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options_backtester/backtester/examples/main_example.ipynb
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Javier Rodríguez Chatruc 1bda04d30b Updated example notebooks
2020-03-25 10:54:25 -03:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"BACKTESTER_DIR = os.path.realpath(os.path.join(os.getcwd(), '..', '..'))\n",
"DATA_DIR = os.path.join(BACKTESTER_DIR, 'data')\n",
"OPTIONS_DATA = os.path.join(DATA_DIR, 'SPX_2017.csv')\n",
"STOCKS_DATA = os.path.join(DATA_DIR, 'portfolio_data_2017.csv')\n",
"sys.path.append(BACKTESTER_DIR) # Add backtester base dir to $PYTHONPATH"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jrchatruc/anaconda3/lib/python3.7/site-packages/pyfolio/pos.py:27: UserWarning: Module \"zipline.assets\" not found; mutltipliers will not be applied to position notionals.\n",
" 'Module \"zipline.assets\" not found; mutltipliers will not be applied' +\n"
]
}
],
"source": [
"import pyfolio as pf\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from backtester import Backtest\n",
"from backtester.strategy import Strategy, StrategyLeg\n",
"from backtester.enums import Type, Direction, Stock\n",
"from backtester.datahandler import HistoricalOptionsData, TiingoData, Schema\n",
"from backtester.statistics import monthly_returns_heatmap, returns_histogram, returns_chart"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use(\"seaborn\")\n",
"plt.rcParams[\"figure.figsize\"] = (14, 8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As an example, we run a 2017 backtest of a portfolio consisting of a 97% allocation in stocks and 3% in options. The backtest will run for the time period spanned by the data, performing periodic rebalances with a user given frequency. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Stock data is taken from [Tiingo](https://api.tiingo.com)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%env TIINGO_API_KEY=your_tiingo_api_key"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"api_key = os.environ[\"TIINGO_API_KEY\"]\n",
"\n",
"start = datetime.datetime(2017, 1, 1)\n",
"end = datetime.datetime(2017, 12, 31)\n",
"tickers = [\"VOO\", \"TUR\", \"RSX\", \"EWY\", \"EWS\", \"VTIP\", \"TLT\", \"BWX\", \"PDBC\", \"IAU\", \"VNQI\"]\n",
"\n",
"symbols = pdr.get_data_tiingo(tickers, api_key=api_key, start=start, end=end)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"save_path = os.path.join(DATA_DIR, 'portfolio_data_2017.csv')\n",
"symbols.to_csv(save_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use *TiingoData* to load your stocks csv. Data must include `date`, `adjClose` and `symbol` columns to work."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"stock_data = TiingoData(STOCKS_DATA)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>symbol</th>\n",
" <th>date</th>\n",
" <th>close</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>open</th>\n",
" <th>volume</th>\n",
" <th>adjClose</th>\n",
" <th>adjHigh</th>\n",
" <th>adjLow</th>\n",
" <th>adjOpen</th>\n",
" <th>adjVolume</th>\n",
" <th>divCash</th>\n",
" <th>splitFactor</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>VOO</td>\n",
" <td>2017-01-03</td>\n",
" <td>206.74</td>\n",
" <td>207.33</td>\n",
" <td>205.560</td>\n",
" <td>206.68</td>\n",
" <td>4750181</td>\n",
" <td>194.997818</td>\n",
" <td>195.554308</td>\n",
" <td>193.884838</td>\n",
" <td>194.941226</td>\n",
" <td>4750181</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>VOO</td>\n",
" <td>2017-01-04</td>\n",
" <td>207.96</td>\n",
" <td>208.18</td>\n",
" <td>207.120</td>\n",
" <td>207.20</td>\n",
" <td>4622614</td>\n",
" <td>196.148526</td>\n",
" <td>196.356030</td>\n",
" <td>195.356235</td>\n",
" <td>195.431691</td>\n",
" <td>4622614</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>VOO</td>\n",
" <td>2017-01-05</td>\n",
" <td>207.80</td>\n",
" <td>208.04</td>\n",
" <td>207.013</td>\n",
" <td>207.75</td>\n",
" <td>2772065</td>\n",
" <td>195.997613</td>\n",
" <td>196.223982</td>\n",
" <td>195.255312</td>\n",
" <td>195.950453</td>\n",
" <td>2772065</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>VOO</td>\n",
" <td>2017-01-06</td>\n",
" <td>208.61</td>\n",
" <td>209.09</td>\n",
" <td>207.400</td>\n",
" <td>207.99</td>\n",
" <td>2194576</td>\n",
" <td>196.761608</td>\n",
" <td>197.214345</td>\n",
" <td>195.620332</td>\n",
" <td>196.176822</td>\n",
" <td>2194576</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>VOO</td>\n",
" <td>2017-01-09</td>\n",
" <td>207.95</td>\n",
" <td>208.48</td>\n",
" <td>207.885</td>\n",
" <td>208.34</td>\n",
" <td>1705181</td>\n",
" <td>196.139094</td>\n",
" <td>196.638991</td>\n",
" <td>196.077785</td>\n",
" <td>196.506943</td>\n",
" <td>1705181</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" symbol date close high low open volume adjClose \\\n",
"0 VOO 2017-01-03 206.74 207.33 205.560 206.68 4750181 194.997818 \n",
"1 VOO 2017-01-04 207.96 208.18 207.120 207.20 4622614 196.148526 \n",
"2 VOO 2017-01-05 207.80 208.04 207.013 207.75 2772065 195.997613 \n",
"3 VOO 2017-01-06 208.61 209.09 207.400 207.99 2194576 196.761608 \n",
"4 VOO 2017-01-09 207.95 208.48 207.885 208.34 1705181 196.139094 \n",
"\n",
" adjHigh adjLow adjOpen adjVolume divCash splitFactor \n",
"0 195.554308 193.884838 194.941226 4750181 0.0 1.0 \n",
"1 196.356030 195.356235 195.431691 4622614 0.0 1.0 \n",
"2 196.223982 195.255312 195.950453 2772065 0.0 1.0 \n",
"3 197.214345 195.620332 196.176822 2194576 0.0 1.0 \n",
"4 196.638991 196.077785 196.506943 1705181 0.0 1.0 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stock_data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To create a stock portfolio, use `Stock` as Stock(*name*, *percentage*), where *name* should match the name given in the `symbol` column and *percentage* is the percentage (from 0 to 1) allocated to that specific asset. Afterwards, store them in a list."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"VOO = Stock('VOO', 0.1)\n",
"TUR = Stock('TUR', 0.05)\n",
"RSX = Stock('RSX', 0.05)\n",
"EWY = Stock('EWY', 0.05)\n",
"EWS = Stock('EWS', 0.05)\n",
"VTIP = Stock('VTIP', 0.10)\n",
"TLT = Stock('TLT', 0.20)\n",
"BWX = Stock('BWX', 0.10)\n",
"PDBC = Stock('PDBC', 0.05)\n",
"IAU = Stock('IAU', 0.15)\n",
"VNQI = Stock('VNQI', 0.10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make sure the sum of the percentages is 1."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.0000000000000002"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"0.10 + 0.05 + 0.05 + 0.05 + 0.05 + 0.10 + 0.20 + 0.10 + 0.05 + 0.15 + 0.10"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"stocks = [\n",
" VOO,\n",
" TUR,\n",
" RSX,\n",
" EWY,\n",
" EWS,\n",
" VTIP,\n",
" TLT,\n",
" BWX,\n",
" PDBC,\n",
" IAU,\n",
" VNQI\n",
"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To load your options data, use `HistoricalOptionsData`. Both this and `Stock` make use of an underlying `schema` to map the expected column names to the ones in your data. *Schema.stocks()* and *Schema.options()* will return the default mappings (i.e, the ones that don't change anything). If you need to change some values in them use *update* like so:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Schema([Field(name='underlying', mapping='underlying'), Field(name='underlying_last', mapping='underlying_last'), Field(name='date', mapping='quotedate'), Field(name='contract', mapping='optionroot'), Field(name='type', mapping='type'), Field(name='expiration', mapping='expiration'), Field(name='strike', mapping='strike'), Field(name='bid', mapping='bid'), Field(name='ask', mapping='ask'), Field(name='volume', mapping='volume'), Field(name='open_interest', mapping='open_interest')])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"options_schema = Schema.options()\n",
"options_schema.update({\n",
" 'contract': 'optionroot',\n",
" 'date': 'quotedate'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the last cell we updated the schema so that the *contract* and *date* columns are mapped to *optionroot* and *quotedate*, as they are in our data. This isn't needed in our case, since the default schema used by the backtester already uses this mapping; in general though, to use a custom schema pass it to `Stock` or `HistoricalOptionsData` when loading the csv (*schema=None* uses the default schema)."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"options_data = HistoricalOptionsData(OPTIONS_DATA, schema=None)\n",
"schema = options_data.schema"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" vertical-align: top;\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>underlying</th>\n",
" <th>underlying_last</th>\n",
" <th>exchange</th>\n",
" <th>optionroot</th>\n",
" <th>optionext</th>\n",
" <th>type</th>\n",
" <th>expiration</th>\n",
" <th>quotedate</th>\n",
" <th>strike</th>\n",
" <th>last</th>\n",
" <th>...</th>\n",
" <th>ask</th>\n",
" <th>volume</th>\n",
" <th>openinterest</th>\n",
" <th>impliedvol</th>\n",
" <th>delta</th>\n",
" <th>gamma</th>\n",
" <th>theta</th>\n",
" <th>vega</th>\n",
" <th>optionalias</th>\n",
" <th>dte</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>SPX</td>\n",
" <td>2257.83</td>\n",
" <td>*</td>\n",
" <td>SPX170120C00100000</td>\n",
" <td>NaN</td>\n",
" <td>call</td>\n",
" <td>2017-01-20</td>\n",
" <td>2017-01-03</td>\n",
" <td>100</td>\n",
" <td>2161.50</td>\n",
" <td>...</td>\n",
" <td>2158.7</td>\n",
" <td>0</td>\n",
" <td>5615</td>\n",
" <td>0.1214</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>-1.0239</td>\n",
" <td>0.0</td>\n",
" <td>SPX170120C00100000</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>SPX</td>\n",
" <td>2257.83</td>\n",
" <td>*</td>\n",
" <td>SPX170120C00200000</td>\n",
" <td>NaN</td>\n",
" <td>call</td>\n",
" <td>2017-01-20</td>\n",
" <td>2017-01-03</td>\n",
" <td>200</td>\n",
" <td>2060.95</td>\n",
" <td>...</td>\n",
" <td>2058.8</td>\n",
" <td>0</td>\n",
" <td>6355</td>\n",
" <td>0.1214</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>-2.0479</td>\n",
" <td>0.0</td>\n",
" <td>SPX170120C00200000</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>SPX</td>\n",
" <td>2257.83</td>\n",
" <td>*</td>\n",
" <td>SPX170120C00300000</td>\n",
" <td>NaN</td>\n",
" <td>call</td>\n",
" <td>2017-01-20</td>\n",
" <td>2017-01-03</td>\n",
" <td>300</td>\n",
" <td>1960.45</td>\n",
" <td>...</td>\n",
" <td>1958.8</td>\n",
" <td>0</td>\n",
" <td>2000</td>\n",
" <td>0.1214</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>-3.0718</td>\n",
" <td>0.0</td>\n",
" <td>SPX170120C00300000</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>SPX</td>\n",
" <td>2257.83</td>\n",
" <td>*</td>\n",
" <td>SPX170120C00400000</td>\n",
" <td>NaN</td>\n",
" <td>call</td>\n",
" <td>2017-01-20</td>\n",
" <td>2017-01-03</td>\n",
" <td>400</td>\n",
" <td>1760.55</td>\n",
" <td>...</td>\n",
" <td>1858.9</td>\n",
" <td>0</td>\n",
" <td>25</td>\n",
" <td>0.1214</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>-4.0957</td>\n",
" <td>0.0</td>\n",
" <td>SPX170120C00400000</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>SPX</td>\n",
" <td>2257.83</td>\n",
" <td>*</td>\n",
" <td>SPX170120C00500000</td>\n",
" <td>NaN</td>\n",
" <td>call</td>\n",
" <td>2017-01-20</td>\n",
" <td>2017-01-03</td>\n",
" <td>500</td>\n",
" <td>1749.33</td>\n",
" <td>...</td>\n",
" <td>1758.9</td>\n",
" <td>0</td>\n",
" <td>3813</td>\n",
" <td>0.1214</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>-5.1197</td>\n",
" <td>0.0</td>\n",
" <td>SPX170120C00500000</td>\n",
" <td>17</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" underlying underlying_last exchange optionroot optionext type \\\n",
"0 SPX 2257.83 * SPX170120C00100000 NaN call \n",
"1 SPX 2257.83 * SPX170120C00200000 NaN call \n",
"2 SPX 2257.83 * SPX170120C00300000 NaN call \n",
"3 SPX 2257.83 * SPX170120C00400000 NaN call \n",
"4 SPX 2257.83 * SPX170120C00500000 NaN call \n",
"\n",
" expiration quotedate strike last ... ask volume openinterest \\\n",
"0 2017-01-20 2017-01-03 100 2161.50 ... 2158.7 0 5615 \n",
"1 2017-01-20 2017-01-03 200 2060.95 ... 2058.8 0 6355 \n",
"2 2017-01-20 2017-01-03 300 1960.45 ... 1958.8 0 2000 \n",
"3 2017-01-20 2017-01-03 400 1760.55 ... 1858.9 0 25 \n",
"4 2017-01-20 2017-01-03 500 1749.33 ... 1758.9 0 3813 \n",
"\n",
" impliedvol delta gamma theta vega optionalias dte \n",
"0 0.1214 1.0 0.0 -1.0239 0.0 SPX170120C00100000 17 \n",
"1 0.1214 1.0 0.0 -2.0479 0.0 SPX170120C00200000 17 \n",
"2 0.1214 1.0 0.0 -3.0718 0.0 SPX170120C00300000 17 \n",
"3 0.1214 1.0 0.0 -4.0957 0.0 SPX170120C00400000 17 \n",
"4 0.1214 1.0 0.0 -5.1197 0.0 SPX170120C00500000 17 \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"options_data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the options part of the backtest, we create a `Strategy` to determine when to enter on certain contracts. Remember to pass the options schema when creating it."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"long_straddle = Strategy(schema)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Each strategy consists of one or more legs created with `StrategyLeg`. A leg consists of a type of contract (*put* or *call*) and a direction to enter (*buy* or *sell*). Our long straddle will have two legs, which will buy a call and a put respectively."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"leg1 = StrategyLeg(\"leg_1\", schema, option_type=Type.CALL, direction=Direction.BUY)\n",
"\n",
"leg2 = StrategyLeg(\"leg_2\", schema, option_type=Type.PUT, direction=Direction.BUY)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Legs have entry and exit filters, to determine the conditions a contract from that leg has to satisfy to select it for entry/exit. Filters are created with the following syntax, using the options schema to refer to column names (such as `underlying`, `dte` or `strike`)."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"leg1.entry_filter = (schema.underlying == \"SPX\") & (schema.dte >= 31) & (schema.dte <= 60) & (schema.strike >= schema.underlying_last * 0.95) & (schema.strike <= schema.underlying_last * 1.05)\n",
"leg2.entry_filter = (schema.underlying == \"SPX\") & (schema.dte >= 31) & (schema.dte <= 60) & (schema.strike >= schema.underlying_last * 0.95) & (schema.strike <= schema.underlying_last * 1.05)\n",
"\n",
"leg1.exit_filter = (schema.dte <= 60)\n",
"leg2.exit_filter = (schema.dte <= 60)\n",
"\n",
"long_straddle.add_legs([leg1, leg2]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this case, the first leg will look for contracts with *SPX* as the underlying which have between 31 and 60 days to expiration (*dte*) and are at the money (*ATM*), i.e, their strike price is close to their spot. After entering, the exit filter will exit contracts having 60 or less *dte*, which for this given strategy means we will always exit contracts. This effectively means we are buying ATM put and call contracts, keeping them for a month and then selling them."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To put it all together, create a `Backtest` object and pass it a map specifying the percentage allocated to stocks, options and cash. Then set the stock portfolio, the options strategy and the data and run it."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"bt = Backtest({'stocks': 0.97, 'options': 0.03, 'cash': 0})\n",
"bt.stocks = stocks\n",
"bt.options_strategy = long_straddle\n",
"bt.options_data = options_data\n",
"bt.stocks_data = stock_data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The *run* method takes the initial capital (default value *1.000.000*) and `rebalance_freq` as arguments. This last one defines how often, in months, a rebalancing of the portfolio is made, so that a value of 1 means a monthly rebalancing and 6 a bi-annual one. Its value defaults to 0, meaning no rebalancing done."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"0% [██████████████████████████████] 100% | ETA: 00:00:00\n",
"Total time elapsed: 00:00:04\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th colspan=\"7\" halign=\"left\">leg_1</th>\n",
" <th colspan=\"7\" halign=\"left\">leg_2</th>\n",
" <th colspan=\"3\" halign=\"left\">totals</th>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <th>contract</th>\n",
" <th>underlying</th>\n",
" <th>expiration</th>\n",
" <th>type</th>\n",
" <th>strike</th>\n",
" <th>cost</th>\n",
" <th>order</th>\n",
" <th>contract</th>\n",
" <th>underlying</th>\n",
" <th>expiration</th>\n",
" <th>type</th>\n",
" <th>strike</th>\n",
" <th>cost</th>\n",
" <th>order</th>\n",
" <th>cost</th>\n",
" <th>qty</th>\n",
" <th>date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>SPX170217C02150000</td>\n",
" <td>SPX</td>\n",
" <td>2017-02-17</td>\n",
" <td>call</td>\n",
" <td>2150</td>\n",
" <td>11800.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX170217P02150000</td>\n",
" <td>SPX</td>\n",
" <td>2017-02-17</td>\n",
" <td>put</td>\n",
" <td>2150</td>\n",
" <td>1220.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>13020.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-01-03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>SPX170217C02150000</td>\n",
" <td>SPX</td>\n",
" <td>2017-02-17</td>\n",
" <td>call</td>\n",
" <td>2150</td>\n",
" <td>-12740.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX170217P02150000</td>\n",
" <td>SPX</td>\n",
" <td>2017-02-17</td>\n",
" <td>put</td>\n",
" <td>2150</td>\n",
" <td>-160.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-12900.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-02-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>SPX170317C02170000</td>\n",
" <td>SPX</td>\n",
" <td>2017-03-17</td>\n",
" <td>call</td>\n",
" <td>2170</td>\n",
" <td>11660.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX170317P02170000</td>\n",
" <td>SPX</td>\n",
" <td>2017-03-17</td>\n",
" <td>put</td>\n",
" <td>2170</td>\n",
" <td>1010.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>12670.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-02-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>SPX170317C02170000</td>\n",
" <td>SPX</td>\n",
" <td>2017-03-17</td>\n",
" <td>call</td>\n",
" <td>2170</td>\n",
" <td>-22360.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX170317P02170000</td>\n",
" <td>SPX</td>\n",
" <td>2017-03-17</td>\n",
" <td>put</td>\n",
" <td>2170</td>\n",
" <td>-55.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-22415.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-03-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>SPX170421C02280000</td>\n",
