From 2ec5cff32e948dddcbc6e79dfab7ced93db4585d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Javier=20Rodr=C3=ADguez=20Chatruc?= Date: Thu, 19 Mar 2020 16:23:10 -0300 Subject: [PATCH] merged_bt_example now has a more thorough explanation of the backtester --- backtester/examples/merged_bt_example.ipynb | 13974 +++++++++++++++++- backtester/statistics/charts.py | 10 +- 2 files changed, 13623 insertions(+), 361 deletions(-) diff --git a/backtester/examples/merged_bt_example.ipynb b/backtester/examples/merged_bt_example.ipynb index 0232274..0ab9238 100644 --- a/backtester/examples/merged_bt_example.ipynb +++ b/backtester/examples/merged_bt_example.ipynb @@ -1,5 +1,18 @@ { "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "import os\n", + "\n", + "sys.path.append('../..') # Add backtester base dir to $PYTHONPATH\n", + "backtester_dir = os.path.realpath(os.path.join(os.getcwd(), '..', '..'))" + ] + }, { "cell_type": "code", "execution_count": 2, @@ -9,18 +22,20 @@ "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/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", + "/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" + "from backtester.datahandler import HistoricalOptionsData, TiingoData, Schema\n", + "from backtester.statistics import monthly_returns_heatmap, returns_histogram, returns_chart" ] }, { @@ -29,9 +44,64 @@ "metadata": {}, "outputs": [], "source": [ - "options_data = HistoricalOptionsData('data/SPX_2017.csv')\n", - "options_data.quotedate = options_data.quotedate.dt.tz_localize(None)\n", - "schema = options_data.schema\n" + "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": [ + "data_dir = os.path.join(backtester_dir, 'data')\n", + "save_path = os.path.join(data_dir, 'portfolio_data_207.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." ] }, { @@ -40,29 +110,171 @@ "metadata": {}, "outputs": [], "source": [ - "stock_data = TiingoData('data/portfolio_data_2017.csv')\n", - "stock_data._data.date = stock_data._data.date.dt.tz_localize(None)" + "stock_data = TiingoData('../../data/portfolio_data_2017.csv')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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symboldateclosehighlowopenvolumeadjCloseadjHighadjLowadjOpenadjVolumedivCashsplitFactor
0VOO2017-01-03206.74207.33205.560206.684750181194.997818195.554308193.884838194.94122647501810.01.0
1VOO2017-01-04207.96208.18207.120207.204622614196.148526196.356030195.356235195.43169146226140.01.0
2VOO2017-01-05207.80208.04207.013207.752772065195.997613196.223982195.255312195.95045327720650.01.0
3VOO2017-01-06208.61209.09207.400207.992194576196.761608197.214345195.620332196.17682221945760.01.0
4VOO2017-01-09207.95208.48207.885208.341705181196.139094196.638991196.077785196.50694317051810.01.0
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" + ], + "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": [ - "short_straddle = Strategy(schema)\n", - "\n", - "leg1 = StrategyLeg(\"leg_1\", schema, option_type=Type.CALL, direction=Direction.SELL)\n", - "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", - "\n", - "leg1.exit_filter = (schema.dte <= 2)\n", - "\n", - "leg2 = StrategyLeg(\"leg_2\", schema, option_type=Type.PUT, direction=Direction.SELL)\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", - "leg2.exit_filter = (schema.dte <= 2)\n", - "\n", - "short_straddle.add_legs([leg1, leg2]);" + "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." ] }, { @@ -84,6 +296,13 @@ "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, @@ -101,7 +320,7 @@ } ], "source": [ - "0.1 + 0.05 + 0.05 + 0.05 + 0.05 + 0.10 + 0.20 + 0.10 + 0.05 + 0.15 + 0.10" + "0.10 + 0.05 + 0.05 + 0.05 + 0.05 + 0.10 + 0.20 + 0.10 + 0.05 + 0.15 + 0.10" ] }, { @@ -125,30 +344,363 @@ "]" ] }, + { + "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": [], + "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": [ - "bt = Backtest({'stocks': 0.99, 'options': 0.01, 'cash': 0})\n", - "bt.stocks = stocks\n", - "bt._options_strategy = short_straddle\n", - "bt.options_data = options_data\n", - "bt.stocks_data = stock_data\n" + "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('../../allspx/SPX_2017.csv', schema=None)\n", + "schema = options_data.schema" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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underlyingunderlying_lastexchangeoptionrootoptionexttypeexpirationquotedatestrikelast...askvolumeopeninterestimpliedvoldeltagammathetavegaoptionaliasdte
0SPX2257.83*SPX170120C00100000NaNcall2017-01-202017-01-031002161.50...2158.7056150.12141.00.0-1.02390.0SPX170120C0010000017
1SPX2257.83*SPX170120C00200000NaNcall2017-01-202017-01-032002060.95...2058.8063550.12141.00.0-2.04790.0SPX170120C0020000017
2SPX2257.83*SPX170120C00300000NaNcall2017-01-202017-01-033001960.45...1958.8020000.12141.00.0-3.07180.0SPX170120C0030000017
3SPX2257.83*SPX170120C00400000NaNcall2017-01-202017-01-034001760.55...1858.90250.12141.00.0-4.09570.0SPX170120C0040000017
4SPX2257.83*SPX170120C00500000NaNcall2017-01-202017-01-035001749.33...1758.9038130.12141.00.0-5.11970.0SPX170120C0050000017
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5 rows × 21 columns

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" + ], + "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" + "Total time elapsed: 00:00:05\n" ] }, { @@ -199,443 +751,463 @@ " \n", " \n", " \n", - " 0\n", - " SPX170217C02190000\n", + " 0\n", + " SPX170217C02150000\n", " SPX\n", " 2017-02-17\n", " call\n", - " 2190\n", - " -8110\n", - " Order.STO\n", - " SPX170217P02190000\n", + " 2150\n", + " 11800.0\n", + " Order.BTO\n", + " SPX170217P02150000\n", " SPX\n", " 2017-02-17\n", " put\n", - " 2190\n", - " -1690\n", - " Order.STO\n", - " -9800\n", - " 1.0\n", + " 2150\n", + " 1220.0\n", + " Order.BTO\n", + " 13020.0\n", + " 2.0\n", " 2017-01-03\n", " \n", " \n", - " 1\n", + " 1\n", + " SPX170217C02150000\n", + " SPX\n", + " 2017-02-17\n", + " call\n", + " 2150\n", + " -12740.0\n", + " Order.STC\n", + " SPX170217P02150000\n", + " SPX\n", + " 2017-02-17\n", + " put\n", + " 2150\n", + " -160.0\n", + " Order.STC\n", + " -12900.0\n", + " 2.0\n", + " 2017-02-01\n", + " \n", + " \n", + " 2\n", " SPX170317C02170000\n", " SPX\n", " 2017-03-17\n", " call\n", " 2170\n", - " -11350\n", - " Order.STO\n", + " 11660.0\n", + " Order.BTO\n", " SPX170317P02170000\n", " SPX\n", " 2017-03-17\n", " put\n", " 2170\n", - " -930\n", - " Order.STO\n", - " -12280\n", - " 1.0\n", + " 1010.0\n", + " Order.BTO\n", + " 12670.0\n", + " 2.0\n", " 2017-02-01\n", " \n", " \n", - " 2\n", - " SPX170217C02190000\n", + " 3\n", + " SPX170317C02170000\n", " SPX\n", - " 2017-02-17\n", + " 2017-03-17\n", " call\n", - " 2190\n", - " 0\n", - " Order.BTC\n", - " SPX170217P02190000\n", + " 2170\n", + " -22360.0\n", + " Order.STC\n", + " SPX170317P02170000\n", " SPX\n", - " 2017-02-17\n", + " 2017-03-17\n", " put\n", - " 2190\n", - " 0\n", - " Order.BTC\n", - " 0\n", - " 1.0\n", + " 2170\n", + " -55.0\n", + " Order.STC\n", + " -22415.0\n", + " 2.0\n", " 2017-03-01\n", " \n", " \n", - " 3\n", + " 4\n", " SPX170421C02280000\n", " SPX\n", " 2017-04-21\n", " call\n", " 2280\n", - " -12370\n", - " Order.STO\n", + " 12610.0\n", + " Order.BTO\n", " SPX170421P02280000\n", " SPX\n", " 2017-04-21\n", " put\n", " 2280\n", - " -1030\n", - " Order.STO\n", - " -13400\n", + " 1110.0\n", + " Order.BTO\n", + " 13720.0\n", " 2.0\n", " 2017-03-01\n", " \n", " \n", - " 4\n", - " SPX170317C02170000\n", + " 5\n", + " SPX170421C02280000\n", " SPX\n", - " 2017-03-17\n", + " 2017-04-21\n", " call\n", - " 2170\n", - " 0\n", - " Order.BTC\n", - " SPX170317P02170000\n", + " 2280\n", + " -8120.0\n", + " Order.STC\n", + " SPX170421P02280000\n", " SPX\n", - " 2017-03-17\n", + " 2017-04-21\n", " put\n", - " 2170\n", - " 0\n", - " Order.BTC\n", - " 0\n", - " 1.0\n", + " 2280\n", + " -285.0\n", + " Order.STC\n", + " -8405.0\n", + " 2.0\n", " 2017-04-03\n", " \n", " \n", - " 5\n", + " 6\n", " SPX170519C02245000\n", " SPX\n", " 2017-05-19\n", " call\n", " 2245\n", - " -12060\n", - " Order.STO\n", + " 12420.0\n", + " Order.BTO\n", " SPX170519P02245000\n", " SPX\n", " 2017-05-19\n", " put\n", " 2245\n", - " -940\n", - " Order.STO\n", - " -13000\n", + " 1040.0\n", + " Order.BTO\n", + " 13460.0\n", " 2.0\n", " 2017-04-03\n", " \n", " \n", - " 6\n", - " SPX170421C02280000\n", + " 7\n", + " SPX170519C02245000\n", " SPX\n", - " 2017-04-21\n", + " 2017-05-19\n", " call\n", - " 2280\n", - " 0\n", - " Order.BTC\n", - " SPX170421P02280000\n", + " 2245\n", + " -14080.0\n", + " Order.STC\n", + " SPX170519P02245000\n", " SPX\n", - " 2017-04-21\n", + " 2017-05-19\n", " put\n", - " 2280\n", - " 0\n", - " Order.BTC\n", - " 0\n", + " 2245\n", + " -120.0\n", + " Order.STC\n", + " -14200.0\n", " 2.0\n", " 2017-05-01\n", " \n", " \n", - " 7\n", + " 8\n", " SPX170616C02270000\n", " SPX\n", " 2017-06-16\n", " call\n", " 2270\n", - " -12120\n", - " Order.STO\n", + " 12470.0\n", + " Order.BTO\n", " SPX170616P02270000\n", " SPX\n", " 2017-06-16\n", " put\n", " 2270\n", - " -750\n", - " Order.STO\n", - " -12870\n", - " 3.0\n", + " 820.0\n", + " Order.BTO\n", + " 13290.0\n", + " 2.0\n", " 2017-05-01\n", " \n", " \n", - " 8\n", - " SPX170519C02245000\n", + " 9\n", + " SPX170616C02270000\n", " SPX\n", - " 2017-05-19\n", + " 2017-06-16\n", " call\n", - " 2245\n", - " 0\n", - " Order.BTC\n", - " SPX170519P02245000\n", + " 2270\n", + " -15690.0\n", + " Order.STC\n", + " SPX170616P02270000\n", " SPX\n", - " 2017-05-19\n", + " 2017-06-16\n", " put\n", - " 2245\n", - " 0\n", - " Order.BTC\n", - " 0\n", + " 2270\n", + " -65.0\n", + " Order.STC\n", + " -15755.0\n", " 2.0\n", " 2017-06-01\n", " \n", " \n", - " 9\n", + " 10\n", " SPX170721C02310000\n", " SPX\n", " 2017-07-21\n", " call\n", " 2310\n", - " -12510\n", - " Order.STO\n", + " 12970.0\n", + " Order.BTO\n", " SPX170721P02310000\n", " SPX\n", " 2017-07-21\n", " put\n", " 2310\n", - " -810\n", - " Order.STO\n", - " -13320\n", - " 4.0\n", + " 860.0\n", + " Order.BTO\n", + " 13830.0\n", + " 2.0\n", " 2017-06-01\n", " \n", " \n", - " 10\n", - " SPX170616C02270000\n", + " 11\n", + " SPX170721C02310000\n", " SPX\n", - " 2017-06-16\n", + " 2017-07-21\n", " call\n", - " 2270\n", - " 0\n", - " Order.BTC\n", - " SPX170616P02270000\n", + " 2310\n", + " -11650.0\n", + " Order.STC\n", + " SPX170721P02310000\n", " SPX\n", - " 2017-06-16\n", + " 2017-07-21\n", " put\n", - " 2270\n", - " 0\n", - " Order.BTC\n", - " 0\n", - " 3.0\n", + " 2310\n", + " -220.0\n", + " Order.STC\n", + " -11870.0\n", + " 2.0\n", " 2017-07-03\n", " \n", " \n", - " 11\n", + " 12\n", " SPX170818C02310000\n", " SPX\n", " 2017-08-18\n", " call\n", " 2310\n", - " -12370\n", - " Order.STO\n", + " 12590.0\n", + " Order.BTO\n", " SPX170818P02310000\n", " SPX\n", " 2017-08-18\n", " put\n", " 2310\n", - " -960\n", - " Order.STO\n", - " -13330\n", - " 4.0\n", + " 1060.0\n", + " Order.BTO\n", + " 13650.0\n", + " 2.0\n", " 2017-07-03\n", " \n", " \n", - " 12\n", - " SPX170721C02310000\n", + " 13\n", + " SPX170818C02310000\n", " SPX\n", - " 2017-07-21\n", + " 2017-08-18\n", " call\n", " 2310\n", - " 0\n", - " Order.BTC\n", - " SPX170721P02310000\n", + " -16190.0\n", + " Order.STC\n", + " SPX170818P02310000\n", " SPX\n", - " 2017-07-21\n", + " 2017-08-18\n", " put\n", " 2310\n", - " 0\n", - " Order.BTC\n", - " 0\n", - " 4.0\n", + " -120.0\n", + " Order.STC\n", + " -16310.0\n", + " 2.0\n", " 2017-08-01\n", " \n", " \n", - " 13\n", + " 14\n", " SPX170915C02355000\n", " SPX\n", " 2017-09-15\n", " call\n", " 2355\n", - " -12270\n", - " Order.STO\n", + " 12700.0\n", + " Order.BTO\n", " SPX170915P02355000\n", " SPX\n", " 2017-09-15\n", " put\n", " 2355\n", - " -740\n", - " Order.STO\n", - " -13010\n", - " 6.0\n", + " 790.0\n", + " Order.BTO\n", + " 13490.0\n", + " 2.0\n", " 2017-08-01\n", " \n", " \n", - " 14\n", - " SPX170818C02310000\n", + " 15\n", + " SPX170915C02355000\n", " SPX\n", - " 2017-08-18\n", + " 2017-09-15\n", " call\n", - " 2310\n", - " 0\n", - " Order.BTC\n", - " SPX170818P02310000\n", + " 2355\n", + " -11830.0\n", + " Order.STC\n", + " SPX170915P02355000\n", " SPX\n", - " 2017-08-18\n", + " 2017-09-15\n", " put\n", - " 2310\n", - " 0\n", - " Order.BTC\n", - " 0\n", - " 4.0\n", + " 2355\n", + " -100.0\n", + " Order.STC\n", + " -11930.0\n", + " 2.0\n", " 2017-09-01\n", " \n", " \n", - " 15\n", + " 16\n", " SPX171020C02355000\n", " SPX\n", " 2017-10-20\n", " call\n", " 2355\n", - " -12840\n", - " Order.STO\n", + " 13230.0\n", + " Order.BTO\n", " SPX171020P02355000\n", " SPX\n", " 2017-10-20\n", " put\n", " 2355\n", - " -970\n", - " Order.STO\n", - " -13810\n", - " 6.0\n", + " 1020.0\n", + " Order.BTO\n", + " 14250.0\n", + " 2.0\n", " 2017-09-01\n", " \n", " \n", - " 16\n", - " SPX170915C02355000\n", + " 17\n", + " SPX171020C02355000\n", " SPX\n", - " 2017-09-15\n", + " 2017-10-20\n", " call\n", " 2355\n", - " 0\n", - " Order.BTC\n", - " SPX170915P02355000\n", + " -17230.0\n", + " Order.STC\n", + " SPX171020P02355000\n", " SPX\n", - " 2017-09-15\n", + " 2017-10-20\n", " put\n", " 2355\n", - " 0\n", - " Order.BTC\n", - " 0\n", - " 6.0\n", + " -95.0\n", + " Order.STC\n", + " -17325.0\n", + " 2.0\n", " 2017-10-02\n", " \n", " \n", - " 17\n", + " 18\n", " SPX171117C02405000\n", " SPX\n", " 2017-11-17\n", " call\n", " 2405\n", - " -12740\n", - " Order.STO\n", + " 13220.0\n", + " Order.BTO\n", " SPX171117P02405000\n", " SPX\n", " 2017-11-17\n", " put\n", " 2405\n", - " -730\n", - " Order.STO\n", - " -13470\n", - " 9.0\n", + " 780.0\n", + " Order.BTO\n", + " 14000.0\n", + " 2.0\n", " 2017-10-02\n", " \n", " \n", - " 18\n", - " SPX171020C02355000\n", + " 19\n", + " SPX171117C02405000\n", " SPX\n", - " 2017-10-20\n", + " 2017-11-17\n", " call\n", - " 2355\n", - " 0\n", - " Order.BTC\n", - " SPX171020P02355000\n", + " 2405\n", + " -16950.0\n", + " Order.STC\n", + " SPX171117P02405000\n", " SPX\n", - " 2017-10-20\n", + " 2017-11-17\n", " put\n", - " 2355\n", - " 0\n", - " Order.BTC\n", - " 0\n", - " 6.0\n", + " 2405\n", + " -110.0\n", + " Order.STC\n", + " -17060.0\n", + " 2.0\n", " 2017-11-01\n", " \n", " \n", - " 19\n", + " 20\n", " SPX171215C02455000\n", " SPX\n", " 2017-12-15\n", " call\n", " 2455\n", - " -12650\n", - " Order.STO\n", + " 13090.0\n", + " Order.BTO\n", " SPX171215P02455000\n", " SPX\n", " 2017-12-15\n", " put\n", " 2455\n", - " -820\n", - " Order.STO\n", - " -13470\n", - " 12.0\n", + " 850.0\n", + " Order.BTO\n", + " 13940.0\n", + " 2.0\n", " 2017-11-01\n", " \n", " \n", - " 20\n", - " SPX171117C02405000\n", + " 21\n", + " SPX171215C02455000\n", " SPX\n", - " 2017-11-17\n", + " 2017-12-15\n", " call\n", - " 2405\n", - " 0\n", - " Order.BTC\n", - " SPX171117P02405000\n", + " 2455\n", + " -18550.0\n", + " Order.STC\n", + " SPX171215P02455000\n", " SPX\n", - " 2017-11-17\n", + " 2017-12-15\n", " put\n", - " 2405\n", - " 0\n", - " Order.BTC\n", - " 0\n", - " 9.0\n", + " 2455\n", + " -120.0\n", + " Order.STC\n", + " -18670.0\n", + " 2.0\n", " 2017-12-01\n", " \n", " \n", - " 21\n", + " 22\n", " SPX180119C02515000\n", " SPX\n", " 2018-01-19\n", " call\n", " 2515\n", - " -13990\n", - " Order.STO\n", + " 14480.0\n", + " Order.BTO\n", " SPX180119P02515000\n", " SPX\n", " 2018-01-19\n", " put\n", " 2515\n", - " -1000\n", - " Order.STO\n", - " -14990\n", - " 16.0\n", + " 1070.0\n", + " Order.BTO\n", + " 15550.0\n", + " 2.0\n", " 2017-12-01\n", " \n", " \n", @@ -643,83 +1215,86 @@ "" ], "text/plain": [ - " leg_1 \\\n", - " contract underlying expiration type strike cost order \n", - "0 SPX170217C02190000 SPX 2017-02-17 call 2190 -8110 Order.STO \n", - "1 SPX170317C02170000 SPX 2017-03-17 call 2170 -11350 Order.STO \n", - "2 SPX170217C02190000 SPX 2017-02-17 call 2190 0 Order.BTC \n", - "3 SPX170421C02280000 SPX 2017-04-21 call 2280 -12370 Order.STO \n", - "4 SPX170317C02170000 SPX 2017-03-17 call 2170 0 Order.BTC \n", - "5 SPX170519C02245000 SPX 2017-05-19 call 2245 -12060 Order.STO \n", - "6 SPX170421C02280000 SPX 2017-04-21 call 2280 0 Order.BTC \n", - "7 SPX170616C02270000 SPX 2017-06-16 call 2270 -12120 Order.STO \n", - "8 SPX170519C02245000 SPX 2017-05-19 call 2245 0 Order.BTC \n", - "9 SPX170721C02310000 SPX 2017-07-21 call 2310 -12510 Order.STO \n", - "10 SPX170616C02270000 SPX 2017-06-16 call 2270 0 Order.BTC \n", - "11 SPX170818C02310000 SPX 2017-08-18 call 2310 -12370 Order.STO \n", - "12 SPX170721C02310000 SPX 2017-07-21 call 2310 0 Order.BTC \n", - "13 SPX170915C02355000 SPX 2017-09-15 call 2355 -12270 Order.STO \n", - "14 SPX170818C02310000 SPX 2017-08-18 call 2310 0 Order.BTC \n", - "15 SPX171020C02355000 SPX 2017-10-20 call 2355 -12840 Order.STO \n", - "16 SPX170915C02355000 SPX 2017-09-15 call 2355 0 Order.BTC \n", - "17 SPX171117C02405000 SPX 2017-11-17 call 2405 -12740 Order.STO \n", - "18 SPX171020C02355000 SPX 2017-10-20 call 2355 0 Order.BTC \n", - "19 SPX171215C02455000 SPX 2017-12-15 call 2455 -12650 Order.STO \n", - "20 SPX171117C02405000 SPX 2017-11-17 call 2405 0 Order.BTC \n", - "21 SPX180119C02515000 SPX 2018-01-19 call 2515 -13990 Order.STO \n", + " 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 SPX170217P02190000 SPX 2017-02-17 put 2190 -1690 Order.STO \n", - "1 SPX170317P02170000 SPX 2017-03-17 put 2170 -930 Order.STO \n", - "2 SPX170217P02190000 SPX 2017-02-17 put 2190 0 Order.BTC \n", - "3 SPX170421P02280000 SPX 2017-04-21 put 2280 -1030 Order.STO \n", - "4 SPX170317P02170000 SPX 2017-03-17 put 2170 0 Order.BTC \n", - "5 SPX170519P02245000 SPX 2017-05-19 put 2245 -940 Order.STO \n", - "6 SPX170421P02280000 SPX 2017-04-21 put 2280 0 Order.BTC \n", - "7 SPX170616P02270000 SPX 2017-06-16 put 2270 -750 Order.STO \n", - "8 SPX170519P02245000 SPX 2017-05-19 put 2245 0 Order.BTC \n", - "9 SPX170721P02310000 SPX 2017-07-21 put 2310 -810 Order.STO \n", - "10 SPX170616P02270000 SPX 2017-06-16 put 2270 0 Order.BTC \n", - "11 SPX170818P02310000 SPX 2017-08-18 put 2310 -960 Order.STO \n", - "12 SPX170721P02310000 SPX 2017-07-21 put 2310 0 Order.BTC \n", - "13 SPX170915P02355000 SPX 2017-09-15 put 2355 -740 Order.STO \n", - "14 SPX170818P02310000 SPX 2017-08-18 put 2310 0 Order.BTC \n", - "15 SPX171020P02355000 SPX 2017-10-20 put 2355 -970 Order.STO \n", - "16 SPX170915P02355000 SPX 2017-09-15 put 2355 0 Order.BTC \n", - "17 SPX171117P02405000 SPX 2017-11-17 put 2405 -730 Order.STO \n", - "18 SPX171020P02355000 SPX 2017-10-20 put 2355 0 Order.BTC \n", - "19 SPX171215P02455000 SPX 2017-12-15 put 2455 -820 Order.STO \n", - "20 SPX171117P02405000 SPX 2017-11-17 put 2405 0 Order.BTC \n", - "21 SPX180119P02515000 SPX 2018-01-19 put 2515 -1000 Order.STO \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 -9800 1.0 2017-01-03 \n", - "1 -12280 1.0 2017-02-01 \n", - "2 0 1.0 2017-03-01 \n", - "3 -13400 2.0 2017-03-01 \n", - "4 0 1.0 2017-04-03 \n", - "5 -13000 2.0 2017-04-03 \n", - "6 0 2.0 2017-05-01 \n", - "7 -12870 3.0 2017-05-01 \n", - "8 0 2.0 2017-06-01 \n", - "9 -13320 4.0 2017-06-01 \n", - "10 0 3.0 2017-07-03 \n", - "11 -13330 4.0 2017-07-03 \n", - "12 0 4.0 2017-08-01 \n", - "13 -13010 6.0 2017-08-01 \n", - "14 0 4.0 2017-09-01 \n", - "15 -13810 6.0 2017-09-01 \n", - "16 0 6.0 2017-10-02 \n", - "17 -13470 9.0 2017-10-02 \n", - "18 0 6.0 2017-11-01 \n", - "19 -13470 12.0 2017-11-01 \n", - "20 0 9.0 2017-12-01 \n", - "21 -14990 16.0 2017-12-01 " + " 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": 10, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -728,12 +1303,12687 @@ "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": 11, - "metadata": { - "scrolled": false - }, + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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total capitalcashVOOTURRSXEWYEWSVTIPTLTBWX...IAUVNQIoptions qtycalls capitalputs capitalstocks qtyoptions capitalstocks capital% changeaccumulated return
2017-01-021.000000e+061000000.000000NaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaN0.00.000000e+00NaNNaN
2017-01-039.991600e+054252.20398996913.91548348486.08895948493.99604148485.71148048496.96276096970.393641193897.44520996996.896604...145492.9296981.8857382.022960.02240.034536.025200.09.697078e+05-0.0008400.999160
2017-01-041.005354e+064252.20398997485.81727748563.27152748808.01821748817.74392949267.90305297009.844574194642.95527997299.303141...146144.7798265.6411452.024600.01620.034536.026220.09.748815e+050.0061991.005354
2017-01-051.013846e+064252.20398997410.81376348362.59685148606.14681949302.33182850207.48653397128.197374197689.82252298395.526836...148361.0699432.6915152.024380.01600.034536.025980.09.836141e+050.0084471.013846
2017-01-061.010046e+064252.20398997790.51905247884.06493248269.69448748763.90082949894.29204096970.393641195874.66756997715.112129...147318.1099335.4373172.026020.01240.034536.027260.09.785336e+05-0.0037491.010046
..................................................................
2017-12-211.172150e+064311.464660114876.69445062052.58900657247.45624855795.20126656439.121909112930.078174223250.588763111696.704128...168071.82114300.1297182.034780.0500.036059.035280.01.132559e+060.0028741.172150
2017-12-221.175638e+064311.464660114853.44570662409.38395958044.85117256275.99382756351.551511112884.385243223555.184269111934.694264...169037.75115033.0701382.034280.0520.036059.034800.01.136527e+060.0029761.175638
2017-12-261.178685e+064311.464660114720.41639262721.57954458594.77870556066.61642156285.873712113002.044540224218.127430111934.694264...170003.68115206.6612912.034160.0470.036059.034630.01.139744e+060.0025921.178685
2017-12-271.184637e+064311.464660114785.82674662587.78143658292.31856256904.12604456504.799708113048.432900227138.660814112410.674538...170831.62116016.7533342.034180.0520.036059.034700.01.145626e+060.0050501.184637
2017-12-281.189650e+064311.464660115000.74648064460.95494258264.82218557997.54138556723.725705113071.627080226941.569604112371.009515...171659.56116768.9816602.034140.0420.036059.034560.01.150779e+060.0042311.189650
\n", + "

251 rows × 21 columns

\n", + "
