/T1mz4GNumc5PBROHkfOPPNMnE4nBQUFjB8/vtZ+m83GJZdcwptvvsk999wTM++kaZo8++yz9OrVi379+lVuv+qqq/jrX//KtGnTeO+997jvvvsaNab09HR+/etf85e//KUy/Ns3losvvpi33nqLO++8s9aq4gcyefJkTjrppFoL83z44YdMmTKFO+64A8MwGDFiBN26dWPKlCksX76cc889l/T09MrjR48eTWpqKv/4xz948803GzUGERERERERkaaWHzDxhavKAN12g9aOCPaVi7GvWFDxa+t6Rtbx3nWte/PJoImkluUxPPtrOu1eR9uiqhTQik/AbNsBs037il+ZHYn2PRkcBxcPue0GA1vWP0dkfTonOXDYDCJmxX0WBkwKR15I8g+zSdm4kl/M+DtPn3svLePd2PYWDdkMg4EtnbHhZHHF4jlbaoS5WBYnhXOYWLyGpLlLsa9eglFeUrk7dP5VREb95CDuWA4HhZPHEcMwmDt3LpZl4XbXPfHsfffdx9dff82FF17Igw8+SL9+/cjJyeGJJ55g48aNfPjhhzHVgpmZmYwZM4Y77riDcDjMZZdd1uhx/frXv+bVV1/lk08+4cwzz6zcfv/99zN37lzOPvts7rnnHgYNGkRCQgKrV6/m22+/jQkRqwuHw7z55pvccccd9O7dO2Zfamoqjz32GN98803lta6++mr+8Y9/UFJSUquC0+v18swzz3D99ddzySWXcMstt9ClSxd8Ph+zZs0iEAhgt9sbfc8iIiIiIiIijVEQiLLLZ1JQo3W5r1lAwl13YduTX7nNcrqI9hzAnLR+zE3pid8VT9DpoSg+tbJNeU6vsTiiYbIKNtHTa3HOKd2xklocFW3MTptBqzgbO6u1pu8JG2y67A/0+3+30WfHUq6e8wKLL/p9zPuyvHbinUZleOuPWCzMC+MLW3TfuYIr575Esr+IBDOEEYpdrdtMyyDaaxCRgcOInnQmcvRQOHmcSUxM3O/+Fi1aMGPGDB5//HHuuusucnJySEpK4owzzuCrr76qXBSnumuuuYYvv/ySSy+9lJSUlEaPKSEhgbvuuqvWXI/7xvL000/z3HPPsWXLFqCirfzcc8/llltuqfN8n332Gfn5+UyYMKHWvtatW3PKKacwefLkynDypz/9KX/+859p27YtY8aMqfWe8ePH8+WXX/LUU09x6623UlBQQGJiIgMGDOC55547qEBWREREREREpKGWF4b579pywmbsxIn2aJjLpj+GbU8+ZkY7IkNOJ9r3JKLd+oLLTXBXkM0bfPWeN2J3sqlVd/p1jMNK9hzu22iUZFdsOFkUMtka34rZ5/yJOz+6j9PXfkWv13fiHH46kYEjsNp2wDAMeqY4WZRXtfjP9G1++m1dyC1fPoYrWrXdTE4l2mtQxa/eg7HS2xwVwazUZhQVFdUzZeiJpbi4mOTk5OYexkELBAJ4PEfXHzQngqPtucnOzo5ZeVxEz4RUp+dB6qLnQmrSMyHV6Xk4senrf2Tk+KI8uayUULR2PHP5d69w9oqPMVtm4HvoJUhIitlfHDJ54MfiA17jtr6JdEk+tPq0pn4epm7w8d2uqpW1L+oUz/qSMMsLwgzYPJ+bZ/4Dd6Rqv5nelsig4azocDKvRNqDBa2LdzAs+2tGrZqOw4wwu9dYiif8jDEdEysW91EYeVg11TOhykkRERERERERkcMoYlqsLYpQHDIJRi0CUYtgFIKmxZo94TqDyf5bfuTsFR9j2e0EfvVArWASKqoPq8/dWBebYZCVcPRNV5biil04pyhkkuuvaGlf2nEod1z9KnfZ19J6zQ84ls7DlrcT1xfvMph3GVzH+ab3v4B3TrmOm9skQryzjiPkaKVwUkRERERERETkMAmbFk8uK41pYT4Qb6CEa795HoDQxJ9jduld77E/6eDh/U3+ytejMj3M3x2iPFwR9HVPceCyH30VhCnu2DEVBkwKAlXzbQZc8XhOGUXwjNEEzSi29atwLPkO++J5mLk7idpslLsSWNzpFOZ1G8mW9K4AdDgKg1jZP4WTIiIiIiIiIiKHyaK8UKOCSYAr575Min8POe16k3jOpfs99tTWblbuibCuKEz7RAfnZHnokeLgs60B4h0GF3eKO5ThHzY1Kyc3lESIVqsATXLZiHPsDTBtdszu/Qh17weX/YIZ2wN8vMVPTelxdrxOW63tcnRTOCkiIiIiIiIicpgsKQg36LhuKU4GpjnZ8vl0Ttkwh6DDTe61fyDRtv9KQIfN4Fd9EvBFTOIdFcFczxQnPVOO7tbmFHdsiFgWjl2lPD2u/pBxZFs32cUR1hbFfradElU1eSxSOCkiIiIiIiIichj4IibriiMx20a0dpPgNPDYDdx7f6W4DDolOnBuXMXZ3zwLwIaf3EyX7h0afK19weSxItm1//FmxNUfNDpsBjf09PLcyjK2llZ9vt2Sj+5AVuqmcLIay7IwtJKTNJBlaaF7ERERERERqd/KwthW5fQ4O5d2jqszezDycvA8dS+2SJjwqAm0v+Di43q1abfdIM5h4I/U/bN1xn4qJ/e9/+e9vLye7WN9cYR+qU6GpCucPBYpnNzL6/VSVFRESkqKAko5IMuyKCoqIjExsbmHIiIiIiIiIkepJQWhmNcD0px1Zw7BAJ6n78VWsodIn5MIXv2b4zqY3KeF24Y/Uvd8nO28B46sEp02ftk7oamHJUeYwsm9HA4HiYmJlJSUNPdQDkpJSQlJSUnNPYwTSmJiIg6HfguJiIiIiIhIbf6Ixdqi2JbugWl1VPZZFu7XnsS+dQNmRiaBWx+AE+RnzWSXrc7FggwDMr2aP/JEcWI87Q3kcDhITk5u7mEclN27d5OVldXcwxARERERERERYGlBiEi1lu6WHnutwM0o2YNz+lSccz/HcnkI3PYIeE+cDr0W7rpbt9Pj7Hgcx3/lqFRQOCkiIiIiIiIi0oRMy2LGjmDMtv77WrrNKPblC3B+8wn2xXMxohWVg8Eb7sTM6twcw202KfUsipOlqskTisJJEREREREREZEm9OPuEPn+qnZlm2FwhqMQ13uf45jzGbbCPAAsw0Zk4HDCZ11EtN/Q5hpus0lx110dmZWgcPJEonBSRERERERERKSJRE2LL7YHYraND28k88G7MMJhAMxWbQmfcR6RU8dhpaY3xzCPCvVXTiquOpHoqy0iIiIiIiIicpA2lkSYusFHyLRon+Bgtz9KQcCs3G+3GYyd/xZGOEyk38mEx19JtMcAsNUdzJ1IUuqYc9IwoJ0qJ08oCidFRERERERERA5CYSDKi6vKCEatva9DtY4Zx07iVvyA5XIT+MWfIDHlCI/y6JVcR+VkS48dt12L4ZxIFNOLiIiIiIiIiDSSZVm8scFfGUzWJcllY9zSDwAIn36ugska6goh66qmlOObvuIiIiIiIiIiIo307a4Q2UXhOvcZBgxs6eL2dn7i53+FZdgIn3PZER7hsSnFparJE43aukVEREREREREGiHPH+XDLf6YbW67wbntPdgMgx7JDjLi7bimTsGIRggPHYXVqm0zjfboNjjdxaK8qnb409u4m3E00hwUToqIiIiIiIiINJBpWfxvvY9wtXZut93g7kFJtKjekhwK4vz6EwDC4yYe6WEeM87K9LCxJEJR0GREazftExRVnWj0FRcRERERERERaaBZO4NsKonEbLu4U1xsMAk45s/GKCsh2qEbZpfeR3KIx5S2Xjv3D0kiFAWPQy3dJyKFkyIiIiIiIiIiDZDji/LZ1kDMtj6pToa2ctU61vnVNADCYy6smIRS6mUzDDxKqE5YWhBHREREREREROQAoqbFlHXlRMyqdu54p8FlXeIxaoSPtk1rsG9cjeVNJDJszJEeqsgxReGkiIiIiIiIiMgBfLE9wI7yaMy2SzvHk+yqHa04Z0wDIHz6ueD2HInhiRyzFE6KiIiIiIiIiOzH1rIIX24Pxmwb1NLFoJa127kpK8bxw0wAwqMnHInhiRzTFE6KiIiIiIiIiNQjbFq8nu3DtKrauRNdNiZ2jqvzeOc3n2GEQ0T6DcXKaHekhilyzDpqwsknnniClJQUJk2aVLnNsiz+7//+j549e9K6dWvGjx/P6tWrY94XDAaZNGkSnTt3pm3btlxxxRXs2LHjSA9fRERERERERI5Dn24NkOuLbee+vEs8XmcdkYoZxTnzAwDCZ114BEYncuw7KsLJH3/8kddee40+ffrEbH/qqad47rnn+Nvf/sbMmTNJT0/noosuorS0tPKYe+65h48++ohXXnmFTz/9lNLSUi6//HKi0WjNy4iIiIiIiIiINNjm0gizd8auzj20lYu+qc46j7cvm48tLwezZWui/U85EkMUOeY1ezhZXFzMz3/+c5555hlSUlIqt1uWxfPPP8/vfvc7LrjgAnr37s3zzz9PWVkZ77zzTuV7J0+ezMMPP8yoUaMYOHAgL774IitXrmT27NnNc0MiIiIiIiIiclz4JidItW5uUtw2LuoUX+/xzq+mARAefQHY7Id5dCLHh2YPJ/eFj2eeeWbM9i1btpCbm8vo0aMrt8XFxTFixAh++OEHAJYsWUI4HI45pl27dvTo0aPyGBERERERERGRxrIsiw3FkZhtEzvHE+cw6jzeyNmKY9kPWE4X4TPOPRJDFDkuOJrz4q+99hobN27kxRdfrLUvNzcXgPT09Jjt6enp5OTkALB7927sdjtpaWm1jtm9e3e9183Ozj7UoR+Vjtf7ksbRcyA16ZmQ6vQ8SF30XEhNeiakOj0PJ7YT+etfFIat+VXt2w4D7Pn5ZBfUfXy7z17HCxT0PYVtu/JgV96RGegRdCI/D1K3hjwT3bp12+/+Zgsns7Ozefjhh/nss89wuVz1HmcYsf8iYVlWrW01HeiYA30ox6Ls7Ozj8r6kcfQcSE16JqQ6PQ9SFz0XUpOeCalOz8OJ7UT/+i/MC5G8p7zydZckB726J9Z9cFkJ3uXfAxB36Y10y+x4BEZ4ZJ3oz4PU1lTPRLO1dc+fP5+CggKGDx9OWloaaWlpzJ07l5dffpm0tDRSU1MBalVA5ufnV1ZTtmrVimg0SkFBQb3HiIiIiIiIiIg01qbS2Jbujkn113c5v/4EIxQg0vdkrOMwmBQ5nJotnBw/fjzfffcdc+bMqfw1aNAgLrnkEubMmUPXrl3JyMhg1qxZle8JBALMmzePU06pWPFq4MCBOJ3OmGN27NjB2rVrK48REREREREREWmsTSWx4WSnxDrCScvCMW8Grk/eACA8duKRGJrIcaXZ2rpTUlJiVucGiI+Pp0WLFvTu3RuAW265hSeeeIJu3brRtWtX/v73v+P1epk4seI3e3JyMtdccw33338/6enptGjRgj/96U/06dOHkSNHHuE7EhEREREREZGmtLEkwswdAdI8NsZleYh3HJkaq0DEYqcvGrOtU2Ls6tu2TWtwT3kW+/oVAET6nES038lHZHwix5NmXRDnQH7729/i9/uZNGkSRUVFDBkyhPfee4/ExKo5Hh599FHsdjs/+9nPCAQCnHHGGbzwwgvY7fb9nFlEREREREREjmbbyiI8t7KMqGkBYFlwcef4I3LtLWURLKvqdat4O15nRTBqFBXgeudlHN9Ox7AszOQWhCbeTOS0cWBrtgZVkWPWURVOfvLJJzGvDcPgnnvu4Z577qn3PR6Ph8cff5zHH3/8cA9PRERERERERA4TX8Tk060B1hdHaJdgZ8HuUMz+lXvCXHyExlJzvslOiQ6IhHF+8S6uD/6LEfBh2R2Exk0kNOEaiPMeoZGJHH+OqnBSRERERERERE48u3xRXl5TTr4/Wvm6poKASShq4bIbB3WN0rDJG9k+tpRFcdshzm4Q77QRbzeIdxrE2Q3aJ9gZkOZkbVG1cNKyOHnbj8T/6yVsudsBiAwcTvCnt2K1bndQYxGRKgonRURERERERKTZLCsI8Xq2j2DUOuCxu/xR2iccXJQxY3uAVXvCAJSH922tHYJ6HAaBSNVYxi9+h4EL/geA2aY9wStvJdpfi/CKNBWFkyIiIiIiIiJyxFmWxfRtAT7fFmjwe3b5Dj6c3FRaO4isS/Vg0h32c+6yaQAEr7iF8NmXgENRikhT0u8oERERERERETmi/BGLKdnlrCwM19rXL83JzvIoBQETLIth2V/jjIbIS2pNXlofaOVu9PUsyyK3jlbxAxm2fg6ekI9ot76Ez7280e8XkQNTOCkiIiIiIiIiR8y2sgj/Xecjzx8bFtoMg4s6xXFaaxcWkB8wiXz0Bt1nv1x5jG9mEsav7yfa96RGXbMkbMW0jbvsBrf2ScAXsfBHLMoiFl9sC1AWNqveZFmcv246AOExFzb6PkWkYRROioiIiIiIiMhhVxQ0+XCLn0V5oVr7Epw2ftbDS5fkipjCAFpvX03cZ68C8GPnEbQu2klW4Wasv08iPHYi0X4nY3bohpXU4oDX3l0jCM2Is9MhMTYS6Zxo59mVZZVt3YP2rKNF7ibMxBQiJ51xMLcsIg2gcFJEREREREREDquwafH0ilIKA2atfVkJDm7s6SXFbavaWFaC558PY5gmn/e/gLeHXY9hRjl/8TtMWPQWrs/fhs/fBsBs0RKzQ3fMDt2IduxesVhNjXkhc/2x120VZ6OmdgkOftsvkU+3+jEwuH5RRdVkZOT54HQd6kcgIvVQOCkiIiIiIiLSTCzLYmlBmBxflHiHQaLTRoLTINFV8V+vw8BmGM09zEO2tihSZzB5cisXl3WJx2mLvUfXx69jK9xNtEsvvjnjOgiBZbPz0ZDL6XfGKbRbMQf7lmxsW7Kx7cnHticflnwHgK/XEMw7/xYTUO721a6crEubeDs39kzAvmIBcQtmY9kdhEf95FBvX0T2Q+GkiIiIiIiISDP5YnuQz7b6691vGOB1VASVEQvKwiYJThuXdIqjVwvnERzpodlQEol53SrezkUd67mHkiKcX30AQPCa35ERdJNbUNUKvrFNb1oNHFTxwjQxdu+geO0aVi1ezSmrZ5C4eiH5rzyJ5+Y7Kz5AGlY5WclfjvuVxwAIXXgdVlpGY29XRBphP78bRURERERERORwKQqafLk9sN9jrL2B5C5flHx/lEDEIt8f5d9ryykK1q5ErI9pWXyfG+STLX4KA41ftfpQrS+ODSfPy/LUG666Pn8bIxQgMmAYZqcetI6PjS52+ardt83G7uS2PB4/lDdPvoZnxv2RkN1Fy+8+wbm37RvqmHMyvu7KSSwL95RnKqo2O3YnPP6njbhLETkYCidFREREREREmsFXOwJETOvAB9YhFLX4aEv9FZe1rxXkzfU+vtwe4MnlZQd93YMRiFhsL48NJ/ctfFNLWQnOGe8DEJpwDVDRal1dTrUW7T1Bk3+uLKM0VBFYbszowSujfgOAa+qL2DatJRi12FMtyDUMaOmpIw7xl+N55n6c307HcjgJ/vwesKvhVORw0+8yERERERERkSOsKGgyLzd21ereLZw4bQZlYZOSsEVZ2MQfqQoR7WaETrvXkVaah2FZuFcFKF/oo4URItq1D9Feg8CbWOf1PqkWZJaGTNaXROiZcmTawjeWRrCqZaEZ8XYSnXWEg74yPC/9H0bAR6TPSZhd+wDQukY4ua08QsS08EUsnltZFhM8AizsfCoz+q7mrBWf4HnxL2z7wz9j9qe6bRVzXAb92Lasr5i7cvNa7KsWYyvcjRXvJfCLezHbdWqaD0BE9kvhpIiIiIiIiMhhYFoWs3cGWbknTKrbRo8UJ50S7ThtBm9u8MVUL7Zw27ihpxeHzaiYR7FwN7Zd27F2bSO6cztGzjbiNq7EHiiv93qWYcPs3JNo35OI9D0Js3NvcDgoDddu/65rcZrDpWZLd9ek2lGEbftGPE/fjy13O1a8l9Dlv6jcl+6x4bIbhKIVn5cvbDFrZ5DF+SHy/XW3qL879BoG71pOas5WEqe+AH1vAMOgQ94GLln3CfHvbMTI2YphxVaQRtt1InDbI1it2x3qbYtIAymcFBEREREREWliUdPi9fU+FuVVVEduAH7cHarz2Kz8TVxbMI+EuTkYudux7d6BEQ7XeWwgoz1LE9pjGnYididF3hYYho1TC1eRsnUV9g0Vv1wf/BfLE0943KVsHnl17fNEj1xb9/oai+F0rdHS7Zg3A/erf8cIBYhmdSFw20NYGVXhoMNmMDzDxdc7g5XbPqmjpT0rwcG2soprhR1uXhz5O+5+/w+0nfcxE4JeVmf247ef/RlPpGKeT8tuJ5rZEbNjD6Idu2N26IbZsUfMKt8icvjpd5yIiIiIiIhIE4qYFq+tK2d5Qd0BY3WDN87j57OexBmNPdZMTsXKaIfZeu+vjCzMTt2x0jJYtK6chXmxQec04JK2FiOL12BfsQDHigXYcrbi+uA1wu5MSDk55vjiUP2VkyUhkxnbA2zNtXNluyit4upZPKYBAhGL7WWx1Y1d9lVORsK43nwe15fvARAeMZbg9beD21PrPKPaepi7K1TvXJm9Wji5oaeXhxeWVM4/uSG1ExuuuovOk/+PCYve4rzF7+CwouQMHEnyBVdUtG273Ad9byLSNBROioiIiIiIiDSRUNTi1bXlrNlz4GBy9IpPuOK7V7BhER5+FtFBIzAz2mFmZEKct973Xd4lnogJSwtiA8p3dxpYnYdwxsARhADnl+/hnvI0J330DNMueYqS+BaVxxaH6q+cfGO9j9V7whSX2vCtKefugYnYDOPAN1+HjaURzGqt0+lxdpJcNow9+XiefRD7+hVYdgfBq24jMnpCxWo1dUhx2xiW4eLbnGCtfV2SHPyshxenzaBfqpPvdlUdM7P9CH4c+3su/+JJHFaUud1Hk3D9XSS2UCgpcrRQOCkiIiIiIiLSBAIRi5dWl7GhRhszwOB0F8VBkx2+KIGIxci1M7jyu5cBCF76c8Ljr6w3mKvJZTe4vkc8P+Y5eHuDn3C1asL3NvqwG3BqazfhMRdiW/wd8SsX8IuvnuDdoVezsVUPMIx6KyeLgiarqwWru31R1hdH6H6Qi+fMr9HK3i3ZAcEAcY/ciq0gF7NFSwK/fqhy8Zv9GZPpYV5uiGi1+81KcPDzXgm47BWfXc1wcv7uEHQ4jR3nJZFRvJNve4/jkcQjsxCQiDSMwkkRERERERGRQ1QeNnlxdTlbS2ODyVbxdn7VO4EUd8Xq1JZlEZ4/hxbfPA9A8JrfEj7rokZfzzAMhrZyk+Ky8dLq8piA8u0NFQHlsAw36y+/g/Z/vokeOSv54wf3kJOSybNj76HYk1XneZcV1q74XFYYPqhwsiRksqxGa/uglk4cC2dXBJNtO+C/5/9hJbWo5wyxWrhtnJXp5vNtFXNGtvHa+WVvLx5HVajbPdlBittGUY0VvNdk9mdNZn8Gp7uId9SxUriINBv9jhQRERERERE5BKVhk+dWltUKJtt67dzWtyqYBLDlbqfFS3/GsExCF1x3UMFkdd1TnNzYa+8q39W8tcHHj7tDZDta8JeLHueLfhPYE59Km6Id3PHJA7jydmJZtVu7lxXUXrRneUG4zmMP5IfdoVot3V2THDjmfAZA6OyLGxxM7nNOlodf9E7gmu5e7uifiNcZG2vYbQZntas9Z+U+I9uqnVvkaKNwUkREREREROQgmZbFK6vL2Vkeu+hLh0QHv+6bQGL18MyycL/2JEY4RHj4WYQuur5JxtAzpWIxGHu1gNKy4PXscj7c7Gd3chumDv8Zf7r8Oda26U1qeQG///A+/Hm7Y85TFjbrbEkvDplsqbGozYGYlsW83Nj5IU9r7cKWvwvHqkVYTheRU0Y36pxQUTHaq4WTIemuWoHsPsNauUh21Y47uiQ5aJ+gBlKRo43CSREREREREZGDNCcnyOYaFZNdkh3c0juhVvuw4/uvKoK5hCSCV/26wXNMNkTvFk6u7+Hd78I1IaeHp8fdy/qMnqSV5+N+5+WY/SsLw9RXILm0ASuPV7emKEJhoKq12mEzOCndhXPOdAAiJ50B3sRGnbOhHDaDMXVUT47MrL+iUkSaj8JJERERERERkYNQGIjy8dZAzLZuKU5+0SshZh5EAMpLcf3vOQCCl/8SElOafDz9Up1c2z1+vwFl0BXHy6N+S8SwkzR/Brbtmyr31TXfZOW+glCjWrtX1jjXwJZOvHZwfLs3nDzjvAaf62AMz3DRolo7fet4O31bqGpS5GikcFJERERERETkILy90U84WhXYeRwGV3WNr1w5ujrX9KnYSvYQ7daXyGnnHLYxDWzp4upu8bWKMlt67LT02AHIT2rNN73OxrAsXO++AlSsNL62KLYC1AAMM4orHKAgYLLLX/cK33XZ6YttAx+Q5sK2blnFQjgtWxPtObDR99YYTpvBzb0T6J/mYkCaixt7ejGasFJVRJqO/tlAREREREREpJHy/FFW74mtDrygY1zM4jeVykpwfvEuAMHLfgG2w1snNDjdhcdhMH1bALfdYFgrF4NaOvl4S4CZOypCw08GX8oZ2bNwLPoW15SnybcncmaxnYArnoAzDpc3nvZblzJk3Ry8wTL+cd6DbC0dTJt4+wGvb1lWrTk4M+NtOBZ/B0Bk6MjD/hkAtIm3c0NP72G/jogcGoWTIiIiIiIiIo20scbCMe0THQxr5arzWNf0qRgBH5E+J2F273ckhkfvFk56t3DGbKsenBbHp7LilAsZ+O1buL58j45Ax/2c7+avnmBGj2cho/UBr70naBKsVlHqthu0cBk4Fs8FIDJwRCPuRESOdwonRURERERE5LhXFjbxRyzS4w5c+dcQm2usXt0rxVF323BZMc4v3wNostW5D1aSM3Z8X59yBT17dMAq3sM3GwpxhPzEhXx4wn66u0LkGy7e63IOFyx4gy671zH4vX9An78dcCGfHb7Y9u9Mrx3brm3YcndgJSRhdu3d5PcmIscuhZMiIiIiIiJyTAqbFisLwyzKD1MQiNI31cm4LE/MgjB5/ijTtwVYlB/CsipW0r60czytG9CevD+balROdkys48frSBjPS3+rqJrsezJmt76HdM1DVbPlvNC0EznjPFbtCfN2alnl9kSXjYdPSmLT6vWs2tOS3OS23P/u7XTbMJ/AV9OInHXRfq+TU6Olu63XXtXSPWA42BVFiEgV/YkgIiIiIiIix5xcX5QXV5dRGKiq0tuxNxQ7t30chYEon28P8uPuEGa1VaY3FEd4bEkp53fwMDrTc1DX9kVMcv1VAZxhQIfEGmFnNILnhT/jWPIdljeJ4JW3HtS1mlKyKzacLA5VfC5LC2LnzuyX6sQwDJIdEOcwKEhsxX/P+BW3zHgc19QXiQ4YRnFyBgvzQrSMs9OnhSMmEK65GE6beHtVS/cgtXSLSCyFkyIiIiIiInLM+XJHICaY3OeL7QHyAiZLC8JETauOd4IRCfHhZoteLZwNWuClpi2lUarlnWTE2Yl3VAv+zCjul/6K48evseK8+Cc9jpXZsdHXaWpJTgPDoHLsZWGTsGmxojA2nOyfVjFXpWFUtGSvL46wsPMIFnQazkmb5uH69xM8NfpeCoIVJ2qf6OCKLvG09VZ8ljtqVE62N0uxrV+F5XAS7XvyYb5LETnWHP7lsURERERERESa2ObSaJ3bLQsW5YXqDiYti2u++SdP/vd6euxcwfayus9x4GvHtnR3SqpW92OauP/9BM55M7A8cfjvfAyzU4+Duk5Ts9sMEpyxMcDSgjDl4aqQ1+Mw6Frtftp5q/7/f6feTDAuEefKBfzsnXu5YMH/6LNtEbsLSnhiWSmfbfXji5jkB2qEk/M/w7BMor0GQlz84bk5ETlmqXJSREREREREjimBiEVBoOHBYnqcnXOzPDg/f5vha74E4Lqvn+X7If2gnhW292dTjWC0Y8Le6kvLwj35KZzffIrlcuP//V8xu/Zp9PkPpySnQWmo6vWcnGDM/j4tnDhsVS3a7RKqKktL4lP4fOytnP/R4/TMWUHPnBUAmIaNbWkdWde6N59m9SWhZQ9K41IAGFy4lvgP/g1AeNylh+muRORYpnBSREREREREjik5vti26vQ4O31TnczaEYg5Ls1jY1yWh5PSXThXLsT91SsA7IlPpVVpLp0/fw1u+W2jru2LmKwrim2D7pTkAMvC9cY/cc78AMvpJPC7v2D2HHBwN3gYpbhtMW3XW2pUge5r6d4n0xvb9j4razih3/2H3cuW03n3WrrtWk2HvA10yN9Ih/yNsOJjAHKSM8lu04tBO5ZgmCah864g2m/oYborETmWKZwUERERERGRJlUaNtkTNMny2jGqLZTSVLbXmNOwndfO+PYeCgImywpCtHDbOKudh1NauXCtX4Hr9f/hWDIPgM8GXMSCzqfyp2l/oPcPHxA4a0yDVtE2LYv3Nvn5tkalYbzTIN1jw/X+f3B9/jaW3UHgtkeI9jmp6W64CbVw1z+7m9Nm0DMlNpzMiLPhtBmE97bJl4ZMVrpS2NZ5OIs6DwfAEwnSMbciqOyes5LOu9fRpngHbYp3ABDt2ofQJTcdpjsSkWOdwkkRERERERFpMhuKIzy/qoyIaZGV4ODGnl5S9hOIHYyaq0Fneu04bAY39PQSiMTjtlk4lv2A65X/YV+3HADL5SbvtAm81/lyLJudz/tfwLlL38fz9H347/8nVnqb/V5zUX64VjAJ0CnRga20COeHk7FsNgK/eoDogGFNd7NNbECas877AOjZwoHbHhsm2wyDNl47W6tVWG4ri622/NmANBbkncRHu/sDYDcjtM/fSLecVZxmLyT5suvAofhBROqmPx1ERERERESkSViWxdSNPiJ7q+y2lUV4clkpN/dOqNUefChqrgZdeW7TJOHHmTg//h/27RsrxhSfQPjsiwmddTF+VyLWwhIApp18JZ0LN9Fj2xLi/nE3vnufBW9ivdes2coNFcHdGW3c2Jd8g2GZRPqdQvSk05voLg+PrkkOOic52FgSqbWvf2rd829m1ggna2qf4KBHipPBLV1M3eBjT9DBplbd2Z3Zk1GDk7AcTV89KyLHD63WLSIiIiIiIk1idVGE3BpVjcUhk6eXl7K2jnDvYJiWRU6NcLKt1w5lJXie+hOeF/6MfftGzJSWBH/6K8r/MZXQxTdAUgpJrqofgaM2B/8cM4lou07Ydm7B/b9n93vdnT4z5nWm186kgYn0SHHiWPgtAJHBpzbJPR5OhmEwLstT577eLequX8raT7Cc4LQRtzd87NXCyV0Dk7iwUxyntnZzS29v5T4RkfqoclJERERERESaxMwaC9LsE4xavLiqnMu7xHFKhrtye3ZxmLc2+PFFTC7oELuvPrv9ZuX8h1ARjqXkbCDu6Xux5edieRMJXvYLIqeOBWdsJaDTZhDvNPCFK95f7oon75aHybj3OhzzviJ06c1YKWm1rmlaFrtqhK6/7JNAotMGQT/2lQsAiA4cccDxHw26JzvISnDEtGd3T3HiddZdv9Q+of5wsqUn9j0eh8HItnWHnyIidVHlpIiIiIiIiByyrWUR1hfX3/prWhZvrPcxfZsfy7JYXxzmX6vKyfdH8YUt3tzga1B15c4aVZNDStYT/9ffY8vPJdq5F76HXyIy8vxaweQ+ya7YH4MLU9oQHXwqRjSCc+aHdb4n129WtqoDJLpsFcEkYF+xACMcItqlF1aLlgcc/9HAMAwu6Oih+lpFIzLq/rwA2sTbcdrqroBsGadYQUQOjSonRURERERE5JB9vTN2kZUuyQ76pTqZtskfs3361gDriiJsL48SNi2SfYUM2jyfrPyNhOYYlF13IwmtM+q9TvWVurvuWsUVn/8ZI+gnMuR0ArfcV28ouU+yyxbTFl4csgiNvQTHwjk4Zn1I6CdX1TpHzUC0+vyZjkV7W7oHnbbf6x5tuiY7ubFnAksLQnRLdjCwZf2fm91mkOm1s7mOeSdrVk6KiDSWwkkRERERERE5JJZlsWpPbNXj6LYe+qQ6SXHZmJLti6k83LcYS0p5Afe9dyfJ/qLKfSV/XoTxh79hte9S6zpFQZMVe6/Tc8cybvv8UZyRIOFTRhO8+Y8NWhG6ZuVkccjE7DGAaPsu2LduwPHDTCKnnRNzTM0FeNrG7w0noxEcS+YBx8Z8kzX1TXXSN9XZoGPbJ9QdTqZ7mm6hIxE5MSmcFBERERERkUNSHLLwR6rCR5fdqFxcZWBLF8kuGy+tKauc6xHAHg3zyxl/J9lfxKb0rvzQ9QwGb5pH912riT5yK7TrhOVyg9uD5fJQjJPNfgdn2FyAwZiVn+CMhikZPg7bzX8AW8NCsmRXbHtycdAkL2CScdYlxL/6GO7JT2MU5hEeNxHccQDs9NVdOen64L8YZSWYbbKw2nZo9Od2LGmf6ICcYK3tqpwUkUOlcFJEREREREQOSc3wrm28HaPahIadkhz8rl9ixRyTgYpjL/v+NbrmrsGX1JIPLn2QFREvs3uN48bZT3PyxrmwcXXMOVsCNRunF/Q/lx4/v7PBwSTUrpz8cnuAL7cHSHEP5aGBp+Fd8i3ud1/BOeN9QhdeR+SM8bUrJ7127Et/wPXBf7EMG8Frf0/MBI7HofoWxVE4KSKHSuGkiIiIiIiIHJKcGuFkG2/tIKtVnJ1JAxNZWRgmed0iBqz8BMvugN89zKmpGaxYVUbE4eLFMXfw6SlX8vsuEPT5mb25mMJiH65IsPKXOxzE3rYdQy44D8PeuLbimuHkPkVRO29N+CM/PWctrrdexL5pDZ7XniQy/W2697uChZ1GgGHgsBm0Lt+N58W/ABC65AaivQc3agzHovR6Qsj6VvgWEWkohZMiIiIiIiJySGouGNMmvu7A0G03GJxkEv/+0wCELrwOs0tvelgWCU4bZWETDINtiW350OFhQTBEWUuzomxyL8OA89rHMSrTHVOd2VA127qr+25XkMtOHYT/geexL/ga99sv48jdzi25f2djejdeGfVbPK3bEv/PhzHKS4gMGEZ4/JWNHsOxyDAMDAMs68DHiog0hsJJEREREREROSQ1KyfbxtdfTef64DVseTuJtutE+LwrALAZBoNaOplTbU7D2TsDtd6b5LJxbfd4uiY3bBGXutRXORnDMIiePBLfoNPY8OEHdPhiCp3zsvnjtLvI79AH+8bVmC0zCNz8R7CdOJWD3ZOdrC2qWviopRbDEZEm0Gx/ir700kuMGDGCrKwssrKyOPvss/n8888r96ekpNT5684776w8Zvz48bX233DDDc1xOyIiIiIiIiekqGmR6zdjttVZORkJ4/zgvzg/ewvLMAj+7E5wVIWMQ9Jd+71O9xQndw5IPKRgEiDRaWDbT8VluNqq4jgcfNlzHH+6/DkWdTwFb6icDtnzsewOArc+BAlJhzSWY805WZ6Y12e1czfTSETkeNJslZNt27bloYceokuXLpimyRtvvMFVV13F7Nmz6du3L2vXro05fvHixVxxxRVceOGFMduvuuoq7r///srXHk/sH5YiIiIiIiJy+OwOmESrBXrJLluteQht2Stwv/p37Ds3A3vbubv2iTmmQ4Kdlh575YI5+xgGjMvyMLadZ7+hYkMZhkGSy6AoWHd/cmHAJGNvuLq9LMKaPWFwxfH82X9gwsI3OW/1Z4Sv/BVm556HPJZjTackB5d2iWdxfojOSQ5OPkCgLCLSEM0WTo4fPz7m9X333ccrr7zCjz/+SN++fcnIyIjZ/+mnn9K1a1dOOy12fbb4+Phax4qIiIiIiMiRkVNzvsnqi+H4ynC//RLOmR8AYGa0I/izO4j2GlTrPIZhcHIrF59t9VduS3BWtHF3Tzm0asmakl02ioJmnfsKglXh5IwdVW3mlmFj2ehrGXnbLRgnUCt3Tae2dnNqa1VMikjTOSrmnIxGo0ybNo3y8nKGDh1aa39paSnvvfced911V6197777Lu+++y6tWrXirLPO4q677iIxMfFIDFtEREREROSEt7PmSt17gz37gjm4Jz+FrSgfy24nfN5PCU24Blz1B1ujM91sK4uwrjhCrxQnF3eOa9gckY1UHql/VZeCQEVoudsfZWlBKGbfWZmeEzqYFBE5HIyioqJmW2tr5cqVjB07lkAggNfr5aWXXmLcuHG1jvvPf/7DpEmTWL16NS1btozZnpWVRevWrVmzZg0PPfQQnTt3Ztq0afu9bnZ2dlPfioiIiIiIyDFvm9/gq3w7ThuMS4/QsgFdu1N3Oljvq2q3/kmrKOf88AatfpgBQHlmJ7aOv5ZAq3YNHodlVbRzHy41x1zdsBST0S2jfJxrZ1lpVRDZymVxY1bksI5LROR41K1bt/3ub9ZwMhQKsX37doqLi/nwww957bXX+Pjjj+ndu3fMcaNGjaJDhw785z//2e/5Fi5cyJgxY5g9ezYDBw48fAM/CmVnZx/wiy3HPz0HUpOeCalOz4PURc+F1KRn4sRVEjL586ISQtGKHxETXTYuTtjNoF77fx4eXlhMYaCqRfohczGZLz+M5XASuuIWwmMuANvRtarz0oIQ/15TXue+/mkuLuoUxyMLSzCtqh+Xr+vhZVBD0trjiP48kOr0PEhNTfVMNGs9usvlonPnzgwaNIgHHniAfv368c9//jPmmGXLlrF48WKuu+66A55v0KBB2O12Nm7ceLiGLCIiIiIiclz6akegMpgEKA2ZTNvliAnoaioIRGOCyfSy3bR5/QmAimDy7IuPumASoH+qk7Pbecj02ulWYz7LgkCUmTsCMffdMs7OgLSmnfdSREQqHFWTZZimSSgUO6fHa6+9Rvv27Rk5cuQB379y5Uqi0agWyBERERERkWNa2LTYUhohbB6+RrdAtXkXi4Imc3eFah2zNWDw8ZZAvef4JqdqwRhHNMyts/6BzV9OZNCphM+6qGkH3IQMw2B8hzgmDUziqq7xMfvyAibf59aca9LdJCuFi4hIbc22IM6DDz7I2LFjyczMpKysjHfeeYdvv/2WqVOnVh7j8/l4++23+c1vfoNR4y+CTZs2MXXqVMaOHUtqaipr167l3nvvpX///gwbNuxI346IiIiIiEiTKA2bPLW8jHx/lASnjTsHJJLibrq6kq1lEd5c7yPHF6VLkoPLu8Tz5fYAkXqC0Jk7AnRKctAvNbZy0B+xmFctxPvp3Jdpl7MWMzWdwE1/OLyTRjahZJeBw2ZU3n/16lGAFLeNk9JPrHZuEZEjqdnCydzcXG6++WZ2795NUlISffr04Z133mHMmDGVx7z33nuUl5dz1VVX1Xq/0+nk66+/5oUXXqC8vJzMzEzGjh3L3Xffjd1+9LUNiIiIiIiINMQX2wLk+ytWwC4Lm3y1I8AlneMP8K6GWZAX4q31vsqKzPXFER5dXELNzm2HzSASNXFFQiT59jBj/g46trdIifoxfGUQDLI6rh3hSFtc0TAjV03nzDVfYDmcBH7zCCQkN8l4jwTDMGjhtpHnj9a5f1RbNw7bsRG0iogci5otnHz++ecPeMzVV1/N1VdfXee+du3a8emnnzb1sERERERERJpNadhkTrVWaYA5OUEu7hRXq5usMUzL4qMtAWbtqN2iXT2YjA+W8ctvnqFb3jrwleE0I/We8wxgiDsBd8iPw6oI9oI/uxOzU8+DHmdzSfPUHU56nTaGZbibYUQiIieOZgsnRUREREREJNY3O4N1bt9SFqVj4sH9+OaLmLy21sfaovB+j/OEfPz+s4fptDu7clvY5sDv9uJzVfxyJSaQkZZMcdTAWLeCtLI8TMPG1rROJJ8zAftp4w5qjM0ttZ62+TPbuHHbVTUpInI4KZwUERERERE5RCUhk5k7gpiWxehMz0HNEemPWHy7q+5wcllB+KDCyRxflFdWl5MfiK0KdNgMhmW4+CE3RNi0cIUD3DPjUTJ3Z2O2bI3/jr9hprXmsR92kmNPiXnvT7vGs2JPmOVDQqSW51PuSmBAu2Su7OZt9PiOFmme2l8vt93gtDaaa1JE5HBTOCkiIiIiIrIfZWGT/67zsb08Qps4O91SHHRPdtI+wY7DZlASMnlqeSkFAROoqHL8Xb+ERrVhLysIMW2zH3+k7kVplhWG+UkHT6POubwwzOR15bUWeEl22bihp5cOiQ7OyvSwPr+Mk197HO/2lZip6fjvfhIrvQ0GMD4jwrRye+UcmADvbPQTtQDDoDAhHYARrY/t1ue0OsLkU1u7iXc03UJEIiJSN4WTIiIiIiIi+/H5tgDr9rZEbwhH2FASYToBnHaDLkkOioJmZTAJsKU0Qq7fpHV8wxbq/G5XkKkbfPs9Jt8fZZffpI1Zjn3jamwbVmPfuBqjvJRol15Eewwk2n8ouNxYlsXn2wNM31p7fslOSQ5+1sNLkqsidEshxGlvPYpj7SLM5FT8d/0DK71N5fFuG9zQw8uTy0orF9EJ11jVOyPeToeEY3tR0pY1KiedNoORbY/twFVE5FihcFJERERERKQelmWxpKDuuRrDUYs1e+ret2pPuMHhZF2t3G29djx2gy1FAUasm0WPnStIeSubhOKcWsfaN6yCL97F8iYSHnE2/+t1Id8GEmsdNyzDzcTOcTgMoKQIx6Jvcb3/H2xF+VgJSQT+8ARW66w6x3Jplzj+l113gHpKK9chLdZzNMj02sn02tlRXlEhelY7T2WAKyIih5fCSRERERERkXpsKYtSGjIPfGANK/eEGZ3pOeBxYdNily/2/CPbehiX5WHNhu1c9tFf6Jq7pnJfyO5iW3oXQp160qpvX+JTkrFlr8Cx+DvsW9bh+vI9Jn7zBf7Tb2FN2360KsmhdXEOZ9jy6LgsB1vuDmy52zF85ZXnjHboTvCmuzDbdap3nENbudlUGmVejSDVZhiclH7sz8toGAa39U3kx7wQyS6DfqnO5h6SiMgJQ+GkiIiIiIhIPZYXxlZGtk90kO6xkV0coaSO0LJD3nrOWP0lmUXbcLZJxcjIJHzu5VgpaXWef0d5FNOqapNO89i4sFMctg2rOPXpu7GVlVDoTeOzgRezIaMHO1I7ELVV/BhnMwwGuZyMHTeIjIuup2jtaoonv0SfbYu4Zcbj+70vK86L2bYD4bGXEBk6CmwHrhK8uFMcW0sjldWFAH1SHcdNhaHHYXB6G7Vyi4gcaQonRURERERE6rGiRjh5Rhs3J6W7sCyL3X6TdcURtpVFyCzZSa93nqTzzlVVB++q+I9j7hcEf3430QHDap1/W1nsKtpZCQ6MXduJ+8fdGGUlBPoM5dNzf8+3ZXFEasz1aFoWC/NCLC0Ic1prN2t8mew6515GrprOxfOnYLdMaNMOW+t2WK3bYWZkYmZU/L+VmAKNbMV22gxu6OnlmRVlFAVNHDaDc7LiGnUOERGRmhROioiIiIiI1FASMtlaFiXXVxUe2gyD3i0qfoQyDIOMeDsZLhPn8s9wvf0SRihIuTuBud1Hsaz9SbTDx8Ubv8S1ehFx/7gbMy0Ds10nzMxOmJkdMdt1IsefHnPdrtEi4p74A0ZZCZEBw4j89s9caHcwJmzybU6Qb3eFKA/HVmxGTIvZO/cufmMYzO5zLl/3GstPuycwNOPAreWNkeaxM2lAIptLo2R67aTUscq1iIhIYyicFBERERER2StqWny4xc83OUGs2EJFuiQ7iHfsDeMiERzfTsf10WRs+bkAFJ40hgf7XI/PnQDAGuCrtkP5afpHnPn9m9gLcrEV5MLS7yvPeT0G56Rkkt26Nw4zzPCN32KLhIl26E7gV/eDveJHtkSnjXPbx3FWOw8/7g4xa2eQPH9s1WV1fVp6OLnV4WlR9jpt9ElVKCkiIk1D4aSIiIiIiAgV1ZKvrS1nQ0mkzv39Up3VQskp2PIr+rbNth0IXvpz7ANPxfqxGCJVqaZl2Phfzwt4s/v59AztZrx9Fx2LtmLbvhnbjk2Qs422RdtpW7R97/EGkUGnErz+dvDE1xqD02YworWb4RkuFueHeW+Tn7IalZTdU5z8tGv8Mb+CtoiInBgUToqIiIiIyAnPsiz+s7acjfUEky5Mhq36kvhPq4WSbdoTuvA6IkNHgs2OHTillbuqxboa02ZnlacNq2hD164nc+FZcUQteGZxIe3zN9A9ZzXJhBgx8XysjHYHHK9hGAxOd9EjxcGMHUG2lkVon+BgUEsnWV67gkkRETlmKJwUEREREZET3ubSaK1g0mU3sCxItJtMmvkYqat/APaGkhdcR+SUkWCzx7znvPYeklwG64oj5AdM8utovV5fHOGJZaW0jrcTsTvZmNGTjRk9GZDmYniGt1Hj9jptXNBRi9KIiMixS+GkiIiIiIic8NbXCCazEhz8orcXrx3c/34C1+ofsLxJBK/5DZFTRtUKJfdx2Q1GZ3oYnVnxekd5lFk7AyzMC8XMYWlZkFMeG1y2S6j7nCIiIsczhZMiIiIiInLCW18cG04Oy3CR4DBwvfsKrm8+wXK58d/+f5hd+zTqvJleO1d38zKqrYcPNvtZVxSu99h2XoWTIiJy4tESayIiIiIickLYEzTZXhbBqrEMd9S02FQaG052SzBw/+cfuD6agmXYCNxyf6ODyeoyvXZu6e3l5t4JZMTXHUKqclJERE5EqpwUEREREZHjhmVZbC+Pku6x43FULAqT44vy2dYAywpCALT12pnQMY6eKU4AtpVHCUWrAst0y0/7fz2GY+k8LKeLwC33ER186iGPzTAMerdw0jPFwbzcEJ9tDVSutD0gzUWiU7UjIiJy4lE4KSIiIiIixwXTsnhqeRlbSiM4bAZntHFTFDJZnB873+PO8igvrCyje4qTCR08bKg232SbPdu4/au/4SjcgeVNxP+7RzG792vScdoMg1NbuxnS0sWKPWEipsWQdFeTXkNERORYoXBSRERERESaXTBqMW2zn1xflNNauxl8EGHd8sIwW/a2Z0dMi5k7Avs9fl1RmCeKw8TtrbBsUZbPPR/cTXzIR7RdZwK/eQQrI7PxN9NAHofBSQolRUTkBKdwUkREREREmt0b630sya9ou95UGqFlnI32CY37cWV7WfTAB9VgWeALV5RVXrDgDeJDPsp7DcH6/Z/BHdfo84mIiEjjaFITERERERFpVkvyQ5XBJFQEhp9v23/VY11yfPWHk228dm7slcDtAxLpmlw79GyzZxsjsmcTtdmxrv+9gkkREZEjRJWTIiIiIiLSbMrDJu9u8tfavrIwzNaySKOqJ3f5zVrb2ic6GNXWzcA0J4ZR0b59a58EVhdF+HCzn117A82L50/BZpksGzSezq3bHeTdiIiISGMpnBQRERERkWbz3iY/paHaoSLA9K0Bbu6d0KDzhE2LgkBs5eTfhqXgthu1jq1cNTvBYuOc7zC+/ZwBW+YTdLiJv/T6Rt+DiIiIHDyFkyIiIiIi0ixWFIZZmBeqd/+qPWG2lUXIakD15C5fNGZF7jSPrc5gEsvCtnENjrmf4/xhJgPLSio2Gwahy35O67bpjb4PEREROXgKJ0VERERE5IjzRUze3uCL2dbWa8dlM9i8d8VtgGUF4QaGk7HVl63j7bEHmCaOrz/GNf1tbLu2VW6OZnYkcuo4IsPHYKS2Oog7ERERkUOhcFJERERERI64DzcHKK7Wzm0zDK7oGk+uz4wJJzc3cAXumovhtKkWThqFebhf/huOlQsAMJNaEBl+FpFTx2K27wpGHRWWIiIickQonBQRERERkSNqbVGY73ODMdtGZ7ppn+Ag3hEbMm4pjWBaFrYDBIi7aoST+yonHd9/hfu//w+jvBQrIYng1b8hMnQk2PWjkIiIyNFAfyOLiIiIiMgRE4xavFWjnbtVvJ1xWR4A0tw2Epw2ysIVVZWhqMXO0hAdNi4EDKLd+oI3sdZ5d/ljw8m2jjDuFx7DOW8GAJEBwwjeMAkrJe0w3JWIiIgcLIWTIiIiIiJyxHy8xU9hoKqd2zDgyq7xOG3G3tcGHRPtrCisOKbj7mza/PUl4nZkV74n2qEbkcGnER18GmZWZ4ImMef0Bkvp/MzfcGxYieXyELzyV0RG/kTt2yIiIkchhZMiIiIiJzDLgjfX+1iYH6JzooNru8fjddqae1hynCoKmny7K7ad+4w2bjomxv5Y0tUTIWvJuwze9D2d8tYDUOhNozCxFZ3z1mPfko19Sza8/2/M9LYE+o2gm3cQW9K70G/rQi5e9CaOwm2Yqa3w3/kYVmbHI3WLIiIi0kgKJ0VEREROYOt9Bt+XV4RFa4vCfL87xJhMTzOPSo5XG0siWFbV6zSPjfPax8UeZFmc/u7fSF4+D4Cgw83MPufx8eBLCTrjaOuKcLcjG+fiudgXzcWWt5OWM9/hLt7BxMBGxQWimR0J3PkYllbgFhEROaopnBQRERE5gX2R54D4qtefbQ0onJQmNXdXkHVFEQakOdlWHjsvZP80F257bKu145tPSVg+D58rnldH/oaV7QYSdrgr9+8MOcjuPpQug0aQd/lvmfX1IjJXz2PQpu9pVZrL1rROFA49m64XXAhx8YiIiMjRTeGkiIiIyAmsOALJ1V5HTKveY0Uaa1FeiLf3Ln6zrDCEo8acj+0T7DGvjR2bcf/vWQCmn3ULS9qdUud5v8sNUhg0eXujj1ByDxjWg7dPuY64sI+wJ4E7BiRCnL3O94qIiMjRReGkiIiIyAnKsmoHkR6HFgyRpvPxVn/l/1sWhGs8c1mOEPali7CvWFDxa+dmAMJDR1F+8mjICdV53oV5IRbm1dhnGLgTE7mpm5c28QomRUREjhUKJ0VEREROUHuCZq1tHrvCSWkaub5ozAra+xiWyZmrv2Doxrl0eGUNRjRSuc9ye4gMGE7wut/TLeTi63rCybr0T3NxeZc4LegkIiJyjFE4KSIiInKCqjn/H0B5RG3dcmgsy8K0YH7Nysa9Rq6czlXfvVRxrGEj2rkX0T5DiPQ9GbNrb3A4AehjWQxOd7EoL0Qbr51OiQ6+q7HSN4DTZnBhpzhGZLgwDIXrIiIixxqFkyIiIiInqB11hJPhqEUoauFSBaUchOziMP9d5yMQsQjXMX9pWuluLpk/GYAF59xMz5+cDwlJdZ7LMAyu7e7lii7xuOwGJSGT73NDmNVaw1vH27muh9q4RUREjmXqeRARERE5QdUVToKqJ+XglIRM/r22nNKQWWcwiWVx3Tf/xBMJ8GPnU/GfPbHeYLK6fUF5ksvGhI4eDANshsFpbdzcMSBRwaSIiMgxTpWTIiIiIieo7WV1h5NlYZMWbv0btjScZVm8s9GPL1x3sJ0QKOGqb/9F7x1LKXUn8r9Tb+I33saHiiPbehiS7sIAEjS3pIiIyHFB4aSIiIjICag0bFIcqr1YCahyUhpvcX6YZQV1zzHZPn8Dv/vsEZL8xQQcHv498jZK41Jo6Tm4cDFRoaSIiMhxReGkiIiIyAmovqpJgLJ6qt+k8YqCJrn+KJ0SHcftPJ4lIZN3NvlqbU/12CgOWdy07A2S/MWsbdObf595G/lJrYlzGFq8RkRERACFkyIiIiInpPrmmwQoD9ddUSmNs7k0wnMrygibFulxdm7vn0ic4/gK5Opq53bYDO4ckEjreDvRvFySXlyEaXfyz7PvptyTCMDZ7TzNNWQRERE5yqgnQkREROQEtK44Uu8+VU4eOsuymLrBV7kwTJ4/ypycYDOPqunV1c59bnsPrfcuUuP57nMMyyJ60mmM6dmKjHg7w1u7OaONuzmGKyIiIkchVU6KiIiInGACEYsNJfWHk5pz8tAtKQizs0Z16txdQcZkurHbjo/qybraudsnOhjVdm/waJo453wGQOT08xid6WF0piomRUREJFazVU6+9NJLjBgxgqysLLKysjj77LP5/PPPK/ffcsstpKSkxPw666yzYs4RDAaZNGkSnTt3pm3btlxxxRXs2LHjSN+KiIiIyFHHsix2+aJ1tmivKQoTNasCyER/Edd9/Rw3zXySa795juQNy47kUI87UdPik62BWtuLQyZLC8LNMKKmV18795Vd47HtnUvSvnYptrwczNRWRPsMbq6hioiIyFGu2Son27Zty0MPPUSXLl0wTZM33niDq666itmzZ9O3b18ARo4cyYsvvlj5HpfLFXOOe+65h08//ZRXXnmFFi1a8Kc//YnLL7+cr7/+GrvdfkTvR0RERORoYVoWr6wpZ2VhGJth0D/NyZlt3HRMtGMYBqv2xAZkVy1+g5PWzqh87dvyA+aIKZCQfKSHflz4YXeIfH/dc3p+nRNkcLqrzn3Hgq1lETaWRFheGGZDjakBqrdzAzjmTAcgcvq5YNP35iIiIlK3Zgsnx48fH/P6vvvu45VXXuHHH3+sDCfdbjcZGRl1vr+4uJjJkyfz3HPPMWrUKABefPFF+vXrx+zZsxkzZszhvQERERGRo9SygjArCysCSNOyWJIfYkl+iKwEB2e0cbNqT1WolFZewODVMzEx+N9pNzMs+2u65q4hPPUlgjfc2Vy3cMwKmxafb6tdNbnPltIIm0sjdEw89mZX2lQS4ZkVZZhW7bb/mHZuANPEvuwHAMLDRh+pIYqIiMgx6KhYECcajfLuu+9SXl7O0KFDK7fPmzePrl27MmTIEH7zm9+Ql5dXuW/JkiWEw2FGj676Zqddu3b06NGDH3744YiOX0RERORo8k09C69sK4vwenY5ZdVavS9a+xm2aIQFnU9ldu9zeO2MXxG12XF88wm2DauO1JCPG3N3BSkOVX2+DptB+xpBZH1fn6PdgrxQncFkzXZuANv2TdhKizBbtMRq0/5IDlNERESOMc36T7YrV65k7NixBAIBvF4vU6ZMoU+fPgCcddZZ/OQnP6FDhw5s3bqVP//5z0yYMIHZs2fjdrvZvXs3drudtLS0mHOmp6eze/fu/V43Ozv7sN1Tczpe70saR8+B1KRnQqrT83D82xUwWLy9Yd/ipfiLGL3hawDe6j6O4pJiiu1JfNRjHBeu/hTbMw+yZeItBDLaHc4hHzeCJkzd7MRfbZrPoSkmnUyT5SVVX5OvS6BvdCf7MktbKAAYmK6jZwXruv6sWLXDQbG/9mI+o9OilO7Io7TatvTvvyAe2JPVna3r1x++gcoRob87Tmz6+kt1eh6kpoY8E926ddvv/mYNJ7t168acOXMoLi7mww8/5JZbbuHjjz+md+/eXHLJJZXH9enTh4EDB9KvXz8+//xzJkyYUO85LcvCMPa/AuKBPpRjUXZ29nF5X9I4eg6kJj0TUp2ehxPDD9nlJCeFKl9nJThIclXMM1mz6O3yFW/jjIaJDD6VQKd+JEcrDvhi2DWcX7wKz87N9Pz3o4QuuZHwOZdq3sADmL7NjyshwL4ZJV12g6uHJJHgMFhklbLbVzUP5c54DxPMrThnvIfjh5mAQfisiwidf2Wzz/VZ358VVnExyc6q5DXTa+f0Nm5OaeWq9f2358OXAfAOH6U/d45x+rvjxKavv1Sn50Fqaqpnolnbul0uF507d2bQoEE88MAD9OvXj3/+8591HtumTRvatm3Lxo0bAWjVqhXRaJSCgoKY4/Lz80lPTz/sYxcRERE52mwti7A4P3axm3FZHn7eK4E/DkrizLZu3PaKECkrfxOjV36GZRiELryeBGdVuBRyeth217OER03AiIRxv/UCcX+7HSN/1xG9n2NJWdhk1o7Ydu1Rbd0kOm0YhsGZbaqqIr2BUjq88QTxD/4C57efY4TDGOEQrs/ewnvHT3FOew38viN9C/sVNi2KglXBpGHA7/snMizDXbswIBLGvmYpANHeWqVbRERE9q/B4eTcuXN54YUXYra9/fbbnHTSSXTt2pW77roL0zTreXfDmKZJKBSqc19BQQE5OTmVC+QMHDgQp9PJrFmzKo/ZsWMHa9eu5ZRTTjmkcYiIiIgca+blBnl6eRlRs6o8sqXHTp8WFY0y6XF2LuoUz0MnJXNFZw+//vFf2CyTvJNHY3bohtcZ+21hmc1D8Prb8f/+/zCTW2Bfs5T4e2/EMfcLapVgCl/tCBKMVn0u8U6DUW09la9PSncR5zBIL8nh4bd/w/DVM4jYHWw74xJy/jwZ34MvEul3MkbAh/v9f+Od9FOc09+G0NExP2WeP/b7/BZuGw5b3d1KtvUrMUIBou06YaWk1XmMiIiIyD4NDif/9re/xSw0s27dOn71q19hs9kYNGgQL730Uq3wcn8efPBBvvvuO7Zs2cLKlSt56KGH+Pbbb7n00kspKyvj3nvvZf78+WzZsoU5c+ZwxRVXkJ6ezvnnnw9AcnIy11xzDffffz+zZ89m6dKl/OIXv6BPnz6MHDmy4Z+AiIiIyDFuXVGYt9b7iJixoeHozNpVbR6byek/vkPatjWYKS3JOfMCABIcsceVRSrOFR04HN+f/01k8GkY/nI8/3oU93MPQVnxYbyjY0tR0GROjUVuzs704Kn2mbrtBsMy3Fz6/Wsk+4tYn9GDBy95kod6Xs19WxN4uLANi298FN89/49o174YpcW433iO+LuuxrZu+ZG+pVryAtGY1+me+lv8HSsXAhDtPeSwjklERESODw2ec3LNmjX85je/qXw9depU4uLimDFjBklJSdxyyy1MmTKFX/3qVw06X25uLjfffDO7d+8mKSmJPn368M477zBmzBj8fj+rVq3izTffpLi4mIyMDE4//XT+/e9/k5iYWHmORx99FLvdzs9+9jMCgQBnnHEGL7zwAna75kMSERGRE8fXdaz+PLKth+EZrpht9hULcL31PPatGwAIXXkrpjsOAK8zNpwsr7aiN0kpBH7zCI4503G//jTOH2djz15O8Ka7ifY7uYnv5tjz+fZATDCc7LJxWpvai9ucXbaWVpt/IOhw8/xZf6DYm1q5Lz8Q5T9ry7l3SH8S730G+9Lvcb3zMvZtG/A8fR/+h/+FldrqiNxPXfIDsZWT6XH11zjYl/8IQLSPwkkRERE5sAaHkyUlJaSkpFS+/uqrrxg1ahRJSUkADB8+nI8++qjBF37++efr3RcXF8d77713wHN4PB4ef/xxHn/88QZfV0REROR4EjEtsosjMduu7BbP0FZV4Zht20Zcb72AY/l8AMzUVoQu+wWRU0bB3hUWE2q0dZdHarRuGwaRM84l2nMAnn89ij17BXF/n0Tgxj8QOeO8w3Bnx4bSsMkPubHTEo3L8uCs2fJsWaS9+yIAC4ZeHBNM7hOMWny+LcDEzvFEBw7H338onr/fhWPlAjzPPoj/j0+Bw3nY7mV/dtdo666vctK+ejH2TWuw4rxEew44EkMTERGRY1yD27ozMjJYu3YtADk5OSxbtozRo0dX7i8pKVHFooiIiMgRtrEkQqjaXIdJLhsnp1dUTBqFebhfeYy4+27CsXw+VpyX4GU34/vbZCLDx8ScJ6FG5WRZuO55Ja1WbfH/8SlCF1wHgOuD18CM1nnsiWB5QRjTip3n85RWrlrH2RfOwb5xNWZyCwZcdw1/GJjEqEwP7RJiawW+2xVit3/v52mzE7jlXsy0DOwbVuF++W