├── README.md ├── .gitignore ├── back_testing.py └── Mean Reversion.ipynb /README.md: -------------------------------------------------------------------------------- 1 | # Algorithmic Trading: Mean Reversion using Python 2 | 3 | A mean reversion trading algorithm using Bollinger Bands and RSI. 4 | 5 | ## Setting Up 6 | ``` 7 | git clone https://github.com/bryancwh/algo-trading-mean-reversion 8 | ``` 9 | 10 | ## Running the program 11 | * Get your Alpha Vantage API key from https://www.alphavantage.co/support/#api-key. 12 | * Create a "alphavantage_api_keys.txt" file and paste your API key into it. 13 | * Select your desired Ticker Symbol. 14 | * Select your desired start and end date for backtest. 15 | * Run the program. 16 | 17 | ``` 18 | cd algo-trading-mean-reversion 19 | python3 Mean\ Reversion.py 20 | ``` 21 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | 131 | #Keys 132 | alphavantage_api_keys.txt -------------------------------------------------------------------------------- /back_testing.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import numpy as np 3 | 4 | 5 | def backtest_dataframe(df): 6 | position = 0 7 | net_profit = 0 8 | percentage_change = [] 9 | df['buy_date'] = '' 10 | df['sell_date'] = '' 11 | 12 | for i in df.index: 13 | close = df["close"][i] 14 | date = df['date'][i] 15 | 16 | # Buy action 17 | if df["signal"][i] == 1: 18 | if(position == 0): 19 | buy_price = close 20 | position = 1 21 | df.at[i, 'buy_date'] = date 22 | print(f"Buying at {str(buy_price)} on {str(date)}") 23 | 24 | # Sell action 25 | elif (df["signal"][i] == -1): 26 | if(position == 1): 27 | sell_price = close 28 | bought = 0 29 | position = 0 30 | df.at[i, 'sell_date'] = date 31 | print(f"Selling at {str(sell_price)} on {str(date)}") 32 | 33 | # Get percentage change of trade 34 | pc = (sell_price/buy_price-1)*100 35 | percentage_change.append(pc) 36 | net_profit += (sell_price - buy_price) 37 | 38 | # Calculate trade statistics 39 | gains = 0 40 | ng = 0 41 | losses = 0 42 | nl = 0 43 | totalR = 1 44 | 45 | for i in percentage_change: 46 | if(i > 0): 47 | gains += i 48 | ng += 1 49 | else: 50 | losses += i 51 | nl += 1 52 | totalR = totalR * ((i/100)+1) 53 | 54 | totalR = round((totalR-1)*100, 2) 55 | 56 | if(ng > 0): 57 | avgGain = round(gains/ng, 2) 58 | maxR = round(max(percentage_change), 2) 59 | else: 60 | avgGain = 0 61 | maxR = "undefined" 62 | 63 | if(nl > 0): 64 | avgLoss = round(losses/nl, 2) 65 | maxL = round(min(percentage_change), 2) 66 | else: 67 | avgLoss = 0 68 | maxL = "undefined" 69 | 70 | if(ng > 0 or nl > 0): 71 | win_rate = round((ng/(ng+nl))*100, 2) 72 | else: 73 | win_rate = 0 74 | 75 | print() 76 | print('Evaluation Metrics:') 77 | print('-----------------------------------') 78 | print(f"Number of Trades: {ng+nl}") 79 | print(f"Number of Gains: {ng}") 80 | print(f"Number of Losses: {nl}") 81 | print(f"Total Returns: {totalR}%") 82 | print(f"Win Rate: {win_rate}%") 83 | print(f"Average Gain: {avgGain}%") 84 | print(f"Average Loss: {avgLoss}%") 85 | print(f"Max Return: {maxR}%") 86 | print(f"Max Loss: {maxL}%") 87 | print() 88 | -------------------------------------------------------------------------------- /Mean Reversion.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "## Algorithmic Trading: Mean Reversion " 8 | ] 9 | }, 10 | { 11 | "cell_type": "code", 12 | "execution_count": 17, 13 | "metadata": {}, 14 | "outputs": [], 15 | "source": [ 16 | "import pandas as pd\n", 17 | "import numpy as np\n", 18 | "import matplotlib.pyplot as plt\n", 19 | "import requests\n", 20 | "import datetime\n", 21 | "import back_testing as bt" 22 | ] 23 | }, 24 | { 25 | "cell_type": "markdown", 26 | "metadata": {}, 27 | "source": [ 28 | "### Import Libraries" 29 | ] 30 | }, 31 | { 32 | "cell_type": "markdown", 33 | "metadata": {}, 34 | "source": [ 35 | "### Store API Keys" 36 | ] 37 | }, 38 | { 39 | "cell_type": "code", 40 | "execution_count": 18, 41 | "metadata": {}, 42 | "outputs": [], 43 | "source": [ 44 | "#API Keys stored in alpha_vantage.txt file\n", 45 | "API_KEY = open('alphavantage_api_keys.txt').read()" 46 | ] 47 | }, 48 | { 49 | "cell_type": "markdown", 50 | "metadata": {}, 51 | "source": [ 52 | "### Get Data" 53 | ] 54 | }, 55 | { 56 | "cell_type": "code", 57 | "execution_count": 19, 58 | "metadata": {}, 59 | "outputs": [], 60 | "source": [ 61 | "#Choose symbol\n", 62 | "symbol = 'SQ'\n", 63 | "\n", 64 | "#Get request\n", 65 | "r = requests.get(f'https://www.alphavantage.co/query?function=TIME_SERIES_DAILY_ADJUSTED&symbol={symbol}&outputsize=full&apikey={API_KEY}').json()" 66 | ] 67 | }, 68 | { 69 | "cell_type": "code", 70 | "execution_count": 20, 71 | "metadata": {}, 72 | "outputs": [], 73 | "source": [ 74 | "#Data Cleaning\n", 75 | "metadata = r['Meta Data']\n", 76 | "df = pd.DataFrame(r['Time Series (Daily)'], dtype=float).transpose()\n", 77 | "\n", 78 | "#Reverse index\n", 79 | "df = df.reindex(index=df.index[::-1])\n", 80 | "df.reset_index(level=0, inplace=True)\n", 81 | "\n", 82 | "#Rename cols\n", 83 | "df = df.rename({\n", 84 | " 'index': 'date',\n", 85 | " '1. open': 'open',\n", 86 | " '2. high': 'high',\n", 87 | " '3. low': 'low',\n", 88 | " '4. close': 'close',\n", 89 | " '5. adjusted close': 'adjusted_close',\n", 90 | " '6. volume': 'volume',\n", 91 | " '7. dividend amount': 'dividend_amount',\n", 92 | " '8. split coefficient': 'split_coefficient'\n", 93 | "},axis=1)\n", 94 | "\n", 95 | "#Convert date col to datetime format\n", 96 | "df['date'] = pd.to_datetime(df['date'])" 97 | ] 98 | }, 99 | { 100 | "cell_type": "code", 101 | "execution_count": 21, 102 | "metadata": {}, 103 | "outputs": [], 104 | "source": [ 105 | "df = df[((df['date'] >= pd.to_datetime('2019-01-01')) & (df['date'] <= pd.to_datetime('2021-06-01')))]" 106 | ] 107 | }, 108 | { 109 | "cell_type": "markdown", 110 | "metadata": {}, 111 | "source": [ 112 | "### Calculate ma" 113 | ] 114 | }, 115 | { 116 | "cell_type": "code", 117 | "execution_count": 22, 118 | "metadata": {}, 119 | "outputs": [], 120 | "source": [ 121 | "#Short moving averages (5-20 periods) are best suited for short-term trends and trading\n", 122 | "df['ma_200'] = df['close'].rolling(200).mean()" 123 | ] 124 | }, 125 | { 126 | "cell_type": "code", 127 | "execution_count": 23, 128 | "metadata": { 129 | "scrolled": true 130 | }, 131 | "outputs": [ 132 | { 133 | "data": { 134 | "image/png": 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\n", 135 | "text/plain": "
" 136 | }, 137 | "metadata": { 138 | "needs_background": "light", 139 | "transient": {} 140 | }, 141 | "output_type": "display_data" 142 | } 143 | ], 144 | "source": [ 145 | "#plot for validation\n", 146 | "plt.figure(figsize=(12,5))\n", 147 | "plt.xticks(rotation=45)\n", 148 | "\n", 149 | "plt.plot(df['date'], df['close'], label = 'Close')\n", 150 | "plt.plot(df['date'], df['ma_200'], label = '200 ma')\n", 151 | "\n", 152 | "plt.legend()\n", 153 | "plt.show()" 154 | ] 155 | }, 156 | { 157 | "cell_type": "markdown", 158 | "metadata": {}, 159 | "source": [ 160 | "### Calculate Bollinger Bands" 161 | ] 162 | }, 163 | { 164 | "cell_type": "code", 165 | "execution_count": 24, 166 | "metadata": {}, 167 | "outputs": [], 168 | "source": [ 169 | "period = 20\n", 170 | "\n", 171 | "#Calculate 20-ma and std dev\n", 172 | "df['ma_20'] = df['close'].rolling(period).mean()\n", 173 | "df['std'] = df['close'].rolling(period).std()\n", 174 | "\n", 175 | "#Calculate bollinger bands using std dev\n", 176 | "df['upper_bollinger'] = df['ma_20'] + (2 * df['std'])\n", 177 | "df['lower_bollinger'] = df['ma_20'] - (2 * df['std'])" 178 | ] 179 | }, 180 | { 181 | "cell_type": "code", 182 | "execution_count": 25, 183 | "metadata": { 184 | "scrolled": true 185 | }, 186 | "outputs": [ 187 | { 188 | "data": { 189 | "image/png": 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raQ3MA4HAhPfz+XzTdr/jyczIRKeZMZ5usViMq6++mne+851cddVVqe1FRUU0NzdTUlJCc3MzhYWFo57vcDhSXxuGkfreMIzUbN33vve93HfffaxcuZLbbruNp59++vA9ICGEEEIcMU+8XsML1d2UZ9v4+Yud/PGKMnJclkO65nRPLuzp6ZmwPCQQCKC1nrYJkscLyUSPQWvNDTfcwOLFi/nf//3fYfsuu+wybr/9dgBuv/12Lr/88infx+/3U1JSQiwW44477jikMQshhBDi2LDxQDuffaiGf2z1sbk5RCSh2dw8PcHvdPWK1lrj9/snPE4pJXO2RiFB9Bief/55/vrXv/Lkk0+yatUqVq1axcMPPwzA5z//eR577DHmz5/P448/zuc///kp3+db3/oWp556KmeeeSaLFi2aruELIYQQ4ijZ397HDbdvJG4mJxRubEoGvZtapif4nY4WdFprwuFwWpMUTdOkt7f3kO95vFHTOWN0qtauXas3bNgwbNvOnTtZvHjxURqRmE7yuxRCCHGi6AlGedPPniMUifLx0/P5xlODreJyXRZuv6rskMsilFIsWrQIi2XqpSE33PYqT+xq48F3zUr7nvPnz8dutwPJwLqmpobS0lKcTueUx3E0KKU2aq3XHup1JBMthBBCCDFNXqrupNkX5tNnFbC6xImlP1522xRdoQQNvYe+gqFSKtWKbqqe2DW5PtBaa5qbm1Pt+lpbWwkGg+zfv58dO3awb9++QxrPTCRBtBBCCCHENGn2JUs2ZnttWA1FXkYyW3z+HA8Am6apLvpQg+ip6Ovro7q6Gp/Pl1rvQmuNaZpEIhHi8fi09sQ+1kkQLYQQQggxTVp8YWwWRZYjGWJ97LQ8rlqcxTVLsyjxWNncfOh10QM9nKdDLJF+0DvQGaS+vn5EsKyUorGxkZ07dxKNRolGo0cl0D+SZkaLOyGEEEKIGaDJFyY/w5Kqe15d4mJ1SXJhlJUlTp6pCRA3NVZj6nXRhxpEm+ZgAByKm9gOobZ68JpmqtPHnj17Uo8/Ly+PoqKi47I9nmSihRBCCCGmSbMvRH7G6EHp8kInoZimwXfoGdpD6dDRHRw8NxQ7POUXWmu01nR2dqbVRm8mkiBaCCGEEGKatPjC5GeM/ka/15UMu3ojh7564aEE0a2+wbrsUGx6VlIci9aa1tbWw3qPo2XGlHPs3LmTRCIxbdezWCwTtl2zWCwsX74crTUWi4Vf/vKXnHHGGWMeX1NTw1ve8ha2bdvG008/zQ9/+EMefPBBHnjgAXbs2HFI/aQn67bbbuMzn/kMZWVlxGIxFi9ezF/+8hcyMjIO+dpf//rX8Xg8fPrTn56GkQohhBDHB601rb4wp5dmjbrfY09mqAPTELhGIhFM08QwJp8P3V0/GNSG4oc3iIZkwB8KhXC5XIf9XkfSjMlET2cAne71XC4Xmzdv5vXXX+d73/seX/jCF6Z0r8suu+ywB9ADy4gPdd1117F582a2b9+O3W7nrrvuOqxjEEIIIU5kvlCMmKnxjrG0t9uerAvui05P4DqVMoloNMafX6xPfR88TOUcQ2mtaW9vP+z3OdJmTBB9tPX29pKTkwMk/xg+85nPsGzZMpYvXz5hcHrbbbdx0003AfDe976Xm2++mTPOOIM5c+Zw9913A8mC/BtvvJFFixaxbt06LrnkktS+jRs3cu6557JmzRre8IY30NzcDMB5553HJz7xCdauXcvPfvazMe8fj8cJBAKp8f/73//m1FNPZfXq1Vx00UWpt1m+/vWv8/73v5/zzjuPOXPm8POf/zx1je985zssWLCAs846i927d6e2//znP2fJkiWsWLGCt73tbZP6mQohhBDHk46+CABe5+jh1UAmum8ayjlM06Sjo2PS5/3p6Z1sbY1w2aJMAL75VBu+8PQmKkfj9/unZaXFY8mMKec4GkKhEKtWrSIcDtPc3MyTTz4JwL333pvKUHd0dHDyySdzzjnnpH3d5uZm1q9fz65du7jssst461vfyr333ktNTQ07duygra2NxYsX8/73v59YLMbHPvYx7r//fgoKCrjrrrv40pe+xJ///Gcg+RbJwas9DrjrrrtYv349zc3NLFiwgEsvvRSAs846i5deegmlFH/84x+59dZb+dGPfgTArl27eOqpp/D7/SxcuJCPfOQjbNmyhTvvvJPNmzcTj8c56aSTWLNmDQC33HILBw4cwOFw0NPTM9UftRBCCDHjtfuTQWK2Y/QgOsOmUExfJjocDhONRlOrCE6krTfML9c3srzIwWWLMnlgl5+Ehof3+Hn7Cu+0jGksWmva2tooLy8/rPc5kiQTPY6Bco5du3bxyCOP8J73vAetNevXr+ftb387FouFoqIizj33XF599dW0r3vFFVdgGAZLlixJZYHXr1/PNddcg2EYFBcXc/755wOwe/dutm3bxrp161i1ahXf/va3aWhoSF3ruuuuG/M+A+UcLS0tLF++nB/84AcANDQ08IY3vCG1bfv27alz3vzmN+NwOMjPz6ewsJDW1laee+45rrzySjIyMsjKyuKyyy5LHb9ixQre+c538re//Q2rVV6TCSGEOHGlMtFjlHMYSuG2G9MWRAN0d3enfezdG+sJRE0+ekoeGbbBENByCO32JsPn8x1XvaMliE7T6aefTkdHx7TU9DgcjtTXE63so7Vm6dKlbN68mc2bN7N161YeffTR1H632z3h/ZRSXHrppTz77LMAfOxjH+Omm25i69at/O53vyMcHmz8PnRsFotl1FrroR566CE++tGP8tprr3HyySdPeLwQQghxvIknTK793Yv8/eU6AHKcY/dd9tgN+qLTUz6htZ5UEP3KgU7Ks2yUZ9twWQdDwOkoL0mH1npKJSjHKgmi07Rr1y4SiQR5eXmcffbZ3HXXXSQSCdrb23n22Wc55ZRTDun6Z555Jvfccw+madLa2srTTz8NwMKFC2lvb+fFF18Ekst8Ds0cp2v9+vXMnTsXSL4SLCsrA+D222+f8NxzzjmH++67j1AohN/v59///jeQrMeqr6/n/PPP5/vf/z4+n4++vr5Jj00IIYSYyZp9YV450MWL1Z0YCjLHKOcAcNsNAtHpm8yXSCTSapZgmppNdT4WFySTZTbLYPa5I3jkEmDBYPCI3etwmzHvv1sslmlvcTeRgZpoSL56uv3227FYLFx55ZW8+OKLrFy5EqUUt956K8XFxdTU1Ex5PFdffTVPPPEES5YsoaKigpNOOons7Gzsdjt33303N998Mz6fj3g8zic+8QmWLl064TUHaqJN06S8vJzbbrsNSE4gvOaaa8jJyeGCCy7gwIED417npJNO4rrrrmPlypUUFhZy8sknA8l/uO9617vw+Xxorbn55pvxer1T/hkIIYQQM1FTz2DfZVMnyzbG4pnmcg6lFKFQCKUUSilcLteoqwO290XwhePMyx2sn860G/ijJp2hwz+xcMDxNLlQTVROcCSsXbtWHzw5bufOnRP2cT7e9PX14fF46Ozs5JRTTuH555+nuLj4aA/rkJ2Iv0shhBAnjn9tauCTd73OmXNyyLHF+fDJuWMe+71n26ntifLby8qm7f52u51YLJYKpIuKisjNHT6Gva1+1v3kWT57Vj7nVA2Wgv5gfTu7OqL86YrRx6O1nvYlu5csWTKl/tbTRSm1UWu99lCvM2My0SeCt7zlLfT09BCNRvnKV75yXATQQgghxPGuqSc5t+iWt8zB1zV+zW+GTRGOT28CcyC7O5AYbWtrGxFE94aTJRtu+/DgtdBtZX1tkFhCDyvxALhtUzdPVge47aqycbPrk2EYBpFI5LhYeEWC6GPIQB20EEIIIWaOpp4QORk2dHziUgWH1Zj2IPpg8XicRCIxrHTVF0x2DsmwDQ+G5+XZSWg40B1lQb5j2L67t/cC8PlHW/nGBYW4bNOTPY5Go8dFEH1MTyw8FkpNxKGR36EQQojjXVNPiJJsV1r1vg6LInLQUtvWYBv5u+/A2b1nWsZjGAbhcBitNbFYjEAgQFN7F8Cw1nYA8/OSgfOezuFj90cG66R3tEfY0BRiOpimSSQSmZZrHW0TZqKVUhXAX4AiQAO/11r/TCn1deADwEDPty9qrR/uP+cLwA1AArhZa/3fyQ7M6XTS2dlJXl7etNfiiCNDa01nZydOp/NoD0UIIYQ4bJp9YcpzMtLqgeywKmImJEyd7M9sxil8/CZyo42YysqB835NKG/i5gHjMU2ThoaGVNtZpRRtXcms8sFBdEGGBa/TYE9nBMhMbd/Rngx0bzwll1+/0kXA10Hu/kfxNL8AStG29H8IexdMaXxDW+vOZOmUc8SBT2mtX1NKZQIblVKP9e/7idb6h0MPVkotAd4GLAVKgceVUgu01pOa+lleXk5DQ8Nxudb6icTpdB5XqxMJIYQQB2vsCXFKVW5aXcQc/XXH0YTGHfdTvO235EYb+WLsBr6e/SCVL36B2jNvJZyzaNh5d7zeg8WAty33pjWmoQG91jrVEcR9UBCtlGJBnoM9HcOzw9tbI1gNuGiuh2c3beND+75Fpukj6i7FiAWY/fSN7Lv4DmIZRWmNZ6gTJhOttW4Gmvu/9iuldgLjTSm9HLhTax0BDiil9gGnAC9OZmA2m43Zs2dP5hQhhBBCiCPKH47hD8cpzLRhGAlMc/z2dQ6rAWhyqu+jatfvscT6+Et8HX9PXMD7zjyPWc9/hjlP30j9qd/AX3o2AKbWPLjbT77bknYQfbBgzEQBTtvId/cX5Nt5pTFEIGqmJh5uawuzMN+Bgyi/sv6EhIZ9F/6JsHch9kAj8//7DnL33UPrihsnPZbjZdXCSdVEK6WqgNXAy/2bblJKbVFK/VkpldO/rQyoH3JaA6ME3UqpDyqlNiilNki2WQghhBAzUbMvWZqQnzHx+hOQLOe4wnieeVt/RNi7gH0X3cZX4+8DFJHsOey/4A+Es+ZQ8fLXsUSTJRi1PTH8UZPuQ+jnHIyZuGxq1C4bC/rrovd2JjPEoZjJvq4oywodZDU+zSzdyK22G5PZcaWIesrpLTuX3Op/YYn0THospmlO69ofR0vaQbRSygPcA3xCa90L/AaYC6wiman+0WRurLX+vdZ6rdZ6bUFBwWROFUIIIYQ4JjT2L7TiMkMTZqEB3IT5vO0f9GQtouacnxLImjtsf8KZS+PaL2AkwuTu/xcAW1uTgbovbJIwpzZhPxg1R5RyDJifl1yAZWBy4a6OCKaGpYVOsuufoMuSz4Ph5cPOaVvyfox4mNLXfgiTq9hNtbmb6dIKopVSNpIB9B1a63sBtNatWuuE1toE/kCyZAOgEagYcnp5/zYhhBBCiONKc3+P6GxbeqsQrmm/l2LVzevzbgRlEBhl9cJI9lz8RaeSu+9uVCLCttZkwKmBe3b0TqnzVSBmjtmiLtNhoTTTmspEb2uNYChYmh3B0/Iye73n0BuF1r7B5cEjWbNpWXEj2Y1PUbrpRzCJMWmtj4vJhRMG0SrZGuNPwE6t9Y+HbC8ZctiVwLb+rx8A3qaUciilZgPzgVemb8hCCCGEEMeGpp4QFgU5zjTykjrB4rYHeTKximZ3sgOHPzJ68N2x8J3YIl2UbLyVbW0hshzJ6/9lcw/1vsnXFAdjesRCK0MtyHPwYn2IO17v4YnqPhYXOChufQZDx4nOvRiALa3DA9/OBW+nfeG7ya2+n7y9d6U9Fq01odD0tMw7mtLJRJ8JvBu4QCm1uf/jEuBWpdRWpdQW4HzgkwBa6+3AP4EdwCPARyfbmUMIIYQQYiZo7AmS67Ik29VNIHf/fWREO7krcR6RRDJz2zckEx0fUqoRKFxD2+L3k1v3CJfH/8vZlYPtYhNTqOgIRM0RC60MtbbMhaHgzq0+OoIJPl25j5LXf04oex7e8qV4nQb3bPfxakNwWCa8ddmHCOStIKfmoUmN53gIotPpzrEeGO2n/vA453wH+M4hjEsIIYQQ4rDw+XzEYjEsFgsOhwPDMIjFYhiGgcViwWazDVvtbyyJRILqlm4K3BN3DM458AClm39Ma96pPN64hjXxkUF0OK7x2AdDrrYl7yVc+wrfCt6Gr+NJfMY7WW8uJzqFKNoXTjDLaxtz/3mz3ZxblUEwprHWPcfq179KJKuK2rN/jDIMPn5aHr99tYtvPN3O5Ysy+cDa/mXFlaK37BxKtvwSW7CFWEZxWuOJRCJorWf0WiCy7LcQQgghjitaa7TWGMbIN9wDgQANDQ2pAG6sIK6yshKPx5P6PhwOE4/HU1nYWCyGz+ej1R9jQf/EvLG4W1+hbOP38Refxpal3yDR2JlatXBYEB0z8QwpuUhog5ssX2W5Ws9XLffyc9svOSPycyKTXDZca01POEG2c/wXBkop3DbN/L2/Ipo1iwPn/hLTnlyA5eTyDFaXuvjS461saxs+KbCv+HTY8ks8LS/RPeeKtMcVi8Ww28f/2R3Ljullv4UQQgghxvPkrlaqPv8QzV19HDhwgF27drF9+3Z27NjBgQMHRnTMuO3ZXdzybBuQDC5N0xz1o7a2lkAgkDqutraWuro66uvrqa+vp7m5GX9fHx3B+ISZaG/9EyRsmdSd/l1sjmRZxmjlHOGDguOH9/jZ0h4nNPtiGtd8gVzl552Wx4lNskNHKKaJmeCdIIgGcLdtwBFopH3hu1IB9ACroSjIsI6YDBnJnEXUXUpmc/pLgiilZvzkQgmihRBCCDFj/e6ZagCe27qfQCCQWuoaIBgMsnfvXhoaGujq6qKpuZkfPNPCc7VBwvHxu2lorenu7k5dJx6PDwuytdZ0hxLETch3jxOcao279VX6Ck9CWxw4+1csHMgmtwcGx3vwmBr9cawGvG+1l2D+SlrzTuWT1nsg5Ev/BwR0h5NT07xpTH4s2H0HMWcevWXnjrrfbTcIxg762SmFv/g0PG0bUGZ6kx611jO+V7QE0UIIIYSYsWKJZEAXHWUVPK01sViMnp4empubeXlPU2pfsz8+4viD9fT0sGvXLmpqakZtKzfQem5+rmPMazh6D2APtRIoPDn5vTUZeg1kovd2RVPHHpyJDsVMclyWZMmJUuyf+z48KkxZ96QWgcbXH0RPVM6RVf84nrYNdCx4O9oy+mNy2xV9UXPEzyNQcBJGIoyzZ++kxjaTSRAthBBCiBkrNlAWERk/q6m1pjM4eEyTP72M6dA66INtaEq2nps/Tk10dsMTaAx6y84BwGqAoSASNzG1Zl9nhLm5yfNHBtEal3UwVAvnLqJZ5zJrkkF0Tzj5QiNnnCDa2bWTso23EsxdSue8a8Y8LsNmYOrBFwEDgnnLkvs7tkxqbDOZBNFCCCGEmLGio0zQG8vQWt50MtET2dsZYUmhY+z2dlqTXf8EgcKTiDvzgGQtsMOqCMU1Tb1xgjHN8qJk1vfgco5QPLlU9wCH1eDxxEnM6t2ASqS/4l9PKhM9Muyz+2upevbjzHvyf9CGlfpTvwHG2DXeAxMfD/55x10FRDNKyOh4Pe1xzXQSRAshhBBixtlY200wGifaX84x1qIlQwX6a3kNBU3TEET3RkxyXeNkd3v24Oirx1dx4bDtHptBX9RMrRC4oig52fDgTHQwZpIxZJVBm0XxmLkGu47gad2Q9ji7QwkUo5dzlG38Aa7u3bQs+wh73ngnMXfJyAsMMTCe4CgvWvqKT8HT+uqkAvyZTIJoIYQQQswo+9v7uPo3L/DW37xIZ18yYPNPIhM9N9dOU+/kV/0bytSavqhJpn30INre10D5q9/GNOz0lp03bF+mw8AfMdnTGcVhUczPS2aiQwdnog8q53BYFC+ZSwhYsijZ/CPs/rq0xtoRjJPjsmA9KGOeXftf3B2baFvyfjoWvQvTnjXhtQZWPQwcPLkQ6C09F0siRHbdY2mNa6aTIFoIIYQQM8quZj8Ae1r99IaTGeW0yjliJg6LoiLbRnPfoWWiA1ETU0PWKCUSnpaXmPvE/2ANd1B75vdJHBScZjos9EYS7O2MMjfXnirZOLj/c/igcg6LoUgoG38s+SZGIsKcpz+S1kS+9kCCgoM6iGQ2rad8w3foK1hN15zL037c7v5MdCCq2dISpjs0WGfeV7iGYO4yyl67FW/tf9K+5kwlQbQQQgghZpR9bX0oBT+/fDbz+ifl9aVRzhGMatx2gxKPlc5ggnDcZGNTiJsfapqw5d3Bevvvl+UYHkq5Orcza/2niWYUsf/CPxEoOmXEuVkOg56wSXV3lPl5dhwWhSKZeR4qFNO4bMOvb7coqq1zqT7vN2hlofS1H0441o5gnPyMwTpnV+c2yl79NuHsedSd8f0xO3GMZiAT7Qsn+PpTbdy9fUi7PcNKzTk/IVCwmvJXv01m47NpX3cmkiBaCCGEEDPKvvY+SrIczPKY/PSSEpYWOvBHJ+453BczcdsNSrOSy1+3+ON87ck2qrtj1HRPrryjt78bSJZjeIY3t/o+TKuLA+f9mpi7dNRzMx0GrX1xognNgjwHSimcVjXqxEKndXgJht2iiCY00cxK2he9h4yubbjbNo45Tq11KhNtDbYxa/2nmfvUh8CwUn/q1zFt7kk97oGJhT95sZNoQo+oLTetGdSeeSsRdxl5++6e1LVnGgmihRBCCDGj7G31U5FlS7Wey7QbqTZuY0mYmp5QggybojQzmZXdPmT56nRb3g3oDY/MRFuivWQ3PImv4sJxg9OhddTz85OZdKfVGDaxMJbQxE2GTSwEsFuTQTRAd9VbiGaUUPraDzBigRH3CcdNdnVEiSQ0hS5F5YtfIqN9My3LPsSeN/2TaGblpB6zUop5lcMnHraMUhajLQ58letwt7+GNdQxqXvMJBJECyGEEGLGCMcS7G3ro8o7GIguyHdQ74vRERi7zvk7z7Szoz2C22ZQkpnMRD95oI9MglxreYry+gfIrnsMT/OLGNHeCcfhS5VzDI4jd/+9GInwuH2Wk+cMhl8lnmRAf3AmemBVQNfBmWhjMIjWVieNa7+IPdBExUtfBjP5+LXWfP7RFt56Zz2f+W8LAGfFniejewdNaz5Lx6L3YFozJnyMB7NarRQXFvDwzWentrX4Y5ij9NH2VaxDoclqeGrS95kpxl/sXQghhBDiGLK9qZeEqZmfO7jAyekVGfxlcw/P1wW5fPHoHSZeaQwBycmFHrtBlsOgq6OV/7PfwiKjHtpJfgBxexb1p36LQNHaMcexp7893UBArBIR8vb9H/7i04lkzx33MWT2n1PltSVXIwScNjVsYuFAp44RNdFDMtEAgcKTaDrp05Rt/D5Vz32ChlO+xu5QNtvaIlw4x82aUhdz3BFO3XA74azZ+CouGnds48nKykIpRWHWYA11zISuUGJYzTVAJKuKUPY8vPWP0TV//BcVM5VkooUQQggxY2xt6AFITSgEqMi2saTAwV3bfPjHWLlwoLtbXVeQzKbn+JTjX9zv+AqzjHZ+lP0FTgn/igsjP+AD+kt0kMOs5z+Dp+Vl0CPLROp9MR7Z24fXaaRqlnNqHsIa6aF94bsmfAwDCec5Qx6D02oQGhpE908yHNqdAwZroofqnn0ZDSd/mYyuncx7/L3U7duKAt53Ug7nVLlZ2/R37MFWmk76LKiphX6GYeDxeADIzRi+QuNoJR2QzEZndG3HFmgadf9MJ0G0EEIIIY5pPT097Nu3j8bGRnY0dOK2KfIyhk/o+8gpufRFTW7f1DPqNQYyxv8o+juzXvg810fvolNn8dfZP+Ds8y7hoxcs5PyTltGTv5Y3936eoC2HqvX/y8KHriB37/8Nu1Z1dxSAr5xXiMLE0/wCBbv+SjB3KcH8lRM+ntMqXJxZmcH7Vuekth1czlHTfw/vQQukOCzJjHVNT5TvP9fOszXJWuieWW9i/4V/BK05tfXvzMqEkuBu8vbeRc6BB/CVn08wf8WEYxuLaZpkZCRLQIyD+k23jLFwzcAiM9n1j0/5vscyKecQQgghxDFJa008HqexsRGtNeFwmPoOP3kZ1lQZxIDZOXYuW5TJfTv9XDTXw6KCwZIDU2t6IyY3LIqzou4JuqvewnfM93D3njh/XVJOhs1gTamLNaUuTqtw8T+NIW5b8Gsud71OzoF/U/r6T4m78ukrOgXT6iTU3cxbLS9w/p7dZHVuxhrpIebIpWXFR0GNsQT4EFkOC184p2DYNqdV0RUazDA/sMtPRbaNxQXD28+ZGna0R7j5oWZMDW2BOOdUJScxRrJm0zPrEk7Z+w/+y2s4nkwG4lF3Ke2Lrp/cD/8gNpsNi2XkwjKGGjsTHXOXEMxdhrf+cToWveeQ7n8skiBaCCGEEMek7u5umpqahgXMyZ7Ho68S+I4VXp6rDfLrVzr5yZtKsPRnTP2R5MIol/ruQGmT9kXv5h2uUt64JLmS31B5rmRo1Bxx4lv4BnrLzmPOkx+k8qUvo1GAYhkm2MBssdFbdm7yo/QcMKYeVh3cnaPJH+OCOR6Mg4LygaW7L1mQidaa/+ztG7Y8eMeC62ja/zo2lcB98rsI5i0n7hoesE/FQBb6YPkZljEz0QA9lRdRuvmnuFs3jFtjPhNJEC2EEEKIY47Wmo6OjtTXAzqDCaq8tlHPybAZvH91Dj94voPNLWHWlLoA6AknuMHyEKu6/0vH/LcT9ZRjB4o9I69jsyi8ToM7tvjIcVl44/xM6s74Hnn77kUbVrQyuLfWzg7m8pGLVpBwZE/L43VaFeEhS2lHExq7ZWRW+0Nrc3jnimwqvXY2N4d4aE8fu9ojnNT/WOOuAm6yfYPyLBtfLD/04Dk1Pqdz2Pd/ef8pVLd0ce/GhjEz0QA9lW8kb/+9VL7weWrP+iE1rmW0BeNsbg7z4ZwCcnLGPPWYJ0G0EEIIIY4ppmlSV1dHLDa8d3PC1PSEE+RljB2+DJQ/tPbF0WEf2Z2bmF/zMhdbH6Iu72x6l394wvtnOSz0hE3ueN3HurkecJfSsvImIBnQ/2FPI8sLndMWQMPwTLSpNTGTUYPo3Awruf1J4aL+9nhDl94GCMVMMmwTl5WkyzAMbLbhLzjOWVDA2fPzeWlvKy/Vj+xRPcC0Z3LgnF9Q9ezNVK3/FJ8If50tiUoMBe87e2RrvJlEJhYKIYQQ4qjSWuP3+4nH4yQSCfbt20cgEBiWgYZksGhqxiznAMhyJkObja8+z7wHr6TyxS9R2fIoT5gnsX/lZ9MquejqD0q7wwk2t4RTY0yYml0dETqDCVaWOMe7xKQ5rYpIQicD6P7uG6MF0UMN9Kj2HbTkeTBmjmiNd6gODqIhufjK3OJsesIm33iqjY7g6BnpuCufmnN/gVYW3m88AMDaUheFmfZRj58pJIgWQgghxFEzkHWuq6tj79691NbWEo1GRwTQAO39QdpYmWgVD5Hj28n1tsf5g/1HNJp53F71A5aHfs+j875GQW5uWmMaaD7hsimeqk5mWb/6ZBvX3lXPY/sDOK2Ksyonv1jJeAZa5UXi6QfRGTaFRQ0uQQ7JYD8U19OaidZajxpEAywozQPg1cYQD+z0j3mNuDOP9llv5s3Gy6zK7OUTZ+RP2/iOFinnEEIIIcRRobWmurqaSCSSzPQmEoRCoTGPr+lOlndUZg8P6Czhbipf/CIZnVtRaL5hgVqzkOujn6NxVwGnV7h470netMf1zQsK2dIapskf56nqAKGYyabmZEb6udoAZ1VmTHumd+B64bhOrQA4URCtlCLLYaF3SCY6mc0euUjLodBaY7WOHjJW5XtSX3td499zV/EVnLPv//hy3jO4nFNvt3eskCBaCCGEEEdFMBgckXU+OAP9SkOQZn+cyxZlcqAnitumKHQPKefQmopXvoGrZzfti99LKGchH3o+g13RPEAxP8/Op87MH9HlYjzz8hzMy3Owoy3MI3v7eKE+mNoXimkumusZ5+ypKe9/YbClJczC/GSZw0RBNCTLV4ZmogcWacmYxiDaMAwMY/TrzcobmpEff7w1ZiF95qm8se1eqgNvBUqnbYxHgwTRQgghhDgqurq6MM2RKwIO9efXumnojfPQHj/huKYqxz6s5Z27bQOetldpXvlxOudfC0Btog7QnFuVwQfX5uK0Ti2gXFzgoMhj5fnaYHKRk4Sm2GNlaaFj4pMnaXmRkyKPlScP9DG7v2WFLZ0g2mHQGx78GQZjA8uFT185x2j9oQdkuwbfFQjFxv9dtgXi/D72Dt5kf53iTT8hMf9v0zbGo0FqooUQQghxxJmmSW9v74THOfoD4EK3lZ5wgmUHBbAFu+8g5syja84VqW0xM5mNvWZZdqqv8lQopZiTY6OlL05ufz/pyxdnjljoZTo4HQ5OnZXF3s5oallvR1pBtGVYJnogiM6Y4guH0YxVDw3Jn9HP374aYNiy5aNp8cdpN/JpXfI+MptfwOjYNW1jPBokEy2EEEKIIy4QCKCUGnUC4VD+SILzZ7v51Jn5hOPmYImDGadk80/xtL1Ky/Ib0ZbBTg8Dq2fnj9MKL135GVZebwnjshlcPNfDpQuzDvmao3G5XMwrzOSB7V10BJNBcdqZ6IjJge4oldm2VDnHdNZE2+3jd9G4bGUp33lwRyqAH0uTP0ZJpo2u+dcRLD6VvPxF0zbGo0GCaCGEEEIcUaapueWR3VgSEc6szKAsa2Sms7o7yj3bfbQFEpzuSAaEA2UZyowxa/2n8bRtoH3hu+hY8LZh5377wkIe3x/AnWZJw0BmeSCgHxrc52VYCMY00UQCh3X6M9AD98vIyGB+cfKeB7qTy3WnUxOd7UxOLPzYQ818YE1Oqnf0dHbnGC8TPcDjtBKIThRExynNtIJhJeKdP13DO2okiBZCCCHEEVXfHeSOja0A/H1LD+9a6eXKxVmpZbojcZOvPN6a6n/ssQ/PqmY2P4+nbQNNqz9F19yrRlx/VYmLVSWutMfjdDqZM2cOkAyko9EoBw4cQGudaqcXNwfb0B0OHo+HxWXJjG/1JILoEs9gKPfkgQBvmp+c9DjQQ/pQKaUmzEQDeBxWgrHImPtNrWn2x1hbmv7v5VgnNdFCCCGEOKK6g8lWdR87NZdTyjO4bVMPP36hI7X/kb19wxYQOTggzK79LzFHLl2zLzvksSilKCkpQSmFUgrDMHA6nSxcuJDFixezqLIodexUJyhOJDs7G7vdTkWuG5tFUd3fyi+dIHpoFn9/V5QNTSEsKplBnw5KqTHb2w2V6bSlVlwcTUcgQcyEkszjJ38rQbQQQgghjqjuQDLTOstr5wtn53P+bDcbm5J9mMNxk//b7mNFsTNVkpDpGAxXjGgvmS0v4qu4KK3VByfidDrJyBi5cIphGCilmFdWMHjsYchEK6UoKkoG6hZDMSvHSWtfclEZexr3K8sa/BkYCl6qD1Hosaay+odqvIVWhvI4rONOLBzIrlflTHytmUKCaCGEEEIcUR3+5IIqWc5koFqeZaMvahJNaB7c7acnbPKuFdmpXsdZQ4Lo7IanMcwYPZUXH9IYBsoUysvLxz2uOGtwee/prolWSpGXlzcsSJ1bONiD2p5GIJw5JEu/oig51qElHofKZrPhcEzc0s/jtBKMjR1E7+2MYCiYnTOzl/oeSoJoIYQQQhwxj2xr5jP3bAMgq7/WOad/pbvuUIJ/7/azusTJkkJnKogeunCIt+5RIpmVhHOm3tlBKUVVVRXz58+fMEB02S1kOZNB6eEo5ygoKBj2/fyi7NTX6XTnALh4noe3L8/m3NluAIqnqWRiaKnLRDwOK52BGO/7VwMvDlmcZsCeziizvLbDVhJzNBw/j0QIIYQQx7xHtrWkvs4YCKL7ezm/1hSiM5jg3KpkMHj2rGSZhbe/R7Mt2IK7YxM9FRfDIfRqdjqduN3utPs9F2cnM7zTXc6RlZU1YiGTeUMy0elmvm8+LY93rvRyRkUGWQ6D+XnTsxiM3W7H40lvdUaPw0pCQ3sgwR2v94xYhXJfZ3TaxnWsOH6qu4UQQghxzNveNLjAysBS3Dn9QfLj1X0ArOnv4HDd8mzWzfWQ706GK9l1jwMcUimHUmpE9ncixdku9rT2jQiiDcOYcMXF8cYxWoA6t2Bwm22Sdc1uu8Ffri7HOg310IZhUFxcnPYLDW/GYElKTU+M15rDrCl10dgbIxzX+KMmC/KOn1IOkCBaCCGEEEdIKJpgf3vfiO0DQfTujigV2bbU94ZSqQDaEu4i58ADBHOXEfOUTen+AwF0VtbkFkwpzkpmUF12CxaLBYfDgdvtJiMjg56eHnp7eydcNGa0sYzWOm52QTILb1FMODlwIBAPBAKpYH46AmhIriiZbhYaICdj8LFYFNyz3cfqEicfeqAptV0y0UIIIYQQU7CzpRdzlFhz6NLcC0fJVjp6DzBr/WewRrpoOukzU76/Uor8/PxJn1ecncyML1kwl8Ul2cP2ZWZmUldXl9YS5kNprUcNoj0OK8VZTnpD0XHPV0pRUVFBZmYmO3funNS902Gz2Sa1vHmuZ/CxvHG+h4f29PGB+wcDaLtFMct7/HTmgDRqopVSFUqpp5RSO5RS25VSH+/fnquUekwptbf/c07/dqWU+rlSap9SaotS6qTD/SCEEEIIcezbWt8NJBdPOb1icNENq6HI7K+PPjhbacQCzH76JpQZpfrcXxEoOnnK9/d6vRjG5KeDlXuTY812jV6OUFpaOqXrjtV/eW6hG4fVGDOIVUpRWFhIVlYWSqlJZ9bTkU5HjqFyh2Si37o0+UJjoFUfwJwc+7RlyY8V6fzG48CntNZLgNOAjyqllgCfB57QWs8Hnuj/HuBNwPz+jw8Cv5n2UQshhBDisPH7/XR3d0/7dTfVdOCxG/zjmnK+dG7hsH3fW1fEkgIHJ5cPX9HOW/sI1mgPdad/l3Du4inddyDQHOjHPFmXrSrlT9evpdQ7+mp7Vqt1UvXDA+eMdfwFi4pYW5Uz6r6BxU9ycgb3Z2VlTRjEDywmky6n0znxQUPkugeD6PwMC/96e+Ww/fOPs3poSKOcQ2vdDDT3f+1XSu0EyoDLgfP6D7sdeBr4XP/2v+hkcdBLSimvUqqk/zpCCCGEOAaZpklXVxfd3d1Eo8lSAo/Hk9ZCG52dnXR2dmKxWMjPzyc7O3vU47Y39TIn1z5qMFeVY+fWNxQP36g1ufvvIZizmFDessk/KJLBY1lZGV6vd0rnAzhtFi5cPH4A7vV6aW5OP9QZL0i94azZvP/MKnbv3k08Hh+2z+12M2vWrGE/Q7fbnVZNtsvlIhgc2X7uYEqpQwqilVLYDlow8XibVAiTbHGnlKoCVgMvA0VDAuMWYOCvqwyoH3JaQ/+2g6/1QaXUBqXUhvb29smOWwghhBDTRGtNdXU1ra2tRCIRtNZoreno6Bj3nObmZpqammhrayMajRIKhWhqaho1oAuEwtR0R5g7icU23G0bcPpr6Zp39ZQel1KK4uLiQwqg02UYBm63O+3jXa7Rs9oDlFLk5OSkgmXDMLBYLJSVlY14EWKxWMZ84TJ0fKWlpWlnoyca38Ey7INR88A9fviGYm4+LZe3LMzklPKRq0LOdGkH0UopD3AP8Amt9bDq+f6s86SmpWqtf6+1Xqu1XjvZVjNCCCGEmD6BQCAVPA/V3d1NIpEYcXwikaChoYGuri42H2jlbXfWpOpfTdOkoaFhxLW21rYTM2FObvqTy/L230Pc7sVXfsEUHlXS4agXHktBQUFaQaphGGkFqYWFhZSUlOD1eikvL2fhwoVjvjNQVFQ0ouf0UE6nE6fTmVat81idQyY6Z8BArfeiAgcXz8vkwyfn4rYff0uTpPWIlFI2kgH0HVrre/s3tyqlSvr3lwBt/dsbgYohp5f3bxNCCCHEMaizs3PU7PFAtnloIB0Oh9mzZ0+qrVuDL4YvYrKrPZI6p7e3d0S3ik0Hku86p5uJtvtryWx6nu7Zl6ItU2uNZrPZ0ipHmS5utzut+2mt0w5mc3NzKS8vn7Du2WazMXv27GHBrGEkJydmZGRQWJisQa+srJyw84bL5ZpU/fTBJlsfPlNNWBOtkj+FPwE7tdY/HrLrAeB64Jb+z/cP2X6TUupO4FTAJ/XQQgghxLFJa01f38jezQP7fD4fPp+P/Px8CgsL6ejoGBZURxPJ4LvOFxt2XmNjIy6XC7vdTjQaZXdbAIdFUZY1fpBpifSQ1fAUudX3YVocdMy/bkqPa6Ac4kjzer20t7ePW6OslDoswb3T6aSyspKmpiYSiQRFRUV4vd5hGWq73c68efOoqakhFAqNuIZhGFNqAwiw/nPnY7cYZGU6sFqtxGKxiU+awdLpE30m8G5gq1Jqc/+2L5IMnv+plLoBqAWu7d/3MHAJsA8IAu+bzgELIYQQYvqEQiGUUmMGfQPbOzo6CAQChMPhYfsHguj63uEBk2ma7N27l8zMTEKhEAe6o1Rm28ZfQMSMM+epD+HoayDiqaBpzedIONMPhIdmPz0eD7m5uWmfO12ys7OZaK6X0+k8bJnazMxMFi5cOO4xFouFwsJC6uvrR6y4OJmlvg9WnjNY91xUVERTU9OUV3ScCdLpzrEeGOs3feEox2vgo4c4LiGEEEIcAcFgMK3ODlprgsHgiOAvFUT7RmYdB0o7AGp7oqwtG78OOLvhKRx9DdSf8nV8FRdBGoHm0PGUlJSkOoocrXICu92OYRij1pIPmMwExMPl4I4eA63zKioqpuVn5/F4Jr2K40xz/FV5CyGEECJt6QbRAw4+diCIbuqNER9tOUKgJ5ygJ2xS5R2nHlpr8vf+g0hmJb6KC9MOoPPy8nA4HOTm5pKbm4vdPnoLvSNFKUVmZuaY+5xO55TLJaaTYRipgHmgi8mCBQsmvcjKWKxW65QWoJlJZNlvIYQQ4gQ1kF0+FNFE8u36hIZmf5yK7JG1vnU9ySz1eMs+u7q24+reTeNJnwE1cfCllKK8vJzs7GxM0zymJrKVlJSksvADLzoGguvy8vJjJrjMysqisjK5KMpYgf+hcDqdBAKBab/useLY+C0KIYQQ4ojSWtPQ0MDVd1Tz/16b+uqEscRg9nm0kg6Alv72dyWZY+fusuufwDTs+CrWpXVfq9Waal830IXiWGGxWKioqKCqqiq1MqHdbqeiouKYCaAHZGZmHpYAGiAj4/jrDT2UZKKFEEKIE1BbWxuN7d0EYpp7dvRy/hz3+OUWY4gkNBaVzESPFUS3BeIYCvIzxgg7tEl249P0FZ2CaUuvXtjj8RxTgfNo3G43CxcuJBQKHdbJhMcql8uFYRjH7eTCY+vlkBBCCCEOu0g0Rnt7O41DOmrc9GAzodjkg51YQuO2GxS4LdT5oiP2b2wKcedWH3kuC9YxOnO4unZgC7WlvaiKYRiHLXs63Qb6NB9rGegjweVyjVtvP9lVEY81kokWQgghTjCf+udmNtd1c/7s4Vnf37zahS+cYEmBk+uWj7+M9IBIQmO3KCqybDT44iP2f+3J5FpsmY6xg8icA//GNGz4S89M655a6ym3YRNHzkApy2iBtMPhwOl0HoVRTZ8T72WREEIIcQLTWvPsvk4aemP89fUeFPCHy0spyLDwZHWAvZ1R/vZ6D/s6I2ldL5bQ2CyKimwbDb0xzDEyj3VjlHp4ax8ht+ZBuuZciWlLLzCeaPU+cWxQSo36YscwjNQKijOZ/AUKIYQQJ5DaziC94QSXLswkx2mh2GOlJNPGj99Uwm1XlfHby0rRwJbW8ITXgmQm2tEfREcSmrbA8Gx0QUZytbwPnzxy4RNn105KN36fvoLVtKxIb4mJsQIzcWzKzs4e9QXPTCnHGY+UcwghhBAnkE11yU4c6+Z5uHZZNn3RZB10jisZ7GqdDIq7QmMvFjLUQCa6vL+13b93+Tmnys3C/GS/4d6IyRWLM3nj/OFBkxHro/KlrxB35lB/2rfASC8kUUpNWy9jcfiNtuiK1+s9LiZZSiZaCCGEOIFsrOnEYVXMyraR47KM6OuslCLHZaE7zSA62p+J9jqSQfj9u/x86pEWAMJxk0hC43VaRpxXsukn2IKt1J/yDRKO9Jf2Nk1TgugZxGKxYLcPdn1RSh2V5dgPBwmihRBCiBNAOJagvivI6/U9zMu1YxmjUwZA7iSDaJtF4baPDCl6wslrZB8URDt81eTUPUL7oncTyl8+iUeRDMoslpFBuTh25eTkYLFYcDgcFBcXz/gJhQOknEMIIYQ4Afz+2Wp++dQ+YnGTKxdnjXus12UZ0fNZJSI4fNVEs2ZhWgcX0YgmNDnOkUF0MGbiCydLRQ7ORGc3PInGoHPeWyf1GAaW+RYzS35+/jGx1Pl0kyBaCCGEOAG8WtNFNJ4Maufmjr+oSq7LwpaWMA5fNe62jWR0bSez+QUs8QARdxl1p3+XiHceANF4MhNttwzPbDf1xmjtX6nQ6xwSYJtxvHX/JVCwkoRzcm/rK6WOy2BMzEwSRAshhBDHOa012xp9qe8rvLZxjoYcp4Ulse3Me/y7KJ0g5syjt+wcwt75FOy8nXmPv4/u2W+hZflHiJrJmuiD/Xu3nxfrg+RlWCjPGrxf3v57sAeaaF5x06Qeg1KKwsJCaW0njhkSRAshhBDHucaeEN3BwfKM0szxn/4rMqJ82P5r2q3F1J/7Uxze0tS+nllvomDH/yNv/z04ffspiH+I5bFuPC0eVqkAm/VcQPFEdYBZXhtfP78Ql80AnaBo6+8o2HMH/qJT8ZeePanHYBjGcTMhTRwfJIgWQgghjnNbG3zDvndax8/mvqXvHkpVJ1f1fR3PVhufHRLvJuxZtKz6OMH8FZS/8k0eVjdDO9AO9zngL/F1dK74AA3hDK5dlp2sldaasg23kFP7MJ1zrqB51SdBTS6jLAusiGONBNFCCCHEcW5row+roYibo68mOJQl3E1R9d3syD6X11oXkNkcJmHqEd08esvPZ7d3ERse+h32kmWsXbqIDY/9g/dYHyOy92U6ln+YQOQkYpZCCnf8P3JqH6Zt8ftoW3IDTLJHsGEYssCKOOZIEC2EEEIc57Y2+piT7+Izp+dgGy+ZqzVF2/+AkYhgPe1DfKE7n+8928G2tjAri10jDq9N5POV2Pv4eFkeoTwPn4t/gLsS5/Hn7H9S9tqtw47tnnXJlALo5LA0GRkZEx8oxBEkQbQQQghxHNNas7XBx6nlTkrGqYU2YgHKNnyP7Man6Jh3DdHMWaxxmTgsivW1wVGD6P3dUQDm5gx0+1C8phew6+xfUxDch6O3GluwlVDOIvqKT59SAA3gdrux2cafDCnEkSZBtBBCCHEca+gO0ROKMS93/N7Qs57/LBkdW2hZfiMdC94BJGunTy5z8WJ9kHeu9I7o91zdFcVqkFr1sMpro6YnRobDSsi5mFDu4kMev2EY0htaHJOkQl8IIYQ4jg20tpubM3Ym1+Hbj7tjMy0rbqRj4TuHZYzPnJVBT9jkXXc3sK01jNaDddWNvTFKM23Y+lvcfeeiIm65uAhjihnn0Witj5sV7sTxRYJoIYQQ4jj2cnUnFgVVOWMvsOKtexStLPTMeuOIfSeXDZZxfP6xVr73XEfq+76oSaZjMJTIdlpYVji9Aa9SSko5xDFJgmghhBDiOFXTEeBvL9dxTpV7xIqCKdrEW/co/qJTSThyRux2Wg1++qbi1Pcv1AVTXwdjJhnjzlQ8dA6H47BeX4ipkiBaCCGEOEb4QrFh5RKHwjRNntxygLipuWbp2PXQ7rbXsIXa8FVePOYx8/IGA9msIZnnYEzjPkxBtOovCSkuLp7gSCGODplYKIQQQhwDOvoirP3243zkjBIuXzC8nZvb7SYjI4Pe3l6sViumaZJIJLDb7eTm5mK324nFYtjtyZINv99PZ2cn+1t6ACjOHLscIrf6XuL2LHrLzhl3fJ87O5/vP9dBQcZg6BCMmWTYp6/+eUB+fj5FRUWYponFYpn4BCGOAgmihRBCiGNAY3cIgLs2tfHmOeXD9vX29tLb2zsiSx0MBkfdrpSitjvCMzUBcl2WMUs5rME2sprW0zH/OrRl/LKJs2e5ebEuyL6uZFs7rTWB6PSXcxiGQXZ2NkopCaDFMU2CaCGEEOIY0NobBqA7lBixb7wSD9M0Rz3+ow82YWqYnzvGhEKtKdj9V9AmXXOvTGuMLptBKJYcSyShSWgOSzmHdOMQM4HURAshhBDHgGZfMhOtgVji0OuiB1b4bumLj9ypE5Rs+iF5+++la+6VxNylaV0zw24QiieD9mA0+dltn95Qwu12p+qhhTiWSSZaCCGEOMJisRihUIje3l5CoRAWi4Xt1U2p/Z3B+Lh1zBMZms2+ZEHmiP3Fr/+CvOr7aF/4LlqXfTitayqlKMzJJhzvxdSaQH9GejrLOZRSuN3uabueEIeTBNFCCCHEERKLxdi/fz+JRAKl1LBSjI7gYMa4N2JSPDL2TduejggA37qwkFXFB5VGmHFyav9DT8U6Wpd/JK3rKaXweDzkZSfHGI5pgrHk2DNs05c1VkpJSzsxY0g5hxBCCHGENDQ0EI/H0VqPqGXuCA5mj/3RkXXO6QpGTf64sZv8DAuLCxwjSiPcHa9jifXhq7gwresppcjJyaGyshK3I5l7CyWGBNHTXM4x0GFEiGOdBNFCCCHEERCNRgkGg6Pu298VZVtrmDWlyaxxb2Tk5MJ0aK35xcudtAbifPasfJzWkU/z3rr/krC66Ctcm9Y13W43paWlyWx0fxAdTSgCAzXR01jOYZqmrE4oZgwJooUQQogjoLOzc9QuGwlT88uXO8lyGHzo5FwA/JGpZaJfrA/xXG2Qd6/0smSU5beNWB/Z9Y/jq1iHtrpGucJwSimysgYXanHbk0F0RnZuKnPudU5fGzqLxYJhSGgiZgb5SxVCCCEOs0QiQVtHJy19sRH77tvZy97OKB9Yk0uR24oiWRM9FTvbI9gtiqvHWKHQW/cYRiJC1+zL0r5mRsbgwi8D5RzK5mR7e5QSj5Uc1/QF0VLKIWYSCaKFEEKIw6ynp4fH9vXxP/c18dj+PgBeawrxm1e6+H+bejipxMk5VRlYDIXHbuCfZDnHfTt7ec89DTT5Y5RkWjFGaxGnNTkH7ifknU84Z1Ha1x460W+gnOPvr9SxpSXMioMnLR4imVQoZhIJooUQQohDoLXmH6/U0RcZpR8zySx0e3s7ezqTHTN+80oXezsjfPXJNh7a42dJgYMvnluQmgCY5TDGzURvbg5x2R219IQHA+0/buymK5RgT0cyOzwaZ/cuXD176Z59GaTZh9lutw+bmFiU7cBiKB7c0kyO284FczxpXSddssiKmEmkxZ0QQghxCF4+0MUX7t3K6/U93HL1imH7TNOk+sAB+sJROoNxcl0W4qbma0+2pY55+4rsYRMAMx2WcWuiH9rjx9TJTPbBQWx3OEHJKP2lMzq2UPHyV0lY3fRUXpz2Y3O5htdNF2Y6eeWLF5Jht+KyW6itraWvr2/cFRXTZRiGZKLFjDJhJlop9WelVJtSatuQbV9XSjUqpTb3f1wyZN8XlFL7lFK7lVJvOFwDF0IIIY4FfeFkBrqxJzRsu2maNDQ08JcNrbz1znp2d0RZXODgxlNy6Y2YGAp++ZYSVpcMCVS1ZpGtBWuoFWu4E2u4E4evmpzq+8hsep6M9k1coDZwlfEs7qYXwIyPWN2wJHN4fsxb8xCzn7kJbdg4cO4vMW3pZY+VUsPqoQfkeRy47Mk66PLycnJyckZdYdAwjNR2pdSEqxBqraUmWswo6WSibwN+CfzloO0/0Vr/cOgGpdQS4G3AUqAUeFwptUBrPbVePUIIIcQxrisQBcAcko01TZPq6moikQiP7PED0Bc1KfJYOWuWmzc2h+kMJajyDgkataZs4y38tPvB5PcPjn6/OQB2oAXCT/yNFs9SvmyN4SDGdl3F5b0Ril+sw9Fbi2FGsQea8BedQv2p38S0p7+Ci1JqwvIKi8VCaWkpTqeTnp6e1AIyDoeD7OxsnE4nVquVRCJBR0fHmB1KIDmBUTLRYiaZMIjWWj+rlKpK83qXA3dqrSPAAaXUPuAU4MWpD1EIIYQ4drX2hgGI92eE4/E4Bw4cIBqNkjBNgvHBoHG2N1lqcdNpeSOu42l5kZyaB3nV+2bubi/lw2uycFgU2rASyF+JLdgGSvHHrVGeb1Gc4ajhK+oR8lue4d2WAKBwqMfRtRai7lIiWVVgJugtPZfWpTek1dJuqIFgOB25ubnk5uaOud9qtVJcXIzFYqGtrW1EIK2UoqysbFLjE+JoO5Sa6JuUUu8BNgCf0lp3A2XAS0OOaejfNoJS6oPABwEqKysPYRhCCCHE0dPqTwbRHX2RETXCTb1xAlGTm0/LZUGeg0rvKAuJ6ATe2kco2vY7ohklbJxzI3e1+DinsIRZQzLV0czkc+VWs4UaHaEmXMKV517LRx9soizXhhmPMtfZyw1nzUdbDr0swmKxYLFMX/s6gIKCAjweD/X19cRiMbTWKKXIz8+XUg4x40w1iP4N8C1A93/+EfD+yVxAa/174PcAa9euPfQZCUIIIcRR0Nqb7LrR3BPE7/cP27e7I7lvQb5jeOnGAJ2g6tmP42nfRDBnMU0nfYa8uAvw0R5IMMs78pShnTser+6jLZDg3au8nD+7KHnJaXlUh69ThsvlYv78+fT19eHz+bBYLBQUFByWewlxOE0piNZatw58rZT6A4OVW41AxZBDy/u3CSGEEMeltv5yjmBM0xmMk5cx+NS6uzOCy6aoyBp9KeucmofwtG+ieeXNdM67FpSiIJicqNgeGL1lnj9qUuW1UdMT447XfbhsitMrRk4APBQHr1Q43ZRSZGZmkpmZfo22EMeaKfWJVkqVDPn2SmCgc8cDwNuUUg6l1GxgPvDKoQ1RCCGEOHZ19EVZWOgG4LXm8LB9uzuizM9L9lY+mBH1U7T1dwTyVqQCaIAcp4VMu8HrLeER50BySfAF+cla5b6oyVmVGcNa5E2XwxlEC3E8SKfF3T9ITgxcqJRqUErdANyqlNqqlNoCnA98EkBrvR34J7ADeAT4qHTmEEIIcTzrDkZZU+4h12VhY+Ngm7tI3KSmO8rCvNFrfQt3/BlL1Efzqk8OW/zEYigumuvhxfogXcE4Tf4Yz9cFAAjHTaIJTWmmlTMrk9nni+dN74InSimys7Ox2UbPngshktLpzvH2UTb/aZzjvwN851AGJYQQQswE4ViCYDSB2wZrS108Xxcgbmqicc0tz7WT0LAwf2SHC1uwhbz999A9+1LCOQtG7H/TAg//2tnLf/f10RlM8Oj+Pu661pWqsS7PsnHVkiw6gwkK3NO7bprD4ZBOGUKkQZb9FkIIIaaoO5jsEe2xataWuQjENLvaIzxbG0iVdhwcRNv7Gih7NZlral/83lGvW5pp46QSJ//Z20edL4apYU9nhPV1QZxWxeoSJ4ZS0x5AG4ZBVVXVhAujCCEkiBZCCCGmbGChFbcNVhU7sSjY0BSisTc5KXBujp0c12CbuNz99zLv0Xfh6tpJ0+r/JZZRNOa137wgk65Qgh3tyezzjrYIL9UHObnMheMw1EBDsnOG1Tq9gbkQxyv5lyKEEEJMUXcgBoDHrsiwGywpdLChMYTXaWFurp2fvqk4dawl2kvRll8TzFtBwylfIe4av63b2jIXBW4L7YHk1KKH9vjpCZucUTm9nTiG8nimt75aiOOZZKKFEEKIKerqL+fwOpM5qbWlLmp6YmxuCTM7xzasLCKn+j4siRDNK2+eMICG5ATDN81PtoDLchj0hE3sFsXa0smtPJguwzBwuQ7PtYU4HkkQLYQQQoxCa01zczPBYHDMY7r7yzmyHMmn03XzPAxUWpxb5U4dpxIR8vbdjb/oVCLeeWmP4c0LMrlqcRbXLssG4KRSJy7b4Xnq1lqTkXH4stxCHG+knEMIIYQYRWtrK11dXXR1deH1esnKysLtdmMYg0FsZ6omOplxznJY+MWbS+mLJlhcMLjiX9G2P2ALd1J/6jcnNQa33eD9a3Jo8sf482vdnD/bPfFJU+RyuYY9NiHE+CSIFkIIIfrFYjH6+vro7OwkEomgdXIR7e7ubnw+H3a7nblz56bKNNbvbafKax+2mEpFtg3o77GsNVlNz5C390665lxOsGDVlMZVlmXnr1eXk+20THzwFCilyM3NPSzXFuJ4JUG0EEKIE140GqWuro5IJIJSCtM0RxxjmiaRSIS+vj4yMzPZ19bHa3U9vP+knFGv6eitofS1H+Lu2EQ4q4qW5R9NezwDQbpSCq01TqeTpWV5dHR04HQ6cTqdxONxOjs7U4H+VCilsNvtZGRkkJ2dPeXrCHEikiBaCCHECSUcS3DHy3Vcd1IxdTUHRgTM4wWlA3XSsViMXzy6B5vBqCUWKh6i8vnPYon10bTqf+mecxnaGH8FQKUUTqeTWbNmoZQiHo+n7mm32zEMA6/XO+ycrKwsAoEAWmu01kSjUeLxOPF4nFgslnosoz0mpRTFxcXk5uZKX2ghpkCCaCGEECeUv71Uy7cf2kmgz88F5ZOvAY7FYuyobuDhHZ1cOMczrA/0gOKtv8YeaOLAub8gWLB6wmsqpcjLy6OoqCgV0FosE5duZGRkjDkZUGtNMBgkHA7T0tIyIpD2eDzk5eVNeA8hxOhkBoEQQogTSsJMBpN7WnxTOl9rzb939RI34colWSP251TfT97+e+mcf21aATQkg+Hi4uJpzQgrpXC73eTl5Y3INiulKCwsnLZ7CXEikky0EEKIE0ogkiyT6OiLTen8UMzkoT1+Tq1wUZY1WKJhDbaRt++f5O+5C3/xabQsvzGt6ymlyMzMnNJY0lVSUoLVaqW1tTUVsEtPaCEOjQTRQgghTiht/uQy2nu7oiRMPayzxlBbWsJsawvzjhXe1DZ/JMF3n22nL2ry1iWDE/G8NQ9RtvH7APgqL6LxpM+Ckf5T7OEOogEKCgpwu904nU5pZSfENJAgWgghxAllIIjuDCZ4bH8fb5w/PIA1teZT/2lhb1eyB/S1y7Kx9gfav321i53tET51Zh6LChwAOHzVlL72AwL5q2hc+wVi7pJJjcdisWC32w/1YaVFFlMRYvrIS1EhhBAnlDZ/mNMqM5nltfFs7cjVCKu7oqkAGpLB9oD9XVFOKc/g/NkeAKzhTspf/Ram1UX9ad+YdAANyQ4b0h1DiJlHgmghhBAnlHZ/BK/TYGWxk93tEWKJ4V0rXmkMDfu+LRDH1Jp7tvto6I1TlmnFFmgmf9dfmPv4+3H462hc+2USjtH7RY/HMAzpzyzEDCVBtBBCiBNGPGHS0RfF61AsLXQQSWj2Dck6A7zaEGJRvoPfXVYKJIPoZ2uC/L9NPQC8IfoYC/5zDcXbfkfUXUr1+b/FX3rmlMckJRZCzExSEy2EEOKE0eaPkDA1eS6DpYVOALa3hVncX9/cHUqwtyvKe1Z5KXAnnyKb/XGeORAA4CxjKxfU/4K+4lNpWv0ZYu7iQxqPx+ORUg4hZijJRAshhDhhNPuSpRqFHhtep4XyLCvb2yLETU1jb4xX+0s51pa5sFsUOU4Ld2710dwX5+2z/PzK/nPCmVXUn/atQw6gDcM4Il05hBCHh2SihRBCnDCaesIAqSzz0kIn62sDfPGxVna0R6jy2sjPsDDbm+z/fGq5i0f29fGmzGq+FvoTNpvB/jO/h2k99BIMrTUej+eQryOEODokEy2EEOKEMZCJznMln/6WFToIxDQ72pNt72p6Ypxc5kqVWLxrQYJ/ZXyH38S+jDXcRd1p3yLqKT/kcSilqKiowGazTXywEOKYJJloIYQQJ4ymnjAZNgO3PRlED9RFA5RkWmn2x7licf9S3mackzZ9CaeqpnnlzXTNvgxtPfRV/pRSzJo1S7LQQsxwEkQLIYQ4IZim5qXqTkqHLNVd6Bl8GvzJG4vRQKbDAkD+nn+Q0b2DulO/SW/FhdM2DpfLJQG0EMcBCaKFEEKcEO5/vZFdLX4+c1b+sO0/fmMxTqvC0x88A9h7aync8Wd8ZedNawCtlMLr9U7b9YQQR4/URAshhDhuaa2569U6Ovsi3PqfnczNtXP2rOGTAhfkO6j0Di67bQ22UfHqNzCtTppX/++41zeMyT2NGoYhQbQQxwnJRAshhDhu7W3r43P3bAW2AvDtCwsxxunLnF37X0o3/xhlxqk/9evEnXmjHjcQDGdkZNDS0kI8Hh/zuAEDkwknG3gLIY5NEkQLIYQ4bvnDsdTXq0ucrCoZe2Kgu/VVKl79JoG8FTSe/KUJu3CUlJSglCIWi9HW1obWesQxVquV8vJy4vE4brcbi8UyypWEEDORBNFCCCGOW77QYBD93tU5Yx5nxAKUbbyFiKeCmnN+irY4xjxWKUVBQUGqDV5WVhZtbW0jr2kYFBYWyrLeQhyn5D0lIYQQx62eYDKI/sq5BczNtY95XMGuv2ALttKw9kvjBtAD8vMHJyfa7fZRl+62Wq1kZ2dPYdRCiJlAgmghhBDHrYEgenHh2IGxNdRB3r7/w1e5jlD+8gmv6XA4hgXNSilcruFlIkopKisrRw2uhRDHBwmihRBCHLd8oSgAbtsYT3dmnOKtv0aZcdqW3JDWNUcrz/B4PKmAWSlFcXExTqdzxHFCiOOH1EQLIYQ4brX3hnDbDSzGyIywra+R8le/hbtzK+0L35XWct6GYYzIOgPk5ubS3d2N1WqltLRUAmghTgASRAshhDiuaK1pa2vD5/PR3NGDxz5KFlonmP3szViifupP+Rq+yovTvvZomWiLxcL8+fOlfEOIE4gE0UIIIY4r7e3tdHR0oLXGHzHJHCWIdre9hj3YMqUlve320ScoSgAtxIlFaqKFEEIcF3qCURo6fLy0u4GEaQLgjyZGzUR76x4hYXXjLz1rUvdwOp0SLAshAMlECyGEOA5sb/Lx5p+vT31f6LZwTpWbmu4Y5892DzvWiAfJangGX+VFabWzG6CUorS0dNrGLISY2SQTLYQQYsb78/qaYd9nOSzcu6MXpeDaZcN7NWc1PI0lEaJn1iVpX18pRVlZ2aiTCoUQJ6YJM9FKqT8DbwHatNbL+rflAncBVUANcK3Wulsl3+P6GXAJEATeq7V+7fAMXQghhIBQNMEj25rJdlrwhRMA/PSSEgJRk1DcJD9j+FOdt/ZhIp5ygnkT94ROneP14vV6p3PYQogZLp1M9G3AGw/a9nngCa31fOCJ/u8B3gTM7//4IPCb6RmmEEIIMbpHd7QQiCb4nzXJZb0Hutm57caIANrur8PTvomeWW+CNGublVLk5eVN65iFEDPfhJlorfWzSqmqgzZfDpzX//XtwNPA5/q3/0VrrYGXlFJepVSJ1rp52kYshBBCDHHXyzUUuC2cW5XBjjYP51S5Rz3O4dtPyeafYSor3bMvTfv6FotF+j4LIUaY6sTCoiGBcQtQ1P91GVA/5LiG/m0jgmil1AdJZquprKyc4jCEEEKcyP6zpZEXDvRw7bIsDKX46KkjM8bWYBulm39MVtNzJKwuWlbcRNyZfmY5MzNzOocshDhOHHJ3Dq21VkrpKZz3e+D3AGvXrp30+UIIcaLTWtPU1EQwGKSyshKHI/1OE8eDh7c2c+PfNwNw/mzP6AdpTfmG75DRuY22xe+nc/41JOxZad/DMAwJooUQo5pqd45WpVQJQP/ntv7tjUDFkOPK+7cJIYSYZq2trfT09BCJRNi/fz/d3d0kq+mOf1prvv/ILuwWxRfPKaAi2zbqcVkNT+Bp20DL8htpW3rDpAJoSNZDezxjBOhCiBPaVIPoB4Dr+7++Hrh/yPb3qKTTAJ/UQwshxPQLBAJ0dnamgmbTNGlubmbXrl1EIpGjPLrDb1tjL7WdQW48JZczKkcuww3g6txO6aYfE/IupGvuFZO+h1KKwsJCDEO6wQohRkqnxd0/SE4izFdKNQBfA24B/qmUugGoBa7tP/xhku3t9pFscfe+wzBmIYQ4oSUSCerq6kZknc3+VfpaWlqYNWvW0RjaEfPItiYMBaeUj+zb7PDtp+T1n+Np20DMkUv9ad8EZZn0PaxWK7m5udMxXCHEcSid7hxvH2PXhaMcq4GPHuqghBBCjM40Terq6kgkEmMe09fXRzQaxW63H8GRHV6madLa2ordbqevr4/ndzUxO8dOlmN4cGzEg8x64fMYsSAty2+ka87lmLbJl2NYrVZmz54tS3wLIcYky34LIcQM0tHRQTAYHPcYrTVdXV0UFxcfoVFNrwMdAfa2+rl4aXL8Wmue21pNV08vC/IdmKbJvq4oZ45SxlG47ffYA01Un/srggWrpnR/q9XK3LlzsdlGr7MWQgiQZb+FEGJG8fl8aU0e7OnpOfyDOUwu+dlzfPCvG4nGE/j9fvbv38/1/9jNJ//TjNaalr44fVGT+XnDM+0ZHa+Tt+9uOudePeUAeqAOWgJoIcREJBMthBAzRDweJxqNpnVsIpEgEonMyLZ3oViyVOXtv32eqmxFln0w36O15uE9fRgKlhcNLoCi4mHKNnyPWEYRrcs/fEj3z87OPqTzhRAnBgmihZhmWmuam5vp6elJzeq3Wq14vV7y8vKkxlJMWXt7+6SODwQCMy6IDscGa703Nvh5vQni5uD+/V1RHtzdywWz3ZRl2cCMk3vg3xTs+gu2UBsHzv4ppnX0bh3pcLvdWCyTn4QohDjxSBAtxDTr7OxM9esd6JYQj8dpbW2lt7eXiooKeatYTFpvby9dXV1p94HWWhMIBGZMdwnTNDFNk13N/mHb73lbJd2hBM/XB/nDhm5++mInGnjHCi+YcSpf+gpZTc8SzF1Gw9ovEShaO+UxGIYxY35eQoijT4JoIaZRPB6nra1t1EBHa00wGGTPnj04nU4KCwtlJbQTlNaa3t5eDMPA5XJhtY7/X7HP56OhoWHSC6lMNAHxaEokEoRCIYLBIH19fYRCIQCe3Z8MopcVOjinyo3FUOS7rawsTpZu1PTEuGxRJoVuCyWbfkRW07M0r7yZznnXwiG+y6O1loVVhBBpkyBaiGkSjUaprq5OZZ/HorUmFApRV1fHvHnzZtzb7eLQ+AJhvnXfJgpd8JZF2WitsdlsVFZWYrFYSCQSOByOVNlPV1cXzc3NU1qJMB6PEwwGyciYennD4TDwokApNeLfS5M/jqHgWxcWYbMMBsXFnsGnq2uXZZO3907yqv9F+4J30Dn/umkZV2ZmpiysIoRImwTRQqRJa000GsUwDJRSKKVSX0ejUfbv3z9u797RrtfU1MTs2bMP46jFsSAcDtPU1EQ4HOaO17u5e2sPAOvmerBZBv9+gFRgOVCXa5rmlJfy1lpTV1fHggULjpngMBqNprLqoz2upt4YBW7rsAAawGk1+NM5IZa23If3mS04/bX4yi+gdflHpmVchmHIhEIhxKRIEC3EOHp7e+no6CAajY4IkAcCgIG34icTQA8IBoOEQiFcrpGrronjQ29vL/X19am/l42NodS+VxtDqSWro3GTu7f7eOP8THJclin9PY0mkUjQ0tJCaWnptFzvUDU1NY37oqDZH6c0c+RTU2bTepZs+DLasBLIX0337EvpmnsVqOl5cSClHEKIyZIgWoh+Wxt8/P2VWpw2C0tKsrhgdgYtLS0jnvCDUROLAQ5r8sk7Ho9P+Z5aa1paWiQbfRyKxWK0tbXR09NDqz/GltYw1d1R9nRGuHpJFi/WB/nDxi5WFjtx2w22tIa5Y4uPVxtDfG9dUerv61Bprenu7qawsHDC2uvDzd/Xx9N72llZ5ByRaQZ4rSlErS/GurlDglmtyWp4gopXvknIu4Das35AwpEzreNSSpGXlyddOYQQkyJB9DFqY203G2q6+NC5c4/2UE4Yv3lmH49ub8VhNQhEE/zPmhwybIp1cz2p+lRTaz793xaCMZP/PSOfFcVO6n0xYqZmTs7UllgOBoMkEgl5Ap/hdrf4ycmwkeOyUF9fn5ood6Arwqf/20I4rnFYFAvyHFw018PpFRl89tEW/rChi0+ckU91V7L/c3VniNuf280Hz6wEu3taxqaUIhgMkpWVNS3Xm6xIJEJHRwf3bWrgB+s7AFhc4GBxgYPZXhuGUhzoiXL39l4qs21cuTgTFQ9RuOPPZDU+gyPQSCBvBbVn/RDTNvmfiVJq3Oy3w+GgqKhoyo9PCHFikiD6GHX1b14A4M2LvOR4nFitVux2u/QYPkwSpuaF/Z1cvrKED56UxXV37OGPG7sBKMuysbTQSbM/xgfubwLAYzf44uOt2C2KeCJBls3kb9dN/QVPU1MT5eXl8vudoWo6Arzhp8+yoiyLW9cVEAhHeXC3n45gghfqg2TYDG59QyGzsm1YjMHf8TVLs7l/Wxtv82xmVeMO3ut8jkpasXQm4AFIWF0ECk7CX3oW/uLTibsKpjQ+0zQJBAJHJYj+w7P7aG1t44rFWWzoL2W5aK6bBl+cB3b1DusBvW6umw+fnIvDApXrP4en9VX6ik+hc8Hb6Z71JrTVOcZdRjcwb8Fut6de1AzMZxiY0KiUorKyUv7tCSEmTYLoaTTwtv6hvmW6o6k39fX