" + ], + "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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CQaswa/oHJFBIEhERERGZlspq+0JSZvyw7fIz4vjixxfx5zcXYe6rbR0VYSUpLpJGdycAH1ubh2mEpXZnzM9JIDLCQsmpZu69sRCTycTJvr4UZg/fl+lCJcBFRERERKahstoOHJFW0pMdo2rviLISFXF2jiQjKfy51EQ7V46hCp3VYmZJfhJNbZ00tPoJGQZltR2kJtpHfdDs5U4hSURERERkmunwddPU1sncrLgRiy0MJSMlGoDb1+RiNo/tO5YVhkuF7zjcQJ3LR2cgyLysmTGLBFpuJyIiIiJyyU6cbiMt0U58TOSk3O/MfqTCEZbaDee21bmkJTrOK/owGqsWpPLiu2X8aW8NURHh85hmylI70EySiIiIiMiYBHtDlFa5MQwDCFeI++5/7ePnb5ZOWh/K68LlvAsuYfYmKS6KG1dmYzGPPRJE2CzctjqXru5etn5QCUDhDKhqd4ZCkoiIiIjIGLz2QSXfe24/Hx1rBGDPcRcGcLi8lQ5f96T0oay2HRMwd5jDXyfa9cszibHb6AmGiI6ykjHKvVHTgUKSiIiIiMgodXUHeXtfDQDbD9QBsO+4C4CQYbC7tGnC+2AYBtWNXtKTHdgjp273TFSElZtX5QBQmBV/0XujLkcKSSIiIiIio/T+wXp8XUHMJhOl1W0cq2ylqtFDXnosJhN8eKRhwvvg6wriDwRJS5z6mZubVmazemEqN/WFpZlCIUlEREREZBR6QyF+v/s0NquZP7u+AICfvHEMgOuXZbIoL5Gyug6a3P4J7Udj3/enJton9D6jYY+08lcbl7C471DZmUIhSURERERkFPYed9Hc3sU1V2SwYUUWUREW3J4AJhMsL3KydnE6AB8eaZzQfjT1HQCbdhmEpJlKIUlEREREZASGYfDWrmpMwC2rcoi0WVizKA2A+TkJxDkiWFHkxGY1s/eEa0L7ciYkpV4Gy+1mKoUkEREREZERnDjdRkW9h2XzUkhPCoeTG1ZkE2mzcN2yLCC89Cw3LYZal4+eYO+E9aXpMlpuN1MpJImIiIiIjOB3H1UDcPuavP5rOakx/PvXr+ufUQLITYslZBjUuHwXfa/Wji7eP1hPKGRc8P0mdycWs4mkuMk5uHY2UkgSERERERlGXbOPkrIWCrLiKMwe/vDWvLRYAKobPRd9v2ffOs7PfnuMrR9UXPD9RncnKQn2izoEVkZHIysiIiIiMsDJmja8nT39r9/aFZ5Fum113lAf6ZebFgNAdaP3ou7d5PZzsKwFgK0fVFJyqnnQ+/6uHrydPSraMMEUkkRERERE+lQ1dPCd/9zHj35zGIB2b4CdRxpITbSzfF7KiJ/PSonBYjZd9EzS2/tqMYDb1+Ris5p55rWjg0qKN7X1FW1IUEiaSApJIiIiIiJ9tu+vBeBopZuTNW38aV8NwV6DW1flYDabRvy8zWomIzma0y7vkHuKhtLVHeS9g/XER0dw1/q53H/rfPyBIE+9cphAT7gQxNnKdgpJE2lUIamkpITNmzcPuvb444/z3HPP9b9+7LHHuPvuu9m8eTObN2/G4/HQ2trK5z//eTZt2sRXvvIVOjvD/1C3bNnC3XffzT333MM777wDMKa2IiIiIiLjzTAMtu+vwdIXhl5+t4x39tUSY7dx9RUZo/6evLQYuntCNLSO7VDZnYcb6AwEuX55FlaLmWuuyOD65VmcbvLyy9+VYhgGjSr/PSmsIzV45pln2Lp1K3Z7OK22trbyyCOPUFlZyQMPPNDf7siRI/zkJz8hKensabuPPfYYd955J3fffTc//vGPeeGFF7jjjjt49tlnefnllwkEAmzatIlrrrmGp59+etRtIyIiJmAoRERERGQ2q2zw0NDiZ+2iNDr83RytdAPwiWvmEGmzjPp7ctNi+eBwA9WNHjJTokf9uR2HGzCbTFy/LLP/2n03zqO60cPOI43MzYzvX3qnPUkTa8SZpNzcXJ588sn+1z6fj4cffpiNGzf2XwuFQlRVVfFP//RP3Hvvvbz00ksA7N27l3Xr1gGwfv16duzYwcGDB1m+fDkRERHExsaSm5tLaWnpmNqKiIiIyPTR2tHFGzsrL6ni22T46GgjAKsXpvGJa/KB8PK5G1Zmj+l7LqZ4Q1d3kIp6D3MyYomPOVva22Y18+VPLiHWYeP5P53kaKUbs8lEcnzUmPokYzPiTNKtt95KTU1N/+ucnBxycnLYvn17/zW/389nP/tZPve5z9Hb28v999/PkiVL8Hq9xMaGyyBGR0fj8XgGXTtz3ev1jqntSBITHVito0/7M5XTGTtyoxlmNj7zUDQWGoNzaTw0BgNpLM7SWEz8GLz6QSVb3yvn5W3lFGbHc/OaPK5bnk203Tah9x2LUMhgz3EX0XYb16/OxWa18OctfpLjoijISx7Td0XHRgH7qXf7Rz22+483ETIMls9PPe8zTmcsj96/in/6fztwewKkJzvISB++FPmlmu2/L0YMSaNht9u5//77+5fkrV27ltLSUmJiYvD5fERFReHz+YiLi+u/dobP5yM2NnZMbUfido9t/edM5HTG4nJd3n9aM95m4zMPRWOhMTiXxkNjMJDG4iyNxeSMwcnq8LK1pQXJHCpv5d9fPshPf3OYKxeksq44g6KcBEymkYsiTKQTp9to7eji5tW5tPX9LHlj37K3ixmf1AQ7JSeb+eQ3tmIYYGDQ9z/MJhNXLUnj0xsKiXOEt5HsOlwHQE6K44L3y0yI4lPXF/DiO2WkxEVN6D+z2fL7YrggOC7V7SorK9m0aRO9vb309PSwb98+Fi9ezIoVK9i2bRsA27dvZ+XKlRQXF7N3714CgQAej4eysjKKiorG1FZEREREpo9al5eU+Cj+7tNL+f5fX82nrptLQkwkOw438N1f7ef/bT2CYYytEtx423fCBcA1SzNHaDk6t6/NpSAzjjkZsczNjKMgK5552fEU5SSQkhDFB4ca+OaPP+w/B+l4dRsmE8zLThjyO29bnctnbynirvVzx6WPMrRxmUkqKCjg4x//OPfccw82m42NGzcyb948HnroIR599FG2bNlCYmIiTzzxBA6Hg82bN7Np0yYMw+CrX/0qkZGRY2orIiIiItNDh7+bDn8PSwviAEiIieSOq+Zw+9o8TlS38eK7p9h1rInigmSuXjL6CnLjyTAM9p1wERVhobgwpX8m6VJctyyL65ZlXfC93lCIt/fV8tK7Zfz8zVL+5wOrqajvIDctFnvk0D+em0wmblgxtv1RcnFMxlTH9gkwG6YHRzJbpkkHmo3PPBSNhcbgXBoPjcFAGouzNBYTPwalVW6+99x+PrY2jz+7vuC895vbOvnHn+3CbDLx2BfWkBgb/gPxJref3aVN3LQyh8iIid1rfrrJy7d/tovVC1P5xy9cNWm/Jl7ZXs5rOypZnJ/EkYpWblmVw703zpuUew9ntvy+mPDldiIiIiIiF1LbHN5fnjVEKeyUBDuf2VBIZyDIT14/Sk+wF39XkH/dUsLL28r5rz+emPA+7u9bard8nnPC7zXQratzibHbOFLRCsD8nKGX2snkUkgSERERkQnTH5KcQ58XdN2yTJYVpnCsys3/3VLCT14/SpO7k8gIC+8frGfXscYJ7eP+k81YzCaumDu2KnaXyhFl5Y6r8gAwAfMUki4bCkkiIiIiMmFqXV5MJshIdgzZxmQy8dAnl7CyyElpdRsHTjWzIDeBb91/JRE2M//xu+M0t3dOSP9a2ruoavSwMC8RR9S4bNcfkxtWZJGaaGdeTgIxl1FJ9NlOIUlEREREJoRhGNQ1+0hNdGAb4QxLm9XMX31yMTeuyGZOeixf2riErJRoNt1URGcgyL+/epieYGjc+7i3f6ldyrh/92jYrBb+5XOr+fpnlk7J/eXCJj8ui4iIiExT/q4gbd4AmUPsr5HB2rzd+LqCLMhNHFV7i9nMn98y+LiXdcUZHK9uY+eRBp7700nuv3X+uPZxx6F6LGYTK+anjuv3jsVEF6aQsdNMkoiIiMgovfTuKb79s1006eD6Uanr2490KaHSZDJx/23zyXbG8O7+Wj44VD9e3aOqwUN1k5figmTioyPG7Xtl+lNIEhERERmlqkYPvSGDXceapror00KtywsMX7RhNCJtFv767iXYI6388q3jVDeOT3nq9w+GA9e64vE5QFZmDoUkERERkVEwDIOG1nDxAIWk0alqPBOSYi75u9ISHXzxzkX0BEM89cohfF09l/R9PcFePjzaQHx0BFcUJF1y/2RmUUgSERERGQVPZw+dgSAANS4v9S2+C7Zr9wb6281mp2rb+ehoI8lxUaQn2cflO5fNS+GOq/JwtXXxk9eOEjKMUX82ZBi0+7qpbvRwqLyFV9+vwNcV5Ool6VjM+pFYBlPhBhEREZFRaGwN70NKiY+iub2LXcea2HhtPgAdvm52lzbx0dFGTtW244i0svHafDasyMJqmX0/gHcGgvx46xEMw+ALdy4c1xBy17q5VNR3UFLWwhs7q/j41XOGbHtm1qm60UOHr+e8UGUCri3OGLe+ycyhkCQiIiIyCg19IemmK3N4eVsZu4414kyI4sOjjRytcBMyDEwmmJ+TQHWTl+f+dJL9J118477lmEym/u8JGQalVW4KMuNnbFWzF94+SXN7F3dclcf8UVa2Gy2z2cSDn1jM//jFbl7dXs7cjDgW5194uVxts5eDZS1ER1mZmxlHfEwECdGRxMVEkBAdQZYzhoxkVSqU8ykkiYiIiIxCY99+pLy0GIrnJrP3hIufvH4MgPyMONYuSmPVwlQSYiLp8Hfz5EsHKa1uo6Wji5T4s8vNXt9RyavvVVCYFc/XPrOUqIiZ9eNYoLuXHYcbSEty9M+0jbc4RwQPfXIJ//s/9/HDXx9i003zuLY4Y1AYBWjtCABwx1VzuG1N7oT0RWammfW7UkRERGSCnFlul57k4Pa1efi6eliQl8iaRWmkJToGtY1zRLBqQSpldR2cPN3eH5JO1baz9f1KzCYTp2rb+cFLB/m7Ty8l0jZzZpRKq90Eew1WFKVM6FLDgsx4/mrjEn7226P8/M1SjlW5+eLHFw0KSi0dXQAkx0dNWD9kZpp9i2RFRERELkKj209UhIW46AjmZsbxyKYVfOKa/PMC0hnzchIAOFHTBoQPoj2zT+frn1nKyvlOSqvb+OGvD9ET7J2055hoh8pbACiemzzh91o538m/fH41eWmxfHi0keq+anpntPaFpKTYyAnvi8wsCkkiIiIiIwgZBo3uTtKSHOct6RpKbloMkTYLJ06HQ9Jbu6rD+3SuzmPhnCS+9InFLC1I5khFK//+6hGCvaGJfIRJYRgGh8pbsEdaKMiKn5R7psTbuenKbABO9gXSM84st0uK00ySjI1CkoiIiMgI3B0BeoIh0pMuPGt0IRazmYKsOOpb/LT7unn/UD32SAt3XDUHAKvFzJfvWsLiOYkcONXMj7ceoTc0vYNSo7sTV1sXi/KSJrWq37zscCA7UdM+6HprRxcWs4n4mIhJ64vMDApJIiIiIiNocIf3I6Ulju28n6Ls8JK7V7aX4fYEWLsofdD+I5vVwt98qpiinAT2HHfxszeOEQqN/uyfy82hsvBSuysKJn6p3UDOBDvx0RGcrGnDGFDmu6Wji8TYSMyjnP0TOUOFG0RERERGcKZoQ9oYZpLg7L6k7SX1AKxfmnlem0ibhb/7s2L+9YUD7DzSiKuti0ibGUeUjQfuWEjENCrqcKgiHJKWDFGSe6KYTCbmZcez57gLV3sXqQl2gr0h2r3d/f8MRMZCM0kiIiIiIzhT/nssy+0A5mbGYTGHZzHy0mLJS4+9YDt7pJWv3rOUuZlxnKpt50ilm92lTew61nRpHZ9Ewd4Qx6vbyHJGT8keoHl9s3Yn+/aAtXkCGEBynIo2yNgpJImIiIiM4MxBsmNdbhdps/QHo/VLM4Zt64iy8c3NK/m3h6/lf31xDSZge0ndRfV3KtS3+OkJhiicpIIN55qXE77vyb59SWfKf6tog1wMLbcTERGRWam5rZNadyd2i4nE2Mghq9Ydq3JzpKKV1EQ7jijbmO9z/bIszGYTaxenj9jWZDIRFx1BXHQEi/OTOFzRSq3LS5YzZsz3nWw1rnD57ewp6mtOan+Kv0wAACAASURBVAyREZb+CnetHlW2k4unkCQiIiKzyv6TLt7YWUV5XUf/NXukhczkaDJTwv/P6vurYcC/v3oYkwm+cMeii7rftcUZXFs8/CzShaxfmsnhila2ldSx6aaii7r3ZDobkqKn5P4Ws5nCzDiOVLrx+Lt1RpJcEoUkERERmVVe+NMpXO2dLJ6TyKKCFCpq26lr9lHZ4KFsQHACMJnAMOCztxRRmD25y8iWzUshLjqCnYcb+PT1BdisU1PAoTcUwoQJs3n4CnG1Lh/AlM56zctJ4Eilm6OVblr6zkhK1kySXASFJBEREZk1QiGDlo4u8jPi+Pq9y3E6Y3G5PEC48EBjq5/aZh91ff+vb/GzaE4SG5ZnTXpfrRYz11yRzpsfVrPvRDNrFqVNeh9CIYP/9cu9WC1m/vtnVwx7kO7pJi8JMRHE2Me+JHG8rChy8up7Fewubeo/nFfL7eRiKCSJiIjIrNHmDdAbMkiJP/8HZ6vFTJYz5rLa/3P1kgze/LCaXccapyQk7TzSQGVDOESeqm3vryB3Ll9XD25PYNJLf58r2xlDZko0B8taSIiJICrCgiNKP+7K2OlXjYiIiMwaZyqeTZclWFkp0WQ5ozlU3oK/K4g90sL7h+o53eilN2TQGwrR22vQGzIIhgziHDbuvXEeVsulFzAO9ob4zfsVmAADeHd/7ZAh6cxSu6kq2jDQ6gWpvPp+Bc3tXWSlTM3+KJn+FJJERERk1mhp7wtJF5hJulytXpjGK9vL2X/ShcVi4ue/LR22/cK8RFbOT73k+753sJ7m9i5uXJHNkcpWdpe6uPfGbmIdEee1PVO0IWuKijYMtGphOCQBJOqMJLlICkkiIiIyazT3haQLLbe7XK1emMor28t5r6SOxrZObFYzX/n0UuIcNiwWMxazCYvZRJO7k+89t59dx5ouOSQFenp5fUclEVYzd16dhzPRzvN/OskHhxq4bU3uee1rLqOZpIzkaHJSYzjd5J02M4Zy+VFIEhERkVljui23A0hLdDAnPZYTfYekfvLafBbmJZ7XLjE2krREOyVlzQS6e4mMuPhqeG99VI3bE+COq/KIj4nk6iXpvLytjN/vriYywsLSguRBBRFqXF7MJhOZKY6Lvud4Wr0wldNNXpX/loumkCQiIiKzxnRcbgfhJXeVDR5SE+zcvvb8mRwIH0S7amEqr++ooqSsmdULL67QQ2tHF7/9qIq46Ag+tjYPgBi7jVtX5/L6jkqefes4zwK5qTEsLUxh2bwUal0+0pLsU1am/FzXL8+i1RPg6iVjP59KBBSSREREZBZp6egiOspKVMT0+hHo2uIMTta0cfvavGGDyOoFaby+o4rdx5ouOiS9vK2M7p4Qf37TXOyRZ8fp7vVzWVecQcmpZkrKWiitclPd5OW1HZUAU17ZbqDoKBubb5k/1d2QaWx6/RtCRERE5CIZhkFLexcZyVNfXGCsYuw2Hv5U8YjtspzRZCQ7OFjeQmcgOCjkjMbpJi87jzSSmxbDNcXnz8I4E+zcdGUON12ZQ2cgyNHKVg6cauZUTTurF156sQiRy4VCkoiIiMwKHn8P3cHQtFtqNxYmk4lVC1LZ+kElRypauXLB2ILL9gN1AGy8Jh/zMAfHAtgjraycnzoulfRELjeXXkRfREREZBqYjkUbLkZRTvgso6pGz3nv/WlvDS++ewq3J3Deez3BXj482kB8dATFhckT3k+Ry5lmkkRERGRWaJmG5b8vRk5quAz36SbvoOv+riDP/+kkvSGDP+yuYf3SDD62Ng+nMxaAvSdc+LqC3L42F4tZf44us5tCkoiIiMwKzdO0st1YxToiSIiJOC8kHalspTdksCQ/iYZWP2/vq2XbgTpuXpPHDUszeK+kHoB1xZlT0W2Ry4pCkoiIiMwK/eW/Z/hyO4Cc1FgOlbfg7ewhxm4D4OCpZgDuWj+XnNQYPjzSyOs7K/ndzkr+8FEVvSGDopwE0pMuj7OORKaS5lJFRERkVujfkzTDZ5IActP6ltz17UsKGQaHyluIi44gLz0Wq8XMtcUZ/K8vruFrm1bgTLADcMOKrCnrs8jlZFQzSSUlJXz/+9/n2Wef7b/2+OOPk5+fz3333QfAL37xC9544w0ArrvuOv7mb/4GwzBYv349c+bMAWDZsmV8/etf5+233+app57CarXyqU99invuuYeuri6+8Y1v0NLSQnR0NN/97ndJSkq6YFsRERGRsWpu7yIqwkJ01MxfSDNwX9LCOUlU1nvo8Pdw7RUZg6rWWcxmNqzMYVF2PK72TtISNYskAqMISc888wxbt27Fbg//CUNrayuPPPIIlZWVPPDAAwCcPn2arVu38uKLL2Iymdi0aRM33XQTdrudxYsX86Mf/aj/+3p6evjOd77DSy+9hN1u57777mPDhg28/vrrFBUV8fDDD/PGG2/w9NNP8+ijj16wrdPpnKDhEBERkZmoJ9hLc3snyfFRmEYobT0TnFu84WBZeKldccGFq9aZzSYFJJEBRlxul5uby5NPPtn/2ufz8fDDD7Nx48b+a+np6fzkJz/BYrFgNpsJBoNERkZy5MgRGhsb2bx5M1/84hcpLy+nrKyM3Nxc4uPjiYiIYOXKlezZs4e9e/eybt06ANavX8/OnTuHbCsiIiIyWiHD4KdvHKOru5cFuYlT3Z1JkZboIMJqprovJJWUtWAxm1icnzTFPROZHkYMSbfeeitW69kJp5ycHJYuXTqojc1mIykpCcMw+O53v8uiRYvIz8/H6XTy4IMP8uyzz/KlL32Jb3zjG3i9XmJjY/s/Gx0djdfrHXQ9Ojoaj8czZFsRERGR0QiFDH69rZxdx5oozIrnng0FU92lSWE2m8hyxlDX7ONgWQtVDR6KchKwR878pYYi42HcfqcEAgH+4R/+gejoaL797W8DsGTJEiwWCwBXXnkljY2NxMTE4PP5+j/n8/mIjY0ddN3n8xEXFzdk25EkJjqwWi3j9WjT1plzD2aT2fjMQ9FYaAzOpfHQGAw008fC6+/m+T+cYPv+GtyeABnJ0fzzg1cRHxN5XtuZOhZFeYlU1Hfw9CuHsFpMfH7jkiGfdaaOwcXSeGgMxiUkGYbBl7/8ZdasWcODDz7Yf/2HP/whCQkJfPGLX6S0tJTMzEwKCgqoqqqira0Nh8PBnj17eOCBB6irq2Pbtm0UFxezfft2Vq5cOWTbkbjd/vF4rGnN6YzF5Tr/pO2ZbDY+81A0FhqDc2k8NAYDzfSxaHT7+bcXD9LY6ic6ysr1yzL52FV5dHd24+rsHtR2Jo9FSmw4EHYHQ2y+pYhkh+2CzzqTx+BiaDxmzxgMFwTHJST98Y9/ZNeuXXR3d/Pee+8B8LWvfY0HH3yQb3zjG2zbtg2LxcJ3vvMdbDYb/+2//TceeOABDMPgU5/6FGlpadx33308+uij3HfffdhsNp544okh24qIiIhcyInTbfzw14fwdvZw25pc7l4/F6tldp54Mi87HoBrlqRz/XKV9hYZC5NhGMZUd2K8zYbkO5LZ8icAA83GZx6KxkJjcC6Nh8ZgoJk6FjuPNPDz3x7DMOCztxRx3bKRg8FMHYszXG3hin7mYSr6zfQxGCuNx+wZgwmfSRIRERGZKoZh8Jv3K9j6QSX2SCtfvmsJi+eoihvQf0isiIyNQpKIiIhMWz3BXn7221I+OtpISnwUX/n0UjJToqe6WyIyzSkkiYiIyLT1zGtH2XPcRUFWHA/fXUxcdMRUd0lEZgCFJBEREZmWAt297D/ZTJYzmkfuW45Nx3+IyDiZneVeREREBICqBg9vflhFsDc01V0Zs1N17fSGDK6Ym6yAJCLjSjNJIiIis1Sj28/3n9+PryuIPcrK9edUgzMMg0PlLWz9oJKMZAcP3LEIgK7uINWNXopyEqai2/1OVLcBMH+K+yEiM49mkkRERGYhf1cPP3jpIL6uIBazidc+qKQn2Nv/fkV9B//nuf3824sHKa/r4INDDVQ3hksC//SNY/zv/9pHbbNvqroPhM9EMnH2PCARkfGikCQiIjLL9AR7efrVw9S3+LllVQ43r8rB7Qnw7oE6mtx+fvSbw/zP/9hDaXUbxQXJ3HtDIQC/332a6kYPe4+7AKis75jUfrd2dPHff/wh20vq6An2UlbXQU5qDI4o26T2Q0RmPi23ExERmUVCIYPv/9dejla6WVaYwj0bCvF19fDO/lp+vb2cLW+fojdkkJ8Ry6evL2RBXiIhw2BbSR0fHW2kua2z/7smeybpjQ+raGz188Lbp4iOshHsDVGUq6V2IjL+FJJERERmAbcnwPFqNx8ebeRgWQvzcxL4q42LMZtNxDoiuHVVDls/qCQ1wc7d181l1YJUTCYTAGaTiZtX5fDL3x3nRE07OakxnG7yUuPyTmr/3yupw2I20RkI8os3jwHajyQiE0MhSUREZAZq7eji+Ok2jle7Ka1uo8l9dgZofm4if/upK4iwna0I94lr8lmYl0hBVjxWy/mr8a9enM6vt5Xj7ezhMzcU8tM3jlHrGn4mqas7yAtvn8Lr7+Ghu5Zg7gtdFyNcgc9g863zeeujapr6ZrTmKSSJyARQSBIREZmmPjhUT7TdxrLCFACa2jp5Y0clx6vb+kMEgD3SytKCZObnJrIgL4EVizNpbRk8C2Q2m5ifmzjkvSJsFj7/sYXUtfhYmJdIVko0hyta8XX1EH2BPUG1Lm//vieA+mYfWc6Yi3rOdm+AbSV1JMdFsa44g1i7jadfPUxGsoM4hw6PFZHxp5AkIiIyDfUEe/nFm6VYLWa++1dXEeOw8fQrh6hu9GKPtLKsMIX5uQksyE0kJzUGs/nsLI7FfHEzOsvmpbBsXjiQZTtjOFzRSq3Ld14p8B2H6/nlW8fp7gmRlxZLVaOHsroOspwxlNW188OXD/F3ny5mTnrcqO77/qF6eoIhPrY2F6vFzMr5Tj5xzRzy0mMv6jlEREaikCQiIjIN1Tb76A0Z9IZ6eWNnFQVZcVQ3elm9MJUHP754UCiaCFnO6HA/XGfPS+ru6eVXfzzB9pJ67JEW/vquK3AmRPHPP99NWW0765dmsuNQA+2+bkpOtYw6JH10tAmrxcSaRWkAmEwmPrlu7sQ8mIgICkkiIiLTUnXj2eVy7+yvZd8JFxazibvXz53wgAThmSSAmr59SY2tfp565TA1Li+5aTF8+ZNLSE100BsKEWmzUFYXLhd+pKI1/Lmm0RV9qG32UePysqwwRaW+RWTS6JwkERGRy0hts49jla0YhjFsu9N9IWnDiiyCvSFaOrpYvyyT1ETHZHSTjGQHJlN4Jqmmycv/+I/d1Li8XL8sk29uXtnfD4vZTH5GLHXNPqoaPP17pU6PsjLe7mONAKxelDoxDyIicgGaSRIREblMNLn9fOfZvfgDQfIz4rhrXT6L85P6S3EPVN3kwWwy8enrCyitctPqCfCJq+dMWl8jbBZSEx3UuHz8+LUjdAZ6+dzHFrCuOPO8tgVZ8ZRWt/Hajsr+ay53J13dQaIihv5RxDAMPjrWRITV3F+cQkRkMigkiYiIXAYCPb089cph/IEgRdnxnKhp51+3lDAvO5671s1lQd7ZynMhw+B0k5eMZAdREVYe2bSCQHeQ+JjISe1ztjOava1+/K4gG5ZnXTAgAczNDO892nfCBcDSgmRKylqobfZRkBk/5PefbvLS2OrnygWpw4YpEZHxpn/jiIiITLFgb4if//YYp5vCy9Xuv20B1Y0eXn2vggOnmvnec/tZmJfIXevmUpgdT3NbJ13dveSkhfcFxUdHQPTkl8LOdsaw97iLjGQH99xQOGS7gUEoNcHO8iInJWUt1DR5LxiS/F1Bth2o5fd7TgOwZqGW2onI5FJIEhERmUId/m5+9OphSqvbKMiM476bigDITYvlb/+smIr6Dl55r5zD5a0cq9rL525fgD0y/J/v3NSpLYF95Xwnx6vd3HvjPCIHHEx7rrjoCJwJUbjaulicn0ROal/Rh6bBh9G6PQH+sOc07+6vpau7l6gIC3dclcfyIueEPoeIyLkUkkRERKZIoKeXx3+5l6a2TlYUOXngjoXYrINrKuVnxPG1e5Zx4nQb//fFEl7eVsaaRekA/TNJUyXLGcMjm1aMqm1BZnx/SMpMicbE2eINDa1+fvthFTsPN9AbMoiLjuCOq/LYsDxLFe1EZEooJImIiEyR8roOmto6uWpxGg/cuQjzBQo0nFGUk8Btq3P5zfsVvL2vBqB/RmY6uH1tHgkxkRQXJGO1mElNclDT5KWh1c8//3wX3T0h0pIc3L4ml6sWp2GzDj0zJSIy0RSSREREpsjpvrOClhamDBuQzrhlVQ7v7Kuhw99DYmwkcY7J34d0sXJSY8gZsG8pxxnNnlY/T71yiO6eEH9+cxEblmdNyhlPIiIj0TlJIiIiU+R0owcY/YyQPdLKx6/JH9NnLlfZff2vdflYOd/JjSuzFZBE5LKhmSQREZEpcrrJS4TVTNoYDoC9blkmrrZOls+b3ucG5TjDISnGbuOzt8yf4t6IiAymkCQiIjIFgr0hapt95KbFjmkGxWoxc++N8yawZ5NjQV4iS/KTuOnK7HAJcxGRy4hCkoiIyBSoa/bRGzLIneIKdVPFHmnla59ZNtXdEBG5IO1JEhERmQJnijZM971FIiIzkUKSiIjIFDgTkqb6QFgRETmfQpKIiMgUOBOSspzRU9wTERE5l0KSiIjIJDMMg+pGD6mJduyR2h4sInK5UUgSERGZZG5PAF9XkFztRxIRuSwpJImIiEyy6kYVbRARuZwpJImIiEyy8vp2APIz4qa4JyIiciEKSSIiIpOsrLYDgLmZCkkiIpcjhSQREZFJFAoZVNR3kJHswBFlm+ruiIjIBSgkiYgIAGV17Tz2yz20dnRNdVdmtLpmH13dvRRkxk91V0REZAgKSSIis0BPMMRTrxxie0ndkG3e3ltDeV0He4+7JrFns09ZXXg/0twsLbUTEblcKSSJiMwCVQ3h8POLN0v5/a7q894PhQwOlbcCZ3+Il4lRVhfej6SZJBGRy9eoQlJJSQmbN28edO3xxx/nueee63+9ZcsW7r77bu655x7eeecdAFpbW/n85z/Ppk2b+MpXvkJnZ+e4tBURkbFpbPH3//3zb5/izQ+rBr1fUd+Bt7MHgFO1CkkTqbyug0ibhayU6KnuioiIDGHEkPTMM8/wrW99i0AgAITDzBe+8AXefvvt/jYul4tnn32W559/np/+9Kf867/+K93d3Tz99NPceeed/OpXv2LRokW88MIL49JWRETGpqHFB8BnbigkKS6SF98t47UPKvrfLylrAcAeaaW1I4DbE5iSfs50/q4e6pp95GfEYjabpro7IiIyhBFDUm5uLk8++WT/a5/Px8MPP8zGjRv7rx08eJDly5cTERFBbGwsubm5lJaWsnfvXtatWwfA+vXr2bFjx7i0FRGRsWlsDc8kLc5P4tFNK0iOi+KV9yp49b1yDMPgUFkLFrOJG1dmAVCm2aQJcaqv9HdBlpbaiYhczqwjNbj11lupqanpf52Tk0NOTg7bt2/vv+b1eomNje1/HR0djdfrHXQ9Ojoaj8czLm1HkpjowGq1jNhupnM6Y0duNMPMxmceisZCYzDQmZmkBQVO7JFWvvfwOr75ow/Y+kEl3SGoavSwbJ6Tq5dl8/qOKurcnTNy/KbimXydPXx4uJ7tB2o5cCJcFGPFovQpH9+pvv/lRGOhMTiXxkNjMGJIGo2YmBh8Pl//a5/PR2xsbP/1qKgofD4fcXFx49J2JG63f8Q2M53TGYvL5Znqbkyq2fjMQ9FYaAzO1dDqJ85hw9vRiRcwAX//mWX8n+f287udlQAsyE0gMcqK2WTi0CnXjBu/yfw1EejppeRUM7uONXGwrIVgbwiAOemxrF2cTm6yfUrHV78/ztJYaAzOpfGYPWMwXBAcl+p2xcXF7N27l0AggMfjoaysjKKiIlasWMG2bdsA2L59OytXrhyXtiIiMnqhkIHL7ceZYB90PSkuikc2rSAj2YHJBEsLk4mMsJCTGkNVg4eeYGiKejy9GYbBt3+2ix/95gj7TrhIS7Jz1/q5fOdLa/mnv1zFLatysJhVXFZE5HI2LjNJTqeTzZs3s2nTJgzD4Ktf/SqRkZE89NBDPProo2zZsoXExESeeOIJHA7HJbcVEZHRc3sCBHsNUs4JSQCJsZF86/4raXJ3kpboAKAwK56qRg9VjR4KR7l3picYYusHFVjMJpwJdpYWphBjt43rc0wX3s4emtyd5KXH8sAdC8l2xkx1l0REZIxMhmEYU92J8TYbpgdHMlumSQeajc88FI2FxmCg0io333tuP3dencfd6wtGbP/hkQZ+/NpRrpibzJc+sRhH1Mh/nra7tIl/f/Vw/+u1i9J48BOLL6nf422yfk1UNXj4l1/s5qaV2Wy6+fJc/aDfH2dpLDQG59J4zJ4xmPDldiIicvlytYXPnXPGnz+TdCEripwsyE3gUHkL//OXe2hoHXmf55lqePfeOI8Yu42TNbO3Ol5LRxcQXs4oIiLTk0KSiMgM52oP/9B+7p6koUTYLHz93mXctiaXxlY/v/rDiRE/U1bXjsVs4rplmRRkxtHS0UW7b3aea9faH5K0PFxEZLpSSBIRmeGa+2aSUhJGP7NhMZu5Z0Mh+RlxHK100zFM4OkJhqhq8JKdGkOkzUJ+ZhwAFfUdl9bxaaq1I3wQb7JmkkREpi2FJBGRGc7V1onFbCIpduw/tK9dlEbIMNhd2jRkm+omD8HeEAV94WhuRviv5XXDhyRvZw+/33162AA2Fp2BIG5PYFy+61JouZ2IyPQ3LtXtRETk8uVq6yQ1yYHZbBrzZ1ctTOX5t0/y0dFGblyZfcE25bXhMFSQGa6ENydj5Jmkg2XN/Py3pbT7unF7uvjMDfOG7UcoZNDmDdDc3oWrrZPm9i5aO7pYuzidhXmJAPzn749zsKyFJ/76GiJsU3egeGtHFxazifjoiCnrg4iIXBqFJBGRGSzQ3UuHv4e52QkX9fmEmEgW5CZyrMqNq63zgvuayurCRRoKssLhKMZuIzXRTkVdB4ZhYDKdDWedgSAvvH2K7SV1WPpCW02Td8j7l5xq5vm3T9Hc1klv6PxirI3uzv6QVF7Xga8rSEtHFxnJ0Rf1vOOh1RMgMTbyokKpiIhcHrTcTkRkBnO1h/cjpV9CaFi7KA2A9w/Wc6FTI8pqO4ix2wYFqLkZcfgDQZrcnf3XTpxu49s/28X2kjqynTH801+uIjkuihqX74L3NQyDV7aX0+T2k5sWy+qFqXxsbR733zafr39mGUlxkTS0hD8b7A3hagsvc2vpK1QxFYK9Ido8AS21ExGZ5jSTJCIyg9U1h0NERrLjor9j5Xwnz/7+BK/tqOSd/bUUZsUzLzuewux4EmMiaenoYmlB8qAZo/yMOD482kh5fQdJcZG8sr2Ct3ZVgwnuuCqPjdfmY7WYyXZGU1LWgsffTaxj8PK0inoP1U1eVhY5+eu7rzivX1kpMRwqb8HX1YPH30OoL8A1d0xdSGrzBDBQZTsRkelOIUlEZAY7XNEKwJKClIv+DkeUja/ds5T3DtZxsqadA6eaOXCqGYAzsaggK37QZ85UuHt7bw2/3lZOS0cXqYl2vnDnIgoHtM1yxlBS1kKty8eCvMEh6d39tQBctzzzgv3KSHZwqLyFhhY/Hn9P//WpnEk6U7RBle1ERKY3hSQRkRnKMAwOlbcQ67BRmJ1AS8vQe39GsiAvkQV9e3/cngCnats5ebqNk7XttHZ0sXze4BCWmxqDxWyirK4Dm9XMLatyuGvdXCIjBhdUyHaGlwHWuLz93w/g7+ph17FGnAlRLJqTdME+pffNjtW3+PF2DghJUziT1NpXXU/L7UREpjeFJBGRGep0k5d2bzdXLU4f1yICibGRrFqQyqoFqUO2ibBZuO+mebR5u7lxZfaQld6ynDEA1DYP3pe080gj3cEQ1y3Lwmy6cN8zkvpCUqsPf1ew//pUziT1HyQbq+V2IiLTmUKSiMgMdbCsBYArCi48EzPRblhx4ZLhA2UkO7CYTdS4Bs9yvX+oHovZxLVXZAz52TPFKBpa/HQGgpiAGIdtSmeSWnSQrIjIjKDqdiIiM9TB8hZMJliSnzzVXRmS1WImLclBrcvXXzmvye2nqsHDojlJxA1z1lCcw4Yj0kpDq5+GVj9JcVGkJzlwewIEe0OT9QiDtOogWRGRGUEhSURkmgj2hnivpI49pU1UN3roDASHbOvr6qGstp2CzHhi7LZJ7OXYZTuj6eru7Z8B2l3aBDDscj4Ak8lERrKDxtZO2rzdpCfZSY6PwjDCVeamQmtHF1ERFhxRWqghIjKd6d/iIiLTxDv7annuTycHXYtz2HAm2klNsJOa6CA1wY7JDPuOuzAMuGLu1Cy1G4uslDPFG3ykxNvZXdqExWxiedHIFfnSkxyU1XUAkJbkwB4Z/s9aS0cXKRc4+HaitXQEtNRORGQGUEgSEZkGQiGDP+w5jc1q5q51c3G1d+Jyd9Lk7qSizkPZ/2fvzuOjLO+9j39myb7vISEBkrAFCFvYXBAXREXbWheUFuuxrbWe2uLpOY9L69KXttQ+1nOeY6s9YvW0tIhQquK+IIuI7GELWxIg+77vyWTu54+QIWBCFpJMmPm+Xy9fkpnrvue6f7mTzG+u6/pd+TVfO8bP28qsiVFO6G3fjOwo3lBax4gwX3KK60hJDMPPu+cRsOhO+z9FhfriYW2fIFFW3cT4welutxqbbTQ22wg9rxy6iIhcepQkiYhcAtIyyiirbuKqaTHcMCf+nOfa7HbKa5opqWygtLKRFpudpJFBjI4OwGIe/rOqYyPbk6Qt+ws4XVQL9DzVrsOIM8Ub4Gy1Oxj6MuA19S38+f2jQPvoloiIXNqUJImIXAI+3Z0DwHWpcV97zmI2t0+3C/aBDBr2CwAAIABJREFUMUPds4sXEeTNDXPi+WRXLmXVTe1T7cb2bvPbEeeNJHUUbOgoA95qa8PDauny2IFSWdvMr/53NzX1LUweE8rNl40a1NcTEZHBpyRJRGSYy8qv5kReNZPHhDrW77gSk8nEnVcncWXKCD7ckcOIMF98ezHVDiAi2AezyYTZ3F52u7UjSappYtfRYv78/lGWXjeWq6bFDlr/D50sp6a+hYWpcSy5NqnbfZ1EROTSoSRJRGQY2364kFWfnABg0XnT7FzNiDA/7ls8sU/HWC1mJo0JxWI2YTab8DJbCPD1oKiigTc2ZtBqs/P3TzNIiAkiIiJgUPrdUfZ7alKYEiQRERehJElEZJj6YEc2/9ichbenhftvSWbS6OFfqc4ZHr5z6jlfhwV6O9Y2TRoTSvqpCv70zmH+OyliUF6/4swGstobSUTEdQz/Fb0iIm5q6/4CvD0tPH3fbOZOinZ2dy4ZYUHtyUpIgBc/uXUKC1PjKCxv4JW3Dw3K63UUiQgN8BqU84uIyNBTkiQiMgwVVzZQUtVI8ujQ9oIM0msdxRzuWJCIl6eF2xckMioqgE935bAjvWjAX6+ithl/Hw88PQa3QISIiAwdJUkiIsPQ4ZMVAEweoyl2fXXD7FH8n7unMye5fY8oD6uZB745CR8vC3/9+DjFlQ0D9lqGYVBZ00RooEaRRERciZIkEZFh6PDJckBJUn/4eluZMCoEU6ciClGhvjx421SaWtr40zvpjlLhF6u+yUaLzU6Y1iOJiLgUJUkiIsNARU0Tz/51D3/96BitNjvHcqoYEeZLuKbaDZgFM+O4fHI02UW1/GNz1oCcs2M/ptAAJUkiIq5E1e1ERJysvLqJ372xj9KqJk4W1FBd30JzaxuTx4Q5u2su5zvXjyOzoIZPducSH+XP1KRw/Hq5J1NXKmrPJEmabici4lKUJImIOFFZVSO/eyONsuomrp8Vx86jxaRllAEwOUFT7Qaat6eVH39zEs/+dQ+vvncUAH8fDyJDfIiPCuDua5PwsPa+AIPKf4uIuCZNtxMRcZKSygaeW72PsuomvnXFGO66diz/+q0pWMwmPKxmxscFO7uLLik+KoB/v2s616WOJCUxDH8fD7KLatmcls+xnKo+natjI1mNJImIuBaNJImIOEFxRQO/eyONytpmbrsqgcXzRgOQNDKIn92Rgs1mqKT0IBoXF8y4TknojiNFvLLhCMUVDUxJ6P00x4raMyNJWpMkIuJSlCSJiAyxwvJ6/u8baVTVtXDH1YncOGfUOc9rLdLQiwpp31uppLKxT8dV1DRhMkFwgOdgdEtERJxESZKIyBAqqWrkd6vTqK5v4a5rkrh+dryzuyRAVEh7FcHiPidJzQT7e2Exa/a6iIgr0W91EZEhtGV/PtX17SNISpCGD19vD/x9PPq00azdblBZ26z1SCIiLkhJkojIEOrYV2ducrSTeyLniwr1oayqqdcbzVbXt2A3DK1HEhFxQUqSRESGUHlNExaziSA/rWEZbqJCfLEbhiOR7UlHZbswlf8WEXE5SpJERIZQxxoWs9nk7K7Iec6uS+rdlLvyM0lSiKbbiYi4HCVJIiJDxNZmp6qumTC9qR6WokLbK9wVV/SueEPZmREnTbcTEXE9SpJERIZIVV0zhgGhmp41LHWUAe/NSFJLaxub9uVhtZgYMyJgsLsmIiJDTEmSiMgQqag5s/GokqRhKbIPZcA/2pVDeU0zC2fF6fspIuKCer1P0oEDB3j++edZtWoV2dnZPProo5hMJsaOHctTTz3Ftm3bWLlyJQCGYbB3717ee+89mpqaeOCBBxg9ejQAd999NzfddBN/+MMf2Lx5M1arlccff5yUlJQuz2s2m7tsKyJyqTm70F/T7YYjHy8rgX6elPQwklRZ28wHO7IJ9PPk5nmjh6ZzIiIypHqVJK1cuZINGzbg49P+KduKFStYvnw5c+bM4cknn2Tjxo0sXLiQ+fPnA/Dqq68yY8YMEhMTWbduHf/yL//Cfffd5zhfeno6u3btYt26dRQWFvLQQw+xfv36Ls8bExPTZVsRkeHKMAy+PFREbIQfY0YEOh4/u9BfIw/DVVSID5n51dja7FgtX59sUVXXzMtvH6al1c53rkvAx0t7souIuKJeTbeLj4/nxRdfdHydnp7O7NmzAZg/fz7bt293PFdUVMQ777zDT37yEwAOHz7M5s2b+c53vsPjjz9OXV0de/fu5YorrsBkMhETE0NbWxsVFRVdnre7tiIiw5FhGLz5eSavfXCU//ePgzS3tDmeq6htn26nktHDV1SIL4YBpVVfn3J39HQFT7+2i8z8amZNiOTyKSOc0EMRERkKvfoIbNGiReTl5Tm+NgwDk6m9fK2fnx+1tbWO515//XXuvfdePD3b9wBJSUnhjjvuYPLkybz88sv88Y9/JCAggODgYMcxHefo6rx1dXVdtg0NDe22vyEhvlitlt5cmkuLiHC/xcTueM3dUSycE4NVHx7lk925eFjN1NS3sP1oCXdeNw6AuiYbAOMSwvH38Rjyvume6DkGY0YGs+1QIU1tZ9va7QbrNp5g9cfHMJlM/PCbk7nlygTH36tLle6HsxQLxeB8iodi0K95Ambz2QGo+vp6AgPbp5PY7XY2b97Mww8/7Hh+4cKFjucXLlzIM888w7XXXkt9ff055wgICOjyvP7+/l22vZDKXu5x4coiIgIoLa3tuaELccdr7o5i4ZwY7M8sY+1nJ4gM8eFnt6ew4m/7+MfnJ5g1rj0pKiytx8vTQkNtI411vduwdKDonuhdDCLPrBd77d3DRAV60Wa3s/K9Ixw+WUFooBc//uZkEmODKCurG4ouDxrdD2cpForB+RQP94nBhRLBflW3S05OZufOnQBs3bqV1NRUAE6cOMGYMWPw9j47leT73/8+Bw8eBOCrr75i0qRJzJgxg23btmG32ykoKMButxMaGtrlebtrKyIynNja7KzZmIHZZOKhb09hRJgfN88bRWNzGx98lQ1AZW0TYYHel/wIhCtLHh3CtTNGkl9az3+tO8DTr+/m8MkKpiSE8fS/zCYxNsjZXRQRkSHQr5GkRx55hCeeeIIXXniBhIQEFi1aBMCpU6eIi4s7p+3TTz/NM888g4eHB+Hh4TzzzDP4+/uTmprKkiVLsNvtPPnkk92e12KxdNlWRGQ4+XRPLiWVjVw3cySxEf4AXD0jlo935/J5Wh7Xz46jvsnGmJjAHs4kzmQymbj7urFU1DaRllGGyQS3zk9g8bxRmJXcioi4DZNhGIazOzHQ3GF4sCfuMkzamTtec3cUi7Mx6LzWcbBU1zXz2Cs7sFrMrPjRXPy8z6432rDtFG9vO8Wi2XF8vCuX+VNjuPfGCYPan67onuhbDJpb20cAk0eHMD4+ZJB7NvR0P5ylWCgG51M83CcGAz7dTkTEmWxtdk4W1LA5LZ+80u7XhhzMKueB328hq6B6UPuzfstJmlrauHV+wjkJEsDlU0ZgAjbtywe0R9KlwsvDwq3zE1wyQRIRkZ5pgwcRGdY2p+WzKS2fKQlhJMUGse9EKbuPldDc2l5a22I2ccfVSSxMHfm1EaMPd2TTarNzILOMxJjBWUtyqrCGbYcKGRnhz1VTY772fFiQN8ljQkk/1b51QajKf4uIiAx7SpJEZNg6erqCVZ8cxzAgt+TsiFF4kDeXJUYTFeLLB1+dZs3GDI6eruC+xRMJ8G3ffiC3uJbjuVUAZOXXDEr/DMNg9WcnAFh63VjM5q6n9V2ZMkJJkoiIyCVESZKIDEsVNU28/E46ZpOJ5Uum0thk41RhDZPGhDJhVIhjEf2ciZGsfO8IB7LKeeq1XfzoG5MYHx/CRztOA2A2mThVWIPdbnSbxPTXjiPFZOXXkDo+ggmjup+WNX1sOH7eVuqbbJpuJyIicglQkiQiw45hGLzy7hHqGlv57vXjmDS6vex/6oTIr7UN8vfi35ZM48Md2by19RS/eyONm+eNZlNaPoF+niSPCmHHkWIKyusZeabq3EBoarGxblMmVouZO69OumBbD6uFWy4fw4HMMsKCNJIkIiIy3Klwg4gMO7uPlXAit4ppSeFcPT22x/Zmk4nF80bz6HdmEBrgxbvbT1PX2MqVKSMYFxcMwMmCgZ1y98GObKrqWrhhTjzhwT49tr9+Vhz/cfd0LGb92hURERnu9NdaRIaVltY21m3KxGI2seTapD6V704aGcTT980mdUIkIQFeLJgWS8KZfYlODmCFu9KqRj7amUtIgBeL544asPOKiIjI8KDpdiIyrHy8O5fymmZumBNPVIhvn4/38/bgwW9NJjzcn7KyOoIDPPHysJA1QCNJhmHw909PYGuzc8eCRLw8LQNyXhERERk+NJIkIsNGZW0zH3yVTaCvB7dcNvqiztUxAmUxmxkdHUBBaT2NzTbH882tbY4y4n2x5UABB7PKmTgqhDnJURfVRxERERmelCSJyLCxfksWza3tm7L6eA3cQHdCbCAG7XsadVjxt738cuUOSioben2eoooG1mzMwNfLyvcXT+zTVEARERG5dGi6nYgMC6cKa9h+uIi4SH+uTPn6pqwXo2Mj2ayCGpJHh9LYbCOnuH3fpedWp/HI0ulEdjO1zzAM3v8qm8Mny8ktraOl1c5935yo/Y5ERERcmEaSRMTpDMPgjc8ygAtvytpfo6MDAMgprgWgoKwegIhgbyprm3ludRrF3YwoFZTV88+tJ8nIrybQz4tb5ycwe6Km2YmIiLgyjSSJyKCrqGmiodnW7T5Fu46WkJlfzczxEYyP735T1v4KCfDC38fDkSTln0mSFs8bTX1TK+s2ZfG71Wn8n7unExV67ojSnuOlAPzw5mTmTooe8L6JiIjI8KORJBEZVCcLanjqtV389m/7sNuNrz3f3NrGus2ZWC0m7uhhU9b+MplMxEf5U1rVREOTjbyS9ql2IyP8uXHOKO68OunMiNI+iirOHVHac7wEq8XM1KTwQembiIiIDD9KkkRk0BzPqeT/rkmjvslGQ7ON0upGAE4X1fDMX3bz4c5s3tt+moqaZq6fFU9kLzZl7a/4qPYpd7kltY6RpJjw9lGjG+bEc9c1SVTVtfDc6n0Ulrc/X1heT35pPZPHhA5oIQkREREZ3vRXX0QGnN0w+HhnDv/cehKAiaNCOJpdSUFpPVEhvuxIL+ZUYS2nCtunvwX5ebJ43uBuyhof2T7VL6e4jrzSOiKCvfH2PPsr8PrZ8WAysWZjBr9bncbDd07lQFY5AKkTIga1byIiIjK8KEkSkT55d/tpKmqauGfR+C5LYFfUNPHqe0c4llNFkJ8nP7wlmZZWO0ezK8kvq2f6uAhyimsxATfMjWfnkWLuumbsoI/UdIwkHT5VQW1Dq6PiXWfXz4rDZII3Psvg16v24uttxWI2MU1T7URERNyKkiQR6bXK2mY2bDtFm91gzsQoJow6t8jCnmMl/OWjY9Q32Zg+Npx7b5xAgK8nJVXt0+wKyusxDIPckjoiQ3y4Y0ESdywYnHVI54sO9cXTw0z6qQoARkb6ddluYWocEUE+rHzvCNV1LaQkhuHr7TEkfRQREZHhQUmSiPTaprQ82s4UX/hoV44jSWpstvHGZxlsO1SIp9XMPTeM56qpMY6RpvAgbzytZgpK66moaaa+ycbE0aFD2nez2URchD9ZBe0bysaGd11pD2Da2HCevDeVd788zXWpI4eqiyIiIjJMKEkSkV5paW1jc1oBft5WokJ9OZhVTl5pHc2tbazccISSqkZGRQVw/zeSGRF27iiN2WRiRJgfBeX1nC5qX4fUsUZoKMVFBTiSpJERXY8kdYgK8eUHNycPRbdERERkmFGSJCK9suNIMXWNrdw0dxSJsYG8uP4Qf3onnaLyBgzD4Ma58dx6ZQJWS9dFM2PCfckuriUto33fofiooU+SOl7TYjZ9bT8kERERkQ5KkkSkVzbuzcNsMnHNjFiCA7wYEeZLQVk9IQFe/ODmZCaOuvAmsDHh7SM3e0+0J0lxkQGD3ufzjTpTvGFEmG+3yZyIiIiIkiQR6VFNQwu5JXVMHhNKaKA3AN9fnExaRimLZsfj79NzYYOONUDNLW0E+HoQ7O85qH3uysgIPyJDfLQxrIiIiFyQkiSRS1RZdSPB/l5DMiKSU9y+jmjMiEDHYwkxgSTEBHZ3yNd0bNwK7euRuiofPtg8rBZ++6N5Q/66IiIicmnRfBMZto5mV7LjSBGGYfTY9g//PMSfNxwegl4ND4Xl9Tz2Pzt464uTQ/J62WeKLYyK7v8UufAgHzyt7b9ynDHVTkRERKS3lCTJsLT1QAHPr0njlQ1HWPXxcdrs9m7bVte3sO9EKdsPFQ5hD51rf2YZbXaDHenF2HuRRF6s7OI64Oyanv4wm01Eh7WPJsU5oWiDiIiISG8pSZJh55Pdufzvh8fw8/ZgZIQfm/cX8P/+cZDGZluX7U8Vtpd0rqxp6tWokys4fLJ9Q9TK2mZOnSlp3RXDMNi8P5+f//FL1m/JotXW1q/Xyymqxd/Hg9BAr34d3yH+TJI1+iJGpEREREQGm5IkGVaaW9pYtymTID9PHv3ODB777kymJIRx+GQFv/37Pipqmr52TEeS0Gqz09BNIuVKmlpsZORVOdYi7T1e2m27le8e4a8fHaeytpn3v8rmyT/v4nhOZZ9er6Gp9cweSBe/jui2+Qk8fOfUr+2jJCIiIjKcKEmSYSWzoJo2u8Flk6OJCffDx8vKT2+fwoLpseSW1PHsX/c4igh06BhJAqiqaxnqLg+5YzlV2NoMrpkRi5enhb0nSr42gpZdWMMzf9nDjiPFJMYE8swP5rAwNY6SykaeW53G/354lMra5l69Xs6ZqXbxAzD6E+TvxZSEsIs+j4iIiMhgUnU7GVZO5FQBMC4u2PGYxWxm2fXjiAz2Ye2mTFb8fR8//uZkUhLDMAzjnCSpuq6Z2PBLc5TCMAze2XaK+iYbSbFBJMYGEhbo/bXRm/QzU+2mjw2nqq6ZXUdLyC2pc0xl++JgAX//NIOW1jaunxXH7QsSsVrM3H3dWOYkR/G/Hx5l64FCth4oJMjPk6umxfCtKxO67Vf2maT0YtYjiYiIiFxKlCTJsHIitwoTMHZk0DmPm0wmbpgTT3iQNyvfO8J//+MgD902hRFhvtQ32TCbTNgNg+pLeCQpp7iODV+eBto3bgUI9vckMTaIpNggxo4MZvSIAA6dKsfb00JibBC1Da3sOlrChztzuH5WHJ/vy+PLQ0X4eVu5/5YpzBgXcc5rJMQE8uS9s9icls/R7EpO5Fax4cvTzEmO6nYKnCNJ0joiERERcRNKkmTYaLXZySqoIS7KH1/vrjcnTZ0QSXCAF7/92z7Wbsrk5stGAzAuLohjOVVU1fduCtlQsxsGB7PKaWuzM3N8ZJdtdh0tBuC2qxKwmM1k5VeTmV/N3uOljnVHIQFeVNY2M31sOFaLmSkJYfh4Wdl5pJidR9qPHxUdwC/vm4Olm4qAVouZ61LjuC41jl1Hi/nTO+lsPVDAkmvGdtk+u6gWHy8LEcE+FxsGERERkUuCkiQZNk4V1mBrs58z1a4rSbFBXD4lmi8OFvLOtlMATBsbwbGcqmE3kmRrs7PraDEf7sghv6wegN/9eB7hQT7YDYOTBTWODVl3HS3G29PC9bPi8LBagPYpeOXVTWQWVJN+soJ9Ge3JUscIkZenhWe+P5sjpyvJzK8mNMCLG+eOIjrMj9LS2i56dK7pYyPw9/Hgy0NFfHt+Ih7Ws8sUW2129meWUVTewLi4YMxO2PxVRERExBmUJMmwcSK3fT3S+B6SJIBbLhvN9sNFlFQ2YjaZSEkMY83GDKrqhsdIUktrG9sOFfLRzhzKqpswm0zERfqTW1LH4VMVLJgWy5eHCnn9g2Msmh3HzHGRlNc0c9nkaEeCBO3TDMODfQgP9mFucjT32NooKGsgvtM+Q6GB3lyRMoIrUkb0uZ8eVjOXT4nm4125pGWUMmtCJKeLavnyUCE7jxRT39ReLXBqUvjFB0VERETkEqEkSYaN42eSpLG9SJLCg324ImUEW/YXEBvhR3iQNyYTTh9JMgyDT3bn8uHOHGrqW/CwmrlmRiw3zI7Hbhg8+j87OHyyPUnakd4+Pe7jXbkcP1OwYk5y1AXP72G1DPjaoPlTY/h4Vy5vf3GKd7efJr+0fcQr0M+TG2bHc9mUaEZGaPNXERERcR9KkmRYaGqxkZlfzYgwXwJ9PXt1zM3zRrPnWAkpiWFYLWYC/TypqndukrTzaDFvfp6Jj5eFxfNGcV1qHEF+Z68nMsSHI6crqKxt5lhOJZHBPlTUNnP6zGatE0eFDHmfR4T5MS4umBO5VVgtJlLHR3D5lBFMTgjFYtYuASIiIuJ+lCSJ050qrOGVDek0t7T1aVpXWJA3L/zkcsemqiEB3hSV1w9WN3tkGAYffJWNyQRP3juLqBDfr7WZMiaMjfvyePPzDAwDrpk5Eg+rmVUfH2fWhEjHtQy1HyyeSEZeNVMSw/D36bpohoiIiIi7UJIkTrX7WAmvbEinzW5ww5x4br3Afj1d6bx+JzTQm9OFNTS3tOHlabnAUYPjQFY5eaX1zE2O6jJBApiSGMrGfXnsOloCQOr4CEICvIgJ83Xsc+QMHeueRERERERJkjjR3uMl/M876Xh5mnnw1ilMGh16UecLCfQCoKq+mSjPrpOUwWIYBu9/dRqAm+aO6rbd+LgQrBYztjY7SSODCA30bn88fuin2YmIiIhI13qdJB04cIDnn3+eVatWkZ2dzaOPPorJZGLs2LE89dRTmM1mHnjgAaqqqvDw8MDLy4tXX32127Z/+MMf2Lx5M1arlccff5yUlJQ+tZVLW1pGKX96Jx0PDzMP3zmNpNigng/qQUfCUV3X0u1IzmDZd6KMrPwapiWFMzKy+yIHXp4WxscFkX66klkTut4vSUREREScq1dJ0sqVK9mwYQM+Pu3TcVasWMHy5cuZM2cOTz75JBs3bmThwoXk5OTw/vvvY+q0n0pXbWNiYti1axfr1q2jsLCQhx56iPXr1/eprVy6DmaV8dJbh7FYTDx8x9QBSZCgfU0SMORlwNMySvmfDYfxsJr55hVjemx/bWocza32HivZiYiIiIhz9GqVeHx8PC+++KLj6/T0dGbPng3A/Pnz2b59O2VlZdTU1PDAAw9w9913s2nTpm7b7t27lyuuuAKTyURMTAxtbW1UVFT0qa1cmg6fKucP/zyMxWxi+e1Te9w4ti86jyRlF9Xyz61ZNLe2Ddj5u3I0u5KX3jqM2Wxi+R1Te1Wee1pSOI8vm9nrKn4iIiIiMrR6NZK0aNEi8vLyHF8bhuEYLfLz86O2tpbW1lbuu+8+7rnnHqqrq7n77rtJSUnpsm1dXR3BwWffHHc83pe2oaHdr18JCfHFah36hfvDTUSE8woBdOXAiVL+sP4QZhM88f05TBs3sNPNSs/skdRiN/jrJ8c5VVBDaXUzj907G4vZ1MPR/bNuy0na7AaP/8tsZidHD8pr9Ndw+/47g2JwLsVDMehMsThLsVAMzqd4KAb9Ktxg7rR3Sn19PYGBgYSHh3PXXXdhtVoJCwtj4sSJnDp1qsu2/v7+1NfXn/N4QEBAn9peSGVlQ38uy6VERARQWlrr7G44HM+p5D/XHsBuGDx0WwqxIT4D3r+OkaQv0vIpqWrEYjaxM72I/7d6L9+9ftw500AHSnlV+70W7G0dVvEebt9/Z1AMzqV4KAadKRZnKRaKwfkUD/eJwYUSwX5typKcnMzOnTsB2Lp1K6mpqWzfvp3ly5cD7YlMRkYGCQkJXbadMWMG27Ztw263U1BQgN1uJzQ0tE9t5dJxIreK/1p3kDa7wYO3TmFKQtigvE7ImSSppKoRgJ/dnsLICH82peXzwY7sQXnNhiYbAL7eKhQpIiIi4ir69c7ukUce4YknnuCFF14gISGBRYsWYbFY2LZtG3feeSdms5l/+7d/IzQ0tNu2qampLFmyBLvdzpNPPnnB83bVVi4NWfnV/Oe6A9ja7Pz4W5OZ1ofNYvvKy8OCj5eVxmYbCTGBTE4IIzbCn1+v2sP6LScJDfBm3uSBnRLX0GzDYjbhaXXOJrAiIiIiMvBMhmEYzu7EQHOH4cGeOHuY1DAMtuwvYM3nGdhsBg98cxKpg1zyOiIigPt/8ymF5Q088M1JzJ7YXj0uv7SO3/xtHy2tbTx851SSL3I/ps4ee2UHjU2t/NdPrxywcw4EZ3//hwPF4FyKh2LQmWJxlmKhGJxP8XCfGAz4dDuRCykoq+e/1h3krx8fx2o28+Ctkwc9QeowJSGMhJhAZoyLcDwWG+HPQ9+egskEf3zrELkldQP2eo1Nrfh4ewzY+URERETE+bSQQgZMq83Oqo+P8+XhQgwDkkeH8P3FyYQEeA1ZH+66dmyXj08Y1d6X/9mQzn+u3c8vlqUSFuR9Ua9lGAYNzTbCg30u6jwiIiIiMrxoJEkGzJeHCtl2qJCYcD8e+vYUfr5k2pAmSD2ZkxzFnVcnUVXXwprPMy76fC02O7Y2A18vfdYgIiIi4kqUJMmAOZhVDsBDt6UwfVzEoJTcvliLZscRE+7HgcxyGpttF3UuVbYTERERcU1KkmRAtNrsHMmuYESYL5HDePqZyWRi1oRIbG12DmSVXdS5GppaAfDVmiQRERERl6IkSQbEidwqWlrtg7YH0kDqKCKx+2jJRZ2n4cxIlKbbiYiIiLgWJUkyIDqm2k1JHP5JUmy4H7Hhfhw6WXFRU+46ptv5abqdiIiIiEtRkiQD4uDJcrw8LIwbGezsrvRKaseUu8z+T7nrSJJ8lCSJiIiIuBQlSXLRSiobKK5oIHl0CB7WS+OWcky5O9b/KXeabiciIiLimvTuTvrFMAxqG1o5ml3JZ3tygUtjql2H2HA/QgO9OF3U/92k688UbvBT4QYRERERl6IkSXq72loYAAAgAElEQVR05HQFOcV1lFU3UlbddOa/Rlpa7Y42k0aHMGdilBN72XcRQT6cyK2i1Wbv1wiYSoCLiIiIuCa9u5MLyiqo5vk1+895zMfLSnSIL2FB3sRG+HPZ5GiiQ32d1MP+Cw/25ngulNc09av/SpJEREREXJPe3ckFbd1fAMCSa5KYEB9CRLC3y+wLFBHUvp9TWVVj/5IkrUkSERERcUl6dyfdamy2setoCWGB3iycFYfZZHJ2lwZUeLA3AGXVTf06/uxmsvoxEhEREXEll0YpMnGK3cdKaG5t48qUES6XIAGEnxlJKq1u7NfxDU02vDwtWMz6MRIRERFxJXp3J9364mABJuDyKSOc3ZVBER50ZiSpqp8jSc02TbUTERERcUF6hydfU1hez+5jJWTl1zB5TChhZ5IJVxMc4IXVYur3dLv6JhthgV4D3CsRERERcTYlSXKOLw4U8PqHxwCwWkzcOHeUk3s0eMwmE2GB3pT1Y7qd3TBoarbh6+U3CD0TEREREWdSkiTnSD9dAcCy68cxa2IU/j6uUcmuO+FB3qSfrqSpxYa3Z+9/HJqabRjgMpX+REREROQsrUmSc+SW1OHjZWXB9FiXT5AAwoPPlAHv45S7eu2RJCIiIuKylCSJQ3NrG0UVDcRF+GFywWp2XXEUb+hjkqSNZEVERERcl5IkccgvrccwIC4ywNldGTIRwWc3lO0Lxx5Jqm4nIiIi4nL0Dk8ccktqAYiL8ndyT4ZO2AVGkgzDoLK2mVOFtZwuquF0YQ3ZxXWMjw9mbnIUoDVJIiIiIq5ISZI45JbUARAX6T5JUkTHhrKdRpLKqhtZ/WkGJwuqqWloPae91WJm7/FSokN9AfDTdDsRERERl6N3eOKQU1KHyQSx4e5T1jrA1wNPDzPlnUaSth8uYn9mGSEBXswcH8Ho6ABGjwhkdHQAaSfKeO2Do3xxoADQdDsRERERV6R3eAK07/uTV1JHdKgvnh4WZ3dnyJhMJiKCfCitbsIwDEwmE9lF7dMOn/heKsH+524WO3N8BKs+Oe4YYVLhBhERERHXo8INbqy0qpGNe/PYc6yEsuommlraiI9yn6INHUaE+dLYbHOsS8opriXQz/NrCRKAj5eVqUnhjq+1JklERETE9ehjcDdiNwxOFdSwP7OM/Zll5JfWO56bPrb9jb87rUfqkDQymD3HS8nIq8LHy0p5TTNTEsK6bT8vOYo9x0oATbcTERERcUV6h+cG6ptaWbcpk/0ZZY5pYlaLmZTEMJJHhfDBjmzSMsoA90ySxo4MAiAjr5qgM6NHo6K7j8OUxDD8vK3UN9k03U5ERETEBekdnhvYfriIrQcKCfT14IqUEUxPCid5dChenu1rj5LHhPK71WnUN7YS74ZJUnyUP14eFjLyqok8s2/SqAtMO7RazNy2IJHsolq8Pd1n/ZaIiIiIu1CS5Aay8qsBeGzZTKJCfL/2/MgIf35xz0yKKxocIynuxGI2kxATyNHsSo6crgAunCQBLJgWOxRdExEREREnUOEGN5CVX02Ar4djlKQrUSG+pCSGd/u8q+uYcpd+uhI/b6tjk1kRERERcT9KklxcRU0T5TXNJMYEYTKZnN2dYWvsyGDHv+OjAhQrERERETemJMnFZRXUAJB0ZqREupYQE0hHXjQq2v3KoIuIiIjIWUqSXFzHeqSkWCVJF+LjZSU+sj056mk9koiIiIi4NiVJLi4zvxqL2cRojY70aGpSGFaLWQmliIiIiJtTdTsX1mprI7uolvgofzw9VKq6J7dcPpprZo4k0NfT2V0RERERESfSSJILO11US5vdIFEjI71iMZuVIImIiIhI75KkAwcOsGzZMgCys7O5++67Wbp0KU899RR2ux2A5557jiVLlnDbbbexdu1aAKqqqpgzZw7Lli1j2bJl/OUvfwFg7dq1fPvb3+bOO+9k06ZNAFRUVHDfffexdOlSli9fTmNjY7dtpXcy8rQeSURERESkr3qcbrdy5Uo2bNiAj0/7HjsrVqxg+fLlzJkzhyeffJKNGzcSEBBATk4Ob775Ji0tLSxevJhFixZx5MgRbr75Zp544gnH+UpLS1m1ahXr16+nubmZpUuXcvnll/PSSy9x88038+1vf5tXXnmFN998k8WLF3fZ1tNTn/b3xDAMvkovwmI2MWFUiLO7IyIiIiJyyehxJCk+Pp4XX3zR8XV6ejqzZ88GYP78+Wzfvp3p06fzm9/8xtGmra0Nq9XK4cOHSU9P57vf/S4//elPKSkp4eDBg0yfPh1PT08CAgKIj4/n2LFj7N27lyuvvPKc83bXVnqWkVtFfmk908eGawqZiIiIiEgf9DiStGjRIvLy8hxfG4bh2GjTz8+P2tpavLy88PLyorW1lUcffZQlS5bg5+dHQkICkydP5rLLLmPDhg08++yzXHvttQQEnK205ufnR11dHXV1dY7HO87b+bHObXsSEuKL1ep+hQryS+uw2w3iogJ4c91+AG6Zn0REhPtUtnOna+2JYqEYnE/xUAw6UyzOUiwUg/MpHopBn6vbmc1nB5/q6+sJDAwEoLq6mp/+9KfMnj2bH/3oRwDMnTvXMU1v4cKF/Pd//zff/OY3qa+vP+ccAQEB+Pv7U19fj7e3t+O8HY+d37YnlZUNfb0sl/DEn7ZTWdvC924Yz9a0PMICvYgN8aa0tNbZXRsSEREBbnOtPVEsFIPzKR6KQWeKxVmKhWJwPsXDfWJwoUSwz9XtkpOT2blzJwBbt24lNTWVpqYm7r33Xm677Tb+9V//1dH2l7/8JR9//DEAX331FZMmTSIlJYW9e/fS3NxMbW0tWVlZjBs3jhkzZrBlyxbHeWfOnNltW/m6ipomSquasLXZ+fP7R2lsbuOKlBjMZpOzuyYiIiIicknp80jSI488whNPPMELL7xAQkICixYtYtWqVeTm5rJu3TrWrVsHwG9+8xt+/vOf8/jjj/PGG2/g4+PDs88+S0REBMuWLWPp0qUYhsHDDz+Ml5cXP/7xj3nkkUdYu3YtISEh/P73v8fX17fLtvJ1WQU1AMxNjiL9dAWNzTaumDLCyb0SEREREbn0mAzDMJzdiYHmrOFBW5udzWn5fHmoiCXXJPWrqpzdbnDoZDnbDhUSG+7Ht65M6NVxazZm8MnuXB5ZOp3oMD+sXh74Wd1rFMldhoZ7Q7FQDM6neCgGnSkWZykWisH5FA/3icGFptv1eSRJvs5uGOw8UsxbW09SVt0EwPb0oj4nSQ1NNlb8fS/5pe3rsPYdL+XKlBjCgrx7PDYrvxqL2cToEYF4eVjc5uYWERERERlofV6TJGcZhsHBrDKefm03K989QlVdM9fNHInVYia3pOcqfOd7a+tJ8kvrmTk+gsXzRmEAWw8U9Hhcq81OdnEtIyP98fJwv6p+IiIiIiIDSSNJ/ZSZX80/NmdxIrcKE3DZ5Gi+dcUYwoN9yMivJr+0HlubHauld3noqcIaPt+XR3SoL/ffMgm73eDzfXl8cbCAb1wxGou5+/PkFNdiazNIigkaoKsTEREREXFfSpL6qLC8nn9sziItowyAqYlh3HZVIiMj/R1t4iP9yS6qpaiigZER/t2dyqHNbucvHx7DAO5ZNB4Pa3tCNG9SNJ/vy+dAZjmRwT5kFlQzNjaImHA/x15V0D7VDiAxNnAAr1RERERExD0pSeqDmoYWfrNqL/VNNpJig7h9QSLj4oK/1i7uTMKUW1LXqyRp4548ckrquHxy9DnrmBZMi+Xzffm8/sFR6ptsjsfDAr1JSQwjJTGMCaNCyDxT2S4xViNJIiIiIiIXS0lSH/xjcxb1TTa+PT+BxfNGnTOa01l8VHuljNziOuZNuvA5K2qaeOuLU/h5W7nzmqRznhsZ6c+4kUGcyKsmMSaQ2clRZOVXc/hkBZvS8tmUlu8YdQr08yS8FwUeRERERETkwpQk9VJmfjXbDhYyMsKfG+fGd5sgAY7Ro9ySnqvL/f3TEzS3trF04QQCfD2/9vyDt06hvKaJ0dEBmEwmFqbG0Wa3k5lXzcGscg6eLCe/tJ7ZE0Iv2CcREREREekdJUm9YDcM/v7JCQC+e/24CxZRAPD1thIe5E1OSR2GYXSbvKSdKCUto4xxccHdbvwa6OdJoN+5yZPFbGZ8fAjj40O44+okaupb8PXWt1JEREREZCCoBHgvHM2uJLu4ltkTI7tcg9SV+KgAahtaqapr6fL5phYbf//sBBaziXsWjb+oUaBAP89eV9ETEREREZEL0zvrXth2sBCAa2eO7PUxnYs3dOXtL05RUdPMjXPjiQn3u/hOioiIiIjIgFCS1IOGplb2nSglKtSXpD5Uj4uP7H5dUnZRLZ/uySUy2Ieb540eqK6KiIiIiMgAUJLUg51HS2i12bliSnSfpsR1jCRlF52bJNntBn/9+BiGAcsWjcfTwzKg/RURERERkYujJKkH2w4WYjLBZZO7LqzQnbAgbwJ9PcgqqMEwDMfjm9LyOVVYy5zkKCaNCR3o7oqIiIiIyEVSknQBheX1nCqsYfKYMEICvPp0rMlkImlkMJW1zZTXNAFQWdvM+i1Z+HpZueu8PZFERERERGR4UJJ0AceyKwFIHR/Rr+M71jBl5lUDsH5LFk0tbdy+IJEg/74lXSIiIiIiMjTcJkmytdn5aGcOdY2tvT7mZEENAAl9KNjQ2diR7cdl5FfT2Gxj97ESokJ9mT8tpl/nExERERGRwec2SdKBzHLWbsrkve2ne31MVkENPl4WRoT59us1R0UH4GE1k5lXzf6MMlptduYlR2G+iD2RRERERERkcLlNklRc2QDA/oyycwopdKe+qZWiigZGRwf2O6mxWsyMiQ4gr7SOzfvzAZiTHNWvc4mIiIiIyNBwmySppLKx/f9VjRSUN/TY/lThmal2MYEX9bpJI4MxDMjIq2Z0dABRof0blRIRERERkaHhNklSaVWj49/7M0p7bN+xHikxpn/rkTp03oB2rkaRRERERESGPbdJkkoqG/H1smI2mdifUdZje0fRhoseSWpPkkzArIlKkkREREREhjurszswFGxtdipqm0iKDcJiNnE8p4rquuZuy3AbhsHJghrCg7wJ9PO8qNf29/FgbnIU3p6WPu+1JCIiIiIiQ88tkqSy6iYMAyKDfYiL9OdYThXvbc9malIYwQFehAZ44eNlxXSmQENpVSN1ja0kjw4ZkNe//xuTBuQ8IiIiIiIy+NwiSeoo2hAR4sO0cRG8uSmTjfvy2Lgvz9HG08NMSIA3ft5WahtaAEi4yPVIIiIiIiJy6XGLJKmjaENkiA+RwT48+b1Z5JbUUVnXTGVtM1W1zVTUNlFV20xZVSPenu17I00bG+7knouIiIiIyFBziySpYyQpMri9/Pao6ABGRQc4s0siIiIiIjJMuUV1u84jSSIiIiIiIhfiFklSSVUjPl5W/LzdYuBMREREREQugssnSXbDoLSqkchgH0f1OhERERERke64fJJUXddCq81OhKbaiYiIiIhIL7h8klRS2QC075EkIiIiIiLSE9dPklS0QURERERE+sDlk6Si8vaRpCglSSIiIiIi0gsunyTllNQBEBepfZFERERERKRnLp0kGYZBTnEt4UHe+Kr8t4iIiIiI9IJLJ0nV9S3UNrQSH6VRJBERERER6R2XTpJyijum2vk7uSciIiIiInKpcOkkKbekFoB4JUkiIiIiItJLLp0kOUaSopQkiYiIiIhI7/Q6STpw4ADLli0DIDs7m7vvvpulS5fy1FNPYbfbAfjDH/7A7bffzl133cXBgwcHtW1v5JTU4etlJSzQu9fHiIiIiIiIe+tVkrRy5Up++ctf0tzcDMCKFStYvnw5q1evxjAMNm7cSHp6Ort27WLdunW88MIL/OpXvxrUtj1parFRUtFAfJQ/JpOpP7ERERERERE31KskKT4+nhdffNHxdXp6OrNnzwZg/vz5bN++nb1793LFFVdgMpmIiYmhra2NioqKQWt7IW9/cZJTBTUYaH8kERERERHpm15tHrRo0SLy8vIcXxuG4Rid8fPzo7a2lrq6OoKDgx1tOh4frLahoaHd9nfDl6fx9rQAMCkpnIgI90yU3PG63fGau6NYKAbnUzwUg84Ui7MUC8XgfIqHYtCvHVbN5rMDUPX19QQGBuLv7099ff05jwcEBAxa2wu5ekYsm/blAxDsY6W0tLY/l3lJi4gIcLvrdsdr7o5ioRicT/FQDDpTLM5SLBSD8yke7hODCyWC/apul5yczM6dOwHYunUrqampzJgxg23btmG32ykoKMButxMaGjpobS9k2fXjWX5HCkuuSdIeSSIiIiIi0if9Gkl65JFHeOKJJ3jhhRdISEhg0aJFWCwWUlNTWbJkCXa7nSeffHJQ2/YkJTGclMT+XJ2IiIiIiLgzk2EYhrM7MdDcYXiwJ+4yTNqZO15zdxQLxeB8iodi0JlicZZioRicT/FwnxgM+HQ7ERERERERV6UkSUREREREpBMlSSIiIiIiIp0oSRIREREREelESZKIiIiIiEgnSpJEREREREQ6UZIkIiIiIiLSiZIkERERERGRTpQkiYiIiIiIdKIkSUREREREpBMlSSIiIiIiIp0oSRIREREREelESZKIiIiIiEgnSpJEREREREQ6UZIkIiIiIiLSickwDMPZnRARERERERkuNJIkIiIiIiLSiZIkERERERGRTpQkiYiIiIiIdKIkSUREREREpBMlSSIiIiIiIp0oSRIREREREelESdIlzDAM2traHP92J+52vV3p/P13V62trRQUFDi7G8OC3W6noaEBcN+fj9bWVnbv3u3sbgw77no/dEfxUAw6uHMc7HY7LS0tzu7GsGZ5+umnn3Z2J6Tv3nzzTf785z+TkZHBjBkzsFgszu7SoHrjjTd45513qKioYMKECZhMJmd3yWkMwyAvL49HH32UpKQkIiIinN0lp3j77bd55pln8PLyYsqUKc7ujlP9/e9/5+WXX6aoqIhZs2a55c/HZ599xvLly9m8eTPf+c53nN0dp1qzZg3//Oc/qaysdPvflwBr167l3XffpayszG3jsXr1atauXUtOTg7Tpk1zyxhA+9/P06dP89xzz3Hddde5bRzefPNNXn75ZdLT0xkzZgyBgYHO7tKwpJGkS4jdbgfgtdde48svv+RnP/sZaWlpvPzyy4DrfSLScb1/+9vf+PLLL/nGN77B+vXrWbt2LeB619sTwzAwDAOTyURzczPHjx9n9+7dVFRUOLtrQ6bjk69f/epX7Ny5k5UrV7J06VLHveBO90THtX7++efs37+f559/noiICCorK8953tUVFBTw4IMP8tFHH3HHHXfwrW99CwCbzebkng0tu92O3W7nlVde4YsvvuCmm25i3bp1/O1vfwPc537oYLfbMQyDP/3pT2zZsoVbb72Vjz76iNdff93ZXRtyn376Kdu2bePee+9l586dvPTSS271d6Mzk8lEbm4ub7/9Nl9++SXgfj8b7777Ltu2beOxxx6jrq6ONWvWAO4Xh95QknSJqKurc9zAubm5XHvttYwePZr777+fwsJCx5tnV1FXV+f4d2ZmJtdeey0pKSksWLAAs9lMa2urS11vTzri0XHNp0+fZtq0aZw6dYrS0lK3GDLviIGnpyceHh4EBgbyz3/+kx/84Ac8+OCDnDx50m3uic6/D44cOUJsbCzr16/ns88+Y8WKFeTl5bl8LDruB5vNxr333svzzz9PSkoKO3bsAMBqtTqze0Oq434wm82UlZUxa9YsUlNTueGGG/Dx8aGtrc3l74fOOuJhMpkoLS3lmmuuYfz48fz85z/ntdde4/jx487u4qBramqitbUVgMOHDzNx4kQSExN57LHHOH36NAcPHnSb6dpNTU2OD02qqqrYu3cvt99+O7///e8B3OJno/P9sHfvXmbMmEFcXBxLliwhMzMTu93uFnHoK023uwS89NJLvP7665w6dQoPDw9mzpxJSkoKXl5ebNiwgejoaKZPn+7sbg6Yjus9efIkvr6+XHnllaSmprJnzx5+/etfY7Va2bJlC1dffTVms+vn+efHIzo6mq1bt3LvvfdSWlrKq6++yqlTp5g1a5bLvjHsiEFGRgZRUVFcfvnl/Pa3vyUxMZFnn32WkydPsmfPHmbOnImnp6ezuzuoOmKRlZVFYGAgfn5+ZGVl4eXlxdNPP82BAwfYs2cPc+bMcen74bXXXuP06dOMGDGCGTNmAJCTk4Pdbmf27Nlu80e/898HPz8/xo8fzxtvvEFaWhqvvvoqQUFBbNmyhQULFrhdPKxWKy0tLTQ3N5OcnExkZCSbNm3CZrMxa9Ysl/twsUN+fj4vvfQSfn5+xMbGYrfbOXjwICkpKYwYMYLS0lIOHjzIVVdd5bIx6NARC39/f2JiYjCbzZjNZr73ve/xySefUFpayowZM1w6Dp1jEBsbS0JCAlOnTsXHx4dt27bh4eHBZZdd5uxuDkuu/w7zErdr1y7S09NZsWIF4eHhfPjhh1RVVREQEEB9fT07duxw3NzFxcVO7u3FO/9633nnHXJzczGbzSQkJPDRRx/xu9/9jkOHDrnFp4Gd4xEREcFbb73Fvn378PPzY+XKlWzdupXa2lrGjx+Pl5eXs7s7KDrHIDo6mlWrVpGZmcnTTz/NTTfdBMBPf/pTdu7cSUlJiZN7O7jOvx/ee+899u/fT0lJCTU1NQD8+7//O9u2bSM/P9/JvR0cHTH47W9/S1hYGG+//TZfffUV0D7F6osvvgBwiw9Qzv99+dZbb2GxWLjvvvs4efIkX331Fc8++ywHDhzg0KFDzu7uoOscj7CwMLZs2UJ1dTWVlZU89thj3H///dxwww1s2bKFsrIyl31TvG/fPjZv3syhQ4eoq6sjNjaWwMBANm/eDMDSpUv54osv3GLEuSMWBw8epKKiAk9PT8eHKv/xH//BunXrqKysdOk4dI5BZWUl8fHxBAYGYrfb2bRpE7NmzQIgOzvbLWal9IXr/xW5xJw/J/Tw4cOkpqYSERHBTTfdxMSJE3nvvfew2WzU1tYyceJEDMPgoYceYvXq1Zfc8HlP15ucnMz7778PQFtbGxaLhdLSUpKSkvDx8XFGlwfVheJx4403MmXKFNatW8eePXtoaGjgF7/4Bffffz9paWnk5uY6qdcDqzcxeP/997n88svx8PCgqKiIiooKJk6c6HKLT3uKxYQJEygqKmLGjBlUVlZy8OBBSktLGTdunMskzT3FIDk5mQ8++AC73c68efOIjo7ms88+6/LYS11vfl+uWbOGuro6IiMjsdlslJSUMGrUKJe5HzrrKR5JSUmUlpby4IMPsmjRIn7yk59w0003kZqaSnh4uJN6PbC6usfz8/O56aabqK2tZe/evYwePZqpU6eydetWDhw4QHFxMcnJyS53T1woFnV1daSlpQHg7e2NzWZjwoQJzJgxA1eaUHWhGNTX1ztiYLFYqKysJDIyEm9vbx5++GHWrFlzyb2HHGyabjeM1NTU0NDQ4JhDbjabaW5u5sUXX2TZsmX4+vri6enJ8ePHGTlyJEeOHOG5556jsLCQG2+8ke9973uX1Kenvb3ejIwM7HY7hw4d4o9//CPvvfceixcvZt68ec6+hAHVm3h0JIlTpkzhwQcfJDQ0lNGjRxMSEsLEiROdfQkXrS/3BMCOHTtYuXIl7777LjfeeKPjE0JX0JtYmM1mCgsLmTBhAoGBgaxdu5a1a9dyyy23MGfOHGdfwkXr7f1w4sQJ/Pz8iImJobS0lPz8fJer8tfbWOTm5mK1WgkODmb16tW8/fbbLF68mCuvvNLZlzCgehMPq9XKsWPHCAwMxNPTk9WrV/PGG29w1VVXMWHCBGdfwkXrHIOO6WJ2u52YmBiuvvpqjh8/Tn5+PqNGjSIlJYXm5mbefvtt1qxZ40gWXUVPsTh27BiFhYWMGDGCoKAg7HY7ZrOZyy67DE9PT5KSkpx9CRetNzEoKChwxGD37t2sWLGCiooKFi1axH333YeHh4ezL2NYUZI0TPzjH//g5z//OeHh4SQnJzs+DYiLi2PHjh2cOHGCefPmERwczKeffkpKSgrV1dVMnDiRX/7yl5fcG+S+XO9nn33GZZddxoIFC0hMTOSHP/whycnJTr6CgdXbeISEhPD+++9zzTXXEB4eTktLC15eXsTExDj5Ci5ef+6JRYsWMWXKFH7wgx+41D3Rl1h8+OGHXH755Vx11VXMmjWL733ve0yaNMnJV3Dx+hKDTz75hFmzZhEeHk5YWBjXXHPNJfWBUU/6EouPPvqIG264gYULFzJy5Ejuv/9+l7gfOuvr74pZs2YxdepUfH19+dnPfuYSvyu6ioHJZMJkMuHv74/VasXX15f09HQaGxsZP348EydOZPbs2Xz3u991qXuit7E4cuQIra2tjB8/HrPZjN1ud5kEqS8xaGlpYcKECdTW1hIXF8cvfvGLS+495FBxzVW9l5CdO3fy5z//mejoaPz9/Zk6dSqAY9+jzMxM7rnnHn7xi18wd+5cbDYb2dnZmM1mrr/+emd2vV/6c72nT592VGWZPHmy0/o+GPr7/e8oj+4KRQou9p4YO3as0/o+0Pp7P3RUboqKinJa3wdKf2KQk5PjiMHIkSOd1veB1t+fjY51BSkpKU7r+2Do789Hx+8KVxhN6y4GHR8K7Nu3j4iICOLi4hg/fjyxsbGkp6czffp04uPjCQ0NdWb3B1RfY7F3714OHz7M9OnTiYuLc4kPUvoTg0OHDjFr1iymTJni9nsM9kQjSU726aefsnDhQu655x6qq6sJCAggLi6Ompoafv3rX7N+/XoeeOAB4uPjOXLkCO+++y4PPvjgJfvHrz/X+//bu3+QtrowjuO/IoZGEC3+iVhipFBUxLWDWhFEl0odHRyqLqJrB8cu1YK4C8XJQXBQEEzV0cEIBrpUZ+ugKHGoRjDWMFEAAAQHSURBVFoUzHmnps+dLvgmvUnv9zMJKpznS5ZD7j1nenr6n3qMynpsj3/pNEM+E3/QggYWLbzo4d9ge3tbAwMDqqmpkSQ9f/5cbW1tSiQSAa+88B7boqWlJeCVF85jGrS3tysejwe88jLh8NfkcjnnnHOrq6tuY2PDOefcw8ODc865u7s7NzEx4Y6Ojpxzzn3//t2lUqlgFlogYZvXDz1oYNGCBhYtvOhBA4sWNAhC+X/XWEZ+v0R8cHCg5eXl/IuD9/f3+WMp9/b2JEmJRCJ/MEG5njYStnn90IMGFi1oYNHCix40sGhBgyCwSfoLMplM/ud0Oq1nz56pqalJ8/Pzkv48T/3ixQtVV1fr169fnv///ftyEbZ5/dCDBhYtaGDRwoseNLBoQYMg8U5SEV1cXOjTp09KJpP6+fOn6urqVF9fr7a2No2OjurDhw8aHBxUbW2tJOn8/Fw7Ozvq6+sryzuAwjavH3rQwKIFDSxaeNGDBhYtaFAK2CQV0crKiqLRqKampvT161ft7+/r9evXisViqqys1M3NjTY3N/XmzRtJUmtrq6LRaNkeTxq2ef3QgwYWLWhg0cKLHjSwaEGDUvDEuX/sSvKAra+v6/DwUPF4XGdnZ5qZmVE8Htfp6anW1tYUi8X07t27/N+/evVKCwsL6u/vD27R/0PY5vVDDxpYtKCBRQsvetDAogUNSg3fJBXQ4uKivn37psnJSe3u7iqZTCoSiainp0fRaFQVFRU6Pj5WV1eXnj59Kknq6OhQc3NzWd5dELZ5/dCDBhYtaGDRwoseNLBoQYNSxGWyBZTNZjU6OqrOzk6NjY2psbFRW1tbGh4eVkdHh+rq6nR3d6eqqqr8bci9vb1BL/vRwjavH3rQwKIFDSxaeNGDBhYtaFCKON2uQHK5nIaGhvKXvH758kV9fX2amZnR3NycTk5OlEql9OPHD+VyufxRjuUqbPP6oQcNLFrQwKKFFz1oYNGCBqWKd5KK4Pb2VuPj41paWlJDQ4OWlpZ0fX2tq6srzc7OqqGhIeglFlTY5vVDDxpYtKCBRQsvetDAogUNSgmP2xXB5eWluru7lc1m9fHjR718+VLv379XZWVl0EsrirDN64ceNLBoQQOLFl70oIFFCxqUEjZJRZBOp/X582cdHx9rZGREb9++DXpJRRW2ef3QgwYWLWhg0cKLHjSwaEGDUsLjdkWwvr6uTCajyclJRSKRoJdTdGGb1w89aGDRggYWLbzoQQOLFjQoJWySiuD3qSNhEbZ5/dCDBhYtaGDRwoseNLBoQYNSwiYJAAAAAAyOAAcAAAAAg00SAAAAABhskgAAAADAYJMEAAAAAAabJAAAAAAw2CQBAAAAgMEmCQAAAACM/wBwk844G8wx3gAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bt.balance['total capital'].plot();" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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For more information, see\n", + "https://altair-viz.github.io/user_guide/troubleshooting.html\n" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "returns_chart(bt.balance)" + ] + }, + { + "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-ad4216729b587766c9704ea989c85da6" + }, + "datasets": { + "data-ad4216729b587766c9704ea989c85da6": [ + { + "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": 0.027083489311590103 + }, + { + "date": "2017-08-31T00:00:00", + "total capital": 0.016474299175875506 + }, + { + "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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For more information, see\n", + "https://altair-viz.github.io/user_guide/troubleshooting.html\n" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "monthly_returns_heatmap(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-f9652b1972835a10505ec03f4488f171" + }, + "datasets": { + "data-f9652b1972835a10505ec03f4488f171": [ + { + "% 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": 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", + "text/plain": [ + "\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": [ + "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": 26, + "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": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bt.balance[['VOO', 'TUR', 'RSX', 'EWY', 'EWS', 'VTIP', 'TLT', 'BWX', 'PDBC', 'IAU', 'VNQI']].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": 13, + "metadata": {}, "outputs": [ { "data": { @@ -751,55 +14001,55 @@ " \n", " \n", " Annual return\n", - " 52.8%\n", + " 19.1%\n", " \n", " \n", " Cumulative returns\n", - " 52.3%\n", + " 19.0%\n", " \n", " \n", " Annual volatility\n", - " 17.0%\n", + " 6.0%\n", " \n", " \n", " Sharpe ratio\n", - " 2.58\n", + " 2.95\n", " \n", " \n", " Calmar ratio\n", - " 9.80\n", + " 6.59\n", " \n", " \n", " Stability\n", - " 0.96\n", + " 0.97\n", " \n", " \n", " Max drawdown\n", - " -5.4%\n", + " -2.9%\n", " \n", " \n", " Omega ratio\n", - " 2.31\n", + " 1.61\n", " \n", " \n", " Sortino ratio\n", - " 7.65\n", + " 4.91\n", " \n", " \n", " Skew\n", - " 4.62\n", + " 0.18\n", " \n", " \n", " Kurtosis\n", - " 31.31\n", + " 1.21\n", " \n", " \n", " Tail ratio\n", - " 1.85\n", + " 1.11\n", " \n", " \n", " Daily value at risk\n", - " -2.0%\n", + " -0.7%\n", " \n", " \n", "" @@ -815,7 +14065,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:61: FutureWarning: \n", + "/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", @@ -842,43 +14092,43 @@ " \n", " \n", " 0\n", - " 5.39\n", - " 2017-12-05\n", - " 2017-12-12\n", - " NaT\n", - " NaN\n", + " 2.90\n", + " 2017-03-01\n", + " 2017-03-09\n", + " 2017-03-29\n", + " 21\n", " \n", " \n", " 1\n", - " 3.17\n", - " 2017-09-07\n", - " 2017-09-13\n", - " 2017-10-02\n", - " 18\n", + " 2.71\n", + " 2017-06-06\n", + " 2017-07-07\n", + " 2017-07-18\n", + " 31\n", " \n", " \n", " 2\n", - " 2.90\n", - " 2017-10-02\n", - " 2017-10-20\n", - " 2017-11-01\n", - " 23\n", + " 1.81\n", + " 2017-09-07\n", + " 2017-09-27\n", + " 2017-10-13\n", + " 27\n", " \n", " \n", " 3\n", - " 2.16\n", - " 2017-11-15\n", - " 2017-11-16\n", - " 2017-12-01\n", - " 13\n", + " 1.56\n", + " 2017-10-13\n", + " 2017-10-26\n", + " 2017-11-02\n", + " 15\n", " \n", " \n", " 4\n", - " 1.63\n", - " 2017-03-01\n", - " 2017-03-09\n", - " 2017-03-16\n", - " 12\n", + " 1.10\n", + " 2017-01-17\n", + " 2017-01-19\n", + " 2017-01-31\n", + " 11\n", " \n", " \n", "" @@ -892,7 +14142,7 @@ }, { "data": { - "image/png": 