" <td>SPX</td>\n",
" <td>2017-04-21</td>\n",
" <td>call</td>\n",
" <td>2280</td>\n",
" <td>12610.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX170421P02280000</td>\n",
" <td>SPX</td>\n",
" <td>2017-04-21</td>\n",
" <td>put</td>\n",
" <td>2280</td>\n",
" <td>1110.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>13720.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-03-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>SPX170421C02280000</td>\n",
" <td>SPX</td>\n",
" <td>2017-04-21</td>\n",
" <td>call</td>\n",
" <td>2280</td>\n",
" <td>-8120.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX170421P02280000</td>\n",
" <td>SPX</td>\n",
" <td>2017-04-21</td>\n",
" <td>put</td>\n",
" <td>2280</td>\n",
" <td>-285.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-8405.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-04-03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>SPX170519C02245000</td>\n",
" <td>SPX</td>\n",
" <td>2017-05-19</td>\n",
" <td>call</td>\n",
" <td>2245</td>\n",
" <td>12420.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX170519P02245000</td>\n",
" <td>SPX</td>\n",
" <td>2017-05-19</td>\n",
" <td>put</td>\n",
" <td>2245</td>\n",
" <td>1040.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>13460.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-04-03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>SPX170519C02245000</td>\n",
" <td>SPX</td>\n",
" <td>2017-05-19</td>\n",
" <td>call</td>\n",
" <td>2245</td>\n",
" <td>-14080.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX170519P02245000</td>\n",
" <td>SPX</td>\n",
" <td>2017-05-19</td>\n",
" <td>put</td>\n",
" <td>2245</td>\n",
" <td>-120.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-14200.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-05-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>SPX170616C02270000</td>\n",
" <td>SPX</td>\n",
" <td>2017-06-16</td>\n",
" <td>call</td>\n",
" <td>2270</td>\n",
" <td>12470.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX170616P02270000</td>\n",
" <td>SPX</td>\n",
" <td>2017-06-16</td>\n",
" <td>put</td>\n",
" <td>2270</td>\n",
" <td>820.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>13290.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-05-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>SPX170616C02270000</td>\n",
" <td>SPX</td>\n",
" <td>2017-06-16</td>\n",
" <td>call</td>\n",
" <td>2270</td>\n",
" <td>-15690.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX170616P02270000</td>\n",
" <td>SPX</td>\n",
" <td>2017-06-16</td>\n",
" <td>put</td>\n",
" <td>2270</td>\n",
" <td>-65.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-15755.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-06-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>SPX170721C02310000</td>\n",
" <td>SPX</td>\n",
" <td>2017-07-21</td>\n",
" <td>call</td>\n",
" <td>2310</td>\n",
" <td>12970.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX170721P02310000</td>\n",
" <td>SPX</td>\n",
" <td>2017-07-21</td>\n",
" <td>put</td>\n",
" <td>2310</td>\n",
" <td>860.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>13830.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-06-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>SPX170721C02310000</td>\n",
" <td>SPX</td>\n",
" <td>2017-07-21</td>\n",
" <td>call</td>\n",
" <td>2310</td>\n",
" <td>-11650.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX170721P02310000</td>\n",
" <td>SPX</td>\n",
" <td>2017-07-21</td>\n",
" <td>put</td>\n",
" <td>2310</td>\n",
" <td>-220.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-11870.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-07-03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>SPX170818C02310000</td>\n",
" <td>SPX</td>\n",
" <td>2017-08-18</td>\n",
" <td>call</td>\n",
" <td>2310</td>\n",
" <td>12590.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX170818P02310000</td>\n",
" <td>SPX</td>\n",
" <td>2017-08-18</td>\n",
" <td>put</td>\n",
" <td>2310</td>\n",
" <td>1060.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>13650.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-07-03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>SPX170818C02310000</td>\n",
" <td>SPX</td>\n",
" <td>2017-08-18</td>\n",
" <td>call</td>\n",
" <td>2310</td>\n",
" <td>-16190.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX170818P02310000</td>\n",
" <td>SPX</td>\n",
" <td>2017-08-18</td>\n",
" <td>put</td>\n",
" <td>2310</td>\n",
" <td>-120.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-16310.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-08-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>SPX170915C02355000</td>\n",
" <td>SPX</td>\n",
" <td>2017-09-15</td>\n",
" <td>call</td>\n",
" <td>2355</td>\n",
" <td>12700.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX170915P02355000</td>\n",
" <td>SPX</td>\n",
" <td>2017-09-15</td>\n",
" <td>put</td>\n",
" <td>2355</td>\n",
" <td>790.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>13490.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-08-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>SPX170915C02355000</td>\n",
" <td>SPX</td>\n",
" <td>2017-09-15</td>\n",
" <td>call</td>\n",
" <td>2355</td>\n",
" <td>-11830.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX170915P02355000</td>\n",
" <td>SPX</td>\n",
" <td>2017-09-15</td>\n",
" <td>put</td>\n",
" <td>2355</td>\n",
" <td>-100.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-11930.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-09-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>SPX171020C02355000</td>\n",
" <td>SPX</td>\n",
" <td>2017-10-20</td>\n",
" <td>call</td>\n",
" <td>2355</td>\n",
" <td>13230.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX171020P02355000</td>\n",
" <td>SPX</td>\n",
" <td>2017-10-20</td>\n",
" <td>put</td>\n",
" <td>2355</td>\n",
" <td>1020.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>14250.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-09-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>SPX171020C02355000</td>\n",
" <td>SPX</td>\n",
" <td>2017-10-20</td>\n",
" <td>call</td>\n",
" <td>2355</td>\n",
" <td>-17230.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX171020P02355000</td>\n",
" <td>SPX</td>\n",
" <td>2017-10-20</td>\n",
" <td>put</td>\n",
" <td>2355</td>\n",
" <td>-95.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-17325.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-10-02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>SPX171117C02405000</td>\n",
" <td>SPX</td>\n",
" <td>2017-11-17</td>\n",
" <td>call</td>\n",
" <td>2405</td>\n",
" <td>13220.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX171117P02405000</td>\n",
" <td>SPX</td>\n",
" <td>2017-11-17</td>\n",
" <td>put</td>\n",
" <td>2405</td>\n",
" <td>780.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>14000.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-10-02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>SPX171117C02405000</td>\n",
" <td>SPX</td>\n",
" <td>2017-11-17</td>\n",
" <td>call</td>\n",
" <td>2405</td>\n",
" <td>-16950.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX171117P02405000</td>\n",
" <td>SPX</td>\n",
" <td>2017-11-17</td>\n",
" <td>put</td>\n",
" <td>2405</td>\n",
" <td>-110.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-17060.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-11-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>SPX171215C02455000</td>\n",
" <td>SPX</td>\n",
" <td>2017-12-15</td>\n",
" <td>call</td>\n",
" <td>2455</td>\n",
" <td>13090.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX171215P02455000</td>\n",
" <td>SPX</td>\n",
" <td>2017-12-15</td>\n",
" <td>put</td>\n",
" <td>2455</td>\n",
" <td>850.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>13940.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-11-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>SPX171215C02455000</td>\n",
" <td>SPX</td>\n",
" <td>2017-12-15</td>\n",
" <td>call</td>\n",
" <td>2455</td>\n",
" <td>-18550.0</td>\n",
" <td>Order.STC</td>\n",
" <td>SPX171215P02455000</td>\n",
" <td>SPX</td>\n",
" <td>2017-12-15</td>\n",
" <td>put</td>\n",
" <td>2455</td>\n",
" <td>-120.0</td>\n",
" <td>Order.STC</td>\n",
" <td>-18670.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-12-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>SPX180119C02515000</td>\n",
" <td>SPX</td>\n",
" <td>2018-01-19</td>\n",
" <td>call</td>\n",
" <td>2515</td>\n",
" <td>14480.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>SPX180119P02515000</td>\n",
" <td>SPX</td>\n",
" <td>2018-01-19</td>\n",
" <td>put</td>\n",
" <td>2515</td>\n",
" <td>1070.0</td>\n",
" <td>Order.BTO</td>\n",
" <td>15550.0</td>\n",
" <td>2.0</td>\n",
" <td>2017-12-01</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" leg_1 \\\n",
" contract underlying expiration type strike cost order \n",
"0 SPX170217C02150000 SPX 2017-02-17 call 2150 11800.0 Order.BTO \n",
"1 SPX170217C02150000 SPX 2017-02-17 call 2150 -12740.0 Order.STC \n",
"2 SPX170317C02170000 SPX 2017-03-17 call 2170 11660.0 Order.BTO \n",
"3 SPX170317C02170000 SPX 2017-03-17 call 2170 -22360.0 Order.STC \n",
"4 SPX170421C02280000 SPX 2017-04-21 call 2280 12610.0 Order.BTO \n",
"5 SPX170421C02280000 SPX 2017-04-21 call 2280 -8120.0 Order.STC \n",
"6 SPX170519C02245000 SPX 2017-05-19 call 2245 12420.0 Order.BTO \n",
"7 SPX170519C02245000 SPX 2017-05-19 call 2245 -14080.0 Order.STC \n",
"8 SPX170616C02270000 SPX 2017-06-16 call 2270 12470.0 Order.BTO \n",
"9 SPX170616C02270000 SPX 2017-06-16 call 2270 -15690.0 Order.STC \n",
"10 SPX170721C02310000 SPX 2017-07-21 call 2310 12970.0 Order.BTO \n",
"11 SPX170721C02310000 SPX 2017-07-21 call 2310 -11650.0 Order.STC \n",
"12 SPX170818C02310000 SPX 2017-08-18 call 2310 12590.0 Order.BTO \n",
"13 SPX170818C02310000 SPX 2017-08-18 call 2310 -16190.0 Order.STC \n",
"14 SPX170915C02355000 SPX 2017-09-15 call 2355 12700.0 Order.BTO \n",
"15 SPX170915C02355000 SPX 2017-09-15 call 2355 -11830.0 Order.STC \n",
"16 SPX171020C02355000 SPX 2017-10-20 call 2355 13230.0 Order.BTO \n",
"17 SPX171020C02355000 SPX 2017-10-20 call 2355 -17230.0 Order.STC \n",
"18 SPX171117C02405000 SPX 2017-11-17 call 2405 13220.0 Order.BTO \n",
"19 SPX171117C02405000 SPX 2017-11-17 call 2405 -16950.0 Order.STC \n",
"20 SPX171215C02455000 SPX 2017-12-15 call 2455 13090.0 Order.BTO \n",
"21 SPX171215C02455000 SPX 2017-12-15 call 2455 -18550.0 Order.STC \n",
"22 SPX180119C02515000 SPX 2018-01-19 call 2515 14480.0 Order.BTO \n",
"\n",
" leg_2 \\\n",
" contract underlying expiration type strike cost order \n",
"0 SPX170217P02150000 SPX 2017-02-17 put 2150 1220.0 Order.BTO \n",
"1 SPX170217P02150000 SPX 2017-02-17 put 2150 -160.0 Order.STC \n",
"2 SPX170317P02170000 SPX 2017-03-17 put 2170 1010.0 Order.BTO \n",
"3 SPX170317P02170000 SPX 2017-03-17 put 2170 -55.0 Order.STC \n",
"4 SPX170421P02280000 SPX 2017-04-21 put 2280 1110.0 Order.BTO \n",
"5 SPX170421P02280000 SPX 2017-04-21 put 2280 -285.0 Order.STC \n",
"6 SPX170519P02245000 SPX 2017-05-19 put 2245 1040.0 Order.BTO \n",
"7 SPX170519P02245000 SPX 2017-05-19 put 2245 -120.0 Order.STC \n",
"8 SPX170616P02270000 SPX 2017-06-16 put 2270 820.0 Order.BTO \n",
"9 SPX170616P02270000 SPX 2017-06-16 put 2270 -65.0 Order.STC \n",
"10 SPX170721P02310000 SPX 2017-07-21 put 2310 860.0 Order.BTO \n",
"11 SPX170721P02310000 SPX 2017-07-21 put 2310 -220.0 Order.STC \n",
"12 SPX170818P02310000 SPX 2017-08-18 put 2310 1060.0 Order.BTO \n",
"13 SPX170818P02310000 SPX 2017-08-18 put 2310 -120.0 Order.STC \n",
"14 SPX170915P02355000 SPX 2017-09-15 put 2355 790.0 Order.BTO \n",
"15 SPX170915P02355000 SPX 2017-09-15 put 2355 -100.0 Order.STC \n",
"16 SPX171020P02355000 SPX 2017-10-20 put 2355 1020.0 Order.BTO \n",
"17 SPX171020P02355000 SPX 2017-10-20 put 2355 -95.0 Order.STC \n",
"18 SPX171117P02405000 SPX 2017-11-17 put 2405 780.0 Order.BTO \n",
"19 SPX171117P02405000 SPX 2017-11-17 put 2405 -110.0 Order.STC \n",
"20 SPX171215P02455000 SPX 2017-12-15 put 2455 850.0 Order.BTO \n",
"21 SPX171215P02455000 SPX 2017-12-15 put 2455 -120.0 Order.STC \n",
"22 SPX180119P02515000 SPX 2018-01-19 put 2515 1070.0 Order.BTO \n",
"\n",
" totals \n",
" cost qty date \n",
"0 13020.0 2.0 2017-01-03 \n",
"1 -12900.0 2.0 2017-02-01 \n",
"2 12670.0 2.0 2017-02-01 \n",
"3 -22415.0 2.0 2017-03-01 \n",
"4 13720.0 2.0 2017-03-01 \n",
"5 -8405.0 2.0 2017-04-03 \n",
"6 13460.0 2.0 2017-04-03 \n",
"7 -14200.0 2.0 2017-05-01 \n",
"8 13290.0 2.0 2017-05-01 \n",
"9 -15755.0 2.0 2017-06-01 \n",
"10 13830.0 2.0 2017-06-01 \n",
"11 -11870.0 2.0 2017-07-03 \n",
"12 13650.0 2.0 2017-07-03 \n",
"13 -16310.0 2.0 2017-08-01 \n",
"14 13490.0 2.0 2017-08-01 \n",
"15 -11930.0 2.0 2017-09-01 \n",
"16 14250.0 2.0 2017-09-01 \n",
"17 -17325.0 2.0 2017-10-02 \n",
"18 14000.0 2.0 2017-10-02 \n",
"19 -17060.0 2.0 2017-11-01 \n",
"20 13940.0 2.0 2017-11-01 \n",
"21 -18670.0 2.0 2017-12-01 \n",
"22 15550.0 2.0 2017-12-01 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bt.run(rebalance_freq=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When done, the backtester returns a trade log with all the option trades. There is also a balance sheet with daily returns, capital and other information for each stock symbol and options."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" }\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>total capital</th>\n",
" <th>cash</th>\n",
" <th>VOO</th>\n",
" <th>TUR</th>\n",
" <th>RSX</th>\n",
" <th>EWY</th>\n",
" <th>EWS</th>\n",
" <th>VTIP</th>\n",
" <th>TLT</th>\n",
" <th>BWX</th>\n",
" <th>...</th>\n",
" <th>IAU</th>\n",
" <th>VNQI</th>\n",
" <th>options qty</th>\n",
" <th>calls capital</th>\n",
" <th>puts capital</th>\n",
" <th>stocks qty</th>\n",
" <th>options capital</th>\n",
" <th>stocks capital</th>\n",
" <th>% change</th>\n",
" <th>accumulated return</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2017-01-02</th>\n",
" <td>1.000000e+06</td>\n",
" <td>1000000.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.000000e+00</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-03</th>\n",
" <td>9.991600e+05</td>\n",
" <td>4252.203989</td>\n",
" <td>96913.915483</td>\n",
" <td>48486.088959</td>\n",
" <td>48493.996041</td>\n",
" <td>48485.711480</td>\n",
" <td>48496.962760</td>\n",
" <td>96970.393641</td>\n",
" <td>193897.445209</td>\n",
" <td>96996.896604</td>\n",
" <td>...</td>\n",
" <td>145492.92</td>\n",
" <td>96981.885738</td>\n",
" <td>2.0</td>\n",
" <td>22960.0</td>\n",
" <td>2240.0</td>\n",
" <td>34536.0</td>\n",
" <td>25200.0</td>\n",
" <td>9.697078e+05</td>\n",
" <td>-0.000840</td>\n",
" <td>0.999160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-04</th>\n",
" <td>1.005354e+06</td>\n",
" <td>4252.203989</td>\n",
" <td>97485.817277</td>\n",
" <td>48563.271527</td>\n",
" <td>48808.018217</td>\n",
" <td>48817.743929</td>\n",
" <td>49267.903052</td>\n",
" <td>97009.844574</td>\n",
" <td>194642.955279</td>\n",
" <td>97299.303141</td>\n",
" <td>...</td>\n",
" <td>146144.77</td>\n",
" <td>98265.641145</td>\n",
" <td>2.0</td>\n",
" <td>24600.0</td>\n",
" <td>1620.0</td>\n",
" <td>34536.0</td>\n",
" <td>26220.0</td>\n",
" <td>9.748815e+05</td>\n",
" <td>0.006199</td>\n",
" <td>1.005354</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-05</th>\n",
" <td>1.013846e+06</td>\n",
" <td>4252.203989</td>\n",
" <td>97410.813763</td>\n",
" <td>48362.596851</td>\n",
" <td>48606.146819</td>\n",
" <td>49302.331828</td>\n",
" <td>50207.486533</td>\n",
" <td>97128.197374</td>\n",
" <td>197689.822522</td>\n",
" <td>98395.526836</td>\n",
" <td>...</td>\n",
" <td>148361.06</td>\n",
" <td>99432.691515</td>\n",
" <td>2.0</td>\n",
" <td>24380.0</td>\n",
" <td>1600.0</td>\n",
" <td>34536.0</td>\n",
" <td>25980.0</td>\n",
" <td>9.836141e+05</td>\n",
" <td>0.008447</td>\n",
" <td>1.013846</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01-06</th>\n",
" <td>1.010046e+06</td>\n",
" <td>4252.203989</td>\n",
" <td>97790.519052</td>\n",
" <td>47884.064932</td>\n",
" <td>48269.694487</td>\n",
" <td>48763.900829</td>\n",
" <td>49894.292040</td>\n",
" <td>96970.393641</td>\n",
" <td>195874.667569</td>\n",
" <td>97715.112129</td>\n",
" <td>...</td>\n",
" <td>147318.10</td>\n",
" <td>99335.437317</td>\n",
" <td>2.0</td>\n",
" <td>26020.0</td>\n",
" <td>1240.0</td>\n",
" <td>34536.0</td>\n",
" <td>27260.0</td>\n",
" <td>9.785336e+05</td>\n",
" <td>-0.003749</td>\n",
" <td>1.010046</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-12-21</th>\n",
" <td>1.172150e+06</td>\n",
" <td>4311.464660</td>\n",
" <td>114876.694450</td>\n",
" <td>62052.589006</td>\n",
" <td>57247.456248</td>\n",
" <td>55795.201266</td>\n",
" <td>56439.121909</td>\n",
" <td>112930.078174</td>\n",
" <td>223250.588763</td>\n",
" <td>111696.704128</td>\n",
" <td>...</td>\n",
" <td>168071.82</td>\n",
" <td>114300.129718</td>\n",
" <td>2.0</td>\n",
" <td>34780.0</td>\n",
" <td>500.0</td>\n",
" <td>36059.0</td>\n",
" <td>35280.0</td>\n",
" <td>1.132559e+06</td>\n",
" <td>0.002874</td>\n",
" <td>1.172150</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-12-22</th>\n",
" <td>1.175638e+06</td>\n",
" <td>4311.464660</td>\n",
" <td>114853.445706</td>\n",
" <td>62409.383959</td>\n",
" <td>58044.851172</td>\n",
" <td>56275.993827</td>\n",
" <td>56351.551511</td>\n",
" <td>112884.385243</td>\n",
" <td>223555.184269</td>\n",
" <td>111934.694264</td>\n",
" <td>...</td>\n",
" <td>169037.75</td>\n",
" <td>115033.070138</td>\n",
" <td>2.0</td>\n",
" <td>34280.0</td>\n",
" <td>520.0</td>\n",
" <td>36059.0</td>\n",
" <td>34800.0</td>\n",
" <td>1.136527e+06</td>\n",
" <td>0.002976</td>\n",
" <td>1.175638</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-12-26</th>\n",
" <td>1.178685e+06</td>\n",
" <td>4311.464660</td>\n",
" <td>114720.416392</td>\n",
" <td>62721.579544</td>\n",
" <td>58594.778705</td>\n",
" <td>56066.616421</td>\n",
" <td>56285.873712</td>\n",
" <td>113002.044540</td>\n",
" <td>224218.127430</td>\n",
" <td>111934.694264</td>\n",
" <td>...</td>\n",
" <td>170003.68</td>\n",
" <td>115206.661291</td>\n",
" <td>2.0</td>\n",
" <td>34160.0</td>\n",
" <td>470.0</td>\n",
" <td>36059.0</td>\n",
" <td>34630.0</td>\n",
" <td>1.139744e+06</td>\n",
" <td>0.002592</td>\n",
" <td>1.178685</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-12-27</th>\n",
" <td>1.184637e+06</td>\n",
" <td>4311.464660</td>\n",
" <td>114785.826746</td>\n",
" <td>62587.781436</td>\n",
" <td>58292.318562</td>\n",
" <td>56904.126044</td>\n",
" <td>56504.799708</td>\n",
" <td>113048.432900</td>\n",