67TWsKHalJuHYbDYyMjKwWCypCW3RaHTYDHd/OI5Nmakna6UU2dnZlJWVyRPFGJ7f10FPMMZcT5xYJMQ3Liii2R/jB+s7ePpAAIdFcccWHwBVXhu3rCvi4c21LO5+nPP8/yYXP/GnFhP2zqe76s2Ecxamfe+Bdmd1dXVUVFQcMxPARPpu/e8uALY09vLf3Tb+vqWH1kCypjnTbvD1CwqHvVOhElEKd/yJr3Zu5JvOfTj2xADYYVtC55wL+dt+J+FQHxd6fazu2UhW8/NoDFpW3jTlThSBQOAQH+UU7hmJ8+PH9hKOmSwucPBaU4jzqtx84vR8ACJxkwPdMT793xYAbjwlD5tFkbv/X2S2vkzT6k/TNffKKd1bKUVWVlaqFjwej2O324nFYvT29tLa2orWGq/Xi90+tXeRhBAnNgmipyiWMPnZ43t547JilpUlZ3Tv2bMHgIULF4751rxpmsTjcWKxGJFIhHA4TCQSwWazJYNwpfjagzWp4/d0RFhWONgCLRaL4fMlg7l6X4zNzSEunucZrM81NW/9Rx1vmOfhY6flAckgzefzYbFYcLvdqYA8FosNC6rtdjuZmZknXKD9wr4OPn7nJipznJxWnpzgNzfXztxcOw/v7eM//R8A1y/SfNL8I57/vsxp0R4A9mWs4Im+Qq6kFW/Nw+Qc+Df1p34Df9k5aY9Ba01fXx8dHR0UFhZO+2MUh099V5BHtrUwJ9dBdVeEn7zYSZXXxncuymNxgROLYlj2GTNO+SvfILvxaQL5q3ki4xL+2rOM1825vG1JMVctycbuCfDz5zv4fQs88I4v4PLXULj9D5S8/nPidi++WW+Y9DgjkQha6yP67/vR7S2EYiZOq+I7z7Tji5icVDqYTXZYDRYVOPh/V5ahNdgsClughaKtv6Kv8GS65lwx5Xs7nU4qKipS3w/8n2y328nPzycQCNDX10deXt6U7yGEOLFJED1Fr9V288un9vH756r55mVLue7kilTN3e7du3G5XHg8Hmw2G6FQiHA4TCwWIxZLZpyUUoSiCTY1hyjOtFLltbOzPcKdW3vY2BTmIyfncs8OH88cCPCWhZnYD5qEE4uG+cNTOyHQQXhPkOuWZaKVwX/2BHmXpQn7gTje4goS9iwC+asw7Zl0dXXR1dVFX9TkDxu6OK3cxWkVg/1jBzKgLpcr1brNbrdjt9uH9TJOJBKp1cWUUlitVjweD1prEokEVqv1mAjETdMkEomkxulyuUYd1x/XHyAaN/nKxcXYD3rt87+n57GrI4KTGEuCL7N63y+wxPrwVV5MOHsegYLV/L2pkD+/1sOCMyvI1D5mPf9ZKl/8Ik0nfYbuOZenPd6BFzsSRM8sf3hmHwr48rn5PH0gwPw8OyuLnRgH/63pBI7eGgp230F249M0r/gYnQvextbdfl58tQuAk0qSL+LOm+0moTU/eaGTWl+c2TlzqD/tW1ifvZmSzT+hr+gUEs7JT66Lx+NHdLXMl/e14rIqPn56Hrc8l6yFXl0yshNNgTv5VOTwVVP62g9AQ+Oaz0158RSl1ITdSCorK1PHCiHEVEgQPUU7mpMlFyvKsvn8vVvJdtmoNEhleQOBAMFgcFjtXYMvxvq6AHEzmUXe0BgiktDYDKjKsbO3M4rHbvD+k3K4ZIGHMks3D7/yOi8+EaI4coBTHXXk04U11Ik15udeAAcQBV5LjmspwMBz5IbkJ9Ow0Vt2Ls2epTxf20eLL8wCYoTqEhQtyUCZcbRhoc9Zwu5oAQWFxWQ67SQc2fTas1I1hAcbeNEwMGlnIMs18HmgHnEgyz6wpG5OTs5hLVno6emhra0t1dN56HgzMzPJzc3F7XanHtOeVj+nzfJQmmkZNvnI3bqByr13cWbPbmzhTgBC2fOoOefnRLLnpI7zdCRXWOuLmmR4cjhwzi+ofOnLlL72Axy9B+icdw0xT1laY49Go8Tj8aPeRUGMzxeMccnPnyMQidETinNelZtCt5Vrl43sM2wJd1O66Yd4Wl7GkkjW5bYuuYHOBW8D4KxZGTywqxfDUMzyDga4ywuTGdttrWFm59jBsNJ00meZ+9j1FG/9JY0nf2VSY1ZKEQ6HD2sQ/cfnqnl0eysfOncOp1Z52drQTaXXxpmVGZxRmYE/kiDHNfJdOiPaS8Ur3ySz5UVMw07Tms8Sc5dMaQwD5WsTtY2U4FkIcajkmXqKdjT1ku+xc+cHT2PhVx5he1MvleXDjxm6mIA/kuArT7bS3l8nmeuycNFcN6eUZ/C1J9vY2xnl/NlubjwlFzdBil/7PssOPMi77Bp6Iaot7ArNojuzlD2JhVTHsiksKOLcpbNoSmRx5zY/+zvDWDDpIhO/zmCZN8bpXj9XOV8lr+4/LDYfZzEMBtlAbJeFGFZsKk4BCWYD7BzcH80oxldxEXFnHgmbh4Q9k7gzj5irgIQ9C23Y0UOejAYe78BjHyhfGdDS0kJzc3NqomRubi7Z2dnT9oT26t4mejraKOnvM3vwami9vb3sa+6iyZ/Am+lmWbmXhu4Q51U60FpjifaS0bGVnAMPkNW8npirkL6iU4i6Swl75+MvPh2M4f9sPP3p676oSSGgrU7qTvs2pZt+SN7+e8nbdzctKz+WVi3r0e6iINLz62f20dgz2O/5isWjL9+e0b6Zipe/iiXqp3v2WwjmLiOUt5SoZ/A/i2ynhd9eVkpCDwZ2SimKs+wUui1sa4tw6aLksZGsKjoWvpPCXbeTsHtpWfHRtPskm6ZJKBQ6bEvNt/nD/PDR3SRMzQ23b0htv7i/u83nz84f9TxLtJeqZz+Bo7ea1qUfpGvOFSQc6S16opRKzRExDINwOIzD4ThmemILIY5vEkRP0c6WXhaXZGG1GOS57bT5w4z24+wIxvnTxm5eqg8SN+G7FxWxvMiBJR7EEvVhDbdwX9kD5He8RHFbAOPfCZQZAxSd86/FV3IW/9hnocdayBN1Cbo7E1Rm23j7mmxWV2bQpxRZwAfKNNvaIhS4LYRjmufrgmxtDfPTuhx+aFZicCXnFEb4wCn55Lhd1Pg1X3myizXlblw2xf6OEI5IO5eX9KBDPna2BclOdHG9bRelu/825s9BKwsBRyF77Etxn/HBCTOuA0F2PB4nHo8TCoXo7u6moqLikLOvHd0+rvnTJgAeeGfliLfTI3GTu7b5+Oe2wYmbHnsyAFnk8lH+8k/w1j8GQMKaQcuyj9A5/xq0ZfxluQeu0RcdDNi11UnjyV+mddmHKH3thxS//gui7lL8pWePe62j2UVBpO+JHa2cUp7BqmIHdT0x5uUN/o2oeBh3+2tktrxIbvX9RN0l1J71I8Le+WNeTymFVSU/WywW8vPz8Xg8nFzl5/n9XcNqmduW3oAl1kf+3juxRrpoOPkraQfSAx0qDocX9nUSjpncd+MZbNjXxHcerUFDKvM8WnmLq2sXRdt+g6O3mrrTv0dfyekT3kcphcPhwOl04vV6ZYEUIcRRI0F0ml6q7mRRcSbeDDumqdnX1se7Tp0FQFGWk9beCEN/nB3BOH97vYfH9wewWxRvnJ/JRXM9LDN3U/LkT8no3pU61jTs+MrOoMddjFYWtGHFX3oWodwlAFzRXyK7blGMzmCCZUWOEU9ISimWFw1O2Knq7wSwqz3ZoxZlcNMFC3BaDUygMhduf+vBTz6DAfCiqMkXH2/lto4YP39jAQX2MI/vbCHU58Md62SuvYc57ih7W7pwBRq4IPQsrkceJ27PJpZRSG/Z+XTOuxrTNv4T3EDpy969e8nLyyMrKwuHw5FWZrrNH6Y3FCPTkuDZHQ08X92d2veuuxvIdlr40NocZufY+eXLnbzWFCaS0Jw/282b5rkwu+vYV1tHif913r7lEZRO0L7gHfhLziCUszjtdloeR38QHTNH7Iu7Cqg/9RvMfuYmKl7+OtXn/YZwzoJxr9fX15fWfcWRZ5omHT1+9rcHOHWll8sWDX+xk9GxhYqXv4ot1I5p2OmpXEfzqv+dsLfxQPlTQUEB+fn5qb//cxaV8ND2Dup88cFSD2WhedUnSdgzKdx5G92zLiFQdHJa4z+cQfRAZt4V83F6Efzf2yr4y+Ye3jj/oP8DtKZo66/JqXkYa7QHjUHj2i+kFUADeL1eysrSK48SQojDSYLoNHQHorzjDy9xyuxc/v4/p9HkCxGOmcwpSD45FGY6eGJXG0SDrCx2Ut0d5fH9fUTiyazrVQvs/M+cNry1fyFv393EMgppXfpBYq58EvYsQjmL0ur/WpZloyzLlqrz1VpjtVqx2ZLbBkootNapVk7LS2389JISMmwGzv4OHgNP2ANZr4FrDUzAU0qRbdV888Jirr+njt9s7KWhN0ZHMAOHxU0kMVirmOO0oC0aZ7idPy/fTlGiBYe/lqLtvyd/zz9oX/RuuqveTMLhHfexJRIJ2traaG9vx2q1Mnfu3Akz0/9z+wa2NPiwKEj0lzIvK3Rw1iw3db4ozxwI8Nj+PmyG4tXGEG+an8mZxSYXdfwV78uPYo0OZqR7ytbRuuyDxNyTextYKcW8ylKgmVB89MBfW53UnXELc5/8ALNe+CytSz+Av+SsMd+yjkajkxqDOPy01jS0dXP/q/toD8TRwLzc4W3RvDUPUbrxVmLuYmrO/CGBwpMmfBdjqPnz54+oVz5vYfIV9KtN4WH10ihF+6L3kLv/X+RW3592EB2PxzFN87DMSWj2hcjJsBEPB9Ba47QafHBt7ojj8vbeScGev+MrPYfe8vOTkyQn+P9hgGEYMvFWCHHMkCA6DRtquzE1vFTdxf97oYZ5hcngeW5BMrtUmJV8onymJsAzNQGsBpw9y82HZzVTuvdvlNe8iDqQrIXunHsVrcs+POVVt2w2G0VFRTidzlTwPJE5c2IEg0EyMzMn/eR5/rYQj+1sZ06unS+eW0RFloV93TGeq+mj2GPlkgWZ1PbE+NQjJi/mXc3aUhfr64KctaiWOXv/TPHWX1O09TeEcpfQtvi99JWcMe79BlrvNTY2MmvWrFH3//WlWtbv7WBLgw+rAVcszmJxvoPOUIJzq9y4+8srAlGTZ2qCKEy+OHs/V9m2kvX6U1jD3fgqLqSv+FSi7lKi7tJJL2Ix0IM2Pz+fuEr+M7K7s1EqNurKaHFXPrVn3krli1+kfMN30cpC0+pPjdq9Y6DLyYm4gqHWmmAwSCQSIZFIpD4PdIMZmKian5+P0zm5hTfS9Z+tzQQicc6d5aSvr49YLEY8HuenL7Tz6L7kuwRWAxbkJYNoS7iLnJoHKdr2ewKFa6k77ZuY9vTKcQYm35aVlY064a8oy8nK8mxea41zzdLhq+5piwNf5Tpyqh/AiAXS+j/FMAwikciEk+7SYZpmch5B/99pU0+YQs/4/ZadXTsp3vobfKXnUH/6d9PqvjH0Rf/s2bOPaHcRIYQYjwTRaXi1pgu7xeD0uXl8/5FdXLMmOSlobn8wPfDW61uXZjEv185JWT5m1/+T/Jf+TsKeSee8awnmLSWUs3BKmU5I9jgtKyub0qQgm81GdnZ6E3UO9vXLl/OWlV28eXkJVouBaZos7OvjvMUB/H4/pmlSkpkc45aWMPds72VHe4RNcwv5xJk/wNW9C0/Li3jrHqXq+c/QV7iW7qpLCOUsIeopG7OWs6+vj56eHqxWK1arFYfDQSRu8rl7tnD/5uSqgWtKXXzhnPxUhv1ga0ochGo38hnHPZzcvAPT4iBQsJq2xe8jlLdsSj8PGFzhbOB3obXGaig6gnHKyspobGwcNZAOe+ez543/xNmzh6Jtv6fstVtROkHX3KuGHWcYBtFodFoCnZmiOxDl/be9QmNXgPPnuHn7ci9j/FoB8Pl85OXl4XQ6Uy8MY7EYoVCIWCyGaZo4nU7cbvekJq4GInE+ckey1c2SAgdnV2Vw9iw34bjJMwcCnD/bzTVLs3BaDbzWGCUbf0hOzUMonaCv8GRqz7hlUqvqZWZmUl5ePu6L23VLivjho3uI2yqxRP3Dfw5l55O3724yW17EV3HRhPfTWhMKhQ75byscDlNdXQ1AWVkZ2dnZNPWEyM8wxlxe24gFqHjl68SdeTSt/UJaAbTNZqOwsBCbzYbL5TohX1gKIY5dEkSn4ZUDXawoz+aH16zkoh8/wx0v11GS7STPncy6uGzJ/9jPzWrlor234urZDUBX1VtoWXlzWhmig9vIDZRqeL3e1IpaR6MlU5nXRdmqwfpDwzDIysoiKyuLkpKS1Fj5vzru3+Unw6ZYUuDg6QMB3rnCS0HuYkK5i+lY9G7y9v6T3H33UPHKNwFI2Dx0zb6UzvnXjcgEa61pampKfV1YWMiX/lPLozta+cgZpbx5zujZKGuonbx995DRuY2P9uzhZkeAmN1L49JP01N1yahvrw8thZnIQAZ66IsZpRTnLCjgX5sa+d9181Nt/sa4AOGchdSd8T0qXvoypZt+hGnNoGfWG4cddiIE0bGEyQv7O9lQ08X9mxpp9oVZWujgrq0+qruifOGcAtoDcUIxk/1dUc6szMDjGCw/6ujoGNHCcOjPPRQK0dPTQ2trKy6XC4fDkep5PtAzPJYweXR7K1sbfTyzu42dLckgdZbXRjBm8rtXu/n9q91owG03uHZZNhXZNoyon1nPfZaMzq10zbuarjlXEsmqmtTjV0pRUlIy4btD65YU88NH9/B6e5w13uF/W8H85cSceWQ1PJl2EB0MBsnNHVlmkY6B8+vr6wdbdzY00NvbS1NPiHmzRv7NWiLdeGv/S07tw9j7mjhw7i9IpJGpV0pRWFhITs7k+2ELIcSRIEH0BILRONsafXzwnDkUZDq49a0r+Ng/NvG1S5emgtpPrlvAqTl9nPfC9RjxEC3Lb6S35CyiWSPLEcbicDgoLCxMLXIy0LppJlBKMa/Qw762Pv50zTxisRgfuLeWX7zUydfOL8RiKLRho2PhO2mffx0u3z6cvv14Wl4mf+8/ydv7f/SVnEHEU0Yso4hAwRoi2XOGtafbX9/M4ztbuXppFm+Zax8RpFpD7eTvuZPc/feidIKQdyE9lRcTyl2Cr/yCUbODSilycnLIzMwkGAzS09NDPB4fNQAe+J1YrdZRJzV99Py5XP2bF7nr1QYurHDj9/tHHDOUttipP/07VD37SUo33oK79VW6Z19KsGBVapGY49k/N9Tz/f/sojMQxVAwO8fONy4oZEWxk0f2+vnly13c+O8mOoJx4v1/Bn/c0MGVlRH+p6oTT/c27IEmSEQhEQNHJhFPBWHvfGKuAqKeCkybO1UeNHSRI0i+s2Oz2fh/r3Xzt42tGAoWFzh4y8JM2gNxPnd2AXaLoqYnytMHAgRjJtcssDCn7wUczbXk1DyMLdBM/Wnforf8/Ek/fqUUxcXFaZUmLCjyUJmbwVf/vYvLFmfzwTXeIRey0Ft2LjkHHsSIBzGtE/+fEQwGp7Ry4cALkoP/jWiteWJnC73h+LClzQGMqJ+5T34Qe6CJkHcBDad8hWDBqrTu53A48Hq9kxqjEEIcSRJED+EPx/jef3axpaGHWXlu3ntGFT9/Yi9xU3Py7GTm5g1Li3n9qxfjGrK0ncdh5eK93yQR9XPg7J8Qzl087n0G6iDt9mQwaLPZKC8vn9FvVf7jA6fhsBlkOZNBwef6bHzzP3v58hOtfPGcAjIdFhp7Y3z58VbeubKci+Yu4mnHBdxeexnfyn+C1b2v4Wl5CcOMYmLQueDtdM++NFXysak5hKnhtHJXMgAwY2TXPYa39hGcvr1Yo71oDHpmvYG2Je+fsGzGMAxmz56dyvZmZmZSWFhIc3Nzqg4WkksEu1wuXC4Xdrsdj8czavCxZlYup87O5ffPVvOWD67mu4/V4HVaePcq75hjiGorB079JiU7/4S37jFy6h6hcc3n6Z59KZ2dnWRkZAxbOXIm/30MiMQT/Hl9Dd9/ZBcrS9189GQvy4ocZNgGs7FvnJ+JoeCvG1u5yr6RS62vslrtJSPWhdFsQjOYGIRdxbSGLYRMK7MzDpBd9xiK/j7lykIkcxbB3CX0FZ1MJLOKaGZF6p2IgRaLT+3tZGmhg29fWIRtyKqgRiyAs2svy2N+VuX4cXXtwPv0o1jigeTj8FRQc85PCRasntTjH3jXIysrK+1ssFKKs+fnc8fLdTyw08f1K7NwDKl18ZVfQN7+e/E0v0BvGtnoWCxGQ0MD5eXlYwbSfr+f3t5eDMMgIyODaDRKW1tbKnje0xHBZTOoyE7+e79vRy9FbgsXzBnyrps2KdvwXWzBVg6c8wsChSel9Xgh+XMqLS2VBVGEEMc0lc5b2Ifb2rVr9YYNGyY+8DD754Z6Pnv3Fk6dncuO5l784eQiIXMK3Dxw01l4HOO85uipY9+OzYSz5ox9TD/DMFiwYMFxvyrdn5/ZzXce2cf5s93cfHoen3+0lR3tyQzrRXPdbGkJ0xZIYDXgwjkenq3tIzvWyVcz7uES82kATIuT3pyl/KlzGe06m48t1zhCrWQ3Po0t1EYks5JAwWoinkr8JacTzZw4+6+UoqysbNqzXM/uaec9f36FFeXZbGnwAcm+4CuKR2bBI3GTz/y3BVPDdy4qwmuNUfniF3D///buOzyu8sz7+PeeLo26NCqWbdnG2Ng0m5aEatMhEGBJwtKyeSFLrrCbAIGFULKbtlmyLCFsgAR2U0iAACFAkg011EACwQQ3wBiDbYxsy7IlWXU0Rff7xzkjj9yQ7JFHmnN/rsuXNcXy85uZM+c+5zxlw99Ydcx/0xebs033nsrKSiorKwmFQqRSKTZu3Dh4xtvn81FeXk5NTc1uF9uqSmpA8QtDBo4NVzyZpj85QGnETzqdHjxQ/NnLK7nj+ffY2J3giKYoVx1RTdC3JWOk/R3K1r5IUdsyAvGNhHqa8af6SIar6Kk7lERxPY+ti/JEaxWLBqbRLxGKApmyGa44OML8qk0E+zZQ1P4Okc0riLb+DX/KmXpN8ZEoaaSvajbxsml0+Cr4zgI4aXopx8Y24090EYi3U7xpMUXtyxBND7ZtwBeic+I82qaeQbxi7xEPDBYRSktLqaioIBqNjvg1XbimgzNvfxmA206bwJTsmTo0zcz/O5O+6n354PAbh92eysrKbRYlUVXWrFlDV1fXkBVJM49l/j793g8AuPXUBiaXBznnwTWcvHfJ4GwcvkQXExd8l7K1Lw4ubz4SwWCQGTNmWBFtjBkVIvK6qh6y27/HiugtLrv/DV5esYnXrj+O7v4Uv17wIY2VRZy0b/2w/v2bb775kf1qMyPMx0tXjd317d8t5id/XsNx06I8834PFx1UwdrOFM+v6iGeUvarDbN0g1tYT4sS8AlPrOjm0hndnFvzPkWd7+Fb9QJVqQ2Dv3PAH6a3al82zjiP7vqPD2uAUrZwOMz06dNzvoNWVb74y9d56q0WDmqMsnZzP73JAW45pYG6EueAKT2gPL+yh/uXbmZdl3OQdv4B5Zx7QAW+RCd7PXsJ/mQX6w68jFSkhnSohERxPQNZy69npiLc+rOWmb1l0qRJg7eHO+d2dobv/uEtHlywhn+bX8veVUGCwSDhcJiSkpLBQY+ZqdLS6fRguzLtufoPq3ntwx4e/OwkHl/RzYzqECo+rntqHQfURfjMfmXMqY8Q7l5D6bo/E+ppJtKxguimxSg+4uXTSBbXkSyuo7NxHj2xuUMGoMZTA9y7aDPvburn8k9Uk1S47ZVNvLmhn0sPq+KYKVF+9Nc2VnYkKA+kuWhaJwcVrSPcuYr25uVM7l1KcWrzdvMPSIB45T501x5Eb/X+pCJVpIPOKp0jGTCYzefzMWnSpN1eKXBp82ZO++FLXHNUjKOahn5/1C35EbF37qF1xrm07H/psBdfmTVr1pCCvru7m9WrV+/weyyeGuC593u4/a9tABw3Lcr06hB3vtbODcfEmBddTe2yX1Cy/hVkIMW6A79C2/RPj2gb9fv9TJs2jXB4+NMDGmPMSFgRnWMDA8ph3/0jR06v4Qd/P7JLtBk7KqIzRUwoFKK+vn7Ult0di+LJNCfe8gIftPUxozrEzSfXO0tbJwZYvTlJZcTHv7/YyqWHVTMrFqa5M8kXf+cMKPz6vBiHTCjivIfWcFRtP1fO9ZMsqmEgWDriwjkjEAgwbdo0QqGdT8W1O7riSYKkefGNZVzx+Dp6EgM0VQT5wsGV3PHXNtZ1pZhWGeTCAyu4d/Fmgn7h5OklLFwf5+wJ7Xxs4dXE0huG/M4PpYFgbDqBkmrS4Sri5dPoqZlDOrLtoKutB9sVFxcPzs6iqrT1pvjN4lYqIn5m1hYzpTJMW8dminxpUuk0n3LPMgL827wYh050CjYR4Yl3u3jy3S5CfmFCaZBPzixlY2+K99sSVBb5mdtQxMWPNgPOQLx4IklTRZiSsJ+1mxP87JQior3NVK/4NeXNzwOQDpaSiDbQMekE2qeeNqzp4TIHDOXl5YRCIXriSS751RLe2hAn4IPUABzaWMSHnUlaulN84eBK3tnYzwuregE4qGYAejcxwd/BVz9eSbKkkVS4HPVHdvmzld02cLb34uJiYrFYTj5v8WSaWf/6BOfuX855B1QMfVDTNCz8AdXvPUx708k0H/r1j/x9Wxf36QHl4ZeWMrNyO6sLAm+39nPLnzey1j34i0X9tPY4Z+vron7+56h+9n35UtQXoGPSCXQ0nUK8cuaIMloBbYzZE3JVRBd2f4IReGNNOxu7Exw7qy6nv1dEqKmpIRaLjcoCB2NdJOjnu2cdwOd++iqf/1gjPp8zg0JxyMesmLOj/OEnt1xSbiwL8u/H1/KNZzfw09fbaelO0ZNQ5kydQH/5yOfWHtKWSIQpU6aMejea0kgQCDK9roxrj0pywzMbWN2R5OvPbKAi4uPrx8Q4bKIzO8SSDf08/FYnb7vdXJ5bGSLIf/GxomY+Xptm75IEK1etYGpiOXu1rKS2dRFV2jXY9zcVriQVrqC/bCqbJx5LV8PhDDC0AOns6uaRRS38dlknjWVB3tnYz6be9NbN5tDGIhLuqjUzq4Mk21bT/97blPQnSfe2I33tTFm5nhuCfRT5UqQ6EgTWJJlKkiNIESJJaGGK18JJQiQpkgShSIruvgjre6to8m8i+LiTMx2IsmGff6Btr7NGPEc3OAdD06dPH9ymKoHfXTafpxev5tE3mqmKwIVzquhLpLnxT63ctcBZzfL8A8pJDihLW/pZnarj8P1n0luXu4PazKqD1dXVOe/DHgn6mVBeREvPtitjOqsYfpWBQJTYO7+kfcppH9lfO7PEfGbu6MeXtnD9Yx9w1qwyzppVSjythPxCxC/c+KeNLFwfpza6JdN1R8d4ZU0vB9YXcUBpFzOe/woD/jDvz7+LZHR4V++yZfpBWwFtjBkv7Ey069qHl/DQ62t4/esnDA6OG6mtz0RnprDa1emkCklHb4KK4hDxeJyWlpbBpa0z3RO2tnBdnFv+vJFNfWkEuPczEykL73pRko9+6H19faxcuZL1XQmeXtHNovVxvnRYFVOzZjBY25XkgSWbOXpKlO7+ARa3xNm/zpmhYvmmxGBRO7chQkXEz9INcTp6+vne3HYO9y8j1NNMoL+D4k2LCfR3kAqV0Vszh2RRjL7Kmfzvuqk8uqaYjoRQXewfLJ6vPrKG2bVh/uXJ9fT3bOakkpU0pVcS8/cxKdDBIbqUUP+mIXkSEqJ1oJSKsjIkECZFkLW9Qlu/j73rSuhJB3i9JU2/BjliWgXFkQg9GuaVFeupo43ZUyaSrphKsqiGnpo5DIRGVrxmBuUFAgGmTp2607O76XSa3t5eUqkU8USSO/+0mpqIs+T71n18d/QZHK7MrC2BQIBYLEZZ2fAWWtkVZ97+MgFN8o15NdtvS7qfGY9/hmRRHe8f+2OQnW8z2V197nh1I39Yvu2S80EfKHD27HLOnl3G2xv7WdIS5/Nznasg/ngbU/50BaGeZlYec8dHLmu/I0VFRUybNs36QRtjRp1158ihe19dzfWPLOXCjzfx7TN3fRGOrYvo0ep7WwgyU4/19fXR29tLV1fX4DLkgUCA0tJSevpT/PiF90gkU3zxEw2UlJTQ09NDX1/f4Gs6nOJHRGhqaqKkpGS0Y20jHo+zcuVK0ultz/zujM/nI5lW3mvrp6s/zf51EUJ+ITUAVz2xjra+NHedMYGgT3jlw16eWr6ZKT2LuLzyZWLx1QR7WwZnkhhQAZ8PwV0eXRW/O6BPUXy65TUc8IVIh8vpqT6A1/3786sPY1RUxXhsTYBewkwuD3HH6dsORsu8H0ta4lQX+5lQmrtV5TKD8kpLS4lGowSDwV3aplSVRCJBOp0mmUwO9uf2+/10dnbS19dHKpUavH97fc4zWX0+Z+GhkpISGhoaRrV7ULYv3P0aqzd2cctJO176uvyDJ5n012+xds7ltE3/zE5/3/vtCd5Y20dXYoBn3++hrW/L5/QfD6nknkUd9CWdg48rjxhauAf6Wqlbehfla55GdIDVR9xEd/3HdimXiLDXXnuN2iqUxhiTzbpz5Mizy1r4+qNLmT8zxr+ePjsnvzNzZqqpqckK6B3ITNsWCoUoLy8fXLglWyXwnXO2vdSvqsTjcfr7+2ltbaW/v3+bxWoyS0RHIhHq6+vzNpAzEokwffp0li9fPqzFXDLKy8upqqpiWipFf38/8XiccDiMz+fj6hOKueSBt7nkt2vx+6C1J01t1M+y5H483bIfPzp9AuVhHwuWLOadN1/nwulJatw1MJJpJTmgFAe3nKEcCBTRVzWbvqpZQ+YZrgMuP9R5vV/5/Vp6O1PMrNm2WMx+3fevG34RlD0gcevXJtNNQ1VzNpNKZqDl9mSfPR4YGKC9vZ3e3t7Bz5GIEI1GKSsry+tUg9XRMIvWtDOg4NvBV8vmSSdSsfpJ6pbeyeaJx2+33zw4r+33XmyluStFwAelIT9nzy7jN291AnD6zFL+b1kXfckUM2uGvm6+ZLd79nmtMyXj9M+QKJ28S5kyc+JbAW2MGW88W0S3dvVzx/MruPfVD5hSHeX28w8i6M9Nn+Xi4mImT55cEPP6jkUiMjh3c0VFBel0mnQ6zcDAwODZxpKSkjHz+geDQSoqKmhvbx/W8zPT1WXPYZ3txOpqjl+0iT8u28C+tWEuOaSKwxqLWNOZ5PLH1vGVx9Zx8vQSHn27komVp3DeIfVs2OpgbtuL9jsmIlx5ZC0//1sbJ82oIBKJDFm0ZHuFaSKR2OYAMlMwp9NpfD4fsZhzgNTf3086nSaRSJBMJolEIoMHWJFIZI+/jz6fj+rqaqqrq/fo/zsc1SUhWruTfOre1Tx63mQC26ukRVg35zL2fvICGhbdytqDr97uIizvtSVo7krxT4dVcfLezvznibQOFtE+EUpCznfi9KotB0++ZA+T/3I94a4PWHXk9+mp27WTOZntuKqqalS7wBhjzGjxbBEd8Ak/e3kVAAc1VVIcys1LISLU1dWNmQLOC/x+/5DXeywulx2Lxejo6BjW2WhV/cizcjd/dg5LmjuYUe6clY/H40zxCd85vo57F23m3sWbqS72c/WRsd26GpI5S3jc5GrOPGrOqFxZ8cp0j7lQFd1SzLb2pGjYQbeZlsBEuhs+y0Fr7ifa+jfWzr2SrsZjhjxn4fo4AEc0FW+ZUcQv/N2sMvaqdv6fKw6v5nfLupgd2UTVO89RvHEx0Y2L8KV6aT7kut0qoCdOnDg4a4wxxoxHni2iK6MhoiE/PYk0k6tysxPPFEh2WdJsLRQKUVlZSXt7+0cW0pl+4TtTXhzkyL2HdnVRVfbdF874RJzX3mshlO6jxO/0cd26+M306c38u0x3haKiIvx+Z5EUv99PaWmpzZYwhtSUbHkv1nXtuIi++eWNLFz/KR485ij2WnoLja9+g/dO/hXJ4i2zZrT2pImGfNsM2L3o4C3dPyZXhPhG5RPUPXUnomn6SybROeEo2vY6i76qXev+lpnBxApoY8x459kiGpwpo3JZRAOD/VaN2VpdXR2dnZ2kUqkdPkdEdrkbQaZQLioq4uj9pgAMDpKzz2RhyF41dX33jgerNnc6y9ZfvaiWZMeXeSZ8FbE3f8LaQ68ffM7G3hSx4p1cMVOl+t37qV9yB5sb57H+wC8PKcJ3RebzXVu744GRxhgzXuzWnlVEVonIEhFZKCIL3PuqRORpEXnX/Xv7o1rGgEwf6ElVubv8v/UyusZk+P1+pk6dSlVVFYFAYMjZ4UyhGw6Hc9oX1+/3WwFdQOrLt1zlWteV3O5zBlTpSTpXGVZ1JKmqm8iv0sdS8cGTBHvWDj5vY0+a6h0U0cWtbzD1hX+iYfFtbJ54LGs+/q2PLKBFhMbGRnw+3+AfYHBgps/no6yszApoY0zByMWZ6PmqujHr9teAZ1T1RhH5mnv7mhz8Pzl37Kxa7nv1AyZV5uZM9OzZs61gMTsVDoeZMGECDQ0NdHZ20tPTg4gQiUQIh8NEIhH7DJkd2q+xnOeumscXf7mA1r7tdwta15WiN6l8ckYJ86ZGmVgW5Ipfn86FwWeILbuHtQdfDThnoveu3va7r+zD55j8yg0kIzWsnXMFbdPO/Mj5psFZAKeiooLS0lISiQSJRILu7m5KSkqIRqPbHDgaY8x4NxrdOc4A5rk/3w08zxgtor9x+r5c+PEmasty04fZih8zXCJCeXm59Qs1Iza1JsrkqiirNnYN6duesb7b6S501JQos2LOd1s6GuOF8AnMX/UHWmd9jnf6q9jcP0BNdGhxHN78Po0L/oPeyn1YOe8O1D+8/vCZfs7ZC88UFxfnZGpCY4wZq3a36lPgKRF5XUQuce+rU9V17s/rcaabHZNCAR+zGmxqJWPM+NJUXUxzR/92Fxtq7XGK6NrolnMkDSUB7pYzAJj63JfY9MebmSQtNJZtGZgYiG9iyktXMhCIsOYT/z7sAhqcaRwrK8dszz1jjBkVu3sm+khVbRaRWuBpEVmW/aCqqohs95qjW3RfAjB58q5N0m+MMV7UVF1MXzJNrwYplqF9ozf0pPAJVBdtOctcXxLkr80VfHDk9wi9+SAX9D7O2cUv0dd5BsHX25B0kqKO5fj7O3h//p0jGkAoIkyaNMm6ahhjPGe3imhVbXb/3iAijwCHAS0i0qCq60SkAdiwg397F3AXOMt+7047jDHGSzIzCrUl/BSHhxbRLd0paor9g0u7A9SXBuiID9BafRg/L92bVRuW8UjRTZS9czfJcBXqDzPgD9N86PXEK2cMux0iQkVFxZicm90YY0bbLhfRIhIFfKra5f58IvAt4HfAPwA3un//NhcNNcYY45hSHQWgpSfN5KKh/aKdZeCHfrVPKHVuL1of5+UPetm3cQbLj3yIQGIzqcjuzQZTVzdme+wZY8yo2p0z0XXAI+4lvABwn6o+ISKvAQ+KyMXAauCzu99MY4wxGY2VRfh9QnNnkoOqhOyOFBt6UhxQP3Sw9METiphUHuQ7L7QCcFRTMfgCu11ARyKRj1wYyBhjCtUuf/up6vvAgdu5fxNw3O40yhhjzI4F/T4mVES466XV/PYNPz85ayIAqQGlrW/bM9FFQR/nH1DOjX9yZiM9pHH3u1/4fD5qamp2+/cYY8x4ZXOyGWPMONRUtaVLR8bG3hQDyjZFNMChbuG8V1WISGBkX/2ZxVIyC6eAszJmWZnNbmSM8S67DmeMMeNcV3+a0rCfDe5S4LXRbRdHCQd83PmpCZSHR37uJBqNUldXN1hMBwIBmxffGON5VkQbY8w4VF60ZY7ntV0pZob9bMjMEV2y/a/27Hmhh0tEaGhoIBwe/rzRxhjjBXYqwRhjxqFvnuGsuApw5RPr6U4MsHxTPwLEinN3fiQQCFgBbYwx22FFtDHGjEM1JWFuOG3W4O2vPbWex5Z3c/SUYoL+3Cx8IiLU1tbm5HcZY0yhsSLaGGPGqXDAz4Lr5jO9KsSqjiRn7FPKVw/PzYwZmQLalvM2xpjtsz7RxhgzjlWXFnH1UTGaO5ODM3DsLhGhqqqKWCyWk99njDGFyIpoY4wZx0SEvWpLmVDal9PfaSsRGmPMzll3DmOMGeeKi4t36d9l5nze+r5YLGZT2BljzEewM9HGGDPOFRcX097ezsDAwIj/XSgUIplMkk6nERFKSkqort695cCNMcYLrIg2xphxrqioCFUd0b8RERobGwmFQqPUKmOMKWxWRBtjzDgXDA5/ERURoby8nOrqaiugjTFmN1gRbYwx45yIUF9fz/r163d6RlpEmDp16i73oTbGGLOFjRwxxpgCUFVVRWlp6XYHC4JTQNfU1FgBbYwxOWJFtDHGFAARYeLEiQQC215gFBGKiops9UFjjMkhK6KNMaZA+Hw+6urqBs9Gi8hgH+impqYdnqU2xhgzctYn2hhjCkh5eTnd3d10dnYSi8Worq62OZ+NMWYUWBFtjDEFJNOtwxhjzOiy0xPGGGOMMcaMkBXRxhhjjDHGjJAV0cYYY4wxxoyQFdHGGGOMMcaMkBXRxhhjjDHGjJAV0cYYY4wxxoyQFdHGGGOMMcaMkBXRxhhjjDHGjJAV0cYYY4wxxoyQFdHGGGOMMcaMkKhqvtuAiLQCq/PwX9cAG/Pw/+abV3NneDm/l7ODt/N7OTt4O7+Xs4O381v27WtS1dju/gdjoojOFxFZoKqH5Lsde5pXc2d4Ob+Xs4O383s5O3g7v5ezg7fzW/bRzW7dOYwxxhhjjBkhK6KNMcYYY4wZIa8X0XfluwF54tXcGV7O7+Xs4O38Xs4O3s7v5ezg7fyWfRR5uk+0McYYY4wxu8LrZ6KNMcYYY4wZMSuijTHGGGOMGSEroo3ZCRGxbcQYY4wpYLu6r7cCwXwkEfHnuw17mojMEZF6VR3Id1vyzUsHEiIi+W7DWOHR7X6miFTmux1jgW0L3uPRbX639vWe2TnuChGpz3cb8kVEThCRnwOoatpLG5eInAj8HrjAve2p7UREjhORa0XkXBGZrKoDHnoNKsC7BYSIzBeR78Dgdu+V9z2z3f8OONq97anPgIgcKSJfFJGjRKRWVdUr77/t621f794e8efdExvIrhCRM4G1IvL5PDdljxJHADgV+JyI/AIGN65Qfls3+tyN6kbgKeAgALeI9MQOVUSOBe4AgsBc4CkR2d8LhbSInAWsE5Gz3QLCE+85DG73IeAy4AoRuQkGP/vB/LZu9Lnb/X8Aq4FzANRDU1eJyMnAz4D9gHOBu0Vkhke2+zOxfb3t69m1fX1Bbxy7SkQmABcCPwD+RUQuzG+L9hx1pID7gS8BE0TkD+5jibw2bpSJyBHA7cAlqnoxMF1Evg6e2qHOAR5Q1W+p6tU4r8czhV5Ii8g04Cs4BxB3icinM4W0F4ppd7tPAL8ArgEmi8id7mPJvDZulInIPJz5ZC9W1ROBKSJyUV4btecdDvxAVb8M3AA8C9yfVUgX5DZg+3rb1+/uvr4gd4g50AHcrqpfBf4Z+KZXNq6soqECmKuqxwNREXlFRP4iIn4RCee3laNmBXCOqi5wb38LqBeRivw1ac/I2kmuAcoz96vqD3Feh/tEZGIB9xFvBW51t/kLgJ9mCuk8t2uPyHr/M1cgrsL57D8qIg+5232hnp1qxtnuF7q37wP2gsLv0pGVbzPQBKCqbap6E87rcJOI1BTwdtCB7esrsH39Lu/rrYjOIiL14nQw71XVZwFU9TngIpyN63Pu844WkZp8tjXX3Owx3eJJIHMG6npgXyCoqmlV7c9fS3PPzd6gqi2q+resh94EDgNOzlPT9pisneSLwLEici04X7SqehvwR+DAfLVvtIhIuYhUqmoXTt84VPVx4LNkFdIicpCIlOW1saPAzV+W9f4/AmxS1TU4Z6VPAIrc7b6gzk5lvffvquqrWQ89D5wvIicXcPEIDNnuHwD+XkS+kvXwL4EWYNIeb9gos3297etzta+3ItolImcDvwYeFZFrROSkzGOq+jxwMfA1EbkP+G8gkpeGjoKs7L8XkatF5JSsx34I/C9wPhB08xeMrOyPuNlPzDymqiuB7wFfEpHJ+WrjaBKRU0TkvzO3VbUFOAP4sohcm7WTDeKenSsUIvJpnPf+cRG5GJideUxVn8AppH8sInfjXO4tmG0ehuR/SkQuEpH9gTRQJSLfAr6L08WlWET+K49Nzbmt3vtMdgBUdSlO9vML9SqUiBwrItdkbqvqhzjb/f8Tkcvc+1qAIpx+0gXD9vW2r8/lvt6W/QZEpBrnTNtFOEdkJwAzgedU9YGs592GM+jkWFVdko+25toOss8CHgW6gP8BblDVh9znT3U/cOPeTt7351X1fvc5MeDHwG3umYqCISKHAw8Ba4FlqnpB1mPT3Mf+DARwZiz4O1Vdlo+25pqINAKPA/+A033lTKAXeEJVX8x63o+BT+Ns84vz0NRRsYP8ceBhYBrwbeBfVPVR97l+Vf0gT83Nqa2ylwFnsdV7LyIHArcCX1DVFflq62gQkeOA3wCvAQtU9dqsxw7EmaHkIaAf57U5vVBeA9vX276eHO/rA7lv7rjkBzqBlaraISKbgOOBeSLSqqrPisgsnJ3L8YWyUbl2lP00nMElx6lqs4gEVTVZKBuVa0fZjxGRDar6rKq2isifgffz2tLREQW+AdwN3CMi96nqeQCq+r44I/bn4pyBvkVV38lbS3MvAvQAi9UZjb4W58zzSe57v0xEDsU5C1dQBbRrR/lPxSmuTlPVd9zuPM35bOgo2Dr7Ora8962q+raqLhKRvwKFOAagAmdWgkeA60XkRlX9GoCb+3Ccy9q1wKcLpYB22b7e9vU53dfbmWiXiNyKU1Rcpqo94oza/RyQUNXvi0gxEFbV9rw2dBTsJHtcVX/g7kgL8oPyUe97fls3+tz+sJ0iUoVzFJ5W1XOzH8tvC0ePiPwIZyDl91U1LiIzgcuBv6jqL0SkFCh2L2sXnO3k3wdniruXVfWeAt/ud/re57Vxe4CIFKtqr4gcAnwZWK+q17iP+bRwBxDbvt729Tnd13u+T7RsmbLrdpwjlWtEJKqqa4EngTNEpFqdAQgFtVENI/tZIlJRiBvVMN/3gl+5LFMkq2obcCkQEJEfizNn6tdEpGD6A2aIDM5I8ChQA5wnIkXumfaHceZMLVXVrkIsoHeSfxlO/s+7RVYhbvfDee+L89W+PUVVe90fFwK34cxMcI273f+zOPMHFxTb1wO2r8/5vt6zRXTmyzTriPs9nC/RIpzBRDXADCDFlpGrBWGE2QvqjMQIs6fz0shRlFVEbENVN6rqZ4D5wC3A/aoa32ONG2Xbyf4c8AbOgMJrxVlUpBKnf2xBbfMw4vwFud1n8Ux22PF2r848wQuB64DzcLb75937C4oX9/UZXtzXZ4z2vt5z3Tncy9bxrCNxRCSkqgkRmQhU4Qw4me3+/CUdOhXKuGXZvZkddpg/oKopEWkAulW1S5zVu76PM5jozTw1N6fEGVQSV9WerPsy7309Tr/v04D9cS73/WOBvfeeze/l7LDD/JntvgrodbuzXAR8EzhJVd/KV3tHg4j4VTWd/bMXvvPBsu+R7KrqmT84U/j8Hudo5ELgkKzHjsOZ/mSye7sciOa7zZbdso9y/vnu/VPd26cCM/Pd5hxm/zucZV2fB/4R+FjWY8cDPwFq3dsTgYp8t9nyW/Y9kP9YnHmg693b5wH75bvNOcx+InBt1m1f1s/zC/k737Lv2eyeORMtIjNwpvU5B6cv3Ok4X5x3AK8AfwJuUtXf5K2Ro8SyezM7eDu/O3DkOeBcnOyHAJNxvkj/4j52k7pTOhUaL+f3cnYYdv7/LNDt/micKfragP9T1avc+/04hdPjwPdU9eH8tXJ0WPY9n73gBg/sRA3wobqXqtyO5JfiTG3UCpyhqi0FOjrVsnszO4wgPwxZwawQBIAP1L1UJyIrgJOAswEFzlbVDwv4vfdyfi9nhxHkh4Lb7htxVt57GHhQRG5W1SvVubTfJiJnquo6KcxZSCz7Hs7upYGFS4FOEbnBvT0XWI6zwMAUdUfhF9iXSYZl92Z2GEH+QnsN1FkcpFPc1fZU9X2cy9stwCS3iPAVWu4ML+f3cnYYWf5Cew1U9VfAo6q6CWf1wQNF5AdZT+lzn1doRaRlz0P2gu7O4XYi71LVzeJM2TMf+CecgwdV1TNE5FycieU/X0hfJpbdm9nB2/lF5AigDmd+53tEZDbO3Mfvqup/uc/5JM7cuGdqAc0+At7O7+Xs4O38Wdkjqnqfe5+oqoqz+updwIvAWziLR31fVQtiJg7Lnt/sBXsm2p1l4I/AxSISU9WUqj6NM9jiEvdvgFKgo8AKiTOx7J7LDt7OLyKn4nxp7gdcJyLfVacbyyPAXuJMtg9QgjOVlT8/LR0dXs7v5ezg7fxbZb9eRP4TtlxddM/Cnwp8EWdp68cKqIi07PnOrmNgRGWu/wAx4BngZ8C3cY68Y9t53uXAImD/fLfZslt2y79b2fcGFgBHuren4MxIUoYzL+i+wAPAY8ASYG6+22z5LbvlH5Xsv3W/CyXreZ8GVgH75rvNlr2wshfqwMLNOIXCcpw5QI8G/l5EHlDVDVmDSfzA+aq6NH9NzTnL7s3sYPn/U1Vfckdjd+F8oU52c74JnCPO3MB9qro5nw0dJV7O7+Xs4O38W2evxZm6sDXrO68EOEVV385rS3PPsuc5e0F15xCRySISAgKqukRV+9WZwudFnCOXc9ynzgVQ1ZsLpZCw7N7MDt7O72YPAqtU9UH37gF1BpesAHrc5x0MoKrrC6mI8HJ+L2cHb+f/iOzv4aw8CXAggKr+vFCKSMs+trIXTBHtDph4DLgN+JmI7JN5zC0oXgBiIvIo8IKINOaloaPAsnszO3g7f1b2O4B7srJnrrBVAVERuQC4X0RieWjmqPFyfi9nB2/nH2H2X4tIrcj2lz0fbyz7GMw+Wv1E9tQfQIBJOH295uGM1LwKWMdW/WCAe3D6xxREX1DL7s3sXs+/g+xXbp0d+CnO5Psvbf2ajOc/Xs7v5exez2/ZLftYzJ73FyhHL7IfZ5RmI1um7bsMaAZmuLcbcKY5mZPv9lp2y275RzX7TPf2zTiXtffJd3stv2W3/Jbdshde9nHdnUNEpovIoUAFzrKO56v7aqrqrcCtONP9FKnqOuAwVV2Yr/bmkmX3Znbwdv4RZPfjTPV3oqouy1d7c83L+b2cHbyd37JbdsZq9nwfYezGkclpwGKcPp+3AZ/CuWR9bdZzpgB3kjXlSSH8sezezO71/CPI/j/5bqvlt+yW37Jb9sLPPi6nuBORw4GbgPNU9Q0RuQs4DDgceMU9KrkfOBI4GOcopj1Pzc0py+7N7ODt/CPMPldEqlS1LX8tzi0v5/dydvB2fstu2cd89nwfbeziEcrhOMsVZ27HgD+4P0/D6WB+B/A6BTKYyrJ7O7vX83s5u9fzezm71/Nbdss+1rNnOmiPK+5RSFRVO92fG3BWaDpVVdeJSBNOh/OoFsi8mBmW3ZvZwdv5vZwdvJ3fy9nB2/ktu2Uf69nH5cBCVU2raqd7U4AOoM19cS8ArgOC+X5xR4Nl92Z28HZ+L2cHb+f3cnbwdn7LbtkZ49nH5Zno7RGRn+PMG3gizmWAJflt0Z5j2b2ZHbyd38vZwdv5vZwdvJ3fslt2xlD2cV9Ei4gAQeBt9+/jVPXd/LZqz7Ds3swO3s7v5ezg7fxezg7ezm/ZLTtjMPu4L6IzROTzwGuq+ma+27KnWXZvZgdv5/dydvB2fi9nB2/nt+yWPd9tyVZIRbRooYQZIcvuzezg7fxezg7ezu/l7ODt/Jbdso8lBVNEG2OMMcYYs6eMy9k5jDHGGGOMyScroo0xxhhjjBkhK6KNMcYYY4wZISuijTHGGGOMGSEroo0xxhhjjBkhK6KNMcYYY4wZof8PHS+D8rYmnfYAAAAASUVORK5CYII=\n", 190 | "text/plain": "
" 191 | }, 192 | "metadata": { 193 | "needs_background": "light", 194 | "transient": {} 195 | }, 196 | "output_type": "display_data" 197 | } 198 | ], 199 | "source": [ 200 | "#plot for validation\n", 201 | "plt.figure(figsize=(12,5))\n", 202 | "plt.xticks(rotation=45)\n", 203 | "\n", 204 | "x_axis = df['date']\n", 205 | "\n", 206 | "plt.plot(x_axis, df['close'], label = 'Close')\n", 207 | "plt.plot(df['date'], df['ma_20'], label = '20 ma')\n", 208 | "plt.fill_between(x_axis, df['upper_bollinger'], df['lower_bollinger'], label = 'Bollinger Bands', color='lightgrey')\n", 209 | "\n", 210 | "plt.title('SQ Price Chart', fontweight=\"bold\")\n", 211 | "plt.legend()\n", 212 | "plt.show()" 213 | ] 214 | }, 215 | { 216 | "cell_type": "markdown", 217 | "metadata": {}, 218 | "source": [ 219 | "### Calculate RSI" 220 | ] 221 | }, 222 | { 223 | "cell_type": "code", 224 | "execution_count": 26, 225 | "metadata": {}, 226 | "outputs": [], 227 | "source": [ 228 | "def gain(value):\n", 229 | " if value < 0:\n", 230 | " return 0\n", 231 | " else:\n", 232 | " return value" 233 | ] 234 | }, 235 | { 236 | "cell_type": "code", 237 | "execution_count": 27, 238 | "metadata": {}, 239 | "outputs": [], 240 | "source": [ 241 | "def loss(value):\n", 242 | " if value > 0:\n", 243 | " return 0\n", 244 | " else:\n", 245 | " return abs(value)" 246 | ] 247 | }, 248 | { 249 | "cell_type": "code", 250 | "execution_count": 28, 251 | "metadata": {}, 252 | "outputs": [], 253 | "source": [ 254 | "period = 6\n", 255 | "\n", 256 | "#Calculate price delta\n", 257 | "df['delta'] = df['close'].diff()\n", 258 | "\n", 259 | "#Classify delta into gain & loss\n", 260 | "df['gain'] = df['delta'].apply(lambda x:gain(x))\n", 261 | "df['loss'] = df['delta'].apply(lambda x:loss(x))\n", 262 | "\n", 263 | "#Calculate ema \n", 264 | "df['ema_gain'] = df['gain'].ewm(period).mean()\n", 265 | "df['ema_loss'] = df['loss'].ewm(period).mean()\n", 266 | "\n", 267 | "#Calculate RSI\n", 268 | "df['rs'] = df['ema_gain']/df['ema_loss']\n", 269 | "df['rsi'] = df['rs'].apply(lambda x: 100 - (100/(x+1)))" 270 | ] 271 | }, 272 | { 273 | "cell_type": "code", 274 | "execution_count": 29, 275 | "metadata": {}, 276 | "outputs": [ 277 | { 278 | "data": { 279 | "text/plain": "(0.0, 100.0)" 280 | }, 281 | "execution_count": 29, 282 | "metadata": {}, 283 | "output_type": "execute_result" 284 | }, 285 | { 286 | "data": { 287 | "image/png": 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\n", 288 | "text/plain": "