8QqQqiLctiYV6Ir3YEKAwc3q9Bvr9GW3ddlZOWhevtfwEQOvdy8MQf1jGJiIjI8aHBlZM/+clPeOmllwgGgyxatAi32825555buX/FihV07NjxcIxRREREROqxuii2arJnigPDMDB2bSf+wV9g+Mux7HZCoy8mdMG1kJhS53m8NeecDO9noUObndCF1+H47ktseTuxL5tPdODwQ72VY9KywtjV0U9u5cJex0IxztkfAxA+/2rwxNMWuMAbR8S0+L/FJRTsbZs2LYsPN/u5qVdCxRsTUwj8+iHi/u93OOfNwCgvJfDrB7FcHt5Y72P+7oqqzbm7gtw5IJF4R4NrDxpld822bk/t69gXfYt9w2rMpBaEx008LOMQERGR40+Dv3u55557mDBhAlOnTiU3N5dnn32WVq0q5r0pKSnho48+YtSoUYdtoCIiIiJS2+o9seFY7xYVbb+uT9/A8JcT7TkA36OvEbr6N/UGk0Dt1brrqZysZLMRHj0BAOfMDxo/8OOAL2KyrkY43D+tdtu1UVSAfcUCLLuD8IizYvY5bAbnd4iL2baiMMz64qqvq9m5J/67/4GVkIRj2Q/EP/hLVsz6lvm5VXONFgZM5u6KbS9vKoGIRWmoKpy0GQZpNcNJM4rrnVcACE+4RlWTIiIi0mANrpz0er3861//qnNfQkICq1atIj5e34SIiIiIHClFQZNdvqp2W5th0D3FgVFciOO7LwAIXH8HVut2BzxXUo227s2lESKmhaOOKsB9wqefg+u9V7Av+wEjLwcrvc1B3smxadWeSExLd3qcndZ1tDs7vv8KwzKJDBgBCcm19g9Mc/J1ooPNpVVB5webA9ze31G52rrZpTe++54j7h93Y9u5heGv3UdC1iD+e/qv2JPQEoBvcoKMbOuuPd/lIaq5Uneax4atxirwju++xL5zM2bL1oRHnt+k1xcREZHj20H1fUSjUQoLC4nsnfPGZrORnJyM09k8E3SLiIiInIhW1aia7JBoJ95hw/nVBxjhMJFBp2K1ad+gc7Xz2mOqJ/0Rq1bLeC2JKUROHolhWThnfdjo8R/rlhXEfv4D0pyVYWJ1jrmfAxA+dWyd5zEMgws6xlZPbiuLsDA/9vxW6yyKHn6VD0dcj88VT79ti3nwnd8xbN1s7GaE0pDJgrymr57Mq7EYTquaAWw4hOv9fwMQuuhn4Kw956aIiIhIfRoVTi5atIgLL7yQtm3b0rVrV+bOnQtAQUEBl112GV9//fVhGaSIiIiIxPJHLL7OCcZs65XihGAA58xpAITOuazB57PbDAbWaElenH/goCs88icAOBZ80+BrHQ+CUatWS31dLd22rRuwb92A5U0kOmBYvefrlORgQFpsqPfJFj9h0yJqWmwri1AeNvm2wOLDvhdw72XPsbT9ELyhcm6a/RT/mPwzfjb7GXbO+RYrFKznKgcnr9Z8k7GLYDpnf4wtP5doZkciNdrWRURERA6kwW3d8+fPZ8KECWRkZHDFFVfw3//+t3JfWloaZWVlTJ48mTPPPPOwDFREREREKpiWxWvrysn1xbbb9kl14pj7MUZpMdFOPTB79G/UeQe3dDF3V1WwtbwwTDBq4bbX3yZsdu2N5fZgy92BUVSAlZLWuJs5Rq3eEyZsVrV0t3DbyPLGhnZEIhWrmQORoaMOWFH4k44eVuwJE9173j1BkxnbA6wvibChOLaKtSQ+hWfG/Ymrdsym+7xpZO7ZyqnrZnLquplEvozHGjSCyMlnVgSijkPrbqrZ1t2yeuVkwIfzg4qfC0ITbwJbjc9ARERE5AAaXDn5yCOP0KVLF3744Qfuv//+WvtPP/10FixY0KSDExEREZHa3t/kZ02Nqr0h6S4y4wxcn78DQPicy6COFuP96ZxkJ8Vd9e1hOGqxssZq1LXYHUS79av437XLGnW9Y1nNVbr712zpDvrxPPUnHAu+wXJ5CJ914QHP2dJj5/TW7phtn28L1Aom93E7bPS++EI+/NXz3Hfp07x/0pVsTeuII+DDOW8GcU/fR9xjd8IhVlLm++tfqdv5+TvYSouIdulNdNCph3QdEREROTE1OJxctGgRV199NR6Pp865dDIzM8nNzW3SwYmIiIhIrDk5QebUaOdun+jgiq7x2JfMw7ZrG2ZaBpGTG9/NYhgGg1rGVvctbEBrd3RvhaZt7dJGX/NYFDFrh7b9U6t9bqVFxP3tdhzLfsBKTMZ/95OY7To36Nxnt3MT52hYqDwq043XaWN0poecFll8MvhSHr7kSf54+T/JmXATZkoa9rVL8bz4FzDNA5+wHgXB2Pe23BdOlhXj+uwtAEKX/rzRYbiIiIgINCKctNls2Gz1H56bm0tcXFy9+0VERETk0KzeE+b9Tf6YbSluGzf19OK0GZVBUXjsRLA3ePaeGINaxrYAr94ToSi4/2Ar2mMAcOJUTq4rjhCMVrV0JzhtdEqqaGc28ncR/5fbsG9YjdkyA9+9z2J26dXgc3udNsZleQ54XLzTYGSbiuMyvXZ6tqj6uu1ObsNbvS8kcOfjWHFeHAu+wfX2vxo8hupCUYvSUNXX32YYtNhbXev6+H8Y/nIifU8m2mvQQZ1fREREpMHh5MCBA5k+fXqd+0KhEG+//TZDhw5tsoGJiIiISJVdvij/WVuOaVWFYi67wc97JZDksmHbuAb7umVYcV7CZ5530NfJ8tppHV81b6BpWXyXu/+2YLNTDyynE/v2jVBWctDXPlYsrbFKd780JzbDwLZtI3GP/BpbzjaiWV3w3/scVuusRp//tNZu0jy1v01vGWfHMMBpM7iyqxdPtQrL0W1j28FX7gmTk9aBwG//jGXYcH7+zkF9bQprBNMpbgObYWAU7sY54z1g71yTIiIiIgepweHk7bffzjfffMOvf/1rli9fDsCuXbuYMWMGEyZMYNOmTdxxxx2HbaAiIiIiJ6rSsMlLq8tiqvUMA67t7iVz7yIs+xZeCY88H+K8B30twzA4tca8h/NyQ0SqLf5Si8uN2bk3APZ1yw/62scC07JYUaOle0CaE9uapcQ9ehu2onyiPQbgv+f/YbVoeVDXcNgMJnSM7Ug6r30c9w5O4s8nJ/PoKcn0TY2tcO2W7KBdQlW1rGXBrJ1Bor0GEe09GCMaOagV1fNrrNSdtnelbscPszDCYSJDTsfs1KPR5xURERHZp8Hh5KhRo3jxxRf55JNPuOiiiwC45ZZbuPTSS1mzZg0vv/wyJ5988mEbqIiIiMiJKGJavLqmnIIaIdEFHeMqAyr7qkU4lszD8sRVLIRziE5Od8Ws0F0aMll+gIVx9s07aW/gvJNh09p/4HmU2lgSoTxc9bWIcxh0i+4h7om7MHzlRE46A/+dj4E38ZCuMyDNxbXdvQxq6eLSLvGc3a4iMPY6bThtted2NAyDMZmxofKCvBAlIZPIsNEAOH6Y2ehx1KycTN3b0m3buAaAyIBhjT6niIiISHWNmoxo4sSJnHfeecyaNYsNGzZgmiadOnVizJgxJCQkHK4xioiIiJyQLMvizQ0+NpXErtY8vLWbM9vsDaLMKK43/glA6PyrsFLSDvm6HofBya1cfFtt4Z1vc4K1FsvZN8YtZVFadepLKw4876RlWXy0JcDMHQGSXDau7+Glc9LBzY95pPgiJuVhi/Q4O9k1Vs7uk+rE8+2HGKEAkX5DCdz6ANjs9ZypcQanuxicXvszr8+ANCepHhuFe4PsiGnxTU6Q84ecjvXak9hXL8EoKmjUM1JYs3Jybzhp31QRTpqdejb4XCIiIiJ1afR3gvHx8YwfP/5wjEVEREREqpmxI8iC3bGrZXdLcTKxUxzG3pWRHd9+jn3reszUVoTHXdpk1z6ttTsmnNxQEmFneZS23qrgzbIs/rW6nNV7wnij7XnS7sS2ee1+A7DlhWFm7ggAUBIyeWVNOX8YmEiyq8ENPUfU6j1hXl5TTtS0GNHaTXk4ttqza4KB85tPACqqVpsomDwYNsNgZFsP7230VW6buyvIWZnJePoPxbFoLo75swmPvaTB58wPRGNet/TYoLQIW14OlsuDmdmhycYvIiIiJ6YGfxf46aefMmnSpHr3T5o0qd4Fc0RERESkcZYWhPhkS+zK3Olxdn7WIx773rZe28Y1uKc8DexdlMTlrnWeg9U63k7X5Nh/x/52V+zCODvKo6zeU9HuXW73sL7TYAzLwjF/Vp3njJgWH24OxGwrD5u8nu3Dso6+Fu+wafHGeh/Rve3n3+0KsqwwNizuunUJtvxczPQ2RHsPbo5hxjillYt4Z1Xbtz9i8XVOkMgpB9faXaut22PDvnEtAGbHbge9KryIiIjIPg0OJ5955hl8Pl+9+wOBAE899VSTDErkeHU0/uAlIiLNK88f5Y31PiavK6+sUttZHuX17Njvu+IcBjf38hLvqPj2zdi1jbh/3IURDBAeMZbIiLObfGynta49h6E/UvV3WY4vNria2+k0ABzf1x2AfZMTrFWJB7CuKMzsnftfEbw5zMutmLOxupp/lbf5/jMAwmeOB1vzV3+67Qan1/i6Td/mZ3mHk7FcHuzrV2Lk5TToXJZl1ZrrNNVtw7a3pTuqlm4RERFpAg3+DmrVqlUMHDiw3v0DBgxgzZo1TTEmkeNOadjkqeWl3D6viCnZ5YSPwQUARESk6S3IC/H40lJ+yA2yMC/E08vL2O2P8sqaMkLVVua2GQY3dI8jI3cDzo9eJ+7/fkv8H6/HKC0m0m8owRv/ULF8dxPrn+aMabcORS3mV2sz3+2PDRp/bHcSpsuDfcOqWgFYScjk822xVZPVfbE9cFQtkBM2Lb7aXv94AdqH9+Ba+h2WzUbk9HOP0MgO7LQ2buIcVc+DZcF/tpiU9R8OUG9la03lEStmhXin3SDRaVTNN9lZ4aSIiIgcugaHk5FIBL/fX+9+v99PMHj0/Yu3SFOyLCum+nG3P8q3u4KsLAzHrNxZ05vrKxYzsCxYsDvEJ1v2/8OOiIgcu6Kmtd9KeV/EZO6uIE8tL2XKuvKYELIkZPLoopLKajVnJMjQ9d/wwPxnGHD/FcQ/cDPud17CvmYpmBaRwacS+PWD4Dg8rbU2w2BEjSq8b3cFK+8vr0ZVXcjpoajv3gCsWvWkZVlM3eCLCbriHAYeR2z7cc3FZprT97khikP1/91umFGunfk0RjRKdPBpTbIQUVNJdNq4trs3Jq8ORi1mddhX2fpVg85Ts2oyzW3DoGqlblVOioiISFNo8HeyvXv35sMPP+TXv/41thotK6Zp8uGHH9Kzp75BkePXLl+Ul9eUUxQ06ZrsIMFpsDAvFNPelR5np2OinY6JDjomOmgTb2PlnggrC8Mx55q9M0CvFg56pDiP8F2IiMjhtLIwXDFHoWUxLMPNOVke3HaDiGmxuijCgt0hVu4J11shaDOjtCzNJdlXRLddqzhrxcck+Ysr95up6UT7DSXS72SivYeAN/Gw39PwDBdfbA9UzruY54+yrjhCjxRnrcpJgA19zyR10Syc331B5JRRWK3asjA/zIrqfxdaFtcXLcC+dT3lu/MIOlxsS+vEZtsAeg0/st9PWpZFYdAk1W2rXGQoYlp8tWP//5B40YL/0XHLEsykFgSvuu1IDLVRerVwcmHHON7fVFVc8FVaf34Sn4B96waMnVuw2u5/MZua802meWwYhbuxlezB8iZhtWp7WMYuIiIiJ5YGh5O//OUvuemmm/jpT3/KPffcQ69evQBYvXo1f/3rX1m4cCHPP//8YRuoSHOyrIoJ8fP3/hC2Zk+4zuPy/FHy/FF+3Nvy5rIb7F2zgJ47ltF/6wKK4lPJaZHFW/aB3DEkFa+z+eenEhGRQ2dZFu9s9FG2t5J+1o4Ai/JCtPTYyPFH8YXrr6bskLeB09d8weBN35MUKInZF+nQjeiIs4n0G1oRJh2G9u39SXLZGJDmZFFeVTv3t7uCdE921KqcBFiRNYiTvEnYdm7BO+lKIq3aYWT0p3/bgaxt2xeAW+c+R+91c2tfbA6EFo0iPPFGrIx2h+2e9ikPmzyzooxdvigZ8XZ+1y+ROIfBD7tDFAXrr5oclj2b85a8h2mzEbj1AazU9MM+1oNxRhs30zb7K/8htRwHoSGn457zGc7vZxK6+Gf7fX9dlZOVVZOdexzxZ1FERESOTw0OJy+55BI2bdrE//3f//Hll18CYBgGlmVhGAZ33XUXl19++WEbqEhz2lQaZUtp41rNXJEgrQp20rpoJ6et/Yq+2xfH7M9NakO271YGjj6tKYcqIiLNpCBosqdGoFUcMvfbGgxw6cbPGTvzXxhmxXGF3jQKE1oSSMkg6/wJ2PsNafYQ6LTW7phwckVhmM2lUcLR2oHrzqCNwG0P4fxqGvaVC3Hs3s6Zu7dz5vJPidgclHkSSfHtwYrzEhxzEe+XJWH3l9MhfwODN/+Aa/4s/j979xkeR3m2ffw/M1vVrWrLlnvvNt00A8ah1xAgQGgBQgrkSSBAQkJIIYX3SXsIJUAKEAg1YDoJxZhmjCu4yr3LkqwubZ15P6wsaVerYluSben8HYcP2NnZ2XukkVZ77nXfl3vhPIJXfY/ICWd063m9tTXAzvrYB48l9VHm7ggwa6CP/7az1uQxa97l6rn3xR5z/g2kj53arWPcH4ZhkOoymwJzgOrDTiZv3uu45r9D6Pyr2r22ypNUTlqN4aStKd0iIiLSRfZqgaJbbrmFL3/5y7z88sts3LgRx3EYNmwYZ599NkOHDu2mIYoceO+0M7VrqF3NoIrNuEu20L9iGwVV2+hfuY3s2jJMmt+01btT+HTSl4gGg4zfupQBVdso+MedhNd+ieCV/wNeX0+cioiIdJPNNa2nOCdjODZjG0o4PrCBCZs+I3VBrDnJ1qPP5K+DZrG53xAGpbu5cXwq1kFSXT8s3aIw1WJ7XewcHQde2ph8LfKd9VEiR04lOm4aC3c28OFHS5i4ZQkTti5mWOlasuorsPsX0XDzL3AKh1BTXNfUZCe7tpTrv/gXI5e9g+/R3xLasZnQRdd3Sxfs+ojN3IQO4R/uDJHhNuNCZpdpcES+h493BjlhxZtc/sFDmDj8+/CvcvwZX+nycXW1NLdBbYsJH+XDJ5OT0Q9z5xbMzWuxh4xq87GtOnX7LKy1XwAQHTG+W8YrIiIifc9er54+dOhQvvOdg29dHZHusqshyvKEadxFaS4y3XDm4ucY+Z/HMJI0PoiaFjvTC9iRNZDNuSP44vCzuHTaAO5ZVI0VDTPri1c4Z+HTeD98E3NTMYGbftYjU9hERGT/hW2HFRVhlpSF2VQbocBvkepOXoHmC9UzZdMCRpavY1zlevJK1mMFm4M9x+0mePWtZB07m6/WR6kM2YzOdGEeRFNmDcPguP5enllX37RtYxszChoiDtVhBwOH5zYFaSgYy/qCscw5/BLGuhq40b8FZ9Qk8KcAMDXX0xRO7k7L477jb+ZX06fie/yPeF77F+bOrQS+8SPw+rv0nD7cGWq1rSZk83pCR/FjCjyMzbAofOkxTl/6bwCeP/JyPjnqIk51HTzfo7ake8ym6lCAGtskOvUYzPdfw/ris3bDyd0J4WSuGWme1j1qYvcMWERERPqc7mntKNJL7A5EeXpdfVzTm0FpLr43KRXv0w/ieesZHMMkOmoC9oDBsX/9i7AHFGHnDqAhYlJVGyXDgeuyXaS4TAamWmyrgzennM/nRdO5fe7/I2XrelJ+egOB635IdPqxB+6ERUSkTRHbYXVlhEVlIb7YHY7rPJ0Y4gBcOszD6EVv0P/1x3HXVsbdZ2fnYw8dTXToaCKHn4AzcCgA/VMs+qdY3Xka++ywPA8vbWyIO++27KyPMm9HkIZI874u0+D8SQU4KfFNVEZnuvC5DAKN+9aGbbYceSZF+QPx3fcTXIs+wP/Lmwh8954uW9sxYju8vyOY9L6aFtPwc+vLOXfVElI+fRvPhpVEDZMnjv8G88aeymj/wfl9SpSWEKDWhh2i4w/D/f5rWCsWET7z0qSPC9sO5cH4auD8ncUYkTDRQcN6pBmTiIiI9A1thpOTJ0/GNE0WLFiA2+1m8uTJTR0M22IYBkuWLOnqMYr0OMdx+GBniDkbGwgndFT9Ulod/v/7Na5FH+JYLgI33kn0iJmtjmEAee5YB++WxvVzs61xWtz27CE8ddXvufKdP+FaOA//H39E6OzLYwvUm4fGmx4Rkd6sMmizujJMcXWE5bvDcWFbe/KrdnD8A7/Hs7kYiE2BjUw5GnvoGOxho3Ey+nXnsLuF1zI4Kt/TZqjX0mubA63Waj5jsI+CJMGryzQYlu5iZYtZCtvqohROOIz6H9+P//d3YG0qxn/3jQS++0vsYWP2+1w+Kw3FhZAtZdeWctj6jzhsw8eMLFndtL3ek8KDs25lxaCpAHTuSjjw0tyJ4aRNdPw0AKw1yyASBpe71eNK6qNxH85m+0x862JTuu1Rk7pvwCIiItLntBlOHnvssRiGgdm4xs+e2yK9xebaCNUhh9GZLjxW87UdtR1e2NDAhztbv/k6cfsCjvrn/2HW1eD4Uwl88ydEJx+1V887Lssdt9D+5/UeGr59N543nsHzzF/wvPwE5vqVBG78MaRn7fP5iYjI/pm3I8i/NzRgJ1m6oz2Hrf+Iq+fehyfcgJ3bn+Cl3yJ62HEHvKlNVzhugLdT4WRiMDk03cXMQm+b+w9MtVqFk0cATuEQ6n9yP/4//QRrzTL899xM4Ft3EZ16zF6Ne0tthBc3NIAB5w/1J53SnVVXzvVv/47RO1c0bbPdHuzJRxE54kT+7J7E6qCn6b5pOa0DvYNResK6pTVhByczm+igYVhbN2CuXYE9dkqrx+1siA9vC/wW1prPAYiOVjgpIiIiXafNcPKBBx5o97bIoeyNLQ28sTkWEA7PcPHNCWm4TIP6iM3fV9ezpjLc6jGnbf+YC1/9fxiOTWTSEQSvvhUnJ3+vn3touoXXMpqmxdWGbbbU2ww+4xLsoaPx3v8zXMsXkvLTG6j/2SOaNiUicgDUhm3mbGw/mEz3mKS7jaYmMTgOpy99gQs/fQKAyOEnELj2B5CS1hND7hH5fovRWe6kr5NtcZkGl45MaXcNzUGp8RWVW+tahJvpWTT84P/h/fv/4v7gTbyP/pb63z0Nbg+dEYw6PLyyjurGSsn/t7Qm7n7DAAu4au59jN65gqDLy7LBh1E77QSOmH0C+GJrY86sCLN6RS0AaW6Tabmde/4DLXEt1D2du6PjpmNt3YBrxSJCycLJ+vgp3f19Blbx8thjtd6kiIiIdKFOtT5saGjgW9/6Fi+99FJ3j0ek2320M9gUTAKsr47w4c4gZYEof/i8ttUbLq9l8J2GhVz4WiyYDJ1zBYHv/3afgkkAyzQYkxVfbbGqIvYmLDp+Og0/+wvRgUMxy0pwLf5on55DRET2z8cloVbLegCkuk1m9PfyrYlp3H14BhePiAVXhh3lsg//woWfPoGNweenfZ3At+/uVcHkHsf1bx3Kucy2g8e2pnO3NDAhnNxWF8VpGQy7PQS/fjvRohGY1RW45r/T6fHO3R5sCiaTGZXp5qodc5m4dQm13jR+eMn9PDL7B4yYfWpTMAmxZVm+NyWdi0em8IOp6fgPgWY4kGxad+zrGh0/HQBrxcKkj0sMJ0fUbcOoq8bul4uT278bRioiIiJ9VafCSb/fz4svvkhVVVV3j0ekW62qDPPc+oZW29/YEuB3y2rYlfCHeLbP5Ac5pUz+128wbLtxPchr9ntq3tis+KLl1S0CUSc7n8jxpwNgrV66X88jIiJ7L2I7zEuYujw9z8O3J6bxs8Mz+MqIFEZlujENg8FpFnleuHrufZy04g3ClpuHZt1C6PSLe8U07mQmZrvJ8sb/CTkkzWq1xjLAqCx3u9O598j1mXFLrDREHCpDCeGwYRCe/WUA3G8+B52Ybl8Ttnl7W6DdfU70VnHEW38B4Mljr6MqJZuj8j1k+1qfz+A0F8cUeMnwdOpP6INCRsK07trGdVOjY6fgGCbm+pUQqG/1uJ318YHu4G2x6e7R0ZN67bUtIiIiB0an/7KaPn06n3/+eXeORaRbOY7Dc+uTT9FriDjUh+O3D0138T+j3Qz66y8xwmHCJ5xB6MJru+QP8nH94isnN9RE47qfRsfEpldZq5ft93OJiMjeWVIejqu081gGXx7uZ2SmGyuhQtCoq+Yb7/2BGcXvEXD5+P3pP2Hh8BkUpfXepmamYXBs//jAcWCqxdfHpjIt18P4fm5OGujjqjGp3DAutd3p3HsYhtGqenJrXbTVfpGjT8ZOz8LavBazE6+R/90aaLe7eIrbYOrHz2EF6tk1/hi2TZ7JUQVezh/m7/DYh4q2pnWTkoY9fAxGNIr7v/+OC3vDNq06dedsjE3pVjMcERER6WptrjmZ6Ne//jUXXngho0eP5sorr8TjOTTW2ZGes2BXiP82Vif091v0TzHpn2LRP8Uiz2cmnfJVF7ZZVx0hw2MyNL3Tl+M+KQ3YlDW0fqOTzPQ8D5cO95H22O+wtm/EHjCY4OXf6bJKgX5ek1y/1TQe23FYVx1hfGNoaQ8ZieP1YZZsxagsx8nK6ZLnFRGR9jmOw9zt8VWTR+Z7SHGZLXfCXLcC9ztzcH36DmnhMA1uP388/ces7T+OAalW/P690AkDvCwpC7GtLkqK2+CEQi+5Posrx6Tu8zEHplpsqG5ea3JbXYRJ2QlNZzxeIiefi+elf+B581kCSdZK3GN3IJq08U1LR2abuOe/C0DaxVdz69DMfR7/wSpxWndNiw9jIzNmY61biffZh3F9/imBq2/B6V9EeciIK0zNd0XxLP049pjG6eAiIiIiXaXTadA111yD4zjcdttt/OhHP6J///74/fGfKhuGwSeffNLlg5SD34c7gzy7rnlKUEl9lKXlzfebhkGe36S/3yLPH3vDVhaw+WJ3mEjjml4XDk/h+AEdT/3aV2uq4juHDstwsTtgU5WwDtVpg32c7mzH96vfY639AsftJvDNn4C3a6soxmS64sLSNZXN4SSWi+ioSbi+WIC1ehmRo07q0ucWEZHkiqsibKltfr0wDDhxz2tTsAHXx2/jfuclrE3FADiGQWTyUcw79nLW2YPwmgbnDOk9VXdt8VoG/zM5nR31UfL9sUZv+yvZupPJhE8+B/cr/8Ra/BFUV0JGVtL9XtsSaPobA2iail4ZbH7dP6nsc8yaSuzCIdhDRu3fCRyk/JaBZRpEG78W4ahDMOrgtQzCp5yHk56J5/E/Ya1aSsqd1xA69yrKCg6PO8Yx2xdi1NcSHTIKZ+DQA3AWIiIi0pt1OpzMzc0lLy+PUaN65x9usu8+Kw3x3PrWaxW1ZDsOJfVRShLWdDTtKNM3forLDvN5zTCOyxuP4eqeCsriyvhwcmK2mxyvyT/W1OE4scX8Ly8yOPLDf+B+4xkM28bOzCZ49S3Yg0d2+XhGZ7n4cGdzdc6aqjDQ/IY2OmYyri8WYK5ZBgonRUR6xH+2xVdNTujnJs9v4XrvFbxPP4BRXweAk55J+PgzCJ90Nk5+ITOAKWEbl2l0SVB3KHCZBkVpXfea3dlw0snKITrhMFzL5uNaOI/ISWe32mdbXZSFpfFVk2cM9pHjtfjLylrCNpwy0Ev+q28DEJ4xu9euo2gYBmkug6oWa3jWhW28lgWGQeSok4lMOAzvUw/g/uANvM89zJdy3mDjCTexKS/298+0lbHq0siM2QfkHERERKR36/RflK+++mp3jkMOUaUNUZ5aW9+ZNelbGblzJV/98C8MLt/YtC30ei72BVcTOe5LYHXdGx7HcSiuju/CPTLDxZB0F2lugy21UY7auoDc392HWV6CYxiETjkvtsZkanqXjaOlUZkuDKN5iaftdVGqQ3bTIvtad1JEpGdtrIlQXBn/WjFrkA+jbCfex/+IEQkTHTmR8MnnEDniRPDEV/ununv3VO7uNiDFwjSMprWhdwds6iN20inyNdNOoN+y+bgWzE0aTr6yqSHub5P+KRaH53kwDYNfHZVJIOqQEm7AtegDACLHnNI9J3WQSHMbVLXIamvCDtm+ljtkErzudiLHzML79/8lv3QLP3rxNt6cfC7/mXQ2hcULcEyTyNEn9/jYRUREpPfrVPqzcOFCNm7cSE5ODkcffTQ+n6/jB0mf8HFJqGmaEMSmb395uB/DgJJ6mx31UUoaonFTqHAczljyPBcs+CcAZWl5bMkZxuCy9eRUlsFf78V+4xmCX/460enHdUklw/Z6O67hjc9lNDUrGEUNE5/7X1yLPgQgOmQ0wau+hz187H4/b3tSXCaDUl1x0wfXVkWYnhdbz9UeNgbH5cbcuh5qqyEto1vHIyLS1/13a3xX55GZLoamu/A89TeMSJjwMbMIfuPOAzS63s9tGuT7TXa2mGXx/o4gpxXFT5N/b3uA/ziT+J1pYa5cBDWVkJ7VdP/aqjArK+JD5rOG+Jsa85iGQYrLwPXx+xjhENExU3By+3fbeR0M0twm0Px1nb8rxIaaCFNzPHGd16MTD6f+l3/lw9//kVNXvcXpS//NMcXvYdpRIlOO1hrYIiIi0i3aDSerq6u5+OKLmT9/ftO2/v378+yzzzJhwoRuH5wc3BzHYVFZ/JSp84f5mdG/9bqRDRGHkoYoFTtKGPT63xm26D84hsEXx17EA6MvIOTyYjg2J2z6iMsWP4W5fRP+P/2Y6MgJBC++AXv05P0aa3FV66rJPW9SvA/dg2v5Zzi+FEJf/jrhU84Fs2e6rI7Oig8nV7cIJ/F4sYePw1qzDKv4C6LTZvTImERE+qI1lWG+2B3/WnHqIB/m5nW4PnoLx3LFqumlW43KdMWFk29uCTAo1cXExsY4DRGHVzYFiPjSWVk4iYlbl+Ba+AGRmWcBsb9N5myKD5lHZLiY0C/hT17Hwf3OHADCM07txjM6OCQ2xfmocVmZD3aG+MGUdDwtliJYUe/ikSmXsGTk8dz439+SVV8BQORYTekWERGR7tHu/KNf//rXfPLJJ5x11ln89re/5Rvf+AYVFRXccsstPTU+OYitq47EVUS6LYMj81t0cW+ow1qxCPcr/6Tf/T9h/J2XcPwvL4sFkx4fge/8jEHX3gjeWCWuY5jMHXocK374KMHLb8JOz8Jau5yUX96E7/c/xNhdus9jLU5ohjMqM/YmxVq5OBZM+lOpv+fvhE+9oMeCSYg1xWlpdWUYp8U8tOioibFxrlvRY2MSEelrKoM2j62JXzt5cLqL0ZkuPM89jOE4hE85FydvwAEaYd9xykBf3PR4x4HH19Sxq7GB3OrK5kZ6C4c3fmj36dym/ZftDrO5Jv41/+yhfoyEWRjWF59hrV+Jk57Z66d0A6S3seRAWUOU5S2qTEsbojy2JrauavGA8fz8/P/HusFTiY6cSGTasT0yVhEREel72q2cfPXVVzn77LN57LHHmraNHj2a733ve5SUlFBQUNDtA5SD14LS+AqTSf1cpH72Htay+ZjrV2Hu2ISRsBilk5JKdMQEQhdeiz1sDG5izQYWt6jAXFzlMPTUCwgfdxruN57B8/q/cC35CLNkC/U/+r+4qVudYTsOa1uFk25wHDzPPQpA6PSLcXLy9+q4XWFYhgu3aRBufKNVGbQpC9jk+WMBaXTYaADMxq6wIiLStYJRh3+sqaM23Pxhm2HA2UN8WJuKcS39BMfnJ3T2FQdwlH1HltfkqjEpPLC8rmntyWDU4dFVdfzPpPS4IG3x0KO4fN6DeFcuIlJTiZ2WySsJVZOTctwMTW/9565nzuMAhE77Cnh7f3f1xMrJllZWhJmW6yEQcXhkVR2BSPPfbpXpuVR9/14astw9MUwRERHpo9qtnNyxYwcnnxy/8PUpp5yC4zhs2bKlWwcmBx/HcZqq+sK2w5KEKd1nL3kO3/134/7gDaztG8G0iA4bS2jW+QSu/yF1v36Muj+/TOCW32IPG9P0uCk58X/wLioLE4o64E8hfP5V1P/2n0QHDcfcsQX//94ODe13Bk+0vS5KMNr8h3aq22RAiom1bD7W2i9iHVdnf3kvvxpdw20aDMtIqJ5sEaTaQxrDyY1r2KeuQyIi0qad9VF+t6yGDdXxH2B9qcjHqEw37tefBiA882zIyDoAI+ybRmW6OXdo/PrmJfVRnlxbz8qK5u9VrS+DFYOmYNhR3B/+hyVlYUobmqeEGwacObh18GiuWoK1ZhlOajrhU87rtvM4mLQbTlZGcByHJ9fWU1If3yH97CF+RiuYFBERkW7WbuVkOBwmNTU1btue23V1dd03KjnoLC0PMWdjA/URh6m5HqK2Exf4nbTuPYre/nusy/UF1xCdcBj24JHg9rRz1Jjx/dx4LCMWSAI1IZt3twf5UlHjdO+sHAK33ov/F9/G2rAK/+9up+F7v8LxpfBFRewP6knZ7lZTtvbYWhf/h/bQdAsjEsbzrwcBCJ11GfhT9unr0hXGZLlY06I77JrKCMc1rtvp5A3ASUnDrK7AqCjDyc47UMMUEelVFpeFeGptfdNrzx5j+7n50iAfRukOXJ++i2NZB+wDrL7shAFeNtdGWVja/EHosvJQq/3eHzubSVsW435vDsUjz4i778h8L/1T4pdqMSrK8P7z/wAInXoh+OP/zu2t0trpJF8Tsnm8uL7V13d6noeTCluvIy4iIiLS1Trs1l1TU0NpafNaf7t37wagqqoqbvseeXkKT3qTiO3w8qYG5m4PNm37eGcwbp+jiudy6dz7AAhd9p3Yuo17wWMZHNffyzvbmqdivb0twDEFHjI8sT+mnawcGm69F/+vvou1Zhm+33yfh86+i8WBWIB5VIGXS0cmDxgTw8lBqRaeF/+BtX0jdsEgwiefu1fj7WqjEtadLK4KYztOrGGPYRAdOhrXikWYm4qJKpwUEdkvyV7X9hiYanHFqBQMw8D95rMYtk14xuwDsuxHX2cYBhePSGFnfZRtCa/jLS0bcjh1admk7tiCa/VSyBrXdN/UhJkZ5ppl+O77KWbVbuzc/oRnX9ht4z/YtFc5CbCoND6YzPc4XDIipc0PfkVERES6UrvTugFuueUWxowZ0/TvmGOOAeCqq66K277nnxyaHMehNmzHNWOpDNrc90Vt0jdwAIYd5cuf/IPr3v0Dph0ldOalex1M7jFrkJeUFn84h6IOr2+JXzeq2FfA01/9DTX9+uPasIpzn7idjPpKABbsCrWqftljS238m5qx5Wtxv/oUjmEQuO528BzYqoBBqVbcuTdEnLhA1R4yCgBr4+oeH5uIyIG0siLMixsaKK4Kd7xzJ1QGbf68PPnr2uH5Hm6elE6q28SoLMc99zUAwmdc0iXPLXvPYxlcOzY17jUyUdR0sXRSrNv2+EWvx903MDVWNWlUluN99Lf477kZs2o3kXHTqL/rQUhN777BH2TSOwgnW0pxG3x5QCSug7eIiIhId2q3cvK2227rqXHIAVQXjr1Z214XZViGiytHp7KjPsrjxXXUh5MHfv5gHde/8zsmbVmEY1oEL/8Okf2oQExxmZxW5OeF9c3rSX5SEuSEAV4GpFjsDkR5cEUdETubRaf/nO+9+lMG7d7ED17+Ef975t1UpOWyqyHKoLT4S9p2HLa3CPrSGyoZ++JvMByb0OkXYzd2wz6QTMNgVIabpS2mU62pjDC48VzsoXvWnVRTHBHpO1ZUhHl4ZS2OA3N3wPcmp1OU1uGEjzZtro3wlxXxjW8AXKbBBcP8HFPgiVWJOQ7ef/weIxQgMv1Y7KLh+3sqsh+yfRZXjk7lwRW1bS69PHfsbI755Fmmrv+YzKN3U5WSTbrHJMOM4n7tGTwvPYYRqMexXIROv5jQBVeDte/X0qGovWndLRkGXDU6FSPJ7CgRERGR7tLuX2a33357T41DDqDXtwSaArwN1RH+39Ia6iJ2qzcBWV6T4wd4Wbt6I5e99HP6V27DTssg+O27iY6btt/jOLbAw7wdwabF7B0HXtrYwDfGp7GoLEyksaN1RVouvz3nF3zv1bsp2r2RW1/5Mb8877fsbEhlUFr8MXfW202dsNMC1dz66k9x795KtGgEoQuu2e8xd5XRWa64cHJ1VYRZg2L/H90TTm5acyCGJiLS42zH4em19U2vQ44Dn+4K7XM4aTsOj62ubxVMZvtMrhqT2vRhEIC1YC6uRR/g+FIIXn7zPp+DdJ0xWW7OHuJnzsaGpPdv9OZQNu4o8lZ8zP+8eje/O/NujivfQMqzf8Us2QpAZOoxBC/9Jk7/op4c+kHDkySbbMzi45w7NNYAp1jZpIiIiPSgzn2M2g0efvhhZsyYQVFREUVFRZx66qm8+eabQKwRz1133cWMGTMoLCxkzJgxfP3rX2/VIfzMM88kKysr7t811xw8gdOhoC5sM78kfp2h2PTu+P3G9XNz65R0TnV28D//voP+lduIDhpOw08f6pJgEsAyDc4ZGt9Vc1VFmFWVYVZWxE/pq/Fn8f/O+hmbcoaTX72Ta977IztrW0/721Ib6+o5dFcxt7z8Ywp3b8IuHELgB//vgE/nbmlMVvwb7g3VkaZQ1ckfiONLwawow6jafSCGJyLSoz7dFaIqFB8kfr5736d2r66MUBZIWOKjn5vvT06PCyaprcL7+B8BCF7yDa01eRA5qdDLSQNj60ynJyRtUdvh1VnfZHvWIAZVbOaXT3+TC57/GWbJVuwBg2n4/m8I/M+v+mwwCbE1PFt23c72mcwsjO+IfliehxMHHDx/G4mIiEjfccDmtBQWFnL33XczYsQIbNvmqaee4rLLLuO9996jqKiIpUuXcssttzBp0iSqq6u58847+fKXv8yHH36Iy9U87Msuu4yf/OQnTbd9Pl+yp5M2fFQSagrBkjEMOGOwn1mFHqz1K/H/4YcYNVVEJhxO4Kafga9ru1xP7OdiRKaLdVWRpm0vbGigrCH+TarPZVDnS+f+2bfxkxe+z5TNC4m89gjWUdMwAvUYDfUQbCBvRzU3bN/CEes/AqA6dxDWbb/DyejXpePeXzlek2yfye5A7DwjtsP66ghjstxgmthDRmGtXoq5sZjolKMO8GhFRLpP2HZ4I2HNYYitF1kTtknv5PTUz3eHmV8SZGCq1aqhypQcD1eNad3sw/vP+zCrK4iOnULkxLP2/SSkyxmGwblD/Zwx2IcB/PHz2qYPIAHmh9JZevbPm2ZVRHypRC+8mvDJ54Grb03hbstXR6bw0sYGQrbDaUU+cnwmG6ojbKyJMCXHw8VqgCMiIiIHyAH7a+3MM8+Mu/3jH/+YRx99lAULFjBx4kRefPHFuPt///vfc/TRR7N69WomTJjQtD0lJYWCgoKeGHKvE7Ed5u1I3uwGIM1l8I2UrQz/+GNcC9/H3BGrXI1MOpLATT/vlsrDPW8+fre0pmnbrvr4N5UFKRZ3TMtgc22E3y2Fh0/6Lje98UsO+/Tf8Om/4/ad3PjfiOniP5POJvvirzEh6+AKJqGxoiHTzSeB5u/H6srGcBKINoWTqxVOikivVRO2eaq4nsqgnfT+dVURpuZ6OjzOroYof1tVh+04fJGk4vKEAd5WIYy19BPcH/0Hx+MlcM2tYB6wySXSDrcZ+75le0221DZvD9sOYX8Wvz3nF0zd+CknnXEi+QU5B2iUB6csr8mVY1Ljtt08KQ2H2PrXIiIiIgfKQfFRcjQa5cUXX6Suro4jjzwy6T41NbGwKisrK277888/z/PPP09+fj6zZs3itttuIz29/e6LxcW9s7HI6jXFrK0zWFxtMT0zyqjUtisiAT6vNtlSZjXddhkwNT0KG9dxwrZPmbZlEb7q5mnEEX8auycexfZTLsTZtLnbzgOgyLb4ojb5G8Nxpk1xcQkhG6qq3XyYNZKUw6/g6C2fUZThxvH6iHpi/+bVpVDjTmHRgCmUpOfz7eoyiuvLunXs+8pfY1JV3fz9+CRYybhwrCok25vGEKBu9Rds6uD67a3Xt+w7XRPS0sF6PWxqMPj3ThcJn0fF+XBNBakV7ezQ6OMKk4oqK+l9/dwQLSmjeFfzNqu+lrEP/waA7Secw67qBqg+OL9O3eVgvS7aEqqwqKpu/XdCFfDfAdOZWrWbqmothbI/DrVrQrqXroe+Td9/aUnXgyTqzDUxatSodu8/oOHk8uXLmT17NoFAgNTUVJ544om4qsg9QqEQd955J6eddhoDBw5s2n7RRRdRVFRE//79WbVqFXfffTdffPFFq6rLRB19UQ5Fry5ey/xIHtUhG1ywxePmjFHx3WFqwjarKiK4TRjfz82/llSTmdFcnXJSjsNX5j6I+6O3mrbZWblEDj+e6OEnEB09iRTLxcgeOJ9rBtvcs6g66ZTzk8enMSozVlE4rLaK3QGbT6efz6fTz+fWqRkMTI29IZ1fEuTNtc3dvwvdJtPHZhy0U5b6h23ebahqut1gQOHQTFLdJqYTgJf/TmZ9VbvXb3Fxca+8vmXf6ZqQlg7W62FxWYg3yupxpzpkJrnfcGyGl6wh03ExeuJInLTMdisb315RS2Y4+RqVpw/xM3pQbAkYY9tGPP/9N64P38QIBogOG0vmV28gs491cj5Yr4v2lKQHWbmuPul9g9NdjBnd/gfV0r5D8ZqQ7qProW/T919a0vUgibrqmjigf32PGjWKefPmUVVVxZw5c7jxxht55ZVXGD9+fNM+kUiE66+/nqqqKp566qm4x1911VVN/z9hwgSGDh3KKaecwpIlS5g6dWoPncXBId0F1fXNQeOqyjAVQZt+XpNNNRHm7QyypEXH6ziOw5idK7nolYdxb9+I4/ERnnUekcNPwB429oBMbevnNTmx0Mt/t8avO+a1DIalN1+2BX6raZ1GgJL6KANSTF7ZFOCdbfGPLUqzDtpgEiDdbVKYajV1TnccKG6cwuj0j7XuNku2xu44iM9DpDeJ2g4Ly0LYDkzL9eC19LPX1d7bHuDFDa27MA9Nd3HhcD+PfryJq977PyZuXRK742lwDAP8qTgpqTgpaTj+VGrcqVSk5WGc81XWVydff9ow4IgcC2vRB7j/8wKuFYua7ouMm0bwmluhjwWTh6psb9t/m+z5kFJEREREDg0H9C9wj8fD8OHDAZg2bRqLFi3i/vvv57777gNiweS1117LihUreOWVV8jOzm73eNOmTcOyLNavX9/nwsn+Xidu0X/HgefW11MdcuIWjE80afNCzln4L4aVrgWIdbX8zs9wBg7tiWG3a9ZAH5+UhKgNN4ePY7LcuMzmcKB/ihXXyXtDTYQFpaFW3b0Bjs7veJ2yA21MlrspnARYsyecTM/C8aVg1NdBbRWkZx24QYr0Ebbj8OiqOlY0/j75YneYr49L6+BR0lmO4/Dixgbmbm+99vHsIh+nFflwrV7G3c//mNSGamq9aZSn5TOwfheuhlqor8WorwVKAOjX+K9u0dtMOe4GFow4Lv6DHMfhq5vepvD55zHLdsY2eXxEjp1NeNb52IOGdf9JS5fJaSecLExROCkiIiJyKOl0ONmvX78Oq858Ph+FhYWceOKJfOc732Ho0KF7NRjbtgmFQgCEw2GuueYaVq5cySuvvNKppjfLly8nGo32yQY5hgEz+nt5tsUUp+VJmgBAbHrcoPJNnPvZU0zdvAAAOy2TyCnnETr9YvB3bQfufeVzGZw+2Bd3TtNz3XH7FPjj35wka/DjMg2+MsLfqSYKB9roTBfvbmu+vaayMVg2DOyCQVib1mCWbMNWOCnS7d7aGmgKJiEWTm6pjVCUpsq6/RW2Hf5ZXM+SslDcdtMwuHRkCkfke7CWL8T3hx9ihIKsGDiFR2feRFVqNofne7h8uBca6qmsqGLOyjLqqmpICdZx3Or/MmXzQm5453ecvvQFPhxzCsUjjyYjL5fT//Nnxix7GwA7r5DwrPMJH38apGr676Eo25c8nHSZBuP76WdURERE5FDS6b/efvCDH/D666+zcuVKTj75ZEaOHInjOKxbt4533nmH8ePHc8IJJ7Bu3Toee+wxnnvuOV5//fW4Kdot/fSnP2X27NkMHDiQ2tpannvuOT744AOeeeYZIpEIV155JYsXL+app57CMAxKSmKVERkZGfj9fjZs2MAzzzzD7Nmzyc7OZvXq1dx5551MnjyZo48+umu+OoeYw3I9DLj/TkZv/5yw6SZi7fnnImy5iZhuopaLgsptZASqAWhw+9lw6uUMPu9C8CafBncgzSjwEIw6LK8IM6Gfmyk58eFk/w6qIzI8JteMTWVo+qHxRmV4hgvLNIg2Tr8vC0TZHYiS7bOwCwY2h5MjW6/NKiJdZ3VlmDe3BFpt/6gkxMUKJzvNcRxWVUYoaYgyNcdDltekPmLz6Mo61lXHV/V7LYNrxqYyJsuNtWIRvt/fgREOUXrUafx+0tdxzNjv+8VlYc4a7GdH2M9j220aUtOgsQHx4qFHccLKtzh/wT8ZXL6RwR89Ch89iuNPxWiow/H4CF79fSJHn6Ju3Ic4t2mQ7jGpCcV3dj93qJ8cnyonRURERA4lnX6HNXjwYHbt2sUnn3zCiBEj4u4rLi7mrLPOYty4cfz85z9nzZo1zJ49m1/84hc8+eSTSY9XUlLC9ddfz65du8jIyGDChAk899xznHLKKWzatInXXnsNgJkzZ8Y97s9//jOXXXYZbrebuXPn8uCDD1JXV8fAgQOZPXs2t99+O5bVN/8o9bkMcgniCwfw0fpNdUu7U3NYNvhwFh7/Va49ZjCYB+c6aoZhcPJAHycPTB6cFvjb/l4PTndxzZhUstqZ+nWw8VoGg9MsNrR4076zwSbbZ+EUxJpBmSVbD9TwRPqEyqDN42vqcZIs0buwNMS5Q/z4XAfn78yDzYLSEE8Wx6rf39wS4GujU3lpYwM7E1pyZ3hMrh+XyqA0FwQb8D78K4xwiPDMs/F+7bvkLKmjLBB7TNR2eGRVHdvqIq2/R4bB++O/xEdjTmbKpk85uvh9Ju9ajtVQh52VS+B/7sEeOronTl16wLgsF5/uilXfukyDy0alMO0QmCUhIiIiIvE6HU7+8Y9/5Otf/3qrYBJijW2+/vWv8/vf/56vfvWrjB49mquvvpq//e1vbR7vgQceaPO+IUOGUFlZ2e54Bg0a1BRgSjP7B7/lR0t2Ux8IkmZEObyfweFZ0M+yIRyCSBg7M5svrAKCNnwt1xO3huOhxu8yyPSYVCVUThyR7+ErI1JwH4Lnlu012dDidnXjudmN4aRRsi3Jo0SkK9iOw+Nr6uLWum0pFI01yDm2v7eHR3ZoerfFepINEYeHVtS22qcgxeKGcalkN1a7eV59CnN3KdEhowle+V1M0+LkgV6eabHEx9Ykaynn+S1KG2IBZsRys3D4sSwecRz/e1QaZsk2nNz+4NH3rTe5YFgKKS6T2ojNiQO8WnJBRERE5BDV6b/iNm/ejM/X9rRfv9/Pli1bmm4PHTqUQKD96j3pellpPm6ZMYDSBps8v9kUziW+zZ7e80PrNuP6ufmkJPYG2DDgvKF+ThjgPag7c7cn0xNf6VkdipUG2QUtOnaLSLd4ZVOg1XTjXL9FWUNzpd+HO4PMKPAcsr9jekpJfZQdddF29xmR4eKasamkumO/94zSHbhf+xcAwcu/A41TuY/I9/D6lkCrKbwQ+71/9hA/x/b3ctsnlXH3jc5yYVgunMIhXXBGcrDxuQzOG+Y/0MMQERERkf3U6fmuw4cP58knn6S2tnXVQ01NDU888URT522ALVu2kJub2zWjlL3iNg0KU61DsmpwX5w71M/MQh/Tcj18Z2I6Jxb6DunQINMTP/bqxgoup3+LcDLZfFMR2S+f7w7zzrb4D9XGZLn55vjUuKbP2+uirKhoXbkn8ZaUJ2/KtsfEbDffmJAWCybtKNaiD/Hdd1dsOvcxs7BHT2ra120azCxsXfWY4jb4xvg0Th7ow2sZnDkkPqialrBOsYiIiIiIHHw6XTn5wx/+kCuvvJLDDz+cSy+9lGHDhgGwfv16nn76aXbt2sU//vEPAKLRKM8++2yfbUwjPcvfyyonMhIqJ/dMWXfSs3B8KRj1dVBbBerYLdJldgeiPFlcF7ct02Ny+egU0t0mE/q5+WJ3c9j28qYGxvVzYR7CH4R0t8UJnbhbmp7n4bKRKVi1VbjffxX3u3Mwy2KN7+yMfoS+cn2rxxxb4OWDHUEqgrHfiYWpFteOTY1rfnJyoZfShlh4PCHbzRH5Wn9QRERERORg1+lw8qyzzuLpp5/mrrvu4g9/+EPcfRMmTOBPf/oTp556KhDrzvnyyy+TlZXVlWMV6RMy3MmndWMY2AWDmjt2K5wU6RIR2+Fvq+tpiDRXJJuGwVVjUklv/Hk8rcjH8opwU9Hyzvoon+4KcXSB1jBMZmd9tFXTm2P7e9leH2VitptTAhvwPvxvXJ++ixGJhb52fiHhk88lfPzpkJbR6pg+l8G3JqbxcUmITI/J0fkePFZ8OGyZBl8dldp9JyYiIiIiIl1ur1YOnzVrFrNmzWLnzp1N60sWFRXRv3//+IO6XAwePLjrRinSh2R6499st2z2YxcMbA4nR07o6aGJ9Eqf7w6zJaHBytlDfAzLaH6JHJTm4rA8D5/taq4GfH1zgOm5rQMygSXl8VWTo7PcXDQiBQD3G8/iferPADiGQWTK0YRPOZ/opCPAbH+1mVyfxdlDek+lvIiIiIiI7GU4uUf//v1bBZIi0jUSKydrwg6O42AYBk5jx241xRHpOptq4iv8JmS7k65veOZgP0vKwmRWlTBt43zeHzebNVUpTMzWuoaJPk9Yb3Jq49qPrvdfbwomQ1+6iPCpF+DkDejx8YmIiIiIyMFjr8LJaDTKO++8w8aNG6moqMBJaMphGAY/+MEPunSAIn2NxzLwuQwCjVNMo7ZDbcQh3W1gN4aTRsm2AzlEkV5ldzC+A/S03OSduPt5Tab2Mznj2V8xuHwjA3dvompM333Nsx0n6ZqbdWGb7S2mdBsGTMpxYy35CO9f7wUgeNm3Cc/+co+NVUREREREDl6dDieXLVvG5ZdfztatW1uFknsonBTpGpkek0Ck+c19dcgh3U1TOGnu2n6ghibS61QkhJPZ3ranFh++5DUGl28E4PjVb7Ng6THQf1Z3Du+gE7YdHl1Vx9qqCJOy3Vw0wk+Kq/lrtqEmSss/EwakWGTs3oHvoV9iODahc65QMCkiIiIiIk3aX9yphVtuuYXa2loef/xxNmzYQEVFRat/u3fv7s6xivQZiR27q/d07M6JLadglO/s8TGJ9Fblwfhp3W2Fk0ZlOVPeeQyAz4YdA8Dkf/8BY/eu7h1gD1tSFuL3y2p4bE0dNWG71f3vbguyqiJMxHZYXBbivi9qm35HAayrjl+/c5Q/iu++n2DU1xGZfhyhC67p9nMQEREREZFDR6fDyWXLlnHzzTdz5plnqgu3SDfLcCdviuP0y8GxLMyqCggFD8TQRHqVYNShPhzfpTvDk7zBjee5R3AH61k6+DAenHUrnxdNx9tQi/vVp3pquN3u891h/r66jk01ERaVhnh5Y0OrfRKb3Wyvi/KnL2rZHYiFvBtahpOOw6n/eQBr8zrsgoEErrs9Ns9bRERERESkUafDyfz8fFyufeqfIyJ7KbNV5WRjeGJaOP3yADB2l/b0sER6ncQp3f28RtJ1FGmow/XJf3EMg6ePuRYMg5cOuwQA18J5YLeuMDzU7KiP8viaurhtS8vDbKuL8qfPa/jNkmrm7QiyvS7a6rFlDbGAcktthM21zfcfv/q/9F/wFo7HS+DbP4OUtG4/DxERERERObR0Opy8/vrr+de//kU4HO54ZxHZL5kJlVvVLaZWOjkFAJia2i2y3xKb4fRrY0q3a+EHGOEw1cMmsisz1l16Y95IatJzMSvKMDes6vaxdqf6iM2jq+oIRePXlA5GHe5dUs366gg76qI8v76+zWNUBm3++HktduOCk0NK1/HVDx+OHeeq72MPHtF9JyAiIiIiIoesTpdCFhYW4nK5OOaYY7j88ssZNGgQlmW12u/888/v0gGK9EWJa05WtVjPzc4pwAKMspIeHpVI75MYTra13qTrk7cBqDjspOaNhsGa0cdw2MKXcX02j9CI8d02zu5kOw7/WF1PWUPrisg2OQ7ZtaXkG0EaGoK4oyHckTCeaAhPOMDUTZ9y2IZPcNkRwiedQ+TY2d13AiIiIiIickjrdDh57bXXNv3/3XffnXQfwzAUTop0gcRp3VWh5momJ3dP5aTCSZH9tTuQEE76koST1ZVYyz/DsSzqp58IG5rvWj6iMZxc+D6hr1x/SK6n+PKmAKsrOz8rYkDFFr764cOM2/55u/vZhsnOqTNJu+zb+ztEERERERHpxTodTr788svdOQ4RaSGxIUd1QuUkgKFwUmS/tVpz0tM6nHQtmIth20QmH4UrMwuobrqvuP847PQszJJtmFs3YBcN7+YRd63PSkO8uy0Qt21wuovtdVEidvwUb9OOcvaipzl98Qu4nCgBTwru/AJweyiPuiiLughbbsKWm+39ivhg7Cy+eeII0tytZ1mIiIiIiIjs0elw8rjjjuvOcYhICxnu1g1xHMfBMIymNSc1rVtk/yWGk60qJx0H90f/ASBy9Cn4EnK2BsckOv1YzLmv4lowl9AhFE5uro3wr7Xxa0hmekyuHZvKU2vrWVXRXE2ZXbOL69/5PSNLVmFj8N642ZSecy2nj4/9PvI7Dqu3BXl1U3N37xyfSU4b0+RFRERERET20LsGkYOQxzLwuZqrJ23HoTYSq2KyNa1bpMt0tOak+5UnsdZ+gePzE5l+HF4rvqo5EHWIHBlbh9L9+r8wNxV374C7SHXI5q+r6uKqI12mwTVjU8n0mEzo527a7g018IOX72RkySp2p+bwv2f9jCeOv5HxRTlN+xiGwamDfFw6MoU0t0mW1+QrI1IwDsFp7iIiIiIi0rParJz81re+hWEY/PGPf8SyLL71rW91eDDDMLjvvvu6dIAifVWmxyQQaW5QUR1ySHc3d+s2dpeCHQWz/SmTVSGbT3eFyPaaTM91KywQaRS2nbglEwwDslpM63bNfxfvcw/jGAaB634I/hR8dutu1pHx0wkfdxruD97A98c7qf/pQ5CR1bRPxHb4z9YAm2ujHJbn4fA8T7efW3sitsPfVtdRmRDMXjwihSHpsT8LJma7eX59bPsFC54gt7aUhqKR/OXMn7LJSOPUAd6mfVs6qsDLUQXebj8HERERERHpPdoMJ99//31M08S2bSzL4v333+8w1FDoIdJ1MjwmJfXN4WRVyGZgqgUeL3ZGP8zqCozK3TjZeW0eI2o7/H5ZTVMIURP2M7PQ1+1jFzkUJDbDyfSYWGbsdcxcuxzvw/cAEPrKDUQPPx4AyzRwmwbhxpDScSDkGBhX/g/mjk1Y61biv+8uGn7wv+CKvcTO3xXizS2xdR1XNk6VPlABpePAc+sb2FAdids+s9DHEfnNY+rnNTmqwEvZ0qWctPx1bNPCuf52vj14UNMSEyIiIiIiIl2hzXDy888/b/e2iHSvDHf8m/8PdgQZm+XCNAycnHyorsAoL2k3nFxeEY6rjnpxQ4PCSenzdtRH+fvqurjwH5qndBulO/D94UcY4TDhmWcTPv3iuP28VnM4CbHqSa/HS+A7P8f/0xuwVi/F8+R9hL72XQBWVMR3wn5iTR35fpMUl0GG28RjtR/0LdgVYml5iJGZLk4Y4MXcj2BwSbXJJ8Fg3LbRWW7OGdr698Ilwzy4Hn4QE4fgGZdgDx4J6INIERERERHpWlpzUuQgNTwj/rODFRVhXtoYazaxZ2q32UFTnNKEyjARgX9vaGgVTEKsWpC6Gvy/ux2zppLIhMMJXnFzbL53Cy3Xg4XYupMATr9cAjf9HMflxvP2i7jeewWALbWtn+t3S2v4xcJq7l5YzZbaSKv79/isNMQ/i+v4YneYFzc0sLQ83Oa+HakO2bxdFr8MRK7P4srRKUkDT9fnC/Dv3ISd25/wuV/b5+cVERERERFpT6fDyZ07d7Jo0aK4batXr+a73/0uV111FS+//HKXD06kLzsy38OgtPiAcu72IGurwti5/QEwdrcfTiYryHIcp/VGkT4iFHVYW5U8DMx22fjuuwtz+yaiA4cS+PZPm6Zmt5TYgHpPOAlgjxhP8Orvx/Z77A/Yq5ZRE277Q4K6sM1rmwNJ76sM2jyxpi5u28qKfQ8nX98SINTix99jGVw7LpVUd/I/Bdzvxl7XwyefCx6tIykiIiIiIt2jzWndiW6//XZ27drFa6+9BsDu3bs544wzqK6uxu/3M2fOHJ588klOO+20bhusSF/iNg2+PjaV3y+roapF044l5WHGdbJyMlkm0hB1SHFpWqb0TZtqI9jJAnrH4djX/oxrxSLsjH4E/udXkJKW9BiJlZPBaPzxIsedRmjTWjxvPUfKfXeRdfZvqUjLbXNMa6oiBCJO3HEdx+H1T4s5ZcWn5FaXkNFQxRtTzqMkffRenG2zrbURPimJn8595mAfA1KSN9Qydu/CWvoJjuUicrxe10VEREREpPt0unLys88+45RTTmm6/fTTT1NVVcXcuXNZt24dRx11FH/605+6ZZAifVWW1+TMIfFrwdWFHeycfACM8vbDybpw6xCmOqTKSem71lUnr5o8ct08Bi14A8ftIfDde3DyBrR5DJ+VOK279T6hS75BZPx0XDUVfOutX+OKtl3xGLUdVlY23l9XQ+itF6n+4Te47pEbuPSjRzn1i1c4at08vv3Wr4nWVHd8kkm8tClAy0w2z29xXP+2qyFdc1/DcGwihx2Pk9Fvn55TRERERESkMzodTpaVlVFQUNB0+80332TGjBmMHz8et9vNhRdeyKpVq7plkCJ9WXrClMu6iIOzZ1p32c52H1sbaV062d4UU5Hebn11fJKY4zOZnOPhoh0fAhC6+BvYI8a1ewyv1X7lJACWi8C37qK2X3+Glq3jpOWxWQcnD/Rx7zFZcY2pTDtK1acf4f3zT/HfdAHZ//wDA7evJuD28fHIE3n2qK+xMXcEObWlnP3fP2Pbe/czvKE6QnFlfDh63lB/U2fyVqIR3O+/CkBk5ll79VwiIiIiIiJ7q9PTurOysigpiVVp1dfXM3/+fG677bam+w3DIJjQAVRE9l/iFOz6iIOdX4hjWZjbN2GuXoY9ZnLT/RHboSpkk+Uxk1ZO1qhyUvoo23HYWBNfOXnD+DTyzRCpaxcDEDlyZofHSaycbIi08TOVlsl/Z93Aec/ezZmLn+ODMbMYkJKK2zSYkuPmve0BMut2c+srd9K/akdsjBisGDiFj0bPZNHQowm5YyHmomFH85Pnv89h6z+i4u1XME89p9Pn/e72+NfmUVluxvdL/vJvVJbjfeDnmLtLsQsGEh03rdPPIyIiIiIisi86HU4effTRPProo4wePZq3336bYDDI6aef3nR/cXExAwa0PQ1ORPZNqjsxnLTBn074