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UVlbWIeWQpIKCfL3wwnPauXN7h70DAAAA8AeEUfil++57UM8+u0DPPvtP/fGP96i2tkZ33vl7bd26xWdl+u67TVqwYL7KyzsujBYWFmjBgvnauXNHh70DAAAA8AdMyQq/1L//AA0cmO7eP+OMszRlygR98skqDRp0mg9LBgAAAKA9EEZhCSEhobLZbHI46iRJNTU1+sc/ntHXX3+lw4cPKzAwQH379tMvf/kbnXXWSK97a2pq9MorC7Vy5Uc6fPiQwsLCNHBgum666ValpWU0+76amho99NB9Wrfuaz322JNav/5rLVgwX5J02WVT3dctWpStnj2T5HK5tGjR61q6NFsHDuxXaGiozj77HN10062Kj09wX79u3VotWDBfu3fvUk1NjeLi4jRsWKZmzXpY69d/rVtvvVGS9OijD+rRRx+UJN177/2aPPmi9qtMAAAAwA8QRuGXnE6XHA6HJCk/P08vvviCJGncuImSpLq6OpWVlemqq65TQkKCamqq9d///kd/+MPNmj17rkaMGCVJcjgcuvPO32vLlk362c+uVmbm6aqrq9XGjd8qNze32TBaXFyse+65Q/n5eZo37wWlpvZTr169VVFRrjfffF2PPPIXd8Bs+P+PPvqgVq1ariuuuEpnnHGm8vLy9Pzzz+r3v/+tXnjhFYWGhurQoYO6667bdO65Y3XVVdcoODhEP/xwRF99tVqSlJ6eofvue1APP3y/rr321/rJT8ZIknr16t2BNQ0AAAD4BmH0FLLm0Gp9tv9T1blqfVqOQFuQxvT5H41K+kmbn3H99b/w2g8JCdF99z2oIUOGSpIiIiJ07733u887nU6NGHG2Dh06qLffXuQOo8uXL9OGDet1330P6oILprivP/fc85p978GDB3TnnbcqLCxUzz67QAkJ9WGzW7fu6tGjpyQpLS1dPXsmue/ZtOlbLVu2VHfc8b+aMeMy9/GBA9P0q19drQ8+eE+XXHK5tm/fqtraWt111/8pIiLCfd0ll8xQZWWtwsMj1L//AEn1AbThswIAAACnoi4RRo8cOaLnn39eW7Zs0bZt21RZWamXXnpJo0aNatH9tbW1evHFF7VkyRJ9//33CgsLU1pamh566CGlpqa6r6uoqNCcOXO0bNkylZaWasCAAbr55ps1fvz4jvpoXr469KXPg6gk1blq9dWhL08qjM6a9bCSk5MlSUVFhfrgg/f1yCMPKCgoSGPHZkmSPvlkpd544zXl5OxTaWmJ+96UlL7u7S+//EKhoWGaNGnyCd+5det3eumlBUpPH6Q///lxhYWFtaisq1d/LpvNpgkTzne35kpSamp/JSZ204YN63XJJZcrLS1DgYGBuu++u3XRRdOVmTlcCQmJLXoHAAAATt6eol3aW7JHMSGx6hHeU0kRvWQYhq+L1WV1iTCak5OjpUuXavDgwTr77LO1atWqFt/rcDj0u9/9Ttu3b9cNN9ygjIwMlZWV6ZtvvlFNTY3Xtbfccou+++47/fGPf1Tv3r31zjvv6JZbbtGzzz6rsWPHtvfHamJk0tl+0zI6Munsk3pGamqq1wRGo0aN1rXX/kyzZ/9/Gjs2S6tWrdCsWfdo/PjzddVV1yg2Nl52u03z5z+rnJy97vtKSoqVkJDQon9k1q79UsXFxZo6dVqLg6hUH5ZdLpcmT27+lw69e/eRVN/a+de//l2vvvqiHnvsQVVXVys1tZ9++ctfKSvrgha/DwAAAK1XWVepxdvfkMt0uY9lxA/WtLRLfFiqrq1LhNERI0Zo9er6cXkrVqxoVRh96aWXtH79emVnZ6tPnz7u40e3dv7nP//RF198oblz52rixPpxjWeffbb279+vxx9/vFPC6Kikn5xUa6Q/s9ls6tu3nz7+eIWKigq1fPkyJSX10gMPPOIVNKuqKr3ui4mJ1ZYtm2Wa5gkD6dVXX6c9e3br/vvv1axZDysra0KLyhYdHSObzaa///15BQQ0/SvlGWwzM09XZubpcjqd2rZtq15//SXNmnWfoqLimky8BAAAgPaTX5nnFUQlaVvBd6px/lTB9mAflapr6xLrjNpsbf+Yr7zyii644AKvINqc5cuXKzIy0iukGoah6dOna8+ePdq1a1ebywDJ5XJp797dCgoKUlhYuAzDUEBAgFfA3LNnt7Zs2eR136hRP1FVVaU+/PCDE77DZrNp5sxZmjp1uh588P+0bNlSr/OBgUGS1KRF/OyzR8vlcqmgoEAZGYOb/Jec3LfJu+x2u047bYhuueUPkqTdu3ce9x0AAAA4OaW1Jc0eL6ku7uSSoEGXaBltq0OHDungwYNKSUnR/fffrw8++EBVVVVKS0vTrbfeqvPOO8997c6dOzVgwIAmwTc9vb6r6Y4dOzRgwIDOLL6l1S99Ut/duLi4fszovn17ddllVyo4OFijR5+jTz/9WE899YTGjh2nQ4cO6p///Ie6d+8hl6vxN14TJ16gpUuz9cQTDysnZ5+GDz9DDodDmzZ9q6FDM3XOOed6vdcwDN1xx/8qJCRUjzzygGpqanTxxTMkSf369ZckvfXWm5o06UIFBASof/+BGj78DE2efJEefvh+bdv2nYYNy1RQULDy8nK1fv3X+slPztG4cRO0ZMlirV+/Tj/5yTnq3r2HqqqqtGTJYgUGBuqMM0ZIknr2TFJISIiWL1+m1NR+CgkJUc+eSYqOjumMagcAADhlldaUNnu8qLpI3cK7d3JpIBFGjys3N1eSNH/+fKWlpemJJ56Q3W7XggULdOONN2r+/Pk699z6MFNcXKy+ffs2eUZ0dLT7PFru4YcbZ8qNjIxS7969dc899+nCC+vX25wy5WIVFBQoO/sdLV36rpKT++r22/+ozz//r775Zp373oCAAD311N/04ov/1MqVH+n1119WeHi40tMHafz4icd8/0033arQ0FA9+eRjqqmp0eWXX6nMzNN19dXX6d//fk/vvvvWj2uL1q8zOnPmLA0ePETvvbdEb775mmw2mxISEjV8+Jnq33+gJGnAgHStWfOl5s+fp+LiIoWFhWnAgDTNnTtPAwemSZKCg4N1zz1/0gsvPKfbbvudnE4n64wCAAC0g2O1jBbXFHVySdDAME3T9HUhOtOKFSt08803t2g23fXr1+vKK69UbGysVqxY4V6Oo6amRueff76SkpL0+uuvS5ImTZqk1NRUPfvss17P2LdvnyZNmqQHHnhAV155Zbt8hv37DygujllYUa+wME99+rAWKQAAwPG8uP5F7cjfIUnqG9tX+4r2SZJG9RmlqYOm+rBkXRcto8cRE1PfNfL000/3WhcyODhYo0aN0ocffuh1bXOtnyUl9b+BaWghbamCgnK5XM3/nqC6uk6Vlb5fwqUjhIUFnbKf7VhO9jNXV9cpL6+sHUvkW4mJkafU52kL6qARdVGPemhEXXijPqgDT9RFvWPVw6GCXFVX10mS4mw9tK26fs6O7/MOKy/BWvVmsxmKj4848YV+rktMYNRWycnJCg0NbfacaZpe40MHDBig3bt3e41XlOrHikpSWlpaxxUUAAAAwHF5dtNNjk5xbzOBke8QRo8jICBA48aN0/r161VeXu4+Xl1drTVr1mjYsGHuYxMnTlRpaWmTZWOWLFmi1NRUJi8CAAAAfKTaUa1aZ31PtAAjQD0jktznSmqK1cVGLvqNLtNNd9myZZKkTZvql/5Yu3atioqKFBoa6l4DNCsrS5K8AuWtt96qTz/9VL/+9a91/fXXy2azaeHChSosLNScOXPc140dO1ajRo3S//3f/6m4uFi9e/fWkiVLtG7dOv3973/vrI8JAAAA4ChltY0z6UYFRyvYHqzQgDBVOSrlNJ0qqy1TVHCUD0vYNXWZMHrbbbd57T/99NOSpF69ejVpzfSUmpqqV199VX/5y1909913y+VyadiwYVq4cKHOPPNM93WGYejvf/+7Zs+erTlz5qi0tFQDBgzQ3Llz3SEXAAAAQOfzXNalIXTGhMSoqrxSUv2MuoTRztdlwuj27dtPeM2xQmlGRoZeeOGFE94fERGhWbNmadasWa0uX2sYhiHTNGUYRoe+B/6P7wEAAMCJldY0jheNDPoxjAbH6nD5IUlScXWRkqNSmr0XHYcxoxZks9nldDp8XQz4AafTIZvN7utiAAAA+DXPyYuigutXuYgJiXEfK2YSI5/oMi2jp5Lg4FBVVpYpODhUgYFBMgwbrWNdiGmaMk2X6upqVVNTpZCQcF8XCQAAwK8130031n2spIYw6guEUQsKCgqW3W5XdXWlamqqfgwnp8YMYNXVge71n7qK1n5mwzBkGIbs9gCFh0fJbuevMQAAwPF4dtONCvqxZTS4MYwWVRd1eplAGLWshiByqumKizV3xc8MAADQmUqPmk1XkmKCG7vpltQQRn2BMaMAAAAATlku0+W9tMuPExhFBkfJ+DEOVdRVuNchRechjAIAAAA4ZVXUlctluiRJIQGhCrQHSpJshs1rEiPGjXY+wigAAACAU1ZZTeNwqIbxoo37jcPePCc5QucgjAIAAAA4Ze0r2ePebphJt3G/MZx6TnKEzkEYBQAAAHBKqqgt1+qDX7j3B8QO9DrvFUZrCaOdjTAKAAAA4JT06f7/qM5VPzFRfGiChnUb7nXes6WUbrqdjzAKAAAA4JSTW/GDNuZ+494fnzJRNsM7/niOIaWbbucjjAIAAAA4pZimqZX7PpIpU5KUGtNf/WIHNLmObrq+RRgFAAAAcErZVbRTOaX7JEmGbMpKmdDsdd6z6Za5l4BB5yCMAgAAADhlOF1OfZyzwr0/vPvpSgzr1uy1gfZAhQaESZJMuVRRV94pZUQ9wigAAACAU8ZXB75SYXWBJCnIHqQxfcYe93omMfIdwigAAACAU0K1o0qrdq9y75/T61yFB4Yf9x4mMfIdwigAAACAU8LnB/6ryrpKSVJ0cIzO7DnyhPd4TWJEGO1UhFEAAAAAlldYVah1R9a698elTFCALeCE93l1062lm25nIowCAAAAsLzPDvzHPRtu78g+So/LaNF90R4toyW0jHYqwigAAAAAyztYtt+9PTY5S4ZhtOi+yCAmMPIVwigAAAAAy6tzOtzbcSFxLb7Pu5suLaOdiTAKAAAAwPIcZp17226zt/i+iMBI2Yz6WFTtqFKts7bdy4bmEUYBAAAAWJ7T5XRvt2TiogaGYXh11S1jEqNOQxgFAAAAYGmmacppNoZRu9HyMCodvbwLYbSzEEYBAAAAWJrTbBwvGmALaPHkRQ1igmPc2zkl+9qrWDgBwigAAAAAS3O4vMNoa6XFpbu3N+Vt8OryeyylNaV6fcvLemf7YjlcdSe8Hk0RRgEAAABY2smG0f6xAxUeGCFJqqir0K6inSe85+sjXymndJ+2F27V1vzvWv1OEEYBAAAAWJxnGA20B7b6fpthU2a34e79DbnrT3hPQWW+e7u4prjV7wRhFAAAAIDFeYZRu9HyZV08ZXY7XYbqx5ruK96jkurjB8wSjwBaUVfepnd2dYRRAAAAAJbmOZNugL313XQlKTokRn1j+kmSTJn6NvebY15rmqZKakrc+xW1FW16Z1dHGAUAAABgaV7ddG2t76bbYHi3M9zbG/O+lct0NXtdtaNada5a936lgzDaFoRRAAAAAJZ2shMYNRgQO1DhgeGSpPLaMu0+xkRGJUeNEaVltG0IowAAAAAszSuMtrGbriTZbXYNTfSYyOiH5rvqenbRlepn4EXrEUYBAAAAWJpXGDXaHkYlKbN7YxjdU7xLpTWlTa45umW0zlWrOidrjbYWYRQAAACApTnN9mkZlaTYkDilRPWVVD+R0cbcDU2uObplVJIqaR1tNcIoAAAAAEtrrzGjDYZ3b5zI6Nvcb5pMZHR0y6hEV922IIwCAAAAsDSnq3Fpl5OZTbfBwLh0hQaESZLKaku1t3iP1/nSZlpGCaOtRxgFAAAAYGkOs31bRgNsARraLdO9/80P67zOE0bbB2EUAAAAgKW1dzddScrsdrp7e3fRLpXV1k9kVO2oVrWzusn1lXXl7fLeroQwCgAAAMDS2mtpF0/xofHqE5UiSTLl0qbcbyU13yoqSRV1le3y3q6EMAoAAADA0jqiZVSShnu0jm7J3ySp+cmLJHWTj7QAACAASURBVKmCltFWI4wCAAAAsDRnO48ZbZAWlyFDhiSpsKpQDled17Iu0cEx7m3GjLYeYRQAAACApXm2jLbHbLruZ9kDFRUcLal+zdHCqkKvltGkiF7ubdYZbT3CKAAAAABL8wyjdpu9XZ+dEJro3i6oyvdqGe0ZkeTepmW09QijAAAAACyto1pGJSk+LMG9nV+Vr/zKPPd+UkQvdzfeakeV13qnODHCKAAAAABL68iW0fjQePf2obIDKqwukCQZsqlHRA+FBoS5z1c5mFG3NQijAAAAACzNaTa2SLbnBEaSdzfdfSV73dvdwrspwBaosMDGMEpX3dYhjAIAAACwNK9uuvZ27qbr0TJqynRvN0xeFB4Y7j5WUcvyLq1BGAUAAABgac4OWmdUkkICQr0CZ4OGMBrmca6Sbrqt0r5/UgAAAADQyRwdGEYlKT40sUkX3IaZdMODGsPo96U5CraHtPv7jxYcEKT4+KEd/p6ORhgFAAAAYGkdHUYTQhP0fek+936wPVjxofWz7IYFNIbRjbkbtDF3Q7u//2ixobE6s7/1wyjddAEAAABYmtPs6JbRBK/9nhFJMoz6JV26hXdv9/d1FbSMAgAAALC0oycwau/VPj3XGpUax4tKUv+YATovebz2l37fzm89tsjgiE57V0cijAIAAACwtKbddB3HvrgNPGfUlRrHi0qSYRg6u9dond1rdLu+83hsNqPT3tWR6KYLAAAAwNI6esxoRGCkQgPq1xM1ZHi1jKLtCKMAAAAALMs0TTnNxo65HRFGDcPQ+L4TFRcSr/9JHqfwoFOjm6yv0U0XAAAAgGV5Tl5kN+zuiYXa25DEYRqSOKxDnt1V0TIKAAAAwLI8u+jabXYflgStRRgFAAAAYFlOl0cXXSPQhyVBaxFGAQAAAFhWR09ehI5DGAUAAABgWY4OnrwIHYcwCgAAAMCynLSMWhZhFAAAAIBlMYGRdXWJXx0cOXJEzz//vLZs2aJt27apsrJSL730kkaNGnXCe++55x698847TY5nZmbqzTff9DpWV1enefPm6Z133lFeXp5SUlJ03XXX6bLLLmu3zwIAAACgkdeYUaNLxJtTRpf408rJydHSpUs1ePBgnX322Vq1alWr7g8LC9OCBQu8joWHhze57oEHHtD777+vP/zhDxo0aJA++eQT3XfffXI4HLryyitP6jMAAAAAaMrhqnNv003XWrrEn9aIESO0evVqSdKKFStaHUbtdruGDx9+3Gt27typxYsXa+bMmbruuuskSaNGjVJubq7mzJmjGTNmKDg4uE3lBwAAANA8p8cERnbCqKV0iTGjNlvHf8wVK1bIMAxNnTrV6/iMGTNUUlKiL7/8ssPLAAAAAHQ1LO1iXV0ijJ6syspKjR49WoMGDdK4ceP0+OOPq6KiwuuanTt3KiEhQXFxcV7H09PTJUk7duzotPICAAAAXYX3mFEmMLISfnVwAhkZGcrIyFBaWpqcTqe++OILvfzyy/r666/1+uuvKzAwUJJUXFysmJiYJvdHR0e7zwMAAABoX96z6Qb6sCRoLcLoCTSM/2xw7rnnKjU1VX/605/0wQcf6OKLL3afMwyjyf0Nx5o7dzzx8RGtL+wpIjEx0tdF6HRd8TMfD/VBHXiiLupRD42oC2/UB3XgqSvWRXhloEJC6kNoXEz9z9BdsR6siDDaBlOnTtX999+vDRs2uMNoTExMs11xG1pEG1pIW6qgoFwul3nyhbWYxMRI5eWV+boYnaorfubjoT6oA0/URT3qoRF14Y36oA48ddW6KCwqV3V1/Yy6leX1raSnej3YbMYp0XjFmNE2MM36kOg5MdKAAQOUn5+voqIir2sbAmpaWlrnFRAAAADoIpjAyLoIo22QnZ0tl8ulzMxM97EJEybINE1lZ2d7XfvOO+8oKipKo0aN6uxiAgAAAB2u2lEll+ny2fu9xowygZGldJlfHSxbtkyStGnTJknS2rVrVVRUpNDQUI0dO1aSlJWVJUnudUgPHjyou+++W1OmTFFycrKcTqdWr16tV155RaeffromT57sfn5aWppmzJih2bNnyzRNDR48WB9//LGys7M1a9YshYSEdObHBQAAADrc9oJtWrLjLUUFR+pXmb9VsD2408vgMOvc27SMWkuX+dO67bbbvPaffvppSVKvXr3c4fNoERERio2N1fPPP6/8/HyZpqk+ffrohhtu0A033KCAAO/qe/DBB9W9e3ctXLhQ+fn56tOnj/785z/r8ssv75gPBQAAAPjQhtz1MuVSSU2J9hbvUUb8oE4vg/dsurSMWkmXCaPbt28/4TVHh9Lo6GjNnTu3xe8ICgrS7bffrttvv73V5QMAAACspqiq0L1dUVvukzI4XU73Ni2j1sKYUQAAAACt5jLrW0QbVNT5Jox6TWBkEEathDAKAAAAoNVKa0pkqnHiooq6Cp+Uw3s23UCflAFtQxgFAAAA0GpF1d5LGvosjJos7WJVhFEAAAAArVZ8VBit9IOWUSYwshbCKAAAAIBWK6o5umXUDyYwYsyopRBGAQAAALTa0S2jFbUVMk2z08vhPWaUMGolhFEAAAAArXZ0GHWYDtW6aju9HE7GjFoWYRQAAABAq5im2WQCI6m+dbSz0TJqXYRRAAAAAK1SWVehumZaQX0xiRETGFkXYRQAAABAqzTXKir5ZnkXp2fLqME6o1ZCGAUAAADQKsU1zYdRX7eM0k3XWvjTAgAAAE4BLtOlNQe/0NaC73R6jzOV2e30DnuXZ8uoIUOm6mfRrairUElNiQ6VHXAf62hOs3FpF7rpWgthFAAAALC4stpSZa97U98d2i5J+mjPv5URP1jB9uAOeZ/nTLoJYYnKq8yVJB0qP6gvD34uh8cMt53FZthkM+j4aSX8aQEAAAAW5nA59MrmhdpTuMd9zGk69UP5kQ57p2fLaK/I3u7tPcW7fBJEJSkhNNEn70Xb0TIKAAAAWFhJTYlKakoUEuI9ec/h8oNKjk5p9/fVOmuVW9EYdHtHJmvDD+ubXNcrsrcig6La/f3NCbaH6MweZ3XKu9B+CKMAAACAhXnOJuvpUPmhVj+rzlmnAFuADMM45jV7i/e4Wz8TQhPVI7xHs9dd0G+KEsO6tboM6DoIowAAAICFeU7g4zmZ0OFWhtEteZv0/q5sxYfG67KMnyk6JKbZ63YWbnNvp8WlKzwwosk1QfYgus3ihBgzCgAAAFiY09UYRruH91CAUd/eVFpboora8hY9wzRN/Xf/f2TKpfyqPL3+3Ssqry1r9l27ina69wfGpSskIETGUbGiV2Sf47auAhJhFAAAALA0l+lybwfaAtU9orHb7KHyg17XVtSW69PvP9HSXdkqqCpwH8+rzPVaO7S4pkgvb16o/3y/SnuKdqnGWSNJ2l/2vaqd1ZKkyKAo9QjvKcMwFB4U7vWeXhG9BZwI3XQBAAAAC/PspmszbOoR3lMHyw5Iqu+qOzAuXSXVxVpzaLW+zf3Gff3uol268rSrlRjWTds9ut42KKkp1uqDn2u1PpchQ93De3itHZoWl+5u/QwLCPdqSfWcYRc4FsIoAAAAYGGeYdRuC1BSRC/3/p7i3SqrLdPmvE0y5fK6r9JRode3vKIrT7ta2wu2uo8PSRiqbYXb5HDVuY+ZMnWk4rDX/QPj0t3b4UHhUmX9tiFDSZG9BJwIYRQAAACwMNdRLaM9I5Lc+0cqDjcJkT3Ce6qwukC1zlpVOir06uYX3V1vA4wAnd9vssb1naj9pTnaX/q99pd+r7zKXK9W0fDAcPWJTPbab5AY1l3B9uB2/5w49RBGAQAAAAvznMDIbtgVHRyj0IAwVTkqva7rE5Wi0b3GqG90qg6WHdCb215TrbPWHUQlKTWmv4LsQQqyBykjfrAy4gdLkqodVTpQdkD7S79XRV25Tu9+puw2u/s+zxl1e9NFFy1EGAUAAAAszOkxgZHdZpdhGEqLy9C3ueslSf1iBmh0rzHqHdXHfV3vqD66POPn7kDaID1+ULPvCAkI1YDYgRoQO7DZ8xnxg7Tu8FcyZSqz++nt8bHQBRBGAQAAAAtzmg73tt2ob62cmDpJ/WL6KzYkVt3Cuzd739GBNMgepAGxA9pUhp4RSbrpzNtkM2wKCQhp0zPQ9RBGAQAAAAtzuRpbRm0/htEAW4DS4zNOeG/vqD66ZsivtDHvWw2MTVNIQGibyxEWGNbme9E1EUYBAAAAC/NcZ9Ru2Fp9f0JYorJSJrRnkYAWaf23FQAAAIDfcHh20/WYVAjwd4RRAAAAwMI8Z9Nt6KYLWAFhFAAAALCwk+2mC/gK31YAAADAwlymxzqjdNOFhRBGAQAAAAtzeIZRg/lJYR2EUQAAAMDCPFtGbXTThYXwbQUAAAAszHOdUTsTGMFCCKMAAACAhTkZMwqLIowCAAAAFuZ0Na4zSjddWAnfVgAAAMDCnB5Lu7DOKKyEMAoAAABYmOc6owF004WFEEYBAAAAC3Oajd10mcAIVkIYBQAAACyMbrqwKsIoAAAAYGEuF+uMwpr4tgIAAAAWxtIusCrCKAAAAGBhXmGUbrqwEMIoAAAAYGFOl+eYUX68h3XwbQUAAAAszEXLKCyKMAoAAABYmPeY0QAflgRoHcIoAAAAYGHeLaP8eA/r4NsKAAAAWBjrjMKqCKMAAACAhTldLO0CayKMAgAAABbmNB3ubbrpwkr4tgIAAAAW5nLRTRfWRBgFAAAALMxzzChLu8BKCKMAAACARblMl0x5tozy4z2sg28rAAAAYFGey7oE2AJkGIYPSwO0DmEUAAAAsCjvZV340R7WwjcWAAAAsCjPyYtY1gVWQxgFAAAALMp7WRfCKKyFMAoAAABYlNdMurSMwmL8Loxu3LhRb775ptexFStW6KKLLtK5556r2bNn+6hkAAAAgH9xuhonMGLMKKzG776xc+fO1apVq9z7hw4d0p133qm8vDxFRkZq/vz5euutt3xYQgAAAMA/HD2bLmAlfhdGt23bpjPOOMO9v3TpUpmmqXfffVcffPCBzjnnnCYtpwAAAEBX5PQIo3TThdX4XRgtLi5WQkKCe/+zzz7TiBEj1L17d0lSVlaW9u3b56PSAQAAAP7DK4wygREsxu/CaFRUlPLz8yVJtbW1+vbbb3XWWWe5zxuGoZqaGl8VDwAAAPAbXku7EEZhMX4XRjMyMrR48WJt3rxZzzzzjGpqajRmzBj3+QMHDig+Pr5Vzzxy5IgefvhhXXnllTr99NOVnp6uNWvWtLpstbW1uvDCC5Wenq6FCxc2OV9XV6e//e1vGjdunIYMGaIpU6Zo0aJFrX4PAAAA0BJ004WV+V0Yvemmm5SXl6fLLrtMzz33nEaPHq2hQ4e6z3/yySfKzMxs1TNzcnK0dOlShYWF6eyzz25z2ebOnauysrJjnn/ggQf0wgsv6Nprr9ULL7yg//mf/9F9992n119/vc3vBAAAAI7FRRiFhfndlFtnnHGG3n77bX322WeKjIzU5MmT3eeKiop0zjnnaOLEia165ogRI7R69WpJ9cvEeM7W21Jbt27VggUL9MQTT+gPf/hDk/M7d+7U4sWLNXPmTF133XWSpFGjRik3N1dz5szRjBkzFBwc3Or3AgAAAMfiYGkXWJjfhVFJSk1NVWpqapPjsbGxuvfee1v9PJvt5P5iOhwO3Xvvvbriiis0bNiwZq9ZsWKFDMPQ1KlTvY7PmDFD77//vr788kuNHTv2pMoBAAAAeHKZjWNGWdoFVsOvT1rghRdeUGFhoW6//fZjXrNz504lJCQoLi7O63h6erokaceOHR1aRgAAAHQ9TtPh3qabLqzGL399snTpUr388svKyclRcXFxk/OGYei7777rlLLs2bNHzzzzjObMmaOIiIhmyyPVL0kTExPT5Hh0dLT7PAAAANCePFtGmU0XVuN3YfT555/XU089pZiYGGVmZio2NtZnZTFNU/fdd5/OO+88jR8//oTXG4ZxzGPNnTue+PiIVl1/KklMjPR1ETpdV/zMx0N9UAeeqIt61EMj6sIb9dG16yCyNlghIYGS6seMduW68EQ9WIPfhdHXXntNmZmZWrhwoUJCQnxalkWLFmnr1q1avHixSktLJUnl5eWSpJqaGpWWlioiIkI2m00xMTHNdsVtaBFtaCFtqYKCcrlc5kl+AutJTIxUXt6xZyw+FXXFz3w81Ad14Im6qEc9NKIuvFEf1EFBYZmqq+sk1Y8Z7cp10aArfCdsNuOUaLzyuzGjeXl5uuiii3weRKX6caCVlZWaPHmyRowYoREjRujiiy+WJM2ePVsjRozQ3r17JUkDBgxQfn6+ioqKvJ7REFDT0tI6t/AAAAA45XmuM3qyk3YCnc3vWkZTUlKOu5ZnZ7r66qs1YcIEr2P5+fm64447dNVVV2nSpElKSkqSJE2YMEH/7//9P2VnZ+vaa691X//OO+8oKipKo0aN6tSyAwAA4NTn8ljahTGjsBq/C6O//OUvNW/ePF199dWKiGi/pudly5ZJkjZt2iRJWrt2rYqKihQaGupeciUrK0uS3OuQpqSkKCUlxes5Bw4ckCQlJyd7Bcy0tDTNmDFDs2fPlmmaGjx4sD7++GNlZ2dr1qxZftHSCwAAgFOL03MCI2bThcX4XRi12+2Kj4/X5MmTdckll6h3796y25v+xZo2bVqrnnvbbbd57T/99NOSpF69ernD58l68MEH1b17dy1cuFD5+fnq06eP/vznP+vyyy9vl+cDAAAAnjy76bLOKKzGME3Tr2bJycjIOOE1hmFo69atnVAa32ECo66jK37m46E+qANP1EU96qERdeGN+qAO/vP9Kq0++Lkk6adDLtSQyLN8XCLf6wrfiVNlAiO/+/XJiy++2OplUAAAAICuyMk6o7AwvwujTPQDAAAAtIzTcwIjxozCYvxq/ueKigoNGjRIzzzzjK+LAgAAAPg9p+lwb9MyCqvxqzAaHh6uqKgoxcfH+7ooAAAAsIgaZ43Ka0/tMYLH4mI2XViYX4VRqb6b7tq1a31dDAAAAFhAYWWhnv56juatf1pb87f4ujidzkU3XViY34XRu+66S+vWrdPf/vY3lZeX+7o4AAAA8GPfHP5GDlednKZT7+58WyXVxb4uUqdyeC7tYvjddDDAcfndN/a6665TTU2N5s2bp3nz5ikuLk4hISFe1xiGoRUrVviohAAAAPAXh0oPee0v3f2erhx8dZdZncGzm67N5nftTMBx+V0YTUpK8nURAAAAYBF5FXle+9+X7tMn36/SeclZXSKQujxaRpnACFbjd2H05Zdf9nURAAAAYAG1zloVVhU2Ob7m0Bcqqy3V5P4/VYAt0Acl6zxNlnYxfVgYoJVoywcAAOgiHK46OVyOE19oEflVeTLN+vQVExyr1Jj+7nPf5W/W8r0fnfQ7quqq9Pb2RVq87Q0VVxed9PPam4OWUViY37WMAgAAoP2tO7JWK/Z+JMlUVHC0BsalKStlomyGddsmcity3ds9InrqogHTtHzfMm34Yb0kaUveRl3Qb/JJddddlbNcOwq3SZIOlx/UpRk/U88I/xlW5tlN12azSa7jXAz4Gb8LoxkZGSf8B8MwDH333XedVCIAAABrc5ku/Xf/f2T+mFRKaor19eGvlBTRS4MThvi4dG2XV/mDe7tbWDfZbXZNSp2s7QXbVOWolMN0qLS2VNHB0W16fm7FD9qct9G9X1FXoVe3vKSLB87QwLi0ky5/e/CcwIjZdGE1fveNnTZtWpMw6nA4tH//fn377bdKT0/XoEGDfFQ6AAAA6zlQul/Vjqomx7cVbLV0GM2tbGwZTQzrLqm+0SIuNE4HyyolSUXVhW0Oo598v0rmUYMwHa46vb39TZ2feqFO73FmG0vefpqMGQUsxO/C6OOPP37Mc+vXr9fvfvc7PfDAA51XIAAAAIvbWbTdvZ0S1Vc5pfskSXuKdqnWWasge5CPStZ2pmkqrzLX/dNst7Bu7nOxIXE6WHZAklRUVai+0amtfn5OyT7tKd4lSTJk6OK0Gfo4Z4VKakpkytSHez9QSU2JxiaP8+msvU6TMArrstQggTPOOEMzZszQX/7yF18XBQAAwBJM09TOwh3u/VFJP1FCaKIkyWE63IHLasrrytytvUH2IEV5tH7GhcS5twurC9r0/LWHv3RvD0kcpoz4wbpmyK/UI7yn+/iXhz7Xe7uW+HRSKM9uukxgBKuxVBiVpL59+zJeFAAA4ARKqou1rWCrDpYdUHFN/SywgbYgJUf3VUb8YPd12wq2+qqIJyWvwrOLbjev1slYjzBaVN106ZcTqXHWaG/xHvf+T3qNkSSFB0Xo56ddowGxA93nvsvfrLe3L3LP6tvZ6KYLK7NcGP3qq68UHBzs62IAAAD4rdyKH/T8t89pyY7FenXLS+7j/WL6K8AWoPT4DPex3UW7VOes80UxT4r3eNFuXufiQuPd282tQ3oiu4t2uru/dgvrobjQxnAbZA/SjPTLNbz7Ge5je4p3aWPehla/pz04zcZWWVpGYTV+N2Z0yZIlzR4vLi7W6tWr9emnn+qyyy7r5FIBAABYQ7WjWu/sWKw6V60kuWfQlaSBcemSpITQRMWHxqugqkB1rlrtKd7tFVCtIM8jjHb7cfKiBjEhse7t4poiuUxXq5aw2V6wzb2dHp/e5LzNsGlS6mTZjQCtO/KVJOnjfSs0IGagwoMiWvye9uD06KZrs9kk+aaFFmgLvwuj99xzjwzDaLarQ0BAgC699FLdc889PigZAACAfzNNU//e/X6zXVMN2dQ/ZkD9tmEoPW6Qvjj4mSRpR+G2UyqMBtuDFR4YoYq6crlMl0prSrwC6vHUOeu022McbXpc86s4GIah85KztKtoh0pqilXtrNbyfR9qWtolbfg0bee5zmj90i7Wa+VG1+V3YfSll15qcswwDEVHR6t3794KCwvzQakAAAD839dHvtL2wsYxoJNSJ+uHyiPaVbRTI3qOUmhgqPtcenxjGN1ZtF0Ol0MBNr/70bBZTpdT+VV57v2EsMQm18SFxKmirlySVFhVcNwwWu2o0q6incqt+EEOl0MOV32giw+Nb/bZDQLtgbqg3xS9sfVVSdK2gu+0r+SMNs3e21ZNx4wSRmEdfvcvzsiRI31dBAAAAMs5ULpfq/atcO+f2WPEcdfB7BbWXTHBsSquKVKts1Z7i/doYFxaZxT1pBVWF7hnkY0NjVVIQEiTa2JD47S/7HtJUlF1kfu4aZoqrC7UkfJDOlxxSIfL6//znJW2QVrciVuLU2P6aUjCUG3O3yRJWrVvhX457PpOW+7FazZdJjCCxfjdBEbjx4/XypUrj3n+448/1vjx4zuxRAAAAP6toq5CS3a+5R4f2jMiSeNSJhz3HsMwlB7f2AXVs0XV3+VW/ODe7h7Rvdlr4kIaJzE6XHFInx/4VK9veVl/XfsXzd/wd723a4m+PvyVDpYdaDaISvKadfh4xqZk/dhFVsqtPKItPwbTjuYyXTJ/HCNq/Ph/gJX4XcvowYMHVVlZeczzVVVVOnToUCeWCAAAwH+5TJfe37lE5bVlkqQQe4imDbykRV1u0+MztObQF5KkXYU7LNNV13Mm3WOFUc/lXTbnbTzhM3uE91Tf6H4qqi5UUXWhMuIHqXt4jxaVJzIoSiOTznZ3e16x90NtztuohLBEndvnPAXbO2YlCM/xojbD1mmtsUB78f9/bY6Sn5+vkJCmXTEAAAC6oi8OfKa9JY1rYl40cLqiQ2JadG/P8CRFBUWrtLZE1c5qfV+yT/1iB3RUUduN5+RFPSKbD4yxxxkjGhIQqp4RSeoZnqSeEUlKikg66VlwR/UarQ0/fKNKR4WqndXaV7JX+0r2KiwgTKN7n3tSzz4WB2uMwuL8IoyuXbtWa9asce8vX75cOTk5Ta4rKSnRBx98oEGDmp/VDAAAoCvZmb9Tnx/41L0/utcY9W9FmKzvqpuhtYfrfw7bXrjNemE0oodU1fQaz7VBG4xLHq+M+MGKCo5u91bEYHuwJqSer+yd73gd31+2v13f48mze7GNNUZhQX4RRtesWaO5c+dKqv9H8aOPPtJHH33U7LUpKSmaOXNmZxYPAADA75TWlOrNnW+6xwymRPXVmD5jW/2cjPjBXmF0Ur/JrVqTs7NVO6pUVlsqSbIbdiWEJ6igqqLJdQG2QCWGdXMH14l9L9CZPUd0aNkGJwxRUkQvHS4/pHd3vi1Jyq040mHvc5oO97bdj//MgGPxizB67bXXavr06TJNUxMmTNC9997bZJIiwzAUFhammJiWdTsBAAA4VTldTi3Z8ZYqHfXzbIQHRmjqwOltCpFJEb0UERSp8toyVTuq9H1pTqcuTdJanuNF40MTj/uZL+z/U607vFYDYgdqUMJpnVE8xYTEKio4WgG7A+Vw1amirkIVdRUKDwxv93e5XB4z6Rp+8WM90Cp+8a2NjIxUZGSkpPp1Rvv376/4+PgT3AUAANA1fX7gUx0qP6CQkEAZsunitBltHvNoGIbS4zK07shaSdL2gq1+HUbzKhrDaLfjrAEq1QftpIG9OrpITdgMmxLDEnW4vH7SzdyKH5Qa06/d3+MwGTMKa/O79vyRI0e6g2hOTo7WrVunsrIyH5cKAADAf3guHXJe8jglR6Wc1PM8l3jZUbjtmEud+APPltHE8OZn0vUH3cIaJ1bqqK66R8+mC1iNX35rP/74Y02YMEEXXHCBrr76am3evFmSVFBQoIkTJ2rZsmU+LiEAAIDvVNY1ztiT2f2Mk35e78g+7m6kFXUVOtCBk+6cLM/Ji7qF+XEYDe/m3vYM0O3J85cGdiYwggX5XRhds2aNbrnlFkVHR+vmm2+WaZruc/Hx8UpOTtYHH3zgwxICAAD4jmmaqnPVuveD7EEn/UybYVNaXIZ7f3vBtpN+ZkcwTfOoMNrtOFf7lmdQzuugMOpkaRdYnN+F0WeeFc/C1AAAIABJREFUeUbp6elatGiRrrrqqibnhw8fri1btvigZAAAAL5X6xFEA+2B7dY907Or7s7C7V4NAv6iuKbIHcTDAsIV1gGTArWXbh5diPOr8uRwOY5zdds46aYLi/O7b+3mzZs1depU2WzNF61Hjx7Kz8/v5FIBAAD4h1pnjXs72B7cbs9Njkpxt7KW1paoqLqo3Z7dXjxbGBPDEtt9rdD2FGwPVnRw/SoQLtOlwqqCdn+HdxilZRTW43dh1OVyKTAw8Jjni4qKjnseAADgVFbrrHNvBwe0Xxi1GTb1iWycCOn70n3t9uz2klvhOXmR/3bRbeDZVTe38od2f77Lo5tuAGEUFuQXS7t46tevn9atW9dsF12pfnKjjIyMZs8BAACc6jxbRttjvKinlOi+2l28U5K0r2SvhrfD5EjtySqTFzXoFt5dO4u2S5JW7luuLw581q7P9+yyzZhRWJHfhdFLL71UjzzyiBYtWqTx48dLql//qqqqSk899ZQ2bNigJ554wselBAAA8I1aZ2MAac+WUUle64vmlOyTaZp+1RXWu5uu/7eMdvcYN1rlqFSVo7LD3hVgo+cgrMfvwujPf/5zrV+/Xn/605/0xBNPyDAM3XnnnSouLpbT6dSMGTM0depUXxcTAADAJzpqzKhUH/BCA8LcwSmvMtdrIh5fqnPWqai6UJJkyFBiWKKPS3Ri/WL6Kz40QQVVHTvfSYARoKGJmR36DqAj+F0YlaQnn3xSkyZNUnZ2tvbs2SPTNDVs2DBNmzZNkyZN8nXxAAAAfKamA1tGDcNQSnSKthVslVTfVddfwmheVa5M1c/wGxsSZ4mWwABboK7PvFGF1YWSOm524vDACIUEhHTY84GO4pdhVJImTpyoiRMn/v/s3Xl8VfWd//H3ublZbzay7yEQwiaLC4IrFpG6L7Tg0jKlOradqlM70/Yho79W23l0uj10qk7Vjt206lRQkIKistiqgKLITkggLFkI2fftLuf3R8ol1ywkIck9uXk9Hw8fnnvO99zzOScaefs93+/X32UAAABYinMYw6gkZUfneMPoiYZjujht3pBfYzB8xouOgsmLTjMMQ/Hh8f4uA7AkS82m29zcrKlTp+p//ud//F0KAACAJQ3nBEaSlO0zbvS4zxhVfxpt40UBnJ2lekYdDoeio6MVH8//PQIAAOjJcL6mK0njwsYpNnSc6tpr5fR06LNTn2p28gXaXvqhGtsbhvx6/XW84bh3ezTMpAvg7CwVRiVp7ty52rFjh+644w5/lwIAAGA5HZ7hm8BI6nytdG7aJXr76JuSpI/LtulI7WFLrTtKzygQGCz1mq4kff/739enn36qJ598Uk1NTf4uBwAAwFKGc2mX02YkzVJkSJQkqdnZbKkgmuJIVUxorL/LADAELNczunz5crW3t+uZZ57RM888o7i4OIWF+c4OZhiGNm7c6KcKAQAA/McnjA5Dz6gk2W12XZJ2md49tsFn/wXJFyktKn1Yrtkfdptd42MmWGrtUwCDZ7kwmpaW5u8SAAAALKtrGA2xD/0ERqfNSp6traUfqNnZ+abatITzdE3OtQRBAEPGcmH0xRdf9HcJAAAAluX8fM+oe3iuY7cF68bcm/V20VtKi0rX9RNvJIgCGFKWC6MAAADoXbfZdIcpjEpSTuxEfeuC+4fvAgDGNMtNYAQAAIDeDfc6owAwUgijAAAAo8hIzKYLACOBMAoAADCK0DMKIFAQRgEAAEYJj+mRy3RJkgwZhFEAoxphFAAAYJTo2isaHBTM7LYARjXCKAAAwCjR4XZ6t0OCGC8KYHSzZBhtamrS008/rTvvvFOLFi3SZ599JkmqqanR008/rSNHjvi5QgAAgJHXtWc0lFd0AYxylltntKamRnfeeadKSkqUlZWl4uJitbW1SZLi4uK0Zs0aNTY2asWKFX6uFAAAYGR1nUmXnlEAo53lwuh///d/q6qqSq+++qpSU1N16aWX+hy/+uqrtW3bNj9VBwAA4D/tXWfStdEzCmB0s9xrulu2bNFdd92l6dOn9zgoPzMzU+Xl5X6oDAAAwL+69owG85ougFHOcmG0trZWWVlZvR43DEPt7e29HgcAAAhUTs+ZMBrKa7oARjnLhdHExEQVFxf3evzgwYNKTU0dwYoAAACswec1XXpGAYxylgujV155pVatWqWKiopux3bv3q01a9bo6quv9kNlAAAA/sUERgACieUmMLr//vu1efNm3XbbbVqwYIEMw9CaNWu0cuVKvfPOO0pKStK9997r7zIBAABGHEu7AAgklusZTUxM1KuvvqqZM2fqtddek2maeuONN/TWW2/p8ssv18svv6zY2Fh/lwkAADDimMAIQCCxXM+oJKWmpuqZZ55RU1OTioqKJElZWVmEUAAAMKb5vqZLGAUwulkujNbW1mrcuHGSpMjISM2cOfOcv7O8vFzPP/+89u/fr/z8fLW0tOiFF17Q3Llzz3rus88+q3feeUelpaVqbm5WUlKSLrvsMn3729/uNpGS0+nUM888o9WrV6uyslLZ2dlavny5lixZcs73AAAA0DWMMpsugNHOcmH0iiuu0FVXXaVbb71VV111lez2cy/x+PHjWr9+vaZNm6Z58+Zp8+bN/T63oaFB1157rXJzc+VwOHTkyBE988wz2rJli9avX6+YmBhv20cffVTr1q3Td7/7XU2dOlXvvfeeHnnkEblcLt15553nfB8AAGBs6zpmNMRGzyiA0c1yYXTRokXavHmzNm3apJiYGN1444265ZZbNGPGjEF/55w5c7Rt2zZJ0saNGwcURn/wgx/4fJ47d64yMjJ07733asuWLbr11lslSYWFhVq1apVWrFih5cuXe9tWVFToiSee0OLFixUayv/BBAAAg9fObLoAAojlJjB6/PHH9cEHH+jHP/6xcnNz9dJLL2np0qW64YYb9Pzzz+vUqVMD/k6bbWhv8/RrxF17bTdu3CjDMHTzzTf7tF28eLHq6+u1ffv2Ia0BAACMPR2sMwoggFgujEqdY0WXLFmiP//5z9q4caPuv/9+uVwu/epXv9KCBQt0zz33jHhNLpdLbW1tOnjwoH76059qwoQJWrBggfd4YWGhEhISFBcX53Pe5MmTJUkFBQUjWi8AAAg8Tg8TGAEIHJZ7Tffz0tPTdd999+m+++7TunXr9Oijj2rr1q0jWkNzc7MuuOAC7+dZs2bpT3/6kyIiIrz76urqepzt9/SY0rq6ugFdMz4+cpDVjn6JiVH+LmHEjcV77gvPg2fQFc+iE8/hjLH8LIJCpDAjWJKUlhwvaWw/j9N4BmfwLDrxHEYHy4fRpqYmbdiwQW+88YY+/fRTeTweTZo0aURrCA8P16pVq+R0OlVUVKT//d//1bJly/Tiiy8qKSnJ284wjG7nnt7X07G+VFc3yeMxz63wUSgxMUqVlY3+LmNEjcV77gvPg2fQFc+iE8/hDKs9iw53h6pbq0bsenVNjfKYHklSQ22HHMkOSz0Pf7DaPxP+xLPoNBaeg81mBETnlSXDqGmaev/99/XGG29o06ZNamtrU1xcnL7yla/otttu07Rp00a0HpvN5p1A6YILLtAVV1yhq6++Wr/97W/1yCOPSJJiY2N7fBX3dI9o11l3AQDA6NfQ3qDf7/mt2lytI35tm2GT3WbJP8YBQL9Z7rfYz3/+c/31r39VdXW17Ha7d5mX+fPnD8kyL0MhOTlZKSkpOnbsmHdfbm6u3nzzTZ91UqUzY0Xz8vJGukwAADCMPin/2C9BVJJiQ8edvREAWJw10l0Xf/jDHzRjxgz9y7/8i2688UZL9igWFxerrKxM8+fP9+5buHChfv3rX2vt2rX62te+5t2/evVqRUdHa+7cuf4oFQAADAO3x639lXu8nxPCE0espzI0KFSXZFw+ItcCgOFkuTC6fv16TZw4cci/d8OGDZKkvXv3SpJ27Nih2tpahYeHe0Pl6dlxT69DWlpaqu9///u6/vrrlZWVJbvdroKCAv3xj39UdHS0vv71r3u/Py8vT4sXL9bjjz8u0zQ1bdo0bdmyRWvXrtUPf/hDhYWFDfk9AQAA/yiqO6JmZ7MkyREcqbtnfUM2w5KLFACAZVkujA5HEJWk73znOz6fn3rqKUmds/WeDp+fFx0draysLL344ouqqKiQ0+lUcnKyrrzySn3zm99Uenq6T/vHHntMycnJ+uMf/6iqqiplZmbqJz/5iZYuXTos9wQAAPxjT8Uu7/Z5iTMJogAwCH4Po2vWrJEk3XLLLTIMw/v5bG699dYBXefQoUNnbfP5UBoVFaWf/exn/b5GSEiIHnzwQT344IMDqg0AAIwezc5mHa4t9H6emTTbj9UAwOjl9zD60EMPyTAMXX/99QoJCfF+Ns3elzUxDGPAYRQAAGAo5FcdkKnO5VXSozIUHx7v54oAYHTyexh94YUXJHX2Knb9DAAAYEUVLRXe7clxU/1YCQCMbn4PoxdffHGfnwEAAKykob3Ouz0ujCVWAGCwLDfafsWKFdq9e3evx/fs2aMVK1aMYEUAAABn1LfXe7djQmP9WAkAjG6WC6OrV6/WiRMnej1eUlLS70mOAAAAhpJpmmroEkajQ6P9WA0AjG6WC6Nn09LSIrvd728XAwCAMajF1SKX6ZIkhQSFKMwe7ueKAGD0skSqKysrU2lpqfdzUVGRduzY0a1dfX29XnnlFWVnZ49keQAAAJKk+i7jRXlFFwDOjSXC6Ouvv66nn35ahmHIMAw9++yzevbZZ7u1M01TNptNP/3pT/1QJQAACDSmaaqo7ohCg0KVEZ151vYN7Q3e7ZjQmOEsDQACniXC6MKFC5Weni7TNPUf//EfWrp0qc4//3yfNoZhKCIiQjNmzFBqaqqfKgUAAIHC7XFr3eE3dLB6vyTp+ok3aWbS7D7P8RkvGkIYBYBzYYkwOmXKFE2ZMkVS5yu7ixYtUl5enp+rAgAAgcrlcWr1odd0pK7Qu+/tojeVEJGotMj0Xs/znUmXMAoA58JyExjdf//9BFEAADCs/n7iPZ8gKklu063XD61Uc0dTr+d1HTMaTRgFgHNiiZ7RnlRVVWnfvn2qr6+XaZrdjt96661+qAoAAASCwtoC7/bs5AuUX3VAbe42NXU0anXBKt0x7auy27r/Mcl3zCgTGAHAubBcGPV4PHrssce0atUqeTyeXtsRRgEAwGB0uDtU11YrSTJk08Lxi5Q3brJW5v+fTJkqaSzW5mPvatGE67qd2+Azmy49owBwLiz3mu7vfvc7/eUvf9ENN9ygn/3sZzJNU//+7/+uH/7wh8rOztZ5552n3//+9/4uEwAAjFJVrZUy1fnWVVx4nOy2YE0Yl6v5WQu8bXae+kS7Kz7zOa/d3a42d5skKcgIUkSwY+SKBoAAZLkwumbNGl1++eX6xS9+oSuvvFKSNH36dN155516/fXXVVtbq/379/u5SgAAMFpVNFd4txMjkrzbc9Mu0ZT4ad7P7xS9pdLGEu9nn5l0Q2NkGMYwVwoAgc1yYbS4uNgbQm22zvJcLpckKSIiQosXL9bKlSv9Vh8AABjdKlvOhNGkLmHUMAxdP/EmJUUkSzozoVFTR6Mk35l0o0OiR6haAAhclgujYWFhsts7h7JGRETIMAxVV1d7jycmJqq8vNxf5QEAgFGuouWUd7trz6gkhQSFaPHkJQqzh0uSmp1NeqNwtUzT9JlJNyaMyYsA4FxZLoympaWpuLhYkhQcHKysrCy9//773uNbt25VfHy8v8oDAACjmGman+sZTe7WJjZsnG6ZtFiGOl/DLW44rn2Ve3xm0o0OYfIiADhXlguj8+bN07vvvuv9fMstt2j9+vVatmyZli1bpg0bNui667rPbgcAAHA2Tc5GtblaJXX2gva2VmhO7ARdnHaJ9/OW45tUWHPI+5mZdAHg3FluaZe7775bl112mTo6OhQSEqJvfvObqqmp0dq1a2Wz2bR06VL967/+q7/LBAAAo1Dl5yYv6msSossyrtCBqn1q7GhQi6tZLa5mSZ3LwWREZw57rQAQ6CwXRpOSkpSUdGb8RlBQkB555BE98sgjfqwKAAAEgq6v6H5+vOjnhQSF6Orxi7SmYJV3n82w6doJN2hcWNyw1QgAY4XlXtMFAADoj5rWGm0v3aqqlsp+nzOQMCpJk+OmaNK4yZKkCLtDd05bpplJswdeLACgG7/3jJaVlQ3qvLS0tCGuBAAAjBYlDcV6Nf9ldbg79H7xe1o04TrNSjq/z3PcHrfKms78uaOnyYs+zzAM3ZK3WGWNpUpyJCvMHnbOtQMAOvk9jC5YsGBQi0YfPHhwGKoBAABWdag6X5/V1aq1yaXtZVvV4e6Q1Lke6FtH1im/6oDSozKVEpmqVEeqHCGR3nM9pkd/PbxGNW2dy8XZDFu/ekYlyW6zKysme+hvCADGOL+H0fvuu29QYRQAAIwdZY2lWl2wUmFhwWprc/bY5mh9kY7WF3k/R4ZEKcWRKkdwpE42lami5cw65ZekX04vJwD4md/D6AMPPODvEgAAgMVVt1Z12xdhd+jLU2/XJyc/1oGqfd2ON3U06nBHY7f9F6bM0eUZVw5LnQCA/vN7GAUAADibDk+HdzshPFHZMeN1YcrFiguP082TbtNlGVeqrLFE5c0nVd58UqeaT8nl8e1BNWTogpQ5Wjh+EW9lAYAFWC6M9ndCIyYwAgBg7HC5zwTLnNgJunr8Ip/j8eHxig+P1wzNktQ5RrS6tUrlTSfV5m5TXFi8khxJigqJHtG6AQC9s1wY7e+ERkxgBADA2OH0uLzbwbaQs7Y/PUFRfycpAgCMPMuF0Z4mNHK5XCouLtamTZuUl5enK69knAcAAGNJ19d0g4OC/VgJAGCoWC6M9jWhUXFxsW6//Xadd955I1gRAADwt66v6Yb0o2cUAGB9Nn8XMBCZmZm6/fbb9eSTT/q7FAAAMIKcXSYjsgdZ7v+lAwAGYVSFUUlKTk7WkSNH/F0GAAAYQc6ur+naeE0XAALBqAujGzduVHQ0M+EBADCWON0Dm8AIAGB9lnvP5emnn+5xf319vbZv367CwkL98z//8whXBQAA/IkJjAAg8IyaMCpJCQkJevDBB3XvvfeOYEUAAMDfXF3GjPKaLgAEBsuF0U2bNnXbZxiGYmJi5HA4/FARAADwN6ebMAoAgcZyYTQ9Pd3fJQAAAIvpOoFRSBBjRgEgEIy6CYwAAMDY4zuBET2jABAILNczKkk7d+7USy+9pOPHj6uurk6mafocNwxDGzdu9FN1AABgpPmuM0oYBYBAYLkw+uqrr+pHP/qRgoODlZOTo9TUVH+XBAAA/Mg0TSYwAoAAZLkw+uyzz2rq1Kl6/vnnFRcX5+9yAACAn7k8LpnqfEvKbrPLZjDKCAACgeV+m1dXV+tLX/oSQRQAAEjyfUWXyYsAIHBYLoxOnDhRDQ0N/i4DAABYhNN9ZibdYMaLAkDAsFwY/da3vqWXX35Zp06d8ncpAADAApyMFwWAgGS5MaOLFi1Sa2urrr/+ei1cuFDp6emy2Xwzs2EYuu+++/xUIQAAGEk+r+naeU0XAAKF5cLo0aNH9eSTT6q5uVlvvPFGj20IowAAjB1ONz2jABCILBdGH3vsMdXU1Ojhhx/WRRddpOjoaH+XBAAA/IieUQAITJYLo7t379bdd9+tZcuW+bsUAABgAT5h1EYYBYBAYbkJjBwOB8u6AAAAL2bTBYDAZLkwet111+mdd97xdxkAAMAiWGcUAAKT5cLoHXfcoebmZn3729/Wtm3bVFxcrLKysm5/AQCAsYGeUQAITJYbM3rDDTfIMAzt27dPW7Zs6bXdwYMHR7AqAADgL06Py7tNGAWAwGG5MHrffffJMAx/lwEAACyC13QBIDBZLow+8MAD/i4BAABYCK/pAkBgstyYUQAAgK7oGQWAwGS5ntEdO3b0q92cOXOGuRIAAGAFrDMKAIHJcmF02bJl/RozygRGAACMDU73mTDKa7oAEDgsF0b/67/+q9s+l8ul4uJivf7668rIyNDtt9/uh8oAAIA/dHtN1+PHYgAAQ8ZyYfS2227r9dg999zT53EAABB4nJ7PTWBEGAWAgDCqJjCKiYnRkiVL9Pzzz/u7FAAAMEJ4TRcAAtOoCqOSFB0dreLiYn+XAQAARgiz6QJAYLLca7p9aW9v19q1a5WQkDCg88rLy/X8889r//79ys/PV0tLi1544QXNnTu3z/Pcbrf+9Kc/6YMPPlBhYaEaGhqUlpama6+9Vvfcc48iIyN92judTj3zzDNavXq1KisrlZ2dreXLl2vJkiUDvlcAANCpa89oSFCI2vxYCwBg6FgujK5YsaLH/fX19dq1a5dqamr0gx/8YEDfefz4ca1fv17Tpk3TvHnztHnz5n6d19bWpqefflo33nijli5dqnHjxmnv3r36zW9+o7///e/6y1/+Irv9zCN89NFHtW7dOn33u9/V1KlT9d577+mRRx6Ry+XSnXfeOaCaAQBAp8/3jLapo4/WAIDRwnJhdPXq1T3uj4mJUU5OjlasWKGbbrppQN85Z84cbdu2TZK0cePGfofRsLAwbdq0SePGjfPumzt3ruLj4/XQQw/p73//uxYsWCBJKiws1KpVq7RixQotX77c27aiokJPPPGEFi9erNDQ0AHVDQDAWGeaplyez48ZJYwCQCCwXBjNz88f8u+02