" 289 | }, 290 | "metadata": { 291 | "needs_background": "light", 292 | "transient": {} 293 | }, 294 | "output_type": "display_data" 295 | } 296 | ], 297 | "source": [ 298 | "#plot for validation\n", 299 | "plt.figure(figsize=(12,5))\n", 300 | "plt.xticks(rotation=45)\n", 301 | "\n", 302 | "x_axis = df['date']\n", 303 | "\n", 304 | "plt.plot(x_axis, df['rsi'])\n", 305 | "plt.axhline(30, c= (.5,.5,.5), ls='--')\n", 306 | "plt.axhline(70, c= (.5,.5,.5), ls='--')\n", 307 | "\n", 308 | "plt.title('RSI (6)', fontweight=\"bold\")\n", 309 | "plt.ylim([0, 100])" 310 | ] 311 | }, 312 | { 313 | "cell_type": "markdown", 314 | "metadata": {}, 315 | "source": [ 316 | "### Implementing buy/sell" 317 | ] 318 | }, 319 | { 320 | "cell_type": "markdown", 321 | "metadata": {}, 322 | "source": [ 323 | "#### Rules:\n", 324 | " 1. Buy when 10-period RSI below 30 (buy next day) & Price below lower bollinger band\n", 325 | " 2. Sell when 10-period RSI above 70 (sell next day) & Price above upper bollinger band" 326 | ] 327 | }, 328 | { 329 | "cell_type": "code", 330 | "execution_count": 30, 331 | "metadata": {}, 332 | "outputs": [], 333 | "source": [ 334 | "#buy signal\n", 335 | "df['signal'] = np.where(\n", 336 | " (df['rsi'] < 30) &\n", 337 | " (df['close'] < df['lower_bollinger']), 1, np.nan)\n", 338 | "\n", 339 | "#sell signal\n", 340 | "df['signal'] = np.where(\n", 341 | " (df['rsi'] > 70) & \n", 342 | " (df['close'] > df['upper_bollinger']), -1, df['signal'])\n", 343 | "\n", 344 | "#buy/sell next trading day\n", 345 | "df['signal'] = df['signal'].shift()\n", 346 | "df['signal'] = df['signal'].fillna(0)" 347 | ] 348 | }, 349 | { 350 | "cell_type": "markdown", 351 | "metadata": {}, 352 | "source": [ 353 | "### Backtesting Strategy" 354 | ] 355 | }, 356 | { 357 | "cell_type": "code", 358 | "execution_count": 31, 359 | "metadata": { 360 | "scrolled": true 361 | }, 362 | "outputs": [ 363 | { 364 | "name": "stdout", 365 | "output_type": "stream", 366 | "text": [ 367 | "Evaluation Metrics:\n", 368 | "-----------------------------------\n", 369 | "Number of Trades: 7\n", 370 | "Number of Gains: 6\n", 371 | "Number of Losses: 1\n", 372 | "Total Returns: 136.31%\n", 373 | "Win Rate: 85.71%\n", 374 | "Average Gain: 16.48%\n", 375 | "Average Loss: -3.31%\n", 376 | "Max Return: 30.71%\n", 377 | "Max Loss: -3.31%\n", 378 | "\n" 379 | ] 380 | } 381 | ], 382 | "source": [ 383 | "bt.backtest_dataframe(df)" 384 | ] 385 | }, 386 | { 387 | "cell_type": "code", 388 | "execution_count": 33, 389 | "metadata": { 390 | "scrolled": false 391 | }, 392 | "outputs": [ 393 | { 394 | "data": { 395 | "image/png": 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0eqJzKlpNY3irv2tLaoKX65qURHeXkuh9+N3vfseUKVOYPn06M2fO5OOPP+5w3yuvvJKnn34agGOPPZbFixf31TBFREQkzHbVOxXerJT2T9RrrUSHL4lu8Pq45+11wetq5+g+JdF7sXDhQv73v//x6aefsmzZMt566y2GDx8e7mGJiIhIP7SrzmnTGJTcURIdqESHr53j7+9vpKiqkd+dOxWArz2ymM0768I2noEsMpLoggIwZs9/BQX7ddiioiJycnJISHC+lsnJyWHo0KEsWbKEY445hgMPPJBTTjmFoqKinohCREREBrDyOmehlayUuHZvT473EGPCV4kuqW7k/nkbOG3qEI6dkBfc/syn/We9jYEkMpLos86C+N0+9cXHw9ln79dhTz75ZLZt28b48eO59tpree+992hubuZ73/seTz/9NEuWLOHqq6/mF7/4xX49joiIiAx8gUp0dkr7PdHGGFITYsNWiX5h6XYamn1cf+pEkuM8we1J8Z693Es6EhlJ9E03QcxuoXg8zvb9kJqaypIlS3jwwQfJzc3loosu4oEHHuCLL77gpJNOYubMmdx6660UFuoTnIiISFQqKMAaw++Pu5qFP7kFgKwDRnT4bXhaYlzYKtGfF1ZRkJXEqJkTSM5ICW6v+fWtPfINfrSJjBUL8/PhqqvgoYfA63Wq0FddBUOG7PehPR4Pxx57LMceeyzTpk3j3nvvZcqUKSxcuLAHBi4iIiID2llnUfbvZ3ngkPOCm7J8TXD2Je3unpYYS3WYkujlhVVML8iAs84i/qGHgtvLUjN75Bv8aBMZlWhoW43ugSo0wJo1a1i3rvUM1qVLlzJp0iTKysqCSXRzczMrVqzY78cSERGRAeimmyhJy26zKc7QYR6SnhgXlnaO6sZmtlbUM2VoBtx0EybkG/zSlEE9ljtFk8hJogPV6JiYHqtC19bWcsUVVzB58mSmT5/OypUr+e1vf8vTTz/N9ddfz4wZM5g5cyYLFizogQBERERkwMnPp+TsC4JXU7wNe81D0hJjw9LOsctdYGVwemIwZ3r2yRuYXrSWstRBPZY7RZPIaOcIuOkmeP31HvskdeCBB7abIOfk5DB//vw9tj/88MPBy/PmzeuRMYiIiEj/VnLml+GdbTzz2E9INhY+mdfhvqmJsdSW9n0SXdvkPGZqgnsS4U03MXvuGKaUbODN8YfBz/fMncprmyiv8zJ+cFpfDnXAiJxKNDifrDZs0CcpERER6TMlJBBjLTOK1zPprBP2mockxXloaO77VQIDKxOmJLj1U7caXVBdxs7kTKoysve4z2UPLeLkP8+nMQzjHQgiK4kWERER6WMl1U3kpMYTO3LEPr8NT4zzhCUprXMr0cEkGuCmm5hsnIVWVhdV73GfVe62Q3//drAdRFr16yTaWhvuIfS4SIxJREQkmpXUNDI4M7lT34YnxMXQ1Ozvo5G1am3nCEmi8/OZ/OrTQGvCHBCaNFfWN/P++p29P8gBZp9JtDFmuDHmXWPMSmPMCmPMde72m40x240xS91/p4fc50ZjzHpjzBpjzCndGVhiYiLl5eURlXRaaykvLycxMTHcQxEREZEeUlLdxOD09hdY2V1irAevz4/f35rfvL6imHfXlPbW8IAOKtFAXloC2SnxrNwtiV5aWAnAH86bBkBpdWOvjm8g6syJhS3Aj621nxpj0oAlxpg33dv+bK39Y+jOxpjJwFeAKcBQ4C1jzHhrbZe+uygoKKCwsJCysrKu3K3fS0xMpECTmYuIiESMkupGZo3I7NS+ie5KgU0t/uBKgd/81xIANt9+Rof3e31FMTHGcNLkwd0aY7ASHd829TPGMHlo+h5J9GdbKzEGzpg+lF+/uILiKiXRu9tnEm2tLQKK3Ms1xphVwLC93OVs4N/W2iZgkzFmPXAw0KXVSeLi4hg9enRX7iIiIiLSp5pafFTUeRmS3rlvmRPjnCaAxmZfl5bb/v0rq8hIju92Et16YuGejzk5P525H26m2ecnzuOMb+m2SsbnpZGaEMuQ9ESKVYneQ5d6oo0xo4BZwMfupu8aY5YZY/5pjMlytw0DtoXcrZB2km5jzDeMMYuNMYsjrdosIiIi0aGspgmg8+0cbiW6saXzX9CX1zaxubyeirqmrg/QVedtISE2hljPnqnfpPx0vD4/G8pqAaf99PNtlcwcnglAXnoipdXdf+xI1ekk2hiTCjwD/MBaWw3cD4wFZuJUqu/qygNbax+01s6x1s7Jzc3tyl1FRERE+oUSt0Kb1+VKtHNyYWfO/Vq6rRKA8truz5BR29SyRz90wOSh6UDryYWbdtZR1dDMTLdFRZXo9nUqiTbGxOEk0I9ba58FsNaWWGt91lo/8Heclg2A7cDwkLsXuNtEREREIkqJW6EdnNbJJDrWrUS709x1Zs7oT7fuAqDe66Pe272FWuqaWtpt5QAYk5NCfGwMK3c4SXQgaQ/0eednOEm0zx85kz30hM7MzmGAh4BV1to/hWzPD9ntXOAL9/KLwFeMMQnGmNHAOGBRzw1ZREREpH8IVKKHZHQuiU4I6YkGOrUE+GdbK4OXv/P4p7T4uj5FXl1TCynx7VeiYz0xTBySFjy58LOtlaTEexiX56xUOCk/HW+LnzXFNV1+3EjWmUr0EcDlwPG7TWd3hzFmuTFmGXAc8EMAa+0K4L/ASuA14DtdnZlDREREZCAoqW4izmPISo7r1P6tlWgnEa5uaN7r/j6/0588LDMJgHfXlLGmpOvJbF2Tr+0c0buZnJ/Oh+vL+cVzy3lh6XaOHJeDJ8YAcOBI57S3JW5FXBydmZ3jA8C0c9Mre7nP74Df7ce4RERERPq9kupG8tIScb6437eE3U4srA6pRIfOjhGwtqSGOq+PC+YM5uEFmwGI6eRjhappaiYnteOTH4+fmMfbq0t59tPteH1+vnf8uOBtBVlJDE5P4OEPNzFpSBpzRg3q8uNHon69YqGIiIhIf1ZS3djpmTmg9cTCpmA7R2slur3+6EA/dOjUdk0tXW/n2FXXzKDk+A5vP3nKED75xYks/fVJvP+z45g6LCN4mzGG3395GrVNLZz/t4X89Z11XX78SKQkWkRERKSbSqobO90PDSFT3LntHKE90Y3ePZPoJVt2kZ0SH2ypgNYEvCt21XvJSuk4iQ5IiPUw1G0dCXX8xMG8+5NjmV6QwRsrS7r8+JFISbSIiIgMWDtrm/jTG2s6PXPE5p11vNmDSWBJdRN5nZyZA0KT6EA7R8eV6AXrd/Lsp9s5aNQgEuM8PP2twwDwdvHEwsZmH/VeH4M6kUTvTXJ8LCMGJVPbiZMho4GSaBERERmwfv7scu55Zz2LNlV0av9j/ziPrz+6GH8PTNdW29RCbVMLgzs5RzRAYqzbzuG2ZFQ1dJxEv726FIDfnD0FcKrEAE3NXUuiK+udx8jaSztHZ6UmxAaXEI92SqJFRERkwNpV3/kFSEIT1rLa/V+Bb/POOgCGZe3Z/tCR3SvR60tqg7fV79bOUe9tITctIZikx++WgHdWRZ3zHA1K6dwMInujJLqVkmgREREZsJp9TkW5M8toLy+sCl7eVlG/34/90cZyAA4albWPPVvt3hO9qriGpMC2PZJoH8nxrQukJAST6K71RAc+aPRIJToxlnqvTwuvoCRaREREBrBmX+fmW4a2M2EU7mrY78f+aGM5o7KTyc/ofCXaE2OI8xgaW3x4W/ysL61h9shMYM92jromXzDBhtaFWrzdrkT3TDsHQF03V06MJEqiRUREZMBqcSvR1Z042a0mpA2hcNf+V6I3lNUxJWQquM5KjPPQ4PWxoayWZp9l9ginkr17Et3Q3EJKyAIpwZ7oLibRwUp0DybROrlQSbSIiIgMQCt2VNHs8wcr0aFV5o7UuUl0bIzpkUp0VcPe517uSHpiHNWNzaxyl9kOJtH7aOeI72Y7R3mtF2MgM6kHeqIT3SRafdH7XrFQREREpD/ZWl7PGfd8wHETcoMnC1Y37DupC1RPJ+ansW0/K9HWWqoamsnoRmKanhRHdYOTRMfHxjB5aDrQerJhQH2Tj7y01oVcgj3RXZydo7SmkeyUBGI9+187DVailUSrEi0iIiIDy7rSGgDeXVNGudvvW92JSnStt4X42BhG56TudyW6tqkFn9+Smdz1JDojKZbqhhZWFdUwfnBqMDHdvZ2jvrmF5PjWemdsjCHGdH2e6JLqpi6tqrg3aW4l+vx/X0ZhVVGPTBU4UCmJFhERkQFlc7lTRf7F6ZOIMc62zpxYWNvYQlpCLAVZSeyobMDnt1TUeXnsoy1Y27VkMDD3cnp3KtGJcVS5lehJQ9KDM3bsMcVdU9t2DmMMCbGeLvdEF1c1dmku670J9GiX1lZz8p/f558fbuqR4w5ESqJFRERkQNlSXkdaYizXHDWa968/nqnD0jt1YmFtUwupiU4S3eyzlNY0cvXDn/DL579gozvnc2cF2ki602eckRTH+rJayuu8TMpPxxNjSIiN2bMSvVtPNDh90V1d9ru0prHHKtH1Lc6iNpnNX6O+MYVFm6N3CXAl0SIiIjKgbNpZx+icFIwxDMtMIis5vtMnFqbEx1KQlQzAlvJ6lm6rBLo+b3Qgie5OT3RGUlxwnuVJ+U4/dFK8p8080X6/paHZ16adA5y+6K5Uopt9fnbWeru0NPne3L/4TwDE2lwAPtm2vkeOOxApiRYREZEBZWNZHaOyU4LXc1IT2L6rYa8tGUVVDSzZsovUxFiGuysMvusuqw1dT6ID7RwZ3eqJbr3P5EASHedpU4kOXN69Ep0QF9OpeaIr6718sG4nD87fCNAj7RxFNUU89sXfaYhZHNy2s8ZPcW3xfh97IFISLSIiIgNGVUMz2ysbmJifFtx2yOhBlNY0sa60tsP7nXHPB+yqbyY1IZahmU4S/eoXrcnf1m5WojOTuj7FXSDxTo73BC87SXRrchzoj05O2L0Sve+e6BafnxP/NJ/LHvqYO19fQ05qPLNGZHZ5nLu7Zf4t+PFTEfeP4LYYm8Vv5t2638ceiDTFnYiIiAwYq925lQNtEABHj3daC95cWcL4wWnt3i+wal95bROJcR7y0hLYWlFPcryHIemJrCqqoaq+udOV5WWFlUD32jnSE537HJCXGtwWWIAloN5dETA5breeaE/MPueJXra9ip21Tdxw2kTOm11ATmo8xpguj3N3L655Ea/PS4xpXT7d4OGlVe9x/5n7ffgBR5VoERERGTACC5RMDkmih2YmcdiYbP75waYOe6PjPE4SuarYmR6vwG3pmJyfzqT8dD5Yv5MZv32Dw3//Ng99sPcZJ9aX1vLvT7YxJieFxLiup1KBJbNDk+ikeE+beaK37nKq5F5b0+a+CXH77ol+f+1OjIGL5gwnNy2hRxJogMIfFWJ/bWn+VVWb7c+e/16PHH+gURItIiIiA8bm8npSE2LbLEICcMNpEymv8/J3twd4d1nuyoJfP2o0ALExTgp07IRc7rxgOo9cfTA3nDaRUTkp3PK/lXy2dVeHY1hb4iS2d104o1sJ6ilThnDEAdn8+OQJwW3J8Z5g9Rng7gWPAfD8mifa3DdwYmG9t4X75q1nyZaKdsc3KjulR5b5bk9MTNuYd1Tu/+qPA5GSaBERERkwymqbyGunujpjeCZnTM/n7+9vorS6sc1t1loqG5r55tFj+OkpEwFITnDaJE6blk9yfCzHjM/lW8eM5dZzpgKwubzjKe8CSeOYnNQO99mbnNQEHr/mUIa5vdngtnO4PdFFNUUsWGPxsYuXNv2lzYl7CbEeFm2q4OQ/z+eO19Zwz9t7zo5R520JLorSF7YriRYRERHp38qqm8hJa3/O45+ePIFmn5+7317XZnu914e3xc+gkMrs7V+ezj0Xz2JsbttEONc9dml1U4dj2F7ZQEq8h/SknktUk+Ja2zlumX8Lcb6J1Hs+xkcTt7x3S3C/wAmN8Z4YDhuTzadbd+2xauDui7T0pkEp8UqiRURERPq7QCW6PaNyUrjkkBH855NtbAmpJAdOKgxtbxiSkchZM4bucYzUhFiS4jx8saM6mLDubkdlA0Mzk3qs1xjc2Tm8Popqipi7dC4Qh9/U4/V5mbt0brAafdURo7jqiFG8ct1RnH9gATWNLawtbds3Xed15sPuTYeMHoQnxjA0M7HL7Rw+v6Wli0uX90dKokVERGTAKKtpClaL23PJISPw+S3LCltPfttV7yTRg5L33SNsjCE3LYGXPt/BT5/6vN19dlQ2BqfJ6ylJ8c480bfMvwW/9WOIA5wk3md9wWr02TOH8esvTSExzhOcoWRDadvWk3qvb4+p8Xrak18/lHW3nsawzCS27+p8Ev3fxdv47hOfcuQf3mVDWcdTEg4ESqJFRERkQKj3tlDb1LLXJDrQsrF0WyVFVU5y114lem9i3Zk85q0p22O2j6YWH5t21jFiUHKXx783ie5iKy+ueRFvSwsGD9ZNor0+Ly+seWGP+2SlOFPl7V4xd1Zm7N12jpgYQ0yMYWhmEjsq977QTaifPb2MV78opqqhmZE9/Bz2NSXRIiIiMiDsrHGS4dzUjpPowOInD32wicN+/w5+v+XhBZuJ98R0OvEtqXJOTPT6/Ly7pgyAxmYftU0tfLBuJ7VNLRw/KW9/QtlDcrwHb4ufLT/YRt3PnX7s20+6Fftri/21pfBHhXvcJxDr7kl0vddHSi9XogOGZSZR5/Ux+sZX+GJ71b7v4Lr0kBHEegZ2GjqwRy8iIiJRI1BZ3tsS1vGxMW2qsPe/t4F5a8q46UuT91rBDhVohchKjuO1L4oAOPuvHzL116/zv2VFZCTFccTYnO6G0a4kd1GVhmZfcFnv+H0kmYlxMcTHxlDZ4A1us9a6PdF9c2Jh6Awjz366fa/7Bqr6580u4PrTJvbquPqCViwUERGRAWFDmdP7OyY3Za/7JSfEUueu/nfn62s4a8ZQLjtkRKcf5/FrDmHJll18sb2KZz/dTmOzjzXu3NBvrizh9GlDiI/t2Tpkopv01ntbCHRGJOxjIRdjDBlJcVTVt1aiG5v9WLvncuG9ZVhWaxKdn9HxhxuAEnfqwaPH5xA3wKvQoEq0iIiI9GPrS2uCC4qsK60hKc7D0Iy9n9TnC5nybUxuCrd9eVqXZtIYPziNiw8ewWlT82lo9vHe2rLgbbVNLZwxfc9ZPfZXYAXFFdurO12JBshMimvTzhFYDbGvKtGhJ1ju6ykucttkhuzlm4SBREm0iIiI9Fs/+u/nnHf/Qm57ZRWfbtnF2LyUPVbM212zm4SOzU3h71+dQ2o3q7KHjBlERlIcr68oJvCQmclxHD42u1vH25sjxuaQlhjLS8t2BJf1TojbdyKcmRxHZUglur7JqcAn9/IUdwHZISdr1jX59rJnaxKdv48PQQOFkmgRERHptwJV2X9+sInPC6sYl5e27/u4cxD/6cKZeyym0hVxnhhmDs9kfWltsG3h1ClDeqUVIT42hqPH5bJ48y6aWpxktDOV6IykOCrbq0Qn9E0l2hjDGdPzAdosW96eokonic5L71xven+nJFpERET6rWafn9OnDeHjn5/AH86bxvdPGNep+wCdPpFwb3LTEiiracJaGJmdzA29eELc6JwUtlc20OD2cyd0ou86Iyme6pAkOpDI9lUlGuDeS2aTnRIfTOA7Urirnry0BBI7UWEfCJREi4iISL9V3dhCRlIc2akJXHTQCEbn7P2kQoBpwzIAyE7t3LzQexNIohu8Po48IIfMTizY0l0jspPx+S0b3RMoO5NEZybHUVHn5Y7XVrO9soFat6WiryrRAckJnn22c2zbVc/wAT43dCjNziEiIiJ9qsHr49z7PiQ7NZ6vHDSCL7Wz/PbTSwr51QtfUO/1kZ4U16Xjz73qYNaW1JAQu/+JZF5aAi1+S3mdt9crqIHFR9a5y3h3ZgaQ7NR4Gpp93DdvA80+P7NHZAGQFNe3KV5KfCx1TfuqRDcwZ2RWH42o9ymJFhERkT61o6qB1cU1pCXG8uH6z1iwYWdwKWtwFg/55fPLaWx22jIyuphED0qJ59AxPXPyX2hLSFIvJ9Gj3Cr72hJnOezOfAgIXUDmjZUlFGQ513PSeq9i3p7keA/13o4r0S0+P0VVjapEi4iIiHRXYEq2P184k0+37uK+eRsoq/HyjyvmAPDkoq3BBBogPbFrSXRPCl0dMamXp41z+oVjWFfS+Up0aBK9pbyeeWtKiffEkJPStyfvpSTEUruXSnRRVSM+vw1O5RcJ1BMtIiIifSqQRGelxPOzUydy0ZzhfLLZmQva2+Jn7oebOOKAbNISnVpfVyvRPSm0Et3b7RzGGEYMSmaHOxVcV5NoY+DdNWUMzUzc5zSAPW1f7Rxrip0PBgfkdX+2lP5GSbSIiIj0qcBsEpnJTnKcn5lIVUMzzT4/L36+g5LqJr5+1BhS4vtXEt3b7RwAI7NbT5zs3Owcrc/NrOGZQNsFUPrKvk4sXFVUDcCEIel9NaRepyRaRERE+syGslr+/OZaoDUBzHZbJnbVe3lkwWbGD07lmPG5JLszTIQziU5NiCXRXX47Kb7306aRIZXlzlSijTHExhgmDknj5ClDABgWhiQ6JT6WmsZmfvPSCjbtrNvj9lXF1YzMTu72wjf9kZJoERER6TP/WriFzeX1QEgS7a56t66kluXbqzh75jCMMcHlvT193JoQyhhDXpqzTHXfVKJbk+jOVKIBvvjNKbz43SM5efJggODCMH0pOcFDdWMLcz/czD1vr9vj9lVFNUyKoCo0KIkWERGRPrTWPWkOCK78F0iiX15eBMBh7rLaf7poBj84cRyT88ObfAVaOjqzDPf+Cm3n6EwlGpxe7fjYGMbkpnLfpbO59JCRvTW8DqWFVJhfXl5ERZ03eL3e28Lm8jomhfn32NOURIuIiEjfKChg7bL1rdeNAWPIPvMUAF77opjkeE9wsZS8tER+cOL4Pj9JbneBGTr6uhLdmWW/d3f6tPweWamxqzJCFqHxtvh5esk2AB5ZsJmnFhdiLUzK3/eS7QNJ5DSmiIiISL9Wfvb57EzZbbGN+HiyjzsSgIo6L3NGZgUr1P1FcqIz60R9SyXQM/NPd2RoZhKeGIMnxmBMeD88dEVmSN96Tmo8T3y8lSsOH8WvX1wR3K5KtIiIiEg3rL3y2j03ejxk/PJ6Avni5KH9L9FavvNDAB5e+mCvP1acJ4aCrCQS+tkHiX0JzLQCcPWRo9lcXs+EX74W3JaWGBtRc0RDJ5JoY8xwY8y7xpiVxpgVxpjr3O2DjDFvGmPWuT+z3O3GGHOPMWa9MWaZMWZ2bwchIiIi/d+6Fucr/4MLV/DNj5+B+Hi46ipi8vPJc1sQJgzpX1/5F9UUsbjkDQCeXfM4xbXFvf6YIwYlkxA3wJLopNZ2jovmDG+TVANMGpI+oCrrndGZ31AL8GNr7WTgUOA7xpjJwA3A29baccDb7nWA04Bx7r9vAPf3+KhFRERkwFlTXEN6gof/PPNrbpw3FzweuOkmAB772iEcNCqLYyfkhXmUbd0y/xbqPe9THH8jzaaMW967pdcf85jxucwcnrXvHfuR0KQ5Kzmej39+QpvbI60fGjqRRFtri6y1n7qXa4BVwDDgbOARd7dHgHPcy2cDj1rHR0CmMSa/pwcuIiIiA8u6klrGD0nHXHUVxMTAVVfBEGdu43GD03jqW4eHZY7jjhTVFDF36Vy8/nqaPMvx+rzMXTq316vR1xw1JrgE+kCREZJEx8QYEmLbnoQZaf3Q0MWeaGPMKGAW8DEw2Fpb5N5UDAx2Lw8DtoXcrdDdtvuxvmGMWWyMWVxWVtbVcYuIiMgAYq1lTUkN44ekOdXnUaOCVej+6pb5t+C3/jbbfNbXJ9XogSatnUVU/nzRDM6ZOZTJ+ekccUBOGEbVuzqdRBtjUoFngB9Ya6tDb7PWWsB25YGttQ9aa+dYa+fk5uZ25a4iIiLSTzR4fTw4fwPNPv9e9yuraaKqoZnxeamQnw8bNgSr0P3Vi2texOvzttnm9Xl5Yc0LYRpR/9Vev/O5swq4+yuzeOW6oxgeshJjpOjUFHfGmDicBPpxa+2z7uYSY0y+tbbIbdcodbdvB4aH3L3A3SYiIiIRZsGGndz2ymom52dw5LiOq41r3EVWxvezEwf3pvBHheEegvRjnZmdwwAPAaustX8KuelF4Ar38hXACyHbv+rO0nEoUBXS9iEiIiIRpLHZqUBvKq/b635rip0kesLggZNES9ecf2AB3zpmbLiH0Wc6U4k+ArgcWG6MWepu+zlwO/BfY8zXgC3Ahe5trwCnA+uBeuCqnhywiIiI9B9enw+ALTv3nkSvL61lUEo82al9v5qe9I0/XjAj3EPoU/tMoq21HwAdTex3wu4b3P7o7+znuERERGQAaHIr0Zv3UYneUFbLAbmpfTEkkT4xsGbyFhERkX7F655QuGkfleiNZXWMzUvpiyGJ9Akl0SIiItJtgUr0tooGfP72J+raVeelvM7LWFWiJYIoiRYREZFuC1SivT4/Oyob2t1no1ulHpOrSrREDiXRIiIiUez+eRtYsqWi2/dvavYFL3fUF73dTa5HROBcwRK9lESLiIhEKW+Lnz+8tprz7l/Y7WM0hSyysrmDvujiKieJHpLRf5b0FtlfSqJFRESiVFFVa/vFrf9b2a1jNDX7SUuIJSnOw+by+nb32VHZSFpCLKntLA0tMlApiRYREYkym3bWsbq4mm0VrUn0Pz7YxLaKevx+izNbbed4fX4S4mIYmZ3cbiX65hdX8PCCzQzJSOyRsYv0F/pIKCIiEmWuf2YZyworOXP60Dbbr338U7aU13HomGwe/OqcTh2rqdlPQqyH0TkpwaW9Qz28YDMAMaajJSdEBiZVokVERKKI329Zsb2KxmY/Ty8pxBNjWP+705hekMGOygYmDEnjjZUlfLSxvFPH8/r8xMfGMDI7hW0V9bSE9EgDxHmc5Hld6Z4JtshApiRaREQkimytqKfO6+OHJ46nICuJkdnJxHpieP7aI/jkFyfy0JUHAbB0W2WnjtfU7CMhNobROck0+yxFVY1tbs9Lc9o4/vKVWT0ah0i4qZ1DREQkiqzYUQ3ACZPyuPywkdQ0NgMQE+NUjNMSYkmIjaGiztup43l9fhLcSjTA26tKOGnKEIZlOjNxVNZ7ufqI0XxpxtC9HUZkwFElWkREJIqsLKoiNsZwQF4qg1Lig8lvgDGGnNQEdtY2dep4Tc1OO0d2SjwAN7+0kiNuf8e5rcVHndfHoJS4ng1CpB9QEi0iIhJFVu6o5oC8VBLjPB3uk50a38VKtIfUxD2/3K6sd6rcWW6CLRJJ1M4hIiISBT7aWM4LS3ewYkc1R47L2eu+g1LiKa/tXBLd1OIjIylujzmgfX4bTMSzkpVES+RREi0iIhIFnvt0O/9ZvA2Ayfnpe903OyWBtcWdm03D2+L0RKfEt00piqsb2VWvJFoil9o5REREosDq4urg5bF5qXvdNyc1nvI6b6cWXWlqcXqiAycmBmwpr+PTLbsAp7ItEmlUiRYREYlwPr9tsxDKyEHJe91/UEo8TS1+6ry+fS7VHahE7+6Pr6/h062VHD8xj3H7SNpFBiJVokVERCLc1op6GptbF0EpyNp7Ej06x5mx4+YXV7CjsmGv+wYq0bv7dGslJ00ezP2Xzd6jSi0SCVSJFhERiXCri6rbXG8v6Q119PhcAJ5eUki9t4X7Lj2ww32dSnTbmT7uumAGlQ3NXH7oyH0+lshApb9sERGRCLe6uIauFIMT4zz84vRJACzZsqvD3mhrLU0tvj0S5XGDU/nakaOVQEtEUyVaREQkwq0urmZUdgp/vHDGHrNodOTrR48hPSmW659ZzqqiGiYP3XNGj5LqJpp9lvyMxDbb0xK1uIpEPn1EFBERiXBrimuYmJ/G7BFZTBiS1un7HTchD4B315S2f1z3ZMXxg9seM62dhVdEIo2SaBERkQhW721hS0U9EwbvfW7o9uSlJzJ1WDrvrm4/iQ7MJa0kWqKRkmgREZEItrakFmvpUgU61PET8li8ZRd/emMNjc2+3Y5dQ05qQnAe6NvOncawzKQ9TjQUiURKokVERCJYYGaOSfndS6KPnei0dNzzznoenL+Rspqm4G1ltU1t+qEvOWQEH95w/H6MVmTgUBItIiISwT7aWE5KvIfh+5gbuiMzCjJJiXcqy396cy1n//WD4G11TS37XIxFJFIpiRYREYlQa0tqeH7pDi45ZES3FzzxxBgW//IkjHv3HVWNwdtqm3ykKImWKKUkWkREJEKt2FEFwEUHjdiv4yTFewhMFR3of4ZAJVr9zxKdlESLiIj0A9WNzYy64WVeWLq9x465o9KpGg/LTNrvY/3mrCkADM1s7YGua2pRJVqilpJoERGRfmBreT0Ad7y2pkeO5/dbCnfVk5kcR1L8/leLrzh8FGdMy6fB2zpDR616oiWK6S9fRESkH6io8wJQXte0jz0759uPL+H1FSVMyu/6/NAdSY73BJPoZp+fpha/KtEStVSJFhER6QcCU8c1Nvt75HivrygBwAaamXtAcryHOjeJrmtqAVASLVFLSbSIiEg/UFbbWoGurPfu17FafK2J+K79PFao5ITYYCW61k2idWKhRCsl0SIiIv1AaXVrEl1et3+J75YKp786JzWBv14ye7+OFSo5zoPX56fZ56euyUmmVYmWaKW/fBERkX6gbSW6eb+O9fm2SgD+ccUcZg7P3K9jhQqcoFjv9QUr0UqiJVqpEi0iItIPlFY3EusuiFLd0P0kurqxmTteW8P4walMGdpzJxVCa8Jc720J9kSnKYmWKKUkWkREJMw2lNWyeMsujhqXA0DVfiTRv/vfKkprGrnz/BnEeXr2bT45pBKtEwsl2imJFhERCbPbX11NUpyHG0+fBHQ/if5oYzn/WbyNbxw9lhk92MYRkBzvVqKbfOx0+7YzkuJ6/HFEBgIl0SIiImH08cZy3lxZwrePHcvonBSg+0n0B+t2EmPgByeO68khBrVWolv4aOMOiKnFeCp75bFE+jsl0SIiIn1gyZZdXDV3UXA+aIAvtlfxw/8sJT8jkauPGE2cJ4bkeE+Xk+gt5XW8sHQ72ysbyM9IIjGud6adC5xYWNPYwrvrttJgVnDr/Ft75bFE+jsl0SIiIn3g1eVFvLumjG/+azF+v+WSv3/Emf/3AVUNzfzpwpnBBDUzKW6vSXSD18e8NaVttp1z74dc9++lbNxZx7CspF6LIcVt57jm0cXUN6TSaFYyd+lcimuLe+0xRforJdEiIiL7oaqhmWPvfDc4rVxHKtxFTz7dWsk976xjwYZyAK44fBSHjc0O7pe+jyT6T2+u4cq5n/Dp1l3BbbvcKfE+31ZJQS8m0WNyU7j80JGMKdhAZcLd1MT+D5/1cct7t/TaY4r0V0qiRURE9sMnmyrYXF7PXW+ubff2msZmVhdXs31XA3NGZnHgyCzufmsdAPGeGC49dGSb/TP2kUSX1zrJ+Kqi6nZvL8hK7k4YnRLnieHaE7JZWHU9VTFvYU0TXp9X1WiJSvtMoo0x/zTGlBpjvgjZdrMxZrsxZqn77/SQ2240xqw3xqwxxpzSWwMXERHpD3zWAmDdn7v79QsrOPXu9/l4UwUFWUnccvZUYoyTQC//zckMy2xbOc5Ojac8ZOGV3WWnxgOwsawOgMZmX5vbe7MSDXDL/FvwW3+bbapGSzTqTCX6YeDUdrb/2Vo70/33CoAxZjLwFWCKe5/7jDG9c3aDiIhIP1DhTvXm7yCJXlpYGbw8LCuJyUPT+fHJE7hgTgEJsXu+RQ5OT6SkuuMkutZdbnvFjirAmWM61KxemNou1ItrXsTra7ssudfn5YU1L/Tq44r0N/ucId1aO98YM6qTxzsb+Le1tgnYZIxZDxwMLOz+EEVERPqvne5sGz7/nkm0tTaYZAMMd1stvnPcAR0eb3B6IrVNLdQ2tZDazkImgdUMN++sB+Dd1W1PMjwgL7WLEXRN4Y8Ke/X4IgPF/vREf9cYs8xt98hytw0DtoXsU+hu24Mx5hvGmMXGmMVlZWX7MQwREZHw2em2XlTW79nHvKOqkcr6Zm45ewpPfv1QzpnV7ltiG0PSEwEoqW5s9/ZAv3RJTSNNLT5eWV7M7BGZJMTGMHFIGsaY7oYiIl3Q3ST6fmAsMBMoAu7q6gGstQ9aa+dYa+fk5uZ2cxgiIiLhtdM90a+0Zs8WjBXbnZaLyUMzOGxsdqfmb85LTwD2nURbCx9trGBlUTWnT8tn6a9O5oXvHtGtGESk67qVRFtrS6y1PmutH/g7TssGwHZgeMiuBe42ERGRiFTmVqIr6rw0tbQ9yW/FjmqMgUn5aZ0+Xmcq0YPdRPsf728E4LRp+STFe9rtsRaR3tGtJNoYkx9y9VwgMHPHi8BXjDEJxpjRwDhg0f4NUUREpP8qr20ixu2gWF5Y1ea2FTuqGZ2TQnL8Pk9BChrsJtHbKhravb2qoZkpQzMAeH/dTmYMz9xjhg8R6X2dmeLuSZwTAycYYwqNMV8D7jDGLDfGLAOOA34IYK1dAfwXWAm8BnzHWuvr4NAiIiIDXlVDM6dOHYIxBBdQCVi5oyqY8HZWSkIsM4Zn8uoXe8677PdbqhubmTCktbJ9+tQh3Ru4iOyXfSbR1tqLrbX51to4a22BtfYha+3l1tpp1trp1tqzrLVFIfv/zlo71lo7wVr7au8OX0REJHystVTWNzMyO4VJQ9JZGJJE76rzsqOqkSlD07t83PNmD2NVUTUrd1SzYP1Ofv/qKsBJ2K2F7JR4Hrj8QGaPyOTsmfs+WVFEep5WLBQREemmeq+PFr8lMymOw8Zms2TrLhqbfZTXNnHOfR8CdCuJPnP6UOI8huc+K+TZz7bzwHsbqaz38vGmCveYGZwyZQjPXnsEQzISezQmEekcJdEiIiLdVOnOlJGRFMdhY7Lxtvj5bGslrywvYku5M49zV9s5AAalxHPchDyeX7qDTTudlQm/2F7NvDWlpCbEMmdU1j6OICK9rfNnOoiIiEgblfXO9HaZyXEcPGYQMQYWbthJk89ZFntMTgqDUuK7dezzDizgjZUllLlT5y3bXsm7a0o5alwOcR7VwETCTUm0iIhIN1UFK9HxpCfGMW1YBgs3lpORFMe4vFRe/8HR3T72cRPyyEyOCy7i8uyn2ympbuK4CXk9MnYR2T/6KCsiItJNVfWt7RwAh47NZum2SpZuq2T84DRiYrq/emB8bAxnzRgKQJzHsL60FoBjJmiBMpH+QEm0iIhINwV6ojOTnST6jGn5NPssO2u9TCvoei/07i45ZATZKfGcNcOZgWPK0PTgPNIiEl5KokVERLqpqqFtJXp6QSbfO/4ATp82hKuOGLXfx584JJ0lN53EWTOdirRaOUT6D/VEi4iIdFNJdSPxsTEkx7cut/3jkyf0+OMcPGoQ580u4KKDhvf4sUWke5REi4iIdIO1lrdXlXLomGyM6X7vc2ckxXu468IZvfoYItI1aucQERHphuXbq9haUa9lt0WilJJoERGJKt4WP/9etBWf3+7XcZ5ctI3EuBhOm5bfQyMTkYFESbSIiESVxz7awg3PLueJRVu7fYyaxmZeWLqds2YMDZ5UKCLRRUm0iIhElcYWHwAb3HmXu+P5pTuo9/q49JCRPTUsERlglESLiEhUsW4XR0Wdt5v3tzz+0RamDktneg/MBS0iA5OSaBERiSo7a5sA2FJRv9f9vC3+4IqEoV5fUczq4houPWRkr8/KISL9l5JoERGJKuW1TgV65Y4qdlQ2tLvPssJKLvjbAmb89o02299dXcr3nvyMacMyOGfmsF4fq4j0X0qiRUQkqpTXNTHEXTp77oeb9ri9wevjrL9+yOeFVQDUNbUEb3tw/kaGZibx+NcPISlkgRURiT5KokVEJKqU13qZXpDBgSOz+GhjxR63L97SdltxdWPw8taKemaPyCI9UTNyiEQ7JdEiIhJVdtZ6yU5NYObwLFYVVdPY7Gtz+4frywGYPSITgOKqRlp8fv7w2mq2VzYwfFByXw9ZRPohJdEiIhI1fH5LRV0TOanxzByeSYvfsmJHdZt9FmzYyUGjsrjrwpmAk0S/vLyI++dtAGCEkmgRQUm0iIhEkfLaJvwW8tITmeVWmpduqwzeXlXfzPLtVRxxQE6wb7q4upEH3tsY3Gd4VlJfDllE+ikl0SIiEjVKqp3p7QanJTA4PZEh6Yl8HpJEL9y4E2vhiANySIr3kJEUx38Xb2NlUTWjsp0K9OjclHAMXUT6mdhwD0BERKSvlLgnCQ52q8wzh2eydFslLyzdzr3vrmfq0AyS4z3MKMgEYHpBBu+v28mglHhe/+HR1Da2kJ2aEK7hi0g/okq0iIhEjZKa3ZLoEZlsrajnun8vZW1JLc9+tp2DRw8iPtZ5e7zisFEAXHzwcBJiPUqgRSRIlWgREYkaJdVNGAM5qfGAU4ne3QmTBodczuOJaw7hoNGD+mqIIjJAKIkWEZGoUVLVSE5qArEep9I8bVhG8LYfnzSestomLjl4RHCbMYbDD8jp83GKSP+nJFpERKJCU4uPd9eUMik/PbgtJcF5GxyWmcT3ThgXrqGJyACkJFpERKLC00sKKa1p4k8Xjmmz/fNfnYzHY8I0KhEZqHRioYiIRLS3V5VQ19TC397bwIzhmRxxQHab2zOS40hNUE1JRLpG/2uIiEjE2lBWy9ceWUyMAb+FX505BWNUdRaR/adKtIiIRKyaxhbASaAnDknjhIl5YR6RiEQKJdEiIhKxahqbg5evPe4AYmJUhRaRnqEkWkREIlZ1g1OJPn5iHmdMyw/zaEQkkiiJFhGRiFXtVqJ/d+5UPKpCi0gPUhItIiIRK9DOkZYYF+aRiEikURItIiIRq7qhhRgDKfGecA9FRCKMkmgREYlY1Y3NpCXGaVo7EelxSqJFRCRi1TS2kJ6kJRFEpOcpiRYRkYhV3dBMuvqhRaQXKIkWEZGI5bRzqBItIj1P/7OIiMiA19js45b/rWRXvZfCXQ1cesgITp2Sz47KRqYOSw/38EQkAimJFhGRAe/xj7fy+Mdbg9eXFS7nxmeX47dw4+kTwzgyEYlUSqJFRGTAe2V5UZvrT33rMN5cWYK3xc/pU7VSoYj0vH0m0caYfwJnAqXW2qnutkHAf4BRwGbgQmvtLuPMIfQX4HSgHrjSWvtp7wxdREQESqsbWbJlF0cekMMH63cCcNCoQRw0alCYRyYikawzJxY+DJy627YbgLetteOAt93rAKcB49x/3wDu75lhioiItO/1lSUAfP+EcQDkpMaHczgiEiX2WYm21s43xozabfPZwLHu5UeAecD17vZHrbUW+MgYk2mMybfWFiEiItILXvuiiDG5KRw0KoubzpzMUeNywj0kEYkC3Z3ibnBIYlwMDHYvDwO2hexX6G7bgzHmG8aYxcaYxWVlZd0choiIRLMNZbUs3FDOaVOHYIzha0eOZvzgtHAPS0SiwH7PE+1WnW037vegtXaOtXZObm7u/g5DRESizGdbd3HCXe/ht3DqFJ08KCJ9q7tJdIkxJh/A/Vnqbt8ODA/Zr8DdJiIi0qP++MYaAL597FjNBS0ifa67SfSLwBXu5SuAF0K2f9U4DgWq1A8tIiI9rby2iQUbyvn+CeO4/tSJOJNDiYj0nc5McfckzkmEOcaYQuDXwO3Af40xXwO2ABe6u7+CM73depwp7q7qhTGLiEiUe29tGdbCCRPzwj0UEYlSnZmd4+IObjqhnX0t8J39HZSIiMjeLNpUQUZSHNOGZYR7KCISpfb7xEIREZG+tqq4hsn56cTEqI1DRMJDSbSIiPQryworefzjLW22fbSxnPfWOtOh+vyWtcU1TMzXVHYiEj77bOcQERHpS2f99UMALpwznDiPU+v5yoMfAbD59jPYWlFPQ7OPSUM0I4eIhI+SaBER6Zd+9cIKZhRkkJncuoy3tZbnP3NmTp0zKitcQxMRURItIiL9R4vPH7z85KKtPLmo7e0l1U08snAzJ00ezJjc1D4enYhIKyXRIiLSb2ypqG9z/d2fHMvWinpeXLqDZz4t5K431lBZ38y3jx0bphGKiDiURIuISL+xsawueHn4oCRG56QwOieF1IRYnvm0kKeWFHLI6EHMHqFWDhEJLyXRIiJ9rNnnx28tCbGecA+l39nmVqJf+f5RDB+UFNw+LLP1sqrQItIfKIkWEelDa0tqOP/+BRw8ehD/uOKgcA+n3ync1UByvIdJ+WltlvLOTUtg6rB0jhmfyzHjc8M4QhERh5JoEZE+9MTHW6lubOGtVaVU1TeTkRwX7iH1K9t21VOQldQmgQbwxBj+972jwjQqEZE9abEVEZE+tGhTBUlxThvHGyuLg9vrvS3c9PwXbK9sCNfQ+oXCXQ0Mz0oO9zBERPZJSbSIa+WOam5+cQV/eG01Ty3e1uF+zT4/1to+HJkMdBV1Xl77oog/vLaa1cXVfP2o0UzKT+dPb66lrqkFgI83VvCvj7Zw7WNL8Lb493HEgclay5ItFfj87b9+Fm2qYGNZLSOylUSLSP+ndo5+avPOOlYX13Dq1CHhHkrUeGD+Bl76fAeeGEOzz5KdGk9mcnybWQCstXzlwY+o9/p44LIDGZGdTHVjM41eH3npiWEcvYRbbVML8Z4Y4mPb1iaKqho4454PqKjzEhtjmDosg7NmDuOYCXmcd/8C7n5rLb84YzLrSmsA+LywitteWcXNZ00JRxi96vUVxXzrsU8ZlBLPseNzOWxsNtMKMgD4bGslNz3/BSMGJXP1EaPDPFIRkX1TEt1PHX/XPPwW1tx6qs7g7yOfbKrgtKn53H7eNA697W2ufngxAG/+8GjGDU6jprGZq+Z+wpItu4gxcOpf5jOjIJOFG8sZm5vC2z8+NrwBSNjUNrUw9devc+6sYfz5opkArCmuYUdVA399Zz2NzT4ev+YQDhyZRWJc6+v54oOH888PN/Pl2QWsLaklNy2BL00fyj8/3MQJk/I4atzAP4FuyZYKrIU5owbxwfqdAEwYnMZ7a8t41l15MODo8bn838WzyEhSn7iI9H9q5+iHquqbCXzbuaG0bu87S4/YVlHPjqpGDhqVRVpiHLd9eRpfO9Kphr2/znnjf+LjrSzesguAF75zJCMGJbOmxKkebijT7ymaPfjeBgCe+2w7DV4fv3t5Jaf9ZX7wQ9fNZ03hiANy2iTQAD87ZSIJsTE8uWgr60pqGD84lRtOm0hOagI//M9SvtheFY5weoy1lu8/uZRrHl1MVUMzH2+s4OjxuTz5jUP55Bcn8up1R3HDaROD+//loplKoEVkwFAlej94W/x7fHXbEx5ftCV4eXVxNZOHpnfp/n96cy3HTsjVYgSd1NTi4/bXVhMbYzh2Qh4AZ88cxtkzh/HWqhL+/v5G3lpVwqJNFcwoyOBvlx9IfkYSr3zfmSng9tdW8+jCzWGMQMKp2efniUWtPfRH3fEOO2u9XDingMPGZjM8K5k5owa1e9+slHimF2SwaFMFm3bWcdmhI4mPjeGsGU41+muPfMLHPz+xr0LpccsKq4InSv72pZWsK63l3NnDAIiJMUzKT2dSfjrDMpNo8fvJSokP53BFRLpElehuKq5qZOZv3+AXzy2nxddzJwFtLa/ngfc2cuQBOcR7YlhVVN3hvg/O38BRd7zDwg3lwW07a5u45+11XPTAwr0+TlV9M809OO6B7K431vLysiK+f8I4RuWktLntmqPGkJ0aT1OLn9On5XP3V2aRn+Es+hATY4iJMaQlxNLY7NfzGaXeWV3KztomfnPWFBLjYpgwJI3/fONQ7jh/BufOKugwgQ6YOTyL1cU1NLX4OXi0s+91J45jTE4KJdVNVDc290UY+6egAIzZ498H1/wUgJMnD+aZTwsBOGR09h53/9KMoZw7q6BPhywisr9Uie6mZYWV1Ht9PP7xVnZUNnDvpbNJju/80+n3WxZuLOe5z7ZzQF4qlxwygr/P38hDH2wiNsbw27OncPNLK3ly0TYuP3QUeekJbb4K3l7ZwB9eW4PPb7nq4UXc85VZZKXEc8HfnOS52df+2e9V9c28vrKYnz29jK8eNpLfnj11/56ICPDZ1l1MG5bB908Yt8dtlx86kssPHbnX+6clOr/3msYWBqmSFjU2lNUS74nh34u2Mjg9gUsPGcHlh44kJsbs+84hDhzZ+o3RwW7CnZEUx81nTeGr/1zEsm1VHDkup0fH3uPOOgseeojmFh8tMbEktTRBfDwbps4hPyOR35w9hfnryjAYprsnEoqIDHRKortpXWktADeeNpHfv7qaZ5YUcvlho/Z6n/lry3ji4600+/ysKqpmR1Uj8Z4YvD4/t7+6GoAzpufzk5MnMDonhdvOncppf3mfb/xrMdsrG/jWMWP5znEHUNPYzE3Pf0Gcx/D8tUdww7PL+Ma/luzxeI3NvjaJ94frd/KTpz6nqKoRgEcXbuGHJ44nxhiS4j2UVDfy1JJCTpiYx4zhmT3zRA0Am3bWc8LEvG7fPy3R6eGsaWxWEh0ltpTXcfKf5wenavve8QcQ6+neF3snTMzjRyeNp7appU07Q+A1uHTbrv6fRN90E8ydy89P+TavTDiCaz96ilO2fsbSvLGMyU4hPyOJ3541lfI6L3HdfJ5ERPobJdHdtK6khqEZiXzj6DHc+foadriJaUfKapq47t+fEWMM+ZmJTB6azo2nT+LESYOZ8Zs38Pr8/OTk8Xz3+NZqaEFWMrd/eTrfeeJTAO58fQ2bdtYxb00pO2u9/PKMSUwryOC5a4/grjfX8OD8jYROX3zMne9y9LhcfnzyBF78fDu3vbKasbkpfPPoMTwwfyMAs255E4CUeA+xnhiqGpq55+11zB6RyQ9OHM/RIcvrFtUUceTcI/nw6g8Zkto/p977bOsuUhJiGT84rcN9NpbVsr60loQ4D9OHZbCztonRuSkd7r8voZVoiQ4Pzt/YZq7jC+cM7/axYmJMu9+CZCTFMTY3hc+2Vnb72H0mP59tV1/LMynHkF9Tzp3HXMGdXAG7mjh8wmAALjyo+8+RiEh/pCS6m9aV1nLA4DSMMWSnxrOzpqnd/cprm7jtldW8tGwHfr/luWuPCM6LGvDHC2fwmxdXcNFBI/a4/xnT8ync5Zy9/siCzTy9pJCDRw3in1dOYnpBJgDxsTHceNokrj5iNOmJcXhb/Lyxspj31pbx8vIinlpSGDzWH8+fQVK8h4sPHsE3/rWY06bmk54UxyebKiiva+L7J4xjfWkt//xwE1c9/An/uvpgDj/AqYLdMv8WNldu5pb3buHeM+4NjnFZYSWLNlVwzVFj9vt53R/eFj/n3rcAgI23nb7H1+rWWv76znruenNtcFtgJoDROfuTRDvHGBC9q9IjPtpYzomTBnPG9CFsKqtj+KDeWRxk1ogs3l1dirV2j2Ww+5vF51+F//UtzH36ZnZm5fHdS2+loqGF9ETNtiEikUlJdCftrG0iKzkeT4zBWsumnXUc5PYv5qQmUF7nbbN/g9fH3AWbeOC9jdR7W7jooOFcfugoJgzZs0J61oyhnDVjaIeP/c1jxgJw2tR8ymqbmD0is9031MHuYh9J8R4umDOcC+YMZ8mWXZx3v5NY3nn+dJLinfaOUTkpvPHDY4L3DUznBnDUuFzOP7CAL9+3gG8//imv/+Bo/KaCJz5ZRWrL2Ty5aAsHDVrBmdMO4K/vrOfhBZsBuOzQkXtM4dWbmn1+DBDriaGy3su8NWXB286+90MGpyfyw5PGMTY3lf97Zx0vLN1B4a4GzpyezzeOHkNxVSOPLNzMki1OT3R3qRIdXRqbfWzaWccZ03v/ZLhZIzJ5ekkhW8rr9zjptb8piXFOuB1aU874C8/kgxtP4PZXV3PpPs4pEBEZqJREd0Jjs4/j7pzHubOH8duzp7Kz1ku918dId2na7NQEPtpYzvOfbeekyYNZsmUXt72yitXFzhzCFxxYwK3nTNvvcYzITu7ycrgHjsxi7lUHkZkU16UTH9MS47j/sgM58U/v8dAHG3lx5UIyG3/i3NgCN7+wmbteK6Sh2Re8T1FV435VdDuloAC2Ows0XH/Gj3hv9GyGVxWzdKhTrR8xKJkjDsihcFc989eVMSQjgSHpidz77gaOnZDLdSeM49xZw4j1xDC9AE6eMmS/q3zpwZ5oJdGRrrHZx9qSGvwWJrbzgbinHTbGmcniww07+38SXd1IanwMqcMGw003kRwfqxOXRSSiKYnuhBU7qqhpauFfH23hvNkFtPidqcxGZTtvajmp8dR7ffzgP0tJjvdQ7/UxJD2Rv102mw1ldVwwJ7xTNx03oXsnzR2Ql8qM4Zn8/f1NWLLZFfsQjZ5PSfEdS6rveKYNH80tZ8+ipLqRS/7+MUWVDb2fRJ91FlWPPcnn2aN5durxAAyr2cnXvRspmnMEPzhxPAfkpQLw1X8u4q2VpdR5Wzhx0mD+ccWcdg+5v1+Tt1ai1c4RCXbVebGwx0micz/cxG9eWhm83hdJ9OicFIZlJvH+2p1cekj/ruiWVDeSl5EEGzaEeygiIn1CSXQnLN3mrBqWmRTHL5//gssPc97MAlXh0L7agqwkzpyezzmzhkXEct3fPmYMN738Gisbb6Oe9QBUxjxCfeKTZOVfw9jco/C4SeiOqkbeW1vGDc8s44bTJnL2zGE9Pp4V3/oxX409kvLkDOJbmnl17ncZ21ABGzfCkLYnOx40Mov5a50Wjx+fPL7HxxKQ6ibR1Q2qRO+PD9btZGdtE6dMGRJsO+pVId9qhLr06/exctAI/vvNwzhoVBbGOC1cj320hXF5qZw2LZ/MpLje/8CI8wHv6PE5/G9ZES0+f7dnAOkLJdVNDHFbykREooGS6E74fFsl+RmJ3Hj6JL7/5Gf8+oUVxBgoyHJ6AMvckwq/cfQYLj54z5MDB7JTp+ZzzRs3Ud/YNtnw+ry8sOYF7j3jXoZkOG+cv3lpBXVNLfitM3tBTyfRn27dxZXPricpMYHr3/8XJ65ZwNjaMrjmmj0SaHAWcFiydRfHjM9lUn7XVn3sijhPDLlpCSwf4Es095l2ktfXxh3Gd865AV+Mh0Ep8fzrawczZWgvzyfszm2M1zmfYf2gAl6ZcgwrBzmv4QsfWMiY3BQumjOcyoZmNpTVcdu507jkkL59jR81LpcnF23j88KqNnNK9zfFVY3BxWJERKKBkuhO+LywkpnDM/nS9Hwe/2gLH2+q4JjxucFK84mTBvO/ZUUcMbafz+XaTYU/Ktzr7YGTCWsaWzh92hBmFGTy+1dXs2D9zuDMHj3hx//9nMzkeJ64+EAK/u8yaGyEpCRnjtp2jMpJ4eGrDu6xx9+bCw4s4G/vbWBbRX2vzdQQMdzkdU16Pk9NO5EFI6ezKm80M/xV/PDqU7jxmWVcOfcTnv324SzcWM6G0lo2l9dx8cEjOGZ8bs/NUnHTTRT/9wXuOvgCPhs6gfU5rcnx49ccwo7KBv79yTZ+787hfub0fM4/sO9bsw4fm02MgfMf+yULr7upX04v2dTio6ymibz0hHAPRUSkzyiJ3odddV62lNdz8cEjMMbwh/Omc/NLK7jpzMnBfc6eOZTTpg2JiPaN7jpn5lBa/JZ7vjILr8/Powu38KsXV/Did49oc0Lj7gvAVNU3kxTvIT52719Tb69sYNPOOn79pckUTBgFV10FDzzg/GynCt3XLjt0JH97bwMPvr+SJ7Zc1K/n0g67m27i1vU+/jH7LOJbvMwpXMWPPvoPVzz6B9JH5vLI1Qdz/t8WctQd7wbvEmPg9RUlzCjI4ImvH0pKgvM3VdvUwq46b/c+uOTnc/tXf83z8cM4bsMnXLr8DaYeMoVtV36Lw8dmY4zhgjnDWVNcQ3VjM3NGZoVlmrnM5HjSU3dRWXM6p9z9Np//8tI+H8O+PLNkO16fn6PH5e57ZxGRCNF/G+zCoLLey3ee+JTDfv82l/3jYxas38mVcxcBMMOdkzlQ3Rybmxq8nzEmqhNogLu/Mou/XjKbmBhDYpyH28+bxoayWr583wJ21jrtLquLq5n52zf4x/vOQi9vrixhxm/f4M9vOfM213tb+O/ibXyyuWKP43+8sRyAQ0Y7sxVw000walSHVei+NjQziZMnD+Hfn2xjy64dfOneV/npU5/v9T7NPj9+f/vLs0eqphYfd3xexT9mn8XFy9/go/uu5InnfsP3pmaQPtJp/xk3OI2HrpjDQaOy+MpBw/nhieP58Ibj+d25U/m8sIqvP7qYP725ljXFNZx5z/uc9Of32FBW2+ZximqKGHvPWIpri/c6nk+yR3PG2gXMffo3XLX8dQ76+Xf58uyCNsnyhCFpHDRqUNjmaS6qKWJ74wcAVNVmsrFizz7uvvbJ5gpWF1cHrz/3WSETh6Rx+NjsMI5KRKRvKYkO8ebKEl5eVsS0YRmsKqrmkn98zOeFVUwblsHMKFoGuyccNS6XBy+fw4ayWu56Yw3WWm5+cQWNzX5ufXkVv31pJb/93woAHlu4hd+/sopDb3ubnz29jF88t7zNsWoam7n7rXUMy0xqnREhP9+ZBaAfVKEDzpyZRnNLPLmNt1K2K4+nlhTy6dZd7e7b7PNz/v0LOPveDyNukRZrbbsfDp79tJDj7pzHffM2cNGUbG599x8MaqgGj2ePD0NzRg3iqW8dzu3nTee6E8eRn5HEpYeM5IrDRrJgQzn3vL2O0+95n+rGFhJiPXz5vgW8u6Y0eP/QhYE6UlrdyPYaL7NGZEJMTL/5VmN3t8y/hfrY1qr8r9/8vzCOxnHB3xZy6t3vs7q4Gm+Ln2WFVRxxQE6/XxBGRKQnKYkO8cnmCjKS4vjbZQcy/2fH8fPTJ3LvJbN56XtH9s1sARHmpMmDuezQkfznk23c8/Z6PtpYwQ9PHM85M4fyyMLNbKtoYOKQNGqaWnhg/kaOGpfLebMLWFtSy/vrWhdOeXLRVrZW1PPni2busQphf/Lylrtp8iwnwU6kOWYDCXGN/PA/S/eY+m5tSQ1XP/wJnxdWsXx7FU9+vDVMI27fQx9s4tJ/fNRmWeuuuOGZ5Rz0u7ew1rJg/U62VdSzrLCSH/33c3LTEnj8mkO4/bJD8Fx5RZeT19+cPZUNt53OpYeMYFxeKs9dezjPfPtwhmUm8Y1HF/PZ1l3sqN7Bfz7exaCmn/DURx4Wbd0cvP+iTRV85n6wWeh+u3HgFef2q281QhXVFDF36VzqWUtRwnUA/G/Vx/ussPcWay3rS2uC159eXMjSbZU0tfiZPaL/nvQoItIbjLXh/zp5zpw5dvHixeEeBsf9cR5jc1M7nE9Yuq6y3svRd7xLdWMLI7OTeefHx+KJMWyvbOCzrbsYlZ3Cmf/3AX++aAbnzipg6bZKzrn3QwD+970jmTI0nWPunEd+RiL/+eZhYY6mY0U1RYy5ZwyNzU3E2sG0mBLSzUxyGm9h+vBMjp+Qx1cPG8Udr6/myUVbSU2I5ccnT+DhBZsZm5vCHefPYJF7wupbq0o4afLgYO94UVUDDy/YzA9PHN8jK0Jaa1lbUktuWsIecyEDjLrh5eDl/33vSKaGrOa4rLCSeWvKSI73MCY3heMm5FHV0ExFnZchGYkkx8cG73/42GwWbCjnqHE55KUl8toXRXz08xOCy6RTVARHHgkfftjlCnDg/61A5bOy3svpf3mfoupGMlJ3UVmTRbMpJtZmkRAHL33nJL7YXsWP3Rabn506gflry9hYVsdHN57Qbz+cXfvytTz02UN4fV6MTWJE41NUxz/KxYfkcO8Z9/bpWBq8Pm564QueXuKcaBxjnJlpmn1+EmI9vPfTY8nTFHciMgAYY5ZYa/c72dOJha7CXfVs2lnHpX08fVWky0yO5/snjOPWl1dx0UHD8bjJyrDMJIZlOlMErr7l1GByOH1YBtccOZp/fLCJuR9u5gcnjmNrRT3XHDW6w8foD26Zfwt+6wdjaTFOlbDRs4IDRq7hs80T+GxrJXe9uRZj4IrDRnHdCePISonni+1VvLRsB0f94R3qvK2rP55/YAE/Pnk8+RlJ/OWtdfz7k20UVjRw5RGjmDk8k7guzhdc723huc+2My4vjVeWFwWXah+Znczk/HRa/JbLDx3ZZgVKgHdXlwaT6Aavj2/+awlFVY3B28fkpLBxZ13w+nETWk8sW7x5F1OGpvP+up0AXH7oyNYEGlpbcrph97aBzOR4nv/OEdz33goeWrCLFrOa4oSfEWvzGeL9PafcPR+A8YNTafFZ7nhtDQBXHj6q3ybQAC+ueRGvz5mCz5oGfFRhfHm8sOa5Hk+iVxdXc+nfP+Zvlx/IQaPaTlX3xopi7npjLWtDqtC3njONf3+yleMm5HHOrGFKoEUk6iiJds1f67zRHztBZ5f3tCsOH0VCnIcvz2p/3ujQ6mpMjOGXZ04OzvDxkfuVe3+ffzY02Qnw+rysqPszvzp9Hn98fS1en5+fnDyB7xx3QHCfYyc4vdNnTM+nuqGZRZsqiI+N4eklhTy9pJAxuSlsLHOS1Fe+KOLl5UWMyU3huWuPCC7yszebdtbxwboy7p+3gR0hye+5s4YxcUgav391NVvK6wHnnAAAT4zhteuO4jtPfMp7a8uI9cRQWtPIpPx0iqoaeexrhzB9eAavf1HMT59eBsBPTh7Pxp11PPupc9Lbd487gHNmDaOizsuFDywECC5S1Fvy0hMpjXmI0uS5zu/C+Gkx2ylPuokRLX9k+rBhPHr1wSTGeaio87KqqJrpBb08F/V+2n16yVPvns/wQVfw96/2fF/0mytKKK/z8q1/LeGM6fnUNrWQGOdhdHYKv3tlFTmpCcy98iAe+2gLb60q5eKDh/f5nNkiIv2JkmicKt2jCzdTkJXUZtYN6RlxnhguP7RrCdTNX5rCuMFp/P6VVeSkxjM+r/eXWN4f+5pL+6wZwyiubtzjBNXTpw1h+c0nk5YYh7fFT0Ozj/TEWFYV1bBgw04+WL+T9MQ4bjpzEmNzU3l7VSk/e2YZt7+6mt9/eVrwOFX1zeyq9zJqt1X0rnnkEzaU1TFxSBo3nzWFb/xrCQDfP2Eco3NSqGtq4Z531vPGD49mTXENg9MTGZubQnZqAgeOzOLJRdtYvMXpIZ4yNJ3UhFhn3uIYZ/q3Q8dk83lhJWdOH0pjs4+iykZG5aTwgxPHEeuJwVrLXy+ZRUKsh/GDe/93+OKaF/H6GyGkuNxgt1Cb8ROe/Pqm4Dchg1LiOaIH5zDvK5nJcVTWe/e9YzcscxcLKq/z8ujCLeSlJVDqLiQ1cUgaL373SOJjYzjigBzqvT6dRCgiUS/qe6KttVz376W8tGwHc688iGMn5IVlHNK+4qpG6rwt+nAT4lcvfMGTi7Yy76fHYa3l/nkbeGpxIV6fn5u/NJkrj3BaXzbtrOO4P87jkkNG8NuzphDrieEf729k+fYq/vKVWQD4/ZbqxmYyk/fsjd5WUc/bq0qYM2oQZ9/7IT6/5eDRg/hvP+5Nj3TXPr6ENcU1vP3jY3vkeP9dvI0Xlm6noq6Z9aU1JMZ6qGlylq//7KaTOP2e9ymqauSaI0fzy5C58UVEBjL1RPeQf320hRc/38FPT5mgBLofCiwpLq2+ecxYHl24hSNuf4fYGIMxTg/16uIafvfKKo6ZkMfonBRe+nwHAN86eiyxbg/1NUeNaXOsmBjTbgINMHxQcjAhP2T0IBZsKGfK0N5bPl32LTM5nvI6LxV13nZPCu0Kn99yx2urifPEMGVoBtOGpXPshDyuffxTALJS4oOtVpP1excR2UPUJtGlNY38+c21PLloG9MLMvj2MWPDPSSRThmWmcTFB4/gyUVbueig4XznuAMYmplEaXUjx9/1Hmf99QMuPWQkcz/cxEmTBzMie/+XIb/7KzP527yN6oENs0HJ8VTWNzP7ljdZe+tp+1zpc28+27qLnbVe7rl4FmfNGApAi8/fZp+s5Dg2QZ+04oiIDDRRm0THxcTw5KJtAEwYnNavz9AX2d3NZ03m60eNZkxIm0teeiLPXXs4v391NX97bwPDMpP43blTe+Tx8tIS+dWX9HV+uGUmt55MWlzV2OEHpOrGZlbtqOaQMR2vIBjodT96XGtveKwnhh+eOJ5J+U7S/OeLZvLEoq1MylclWkRkd1GbRGcmx5Ec76He6yPfnWpNZKBIiPW0SaADxg1O459XHsSywkoGpyeSl6Z2mEiSFdJ6U1hZ32ESff3Ty3j1i2I+/vkJGMDr81OQ1XbfkupGUhNi92jnue7EccHLI7NTuPG0ST0XgIhIBInaJNoYQ2Kck0QPy1SiIZFlekFmuIcgvSC0El24q6HD/T7bWgnAX95ex0uf7yA3LYF3djsZsbS6iby0hN4YpohIVIjqZb/jPE4Lx1BVokVkAAidTGn7XpLowOxzT3y8lRafZWNZHdsr2+5fWtNIXrqSaBGR7tqvJNoYs9kYs9wYs9QYs9jdNsgY86YxZp37M6tnhtrzAqu+6StvERkIjpmQy7ePHUtiXMweSXFAVUMzRVWNeGIMFxxYwGPXHAzAwg3lbfYrqW7S/30iIvuhJyrRx1lrZ4bMt3cD8La1dhzwtnu9X7r3ktmcPHkwY3JT9r2ziEiYxXliuP7UiUwZmtFhJXpLubPC5f2XzubOC2Ywa3gWSXEeVu6oDu5jraW0ppHBqkSLiHRbb7RznA084l5+BDinFx6jR8wYnsmDX50TrEiLiAwEwzKTOqxEF7nLu+dnOG1qMTGGYVlJbK+sD+7zn0+20djsVyVaRGQ/7G/2aIE3jDFLjDHfcLcNttYWuZeLgcH7+RgiIhJiWFYSOyob8Pn3XHG22E2iQxcqCk26vS1+bnrhCwCmDsvog9GKiESm/Z2d40hr7XZjTB7wpjFmdeiN1lprjGl3XXE36f4GwIgRWsBBRKSzhmUm0eJ3WjICFeeA4upG4jyG7JAVDYdmJrF8exUAizZV0Oyz/P2rczhsbMfzSIuIyN7tVyXaWrvd/VkKPAccDJQYY/IB3J+lHdz3QWvtHGvtnNzc3P0ZhohIVBmW5STO7fVFF1c1kpeW2GYBqYKsJCrqvNR7W3hrVQkJsTEceUDOHvcVEZHO63YSbYxJMcakBS4DJwNfAC8CV7i7XQG8sL+DFBGRVsMDSXQ7fdFFVQ3kZ7TtdR7mTuO5vrSWt1eXcPjYbJLiPb0/UBGRCLY/7RyDgeeMMyFpLPCEtfY1Y8wnwH+NMV8DtgAX7v8wRUQkIDC3fXsLrpRUNzFlaNtlug8fm016YixX/HMRu+qb+ebRY/tknCIikazbSbS1diMwo53t5cAJ+zMoERHpWHJ8LINS4vnnB5sYkp7IeQcWAM7UdUVVDZwwMa/N/nnpiXznuAP4/avOaSsnTMrb45giItI1mttNRGQAGpaZRHmdlx8/9XlwW1VDM43N/jYzcwScOnVI8PLuJyOKiEjX7e/sHCIiEga5aa0Lpfj9lpgYs8cc0aFGZqdwwYEFmpFDRKSHKIkWERmA6ppagpdL3KnuiqsDc0S3vxLhnRfs0YEnIiLdpHYOEZEBaNzg1ODlbRXOCYatC62oXUNEpLcpiRYRGYB+cfpkfv/laQBc+MBCqhqaWVVUjTGQl9Z+JVpERHqOkmgRkQEoKd7Dl2cPC17/+iOLeXThFr40fShxHv3XLiLS2/Q/rYjIAJUQ6+GTX5zI6JwUFm2u4EszhnLXhep7FhHpCzqxUERkAMtNS+A3Z01hWWEl3z72ADwhy32LiEjvURItIjLAHT0+l6PH54Z7GCIiUUXtHCIiIiIiXaQkWkRERESki5REi4iIiIh0kZJoEREREZEuUhItIiIiItJFSqJFRERERLpISbSIiIiISBcpiRYRERER6SIl0SIiIiIiXaQkWkRERESki4y1NtxjwBhTBmwJw0PnADvD8LjhFq1xB0Rz/NEcO0R3/NEcO0R3/NEcO0R3/Iq9fSOttbn7+wD9IokOF2PMYmvtnHCPo69Fa9wB0Rx/NMcO0R1/NMcO0R1/NMcO0R2/Yu/d2NXOISIiIiLSRUqiRURERES6KNqT6AfDPYAwida4A6I5/miOHaI7/miOHaI7/miOHaI7fsXei6K6J1pEREREpDuivRItIiIiItJlSqJFRERERLpISbTIXhhj9BoRERGJYN19r1eCIPtkjPGEewx9zRgz0xgzxFrrD/dYwi2aPkgYY0y4x9BfROnrfoIxJivc4+gP9FqIPlH6mt+v9/qoeXPsDmPMkHCPIVyMMScZYx4GsNb6ounFZYw5GXgJuMy9HlWvE2PMCcaYG40xFxtjRlhr/VH0HGRC9CYQxpjjjDG3QvB1Hy2/98Dr/kXgaPd6VP0NGGOONMZ80xhzlDEmz1pro+X3r/d6vde717v89x4VL5DuMMacA+wwxlwZ5qH0KeOIBU4HvmqMeRSCL6748I6u97kvqtuBN4DZAG4SGRVvqMaY44H7gDhgFvCGMWZaNCTSxphzgSJjzHluAhEVv3MIvu7jgeuAHxpj7oTg335ceEfX+9zX/e+BLcBFADaKpq4yxpwKzAWmAhcDjxhjxkfJ6/4c9F6v93q6914f0S+O7jLGDAUuB+4GfmqMuTy8I+o71tEC/Bv4NjDUGPOye5s3rIPrZcaYI4B7gW9Ya78GHGCMuQmi6g11JvAfa+1vrbU/w3k+3o70RNoYMwb4Ps4HiAeNMecHEuloSKbd170XeBS4HhhhjHnAva05rIPrZcaYY3Hmk/2atfZkYJQx5uqwDqrvHQ7cba39HvBL4B3g3yGJdES+BvRer/f6/X2vj8g3xB5QCdxrrf0R8F3gN9Hy4gpJGjKBWdbaE4EUY8xHxpiFxhiPMSYhvKPsNeuBi6y1i93rvwWGGGMywzekvhHyJrkNyAhst9b+H87z8IQxpiCCe8TLgL+4r/nLgH8GEukwj6tPhPz+A99A/ATnb/95Y8zT7us+UqtT23Fe90vd608AYyHyWzpC4qsCRgJYayustXfiPA93GmNyIvh1UIne6zPRe3233+uVRIcwxgwxToN5vbX2HQBr7bvA1Tgvrq+6+x1tjMkJ51h7mht7rm31OhCoQP0CmALEWWt91tqm8I2057mx51trS6y1n4bctAI4GDg1TEPrMyFvkvOB440xN4LzH6219q/AW8CMcI2vtxhjMowxWdbaGpzeOKy1rwIXEpJIG2NmG2PSwzrYXuDGnx7y+38OKLfWbsOpSp8EJLmv+4iqToX87tdZaz8OuWkecKkx5tQITh6BNq/7/wBfMcZ8P+TmfwElwPA+H1gv03u93ut76r1eSbTLGHMe8BTwvDHmemPMKYHbrLXzgK8BNxhjngDuARLDMtBeEBL7S8aYnxljTgu57f+AfwCXAnFu/BEjJPbn3NhPDtxmrd0E/AH4tjFmRLjG2JuMMacZY+4JXLfWlgBnA98zxtwY8iYbh1udixTGmPNxfvevGmO+BkwO3GatfQ0nkf6bMeYRnK97I+Y1D23if8MYc7UxZhrgAwYZY34L3IbT4pJsjPljGIfa43b73QdiB8Ba+wVO7JdG6rdQxpjjjTHXB65bawtxXvdXGWOuc7eVAEk4fdIRQ+/1eq/vyfd6LfsNGGOycSptV+N8IjsJmAC8a639T8h+f8U56eR4a+3ycIy1p3UQ+yTgeaAG+DvwS2vt0+7+o90/uAFvL7/3edbaf7v75AJ/A/7qVioihjHmcOBpYAew2lp7WchtY9zbFgCxODMWfNlauzocY+1pxphhwKvAFTjtK+cA9cBr1tr5Ifv9DTgf5zW/LAxD7RUdxN8IPAuMAW4Bfmqtfd7d12Ot3Rqm4fao3WJPB85lt9+9MWYG8BfgGmvt+nCNtTcYY04AngE+ARZba28MuW0GzgwlTwNNOM/NlyLlOdB7vd7r6eH3+tieH+6A5AGqgU3W2kpjTDlwInCsMabMWvuOMWYSzpvLiZHyonJ1FPuZOCeXnGCt3W6MibPWNkfKi8rVUezHGGNKrbXvWGvLjDELgI1hHWnvSAFuBh4BHjPGPGGtvQTAWrvROGfsz8KpQP/ZWrsmbCPteYlAHbDMOmej78CpPJ/i/u5XG2MOwqnCRVQC7eoo/tNxkqszrbVr3Hae7eEcaC/YPfYiWn/3ZdbaVdbaz40xi4BIPAcgE2dWgueAXxhjbrfW3gDgxn04ztfaecD5kZJAu/Rer/f6Hn2vVyXaZYz5C05ScZ21ts44Z+1+FfBaa/9kjEkGEqy1u8I60F6wl9gbrbV3u2+kEfmHsq/fe3hH1/vcfthqY8wgnE/hPmvtxaG3hXeEvccYcz/OiZR/stY2GmMmAD8AFlprHzXGpAHJ7tfaEaed+CfiTHH3obX2sQh/3e/1dx/WwfUBY0yytbbeGDMH+B5QbK293r0txkbuCcR6r9d7fY++10d9T7RpnbLrXpxPKtcbY1KstTuA14GzjTHZ1jkBIaJeVJ2I/VxjTGYkvqg6+XuP+JXLAkmytbYCuBaINcb8zThzpt5gjImYfsAAY4IzEjwP5ACXGGOS3Er7szhzpqZZa2siMYHeS/yrceK/0k2yIvF135nffXK4xtdXrLX17sWlwF9xZia43n3df9c48wdHFL3XA3qv7/H3+qhNogP/mYZ84t6A859oEs7JRDnAeKCF1jNXI0IXY4+oikQXY/eFZZC9KCSJ2IO1dqe19gLgOODPwL+ttY19Nrhe1k7s7wKf4ZxQeKNxFhXJwumPjajXPHQ5/oh83YeImtih49e9deYJXgr8HLgE53U/z90eUaLxvT4gGt/rA3r7vT7q2jncr60bQz6JY4yJt9Z6jTEFwCCcE04mu5e/bdtOhTJgKfbojB06jD/WWttijMkHaq21NcZZvetPOCcTrQjTcHuUcU4qabTW1oVsC/zuh+D0fZ8JTMP5uu/rEfa7j9r4ozl26DD+wOt+EFDvtrNcDfwGOMVauzJc4+0NxhiPtdYXejka/s8Hxd4nsVtro+YfzhQ+L+F8GrkcmBNy2wk405+McK9nACnhHrNiV+y9HP9x7vbR7vXTgQnhHnMPxv5lnGVd5wFfBw4Jue1E4CEgz71eAGSGe8yKX7H3QfzH48wDPcS9fgkwNdxj7sHYTwZuDLkeE3L5uEj+P1+x923sUVOJNsaMx5nW5yKcXrgv4fzHeR/wEfA+cKe19pmwDbKXKPbojB2iO373xJF3gYtxYp8DjMD5j3She9ud1p3SKdJEc/zRHDt0Ov47IvR1fzTOFH0VwP+stT9xt3twEqdXgT9Ya58N3yh7h2Lv+9gj7uSBvcgBCq37VZXbSH4tztRGZcDZ1tqSCD07VbFHZ+zQhfihzQpmkSAW2Grdr+qMMeuBU4DzAAucZ60tjODffTTHH82xQxfih4h73Q/DWXnvWeC/xpi7rLU/ts5X+xXGmHOstUUmMmchUex9HHs0nVj4BVBtjPmle30WsBZngYFR1j0LP8L+MwlQ7NEZO3Qh/kh7DqyzOEi1cVfbs9ZuxPl6uwQY7iYRMZEWd0A0xx/NsUPX4o+058Ba+yTwvLW2HGf1wRnGmLtDdmlw94u0JFKxhyH2iG7ncJvIa6y1VcaZsuc44Ds4Hx6stfZsY8zFOBPLXxlJ/5ko9uiMHaI7fmPMEcBgnPmdHzPGTMaZ+3idtfaP7j5n4MyNe46NoNlHILrjj+bYIbrjD4k90Vr7hLvNWGutcVZffRCYD6zEWTzqT9baiJiJQ7GHN/aIrUS7swy8BXzNGJNrrW2x1r6Jc7LFN9yfAGlAZYQlEueg2KMudoju+I0xp+P8pzkV+Lkx5jbrtLE8B4w1zmT7AKk4U1l5wjPS3hHN8Udz7BDd8e8W+y+MMXdA67eLbhX+dOCbOEtbvxJBSaRiD3fsth+cUdnT/4Bc4G1gLnALzifv3Hb2+wHwOTAt3GNW7Ipd8e9X7OOAxcCR7vVRODOSpOPMCzoF+A/wCrAcmBXuMSt+xa74eyX2F9z/C03IfucDm4Ep4R6zYo+s2CP1xMIqnERhLc4coEcDXzHG/MdaWxpyMokHuNRa+0X4htrjFHt0xg6K/w5r7Qfu2dg1OP+hjnDjXAFcZJy5gRustVXhHGgvieb4ozl2iO74d489D2fqwrKQ//NSgdOstavCOtKep9jDHHtEtXMYY0YYY+KBWGvtcmttk3Wm8JmP88nlInfXWQDW2rsiJZFQ7NEZO0R3/G7sccBma+1/3c1+65xcsh6oc/c7EMBaWxxJSUQ0xx/NsUN0x7+P2DfgrDwJMAPAWvtwpCSRir1/xR4xSbR7wsQrwF+BucaYiYHb3ITiPSDXGPM88J4xZlhYBtoLFHt0xg7RHX9I7PcBj4XEHviGbRCQYoy5DPi3MSY3DMPsNdEcfzTHDtEdfxdjf8oYk2dM+8ueDzSKvR/G3lt9In31DzDAcJxer2NxztT8CVDEbn0wwGM4/TER0Quq2KMz9miPv4PYf7x77MA/cSbf/2D352Qg/4vm+KM59miPX7Er9v4Ye9ifoB56kj04Z2kOo3XavuuA7cB493o+zjQnM8M9XsWu2BV/r8Y+wb1+F87X2hPDPV7Fr9gVv2JX7JEX+4Bu5zDGHGCMOQjIxFnW8VLrPpvW2r8Af8GZ7ifJWlsEHGytXRqu8fYkxR6dsUN0x9+F2D04U/2dbK1dHa7x9rRojj+aY4fojl+xK3b6a+zh/oSxH59MzgSW4fR8/hU4C+cr6xtD9hkFPEDIlCeR8E+xR2fs0R5/F2L/e7jHqvgVu+JX7Io98mMfkFPcGWMOB+4ELrHWfmaMeRA4GDgc+Mj9VPJv4EjgQJxPMbvCNNwepdijM3aI7vi7GPssY8wga21F+Ebcs6I5/miOHaI7fsWu2Pt97OH+tNHNTyiH4yxXHLieC7zsXh6D02B+H7CECDmZSrFHd+zRHn80xx7t8Udz7NEev2JX7P099kCD9oDifgpJsdZWu5fzcVZoOt1aW2SMGYnTcJ5iI2RezADFHp2xQ3THH82xQ3THH82xQ3THr9gVe3+PfUCeWGit9Vlrq92rBqgEKtwn9zLg50BcuJ/c3qDYozN2iO74ozl2iO74ozl2iO74Fbtip5/HPiAr0e0xxjyMM2/gyThfAywP74j6jmKPztghuuOP5tghuuOP5tghuuNX7IqdfhT7gE+ijTEGiANWuT9PsNauC++o+oZij87YIbrjj+bYIbrjj+bYIbrjV+yKnX4Y+4BPogOMMVcCn1hrV4R7LH1NsUdn7BDd8Udz7BDd8Udz7BDd8St2xR7usYSKpCTa2EgJposUe3TGDtEdfzTHDtEdfzTHDtEdv2JX7P1JxCTRIiIiIiJ9ZUDOziEiIiIiEk5KokVEREREukhJtIiIiIhIFymJFhERERHpIiXRIiIiIiJdpCRaRERERKSL/h9y7F8yHHX4YAAAAABJRU5ErkJggg==\n", 396 | "text/plain": "
" 397 | }, 398 | "metadata": { 399 | "needs_background": "light", 400 | "transient": {} 401 | }, 402 | "output_type": "display_data" 403 | } 404 | ], 405 | "source": [ 406 | "plt.figure(figsize=(12,5))\n", 407 | "plt.xticks(rotation=45)\n", 408 | "\n", 409 | "plt.plot(df['date'], df['close'])\n", 410 | "plt.scatter(df[(df['signal'] == 1)]['buy_date'], df[(df['signal'] == 1)]['close'], label = 'Buy', marker='^', c='g')\n", 411 | "plt.scatter(df[(df['signal'] == -1)]['sell_date'], df[(df['signal'] == -1)]['close'], label = 'Sell', marker='v', c='r')\n", 412 | "\n", 413 | "plt.title('Price Chart & Historical Trades', fontweight=\"bold\")\n", 414 | "plt.legend()\n", 415 | "plt.show()" 416 | ] 417 | } 418 | ], 419 | "metadata": { 420 | "kernelspec": { 421 | "display_name": "Python 3", 422 | "language": "python", 423 | "name": "python3" 424 | }, 425 | "language_info": { 426 | "codemirror_mode": { 427 | "name": "ipython", 428 | "version": 3 429 | }, 430 | "file_extension": ".py", 431 | "mimetype": "text/x-python", 432 | "name": "python", 433 | "nbconvert_exporter": "python", 434 | "pygments_lexer": "ipython3", 435 | "version": "3.7.7" 436 | } 437 | }, 438 | "nbformat": 4, 439 | "nbformat_minor": 4 440 | } --------------------------------------------------------------------------------