jEvxvPwEvod/Tf0vHgFfCjUR+NXiasoDNkVpLsJ2kmndqpyUPmpLbZRQiyrHNLdJns/EWrwIIxwmOnwcTmZ2h8fpVOVko08GTGfcgAmM2bGc05b+m4IjbwRgSLpFPyPMN9/6Ff2rdlCaXsC8sbP4eNTMuPUpR2W52V4XpTRjAE8cdwPXvfsHMp/6E4GiIdhjp3Q41tKGKJ/vDsVtmzXQi5GkO7e1YhHeB3+OWVWBnZlN4PofgtnpCRYiIiIiIiL7pNPvOu666y48Hg9f+9rX+Mc//sE3vvENxowZA0A0GmXOnDkce+yx3TZQkb4qsXJyTzVk6LwriQ4eiVm6He+/HgRgQaVFeSAWPm6pjbCzvvVieFpzUvqqDQlVkyMyXBiGgWvJRwBEph7TqeP4W605mfxnKmw7lAdtnjvqawDM+vxlBgR2A7EX3xs++DPDStdSmp7PL8/7Da9N+3JTMOmxDL48IoVvjk9lREbsc8T5o07kPxPPxoxG8P/pxxglWzsc69wdwbi1JvM9DqMzEz6XtKO4X/wHvt9+H7Oqgsi4aTT87GHskRM68+UQERERERHZL52unBw2bBifffYZq1atIj09nSFDhjTdV19fz7333svEiRO7ZZAifZnfMjAMmgKGYNTBdhxMl5vg9T/E/9MbcL87h8hhx7GpIQ/a7nEBqHJS+q7EZjjDMyywbawlHwMQnTajU8fpbOXkrgYbx4EN+aP5bNgxHL7hY6yn7iPwnZ/h/u+/Gbl8LgG3j//70g+p9Wc2PW5EhouvjkohxxfrpJ3tbf4c8Zmjr2RieBcDVs/H98c7afjZw+ByJ33++ojN/JL4qsmj+9lxVZNGdQXeB3+Ja/lnOIZB6NwrCZ33NTCTd/EWERERERHpans1X8vlcjFx4sS4YBIgPT2dM888s9V2Edl/hmG0WuOuvnGNO7toOKELrgbA+8hvqa2p7/B4qpyUvihiO0nCSRfmpjWYVbuxs/Oxi0Z06li+hNyuoY1wsmXl8jPHXE3I48f12fu45zyO5+lYtfMzs25ie3bstdNtGpw/zM+3J6Y1BZMA/bzNP/+OafHmubcSzB+EtW0j7tf+1eY4V1dG4pZ2yPSYjEtr/nDCXL0M/4+viwWT6ZkEvv/b2O8TBZMiIiIiItKD9iqcjEajPP7441xxxRWceOKJnHjiiVxxxRU88cQTRKOtp4+KSNdIdcX/qNa3aMARPv1ioiMnYFaWcdXCJzo8lrp1S1+0vCJMfYsGUX6XwcBUC9fCDwCITj0GkqzDmExi5WSojZe/luHk7rQ8ls5q/CDh+UcxwiHCx5/OkWfNZlquhxn9vdw6NZ0TC32t1oPMTkhDP6i0+L8jrgPA9dLjGCXbkj7/2qr4MHZ6ngfLAGwb96tP4f/1dzEry4iOnkT9zx4hOumIDs9dRERERESkq3U6nKyuruZLX/oSN998M3PnzsVxHGzbZu7cudx0002cdtpp1NTUdOdYRfqslFZNcVpUapkWgevuIOL2csKmj5m+4eN2j6Vu3dIXJU5vnpbrwdq5BfebzwKd69K9hy9hHdhklZMNEYflFeG4bdUnnE10VGz5EzuvkOBl32FQmosrx6TylREp5PuTVyz287QOTVcNnMzHI0/EioTw/fW3GLtLW+2zNqFSdFSmCxwH71/uwfvMQxi2TeiMS2m47fc42Xntn7SIiIiIiEg36XQ4+Ytf/ILFixdzzz33sHbtWt5//33mzZvHunXr+NWvfsWiRYv4xS9+0Z1jFemzEpvixIWTgNN/EHNnxqqyrpj3IBn1lW0eqy5iE03SxVukt6oM2qysjA8Kj8618P3lVxihIOEZs4mOm9bp4yUus5C45mRd2Ob+5bVsr4svqRyY7iZww48IH3cagZt+Dv6UTj1fti/5S/Uzx1xFnTcNa9VSUm65FO8jv8HYvgmA6pBNSYvKTdMwGJ7uImvFAtwf/xfHl0LD/9xD6OIbwNXp5adFRERERES6XKfDyVdeeYWrr76ab3zjG3g8nqbtbrebG264gauuuoqXX365WwYp0td1GE46DnNGzWZZwXjSA9Vc/sGDxLXojdsXasIKJ6XvWFAaivtxKEy1GDH3Gaz1K7Gz8whe/p29Ol5iONmyW3dN2ObPy2vZUhtftTgmy82gNBdO3gCC192OPbhz61sCpLjMVlPJAWr8Wfz6nHuoOWxmbKr2vNdJveNKfH/8EbuWLYvbd1CahS9Qw6C3YmtUBi/9JtGpnWsAJCIiIiIi0p06HU6Wl5czbty4Nu8fP3485eXlXTIoEYmXGE7WJYSLJQ02dRGD+4+8lnp3CtM3zmf6xk/aPJ7WnZS+oLQhyosbGvjv1kDc9uPSgnhe+ScAwa/fBqnpe3XcVpWTjR8WVIVs7vuidcXk0HQXV41J3dvhx8lpo3pyR78ivrj8R9T/5jHCJ52D43bjWvQhU//vu/xgzg8p3B2rpByZ4cL79IO462qIjplC5IQz9ms8IiIiIiIiXaXT4WRRURHvvvtum/e/++67FBUVdcmgRCRe68rJ+HBxY02sSqs8NYeXjrgUgJOWv9bm8VQ5Kb2V7Tgs3x3moRW1/HJRNe9tD8RNu3aZBjM+fw0jGCAy4XCiEw7f6+dIrGIMRB0qgzb/90Vt3FRqgBGZLr4xPg2/q3PNdtrSz9v2y3V5IIpTMIjgVd+j/n+fJnT25TR4Uxm9cyW3vPITCiq3cdxnz+N+/zVsy0Xgqu+BuVf98ERERERERLpNp9+dXH755bz66qvceOONrFy5knA4TDgcZsWKFXzrW9/itdde42tf+1p3jlWkz0rtYFr3+haNLz4afRJBy8O47V+QX7Uj6fGqQ6qclN7FcRw+2hnkl4uqeXhlLSsTmtHscXQ/m9S3XwAgfNZX9+m5vAl9a4JRhz99UUNZQ3wwOTrLzQ3j0lo10NkX2e2Gk80/z05mNmXnXMMtlz7MF4OmkhGo5ocv3c7glx/BMQy2nHEFTuGQ/R6PiIiIiIhIV+n0Kvg333wzmzZt4u9//ztPP/00hhF7s+U4Do7jcPXVV3PTTTd120BF+rLEqqvEcHJDTXMo0uBJ5bMRx3Lsmnc5bvV/eeHIK1odT5WT0tu8sSXAm1sCbd6f4jY4tsDLWatfx6ipIjps7F41wWnJNAw8lkGoRUXm7kB84D++n5urx6biNvc/mATIaiecLEt47gWlIYIeP/efehvfe+2njCxZDUDwmlvZPWAUOV0yIhERERERka7R6XDSMAx+//vfc/311/Pmm2+yefNmAAYPHszs2bMZP358tw1SpK9LccUHEy3DydqwTWlCxda8sady7Jp3OXb1O7x0+KVEzfgfdVVOyqFua22EOZsCmAbk+Uw+2BlMut/gdBfH9fcwLdeDOxLC/6enAQideSkY+x4c+hLCyZYm53j42ugUXF0UTAJkuNupnAw2/zzvaojyxuZYSBty+/jTaXfynZVPM+jIw4keMROKi7tsTCIiIiIiIl2h0+HkHuPGjWu3MY6IdL32pnVvrIkPJg0D1haMZXvWIAortzJtw3w+G3Fs0/2ecIDB89/GtdFN5KRz9iugETkQHMfhieJ6djau77gq4X6XaTA1183x/b0MSW9+mXO//jRmWQnRgUOJHnbcfo0hWfdsgInZbq4ak4LZxT9XY7JcuE2DsN06EN0dsGOzGIAni+vj9nFS00m57ntEPVpjUkREREREDk57HU6KSM9LnNZd1yKcbLneJMDwdBfrqiO8P242l3z8V65974+kBWvYlDucaRvnc/zK/5AerAGgoV8e0Wkzuv8ERLpQedBuCiYTGQZcNy6VMVnu+O2lO/C8/AQAoStuBtNK9vBOS+zYvcfxA7xdHkwCZHhMLhuVwnvbg+T7TRaVhYk0hpAR26Eq5LC4LNTUHGuPC4alkKlgUkREREREDmJthpOTJ09uWleyswzDYMmSJfs7JhFJkNituyGucjI+jJia62FddYR3J5xO/8qtzFz5Fpd/8FDcPpVpuWTVluF95iHqJx8Jlj6nkENHYrVwSycV+loFkzgO3if/jBEOET7q5H1ea7KlxKY4AG7TYHhG9/0sTc31MDXXA8CO+hq21Db/7K+oCPPa5vg1Nydkuzk8L+FrISIiIiIicpBp813Uscceu9fhpIh0j8Rwsj4Sm8YZdWBzbXxQM6GfixcMiJounjj+RtYMmMhXPv4bEcvF0iFH8NnwGWzpP4Y/vXgT5vZNuOa9QWTmWT15OiL7JTGQ32NkposzBvvithmV5Xj/ei+upZ/g+PyELrmxS8aQrHJyRKaryxrgdCTXZ7Kltvn2vzc0xE3n9rsMLhqeotdxERERERE56LUZTj7wwAM9OQ4RaYfLjO8O7DgQiEJJQ7RpaidAugX9vCZus3nfT0cez6cjjyfdbcR16S45+xoG/PWXeP79NyLHnAJef8+elMg+2pRQOXn6YD+D0yxGZbrimtBYC+bi+/v/YtRW46SkEbj+hzjZeV0yBp+rdeg3JrPnKpCzffFTtRPXorxgWEq7Hb5FREREREQOFgfsncvDDz/MjBkzKCoqoqioiFNPPZU333yz6X7HcfjVr37F2LFj6d+/P2eeeSYrV66MO0YwGOTWW29l+PDhFBYWcskll7Bt27aePhWRHtG6KY7dqoJskN/GMIyk1VuD0uKDk1Vjjic6dDRmZTnuN5/r+gGLdINQ1GFbXXw4OaO/h3H93M3BZH0t3r/8Cv99d2HUVhOZcDj1v/xbl66vmuxnrNV08m6U62v75VvTuUVERERE5FDSbjhZUlLCEUccwc9//vN2D/Lzn/+cI488krKysk4/cWFhIXfffTdz587l3Xff5YQTTuCyyy7jiy++AOCPf/wjf/7zn/nNb37DO++8Q15eHueffz41NTVNx7jjjjt4+eWXefTRR3nttdeoqanh4osvJhptez0ykUNVsqY466vjr/VBvlj1lDvJT/ag1PhF8rY22IQu/gYAnlefgurKrhusSDfZWhfFdpqrBHN9FuktLnhr5WJS7rwW94dv4rg9BC+/icAtv+2yisk9kjXkGZDSc5/35bRRFanp3CIiIiIicqhp953Ugw8+yO7du/nud7/b7kFuvvlmysvLeeihh9rdr6UzzzyTU089leHDhzNy5Eh+/OMfk5aWxoIFC3AchwceeIDvfve7nHvuuYwfP54HHniA2tpannsuVuFVVVXF448/zs9+9jNOOukkpk6dykMPPcTy5ct57733Oj0OkUNF63UnHTYkVk42hpOupJWT8eHkltoo0fHTiUw+CiNQj2fOY108YpGul1gtPCS9+bp2//ff+H7zPczyEqLDxlD/s4cJn3oBmF0fGo7Jiq9EzvaZPRoItlU5ef4wv6Zzi4iIiIjIIaXddzBvvfUWF1xwAenp6e0eJCMjgwsvvJDXX399nwYRjUZ5/vnnqaur48gjj2TTpk2UlJRw8sknN+3j9/uZMWMG8+fPB2DJkiWEw+G4fQYNGsSYMWOa9hHpTVJd8T+uW2qj1ITspttuyyDfGwsnj8zzxO07MdtNUWLlZF0Ux3EIXXQ9jmHgfmcORomWRZCDW2Kn7iHpsZDQ3LoBz1P3YzgOoXO/RsOdf8YpHNJt45ic7cFsEUZeNjK1254rmSyvGff8AOP7uTki4WdfRERERETkYNfu6v0bNmzg+uuv79SBJkyYwBNPPLFXT758+XJmz55NIBAgNTWVJ554ggkTJjSFi3l58dPw8vLy2LFjBwC7du3CsixycnJa7bNr1652n7e4uHivxnmo6K3nJTHV5RZV1c0B5fvFlVQFmsOJwT4Hy4hdBwOiEKlzUxcFlwGjMiKUbXYI1bppaM4zmb+ilBwPDJ50NDnLPib09z+w8YLO/czLoaO3/G5wHFiy2U1cPllWTnF1hNF//zVGJEzZtOPZMul42LCh28dzdprB2nqToX4be1cZxe2/9HS5rJCLDQ2x3wFeEw7PDrN2bceP6y3Xg3QtXReSSNeEtKTroW/T919a0vUgiTpzTYwaNard+9sNJw3DwLbt9nZpYtv2Xk9pGzVqFPPmzaOqqoo5c+Zw44038sorr8Q9f0uO43T4HJ3Zp6MvyqGouLi4V56XNBvmbmADgabbNUBmiyKpIwf5ILS16Tr4zQib4qoIA1Mt8vyxqsmJ4VrWVIabHuPJT2VUngfjqv/Bue0z+q1YgPeia7GHj+2Rc5Lu11t+NziOwwsbGjBTg2Q2bnObBsdOyMT3+lN4t2/Ezs7Hd8PtjPL3TBXjKOCkHnmm5L5VFGXOxgAh2+HMwb5WTa+S6S3Xg3QtXReSSNeEtKTroW/T919a0vUgibrqmmh3WvfgwYNZuHBhpw60aNEiBg8evFdP7vF4GD58ONOmTeOuu+5i0qRJ3H///RQUFAC0qoAsKytrqqbMz88nGo1SXl7e5j4ivUmqu/3QfVhGfDCR6jaZmutpCiahdVOcLY1dj52cfMKnfhkA79MPxErURA4SUdvhieJ65u0Ixm0fmenCtWMTnhf+BkDwmlugh4LJg0GOz+LqsancMD6tU8GkiIiIiIjIwajdcPJLX/oSzz//PGvWrGn3IGvWrOG5557jtNNO26/B2LZNKBRiyJAhFBQU8O677zbdFwgE+PjjjznqqKMAmDp1Km63O26fbdu2sXr16qZ9RHqTxIY4iYamW+3eD1CU1nrdyT1CZ30VJzUda9VSrKWf7NsgRbpY2HZ4dFUdC0tDcdv9LoNzizz4HvkNRiRM+IQziE468gCNUkRERERERPZVu+Hkt7/9bVJTUzn77LN57rnniETiu6RGIhGee+45zjnnHNLT0/n2t7/d6Sf+6U9/ykcffcSmTZtYvnw5d999Nx988AEXXXQRhmFw44038oc//IE5c+awYsUKvvnNb5KamsqXvxyr7srMzOSKK67gJz/5Ce+99x5Lly7lhhtuYMKECcycOXPvvxIiB7n2wsmCFIsUV8cdehMrJ7fWRnD2VEmmphM66zIA3O+/tu8DFdkLZYEogUjySt2GiMODy2tZURGO257hMblpUjpF817AWr8SOzuP4KXf7InhioiIiIiISBdrdx5Ybm4uzz77LJdddhnXX389N910EyNHjiQtLY3a2lrWrl1LIBBgwIAB/Otf/2rVnKY9JSUlXH/99ezatYuMjAwmTJjAc889xymnnALAzTffTENDA7feeiuVlZUcdthhvPDCC3Gdw++55x4sy+Lqq68mEAhwwgkn8OCDD2JZHVeQiRxqMtxth4/DMzo3pTPXZ+K1DILRWBjUEHGoCjlkeWPBZ+Sw4/A+/SDWmmWxqd17uY6syN54el09H+8M4jINrhuXypgsd9N9NWGbh1bUsbU2/kOxHJ/JNyekkVu1E88LjwIQvOoWSEnr0bGLiIiIiIhI1+gw0Zg2bRoff/wxf/vb33jjjTdYvXo1NTU1pKenM3nyZE4//XSuuuoqMjMzOzpUnAceeKDd+w3D4I477uCOO+5ocx+fz8e9997Lvffeu1fPLXIoGpJuke0z2R1o3aRqaFrnAnnDMMj3W2xpEfiUB2yyvLHg08kfiJ2Vg1lZjrFjM07hkK4ZvEiCkvooH++MrSEZsR2eWlvPndMzcJkGFUGb+5fXUtoQjXvMgFSLb4xPI9Nt4H38DxjhMOEZpxKdoqU8REREREREDlWdKrfKzMzku9/9Lt/97ne7eTgi0hbTMLhiVCr/90UtdkLDms5WTgJke0221Dbf3h20GbHnhmEQHT0Z89N3sVYvI6JwUrrJxpr4isjKoM3C0hDDMlzcv7yWymB8CD803cV141JJdZtYn76H6/MFOClphDSdW0RERERE5JCm9p4ih5BhGS7OG+bnhfX1TdvSPSa5vo7Xm9wjO2Hf8mB8dZo9ehJ8+i7WmmVETjp7/wYs0oaWzZj2eGptPSlug/pwfPg+JsPkuoxSfB/Pw1q/Cten7wEQvOg6nIx+PTFcERERERER6SYKJ0UOMcf391AeiDJ3exDTMDhrsA9jL9aGzPbGh5OJ08SjY6YAYK1etv+DFWlkOw7Prm9gVUWYyTluttS2DicB6kM2ObWlDNtVzLDSYiZWrKNw11qMYCBuv8i4aURmKjwXERERERE51CmcFDnEGIbB+cNSOGGAF8swmtaL7KycVpWT8eGkPWgYTkoaZnkJRnkJTk7Bfo9ZZN6OUNMak3O3B9vc7+q593Hsmndabbdz+xMdNhZ7+Fiiw8dhj5wA5t5d+yIiIiIiInLwUTgpcojK8e1bV/rEysmKhHAS0yQ6ehKuJR/H1p2cceq+DlGkyWeloQ73GV6yimPXvEPYclM6fAo54ydgD48Fkpq+LSIiIiIi0jspnBTpYxLDycqgg+04mC2mhkdHT1Y4KV2mLBCN6xDfljMXPwdA9ayLyPjq9YS7e2AiIiIiIiJywCmcFOljPJZBmtukNhyrmLQdh8qgTXaLSszoqIkAmOtXHpAxyt6pDNo8ubaeskCUkwp9HD/Ae6CHFGdJWfsx46xBPo5p2MSQzQtxPD68Z32lh0YmIiIiIiIiB5rCSZE+KNvXHE4C7E4IJ+3CIQCYJVvBcWAvGu5Iz3tra4A1lbEA8IUN9QzPcDEwdd+m/QM4jsP2epuKoE3UcbAdiDoQtR0iDngtg/H9XKS4Orfm4+Ky9qd0F6VZDJzzJADhk86GjKx9HruIiIiIiIgcWhROivRBOV6TzTXNt8sDNiMzW+yQloGTmoFRV41RtRsnK6fHxyid99HO5gYzjgOvb27g6+PS9vl4j62p7zBQzPVb3D41HZfZfnBd2hBlW13yztx7DA1XYC2ch+NyEz794r0er4iIiIiIiBy61OpUpA/ql7Du5O7EpjiA3X8gAMbOrT0yJtk3juO02rayMoKdZHtnbK6NdBhMApQ1RFlT1fE6kos7mNINkLP0fQzHITrlaJx+uZ0ap4iIiIiIiPQOCidF+qAcX/yPfnmycLJgENA4tVsOWjXh1iFk1HYo7kRwmMzGmvarHFvaUd/xvkvK2w86C1Mt3PPfBSBy1Mmdfm4RERERERHpHRROivRBiR27KwJJwsn8WOWkWbKtR8Yk+yZZ1SvAZ6UdVz8mszmhq/bAVIupuR6m53kYlhG/EkhH4WRJfZTtLaZ0GwZ8a2IaVoup4LM8FVjrVuB4fESmHr1PYxYREREREZFDl9acFOmDOlM56fRX5eShoCxJsAywtDzMRcP3fmr3ltr4wPH8YX5GZroBWFMZ5v7ltU337axP/tx7LCmPn9I9MtPNqEw3V49JZcGuEEPSLY5c8joAkWkzwOvf6/GKiIiIiIjIoU3hpEgflLjmZFXIJmI7cc1N9kzrNlQ5eVDb3UY4GYo6rKwMk7IXxwpEHHY1xFc6DkptfpnonxLfAbykPorjOBhtdHNPXLtyWk4s5JyY7WZiduz/3Q/tmdJ90l6MVERERERERHoLTesW6YPcpkGGp/nH33FiAWVLdkGLad372FxFul+yqtc9OrMmZEtb6yJx3+p8v4XP1Rw8prsNUtzNt8O20+bz76yPsrPF85uGwaTGcHIPY+cWrE3FOP5UopOO3KuxioiIiIiISO+gcFKkj0pcd7I8sQIvNR0nLQMjFMCoLO/BkcneKAu0HUC2VVXZls0JU7qL0uIrJQ3DYIA/ti2toYoj1s5j1+6apMdKbIQzMtNFujv+mnPtaYRz2HHg8e7VWEVERERERKR30LRukT4q22eysUWu1LKxiu04rK2KMD5vIL7aaoySrTj9cg/AKKUjFe1UTpYHbdiLzC9xvcnBaa1fIgo9NiOX/pszFz1HSriewKd/g6/eSGTGqbF54IDjOCwui19vclquu9WxXPPfASBypLp0i4iIiIiI9FUKJ0X6qLYqJx3H4f7ltaytinCtq4BjWIm5cyv22KkHYJTSnqjttBlOFu7ezHGf/pe8vBSMzFSc/MIOj5fYqXtwQuWkuX4VFz5yD2m7NgOwOzWH7Npy+Ms9hDYVE/rqtwDY2WBTkjCle3J2fDhpbl2PtW0jTmoG0QmHdXyyIiIiIiIi0ispnBTpoxLDyT2VkzsbbNZWxUKqkoz+QOO6k3LQqQjZcWtE+lwGoVCELy19kXMW/gu33Rg2/udpogOHEp06g8j0Y7GHjwUzPnisC9txU/tNw2BgauM+kTCelx7D/co/MWybHZkD+deMa1kxaApnbJrLeW/fj+fNZ4lOOYrohMNbNcIZneUiNXFK9yeNVZOHnwAuvRSJiIiIiIj0VXpHKNJH5fiSh5OVLSrxdmXGqu3Mkq09NzDpkOM4bKmLsrEmfhr2gBSLoz55nFmLngfgo1EzGWHVkb9pBda2jVjbNuJ59UnsjH5EJx5BdPQkohMOw8kvbLXe5IAUE7dpYG5ei/fhX2FtXodjGNSeehE/K7qQsCs2X/yt4SdzelodvhcexfvIb6j7+V9ZXBbfQGlaQiMcHAfXp43rTR6tKd0iIiIiIiJ9mcJJkT6qVeVkY9VcQ6Q5WCrJHACAocrJfba1NkJFyGF0pguvZXT8gA44jsNTa+v5dFeo1X2F0RpOWPYKAP83+w6WDj2SM9PKOXXCEKzVy7AWf4Rr8YeYZTsxP3oL90dv4VguAt//NWtSJ8Qda0iqgXvO43he/AdGNIKdV0jgutthzGS8n1YRDseul7DtsOOUixm89COsdSuxH/sTpVO+2XQcy2zdpdv6YgFmyTbszH5Ex07Z76+JiIiIiIiIHLoUTor0Uf28JoZB07Tg6rBNxHaoaxFO7sqIhZPmru2xHY39D9f6kkWlIR5bUwfAkHQX356Yhtvcv6/hvJ2hpMEkwFGLXsYTCfJ50XSWDj0SgKqIAS430QmHEZ1wGKHLvo25bQPWisVEFn9C6ooFeB75Lesv/hN7uuf4g3V8+bFf4N28CoDQKecR+sr14EsBoCDFpLaqucJ2Z8gg/7o7SPnJdWTO/w/TMqazeNjRAIzOdJHiag7CXfPfxfvwPQBEjju91fRyERERERER6VsUTor0US7TIMNtUhXa0wgn1vm5ZeVkgyeFoMuLNxSAhjpISTtQwz0kzdsZbPr/TTUR3t0WZHaRb5+Pt70uypyNDUnv84XqGTV/DgCvTvty0/bKcEIYahjYg4az2D+If/hP5I7S2xlWupYT3v0rj59wIzgOV867n4zNq7Cz8wl+/QdEJxwed4gBKRbrqpqb52yvizKpaDD1F15H6lP3ccW8B1jbfyyGA6fYO3C/thlzyzrMzeuwtq4HIHzSOYQuvGafvxYiIiIiIiLSOyicFOnDcnzN4STE1p2sbxFOYhhUpmRTUL0Do7IcR+HkXtnVEN9J+z/bAhyZ7yErYUp9Z4Rth8fW1BGxnaT3n7TiddyBOnYPn8za/uOatleFW+/rOA6vbg5gmxZ/O/Hb/PiFWzhx1VvU+DOo8WVw+PqPcHx+Gm7/PU7BwFaPL0yJr3bcVhdbr/Kfw7/E8YVzGbf9c37z5A14oq0rPB2Xm9CF1xI+/WJV4oqIiIiIiIjCSZG+rF9CSFYesKmLxAdqVSn9KKjegVlZTrRwSE8O75AWjDrUheO/luGow5xNDXxtdOpeH++ljQ3srI8mvc9wbGaueBOA8tmXQIunrYy0DgA310bZ1Xis7dlDeOHIK7j4k79x1uLnmsf/tf9JGkwCDEqLDye31kX4dFeQT0sjrJ35He56/nukBmsJefxYQ0YQHTwSu2gE9uAR2IOGgde/V+cuIiIiIiIivZfCSZE+rFVTnMTKSWLhJIBRWd5j4+oNygN20u2LSkMc39/LsIzO//r9YneYD3YE47Ydnu+hJuSwujLMqB0ryKktxc4pwDX5CFhS27RfVeK0bmBBaXxF438mn8OG/FFc8OnjjN65ksqjZuM6dnab4xmQYmEaBnbjgqW7AzZPFtfH/j8tjx995T4GuUJcfewIvG6tKSkiIiIiIiJtUzgp0ofl+FqHkw0J4WRlSjagcLIjtuNgAEbjVOXyYPJwEuD5DQ18b3IaZiemNVcGbZ5cWxe3Lddn8eVhKbhM+HBnkPELPwQgcsws+vldcY2OaqIQsR1cjY14IrbDwtLW063X9h/Hb8/+JQPqdvGDWaPaHZPbNOifYrK9LnklZzA1i3OnpCuYFBERERERkQ7t/cJnItJrtKqcDNhx3bqhReVk1e4eG9eh5oX19Xzvo0p+taSG0oZYYLc7kDy4A9haG2F+Gx23W3Ich3+urac+3Pw9MQ2DK0an4HMZuEyDE3MNhq6cB0B4xqm4TINMT+vQGWLB5Ic7Q60C6CaGwcDhRRhWx6HiwNS29zl+gJcBKQomRUREREREpGOqnBTpwxIrJ5NV+1XuCScrynpkTIearbUR3m+ccr2rPsp/tgb46qjUVtO63aZBuEUzm1c3BZiS4ybF1fZnRO9uD1JcGd/R5ozBPoakN//qtpZ8jFFfR3TIaJyBQ4FY6FzZ4nv5360BqsMO66oicWNIZnqup/0TbjQo1cUCkgesE7PdnTqGiIiIiIiIiConRfqwLI8Z1zC5JmRTF05eOWlWaVp3MovK4sPDTxsrIhOD3tMG+3CbzV/s2rDNW1vi15FsaXtdlFc2BeK2jcx0cfJAb9w294dvARA59tSmbdkJofOnu0KsqggnDSa/NyWdmYU+BqZanDnEz/h+nQsWB7VROel3GQxNV9WkiIiIiIiIdI4qJ0X6MMs0yPKYVLQI0vY0OdmjMnXPmpOa1p1MskLEqO20qpwcmeHilEFe3tjcHDi+vyPIMQUeCpJMgf5gZzDue5HiNrh8VGr8OpXVlVifz8cxTSJHn9K0Ocfbuc+dJma7KUq1GJzmAvaug3Zb07rH9XN3ai1NEREREREREVDlpEifl7juZKLmbt2a1p1MfaT1VPjSgN20zuMe2T6Tkwt99Gvx9bYdh39vbMBxWieca6oicbcvGJZCVsL3yv3puxjRKNGJR+BkZjdtL2xnPchMj8mR+R6uHJPKNWNTmxr47C2fyyDX3/p5xmVpSreIiIiIiIh0nionRfq4bJ/Juuq276/3pBKx3LgCDRCoB19Kzw3uEFARah0srquOEIo2b/dYBmkuA8MwOGeon3+sbu6+vaoizIqKCBNarNNYGbQpa2huqGMaBpOSrOPo+qhxSveM2XHbJ/ZzM76fmxUVYTxGrEJyTJabMVku8nzmPgeSiTLdBmUN8dvG9tPLioiIiIiIiHSe3kWK9HEdVU5iGFSnZpNdXYJRuRunv8LJlioCrSsnV1TEr0OZ7W0OBKfmuPkozWHIx69w6rI5fDLqRObnXBMXTq6tjq+aHJJu4bXiA0Vj5xasdStxfH4i04+Nu88yDa4bl0rIho3ryhgzOm2/zrEtQzNcrGsxVsOAdLcK8kVERERERKTz9C5SpI/rMJyk5dRuNcVpyXEcKkMdh5O5exrUOA6upR9z8xM3ccnHfyWnrowzlzxP1sr5cfuvTZjSPSKj9edI7o/+A0Dk8BPA62t1v2EYeC0DsxuXfzwq3xO3vuSXhyu4FhERERERkb2jykmRPi7H13E4WZHSj2GAWVlG6yiu76oOO0SSdMRJXEIyx2dibt2A58k/41r+GQA7MwtZWzCW49a8w3lv/glmTYf0LIztm5j6/GOcsHsHT824li25wxmV2fir2o5iblmPteZzXHNfBVpP6e5J+X6Lq8em8tmuEEPSLWYUeA7YWEREREREROTQpHBSpI/rTOVkhV8du5OpCHYc1aYGajj+jUfxz38Nw7FxUtIInnslP0+bScgxyKvZyZgdK7DvuAr8KZi7tnN442N/+NLtzDn8UsbtMvGsXY61djlGoL7p2HbeAKLjpnbLuXXWpGx30vUwRURERERERDpD4aRIH5flNTENAztJx+g9KvdM667StO6WOgonrWiY7796F4PLN+AYJqFTziN0/lWQnkXawirKAzZ/nXkzP37h+6TVVEJNJWHLzQdjTsG0o5y46j9cOP+xuGPaeQOIjppEdPREolNngNl2Z24RERERERGRg53CSZE+zjQM+nkNygNth5NNa05WlPXUsA4JuzsIJ89Z+DSDyzcQzhlA+Hu/xB40vOm+LK9JecCmPD2f2y79C9nBKuxolGp/Fg3eVABWF07irC3zyB02mOioSdijJuL0y+3WcxIRERERERHpSQonRYR+jUFZWypTG6d1V/Wdad27GqLM2xEk1W0wo8BLhqf19Pf2KieHl6zm9KX/xsag/rrbsVoEkxD7mu8R9PjZ4fG3OsanI4/n8HNPJyNL06ZFRERERESkd1I4KSIdrju5p3LS7CPduiO2w8Mr6yhtiAIwd3uQ84f5OSLPg9GiO3Vb4aQ31MA17/0R07FZevQFjBg3pdU+WUnCzkSjstzNzXBEREREREREeiG96xURcnztr1vYNK27j4STm2ujTcEkQEPE4cniehaVhfnKcD/ZjV+vpNO6HYcrPniQ/lU72JEzhMKrbkj6HP06CIS/PTGN4RmuuDBUREREREREpLfpuHRHRHq9jiona73p2JYLo74WQsEeGtWBs746knT7qoowv15Sw/s7gjiOw+4kU+GPX/1fjl77PgGXj5ob78Lv9yY9VnuVk8cN8DIy042pYFJERERERER6OYWTItJhOIlh0JDeuO7k7tIeGNGB1VY4CRCKOrywvp4/fF5LMNrcRMhlGsxOreHSDx8BYM2FN1E4anhbh2m3crLArw7cIiIiIiIi0jconBQRcnwd/yqo6lcIgLlzS3cP54ByHIcNNfHh5MDU1mHhpoR9srwm561+DU80RP3U4xh+xhntPk+Wt+2qyAK/fjWLiIiIiIhI33DA3gH/7ne/46STTqKoqIgRI0Zw8cUXs2LFirh9srKykv675ZZbmvY588wzW91/zTXX9PTpiBzSMjwGltn+FOLyfgMBMHdu7YkhHTA76m0aIs0VkX6XwfenpHPRiBS8VjuBIgHc774cu3Hu5R0+j98y8LRxvP4pqpwUERERERGRvuGANcT54IMPuPbaa5k+fTqO43DPPfdw3nnnMX/+fPr1izXfWL16ddxjFi9ezCWXXMJ5550Xt/2yyy7jJz/5SdNtn8/X7eMX6U1Mw6Cfx6QsEG1zn5J+A5kEmDs399zADoD1CRWRw9JdmIbBsf29TOjn5pl19ayoCLd63DHL38JoqCM6dgr28LEdPo9hGPTzmpTUx3/N/S6DdLfWmhQREREREZG+4YCFky+88ELc7YceeojBgwfzySefcPrppwNQUFAQt89rr73GyJEjOe644+K2p6SktNpXRPZOti8+nDQMcJoLCNmZEZvWbezo3dO6E9ebHJHZ/Gsyy2ty3bhUFpeFeX5DA3XhWEMcy44wdcGLAIROv6TTz5UsnCzwW+rQLSIiIiIiIn3GAQsnE9XW1mLbNllZWUnvr6mp4YUXXuC2225rdd/zzz/P888/T35+PrNmzeK2224jPT29zecqLi7uqmEfVHrrecne2dfrIFxpUVXdvNJDpguqWuR0y51UAOxtG3v1tbZwk5uW+aRZXk5xvRO3TzpwUTrM222xscHk1NJF+KrKaMgdwKqUbOjk1ydYEf81B8CxKS7euZ9nEa83f79k7+l6kGR0XUgiXRPSkq6Hvk3ff2lJ14Mk6sw1MWrUqHbvP2jCydtvv51JkyZx5JFHJr3/+eefJxgMcumll8Ztv+iiiygqKqJ///6sWrWKu+++my+++IIXX3yxzefq6ItyKCouLu6V5yV7Z3+ug3G+ABs2NzTdHpXlpriyefpybVY6jtuNp6aSUYMGgj9lv8d7sKkI2hi7qshsvO0yDY6fmImrjfU4pzb+1/PMmwBYx5zCqNFjOv18Y3wNbNgciNs2ZaifUQO7bmkK/W6QlnQ9SDK6LiSRrglpSddD36bvv7Sk60ESddU1cVCEkz/84Q/55JNPeOONN7Cs5I0g/vGPf3DmmWeSm5sbt/2qq65q+v8JEyYwdOhQTjnlFJYsWcLUqVO7cdQivcugtPifvaJUKy6cDDoWdv5ArG0bMXduwR7W+RDuULG1Ln6KdVGa1WYw2ZJV/AUA0ZET9ur5+nla9yQrUDMcERERERER6UMOWLfuPe644w6ef/555syZw9ChQ5Pus2zZMhYvXsyVV17Z4fGmTZuGZVmsX7++i0cq0ruNzXIxNdcDwMBUixMGeGm59KHtONj9i4De27G7MmjH3S7wdyIojIQxN6wC9iGc9CYJJ/0H/NeyiIiIiIiISI85oJWTt912Gy+88AKvvPIKo0ePbnO/f/zjHwwePJiZM2d2eMzly5cTjUbVIEdkL5mGwVVjUomMSsEyYt2k3aZBKNq83mK4oAg3vbdjd0VCOJnl7bhq0ty4BiMcxi4cAmkZe/V8GUkqJ7OTBJYiIiIiIiIivdUBCydvueUWnn76aZ544gmysrIoKSkBIDU1lbS0tKb96uvrefbZZ7nppptadbDdsGEDzzzzDLNnzyY7O5vVq1dz5513MnnyZI4++ugePR+R3qLlNGZPQjgZzB9ECmD00srJqlBCOJkkPExkrV0OQHTUxL1+vny/SY7PpDwQe94pOR516hYREREREZE+5YCFk4888ggA5557btz22267jTvuuKPp9gsvvEBdXR2XXXZZq2O43W7mzp3Lgw8+SF1dHQMHDmT27Nncfvvtba5dKSKd57GA5mUnCeQPAsDcseXADKibVSaGk52oYmxeb3Lvw0nTMLh+XBpvbQ3gdxl8qajrGuGIiIiIiIiIHAoOWDhZWVnZqf0uv/xyLr/88qT3DRo0iNdee60LRyUiLSU2g6nPawwnS7aA40Avq/KrCjpxtzusnHQczD3h5Oi9Dych1gDnitGp+/RYERERERERkUOdFjcTkTZ5EsLJYEoGTloGRqABo7L8AI2qeziO07pysoNw0ijdgVm1GyctA6dgUHcOT0RERERERKRXUjgpIm1yJ/yGCEfB7j8YAHPzugMwou5TF3GI2M2Vk17LwOdqvzLUWr4QaJzS3cuqSEVERERERER6gsJJEWmTO6FyMmQ7RCceFrvv3TkHYkjdprJVp+6Oqya9zzwEQGT6sd02LhEREREREZHeTOGkiLQpcVZzacDmwcJZhC031pKPMHb2nsY4laG9WG8yEsZ3/88w6muJTJ1B5IQzunl0IiIiIiIiIr2TwkkRaZPHiq+cfGtLgGWRND4edSKG4xB55ZkDNLKutzeduj1PP4i1fiV2bgGB627XlG4RERERERGRfaRwUkTalDituzYcC/D+M+kcANI+fhOqK3t6WN2i1bRuT/LA0frsfTxvPY9juQh88y5Iy+iJ4YmIiIiIiIj0SgonRaRNiQ1x9tjRr4ilgw/DioRwv/NSzw6qmyRWTmYmmdZt7NqO79HfABC6+AbsEeN7ZGwiIiIiIiIivZXCSRFpU2LlZEtvTT43ts9//w2hYE8NqdtUJa45mTitOxzC9+efYtTXETnseMKzv9yDoxMRERERERHpnRROikib2usJs3rAREoLRmDWVOL66D89N6hu0npad/zJe566H2vjGuy8AQSu/YHWmRQRERERERHpAgonRaRNiQ1x4hgGHx1+Xmy/N54B225734Oc4zitw0lv87m75r+L5+0XcVxuAt+6C1LTe3qIIiIiIiIiIr2SwkkRaZOrg+rA+cOOxc7Ow9yxGWvZ/B4aVderjziE7eZp3W7LwN8YzBo7t+L9670AhC65EXvY2AMyRhEREREREZHeSOGkiLTJY7V/f2XUJHzqhQC433imB0bUPSoT15v0mBiGAaFgbJ3JQD2RI04kPOv8AzRCERERERERkd5J4aSItKm9hjgAoahD7XFn4vhScK1cjLlxTQ+NrOvYjsPS8lDctj3NcLxP3oe1eS12fiGBa27VOpMiIiIiIiIiXUzhpIi0yd2J3xBV7hTCM8+K7X+IVU9WBm3uXVrDW1sCcduzPAZG2U7c777cuM7kTyEl7cAMUkRERERERKQXUzgpIm3ydFA5CVAdsgnPvhDHNHHNfwejfFcPjKxrvLc9yI66aKvteT4Lc/NaAKLjpmIPHd3TQxMRERERERHpExROikibOhdOOjg5BUSOmIlh27jfeq4HRtY1NtREWm3L9Jgcme/B3LoBAHvgsJ4eloiIiIiIiEifoXBSRNrk7qAhDkBVyAZoahbjWvpJdw6pyziOw476+KrJMwb7uWNaBlleU+GkiIiIiIiISA9wHegBiMjBq6OGOADV4Vina3vISACM0h1gR8HsRLJ5AO0O2oSizV26/S6DUwd5Y126AXNbYzg5SOGkiIiIiIiISHdR5aSItMnTmYY4jZWTeP3YWTkYkTDG7tLuHVgX2F5vx90uTLGagkkiYcwdmwGwBw7p6aGJiIiIiIiI9BkKJ0WkTZ2pnGwKJwEnfyAAZsm2bhtTV0lshDMgtbnS09y5FSMaxc4rBK+/p4cmIiIiIiIi0mconBSRNnW2Ic4edkEsnDR29Vw4WR6I8sfPa/jZwioW7Ap1+nGJ600OSGkRTm7bCGhKt4iIiIiIiEh305qTItImdyc+vqhuUTm5J5zsqsrJsO3w7Lp6VlZGGJfl4isjUnAlBKZPra1nQ3Ws6/Yz6+oZk+UioxPz0bcnhJOFceHknmY4Q/fzDERERERERESkPaqcFJE2WaaBabRfPRmMOgQbG8t09bTupeVhPt0VoiZk8+muEEvKw3H3lweirK2KNN0O2w5rWtxuS8R2KG2IX3MyrnJyq5rhiIiIiIiIiPQEhZMi0q69qZ7s6mndr21uiLv99Nr6uNsLS+PDSiAurGzLzvoottM8HT3bZ+JzNYewTeHkQIWTIiIiIiIiIt1J4aSItMtjdX7dSTu/EABz13aw7fYe0im1YSfudthuvu04Dp+VtV5jcm11x+Hkjvq2qyYJBTF2bcMxTewBRXs5YhERERERERHZGwonRaRdnamcbOrYnZKGnZ6FEQpiVJbv93P72wlGt9ZF2ZWwbiRAWUOUymD7wWjiepNxU7p3bMZwHJz+ReD27OWIRURERERERGRvKJwUkXa5O9OxO9wcBjpdOLW75VTrpuM3TsdONqV7j46qJxM7dcc1w9m4BoDooOGdHqeIiIiIiIiI7BuFkyLSLk8nwsmqUPN0a7sLm+IkK5ysjzjYjsOiJFO69yjuYN3JHXUJlZOpzeGktW4lAPaIcXsxUhERERERERHZF64DPQARObh59qIhDjQ3xTF3bd/v566POK22lQdtGuqcuOdMtK6dcLIubDdPQyfWkTzf13yS5roVAESHK5wUERERERER6W6qnBSRdrk6VTmZZFp3F1ROJgsndwdsFpbGV01OyfFgtRhnWaDtdScTp3Tn+83mxzbUY27bgGNZ2ENH7+foRURERERERKQjCidFpF0eq+N9qsNJpnXv55qTEdshFG0dTu5qsFlaHr/e5DH9PQxJix/oxprk1ZPb2+nUbW1cjeE42INHgse7r0MXERERERERkU5SOCki7epMQ5yqYMtp3YUAmCVbwWkdLnZWsqpJgI9KggRbhJbpHpPRmS4KUuLDyZpw8scnVk4ObLHepLlWU7pFREREREREepLCSRFpV1vhpNFiczDqNAeGqRk4KakYgQaordrn521oI5xMnK49PdeNaRikJXT2rg23Ma07sRlOy8rJ9bFw0h4xfq/HKyIiIiIiIiJ7T+GkiLQrWUMc0zDITLijqUGNYWDnNVZP7tqxz8/bkGRKdzKH5XkASHPHxuOOBJm24RNGv/E3jIqyuH0dx2lVOVm4J5x0nOZmOCMVToqIiIiIiIj0BHXrFpF2Jauc9FqQ6THjqhirQw55/tj/O3kDYFMxZul27BH7NkW6ro1p2S3l+S2KGqdlp7sNjlz7Pl97/wF8kQAAkYq1BH7wv01lnhVBO25KuM9lkOmJ3WeU7cSsqsBJy8BpXDdTRERERERERLqXKidFpF3JGuJ4zCSVky2mUdv5scpJo7R7KycPy3NjNAaPaW6DUz9/GV8kwKac4TT40nGtWITrk7eb9k9shlOYYjU93tpTNTlifPycdRERERERERHpNgonRaRdySonPZZBhid+e9O0bsDOGwCAuWv7Pj9vWw1xWjq8cUo3QEa4jiGl64iYLn5zzi957firYmN96s9QVwO0boYzoMWUbve7cwCIjpm8z2MWERERERERkb2jcFJE2pUsnPRZBhnu+F8flaHmMNHJ2//KyfpI8oY2ewxNd5Hray7rzF6/DBOHdQWjCbl9vD/qJKKjJmJWVeD91wNAknCycUq49cUCrFVLcVLTCc88e5/HLCIiIiIiIiJ7R+GkiLQrWUMcj0XnKidL971ysq1u3XtMb1E1CZC2ejEAKwtjlY91EYOGK7+H4/bgfv81XO+9wva6JM1wbBvPs48AEDrzq5Cavs9jFhEREREREZG9o4Y4ItIuT7KGOKZBRqs1J2NhouM4bPLmMN4wMMpLIRIGl3uvn7eunXDSNAym5cYf07VyEQCrBk5qHlPBUFxXfQ/fw7/G+/gfGXd0DaMNE3+oDl+ogZHrongqS7E2rcHOyiU86/y9HqeIiIiIiIiI7DuFkyLSLleSykmvlaQhTmPl5JxNAd7dFuA3qbnk1JZilJfgFAza6+dtr3JyTJaL9BbTyo2KMsztmwi6fWzIG9W0vTbskHHcaYTWr8Lz9otc9sFDbR4zdP5V4PXt9ThFREREREREZN8pnBSRdnmszjXEqQrZRGyHD3YEAShNLyCnthRz1w6i+xBOttUQx2sZnDvUH7fNWhGrmtw6aAJRq7misjZsUxk0yLj0m5SEDHZsK6XB4yfgSSEtI43DB2fh+FNxsnKITjpyr8coIiIiIiIiIvtH4aSItMttJJvWDWkuA9MwsJ1YiBiIOFSGbMJ27HZpRgFjd3yBXbIdJrU6RIcSw8lbp2YAkOczWwWm1srYepM7hk2N237/8loA0j0mI4//OovLQk33nTzQx5SEkFNEREREREREepYa4ohIu9xW620ey8AwWldPtmw4U5ZeAEC0ZN+a4iSGk6kug4GpVutKznAIa8nHAJSPnJr0WDUhOy6YBChMTXJiIiIiIiIiItKjDlg4+bvf/Y6TTjqJoqIiRowYwcUXX8yKFSvi9rnxxhvJysqK+zdr1qy4fYLBILfeeivDhw+nsLCQSy65hG3btvXkqYj0akkb4jQGhIlNcXbWN3fsLs3oH/ufXXsfTjqO02rNyRRX63EAuD6bh1lTSbRoBKFBIzr9HANSFE6KiIiIiIiIHGgHLJz84IMPuPbaa3nzzTeZM2cOLpeL8847j4qKirj9Zs6cyerVq5v+Pfvss3H333HHHbz88ss8+uijvPbaa9TU1HDxxRcTjUYRkf3naaMhDkCGOz4w3FHf/HNXmhGrnHSV7djr5wzbELGbw0mXaeBu47eV+50XY4855VzSPJ0LHE3DoMCvwnERERERERGRA+2ArTn5wgsvxN1+6KGHGDx4MJ988gmnn35603av10tBQUHSY1RVVfH444/z5z//mZNOOqnpOJMmTeK9997jlFNO6b4TEOkj3Eka4ngbc73Ejt3bW4aTjdO6PWXbCTgOJFm7si2JU7r9rtg08kTmlvVYaz7H8aUQOWYW6bWde458v4krSUWoiIiIiIiIiPSsg6Z0qLa2Ftu2ycrKitv+8ccfM3LkSA477DBuuukmSktLm+5bsmQJ4XCYk08+uWnboEGDGDNmDPPnz++poYv0aska4njamNZd2tA8rbvWl0HA5cMVqIe66r16zsRwsq0p3e53XgIgfOxs8KWQ5u5c4Kj1JkVEREREREQODgdNt+7bb7+dSZMmceSRRzZtmzVrFmeffTZDhgxh8+bN/OIXv+Ccc87hvffew+v1smvXLizLIicnJ+5YeXl57Nq1q83nKi4u7rbzOJB663nJ3unq68B2oKraHbdt59ZyiiscaqpNqqrbDvo2Zg1ibNlaSt9+lcrxR3T6OTc3GFRVN/96Sg85FBeXxO1jBgNM/OANANaNnEqguJiyUOuxJj0nV5TiYrvD/XoL/W6QlnQ9SDK6LiSRrglpSddD36bvv7Sk60ESdeaaGDVqVLv3HxTh5A9/+EM++eQT3njjDSyrOei48MILm/5/woQJTJ06lUmTJvHmm29yzjnntHk8x3GSTgHdo6MvyqGouLi4V56X7J3uug4yS+PXgh02NI1RWW7CFWE+CNS2+bglo05gbNlaijauIO/cr3b6+QK7w2TWNB93cLabUaPS4vZxvf0SVihIdMwUimbMBGBA2CazsqrD4x8+Ko1R2R2HmL2BfjdIS7oeJBldF5JI14S0pOuhb9P3X1rS9SCJuuqaOODTuu+44w6ef/555syZw9ChQ9vdd8CAARQWFrJ+/XoA8vPziUajlJeXx+1XVlZGXl5edw1ZpM/bE/0nNsRJtGD4sTgYWMvmQ33bIWai+nB8VaM/cVq34zQ3wjm5+YOKVJfRqaUtC1MO+K8+EREREREREeEAh5O33XYbzz33HHPmzGH06NEd7l9eXs6OHTuaGuRMnToVt9vNu+++27TPtm3bWL16NUcddVS3jVukr9vTSyZxzclEVanZbCmaiBEJ41o4r9PHb4gmrDmZ0JTHLP4ca+sG7Ix+RA4/oWm7YRikujr+tdbPq3BSRERERERE5GBwwN6h33LLLTz55JM88sgjZGVlUVJSQklJCbW1seqq2tpa7rzzTj799FM2bdrEvHnzuOSSS8jLy+Oss84CIDMzkyuuuIKf/OQnvPfeeyxdupQbbriBCRMmMHPmzAN1aiK9zsjM5hUgPJbBkLTY7XS3gdlBqeKS0ccD4Jr/Tqefry6cEE4mVGi63441womceCa44qdnd9QUZ3qep91lH0RERERERESk5xywNScfeeQRAM4999y47bfddht33HEHlmWxYsUK/vWvf1FVVUVBQQHHH388f/vb30hPT2/a/5577sGyLK6++moCgQAnnHACDz74YNzalSKyf84e4ufxNfXURWzOHepv6tZtGAbpboOqkNPmYz8bdgxnWw9hLV8I1ZWQkdXh8yVWTvqt5s9RjOoKXAvm4hgm4ZlntXqsz2odPF47Lo33dwRJdxucM8Tf4fOLiIiIiIiISM84YOFkZWVlu/f7/X5eeOGFDo/j8/m49957uffee7toZCKSaEi6izsPy0h6X6bXpCrUdufrUnc60fGH4fr8U1zLFxI55pQOny+xcjK1RTWka+5rGNEIkWnH4uT2b/3YSOugdFK2m0l9pAGOiIiIiIiIyKFEC6+JyH7pqClOOOoQHhJbU9bctqHD4zmOw4aaSNy2LE/jc9hR3O/NiR23RSOclmrCbQelIiIiIiIiInJwUTgpIvulo6Y4APX9hwBgbt/U4b67Gmwqg80Bo9s0GJoeK/K2ls3HLCvBziskOvGIpI+fWeiNu31EvqfD5xQRERERERGRA0PhpIjslwxPx81lqvMbw8ltGzvcd3VVfNXkiEwXrsb24O53WlRNmsl/fR2Z52lqoOO1DE4v8nX4nCIiIiIiIiJyYBywNSdFpHfI7ETlZEX2QIYaJkbJNggFweNtc9/VleG422MaO4UbpTuwls3HcbsJH39am4/P9ln8YEoGm2ojDE13dWp8IiIiIiIiInJg6F27iOyXDHfHv0bqDDdOwUAMx8bcuaXN/aK2w9qEysnRWbFGNq7FH2E4DpHpx0N6VrvPl+U1mZLjUTApIvL/27vzjpNFVAAAJadJREFU+KbqfP/j7yRt2kILZREQKG1ZFRCKoCLIDxF/qMgOFpGZ0WGbq6IyIFAcruDVmbrMABcVQUdAvcgFpiibgAgMyK4j+zYsLQIKCDRAoUvS5P7RaTxJW8Dpctrk9Xw8eNAmp+F7OO9Hcr6ffhcAAACgnKPnDqBYqt7EtO4Mp0fuenGSrj+1+/uMXGXn/rzbdmSoVXUr5b1NWY/skyTlNr/z328sAAAAAAAoVyhOAiiWm9kQ56rLfVPFyUN+U7qbRofIYrFIHo9sR/ZKknKbtPy32woAAAAAAMoXipMAiiUy1CKr5fqjJ6/6jJxMLfI4/ynd3vUmL5yVNf28PJWj5Lm1QfEaDAAAAAAAyg2KkwCKxWqxKCr0BsVJl0fuevF5x19n5KQjx+3zfXyVvOKkLX9Kd+MWRe7SDQAAAAAAKh56+QCK7UZTu686PXLXqS+P1SrLuR/yduwuRFau7/fhtryip3e9ySZ3FL+xAAAAAACg3KA4CaDYqtxgU5yrLo8Uav/Xjt0eWX/8vtDjcgyb4Ug/FydZbxIAAAAAgMBEcRJAsVW9wcjJay63ct2Gqd2nCq476fZ45HT/XJy0WKRQq6RrGbKePC6PLUTuhreVaLsBAAAAAIC5KE4CKLYbjZy8mOXW2G2XtKdKXnEydPUiyeW7M3eW36hJu9Uii8Ui27EDsng8csc1lexhJdtwAAAAAABgKoqTAIqtSqjvW4ndVnAHb7fHow8bPKScGnVkO3FE9s/m+jyfU8R6k7bDeyQxpRsAAAAAgEBEcRJAsflviBMZalHlQnbwzrZHaN/A8fJYrApdMV/Wf+7xPldg5GR+cXLft5Kk3OZ3lnSzAQAAAACAyShOAii2GuG+byVV7VbVq2wr9NjT9W+X89FBsnjcCn8/Wcq8JknKLmwznCsOWdMOyxMSqtzbWpdO4wEAAAAAgGkoTgIotjoRVjWJDpWUt5HNfXXC9GiDcNWuVLBAecXpUU7fp5TboLGsP/2osE/fkVSwOGm3SSH7/yGLx6PcpndIYRGlfyIAAAAAAKBMUZwEUGwWi0VPN6+sp1tEalxCFbW9xa6YyBAlJUQpsVEln2MznG4pJFTZv/uDPKGhCt34hWzfbVK22/c1w20W2fZ+I0nKvePusjoVAAAAAABQhihOAigRVotFzaJDdathtKTFUnDtyQxn3ghJd/145ST+TpIUNvvP8jgu+hwXZjWsN9nyrtJsOgAAAAAAMAnFSQClKspvJ+8M18/Tt50P9pOr+Z2yXnGo8cIpkufn52qfPyGr47zc0TXkjmlYZu0FAAAAAABlh+IkgFIV6Tdy8qrTMH/balX28CR5KkWq1sHt6nRojfepuNTvJEm5LdvlLWQJAAAAAAACDsVJAKXKvzh5xem78Y2nei1l/+b3kqSBW+eo6tWLsrpz1WTnl5JYbxIAAAAAgEBGcRJAqYqwWWQ1jHzMyfXI6fYtULru7aqTt92rcFeWBmz/WJ0OrVGV8yflrlVXrnb/r6ybDAAAAAAAygjFSQClymKxFBg9meE3elKStv3/YXLaQnXv0Q3qv/0TSVJ24ggpJLRM2gkAAAAAAMoexUkApa7g1G53gWN+qlJHq1r1kSRVcl7Tpdjmym3XuSyaBwAAAAAATEJxEkCpi/TfsbuQkZM5uR6tTOinC5G3yC2Lvu81nI1wAAAAAAAIcCFmNwBA4Cs4rbvgyMmsXI9yQsP1eq8/qUqmQ90btyyr5gEAAAAAAJNQnARQ6qJuYs3JnH/VK9Mjayo9sqbCbIyaBAAAAAAg0DGtG0Cpqxxy42nd2bm+j1GcBAAAAAAg8FGcBFDqbmZad4HiJO9OAAAAAAAEPLr/AEpdweIkIycBAAAAAADFSQBlIMp/t26XbyHS4/EoO9f3ZyhOAgAAAAAQ+ChOAih1N5rW7fJIbs/PBcsQq0UhVoqTAAAAAAAEOoqTAEpd5RtM6/af0m23lXqTAAAAAABAOUBxEkCpi7BZZDOMhMzJ9SjHUJAsuBkOoyYBAAAAAAgGFCcBlDqLxaLIkKKndrPeJAAAAAAAwYniJIAyUWBqt2FTnBw3O3UDAAAAABCMKE4CKBOR/jt2G9adzPKf1k1xEgAAAACAoEBxEkCZuN6O3QXWnGRDHAAAAAAAggLFSQBlIsqvOPnD1aKLk3Y2xAEAAAAAIChQnARQJm6t5DsccsvZbO/oSf8NccKZ1g0AAAAAQFCgOAmgTLSpafdZdzIn16P1P2Tnfe23IY6d4iQAAAAAAEGB4iSAMhFms6hrvTCfx77+MVtXnG5luXyLk4ycBAAAAAAgOFCcBFBmOtYJKzh68nR2gZGTbIgDAAAAAEBwMK04OWXKFHXp0kUxMTFq1KiRBg4cqAMHDnifdzqdmjRpkjp06KC6deuqWbNmGjZsmE6ePOnzOo8++qiio6N9/gwZMqS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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spy_bol['close'].plot(label = 'CLOSE', alpha = 0.6)\n",
    "spy_bol['MA'].plot(label = 'MOVING AVG', linewidth = 2)\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Closing Prices')\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spy_bol['close'].plot(label = 'CLOSE PRICES', color = 'skyblue')\n",
    "spy_bol['BOLU'].plot(label = 'BOLU', linestyle = '--', linewidth = 1, color = 'black')\n",
    "spy_bol['MA'].plot(label = 'MOVING AVG', linestyle = '--', linewidth = 1.2, color = 'grey')\n",
    "spy_bol['BOLD'].plot(label = 'BOLD', linestyle = '--', linewidth = 1, color = 'black')\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.title('spy_bol BOLLINGER BANDS')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>status</th>\n",
       "      <th>volumn</th>\n",
       "      <th>TP</th>\n",
       "      <th>MA</th>\n",
       "      <th>BOLU</th>\n",
       "      <th>BOLD</th>\n",
       "      <th>bb_w</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-06-04</th>\n",
       "      <td>422.60</td>\n",
       "      <td>422.92</td>\n",
       "      <td>418.8422</td>\n",
       "      <td>420.75</td>\n",
       "      <td>ok</td>\n",