" <td>227138.660814</td>\n",
" <td>112410.674538</td>\n",
" <td>...</td>\n",
" <td>170831.62</td>\n",
" <td>116016.753334</td>\n",
" <td>2.0</td>\n",
" <td>34180.0</td>\n",
" <td>520.0</td>\n",
" <td>36059.0</td>\n",
" <td>34700.0</td>\n",
" <td>1.145626e+06</td>\n",
" <td>0.005050</td>\n",
" <td>1.184637</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-12-28</th>\n",
" <td>1.189650e+06</td>\n",
" <td>4311.464660</td>\n",
" <td>115000.746480</td>\n",
" <td>64460.954942</td>\n",
" <td>58264.822185</td>\n",
" <td>57997.541385</td>\n",
" <td>56723.725705</td>\n",
" <td>113071.627080</td>\n",
" <td>226941.569604</td>\n",
" <td>112371.009515</td>\n",
" <td>...</td>\n",
" <td>171659.56</td>\n",
" <td>116768.981660</td>\n",
" <td>2.0</td>\n",
" <td>34140.0</td>\n",
" <td>420.0</td>\n",
" <td>36059.0</td>\n",
" <td>34560.0</td>\n",
" <td>1.150779e+06</td>\n",
" <td>0.004231</td>\n",
" <td>1.189650</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>251 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" total capital cash VOO TUR \\\n",
"2017-01-02 1.000000e+06 1000000.000000 NaN NaN \n",
"2017-01-03 9.991600e+05 4252.203989 96913.915483 48486.088959 \n",
"2017-01-04 1.005354e+06 4252.203989 97485.817277 48563.271527 \n",
"2017-01-05 1.013846e+06 4252.203989 97410.813763 48362.596851 \n",
"2017-01-06 1.010046e+06 4252.203989 97790.519052 47884.064932 \n",
"... ... ... ... ... \n",
"2017-12-21 1.172150e+06 4311.464660 114876.694450 62052.589006 \n",
"2017-12-22 1.175638e+06 4311.464660 114853.445706 62409.383959 \n",
"2017-12-26 1.178685e+06 4311.464660 114720.416392 62721.579544 \n",
"2017-12-27 1.184637e+06 4311.464660 114785.826746 62587.781436 \n",
"2017-12-28 1.189650e+06 4311.464660 115000.746480 64460.954942 \n",
"\n",
" RSX EWY EWS VTIP \\\n",
"2017-01-02 NaN NaN NaN NaN \n",
"2017-01-03 48493.996041 48485.711480 48496.962760 96970.393641 \n",
"2017-01-04 48808.018217 48817.743929 49267.903052 97009.844574 \n",
"2017-01-05 48606.146819 49302.331828 50207.486533 97128.197374 \n",
"2017-01-06 48269.694487 48763.900829 49894.292040 96970.393641 \n",
"... ... ... ... ... \n",
"2017-12-21 57247.456248 55795.201266 56439.121909 112930.078174 \n",
"2017-12-22 58044.851172 56275.993827 56351.551511 112884.385243 \n",
"2017-12-26 58594.778705 56066.616421 56285.873712 113002.044540 \n",
"2017-12-27 58292.318562 56904.126044 56504.799708 113048.432900 \n",
"2017-12-28 58264.822185 57997.541385 56723.725705 113071.627080 \n",
"\n",
" TLT BWX ... IAU VNQI \\\n",
"2017-01-02 NaN NaN ... NaN NaN \n",
"2017-01-03 193897.445209 96996.896604 ... 145492.92 96981.885738 \n",
"2017-01-04 194642.955279 97299.303141 ... 146144.77 98265.641145 \n",
"2017-01-05 197689.822522 98395.526836 ... 148361.06 99432.691515 \n",
"2017-01-06 195874.667569 97715.112129 ... 147318.10 99335.437317 \n",
"... ... ... ... ... ... \n",
"2017-12-21 223250.588763 111696.704128 ... 168071.82 114300.129718 \n",
"2017-12-22 223555.184269 111934.694264 ... 169037.75 115033.070138 \n",
"2017-12-26 224218.127430 111934.694264 ... 170003.68 115206.661291 \n",
"2017-12-27 227138.660814 112410.674538 ... 170831.62 116016.753334 \n",
"2017-12-28 226941.569604 112371.009515 ... 171659.56 116768.981660 \n",
"\n",
" options qty calls capital puts capital stocks qty \\\n",
"2017-01-02 NaN NaN NaN NaN \n",
"2017-01-03 2.0 22960.0 2240.0 34536.0 \n",
"2017-01-04 2.0 24600.0 1620.0 34536.0 \n",
"2017-01-05 2.0 24380.0 1600.0 34536.0 \n",
"2017-01-06 2.0 26020.0 1240.0 34536.0 \n",
"... ... ... ... ... \n",
"2017-12-21 2.0 34780.0 500.0 36059.0 \n",
"2017-12-22 2.0 34280.0 520.0 36059.0 \n",
"2017-12-26 2.0 34160.0 470.0 36059.0 \n",
"2017-12-27 2.0 34180.0 520.0 36059.0 \n",
"2017-12-28 2.0 34140.0 420.0 36059.0 \n",
"\n",
" options capital stocks capital % change accumulated return \n",
"2017-01-02 0.0 0.000000e+00 NaN NaN \n",
"2017-01-03 25200.0 9.697078e+05 -0.000840 0.999160 \n",
"2017-01-04 26220.0 9.748815e+05 0.006199 1.005354 \n",
"2017-01-05 25980.0 9.836141e+05 0.008447 1.013846 \n",
"2017-01-06 27260.0 9.785336e+05 -0.003749 1.010046 \n",
"... ... ... ... ... \n",
"2017-12-21 35280.0 1.132559e+06 0.002874 1.172150 \n",
"2017-12-22 34800.0 1.136527e+06 0.002976 1.175638 \n",
"2017-12-26 34630.0 1.139744e+06 0.002592 1.178685 \n",
"2017-12-27 34700.0 1.145626e+06 0.005050 1.184637 \n",
"2017-12-28 34560.0 1.150779e+06 0.004231 1.189650 \n",
"\n",
"[251 rows x 21 columns]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bt.balance"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bt.balance['total capital'].plot();"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bt.balance[[stock.symbol for stock in stocks]].plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pass the balance dataframe to \n",
"the functions `returns_chart`, `returns_histogram` and `monthly_returns_heatmap` for better visualization. "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.vegalite.v3+json": {
"$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
"config": {
"mark": {
"tooltip": null
},
"view": {
"height": 300,
"width": 400
}
},
"data": {
"name": "data-effbc6b40464ea5ee63eff1279e81e2e"
},
"datasets": {
"data-effbc6b40464ea5ee63eff1279e81e2e": [
{
"% change": null,
"BWX": null,
"EWS": null,
"EWY": null,
"IAU": null,
"PDBC": null,
"RSX": null,
"TLT": null,
"TUR": null,
"VNQI": null,
"VOO": null,
"VTIP": null,
"accumulated return": null,
"calls capital": null,
"cash": 1000000,
"index": "2017-01-02T00:00:00",
"options capital": 0,
"options qty": null,
"puts capital": null,
"stocks capital": 0,
"stocks qty": null,
"total capital": 1000000
},
{
"% change": -0.0008399999999999519,
"BWX": 96996.8966042908,
"EWS": 48496.962759858194,
"EWY": 48485.7114796131,
"IAU": 145492.92,
"PDBC": 48491.580096099,
"RSX": 48493.9960414,
"TLT": 193897.445208775,
"TUR": 48486.088958901,
"VNQI": 96981.8857382254,
"VOO": 96913.915482881,
"VTIP": 96970.393641098,
"accumulated return": 0.99916,
"calls capital": 22960,
"cash": 4252.203988858382,
"index": "2017-01-03T00:00:00",
"options capital": 25200,
"options qty": 2,
"puts capital": 2240,
"stocks capital": 969707.7960111416,
"stocks qty": 34536,
"total capital": 999160
},
{
"% change": 0.006198936131428745,
"BWX": 97299.30314107121,
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"EWY": 48817.7439291234,
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"TLT": 194642.95527897502,
"TUR": 48563.271526511504,
"VNQI": 98265.6411451227,
"VOO": 97485.817276876,
"VTIP": 97009.8445741692,
"accumulated return": 1.0053537290250785,
"calls capital": 24600,
"cash": 4252.203988858382,
"index": "2017-01-04T00:00:00",
"options capital": 26220,
"options qty": 2,
"puts capital": 1620,
"stocks capital": 974881.52503622,
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"total capital": 1005353.7290250784
},
{
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"accumulated return": 1.0138462629219978,
"calls capital": 24380,
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"total capital": 1013846.2629219976
},
{
"% change": -0.0037485881077208294,
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},
{
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"TUR": 47266.604390962,
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"accumulated return": 1.0096722307716959,
"calls capital": 24540,
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"index": "2017-01-09T00:00:00",
"options capital": 25800,
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"stocks capital": 979620.0267828375,
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"total capital": 1009672.2307716958
},
{
"% change": 5.521594314217282e-05,
"BWX": 97941.9170311465,
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"accumulated return": 1.0097279807761823,
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"index": "2017-01-10T00:00:00",
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},
{
"% change": 0.005328316867217353,
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"accumulated return": 1.0151081314074533,
"calls capital": 25440,
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"index": "2017-01-11T00:00:00",
"options capital": 26460,
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",
"text/plain": [
"<VegaLite 3 object>\n",
"\n",
"If you see this message, it means the renderer has not been properly enabled\n",
"for the frontend that you are using. For more information, see\n",
"https://altair-viz.github.io/user_guide/troubleshooting.html\n"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"returns_chart(bt.balance)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.vegalite.v3+json": {
"$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
"config": {
"mark": {
"tooltip": null
},
"view": {
"height": 300,
"width": 400
}
},
"data": {
"name": "data-fbdac92c0d56f17213cf2a677758c540"
},
"datasets": {
"data-fbdac92c0d56f17213cf2a677758c540": [
{
"date": "2017-01-31T00:00:00",
"total capital": 0.02443441116889211
},
{
"date": "2017-02-28T00:00:00",
"total capital": 0.028342781091621916
},
{
"date": "2017-03-31T00:00:00",
"total capital": 0.0017336535293819288
},
{
"date": "2017-04-30T00:00:00",
"total capital": 0.015429568943237326
},
{
"date": "2017-05-31T00:00:00",
"total capital": 0.01663040252230341
},
{
"date": "2017-06-30T00:00:00",
"total capital": -0.0017981569348499704
},
{
"date": "2017-07-31T00:00:00",
"total capital": 0.027083489311590325
},
{
"date": "2017-08-31T00:00:00",
"total capital": 0.016474299175875284
},
{
"date": "2017-09-30T00:00:00",
"total capital": -0.005586770496594062
},
{
"date": "2017-10-31T00:00:00",
"total capital": 0.01440651009124494
},
{
"date": "2017-11-30T00:00:00",
"total capital": 0.014335642748257937
},
{
"date": "2017-12-31T00:00:00",
"total capital": 0.024120088153117614
}
]
},
"encoding": {
"color": {
"aggregate": "mean",
"field": "total capital",
"scale": {
"scheme": "redyellowgreen"
},
"title": "Return",
"type": "quantitative"
},
"tooltip": {
"aggregate": "mean",
"field": "total capital",
"format": ".2f",
"type": "quantitative"
},
"x": {
"field": "date",
"timeUnit": "year",
"title": "Year",
"type": "ordinal"
},
"y": {
"field": "date",
"timeUnit": "month",
"title": "Month",
"type": "ordinal"
}
},
"mark": "rect",
"title": "Monthly Returns"
},
"image/png": 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",
"text/plain": [
"<VegaLite 3 object>\n",
"\n",
"If you see this message, it means the renderer has not been properly enabled\n",
"for the frontend that you are using. For more information, see\n",
"https://altair-viz.github.io/user_guide/troubleshooting.html\n"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"monthly_returns_heatmap(bt.balance)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.vegalite.v3+json": {
"$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
"config": {
"mark": {
"tooltip": null
},
"view": {
"height": 300,
"width": 400
}
},
"data": {
"name": "data-795a1af3f308ba34a091ecf2471ea0a7"
},
"datasets": {
"data-795a1af3f308ba34a091ecf2471ea0a7": [
{
"% change": null,
"BWX": null,
"EWS": null,
"EWY": null,
"IAU": null,
"PDBC": null,
"RSX": null,
"TLT": null,
"TUR": null,
"VNQI": null,
"VOO": null,
"VTIP": null,
"accumulated return": null,
"calls capital": null,
"cash": 1000000,
"options capital": 0,
"options qty": null,
"puts capital": null,
"stocks capital": 0,
"stocks qty": null,
"total capital": 1000000
},
{
"% change": -0.0008399999999999519,
"BWX": 96996.8966042908,
"EWS": 48496.962759858194,
"EWY": 48485.7114796131,
"IAU": 145492.92,
"PDBC": 48491.580096099,
"RSX": 48493.9960414,
"TLT": 193897.445208775,
"TUR": 48486.088958901,
"VNQI": 96981.8857382254,
"VOO": 96913.915482881,
"VTIP": 96970.393641098,
"accumulated return": 0.99916,
"calls capital": 22960,
"cash": 4252.203988858382,
"options capital": 25200,
"options qty": 2,
"puts capital": 2240,
"stocks capital": 969707.7960111416,
"stocks qty": 34536,
"total capital": 999160
},
{
"% change": 0.006198936131428745,
"BWX": 97299.30314107121,
"EWS": 49267.90305201939,
"EWY": 48817.7439291234,
"IAU": 146144.77000000002,
"PDBC": 48576.256894951395,
"RSX": 48808.01821740001,
"TLT": 194642.95527897502,
"TUR": 48563.271526511504,
"VNQI": 98265.6411451227,
"VOO": 97485.817276876,
"VTIP": 97009.8445741692,
"accumulated return": 1.0053537290250785,
"calls capital": 24600,
"cash": 4252.203988858382,
"options capital": 26220,
"options qty": 2,
"puts capital": 1620,
"stocks capital": 974881.52503622,
"stocks qty": 34536,
"total capital": 1005353.7290250784
},
{
"% change": 0.00844730929197901,
"BWX": 98395.52683592841,
"EWS": 50207.48653312491,
"EWY": 49302.331828351795,
"IAU": 148361.06,
"PDBC": 48717.3848926378,
"RSX": 48606.146818580004,
"TLT": 197689.822522325,
"TUR": 48362.596850656,
"VNQI": 99432.69151500861,
"VOO": 97410.81376293469,
"VTIP": 97128.197373592,
"accumulated return": 1.0138462629219978,
"calls capital": 24380,
"cash": 4252.203988858382,
"options capital": 25980,
"options qty": 2,
"puts capital": 1600,
"stocks capital": 983614.0589331392,
"stocks qty": 34536,
"total capital": 1013846.2629219976
},
{
"% change": -0.0037485881077208294,
"BWX": 97715.1121289499,
"EWS": 49894.2920396046,
"EWY": 48763.9008291666,
"IAU": 147318.1,
"PDBC": 48717.3848926378,
"RSX": 48269.694487040004,
"TLT": 195874.667568825,
"TUR": 47884.0649316755,
"VNQI": 99335.4373174991,
"VOO": 97790.5190523961,
"VTIP": 96970.393641098,
"accumulated return": 1.010045770877751,
"calls capital": 26020,
"cash": 4252.203988858382,
"options capital": 27260,
"options qty": 2,
"puts capital": 1240,
"stocks capital": 978533.5668888926,
"stocks qty": 34536,
"total capital": 1010045.7708777509
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",
"text/plain": [
"<VegaLite 3 object>\n",
"\n",
"If you see this message, it means the renderer has not been properly enabled\n",
"for the frontend that you are using. For more information, see\n",
"https://altair-viz.github.io/user_guide/troubleshooting.html\n"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"returns_histogram(bt.balance)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The backtest also supports an [sma](https://www.investopedia.com/terms/s/sma.asp) option. If the argument `sma_days` is passed to the `run` method with a value of n, on each rebalancing day the backtest will only buy shares of a stock symbol if its current price is above the sma of the last n days. To illustrate, we run the same backtest as before but with *sma_days = 30*."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"0% [██████████████████████████████] 100% | ETA: 00:00:00\n",
"Total time elapsed: 00:00:05\n"
]
}
],
"source": [
"bt.run(rebalance_freq=1, sma_days=30);"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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a2u00ma3Y7A4mJody44JkkmO7L9gYFerLb946wK9fz3aVIB4THcB3r81wO/dBq9H0O9ITGezLQ9+YyraDZbz2cS7Pv32A2xalcWVWPIqi4FBVDp+ooaahDbPFRmSIHxOTQl0lh8+XqqqcKG1kz/FKcosbSIj0Z1JyOFPTwtBqBvZZEqCeGVQYjLLpWo2GK7PiefuzAo4W1mHy1RMV4ktooJGQAAMhAQZmpEcQE+Z/wa812oWEhGI2mzl58gRJScnY7Xb27NnJnXd+t9t2Wq2WRx55jNtu/wYN/gn88T0VBfjmlWksnBJ73gvI9kaCISGEEOelrslCfbOFxCgTGkWhsLyJwrJGjAada+E//zOL/5XXmnlv20mCTT6svnkyJl99/y/QRbDJwO1XpPHKR8f5fxuOsnFnET9cMUXSk4aJqqocLKihpKqZ5lYrIQFGJowNITbcv99e2Io6M8++mk2j2drrNnqdc5Tnwx1FfLy7GJvdQVZ6BPMmxfDmljxaWq3cfuU4FkyOOecb2IlJYWSlR7DneBUGvZbbrkjjihlxFxw8KIrCpVNiiYvw5w/rD/HPLXkcKKhm8ewxvL+90DUpv4NWo5AxJoSpqeFMTQ0f8LHrUFVOnG5kd04l2bmV1J5Z60YBTpY1svVAGVdmxXP7leMu6P14E/VMNDRYWWLXzkpk9vgoTL76Qb9R9ySKovDooz/j2WefQqPRYLPZWLDgUqZPz+qxrcFg5MnHn+Qn//UoARGp/GD5VGaNjxqadqkdR8QoNFzDehez4RzevFh443vujewLJ9kPnYZrXzgcKo+u3UFlfSsGHy1GHy0Nzb2vV9HhodumMmHswFdBP1t1fSvvbjvJ10fKSY4N5JE7pvcYXZLjoVPXfeFwqBwtqiU9IWRAa6J09cX+0/xj0/EePw82+TBhbCiZSaFkjg0lyL97hbWWNivPvJJNRa2ZrIxIZ+lejYbwYCMRwb5EBPkSHmwk0N8Hq9XB+9sL+WjXKcaPCWHNzZPR6zQ4VBW7XT3nNnfV3GolO7+GiYnBQxJA1za28fKmHA6fqHX9bFpaODPHR2LU6ygsb2R/fjWnKjqrdiVGmpiaFs68idFEukmfqm1sY3N2CTuOlFN/5rPla9AxPS2cGRmRjB8TQkllM3/612GaWq385r75PdJL3ZHPh/O4XPP8NuZMjGbVksyRbs6IutiPh3arHbPFRvAFLsAKzvfqjowMCSGEhyk43UBdk4WJyaG9LhLZ0NJOgJ/+vNNEDhbUUFnfSnyECZvdgbnNyryJ0YwfE4LV5qC51Upzq5WWM/83t1mZPi7iggIhgPBgX76/ZDyg8vWRCt7+rIBvXpl2Qc/pLd778iQbthcyOzOKVUszB5xXX1zZzBub8/A36lh53XgC/X0oqzFztLCWI4W1fHW4nK8OlwMwJiqAWy5PIXNsKA3NFv70ryNU1Jq5dnYit/azgKLBR8uKy1K4bk4iRoPOdWxqFAWN7sK68E2+elYsShuym77QQCMP3jKF3TmVfLG/lMunxTEjPcK1j6emhXPjJcnUNrZxIL+affnV5BTVcaqymX9/VUhKXCCqCvXNFnx0WvyNOgrLm7A7VPyNzrl1WRmRZI4N6Rb8p8QFcfn0eN75vIAvD5Vz9cyelbdETx3DABdLAQHROx+9dshH2yQYEkIID1LX2Mav39yPxWpHr9MwMSmUrPRIpqSG42fUoaoqm3ad4p3PCkiJD+KeZRMIDTz3nvJP95YA8P0l40mMGsCaE4NIURS+dU06heVNfLKnmFaLjXkToxmXGDwocwA8UWl1Cxt3FAGw82gFGYnBLJzafyEKc5uNP753GKvNwT03TGBamrM6U0pcEAsmx+BQVUoqmzly0hkY5RTV8+s39zM1NZycU3W0tduZMS6CFZelDLitAxnduBgpisKs8VF9pvKEnlkv6/Lp8bRabOzLq2LbgTKOF9ej1SgEmwy0tFmpqDUTG+HP1TMTmJMZ3eeo2CWTY3hv20k+21vClVnx8hkYgMFOkxOjmwRDQgjhQf758XEsVjvTx0VQXmtmX141+/Kq0WoUJiSFYtBr2Z1TiY9eQ35JAz/7+26+sSiVWeOjBpyGVFFn5vDJWlLjg4Y9EOpg9NHxHzdO5HfvHOTLQ2V8eaiMGxYkccOCpBFpz8VMVVVe/eg4dofKHVeN471tJ3hjcx6l1WYsVhtmi51Wi831z8+gY+n8JGLD/PjdOwcprzVz9cwEVyDUlUZRSIwKIDEqgMVzxnCyrJG/fXiM/fnVmHz1fOvqFC6dGis36G74GnTMmxjDvIkxtLXb8NFrXfvJoaoD3mcBfj7MGh/J9sPlHC2sZWKSVLXrj4wMia4kGBJCDBqHQ6W81kxsuFTNGQllNS18tLOIqFA/7rlhAjqthtLqFrKPV5J9vIqDBTWAM5Xp/hWT2Z9fzT835/HXD46x7rN8ZmVEkZ4YTHykCY1GQYPzZkFROm8aNAps3uMcFVo0fWRLXMdFmPifH8xlX14VL757mIpa84i252Jz+EQNm985SFWdmbIaM9PSwrliRjxhgUb+sP4gn+wp7ra9VqPga9BRXmvm+bcPoNdpsNocXDkjvt8Utw5JMYE88Z2ZHD5Rw7jEYPxH6SjPcDs7nfVcg8dF0+PZfricVzYdZ9n8JCKCjew6VolDVfn2Nely038W18jQCLdDXBwkGBJCDJo3t+SxObuEK2bEc9sVqVLqdZj93xcncDhUVixMds0riA33JzY8iaXzk6isM1NQ2sj0tAgMPlounxbHxKRQPtt7mm0HS9myt4QtZ9Lf+hPop2fGuMihfDsDotEopMYFAZzXKuqe7PP9pRzMr8bPoCMtPog7rnJWG5uaFs6z98yl2WzF16DFz6DD16BDr9OgKArFlc289Wkex0/Vc8dV47hiRvw5va5ep2HaABc7FIMjOTaQq2cmsCW7hL99eKzbY0vnjT2vVFhP1nGmkBFLARIMCSEGSW1jG5/vPw3AluwSKutauXtp5jmXUBbnx2K1k51bRXJsUK+rbkeG+PWoWhUR7Muti1JZfmkyJ8sayS2up7K+1dlzqoJDBZWOr1XO/Ji5mQNPqxtq2jOBnwRD3TnO7I//vXduj3k4kcG+RAb7uv29hEgT/3nbNKw2O3qdlAkeLW67Is0VELVabJRUt5Bf0iCfCzckTU50JcGQEGJQfLCjCJtd5ZtXpnHoRA2HTtTw6Nod3LwwmfFnKoiFmHzk5mqI2O3Oq3tEiO95XeD1Og3jEoIZlxA82E0bctozi6/a7Y4RbsnFpXOS+Pnd8MlndfQJDTRyy5mUxpc3HpNgqBdSQGF47N27hyee+C/Gjk1CURRaWlqIjY3jySefYfPmj9i4cQMajQZVhTvu+DazZs1h7dqXqK2t4ZFHHgdg164dvPrq3/ntb19EpxuasEWCISFEr2ob29i08xS7j1fib9QTGmggPNBIaKCRsCAjYYHOf6qqsu1AKZHBviyaHsei6XF8sruEf311stvaJDqthtS4QDISQ8gYE0JybGCPNWLE+VHx3hseVzAkN33dyN7wbh1pytJJ0FPnyNDItsMbzJiRxc9//qzr+5/97Kds3vwRL7/8F1577W30ej3V1VXcffd3WL9+AytXrmLNmlVs2fIxEyZM5ve//w3PP//SkAVCIMGQEMINVVXZsL2Qf39ViN2hYvLVU99kobS6pc/fu37eGNcF+NrZiczOjOLj3adoabW5SvAeP1VPzql6+PIkPnoNaXFBTEkNZ9H0eDQauTKdr46LuzfuQ61WgiF3XMeE3PF5Jekk6N2FjpqONlVvv0nTnt1uHyvSas4rYA7ImknELbed0+9YrVZqaqqJiIjEbrfz7rvvMH/+JcTFxfPWW++h0WjQaDQ8+eQvuP/+ewgLC+fBB39MeHj4ObfvXEgwJITopt1q528fHmPXsUpCAw0svySZ2ZlR6LQaWi02ahrbqG1so6bRQk1Dx9dtBPj5MHdCdLfnCgkw8I1F3RfEbG61OgOiojpyTtVxpND5T6NRWDT93CZqi07enPbRcbMvPeDddYwWeuMxIaSToC8de0Q+G0MvO3sPq1evor6+DkVRWLbsJrKyZvH88y+xbt0bPPTQGqxWK3fe+V2WL18BQHR0DBMnTiY3N4cpU6YNeRslGBJCuKiqykvvHeZgQQ2p8UGsXj6JQH8f1+O+Bh3xESbiI0zn/RomXz0z0iOYke6c5F9V38oTf9vFv788ydwJ0fgadJyqaKLV4lx3I7+kgezjlcRHmrjz6vQLfo+eypX24YXFYhVFQatR5KbvLJIK5N060+Tkc3G2js4jbxk1jbjltl5HcSIiAqiqahqy1+5Ik2toqOfBB+8jJiaW6uoqLBYLP/rRwwCcOlXEQw/dz+TJU0lJSWXbts+pqqpk4sTJ/PWvf+YHP7hvyNoHEgwJ4VEcDvWC0qQ+23eagwU1TBgbwv0rpgxLtbCIYF+unZXIv748yaadp7DaHGzadarHdqerWyQY6oM3jwyBsxfcJsFQN96WCiS607jS5GTE9Gxyphh+QUHBPP7409x//z384hf/y3PP/Q9/+MNaAgMDiY6OITg4CL1eR2npaV544Xn+8Ic/ExAQyPe//y1mzJhJVtasIWubBENeymZ38One08waH0mwyTDSzRGDwGpz8MifvyY+wsSqZZn4G/U0tLRT19RGXLip38CmrKaFdZ/m42/UcdeSzGEtm3z1zAQ+21vC+9sLAYgO9SMrIxJLu52oUF+2ZJdQ22QZtvaMRt6+boZWo5Ee8LPIyJB308mcoV558xzLkZSUlMyKFd9g3bp/smLFbfzwh/dgNBqx2ewsWXIjMTFx3HvvXaxZ8yCRkVEAPPHEMzz66H/yl7+8QkhI6JC0S4IhL/VpdglvfprPkZO1PHjrlBFty44j5fzrq0LGxQcxNTWczLGhGHy6l3RttdgAZ5qWcK+lzUpdk4W6JgvP/GMPafHBfH2kHLtDRafVkBYfxE0Lk0mJdS5Q6XColFQ1k1fSQF5JPceK6mi3Ofj+ksxhD5B9DTpuvCSZVz46TubYEO69cWK3leu3Hy7HXt82rG0abVRXEvyINmPEONPkpAe8K9fIkLceFF5O5gz1TlVlnwyH6dOzmD49q9vPvvOdu1xfL116Y4/f+ctfXun2fXp6BuvXbxiaBp4hd5ZeqN1qZ+NOZxrSoRM1HCyoYXJK2Ii0pdHczmsf52K22KioNbPtYBk6rYaMMcFMTQ1nwthQ9hyv5IOvi4gK9ePJ784ckXaOBh294iZfPRV1rVTUtRIV4kt6YgiF5Y0cK6rjv1/JZub4SFrabBScbqCt3e76/UB/H25YkERWRuSItP+yaXGkxQcRHebnynXvIDe6/fO2HPizaTWKa5FR4SQjQ95N5gz1Tiotiq4kGPJCWw+U0tDSzrS0cPbnV/PWp3lkjg0ZkfVe3vm8ALPFxm1XpJESG8j+/GoO5Ndw+EQth0/Udtu2oVnSpPrSESxMTQ1n5vhIbHYHU1LCXWkAucX1vPrRcXYdqwQgJsyP1Lgg0uKDSUsIIjL4/BbrHExxvRRm0GoUVBUcqioXr154+42vVisFFM7WWTHLSw8KL6eVOUO98vY5lqK7PoMhq9XKo48+yunTp2lvb+fee+8lNTWVRx55BEVRSEtL48knn0Sj0fDCCy/w+eefo9PpePTRR5k8eTJFRUUXvK0YXFabg407T+Gj1/CdxRkEbT3B5/tL+c1b+4kO8ycs0EB0qD8xYX5EhvgOaYCUW1zPlwfLiI8wccWMOLQaDSlxQdy8MIWahjYOFlRztLCO6DA/Z7qX9G71qeNGUKtVmJTcc6RvXEIwT35vJoXlTUSG+BLo59Njm4uVVtvZw6nRydXLHW+fLK/VKNjkHNGNqqpys+fFJE2ud9JRILrqMxj697//TXBwML/61a+oq6tj+fLlZGRk8MADDzB79myeeOIJtmzZQmxsLLt27eLtt9+mrKyMNWvWsH79ep599tkL2vaqq64arv3gNf791UnqmixcMyuBQD8fbrw0mWNnFsHMOVXfbVutRiEi2JeYMD8SIk1cPTMRP6P7Q6auyUJeST1+Bh1+Rj1+Rp3zn0HXLaCy2hwUnG7giwOl7FzibwoAACAASURBVD4zQnHn1eN6pEWFBRm5fHo8l59Zdyb7eBVmu20wd4XH6QgWtX1MCNVpNaTGBQ1XkwZN1x5OPdJJ4k5H36+3Xtu1Gg2WdutIN+Oioqpys+fNXOdN6STowdtH0kV3fQZD1157Lddcc43re61Wy5EjR5g1y1ne7tJLL+Wrr74iKSmJBQsWoCgKsbGx2O12amtrL3hbCYYG15bsEj74uoiIYCPXzRkDQKCfD7+4ezYtrVYaW9qpqm+jrLaFsmqz6//yWjP78qrJKarjwW9MxaDvXtwgt7ieP6w/SEub+2DF4KPFz6DD16Cjqr4Vq8152xYX4c+y+UmMSwjut+2KIhMe+9PR+zcS6Y5DTVZSHwAvnywvaXI9qahIsSzv1dHJaJM0uR68fSRddNdnMOTv7w9Ac3Mz999/Pw888AC//OUvXQePv78/TU1NNDc3Exwc3O33mpqazgzRn/+24sLZ7A7yShrYm1vFp9klBPr78NA3phLQJUVKoygE+PkQ4OdDXISJqYS7HlNVlSazldc+yWVPTiV/fO8wq2+a5Lrh3nWsgr9sOIaqqiyZNxYfnQZzm42WNivmNhtmS+fX9U0WokL8yEgMZkpaOJljQgZ8IlIUBYmF+tZxwetrZGi06pomJ9zz9p5OrUbWGTqb85jw0gNCSJpcH7z9fCm667eAQllZGffddx+33347S5cu5Ve/+pXrsZaWFgIDAzGZTLS0tHT7eUBAQLc5P+ezbX9CQvzQ6bT9bjdU2q12tFrNiN58trXbCA31d90sgrPQQHZOJbuPlrP3eCXmMyM2QSYfnlo1j+RzTJOKBB793mye/usO9uVW8du3D/LAbdP4dE8xb23Oxdeg47++M5Np6UNXhaxjzZuIiIBu/4vOfVHZ1A5AQIDR4/aPv68zeA8O8SMsyNftNp72ns+Vpcu6Gd64L4wGHQ6HKueILnQ6DRpF9kVX3rQvQoIbAfDz9enxvr1pP7jT0OaspKpRvPN8ebah2gc7d+7kgQceIDU1tdvPa2tr+eCDDwDYsGEDP/nJT9i2bRthYWGUlJSwevVq5syZg9ls5qmnngLAbrdz2223sXr1ahYuXDio7ewzGKqurmblypU88cQTzJ07F4DMzEx27tzJ7Nmz2bp1K3PmzCExMZFf/epX3HXXXZSXl+NwOAgNDb3gbftTV2cenL1wDhyqyrGiOr48WEb28SomJYey5ubJw94OcI7K/OlfR4DOVDQfvZbKOrOr1yM8yMjcCdFMSQ0jPSEEvU5DVdX5jbqtWpLJXz88xp6cSu75ny2oZ57//psnEx/qe97POxB2uwOHQ6WqqomIiIAhfa3RpOu+qKl1djJY2qwet39sVmdAX1nZhKO9ZzqmHBNQW9vZyeSN+8LhULHZHXKO6KK93Q6KIvviDG87LlrOVGCtb2zr9r69bT+4U1vn3efLrobyeKivNzNt2gx+/vNnu/38jjtWkJdXTHBwMB9/vJmFCxfxwQcfs3jxEjZv/oIZM2bzrW/dzV133cmHH25m5szZvPrqy6SlZZCZOf2829tb0NdnMPSnP/2JxsZGXnrpJV566SUAfvrTn/LMM8/wm9/8huTkZK655hq0Wi1ZWVl84xvfwOFw8MQTTwDw8MMP8/jjj5/3tudr++EyokP9SY51P7qkqip1TRaMPjq0WoXP951m855idDotWekRzJsYTUyYf7ffqa5v5ctDZXx1qIyaRucJRqfVsC+vmmNFdYwfE3Le7T1fX+wvBSA9IZhWizMlrdncTkqcc/HSKSlhxIb7D1pOrMFHy703TGDnuHDe+CSPsTEBrFo6AZOvvv9fvkCKoqAiQ/19sXt0mpyke/SnY9d4a+lxXZfy68JJVZE5Q16s87wpc4bO5m3rDG3/tIATOZVuH9NoNTjs536MJGdEMm9Rynm1JytrFgcP7mfBgkspKCjg4Yd/yhtvvMrixUvYty+b669fho+PD4899hQ/+9mjPP30L/nss8388Y9/Pa/X60+fwdBjjz3GY4891uPnr732Wo+frVmzhjVr1nT7WVJS0gVve64Kyxv5y4Zj+Bt1/Ox7swgLMroea2618vXhcrYdLKWkytkroOAssWjw0aKqVj74uohNO09x4yVJXDkjgX15VWw7WMaxojo4s92lU2JYMDkWrUbh6X/sYf0XBfz0WzOGdSJeY0s7OafqyBgTwk++OW3YXldRFOZkRjMrI8q1fs3wvG7nzZ5wz1VNTut5J/fOicByEPTKy9fNkMpZPamoMkHci+nkM9ErWWdo+GRn72H16lWu7+fNW8DMmbPZt28v4eHhpKdnkJGRSV5eLg6Hg9zcHB555HEA0tMzuPrqxTzwwL389rcvYTAYhqSNHrfo6ie7iwFoabPx538f4Se3TyO3uJ6tB0rZm1uFza6i1ShMTglDwRkgZY4N5aqZCeh1GvbnVfPmp3ms/+IE72076eqJHhcfxILJsczMiMTg0zlPaUZ6BNnHq9ifV820cRF9tk1VVU6WNRHk79MtSDsf2blVqCosmBp3Qc9zvoYzEIIzFbLkfN4n1zpDHrg+V+eNrvRw9qZzQrB3Xt1dRTakF9zFWVp7pFshRkrHddohnUg9eNs6Q/MWpfQ6ijPUaZMzZmT1SJMzm1t4/fV/4O/vz9y581EUhQkTJrJ9+zbi4hLQ6TrDk2uvvZ6vv/6KtLRxQ9ZGjwqG6pos7DpWSWy4P/ER/uw6VsmDf/jSVfI5JsyPSybHMm9iNIH+7hecnJ0ZxYSkUN74JJfC8iZmpEcwf1IM0aF+brdffkkye3OreOuzfFLigtw+r6qqHDpRy4btheSfbsDkq+fH35xGQqTpvN/r7mMVAMyfHItq9fz1d6S0dv86gyHPO7lLmlz/HF7e09mR7iI3fp26VmkV3qfjWiAj6j3JyNDI8vPzR6/3Yffundx66+0AzJkzj9dff4Vrrrlu2NvjUcHQp3tLsDtUrsqKZ9b4KE5VNFPb1Mb8SdFcOiWW1LigAV0YTL56Vi2bMKDXjA33Z/HsMXy4o4hfvbmPH982zRUQOVSVfblVbNheRFGFM+oelxBMbnE9v/rnvvMOiBqaLRwvric1Pojw4KEtXHCxUBRF0uT60TFq4slpchIM9c9bcuDP1nHcy41fJxWZM+TNZLS0d94+kj6czk6TA3juud8zdep09u7dg8nkvA+eNWsOTz/9BE8++cywt9FjgqGq+lY+33cak6+euROi8dFr+dn3ZjrnA+mHtvz2zQuTabfa2Zxdwi9e3cP8iTEEBxj4eHcxpdUtKMCs8ZFcP3csCZEmth4o5eWNOfxm3X6eXTUHo8+5/Rl25VSiqjBzCEtZX2ycF3S5yemLR48MSZpcv1wDp5735x8QmTPUk6wz5N3kM9E7GRkaHtOnZ7FhwyduH1u5chUrV3YGSUFBwWzduqvHdjExsaxd+/JQNRHwgGDIZnew/osCtmSXYLOr3HRpMj5ngh+fIQ6COiiKwjevTEOv0/DRrmLe+/Ik4OyhnT8xmuvmjulWne7SKbFUN7SxYXvhmWINya7HLO12Dp2owdeoIyrEl9BAY7ee3qOFtbzzeQF6nYasDO8JhlCQRVf70REM6TxxzpCkyfWrI03Oa0eGNNILfjZVVfHA04EYIFcwJOfNHlwjQ9JZIPCAYOhoYS0f7SomLNDIzZclM2t81Ii0Q1EUbrk8levnjuFoYR0VdWZmjY8iItj9ApHXzUlk64FSPtpVzGXT4vD10fHZvtNs3FlEk9nq2k6n1RAZ4usKjLYeKEVVYc3NkwgJGJqqGhcjZ5qcnND74tlpcnJRHyhvTfuQgLknZwEF7zweRNc0OflMnK1jj3hgIoU4D6M+GJqYHMbDt08jOTYQvW54RoL64mfUD2jExuij48YFSbzy0XFefPcQlXWtNJmt+Bq0LJ6TiE6joaLOTEVdK5V1ZkqrnaXAdVoNa26exKTksKF+KxcVDUiWXD9sHp0md+aiLukevXIVUBjhdowUKSPck6qqXns8iK6fCRktPZsrTc4Dr5fi3I36YEijKKQnDv+Cp4PhkikxfLKnmILTjfgatCybP5arZibgb+y+iKmqqjSZrVTUmQkNMF5wWe5RSVFQkYpyfXGtM+SBeTGyeGD/OicEj2w7RooU2ehJRoa8m4yo987Lp1iKs4z6YGg002o0/MfySRwrrGXuxOgeQVAHRVEI9PfptRy4N+jovJFTeu86AgVPTJPTyUW9fx0rqntpT6cEzD2pqJIG5MUkTa53nQUU5AMiJBgacXHh/sSF+/e/oZfrOGHJyFDvOkeGPO/k7rqoSwpUr7x9Tp1UzupJVfHeoUIhVTj74O0j6aI7CYbEqOLl93t98uw5Qx1ryMhFvTeqt1eTkwIKPagqaD0va1YMkHwmeifrDA2PvXv38MQT/8XYsUmunymKQl1dHa+9tg6ATz7ZxDPPPMl7720kJCSUsrJSHn30P/n7399g48YNbNy4AY1Gg6rCHXd8m1mz5gx6OyUYEqOCK01Ozum96kyT87y7H8l9Pwdeem3vCALlGOmkooLieecDMTBy3uxdZ+fRCDfEC8yYkcXPf/5st5/dcccK6uvrCQ4OZseOr1i4cBE7dmxn8eIl7N27h9mz59Hc3MzLL/+F1157G71eT3V1FXff/R3Wr3cGR4NJgiExKkiaXP8kTc67ddzveO/IkKwzdDZVlZs9byZpcr3rvJJ4xwek7vQnmOuPun2sXKM5r/OmX3AmIXFXnVd7srJmcfDgfhYsuJSCggIefvinvPHGqyxevIR9+7K5/vpl+Pr6Yrfbeffdd5g//xLi4uJ56633Bj0QAgmGxGghBRT6ZfeCNDnp4eydt08IltLaPamq6rXHg5AKi31xjQzJwOmQy87ew+rVq1zfz5u3gJkzZ7Nv317Cw8NJT88gIyOTvLxcHA4Hubk5PPLI42i1Wp5//iXWrXuDhx5ag9Vq5c47v8vy5SsGvY0SDIlRQSMjQ/3quODpPDpNTno4e+MqFeul974SMPekqt7S7y3c0WgUFOQz4U7nrYR3fEJC4q7qdRQnIiKAqqqmIXttd2lyZnMLr7/+D/z9/Zk7dz6KojBhwkS2b99GXFwCOp2O6uoqLBYLP/rRwwCcOlXEQw/dz+TJU0lJSR3UNnreXZPwSB2nK4mFeteRCuGJpbVdE4Gl179XnSNDI9yQESJlhHuSkSGh1SrymXBDdaUVj2w7vJWfnz96vQ+7d+8kK2s2AHPmzOP1119h9uy5ANTU1PDUU4/R2NgIQHR0DMHBQej1gz+OIyNDYlTonDM0wg25iHl2mpzc6PbL2+cMyfyIHlQkDcjbaTUa6URyw9vTiofT2WlyAM8993umTp3O3r17MJlMAMyaNYenn36CJ598BoD09AxWrLiNH/7wHoxGIzabnSVLbiQxceygt1GCITEqKK45Q3JS701nMOR5dz+SJtc/b48TJU2uJ+f9ntzseTOtRpHzZh8kFhpa06dnsWHDJ24fW7lyFStXdgZJQUHBbN26q9s2S5feyNKlNw5pG0HS5MQoISND/fOGNDmb9HD2StYZkmDobKqqShqQl5M0OfccMjIkupBgSIwKrpEhiYZ65Sqg4IF3PzqNlNbuT2cBBc/7+w+EK5VS0uRcVNV7jwfhpNUoct50o3PR1ZFth7g4SDAkRgUpoNA/SZPzbl5fQOHMMWKTXnAXFdVrjwfhpD3PNWQ8XUfKvXQWCJBgSIwSsuhq/7whTU7SPXrX2dPpeX//gdDKOkM9yMiQ0GoV6SBwQ6rJia4kGBKjQsf1XM7pvfPsanJyo9sfb7+4dwTMDukwcVFV7z0ehJOkyfXCy9YZEn2TYEiMCtK72T+bQ0WjKB65rzpLa0u6R29co6ae9+cfEJkz1JPqHBoa6WaIEeRMk5Ng6GwOV8GZEW6IuChIaW0xKkgBhf7Z7apHpsiBpMkNRMee8dpqclJauwcVudnzdlJa2z0poDD07rvvblauXMWMGTNdP3vuuV/y5ZdfEBcXT35+LgkJiRgMRq699jo0Gi1FRYXce+8aVqxYSlRUNBqNBlVVCQwM4rHHfoafn/+QtFWCITEqKEgKTH/sDodHpsiBpMkNhLcvIigBc0+qqrrOncI7abUKDvlM9CAFFIbesmXL2bTpA1cwZLVa2bFjO2+8sR5fX19Wr17Fj3/8KGPGjAXgww/f7/b7v/nNCxgMBgBeeun3fPDB+9xyy21D0lYJhsSo4DpfyTm9V3aH6sHBUEeanBwAvfH2nk6tlF/vQbLkhMwZcs/bCs5sLK7iUG2z28e0Ws15pRdPCjWxOCGi18cvu+wK1q59iba2NoxGI9u2fcGsWbPx9fU9p9dxOBw0NzeRmDjmnNs4UBIMiVHBVUBhZJtxUbPZVbRaz5wG6Fp0VdI9euX1I0MaOUbOJtXkhFajoAIOh4rGQzvLLoR8PIaOwWDgkksWsnXrZ1x99WI+/PDf3H33fwz493/0o9VoNBoURWH8+Alce+31Q9ZWCYbEqCCltftnt0uanDdzLbo6oq0YOZIm15OqyjpD3q6jg8zucKDRaEe4NRcPh5d1Hi1OiOh1FCciIoCqqqYhed2lS5fz4ou/Y/r0LJqamkhPzxjw73ZNkxtqntmNLDyORtLk+uXZaXJyo9sfGRmSgPlsKt57PAgn14ipfC668fLim8MmJSWV1tYW1q37J9dfv2ykm9MrCYbEKCEFFPpjd3humpyiKFIVqR+yzpCUX+9KdZUO9tIDQgDSkdQr+XwMm+uvX8b777/HlVdeM9JN6ZWkyYlRoeMGT2Kh3tntDnQefCes1cpE4L54ewEFndz0dePtx4Nw6uwkkM9FVx27Q/HM/sOLypIlN7JkyY09fv7CC2u7fX/ddUtdX7/zzvtnbz6k5DAQo4JrztAIt+Ni5slpciCLB/bH29PkOiaHSxlhp845ESPcEDGiXJ0EshixW1J6XoAEQ2K0kEVX++VMk/PcE7szTU7+/r1xFVDw0rtfmTPknrceD8JJ0uTck84C0ZUEQ2JU0NBRTW6EG3IRs9tV11ornsiZJie9m71RvfziLmtRdec6Hka4HWJkSZVF9ySNVHTluXdOwqMoMjLUJ1VVcagqOg8eGdLJyFCfvG0RwbPJWlTduY4HD06dFf3rXIxYPhfdeHlasehOgiExOkgBhT51BAkyZ8h7dewZDz4E+iRpct11Vhf00gNCAJIm1xuHfD5EFxIMiVFB4yqgICd0dzpuAD21tDZImlx/OtOivPPiLjd93ckyBAI6C4vI56IX3nm6FGeR0tpiVFBkZKhPHWurePbIkKTJ9aUzLWpk2zFSZC0q96Tn27vJnCH3ZB2uofeHP/yW48ePUVtbQ1tbG7GxcQQHh1BZWcHatS+7tqurq+Pxxx8GID8/l4SERAwGI9dee53bktxDQYIhMSooUkChTzYvSZOzyQW9V95eWhvOBMySJgdIQQ3hJHOG3JOR06G3Zs2DAHz44fsUFRVy771rKCsr5cknH+22XUhIiGvNodWrV/HjHz/KmDFjh7WtEgyJUUEKKPTNe9Lk5O/fG9fI0Mg2Y0RptTJ62MG1qKQ3HxBCFiPuh7eMDK37NJ/dOZVuHzvfa+vMjEhuXZR6oU27KHjunZPwKK5FV+V87pb3pMlJ72ZvZGRIimy4483Hg5A0ud5IZ4HoSkaGxKjgGhmSAgpueUc1OQVVdaY3eEtv3rnw9mpy4JwsLjd9TrKopICuaXLyuejGyz4fty5K7XUUJyIigKqqpmFu0cVFRobEqCAFFPrmHWlyclHvi7evMwQdc4Zk9BDkeBBOnVUW5XPRlXw+RFcyMiRGhc4CCnIj7I63jAyB86Kul36cHmTCvFQc7EaqZQkkTa43MnI6ck6eLOCuu77l+n716geYNm3GCLZIgiExSsjIUN9sdu+YMwRyUe9Nx17x5p5OrVZDu8020s24KLjmRIxsM8QIk8WI++bN58vhct11S11fx8TE8skn23rdtqOq3HCT7lUxKnQWUJATujuukSGt557YJU2ubzIy5KycJWlyTlJQQ0DnnCGbpMl109FZICOnAiQYEqNEx/lKTufu2V0jQ577kZYSsX2THHhJk3PHWxfhFU6SJtcb2R+ik5wmxaggI0N967jQ6bwhTU56/t1yjQSMcDtGkqwz1Mkhx4NA0uR6o8rIkOhCgiExKrhOV3I+d8s70uSkh7MvcnE/s86Q3PQ5yUihQOZa9qZzJH1k2yEuDhIMiVHBlSYn53O3XKW1PThNrjP3XQ4Cd1wFFDz3EOiXVqPgUFUZQaYzpdibg2PRed50yHmzG5ljKbry4sumGE00kibXp441JLyimpykybnVmSbnucdAfzpGD20yOiQ3ewLoOqIu582uZI6l6EqCITE6dJTWHtlWXLQkTU44JO0DjQTMneRmTyBzhnqjIp0Fw2Hv3j0sWXIVq1evYvXqVdxzz0r279/LnXfe6trmk082sXDhbOrqagEoKyvle9+7nRMn8rnllhuoq6sDwGw2s3LlHeTl5Q56OyUYEqOCLLrat840Oc89s3eke0gw1BsppayTY8RFFpV0Kj/dwPYt+V4bIHdcEyS9uDsZGRo+M2Zk8cILa3nhhbWsXLmKN954BVV1UF9fD8COHV+xcOEiduzYDjgDqNmz55GcnMo3v3knv/jFk6iqyrPPPsVNN91KWtq4QW+jLLoqRoWOe3yJhdyzOTy/tLakyfVNJgR3ufGTY0Ru9oDmJgsb3zlMW6uV6PggoqODRrpJw861PpukyXXj+nyMbDOGzf/lb2Bf5SG3j53vkgTTIidxU+qSc/qdpqZGoqNjiImJ5eDB/SxYcCkFBQU8/PBPeeONV1m8eAn79mVz/fXLALjpplvYvXsnP/nJA4SEhLJkyQ3n3M6BkGBIjAqdpbVHuCEXKVdpbUmT81odIwHePGFejpFOroIaXnI4tJrb0WgUDEY9AA6Hg83/PkpbqxWAgpwqZi9IPqfnbLfYyDtaiaIBf5OB2MRg9HrtoLd9KEmanHsdWSYaD86muFhkZ+9h9epVWK1WCgry+N//fR6zuYV9+/YSHh5OenoGGRmZ5OXl4nA4yM3N4ZFHHnf9/k033cKDD97HH//41yFrowRDYnRwjQzJCd0dV5qc1gtGhuRG1z0ZGeo2MuTFuwHwnnWn2lqt7N5WyJF9p1FVCAw24mcyYG23UVPZQtK4cGqrWijMr8babuvzuTqLTig4HA4+evcIJYV1rsdNgQbmLUohOT1i1Iy4yXnTPW8bOb0pdUmvozgREQFUVTUN2WvPmJHFz3/+LACnThXygx+sZP3693n99X/g7+/P3LnzURSFCRMmsn37NuLiEtDpnOFJU1MTv/vdc/znf/4Xv/zlM6xd+w/8/PwGvY0SDIlRwVVNboTbcbFyFVDw4F4u15wh6eF0y9su7u50PUa8/eLm6etOORwOjuwrZfe2QixtNoJCfAkIMlJd0URjfRsAkTEBXH5dOvt3FrP361Pk51QSHhNw1vOolJc0UJBTxcncKux2lenzEmmqb6OksI7E5FBSx0dSXdHM4X2n+fi9o8SNCWbBlWmERviPxFs/J51pcnLe7MpVQGGE2+FtQkLCANBqtej1PuzevZNbb70dgDlz5vH6669wzTXXubb/7//+OTfffCs33ngzFRXlPPfc//D4408Neru8/XohRglFRob65BWltbUyH6QvMmG++zGi89xB0gFxjXJ44Dmh+GQtX23Jp67ajI9By9zLU5iUFdfryHhKRiR7vz7Fkf1lLIwJwG53UHqqnhPHqziZW02r2ZlKZzDqUFWV7VsKAAgJ9+OqGzLxMehInwQTZ8Ty1eZ8igpqWfe33UyaEU/WgrEYjDqs7Xaam9oICbu4AiSdzLV0S+ZYDp+ONDmtVovZ3MKaNQ9iMBiZOnU6e/fuwWQyATBr1hyefvoJnnzyGQD++c/X0GgUli9fAcBdd/2A++67m40bN7B48bnNVeqPBENiVOg4X0ks5F5nmpznntl1ku4xIANdZ8jcbMHop0fjQUU3uqUEeWAQcC6GcoJ4S7MFRVHw8/cZlOdTVZXWlnZazVaCw/x6DWrqa81s31JAUUENAJlTY5h5SVK/7QiL9Cco1Je8YxU4VAcnc6uxtDlT5nz99GROjSElI4KYhGDaLTayvyqiorTRFQh1CArx47pbJlOYX81Xm/M5uKeEvKMVxI0NoSi/Bmu7nWlzEpi9MBmb1U7xyTrCo0wEBvsOyn46H5Im517nnDrvPk8MtenTs9iw4RO3j61cuYqVK1e5vg8KCmbr1l2u77/5zTuBO13f63Q6/vznvw9JOyUYEqOCIouu9qkzTc5zbmzPJlWR+nYuI0NFBTVsfOcQwaF+zLsihcTksCFu3fDoOP5tdgfoRtdE96EymDd7NZXN7P26iIKcKlQVwqNMjEkJIzE5lMjYwF4no9fVmNnzZSEWi43wKBMGo46mhjaa6tuc/ze0YbM5P9cBQUamzIynpdlC7pFKdDoN6ZOisbRZObTnNA6HSmxiMPOvSCU8yjTgfZCaEUn29iJyDpbjb/IhbXocKRkRRMcHdWu3r58PC65K6/P5xqaGEz82hAO7Stj7dRH5RysJCDRg9NWzb0cxZcUN1NWYsbTZ0GgVJmfFM31uoqu4w3CSNDn3ZFFi0ZUEQ2JU6EyTG9l2XKy8Ik1OqiL1yTVHpJ9joLmxjU83HENRFOprzXyw7hBpmZFcdl06ulEeQLiqydkdwOh+LxdqsNMmcw+X8+kHOaiqc6TF6KunrLiB6opmsrcXYTDqSEgOZWxqGCkZkWg0Cna7g51fnHAFMQDFJ2q7Pa/BqCM4zI/AYCM6nZaC41V8uTkfAB+DDkurlV1bTwLOQGnu5Skkp4efc5A3dXYCoeH+mAINRMUFXnCQqNNpmTFvDOMnR9PS3E54lAlLm42P3zvC6aJ6jL46O4+PuQAAIABJREFUJmfFcyK3iv07izmcfZrU8ZFkToslMiZg2EYkZCFi99Ru1TflmuLtJBgSo4JrZEhOWm55Q5qcpHv0w81uUVUVm81Be5sNi8WGpc3Gjs8LaGu1ccnVacTEB/HFplzyjlbS1NDGtTdPxNdvcFKfRkJnNTk5RgazoMbR/aV8sSkXH4OOK5ZkMCY1DEVRaLfYOF1Ux6kTtRQV1JJ/tJL8o5UU5FRx+XXpfLohh8L8GgKDjcxblEJMQjDVFc1Y2+0EBBkJCDJiMHa/DZl7eTK5RyrwDzCQNC4ch12lIKcKh0MlfVLUeQfsPgYdcxemDHrVLD+TAT+TAQCjr57rb51MWXEDUbGB6H20zF6YxJF9pRzee5qcQ+XkHConPNJE5rQY0jKj8DHocDhUmhraCAw2DvjvpaoqzY0WTIGGPn9HzpvuuTpWJRYSSDAkRgmZM9Q31zpDQ5Am12pu52RuNT4GHaZAAwGBRvxMPj0uwKqqUphXQ+mpembMH4PRd3BTQiTdo2+OM1f09lYbH23Io6y4HovFhsNNYJCSEcGEabEoisINt0/lsw9zyDtaybuv7mPpbVMICDIOd/MHRceNn0OOkS7Vsi5sX+Qfq+SLTbkYffUsvW0y4VGd1dh8DDqSxkWQNC4CVVWprWrhy835nMytpvhkLTarg/ixIVx700T0Ps4gJn5sSJ+v52cyMHV2YucPdDB+SswFvYfhpNVqur1HnV7LlFkJTJ4ZT0lhHUf2lVKYV83Wj/L4+rMTRMcFUlnWhKXNxvgpMVx6zbg+R3fbWq0cP1zO0f1l1NeYyVowlpkLxvbeHgmG3OpWbVFuLLyeBENiVOi48XbIScutjgprg5kmZ7c7OLSnhOztRbRb7N0e02gU/AMMBAQaMAUZCQg0UlbSQOmpegBKiupY+o3J+JkMtFtsFORUkX+sEq1WITYxhLgxwYRFms5pwTutpHv0TQV/4P1XszE3WQgINBAYHICPUYfBoHP9bwowkD452vWZ0uo0XLF0PKYgI/u+PsV7rzsDouDQwV/LYah1XWfI26kqxAAl2wrZUm0mfmwI5SUN1FWbmTIrnqRxEf0+R0Odmc83Hken17Ds9imERfQ+R0dRFMIiTSz5xmS+2Hic44crGJMSxtXLM0d9+uVgUBSFhKRQEpJCaWmykHOwjKMHyig+WYfpzHyjYwfKaLfYuGLp+G5FJFRVpaK0kSP7SinIqcJuc6DRKhiMOvZ8WUhUbECv8/50shCxW5JlIrqSYEiMCq5BCDl/ueUqoDBIaXLtFhsb1x+m9FQ9BqOOOZclo9NpaGq00NzYRnOjhabGNkqLG6C4wfV7Y1JC8TMZOHagjPWv7MVo1FNb3dKtp76owDlnwMegJSYhmLjEYBKSQwkN77skrfRw9s1hdzAOhdZmC7MuTWL63MQBp9woisKchcn4+GjZ+cVJ3vx/u/Az+eDnb8DP3+fM1z4Y/fQ01bdRW91CRHQAM+aPQa+/eG50ZfSwk6qq+KOg2lVyD1eQe7jC9VhZSQPzFqUweWZ8r8eIc/7LUaztdq5YktFnINSVVqvh8uszmDIrgZBwP4+qVjhY/AMMzJg/lmlzx9Da0o6fyYd2i52N7xyiIKeKVrOVa5ZPwMeg4/ihcg7uKaG2qgWAoBBfMqfGkj4piuZGC//36l62vH+MFd/Ncjui27n2lnQQdOXp63CJcyPBkBgVXAUURrYZFy3XnKFBGBmytFnZsO4glaVNJKWFc9l16b2mvNltDlqaLf+fvfeOluyq7vw/595buV7OoXPOUqsVkEASCBAgLJJlMP4RDAMDHvSzPTbYlgeZGeyFxzasGYN/2Mas8dhgy4BIAiSEIkKh1epWd6tzeh1eTlWvctUN5/fHrfhCB6nTe/d81qpV71Xdqjp169xzzj577+8mOZXD59dp76pHSkko4mPXc6fJZkxXcWplC2s2diIEDJ6OM3A6zuDpOKeOTXDq2AQ8cZw3372OVes75mxXuYaMWujOiuNIDAS9y1u47uYlr+o9tr5uCaGwn4N7h8ikCkyOpRgbnv1895+MceLwGLe/fQ3dixtfS9MvGsozVKHaif72X99IbCJDV08Dmi54+MF9PPfEcV78ZR+6oWEYGnrppmuYBZupWBaAtZs7Wb2x84I+u+QlUpydkocdXCGJu96/mcd/fJC+o+N8/192oRsak2NpNE2wYm0b66/ppmdJY9mADYX9vP7Nq/jlz4/w8x/s412/de2MzQlNc8X21QZBLRU1OWUMXUp27XqJ++//E5YuXYYQgnw+z1vf+jYOHz7EkSOHqKurx7ZtGhsbuffe/0p3dw/f/OY/8Itf/JzW1lZs26apqZn/9t++QDgcIZ/P841vfJ0DB/YhhCAUCvHZz95HR8eFjVHTUcaQ4opj2w6JeI5ofWDOXWYvhck5jryg8DGoVpN7bbuwUkoeeXAfo4NJVm/o4I13rTnrzq5uaNQ3hmrqaAghuPHW5VxzwyJ8fn3G61dvrCyuklM5Bk7FePbxYzz5s8M0NodxHMkrL/VT1xBkzaZOpIT+vkmmTDdUT+1wzkFJHek1GsTrtnSVczSklBTyFpl0gUzKrQMTrQvQ0Bzi5edPs2dHPz/6t910L25k3ZYufD4N3dDp7Kmvqc9yPiTiWfqOjNPeXU/nq1T7UoqDFaSU5VzLnsVNLF3ZWn7ufR/eyq8eO0Y6mceyHGzLcYU28ia27aBpgu7FjXT1NnDt6xbP/gGKi47Pp3Pnezew/ek+Xn7hNABrN3Vy/a3LiBaNpumsv6aL0aEEh/YO89TPDnHHr61jfCSFpmll6XFdF8oYmkalzpDaZL3UXHfdNv77f/8SAIVCgQ9+8H2sWrWaT3/6/+Wmm24GYM+el7n//j/hn/7pXwD4wAc+yLvf7RZb/Yd/+Dt++MPv88EPfoi//dsvs2TJUj7zmX8C4Omnn+T++//kNdcfUsaQ4opy6vgEzz1+jPikuwtZ1xCksSVMU/HW2BImEDDIJnJEgGwsSyqZv7KNvohIKYlNZBgZSDA8MMXIYILYeIaOnnrWbHRra5zpi9HUEuaWN6+csxjhxQqT27drgMEzUyxd1cKb3rn2Ne2anU9NjbqGIGs3dxEM+3j4e/v40b/txixU8pN2PX+6/Le/qDqlJvXZKZ0WcRHzxoQQBII+AkEfTS21YYw337GS5WvbeOlXJznTFyvni4FrkHX2NrB4RTNLlrfQ1Bqesy9Njqd5+fnTHD0wUvZmNDSHWLe5i9UbO4hEK4vAfM5k8MwUmVQB6UhWbeioUSMrXR/KM1TrGZp+6qP1Qd723o2Xt0GK80IIwU23L2fRsiaCYd85wxOFENz61tXEJzMcOzjGqeOT5TG0e1ED192yFF3T1AbBNCpqi94whsa++wDJl3bM+twpXXtVm4x1266n7Z4PXNBrMpkMmqah67Ub31u2XIthGPT3n5nxmmQywerVazBNk1/96mn+8A//pPzcbbe9kWuuufaC2z4dZQwprghSSp5+5AgH9wwhBCxb3Uo+ZxGfyHDmxOSMWhQA69E4ub2fv901yHs/tHVehGHkcxbHD7lSs+GIn0XLmzEMjfGRFKNDCUYGkxTyVvl4w6fR2h5lZCDByECi/Pjg6TiZdIE3vmMNJ49OMDaSpK4+yKKlzQgdbLNWQMEybVLJPJlUgUDQOK9zlYhneeGpEwSCBrfdufqyhg8sXdnKjbctY/vTfbR2RHndG5eTSZscOzCCbmgMDyTKFeOVMTQ7tXUzLg+dPQ288/1bGBtOMnRmCokklzHLxtHg6TgvPHmCaH2AxcubWby8hd6ljQhNMHh6igO7B+k7Mg5AU2uYDdd2MzyQoO/wGC88dYLtT59g8fIW1m7uJJMusOOZPnLZyvXy8vbT3P72NSxa1gxU55UpY0hSUeFUoUDzj54lZ1fdq0Y3NO58z0Z+9O2XMU2HFWvbSKcKnDkxyeADe/D7hbompqHC5C4fO3e+xGc+80k0TcMwDH7/9z/LE088NuO4pqZm4nF3U+2BB/6Nxx57lGQyQSaT5SMf+ThTU1M0N7fM+M0aGl57mLYyhjyMZdlXTOVnxzMnObhniNaOKG+alpybz5nEJjLExjPEJzNYpsNoPMveExOs6W1gqj/BYw8d5H0f2XpVqxSdPjHJoz/cX+PpOLJ/pOaYhqYQS1e20NHjhgY1t0XQNI1UIseJw+MEwz66eht48meH6Dsyzsmj49NUQI8D7qJnM4LHvr+ffM4kPpGpOa57cSMr1rQxNDDFyEBiVulhs2BhmQ63vW1NuW7G5WTr65awYm17Ta2N1RvcHKLv/8suchm3Poja4ZyD4m8qrkC+eltnHW2dFcnlG2+DTNpdjJ0+McGZvhgHdg9xYPcQmi7QhMCy3MVZe1cdW29ewtJi7ZpN17ljwNEDoxzaO8yp4xOcOj4BgM+vs/XmxTS1RIhNpNn9whl+8h97idYHaOuoQ293vVeqzlBlsQdUrCLFgiUc8fObn7yx5rHHfnyAowdG8WkqTG461Z4hL9B2zwfm9OK0tdVd9Ppb1VSHyZWYzRgaGRmivb0dqA2T+8lPfsif//kX+PKX/5ZUKuWGAFf9cI8++ghvetObMYxXb9IoY+hVYNsOp45NcGT/CB099Vx747ljqm3LYWQwwdCZONH6ICvXt88Z8nQpKOQtpmJZmtsiSCnZ8cxJ9rx4hpXr2rntbavx+Y3yAvl8cw7GhpO8+EwftuWwemMni5c1IQHHlti2U76v/juXNRkfSbF7+xnqG4O88/2bZxR5DAR9dPY00NnTUH7spUOj/PTEOLeua2floiZ2Pn+K7U/3cdPtyy/reTxfBk/HeeT7+wC44Q1LWbOpk1zW3TEHaO2I0toRnbPAZbQ+yObre8v/v+OeTTz+0CHGR5Ks2tDB4uXNpJMFrILNYH+c/UfGEDmL4f4pfH6djp4GGptDhCN+xoaTNWFMwbAPv3+mEamHfKzb0sWq9e0X+3ScNw1NoVkf13VR7p9qh3N2ymFyV8nsHo74WbOpkzWbOnEch9HBJKdOTHDmxCS2LVm0rImlq1rp6m2Y0eZA0MfGrT1s3NrDxGiKw/uGAcE1Ny4iHKlcM8tXt7HjmZOMDiXoOzpOc7YAqLwycBd7yjPkbYxiDq6uCbWJNI0r4UlXzM2OHS8QCARpb58potTR0YllmRiGwQ033MT3vvcf3FM07J588jG++91/461vfdtr+nxlDF0AsYk0B/cMc2TfMNmMCVAO8ZhuEDmOw9hwioFTMQZOxRnunyrvhALseKaP69+wjDWbLlwBY/f2MxzdP8LdH9xyzmMLeYtXdg6w58Uz5HMW/oCOP2CQSuTRdMHRA6OMjaRobA4xcCqOENDV20jPkka6FzfS2hGdMZFOxTLsfO40h18ZLj82cCo+/aPPSjBkcNdvzDSEzoUjJW/5tfUcOzTK3h397N3RTzDso6O7np7FjeX6NZdz8pdSkkkViE1kiE9kiE1kOLxvGOlI3va+jSxZ4dZ/iNYHawoWXgiGoXPnezbMeLy0o/PSVJaDp2L8f7/3egIBY8b3HxtOMjqUpLO3nubWyLxbHGlFg1epIs1NucjmVfjbappGZ28Dnb0N3Hjr8gt6bUt7lJvftHLW59o663jHPZvIpAv8368+V97tVZ6h2joqV2GXUFwGSjmkhhAU1CZSDWqEuPJ8/et/y7e+9c/ouk44HOZ//I+K96gUJqfrBvl8jt/93T8A4N57/ytf/epX+NSnPoYQUFdXz5//+V+95raclzG0Z88e/uZv/oZ//dd/Zf/+/XzqU59i6dKlAPzmb/4m73jHO/ja177GU089hWEY3HfffWzevJlTp07xx3/8xwghWLVqFX/2Z3+GpmkXdOyVxizYHD80ysG9Qwz3uzkcgaDB5m29LFnZzBM/PcwLT54glzFp66zDLNicPjFB/8lYTaHK5raIa2AsamTwdJwDe4Z44qeHGB9NcfObVpz3AmZ4YIoXnjqOlHBwzzC9i5rnbPe+XQPs3n6aXNYiEDRYvaGDof4pUokcG7f2cMOtS3np2VPs3dFPfCJT3pWvDksJBA26FzXS3l2HadrExjPlUK3mtgi33LGC+sYQh18ZZmIsja5raLqo3GtV/2uCQMggHAnQ1Vt/QaFYpfMjpVv1/O2/vpFdz58mncyTiOcqEs2lNi9269csXdU6a+2FV4ttOxzZN0JsIk0mVWAqliU+mZlRlNQwNN7yrvVlQ+hSUzIQZjOEYGYY03xDrzaG1EJ3doprndeqJjcfKQuHKO9hGeUZUpTGTV0TqiTBNMp1hjw4Xl5Otm7dxtat22Y8/qd/+oU5X/Pxj/9nPv7x/zzrc8FgkM9+9r6L1bwy5zSGvvGNb/DjH/+YUMhdKB84cIDf/u3f5mMf+1j5mP379/Piiy/y3e9+l6GhIe69914efPBBvvSlL/F7v/d73Hjjjdx///08/vjjdHd3n/exb3nLWy76Fz4fpJSMDiU5uGeIYwdHyzkfi5Y1sXZzF8tWtaIb7iDzax/YzA+/vZvd22sVMOoagqxc107Pkia6FzfWhnasaWPz9b387LuvsHdHP6lEjjffvf6c4V6mafPETw4hpTv579s1wB3vWFdzjGXa7H95kJdfcGu8+AMGN7xhKZu29eIPGEgpcRxZ/qxb7ljJ+i1daLqgocmtOJ9K5Nw6MKfcejB9R8fpOzpe/oyWtghbb17C8jVt5YHk+jcsezWn+rwpjVcl13ZTS4Q73ln57qlEjoFiewdPxeg7Mk7fkXFeePoEb33XBpasfO1GycRoyjVgR1KVdmmChuYQPUvCNLWGaWqJuCp4zWF8s4SiXSpsx0HXxIJd9OiG+7001EJ3LpxyQvAVbsgVoOQ5lCVjSBnMlZxBD/YHhUvputCFwLbUuFlNWUDhCrdDcXVwTmNo8eLFfPWrX+Vzn/scAPv27aOvr4/HH3+cJUuWcN9997Fz505e//rXI4Sgu7sb27aZnJxk//793HDDDQDceuutPPvssyxbtuy8j73cxpBl2RzaO8z+lwfL1Z6j9QG2XN/L2s1ds3oYmloivP/j1zN0Jk4m5car9y5rprE5dNaFaX1jiPd86FoeeXAfJw6P88yjR7ntbbUKXlJK0qkC48NJxkZSbq2VWJYt1/dimjYHdg9x9MAIzR0RYuNpDr0yzOFXhotGkM62W5aw+freGoljIcQM+eWm1lrJ3Gh9kDUbO1lTrAWTiGeZGE0TCBqEo34ams7+3S4JZWNo9qej9cFyfgK4bT51bIIXnjrBww++wi13rGTjdT2vut3DA1P86Nu7cRzJ2k2drL+2m3DETzjqvypylmxbvmZZ7asZFSZ3Hni4onrpGiwtcCxlMJfrDHmvNyhKlOYEXTCraI6XqQgoqCtEcR7G0J133kl/f3/5/82bN3PPPfewceNGvv71r/N3f/d31NXV0dhYkbaLRCIkk8kaxYfSY6lU6ryPPRdNTeHXrCaWSRcY6o/TfzLGzudPkUq6uTTrNndx7Y2LWb667dxu1DZYsvTVeR4+/Omb+ee/e5aDe4Zoa6+jvauOoYEphvunGBqYKhtYJRYvb+au921mciLDgd1D/OqJYzQ1h9n38gAAobCPW+5Yyc23r7jgfJy5aGurY8Wqi/JWr5rGonEaKXrY2trOHvLltrmdNRs6eeCbL/Krx44xFcty1/s2X3AxSCklP/mPvTiO5J6PbGPd5q5X9yUuEW1tdQhN4NO1c56X+Uok4oZUCkA39Fm/50L97ueLz69jAmjCk+dCaKJcdNi2pSfPQTX1o+6YifBmf5gLL52L+gY3osfv03GyZs1399J5mI1S5IYQ6lyAOgcXLKDwlre8hfr6+vLfX/ziF7njjjtIp9PlY9LpNHV1dTU5P+l0mvr6eqLR6Hkfey5iscyFNr9MPmex89mTvLJzoLxj4vPrXHvTYjZf31sOa5uYSJ3tbS4Kb333Bh78l1388hdHah6vawiybHUrbZ11ZfWxSDRALJ5B6NCzpLEo0BCjrTPKtTctZulKN4Qvlc6TSi+c4qTJhFuUNZlyv9P5ykD6Qwbv+dBWHv3hfl7ZOUD/qRi33rma7kXnr0t/6vgEZ/omWbqqhdau6CWVoLxQSgIK+YKNEOKqatvFxDTd2jIakM2aM77npZYGnQ/kcxYarmfIi+dC1wRmwe0nlu148hxUE58qzo/i/MfLhY7XxolczhV6krasuSa8dh5mI1+s77eQ583zxUv9YS6j74KNoY9//ON8/vOfZ/PmzTz//PNs2LCBrVu38td//dd8/OMfZ3h4GMdxaG5uZv369Wzfvp0bb7yRX/7yl9x0000sXrz4vI99Ndi2wxM/PUR9Y5BttyytCWHKpAtldbe+o+PkMiZ1DUFWb+igtSNKz5LGmpCyy0WkLsA7f2Mze1/qp7E5RGuHa/wEQ2dvy423LWfHMydZua6NNZs6F7S7tyKgcOGu/rqGIO/+f67l+SeO88rOAX707d1uDpGUTIyla1T+qgmFfWy6rpcDuwcBuOES50W9FmzbWdBhctUCCioEanbKUrEeTQjWdE3lDFVRElAQKlDOs2hVYXLqmqjFa3WGFGfngo2hL3zhC3zxi1/E5/PR2trKF7/4RaLRKNu2beP9738/juNw//33A/BHf/RHfP7zn+crX/kKy5cv584770TX9fM+9tWw58UzHDswCsDg6Sk2b+th6MwU/adixMYrniR/wOCGW5ex5Ybeq6JwZ3NbhNvfvuaCXtPRXc9vf+YWT1j0pfHqVdhCgLuYfv1bVrFyfTvPPn6srDwXjvoJzWF0JmJZfvlz11u3akM7Le3RWY+7GrAdibGAF8GlnCENNanPRTkh+MqnsF0RdEOUjSFlMFdtHC3cYUFxDkqbSJpwUwodR3p2s2Q6V3MpAsXl57yMod7eXr7zne8AsGHDBh544IEZx9x7773ce++9NY8tW7aMb33rW6/p2AshOZVj57OnCIV9dC1q4MThcYb7pwBX6njRsiZ6ljTRs6SR1o46NSjMI16LZ6iazp4G3vuhrUyMpglH/TUqf9PJpPLs2dHP8MDUVe0VAtcY8l0FQg6XipKanBJQmBuvJwTrulbuG8pgrvIMebM7KKg2htxOYDsOmnblN3+vBsrS2ur6uKQMDQ3yZ392H//4j/8MwEc/+kE2bdrCH/zBH5WPufvuO/nxj39e/v+FF57j8ccfPav89sVmwRRdlVLy7GPHsCyHW+9czeqNHRzZP0IynqN7cSMd3fVlOWzF/KM0oV+MJY4QgtaOc3t5wtEAr3vjiovwiZce23YIXkYp78tNKTHeEEJJa58Dr27y6LqGZVVyhrxOVcnVK9gKxZWkFCZXWvlYtsS3YFZ9r42yJ13tFlw29u7dzYoVK9i1aweZTJpwOHLuF10mFsRlcfLoODufO8XoUJKu3gZWb+xACFGWhlbMf15rmNxCx3Yk+gJeBJc2MnRNqF3/OZAerjME7sLPKRpBqo9USWt7tD8oqjxDlDxD6roo4bUo0ueeOM6JQ6OzPqfpWnnsvBCWr23n5jed/4bxQw/9kNtvv4P29k4efvgnvO9977/gz7xUzHtXSf/JGA8/uI/RoSTL17Ty5rvXKUt/AXKxwuQWKpYty96ThUglEVioCX0OZHEu0xZwPzgbuq6VlUFVzlB10VU1H3qV0iZSaZ9MjZ0VlGfo8pJOp9i7dzeve93rueuuu/nBDx486/GX+3eZ956h9q46brp9OUtWtNDcdvW43BQXl3KYnBrLZ8V2vKEmpws1oc9FKSHYy2FyTtEj5CjPkPIMKcpzQml7xFbhozPwyvVx85tWzOnFuRzS2o8++giOI/nc534fgImJcV566UW2bbthhuGTzWbw+wOXtD3TmffGkD9gcO1Ni690MxSXmLJn6KJkDS08bHuBh8nplTA5U03os+NxqVhdF8ozVEV5pPRof1BUVDhLXUBtJFVwPC44c7l56KEf8j//51dYvtw1yB599GG+//3vsm3bDXR3d7Nz5w6uu+56ALZvf55Nm7Zc1vZ5M55CMe9QnqG5cRzXRFzIxlApTM5QYXJzUq4z5NHJvRQSJFA5Q6DCgBRV9dmKl4MaOytIKT27cXS5OXr0MCDLhhDAbbe9ib17dzMyMsznPvff+D//5xt88pMf5ROf+DDBYJA773zHZW3jvPcMKbxBaUJ3lDU0g5K6mr6QpbWrJGLVhD475YTgBWwUn43qXXClJldddFXhVUphckLlDM1AogoSXw66urp58snnZzweCAT4yU9+Uf7/a1/7x8vZrBks3NWTYkFRHrLUWD4Dq7gLvpA9QzU5Q2qhOzvS6zlDlfwI5RlSAgqKWTxDauwsozxDimqUMaSYF1TU5K5wQ65CSrt9C9kYKtfLUAIKc1IpIrhw+8HZ0Ks9QypnSAkoKGpCR0GNnTVIdW0oKihjSDEvKA1aKkxuJmVjyAthcggsNaHPStkRsICN4rNR9h6ialFBVX9QKz7PUvISi+K8qYyhCo5U14aiwsJdPSkWFF7d7T4fSqEPxgJeBFfXy1AL3TnweMK8Vuwjhi5UzhAVz5BKi/AupXETFSY3AxUmp6hGGUOKeYXyDM3EC2FyNfkgKgRqVsoCCgu3G5yVUv83lMEMVPcHj3YIhVKTOwtKQEFRjTKGFPMCJa09N5UwuYU7sFfC5Nw+oIzi2fC2Z6i0C25oQuUMoXKGFNWh0ypMbjrKM6SoRhlDinlBOUxOjeUzKIU+6NrCvZzLssnFfqB2/mdSFlBYwB7Cs1FRHFQ5Q6ByhhQV4RmKewPquqhCCSgoqli4qyfFwqI8pqvBfDre8AxVwuRAhcrNSjln6Aq34wpRWvjpmlD9g0qdIRUJ5F2EEGiaKBfgVddFBUeqMLlLzX/5L59g584dNY/9r//1N7znPe/gvvs+W/P43XffWf77xRdf4DOf+SS/8ztiPl//AAAgAElEQVT/iU996mM88MC3yn34L/7iC7zwwnMXva2q6KpiXqCkteemZAwZC9gzpGLfz43Xc0SqPUMFtQNeDiX1an9QuOiGVhFQUONmGYm3wuRiA78gEz8w63PDmvaqDOVw43qaet4y5/N33/0eHnnkp1x33fUAmKbJs88+w4YNm9i9exePPPJT3va2u2pec+TIIf7+77/KX/3V/6a1tRXLsvjyl/+Sf//3f+WDH/zwBbfxfFm4qyfFgkIr5wypwXw6pdCHBe0Zml4vQy12Z6KMIfdeFeZ18bighsJF00R5p0SNm1Uoae1Lzu2338GuXS+Ry+UAeOaZp7nhhhsJhUJ86lOf4Zvf/EdGR0dqXvODHzzIhz/8MVpbWwEwDIPPfOb3+NGPvn9J26o8Q4p5hbKFZlLa0VnIanLlehnF/5V08kwk3g6T041KmJylFn0VAQUVCuRpdEMr12ZTwiIVHI8JKDT1vGVOL05bWx1jY8mL/pmBQIA3vOE2fvnLJ3nrW9/Oz372Yz7xid/he997gNbWNj7xiU/xl3/5Rb7yla+VXzMyMkR3d0/N+0QiUXK5LM4l7L/KM6SYF2jlMDm1yJmO5QVp7ZJnSBUPnJuSJ2AB94OzoWmVwrwqN6K6CO8VbYbiCqPrGtJR4+ZseHOkvLz82q+9h0ce+Rnj42Mkk0nWrFlbfu6tb3074XCYH/zge+XHOjq6GBwcqHmPVCqFEFp5jL8UKM+QYl6gpLXnphImt3BXPdM9Q2pSn4n0eI5IyWDWBcozREVAwav9QeGi6RUBBUeNm2UcFSZ3WVixYiXZbJrvfOffueuuu2c8/4d/eB+f/ORHyGTSALzrXe/lr/7qz9m4cQuZTIqvfe1/4/MZvPe991zSdi7c1ZNiYVHyDCk1uRl4IUxOCOGqhalK6ufEq/N7WXFQ5QwBpTA54d0OoQCmeYbUJkEZVWfo8nHXXXfz0EM/5M1vvnPGc42Njdx77++X84rWrl3Hpz99L1/4wn186UtfZGxshFQqzdTUFPl8/pK1UXmGFPOCcuk4NZbPoOwZWsDGELiTemkuV56hmSg1ueowOVlc7HjzXEC1mtwVbojiiqLC5OZAeYYuG+9857t55zvfXf7/T//0CzXPv+ENt/OrX71U/v/662/i+utvqjlm3769+Hy+Ga+9WCjPkGJeIFTO0JyUkmIXcpgcuN9PqErqc+PxMLlSYd7SnoDX+4jXwyYVLrouyuFxKpeugtcEFOY7GzduvqQ5Qwt79aRYMJRzhq5sM65KvOMZEkhVSf2cLOByU2dlZmFeb/eR0rpXLfi8jaZX1RlS42YN6tJQlPDotKmYb6iiq3Nje0BNDkqTutrhnAvPh8kZpTA5F88niyvPkILa68Ly+jVRhdfDaBW1KGNIMS+oqMmpwXw6ZWNoARddhVIl9VK9DNUPZuB1Y0gvFeZ1v7/yDCljSFHZJBOoTaRqXDW5K90KxdWCMoYU8wLlGZqbknKWscDjo3RNKFWks+LthHltepicxxXlygIKC3tYUJyDco021Lg5HVWQWFFCDZOKeUFpyFKeoZl4JUzO9Qy5f6sdzpmUw+QWeD+Yi4pnyMXrniGvewoVLhWVRXVNVKMEFBTVKGNIMS9QRVfnxithcpqql3F2PJ4jUjGGVCgluGFA4F1PocKl5DF1w+S8fU3UIFEXh6KMMoYU84LSAs9R1tAMSuFA+kIPk6sy9tSkPjdend9L/UPIYs6Qx8PkStKLXjWOFS41niGvXxNVSCnxqBNdMQsLe/WkWDCo+XxuPBMmVxPuoSb1ufDq4reUG4GqRQVUvOiaR/uDwqU6fNTr10Q1jiq6qqhCGUOKeUEp0VE5hmbinTC5qnAPFSY3A6/nDJWKrgpVUwWoVpO7wg1RXFF0ozJuel5ufhrq0lCUUMaQYl5QmtBVmNxMKkVXF/blrHY4z4HHc0RK/aOE5/uIx41jhYumqTpDsyGVgIKiioW9elIsGNSgNTeWU8oZWtgnSakinQtvCyhomnDHCVWYF6gWUPBmf1C41Epre/uaqMYdJtS1oXBRxpBiXqAEFOamZBgYngqTU5P6XHh58avrGhS7htdDgmTRGFR1hryNrtTkZkWiBBQUFdQwqZgXlAYtZQvNpBwmpy/sy7m0w6k8Q3Pg8TA5KOYNSSWtDeXu4GnjWFHJpVPjZi1KQEFRzcJePSkWDEIVGpoT22NhcgK10J2N8uJ3gfeDs6EbohIm53EBhVKBaqUm521qci2VR72CREXJKcooY0gxr1Br4Jl4R1pbhcmdlXLR1SvcjiuIrmtlq9DrOUPFMkNq99vjlMZN5RmqRdUZUlSjjCHFvKC0uymVZ2gGXgmTU+Ee54eXF7+6riEd5RkCJbWucCmNm7oQatysorh1dIVbobhaWNirJ8WCwcPru3Ni2d4Lk1OT+iyoIptouihvmHi9j8iia8jD3UFBZdzUhfD8BkE1yjOkqEYZQ4p5QUVN7go35CrEm2FyqiPMhZc9Aa6anJLWhopnyMvGsaJSdNX1DHn7mqhGKgEFRRXKGFLMG9wSImoRPB2vSGvX1hlSk/oMlJqcCpOrppRD5mHjWFHlGdKUt7QaqQQUFFUoY0gxbxBCKDG5WbDLYXIL+3KuKR6oJvUZKCll13soywIK3u4jjjKOFUzbRPL6BkEVUkq1AFaUUX1BMW8Qwi2UpqjFdiQC0Bb4DnDp+6lJfXZEKSV4YXeDs6IM5iqUtLaCSrFqFSZXiwRvD5aKGpQxpJg3CKHKDM2G7chyPs1Cpnahqyb1GSj1sLJylpJfr/IMebg/KKo9Q0pNrkSlBtcVbojiqkEZQ4p5gxsmpwbz6di2XPAhcqDU5M6FCpObVlPF42OFVDlDCqqMIaHGzRJl2XkPj5WKWhb+CkqxYHAFFK50K64+bMdZ8EpyUAn3UGFys1PqAV6e4GsMZq/3EaUmp6CiJqcJdU2UUOH2iukoY0gxb1ACCrPjmTA55Rmak2qPqZfXvroqzFtGKgEFBeqamI2K7PyVbYfi6kEZQ4p5g5szpAbz6bhhcgt/VK8YQwJL5QzVUH1VeNkzpFXXovJ4HymHyXm4Pyim5dF5/JooISsxxVe0HYqrB2UMKeYNQgjl3J4FN0xu4V/KKkzuLMhKmNxCVxU8GypMropSkriH+4OiOo9OqGuiSGWj4Ao3RHHVsPBXUIoFgyq6OjuWCpPzPI4KkwMqioMqJKjSJ5Qx5G0q46abKeN4/LqA6jA5dW0oXJQxpJg3KGnt2fFMmFxxoaujwj1mQwkoKM9QDUoxS0F1mJzbD9TYqQQUFDNRxpBi3qDC5GbHdrwirV1SRVLhHtNRAgouNaGUHl/0lXqE8gx5G00TCFEpymypsVN5hhQzWPgrKMWCQQkozI7tOJ4Kk9NVvYwZOFJ5hqDWM2R5vI+ovAhFCd3QEMXLQY2dKsJEMRNlDCnmDUII1Dg+E9uWGB4whrRy8UBVSX0GVafDy0U2a2SEvb4DXgqT83B/ULhomlbuD2rsrITJqY0CRQllDCnmDcozNBMppffC5ADb9nYI1HQcKZVniEqBSUGtqIQXkcVFrxfyCRVnRzdEeXxQY6cKk/Mi0rHIpU7N+bxxGduiULwmBKCShmpxPLTgqd71V3HvtVSv+708v2tatYCCtxd95VIqHhgbFGdH1zUo2IBSk4OqTVV1aSx4pJRk4weJDz6OVYixaNlfz3qcMoYU8wY3TE4N5NWU8iK8kDNUCZNTyfEzqRZQWPh9YS6UtHYVavdbUUTXVZhcNWVbSF0bC5p8up/4wC/Ip88AGnVtN855rDKGFPMGTUlrz8CyXKPA8ECYXEUVSU3o06kVULiiTbmilDYFVB+pElBQniHPo+mVydPrwiJQ5TW9oq24cjhSsufoOEu76mmqC1zRtpiWw/BkhoGxFEPjUyQTw1iFCaTWyKKeFSzvbiQcNLBsh8GJNBNTOcLaGM36MXRRQBMOAhsNGyGK98WbQRqADEs5ltrE+HCIz147ezuUMaSYRwhUnFwtVjEUyAthclBSRZIqOX4a1bl0XpZSrq0z5G3vocqLUJSo8Qx5/LoAbyotOlKiCcF4PMs3f3qQw2fidDaHuf+j2y7p55qWQz6XIDPyKI6VIBBdgi/UySsnpjh4chw/MdqiadqjGbbW5RD1ldcOJV7m8V+2c2KiiXTBx+KmKa7tGWFFe2zG50gJlq1hOVrxXhDPNvDU8cWcijUAMYSI8dk52qmMIcW8QQhQ43gttofC5MDNCdFs2/O7/tORKGltqAqlRHmGSqtf5Rm6epBSgrRx7DyOk0faeRzHBEAIDX+oE6Fd/GWZbmhl61hdF97aKHAcyQ+eOcEj208jpaukJyW0NQYZnszw7V8c4Y8/Onf42NnIFSz6R1IksiaJTIFEukAybTKVKZBI5Ykl0zT6RnnXxqNEAyZSQiEzCECPDj0rKu9lywCOr4dQtINItJ1k7ASdHOXt9X1AX83nWnoXGd8NmFoTUmrYUsdxBA7uNeY4rvEnI5JbmyW6rtHeGKK7NTLnd1HGkGLeoAmBJZU1VI33PEMCYYGt+kENSkDBpaI4KDwfDlTqE14ZGy4VebtAPBcnUUjSFGyiJdhU3nCQUuJYbiiO7ovO/vpi3oKZG8dx8nCWsUsIg0B0CUagGc0IYvgaMALN+EOdaEbwgtseS+YxbcftAypnqMx8FFCQUpLJWwR8OromyOYtkhnXCEllTGxHIoRAE+6GmBDuXPDYzn72nZikqS5AS73bh267ppsb13fwF/+6k5z1ON9+6GfkiGCKehytCb/RQtRfT0uwgVUdfpxsH/5wJ/5wLwDDkxl27dtDs9xOT0OSJkdQ7wgcn8Cu17DrBHRAXaCAEOBIwe7R9Tx1uIXm0CQt4SyL28Ncv66DuvpO/KF2NCNas5FX13YDViFBLnmcXLIPx8oSiC4iWLcMf7j3om/6KWNIMW8QQgXJTacULuYFaW2ohEGpMLlapJLWBioCCroQnu8jlVAg7/aH10KykOInxx9mdGI3QSQ+IYhqgkbdoNUXoE4I/NJEFGclw99EILqEcONaAnXLKGQGSU/uJT3xsvt8sBVDa0ZoARx8OPiwHB+W1DEtB8cu4LMHkMnjkDxe2xihE25YS7TlWgJ1y2b9TVNZk1dOTDAymSGeKtA3lODMaAqA19WH3Ldh4YfJjcWzjMezNEQDNEb9hALGjPNVsYVqH3ccyVS6QN60yRcsMqZNtmCTM22ylg1CIHRBoWCRTBYI+g1WLmqgtSFExKcT1LVZvU1Sypo2SCmxi2N2Im3SEPHPGd4spWRf3yQPPnWc08XfU7tAMalNy1v45N3riQR9NY9/+l0biJ/4GUFNABlgDICClExmHDIZmEjo5eOTlo9YNoAhHTbVZ9zHzBZ0XcfwSXzCIahJhHDQkBiBLnzBdsJNm7CWmzRuGGFkogmf1sGWpcupCzVRsE2mClly2RhZK0fOypOzckT9ETrC7bQ0bSbaMkeizzkwHYuDE4fpS5xGQxDxhXl/212zHquMIcX8QQgloDCNsmfII2Fyuq6VM8ccR3o6P6aaWs+Qd89JyVjWNaU4WFaT88Y+yavGdCxGM2MMp0cZzowymY2RMlP0T53i7UG4JTIzwVzKAilHMuFIko4koOl0yymswm7Sk7uRsuKhncrX8VTfWo6PRckWbExrrn4ZBhqJ+AtEAwVCPoumUIHWaIY1bZO0yv1k4vtJ5kMci/VyOrkYkwi2LckVLE4Np2oWyIYu2LYyiFWYYuy0oAlx1YePJjIFnt83zPP7h7FtSX3ET2PU7xo2Efc+4NeJJ/Nk8xabVrTQ2+Z65GzH4WfPn+LHz56s+Y4+Q6Mh4qch6ica9JHOW0wl8wAcHEvw+w/vJuc42FLiOG45VqGJc4eX+gFsnj8zCmeqHpduGFoxJg3puP8LwNAEuqFhCyj1AulIcCRaeWIrPiYlji2RjnSFkrqC9K6owzE0HM0d5zVcw6jsDQJEtZhO8TNDYT//dnIEgbtRZGgCnya4uaMRXUDcEST1rQhnAsNJEBIZWvU8hpCcMR0OmSZdusZqv2RxnYktJQMW9BntBJsWuaF3SDc0TUqc4rdrNBpo0OvZfuQhjsVrQ91+MXb+/SJshGgKNrIo2kNzsJHR7DijmXHkOSJExnOTZK1czWPvv04ZQ4p5jqaKrs7A9lCdIXBVkUQ53MNB0/Szv8Aj1HiGPNIXZkOrCpMrXMWLvstBRU1OWUMAlm2xo28Xh0aHGMpOMp4dZzI3RrIQR06LOWjWBL8eDdOiC0a1RQxoS8g5BqYIUdAjFKRBIjdBIjdEujBKQQ6AlqZb11ij19NrGIyYIU4U/PQVJLL5MFqLRoQQBmF8WgifFiGgR/DpBrZI4IgsXaGVtPgbSSbyDA2niBcsJm3BwSFJc2CSNXWnWV0/xLWdR9nScZRTmVZGs3Uk8gFa2lqJNC+ipTFK0K/TxSHqEk+DNHk8/UZyEzYC2Hl4jFu3LZ7zPOULNoMTacJBg2jIR8CnY+iz96F4Ks/geJrxqRyZnEVzfYCGiJ90ziKRKZDL2+QKVtHT4npYcnmbvGmTK5TuLfe5QiUX1NAFAZ/OwHj6rL/pd586zpLOOsIBw/UITeVojPq5ZVMXqazJVKpAPJVnKl2gbzBZFhEI+t15I69D0raxsxbSlhiGIGDo6BJ0W6JrAkMUb1px7pFuDoru08ibDvFEjnTOwtFA6sI1SjThbtSJigqq7bhiAgXTRpoOFA2vYNDAkVBwJEKrGGJC0xAB19DRi5a1BYR0jajPcAtLI3FtKfdeIrGr/neQZKVkKp2bNapGE4JtgKPp3HJNrZEgpUQ6eRZpAVYkYwynxziVHSdpxxjLxTiT62ci2QexvlneeSYbW9aytX0LQgjSZoah9Ajx/BRBPUDQCBA0goT0IEEjSEAPkCwkGc6MEsvFSZlpxjLjDKSGyu9naAaGOPv8H/FFuLnrBja0rEXXdHQx91iojCHFvEEoz9AMKjlD3ljwuKpIRYlYW+Lz4AgmpcSxszhWGtvK4FgZzHQGn2GB5bvgnCHbyqDpAcQ5JpbpbQDngl5zOSh7hoQqLlmpM3Rlm3ExieXiHJg8TCKfIlFIkiwki/cpEoUUtrQAWFTXy3tXvpPFdT3snzjEieHn6cj102NorAdWSkkKSSoAaX89aRkiQ5Q0DfTqWTZoZ9CEZI+zhueta9ER+DQNy3Gwym6fVgi2EgpCUFqY1klGzIMMFoahUGywAIqOJQd3MZuv/kJ28VakP/c8ft86DL0TOjRsZwLL6seRGWLC4Dg6j6UCrPNJNvpNlkXGWRYZL7/elDr5TABfxiQgzPLjS7v9HJrIIoAnXx4gmbP4rTevoiHiB9x5ZCye5YX9Izyxq590zqo574auEfTrBHwaAb9BwKcxmcwzlSrwavEZGgGfTtCv01TnenxCfoONy1u4eWMn0ZAP07JdgyZdYCqVJ55yQ9gao36EEGw/MMIrJyaQEoJ+nVs2dvKBN6+aEQ4GroGQy1sEAwbj8Sx//A8vAIKl0RC3dkRoaQzR3hh61d/nfEhkCuw4OMpTLw+Qypn8xu0ruWlDB0IITMtB02bO5bJo2FjFDS//HIbpuXA9Nu55mCpYfOWVU9hSogFyluQpIQRCd3OMOuub6axvBtbUHBPPTxHPT6GhFT1Topi3pCGlJJaPM5GdZHF9L0vr5zbAzwdHOoxkxojnpmgLt9IcbEQ7i3FzoXhwKaGYrwiUZ2g69gILk5seWz2dhVo8UEqJmRulkB6gkB0BQGgG0jFxrAy2lS7eu8bPbNlzb9wW5cUX3Z23QmaIQnYETfMjNF/NTTo2Z8Z2kJ46Rp3MY0gTzQgTKcZm+0JtZ22rmRtj7PgDWIUYEoGlh2ls2UIw3IWZG8XKxwCBEBoIHSkFqZxNImMRiK5i9cqNlyyUTy8X5r36coaklBw5E2doMlNuW9DvLgY1UVxEaFXJzwjGprKcGU2RSBXKifB1YT8NET/1xZuhC/TiTrQu3HtNE2VjUNM1slaOPWP7eGX8AP2pIV7ffSN3LL71ghcTWSvLy6P72Dmym6yVI+ILE/GFCRfvI74wjYEGNjSvwafPXJCmCmkOx44ylB4lbWZIm2n33sqQMTPk7QJrm1fx+u6bEEJwMnEa27FpDDRwInGK5wd3YEu75j0Fgqg/QkuoCUMzsB2bE1Mn+ZudX6PRF+YNfputfh8YGifNAI7jI4xDVLdYpBcQwgZSxdswABPZME8OrOTgcDN2tr8S01SkuT7AxuUtrFvWxPLeBnRDx3JWYDlvZDgzwtHYESJGmKZgA1FfPX4jiu3YpK0UGTNN2kyRNlNkzBSmU6Ap2IIQOi8NP0eysJ+Cub/m+4WMOmxZwJYWedvkZVvycg7qhKBeEzQbQTZEO+jSHELSRGoh0kYb8VyWHnkKNPcLaMCi9igvHRzhyKlJulsjjMWzTCbz5Y3GaMjH7dd0Y9oOmZxV9uDki/eJYk5NNOTjmpWt9LZHaWsMEg4YTCbzJDMFIkEfdWEf4YCPQLGPu8aUe+8/i7epGp+h09oYonUOI+V1GzrJF2x0XZzz/TQhCBeNpPLIIKC5LsC6xc3nbMvFoD7s547rernjut4Zz/mM2dsvhEAXoL9GtQchBDqulylYPFeO7RRznF7dezcGGmgMNMz5fHe081W972xoQqMr0kFXpOOivWc1yhhSzBuEKro6A6ssoHB5jSEpHczcOGZ2uLjwHkbaBfzhLgLRxYQb159TIlZKB8fKYltpzOwI6ck95JJ9GP5G/JEeDH8Dmh7CH+klEFnkDuZ6JeV1PhlD0rGwzAR2IYFtJrHNJELohBrWIHGInXmY3PSk6WloehDNiOALNKMZYYQeQupBHM1PZuo0LZxk88YjbN/5z+jj+8/qIfIXb3HbYcJx6JZpnLEXSI69QM5oINiwhoIwyDiSjGOTsi0SdgG7MMUWs5+gkJw2bQwBrTJFevQ5zhbQogGNgJPYx3d+epxFS28k5DfQDUjJSWKFSSbSSRLZLMLR0fBhSD+acO+F9NHeGGLjigZGsqM8e+plTibPUB8KUheI0BZqoTvaycbopvLnXa6coYGxFP1jaTfUShYXWlUStrmCTTJT4MWDowxPZi5LmwDagOaAyfZj32PizEk0HKJCsFXTsIcf54Wx5xAiQsYRpB3I2A4paZNybJKOoKA1EPY3UCcytJFgXz7LpBmjLNmNjsSe9bMjvihb268nZ+UYTA+QtTJYjkWiEJ/1eEMYBIwwAp2XRnbz0sjuWY+r9zexofUG6nxNhPUAIV0nIASaU0A4eWSx1OJUwwj98Ze5Rs/RovsYdhp4Jr+Nt6/YzPqOOizbYWIqx/BEkon4JInEJNnslKteZRnokbVct6qJbavdHfvJZI54skBve4TNy1vobo3MadB3R5awtW3JWX6VuXn38tezZ2w/yUIKS1q0hlpY07SCkFExBtzke5uCbRLPT/Hi8C6eH9rBKxN9tASbWNu8mpSZppBLsNSM0WOA0NzfSQBvv2kxjtD4558c4NDpOE11AVb1NNDWFGJZVz23bOwi4L+6PL5n49W0tXod4QV57emUvrNT3FiQ3jsFM1DGkGLeIISYEds9n3DsArnkcQqZIaz8JI5jovui6EYE3VdX/DuK5osUa1EUkE4exzbxBZvxBWdOpKUF36UwhqxCgnz6NJoeRGh+zNwYZmaYQnYIMzuKlLWhFAidQnaI1MQu4kNPUd9xM3YhQT51GpAIPYB0rGJ4V7ro4ajFF2zDNpNkYvtqHw91Utd2PT6f+30vtyqSK6GbwipMYRcSWIUpLHMKx8rg2Hk0zY8/0kOwWFBOCEHf8Iukh58mKPP4p28tF4kN/ByJQCAZkT7OyAAJ4QOh4UOQlw6pojGSt00KziQFe5iCY+JUJY/qwEf1dnq6xmBijLjjsCMXACHxYeMTDgau2o8GDDtNDIr1pKwcBfMEyBQr/Rabg5JlMg4TL5YNpsbp5wLJIymT3ck6nFgXup5kdfcAjbpgzHYYtyQINyFYw93R1AQ0awHeGtZ5Xc9edo0fZFKapPUcMemQcSTthkabruHXSzuhYJR3MyGRk3xtp0myGC4ScPyMpnOM5cY5MXUSgFeMMwTpRRNcMmntk8MJTo+kGIlleOX4JP1jqfN6naELXrehg43LWvAZmhu2U3B33EuhMO595e+maIDFHXU01wcwdA3bkSTSBabSxZoemQKW7SYt246bAG47EstxePnFftau7qO3aRSY6aVxg7am3B9pFnJOhowcpLm4i7xEOHzXaUfqi/D7ViJEFLCQMl+85XBkDtseJ20e5JmBJwHo0HXSjo8COrrehaH3YuhtCBEs3gIIYaDh0CCn2Bo4zCJtgDrhEBASE51JJ4CJQYMmiWZ2EMBEE3P/vp3AGj+AYK+zhudym7jGCHHbxm7GxpIYukZHc5iO5jBwaXaaXw2GZnBdx5azHiOEwBAGhmYQ9oV498p3cOfSN/Hwycd46syzPDu4vXxsc9APhh9H5Cn5FqQD73rjCq5b0YKmud4Xr1FTpNqLxlDx3inPS947B9NRxpDiqqY6bMoNk7uy7bEKCVJjL2IVptyieY4J0kFK21U2Kf4thE6wfiWhhtVYuXGyyePkpo7ONCAugEB0GaGGlThWDgSEG9Zh2a6LWn+VccSzYWbHSIw+S3pyHzPiQ8BdqAfb8Yc63doDoU7XANB0zozvY3LsJZryg8TO/Kz0guJ9KWwniNDDEKwjj05GSjJSw1e/kt7mtXSH2rDNOI6ZxrZSpGP7yMYPMXn6IdatMKgLtjLU31HOlwK3n+RSp9F9UXyBmSEP0rGZLbRMIl3jJj+JVYhh5idxrGzxPS0cM4VlJrHNxFnrgwBk4m5oS5wAE1KwjCxRIOZIko5D0pGkJGQkZKSGH4tVPp2oEDyfMzlspt3+PW2RJ1vEyGcAACAASURBVB0N4eggdYSjI2QQISMY0kBIHQ0D24JnB3u5bUMfQ2GT5603IP1tbhG6qlv5pzAdzKyFHtCJ1q8H3AChQSdJMHeUdiYIaRohoREUENIkQWx8QrLfWcXJ4DIag5Q3ukfNJEPWBJrejO6PIkQWjSSIBJY9hWXHmbLjfDuZ5DfqAmxtKOUzXFjtlG0BP8NOiFbNJCAsJmU9p5xuTJlDWkfYFx+jk14KBZuUZfPdJ4+xrKue9qYQuYJNOmeSyVmYlsO1q9vKORPg5hhZtoNlO5i2q+BkOQ6OIwn4dPKmzYNPn2DXkYoMkqELrl3VyrolTWWlQ9y86fK4FfTrhAIGSzvrqAv7ea1EQ76zFg8scergmJtHBrxc2IYlQqTyOsm8AXoQ04gR0C3qDI06A6IaRHSHkGZi2FP45DANIstQoYVMzmFF/QQfjTbQs/4uwODMSIzBkTOkEsNo9iTNwRStwTRBv8lhexlHTB/XReIsC00xZYY47ruDju7l+GUWnzWObsbQzFF0K4ZhxdHtRFmm2pGQdUJYBAjpJktE0n0cgzwR0jRi4Xdv0o8pA5jSAAlCmsRSJuMJh5FUmES+jTuvqeNNW2eGJi0UQkaQ9658J3csupWMlaXOF8Wv+3lk998DMaRmAXqNmtx88v5cbMrrCLGwcurOl7JXs+QZUsaQMoYUl4ZSgbDJRJ7JRI5YMs9kMo/jSPw+rRg+YpV3RnMFu/x/6e+S4kxTXYCVPQ0kMgVs22F4PI7O5R3IpWMRH3yC5PiO8gBSQbiJ5EKr5Ek4BZKjz5Ecfa58lBFoIdy4jmDdMoxAC5ruxzZT7s0q3ptJHCuDEDpC96NpAYTmI5s4Rj7VRz5VUW5JDD+D9LVx05IoAa37rO238nHy6TMUssNY+RhC86MboWLoVRhND6HpATLx/aQn97rtDbYSbd7ihrPZeXzBFvyhTvRAKznHJG1mmLAypPMZ0ql97Bnbx+4x16PToAnW+AzSwk8wugRd91OwssQKCUaTMbLW+MxGjhwGfkprqIVr2zYhhGAsO8FYZpxsLs8Gv84W4WPJomH+06Jhpk73YWW20Ny0lqM7nyI5eRTADdNr2kiofhWJxBjjZ54gWMwFuFAkAk0P4xjt5O0wqUKQWMbPWNJgcFInntUxBTQsO0R9aJC1PoOVPkmjEKQxMDrfxOrWLRiagZCCWNJkeCLD8GSGgckETyf7mcjGScdCyFwEpEZjnZ+mOj8CiSMFjg22lNh2aeffwSp6ASy76BGQDjkLntm+lfbfXM8XFrfP+n2couyrrgnypo3P0Cg4DhnLoWC7+4Q+sRFNgF1M2rUdtyZG6fZ6R3JTMQl3PGcyniswkTPI2PWEDbfWhi0D2E4DlpRYxdf7pMR0HB6wYrSKBGGh06DlaNVTRESepGgiIVqwNVfMQdMMhKa7fwudequfjuzL9OgJcloDKb2ORnOIZv2Q++UMP/XNeU7gqsnZjsPD20/P+dt+/5cn+NCda8jmLR5+4RQjsex59YmVvQ28YXMX7Y0hFrVHy3kIVx8SUTSs37jl9dQH6y/8HaRkmRCMxVMc2PV/WdY0SOrQl7EcQZMmafIDrZXjbcIYepjNDYNsLj3oa6dejrLZ+SlyqBmfnJj5QVoIfJ0kClGe3K9xaLSRrFk5rwHdwqc7pAo+zr2LHUIA65c1c+e2braubvWMwExDoJ6GQNXvrLnnUAgLCLgeda9LzlOltIjwpmeo+JUdp7iW8eA5mI4yhhQXTDZv8fLRMXIFm3DAoGA5TCZyTCbzxIr3k4k8eXP2eHKQdNenWNM+SVMwTywfJJ0JksoESZshbEIE/T7qwn4CPp2RWIYXD47SHM7ysRsOcXz7c7w4cjMb123Cp2uYllOWAY2GfUSDvotef2bw+EPYqVcoOBGy/m3UNa+iramBcCg8a+y4dCyyiaPkkifwBVoJ1q/ACLTMOFbTg/iCrTNeP536jpspZEexcuNovgiOlSE9uZfM1FHetnYMKU8yenwlWt0a8lIStBKYhTjZ/BTCjKFZyfP+rr5gB2bjJp6IDXGiz1XcEWjk7Rw5O0vOys0Zrri0fjG39d5MopCkPzlIf+w4U+OVZGCf5qMl1MyKhqW0hpppDbXQGmomqAcZSA9xIn6SVyYO8ovTT9W8pi3UwjHg5N4OVogQTRv2sjwwhTX6DKOjzwDQlxPo6CzmNPnUaWLF1weBAdMmb2vg6EhHB1sv/53KBZnMBJnMhJjMBEkXfG7ugSPIFP92t5wdNxFZOAjNIRpx0JoHKDScIKkXqMu3c8/Wj+C3cxRSpwgFNvKrfZM88twxhiczjMayM/KcBH5aGhazpDNMd0uEratbWbWo8YIn6KGJNN/+xotIzh72oQlRXksGfO6GQlDXCeqXZ3PBKRpUUrr1Ly7se65AyluRTgFNdyW6HLtAIdNPtpAlefpBAppECAj5dPwO/O49Wzg5lGAikSMUMIgEfYSDBol0gYeeO8nXf+ga74YuWLOoEZ+hYegahqHhKyZla5ogV6wPc/3adm5Y1z4vajlV17rRX6XqX+l7tjVGWbXpt9i960fU+VNE/DaaHsAfbqetpYf6hi58wVY0I4SUjjv2TR0j1LCKYP0qDh3ZDfGHCchJTsQbOB2rZyITYiIdYjITImdVliLhgMEn37WeZd31HDoV49RwkjOjKUzLobv1/2fvzWMsy+46z8855y5vjTUjIve1KrOyNi/YVbbxhrEp4x4wy9AeQUsNjUY9aMYNM60BGgkzEjOihRHdalAzMwgxA6YZGRsag1ntwlvZrrJd+5JZuVTukRnbi7e/d5dz5o9771siMyuzNmdG3PORnt7LiBeR992495zzO9/f7/srMzdVTP9OAiXTZyWTHi7p13bMlpiZeGWq41ZECDepX5OJEnu79xn6bjFqoJDLYGhYeZs+5+8cbMQGQ5abIghjnjuzxrePLfPUiUUOTK9QcGOCWNLseyw1y3RCFykMkyXB/nmHbVWfmapiqiyYLEmqRYMTXUT0X0Kal8mzFwrHm8LxJlHeFFIV6PQiOmtP4TsRxsCD27/On3xhnVArFipJ6XZsBLGWxFrgui6e61IsVlmY28GBnUnR61TFox/GrDX6HD9X4/j5dTr9CEVAxW0w4TWZ8JpM+k2kENTlW/Flm/2FZ1hslPmDR+8n0jGQ7EardAJ2VbqIShdSEyWXn/rQYfbuOfqaz32sNYurHc4sxvTDCXbPldm7sIu5g0c5fuEyX/rKF/i+u+qIxgloJOpIVsyugK42nI/gop6kLndhvAMIQpy4iTRtXNPFMx08+qzGIS+sX0EvZsX82e6sTnP7C0g1mbwm/bfwUdLHVVPUzQ7+6gKUnSlKzn4WJt/JZNwkNhqMjxAuQkgaQLMLZ7okExKCgtqD7+zj7vl30ehfRAoHz5nCESUQgsOTZfTyFV589goPP343H3xvAa97hnK0zguB5rmoB1Iz0Rfc4TocdBWxETzd92k5VdaDNfp6Q5m/hN2z+3jTru/hvtICC9MllBIsr3e5uFbnO41HuMwxjLg6vTH7StEpYpaOsnRqD2d3GTynyKMvTPPY808MmiAWfYe9C1W2z5TYPltix0yJ7TMl5qeLeO5rD0Q2S0Fw0iDw1R9fYvc6bIIplUehehAZBTQBhUYpSUSy6Du6b5qj+6av+bu+58gcn374JAszJR56YC/T1auba25qDANlyLmBmcnNsHNuip0P/csbvk8ISWnyCKXJoQ3v0SNv4fjZvTx1dpXLrYCujnArkt1TkgNKJsGNIyl4Du+5fwdzqXvYA0cXeODo7VPTs9kQ0oU4U4ayWksbDI2Pl7fuOG4V2RCcGShYZegmg6GnnnqK3/qt3+KP//iPOXv2LL/8y7+MEII777yTX/u1X0NKye/+7u/ypS99Ccdx+JVf+RXuv//+1+W9ljcOYzS9xinaa08R9mvEUQutITYFerFHJ3Bo9BxqbclKw+DIkNlin3/znhUKzrVqXyTXrDGBZAMijX+kKlCYuJ/S1BHcwjxRUCPq14iCdeKgThSsEwXr9Jrj6RRSKv7y2cP8wk8+wOmn/4R/9eAzN/k5Yfl8ib94bI7nLs/T7DsoaTg6v8rRhVW2z7WYLF67X8J2/oFYC/qRgul/xv/043Ms1ZJd/iu1Lp1+SBQlBctRpInipJfB0lqH3/wvT/A/f+xNHNo5ST+IkVJc1z5zI6cu1vncI2e4uNJivRmMdRaHpA7hN3/uXUSmyKPndnLk6PdxYE+Tr7/4KbTwqFOmYVyEM0HPRKx1zxHpS8AlaH/rZf9vJQpMFg6yvXIvC+WDFB0HT0riNM0p1EnqU2iSzx1qQ6iTIm4nvWdbUUStHyEEKFHGEQKpEo0Jhk5bhqQUJzSaRhgRDnYt0wVQAFlnjivdgPdl56+5jbdsexsXllr84cPH+IX/7i38D/smWe6scK55EU+67J3YzZQ/yQfTgd4YQytsc6WzzFJnmSudZc40znFy/SUudj/FnmgXhbaPp1w85XE6OMu6qDPlTzJXnE2avGUP4eBKxZ7qLh7c8TaWVgN+/aVvD5QGgF1zZT7y4D7uOTBDteS+oWrCaNPVPE7u2WJfoZFKItL0vpezat8xW+bnf+Lli9U3M2YkGLodmhMf2TfLkX2zt/owcoWQXjL3psGQVYYScm+gkLnJaasMZdwwGPr93/99Pve5z1EsJjs1v/Ebv8Ev/MIv8OCDD/KJT3yCL37xi+zcuZPHHnuMP/uzP2NxcZGPf/zjfPazn33N7/3Qhz70hp+AvNKtn2Dtwt8Sp1ankVa0+i5gKLltyo6m7MOcD0wCIyUp0ilTmX0HbmEbWofEwTpBdympdZHusLeJ8tJ/u4j0a15xAb+yL6mtSXEL154gdWrlq3UPoyP+819f5IXFkJntb6LZ7NNc/jZuYQavuAOEAhOlRgZxUjBvYrrdOu3mFbZVlvjg4bN88PDZq/4f6VRxC7txi/N4xTncwjxuYRuNxiKr5/4Oxywxu/eHuHPhrvQnbjyhf+PZy/zB51/gk3/6BEXfGTSny4qpPUfiOgrPlXiOxHMVriPxHEW7F/L0qSQQnJ3wObhrgu3TJfbvqFL0HB5+4gKnLjZYa/TG+gx1VZWv9QJ2Ve/iV97+L8bPpdFcaF3i2NoJzjYu4CuPslui4pZHnsvMFKaZKUzdsjSgeJDLzeBZCMHvPX+eS53+wCgi2+EMouTz+55CCslCeZ6F8rXrZYQQVL0KVa/CHVMHBl9/fvU4nzv1t1xqLRKN1IMpofjw/u/noX0fwLtGz5RR9sx7/MxH7uKfnrjI4d1T3Hdw5lWlu71azMhzLid3KQmNwRGgHAFBcl1oYwbd2/NHUjNkDLjKJoHkESVTw45RZcjWDG0wUMjn+JA0W02vhZyeg1FuOELu3buX3/md3+EXf/EXAXjuued44IEHAHjve9/LI488woEDB3j3u9+NEIKdO3cSxzFra2uv+b23czDUjbqsdmvMlbbhq1fvEGSMAaMRr2DnzhhDL2xT9CpjX2+0Wjz5zGMEUYRQZaRTQblVHNcDJ8RTkpKIcLpPUIieRxvJM5d38M0zCyw2KsxPFblzzyTzU0Xmiy7bJgzTZUPB6WN0Hyl9pFPCK21/XTvPt8I2S+1llFQ40sEd3YF3yjQDw3K/RYtoMIiVpo5SmrpxClrWDkxHPdrrz9FrnsbEfYzRFKr7KU3fe033MYCp6f1MTv1rdNxFOaVX9Jneee92PFfyx39/HEdK7t4/jTHQ6oaJUUQY0+iEhFE86BU0yoEdE3zsA3dweM9GY2O4uNLm1MUGQagHP+tISSd1QXPl1Qt3KSR7q7vZW729HZWut3B1pSA2BpE2l836yARpXZr/GlLN7p49wt2zSUpPrGMCHRLEAZ5yx/p73Ih33rOdd97z+jWZeyUYw8DJLK+Te2gEDiZxdUuD2jg2vI5Gi5uL9JqwS9/8otK1iU2TG2dQ85pTNzlI6wGNtdbOuGEw9NBDD3HhwoXBv0fTDsrlMs1mk1arxdTUcNGWff21vvdGTE+XcDZ45EdhhwvHP0fQq+O4ZZRbQCofpTyk46OUj1QeQir6nVV67WXCoEEUtClWFpjb8y7Kk/vAaJrdOlc6q1xpr3K5tZI+lrncWqLRT3K+ZkvT/Lv3/I/sndp13eOM4ojTtXOcvPwsy6snqOqAOQmFuIeIugigPLWP6swhCqU5/OIMyk3cvZSTHK9M00DOX/wOJ5/7DBNE1LRgSfv0dYxLxCHXsP8aNaNRYGj3kr4flTSNaSl0+XxTsSok+968jXft3sNURVFwPCb8Cr5ycKREK0EoJa6SKClwpKAbaVpBRDMIObV2hm7YY7KwG506vGUDTZYGlV03AP1Y041iGr0VrjSfYbV9mn5Uu+qYr4WamcCcexcAc3PVm/qZIVXY8X7g/a/w5wBeuQsTwIfnqnz43Ydu+L5YG4IwJki7fGtjmJ8uXdcEYjrNpy+WPWrddvq1EkGhB0CpUHgV5+f2pnLWhWaXciWp6xBApVrA8ZJeRb6nttxnfiU0g+GSV4pXc39sfp4lmdA8z4FOUjA+PVO+jd3e3likFJAqQ3m8Hq5Hns5F9WIVOqBUsjkgAT+9H/J0Hjay3svS/AUCkctzoaRAKpOmUebzHIzyirXz0TqedrvNxMQElUqFdrs99vVqtfqa33sjarXxpo1Rv8bSqT8l6l/DtvcGCOHQbV5ibfEJ4rS3dkYROADsN4moaIoCSlUMglAHnPnmf+BCYRZ/2wOUqofoxT0a7Uusrb9Ir7NIIW4xLwULUoy1d2tpTUMnuf4LtTO0189c9/iSztoSh5iqMSwbxaSIOeL0Bu+px5rHgoiW1lSkoCwdKtKhIiVlAQLNsSDkTBjzbNAiFoC/wunecU6fHDsbaTO8IlIUEaKIECWkLCJEEm0ZExCEJ9A6O9cOSs4k6WrpAJMMvSKVYGXSWtL00bqFNvX051wK7m4q3hzGGCITE+sIbWJikzwjfKLwLLHoD5Sh5eWbd0fbTAgS04PV1esbTERBMpAvLbcGylC73aNmGsnviNWWOz8mTBb77V6yyBXA6lqHWj1Rw3x3633mV8LaWjKmZmlyeTwXkRF4wmAwiHSguLLUpFLMZzAUxzpJk2PrjpevlLm5aq7ORRwm6ypjhuNmo5WsGfJ0HjaytpasHQXJ5lEez4UwEIdZUChzcw6uF/S94mDo7rvv5tFHH+XBBx/kK1/5Cu94xzvYu3cvn/zkJ/nZn/1ZLl++jNaamZmZ1/zeV0LQuczSqT9BR20eDzTP6AIf3Pm9HKrsw5EBse4RRh2iuEcUdYl1QCB8urJALQpY6tZYXX+eu1TEpJRESDyniK9cfOniyaRg2hdJpmWW3taN2jT7DcrBGlz6O65oTUkIKkJQgeRucyRd4dHzt1Gt7kcV53h6qcMXnrnAar2HrNYozV9kpyOZkoJJJfEQeAJcIfDTZ09AQ8OKuZ/Hlw4hFwosBEvcW56g6PrsO7iLd4sOnnKZ9Kr4jjuWMqO1Jl47ycrKMX60sovdlQOcb57neO0F+nEfgSLUIe2wRTdq04vahPHadc+5QHBw8iiT/iTnGqdY660Mc1BfhrJbZk/lMA/ueBtvmrsH/wb1GLEx/Nuv/HvCKF3w3erOq7eYzH2sH8VEOvn7KinpRcmEd6P6ls2Im6bHZTkNV6XJefmuiTBZ27zX6Na2mYmQlIVOFJF0iMh7sbgQNzMiW7YqrkqyCKRNkxtjNE0urzWFQoCxbnIDXvEK4pd+6Zf41V/9VX77t3+bgwcP8tBDD6GU4m1vexsf+9jH0FrziU984nV5783Sb19g8cSnEDrgC50+TwQxxvT41Km/ekWfzUQu53oHKPX2UVsq0OmGlAouxYJDqeBSKDgUCg5FX+F5Dp6vCLoxl2sXKFfO8PbpVWacHquRQy10qQcz9KPdBGIHruvjuw5eU/LMS6ucXQyAed5yeI4PvX0P9f4az60+T7Pf42wU0g8g6Au6Pej0QKd9UYSeQPlVKgdKuEbwy//sITr10WaB11fUpJTct+0w9207PPjanVMzfGDP9R2VgjikGTRpBC2aQZNm2EIgcaTiYNorZuwcmmRnNjYaY/TYszaaolN8xYt1JRKlyYhhd/I846WOakGo0ekgppSgHycmDa+lhu12xU2VY5N+3oGBQqoY+a4ayX/OH3m3igWIEbiAVAxOSGYwkkvM0EDBkk8KbpLJIcQwTS7vGwQwPl5uhp5hbwTJPGGDoYybCoZ2797Npz/9aQAOHDjApz71qave8/GPf5yPf/zjY197Pd57I5489yyVlT/HwfDXnT4vBB6l0kcQpkDQfxpj6iQfc+QhHAQOGAeMQqoyjldFqmmEUERA9QCMimlB+miM/e8xVMFUdlGPdvKXMQgjEFKAR/IYI5UkD1aZO5j89gvAH565nH7/jmSV56aPcvI0ufHXkAxqP3N0N2XPoXON779eeCppkjlbvLbJwEZEGrhI8fpWLQuR5L+DVYYys4AgjCFtlqmkoB8mFtQ3Uto2I166wjfpZZVN6kGUKUOKuJ/fhW9moJBXNzmAGIkUAqGMVYYYNl3Vtjg6txS8xPhHpcGQQOT6nsgYrCHybKCAQGMNFDI2fW5JvZP0xvl6r8J5cTd7pu+mLMsYKWgV30c/1qg0dUSKrHIlkUlDbYiMoeQoJjyHopKDHehIJ53SlRQoIZI+KQKMNhht0LEhjjWRgJ4wdCJNGMYYbZguuMyWfYyBKE4cv2KtB6/LBYdiIT31IyYDQkBRKQpKJmpI2ixekLwQJK5aE57D9qLPtL/1Fr3XQ6RGkGCDIc9NlaFIo8jS5AS9OEmTK+RFGdJ6TBnq9MNbdXi3HDu5Q5w6XEo1aiOc77Eiqxmy5JOiU0w3SIbKkLbW2iPKUH7TipUAtE4XmXm13Byy6YOh9931DuAdvPVWH4jlDUWI0WDo1h7LrcZzhsqQO0iTkwSDNDn/lh3bG8VGZShLk+uHQ2XojVRIb3cMw709mdNdvszNktFgKM9pcmDT5HJO2S1RNwYlkvvA1gwljDddvYUHcgtJ0gPjkdf5xoaDlk2BQA7S5HTOZ3ffSw0Uwniw862kINCJMlJ0tp5imClDesxAIUmTU1Lg5LaZTEI2uRu4riX7VkdvUIZyXx+R1gzlOxzMNwXHIzSMB0N5vic2kuO+bJLRoDDf8yfYM2DZJAghEMKQOPnd6qO5tYwaKETpzreSgjBVhorO1lOG3HSBH6fzVjapB6EepA3mmUHTVfI7qBuRJjrIrD4i3wu/5JqwaXJ5xlUuEQaVhsSSpAQg7+hhVnFugyEhxKA5tVWG8jtvWjYZYuRStTVDwzS5LOVBKTmiDG3dmiE9GgzFibW2t6Hxch4ZKEM5ttbOgqExZSjnKUFCkpmuW3KII1SqDCX3gU0dTbA1lunnzhxYbc2QDYYsmwORTeg2B36kz9BQGXKkIEqDodIWVIaymqEsGBqmyemBu16eGVOGchoMIdL0UDlsMBnnvFjcKkP5RghBBDhiqAzlWS3NGD0DeR0vJWLQF1LYYMgGQ5bNweBmFcYqQ4M0ufGaoXAQDG1dZSgaKEOCSBv6QWzT5LA7nQBCuumzdZMDwKRNV3N8CiwQGYGzIb047wzHS5FbwxkpQAyUoXyeg1HsKsKyKRjmtNqdztE+Q4OaISWHypC79ZShrGYo65mSpEBpgigeKGV5xu50DoOhrGbI7oKnTVdzutizJEQIXAFZwqRNk2NswJQ5XQULIQZpcsKGAvYMWDYHg5tVGHSuFziJW5ijJP1QD2uGpCDWyY74llSGUre4rJOQYNjDK1PK8oxtugpKJte9GE2Ty3PNUKYM3erjsNxS4mwDSWq7QZAyegryOl6mVbiATZMDGwxZNglyLE3u1h7L7YDvSoJoVBkSxCYEFI7cekqJN3CTGxYCZw1XrTJk0+QAZNpfS4hRa+18hwJCkHslPe9E6TJPKRsMZWTjpRD57csmRFJTCCDyKo+NYM+AZVMwniZnB3PPVVfVDMU6RIhN30f5mmysGZJAENtgKGOs6WpOdzqdLBiyNUMJqTJk0+TyTZwu8zzPIIXIt1qaMnoGcjpcIoXADJqu2lDAngHLpkBilaFRPEdu6DMk0SZCbtFgKFOGovTfAgjDZCD3bZrceNPVnM7unioAIEdrhnK+8EuCIUue0enc6TjGOiymjBko5HS8lIAcnAc7h9ozYNkUZDsXwrrJAakyFI32GRJpMOTe4iN7Y3A3BEMSCCOrDGXozFpbiNymyXlOGgyJoTIU5XjhZ9BpmlxOLwgLAJpkfFSuTZMbMHIKVE5vDyEEwtYMDbBnwLIpGK0ZyvH6ZoDnDpUhme5umS2sDCmRdJoKRmqGwkGanB3GsAXBeG4RACHS1A/yvfDLrgJtg6Fco0USDDmOzv09kWENFNLa0mw+zek5GMWuIiybgkHTVVszBCT22rE2RLFGpVtbhhC1RZUhIQSuFGNpclGmDDlWGdJaJ/dIjg0UCqoEgJQjBgo5TpMTwu4aWcCkG2TSiXN/T2SMGs7kNRCQCGRmoGCVIRsMWTYH1k1unCwACCKNkoIgigCDkltTGYLERCEww07qQWSVoYxspzPPNUMFP1GGlFWGAJBpCoxNk8s3Jp0TlNK2Zuga5HXzSApG0uTshqJdRVg2BWIsGMrvAicjCwCiKEZJQTvqA+BsUWUIEhOF0IBUIu0zlFwHtmaIsXsir8FQyUuVIZE1EiTXPclEmgJjl775RqRzgnLi3G8QZOhRa+2cjpdJzZBVhjLsGbBsCuSotbYdywcBQBQblJLDYEhu3WDIlZJQa5SSg6arkKQM5h2TLnBMrtPkxpWhvPcZGgyZOV3sWRJEOicIFSOMTZMbJ+9uctZAIcOeAcumYNxa2w7mvpMFQ0maXDcHwZCnBKE2KCXS3PesZsgO1Fw81gAAIABJREFUY6N3RF4nd6UctDEomSlD+e6pkilkNk0u3wjpAaBUqgzF+d0gyNBjSvotPJBbiBBiUFcobZqcDYYsm4MxNzkbDA3T5NJgqBMFALhbOBhKlCGDzJQhbdPkMgbpYDnumyFEYrChxLCuLMpxSlCWJpffM2ABBu0WhEoU0zynjmYMlhA5TpOTYNPkRrBnwLIpkGN9hm7xwdwGZKlhcZom182CIbWVg6Fk0pJKjrkiWQOFxE0uI687nQChETgj9uv5TpPLgqEcXxAWlJMoQ1kzYhsMsaEVwa07jFuJtDVDY9gzYNkUDJQhbJocDNWQWBuckTQ5L02J2Iq4MrkGVGqgkC10rbX2cKfTiMQyNa9EMB4M2TQ5TE53vi0JjvIBUNK6LGboEWvtvI6XUmCttUewZ8CyKRDWWnuMTA2JdZIm14vD5Otq6wZDXrqFJ5REIgYTujVQADMigMi8bnUCkRE46cdPDBTyO1hYAwULgKMKAIjRYMjWDQ3I63gpxDBNTkk7h9pgyLIpGOze2JohYKiGxKmhQC9ThnKQJiekGLNNtmlyoLNoKMducgAREncsTS6/Y0W262vT5PKN7yQui1INg6Eo58HQ0Fpb5HYRLBHDPkMyr2dhiD0Dlk3BYOdC5HdxM0oWAGhtUFLST5WhwhZWhrI0uUEwZKwylDFIk0PkNu0DIEakQbMZcxzMG8aYQc2QVYbyje8kypCUUfJMvjcJgLHskrwaKIwqQ7bpqg2GLJuE0T5DtgB0WDNkDCgp6MeJgYKfB2UorRnStunqgKGbXLLbmVdikmtBSp1rZcgYkNZAwcJQGRpazue7lm4jeVXSpRAD9dhaa9tgyLJJGPYZwtYMMa6GKCUIMmXI2brKkJdJ+dnslV4Hts8QY6YiKqeTO0AsMpMNPZZKmTcMo8qQvT/yTNErAUM3ubw3I4ZxA4W8bh5Za+1x7BmwbAqGfYY0xnbOGKuTSdLkEmVoa6fJZZXxybNJF7quDYaGVrE57psBoFNlSKk4132GRpUhrDKUa4puqgyJoTIU5V0ZGvn4Kqfj5ai1trQ1QzYYsmwO5MjOhVWGwB+xk1ZSEOocKENqgzJEEhTmdWdvlGyn05DftA8AI7JgSOfaNWu8ZshO83mm7PiExgyUoTzfFxkDJV2I3I6XgqHJihLOrT2Y2wA7Slo2BSornhfausmxQRlSgkAnylAx7SmxFRkqQ8mTMMb2GEoZZL0IkW9lKJ3UXVfnulA8UYayf+X3erCA5/hEBpy0Zkhi3eRGSixzu5k21nTVWmvbYMiyORitGbJZcuOmAUoKwrRmqLSFlaHMTW60iaRvbbUTRhoN5TkYQiQGIsq1BgqZMmSbruYbRyhCzKAJb57vi2uR1/Fy1E1OWvXYBkOWzYEaqRmyyhBjioiSkihNkyu5W18ZMumzxDrJZWTKkMl5nyFSZUg5ca7TgfRImpwtjs43QogxZcj2GRo3UMjreDnmJmeVIRsMWTYHowV+Nha6Ok1uEAw5WzkYSnsrZf13wabJpWQ58HlO+wAQMlWGVL7T5GBkkZfj68GSECFQaXCc9N/K730BWAMFxt3krLW2DYYsm4RhmpwesxHOK46Sg8WOIwWRSYKh8hYOhrwNypAAXCefE9lGBk1Xhcjt5A4gZJImqpw418GQMWaw0LHTvCUyAkcON0zyrgyNGijkdfNICDFQj20wZEdJyyZhmCZnlaEM18mcsySxjgCB72xdV5iNypBkeA7yzmjqaF7TPgBkai0vnRiByO0OuB611rZpcrknUYaSOjLbdHVooAD5HS8TZSh9rew8akdJy6ZAZiOWMLZmKMVJVRElBbEJEbi3+IjeWDJlaDRNzipDKTorls9vQTCAk7opSpnWDOW4uaStGbJkxOmyV8qs/1Z+74sxBMicui1KAdLYmqEMO0paNgVqIOMamyaXkvXdUUqgTYTY4r0CMmUoHkmTszVDCYOdzrwHQzINhlS+0+S0MbZmyDIgZmP/rXzeFxmjNZa5VYZsmtwYNhiybAqyOgghjE2TS3GyYEhKtAmRWz4YGleGJOConM5kGzAMc+DzOrkDOE4RAKXy7SaHscqQZUhMtnEW2z5DjHfnyOvm0WjTVasM2WDIskkYKEM2GBrgOMnt68hEGdrqwZCTrvLjkTS5LCDMPSNrm7xO7pA0mIREGYL87oCbUWtt7EIn72iRbZzppJYup4pphhmz1s7neDnadNUqQzYYsmwShtbatmYoIwsEhARjIpTc2jVDUghcKYiyfwOuY4cwGDdQyKs7EkDBKQFJbQSAyWltxJiBQp6lQgsAmrT/VmY5n3NlaBgL5ldJT5quJlhlyAZDlk2CGlhr20AoQ2VpY9oAMWqLK0OQpMrF6WtBkiJoAaOHO515zhz03SRNLguGdI53wMVAQbX3SN4x6c6/lDq11s7vfQEMLGmFyO/mkWSoDDly668dboQdJS2bgsGi17rJDVDpqjdIG65udWUIEhOFyNYMXUV2Rxghcpv2AVD0EmVIpWlyOqeLvqTPUIKwKTC5x4hMGbIuizBsz5HjoTJxk7NpcgNsMGTZFIzVDOV4t3eUTBkK0oarTg6CIU+KQTAkSHosWcZz4HM8v1N2y8Bomlw+xwptDDJrsmnVU4scT5PLuzI0NN/M72iZ1Aylr60yZIMhy+ZADRJ7DfkexodkalmYBUNi6wdDrpREDG1RVV4Tvjdg0o1eQX7TPgB8NzFQUHlPkzMMUmBsmpxFpHPD0Fo778pQpojc4gO5hSS24sl5ULZmyI6Sls2BYtRNLqcLnA1sTJNzVR6CIUGYvpYIWzOUYmzeBwBKOsTGoGSy2MutMsTQWlvaeyT3COkBySaBrRkaGiiIHEdD48qQDYbsKGnZFGSLXiEMOV3fXEVWGxKm4YGbizQ5iRlpuqrsGA6Mp8nlnRAGwZAgn+qQGWm6amuGLFIOlaGkGXG+laEsUS7PC+DETS5VhuwYketrwbKJUGLETS5/a5trkqWIhaky5CnvVh7OdwVXCkx2KZDfHhEbscHQkMiIsWAolwu/kaar0jZdzT1KZf23rJscjBoo5HfAlCMJtLZmyAZDlk2CY/sMXUUWCEQm6bzj5UAZcqXEpJ9bYlOAMuzkPiQCnDQYSnbB8zdeaOsmZxlBbUiTszVDyXOOs+SQqTJkjLHzKDYYsmwS5IgyZGuGErJ1b5Ymlx9laJgml+fJbBRbMjQkMgJHDk028hgMmVFlyNYD5B7XKQCjbnJ5D4ayPkP5HTATa+2kvtBigyHLJsEd6zN0a4/ldiEbyONUGfJzYaAgB6OWJN8FsKNYA4UhERIlRoKhHKYEGYZOUbaHiMV1UpdFJ87tBsEoQ2Uov+OlSJuu2mAowQZDlk2BHOkzhFWGgJE0ObJgaOsrQ57aoAzd2sO5fbCx0IAYiSMBTG7T5Iwx1k3OMsBLlSGp4tzeE6NkDTryPF5KkXz+fF8JQ+woadkUOGK0ZuiWHsptQzaQR2maXCEHwZC7wU0uz2kOo1hlaEicTmu57qlihpeCVYYsvlMCRg0UcnhPjGCVoeSzS2wwlGGDIcumQElbM3Q9dKoMFZytHwx52XYW6eCV37lsDBsLDYlFFgzldxdcGzMMhmzNUO4pukkwNLgncpg6Ooo1UEg3EzE20SbFBkOWTUFmrS2EvXk3EhMDUEjtU7cyG6217bZWgi0IHqLTBs1KprvgOQyGjBn2ELFpcpailwVDVhmCkfEyx9FQ1nQ131fCEDtKWjYF7mB30ypDG8mUoVIOlCFXShDJMs8WAg+xytAQI5KeGUrl20Y4M1BQwvYQyTtFp4A2ZsRaO9/j5kAZurWHcUvJ3OTyfSUMyfO1YNlEjFpr2/XvOFokwVAxF8FQsto36UCe9x3OAVYZGjAMhrRNkwOkssFQ3ik5PiFJzZAEojw2Ih4hM1DIc82QSJuuaptrDthgyLJJcOSIm5zdyxgjU4byEAx5acqPVYbGGabJ3eIDuQ3IgiEpNQKRy2tktM+QsjVDuceRDtGIMhRF8a0+pFuKbVJt3eQ2YoMhy6bAyQYtqwwNyE6DEcnEVnbzUTMEiTKU5xSojQwm9xznwA+QSb+trFhc53DA0EaPBEN2ms87QghCk9UMCZsmlz7nWRlKaoaMDYZS7Chp2RQ4wtYMbSRb5JlBzVAegqFkyNKpLWged/2vRXYW8rzTmSFEFgzl11rbaGutbRknQqBkci/EUf7uiVGyNUSe946yPn12Bk2wwZBlUzBurX1rj+V2YRAMpcpQUbm38nC+K3hqgzJkg6EEWzM0QMokXXRgoJDDa0TroTLk5GBcsNyYyIwEQzncIBglmzvzrKRnbnL5Gx2vjQ2GLJsCJeVgBWyVoYR4TBlycmGhmylDJlOGcp7ukTG0ir3FB3IbIFUWDGXF4vm7RrStGbJsIEbgyKTmNvfKUPqc5+FSphuK2uQ3IBwlz9eCZdMhEEKjbTAEDB2BjIiQObHP3VgzlHdXpAxbEDzESfttZX2G8hgwG20GfYZsMGSBJE1OCJDS5PKeGCVbQ6gcr4Bl6iaX7ythSI4vBcvmI10I27sXGF3kRYicBEMDNzkpcpsCdS1sDvyQQTCUGijEOQyYjTEjylA+xgbLyxOnyz0pY3TO0+QGm0c5tpUW1k1uDBsMWTYRwtYMjTAMBGKkyEddgJOt9mWysxXlPN0jwypDQ1ynCIwYKOQwYE7S5JLXru0zZGEYDCmlc10zZIyh2w0AkDnePcqarto+Qwk2GLJsIrJgKH+Lm2uR7Xgbotx0mVdprZBJJ7E8T+qjDGuG7MTmOwVgxEAhhylBowYKNk3OAqDFMBjKo908JOPk1794inOna0C+rbUF1kBhlHysoCxbgizD1QZDCXGcpcJEuVGGIOk5tVWDIWMMF8+uc/rFZc6dXEVIweRMianpIlMzJSZnikxOF6lMFMZ2NYfK0C068NsIT6XKkNS3VZqcNprHrzxFJ+rx1oX7qbjlV/27jDHUgwar3dqgU0iysEuWOEvtFpOZm5x04PY4Ba8LkY5uegGnhKT73LN0T5xg5r/54Tf0uG534nS5p7ZwmlyvG/Lol09TW+1QKLj4RYdC0R08Lp6tceL5JQaeATleS2TKkMmRMvRy6wUbDFk2ETZNbpRYG6RMd39zogwBKBgUx+hoc10MxiROTv1+hJSCYilxPmvWe5w5scIzj1+kvtYFwC84SCk4f3qN8xt+j1KCiekilapPq9Fnda3DLDZNDqDgFjGAvA2stWMdExtNM2jxp8c/ywtrLwLw2ZN/xR2TByg6BQpOgdnCDHPFGeZK29hWnKXslsZ+Tyfs8o/nvsQLay/SCbs0wxZBHFz/P15d4KcnktopV7mY6A37iN81Qh3x/x3/c765+O2ber+MDe95qsObj7UBEFMTLPzzH3sjD/G7SlSvEyxewt+3H1Us3vD9Ju03pZRGv0FqaRxrLl+oc+L5Jc6eXEUpQbHiUSp5FMsepfThFZL5SseabickCCIWdk6wY/cky5ebnD21RhjEuK7C8SSOo5LXriSONMtXWtRWkr+rVJKp6SIT00We+c4Fuq0AZSKUjpDp8+i/75x0KQQhjzJHr/0y91CK7vfpnjpJ7/QppOfjzM6gyhWk72OMQbfb6H4/ebOUqHIZVakkj3IF4bx+c7PREWFvibC3io57xGEX3WoQtdoIqZBuEeUVkV4J6RVRXgkjIexdIuzXKFQPUJo8TBy26DQWkUJspX2S66K15tt/+xTnHnuOn/vPP3fN9+RnBWXZAiTB0FZwkzPGEEU6LWIUSCmuuZDV2hD0I1xXoZzxrNZYG4STDGX5CoYERt0aZcgYQ7cT0qz3aKx36XcjwjBmcrrIgcPbxv6GtdUOj375NO1mn34vot+PCPrR2EKkUHRxPUWz3gNAKsGRexc4fO92du6dREpJvxdRr3VYX+tSX+tQr3WT17UOtZUOnq9StVTkOgc+o+SXaQPKib8r9uuNoMmLtVPUeuvU+nXW+/X09TrNoDX23rtnjnB4+hDfWPw2x2onwIDXLyG1QmiF1BKhFQWKTDpVipMuxVnJ82vHCFvgGQ9n0jBXnGW+mAROSiZ/fzOimj/dWUWIdQCUUmzGWMgYw8n1l2iFbapehb8+/fecXj3FXd0Ks5RwwhgniFFBjBMmz0HZpTVTZmK5xe5nL1Nq9FifcKi0IhY//1858uMfvdUf61VhjCFYXKR78kW6L75I9/gLRLUk1QulKN93P6W77saZnsaZnsGZnKB3/jyNr32FaH2d6e//EMZLlSGl0eHrd08E/YgTzy9x+vgyly/WicJkTC6WXbQRrFxuvf5pecZQjlu4uo+IAtajLr2oyb1mkYnOCvTj6//sIuwFDvqzPLr2k1d9O+526Z08Qef4MbovHqd39gzEL/P7boAsFlGVCsUjR5n9oY/izs5e9Z5geYnGV7+C8Dyc6RncmZnB31L6PlG/yerjn6F9/Fn0lR5mJcB0YujfxPwnQFQcxLSL3FlE7ikiZj16wqEoE3FsNNvGGEMca8Igpt+LaKx36bQC9h6apVT2Xva/0jokDupEwTpx2MQYDUYT9pZor5/D4DG140Gqs3cjRvpAGJOsc/q9iF43pN+LqEz4TM2UEEIM08BvsNlnoohgaYnwyiLB5SuEqysEtXVqp84x1VphCgAbDFluI4wxXOksIYVivrTtpn5GIEHo21IZMsbQrPdYWmyyfLlJs95jfkeVue1VLp1b58zJVVxXMTNXptsJuHSuTq8bXvV7hEjqPoRIbFCziUVKwex8mbkdE8xvr7JjzyRxrJEq/X6O0uQkwOscDDXrPRxXUix5GGM4/uwVzp5cwfMclCNpNfo06l2a9d7gb7KRA3du4/0fOUKh6PLSiRUe/usXCPoxypH4vkOh4DAxVcD3HTzfIYo066sd+r2QfXfMsnvfNHfcPX/VhOMXHOZ3TDC/Y2Ls68YYojDGcRW/+R+/Bv34use2GYl1zEp3laXuClc6y0z7U7x1/n6EEMQ65kpnmR3lhasmyLJXSoKhN1gZMsbw2OXH+bMTf0k36o19z5EOU/4kC1NzuNJFCsm900e5r3Q/jXqPBXWIxcY6F86sE/RefqHVUiF7xbtQUXJdVCZ87jg6z/e8aR+ef+0pvLj+PKL2xcGxXC+xTBtNrbfOYvvK4HG5vUSoQ+6ePcKb5u5l/8Qe5E02sOqEHS61r3Bocv8rUik7YZcX1o5zcv0lfOVTcop8e+lJlmsXKfY0wsD+SwH//fEAv718U79TeB4T3/cB9vzIj/CPv/er3HWszol/+DzTb/u+G/6sMQbd6WDCEKM17szM+Pe1Jrh4ke7pk/ROniRq1HFnt+EuLFC88wj+7l0Ely7RPXWK3kunCBYvAQJVreJMTCJLJYTjIBwH6Xk4MzPIQpHO88/Rfv5ZpF/AW1hI7vFajeDCBXSve+2DjWPaTz5B+8knrvt5Lv/B/4352GHYlqTJmZdJHTXGoLVB3cB3ut3s88Q3z3HsmcuEQXINz2wrsP+AZsf2JUTtGLoXQGgwkU4eocGEGqQDE1NQnkCpECF7xF6IlAE6ksg1ELEEIzGkDyPQRsJ6F56/iF5tXvO4xISD3DmJcBW4EuGkz64ERyFcyamnA3avXOJdj/4FXz4Q8cJzX2R+qc/emqF//vwwfU5K/H37ae2Z5Zlyk3tmDrM7KhO320TtGloHyJIHrgITY+II3emi2x10u4fu9tDtPlGrTuNrX6HxjUco33cfqlRBlsuomVnqF5aIHv0SRNfeshBFDxOEMLKpEzsOkVsirPqEKnlIJSiXJKWiwHMMxBEmCjG9gLjWRZ9roc914ZuAkqj5KfixKeaX2nz9Z34KPVkgqpbol8r0i1W6XpXYOBQKfXwv5GvHZjh037s5dHR3cgxhh8byU/Ra54jDOjpqgO5c93qJY4lSmvXzf87a2b9Aa5X8PU3S+yr5sAPPYC6cK/BCa4oortDvBfi+Zvc+j0oVwmZM93wTs96BegfWW1BrYRrtaxZB+VIg9hRRB0pXfzPFBkOWNwxtNEEc0I8DenGfXtTjbOMCJ9ZPcaJ2mmbYQiD46KEf5IN733cTk2dS7mduQcmf1pqzJ1fR2lAqe0SRptsOWFvtsJwGQP3e+GB26thw0pZKYLRh8UIdSBY0e3bMQDrxZLszxhiMHk5IrqfwCw6dVsDKUovlyy2eT39n2xdIL5mE8qQMCcOgQcRrSfdorHc5dWyZky8ssXKlhVSCO+6ap93qc/Hs+lXv93zF1HSJ6lSB6mSBickCxbKHUpKnv32Bl06scPZ3VpPj0gbHkXz/Dx3l8D0Lr/oYXw4hBK7nEMQhygP60OveOO3jtVDrrdMImnTCLhdal3ipcY6SU+SDe9/H9vL8K/59YRzyhXNf5jtLTzHlTzJTmKbeb7DUXWalu4Y244u2p1ee4/27382nX/wLzjUvsre6mw/ufS+1fp0TtdPsru7kfTvfBYAcuMm9fgFiGIf8/dmHudBapNZb52L9Mrsu3MNcdzeFgkup5FMpF6lWihSki4tiZbHFpXPrPL/e5TnzrbHfV6767D+0Db+QBN2OI3FcheNIpBJcuVxPrkUj2L5rEikEZ06u8OSj53npxRUe+tF7mJkrY/p94maTuNUkajbZdnoRMZPcG+2wi6Iw9v9ebC3ymRc/x5nm+bF0O6ENlVBQ6sPxU+c4E/w9RafA3ql9PPje/5bZiauv5VjHHKud4JuL3+bp5eeITMzbF97Cvzj6E0m90gZ0r0tYr7OqWzzfPsOz9ROcapwd/K1LXc2eKwFvPdtn/2KAHAlmhe8z8b73JzvmhQKyUEyei0Wk5xOurRJcvICanGTiHe9ClZO6rH0//M/Rx36fs5/5NIWFAyjHw2gDWie711onAUKs6Z19ifqXv5QGMAmyVGLie98DUtI7fZL+2bOY4A2614QAY+ifPXPNbzvzC5TvuYfSXUfxd++h/cILNB/9BnF9PUnX0uniMq0hixvJnHPk+cvw3m3JBlqQbMQZY1i+uE7twjLdtTorl5u0z13ABH2a83cyMT+FUmJgw6ykRkoNxPTbZ9gxcYF371pH9jUqDpBTElY1wVca6Iu9ax7/kHMADLYClEBOFtD13tjC/5pIkAdLiAkXXIEoO4iKS+nAEabv/DBeafvL/vhfqMfoP/KXHLp8Af7j73Ff+vW+EojtFcTOSdg5SThX5lLcoxe1mTOSZf8FZnfvRveW0dH1F/4AAgdFBUUFow36RIvosRrtJ5+8+s0lB/d9c1BSmFYErRjTijDtCNOMoOTSKMyxpO7A2XOQ4s4dyHQONGkT3bNnajTWexCCg2TfoVkO3TUHwDcePkW/Vmemc4mdYoVpXUevLQFTyfXSCpG1Ph51PKCanmMx6SKqDqLisHB3Fd06xTNfLgGSSrmJSjdjtRZ0ez7d9iS9pqLfcgjbkl6hipGKdreA4y2w/5ADwbMU/TWkNEip041fkWwCI0EIpIRKuc6EqKMXe+gLXXQtIH5Es97V0L3GBlJRIrb7yCkPMeUmjwkHUVToQpnixDxe8fpzsTCbuBp9efnaOwN5Ym6uesvPgzGGfzz3JR5fepp+1E8Cn7j/sjntk16VO6cPcXL9Jdb7dd48dy9HZw4zXZhi2p9iujBJ0RnPg/43D/86URDw49t/ju9/8843+mON8dV/OMGzj1+87vcnpgpMLxSpbnPxZwSFisJvVlm50mZ+R5X9d8wihKC2mqQ1VScLxGjcG/QA0VGXTv04GI1T2EmjWWRpscXT37rAl2ttZKWJvPsRtpfexK++46de7499W/Kbj52EF2tUL7Tp7Kjwb//l2276Pmg1+5x6YYmTx5ZYupS8X0rBrv3TNOs91leTCW7foRne+YFDSCmJwphy1cGRXaKgThTUiYN1orCBcquUp+5B+dt46rHznDq2hJSSQsnlbQ+WcOVpTBxg0OkOmE4lf4MQih6SK50VVH+FsumhhMJRHo5TRrkVpFNBOSVQBQIkHa1p6ZhGFFAL+yx2a7y0fgL3yXeyvVuhtqfEL/7UW/j03/wT7VpEyS9R9UtUCxWKro9SEqmShbajJLv2TTMzlywY+70Qrc2gjglgtbvGi+unOVE7xYn106z1ktSceSkphgXi5gR1EdKaWOPubUeY8ifxlEs/CujFPbpRj17UpxcnzwulOd658+3MF7dxun6WL134Gsvd1US90MPNhLJTYsFfYJszx4yapSKqPF57gtP6xOA9e6u7Od+8eNXmiCddPj7h0WhW+NI33srB9+znh7/3wKu61saunaDN//XM/8vp+hkwUOpMceDs9yBa/qCW4XqzqecrZucqTEwnBhiT00Wmt5WY2VZ+RQqK7vfpnDrNiYe/RfvESar9Nby4izLji4OeUyb+icPMztR5af49vDXcy+rpY5hqiYumzlPPfYnptYC5wGMykBT7Gq8dIDrd6xaVt4qS4o99lLve90MIKVlsX+HRxe/w2OXvUA+Se2l7cQ5fS5pXLnIXc+wKCsS1GlP+JHum99E78xKdYy8gRxRdLSB2FRR8XMeHtdrge/6ePfj79gMCd9s2pt7/AVSlctPnC6D28BdY+9x/JW61bvzmUYoKUVZgBGa1f/M/p1Si+JRKOJNTeDt3UTx0CKMN4eIl+ouXCK9cJlpbu+6vEMUiqlhClcvIiUm8+XlKR+6iePgIzsTEdX/uWoRrqzQfe5TFM/9E9cEqTz5zhMoTJ9heWaNRnKGhJ9B9cHo95trnKKapnabqod49h5xWSGWS6zSJr0BD9FyD+Kk6XKduU01P422bA6VAyuTnpURISdSoEy5dRgc9hFCY2AxS0YTjIqsVVKWKKhQQhQKy4CMKHtL3kaUC7s55jNAUDu5HuArlVnG8KYSQSbC9toYJQkwYoIMAEwToMEAgKN17H//pb05w7MXL/GT8deZ1jWi2ipkr4e/Xl4h9AAAgAElEQVQS+MV4UIt7PYLQZ2lpkkazwuzCJPvv3E6pXEBIDyGd5CEchHTT14qwe4VO/QS95ZcIW8vQDTH1KFHMDkxTa2+j1y+gtUusHbR2kwcOjr+Nw/ceZPf+6euOF8YYVq60OHV8mdPHlqnXhkqilILD9yxQr3W5cqmRKH+lgA+/55u8FDp89EO/zvLpC/QvnKN/6Sz9ixcILi0SLq1geiPX/t0zqDtLSKkJlgThOYNo9BFhiAx6yGh8zae9Ao25O/Hvupu7Pvh2lOcQLC4St5oIxwUp0K02catJ3Golz80WUbNBsLiIbo/cs1ISK5cAFz01S3HPduTsDPHEJHF1kli5xHGEjjVxFBFrje/73PXmo5Qnpga/Zm6ues3zZ4OhW0DYW6VbP06/c5Got4LREYWJOyhO3olyqwjpouMeOmwTR2101Emf28RhmzjqIJXP3MGPsbB922s6D8YYXlh7kfnSHNuKM1d9vxE0Od+8xFInUTmUkHSjHu2ow3xxG0dnDvNXp/+Bb115HEc6lJwiBeXjKw/f8dPX6cPxWCjNc3j6EPPFpL6i3m/w+8/8ES81zl31fxeUz1Rhintmj/DQvg/w7776H4jCLj8293N88K27XtFnhFdfXH78mcs8/Plj7Nkbse+ODv3gLJGJ6RtDIEMip4chRImknkWJZH64pCZ418EfZUd1O5GOqLoVlFScWj/Dnx3/LI3uEkVVoOpVmPAqVNwyVbfMlFfmzmIF07lIt3ESxhY6AumUUe4k//tf78OU6oi7HmWbeBP/2/t/8qrPaLRGd7sI100eW6DA/pOPnkSfqjFxrk1rvsT/+q8eYG6uyqWLa+i4TtxfRQiB40+DUDRrKyxdXObS+SYrSz3iWKKNZG77FHsPzrF7XwXH6ROHbdaWVzG6S7kcJ/dd2Bw8Xs6EtI3LzNRhCsU54rBF0LlE0Ll03fdvxBhDTRtiDApBWUr8V/Cn+szX3kaxXSI8Ag8Wn2N2po7rRISRQxhmD3fwOkj/HcWKYrmAcgKkbuB7IY4XId2YgJg+IZHQhDJCOzDhVZiLQwpqOOn1+y6nVmd4xL2A9gJcIfAAXzv42qGASxkP3zgsmhbHVXOwGyyF5L273sU7y9/LS8dWOHtqlaCrCfvxNesM1GRMu7zGXlllbmKRhYUGBa9OaEr0g3leas7xZPssP7HnCkGnxMOPvI25B+b5yQ/cc/Mn8xpcbl/h/3z6/6FWb3P30jtw1yYGSvB937OLd37fIaQSBP2Ibiek1w0Hue8z28rMzlcQGLonTxDX6wjfx5tfwNv+8jvYAHGnQ+s736Lxja/TPfHiWLASuiUCr0LkFojcInH6WNE+h96zzvRUg+4fXUAIg9AmqRuYcTGBTnafe3HyOgI0CE2imBiSwm9jBgpIUpWWPMdqaFAnBCgjkEbATahwrYLESIHyfDyvgO/4SCPQQR/CEH/PXop33IkzM0u4sozudpDFEqpYQpaKSL/ANQ2wDOhul7jdxp2fo/Lmt9J45Gtc+aM/RBQ9xKzC+BIdG6QjEI5IUqdk+iFE8iwqCnVHBVEcWpLHF7vEzzYSxcKVCE8mioSbPOOrZAd9wkFM+BQqe3C8KZRTxgBGh8OHSZ51FKCDDjoKElcYCW5hHr+yG+WUAUkc1gm6SxgdoJxyOvaXkU4p+bcqYkyEiQOiYJ2ov4aO++nmS6J6Gd0nChp8p9XnzV6XZ567A/HkRe5Yf+7qc6gE6s4yuDL5vDdaHTqKwoFDFO88jDM1RXDpEnGzwfQPfJjioTtueC0YrRFSosOAxtcfof7VryR/85sMXFW1yvSHP4K3Yye616X95JO0nvgOJrw6BT1DFot85siP8GLLZeodbd401+YHJn+Qr556jKcuP8+MP0MtWAMRs1CZ4YEd97Ojuo2wH/BP33wWs1ohjCWtyRWc0KfYmQSSdObJ6SJOWt/rKIly0ocSxLEh6EWsrbZprrcpFPrccdc0b3/3Adzi/Os6NxtjWF1qc+r4Er1OyJse2MPUTJIi1mr0+M43znHshdP84Pse40zk8eMf+T+uu47MDCSW/8unCC4vXvV94RdQlTKqVEKWyshSCVUqgxS0n3maeP3qLIsbIgTu3Dz+nj0UDhykdPRu/D17EVKmDaVf/bmywdArwBhD1F8l6q+BUAihkmKv7LVUg9fKrSCEGvnZmLC7TNhbJo5axGEWxLSI02cdDW90g4fRIOXNS+5ag5Sgpt7Fmx/40cF56EU9/u7Mw/TjPjOFaWaLM2wrzDBTnKbslK66gF6qn+MzJz7HmcY5lFC8d9c7uWP6IBeaFznfvMj55iXqQeOmjunAxF7+9f0/TdV7Zbt2kKRZnKqfGRQdZ4XItd46a70avbhP0SnSDz3iuMND1Z/mo++887q/L9QRq901VrqrvFg7xZPLzxLpiF96+88z6Y/fCMbEmDhMJ4+Yfi9gdanJ6nKDZj0mCHzOnVrknqMn2D6/9Io/24Uo5nIUExhwpGTSKVA2fXYoibqJG9otzOFP3YOWLqZ7mbhfQ8cdov46//6LD+DNLhPue4qF6E7e2b6P7/2Bt1LwBO2nnqD1xBO0n3tmMLE409Ps+vn/BX/3nlf8OW4nPvmNE8RnG0yeaVKfLfIzP7ydiy9+lUn/LK776gtdr4mQKKdCpArUY8PloM257jrrcUxDa+aV4qjvsNdR+Bv+nj1/ns+vnqMWx2iSdYUmLVgFHAH7S9t42/z97Jy9l4I3wbeuPM53rjyVXPdhm6pymPMqbPNKTLkFJpVHRSmKQuALg4vGc8p86m9mKbQUzpsCHtr+TfqRj1ucIoo6oHsoIpR4fYb6MFQsrcxSKE9RqUQocx5HXX/xsZEoltTCCshpnLhC0K4h6RDHili7uK5EOeAoUI5JN5YNQWBYr/3/7L15sB3Xfd/5Oed0993f/rDvAEFwAQmKi0ialCXLomRJtuTYsuTEchzZciaxPE6V7ZrxJBPLKUdWKlFNuZyUPDNO2SVNPJbsWONFiyVFCzeJEiECJEECXECA2PHw9rt29zln/ujue+/DTorkw7unv1WPD+/hEuh30X3O+f6+39/3JygV20yMJxusMYLFxQrlcgvf1xw/sYr9T+/iLe94ENEJ+PqDb6alT3BX5yXijZso797N5o2bWDUxcsl+m37o2PD48af4wjNfxluosOHEzdhIUBsqsHbjCNtvmGCVmSE8dTJRA/ygV3jwfYSUhKdO0T76EvV9+9DzSw8GtTvvYuzd70WWK1itwWisNmA0ptNh8XvfZf6Rh7FpWlVx23ZK111Hcdt2ilu3X9DLkuHRJ05Qmf1LhocXCP/Pw1BQCZm5mL0kQyAhSA/4SkBkAYm3YQxvfJTWY89D5zL/zmWFHA4Qwz6yVCUqDaPGhwkmhjg8P8OLR57jphebjM5fvDdClkr4E5NJP8bc7FURq8tB1sqYegtR9PDfvxp/zSpuvPvXmJmHIwvHeHb6IC+dOEB07hTjsWHUCEaFwhYEJ8cUNigii5MsioCjs88xImXWqrgESnhIDEUB48rjpvIwBX01h3mRKgfJB1h0OP9D/cyXgvJr7Gsrdqs5njm4jW8dWcdbKi+xcUwzPmywIkbUJN7kCOXVN1KsbSU6fo75B7+FDcPEQphZCY3FWkNp+w5G3/FOZKHwml+viSL0wgLx/Bzx3Bx6fi799Tw27OBPTGKNYf5b38C0l9rx/NVrKO/ahQgKSN9HBAEyCBB+gK4vMvetb/Dfht7MkcIahu+uc9eGDj+/4wOEOuT3H/sU0+1ZJkvjvG/7u9kzefOSc9N0a4ZPfetPiESHnes389Lcy4hTVdYsbqMWjRIumisGtni+ZO2GYTbvGOfmN61ftgLlzPxZ6of/mMNxgQ+8+/eveJ42UcTCIw8Rz84mfXSjo5RvuBF/zdpLq1XG0HrhedovPJ8EURhLsHYtangYG8dgDKpSRWVKYDX5LCsVhHx9xqC+5mTo/e9/P7Va8odu2LCBD37wg/z7f//vUUpx33338bGPfQxjDB//+Mc5dOgQQRDw+7//+2zevJl9+/Zd9Wsvh9eCDMXhQlLFbZ1Gh/O0GvPozlkEl/eDZtDGo1DdSrE0RNg6Rdg6c14lvwdrPSJdoNUeot5cy5EjJeZmJUJYxkbnGR+bw/c0ytNJ9Tb06YQBYeTRDj06oUfcKSGE4cd+9HsYK7n7Xb/H9Eybuc48n97/pxyvX7waXVQF1lfX8v4d72HL0Ea+9NLX+PKRpMF298SNnKyfZrq9VLYfKQyzsbaOjdX1rK2uQSLQVlP0SpS8IkcXjnFg+iCTpQl+esd7CNSVm/iT1BDNzNQ55s6+iNUtxlavZ3zNWqT0E2IpVUowBbGJeej4wzz68rc40/HRpsmds9fzpo0tNm29nXbrKPX6ESKj6RhNy8Q0dUxoLRFJwa0mJQrwg2F2rb6d8uhNeIUxFqe+x9zJb4K99AbfCX0EliCIORFrnokVuze8lZsnb8Kz6exmmRHm9LqFIu5Mc/LYl5HN4xf8mcaCKI5Trawnm3tssIQ6IjIxM515vj/7Mie0RfhDTLd7s0QEgkD5bCiN89yDt1KcPEW0cT+7iht4X2mOubkanGlRnJlGTjeRjSKF9ZuxYUTz2QP4k5Ns+te/e1VWk56d6/WfzRxFEc/u3cv82eeQKmneVV6isnmihee1UCpECM3D6jbOHh1n+PAiU+U6v3T/DwDodDzOzgzTWEzWpXK5jefBojXMyDqFEcPa2iirSmMM+WWE1VgbI2QBVIFHzjzJS/UzNC20jKVhDbHwEEJ2LZ/Cwg1mgpvnSqw93aLklyhv3sb3ajN8Nz7AqqDEPRt/lFp5NX/05GcIVMDda27Hkx5KKjzh4UmFJz0mSmPcNL7rks3p2mikkFe1Wf7hH3+HYK6Dd8cwv/TWDXhq4oL/z5iIdrjAXHOKIeUjbcTh2Rc4eOYgwitwy4Y3s3l0F7Nhk1YrohAWqc+3WJxv0lho0Fhs0mp2GFu9jtvv3UZ1KOlD0XGbw089SGvhGFEsiCKJkD5SFpBegOcVUH6A5wfUZ49SKR6nUr5SP8HlUahsoTp5FydO1Hjh2RlGxnw2jH0eqzYy1/5xrPxTStrja9+8h21nHmLH4uHkWoVktrSOc5UNFCohm4YVhbWbOTOylenFDouNVhL124qRrZAgjClH86xZfImJ5jG09AkmxqmuSlKeWodfJJ6evqprlpUK1TfdTnHjpoTo7H2czpGXrvj/eWNjDL/lrQzdcy/++NWFzTyy9zjVhb+kNlTHk5ah9b/OwWdmePqR56lE82gkqiBQJYNXAr+oCYoxhSBMPgoRQRBSLIYEfkJebFsnaoEnEBMFsGDnQuxshJ2NMHMh1K9cjCjdeQOl+3dh5hvo6XniqQX09CJ6egE920AUJdQkcrKA3FBCVD1sx0CYfNjLhIQIX0JBYo610AeT84H/U2sxk+vZdPPPs27j5gvODfWowaGZ53lm5jmenX4Oi+WBzW/jvvV3d23MRxeO8c1jj+BLxXhpjPHiGBOlMcZLY9T8KotRne+eepyvv/xtGlGTTZXV6LgBcRNDwiutVFw/dj23r7md60Z3IqV3wTOq4yZh82TXWqu8Kn5pFVIVUodIs+sY0XEDo1sI4SFlgAqG8Qqjia0WmRZwZdem9c1DX2R7cy+Hnt/CNw5vYCOCe9+2nT1v3nRV99S1CF2vs/CdR7BxjPADilu3Uty2/bJrZvvlo/yHP3uUo8FqRu5Z4J6Nlg9s+2kATjfOcrx+ktsmd19yWHE9bOBJRdErUo8a/MWhL/DE2ScBGC2MoIQiimKiOEkaxQqkkRhhMF6MUTH3rr+Ln9z2zm64ytWcnV5rzDfPMn/oj3lRF/i5n7gyGRoUXIoMvaqu605apfrsZz/b/d773vc+/uiP/oiNGzfyq7/6qxw4cIATJ04QhiGf+9zn2LdvH5/85Cf59Kc/ze/+7u9e9WtfDeJoEazFC3reWmttmsu+iInqRJ1zNGcP0GmcP8EDOp2A6ZlJFhcraeOgSZq9hEVIgxQ2rVhahmrzKPk89SZYK4n0CKEeox0OMzsD0+cMzYZHGAZovfThsl7MztsmuWHXelrNiPpCm8X5DouLHWJtqIcNztSniHSMh2K0OMy6DaPc+uYNHPjBS+zccJrHvvv/YSav4zNPfg57usDtnbcy4o8TC01ERMd26Jg2bdNmnjn+y+nPMDZR4WTjNOPFMT58w89x3eg2Qh3xxLEH6USLrK6sYlV5krJfTmwDaQXLKyR9L816hxcOTrG5dj1v2X1vN3WmX77U2jA302RmqsH0VIOZsw1mzjXw5BTX7zjM+Ng8FQlICGfg1EXs0wlNl+wQhh1VxadCgRaWMPIYLZ1l8fSXARBa4GMpSRhXgLrwtrYWhK0zf/rbzJ/+NkJVsLpBGHrMzI5jrcAKgfQFqqDwi4piwVJUC2jd5FvNDif9Cf7nO/558r5cAUF5LVuu/whxuICJGxjdQUgPhI9fGEGqS1fTtgDF6UP8t4N/hdYh141so+yX6OiQUIdMtaZ5sX4KbfaAlyyimgmiOGB4+CxiBGAYGMZahfEDpPQp3b+L+PQcJx78Q8rX70q83KTNtinxsemvTdwkak9hdBu/tIqgtDa5flJZo0vPbPcNlqpIobaZYmUz0it274mwdQoTt4jDiGajTthaJArr6KiJ1U1MtIjn1RkpxIxcRrSKIoXWCmVNb+hq7DF9pox+oUX1yecZCTyeuH09hycltVqJjmixGNfZWF3H6eZZouY5IOlJuWF8JzeOXc9cZ569p/YzO3Wc9x702TBjaMcdGp7h2NYhTq4vs7M5wYbTIYUjJzGzz3SvqQW0Ht/LdmDtHTfy59tmeeb5LyXPjBD86u4Ps3P04naRaPocc1/5Mp3jxwnWrqW4eQvlm27uVsQutRlfFOk/Q7U8xLq12y66sUnpUy6OUy72ol1vHtnFzVvfu+R1qwtDaQctsOHKf7Xyilx32wNXeaE/wvRUnekz06Bn8X3Nmo0bKVRGEwuR7qSWpQsVeWsidFRHCJlYIIGdo7Dz5sQye2y/jx/E3HrLRvY+LvFkUqyYqACLML/nNvzDh5lYOM5E8zik+Sbx/u8zLHy8YJgNJsTTbXwTXuDEMtURCoGHnjpJ43Syb4hCkaF7f4TyrhuxRifpY1GEST/bOMZftYrips0UNmxcMnNk9F3vpr73+9T3PZGss1IhlAIlk19LSXH7dqq33Z58/xXA2mS/ykqdQ+M17n7rKBOra/zgO0cZHSmxcesYteEivp+GNvgyneWiqC+0efHQFI89chITt7l+d5nb7hjGbl9ECIlUJaRXWvpZFYgbbc4++wL1w/sx545imzG2rSmUG4iCRm4qYTd2aHb2QxFYn3xIAiQT+EwQa8XMzBCtdhFroTMfEEZDDI+Psmq1R21IAj467amItUesPcJQcvrYDGdOTCH8iOCWFmjL7NPjxNrjQ1suvuZW/Qq3r97D7av3XNKCs3loI79004cu+X4PBTUe2Pw27l57B59/7m944uyT1IIquyZuZahQw1jDgemDPHr2aR49+zTjxVHuXnsHd6+9g7HiaPfPUV6Z0tDF1wvl11B+Da48Uuii8Lzk51dSd+2OxdLKTiFV1Sqj73jnK/p/hOf3DRq1eH3nhTWVVVcMgqkGvWHJVb/Cr9z8CxxbPMn/ePlBnpk5iCc8CkFArVQhUEHSMqACqn6FkcIwe8/u55GTj/HIyceAxCp8z9o7effWH2ekMPyKfpYfBsYkhQtrl0eZutbwqsjQwYMHabVafOQjHyGOY37913+dMAzZtCmpMNx333185zvfYWpqivvvvx+APXv28PTTT1Ov16/6ta8U1mrmTz/EwumHAIsKRlBeOe2zqV9UsSlUt9DsrGbvdxs0GiXGJieY3DbMtxoP0zSLaBV1P2RgKZeKVEslhkoVqkEN78x2or0RdDSL9TLW9mWnYwmLDdrlOdpjC7TLi4TlBpVykZIqcqJ9kiOFEpuGfoEdm7Z1K8Sz81N84eg/sPfckwgEP7rhXt677R2UvF4i0OnFNxPP/g36mW9z7uh3+QkCVLlDUP0BVnoY3yNWAdoPMHgYI4jjgM7sdtrTETfVxtlSWot+/gmei76MevYlRp+ehbZBjPpMjwbMjvqIsQAx6iOqHu0zgrnDBVqySLGqadZ8zr3oMzxiKRTrCNpYq9BaEscSrSVaK4pGsnpEsW4CxkaS5th2tApV2AiyyuLsGeJwHqtjLAaZks+MhMaxot0pYIszICxDG2/j68daTLQli+cmWViokpnIhTB4nkYpjac0xko6nQCEJPA6jIwssHH9acbH5jl5ahWPHx/j9NhJWtU5wqCZ/DFh+tGHkcIwv33rR66KCPXDC4YgeGUNrwA3jl/P79/7v110Y/7KkW/wd4e/smTOkLZjbFhzH8/9x/9A684fYaEyjLRnmZyYoVyexWiJEBBsLAOa5sJF/OJLkPTceIVRotZZotaZq7ruxanvAoKgvBa/uIrW4ouY6MKDuQd4KRm2HrTbAdMvFhmejTBHT6T3gkBt2Iy/bhuyNE51eITy2DBnjzaxqeVLq4A/Cc7y2x/+Zww/fpxzf/V5HnjkCNO3beNzO8+hPcE/Lt/DrnM+lG7itKhzWE9xcOE4B+o/4ImTTzAxF7P5ZMj7D3XwwhhbrlD0FP5ck5Ezi92kIQCqVap33En5hhsp77oRISXtlw4z/fd/C48/w0efH2L/fRv59sg0//i6n2bjOcvCwUeJ5+aI52bTj/TXF1EUilu3sfoX/xnCUzSfew7TbHR7RKy13V+n8YPIYomh++7vWvvFCpgzND5ZZXyyCpyn/EsfvEs/X0IVLltEkKqM0YmirxEoqZEIVKeJCALu/NhvABCePUv92ac5NHuW5083GZ85zcZTL1PrTGNKBWSlhletUaiN4FVreMPDVG7d0604W2MwnQ6m3U4a3IPLz9645M8jBLU77qJ2x12v6v+/HIwlGVBN0gMk0wPfjhtWseOGK6f+FUs+E6tr3HDLWr72t89wYN8iU2fbvOcDty85QIedmFMn5jl17BSnjs9z9tQiOjbAxvQD8EFqw/UbzuF7MWf3+bTbhbSmIrLaCiAwVhDrGnfev52tG4dpNyNK5YDRiQtt3hfDzW/aio4Ncazxg6R48/DXX+DAD04Sx1e23f2wlqWhoMav3PwLNKImJa+4RPX9mR0/yeH5o3zn1PfZe3Y/X3zpa3zppa+za+w6fnzTj3L96I7X1TLlq+T8kKUsDgIZejUQnofN3mdh8V5J0ekS2Fhbd1my3I8HNr+Nbx1/hGemD6Gk4mxzikdOPsb3Tu/ltlW3cPeaO7hudNtVx9m/Wph0ErO5aAOee3hVZKhYLPLLv/zLfOADH+DIkSN89KMfZagv4aRSqXDs2DHq9TrVPjuOUuqC713utXEc411meu/oaBnPS27k5sJxjhz477QWjxPFZQzjlNQ5omgRv1CjUFqHXxjCL9TwgxpBcZihiV0cfr7JV7+wF+WV+cA/vYOSPMtnvvp/I+M69228hZI3Qr3ToBk2qXcaNBrTtDot5qxhDpge9qhvVfhxgQc2v40SBb743DcYsoKtq1exujTMqmCC8WArY36VIVWCOKkg7p97kc9MPcwfPvF/UcZndTDMpgNT3PL4FHcqwa41NTbfehcbt1xPreQTjPTkvbfYnTz2m6fwFlpMXukfLBCIokrScWoeoqywJzV2bxrb2NBowCpJXCrjTTcRU+EFk4kFMJp+dFGSiBGfjh+glZcqaUlV0scQZMoDyae4EDC+6y7Wr96CacfpoXcM/FFEOfHZx1YSGkmkBZ1Y0O406MzOs7p0lhMjluFSjX/+/l/j6NxxxlnFyaNzxLHpxlH3x1RXqgU2bxunWivw2cf+lm/vf5mnToxRPbyeqdFj7PjRkN+84ecJdUSow/Rz8uuZ1jwvzb7MXHuBX7vrn7Jp5OpDG15PrF0Yx76YfiETgh+ogKrSFJoNdqwbZdOHfo7FhTYvPHuW0yfmmZ9rcfrEPPWFBoUgsQUKoymFi5TDBYaKhlVbVzMsWrT3fg/d6qDecTdz625kZmqBxuxpmo0O7U5MGMu+AwzdKlux0GHtxAxbdkSErdOEzZPE2uPUqdU0W0XKfpJYpM8tQqODbIYUlM/EdTvYcdceJt91C6pQIG40mH/qaUob1lPecKE0YU9+HyuTpJyMGwyPTLDzQ3ex4d47OPSf/g944jD/6tx6/I3raDz6N2S0wweuTz/Oh1etsvmX/wmr3/F2hFJECwuce+gRFg4eorp9G8O37KayZfOFXuYbt7HlgR/lxBf+hmOf+0tu+eIB7rl+J52//SzHFi/SOyAlwegoI3tuZfxH7mXoxl20T55i6sGHOPfQIxz9vf/9am6DLtr79yKqb03+DdLDzaWsAIOMqWKVTnOKyckaMRIpdVIcCUP8oaHeezJZg5u2L7kHftiQlWsNlXKAaNmk6mvtq74fJidrbPmNCf7uL/fz5OPH+bu/2M/uN61nfrbFyZfnOHNqoZfnIGDN2iE2bBljzfohJtfUKJV8tLZ8/5GX2Pc9BQKuv2kNW6+bQErRlwWR/EJKyc6bVlOpvnZ9KCOjCcGuVYvdn+n1xiQX/ztWrdrN3dftphW1+c6xH/DNlx7l2XPP8ezMc+wc38Z9m+/ktrU3sbp6xV39FWN0dhhmk6GrkoSErlk37Nxa0RFhnzJk8KT3hr8HH1r9HuA9QGKH/vaRx/jCs1/he6d/wPdO/4CJ8hhv2fJm3rrlbtbUlhYvjs2fZO/Jp7hx8jquG9/6qtesWBZpQBrB7uae0Y9XRYa2bt3K5s2bEUKwdetWarUac32JEY1Gg6GhIdrtNo1Go/t9YwzVanXJ9y732ssRIYDZ2SYLU6c4+rn/QlnWITI05wIWZ0NUPIWyEVOLJ38AACAASURBVNYLaJULtCuCdrVAWBlCBD7QYn72UTrtGE/Bm1vfY+rjf45ptXhL92948IrvhRUQbd3AU+NtDh/7AtWm4QMvh4zORcBz3de1gBPpR4YC8FFAexIVm+7vxkrgBwETxxdoHP86B7/4dQDUyAjFzVsobNzE7Ne+itdpE60ZpfqmGymPjyG0QnQEptFCNxbR9Qa6UUfXG5hGA32ujj3Ti0m0AqznYQslxOQ6ht79Pso7dmCNQc+cw0ydJj57hvjMKczcLHJ4CDFkUUJiFjroqVnCc+cwp5oIOhfcTH00qPfvSoMzz/wDV6cz9OABD9QC/vS9I1hrWZjtMMokBsuaTZeXltthRHs64p3b38raoUm+9vK3eWHhIPeuvYsPXf/TKFTSXHR+gWgYyMKeomsnvdB2FKQKpEjJUNyBmeNJwENH+N1r3bBtlA3bEvqaJMzUOfbSLDNTDWbOLDA7U2E6WAMGDrwIMEq58nZExdJ4yoensihjgach0DGFuEWgWxRETKmoKFcDysMVTp5q8MzMFg48L1FqB5VKk/pihbVzz7F9+lF8k9x7hS1bqd66h8qte5KEmHQxnlnok+S230gDaFzkPQ87uquA2DSid6hQTX7m0ijr/pd/w9Tn/4L5b32D8NgJChs3MfYT78Fa053FohfTGM9Gg2DVKkq7bqBy025UpcK5maxfUODddR9jd90HpJa46cYF15Oh+LZ3snnXbs585s9oHHoONTLC8NveTmHDBrzhkWSi+MgIqja0hFA1ALYOM7Z1F8FtdzH7lS/hjYxQun4X3uhYL9KWdNhHOpcBYP7hh1h87DtE191OQIE4Su6Ha+VefSNhKWB0yJkzMxihgAglDSJsIcZXOfWeLC62KYpUITI//P1w79u3g4Anv3+cb375EABKJbOP1m4cZs2GYdasH6ZQXLoLWJJY3ze/dRu33LUBKQWF4uXViGYrpPkazsvqtJPiz/R0nY1bx66Z+2B3bTe7b9nN0YVjfPnI/+Cpc8/w3HTS27aqPMFNY7soqIBz7RkqfpkfWfdm1lfXvuq/LwolJZba5Nqd6Jp5P94oxAttMmeYtRZfesv+Huyu7ebmO2/mxfkjPHbqcX5w9kn++pkv89fPfJltw1u4dfImVpcnOTL/Ml99+VvdmVzjxTHuWL2HO1bvQUnFVPMcZ5tTnGmdS399joIK+OjuD7OmsnTGzsx88jNnoZ3L/R68UXhNe4b+6q/+iueee46Pf/zjnDlzhlarRblc5uWXX2bjxo08/PDDfOxjH+P06dN885vf5N3vfjf79u1j586dVKtVfN+/qtdeDQ5/5a8p7zvejWotpB8AWihkRzPcON31h1sETX+IemGUIb8K1rJu4Tl8E3UTnzKeLUvlJOM+8JFBAREEaTJJIbFG+B7hiROIw0e4/XDfRSlF+aabUdVamirkIb1ewpCu12kdfpHozGlMs5kSoRRC4GkLzQvnGui5ORpz+2js35deX4l7PvkfWYiv7p/RGpMksywsoIaH8YaHL53YMVGFnVuu6s/VzSbnvvDfab34Al61hhquoWrJn+8NDaOGhlBDw8hCwMyXvsjCow8vSQqSQ0OMPfAuvPHxJKkmyuYCRNgwRBYKzPzDVwjaiwiR9CO9Gkgh2bNqN7dO3sxCuMhw4ZXb164FVP0K3dU8HXqGVsT1ZDFTtYv/XEIIJlbXmFjdWwyMsSzOt5g+tcCZg0eZmtecnR3BaMOGYouJmUOM1DxGVg9TXDWJP7EJf2ICb3wCVV5qadptDC//w4M8+93nacQe0WKBm+e/z/bbtlDZ/VFkqURh3Xq8kZHzL+0VwcQamZKBrLJcK1RptpNVQAYBq3/hF6nu2YNerFN7892vWzLN+QjWrmPDb/+vxHNzeCMjr/jvrd5yK9Vbbr3q15eu35VE6J7TySDCAVE2Xg1karEzcQudBpMoZZDavOLZNCsdxliEsEkF/DWYOSuE4N4f287W6yaIY021VmR4tITyrv7+7p9f9UYiu8YrpXwtFzYPbeR/uuWXmG7N8szMQQ5MH+LQ7At88/jDS1737eOPsn14C29Zfw97Vu3uDrSNTczeM/vZObqd0eKl19ZSavFOlCHHbXK8tja51wJCCHaMbGXHyFZ+duf72D/1NI+d2suh2ReS2WYpRgsjPLD5bby0cJT9U0/zD0e/wT8c/cZF/8yRwjCnm2f5z/v+K795+7/s3h/aaJ46d4DryG1yGV4VGfrZn/1Zfud3foef//mfRwjBJz7xCaSU/NZv/RZaa+677z5uvfVWdu/ezSOPPMKHPvQhrLV84hOfAOD3fu/3rvq1V8KNH/wVni3X8McnKK9ZxYKKmKpPcfzF/QRHTzG8EFNuG0odSzGy+LGlHM1TiZZGWBa2befLuzQHhpv8zuTPwiPfo3XoEHpuFn2lwD2l8CcmCdavx59chTcygqnXMa0Wpt1GLywQtduYdhvTaHSz2mWlQnHHdfjjE8hCgBoaYuTtD6AX5pMKdrOJST90s4FuNoinpmgfOYJuNVn/r36TwugoXCWjF1Lij41dMo711UKVy6z+Jx++qteu+aWPMP6TP0V07hzeyAgL33mEmS/+Pef+6vPJNRYKqFqtF7NYq1F70+14Q0OoRhLzre0Pt7sLIVYsEQKo+uWuMpTZ5KyW6GZKhl7BwU9KwfBomeHRMttuTGQwYwzWZIeId131nyWkZPNPvJVN73wLzQNP0zx0kNodH6G4ZctV/xlXgzi2+F66gJuE5Jb9Ek2WWtIqN9/ymv69V4vsOXuj/q7RB34C/vxZIIncdxU9MtTEimRrk0pjhEJV3bKAWBK7ss3y3F8DCCFYt+mHK2QsB7KAn1dbRHujMF4a5f7193D/+nuITMyR+aNYLOPFcU7UT/Lgie/w7MxzvDh/hNrzf8ePrLuLHaPb+MILX+RE/RQTpXF++46PUfUrnGqc4aX5o8RGM1Yc4eaJGyj5JWISMpQdf89X8lyA8Pt6hjD4y5DkdiUUVMBda97EXWvexGx7jiMLx5hqnUMKyX3r7qboFXgL9xDqkKfOPcP+qQN40mNVeZJV5QlWlyeZLI0TqICvHvkmf3P4y/zn/f+V92//CVaVJ/nsM59joX6M64YrfZZBt/GqnoQgCPjUpz51wfc///nPL/laSsm/+3f/7oLX7dmz56pfe+VrKXDrz/zihb9x209xtnmOIwsvc7Y5xYvNKc40pzjbPEekQ4Yahk2LHm8t3sCWPffxdGWRp575f7ln7Z2su+EuuCVparXGYNrJIDfTaKAbifXMNBroep3o7Fk6J47TOX6M6Mzpy1+slMhikfJNNzPy9h+ncvMtF60ce7XLb9xWa0ynnQy2WoHwxye6EbET7/8ZyjfezPyD30oIYGpjCk8c7w5OW/zOowlBSvXcH5YMrXRU+pUh0UeG0nlCP+zBT0qZJX6/Kggpqey+hcru14eMxJHGC5KlSwAV/+qaqwcVwve6dlTpMBtSKonZMrpHhpQyWCGdU4assQhpMQheo/FSKxYZGTLXOBnqhy89rhvd3v16vDTKLZM3cbY5xUMnvst3Tz3OV45+A1JFYFNtAy8vHudPnvos149ex5eOfK1rpRIIPnHfv6Hkl1mEpJcO8AsXRnu7AKGuTWXoUhgtjlxS8QtU0E1CvBTesfmtLEZ1vnHsIf74yT/rfn8i3StyMpRgoMsCq8oTrCovnctgrGG2Pc/es/v4+8Nf5Wn7DEOnjtGO20ghedeWty95vZASVa4kxOMyPY26Xqdx4Cmis2cTG9HYOLJUQhZLyGIRWSwmNrnXYPERSq1YInQxlHdeT3nn0pZ2ay220yE8fZozn/lTOi8fTVp6rEX/kMP4VjrKXqmrDFmZJMLojsB0bXKDffCLQw21pJonrEhsgw4jiWtO1pXcJgc6bmGlBwZUpgxdocA0aEgiolNlyPHoXKmyGP6Vv2+sKk/yM9f9JD+57Z3sPbOfQ7MvcueaPdwwtpM/efr/Yf/U0zw/d5iRwjDv2vJjPHXuWQ5MH2S+s8Dq0iSz1nZtcr6DqhAkZ7qeMmS7dsNBhRCCf7Tjvbxp1S08MfUURxeOcevETTz40peA3CaXYbDvgotACsl4aZQHNr+NG8Z28tcvfJG59hxSSO5deycTpVdnb1HVKkNvvuc1vlp3IYRAFIsUt2xh4+/8G1789X+JjSOUAXOJobauQElFSZZpQ1cZMrHoKkOyMthkKIpMdzMTlpwMeT2bR3bwcxH9NjmRkSFpUpvcYD8T58OaJGvDwGtmk1up6NnkBkciC1TAPevu5J51d3a/94s3fJA/NTFVv8o/uu69VPwyjajJgemDLIZ1NlTXEdueTc4vOHf866EbWz34ZAiS89TW4c1sHU7GGUQm5uGUDA3OU/HDYfDvgstgY209v3Hbry73ZeS4AqTvg6cgjlDaOm+TAyh5JWYB202TE8SLi4ka6V97HujXEmEYd1umBCKxDToM4XndeNQVMGbodYPyUptc3ETIpFlfKYMR0r2eIWsRJNHawvHKby9AYbD3jaJX4F/c+pEl36v5SRFgMawjhCCyvTQ5P7i27WGvJ/p7hq51m9zrAU+o3thZx5XjDO4azHOsKIh0wVIG521yACWVEAArEptc1JHo+uLAV8CttUShwaanfomgcplBnS5A+L2alnK4Z0iq1CanWwiVkSGdkqHBfi7Oh7HkNrkUMl0rBp0MXQzVINknFqPENZAFKEjcVoZsnzLkK/feByEEXvoeaMeLJRnc3TlzrCiI1OqgtMW47vsASunBz6IBRRxpTL0+8BXwKDZYbbsSiADKynFlqE8JlA5LQ/02OaV6ypB10SZnTRqtDcK6vc1nypAZIJvc1aIWJPd9PUzmo8UIZGqT8xxWhujObnPDJncxeCL5988DFBK4vUrmWDnoKkO5TQ6gJJNp6okypLCdNjaOB/7QF8YGq00vTA8oua4MqV6AgsP5Ccg+m5xSybQ5JZMABTngRYLzkfQMWYwVuL7Nr5Ro7dcD1cwm11WGBEomU7hcJkM9AuAyGUregzxAIYHbq2SOFQOhUjKk6UaGuoyCTA5+VmgEHqLdAn74WO1rHWGkscb22eR6KpmrEFJ2J0U7bZOTPkL66LiF7yfFgl7PkFvqYTJnKBsi7vZhRyl3bXI9ZSghQ9oKlLJILJ7vMBnqS5PzHSVDMi0w5z1DCdzdOXOsKAivTxnKe4YopDNVLDECD7+d2CAGPUK4E2ms7pEhAZSk22QoQR6gAEnfkImbBF5GhjSRDJB+sMxX9saiF60tEMLdQy+AzJSh2D2bXFEV8KTHYp9NDpIigXKYDCU2OYF1NEABwCNXhvqRk6EcKwIibXLMlaEEhdQmR6oMeWGmDA24TS4yWbkbSBawYkoMc7jdMwRJ35DRTQpBck8oZeh4hWW+qjce1thez5Dj2/xKHLr6WkEIQc2vdm1yOr0XfKlRvrv3hc30UuuuTU6JfOhqP9x9GnKsLPQrQ3mAAoFMD3hCI4RHWXcAB2xycRIlng0vFkBR5mSo1zPk9samvBLWRAR9AQqhco8MGWOSOUNW9M1UcRPKc9cmB0mi3GJYx1qLSVVCT5lusISLsN0ABeMsGfJSS3WuDCVw92nIsaKQDZZU2ubKEBCIAggDwiBQlDIyVHNAGaKngAh6lsEcoBwnQ1miXCHrMZSaULplkQPQ6WBqC0jHbXKDOHT1laDmV4lMREeHGHpkSLpMhjJbsbHO2uQkORnqh7tPQ44VBeGlNjmTxMa6Dl8UIB24KvEpmTYAqjq0nJf1uiOMkp9Z9dnkpHVzM1uKdHN3fEXPyFAge70RoXKPDFnTI0N5z5C7aXLQF6IQNbrKkC9N931xEtn+YQ2+Guwh5ZdCliZnkRjrZqGgHw4/DTlWEnpkyOYPLhDIoEeGhKKsUzI04MpQJ7XJeVJiSPa0/H6gu7kL1y1RqUpYFBkZclMZsqmV2FrRHVjtKrI0ORd7hqBv8GpYx4pkH/WUdnrdtCQ2OaHdDVCQfdHaxt1boQu3d84cKwZZGlQeoJBA4iFk8j4ofHd6hlKbnCcENrV963wl78LlYi/0lKFiVihQhlC4V/m1qU3OAEK42RORQTmcJgeJTQ6gHvWTIeP0upnY5ESiDDnaM6S6ypDAOkyMMzi+deZYKRB+uoibvGcIUgIgM8uYl/QMCYEsD3bMdGaT8yRYkSxgsaMV336IPEAB6JEhoSMg6RmKHCQDtr9nyNHDXoYsKMB1m9xiWIeMDElDHLv5fgCkXCjtGXLz+eiSISucVgkz5GQox4qASJUhaSwmT5NbQoY84VPSHWyxnAzgHGCE6QYuhcWKhAK42hh9MUjHCwXKS2xyRjeJtUUp4yQZygpG1oruwGpXkYWtuEqGqn7PJgfJsyCV22Qoi9aWxmGbXHr8t0KSb6E5GcqxQiCD3CbXD60NIiND0qOs25hyZZmv6vVHpgxJYbrKkMt2j/MhHH82pEqUoThqYnQSoBBLz8HKZ0qGACndswn2QwiBVALj6ImvqwxFdSxpKqsyaK2X87KWGVmanMFzNEAhcxMYZG6TIydDOVYIRJAu4saSjBJ0G0ttcpKS6WCKg22RA+hE2Zwh3VOGjNsEoB/SuHzA6dnk4rCB1YlNzgjlnHpou8pQb2C1y1BKOqsMddPkwgbWpkFEShNHbj0T/bDQtckpR0NnskRWS26Tg5wM5VghELkytAQJGUoDFGzSDqoLg0+GsgAFQdwLUHDsoHtxpD1DjhNDlZGhqIGNE5ucFgrjmHrYTZNDOK8MQZIo5yoZqvp9PUMZGZLG6V7LhAwJfOtun6XsC1Bw907oISdDOVYEujY5Y/M5Q6Q2OZXa5NJNLQpcIEOp8iEirMxtcudDOm19ASE9hPSJwybEBqVMogy5RhL75wzlylCiDDnaIxMon6IqJDY5kylDxtmo8QQJEfAdfguyw79F5HsoORnKsUIgCgUAlLaY3Ca3NEBBxwCEQXE5L+kNQSfO7D9R1yYXOU4AoDtmCOG4TQ4Sq5yOGhBZlNIIYYmd2+yTn9dagXRw6Oz5kEo6pw72oxpUqYd1bJQGKEjjrFIGdE8Qyt1bAkmWJifz1gNyMpRjhUAGKRky5MoQCRnqBihESYxwGJSW85LeEGTKkCFMbXLC2fkhF4O0ORlSqkwcNhCRRghQwjpnpbT9AQpebpNTnrvKECSzhhajBiZOjnxK6XzdFI4rQ92eIZkPXSUnQzlWCETQrww5vIKl0LpPGQqTgasdzx0yFNsONl3NXY6I7YcFRK6SIb0SWofITvJe+J52zybXP2coJ0Mo6W7PEEA1qGCsIepkZChXhgTJ3EJX0U2TE3mAAuRkKMcKgSomFrBEGcof3NiYLhnyOwkZaqvCcl7SG4IwNnhKEOs2iJwM9cMCxPFyX8ayQ3pliCwyvS98pd3zxIvk5zVWIL3cJqc86Zw62I9aGqIQt5OvldTOkyEE+NbN8AQAmVlpc2UIyMlQjhUCUUjJkLZdC4jL6LfJ+a2EDDXV4PcMhZEm8BQd3cSmq1cc52pIhlwZSsiQbWtsGh3sK+3eQTizEgtyMkTaM+Tw4T+L1+40kq+TAAXHnoklEIDIlSGSOUO5MpSToRwrBLKrDOVzhiCzySWbe6HZAqAhHVCGIkPgS9pxI7fJ9aEboJCToSReu6Uh7YnwlHFPGeoPUPAHf124EpQSWIuzhCgjQ3FDASAdT5PLzv5OByh0RbHcJgc5GcqxQiBLyYbu5XOGgHTQaBqtXawnZKguB78C3Il1QoZ0A5va5Jyr+l8MNvXBx9FyX8myQ6oStm2ga5Mz7vUM9QUoqLxnCKWSo46rhZOaXwEgqidEQEkHraPnQ4Dv8HuQOmlzm1yKnAzlWBGQhZ4yRK4MLbHJlestYiFpGbXMV/X6I4wMQQCx6XRtcjq3yfWQvxdJz1BbYzNlSBoHCbPt/lf6g2+fvRIyMuRqn0w1qIIF05bENp8zlK0GnnPrQg/ZrFljc2UIIJ/GlmNFQBaLSZXTkKfJAXFfmlx1oUlLFQkdqHqGkUYVLNbGXZucewfdCyHIlaEMyitjHbfJCfrS5ILcJqe8dK1wYI28GGpBFWkUwkhiI5zvGbI2IQOem7cD0LNWW6FyZYhcGcqxQiA8HyMESlvIyVBS4ZQaEJQbMW2vMPBkKNbJoVb5Edi4a3p2tdp7MeRkKAtQMBAl94XnoCVIdGvfApX3DCEdt8lV/SoqTmzUsRUoqZ0eQpvBc84+20NGhkzeMwTkZCjHCoHwPKwUeYBCisQmZwCPUmzpBIXuDJ5BRZQeZFQQY4nJUlFdrfaejzxaO4FUJWj12eSUdbBnqGeTU8Hg9xJeCc7b5PwyKsrIUGKTsw6TIUsiDSmH1bFewSRPk4OcDOVYIRBSYoVA6XzOECRkCKkRIukT6hQCOgNOhrpkzwsTZUilaXKOHnD6IdL/CJ2TIZVGa5P3DIHNe4YgSZMDdwsnSiqq1ADQViAdJ0PZ4+F2tHaCPEAhQU6GcqwYGJEpQ25uaP3IbHIybfsLCz5hNNjvSyc7yKgwUYZSm5zL3vcLEOU2OSE9aINN7xdPGecIsxBpmpwAlfcMOZ8mB1Cxaby2lSipnSZDvQAFd++Hnk1O5gVmcjKUYyVBpspQbpNLbHKqpwyFRY8w0gO9qGXKkPU6gM7J0HnIbXJ96BiMTLY3pYx7h2Dbpwzl0drdniFXlSGAkknitWMEUoK17q4V1gICVOzu3rFEGcrPVDkZyrFyYDNlSOQPbmaTU5kyVFRYBtsylilfRnYAkHmAQhfd+Xk5GQLAtjQmvT+U0sQDbiE9H6LbMySu8Eo3oHJLLYFO7JI6vScU+VqhnOsl7CFbIwwShx+LLnIylGPFwEqZp8mliLRGSIMi7RkqJ49yZ4CtcpkypEVChpSX/MzG4Q3tfIgoXO5LWHZYY7CtGJOqAUq6pwyJ7kTFvHAEvbXCZWXI14ldMk6PfVI6bKm1IITAc/h+6BVMZO62ISdDOVYSpECZ3CYHoE1S1VM2IUOtUlLtG+REuSwgIhYdBALlJ8uXzW1yQDpnKMqrvabVSkiA6lOGHCt9CrKeoVwZgr40OYcPv1m0dqYMSTG4e8WVkJ0hnI7W7m6beZoc5GQoxwqCFRJpQVh3F/EMkU2qep5NHuFWMVnMBjlRLpujFNGm7JVQKiGC+byMfptcrgzp+mLyCz899ClDPMCK6WWRPxoASJVbakWUrJc6PfZ5Ki+cSD24++WV0VOG8i00J0M5VhLShmhpXF7AEsRp86tnkk2+VUw2+UFOlMtUr9C2qQRl/MwmlytDQJIcJsKcDOl6HQDp92xyrh2Ceza55b2OawV5mhzYUKJlRJyWTjyXlaE0QMEb4OLhldCfJpcrQzkZyrGSkDVEOyxtZ9Bp86tK1/JGMfk6jAd3cU/IkCW0Lap+FS+zyeVlrTxAoQ8ZGfLSWaNKaecOwTJnQUuQ2+RAd0D7EbHo2Uddh3R67+iFrORkKCdDOVYSUltUrgyBIbHJqdgQ+ZJQJYrAICtDnciAirFYqn4F38tscoP7M79S2JwMdW1yqqQwNonWdnboag6gL0DBMYUwg7WWqG2IvZAsNkE5rAxhkwKScPR+gL40OaFymxw5GcqxgiCyuSE5GUJnNrlIE5Z8QtqAHegAhTDWCC8hfVW/3FWGXO8ZsjYJULaAzYeudpUhUZTERiRkaIAV04tB5GRoCbIYftcUwgxxZDDaor2wG6jtKTffi3443TPUVYNymxzkZCjHCoLIlCGHqzkZjEhtch1NXAqwGJCazgAf+sLIIPyEDFX8CoGf3A+u2+T6f/pcGQK9mChDoqQSMiS1c8pQ1jOUj2RL4Hq0druVFEm0FxNmSWrSzfeiN5jcOq0M5QEKS5GToRwrBkLmNrkMJrU4+KHGlJNhesIPB9omF0YavGRTrwaVboCC60WtTBmCnAxBTxmiqNA2VYYcO/R0Z4jk0dpAX8+QY/dBhowMqYIltMl74C4ZSj7nNrmMDKlcGSInQzlWEDJlKA9QAJuaHfzYQKWcfNMLBzxau2eTq/T1DDmvDGXBYQJsnNvksp6hnk1Oo2O37pHsoJMrQwmyaG1XbXIZGfIKgk5aTPSUcfIQ3D+n0GUylClDeZpcgpwM5VgxkBkZcnzOkLUWmylDsUFWKwAILxzsnqHILOkZClJlyHVpqP/Ht/nQ1UQZkhJRKhJbmShDjhVQuja5XBgC8jS5jAwFRY92un96DtpHoU8ZEsAA28qvFrlNLkFOhnKsGAjPA3JlSBsLMiVDkcarDgEg/GigbXKdSIOf2uT6lCHXV/LcJrcUur6IX6uh/Apxlibn2PvSU4ZyNgQ5GcrIUKnsE6dswFPWuSIB9BePrNNkSNj+niG391DIyVCOFQSVkyEgIUMiJUNBpPGHhoFUGRrgxT2MzRKbXOBnytAyXtQ1gCXKUG6TQ9freEM1lFdG2yxx0K1htD1lyPGHI4XyElLobM9QMyNDQZcMKWmSwppjsLbfJje4++WVILAYaxFCoq2bz0U/cjKUY8VAeD4AyvEHV+ueMlQINcWhkeQ3vMEPUOjZ5CoEmTLkeFXLkkdrZ7DGYBoN/KEhpCoRZ8qI7Szvhb3B6ClD+RYPPWXI9Z6haqVE2LXJuTh/q1c7EwDGYJ0trva6pyKHSWGGfKXMsWLQU4bcW8D7oY1BpNPDg1BTGhoDQHjRYAcoRAYZREghKXlFCn6+fEHCBQUCRG6TM40GWIs/VEN6ZXpnPbdIYtYrJHOXHADSeZtcsi4MV8s9m5zzylBqE3N0zRRA9jTEeUJvToZyrBxIPwDyoatJz1CyjBXCmMroKsCBAIVYI7yIql9BCEGgJJY8Mcv0VTZtHC+xgbiGLEnOq6U2ubSbSuDWgUdmNjlyNgSgumlyg7s+Xg6ZMjRSrRGlypCLkfPQZyRIHw3jqJou+pUhZ9WxHnIyq+0qrwAAHgpJREFUlGPFwPMSMiQdf3CX2uQiKiPjyaHHDwkHuPKZzBkKqfpJep4vJYacDJ1f3HW10gm9GUP+0BDSK2HSE48Ubh14MpucFPkWD/1zhtxcLNqtCM+XDJX6yJCzylDyOds3jMMJnNm/vna8wAw5GcqxguAFmTLk3gLeD21MN0ChEGq8SpWKX0Z40UArQ+0oBhVR8ZO5Sl1lyPEEBXPe8+BqpRP6lKGuTS4jQ24deLo2uVwZAvrT5AZ3fbwc2q2IUsmnFlSJU5XUU5bIRWWIpWzI1eKRsL1CWux4gRlyMpRjBUF1yZDbD25/tHbVKyCkTKxjfkhngAMUItoAfcqQoNsf77A1rDt0NnsvXCZDi6kyVBtCqTJWuEqGsjS5nAxBPnS13YoolHyqfgWDxZhEGYoGuHh2KZy/VbhaPOq3yeU9QzkZyrGCIAo5GYKlNrlqqQgkUdNCRXQGtMplrO2SoUqwlAxJLlRHXEL2s2fvgMu2j6XKUKlLlpVwa7PPbXJLIYRAKuGkTS6ONHFkKJV9CirAlz6xkUiVfN815AEKCZYGKLh3H5yPfKXMsWIggwIAnsMqAPTNGTKKQjpjqBpUQEBHt5b56l4fRLFBeL2BqwCBzGxyEOdkqPe1o5VOOL9nqNxVy5R0iwxlKXJeToa6UEo6aZPLwhMKJR8hBLWgijYCpQyRg0qZXSqkO7teLlWG3LsPzke+UuZYMRCFhAwpB33O/YiNSdLkrMIbGgKgmvbRhLa9nJf2uiELT4ClNjkjBBJ3hylCvwc+/drRzR16ypCfDl3NDjyukaFMGVJSLfOVXDtQSjgZrZ2RoVIpmdNX86vERqKkdjJd7/yymavrZTabDsiHrpKToRwrCDIjQ64rQ9qC0mAV/lANSGxy0OurGTSEkekOXM0CFHwpsSJVhhy0v2Q4v6hnYjc3d+gpQ97QEFKVu70znnBrs+/93N4yX8m1A6Wkkz1D2YyhQkaGggraJspQ7GTP0NIABeOwTa5HhtzdPzPkZCjHioFIbXJ5mlxikxNW4afKUC0lQzHtgQwTyGYMwXkBCiSLusvKkD5vergJXSZDi6AUqlRCSIVM/WJKunV/ZLkJnpdv8Rmkkk6uE+crQ9WgSpza5Fwkh5mtOFONc2UoSah1HflKmWPFQBaTsADnAxSMAakRRuKdpwxZLxzI2RFhZBD+UpucFAIrBRLhpPc9Q++fO9neXd3cAXS9garWuilqnpcoI55jZCjb2KXwl/U6riW4bpMrlJJnoWuTU4YwdE8VMecVC11WhrI5bHnPUE6GcqwgyEJGhgbvsP9KEMU6IUNWdpWhapqwJrxwIGcNdSINqTKUET+gW94LHU5Qi7Nqt+MT1SFRhlS12v068BIy4BoZymxyvp+ToQzO2uSaqTJUzpShCtoki0UnHkxb9eXQdVR3eyzd3DuEsHnPUB9yMpRjxUAWc5scQEdHCAHC9JGhjCB40UDOGkpscokyVAv6yVCyo4Xh4BHAq8X5SqCr0do2jjHNJqpW634v8NIESkfJkFR5gEIG5Um3laFiX4BCmjkfRoOZPno5nG8jd1UZkvSNY3D8TAU5GcqxgiCLJSAnQ6208i+N7KbJZWqJ8AdTGcoCFBQegQp6v5FW9yKHyVDmcMj6RKyjAQq60QBYogwVUjLkXM9Q+rnQ/6w4Dud7hspZgEKPDEW6s2zXtVzIikdZwcBVW7Ho+2+uDOVkKMcKgkwHjHqOk6FGlGxg0shumlwWrS28KLGUDRjCSIMfEsji0t+QuTJ0fvOrqza5LElOVXvKUMlLngtXlSGlcptcBqUE1oJxrD+if84QpGQotcnFkXs2uQuVITfXyzxNbilyMpRjxaDbM+Rgda8f7bSap6zAqyXKUEEVEMikZ2gArSBhOnS1KMtLfyMjQwNIAK8WOjPBC7cDFLIZQ/3KULmQ/NpTg/dMXA7doat+8fIvdAhKJccdHbt18Gu3IjxP4vuJZbIWVIls8l4YGy7npS0Lzlsu3e0ZAmyqDJ0fKuEicjKUY8VA+D5a5Da5VpxsYNIIVKqWCSEIKMGABig0ww5CaUqqtOT7Ij31tTtubmhwYVXP1Z6hHhnqKUOVlAwp6daakQ1d9b2cDGXokiHHimntVkyx3FMIq36FjA8a417hpKukZ4EzjipD/T1Dg5hA+0qRk6EcKwZCCLQSOFbkvQChThZvz6puhDBAQZbSnqHBe4PqUdIPUvaWKkNdMuRgRGyGbvOr42lyPZtcL2CjGAyhjXBOGeqlyeVkKIPy0iq4c2QooljskSFPesSpMoTDylAGF5UhYwxSCMiVoS5yMpRjRUFLgTJ2IAeLXi06OtnAPLv08S3KEkJpWtHgNcU2oyYAlUuQoVbeM9Qlxs7a5BYvVIakV0Zr6V6AQkqMc2WoBykzZcidvUPHhijUS5QhAJ0d/ax7a0VvvUy+djFNzmLSzzkZypCToRwrCj0ytNxXsnzopD1DvvCWfL+YWsgWO403/JpebzR1Sob6ZwwBUmUBCu5taBnOdzjkytB5ZCgdMOlSAUWIZI30CqUrv9gRKM89m1wWnlAsLd0rdJomJ6x762ask8KZy8UjY9LiocjI0DJezDWCnAzlWFHQUqK0dbqSEUUXJ0Nllagm9VRFGSS04uRnqgXVJd/Pqr2djsPKkF6are0uGUqVoVrvHlFeidgIlDRO+eIlYK1A+oXlvpRrBiotnLg0a6hHhpYqQzbdOwTukaHQZkQg+eSiMmSsPu9rd9bGSyEnQzlWFDJlyGWEcUKGArmUDFXSeO1GNHjKUNskwwGHChdXhgYxTvxqkW1kvXQkV8nQRZQhlShDnjLEDikCmTIk/XzOUIYsQMGlAZPnx2pnsDJJlpMOkqFIJz+zy+ulzpShlAK4szJeGjkZyrGikJAh0Nrdw29skp6hglpa9c0sZI148MhQxyZkaLiwVBnKrC+DmKB3tegqHl1lyL0DDiRkSPg+IugRACEVsZZIpYlCd7Z8IRJlSOQBCl3IbrS2O/dBd+DqeWQIkXwthHvr5vk9li4qQ5bzbXLuFAguhZwM5VhR0FKgtCV0eGJynMahFrylG1xmIWvp1ht+Ta83QpsMBxwp1ZZ8P6v2Rg6ToTxNLoGuL6KqtSUJiwDaCJS01DuD91xcCkJYLAKp1HJfyjWDrk3OIYXwUsqQ9JKCgecgGYrMUpuci8pQt2cIgbXG6R7sDNcUGTLG8G//7b/lgx/8IB/+8Ic5evTocl9SjmsMWgk8A7HDh984TQAqBUubo2uphaytB69nKEqVoZHi+WQonaQeu3s/ZGSo2xDs6NwMvVhfMnA1Q2ySba7eqL/Rl7RsEFisFVd+oUPoBSi4c/JrN9O94rw0OT/tJVPCHWKYISNDUrrbY9ntGRLJ6NWcDIF35Ze8cfj6179OGIZ87nOfY9++fXzyk5/k05/+9HJfVo5rCFokG9oz+x6nUnIzKclrLVD1NEO+pXNummgmOeQNty3VpsaEUxx+8dAyX+VrC781T9VqSs0OUWum+/2C7hACzXPzPPvUS8t3gcuI2ZOzAHhp5Ho4O0vr8OHlvKQ3HFZrbKeNKBaJZmboiLD7XMQpKXj+8D5mzrlRYKvJ/IBzPrKwlcZih/pCe5mv5o3B4kLSX3p+gEKQFtKKKubhZ/e+4de1nDhxZp6xyiJVJZidHCLSTRaff3K5L+sNRSuep0ySrK7aMVjDs4eeX+7Let1RqZSYnLzhor8n7DWUN/oHf/AH3HLLLbznPe8B4P777+ehhx665OunphbfqEu7ZjE5WXPqffjKv/51tp1x5+fNcXmcrWziqbU/ttyXcU1g88yT7Jj5wXJfxjWH4x94EztWzS33ZbzhaLV9rr/nd5zbIy6Fp39wgoe+OvgHvovhF/7F3dSGe/1j3z7wXbaGX13GK8pxLeD4iVXsf3rXcl/GGwYL/O6nfvKiv3dNKUP1ep1qn81BKUUcx3jexS9zdLSM5+We6MnJ2pVfNCi48z4OPfFdXDeASBR3bbseJZfe/08eP0w7Hsyq53BxiOvXbFjyvWLH8vLp02jr9jogsGzYVKEyvIW48f+3d+9BUd33/8efLDcBxQugCK4SNYElBSJhTdV4idao2Np2ph07SRutk9qWaZt2bKd17ExtqzHJ2L86lU40ZqZNEbEYrBJpdBpRiRq8gjghGkUJ3tYBFdRw8ZzvH/yW3eQXoiJ6lj2vx1/MqDPvz9PD7n7Onj0bfJdJ3pUQiEpKJjz2s4+Htc1wOqSzkZ1caevP0//vucFWzxHdyJmQwo3rrbTb7Auah8TH8MiY+M98lm7exKkUFB6hf6j9LhHzCg8LIcQwbPslOyZwzRNLVP9b3Ayzx10nQ77ky7cD7p2hrKwscnNzAZgyZQq7d+/u9u/rbJf93hkCe665O2rRSR181EIN/KmFj1p0UgcftbBXg+5ODAXUDRSys7O7Nj9Hjx7lscces3giEREREREJVgF1mdzMmTOpqKjge9/7HqZp8vLLL1s9koiIiIiIBKmA2gw5HA7+9Kc/WT2GiIiIiIjYQEBdJiciIiIiIvKwaDMkIiIiIiK2pM2QiIiIiIjYkjZDIiIiIiJiS9oMiYiIiIiILWkzJCIiIiIitqTNkIiIiIiI2JI2QyIiIiIiYkvaDImIiIiIiC1pMyQiIiIiIrakzZCIiIiIiNiSNkMiIiIiImJL2gyJiIiIiIgthZimaVo9hIiIiIiIyMOmd4ZERERERMSWtBkSERERERFb0mZIRERERERsSZshERERERGxJW2GRERERETElrQZEhERERERW9JmqA8wTZPbt293/Ww3dlyzP///f7tqb2/n/PnzVo8REAzD4ObNm4C9fzfa29uprKy0eoyAY+dj4vPUQg287NzBMAza2tqsHiOghS5fvny51UNI9zZu3Mgbb7zByZMnyc7OJjQ01OqRHrgNGzawZcsWGhsbSUtLIyQkxOqRLGGaJp988gm/+93vGDt2LAkJCVaPZImSkhL+/Oc/ExkZSUZGhtXjWOpf//oX+fn5XLx4EbfbbdvfjZ07d/LLX/6SXbt28fzzz1s9jqUKCwvZvHkzTU1Ntn68BCgqKmLr1q1cuXLFti0KCgooKiri3LlzPPHEE7ZsAJ3Pn3V1dbz66qt87Wtfs22HjRs3kp+fT01NDY888gixsbFWjxSQ9M5QADIMA4D169dTUVHBSy+9xJEjR8jPzweC8wyHd81vvfUWFRUVzJs3j+LiYoqKioDgXHN3TNPENE1CQkJobW2ltraWyspKGhsbrR7tofGeyfrjH//IgQMHWLt2Lc8991zXcWC34wHgf//7H0ePHmX16tUkJCTQ1NT0mT+3g/Pnz5OXl0dZWRnf/e53+da3vgVAR0eHxZM9XIZhYBgGr7/+Onv27CE3N5dNmzbx1ltvAfY6JgzDwDRN/v73v1NeXs63v/1tysrKePPNN60e7aHbsWMHe/fuZeHChRw4cIA1a9bY6nnDX0hICPX19ZSUlFBRUQHY6/cCYOvWrezdu5elS5fS0tJCYWEhYL8Od0OboQDT0tLSdaDW19czY8YMUlJSWLx4MRcuXOh6kRxMWlpaun4+deoUM2bMIDMzk2nTpuFwOGhvbw+6NXfH28K73rq6Op544gnOnDmDx+OxxVvd3gYRERGEh4cTGxvL5s2befHFF8nLy+P06dO2Oh68jwcnTpwgOTmZ4uJidu7cyapVq/jkk09s0cJ7THR0dLBw4UJWr15NZmYm+/fvByAsLMzK8R4q7zHhcDi4cuUKbrebnJwcZs+eTVRUFLdv37bFMQG+FiEhIXg8HqZPn05qaipLlixh/fr11NbWWj3iA/fpp5/S3t4OwPHjx3G5XIwZM4alS5dSV1dHVVWVbS6z/vTTT7tOjFy9epVDhw7xne98h7/85S8Atvi98D8eDh06RHZ2Nk6nk/nz53Pq1CkMw7BFh3uly+QCyJo1a3jzzTc5c+YM4eHhPPnkk2RmZhIZGcl//vMfEhMTGTdunNVj9irvmk+fPk10dDSTJ08mJyeHgwcPsnLlSsLCwigvL+eZZ57B4QjuvfvnWyQmJrJ7924WLlyIx+Nh3bp1nDlzBrfbHbQv/rwNTp48ybBhw5g0aRKvvPIKY8aMYcWKFZw+fZqDBw/y5JNPEhERYfW4D5S3xccff0xsbCwxMTF8/PHHREZGsnz5co4dO8bBgwd56qmngvZ4gM4O69evp66ujuHDh5OdnQ3AuXPnMAyD8ePH2+YJ3v85IiYmhtTUVDZs2MCRI0dYt24dAwcOpLy8nGnTpgV9D/8WYWFhtLW10draSnp6OkOHDuW9996jo6MDt9sdlCcRARoaGlizZg0xMTEkJydjGAZVVVVkZmYyfPhwPB4PVVVVTJ06NWgbeHlb9O/fn6SkJBwOBw6HgwULFvDuu+/i8XjIzs4O6g7+DZKTkxk9ejRZWVlERUWxd+9ewsPDmThxotVjBqTgfnXZh3zwwQfU1NSwatUq4uPj2b59O1evXmXAgAHcuHGD/fv3dx3Ely5dsnja3vH5NW/ZsoX6+nocDgejR4+mrKyM1157jerq6qA/w+ffIiEhgbfffpvDhw8TExPD2rVr2b17N83NzaSmphIZGWn1uA+Ef4PExET++c9/curUKZYvX05ubi4Av/jFLzhw4ACXL1+2eNoH6/PHw7Zt2zh69CiXL1/m+vXrAPz6179m7969NDQ0WDztg+Pt8MorrxAXF0dJSQn79u0DOi+P2rNnD0DQnyiB///x8u233yY0NJRFixZx+vRp9u3bx4oVKzh27BjV1dVWj/tA+beIi4ujvLyca9eu0dTUxNKlS1m8eDGzZ8+mvLycK1euBO2L38OHD7Nr1y6qq6tpaWkhOTmZ2NhYdu3aBcBzzz3Hnj17bPEOsrdFVVUVjY2NREREdJ04+c1vfsOmTZtoamoK6g7+DZqamhg5ciSxsbEYhsF7772H2+0G4OzZs7a4yuReBP8zSID6/DWbx48fJycnh4SEBHJzc3G5XGzbto2Ojg6am5txuVyYpsnPf/5zCgoK+uTb3ndac3p6OqWlpQDcvn2b0NBQPB4PY8eOJSoqyoqRH5gvazFnzhwyMjLYtGkTBw8e5ObNmyxbtozFixdz5MgR6uvrLZq6d91Ng9LSUiZNmkR4eDgXL16ksbERl8sVdB8CvVOLtLQ0Ll68SHZ2Nk1NTVRVVeHxeHjssceCanN8pw7p6em88847GIbBhAkTSExMZOfOnV/4b/u6u3m8LCwspKWlhaFDh9LR0cHly5cZNWpUUB0TcOcWY8eOxePxkJeXx6xZs/jZz35Gbm4uOTk5xMfHWzR17/qi47uhoYHc3Fyam5s5dOgQKSkpZGVlsXv3bo4dO8alS5dIT08P+uMBfC1aWlo4cuQIAP369aOjo4O0tDSys7MJpguhvqzBjRs3uhqEhobS1NTE0KFD6devH7/61a8oLCzsk68hHyRdJmeB69evc/Pmza7rux0OB62trfz1r3/lBz/4AdHR0URERFBbW8uIESM4ceIEr776KhcuXGDOnDksWLCgz50Jvds1nzx5EsMwqK6u5m9/+xvbtm1j7ty5TJgwweol9Jq7aeHdCGZkZJCXl8eQIUNISUlh8ODBuFwuq5dw3+7leADYv38/a9euZevWrcyZM6frjF8wuJsWDoeDCxcukJaWRmxsLEVFRRQVFfGNb3yDp556yuol9Iq7PSY++ugjYmJiSEpKwuPx0NDQEHR31rvbFvX19YSFhTFo0CAKCgooKSlh7ty5TJ482eol9Jq7aREWFsaHH35IbGwsERERFBQUsGHDBqZOnUpaWprVS7hv/g28l3kZhkFSUhLPPPMMtbW1NDQ0MGrUKDIzM2ltbaWkpITCwsKuTWGwuFOLDz/8kAsXLjB8+HAGDhyIYRg4HA4mTpxIREQEY8eOtXoJ9+1uGpw/f76rQWVlJatWraKxsZFZs2axaNEiwsPDrV5GQNFm6CH797//zZIlS4iPjyc9Pb1rd+90Otm/fz8fffQREyZMYNCgQezYsYPMzEyuXbuGy+Xi97//fZ98IXwva965cycTJ05k2rRpjBkzhh/96Eekp6dbvILec7ctBg8eTGlpKdOnTyc+Pp62tjYiIyNJSkqyeAX3ryfHw6xZs8jIyODFF1+05fEwaNAgtm/fzqRJk5g6dSput5sFCxbw+OOPW7yC3nEvHd59913cbjfx8fHExcUxffr0Pndy6MvcS4uysjJmz57NzJkzGTFiBIsXLw6aYwLu/bHC7XaTlZVFdHQ0L730UlA8VnxRg5CQEEJCQujfvz9hYWFER0dTU1PDrVu3SE1NxeVyMX78eL7//e8H/fHwRS1OnDhBe3s7qampOBwODMMImo3QvTRoa2sjLS2N5uZmnE4ny5Yt65OvIR+G4P3UbYA5cOAAb7zxBomJifTv35+srCyAru8NOnXqFC+88ALLli3jq1/9Kh0dHZw9exaHw8Gzzz5r5eg91pM119XVdd0J5Stf+Ypls/e2nv7/e285Hgw3C7jf4+HRRx+1bPbe1tPjwXunpGHDhlk2e2/qSYdz5851dRgxYoRls/e2nv5+eK/9z8zMtGz23tbT3w/vY0UwvDPWXQPvxv/w4cMkJCTgdDpJTU0lOTmZmpoaxo0bx8iRIxkyZIiV4/eqe21x6NAhjh8/zrhx43A6nUFxsqQnDaqrq3G73WRkZNj+O/ruRO8MPSQ7duxg5syZvPDCC1y7do0BAwbgdDq5fv06K1eupLi4mJ/85CeMHDmSEydOsHXrVvLy8vr0E1xP1vzTn/40qC6B8uppi2C6e6COBx+16KQOPmrhoxZ3brB9+3ZmzJjBwIEDAUhOTiY1NZVRo0ZZPHnv62mLkSNHWjx57+lJg7S0NJxOp8WT9xGm9DrDMEzTNM2CggJz8+bNpmma5u3bt03TNM3W1lbzhz/8oXn8+HHTNE2zrq7OfP/9960ZtBfZcc3dUQs18KcWndTBRy181EIN/KmFGlih7793GIC8H+Tdt28f69at6/oAX1tbW9ftHsvLywEYNWpU180B+vLdPey45u6ohRr4U4tO6uCjFj5qoQb+1EINrKDNUC/yeDxdP1dWVjJ48GASExN5+eWXAd/1zqNHj2bAgAHcunXrM//e++d9iR3X3B21UAN/atFJHXzUwkct1MCfWqiBlfSZoV5w8eJFVq1aRWlpKTdv3iQuLo74+HhSU1OZP38+f/jDH5g5cyaDBg0C4Pz585SVlTFlypQ++/05dlxzd9RCDfypRSd18FELH7VQA39qoQaBQJuhXvCPf/yDqKgofvzjH3P48GEqKiqYPHkyw4YNIzw8nOvXr7Nlyxbmzp0LQEpKClFRUX36tp92XHN31EIN/KlFJ3XwUQsftVADf2qhBoEgxDSD7Gu7H5Li4mI++OADnE4nDQ0N5OXl4XQ6OXv2LBs3bmTYsGEsWLCg6++PHz+e1157jWnTplk39H2y45q7oxZq4E8tOqmDj1r4qIUa+FMLNQg0emeoB1avXk11dTWLFi3iv//9L6WlpURERDBp0iSioqIIDQ2lpqaGjIwM+vXrB4DL5SIpKanP3vvfjmvujlqogT+16KQOPmrhoxZq4E8t1CAQ6UtXe6C5uZn58+fz+OOP8/zzzzN06FC2bdvG17/+dVwuF3FxcbS2thIdHd317cBPP/201WPfFzuuuTtqoQb+1KKTOviohY9aqIE/tVCDQKS7yd0jwzB49tlnu74M9Z133mHKlCnk5eWxcuVKzpw5w/vvv8/Vq1cxDKPrFol9mR3X3B21UAN/atFJHXzUwkct1MCfWqhBoNJnhu5DS0sLCxcuJD8/n4SEBPLz87l27RpXrlzht7/9LQkJCVaP2OvsuObuqIUa+FOLTurgoxY+aqEG/tRCDQKJLpO7D5cuXWLixIk0NzezYsUKHn30UZYsWUJ4eLjVoz0wdlxzd9RCDfypRSd18FELH7VQA39qoQaBRJuh+1BZWcnrr79OTU0N3/zmN5k3b57VIz1wdlxzd9RCDfypRSd18FELH7VQA39qoQaBRJfJ3Yfi4mI8Hg+LFi0iIiLC6nEeCjuuuTtqoQb+1KKTOviohY9aqIE/tVCDQKLN0H3w3uXDTuy45u6ohRr4U4tO6uCjFj5qoQb+1EINAok2QyIiIiIiYku6tbaIiIiIiNiSNkMiIiIiImJL2gyJiIiIiIgtaTMkIiIiIiK2pM2QiIiIiIjYkjZDIiIiIiJiS9oMiYiIiIiILf0ftaIRbeLoZg4AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bt.balance[[stock.symbol for stock in stocks]].plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice how the capital held in certain symbols sometimes drops to zero, meaning on those months we did not buy shares of those symbols because their price was below the sma."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, the daily returns column (`% change`) can be passed to the Quantopian library [pyfolio](https://github.com/quantopian/pyfolio) to obtain summary statistics and a few plots of the returns."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\"><th>Start date</th><td colspan=2>2017-01-03</td></tr>\n",
" <tr style=\"text-align: right;\"><th>End date</th><td colspan=2>2017-12-28</td></tr>\n",
" <tr style=\"text-align: right;\"><th>Total months</th><td colspan=2>11</td></tr>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Backtest</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Annual return</th>\n",
" <td>13.3%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cumulative returns</th>\n",
" <td>13.2%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Annual volatility</th>\n",
" <td>4.9%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sharpe ratio</th>\n",
" <td>2.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Calmar ratio</th>\n",
" <td>5.99</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Stability</th>\n",
" <td>0.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Max drawdown</th>\n",
" <td>-2.2%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Omega ratio</th>\n",
" <td>1.53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sortino ratio</th>\n",
" <td>4.13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Skew</th>\n",
" <td>-0.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Kurtosis</th>\n",
" <td>0.67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Tail ratio</th>\n",
" <td>1.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Daily value at risk</th>\n",
" <td>-0.6%</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jrchatruc/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:61: FutureWarning: \n",
"The current behaviour of 'Series.argmin' is deprecated, use 'idxmin'\n",
"instead.\n",
"The behavior of 'argmin' will be corrected to return the positional\n",
"minimum in the future. For now, use 'series.values.argmin' or\n",
"'np.argmin(np.array(values))' to get the position of the minimum\n",
"row.\n",
" return bound(*args, **kwds)\n"
]
},
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Worst drawdown periods</th>\n",
" <th>Net drawdown in %</th>\n",
" <th>Peak date</th>\n",
" <th>Valley date</th>\n",
" <th>Recovery date</th>\n",
" <th>Duration</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2.22</td>\n",
" <td>2017-06-06</td>\n",
" <td>2017-07-06</td>\n",
" <td>2017-08-28</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.82</td>\n",
" <td>2017-09-07</td>\n",
" <td>2017-09-27</td>\n",
" <td>2017-10-27</td>\n",
" <td>37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.80</td>\n",
" <td>2017-03-01</td>\n",
" <td>2017-03-09</td>\n",
" <td>2017-04-24</td>\n",
" <td>39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.10</td>\n",
" <td>2017-01-17</td>\n",
" <td>2017-01-19</td>\n",
" <td>2017-01-31</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.98</td>\n",
" <td>2017-05-15</td>\n",
" <td>2017-05-18</td>\n",
" <td>2017-05-22</td>\n",
" <td>6</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x4752 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf.create_returns_tear_sheet(returns = bt.balance['% change'].dropna())"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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