QY3NDYoKMgniJ42Y8YMSZ2v/562ceNGGYahm2++2aft4sWLtW7dOm3fvl3z588fVB0AAIxVbtMlU6YkKcgIks0YddNdAAB6wW/0Qdi+fbskKS8vz7uvsLBQCQkJiouL82k7efJkSVJBQcHIFQgAQIBwul3e7WAbM+kCQCCxRBh1u9361a9+pVdeeaXPdi+//LIef/xxmaY5QpV1V1xcrCeffFIXX3yxLrroIu/+uro6xcbGdmsfExPjPQ4AAAamw2eNUWbSBYBAYonXdNeuXavf/e53WrlyZZ/tZs6cqZ/85CeaNGnSgMeNDoWamhp94xvfUHh4uH75y192O24YRq/7ejrWl/j4yLM3ClCJiVH+LmHEjcV77gvPg2fQFc+i01h9DmZTq8LCOntEYyIcksbus+gNz4Nn0BXPohPPYXSwRBh96623dOmll+q8887rs915552nyy+/XOvXrx/xMFpbW6vly5ersbFRL774olJSUnyOx8bG9vgq7uke0dM9pP1VXd0kj8d/PcD+kpgYpcrKRn+XMaLG4j33hefBM+iKZ9FpLD+H8qZatbV1TmDUYev87+JYfRY9Gcv/bJzGMziDZ9FpLDwHm80IiM4rS7ymu3//fl1yySX9ajt37lzt27dvmCvyVVdXp+XLl6uyslJ/+MMflJOT061Nbm6uqqqqVFtb67P/dEDtOr4UAAD0j++yLowZBYBAYokwWl9fr/j4+H61jYuLG9Hxl/X19fr617+u8vJy/eEPf9CkSZN6bLdw4UKZpqm1a9f67F+9erWio6M1d+7ckSgXAICA4nR3WdaFCYwAIKBY4jVdh8PRrUexN3V1dXI4HAO+xoYNGyRJe/fulSTt2LFDtbW1Cg8P9y65cnrN0NPrkLa1temee+5Rfn6+HnnkEbW1tWnXrl3e70xJSfG+rpuXl6fFixd7J1iaNm2atmzZorVr1+qHP/yhwsLCBlwzAAD91eZq07H6ImVEZSoyJHDGSjl91hhlAiMACCSWCKO5ubn68MMPdffdd5+17Ycffqjc3NwBX+M73/mOz+ennnpKkpSenu4Nn59XVVXlDa8//vGPux2///779cADD3g/P/bYY0pOTtYf//hHVVVVKTMzUz/5yU+0dOnSAdcLAEB/maap1/L/ouLGE4oJjdW9s/9Fdtvw/Cfe7XGrqO6IkiKSFBPWfRb5oeby0DMKAIHKEmH0mmuu0c9//nNt3LhRCxcu7LXdpk2btHXrVj300EMDvsahQ4fO2ubzoTQjI6Nf550WEhKiBx98UA8++OCA6wMA4GxcHpf+dmKznB6nLkm7zBsGj9UfVXHjCUlSfXudihtOKCd2wrDU8FbROu2r3KNwe4TunnWvokKih+U6p3W4zyztYieMAkBAsUQYveOOO/TKK6/owQcf1D333KMlS5YoIyPDe7ykpEQrV67U73//e40fP1533HGHH6sFAMA/9lft1Y6TH0mSDlTt08LxX9SMxFnaXvqhT7vDtQV9htGi2sM6UL1fM5NmKys6u9/Xr2mt0f7KzjeGWl0t2lbyoRZNuM573OVxqb69XtLQzQbf+X2dmMAIAAKLJcJoWFiYfvvb3+qb3/ymnnvuOf32t7+Vw+FQZGSkmpub1dTUJNM0lZOTo+eee06hoaH+LhkAgBFX0lDs3e5wd+jNI3/V3so9Km447tPucG2BFo7/Yo9rXJc0FGtl/l9kyqMDVft0W94STYrr34zvn5Z/LLNL0Nxd8ZnmpV+m6NBo1bfV6aX9L6iho76Pbzg3vKYLAIHFErPpSlJ2drbeeOMNPfzww7rwwgsVFBSkqqoq2Ww2XXTRRXr44Ye1evVqZWVl+btUAAD8oqLlVLd9nw+iUmdvYlVrZbf9zR1NWl2wSqY8kiSP6dHqgpUqrDn7kJQ2V6t2V+zy2ec23dpW+oHaXK16Nf+VYQ2ikob9lWAAwMiyRM/oaaGhoVq2bJmWLVvm71IAALAUt8etqpYzAXNm0mzt+Vw4TIpI9gbWwpoCJUYkye1x62RTmY7VH9XB6n1qdjb5nNMZSFfptrwvK9mRqo9PblNdW63stmDZbXbZbXYF24JV21brnUwozB6uNlerJGnXqZ0qrC1QU0fnAvM2w6bY0HFDfv9pkWmalnjekH8vAMB/LBVGAQBAz2raquU23ZI6ewivn3iTpsZP0/ojf1VTR6OmJ8xQTuxErTu8RlLnK7QljcUqbjghp6fD57sMGbpu4o3aWvKB6tprvYE0yLDNwBo5AAAgAElEQVR3a9uTL2RfrT0Vu1TaWCJTpjeIStINE2/W9MQZQ3jnAIBARRgFAGAUONV85hXdZEeyJCkndqK+df59qm6tVmJEktpd7TJkyJSp+vY61bfXdfsem2HT1eMXaWbSbI2PmaBXDryo2rYaeUyPPObZg2hUSLSmJ5ynVEea1hau9nkd+PKM+QRRAEC/EUYBABgFuo4XTYpI9m7bbcFKdqRIksKDw5UVna3jDcd8zo0JjVF2TI7Gx+QoO3q8HCGRkqTo0GjdNX2ZXt7fGUglKT48QZekXy6bYcjlccnpccrlccntcUkyNCV+muy2YCU5kvXPs7+lZmezyhpLFRoUqqyY/s/MCwAAYRQAgFGgorncu530j/DZky9OuEHvndgkm2HrDJ8x4xUbOq7HmXWlzp7Or07/mj4p/1hRIdGamTRbdlv//3jgCHb0ezZeAAC6IowCADAKVDRXeLe79ox+Xlx4nBZPXjKg73aERGp+1oJB1wYAwGBYZmkXAADQs8b2RrW4miVJwbYQjQsb+tlqAQAYaYRRAAAs7mTjSe92YkRSr6/cAgAwmhBGAQCwuPLGruNFk/xYCQAAQ4cwCgCAxXXtGU2O6H3yIgAARhPCKAAAFufbM9r75EUAAIwmhFEAACzM5XGqqqVKkmTIUGIEr+kCAAIDYRQAAAurbKmUx/RIkmLDxikkKMTPFQEAMDQIowAAWFhFyynvdl/riwIAMNoQRgEAsLCK5jNhNJnxogCAAEIYBQDAwrqG0UR6RgEAAYQwCgCARZmm6fOabrKDZV0AAIGDMAoAgEU1tNer3d0uSQoLClNUSJSfKwIAYOgQRgEAsKiuvaKJjmQZhuHHagAAGFqEUQAALOoUkxcBAAIYYRQAAItiWRcAQCAjjAIAYFGnmsu920xeBAAINIRRAAAsqN3drvr2OkmSzbApPjzBzxUBADC0CKMAgFHPNE3vrLOBouv6okmOJNltdj9WAwDA0OO/bACAUc3lceql/S+ovOmkrh6/SBelXuzvkoZE1/GiKVG8ogsACDz0jAIARrXCmgKdbCqTKVN/L94SMD2kFc0V3m3CKAAgEBFGAQCj2v6qfd7tDneHdp/6zI/VDJ2KljOTF6VGpfqxEgAAhgdhFAAwarU6W1VUd9hn3ycnP5bH9PipoqHhMT2qpGcUABDgCKMAAEtzup06VJ2v0sYSuTwun2OHag52C54NHfU6VH1wJEsccrVtNXKZnffqCI5UZEiknysCAGDoMYERAMCyWjpa9OK+P3gn8wkygpTsSFFaVLrSItO1p2K3t21MaKx3KZT1h9cqv/qgLk6bp/SoDL/Ufi66zqTL+qIAgEBFGAUAWFK7u12rPlvpM6us23SrrKlUZU2lPm0NGfrS5KX6097fyW265TJdOlRzUAU1h3T7tLs0PibHp73L41J1a5VanC3Kis5WkC1oRO6pv7rec1JEsh8rAQBg+BBGAQCW9NfC1SppLZHUGTZjQmNV117bY9vsmPFKciTrpkm36f3i91TdWiVJMuXR64de1Q0Tb1GTs1EVzadU3nxSVS2VcptuSVKKI1WLJy9VSeMJ7a3co/TIDF2acblshk0nm8p0qksv5Ugpqjvi3U5yJI349QEAGAmEUQCA5TS0N+hwbaHCwoIlSYtyrtP5KReqxdnS2TPaWOLtIQ22BWt+1gJJ0pT4qZoSP1UVzaf0av4raupoVIe7Q6sLVvZ6rfLmk3r2s6e8Y0+P1h1RVWulwuxh2nVq5/Df7FnQMwoACFSEUQCA5VS3Vnq30yIzdH7KhZKkiOAI5Y6bpNxxkyRJpmnKMIxu5yc5krV0yp368/4/qsPd0eM1YkJj1NDeKFOebpMg5VcfGKpbOSdRIdGKC4/3dxkAAAwLwigAwHJqWmu82wkRCb226ymInpbkSNaXJ9+ht4+ul2Qo2ZFy5q+IFIUHh+t4/TGtLlilNlerbIZN6VGZKm447vM942NyFB0ac873NFDBtmDNTJotm8HE9wCAwEQYBQBYzukxn5IUHzb4nsGsmGzdO/vbvR7Pjhmve2d9S0V1R5QZnaWY0Fi9X/yetpV+KJth04Lx1+iC5Iv6DL0AAGBwCKMAAMvpGkaH+zVVR0ikZiTN8n6+MusLmpV0vkLtoQqzhw/rtQEAGMsIowAAy6luq/Zux4X3/prucIkJix3xawIAMNYwEAUAYCnt7nY1dTRKkmyGTbGhBEMAAAIRYRQAYCk1rWd6ReMj4hVkC/JjNQAAYLgQRgEAltI1jPY1ky4AABjdCKMAAEup7hJGEx2JfqwEAAAMJ8IoAMBSarpMXpTgoGcUAIBARRgFAFhKDT2jAACMCYRRAIBlmKbJmFEAAMYI1hkFAJxVm6tVrx1aqdLG4mG9jmlKpjySpAi7QxEhEWpW47BeEwAA+AdhFADQI4/pkSFDhmHo47LtKm44PqLXj6dXFACAgEYYBQB0c6T2sNYWvq6EiETdlHurdpZ/MqLXj7A7dEnapSN6TQAAMLIIowCAbraVfqB2d7tKG0v03Ge/8b46Oy4sTvfM+oYkY1ivH2QEyTCG9xoAAMC/CKMAAB+maaqky9jQ00FUki5OnSe7LdgfZQEAgADDbLoAAB/17XU97ncEOzQjaeYIVwMAAAIVYRQA4ONU86ke91+UOpdeUQAAMGR4TRcA4KOi5UwYnZk0W6FBoQq2BWtu2iV+rAoAAAQawigAwEdlS4V3OzMqSzOSZvmxGgAAEKh4TRcA4ONUc7l3O8mR7MdKAABAICOMAgC82t3t3gmMDNkUH57g54oAAECgIowCALwqm8+8ohsfHi+7jdEcAABgeBBGAQBep1rOvKKb7EjxYyUAACDQEUYBwILcHrdanC0jft2ukxclRSSN+PUBAMDYwftXAGAhpmnqk9JP9NquNXJ73Lpu4o06L3HmiFy7ob1Bx+qOej8zeREAABhOYyKMlpeX6/nnn9f+/fuVn5+vlpYWvfDCC5o7d+5Zz928ebPefPNN7d+/X8eOHVNqaqo2b97cY9vm5mY98cQT2rBhgxoaGpSbm6v77rtPV1999VDfEoAA1OHu0JtH/qpjzYXqcDslSRuOrFeKI1UJEYlDdh2Xx6mG9kY1dTSqoaNBTR2Nauxo0P7KvWpzt0mSbIZNSbymCwAAhtGYCKPHjx/X+vXrNW3aNM2bN6/XMNmTjRs3at++fZo+fbo8Ho+cTmevbe+//34dOHBA3/ve95SRkaHVq1fr/vvv17PPPqv58+cPxa0ACFCmaWr94bU6VHNQYWHB3v0u06W1hWv0TzO+fs6TCZ1sKtOagte8s+X2xpChBdnXyBHsOKfrAQAA9GVMhNE5c+Zo27ZtkjrD5UDC6H/+53/KZuscWvvtb39b+fn5Pbb729/+pq1bt+rpp5/WNddcI0maN2+eiouL9bOf/YwwCqBPH5dt06Gag97PU+Onq6AmX27TrYqWcn1Q/Hddlb1g0N/f5mrTmoJVqm+v77NdTGisbsy9RZnRWYO+FgAAQH+MiTB6OkwO57nvvvuuoqKifF7JNQxDt912m/7f//t/Onz4sHJzcwddB4DAdbz+mN47ceZ/ks3Lmqd58Vfp05M79O6xDZKkT05+pDlpcwfVW2mapt4uetMbRA3ZFB0apciQKEWFRCkqJFqRIVGKDR2nCbETFRwUfJZvBAAAOHdjIoyOhMLCQuXm5nYLr5MnT5YkFRQUEEaBUabN1aa9lbuVEZWp1Mi0YblGQ3uD3ih4XaZMSVJaZIauy7tOtdWtuiDlIu2p3KVTzeVymS7tKPtoUL2juys+08Hq/d7Pt+Tdpinx04bsHgAAAAaDpV2GSF1dnWJiYrrtP72vrq7vMVoArMU0Ta3Mf0Wbjr2jl/b9SdWt1UN+DZfHpTUFr6nF1SxJirA7dNvkL3nHhhqGoUvSL/e233lqh9pcrQO6xv7KvXq76E3v55lJswmiAADAEugZHUKGYQzqWE/i4yPPtZxRKzExyt8ljLixeM99Gc7nYZqmDlUdkiFD6THpigzp+d+1PeV7VO085Z1MaGfNVt01+64hrWXtwbWqcXVew2bYdPeF/6ScuHRJZ55BQsIc7azepormCkmmtlf9TTNTZio6LFoRwREKs4cpJCik2++YxvZGfVL6iTaVblJoWOev+pSoFN1x0ZcUag8d0vsYbvz70YnncAbPwhfPg2fQFc+iE89hdCCMDpHY2Ngeez/r6zvHaPXUa9qX6uomeTzmkNQ2miQmRqmystHfZYyosXjPfRnu57Hx2Nv65OTH3s8xobFKjUxTWmS60iLTlexIkWEYWrN7ndraz8ye/emJXZoaNVsZ0ZlDUse+yj362+EPvJ8XZF+jSHeCKisbuz2DmeMu0rrqNyRJ24/u0PajO3y+y5BNYfYwhdnDFGQEyenpUEN7o0x5vG0SwhN1U/YSNdR2SOoYknsYCfz70YnncAbPwhfPg2fQFc+i01h4DjabERCdV4TRIZKbm6t33nlHHo/HZ9xoQUGBJCkvL89fpQH4h4rmU/r0pG+Qq2+vU317nfKrD0g6M7lPT7PObj6+UV8972uyGTY1tDfoVHP5oOpod7drw5H13s9T4qdqTmrv6x5PSzhP20o/VHVrVY/HTXnU6mpRq6ulx+OJEUm6Y9pXWaoFAABYCmF0iFxzzTVatWqVNm/erIULF3r3r1mzRjk5OUxeBPiZaZrafPxd70RB4fYIdbjb5Tbdvu3k8QmiF6bM0a5TO+U23SprKtFL+/+kxIgk7T61y6fncbDiwxN03cSb+nyV32bY9JXpX9Oh6oM61VKu6pYqtbha1OZqU7urTS7T1eN5mdHZmpU0W1Pip8puY4ZcAABgLWMmjG7Y0Lk8wt69eyVJO3bsUG1trcLDw71rgC5Y0DlLZdd1SEtLS73nVFRUqLW11ftdubm53pA5f/58zZ07Vw8//LDq6uqUkZGhNWvW6NNPP9VvfvObkblJAL0qqjuiY/VHJUmGDN01fZnGhcWpsqVCZU2lOtlUppNNZT69j3Fh8fpC9kIF20K0vexDSVJpY4lKG0uGpKZgW4gWT16i0KCzj+GMCI7Q+SkX9njM5XGq3dWuVlerPKZHIUEhCg+O6Nf3AgAA+MuYCaPf+c53fD4/9dRTkqT09HSf8Pl5H330kVasWNHjd91///164IEHJHVOUPSb3/xGjz/+uJ544gk1NDQoNzdXTz/9tDfkAvAP0zT1ty7reM5KPl+JEUmSpNTINJ9lW9pcbSpvPqmmjkblxE6U3WbXlVlXyW6z68OS9316Q1Mcqb1OgHQ2dptdF6ZcrPjwhEHeVdfvCpY9JFiOQdYCAADgD4ZpmmNvlpxRgAmMxo6xeM99GY7ncbSuSH85+JKkzt7Ib51/36CC26nmcm05vlFu06N5aZdqQuzEAc+U3R/8M3EGz6ITz+EMnoUvngfPoCueRaex8ByYwAgARomPT273bs9MmjXoHsRkR4rumPbVoSoLAABgTLOdvQkAjF6VLRU6WndEUudY0YtSL/ZzRQAAAJAIowACXNc1RSfFTda4sDg/VgMAAIDTCKMARhWP2f/lVJqdzdpXucf7ua+1PAEAADCyGDMKYFRod7drXeEbOlpfpFlJs/WF7IWy2/r+Fbaz/BPvOqKpkWnKiMociVIBAADQD4RRAJZkmqb2Vu5Wq6tVmdFZ2nTsHe/6np+W71BZU6luzfuyYkJjejzf5XHqs/JPvZ8vTp03LDPfAgAAYHAIowAs6UDVPr155K+9Hj/ZVKYX9/1Bd037J8WFdx8Huq9yn1pczZKk6JAYTY6fOmy1AgAAYOAIowAs6Ujd4R73T42frvzqgzLlUVNHo1458KJuyL1ZTneHmjqa1NjRqGZnkw7XFnrPuTB1jmwGQ+QBAACshDAKwJJKGoq923ZbsEzTowXjr9GFKXM0q/6oVh38P7lMlxo7GvR/B/7c6/cE20I0K+n8kSgZAAAAA0AYBWA59e31auiol9QZJr8z598lmbLbgiVJ42Ny9KUpS7Uq/y/eCYp6c0n6ZQqzhw13yQAAABggwigAyyltPNMrmhaZ1uOsuTmxE/XlKbdry/FNkqTIkChFhkQqMjhKUf/YHhcWp4SIxBGrGwAAAP1HGAVgOcUNJ7zbmdHZvbbLiZ2onNiJI1ESAAAAhhgzegCwnJIuPaMZ0awNCgAAEIgIowAspdXZqqqWSkmSIZvSItP9XBEAAACGA2EUgKWcqDshU6YkKSUyRSFBIX6uCAAAAMOBMArAUo7VHfNuZ0Txii4AAECgIowCsJTjtce92xlRWX6sBAAAAMOJMArAMlwep0obSr2fmbwIAAAgcBFGAVjGyaaTcnlckqS4sHg5gh1+rggAAADDhTAKwDJY0gUAAGDsIIwCsIyShi5hlMmLAAAAAhphFIAlmKap0q49o0xeBAAAENAIowAsobKlQm3uNkmSI9ihcWHj/FwRAAAAhhNhFIAllHyuV9QwDD9WAwAAgOFGGAVgCUxeBAAAMLYQRgFYQnHDCe82kxcBAAAEPsIoAL+rb69XY0eDJCkkKETJjhQ/VwQAAIDhRhgF4HclXXpFs2KzZDP41QQAABDo+BMfAL/rOl40Ozbbj5UAAABgpBBGAfhd1/GihFEAAICxgTAKwK/aXK2qaq2UJBmyKSMmw88VAQAAYCQQRgH4VUljiXc7JTJFofZQP1YDAACAkUIYBeBXLOkCAAAwNtn9XQAA/2t2NuvtojdV3Vo14tc+vaSLJGVEZY349QEAAOAfhFFgjGt3t+vVgy/rVHO5v0tRRjQ9owAAAGMFr+kCY5jL49Rr+a9aIojOSJwlR7DD32UAAABghNAzCviRy+NSc0ezX67tMT1aW7hGJxqOefctHP9FjY/JGfFagm3BigmLHfHrAgAAwH8Io4CftLvb9fvdv1W70awvpH9Rs5LOH7Frm6apt4veUkFNvnfflZlf0EWpF49YDQAAABjbCKOAnxypLVR9e53CwoK15dhGTYmfpqN1R7S9dKtsRpAigsMVZg9XhD1C4cERCreHKyY0VpnRmbLbgs/p2jtOfqTdFTu9ny9KvViXpF92rrcEAAAA9BthFPCT8i7jNNvcbXq76E3lVx+Qx/T0eV6wLUQTx03UVVlXKzZs3ICva5qmdpz8yPt5esIMXZ29SIZhDPi7AAAAgMFiAiMEhNLGEr11ZL1O1B/3dyn9dqrppM/nA1X7zhpEJcnp6VB+9UG9eWTdoK5b317nXU4l2Bai6ybeSBAFAADAiKNnFKNeq7NVrx58We3udu2t3KW7pv2T5ZcIMU2z1xlsg20hunnSbZJMtbha1Ops/cffW1TSWKzathpJ0omGY6ptq9G4sLgBXftEw5nAnhGdKbuNXwMAAAAYefwpFKPe9rKtane3S+qcIfb1Qyv1tZn3KCY0xs+V9a6+vU5t7rYej12T80VNisvr8ZhpmlqV/xcdqSuUJO2t2KMrs64a0LW7htGs6OwBnQsAAAAMFcIoRp3mjiYdriuUy+NSamSaPj35sc/xFlezntn5pGyGTcmOFM1Nu1ST46ZY6lXUruNFc8blqKm5XcUNx3VB8kWakTir1/MMw9CMpFneMLqvco+uyJw/oHsrJowCAADAAgijGBUa2ht0qOagCqrzVdJYLFNmtzYxobFq7Gjwjrv0mB6dbCrTmoJVSopI1mUZVyovbrIlQump5jPjRTNiMnR+9iVqdbbIERJ51nNzx01SmD1cba5WNXTU63jDsX6vDVrfXq/69npJkt0WrBRH6uBuAAAAADhHhFFYVkN7gw5W7VN+zUGdbCo7a/sv5lynVlerNh57R62uFp9jFS2ntLpgpZIiUnRF5pXKHZfn11DatWc0LSpNNsPWryAqSXabXdMTztOn5TskSfsqdvc7jHbtFc2IylCQLWgAVQMAAABDhzAKyylpKNaHpe/rWF1Rjz2ghgxlRGXKI49KG0skSTmxE5UTO1GGYWh64gyZpqkWZ7M+OrldO8s/kcvjlCRVtJTrtUOvKikiRddOvF5pkekjem/SPyYvauoSRqPTZLb0cUIPzkuc6Q2jB6sP6AvZCxUeHKHCmgLVtdeq1dmqVleLWl2tanW2qMXVIo/pkWmeeZ68ogsAAAB/IozCUnad3KWX9v+fTPkucWLIpuyYbE2Om6q8uMneXsSyplLVttZocrzvmFDDMOQIidSC7IWam3aJPirbpp0nd8hluiR1htJX9v9Zd07/ao+B1GN61PGPSZGGWrOzWS2uZklSSFCI4iPiVdXSNKDvSHGkKjUyTSebyuQ23fr45Edqd7dp16md/f6OTMIoAAAA/IgwCnlMjwprClRUd0QTYidqcvyUEbt2m6tVawpeU2VLhaJDY1TrqvQJotnR4zU9cYYmjZus8ODwbuenRaaftXfTEezoDKWp87S9bKs+K/9ULtMlp6dDrx54WXdOX6ZkR4pqWmu0vexDlTWWqratRm7TPeT3+3nJESmDel3YMAzNS7tMqwtWSpI+OfnRgOoNCQpRamTagK8LAAAADBXC6BjW2NGg3ad2aVfFTjV1NEqS9lTs0jfO/5d+rV15vP6YtpdtVXRIjKYmTFNWdLZshm1ANWwt+UDH6o9K6uwxDAsLliQlhCdq8eSligsf2BqafXGEROrq8Ys0K+l8/Xn/n9TmalWbu01/3PO8MqKzVNpY7J38aKScSyDMi5us+PAEVbdW+QTRzKgs5cROULg9QuHB4Z1/t4erw92horojqmqt1Kyk81lfFAAAAH7Fn0bHGNM0dbzhmHaWf6LCmoJur8Oa8mhvxW5dmfWFPr/jk/KPtfnYu94xnbsrdiopIlm3T72r3xPxNHc0aWf5J932Z0Rl6stTbleYvXtP6FBIiEjUHVO/opcPvKAOd4dMmT4T+5wWEhQiQ8M3yVF8eKLmpM0d9PmGYeiS9Mu07vAb3n2RIVFaPHlpj73IkpQRnTno6wEAAABDiTA6RrS5WrWnYrd2ndqpmrbqbseDbSFyejokSXsr9+jyzPk99nK6PE5tKHpT+yr3dDtW0XJKG4+9o1vyFverpm1lH3rHcCZFpGjB+IWKiglRrCdl2Gd5TYlM1VenL9eW4xt1tL7Iuz8tMkNXZl2lFEeqwuxhw1rDUJgaP13vF/9N9e11kqQbc2/pNYgCAAAAVkIYDWCmaepg9X4dqNqno3VFPY4pzIzO1gXJF2riuEl6ZudTanW1qLGjQcfrjykndoJP28aOBr1+aKXPMitpkelKdqTos1OfSpIOVu/X7PoLlB0zvte62t3tOl5/VLvKz0y2c0XmfI2PyVFiYpQqKxvP8c77J8mRrNunfUXVrVU6VH1Q8eGJllmHtL+CbEFaMuUO7Tj5sSaOm9jvJV4AAAAAfyOMBrCNx972Lv/RVUhQiGYkztL5yRcqISLRu3964nn65OTHkjrHjnYNo6WNJXr90KtqdjZ7981InKUvTrhOdluw2lxtOli9X5L0ztG3dPfMb3h7N03TVEXLKRXVHVFR3ZFuYzNTHKnKHTdpaG9+AOLDE3RpxhV+u/65SohI1HUTb/B3GQAAAMCAEEYD1ImG492CaIojVbOTL9C0hPMUEhTS7ZyZibO9YbSgJl+tzlaFB4drT8UuvV30prdn1ZBNC8cv0gUpF3l7EReMX6jDtYVyejpU3VqlDUXrdU3OtdpeulW7K3b6hNjPm5+1YFT1RgIAAAA4d4TRAOTyuPR20ZvezzkxE7RownVnnSE3yZGspIgUVbSUy2269dfDa5QTO0Gbjr3jbRNmD9eteV/q9jpoVEi0rsicr83H35Uk7a3crUM1B9Xh7uj5WhHJyomdqCnxU1liBAAAABiDCKMW5/K4VN9er5jQmH4vxfFx2XZVt1ZJ6pyY6LqJNyk6NLpf516WcYV37cqiusMqqjvsPZYYkaQvTV6q2LBxPZ57UerFqmyp0N7K3ZLkE0TD7OHKiZmgCbETlRM7QZEhUf2qBwAAAEBgIoxa3JtH/qoDVfuUHT1et0/7ylnX8axoPqUPS/7u/XxF5vx+B1FJmhw/RXPTLtVHZVt99qdHZWjp1LsUGhTa67k2w6brJ96kMHuYdpz8SFJnGL4qe4HOT75wwGuQAgAAAAhchFELq2+r04GqfZKk4w3HdLBqv6Ynzui1vcvj1BuFr3vHdqY4UnVR6sUDvu78rC+oqqVSR+oKJXXOmHu2IHqaYRhakH2N0qMyVdlSoZmJsxQTFjvgGgAAAAAENsKohR2qyff5/GHJ+5qaMN2nh9Hlcaq8qVwnm8tUUHPI+3qu3RasmybdNqjeSJth0815t+n94vdkmtIVmVf2K4ieZhiGpsRP1ZT4qQO+NgAAAICxgTBqYYU1h3w+17RV6+Oy7YoIjlBZU6nKGstU2VIhU55u5y4cv0jx4fGDvnZoUKgWjv/ioM8HAAAAgL4QRi2q1dmiksbibvvfO7HprOfOSjpfs5LOH46yAAAAAGBIEEYt6mh9kUyZkjrHfta11arN3dZj2/jweKU60pQala6MqEwlO1JGslQAAAAAGLAxEUbLy8v1/PPPa//+/crPz1dLS4teeOEFzZ07t1/n79u3T7/85S+1e/duBQcH6/LLL9dDDz2k5ORkn3ZOp1PPPPOMVq9ercrKSmVnZ2v58uVasmTJgGsuqjvi3Z6eOEORwZF6q2idgm3BSo1MV1pkulIj05Qamaowe/iAvx8AAAAA/GlMhNHjx49r/fr1mjZtmubNm6fNmzf3+9wjR45o2bJlmjFjhn7961+rtbVVTzzxhJYtW6bVq1fL4XB42z766KNat26dvvvd72rq1Kl677339Mgjj8jlcunOO+8cUM2ljSXe7bxxkxUTFqupCdNlmqYMwxjQdwEAAACA1YyJMDpnzhxt27ZNkrRx48YBhdEnn3xSDodDzz77rCIiIiRJkyZN0o033qiXXnpJ3/jGNyRJhYWFWrVqlb8/OyUAACAASURBVFasWKHly5dLkubOnauKigo98cQTWrx4sUJD+z8jrcfsnJQoNTLNZ2kUgigAAACAQDDwdT9GIZttcLfpdDr13nvv6dprr/UGUUmaOHGiZs2apXfeece7b+PGjTIMQzfffLPPdyxevFj19fXavn37oGq4MvMLgzoPAAAAAKxsTITRwSouLlZbW5smTZrU7djkyZNVWFjo/VxYWKiEhATFxcV1aydJBQUFA77+xNhJyomdMODzAAAAAMDyzDHm3XffNfPy8szt27efte2nn35q5uXlmW+99Va3Y48//riZl5dntra2mqZpml//+tfNG264oVu7jo4OMy8vz/zFL34xoDqzs7NNSd3++tWvfm1WVDSYFRUN5q9+9ese25z+63S7iooGc+bM2b22W7Zsubfdu+/+rc/vfPfdv3nbLlu2vNd2M2fO9rl+X9/Z9Z6ee+65gLuns/2cTNMMuHsKxJ8T98Q9+fOeTv+eCKR7CsSfE/fkn3t67rnnAu6eBvtzuuCCCwLungLx5zQU95SdnT2gbGFVY2LM6Lnqa5xm12M9tTu9b6jGekZFhSkxMcq73ZfT7STJbu+9EzwsLNjbdtw4R6/tTh8/3TYsLLjXdna7zef6fel6T2czGu/pbD8n6cx9Bco9BeLPiXvink6f15vhvqfExKiAu6fT1+gN98Q99Veg3dNgf059Ga33FIg/p6G6p0BgmKZp+ruIkbRx40bdd999/VrapaioSNddd51+/OMf6/bbb/c59qMf/Uhr1qzR7t27JUn/9m//po8//lgffPCBT7uqqipddtll+t73vqd7772333VWVTVqbP1kOiUmRqmystHfZYyosXjPfeF58Ay64ll04jmcwbPwxfPgGXTFs+g0Fp6DzWYoPj7S32WcM8aM9iEzM1NhYWE+Y0NPKygo8BlLmpubq6qqKtXW1nZrJ0l5eXkDujaz5gIAAAAIZITRPgQHB2v+/Pl6++231dra6t1/9OhR7dq1S4sWLfLuW7hwoUzT1Nq1a32+Y/Xq1YqOjj5rLywAAAAAjCVjZszohg0bJEl79+6VJO3YsUO1tbUKDw/X/Pn/n707j4uq3v8H/pph3zfJBQQRnEFkcQkxlxTUTLkuoGKaXq3MLP3mkpX6q6ybtzTXhNJSb5RLirjhLqLeNBW33HdUYlHZ9505vz+4M844AwLizCCv5330uM7nnPmc9/nMGWbe81lObwBAUFAQAKjch/TDDz/EyJEj8f777+Ptt99GcXExli1bBicnJ4wZM0axn0QiQWhoKJYuXQpBEODl5YUjR44gJiYGX3zxBUxNnz5vkIiIiIiIqKloMsnotGnTVB6Hh4cDAJycnFSSzyd5eHjg119/xeLFi/Hhhx/C0NAQPXr0wOzZs2FpqTpO+6uvvkLz5s0RGRmJjIwMtG7dGl9//TXCwsIa/oSIiIiIiIgasSa3gFFjkZlZAJms6b00TWHC+ZOa4jnXhO3BNlDGtqjCdniMbaGK7cE2UMa2qNIU2oELGBERERERERHVE5NRIiIiIiIi0jomo0RERERERKR1TEaJiIiIiIhI65iMEhERERERkdYxGSUiIiIiIiKtYzJKREREREREWsdklIiIiIiIiLSOySgRERERERFpHZNRIiIiIiIi0jomo0RERERERKR1TEaJiIiIiIhI65iMEhERERERkdYxGSUiIiIiIiKtYzJKREREREREWmeo6wBIM7FYpOsQdKYpnntTPOeasD3YBsrYFlXYDo+xLVSxPdgGytgWVV70dnhRzk8kCIKg6yCIiIiIiIioaeEwXSIiIiIiItI6JqNERERERESkdUxGiYiIiIiISOuYjBIREREREZHWMRklIiIiIiIirWMySkRERERERFrHZJSIiIiIiIi0jskoERERERERaR2TUSIiIiIiItI6JqNERERERESkdUxGiYiIiIiISOuYjBIREREREZHWMRklIiIiIiIirWMySkRERERERFrHZJSIiIiIiIi0jskoERERERERaR2TUSIiIiIiItI6JqNERERERESkdUxGiYiIiIiISOuYjBIREREREZHWMRklIiIiIiIirWMySkRERERERFrHZJSIiIiIiIi0jskoERERERERaR2TUSIiIiIiItI6JqNERERERESkdUxGiYiIiIiISOuYjBIREREREZHWMRklIiIiIiIirWMySkRERERERFrHZJSIiIiIiIi0jskoERERERERaR2TUSIiIiIiItI6JqNERERERESkdUxGiYiIiIiISOuYjBIREREREZHWMRklIiIiIiIirWMySkRERERERFrHZJSIiIiIiIi0jskoERERERERaR2TUSIiIiIiItI6JqNERERERESkdUxGiYiIiIiISOuYjBIREREREZHWMRklIiIiIiIirWMySkRERERERFrHZJSIiIiIiIi0jskoERERERERaR2TUSIiIiIiItI6JqNERERERESkdUxGiYiIiIiISOuYjBIREREREZHWMRklIiIiIiIirWMySkRERERERFrHZJSIiIiIiIi0jskoERERERERaR2TUSIiIiIiItI6JqNERERERESkdUxGiYiIiIiISOuYjBIREREREZHWMRklIiIiIiIirWMySkRERERERFrHZJSIiIiIiIi0jskoERERERERaR2TUSIiIiIiItI6JqNERERERESkdUxGiYiIiIiISOuYjBIREREREZHWMRklIiIiIiIirWMySkRERERERFrHZJSIiIiIiIi0jskoERERERERaR2TUSIiIiIiItI6JqNERERERESkdUxGiYiIiIiISOuYjBIREREREZHWMRklIiIiIiIirWMySkRERERERFrHZJSIiIiIiIi0jskoERERERERaR2TUSJ6oYSHh0MqlSI5ObnB646Pj4dUKsW2bdsavG7SX1KpFLNnz34udY8bNw5BQUEqZbNnz4ZUKlUpe57X9YtEU9u9iMfUpLH9fdq2bRukUini4+N1HUq9BAUFYdy4cboOg6jRYzJKRCguLkZkZCTGjBmDrl27okOHDujevTveffddbNu2DRUVFboOUWuuX7+O8PDwF/5Lf15eHsLDwxvtF8HGJDIy8rkkCPHx8QgPD0deXl6D160LL9r5aBIeHo5Dhw7pOgwiIr3BZJSoiUtMTMSwYcPw7bffwsTEBJMmTcK//vUvTJgwARUVFZgzZw6WLl2q6zC15vr164iIiEBKSoraNn9/f1y6dAlDhw7VQWQNKy8vDxERETh9+rSuQ3nh/fbbb9i+fbvGbWvXrsX+/fufWsf777+PS5cuwcnJSVF2+vRpREREvDDJ24t2PppEREQwGSUiUmKo6wCISHdKSkrw3nvvITk5GeHh4XjttddUtk+aNAmXLl3C5cuXdRShfhGLxTAxMdF1GGoKCgpgaWmp6zBU6GNM+sjY2LhW+xkaGsLQkB/ZRLpUWVmJsrIymJmZ6ToUohcGe0aJmrAtW7bg3r17eOutt9QSUTlfX1+8+eabisfVzZ/TNP9HPs/tzp07+Pe//42ePXuiY8eOGD9+PO7evQsAOHjwIEJCQuDr64ugoCBs3rxZpd7k5GRIpVKEh4erHbO28+gePXqEBQsWYOjQofD394ePjw8GDRqEn3/+GZWVlSr1zZkzBwDwz3/+E1KpVOV8n5yTlZCQAKlUim+//VbjcWfOnAlvb29kZWUpytLS0jBv3jz06dMH3t7e6NmzJz7//HNkZmbWeA5y8jmGSUlJ+PDDD9G1a1d06dJFsV0QBGzcuBGhoaHw8/NDp06dMG7cOJw6dUqxT3x8PPr27QugqqdGfp7yuYs1zT3TND+uppiU69q6dSuCg4Ph7e2NwMBArF69Wq3+8+fPY+LEiejRowd8fHzQq1cvvPvuu7hw4UKN7TJ9+nS1tpa7e/cupFIp/v3vfyvKKioq8PPPP2PQoEHw8fFBQEAApkyZgps3b9Z4HLm9e/di8uTJitcxICAAH3zwAW7cuKGyn1QqRUpKCk6fPq1oZ+VrVtOcUU2evNZnz56NiIgIAEDfvn0V9YaHh+OXX36BVCrFiRMn1OopKytD165dMX78+BqPp/y+27t3L4YOHQpfX1/0798fW7duBQCkpqYqXu9OnTph1qxZKCgoUKknISEBX375JYKDg9GpUyf4+fkhNDQUUVFRKvvVdD5yBQUFWLZsGQYOHKh4zUaPHo09e/aoxZ+fn4958+bhlVdegY+PD9544w1cvHhRbb/avF/kSktLsXDhQvTs2RO+vr4YMWIEjh8/XmM7PtmeALB9+3aVa0HZli1bFH8Pu3Tpgrfffhtnz56t1TGUrVu3DgMGDICPjw8GDBiAdevWadzv/v37+Pjjj9GzZ094e3sjKCgICxcuRFFRkcp+8vd9Xdo1KioKI0eORKdOndCpUycMHjwY33//vdq+MpkMa9euRb9+/eDt7Y0BAwZoHEkg/1t88uRJjBo1Cn5+fnj11Vfx888/AwByc3Mxd+5cvPLKK/Dz88N7772HR48eqdRR288C4PFn2okTJ/DDDz+gX79+8PX1xb59+6pt96SkJAwYMAA9e/ZU+1tARJrxZ1aiJuzAgQMAgFGjRj3X43z66acwNzfHe++9h6ysLPzyyy+YOHEiPvzwQyxevBhvvPEGhg8fjujoaHzxxRdwd3fHyy+/3GDHv3nzJg4ePIj+/fvDxcUF5eXlOHbsGJYsWYLk5GT861//AgD0798f6enp2Lx5MyZPnoy2bdsCAFxcXDTW6+7uDh8fH+zevRuffPIJDAwMFNsKCgoQFxeHXr16wd7eHkDVl/dRo0ahvLwcI0aMgIuLCxITE/H7778jPj4eW7duhZWV1VPPp7CwEGPHjkXnzp0xffp0lQTs448/xp49ezBgwACEhoairKwMu3btwttvv43w8HD07dsX7u7umDNnDr799lv0798f/fv3BwBYWFjUr4GfEhMAbNq0CRkZGRgxYgSsra0RExODxYsXo0WLFhg8eDCAqqTx7bffRrNmzfDPf/4TDg4OyMjIwPnz53Hjxg107Nix2uOHhIRg37592Lt3L8aOHauybefOnYp95GbNmoV9+/ahR48eGD16NDIyMrBhwwa88cYb2LBhA7y8vGo83/Xr18PGxgZhYWFwdHTE33//jaioKIwePRrbt29HmzZtAADfffcdvv32W9jZ2WHy5MmK58uvifoaNWoUCgoKEBsbizlz5sDOzg5A1Rf25s2bY+nSpYiOjkb37t1VnhcbG4vc3FyMGDGiVsc5cuQINm3ahNGjR8PW1hbR0dGYO3cujIyMsGzZMnTr1g0zZszA5cuXsXXrVpiYmKgk/adPn8bZs2fRp08fODs7o7i4GPv378fnn3+O7OxsvPfee089H6BqWPmYMWNw+/ZtDBgwAKNHj4ZMJsO1a9dw5MgRBAcHq8T9zjvvwN7eHlOmTEFOTg5++eUXTJo0CXFxcSo99rV5v8jNnDkThw4dQmBgIHr16oW///4b//d//wdnZ+entqO9vT2+++47fPLJJ3j55ZcRFhamts+iRYuwZs0a+Pr6YubMmSgoKEBUVBTGjx+PH3/8Eb17967Va7Z+/Xqkp6dj1KhRsLS0xO7duzF//nzk5uZi6tSpiv2uXLmC8ePHw9raGqNGjULz5s1x48YNrFu3Dn/99RfWrVsHIyOjerfrrl274Ofnh8mTJ8PKygp3797FgQMHMG3aNJU6ly1bhpKSEowaNQrGxsb4/fffMXv2bLi4uKj80AZA8XqHhYVh6NCh2LdvH5YsWQITExPs2LEDTk5OmDp1Kv7++2+sW7cOn376KSIjIxXPr+1ngbKFCxeioqICYWFhsLCwgJubm8Z2v3r1KiZNmgRra2ts3rxZZUg9EdVAIKImq2vXrkKnTp3q9ByJRCJ8+umnauVbt24VJBKJcOrUKUXZihUrBIlEIrz33nuCTCZTlP/666+CRCIROnbsKKSkpCjKMzMzBW9vb2HGjBmKsqSkJEEikQgrVqxQO6a8/qSkpBrLiouLVY4vN2vWLMHT01N49OhRjechd+rUKUEikQhbt25VlK1fv16QSCTC0aNHVfaNiooSJBKJcODAAUXZ5MmThW7dugkPHjxQ2ffSpUtC+/btNZ7jk8aOHStIJBJh6dKlatsOHjwoSCQSYdOmTSrl5eXlQkhIiBAYGKhoh5raVdN5yn366aeCRCKpdUzyunr06CHk5uYqyouKioSAgAAhLCxMUSa/Li5evPiUVlBXUVEh9OjRQxg+fLhKuUwmE/r06SP84x//UJQdP35ckEgkwrRp01Sui+vXrwvt27cXRo8erVKHpmu+sLBQLYY7d+4IHTp0EObNm6dSHhgYKIwdO1Zj3GPHjhUCAwNVyjS1cW2vdbmZM2cK3t7eQnZ2tkr5hAkTBH9/f6GkpERjPHLy68PPz09ITk5WlMvfo1KpVPjPf/6j8pwpU6YIHTp0EAoKChRlmtqpsrJSGDt2rNC5c2ehrKysVuczb948jde2vD45eds9+Rrs3btXkEgkwu+//64oq8v75dixYxqvg9jYWEEikai9XtWp7u9nQkKCIJVKhTfeeEMoLS1VlD98+FDo0qWLEBgYKFRUVNRYt/y91rFjR5W/MaWlpcLw4cMFLy8vlfLBgwcLAwYMEPLz81XqkbeL8vu/Lu26Z88eQSKRCLNmzVJ5bQRB9bWS/60dOnSo2jl36NBB5XNAEKraTiqVChcuXFA5tx49eghSqVT4+uuvVfb/5ptvBIlEIiQkJCjK6vNZ8NprrwlFRUVqz1F+Xx8/flzo1KmTMGrUKCErK0ttXyKqHofpEjVh2prXN27cOIhEIsVjea9n37590apVK0W5vb093NzccP/+/QY9vqmpqeL4ZWVlyMnJQVZWFnr27AmZTIYrV67Uu+7g4GAYGRlhx44dKuU7d+6Era0t+vTpA6Bq2ODRo0cRFBQEY2NjZGVlKf5zcnKCi4sL/vzzz1of95133lEri4mJgYWFBfr166dSf15eHoKCgpCSktLgbfu0mOSGDx8Oa2trxWMzMzN07NhRJR55r3BcXBxKS0vrdGwDAwMMHjwYly9fRkJCgqI8Pj4eqampKr2isbGxAIDJkyerXJeenp7o06cPzp07p3G4rzJzc3MAVcMRCwoKkJWVBTs7O7i5ueHSpUt1iv15CAsLU/TyySUnJ+PkyZMYPHhwrec+9+3bV6WHR/4eFYvFKsP3gar3dXl5ucriX/J2AqqGuWZnZyMnJwc9evRAQUGBYrh+TWQyGfbu3Qt3d3eNPYpisfpXmQkTJqg87tatG4CqBdvk6vJ+kS869OQ13q9fv2p7yuoiLi4OgiBg4sSJKvOImzdvjpCQEKSkpODatWu1qmvw4MFo0aKF4rGxsbFiQbrDhw8DqOohvHnzJv7xj3+grKxM5fy7dOkCc3NzjX+PatOu8mvu008/VXttNL1WY8aMUTvn6j4HOnbsCD8/P5Vz8/HxgSAIardZkX/OKMdWn8+C0aNH1zhHdOfOnXjvvfcQEBCAyMhIRa8+EdUOh+kSNWGWlpYoLCx87sdp3bq1ymN5UqJpeJuNjY3GlWyfhXx+4M6dO5GYmAhBEFS2P8vqnfKEMy4uDvn5+bCyskJycjLOnj2r8iXr3r17kMlkiI6ORnR0tMa6nmyn6tjb26skdnIJCQkoLCxUG5qpLDMzs0G+PNc2JjlNr7WtrS1ycnIUj4ODgxETE4NVq1YhMjISfn5+6NmzJ4KDg2s15G3YsGH4z3/+g507d2LmzJkAqr4oyhNVueTkZIjFYri7u6vV0a5dO8TFxSE5ObnGobTXrl3D999/j9OnT6vNr6vNsM3nLSAgAG3atEF0dLTiS/q2bdsgCAJGjhxZ63o0XZM2NjZwdHRUW3xJ/vorv6aFhYWIiIjAvn378ODBA7W6avPey87ORm5uLnr16qXy40Fd4pYnCMqx1eX9kpSUBLFYrBh+rczd3R337t2rVVzVkc8Fbteundo2iUQCoGo+oo+Pz1Pr0nRde3h4KOoAoPjBJjw8XON8fADIyMhQK6tNuyYmJsLR0RHNmjV7aqya6gSq/jZo+hyo7noE1N93mq7H+nwW1PT38sqVKzhz5gx69uyJiIgIlakaRFQ7TEaJmrB27drhzJkzSEpKqnUiVJ0nF39QpunXcAC1+uCu6ctnbe9/umDBAqxbtw6DBg3C5MmTYW9vDyMjI1y9ehWLFy+GTCarVT3VGTZsGGJjY7F//36MHDkSO3fuhCAIGDZsmGIf+ZeeIUOGqPTSKattb1V1v9ILggB7e3ssWbKk2udq+rL7pPq0+dNWl6zNa21sbIxffvkFly5dwrFjx3D27FmsWLECERERWLJkiWJua3WkUinat2+PmJgYzJgxAyUlJThw4AB69OgBR0dHxX5PfgGtq9TUVLz55puwtLTE+++/j7Zt28LMzAwikQjffPONWnKqK2FhYfjuu+9w5coVeHl5Yfv27fD29oanp2et66judavp9VRu348++ghHjx5FWFgY/P39YWNjA0NDQ/z3v/9FZGRkrd579Xm9qotPua6Ger886/XUUHXIaXr/Vlf/22+/jV69emncpunHpdq2a21/NACq/3zQpKbrrjax1eezwNTUtNpjtmnTBoaGhoiPj8exY8cUI2GIqPaYjBI1Ya+99hrOnDmDLVu2KHqSnubJ3iw5+S/uDU3+q3dubq7atqetoiu3c+dO+Pv7Y9myZSrlysO35OryJUqud+/esLe3x44dOzBy5EjExMSgbdu28PX1Vezj4uICkUiE8vLyGntinoWrqyvu378PPz+/py5GVNN5NkSbPwtfX19F2z148ADDhg3D8uXLn5qMAlDcM/fUqVNIT09HYWGhWvLv4uKC48ePIyEhQS0xk/cY1dS7GRsbi6KiIqxcuVIxTFEuJyen1rdreVZPu1ZDQkKwbNkyREdHo2/fvkhNTcWkSZO0EhtQ1ct09OhRDB06VG1hGE0r/VZ3Pvb29rCxsWnw1Unr8n5p3bo1ZDIZ7t+/r5ag1mao8dPIF0m7ffu22oJpd+7cUcRQG/L9lcmva3kdrq6uAKoSwYb+e+Tm5oa4uDhkZGTUundUW+ryWVAblpaWWLlyJSZOnIipU6di+fLl6NevX0OEStRkcM4oURM2cuRIuLm54T//+U+1N2K/cuUKNmzYoHjcpk0bXLhwAcXFxYqy3NxcjbcBaQiWlpZwdHTEqVOnVH7hTkpKqvXN48VisVrPQFFRkcoqi3LyOW6aErHqGBkZITg4GOfOncOuXbtw//59tQTIzs4OvXv3RmxsrMbblAiC8NR5ik8zbNgwyGQyLF26VON25WF3NZ2ns7MzDA0N1RKG8+fPP/UWK89C0/m3aNEC9vb2tX49Bg8eDENDQ+zcuRM7d+6ElZWVyoqoABRfFn/++WeV6+LWrVs4fPgwunTpUuMQXXkPzJPXVFRUFNLT09X2t7Cw0PgDzrN62rVqb2+Pfv36Yffu3diwYQPMzMxUhis/b/IeryfbKS0tDVu2bFHbv7rzEYvFCA4Oxp07dzQ+r769inV5v8ivobVr16rsc+jQoToN0TU3N9d4LQQFBUEkEmHt2rUoLy9XlKelpWHbtm1wcnJ66grPcrt27cLDhw8Vj8vKyhAZGQkDAwMEBgYCALy8vCCRSLBp0yaNPyRWVFTU+5qVX2OLFi1S62lsyB7g+qjLZ0FtWVpaYu3atfDz88P06dMVq9QTUe2wZ5SoCTMzM8NPP/2ESZMmYcqUKejZsye6d+8OW1tbZGVlIT4+HsePH8fEiRMVz3nzzTfx8ccfY/z48Rg6dCjy8vKwZcsWtGrVSuMX8Ybw5ptvYvny5Zg4cSL69euHtLQ0bNq0Ce3atcPly5ef+vwBAwZg8+bNmD59Orp3746MjAxs3boVtra2avv6+PhALBZj1apVyM3Nhbm5OZydnVUWzdAkJCQE69atw5dffgmxWIwhQ4ao7fPll19izJgxGDt2LIYOHQovLy/IZDIkJSUhLi4Ow4YNw//93//VvmGe8PrrryM0NBTr16/H1atXERgYCDs7Ozx8+BAXLlxAYmIi4uLiAFQlx66urtizZw9at26NZs2awczMDEFBQbCwsEBISIiix7xr165ITExU3Hfved0/b+XKlfjzzz8VtwERBAFHjhzB3bt3Va7Bmjg4OKBXr144cOAASktLMWLECLXhzz169MDAgQOxZ88e5ObmIjAwEOnp6di4cSNMTEzw2Wef1XiMV199FWZmZvjkk08wduxYWFtb4/z58/jjjz/g4uKiNmTdz88P0dHRWL58Odzd3SEWixEYGKiyuE99yK/JxYsXKxYlateunWKOIVB1y5R9+/bhyJEjCAkJ0cqCZXKWlpbo0aMHYmJiYGpqCh8fH6SkpGDz5s1wdnZWS3ZqOp/p06fj1KlT+Oyzz/Dnn3+iS5cuEAQB169fR0VFBRYtWlTn+OryfunVqxcCAwOxfft25OTkoFevXkhKSsLmzZshkUhw69atWh2zY8eOOHnyJH7++We0atUKIpEIwcHBaNu2Ld555x2sWbMGY8eOxcCBA1FYWIioqCgUFRVh8eLFtZ6P6ObmhpEjR+KNN96AhYUFdu/ejcuXL+ODDz5Ay5YtAVT1Qn/33XcYP348hgwZguHDh8PDwwMlJSVITExEbGwsZs6cidDQ0Dq368CBA3Hw4EHs2LEDiYmJCAoKgrW1Ne7fv4/jx49j9+7dda6zodTls6AuLCwssGbNGkyePBkzZ87EokWLMGjQoAaKmujFxmSUqIlzdXXFjh07sHnzZhw4cACrVq1CUVERbGxs4O3tjQULFqj0pgwZMgRpaWnYsGEDvv32W7Ru3RoffPABxGKxxpufN4R3330X+fn5iImJwenTp+Hh4YF///vfuHr1aq2S0Tlz5sDCwgL79+9HQPrMtQAAIABJREFUXFwcWrZsiVGjRsHHx0dtdchWrVrhm2++werVq/HVV1+hvLwcISEhT01GO3TooPhS2r17d5XVLOVatmyJrVu3YvXq1Th8+DBiYmJgYmKCli1bIjAwEAMHDqxTu2jy7bffIiAgAFFRUfjpp59QXl4OR0dHeHl54aOPPlLZd/Hixfjmm2+wbNkyFBcXw8nJCUFBQQCq2gyoGpIaFxcHLy8vrFy5ElFRUc8tGe3Xrx/S09Oxf/9+ZGRkwNTUFK6urpg/f36t74sJVP0wcOTIEQDA0KFDNe6zePFixTzKBQsWwNzcHP7+/pg2bZri3pbVcXFxwerVq7F06VKsWrUKBgYG6Ny5M9atW4evv/5abeGVGTNmIDc3Fxs3bkReXh4EQUBcXNwzJ6NdunTBrFmzsGnTJnz++eeoqKjA1KlTVZLRbt26wdXVFYmJiXVqw4ayaNEiLFmyBIcPH1bcf3XGjBkwNDRUXGNyNZ2PjY0NNm/ejFWrViE2NhaHDh2ChYUF3N3d1e4rWxd1eb8sX74cy5cvx65du3DixAm0a9cOK1aswJ49e2qdjM6bNw//+te/sGrVKsXicfJ7pH788cdwdXXFxo0bsWTJEhgZGcHPzw9Lliyp032Xx44di4KCAqxfvx6pqalo1aoV5s6di/Hjx6vs1759e2zfvh0//fQTDh8+jE2bNsHCwgJOTk4ICQnBK6+8UutjPkkec3R0NH744QeIxWI4Ozvj9ddfr3edDaEunwV1Jf9xd8qUKZg1axbKy8ur/ftDRI+JBF2PmSAiIqLnJjg4GJWVldi/f7+uQyEiIlLBOaNEREQvqJMnT+LOnTsYNWqUrkMhIiJSw55RIiKiF8zJkyeRlJSEn376CUVFRYiNjdXqfFEiIqLa4JxRIiKiF8yPP/6Ic+fOwd3dHQsXLmQiSkREeok9o0RERERERKR1nDNKREREREREWsdklIiIiIiIiLSOc0b1VHZ2IWSypjeC2sHBEpmZBboOQ6ua4jnXhO3BNlDGtqjCdniMbaGK7cE2UMa2qNIU2kEsFsHOzkLXYTwzJqN6SiYTmmQyCqBJnndTPOeasD3YBsrYFlXYDo+xLVSxPdgGytgWVdgOjQOH6RIREREREZHWMRklIiIiIiIirWsSyejDhw8xf/58jB49Gp06dYJUKkV8fHytn19WVobVq1cjODgYPj4+CAgIwLhx43Dv3j2V/QoLCzF//nz07NkTvr6+CA0NRVxcXEOfDhERERERUaPXJOaMJiYmYs+ePfDy8kK3bt1w+PDhWj+3oqIC77//Pm7evIlJkybB09MT+fn5+Ouvv1BaWqqy79SpU3Ht2jXMmjULzs7O2L59O6ZOnYpVq1ahd+/eDX1aREREREREjVaTSEb9/f1x8uRJAMChQ4fqlIz+9ttvOH/+PGJiYtC6dWtFed++fVX2++9//4sTJ04gIiIC/fv3BwB069YNSUlJWLBgAZNRIiIiIiIdSyt8hLs5CTAyMIKlkRXcbNvC2MBY12E1WU0iGRWL6z8aef369Xj99ddVElFNYmNjYWVlpZKkikQihISE4PPPP8edO3fg4eFR7ziIiIiIiKj+isqLsPHqbyipLFGUtbJ0wjjvtyASiXQYWdPVJOaM1ldqaipSUlLg6uqKefPmwd/fH97e3ggNDcXRo0dV9r19+zY8PDzUEl+pVAoAuHXrlrbCJiIiIiKiJyRk31ZJRAEgtSAFDwsf6CgiYjJag7S0NADA6tWrcevWLSxcuBA//PADrK2tMXnyZBw7dkyxb05ODmxsbNTqkJfl5ORoJ2giIiIiIlKTkHNH8W9D0eMBojcyr+siHEITGaZbXzKZDABgZGSE1atXw9LSEkDVXNDXXnsNP/74I3r16qXYv6bu/bp2/Ts4WNYj4heDo6OVrkPQuqZ4zjVhe7ANlLEtqrAdHmNbqGJ7sA2UsS2qPNkOMkGGh5eTYGpqBAB4rd1rOHj7IADg7+I7aNZsKIfq6gCT0RrY2toCADp16qRIRAHAxMQEAQEBOHDggMq+mno/c3NzAUBjr2lNMjMLIJMJ9Qm7UXN0tEJ6er6uw9CqpnjONWF7sA2UsS2qsB0eY1uoYnuwDZSxLapoaoe/8xKRU1BVZmVsDYm5L/aXx6KssgwPStJw+f4ttLRspYtw60UsFr0QnVccplsDFxcXmJmZadwmCILK/FAPDw8kJCQoelPl5HNFJRLJ8wuUiIiIiIiqlZD9eIiuu50HDMWGaGcnVZTdzLyhi7CaPCajNTA0NERgYCDOnz+PgoICRXlJSQni4+Ph6+urKOvfvz/y8vLUbhuzY8cOuLm5cSVdIiIiIiIduas0X9Tdtup7uadDe0XZjcxrEISmNypR15rMMN39+/cDAC5fvgwAOHPmDLKzs2FmZqa4B2hQUBAAqCSUH374If744w+88847mDhxIsRiMSIjI5GVlYVly5Yp9uvduzcCAgLw//7f/0NOTg6cnZ2xY8cOnDt3Dj/++KO2TpOIiIiIiJSkFqQgvahqYVIDkQFcbdwAQHGP0bLKMuSUZiO9KA0vWTTXZahNjt4lo5cuXcKNGzcQFhamKDt06BC+//575OTkICQkBDNnzqxzvdOmTVN5HB4eDgBwcnJS681U5ubmhg0bNmDRokX45JNPIJPJ4Ovri8jISHTp0kWxn0gkwo8//oilS5di2bJlyMvLg4eHByIiIhRJLhERERERaYcgCDj94BT++PuIoszF2hXGBsYAAEOxEdxt2+F65lUAwJ3s20xGtUzvktGIiAiIxWJFMpqamoqPPvoIZmZmsLe3x+rVq+Hq6orhw4fXqd6bN28+dZ/qklJPT0+sXbv2qc+3tLTEF198gS+++KJOsRERERERUcPJL8vD7ts7kZh3X1FmKDZCr9Z9VPZzt3ucjCbk3EZ3555ajJL0bs7ojRs30LlzZ8XjPXv2QBAE7Ny5E3v37kWPHj0QFRWlwwiJiIiIiEhfXXl0BWsv/KSSiLawaIm3fN9FKysnlX3dbNtChKpbuqTmp6C4vFiboTZ5epeM5uTkoFmzZorHx48fh7+/P5o3r+oyDwoKwv3793UUHRERERER6aOyyjLsTdiF3y/+jpLKEgCACCK84tQDY70nwMHMQe05FkYWaGlZlaAKEFQWOqLnT++SUWtra2RkZAAAysrKcPHiRbz88suK7SKRCKWlpboKj4iIiIiI9NDehF24lHZB8dja2AajO4xDb5cgGIqrn53oYff4rhd3cxKea4ykSu/mjHp6eiI6Ohrdu3dHbGwsSktL0bPn47HbycnJcHBQ/1WDiIiIiIiarqS8RMW/2zt0wIC2A2FqaPbU57W19cAfSUcBAAk5dyATZBCL9K7P7oWkd638wQcfID09HSNHjsRPP/2E7t27w8fHR7H96NGj8PPz02GERERERESkTwRBQJHSfM9gj8G1SkQBoLlFC1gYWQIASiqKcSPzWq2PeS/nLlILUuoeMAHQw57Rzp07Y9u2bTh+/DisrKwwaNAgxbbs7Gz06NED/fv312GERERERESkT0orSyFABgAwNjCGodio1s8ViURoZy/BhUfnAQC77+yEkdgI7eylNT7vUvoF7EvYDQAY5/0WnKyc6xl906V3yShQdW9PNzc3tXI7OzvMnTtXBxEREREREZG+Kq4oUvzbwtiizs/v5dwbibn3kV2SBZkgw/Zb0QiRjEQ7e0m1z7n46PH81BuZ15iM1oPeDdMlIiIiIiKqC+Vbspgbmdf5+RbGlhjtNQ62JnYA8L+EdAtuZ93SuH9hWQEeKA3P5VDd+tHLntE9e/Zg3bp1SExMRE5Ojtp2kUiEa9dqN5abiIiIiIhebEVKPaPmxnVPRgHA2sQaYzr8Exuu/orc0hzIBBl23IpGqDQM7kor7gLA7exbECAoHj8seIAKWUWNq/aSOr1rrTVr1mDJkiWwtbWFn58f7OzsdB0SERERERHpseJypWG6RnUfpisnT0g3Xv0NuaU5qBQqse1mFIZLw9BWKSF9sse0UqhEWtEjtPrfPUupdvQuGd24cSP8/PwQGRkJU1NTXYdDRERERER6rrji2YbpKrMxscEYr3HYeO035JbmolKoxNabURjh+QbcbNuirLIM93Pvqj0vJT+ZyWgd6d2c0fT0dAwePJiJKBERERER1UpxAwzTVWZjaosxXv+EjYkNgKqez70JuyATZLiXcxeVQqXac1LzOW+0rvQuGXV1dUV+fr6uwyAiIiIiokZC+R6jzzJMV5k8IZXfrzS/LA8J2XdU7kPa1vbx0N3UguQGOW5TonfJ6FtvvYXo6GgUFBToOhQiIiIiImoEGrpnVM7G1BZ+L3VSPD6W9F+VZLSn86swFFXNfMwtzUVBGTvV6kLv5owaGBjAwcEBgwYNwvDhw+Hs7AwDAwO1/YYNG6aD6IiIiIiISN+oLWCkPoq23vxe6oT41BMAgLSih4ryNjZuaGXlhJaWrZCU/zcA4MDdfbA2sW64g1fDwtgcQx2Cn/txnje9S0Znz56t+PfKlSs17iMSiZiMEhERERERANVbu5gZmTVoMmpvZg9X6zZIzLuvUt7HpS8AoJWVsyIZvZ19s+EOXAM7MzsMBZPRBvfrr79CJBLpOgwiIiIiImokipXnjBpboKSkYevv2LyzSjLq6eCFFpYtAQBSB0+cTj2pct9Rqh29S0YDAgIavM6HDx9izZo1uHr1Km7cuIGioiL89ttvtTrW7NmzsX37drVyPz8/REVFqZSVl5dj5cqV2L59O9LT0+Hq6ooJEyZg5MiRDXYuRERERET0mCAIKnNGzYzMUILiGp5Rd+3spbAwskBheSFEEOPV1oGKba0snTDO5y08yE9t0GPWxMzoxbjziF4lo4WFhXj55ZcxdepUTJkypcHqTUxMxJ49e+Dl5YVu3brh8OHDdXq+ubk5fvnlF5UyCwv1Vbq+/PJL7N69GzNmzED79u1x9OhRfPbZZ6ioqMDo0aOf6RyIiIiIiEhdSUWJolfS2MAYhuKGT3EMxYYY4fkG/np0Du0dvGBvZq+yvZWlk1bvMSoWvxgjSfUqGbWwsIC1tTUcHBwatF5/f3+cPHkSAHDo0KE6J6MGBgbo2LFjjfvcvn0b0dHRmDNnDiZMmACgqpc3LS0Ny5YtQ2hoKExMTOoVPxERERERaaYyX9Sw4VbSfVJLy1ZoadnqudXfFOndrV0CAgJw5syZBq1TLH7+p3no0CGIRCIMGTJEpTw0NBS5ubk4derUc4+BiIiIiKipKal4PCTX3Oj5JaPU8PQuGf34449x7tw5rFixQm/uNVpUVITu3bujffv2CAwMxIIFC1BYWKiyz+3bt9GsWTPY26t22UulUgDArVu3tBYvEREREVFTUVSunZ5Ranh6NUwXACZMmIDS0lKsXLkSK1euhL29PUxNVSfoikQiHDp0SCvxeHp6wtPTExKJBJWVlThx4gTWrVuHs2fP4vfff4eRkREAICcnB7a2tmrPt7GxUWwnIiIiIqKGpbx4kbmhmQ4jobrSu2S0VSv9Goctn/8p16tXL7i5ueHzzz/H3r17MXToUMU2TbekkZfV9XY1Dg6WdQ/2BeHoaKXrELSuKZ5zTdgebANlbIsqbIfH2Baq2B5sA2XabgtBEJCcmwwbUxtYm1pr9dhyxoWAqWlVB1Hz/609w2uicdC7ZHTdunW6DuGphgwZgnnz5uHChQuKZNTW1lbjUFx5j6i8h7S2MjMLIJM1vXsVOTpaIT09X9dhaFVTPOeasD3YBsrYFlXYDo+xLVSxPdgGynTRFmcexCPu/kEYio0wqeMHsDbRfkL6ICMTJSXlAIDyoqoOoBf9mhCLRS9E55XezRltDAShKklUXhjJw8MDGRkZyM7OVtlXnqBKJBLtBUhERERE9JwJgoAzqfEAgApZOW5n3dRJHCrDdLmAUaPCZLQeYmJiIJPJ4Ofnpyjr168fBEFATEyMyr7bt2+HtbU1AgICtB0mEREREdFzk1qQgryyXMXj5PwkncTBBYwaL70bpuvp6fnU+ZUikQjXrl2rU7379+8HAFy+fBkAcObMGWRnZ8PMzAy9e/cGAAQFBQGA4j6kKSkp+OSTTxAcHAwXFxdUVlbi5MmTWL9+PTp16oRBgwYp6pdIJAgNDcXSpUshCAK8vLxw5MgRxMTE4IsvvlBbhImIiIiIqDG7lnFV5XFqQbJO4lDuGTUz4gJGjYneJaPDhg1TS0YrKiqQlJSEixcvQiqVon379nWud9q0aSqPw8PDAQBOTk6K5PNJlpaWsLOzw5o1a5CRkQFBENC6dWtMmjQJkyZNgqGhavN99dVXaN68OSIjI5GRkYHWrVvj66+/RlhYWJ3jJSIiIiLSVzJBhhuZqp1DuaW5KCwrgIWxducyFpcr3WeUPaONit4lowsWLKh22/nz5/H+++/jyy+/rHO9N28+fQz7k0mpjY0NIiIian0MY2NjTJ8+HdOnT69zfEREREREz6KgrACX0y4iqyQTng5eaG7R4rkdKzkvCYXlBerl+cmwM7VDakHKczv2kwrKHy9WZMY5o42K3iWjNencuTNCQ0OxaNEibNiwQdfhEBERERHphf139+Bm3hUUF5cBAP56eA6TOk15bgv6XM24ovi3WCSGTJABAM4/PIOk/L8Vj7XNjPcZbVQa3QJGbdq0qfN8USIiIiKiF1VuaS4uPDqvuOMDAJRUluBUyp91q6ckB/sS9uBY0n+RW5pb7X5/5ybiUtoFxeMuLfwV/07Mu6+zRPQl8xYQixpdetOkNaqeUQA4ffo0TExMdB0GEREREZFeUB4uq9xLee7hGbzcMgDWJtYoqSjGo8JHeFT4EI8KH6JSqISHnQSeDp4wFBuhuLwYG6+tQ25pDgDgRPIxtLJygrWxDSyMLWBpZAVLY0uYGJhiX8JuCKg6hpOVMwJavYIzD+JVYjIQGaCDow9EqHlh0oZibGCMjs07a+VY1HD0LhndsWOHxvKcnBycPHkSf/zxB0aOHKnlqIiIiIiI9FNZZZni305WrVFeWYaHhQ9QKVRi8/X1qJBVaOzpvJF5DYfum8HH0RdphY8UiSgACBCQkp+MFFS/Qq65oQWGthsOS2Mr2JjYqjz/5ZYBCHTt20BnSC8qvUtGZ8+eDZFIpDLMQM7Q0BAjRozA7NmzdRAZEREREZH+Ka0oVfzbxMAE3Z16YvP1qvVVMosza3xuSUWxWq9mK0vnp96mRQQxhkmGw9rEGkBVD6k8GTU3tEB35551Pg9qevQuGf3tt9/UykQiEWxsbODs7Axzc66QRUREREQkV1pZovi3qYEJ3Gzbws3WHfdyEhTlYpEYzcxeQnOL5mhh0RKllSW4mPaXWo9pd6deeNWlD3JLc5FVnInC8gIUlhWgoLwABf/7/wpZOV5u0RUuNq6K50nsPXHtf4saBbr2hYkBp9XR0+ldMtq1a1ddh0BERERE1GgoD9M1MTQFAAyTDMeV9EswFBuihUVLOJg1g6FY9av/K049cS8nARfS/kJS3t/wdGiPXq17AwBsTGxgY2JT6xik9p4Y1f5NiEQitLFxa4CzoqZA75LRvn37Yu7cuejbV/MY8yNHjmD+/PmIi4vTcmRERERERPqnrPLxMF1jA2MAVcN1lVe51UQkEqGtnQfa2nk8cwwikQhutm2fuR5qWvRu7eOUlBQUFRVVu724uBipqalajIiIiIiISH+VVCrPGTXVYSREdaN3yejTZGRkwNSUbzIiIiIiIkB9ASOixkIvhumeOXMG8fGPV/GKjY1FYmKi2n65ubnYu3cv2rdvr83wiIiIiIj0lqZhukSNgV4ko/Hx8YiIiABQNd784MGDOHjwoMZ9XV1dMWfOHG2GR0RERESkt0pVklH2jFLjoRfJ6Pjx4xESEgJBENCvXz+NCxiJRCKYm5vD1tZWR1ESEREREekf5Vu7mBgyGaXGQy+SUSsrK1hZWQGous+ou7s7HBwcdBwVEREREZH+U761iykXMKJGRC+SUWXK9xlNTExERkYGJBKJIlklIiIiIqLHOGeUGiu9XE33yJEj6NevH15//XWMHTsWV65cAQBkZmaif//+2L9/v44jJCIiIiLSD6qr6bJnlBoPvUtG4+PjMXXqVNjY2GDKlCkQBEGxzcHBAS4uLti7d68OIyQiIiIi0g+CIDyxgBF7Rqnx0Ltk9IcffoBUKsWWLVvw5ptvqm3v2LEjrl69qoPIiIiIiIj0S7msHAKqOm+MxEYwEBvoOCKi2tO7ZPTKlSsYMmQIxGLNobVo0QIZGRl1qvPhw4eYP38+Ro8ejU6dOkEqlarc17S2ysrKMHDgQEilUkRGRqptLy8vx4oVKxAYGAhvb28EBwdjy5YtdT4OEREREVFtKM8X5Uq61NjoXTIqk8lgZGRU7fbs7Owat2uSmJiIPXv2wNzcHN26dat3bBEREcjPz692+5dffom1a9di/PjxWLt2LV599VV89tln+P333+t9TCIiIiKi6igP0TU15HxRalz0Lhlt27Ytzp07V+32I0eOwNPTs051+vv74+TJk1i7di2GDx9er7iuX7+OX375BXPnztW4/fbt24iOjsaMGTMwYcIEBAQE4NNPP8U//vEPLFu2DKWlpRqfR0RERERUX6XsGaVGTO+S0REjRuDAgQPYsmWLYvEikUiE4uJizJ8/HxcuXEBYWFid6qxuyG9tVVRUYO7cuRg1ahR8fX017nPo0CGIRCIMGTJEpTw0NBS5ubk4derUM8VARERERPQk5ZV02TNKjY3e3Wd0zJgxOH/+PD7//HMsXLgQIpEIH330EXJyclBZWYnQ0FC1hO95W7t2LbKysjB9+nTk5ORo3Of27dto1qwZ7O3tVcqlUikA4NatW+jdu/dzj5WIiIiImg4O06XGTO+SUQBYvHgxBgwYgJiYGNy9exeCIMDX1xfDhg3DgAEDtBrL3bt38cMPP2DZsmWwtLSsNhnNycmBra2tWrmNjY1ie104OFjWPdgXhKOjla5D0LqmeM41YXuwDZSxLaqwHR5jW6hiezTtNvi7zACmplXrqRgbGjfptlDGdmgc9DIZBYD+/fujf//+Oo1BEAR89tln6NOnD/r27fvU/UUiUbVlmrbVJDOzADKZ8PQdXzCOjlZIT69+kagXUVM855qwPdgGytgWVdgOj7EtVLE92AaPMrNRUlIOoGrOaFNuC7mmcE2IxaIXovNKr+aMFhYWon379vjhhx90HQoAYMuWLbh+/TqmTZuGvLw85OXloaCgAABQWlqKvLw8yGQyAICtrS2ys7PV6pD3iMp7SImIiIiIGgrnjFJjplfJqIWFBaytreHg4KDrUABUzQMtKirCoEGD4O/vD39/fwwdOhQAsHTpUvj7++PevXsAAA8PD2RkZKglpLdu3QIASCQS7QZPRERE1ERUyMpV5k42JWWcM0qNmN4N0w0ICMCZM2fwxhtv6DoUjB07Fv369VMpy8jIwMyZM/Hmm29iwIABaNWqFQCgX79++P777xETE4Px48cr9t++fTusra0REBCg1diJiIiImoKMwgxEnF2B0soydGn5Mno6vwpTQzNdh6U1pZVlin+bGPDWLtS46F0y+vHHH2PcuHFYsWIF3n77bVhaNsxY6P379wMALl++DAA4c+YMsrOzYWZmpljlNigoCABw+PBhAICrqytcXV1V6klOTgYAuLi4qCSYEokEoaGhWLp0KQRBgJeXF44cOYKYmBh88cUXMDXlL1VEREREDe3I3SMoqSwBAJx9cBpX0i/Dx9EX7R06oKVlqzqv29HYlP7v3AH2jFLjo3fJ6IQJE1BaWoqVK1di5cqVsLe3V0vkRCIRDh06VKd6p02bpvI4PDwcAODk5KRIPp/VV199hebNmyMyMhIZGRlo3bo1vv766zrfF5WIiIiooaUVPsKp1BOQCTKYGJiitbULOjTzbtTJWl5pHi49vKRSVlJRjDMP4nHmQTw6N38Zr7Ud+EzHuJdzF7H39qNcVg6pgye8mnmjpYX+JLnKw5NNDNkzSo2L3iWj8mGvDe3mzZtP3ac2Samzs3O1dRkbG2P69OmYPn16neMjIiIiel4KyvKx+foGFJYXKsoupp1HcUUR/Fs23qlE5x6egUyoWkzSwawZKmTlyC3NVWz/69F59HDuBQvjuo+0kwkyHEs6ilMpJyCg6g4HZx+cxtkHp2FrYgevZh3g1cwbzcwdG+Zk6qnsyWS0QofBENWR3iWj69at03UIRERERI1eWuEjZBSno5mZI2LvH1BJROUO349FMzNHuNm21UGEz6assgwXHp2DqOoWm+jjEoS2th5IzL2HuMRYZBZnQIAM1zKv1jnhFgQBB+7uxcW0vzRuzynNxomU4ziRchwvmbdA11YB6NDMRye9pcqr6TIZpcZG75JRIiIiIqq/9KI0HEv6L25l3VDbJoIIfVz74kbmNTwoSIUAATtvbcU/fd6BvZm9DqKtv8tpF1FaWQpTIyPYmdrDw04CkUiEtnYeyCvLw/67ewAAV9Mv1zkZPf/orEoi6mrdBi+37IpbWTdxM+s6ypQWDUoreojdd3bictpFDGgbrPV2LH1iNV3motSYMBklIiIiegHklGTjeNJ/cTXjimJY6ZN6tn4VAa1eQYdm3oi8vBYFZfkoqSzB1pub8U+ftxvNaqwyQYbTD04pHr/csqtKr6SnQ3vE3tuPSqESDwsfIKMoHdYmNsgvy0dhWQEKyvNRWF6IgrICFJYXoLC8EIVlBSiuKIaZoRnSi9IVdXVo5oN/eAyFSCRCO3spBsgGIiE7AdcyruBO9i1UCpUAgMS8+/jPxZ/Qz20A/F7qpLVe0idv7VLAdJQaESajRERERI1YflkeTiQfx4VHf0GATGWbs1VrZBZnoriiCO0dOqC7Uy8AgKWxFUKlI7Hhyq+oFCqRWZyBXbe3I1QaBrFIr25Dr9HtrFvILc0BAJjwqGYNAAAgAElEQVQZmcHH0U9lu6mhGTzsJLiZdR0AsPVmFHJKctTaR5P8sjzFv1tYtMRA92CVxNJQbASpgyekDp4oqSjBieRjOPPgNATIUCFUYP/dPTj/8BxMDE1gZ2qHINf+z22VW0EQVHppTQxNmIxSo8JklIiIiKgRKi4vxv5bf+LIzT9QIagmIG1tPdDbJRDNLVpAEASUVpbAxMBUJalqZemEge6DsfvODgDAnezbOJZ0FL1dgrR6HvVxRqlXtKtzVxgbGKvt4+3oo0hGs0uy6nyMqoQ9DIZio2r3MTU0RVCb/ujg6INdt3cgo7iqRzWt6CEAICkvEWKRGK+3Da7z8WujXFau6AU3Ehs3ih8SiJQxGSUiIiJqZG5kXsfehBiIjQSVRLS1lQtedQlEa2sXRZlIJIKpoZnGerwdfZBW9AinU08CAE6m/AlH85fg1cz7+Z7AM0gtSEFyfhIAQCwSo1vrbijNV9/PzdYdZobmKK4oUpTZmNjC0tgSlkZWsDCygKWxJSyMLWFhZAkLIwuYGZqhuKIYJRUlaGHREmZGmtvtSc0tWmCC7zuIux+Lvx6dU9l2Oe0iejn3rteKvk+jfI9RTQk5kb5jMkpERETUyBxJPISyyjKYGlX12jW3aIHerQPhZute57mKfVyCkFGUjrs5dwAAe+/sgp2pPVpaPp/b7T2rM6nxin97OXSAtak10vPVs1FDsSGCPYbgZMpxNDdvgU4tusDR/KWn1m8Lu3rFZSg2woC2g9DNqQdyS3MQd/8gHhU+RKVQiXMPz+BVl8B61VsTlZV0G8l8XyJl7MsnIiIiakQqZBXI+9+9NEUiEYZJRmCCz0S0tfOo16I5YpEYQ9oNg72pQ1X9QgV23tqG8sryBo27IeSW5uJG5nXFY/9W3Wrc38OuHcZ5v4XX2g6sVSLaEGxMbOBi7YpXnHooys4/PKsyt7OhPDlflKix0cue0YKCAkRGRuLPP/9EZmYmFi5ciE6dOiErKwsbN27EwIED4e7uruswiYiIiLQurzRPMU/Q2sQang7tn7lOU0MzDPcchV8vr0FZZRlySrNxLOkogtr0f+a6G9K5h2cUixC5WrdBc4sWOo6oehJ7T9iY2CK3NAcllSVYenohRGjYFXaVV01mzyg1RnrXM5qVlYXhw4dj5cqVyMnJQVJSEkpKqsbD29vbY8eOHYiKitJxlERERES6IV9FFgBsTW0brF4HMwf0bfOa4vGZB/FILUhpsPqfVWllKS4ozcd8Wq+orolFYnR9Ikahgf+nzNzIQpunR9Qg9K5ndPny5cjIyEBUVBRatmyJ7t27q2zv27cvTp48qaPoiIiIiHRLORm1N7Nv0Lp9HTviesZV3M+9BwECdt7ahrD2Y2BhZI5rGVdRUFbQoMeri8ziDMWwVHtTB7jbeugsltrye6kjErLvKObjPi82JjZ4uUXX53oMoudB75LRI0eOYMyYMejQoQOys7PVtrdu3Rrbt2/XQWREREREuqfSM2rWcD2jQNUc1NfbBmPNxZ9QIStHbmkOfr28BgCey5zH+vJvGVCv+bHaZig2Qlj70RAE4ek7P6PG0B5ET9K7YbrZ2dlwcXGpdrtIJEJpaWm124mIiIheZDklj5NRO7P6rfxaE1tTOwxpNwyGoqo+i7LKMr1KRC2NreDt6KvrMOpEJBI99/+IGiO96xl1dHREUlJStduvX7+Oli1bajEiIiIiIv2R+7+VdIH/JaOVDX8Mib0nxnpPwNabUcgvywNQNadUau8FsUh3fRmGYkNIHTxhZGCksxiIqOHoXTL66quvIjo6GmPHjoWRkeofmosXL2LHjh0YP368jqIjIiIi0q3c0sfTmOzM7FDxnKZxtrBsibd838XVjMuwNbGDh1079sARUYPSu2R06tSpOHz4MEJCQhAUFASRSIQdO3Zgy5YtOHjwIF566SW8++67ug6TiIiISOsqZOX4/+zdeVwU5/0H8M/sAbvcpyggiOLiBXhjUaMxalJtPUjQGEM1GmMajYn+kqitTZOmvzb9NdFGfSXGaKKmaQ6NB2piFI94G494oQgeEEC5b5aFPeb3B2Vk5UbYXeDzfr14ycw8M/N9vruLfHlmninVlwIABMjgqnJFbklpq53PQemAIV0iWu34RNSx2dw9o97e3vjmm28QFhaGb7/9FqIoYteuXfj+++8xYsQI/Oc//4GbW8verE9ERETUFlS/RNfF3tmql8wSET0smxsZBYAuXbrgo48+QklJCW7fvg0ACAgIaHYRmpGRgQ0bNiA+Ph4JCQnQarXYsmULIiIa/kvfunXrsH//fqSnp6O0tBSdOnXC8OHD8dJLL9W4d1Wv1+Ojjz7Cjh07kJ2djcDAQMyePRvR0dHNipuIiIiousJqkxe52POP80TUttlcMZqfnw9398qZ4ZycnBAW9vCzpaWkpGDv3r3o06cPhg0bhkOHDjV636KiIjzxxBMIDg6Go6Mjbt26hY8++giHDx/G3r174erqKrV96623sGfPHixevBi9e/fGkSNHsGLFChgMBsyYMeOh+0FEREQdW0H1x7qwGCWiNs7mitGRI0di9OjRmDJlCkaPHg2F4uFDHDJkCE6dOgUAiIuLa1Ix+sYbb5gtR0REwN/fH/PmzcPhw4cxZcoUAEBSUhK2bduG5cuXY/bs2VLbrKwsrFq1ClFRUbC3t3/ovhAREVHHVf0yXTcVi1Eiatts7kaD8ePH4/jx43j55ZcxYsQI/PWvf8WVK1ce6pgyWct2s2rktnqhHBcXB0EQMGnSJLO2UVFRKCwsxOnTp1s0BiIiIup4qs+k68qRUSJq42yuGF25ciWOHz+Ov/zlLwgODsYXX3yBadOmYeLEidiwYQMyMzOtEpfBYIBOp8P169fxt7/9Dd27d8eYMWOk7UlJSfDy8oKHh4fZfiEhIQCAxMREi8ZLRERE7U/1kVEWo0TU1tncZbpA5b2i0dHRiI6ORnp6Onbu3InY2Fi89957WLVqFYYNG4aNGzdaLJ7S0lIMHDhQWg4PD8fmzZvh4OAgrSsoKKh1gqWqe0oLCgpqbCMiIqK2y2Ay4Fjqj8gouWuxc2aV3v+jPItRImrrbLIYrc7Pzw8LFizAggULsGfPHrz11ls4efKkRWNQq9XYtm0b9Ho9bt++jU8++QQxMTH4/PPP0alTJ6ldbQ+CrlrX1IdEe3o6PVzQbZi3t7O1Q7C4jtjn+jAfzEF1zEUl5uE+W8iFSTTh68tf42reVYueV2kvgxIyyAU5uvv5ArCNfFgbc3Afc1GJeWgbbL4YLSkpwb59+7Br1y6cP38eJpMJPXv2tGgMMpkMoaGhAICBAwdi5MiReOyxx7B+/XqsWLECAODm5lbrpbhVI6LVZ91tjNzcEphM4kNG3vZ4ezsjO7vY2mFYVEfsc32YD+agOuaiEvNwny3kQhRF7L25C1dzHm5Oi4cR6t0HOTklNpEPa2MO7mMuKnWEPMhkQrsYvLLJYlQURRw7dgy7du3CwYMHodPp4OHhgZkzZ2Lq1Kno06ePVePz8fFB586dkZycLK0LDg7Gd999Z/ZoGuD+vaIajcbSYRIREVEruJx90awQHeAzCCGevS12fnu5PTo7dmm4IRGRjbO5YvQf//gHdu/ejdzcXCgUCukxL6NGjWqRx7y0hNTUVNy9exejRo2S1o0dOxYffPABYmNjMWvWLGn9jh074OLigoiICGuESkRERC3sWvb9S3NDvcMxPujXTb4dh4iIbLAY/eyzzxAaGorf//73+M1vftPky1vrsm/fPgCQHhNz9uxZ5OfnQ61WS0Vl1ey4Vc8hTU9Px+uvv44JEyYgICAACoUCiYmJ2LRpE1xcXPDcc89Jx9doNIiKisLKlSshiiL69OmDw4cPIzY2Fm+++SZUKlWL9IOIiIhaVoEuH0qZEo52DV/ypjPo8EvRL9LyIwGjWYgSETWTzRWje/fuRY8ePVr8uK+88orZ8po1awBUTpBUVXw+yMXFBQEBAfj888+RlZUFvV4PHx8fPPLII5g/fz78/PzM2r/99tvw8fHBpk2bkJOTg65du+Kdd97BtGnTWrw/RERE1HwGkwGXMn/G5eyLyCzNgAAZQjuFIdJvBNxU7nXud6fgFkSYAACdHbvA2c7FUiETEbU7NleMtkYhCgA3btxosM2DRamzszPefffdRp/Dzs4Or776Kl599dUmx0dERESWs//O97icdVFaFmHC5ayLuJJ1Gf28QxHpPwLuKo8a+93MT5K+D3bnfBBERA/D6sXozp07AQCTJ0+GIAjSckOmTJnSmmERERFRO1VUXoQrWZelZQEyabRThAlXsi/havaVGkWpSTThVrVitKcHi1Eioodh9WJ02bJlEAQBEyZMgJ2dnbQsinU/1kQQBBajRERE1CznM85Kxaevkz+m9X4aWaVZOJ52FL8UJQMwL0oHdh6EUQFjkFFyDzqjDgDgbOeCTg4+1uoCEVG7YPVidMuWLQAqL3GtvkxERETU0iqMFbiUeUFa/pVfJFQKNQJcA/GMawx+KUrBidSjSKlWlJ7POIukvEQYRYO0Xw/3YE5cRET0kKxejA4dOrTeZSIiIqIHVRgrcC0nHhmld+Gp9oLGPQSuKrcG9/s587w0uumu8kAP955m2wNcAhHQNwapRb/gWOqP0khpUUWhWbsQj14t0xEiog7M6sXog5YvX46nn34a4eHhtW6/fPkyvvzyS/z973+3cGRERERkLSbRhB9uf4fsG3dRXmZEUXkR9KYKafvB5P1QyVVQKx3goHSAWnH/X6VMCZ2xDOnFabhXclfaZ3CXoZAJslrP19UlADP6PIv4nCuIu/ODVMCqFQ4Y4DMQ3Vy7t26HiYg6AJsrRnfs2IHIyMg6i9G0tDTs3LmTxSgREVEHciv/Ji5l/QyVSgmdTl9rG51RB51Rh3xdXoPHc7ZzQah37b9rVBEEAf28wxDk2h038hLgofZEgEtgnQUsERE1jc0Vow3RarVQKNpc2ERERPQQaiswPdWeCPHojYzSDKQU3oFRNDZ4HLkgR2/PPhjZdTTs5HaNOrejnRMGdh7c5JiJiKh+NlHV3b17F+np6dLy7du3cfbs2RrtCgsL8eWXXyIwMNCS4REREZGVFVcUSd8P6RKBAT6D4a5ylyYRMokmlBnKUKbXQmvQQqvXokyvRZlBC71JD5VcBUc7JwS59YCj0tFa3SAiompsohjdvn071q5dC0EQIAgC1q1bh3Xr1tVoJ4oiZDIZ/va3v1khSiIiIrKWkooS6Xsfx87wUHuYbZcJMjgqHVloEhG1ITZRjI4dOxZ+fn4QRRF/+MMfMG3aNAwYMMCsjSAIcHBwQGhoKLp06WKlSImIiMgaSiqKpe+d7JytGAkREbUUmyhGe/XqhV69KqdIv3v3LsaPHw+NRmPlqIiIiMhWFFcrRp1ZjBIRtQs2UYxWt3DhQmuHQERERDZEFEWOjBIRtUM2V4xWycnJwdWrV1FYWAhRFGtsnzJlihWiIiIiIkvTGXQwiAYAgJ3cDvZyeytHRERELcHmilGTyYS3334b27Ztg8lkqrMdi1EiIqKOoUR/f1TUxd7FipEQEVFLsrlidOPGjfj6668xadIkDB8+HEuXLsVrr70GR0dHbN68Gc7OzliyZIm1wyQiIiILKS6//1gXFxWLUSKi9kJm7QAetHPnTowYMQL/93//h0ceeQQA0LdvX8yYMQPbt29Hfn4+4uPjrRwlERERWUqJ/v5jXTgySkTUfthcMZqamioVoTJZZXgGQ+V9Ig4ODoiKisLWrVutFh8RERFZVvXJi1iMEhG1HzZ3ma5KpYJCURmWg4MDBEFAbm6utN3b2xsZGRlNOmZGRgY2bNiA+Ph4JCQkQKvVYsuWLYiIiKh3P6PRiM2bN+P48eNISkpCUVERfH198cQTT2Du3LlwcnIya6/X6/HRRx9hx44dyM7ORmBgIGbPno3o6OgmxUtERET3mT3WRcWZdImI2gubGxn19fVFamoqAECpVCIgIADHjh2Ttp88eRKenp5NOmZKSgr27t0LBwcHDBs2rNH76XQ6rF27Fv7+/vjjH/+I9evX48knn8TmzZsxa9YsacS2yltvvYWNGzdi1qxZ2LhxIx555BGsWLECX375ZZPiJSIiovuKOTJKRNQu2dzI6LBhw3DgwAEsXboUADB58mSsXr0aWVlZAIBz585hzpw5TTrmkCFDcOrUKQBAXFwcDh061Kj9VCoVDh48CHd3d2ldREQEPD09sWzZMhw9ehRjxowBACQlJWHbtm1Yvnw5Zs+eLbXNysrCqlWrEBUVBXt7TkVPRETUVDUu09VbMRgiImoxNleMzpkzB8OHD0dFRQXs7Owwf/585OXlITY2FjKZDNOmTcOiRYuadMyqe0+bSi6XmxWiVUJDQwHA7HLhuLg4CIKASZMmmbWNiorCnj17cPr0aYwaNapZcRAREXVkD46M6lmMEhG1CzZXjHbq1AmdOnWSluVyOVasWIEVK1ZYMSpzp0+fBgBoNBppXVJSEry8vODh4WHWNiQkBACQmJjIYpSIiKiJTKIJWn2ptOxk74T8kjIrRkRERC3F5u4ZtXWpqalYvXo1hg4disGDB0vrCwoK4ObmVqO9q6urtJ2IiIiaplRfAhEiAMBB4QiFzOb+jk5ERM1k9Z/od+/ebdZ+vr6+LRxJw/Ly8vDCCy9ArVbjn//8Z43tgiDUua62bfXx9HRquFE75e3d8WZK7Ih9rg/zwRxUx1xUaigPoigiV5sLN7VbuyrYygsLoVIpAQA+zpUTGPI9YY75YA6qYy4qMQ9tg9X/txozZkyTCzUAuH79eitEU7f8/HzMnj0bxcXF+Pzzz9G5c2ez7W5ubkhMTKyxX9WIaNUIaWPl5pbAZBKbH3Ab5e3tjOzs4oYbtiMdsc/1YT6Yg+qYi0rV83At5yqKy4vQ1SUQnZ26QCbIUKYvw87EbUgpSkYXJ1/M6BMDO7ldnccTRRFagxYOCocm/x98p+A2frp3Gl0cfRHpP6LVC9+UvHvQ6SpvEpWpKicC5HviPn5GmIPqmItKHSEPMpnQLgavrF6MLliwoFnFqCUVFBRg9uzZyM7OxpYtWxAUFFSjTXBwML777jvk5+ebTXpUVaBWv7+UiIioOa5kXcLeW7HSskqhRjfXIGSVZiJPV/lM7nsld3Hgzj5MDJ5UY39RFJGYdwPHUo8gpywbnmov9PcZiH5eYVAr1Q2e/2r2Zey9uRsiTLhTcAvJhXcwWRMFFzsXJBfexk/3ziCzJEO6rLYlGEz3H6PmZMeRDiKi9sTqxejLL79s7RDqVVhYiOeeew4ZGRnYvHkzevbsWWu7sWPH4oMPPkBsbCxmzZolrd+xYwdcXFwQERFhqZCJiKgdMokmnEw/brZOZyhDQu61Gm2vZF+CvcIeCkGJkooiFFcUS196U4XULrcsBweT9+NIykH08uwDmSBDWnEqyvRaCIIMMkGo/BcyCIKAwnLz+Q/ulqThowurIRfkMIrG1ul4Na58xigRUbti9WLUUvbt2wcAuHLlCgDg7NmzyM/Ph1qtlma5rXpmaNVzSHU6HebOnYuEhASsWLECOp0OFy9elI7ZuXNn6XJdjUaDqKgorFy5EqIook+fPjh8+DBiY2Px5ptvQqVSWayvRETU/iTm3UC+Lg8AoJTZwU6uRGm1WWYVggJdnHyRWvwLAODcvZ8afWyjaER8zpVGt3e1d0NReRFEmKT9W5urvSv6eYe3+nmIiMhybK4YbeyERk2dwOiVV14xW16zZg0AwM/PTyo+H5STkyMVr3/5y19qbF+4cKHZyO7bb78NHx8fbNq0CTk5OejatSveeecdTJs2rUmxEhERVSeKIs7cPSktD+4yBI90fRTZ2izcKbiF/PJ89O80EB5qT2y+shG5ZTl1Hstebo9wn4EY6DMIyYV3cDHzAjJK7zU6lu5uwZjUcwoySzNxOCUO2dosGEUjFIIC4T4DMLDzYKgUDV/y21TNub+ViIhsmyCKok3NktOrV69G/Wdj6QmMLI0TGHUcHbHP9WE+mIPqmItKJfIcrD3+EQBALsjx0sBFcLSrfeKKovIinEo/DhEinO2c4WTnDGflf/+1c4FKoarx/+y9kru4mZ8EuSBHgEsgPNVeMMEEiCKMogmiaIIJJihkCjjbmV8qK4oiyo3lUMqUkMvkrZOAavieMMd8MAfVMReVOkIeOIFRK6ltQiODwYDU1FQcPHgQGo0GjzzyiJWiIyIisryjyUel7/t5h9dZiAKAi70LHu8+oUnH7+Lkiy5OzXtkmiAIUCl4KwoRETWdzRWj9U1olJqaiunTp6Nfv34WjIiIiMh6skozkZhTOTO7AAFDfYdZOSIiIqKWIbN2AE3RtWtXTJ8+HatXr7Z2KERERBbx091T0vc9PULgqfa0YjREREQtp00VowDg4+ODW7duWTsMIiKiVldUXoT4nHhpeZhvpBWjISIialltrhiNi4uDiwufM0ZERO3f2XunpcendHUJhK+zn5UjIiIiajk2d8/o2rVra11fWFiI06dPIykpCc8//7yFoyIiIluWXpyGeyV30dcrFGplyz9WxBp0hjJczPxZWuaoKBERtTdtphgFAC8vL7z66quYN2+eBSMiIiJbdiv/JrYlfA0RJpy79xOm93kG7ioPa4f10C5knIfeVAEA8HHyQXe3HlaOiIiIqGXZXDF68ODBGusEQYCrqyscHR2tEBEREVmLKIq4U3ALtwpuQi4o4KB0gKPSEY5KRzgoHVFmKMPOxG+lS1kLyvPx+ZVNGOYXCXeVO/ydA9rkSKnBpMe5ez9JyyO7jWzUM7iJiIjaEpsrRv38eD8MEREBN3IT8O8bx5GWd69J+2kNpTiUcgAAoBAUCOvUH11dAqA1aFGmL0OZQQutXosygxYmUUSASyC6u/dAgS4fOdpsuKncEeLZGwIEpBQmo7iiqDW6V68sbSa0hlIAgLOdC8I6hyEvV2vxOIiIiFqTzRWjREREpRUliE3aDqV94+bZU8lVeKzbeBxM3g+dUSetN4gGXMg8hwuZ5+rc95eiZBxP+9Fs3f47+yCKJhhFY/M60IKGdImAXCa3dhhEREQtziaL0QsXLuCLL75ASkoKCgoKIIqi2XZBEBAXF2el6IiIqLVdyb4Mo2iEEjLYye0Q6t0fjkpHaA2lKK0ohVZfilJ9KbR6LewV9pjYYxL8XboiyK074nOuIl+Xh/TiNGRrs5p1foNJ38I9ah61wgHhPgOsHQYREVGrsLli9JtvvsGf//xnKJVKBAUFoUuXLtYOiYiILEgURVzOuigtj+v2BEI7hTdqXyc7Z0T4/ko6TnLhHcRnX4beZIBaqYaDwgFqpQPUCjXUCgeUG3W4kZuAjNK7cLN3h7djJ9wpuI3cshwAgJfaG37OXWGN2zUVMgVCvcNhL7e3/MmJiIgswOaK0XXr1qF3797YsGEDPDza/myIRETUNOnFacjT5QIA7BX2CPHs3azjCIKAILfuCHLrXm+7Pl79zJZFUURBeT7kggIu9nyuNRERUWuxuWI0NzcXc+fOZSFKRGSDKowVrX6Oi1kXpO/DOofBTm7X6uesThCEdvFoGCIiIltnc8Vojx49UFRk+ZkLiYjoPlEUkVmaAWc7ZzjaOSGrNBN7bsYiS5th0TgG+Q4CbOP2TSIiImphNleMvvjii3jnnXcQFRUFHx8fa4dDRNQhnUo/jqOpRyATZOjt2RdJ+TcsMipanZfaG/6u/sjJKbHoeYmIiMgybK4YHT9+PMrKyjBhwgSMHTsWfn5+kMnMp/YXBAELFiywUoRERO2bzlCGU+knAQAm0YT4nCvSNgEyKGSt/1+Hg9IB44KegGCNmYOIiIjIImyuGL1z5w5Wr16N0tJS7Nq1q9Y2TS1GMzIysGHDBsTHxyMhIQFarRZbtmxBREREg/seOnQI3333HeLj45GcnIwuXbrg0KFDtbYtLS3FqlWrsG/fPhQVFSE4OBgLFizAY4891uhYiYis7WLmz9Cbao6COtu5YFrvGfB26GSFqIiIiKi9sbli9O2330ZeXh7++Mc/YvDgwXBxefiZDFNSUrB371706dMHw4YNq7OYrE1cXByuXr2Kvn37wmQyQa+v++alhQsX4tq1a3jttdfg7++PHTt2YOHChVi3bh1GjRr10P0gImptBpMBZ++dkZYHdR6CwvICKGRKjO02Hk52zlaMjoiIiNoTmytGL126hDlz5iAmJqbFjjlkyBCcOnUKQGVx2ZRi9K9//at0mfBLL72EhISEWtv9+OOPOHnyJNauXYtx48YBAIYNG4bU1FS8++67LEaJqNHytHm4kHEJBpMBYZ3CoVKoLXJeg0mPs/d+Qqm+8h5NR6UTHg0ca5HLcomIiKjjsbnfMBwdHVv8sS4P3nPaGvseOHAAzs7OZpfkCoKAqVOn4k9/+hNu3ryJ4ODgZsdBRO2bSTThWk48TqefQIlYAJ2u8iqMk2nHMLzrIxjoMxhymfyhzlGoK8D5zHMo1BVAb9JDb6yo/NdUgQqjHlp9KYyiUWo/pEsEC1EiIiJqNTb3W8avf/1r7N+/HzNnzrR2KE2SlJSE4ODgGsVrSEgIACAxMZHFKFEbI4oisrVZcFO5t9qzLkVRRELuNRxPO4rcshwAgEqllLbrjDocTN6PxNwETAl5Co5Kxyafo1RfirN3z+DsvdNmxWZ9VAo1+vsMaPK5iIiIiBrL5orRp59+GkuXLsVLL72EmJgY+Pv7Qy6vORrg6+trhejqVlBQgG7dutVY7+rqKm0nIuszmAy4U3Ab5UYdHBQOcFA6/vdLDYXsfhFYWF6I3Uk7kFacCpVCjYk9JqGnh6bF4hBFEUn5N3A89SiytJlm25QyJXzdApFbloPC8sqfHanFv2DLlY0Y1Hko1Ao1FDIFBEEGmSBAgAxyQfbfZRkEQYDRZESeLhepRb8gMZ7I0HMAACAASURBVC8BJtHUqLg81V4IcuuO/p0GWuzyYCIiIuqYbK4YnThxIgRBwNWrV3H48OE6212/ft2CUTVOfY8gaOrjCTw9nR42nDbL27vjTZDSEftcn9bKR2ZJJrZd+QYZxRm1brdX2MPRzhFOSidka7NRpi/77yilAXtTtmOAfgD6+fSDvdweqYWpKNA1/49MaYVpSC9KB3B/JNReYY/hgcMRGRAJtVINg8mAo3eO4tDtQxBFEeXQ4mTmkSafy85eDqDyj3r+rv4Y1nUYHJQOsJPbQSlXSv+qFCqolbZXgPLzUYl5uI+5MMd8MAfVMReVmIe2weaK0QULFrTJ58q5ubnVOvpZWFgI4P4IaWPl5pbAZBJbJLa2xNvbGdnZxdYOw6I6Yp/r01r5uJT1Mw7c3geDaKizjQ56FKIEQGat20/d/gmnbv/U4rEpZEoM7jwUEb6/glqphlqplnIQ6jIEqgAXxCbtrPVxK43l6+SPIV2Gopdnn/s/Y43//QJgAFACA0pgW+9Ffj4qMQ/3MRfmmA/moDrmolJHyINMJrSLwSubK0Zffvlla4fQLMHBwdi/fz9MJpPZfaOJiYkAAI2m5S7vI6LGE0URJ9KO4Xjaj9I6haBAD/ee0BnKUGYoQ6m+BFp9GUSYX8rqYueKx7tPwM+Z53EzP7HFY1MICgzsPBgRfpH13gva0yMEc8NfwLWcqyjVl0Jn0MEoGmASRZhEE0yiCeJ//zVBhEk0QgYZ3FTu8FR7obtbD3Ry9Gnx+ImIiIgehs0Vo23VuHHjsG3bNhw6dAhjx46V1u/cuRNBQUGcvIioBZTpy1BQng9PtVejJhQyiSb8cPt7XMq6IK3zduiEyT2j4OXgbdZWFEXoDDpoDdrKR5uIgK+zLxQyJbq79cAvRSm4VXATvxQmwySa0NmpC7wdOkGG5s3WrZAr0MMtuNHP7XRTuSPSf2SzzkVERERki2yuGD179myj2g0ZMqRJx923bx8A4MqVK9J58vPzoVarpWeAjhkzBgDMnkOanp4u7ZOVlYWysjLpWMHBwVKROWrUKEREROCPf/wjCgoK4O/vj507d+L8+fP48MMPmxQrEQFGkxGn0k+goDwfLnYuyNflIzEvAUbRCIWgQDe3IPT1CkVPj5BaHz9iMOmxM3G72YhmN9cgTA2Jhr3cvkZ7QRCkS2Q91Z41tgW6dkOga7cW7ycRERFRR2VzxWhMTEyj7hlt6gRGr7zyitnymjVrAAB+fn5mxeeDzpw5g+XLl9d6rIULF0qXFQuCgA8//BArV67EqlWrUFRUhODgYKxdu1Yqcomo8Y6n/YhT6Sdq3WYQDbiZn4Sb+UlwVDrCS+0NvckAvakCemPlczPLjRUwmPTSPn29QvHrHr/hczOJiIiIbIQgiqJNzZKzY8eOGusMBgNSU1Oxfft2+Pv7Y/r06Zg6daoVorMcTmDUcXTEPtfH29sZN35JwcZL62p9JqaTnTNKKpqWr6G+v8KjAY+1mcnR+J64j7moxDzcx1yYYz6Yg+qYi0odIQ+cwKiV1Fdkzp07t90XoUQEHErZLxWinRw6I9g9GIIgQ4hHL3Ry9EFeWR7ic67gUtbP9RamKrkKI7uOxqAuTbusn4iIiIhan80Vo/VxdXVFdHQ0NmzYwKKUqJ26kX0DN/OTAAACBPy6x0R0cfI1a+Oh9sDIrqMQ6TcC6SVpMJqMUMqUUMqVUMrsoJQroJQpYSe3h0xo3gRDRERERNS62lQxCgAuLi5ITU21dhhE1AoMJgP2Ju2VlsM69a9RiFYnl8kR4BJoidCIiIiIqIW1qSGD8vJyxMbGwsvLy9qhEFErOHvvDHK1uQAqL7F9JOBRK0dERERERK3F5kZGH5y5tkphYSEuXryIvLw8vPHGGxaOiohaW3FFEU6mHUfV40NHdh0NR6WjdYMiIiIiolZjc8VobbPpApX3iwYFBWH58uX47W9/a+GoiKi1HU45CL2pAnIo4aX2xoDOg6wdEhERERG1IpsrRhMSEqwdAhFZ2C9FKbiWc1VaHh/0a048RERERNTO8bc9IrIqk2hC3J0fpOXQzqEIcOWkRERERETtnU2MjBqNRqxatQp+fn6YMWNGne3+85//ICMjA4sXL24zD68nagtKK0pwNfsy8svzLX7ukooSZGkzAQAKQYFfa36Neh4dSkRERETthE0Uo7Gxsdi4cSO2bt1ab7uwsDC888476NmzJ+8bpXZBFEWUG8qtdv7M0gycu/cTruVchVE0Wi2OKpH+I+CqckV2MatRIiIiovbOJorR77//HpGRkejXr1+97fr164cRI0Zg7969LEapzdMZyvD51U3QoQRhHoMwsutoZJTcQ0LuNRhFE+QyORSCAgpZ5ZdcJoe9XAVXe1d4qD0faqbZvLI8fH97D1KLUlqwRw/HQ+WJob7DrB0GEREREVmITRSj8fHxeO655xrVNiIiAps2bWrdgKjNScxLwLWcq+jqEojwTv2hkCmtHVKDfrp7GrllOVCplDiVfgIJudeRr8tr1L4yQYYR/qMQ6T+iyec1mPTYmvBljXP5Ovmht1dfyAV5k4/5sBQyBXq492wTrxsRERERtQybKEYLCwvh6enZqLYeHh4oKCho5YjIFhlMBhSVF6GwPB8FugKYRBM8HbyQmJuAC5nnAAAJuddxMu0YuroEQoAAZztndHbqgs6OvnBXudvMvcY6QxnOZfxktq6xhShQOenP0dTDkAsyRPhFNuncp9JPSucSIEMvz94Y3GUo/Jz9m3QcIiIiIqKHYRPFqKOjI/LzGzdxSkFBARwdm395Itk+naEMKYUpyC3LQb4uDwXlBSjQ5aOkohgixAb3L9WXIiH3Wo319nJ7dHbsAh+nLvB18kWQWw/Yy+1bowsNOnfvLCqMFQAAtVINnU4vbevl2Rt+zl1hNBlhMBkqv0Q9DCYDyvRlyNJmSsXk4V8OQiFXYlDnIQCAAl0+iiuKpf2M4v1jACKUMiVOp5+QzjU+6Ak+z5OIiIiIrMImitHg4GCcOHECc+bMabDtiRMnEBwcbIGoOga9UY88XS6ytdkoKi9EN9cg+Dr7NWpfURRRVFEEpUwJtULdrFFHo8mIS1k/I6P0HpQyO4jp5biYegUm0dTkY3VzDUJOWQ5K6piKtdxYjpSiZKQUJQMA7OR2CPUOR7B7T3iovVCoK0BacSpKKopRZihr1Ql9kgtvS9//ptdvUFEi4E7hbYR49GpwhFJv1OOb6/9BavEvAIADd/YhV5uDoopC3MxPanQMvk7+6O8zsHkdICIiIiJ6SDZRjI4bNw7/+Mc/EBcXh7Fjx9bZ7uDBgzh58iSWLVtmwejah3JjOfLKcpFbloNsbTZyy7KlArT6aOOx1B/xVK/p6OFee8EviiLuld7FjdwE3Mi9joL/PgrETm6HAJduGBM4Dh5qj0bFVFpRgh2J25BWnCqtU6mUdRaiAgQ42TnDzd4Nrio3CBCQrc1CmUGLoV1+hYGdB8MoGvFLYTJ0Rh1Mogl5Zbm4V3oPGSX3UGbQmh2vwliB8xlncT7jbKPibQ1u9u4I6xyG3JxSBLl1b9Q+SrkST/V+Gl9d+zfuldwFAOky5cYSIMMT3SfYzGXLRERERNTx2EQx+vTTT+PLL7/Eq6++irlz5yI6Ohr+/vdHh9LS0rB161Z8+umn6NatG55++mkrRtt23M6/iVN3TyJHm12jEKuLCBN23NiK6N4zEOjaDUDl/Ylpxam4kZuAxLwEFFcU1divwliBm/mJSC64jUcCHkV/n4Gwk9vBYNL/t+gtQlFFIYorilFUXojiiiLkanOgM+pqjaOzYxf4OXeFh9oDHioPuNq7w8XeBQpZ/W9ZhaBA91oKaVEUUVReiIzSDNwruYvEvATk6XIblZPWNDrwMcgEWZP3s5fbY0afGMQm7cDN/ERpvQABXZx8oZQpoZApK2fk/e9svKIooriiCOXGcgzwGYROjj4t2RUiIiIioiYRRFFs+CY8C0hJScH8+fORnJwMQRDg6OgIJycnlJaWoqSkBKIoIigoCB9//DECAgKsHW6ry80tgclU+dLoDGVQKdSN3ler1+JQ8n5czbnSYFsBAtxVHvBUeyFLm4HC8kIAgFyQI6xTfzgqnXAp6+daC1AAUMrsAAB6U0WN9Z0cOyGj5F6Dl7sKEDDEdxiclE5wc3OAp+AHT3XjJrRqLlEUkVx4Bwm515GtzUK+Lg8OSgf4OwfA28EbKoUKCpkSAlpv5NBd5Y5Ojj7w9nZGdnbznqspiiKOpR7B+Yyz6OLki9EBj6GzU5cWjtSyHiYf7QVzcB9zUYl5uI+5MMd8MAfVMReVOkIeZDIBnp5O1g7jodnEyCgABAYGYteuXfjmm2/www8/ICkpCTk5OXB0dMTgwYMxfvx4REdHQ6VSNfnYGRkZ2LBhA+Lj45GQkACtVostW7YgIiKiUftfvXoV//znP3Hp0iUolUqMGDECy5Ytg4+P+ciSXq/HRx99hB07diA7OxuBgYGYPXs2oqOjmxwzUDki+d3NWFzNuQJ/566Y1DMKLvYutbY1mPTQ6stwPTceJ9OOodxYbrZdLsjhpnKDl7oTPNVe8HLwgpfaGx5qD+lxGgW6fPw7fjNKKophFI34OfN8redSyVXo6RECjUcvBLl1h1yQ417pXXx3czdyyrIrc2GqQHpxWoN9dLJzxsQev0WQWw8AlvvhIQgCgty6N/rSWFslCAIeCXgUI7uO5iW3RERERNSm2EwxCgD29vaIiYlBTExMix43JSUFe/fuRZ8+fTBs2DAcOnSo0fveunULMTExCA0NxQcffICysjKsWrUKMTEx2LFjh9nMvm+99Rb27NmDxYsXo3fv3jhy5AhWrFgBg8GAGTNmNDnu46k/SqObacWp2HR5A0I7hUNn0KFUXwKtXosygxal+hJpZtYH9fbsi1EBj8LV3q3BYsVN5Y4ZfWKw92Ys7paYF5JqhQNCPHshxKM3AlwCIZeZP4vS18kPs8Oex/l7P+FS1kWzS2DdVR7wUHnC2d4ZLnaucLF3gbNd5Zebyq1Zl6mSORaiRERERNTW2FQx2lqGDBmCU6dOAQDi4uKaVIyuXr0ajo6OWLduHRwcHAAAPXv2xG9+8xt88cUXeOGFFwAASUlJ2LZtG5YvX47Zs2cDACIiIpCVlYVVq1YhKioK9vaNf4zInYJbOJl+3Gyd1lCKM3dPNmp/d5UHxgSOQ08PTaPPCQCeak/E9JuN5MI7OHvvDESICPUOg8ajV8P3a8oUiPCLxFDfXyGj9B6KK4rQ2dG3ztFcIiIiIiLquDpEMSqTNW/kTa/X48iRI4iOjpYKUQDo0aMHwsPDsX//fqkYjYuLgyAImDRpktkxoqKisGfPHpw+fRqjRo1q9Ln339knfe/r5I/C8nyU6kvrbC9ABgelGs52LujnHYb+PgMbLB7rPNZDXsIqCJWT6HSBb7P2JyIiIiKiDkDsYA4cOCBqNBrx9OnTDba9deuWqNFoxK+++qrGtjfffFMMCwuTlhcvXiwOHz68Rrvs7GxRo9GI69evb1KcgYGBIoAaXy/+caG47/Ih8ej1M+If/vpmrW2qvrKyiqSvsLD+dbaLiZkttTtw4Md6j3ngwI9S25iY2XW2Cwvrb3b++o753nsfSO0+/vjjdten9977oN62oii2uz61x9eJfWKfrNmnqp8T7alP7fF1Yp+s06ePP/643fWpua/TwIED212f2uPr1BJ9CgwMbFJtYas6xMhocxUUFAAAXF1da2xzc3ODTqeDTqeDSqVCQUEB3NzcarSr2rfqWA9rQEAoHg99FABw3ftivW29vZ2l7xWKukeHVSql1Nbd3bHOdlXbq9qqVMo62ykUMrPz18fZWdXotm2xT87ODU+6VdW2vfSpPb5O7BP7VLVfXVq7T97ezu2uT1XnqAv7xD41VnvrU3Nfp/q01T61x9eppfrUHtjMo10sJS4uDgsWLGjUbLoXLlzAjBkzsHr1ajz++ONm21atWoV169bh8uXLsLe3x5w5c5CdnY3du3ebtTMYDOjbty/mzZuH1157rdFxfn/lAAZ0GlJjoqD2riNMxf2gjtjn+jAfzEF1zEUl5uE+5sIc88EcVMdcVOoIeWgvj3bhNKb1qBrprG1Us6CgACqVSpqUyM3NDfn5+bW2A2ofXa3PUN9fdbhClIiIiIiIOg4Wo/Xo2rUrVCoVkpKSamxLTExEz549peXg4GDk5OTUKEgTExMBABpN02a1JSIiIiIias9YjNZDqVRi1KhR+OGHH1BWViatv3PnDi5evIjx48dL68aOHQtRFBEbG2t2jB07dsDFxaXBS4KJiIiIiIg6kg4zgdG+fZWPSrly5QoA4OzZs8jPz4darZYeuTJmzBgAMHsO6aJFixAdHY3f//73mDNnDsrKyrBq1Sr4+fnhmWeekdppNBpERUVh5cqVEEURffr0weHDhxEbG4s333wTKlXDk9gQERERERF1FB2mGH3llVfMltesWQMA8PPzMys+HxQcHIzNmzfjvffew6JFi6BQKDB8+HAsW7YMTk7mNw2//fbb8PHxwaZNm5CTk4OuXbvinXfewbRp01q+Q0RERERERG1Yh5tNt63IzS2BydTxXpqOMPvZgzpin+vDfDAH1TEXlZiH+5gLc8wHc1Adc1GpI+SBs+kSERERERERNVOHuUy3rZHJBGuHYDUdse8dsc/1YT6Yg+qYi0rMw33MhTnmgzmojrmo1N7z0F76x8t0iYiIiIiIyOJ4mS4RERERERFZHItRIiIiIiIisjgWo0RERERERGRxLEaJiIiIiIjI4liMEhERERERkcWxGCUiIiIiIiKLYzFKREREREREFsdilIiIiIiIiCyOxSgRERERERFZHItRIiIiIiIisjgWo0RERERERGRxLEaJiIiIiIjI4liMEhERERERkcWxGCUiIiIiIiKLYzFKREREREREFsdilIiIiIiIiCyOxSgRERERERFZHItRIiIiIiIisjgWo0RERERERGRxLEaJiIiIiIjI4liMEhERERERkcWxGCUiIiIiIiKLYzFKREREREREFsdilIiIiIiIiCyOxSgRERERERFZHItRIiIiIiIisjgWo0RERERERGRxLEaJiIiIiIjI4liMEhERERERkcWxGCUiIiIiIiKLYzFKREREREREFsdilIiIiIiIiCyOxSgRERERERFZHItRIiIiIiIisjgWo0RERERERGRxLEaJiIiIiIjI4liMEhERERERkcWxGCUiIiIiIiKLYzFKREREREREFsdilIiIiIiIiCyOxSgRERERERFZHItRIiIiIiIisjgWo0RERERERGRxLEaJiIiIiIjI4liMEhERERERkcWxGCUiIiIiIiKLYzFKREREREREFsdilIiIiIiIiCyOxSgRERERERFZHItRIiIiIiIisjgWo0RERERERGRxLEaJiIiIiIjI4liMEhERERERkcWxGCUiIiIiIiKLYzFKREREREREFsdilIiIiIiIiCyOxSgRERERERFZHItRIiIiIiIisjgWo0RERERERGRxLEaJiIiIiIjI4liMEhERERERkcWxGCUiIiIiIiKLYzFKREREREREFsdilIiIiIiIiCyOxSgRERERERFZHItRIiIiIiIisjgWo0RERERERGRxLEaJiIiIiIjI4liMEhERERERkcWxGCUiIiIiIiKLYzFKREREREREFsdilIiIiIiIiCyOxSgRERERERFZHItRIiIiIiIisjgWo0RERERERGRxLEaJiIiIiIjI4liMEhERERERkcWxGCUiIiIiIiKLYzFKREREREREFsdilIiIiIiIiCyOxSgRURuyZs0ahISEIC0trcWPfebMGYSEhGD79u0tfmxqe1rzvdaatm/fjpCQEJw5c6ZV2rcEa5yztfDnBhE9DBajRNTulZWVYdOmTXjmmWcwdOhQ9O3bF5GRkZg3bx62b98Og8Fg7RAt5vr161izZk2bKzCaqqioCGvWrGkXv+zTw+so73siorZGYe0AiIhaU0pKCl544QUkJycjMjISL7zwAtzd3ZGbm4tTp05h+fLluHnzJt544w1rh2oR169fx9q1azF06FD4+/ubbRsyZAguX74MhaLt/9dQVFSEtWvXYuHChYiIiLB2OGRBkydPxsSJE6FUKqV19b3vraG2GImIOqK2/xsHEVEddDod5s+fj7S0NKxZswbjx4832/7CCy/g8uXLuHLlipUitC0ymQz29vbWDqOGkpISODk5WTsMM7YYU0dX9ZrI5XLI5XJrh1OvthAjEZEl8DJdImq3tm7dijt37uC5556rUYhWCQsLw8yZM6XlkJAQLFu2rEa72u7xqrqn7ubNm/jf//1fjBgxAv3798esWbNw+/ZtAMD+/fsxdepUhIWFYcyYMfj666/NjpuWloaQkBCsWbOmxjkbe89eZmYm3n33XUyePBlDhgxBaGgoJkyYgPXr18NoNJodb/ny5QCA3/3udwgJCTHr74P3ft26dQshISH4+9//Xut5lyxZgn79+iEvL09al5WVhT//+c8YPXo0+vXrhxEjRuBPf/oTcnNz6+1DlZiYGIwZMwapqalYtGgRhg4dikGDBknbRVHEf/7zH0RFRSE8PBwDBgxATEwMTp8+LbU5c+YMHnvsMQDA2rVrpX6OGTOm1n5Wt2zZMoSEhDQ6purH+vbbbzFx4kT069cPjz76KD755JMax79w4QKef/55DB8+HKGhoRg5ciTmzZuHixcvNio/Z8+exXPPPYdBgwYhLCwMU6dOxdatW+vMY2ZmJpYsWYIhQ4agf//+mDt3Lu7cudOoc9UlLS0Nr7/+OiIjI9GvXz+MHTsWK1euRFlZWY22CQkJmDNnDvr374+IiAgsXboUeXl5tX7OvvjiC8yZMwcjR46U3juvvfZare//qv1PnTqFGTNmYMCAAfj9738PoOZntaH3fRWTyYSNGzdi7Nix6NevHx5//HHs2LGj3nNPnz4d4eHheOSRR7B+/XoAQGFhIf7whz/gV7/6FcLDwzF//nxkZmaaHaOue0YrKirwySefYPLkyQgPD8egQYMQFRWFf//73/W+JgCQlJSERYsWSfkbPnw4YmJicOTIkSafo7E/U+rTmM8qERFHRomo3frhhx8AANOnT2/V8yxduhQODg6YP38+8vLy8Nlnn+H555/HokWL8N577+Hpp5/Gk08+iW3btuHNN99Ejx49MHjw4BY7/40bN7B//36MGzcOAQEB0Ov1OHbsGN5//32kpaXhL3/5CwBg3LhxyM7Oxtdff40XX3wR3bt3BwAEBATUetwePXogNDQUe/bswRtvvGE2klNSUoKDBw9i5MiR8PDwAADcvXsX06dPh16vx1NPPYWAgACkpKTgyy+/xJkzZ/Dtt9/C2dm5wf6Ulpbi2WefxcCBA/Hqq6+aFbuvv/469u7di8cffxxRUVGoqKjA7t27MWfOHKxZswaPPfYYevTogeXLl+Pvf/87xo0bh3HjxgEAHB0dm5fgBmICgK+++go5OTl46qmn4OLigtjYWLz33nvo3Lkzfvvb3wIAbt++jTlz5sDLywu/+93v4OnpiZycHFy4cAEJCQno379/vTEcOnQICxcuhJeXF5577jk4OTlh7969WLFiBdLS0rB48WKz9lqtFs8++yzCw8OxePFipKWlYcuWLXjppZewZ8+eZo3MpaenIzo6GsXFxZgxYwa6deuGn376CR9//DEuXLiATZs2SZd5JycnY+bMmTCZTIiJiYGPjw9+/PFHzJs3r9Zjf/rpp+jfvz9iYmLg5uaGxMREbNu2DadPn8bu3bvh7u5u1v7q1av44YcfMG3aNEydOrXOmBv7vl+1ahV0Oh2mT58OOzs7fPnll1i2bBkCAgLM/iACANeuXcPhw4cxbdo0TJ48Gd9//z3ef/992NvbY+fOnfDz88PChQvxyy+/4PPPP8fSpUuxadOmenNbUVGBuXPn4qeffsKIESMwadIk2NvbIzExEfv378ezzz5b5775+fmYNWsWAODpp5+Gr68v8vPzcfXqVVy6dAmjR49u0jka+zOlPo35rBIRQSQiaqeGDh0qDhgwoEn7aDQacenSpTXWf/vtt6JGoxFPnz4trVu9erWo0WjE+fPniyaTSVq/efNmUaPRiP379xfT09Ol9bm5uWK/fv3ExYsXS+tSU1NFjUYjrl69usY5q46fmppa77qysjKz81d57bXXxF69eomZmZn19qPK6dOnRY1GI3777bfSun//+9+iRqMRjxw5Ytb2m2++ETUajfjDDz9I61588UVx2LBh4r1798zaXr58Wezdu3etfXzQs88+K2o0GnHlypU1tu3fv1/UaDTiV199ZbZer9eLU6dOFR999FEpD/XltbZ+Vlm6dKmo0WgaHVPVsYYPHy4WFhZK67VarRgRESFOmzZNWlf1vrh06VIDWajJYDCIo0ePFgcNGiRmZGRI68vLy8Xp06eLvXr1Eu/cuVMj5vXr15sd55NPPhE1Go149OjRBs9Z23ttyZIltb4f3n33XVGj0YjffPONtG7RokWiRqMRz507Z9b2lVdeqfVzVlpaWiOGkydP1toPjUYjajQa8cSJEzX2qe09Xt/7vmrb5MmTxfLycml9RkaG2LdvX7PPa9W5Q0JCxIsXL0rrysvLxeHDh4shISHiO++8Y9b+b3/7m6jRaMRbt27VG8/69etFjUYjvv/++zViNBqNNdZVFxcXJ2o0GnHv3r31tmvsOZryM6W2z1NTPqtE1LHxMl0iarcsdV9fTEwMBEGQlqtGPR977DH4+vpK6z08PBAUFITk5OQWPb9KpZLOX1FRgYKCAuTl5WHEiBEwmUy4evVqs49dNcnKzp07zdbv2rULbm5u0ohLcXExjhw5gjFjxsDOzg55eXnSl5+fHwICAnDixIlGn3fu3Lk11sXGxsLRfQAETQAAIABJREFU0RFjx441O35RURHGjBmD9PT0Fs9tQzFVefLJJ+Hi4iItq9Vq9O/f3yyeqlHhgwcPory8vEnnjo+Px927d/Hkk0/Cx8dHWm9nZ4fnn38eJpMJBw8eNNtHJpPhd7/7ndm6YcOGAaic2KupTCYTDh06hD59+mDUqFFm2+bPnw+ZTIa4uDgAgNFoxNGjRxEWFlZjVHHOnDm1Ht/BwUE6T3FxsXQ5r7OzMy5fvlyjfa9evRAZGdnkftTlmWeegZ2dnbTs4+NT5+e1f//+CA8Pl5bt7OwQGhoKURQRExNj1rbq50FDOd+9ezdcXV2xYMGCGttksvp/Xat6bx07dgwlJSUPfY6H/Zli7c8qEbUdvEyXiNotJycnlJaWtvp5unbtarZcVZTUNmunq6sr0tPTW/T8BoMB69evx65du5CSkgJRFM22FxUVNfvYVQXnwYMHUVxcDGdnZ6SlpeHcuXNmv7zfuXMHJpMJ27Ztw7Zt22o91oN5qouHh4dZYVfl1q1bKC0trbcAyc3NRVBQUKPO0xR1xVSlttfazc0NBQUF0vLEiRMRGxuLdevWYdOmTQgPD8eIESMwceJE+Pn51Xv+qvsmg4ODa2zr2bMnACA1NdVsfadOnWpMSOXm5gYAZnE1Vl5eHrRaba0xuLm5wdvbW4qhqm1tr0Vdr8+pU6fw4Ycf4tKlSzWK9cLCwhrtu3Xr1uQ+1Ke296ebm1utn9fa2rq6ugKo+V6oet80lPOUlBT07t27WZOIDR06FFOmTMH27duxe/du9OvXD5GRkZgwYYLZ69XYczzszxRrflaJqG1hMUpE7VbPnj1x9uxZpKamNroQqkt9k3bUNWrRmHvyqo+oPqixzz9999138fnnn2PChAl48cUX4eHhAaVSifj4eLz33nswmUyNOk5dpkyZggMHDmDfvn2Ijo7Grl27IIoipkyZIrWp+mV10qRJdd6/19hfstVqda3rRVGEh4cH3n///Tr3rSrM6tOcnNcVU5XGvNZ2dnb47LPPcPnyZRw7dgznzp3D6tWrsXbtWrz//vvSva21ebAYaIz6YmrO8ZqyT31ta8v/5cuXMXfuXAQEBOB//ud/4O/vL43OLV68uNbjNfSaNFVDo4/V1ZfburY1J+dN8Y9//ANz587Fjz/+iPPnz+Ozzz7DunXr8Ic//KHe+01r87A/U1rqs0pE7R+LUSJqt8aPH4+zZ89i69atWLJkSaP2eXA0q8qDo04tpWo0pbaRn4Zm0a2ya9cuDBkyBKtWrTJbX9tlgfUVYnUZNWoUPDw8sHPnTkRHRyM2Nhbdu3dHWFiY1CYgIACCIECv17fopZPVBQYGIjk5GeHh4Q1ORlRfP1si5w8jLCxMyt29e/cwZcoU/Otf/6q3GK36Y8rNmzdrbKta97B/cGmIp6cnHB0da42hsLAQ2dnZ6N27t9TWwcGh1pl7q2aarm7Pnj0wGo345JNPzPqh1WofamS/SnPe95bWrVs33L59GxUVFWaXCzeFRqOBRqPBvHnzUFRUhOjoaLz//vuYOXMmBEFo9Dma8jOlNk35rBJRx8Z7Romo3YqOjkZQUBA+/fRT6V62B129ehVffPGFtNytWzdcvHjR7DEVhYWFtT4GpCU4OTnB29sbp0+fNhs5SU1NrTPmB8lkshqjLlqtttbZO6vuy6utEKuLUqnExIkTcf78eezevRvJyck1Rj/d3d0xatQoHDhwoNbHlIiiWGMG2qaaMmUKTCYTVq5cWev2nJwc6fv6+unv7w+FQoGTJ0+arb9w4UKjH7HSHLX1v3PnzvDw8Gjw9ejbty98fX2xfft2ZGdnS+v1ej02btwIQRBafXZSmUyGRx99FNeuXcPRo0fNtq1fvx4mkwljx44FUDk6OHLkSFy+fBnnz583a/vpp5/WOHZdo4kff/zxQ4/sA81731vab3/7WxQWFuLDDz+ssa2hUdWCgoIaeXJxcYG/vz/Kysqky54be46m/EypTVM+q0TUsXFklIjaLbVajY8//hgvvPACFixYgBEjRiAyMhJubm7Iy8vDmTNncPz4cTz//PPSPjNnzsTrr7+OWbNmYfLkySgqKsLWrVvh6+trVgS0pJkzZ+Jf//oXnn/+eYwdOxZZWVn46quv0LNnT1y5cqXB/R9//HF8/fXXePXVVxEZGYmcnBx8++230v2B1YWGhkImk2HdunUoLCyEg4MD/P39zSZjqc3UqVPx+eef46233oJMJsOkSZNqtHnrrbfwzDPP4Nlnn8XkyZPRp08fmEwmpKam4uDBg5gyZQpefvnlxifmAU888YT0PMT4+Hg8+uijcHd3R0ZGBi5evIiUlBRpEh93d3cEBgZi79696Nq1K7y8vKBWqzFmzBg4OjpKz+dcsmQJhg4dipSUFOnZjwkJCc2OsT4fffQRTpw4gdGjR8Pf3x+iKOLw4cO4ffu22XuwNnK5HH/605+wcOFCPPXUU5g2bRocHR3x/fff4+LFi3jxxRdb/B7K2ixZsgQnT/4/e3ceF1W9P378NQswwyIImCIImgMYLmiFoGnudW9luWS2mHU1770qal1tIb1mXbVui35dLtpVs6huv9ASTY1ScanrGqm5JogSiigg2wzbwMzvD64jE4qMDIzI+/l48HDmnPM5n/f5NBrv+Wy7mTx5Mk8//TSBgYH89NNPbN68mYiICKsvKV588UXL368xY8bQpk0bduzYYUnKq/dWDh48mI8//pgJEyYwevRonJyc+O9//8uvv/5aY0uXm3Gzn/vGNHbsWLZv386yZcs4cuQIffr0wdnZmdTUVM6cOVNrIpiQkMAnn3zC4MGDCQoKQq1Wc+DAAX788Uf++Mc/otFobKrDln9TrsWWv6tCiOZNklEhxG0tKCiIhIQEvvzyS7777juWL19OcXExnp6edOnShXfeeceyDyRUzXm8dOkSn3/+OW+//Tbt2rVj0qRJKJVKDh8+3CAxTpgwgaKiIjZs2MD+/fvR6XTMmzePY8eO1SkZjYmJwc3NjcTERLZt24afnx+jR4+ma9euPP/881bXtm3blvnz57NixQrefPNNjEYjw4cPv+Ev5Z07dyYkJIRTp07Ru3dv2rRpU+MaPz8/vvrqK1asWEFSUhIbNmzAxcUFPz8/BgwYwB//+Eeb2uVa3n77bSIjI4mPj+fDDz/EaDTSqlUrwsLCmD59utW177//PvPnz2fhwoWUlJTg7+/PwIEDgao2A9iyZQvbtm0jLCyMZcuWER8f32DJ6ODBg8nOziYxMZGcnBw0Gg1BQUHMnTuXxx9//IblBw4cyMcff8yyZctYtWoVRqORjh07MnfuXEaNGtUgMf+ev78/8fHxLF68mA0bNlBUVETr1q35y1/+wsSJEy17jALceeedfP755/zzn/8kLi4OFxcX+vfvz+zZsxk8eLDVHOJ77rmHJUuWEBsby6JFi3BxcaF379589tlnNs93vJab/dw3JmdnZz766CM++ugjNm7cyIIFC3BxcSEoKIgRI0bUWjYyMpITJ06wY8cOsrOzUSqVBAQE8Oqrr1q1X13rsOXflOux5e+qEKL5Upgbeka9EEIIIcT/HD16lJEjRzJ9+nT+/Oc/OzocIYQQDiRzRoUQQgjRIEpLS63em81mVq5cCdBgC10JIYRoOmSYrhBCCCEaxGOPPUZUVBQhISGUlJSwfft2fvrpJx566CG6dOni6PCEEEI4mAzTFUIIIUSDePfdd9m+fTtZWVlUVFQQEBDA0KFDmTBhAk5OTo4OTwghhINJMiqEEEIIIYQQotHJnFEhhBBCCCGEEI1OklEhhBBCCCGEEI1OFjC6ReXlGTCZmt8Iah8fd3Jz9Y4Oo1E1x2eujbSHtEF10hZVpB2ukrawJu0hbVCdtEWV5tAOSqWCli3dHB1GvUkyeosymczNMhkFmuVzN8dnro20h7RBddIWVaQdrpK2sCbtIW1QnbRFFWmHpkGG6QohhBBCCCGEaHSSjDagnJwcxo0bR3h4OEOHDuXo0aOODkkIIYQQQgghbgmSjDagOXPmEBgYyL59+xgzZgxTp07FaDQ6OiwhhBBCCCGEcDhJRhuIXq9nx44dREdHo9FoGD16NAAHDx50cGRCCCGEEEII4Xh2X8AoKyuLlStXcuzYMU6ePElxcTFxcXFERkbW+R779u3jww8/5JdffsFoNOLv789zzz1nSegagi1xGwwGFi5cSGJiIoWFheh0OiZPnsygQYMs16Snp+Ph4YGvr6/lWEhICKmpqfTs2bPBnkMIIYQQQghxbecKM0jNS0GtVOPq5EqodyfcnN0dHVazZfdkND09nU2bNhEWFkZUVBRJSUk2lV+3bh0zZ85k1KhRPP/88zg5OZGWltbgw1ttiTs6Oprjx48zY8YMAgICWLduHdHR0Sxfvpx+/foBUFJSgru79Qfbzc2N4uJiu8RbWVlBaWkxlZUVmM1mzObbY8Ww0tICSkub11BmW59ZoVCgUChQqdRoNK6oVLIothBCCCHEjRSVF/L/TnxOhenq713JWfsZH/5XlAoZMOoIdv8tNiIigj179gCwdetWm5LRCxcuMGfOHF566SUmTJhgOd6rV68bli0oKODQoUOWZPD3Nm/ezJAhQ3BycqpX3Dt37mT37t0sXbqUIUOGABAVFUVGRgbvvPOOpX6tVovBYLAqazAYcHV1veGz3Eh5eRmlpQZcXFzRat1QKJQoFIp63/dW4OrqTHFxuaPDaFS2PnPVlw8mjEYjBkMhGo0bzs4uDRihEEIIIUTTdyz7qFUiCpBbksvpvBSCvUMdFFXzZvevAJTKm7/l2rVrAXj22WdtLhsfH8/EiRPZuHFjjXOLFi3ipZdeYteuXdctX9e4t2zZgoeHh9WQXIVCwfDhw0lLSyM1NRWAoKAgCgsLycnJsVx36tQpdDpdXR/pusrKSnB19cDFRYNSqbptElFRNwqFAqVShYuLBldXD8rKShwdkhBCCCHELc1sNnM0+xfL+5Yab8vrn7N+ckRIgltsAaMDBw7QsWNHvv/+ex588EHuuusu7r//ft5//33Ky2vvOZowYQJPP/00r7zyCgkJCZbj7733HsuWLWP27NlWCeTNSklJQafT1UheQ0Orvk05deoUAO7u7vTv35/Y2FjKyspYs2YNAD169Kh3DCZTpQzNFACoVGpMpkpHhyGEEEIIcUvLLr5ETkk2AGqFmhGho1BQ1aFzpiCNyyWXHRles3VLZTSXLl3i0qVLzJ07l2nTpqHT6di7dy///ve/uXDhAh988EGt5WfNmoVKpSImJgaj0UhKSgpxcXG89dZbPPHEE3aJMT8/n/bt29c47unpaTl/xZw5c3j55ZeJiIggKCiIxYsXX3eYsC3MZrP0hgqgqpf0dpkvLIQQQgjRUKr3iob4dKKV6x10bKkjNS8FgIMXf2JQ+wccFV6zdUslo2azGYPBwIIFC3j44YcBiIyMpLS0lI8++oipU6cSFBRU6z1iYmJQqVTMmjULpVLJvHnzGDlypF3jrC0RrH7O19eX1atX27VuIYQQQgghRN2ZzCaO5Ry1vO/s2xWAu1vfa0lGj1w6TL/AAaiV9e84EnV3Sw3T9fLyAqBPnz5Wx++//34Ajh07dsN7mM1m9Ho9SqUSk8mEXq+3e4zVez+vKCgoAK72kAohhBBCCCEc67fCdD7+ZRUGY1VO4Kp2o4PXnQB08OqIp0tV/lFaWUrK5VMOi7O5uqWS0ZCQkFrP32iRIZPJxOuvv87XX3/NokWLmDZtGvPnz2fFihV2i1Gn03H69GlMJpPV8StzRW/0DKJ2Gzasp0+fe61+HnlkCNOmTSI5+UCD1HnhQiZ9+txLfPx/ar3u6NEjrFr1IUVFRQ0SB0Bubg6rVn1ISsqvDVaHEEIIIcTtrqA0n4RTX/GfY3FcKs6yHL+7zb2WbVwUCgVdW4Vbzh3LOdLocTZ3yvj4eKsDW7duZejQofTt25cFCxY0ajBXtkrZuXOn1fGdO3dWfVi6dr1u2crKSl577TU2btzIkiVLeOCBB5g0aRKvvPIK77//PrGxsXaLsbCwsMbWLwkJCXTo0MEuq+UKmDXrTZYvX83y5R8xY8ZrlJeXMX36FE6cuHHveEM5fvwIq1evQK9vuGT08uVcVq9eQUqKfDMnhBBCCGGr8spytqZuZcWhZZzMPW45rlaouS/gfnoHWI/A7Nyqi+X16bzTFBuLGy1WAeqkpCTL4j6ZmZlMnz4drVaLt7c3K1asICgoyOY5l4mJiQAcOVL17cKBAwfIy8tDq9Va9uHct28fY8eOJTo6milTpgBVw3Hvv/9+3nrrLfLy8ggODmbv3r3ExcXx5JNP4u/vf906V65cSWJiIrGxsfTt29dyfPz48Tg7OzNv3jyCg4MtCe/Nxt2vXz8iIyOZOXMm+fn5BAQEkJCQQHJyst0SXgEdO+oIDr6639Pdd9/Lww8PZseOJO66q7MDIxNCCCGEELei3wrT2ZCyjgplKRXmCsvxu3w60z9oEJ4uNafTtdR409Y9gEz9OcyYOJF7jHvaRDRm2M2a+u6777a82bRpE2azmfXr19O6dWteeOEF4uPjbU5Gp02bZvV+yZIlAPj7+9foUfy9RYsWsWTJElauXEleXh5+fn68+OKLvPDCC7WWGzt2LL169aJbt241zj377LOEhIQQEVH7B6sucSsUCmJjY1mwYAELFy6ksLAQnU7H0qVLGThwYK33FzdPo9GiVCqpqKjaqLisrIx///tf/PTTfi5cuICTk5r27e/kT3+awL339rQqW1ZWxmeffcy2bd9z4UImrq6uBAeHMmnSVEJCOl2zvrKyMt56axbJyT/x9tvv8/PPP7F6ddVw71GjHrVct2bNBvz82mIymViz5gs2bdrAuXMZaLVaoqLuY9Kkqfj4+FquT04+wOrVKzh9OpWysjK8vb3p1i2c2bPn8vPPPzF16l8BmD//TebPfxOA119/g4ceGmq/xhRCCCGEuA1tPfMd+vIiNJqqRYjauPkxqP0DtGsRWGu5zq26kKk/B8Cx7KOSjDYita/v1V+Uf/zxRyIiImjdujUAAwcOZNGiRTbf9NdfbzzfLTIy8prXubq68uqrr/Lqq6/aVKdWq71mIlq9vhupS9xQtYfo7NmzmT17dp3jE7aprDRRUVH1jVZOTjaffLIKgAEDqnq2jUYjRUVFPPPM8/j6+lJWVsoPP+zkpZcms2DBUiIiqv57V1RUMH36FI4dO8KTT44hPLwHRmM5v/xymEuXLl0zGc3Pz+e11/5GTk42y5atokOHO/H3D8Bg0BMf/wXz5r1nSTCv/Dl//pskJW1h9OhnuPvue8jOzmblyuVMmfIXVq36DK1WS2bmeV5+eRp9+/bjmWfG4uKi4eLFLPbv3wNAaGgnZs16k7lz3+C558bTq1fVMBJ//4AGbGkhhBBCiNtDflme5fUf7nyY8Dt61Gk7xE4+YWw98z1mTGTqz3GuMIOAFu3qVGdm0XmcVc74ura66bibM3VOTg4A5eXlHD58mL/85S+WkwqFgrKyMkfFJmy0L3MPP2bswmgqd2gcTkpn+rS7n8i2vW76Hi+88KzVe41Gw6xZb9KlS9W8YXd3d15//Q3L+crKSiIiosjMPM/XX6+xJKNbtiRy6NDPzJr1Jn/4w8OW6/v27X/Nes+fP8f06VNxddWyfPlqrnxZc8cdrWnTxg+AkJBQ/PzaWsocOXKYxMRN/O1vrzJixCjL8eDgEMaNG8Pmzd8wcuQT/PrrCcrLy3n55Zm4u7tbrhs5cgTFxeW4ubnTsWPVnGN//wDLswohhBBCiNqVV5ZTXln1O7Baqa5zIgrg5uRGx5YdLdu8fHH8Ux7WPUqYb5dayx3N/oWNqetRoGBs13H4ubet9XpRk3rt2rX07t2bLVu2UFZWZrWtyrlz5/Dx8XFgeMIW+zP3OjwRBTCaytmfubdeyejs2XMJDKwaUpGXd5nNmzcyb94cnJ2d6devajj0jh3b+PLL/5CefpbCwgJL2aCg9pbXe/fuRqt15cEHH7phnSdOHCcubjWhoXfxj3+8g6ura51i3bPnvyiVSgYPfsDSmwvQoUNHWrW6g0OHfmbkyCcICemEk5MTs2a9wtChwwkP746vr3yLJoQQQghRX8VGg+W1m7NbnRPRK/oFDuRcYQallaVUmivZkLKOnOJs+rbrf9177c/cC4AZM0ezj0gyehPU2dnZjBo1CrPZzH333We1Yu2OHTsIDw+vpbi4lfRsG3XL9Iz2bBtVr3t06NDBagGjyMjePPfckyxY8C79+g0kKWkrs2e/xqBBD/DMM2Np2dIHlUrJihXLSU8/YylXUJCPr69vnf5BOnBgL/n5+Tz66LA6J6JQlSybTCYeemjQNc8HBFQN8/D3D+D//i+Wzz//hLfffpPS0lI6dLiTP/1pHAMH/qHO9QkhhBBCCGuGasmoh4uHzeVbud7B2K7j+erX/0duSS4Au8//SE5JDo/oHsNZ5Wx1/UVDFpeKL1reny1Iu8nImzf1119/zY8//oiHhwcPPXS19ygvL4/77ruv1tVnxa0lsm2vevVG3sqUSiXt29/J9u1bycu7zJYtibRt68+cOfOsEs2SEuvluL28WnLs2FHMZvMNE9IxY54nLe00b7zxOrNnz2XgwMF1is3T0wulUkls7ErUanWN89UT2/DwHoSH96CyspKTJ0/wxRdxzJ49ixYtvGssvCSEEEIIIepGX663vHZ3dq/lyuvz1nrzbJc/sT5lHWfyTwNw6vJJPjuaz+OdRtPCpYXl2iPZh63K5pbkUFReiIdzC0TdKTt06MCzzz7LsGHDcHa+mvG3bNmS119//YYr0ArRGEwmE2fOnMbZ2RlX16qhF2q12irBTEs7zbFj1psVR0b2oqSkmO++23zDOpRKJTExs3n00eG8+eZMEhM3WZ13cqr6+/H7edRRUb0xmUzk5ubSqVNYjZ/AwPY16lKpVHTu3IXo6JcAOH06pdY6hBBCCCHE9RmM9U9GATRqLaM6Pcm9flc7CS4VZ/HJkZVk6S8AUGmq5Hj2sRpl0wvO3nS9zVXNbhwhbgFVW59UDTfOz6+aM3r27BlGjXoKFxcXeve+j127tvPBB/+kX78BZGae56OP/k3r1m0wmUyW+wwZ8gc2bdrAP/85l/T0s3TvfjcVFRUcOXKYrl3Due++vlb1KhQK/va3V9FotMybN4eysjIee2wEAHfe2RGAr76K58EH/4haraZjx2C6d7+bhx4ayty5b3Dy5HG6dQvH2dmF7OxL/PzzT/TqdR8DBgwmIWEtP/+cTK9e99G6dRtKSkpISFiLk5MTd99d9aWPn19bNBoNW7Yk0qHDnWg0Gvz82uLp6dUYzS6EEEII0SRVH6br7nLzySiAUqFkcPsH8dW24ru0bzFjwmA0sO7UWv7cfRJp+akUVxhqlDubn0aXVtff3UPUpN60aROffvop6enp5Ofn17hAoVBw/PhxB4QmmrO5c6+ulOvh0YKAgABee20Wf/xj1X6bDz/8GLm5uWzYsI5Nm9YTGNieF1+cwX//+wMHDyZbyqrVaj74YDGffPIR27Z9zxdffIqbmxuhoXcxaND1h6BPmjQVrVbL+++/TVlZGU888RTh4T0YM+Z5vv32G9av/+p/e4tW7TMaEzObsLAufPNNAvHx/0GpVOLr24ru3e+hY8dgAHS6UPbt28uKFcvIz8/D1dUVnS6EpUuXERwcAoCLiwuvvfZ3Vq36kGnTJlJZWSn7jAohhBBC3ED1nlEPZ9vnjF5L99Z3463xYe2v/4/yynIKyvI5kXuMI5euDtENatGe9MKzAJwpOFOnqWHiKkWnTp3MXl5ehIeH07Jly2te9PbbbzdyWCI3V4/JZL7mufz8HLy8fK95rqlzdXWmuNjxKwI3pvo+8+32eWjVyoPs7CJHh+FQ0gZXSVtUkXa4StrCmrSHtEF1zbkt1p78ktS8UwD8KXIsrZVBdrv37nM/sCtjBwDOKmfLFjIKFIwP/wufHf2Y0spSAEaGjsbTxdNudV+Pk1pNSED7Bq+noanDw8P5+OOP0Wg0jo5FCCGEEEIIIWxWbLy6iKW7sztU1HKxje5ucy97M3db7WVadTwCX9dWBHq259TlkwB89euX9qu4Fi21LZkVENModTUk5dChQyURbSA5OTmMGzeO8PBwhg4dytGjRx0dkhBCCCGEELcdg/Fqj3B9FjC6Fo1aS4/W91od83Buwf2B/QG400tn1/qaE3VRUfPsym8Mc+bMITAwkNjYWNavX8/UqVP57rvvcHJycnRoQgghhBBC3BbMZjOGcut9RgvtPO2rp18kyRf2U2Gu6nJ98M6HcFG5ANC1VTcu6DO5oD9v1zpr00Jze2who167di1jxozB3d2+3yA0d3q9nh07drBjxw40Gg2jR4/mww8/5ODBg/TsKftJCiGEEEIIYQ/lpnJLkqhWOuGscgbsm4y6ObvzkG4oe8/vIcy3M7qWwZZzKqWKP3Z82K713YhSeXsskqT28fHhoYceYuTIkQQEBKBSqWpcNGzYsDrfMCsri5UrV3Ls2DFOnjxJcXExcXFxREZG3rDsvn37GDt27DXPbd68mY4dO9Y5DlvZErfBYGDhwoUkJiZSWFiITqdj8uTJDBo0yHJNeno6Hh4e+PpeXVgmJCSE1NRUSUaFEEIIIYSwE3351ZV03ZzcGmw12zDfLoT5dmmQezdX6sOHq5YmXrZs2TUvUCgUNiWj6enpbNq0ibCwMKKiokhKSrI5qBkzZhAREWF1LCAgwOb72MKWuKOjozl+/DgzZswgICCAdevWER0dzfLly+nXrx8AJSUlNXqb3dzcKC4uvtYtbaJQKGTZaAEgnwMhhBBCNHvVt3Vxc5LRnk2JOi4uzq43jIiIYM+ePQBs3br1ppLRDh060L17d5vKFBQUcOjQIUsy+HubN29myJAh152vWde4d+7PuzYDAAAgAElEQVTcye7du1m6dClDhlTtUxkVFUVGRgbvvPOOpX6tVovBYL0ZrsFgwNXV1abnuhalUkVlZQVqtcw9be4qKytQKmuOZhBCCCGEaC6KjVd/57b34kWiYSl79uzJjX5suqFS2UCh1i4+Pp6JEyeycePGGucWLVrESy+9xK5du65bvq5xb9myBQ8PD6shuQqFguHDh5OWlkZqaioAQUFBFBYWkpOTY7nu1KlT6HT1X23LxUVLcXERZWUlmEyVmM3X3o9U3J7MZjMmUyVlZSUUFxfh4qJ1dEhCCCGEaKbMZjPnCjMoKCtwWAzVFy9yc3JzWBzCdup//etfTJ482dFxWJk9ezZTp05Fq9Vy7733MmXKFLp0qX189oQJE7h48SKvvPIKFRUVlqHF7733HqtWrWL27NlWCeTNSklJQafT1UheQ0NDgasJp7u7O/379yc2NpZXX32VDRs2ANCjR496x+Ds7IJKpaK0tJiyshLMZvNtk5CWljpRWmp0dBiNytZnVigUKBQKVCo1bm4tUKnUDRidEEIIIcT17c/cw/bftqFWqJnQfSKeGq9Gj0GG6TZdah8fH0fHYOHh4cFzzz1Hz5498fLy4vTp0/z73//mqaee4rPPPiM8PLzW8rNmzUKlUhETE4PRaCQlJYW4uDjeeustnnjiCbvEmJ+fT/v27Wsc9/T0tJy/Ys6cObz88stEREQQFBTE4sWL7baty5VE5HbTqpUH2dnNa7uh5vjMQgghhGj6KkwV7MvcW/XaXMHJyyeIbNur0ePQG60XMBJNh/rAgQM8+eSTjo4DgLCwMMLCwizv7733XgYOHMgjjzzCwoUL+fjjj294j5iYGFQqFbNmzUKpVDJv3jxGjhxp1zhrWzCm+jlfX19Wr15t17qFEEIIIYS4FaTmpVBccXWIbHrBWYcko9WH6cqc0aZFmZyczOLFi9Hr9Te+2gFatWpFnz59uLLq742YzWb0ej1KpRKTyWT35