       "      <td>55938789</td>\n",
       "      <td>421.454067</td>\n",
       "      <td>420.194813</td>\n",
       "      <td>422.463918</td>\n",
       "      <td>417.925708</td>\n",
       "      <td>0.010739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-07</th>\n",
       "      <td>422.19</td>\n",
       "      <td>422.78</td>\n",
       "      <td>421.1900</td>\n",
       "      <td>422.59</td>\n",
       "      <td>ok</td>\n",
       "      <td>51555032</td>\n",
       "      <td>422.053333</td>\n",
       "      <td>420.533480</td>\n",
       "      <td>423.362291</td>\n",
       "      <td>417.704669</td>\n",
       "      <td>0.013401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-08</th>\n",
       "      <td>422.28</td>\n",
       "      <td>423.21</td>\n",
       "      <td>420.3200</td>\n",
       "      <td>423.11</td>\n",
       "      <td>ok</td>\n",
       "      <td>47134279</td>\n",
       "      <td>421.936667</td>\n",
       "      <td>420.814813</td>\n",
       "      <td>423.909220</td>\n",
       "      <td>417.720407</td>\n",
       "      <td>0.014656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-09</th>\n",
       "      <td>421.65</td>\n",
       "      <td>423.26</td>\n",
       "      <td>421.4100</td>\n",
       "      <td>423.18</td>\n",
       "      <td>ok</td>\n",
       "      <td>48436342</td>\n",
       "      <td>422.106667</td>\n",
       "      <td>421.179480</td>\n",
       "      <td>424.388351</td>\n",
       "      <td>417.970609</td>\n",
       "      <td>0.015221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-10</th>\n",
       "      <td>423.61</td>\n",
       "      <td>424.63</td>\n",
       "      <td>421.5500</td>\n",
       "      <td>422.96</td>\n",
       "      <td>ok</td>\n",
       "      <td>51020147</td>\n",
       "      <td>423.263333</td>\n",
       "      <td>422.162813</td>\n",
       "      <td>423.496885</td>\n",
       "      <td>420.828742</td>\n",
       "      <td>0.006299</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             close    high       low    open status    volumn          TP  \\\n",
       "Date                                                                        \n",
       "2021-06-04  422.60  422.92  418.8422  420.75     ok  55938789  421.454067   \n",
       "2021-06-07  422.19  422.78  421.1900  422.59     ok  51555032  422.053333   \n",
       "2021-06-08  422.28  423.21  420.3200  423.11     ok  47134279  421.936667   \n",
       "2021-06-09  421.65  423.26  421.4100  423.18     ok  48436342  422.106667   \n",
       "2021-06-10  423.61  424.63  421.5500  422.96     ok  51020147  423.263333   \n",
       "\n",
       "                    MA        BOLU        BOLD      bb_w  \n",
       "Date                                                      \n",
       "2021-06-04  420.194813  422.463918  417.925708  0.010739  \n",
       "2021-06-07  420.533480  423.362291  417.704669  0.013401  \n",
       "2021-06-08  420.814813  423.909220  417.720407  0.014656  \n",
       "2021-06-09  421.179480  424.388351  417.970609  0.015221  \n",
       "2021-06-10  422.162813  423.496885  420.828742  0.006299  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spy_bol = spy_bol.dropna()\n",
    "display(spy_bol.tail())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "### Long Entry：lowerBand Cross & close price > lowerBand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [],
   "source": [
    "spy_bol['long_entry'] = (spy_bol.low < spy_bol.BOLD) & (spy_bol.close >= spy_bol.BOLD) & (spy_bol.volumn > 10e6)\n",
    "spy_bol_long_entry = spy_bol.loc[spy_bol.long_entry,['close']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [],
   "source": [
    "# display(spy_bol_long_entry)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "### Long Exit：upperBand Cross & close price < upperBand  or lowerBand Cross & close price < lowerBand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [],
   "source": [
    "spy_bol['long_exit_upper'] = ((spy_bol.high > spy_bol.BOLU) & (spy_bol.close <= spy_bol.BOLU) & (spy_bol.volumn > 10e6))\n",
    "spy_bol['long_exit_lower'] = ((spy_bol.low < spy_bol.BOLD) & (spy_bol.close <= spy_bol.BOLD) & (spy_bol.volumn > 10e6))\n",
    "spy_bol['long_exit'] = (spy_bol.long_exit_upper) | (spy_bol.long_exit_lower)\n",
    "spy_bol_long_exit_upper = spy_bol.loc[spy_bol.long_exit_upper,['close']]\n",
    "spy_bol_long_exit_lower = spy_bol.loc[spy_bol.long_exit_lower,['close']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [],
   "source": [
    "# display(spy_bol_long_exit)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "### Entry and Exit visualization (without trading signal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "spy_bol['close'].plot(label = 'CLOSE PRICES', color = 'skyblue', alpha=0.5, ax = ax)\n",
    "spy_bol['BOLU'].plot(label = 'BOLU', linestyle = '--', linewidth = 1, color = 'black', ax = ax)\n",
    "spy_bol['MA'].plot(label = 'MOVING AVG', linestyle = '--', linewidth = 1.2, color = 'grey', ax = ax)\n",
    "spy_bol['BOLD'].plot(label = 'BOLD', linestyle = '--', linewidth = 1, color = 'black', ax = ax)\n",
    "spy_bol_long_entry.reset_index().plot.scatter(x = 'Date', y = 'close', marker = '+', color = 'red',\\\n",
    "                                           s = 200, ax = ax, label = 'Long Entry')\n",
    "spy_bol_long_exit_upper.reset_index().plot.scatter(x = 'Date', y = 'close', marker = '+', color = 'green',\\\n",
    "                                          s = 200, ax = ax, label = 'Long Exit Upper')\n",
    "spy_bol_long_exit_lower.reset_index().plot.scatter(x = 'Date', y = 'close', marker = '+', color = 'blue',\\\n",
    "                                          s = 200, ax = ax, label = 'Long Exit Lower')\n",
    "#ax.vlines(spy_bol_long_entry.reset_index().Date, ymin = 0, ymax = 1000, color = 'red',\\\n",
    "          #linestyle = '--', linewidth = 1, label = 'Long Entry')\n",
    "#ax.vlines(spy_bol_long_exit_upper.reset_index().Date, ymin = 0, ymax = 1000, color = 'green',\\\n",
    "        #  linestyle = '--', linewidth = 1, label = 'Long Exit Upper')\n",
    "#ax.vlines(spy_bol_long_exit_lower.reset_index().Date, ymin = 0, ymax = 1000, color = 'blue',\\\n",
    "       #   linestyle = '--', linewidth = 1, label = 'Long Exit Lower')\n",
    "# plt.vlines(spy_bol_long_entry.reset_index().Date, ymin = 0, ymax = 1000, color = 'purple',\\\n",
    "#            linestyle = '--', linewidth = 1, label = 'Long Entry')\n",
    "# plt.vlines(spy_bol_long_exit.reset_index().Date, ymin = 0, ymax = 1000, color = 'green',\\\n",
    "#            linestyle = '--', linewidth = 1, label = 'Long Exit')\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.title('SPY BOLLINGER BANDS')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trading signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# spy_bol_trade = spy_bol.loc[:,['long_entry', 'long_exit', 'close']]\n",
    "# spy_bol_trade['trade'] = 0\n",
    "# spy_bol_trade['buy'] = 0\n",
    "# ts = 0 # trading signal\n",
    "# for i in spy_bol_trade.index:\n",
    "#     if ((spy_bol_trade.loc[i, 'long_entry']) & (ts == 0)):\n",
    "#         ts = 1\n",
    "#         buy = spy_bol_trade.loc[i, 'close']\n",
    "#         spy_bol_trade.loc[i,'trade'] = -1\n",
    "#     if ((spy_bol_trade.loc[i, 'long_exit']) & (ts == 1)):\n",
    "#         ts = 0\n",
    "#         spy_bol_trade.loc[i, 'trade'] = 1\n",
    "#         spy_bol_trade.loc[i, 'buy'] = buy\n",
    "\n",
    "# spy_bol_trade = spy_bol_trade[spy_bol_trade['trade'] != 0]\n",
    "# display(spy_bol_trade.head(60))\n",
    "\n",
    "# spy_bol_long_entry = spy_bol_trade.loc[spy_bol_trade.long_entry,['close']]\n",
    "# spy_bol_long_exit = spy_bol_trade.loc[spy_bol_trade.long_exit, ['close']]\n",
    "# spy_bol_long_exit_rtn = spy_bol_trade.loc[spy_bol_trade.long_exit, ['close', 'buy']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "spy_bol['trade'] = 0\n",
    "spy_bol['buy'] = 0\n",
    "spy_bol['sell'] = 0\n",
    "ts = 0 # trading signal\n",
    "for i in spy_bol.index:\n",
    "    if ((spy_bol.loc[i, 'long_entry']) & (ts == 0)):\n",
    "        ts = 1\n",
    "        # spy_bol.loc[i, 'cf'] = - spy_bol.loc[i, 'close']\n",
    "        buy = spy_bol.loc[i, 'close']\n",
    "        spy_bol.loc[i,'trade'] = -1\n",
    "    if ((spy_bol.loc[i, 'long_exit']) & (ts == 1)):\n",
    "        ts = 0\n",
    "        spy_bol.loc[i, 'trade'] = 1\n",
    "        spy_bol.loc[i, 'buy'] = buy\n",
    "        spy_bol.loc[i, 'sell'] = spy_bol.loc[i, 'close']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "spy_bol_long_entry = (spy_bol[spy_bol.trade != 0]).loc[spy_bol.long_entry,['close']]\n",
    "spy_bol_long_exit = (spy_bol[spy_bol.trade != 0]).loc[spy_bol.long_exit,['close']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Entry and Exit (with trading signal validated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "spy_bol['close'].plot(label = 'CLOSE PRICES', color = 'skyblue', alpha=0.5, ax = ax)\n",
    "spy_bol['BOLU'].plot(label = 'BOLU', linestyle = '--', linewidth = 1, color = 'black', ax = ax)\n",
    "spy_bol['MA'].plot(label = 'MOVING AVG', linestyle = '--', linewidth = 1.2, color = 'grey', ax = ax)\n",
    "spy_bol['BOLD'].plot(label = 'BOLD', linestyle = '--', linewidth = 1, color = 'black', ax = ax)\n",
    "spy_bol_long_entry.reset_index().plot.scatter(x = 'Date', y = 'close', marker = '+', color = 'red',\\\n",
    "                                           s = 200, ax = ax, label = 'Long Entry')\n",
    "spy_bol_long_exit.reset_index().plot.scatter(x = 'Date', y = 'close', marker = '+', color = 'green',\\\n",
    "                                          s = 200, ax = ax, label = 'Long Exit')\n",
    "#ax.vlines(spy_bol_long_entry.reset_index().Date, ymin = 0, ymax = 1000, color = 'red',\\\n",
    "        #  linestyle = '--', linewidth = 1, label = 'Long Entry')\n",
    "#ax.vlines(spy_bol_long_exit.reset_index().Date, ymin = 0, ymax = 1000, color = 'green',\\\n",
    "     #     linestyle = '--', linewidth = 1, label = 'Long Exit')\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.title('SPY BOLLINGER BANDS')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cumulative Return of SPY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>status</th>\n",
       "      <th>volumn</th>\n",
       "      <th>TP</th>\n",
       "      <th>MA</th>\n",
       "      <th>BOLU</th>\n",
       "      <th>BOLD</th>\n",
       "      <th>bb_w</th>\n",
       "      <th>long_entry</th>\n",
       "      <th>long_exit_upper</th>\n",
       "      <th>long_exit_lower</th>\n",
       "      <th>long_exit</th>\n",
       "      <th>trade</th>\n",
       "      <th>buy</th>\n",
       "      <th>sell</th>\n",
       "      <th>rtn</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>324.87</td>\n",
       "      <td>324.89</td>\n",
       "      <td>322.5300</td>\n",
       "      <td>323.54</td>\n",
       "      <td>ok</td>\n",
       "      <td>59253833</td>\n",
       "      <td>324.096667</td>\n",
       "      <td>322.508667</td>\n",
       "      <td>324.719190</td>\n",
       "      <td>320.298143</td>\n",
       "      <td>0.013609</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>322.41</td>\n",
       "      <td>323.64</td>\n",
       "      <td>321.1000</td>\n",
       "      <td>321.16</td>\n",
       "      <td>ok</td>\n",
       "      <td>77783121</td>\n",
       "      <td>322.383333</td>\n",
       "      <td>322.483333</td>\n",
       "      <td>324.696682</td>\n",
       "      <td>320.269985</td>\n",
       "      <td>0.013730</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-06</th>\n",
       "      <td>323.64</td>\n",
       "      <td>323.73</td>\n",
       "      <td>320.3600</td>\n",
       "      <td>320.49</td>\n",
       "      <td>ok</td>\n",
       "      <td>55761948</td>\n",
       "      <td>322.576667</td>\n",
       "      <td>322.402667</td>\n",
       "      <td>324.554040</td>\n",
       "      <td>320.251293</td>\n",
       "      <td>0.013295</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-07</th>\n",
       "      <td>322.73</td>\n",
       "      <td>323.54</td>\n",
       "      <td>322.2400</td>\n",
       "      <td>323.02</td>\n",
       "      <td>ok</td>\n",
       "      <td>42854811</td>\n",
       "      <td>322.836667</td>\n",
       "      <td>322.654667</td>\n",
       "      <td>324.608373</td>\n",
       "      <td>320.700960</td>\n",
       "      <td>0.012107</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-08</th>\n",
       "      <td>324.45</td>\n",
       "      <td>325.78</td>\n",
       "      <td>322.6700</td>\n",
       "      <td>322.94</td>\n",
       "      <td>ok</td>\n",
       "      <td>68434153</td>\n",
       "      <td>324.300000</td>\n",
       "      <td>323.238667</td>\n",
       "      <td>325.025853</td>\n",
       "      <td>321.451480</td>\n",
       "      <td>0.011017</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-04</th>\n",
       "      <td>422.60</td>\n",
       "      <td>422.92</td>\n",
       "      <td>418.8422</td>\n",
       "      <td>420.75</td>\n",
       "      <td>ok</td>\n",
       "      <td>55938789</td>\n",
       "      <td>421.454067</td>\n",
       "      <td>420.194813</td>\n",
       "      <td>422.463918</td>\n",
       "      <td>417.925708</td>\n",
       "      <td>0.010739</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-07</th>\n",
       "      <td>422.19</td>\n",
       "      <td>422.78</td>\n",
       "      <td>421.1900</td>\n",
       "      <td>422.59</td>\n",
       "      <td>ok</td>\n",
       "      <td>51555032</td>\n",
       "      <td>422.053333</td>\n",
       "      <td>420.533480</td>\n",
       "      <td>423.362291</td>\n",
       "      <td>417.704669</td>\n",
       "      <td>0.013401</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-08</th>\n",
       "      <td>422.28</td>\n",
       "      <td>423.21</td>\n",
       "      <td>420.3200</td>\n",
       "      <td>423.11</td>\n",
       "      <td>ok</td>\n",
       "      <td>47134279</td>\n",
       "      <td>421.936667</td>\n",
       "      <td>420.814813</td>\n",
       "      <td>423.909220</td>\n",
       "      <td>417.720407</td>\n",
       "      <td>0.014656</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-09</th>\n",
       "      <td>421.65</td>\n",
       "      <td>423.26</td>\n",
       "      <td>421.4100</td>\n",
       "      <td>423.18</td>\n",
       "      <td>ok</td>\n",
       "      <td>48436342</td>\n",
       "      <td>422.106667</td>\n",
       "      <td>421.179480</td>\n",
       "      <td>424.388351</td>\n",
       "      <td>417.970609</td>\n",
       "      <td>0.015221</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-06-10</th>\n",
       "      <td>423.61</td>\n",
       "      <td>424.63</td>\n",
       "      <td>421.5500</td>\n",
       "      <td>422.96</td>\n",
       "      <td>ok</td>\n",
       "      <td>51020147</td>\n",
       "      <td>423.263333</td>\n",
       "      <td>422.162813</td>\n",
       "      <td>423.496885</td>\n",
       "      <td>420.828742</td>\n",
       "      <td>0.006299</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>363 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             close    high       low    open status    volumn          TP  \\\n",
       "Date                                                                        \n",
       "2020-01-02  324.87  324.89  322.5300  323.54     ok  59253833  324.096667   \n",
       "2020-01-03  322.41  323.64  321.1000  321.16     ok  77783121  322.383333   \n",
       "2020-01-06  323.64  323.73  320.3600  320.49     ok  55761948  322.576667   \n",
       "2020-01-07  322.73  323.54  322.2400  323.02     ok  42854811  322.836667   \n",
       "2020-01-08  324.45  325.78  322.6700  322.94     ok  68434153  324.300000   \n",
       "...            ...     ...       ...     ...    ...       ...         ...   \n",
       "2021-06-04  422.60  422.92  418.8422  420.75     ok  55938789  421.454067   \n",
       "2021-06-07  422.19  422.78  421.1900  422.59     ok  51555032  422.053333   \n",
       "2021-06-08  422.28  423.21  420.3200  423.11     ok  47134279  421.936667   \n",
       "2021-06-09  421.65  423.26  421.4100  423.18     ok  48436342  422.106667   \n",
       "2021-06-10  423.61  424.63  421.5500  422.96     ok  51020147  423.263333   \n",
       "\n",
       "                    MA        BOLU        BOLD      bb_w  long_entry  \\\n",
       "Date                                                                   \n",
       "2020-01-02  322.508667  324.719190  320.298143  0.013609       False   \n",
       "2020-01-03  322.483333  324.696682  320.269985  0.013730       False   \n",
       "2020-01-06  322.402667  324.554040  320.251293  0.013295       False   \n",
       "2020-01-07  322.654667  324.608373  320.700960  0.012107       False   \n",
       "2020-01-08  323.238667  325.025853  321.451480  0.011017       False   \n",
       "...                ...         ...         ...       ...         ...   \n",
       "2021-06-04  420.194813  422.463918  417.925708  0.010739       False   \n",
       "2021-06-07  420.533480  423.362291  417.704669  0.013401       False   \n",
       "2021-06-08  420.814813  423.909220  417.720407  0.014656       False   \n",
       "2021-06-09  421.179480  424.388351  417.970609  0.015221       False   \n",
       "2021-06-10  422.162813  423.496885  420.828742  0.006299       False   \n",
       "\n",
       "            long_exit_upper  long_exit_lower  long_exit  trade  buy  sell  rtn  \n",
       "Date                                                                            \n",
       "2020-01-02            False            False      False      0  0.0   0.0  0.0  \n",
       "2020-01-03            False            False      False      0  0.0   0.0  0.0  \n",
       "2020-01-06            False            False      False      0  0.0   0.0  0.0  \n",
       "2020-01-07            False            False      False      0  0.0   0.0  0.0  \n",
       "2020-01-08             True            False       True      0  0.0   0.0  0.0  \n",
       "...                     ...              ...        ...    ...  ...   ...  ...  \n",
       "2021-06-04            False            False      False      0  0.0   0.0  0.0  \n",
       "2021-06-07            False            False      False      0  0.0   0.0  0.0  \n",
       "2021-06-08            False            False      False      0  0.0   0.0  0.0  \n",
       "2021-06-09            False            False      False      0  0.0   0.0  0.0  \n",
       "2021-06-10            False            False      False      0  0.0   0.0  0.0  \n",
       "\n",
       "[363 rows x 19 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spy_bol['rtn'] = (spy_bol['sell'] - spy_bol['buy']) / spy_bol['buy']\n",
    "spy_bol = spy_bol.fillna(0)\n",
    "spy_bol\n",
    "#spy_bol['cum_rtn'] = (1 + spy_bol.rtn).cumprod()\n",
    "#spy_bol['cum_rtn']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cumulative Return of SPY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>status</th>\n",
       "      <th>volumn</th>\n",
       "      <th>pct_rtn</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1997-01-03</th>\n",
       "      <td>75.0938</td>\n",
       "      <td>75.1250</td>\n",
       "      <td>74.0781</td>\n",
       "      <td>74.3750</td>\n",
       "      <td>ok</td>\n",
       "      <td>2123200</td>\n",
       "      <td>0.014353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997-01-06</th>\n",
       "      <td>74.4375</td>\n",
       "      <td>75.4375</td>\n",
       "      <td>74.3125</td>\n",
       "      <td>75.0938</td>\n",
       "      <td>ok</td>\n",
       "      <td>1374100</td>\n",
       "      <td>-0.008740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997-01-07</th>\n",
       "      <td>75.3438</td>\n",
       "      <td>75.4688</td>\n",
       "      <td>74.1250</td>\n",
       "      <td>74.4375</td>\n",
       "      <td>ok</td>\n",
       "      <td>939000</td>\n",
       "      <td>0.012175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997-01-08</th>\n",
       "      <td>74.6875</td>\n",
       "      <td>75.7812</td>\n",
       "      <td>74.6875</td>\n",
       "      <td>75.7500</td>\n",
       "      <td>ok</td>\n",
       "      <td>1802200</td>\n",
       "      <td>-0.008711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997-01-09</th>\n",
       "      <td>75.3125</td>\n",
       "      <td>75.8750</td>\n",
       "      <td>74.9375</td>\n",
       "      <td>75.0625</td>\n",
       "      <td>ok</td>\n",
       "      <td>1415700</td>\n",
       "      <td>0.008368</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              close     high      low     open status   volumn   pct_rtn\n",
       "Date                                                                    \n",
       "1997-01-03  75.0938  75.1250  74.0781  74.3750     ok  2123200  0.014353\n",
       "1997-01-06  74.4375  75.4375  74.3125  75.0938     ok  1374100 -0.008740\n",
       "1997-01-07  75.3438  75.4688  74.1250  74.4375     ok   939000  0.012175\n",
       "1997-01-08  74.6875  75.7812  74.6875  75.7500     ok  1802200 -0.008711\n",
       "1997-01-09  75.3125  75.8750  74.9375  75.0625     ok  1415700  0.008368"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spy = finnhub_client.stock_candles('SPY', 'D', start_time, end_time)\n",
    "spy = pd.DataFrame(spy)\n",
    "spy = spy.rename(columns = {'t':'Date', 'o':'open', 'h':'high', 'l':'low', 'c':'close', 's':'status', 'v':'volumn'})\n",
    "spy['Date'] = pd.to_datetime(spy['Date'], unit = 's')\n",
    "spy = spy.set_index('Date')\n",
    "\n",
    "# spy['close_lagged'] = spy['close'].shift(1) \n",
    "# spy_bol['rtn'] = (spy_bol['close'] - spy_bol['close_lagged']) / spy_bol['close_lagged']\n",
    "spy['pct_rtn'] = spy['close'].pct_change()\n",
    "#spy['cum_rtn'] = (1 + spy.pct_rtn).cumprod()\n",
    "spy = spy.dropna()\n",
    "spy.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "comb = spy.join(spy_bol, lsuffix = '_market', rsuffix = '_bollinger')\n",
    "comb = comb.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'comb' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-53-57c23766de13>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mcomb\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'cum_rtn_market'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'Market Return'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolor\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'skyblue'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mcomb\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'cum_rtn_bollinger'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'Bollinger Return'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolor\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'mediumvioletred'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;31m# ax.vlines(spy_bol_long_entry.reset_index().Date, ymin = -0.25, ymax = 1.75, color = 'red',\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;31m#           linestyle = '--', linewidth = 1, label = 'Long Entry')\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'comb' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "comb['cum_rtn_market'].plot(label = 'Market Return', color = 'skyblue', ax = ax)\n",
    "comb['cum_rtn_bollinger'].plot(label = 'Bollinger Return', color = 'mediumvioletred', ax = ax)\n",
    "# ax.vlines(spy_bol_long_entry.reset_index().Date, ymin = -0.25, ymax = 1.75, color = 'red',\\\n",
    "#           linestyle = '--', linewidth = 1, label = 'Long Entry')\n",
    "# ax.vlines(spy_bol_long_exit.reset_index().Date, ymin = -0.25, ymax = 1.75, color = 'green',\\\n",
    "#           linestyle = '--', linewidth = 1, label = 'Long Exit Upper')\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.title('Return Comparison')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1fccf47ce20>]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "plt.plot((1+spy_bol['rtn']).cumprod(), color = 'blue')\n",
    "plt.plot((1+spy['pct_rtn']).cumprod(), color = 'red')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "### Cumulative Return on Exit Day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [],
   "source": [
    "# spy_bol_long_exit_rtn['rtn'] = (spy_bol_long_exit_rtn['close'] - spy_bol_long_exit_rtn['buy']) / spy_bol_long_exit_rtn['buy']\n",
    "# display(spy_bol_long_exit_rtn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SPY Cumulative Return on Exit Day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# spy_bol = finnhub_client.stock_candles('SPY', 'D', start_time, end_time)\n",
    "# spy_bol = pd.DataFrame(spy_bol)\n",
    "# spy_bol = spy_bol.rename(columns = {'t':'Date', 'o':'open', 'h':'high', 'l':'low', 'c':'close', 's':'status', 'v':'volumn'})\n",
    "# spy_bol['Date'] = pd.to_datetime(spy_bol['Date'], unit = 's')\n",
    "# spy_bol = spy_bol.set_index('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# spy_bol['close_lagged'] = spy_bol['close'].shift(1) \n",
    "# spy_bol['rtn'] = (spy_bol['close'] - spy_bol['close_lagged']) / spy_bol['close_lagged']\n",
    "# spy_bol = spy_bol.dropna()\n",
    "# spy_bol.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# spy_bol_tbc = spy_bol.loc[spy_bol_long_exit.index, ['close']]\n",
    "# spy_bol_tbc['buy'] = spy_bol.loc[spy_bol_long_entry.index,['close']].values\n",
    "# spy_bol_tbc['rtn'] = (spy_bol_tbc.close - spy_bol_tbc.buy) / spy_bol_tbc.buy\n",
    "# spy_bol_tbc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# comb = spy_bol_tbc.join(spy_bol_long_exit_rtn, lsuffix = '_market', rsuffix = '_bollinger')\n",
    "# display(comb)\n",
    "# print(comb.rtn_market.sum(), comb.rtn_bollinger.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# spy_bol_long_entry['rtn'] = spy_bol_long_exit_rtn['rtn'].values\n",
    "# spy_bol_long_exit['rtn'] = spy_bol_long_exit_rtn['rtn'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fig, ax = plt.subplots()\n",
    "# comb['rtn_market'].plot(label = 'Market Return', color = 'skyblue', ax = ax)\n",
    "# comb['rtn_bollinger'].plot(label = 'Bollinger Return', color = 'mediumvioletred', ax = ax)\n",
    "# ax.vlines(spy_bol_long_entry.reset_index().Date, ymin = -0.25, ymax = 1, color = 'red',\\\n",
    "#           linestyle = '--', linewidth = 1, label = 'Long Entry')\n",
    "# ax.vlines(spy_bol_long_exit.reset_index().Date, ymin = -0.25, ymax = 1, color = 'green',\\\n",
    "#           linestyle = '--', linewidth = 1, label = 'Long Exit Upper')\n",
    "# plt.legend(loc = 'upper left')\n",
    "# plt.title('Return from Entry days to Exit days Comparison')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ax = comb.plot.bar(y = ['rtn_market', 'rtn_bollinger'])\n",
    "# plt.legend()\n",
    "# plt.title('Return from Entry days to Exit days Comparison')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_code_all_hidden": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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