/Ly8rLq/byioKBqnPyVHlIhhBBCCCFuZ4cuJlu9zyj8jUpTZaPHUX2Yrqv0jDYp6rKyMpYtW8ayZcvw9vZGo9FYXaBQKNi6dauDwqtiMpnqfN3MmTP55ptvWLRoEampqcyfP5/y8nImTJhgl1h0Oh3ff/89JpPJat7oqVOngKq9RIUQQgghhGhsJrOJLP0F8kovE+jZvkGHrOaX5nG24IzVMaOpnCzDBXy0PuSW5DZY3b9XVF5oee0uc0abFLU9VndtSNnZ2ezevfuGW71UVlYSExPDt99+y5IlSxgwYAAPPPAALi4uvPvuuxiNRiZNmlTveIYMGcLatWtJSkpi8ODBluMJCQl06NDBLqvlCiGEEEIIYYvd537kyNFk8oqqErOWGm/+1G0CzirnBqnv8KWD1zx+MOsnUvNTKa0oaZB6b8TNWXpGmxL1p59+avebJiYmAnDkyBEADhw4QF5eHlqt1rIP5759+xg7dizR0dFMmTIFgOnTp9OuXTs6d+5MixYtSEtLY8WKFZSWlvK3v/2t1jpXrlxJYmIisbGx9O3b13J8/PjxODs7M2/ePIKDgy17g95s3P369SMyMpKZM2eSn59PQEAACQkJJCcnExsbezPNJYQQQgghxE0rKi9kV8Z2NJqrC2XmlV5m97kf6R80sM73ySnO5sdzu3BzciPMtwtt3f2vuVbK2YIz7MvcY3kf4t2JU5dPAnA050g9nqR+PF08USvts1ioaBwNsifEtGnTrN4vWbIEAH9/f5KSkq5bLjQ0lE2bNvHZZ59RUlKCl5cXPXv2ZOLEiTcc/jp27Fh69epFt27dapx79tlnCQkJISIiot5xKxQKYmNjWbBgAQsXLqSwsBCdTsfSpUsZOLDuf9mFEEIIIYSwh6Lyq6vyK1BipmqK2/4Le+jcqgtKhYqc4mxyS7LJLs4mpySbSlMld7bsSJhPF/zc23K59DL/OfapZUGi5KwDaFQa3JzdcVW74urkhquTK1q1lp+y9mMyV9XRyvUOBgUNsSSj1ePwc2/bSC0ALipnIv17N1p9wj4U5ttlg8rbTG6uHpOp+f2naY7bnDTHZ66NtIe0QXXSFlWkHa6StrAm7SFtAHAmP40vT3yORuNEK+e2mMyVnC86V+fyni5eVJor0Zfb1o7uzh482+VPeLp48u+DsVwuvTpPtLd/X+4P7G/T/eylOXwmlEoFPj5Nf36s+q677qr1AoVCwfHjxxspHCGEEEIIIYQtyirLLK+1ai19Au5n9S8rLT2kN1JQdnWnCLXSiVDvTqTk/Up5Zfl1y7ioXHii01N4ulTtJBHoGWRJRn20vvQO6HMzjyKaGfWwYcOsDlRUVJCRkcHhw4cJDQ3lRsmqEEIIIYQQwnFKK0otr11ULtzh1pq+7e5nV8YOoKoH01fri69rK3y1VT9Gk5ETucf4NfeEJZlVoGREyOPc2VKHyWyixFiMwWiguKKYYqOBEmMJBqOeClMFXVp14w631pZ6e/r14lTuryiVSh4NHo5a2SCzAcVtRv32229f88TPP//MxIkTmTNnTuNGJIQQQgghhKizssqryahGXbVNY++AvnS7oztqpRqNWnvNch287uSBDn/gdN5pzuvPEdwyhHYtAgFQKpS4Obvj5ly3oaDeWm+m3PsSJrMJlVJVzycSzYXyeifuvvtuRowYwXvvvdeY8QghhBBCCCFsUGbVM6qxvHZ39rhuInqFWulEqE8nBgYNtiSiN0uhUEgiKmxy3WQUoH379jJfVAghhBBCiFtY9TmjLmoXB0YihG1qTUb379+Pi4t8oIUQQgghhLhVVZ8zqqnWMyrErU6dkJBQ42B+fj579uxh165djBo1ygFhCSGEEEIIIeriWnNGhWgK1DExMVxrq1G1Ws3jjz/Oa6+95oCwhBBCCCGEEHVRVlFtmK70jIomRP3JJ59YHVAoFHh6ehIQEICrq6uDwhJCCCGEEELURWm1nlGZMyqaEnXPnj0dHYMQQgghhBDiJlXvGZU5o6IpUW7btu26J7dv386gQYMaMZzbS05ODuPGjSM8PJyhQ4dy9OhRR4ckhBBCCCFuM6WVJZbX0jMqmhJlcXHxdU+WlJSQmZnZiOHcXubMmUNgYCD79u1jzJgxTJ06FaPR6OiwhBBCCCHEbcJkNlFeWQ5UTbeTOaOiKal1a5ecnBw0GvlA3wy9Xs+OHTuIjo5Go9EwevRoAA4ePOjgyIQQQgghxO2ivNoeo84qZxQKhQOjEcI26i1btpCenl7jREFBAZs3b+auu+6y6YZZWVmsXLmSY8eOcfLkSYqLi4mLiyMyMtLm4JYsWcLSpUvp1KkT69evt7m8LWyJ22AwsHDhQhITEyksLESn0zF58mSrIc3p6el4eHjg6+trORYSEkJqaioyT1cIIYQQQthD9fmiWrXWgZEIYTv1999/z/fff3/Nk0FBQcTExNh0w/T0dDZt2kRYWBhRUVEkJSXdVGApKSmsWLHCKplrSLbEHR0dzfHjx5kxYwYBAQGsW7eO6Oholi9fTr9+/YCqIc7u7u5W5dzc3KhtWLQQQgghhBC2qL6SrsZJRjSKpkX9+uuv11ikSKFQ4OrqipeXl803jIiIYM+ePQBs3br1ppJRk8nEzJkzGTVqFKdOnaKwsPCGZQoKCjh06JAlGfy9zZs3M2TIEJycnOoV986dO9m9ezdLly5lyJAhAERFRZGRkcE777xjqV+r1WIwGKzKGgwG2S5HCCGEEELYjdVKumpJRkXTonz44Yfx9/e3+mnbtu1NJaIASmWt01Dr5OOPPyYrK4uXXnqpzmXi4+OZOHEiGzdurHFu0aJFvPTSS+zateu65esa95YtW/Dw8LBK4BUKBcOHDyctLY3U1FSgqle5sLCQnJwcy3WnTp1Cp9PV9ZGEEEIIIYSoVfWVdCUZFU2N0sfHB6gappqcnExRUZFDA8rIyGDx4sXMnj27xjDX2kyYMIGnn36aV155hYSEBMvx9957j2XLljF79my7bFOTkpKCTqerkbyGhoYCVQkngLu7O/379yc2NpaysjLWrFkDQI8ePeodgxBCCCGEECBzRkXTpt6+fTvz5s3j/PnzAHz00Uf06tWL3NxcnnzySaZPn84f/vCHRgnGbDYza9Ys+vTpw+DBg20uP2vWLFQqFTExMRiNRlJSUoiLi+Ott97iiSeesEuM+fn5tG/fvsZxT09Py/kr5syZw8svv0xERARBQUEsXrz4usOEhRBCCCGEsFX1OaMuTrLHqGha1NHR0XTq1Ilhw4axdOlSywkfHx8CAwPZvHlzoyWj8fHxHD16lM2bN9/0PWJiYlCpVMyaNQulUsm8efMYOXKkHaOk1iWzq5/z9fVl9erVdq1bCCGEEEKIK2TOqGjKlKGhoaxZs4Znnnmmxsnu3btz7NixRgnk8uXLvPfee/zlL39Bq9VSWFhIYWEhFRUVmEwmCgsLKSsru+F9zGYzer0epVKJyWRCr9fbNU4vLy+r3s8rCgoKgKs9pEIIIYQQouGVV5bzTUoC8Se+4GzBGUeH0+jKqvWMyjBd0dSoH3300esu3tOmTRurBXga0sWLFykqKuKDDz7ggw8+qHE+IiKCCRMmMGPGjOve48oqvN988w2LFi0iNTWV+fPnU15ezoQJE+wSp06n4/vvv8dkMlm125W5oiEhIXapRwghhBBC3NiuM7s4lnMEgLT8VNp7diD8jh7c2VKHi+r2H7ZaWiFbu4imS13bHMa8vLxGm+MYGBhIXFxcjePz58+nuLiYuXPn0rZt2+uWr6ysJCYmhm+//ZYlS5YwYMAAHnjgAVxcXHj33XcxGo1MmjSp3nEOGTKEtWvXkpSUZDWvNSEhgQ4dOshquUIIIYS4JRnK9fx8MRmz2YSLygV/j3YEtGjn6LDqpayyjL0Ze62OnS04w9mCM6gUKgYGDeEev4h61ZFbksuO9G1UmCvQtQwm1LsT7s4e9bqnPZVVyjBd0XSpk5OTrzlEF2D79u106tTJ5psmJiYCcORI1bdUBw4cIC8vD61Wa9mHc9++fYwdO5bo6GimTJmCm5sbkZGRNe7VokULgGueq27lypUkJiYSGxtL3759LcfHjx+Ps7Mz8+bNIzg42LI36M3G3a9fPyIjI5k5cyb5+fkEBASQkJBAcnIysbGxdWofIYQQQojGVFpRwufH4rhcmmt1/NHg4YT5dnFQVPV3KCuZEmPV1iYuKhfKK8sxYwag0lzJ9vStdG7V9aaSNLPZTHLWAUsiCnAm/zRbz3yHv0cAoT53Eep9Fy1cWtjvgW6CVc+oWgMmBwYjhI3U3333HWvWrLFse6JQKCgpKeGDDz7g0KFD/POf/7T5ptOmTbN6v2TJEgD8/f1JSkqqf9TXMHbsWHr16kW3bt1qnHv22WcJCQkhIqL2b8bqErdCoSA2NpYFCxawcOFCCgsL0el0LF26lIEDB9rpaYQQQggh6ueiIYvs4mx8tD7sythRIxEF2JS6AXdnDwJbBDkgwvqpMBnZf2EvqKreDwgaQmCLII7nHOXgxZ8wGA1UmCs4kXOMHm3useneZrOZLWcS+fniTzXPYeZcUQbnijLYdvZ72rr7c3ebCDr7dql1kcuGUmPOaHmjhyDETVNMnz7dvHHjRtzd3TEYDHh7e5Ofn09lZSUjRoxg/vz5jo6xWcrN1WMymR0dRqNr1cqD7GzH7nXb2JrjM9dG2kPaoDppiyrSDldJW1i7VnucLzrHj+d2cSb/9DXL3NMmgjP5aZbkVKPS8GzXP+Gj9W3weO3pYFYy353ZjEbjhNqk4a89olEr1QAkXzjAlrNVI97auPnxfLcXbLr3/sy9JKVvsby/w7U1XVp1IzUvhYzCdEvva3Vt3QN4oMMfaOPuV4+nst2yn5dQUFa1uGbMoFcwF9/+82RvpDn8O6FUKvDxcXd0GPWmfv/993nwwQfZsGEDaWlpmM1munXrxrBhw3jwwQcdHZ8QQgghhKiD3wrT2X3uh1pXlO3t34f7AwdQUJpP3NGPMBgNlFaWEn/iC8Z2+RNuzk3jl1uT2cTezN2W9z39oiyJKECYbxeS0rdQaa4ky3CBi4YsFCgoKCvAYDRQbNRjMBZjMOop/t+fBqOBsooyNGoNpRUllnt18rmLR3TDUCvV9GwbhcFoIOXyr/yae4KzBWcx/29cbKb+HJ8c+Yhe/r3pHdDXKp6GZDVn1ElDyTUSZSFuVWqoWpSntrmUQgghhBDi1mM2m0kvOMuP53aRUZhudU6BgsAWQeSW5qIvL6Jrq3D6tusPgKfGi8c7Pcnnx+KoMBkpKMtn7a9f8nTYWJxUjbN4ZX2cyDlm6Q10dXKle+u7rc5rnbSEeHfiRG7VFoWfHf0Eo6lu41dLKootr/09AnhE95hVYunm5Eb31nfTvfXdlBhL2Je5h/0X9mAymzBjYvf5HzlwYT8qpQpvjTePBY/AU+NV30e+JrPZXGOf0RJKaikhxK1F/a9//YvJkyc7Og4hhBBCCFFHZrOZswVnWHdmH79mpVqdU6Ckc6su9PLvg4/WB7PZTKW5ArXSOsn0c2/LY8Ej+PrXeMyYuaDPZH3K14wIHYVSce1t/24FZrOZPef/a3nfK7AXzirnGteFt+5hSUbrmohW56ttxcjQ0TXarTqtk5b+QQPpekc4iac3klH0m6U+owky9efZcvY7Hu802ub668JoMlp6ZtVKp0brjRXCXtQ+Pj6OjkEIIYQQQthgx29J7MvcjUZzNVFSoKTrHd3o5X8fLTXeV48rFKgV106ogr1DGNzhQbacqZpfmZp3im1ntzCkw607VSs1L4WckmwAnJTORLWLwlBQWeO6oBbt8dH6kFuSa7k2oEU73JzccHNyx83JDVcnt/+9r/pxUbtQVlFGaWUZni6edU7ufLQ+PN15LD9l7ee/GbsorbaoUGreKS4ZLnKHW2s7PL21GivpCtHEqA8cOMCTTz7p6DiEEEIIIUQdHb500PJaqVDS7Y7u9Gp7300NB72nTQQFpflVK9MCyVn78dZ413t/zobw+17R7q174OrsioGai9UoFApGdXqKw5cO4unSkjDfztfsQf09tbMTbtg+d1ahUBDhF8k9bSIoqyhj0+kNpOadAmD3+R8ZFjLS5nveSPWVdF1UsnCRaHrUycnJLF68mHHjxuHu3jQmrQshhBBCNFelFaWWBXbUSjXjekyq916XA4IGU1BWwK+XTwCQlL6Fdi0CG6Q3rz4yCn8jU38OAJVCRc+2UbVe76VpSb/Axt16T6lQonXScl9AX0sy+mvuCfad343azvNxC0rzLa9dVNIzKpoedVlZGcuWLWPZsmV4e3uj0Vh/kBUKBVu3bnVQeEIIIYQQororC/cAeGm86p2IQtXve0ODH6PgaD5ZhgtUmivZmLqBsV3/dEvNQ9xz/kfL6y6twvFwrv+zNxQ/97bc6aUjLT8VM2a2/7atQeuTYbqiKVLrdDpHxyCEEEIIIeoov1pvmLerdy1X2katdOIR3WOs/mUFleZKLhVn8UPGTvoHDkShUGAym6gwVditPltlF1/iTEEaULVScGTbXg6Lpa7uC+jLmfzT19yX1N7auLVp8DqEsDf1p59+6ugYhBBCCCFEHeWX5Vlet9S2tOu9fV1b0S9wIEnpWwDYl7kbQ3kRGictv1w6RHml7avSNoRQn7vw1tovEW8o/h4BjAh9grMFaZjNDZeQemq8amxvI0RTcOuMuxBCCCGEEDdUfZ5gQyRkEX6RpOWncrbgDABHc47YvY766u3fx9Eh1FmwdwjB3iGODkOIW5Iko0IIIYQQTUh+tTmj9u4Zhar5o493Gs13ad9yJPuw1Tm1Qo3CgXuQqpQq7m3T85ZbWEkIcXMkGRVCCCGEaELyS68O0/V29YbSWi6+SWqlEw91HIq/Rzv2nv8vXhovIvyiuNOrIwqFwv4VCiGaJUlGhRBCCCGaCLPZbLWarrfWm8LShpnHqVAo6N66B91b92iQ+wshhOPGWTQDOTk5jBs3jvDwcIYOHcrRo0cdHZIQQgghmjC9sYhKcyUAGrUWF7WLgyMSQoibJ8loA5ozZw6BgYHs27ePMWPGMHXqVIxGo6PDEkIIIUQTlVdtiG5Ljf3niwohRGOSZLSB6PV6duzYQXR0NBqNhtGjRwNw8OBBB0cmhBBCiKaq+kq6ni5eDoxECCHqT6nX61m6dClPPfUUDzzwgCVZunz5MkuXLuX06dM23TArK4u5c+fy1FNP0aNHD0JDQ9m3b1+dyv7888+MHz+evn370rVrV6Kiohg7diw7d+60+cFsZUvcBoOBuXPn0qdPH7p168aIESPYtm2b1TXp6el4eHjg6+trORYSEkJqamqDPocQQgghbl/VV9L1cpGeUSFE06YcOXIky5YtIz8/n4yMDEpLq5Zk8/b2JiEhgfj4eJtumJ6ezqZNm3B1dSUqKsqmsoWFhXTo0IHXXnuNlStX8o9//ANnZ2f+/Oc/s2nTJpvuZStb4o6Ojuabb75h2rRpfPjhh+h0OqKjo62S5pKSEtzd3a3Kubm5UVxc3CDxCyGEEOL2V1BtmK6XRnpGhRBNmzonJ4f4+Hj8/Pzo3bu31clBgwaxZ88em24YERFhKbN161aSkpLqXLZ///7079/f6tiAAQMYNGgQX375JQ8//PB1yxYUFHDo0CH69et3zfObN29myJAhODk51SvunTt3snv3bpYuXcqQIUMAiIqKIiMjg3feecdSv1arxWAwWJU1GAy4urpe9xmEEEIIIWpTvWdUhukKIZo69dNPP03nzp3Jy8urcbJdu3asW7fOphsqlfadhqpWq/Hw8LhuEnlFfHw8Cxcu5N133+WRRx6xOrdo0SJiY2OJjY1l0KBB1yxf17i3bNmCh4eH1X0UCgXDhw/n73//O6mpqeh0OoKCgigsLCQnJ8cyVPfUqVOMGzeuTvUIIYQQ4tZmNps5fOkgF/QXGq3OS8UXLa9lASMhRFOnDgwMvO5JhUJBWVlZI4ZTxWQyYTKZyM3N5csvv+Ts2bO88sortZaZMGECFy9e5JVXXqGiooJhw4YB8N5777Fq1Spmz5593UTUFikpKeh0uhrJa2hoKFCVcOp0Otzd3enfvz+xsbG8+uqrbNiwAYAePWSvLiGEEKKpM5vNJKVv4cCFuq2LYW8KFHg4t3BI3UIIYS/qjIyM6548ceIEfn5+jRhOlRdffJHvvvsOAHd3d/7v//6P+++//4blZs2ahUqlIiYmBqPRSEpKCnFxcbz11ls88cQTdoktPz+f9u3b1zju6elpOX/FnDlzePnll4mIiCAoKIjFixffsIdXCCGEELe+XRnbHZaIAnTw6ohKqXJY/UIIYQ/qtWvXMmbMmBpJ0uHDh0lISOC5555r9KBefvllXnjhBXJycti4cSMvvvgi77zzTo3ht9cSExODSqVi1qxZKJVK5s2bx8iRI+0an0KhqNM5X19fVq9ebde6hRBCCOFYJ3NPsOf8fy3vdS2D0bUMabT6XVQudGwZ3Gj1CSFEQ1GrVCqGDx/OwIEDUSgUJCQksGbNGr7//nvuuOMOJkyY0OhBtWvXjnbt2gEwcOBA/vrXv/LWW2/x0EMP3XBup9lsRq/Xo1QqMZlM6PV6u8bm5eVl1ft5RUFBAXC1h1QIIYQQt6cjlw5bXnf0CmZYyOOolWoHRiSEEE2TMj4+nm7duvHVV19hNptZv3493377LX369OE///kPXl6OX6mta9euFBQUcPny5VqvM5lMvP7663z99dcsWrSIadOmMX/+fFasWGG3WHQ6HadPn8ZkMlkdP3XqFFC1l6gQQgghmo6yyjIqTMY6XWusNJJecMbyfkiHByURFUKIm6T28/Nj2bJl6PV60tLSAAgMDLwlklCo6uncv38/LVq0qDWmyspKYmJi+Pbbb1myZAkDBgzggQcewMXFhXfffRej0cikSZPqHc+QIUNYu3YtSUlJDB482HI8ISGBDh06oNPp6l2HEEIIIRqW2Wzm1OVfOZJ9iNN5p3FSqbm3TSQRfpFonbTXLXe2II0KcwUAPlpfvGRFWyGEuGmWr/Lc3d3p1q2bXW6amJgIwJEjRwA4cOAAeXl5aLVayz6c+/btY+zYsURHRzNlyhQApk+fjr+/P507d6Zly5ZkZ2ezbt069u7dy9///nfU6ut/87hy5UoSExOJjY2lb9++luPjx4/H2dmZefPmERwcbNkb9Gbj7tevH5GRkcycOZP8/HwCAgJISEggOTmZ2NjYm20yIYQQQjSi7elb2X9hr+V9eWU5u8//wE9Z+2pNSlPzUiyvG3OeqBBC3I7U0dHRDBs2jP79+9ea7Nli2rRpVu+XLFkCgL+/P0lJSdct16NHD7755hu+/PJLioqK8PDwoEuXLixbtoyBAwfWWufYsWPp1avXNRPqZ599lpCQECIiIuodt0KhIDY2lgULFrBw4UIKCwvR6XQsXbr0hjEKIYQQwvGKjcX8nPXTNc/VlpSazWZS805Zrg2WZFQIIepFER4ebi4rK8PT05NHHnmExx57jK5duzo6rmYvN1ePyWR2dBiNrlUrD7KzixwdRqNqjs9cG2kPaYPqpC2qSDtcZY+22H3uB3Zl7ADAV9uK4aGjuGi4wH/P/UBuSY7Vtc4qZ+7z70tE2yiyDBeIO/IRAFq1K1PufQmlovaFFRuafDakDaqTtqjSHNpBqVTg4+Pu6DDqTf3jjz/y7bffsn79ej7//HM+//xz7rzzToYPH87QoUNp3bq1o2MUQgghhLCLClMFydV6RaP8e+Oj9cFH60MnnzBO5h7nv+d2kVuSC1T1lG7/bRsnL5/AWHl1kaOOXh0dnogKIURTp3R3d2fUqFF89tlnbN26lejoaCoqKnj//fcZOHAg48ePd3SMQgghhBBWzGYzvxWksz9zL6l5KVSYKupU7mTucQzGqm3f3Jzc6eQTZjmnVCgJ8+3C+PC/8mjwcHy0Pk6uZ9EAACAASURBVJZzF/SZ5JRkW97rvEPt9CRCCNF8WU0S9ff3Z/LkyUyePJmNGzcyZ84cdu/e7ajYhBBCCCGA/62uf2EvlzOyKCmuILck29J7CVXDaX21d+Dq5IqrkytaddWfbk5uqJVOlFaUcK7wN07kHreUuafNvdfcluVKUhrqfRf7Mnfz47ldmMxVW7opUBLm25kQSUaFEKLerP4F1uv1JCYmsn79epKTkzGZTAQHBzsqNiGEEEIIADKKfmN7+lY0GidKS2vuCVpeWU6m/lyd7+escqZ763tqvUalVNE7oC+6liEczTmCj9aHkJadat36RQghRN2pzWYzP/zwA+vXr2fbtm2Ulpbi7e3NM888w/DhwwkLC7vxXYQQQgghGlC24VKNY05KZzq21HFBn0lBWX6d79XW3Z/BHR7E1cm1Ttff4daagW6yhoYQQtibum/fvuTm5qJWq+nfvz/Dhg2jX79+dtvmRQghhBCivvTGqytj3uXTmTDfzgR6tsdF5YLZbCavNA+9sYgSYwnFRgMlFcUYjMUUGw1UmivRqDW4ObkR7B1KW3d/Bz6JEEKIK9R+fn5MnDiRRx55BE9PT0fHI4QQQghRQ1H51WQ0yLM9wdXmbCoUCry13nhrvR0RmhBCiJukXrNmjaNjEEIIIYSolaFcb3nt7uzhwEiEEELYi2yQJYQQQohbnt5YLRl1avobvQshhAB1QkLCDS8aNmxYI4QihBBCCHFt1YfpujtLMiqEELcDdUxMDGaz+boXKBQKSUaFEEII4TAVpgpKK0qAqt9LXJ3cHByREEIIe1B/8sknjo5BCCGEEOK6rOeLuqNUyCwjIYS4Hah79uzp6BiEEEIIIa6r+nzRFi4tHBiJEEIIe1IePnz4uid/+eUXYmJiGjEcIYQQQghr+mo9ox4uspKuEELcLpS//fbbdU+eO3eOuixwJIQQQgjRUPTGq4sXSTIqhBC3j1onXRQXF6NWqxsrlttOTk4O48aNIzw8nKFDh3L06FFHhySEEEI0OQbpGRVCiNuSOi0tjQMHDtQ4UVBQwBdffEFQUJADwro9zJkzh8DAQGJjY1m/fj1Tp07lu+++w8nJydGhCSGEEE1G9W1dPJwlGRVCiNuFevny5SxfvrzGCbPZjFKpZP78+Q4Iq+nT6/Xs2LGDHTt2oNFoGD16NB9++CEHDx5EFo0SQggh6s5qASONLGAkhBC3C/WoUaPo0aOH1UGFQoGrqytdu3bFz8/PphtmZWWxcuVKjh07xsmTJykuLiYuLo7IyMgblt2zZw/r16/n4MGDZGVl4enpSbdu3ZgyZQqhoaE2xWErW+I2GAwsXLiQxMRECgsL0el0TJ48mUGDBlmuSU9Px8PDA19fX8uxkJAQUlNTJRkVQgghbGA1TNfZA8odGIwQQgi7UY8ZM4aQkBC73TA9PZ1NmzYRFhZGVFQUSUlJdS77xRdfkJ+fz/PPP0/Hjh3Jyclh5cqVPP7443z66ad0797dbnHWJ+7o6GiOHz/OjBkzCAgIYN26dURHR7N8+XL69esHQElJCe7u7lbl3NzcKC4ubrBnEEIIIW5Hv19Nt0ySUSGEuC2o7ZmIAkRERLBnzx4Atm7dalMy+sYbb+Dj42N1rE+fPgwaNIhVq1axZMmS65YtKCjg0KFDlmTw9zZv3syQIUOuO1+zrnHv3LmT3bt3s3TpUoYMGQJAVFQUGRkZvPPOO5b6tVotBoPBqqzBYMDV1fW6zyCEEEIIa5WmSoorqv5/qkCBu4s7ZUWGG5QSQgjRFCihatXXHTt2sH79ehISEmr82HRDZa0L9Nbq94koQIsWLQgKCiIrK6vWsvHx8UycOJGNGzfWOLdo0SJeeukldu3add3ydY17y5YteHh4WA3JVSgUDB8+nLS0NFJTUwEICgqisLCQnJwcy3WnTp1Cp9PVqR4hhBBCgMF4NfF0dXJFqbj53zOEEELcWtRvvPEGa9euxWQyXfeiYcOGNWJI1i5fvkxKSgoPP/xwrddNmDCBixcv8sorr1BRUWGJ+b333mPVqlXMnj3bKoG8WSkpKeh0uhrJ65U5rVcSTnd3d/r3709sbCyvvvoqGzZsAKgxP1cIIYSwB7PZTGF5Ie5O7qiUKkeHYzfV9xh1c5KVdIUQ4nai/vLLL3n00Ue57777ePXVV5kxYwZubm588skneHh48Le//c1hwZnNZv7+979jMpkYP378Da+fNWsWKpWKmJgYjEYjKSkpxMXF8dZbb/HEE0/YJab8/Hzat29f47inp6fl/BVz5szh5ZdfJiIigqCgIBYvXizbugghhKiXM/lpGIx6Alu0p4VL1cqy5ZXlbEj5mtS8FAI82vFk2BjUytr3CTebzSgUCpvrv6DPZH/mXtp6+HNvm543dQ9b6Ktt6+Lu7F7LlUIIIZoadZ8+fXj33XfJy8sDoHPnzvTq1YvHHnuMRx99lGPHjtGrVy+HBPfuu++ydetW3n77bTp27FinMjExMahUKmbNmoVSqWTevHmMHDnSrnHV9j/e6ud8fX1ZvXq1XesWQgjRfJ26fJKvf11jeX+Ha2t0LYM5W3CWTP05AM4VZbArYwcDgwZf8x7ZxZfY+VsSZ/PPEOjZnnvbRNDBq2OdksqzBWdYe/JLKkxGTuQeI6PwN4bqhuGkciK/NI/9mXu5YMi0z8P+T7Hx6sJ/sseoEELcXtT3338/cHXOZEVFBQCurq6MGDGCNWvW8MILLzR6YAsXLuSjjz5i5syZjBgxos7lzGYzer0epVKJyWRCr9ffuJANvLy8rHo/rygoKACu9pAKIYQQ9rb3/G6r95eKL3Kp+GKN6w5k7qW1a2tc1BqKygopLC+gqKyQgvJCzhX+hhkzAGn5qaTlp+Kt8eGeNhGolGrSC85QUlGMQqFEpVCiQIlSoUShUJD6/9m78+ioy0P/45+ZzEwme0ISwpIAkWHRQpCtQVRQFm2tdUFRsWK9Wvy1QqVeKxXxcrXWrQsckRugRetKe+sCglQUBKm3yKoIgpAQBMISSEIWErLM8v39ETNkyEICyYyTeb/O4ZD5rs/zhKP55NlOZstluLzvyT65Rwu/mK+48HgdKz8qQ01P+WkL0YRRAOhQLBZL7TCeyMhImUwmFRUVeU8mJyefc+Gg9vDCCy9o4cKFeuSRR3T33Xe3+D6Px6NZs2ZpxYoVeuGFF7Rv3z4988wzqqmp0ZQpU9qkbA6HQx999JE8Ho/PvNHs7GxJatNtcgAAqHOs/KiOlh+RJJlklskkeQzf8NfJnqiTVUUyZGjFvpYvQHiyqkirD6xq8fW2MJtq3LX7q1Q4y1XhbNtf/DbGYrbq4sRL2v09AAD/seTl5UmSrFarevTooU8//dS7+M+GDRsaXeG2Pc2fP19ZWVmaPn16q3pk3W63Zs6cqQ8++EAvvviirr76al1zzTUKDw/X73//ezmdTj3wwAMXXL7x48fr7bff1tq1azVu3JkhUMuWLVN6ejqr5QIA2sXn+Vu9X38v6Xsaf9EPdaDkG+0rzlZJVbGGdc1Ut5hueunLP6vKVdnss9LjLtLwrpnaX5qrHSe2e4NlS8SFx2nSJZP1Tcl+rTu0xufetJge+n63yxRli2p9Bc8hMSJJ4WHhbf5cAEDgWFavXq3f/OY3kqQbb7xR8+bN04kTJyRJW7du1b333tvqh65aVfvb1Z07d0qStmzZouLiYkVERHj34dy0aZPuvvtuTZs2Tb/85S8lSS+//LI3SI4cOVLbt2/3PtNms+mSS5r+jejixYu1atUqZWVl6corr/Qev++++2Sz2fT000+rT58+3r1Bz7fco0ePVmZmpmbNmqWSkhKlpqZq2bJl2rZtm7KyslrdVgAAnEtFTYV2F37l/Tyky3CFh4WrX2J/9Uvs73PtzX1v1Uff/FOGIcWGxyrGFqvY8Ljav20x6hSRqHh7giTpogSHrky7Sl8V7NDeoj0KM4epV1y6kiOSZai259VjeGSo9m+L2aKL4nvLYrZqcJehGpCcodLqEpU7yxVpiVRyZOd2X9AIANBxmP71r38ZmZmZstlscrvdevbZZ7V8+XKZzWZde+21euyxxxQe3rrfRNZtc3K27t27a+3atZIaD6OTJ0/W5s2bz3lvYyorK5WTk6OMjIxGz2/atEnDhw9vdj/RlpRbksrLyzVnzhx9+OGHKisrk8Ph0NSpU316Si9UUVG5PB6jzZ4XLJKTY1RQcOrcF3YgoVjn5tAetEF9tEWtr8u/0Hs7a/fR7hLVVT8deF/Ihj7+TfiiPWiD+miLWqHQDmazSYmJwb/CuMkwjNBLPEGAMBo6QrHOzaE9aIP6aIva3snX9/5Fx4prRy39qPcNGth5UIBLFTj8m/BFe9AG9dEWtUKhHTpKGG26mxAAAARcbnGOiitrt1+zWyJ0cRKL+AAAOgbL0aPn3g+sW7dufigKAAA427b8Ld6vB3UeLIvZGsDSAADQdixjx44950Vff/21H4oCAADqK6os0oHSb2S3W2WSSUNShga6SAAAtBnL1KlTA10GAADQiPrbufRO6KM4e3wASwMAQNuyTJs2LdBlAADgghRVFqng9HE5Evp0mGGs1e5q7Sw4s8XZ0C7DA1gaAADaniXQBQAA4ELklx/TG7telcvjVLfo7rrt4jtlt9gDXawLtqtgp2rcNZKkpMgk9YpLD3CJAABoWyxgBAD4TnO6nTpWflRmk1nRtmhF26K9vZ+nnae1NPstuTxOSdLR8iP6x9dLdEOfmxUXHh+0e3EahuGzcNGIHiOCti4AADSFBYwAAN9JVa4qrdu/VWv3/EunXRU+5+xhdkXZouXyuFRaXepz7mj5ES38Yr4sJot6J/TR5alXqnNUigzDULW7Wqedp3XaWaEKZ4U8hls94nopyholwzB02nVaEZYImU2B3fksr+yQiioLJUlWs01Dug1RWXFNQMsEAEBba7CAkcvlUl5enj7++GP17dtXo0aNClDRAAChymN49MZXr6jcKFGVy9ngfJW7SlWVVT7HMjpfqh0nzsyxdBku7T35tfae/FrRthhVOk/LbbgbPMsks1JjUnWy6qQqnOWyWyJ0aechMmQo++QelZ0Vdv3BYxjerwcmZyjcEi6JMAoA6FiaXMAoLy9Pt99+uwYMGODnIgEAQt3B0gMqrCyQ3V47HDfGFqtoW7TKa8pVXlMuQx6f669IHa0r0kapd3wfbTm2UUWVRap0nfaeL6851eS7DHmUd+qQ93OVq1Ibj/67jWt0/gZ3YTsXAEDH1OQCRmlpabr99ts1b948XXXVVX4sEgAg1H1dtMv79YCkgfph7x8rzBwmSd7htBU15SqvOaVwi13dY1IlSf0S+6tfYn9J0vGKfH2at177irO9z7KabYq0RirKGq1Ia6QqXad15NRh73mTzA2CbqCYZNbwrt9XcmTnQBcFAIB20exquikpKcrNzfVXWQAAkMvjUnbRHu/nwV2GeYOoJJlMJkVZoxRljVLnqJQmn5MS1UW39r9dFc4KudxORVgjZQuzNbiupKpYx8qPKt6eoOTIztpfsk97i/bIbDKrb6d+6hmXLnMAFg8yyexTbwAAOppmw+iaNWsUGxvrr7IAAKADpd+oyl07HzQhIkHdortf0POirFFSM1uPxtsTFG9P8H7u26m/+nbqf0HvBAAA52aZP39+g4OlpaXauHGjcnJy9LOf/SwAxQIAhKqvC88M0R2YMpAtTQAA6KAaDaOSlJSUpF/96leaMmWKn4sEAPgu8Bge7xYnFTXlWn1glQ6UHmj391a7zqySO7DLQKm63V8JAAACwPLxxx/7HDCZTIqLi1NUVFSAigQACLTsk3u0Iuc9xYXH6bLul2vDkU9VVFnk1zIk2Dupa0xXFVaX+/W9AADAPyzdu1/YXBwAQMdiGIbWHlgjp6dGhZUFWrFvmd/LYDFZNLrH1QzRBQCgA2t2ASMAQOg5WHZAJdXFDY6bZNb1jhuUHt+73ctgC7PKYm5m1SEAABD0LJ9//rnefPNNHTx4UCUlJTIMw+cCk8mkNWvWBKh4wa2wsFAzZszQtm3b1KNHDz377LMaMGBAoIsFAM3afvxz79fx4QkqrS5RmNmiHztu8u7hCQAAcKEsP/nJT2S1WpWenq6uXbsGujwdyhNPPKEePXooKytL7733nh588EF9+OGHslr5bT+A76YKZ4WyT57Z43NCv4mKskXLLLMirBEBLBkAAOhoLBdffLEWL16sTp06BbosHUp5ebk++eQTffLJJ7Lb7br99tu1aNEiffHFF/r+978f6OIB+A4rrCjUZ0e2yumu0dAuwxVli/bLe2vcNdp0ZIM8hkeS1C06VZ2jUvzybgAAEHost9xyS5sG0fz8fC1evFi7du3Snj17dPr0ab322mvKzMxs13v9We6KigrNnTtXq1atUllZmRwOh6ZOnaqxY8d6rzl48KBiYmKUlJTkPda3b1/t27ePMAqgUd+U5OqTQ2tV6i5SVZVTkvR5/laNS79W30u68P02q1yV2n78C52sKlKNu0Y17ho53TWqdteoxl2t8ppTchku7/WXpgy+oPcBAAA0x1xWVtamDzx48KBWrlypyMhIjRgxwm/3XqjWvHvatGlasWKFpk+frkWLFsnhcGjatGlav36995rKykpFR/v2ZkRFRen06dPtUn4Awau0qkTv7n1L//v1Eh2vyPc5V+Wu0vv73tM/c1d4eyzPx96iPfrL9gX65NDH2nFiu/YU7db+kn3KO3VIJ07nq6S62CeIRlmjdXHi9877fQAAAOdiWbJkiSZMmKCUlLYZijV8+HB99tlnkqQ1a9Zo7dq1frm3tLRU27dv1+jRoxs9/89//lPjx49vcr5mS9+9fv16bdiwQfPnz9f48eMlSSNGjFBeXp6ee+457/sjIiJUUVHhc29FRYUiIyNbXCcAgWMYhrbmb9bmoxuVGpOmay/6oeyWtp0z6fI4tenoZ/rs8L99gqDVbFVawkU6cTpfpdWlkqSdBV/K5XHpR44bZDG3bCF0t8etb0r3a9ORDco7dahF9yRGJKlfp4s1KGWwrGHMbwcAAO3H8utf/1rXXXedxo0bp+7du8tsNvtcYDKZNHXq1BY/8Oz7W+NC7v3HP/6huXPn6ve//72uv/56n3MvvPCCsrKylJWV5TOU9nzevXr1asXExPg8x2Qy6eabb9Z//dd/ad++fXI4HOrZs6fKyspUWFjoHaqbnZ2te++99zxrCKAtfFWwQ2sPrJHHcCvKFq1oa7SibTGKskUrxhajaGu0omzR+qpgh3ac2C5J+rpol06cztet/e9Qgv3MtIazVx9vjX3FOVpz4EOVVpf4HB+QnKFbh9yoqrLaOZwfffOBvirY4S3H10W7ZA+zyxpmk8VsUZgprPZvc5gsJovMJrNchltVrkoVVRY26E2NskYps9tIRduiZTXbFB4WLmuYVbawcNktdkVZo867TgAAAK1hmTdvnioqKvTee+81ekFrw2igTJkyRcePH9eMGTPkcrl00003SZL+8Ic/6KWXXtLs2bObDKKtkZOTI4fD0SC89uvXT1Jt4HQ4HIqOjtZVV12lrKws/eY3v9Hy5cslSYMHMwcLCASP4dEnh9Zq89HPvMeqKqtUVFnYovuLKou0ePtCpcdfJHuYXYfKDqmsprTNytc5souuSf+BUmPTFBMeoyqdki3Mph/1vkHhYeHalr/lTLndVapyV7Xq+WaTWRmdL9VVPca0eQ8vAADA+bCcPHlSs2bN0rBhwxQbGxvo8lyQxx9/XGFhYZo5c6acTqdycnL02muv6be//a1uu+22NnlHSUmJevXq1eB4XFyc93ydJ554Qo888oiGDx+unj17at68eWzrAgSAx/Boec672lP0davvTY+7SIfKDsptuOU23NpXnNOmZbOH2TWqx9W6NGWIzKaGIzRMJpPG9bpWMbZYbc3frIqachlqeY9srC1O/RL7a3jXEYoND+7/xgMAgI7Fcu+992ry5MmBLkebmTlzpsLCwvT444/LbDbr6aef1i233NKm72huRcv655KSkvTXv/61Td8NoHUMw9A/c1f4BFFHQl+N73Wtqr9dQfaU85QqaspVXlOucmft39XuKmUkD9L3u12mo+VH9OH+D3TidH6D55t0fivcWsxWXZI0QKN7XK1Ia/NzyU0mk0Z0H6kR3UfKY3hU5aqS0+OUy+OS2+OSy3B9+7VbHsOjMHOYbGabOkV0ohcUAAB8Z1k62v6ihmGovLxcZrNZHo9H5eXlbfr8+Ph4n97POqWltcP16npIAbQ9j+FRpfO0Iq1RLdrmxDAMrTnwoXfOpSQN7TJc43pd672/Jftodo9J1b2Dpuhk5UntL9knt8el1Nge6hLVVWHmsPOv0Hkwm8znDK8AAADBwPLRRx/pJz/5SaDL0SY8Ho9mzZqlFStW6IUXXtC+ffv0zDPPqKamRlOmTGmTdzgcDn300UfyeDw+80azs7Ml1e4lCqBtHCo7qLLqUsWFx+vE6ePafPQzlVaXKikiWQOSMzSw86BmF9z5V946n7mWGZ0v9QmirdUpopM6RbBPMAAAQFuwVFRU6IEHHtDkyZOVmpqqsLCGv+Xv1q1bAIrWOm63WzNnztQHH3ygF198UVdffbWuueYahYeH6/e//72cTqceeOCBC37P+PHj9fbbb2vt2rUaN26c9/iyZcuUnp4uh8Nxwe8AULsv5tLstxo9V1hZoE8Ofaz/y1uvS7sMUY/YnqpxO1XjrpbTXaMaj1MlVcXaVbjTe0//xEv0g4t+dN5BFAAAAG3LsmvXLn311Vdat25dkxd9/XXrFv1YtWqVJGnnztofBLds2aLi4mJFRER49+HctGmT7r77bk2bNk2//OUvW3VvYxYvXqxVq1YpKytLV155pff4fffdJ5vNpqefflp9+vTx7g16vuUePXq0MjMzNWvWLJWUlCg1NVXLli3Ttm3blJWV1ap2AtA4j+HRv/LOvc+wy3Bp67HN2npsc7PXORL66MeOmxpdIAgAAACBYWmPbVumT5/u8/nFF1+UJHXv3l1r1zb/A+b53nv33XfrsssuU0ZGRoNzkydPVt++fTV8+PALfrfJZFJWVpbmzJmjuXPnqqysTA6HQ/Pnz9eYMWOafT6Altlb9LWKKoskSdZvF+Ixm8z6XtJAXZx4ifaX5Gpr/mYdr2i4oNDZesT20k19b/H73E4AAAA0z2RcyK7taDdFReXyeELvW5OcHKOCglOBLoZfhWKdm5OUFK3n1vxRhZUFkqSR3a/QqB5XN7jOMAzlluzTVwU75PK4ZAuzyWq2KTzMJmuYTTazVfH2TurTqW/Q9Yjyb+IM2qIW7XAGbeGL9qAN6qMtaoVCO5jNJiUmRge6GBfMEugCAEB9u0/s9gZRq9mm4V1HNHqdyWSSI6GPHAl9/Fk8AAAAtBHLli1bznnRuYa3AkBbMAxD6/afmb8+pMswRVjZJxMAAKAjstx9993nvKi1CxgBwPnYV5yjY6eOSZIsJou+363xXlEAAAAEP8szzzzjc8DlcikvL0/vvvuuUlNTdfvttweoaABCiWEY2nDkU+/nwV2GNruHKAAAAIKb5eabb270xH333aemzgFAW/umJFfHyo/KbrcqzBSmzG6XBbpIAAAAaEdNLjEZFxeniRMnavHixf4sD4AQZBiG/l2vV/TSlCGKtsUEsEQAAABob83udxAbG6u8vDx/lQVAiDpYdkBHTh2WpG97RUcGuEQAAABob02G0erqai1fvlxJSUn+LA+AEPTvw2d6RYd2H6rY8NgAlgYAAAD+YJk5c2aDg6Wlpdq+fbtOnjypGTNmBKBYAPzNY3hU6Tzt9/fmV+Qrr+ygJMkks0alj5Kr3O/FAAAAgJ9Zli5d2uBgXFyc0tPTNXPmTP34xz8OQLEA+IvT7dTW/M3adGSDqtxVAS3LgOSBSohIUEH5qYCWAwAAAO3PsmfPnkCXAQhZFc4KuU6Vy6Jov7/bY3i048R2/d/hf6m8JvDhzySTLut+RaCLAQAAAD+xBLoAQKg6VVOmv365WB5LjfrEXKIf9r5ex8qPalfBTrkNtyxmq6xmqyxmi6xmiyxhVkVYIpRg76TEiCTZwmzn/e4TFce1LPsdnawq8jluC7PJYrJeaNVazRpm0fe7XqZOEZ38/m4AAAAERpNhdMmSJcrPz9dDDz0kk8nkzzIBrVZUWag9RbvVK+4idY9JDXRxWuSL/G067aqQ3WLVzoIvVXD6hI5X5MuQcc57rWabrkn/gQZ2HtTq93oMj5Zmv63iqpPeY1HWaF2ZNloDkwcpzBzW6mcCAAAArdVkGM3IyNBTTz2lPn36MG8U32kHSr/RO3v+IaenRp/mrdeApIEa2PlSmU1mxYXHfydXZvUYHu0o+NLnWH7FsRbf7/TU6J+57yvB3kmpsWmteveugp3eIGoxWzWy+xUa3jVT1jD/94gCAAAgdDUZRgcMGKArrrhCK1euJIwiYAzDUFl1qQorC1VUWajCygIVVRaq6HShXB6XukR31bHyo3Ibbu89XxXu1FeFO72f48Lj1TOul3rE9lSP2F7fiXCaW5zjnad59siDXnHp6tfpYrkMl5xup1wep5zf/imvKdex8qOqcJbLkEfv5byr/8iYokhrZIve6zE82nDk/7yfR3a/XCNTmacJAAAA/2t2zmhmZqZeeeUVPxUFqA2fB0q/UXbRHuVX5OvE6eNyeZxNXn/4VJ73a6vZJqenpsE1pdUl2nFiu3ac2C7pTDi9NGWIukV3b/tKtMCXJ77wfn1lzytVfdrQvuJsDUjK0KUpQ5odGl9aVaK/7viLqtxVOlVTpvey39HEi++QJO0p2qOy6hJveHV5XHK5nXJ6XDJkyCSTt1fUHmbXkC7D27eiAAAAQBOaDaOdOnVSSUmJv8qCAPAYHhWeLtCxiqM6WXlS6fEXqVdceovvr3BWyGq2nvdiOi6PmJ+phgAAIABJREFUU//KW6/C0wWKsESoYl+JDhTknfvGs8SFx+vOSybrZNVJfXF8mypdlXJ7XDpx+kSDMFs/nPZJ6KdLU4aoS1QXFVQW6JuS/SqtLlaF83SzIfhC5ZefGZI7tPtQGafDdVn3y1t0b5w9Xtf3uUlv7/m7JOlg2QG9s/ctlVWXqqiysMVlGN4tU3aLvXUFBwAAANpIs2G0pKREUVFR/ioL2plhGDpZdVLHyo8qv+KojpUf1fHyfLkMl/eazUc3atL37lKP2J5NPsfpdurrol364vg2HSs/Kqk2DPaOd2h0zzEKDwtvUXlcHqfe2fMPfVO633vMbm84bzHSEqXEiEQlRiYpMSJJSRFJSoxIlskkHTl1RBXOcl2SOEAR1gjF2eOVHn9RvXe4lF9+TIfKDupQ2QEdPnXYJ2TmFO9VTvHeFpW3PfSI7aWkqCQVnG7d1iqOhD4alXa1/pW3TpL0TUluq+63WyI0tMv3W3UPAAAA0JaaDaP//ve/5XA4/FUWtDGXx6ndhbuUX35MBZUFOl5xTDXuhsNY6zPk0XvZ7+reQfcryur7i4jC0wX64vjn+qrgS1W7q33OlVaX6PPjW3Wo7KBu7X+74u0JDZ9tGDpVc0rFVSdVXHVSuwq/Ul7ZwQbXWcxWZSQPkiOhj1KiuijK1vQenP0Tm5//aTFblBqbptTYNI3UFXJ5XDpWflTb8rdoT9HuZu9tbyaZdUXqqPO+/7Lul6vaXa1NRzd4j1nMVl2aMlgRlgjv1jBWs1XWMKs8hkclVcWqdFVqQHIGvaIAAAAIqCbD6Mcff6wNGzbo0Ucf9Wd50EZKq0r0zt63dOJ0/jmvjbHFqmt0Nx0qO6gqV6UqnOVanv2ubu43UeFh4dp7co+25W9pNDiaTWYZRm2IlaTCygK9svMljex+hXonOJRbvE+Hyg6quOqkSqqKfRYaqu/7XUcoObKzEhKilKjuirBGXFgDNMFitigttofSYnvoeMXl2nHiSx0rP6ITFccVZYuWI6GPukV3V6Q1qraHtx13NYoLj28Q+FvDZDLpqh5jZDaZtPnoRnWN7qYf9v6xEiMS27CUAAAAQPuwHD58WKmpZ/ZlPHz4sN566y29/PLL6tWrl+64444AFg/V7modKj2gtNieLe7JOlh6QMuy31Gl63SDc5GWKHWJ7qqu0d1q/0R19fY87i/ep7f2/F2GDB0sO6C/bF+gSGukCk6faPCc+PAEDU4ZogGdByk8LFy7C7/Sh/v/KbfhVpWrUmsPrtbag6tbVN4r00br8m97CJOTY1RQ0Lohq+crJaqLxqd38cu72ovJZNLoHmN0eeooWczNDnQAAAAAvlMs48ePV1RUlKKjo1VRUaHy8nIZhqH09HQtWrRI4eEtm/+Htuf2uPW3Xa8rv+KYom0xuvOSu9UpolOT11e7q7Xh8P9p89HPZMiQVNtzOaLbSHWLSVVyZGfF2mKbXKn1ogSHLk8dpf87vF6SVOEsV4Wz3HveJLP6dOqrwSlD1Ssu3ec5GZ0vVSd7opblvOPdsqQxEZZIJdg7KcGeoAR7J/WKS2/1PploiCAKAACAYGMZOnSocnJyVFhYqKioKA0bNkzXXHONJk6cKLu9Y8wpy8/P1+LFi7Vr1y7t2bNHp0+f1muvvabMzMwW3f/VV1/pD3/4g7788ktZrVZdccUVevTRR5WSkuJzndPp1IIFC7R06VIVFBSoZ8+euueeezRx4sTzKvemo58pv6J21dXymlNasvs1jet1jSqdlTpVc0qnaspUXnNKZd/+ffY8zkhLlG7ud6vSYnu0+J2Xp16pxIhErTnwoSqcFZJqt0wZ2mW4hnYdphhb03M0U2PT9PPBU7XzxA5tzd+k0uoypcWkqV/ixUqJ6qIEe4LslvYZfgsAAAAguFjeeOONQJeh3R08eFArV67UJZdcohEjRmjt2rUtvjc3N1eTJ0/WwIED9cILL6iyslJz587V5MmTtXTpUp/Vhp944gm9//77euihh3TxxRfrk08+0eOPPy6Xy6VJkya1qsyl1SXacPhTn2PlNae0LPudFt3fKy5dP3Lc0Gx4bIzJZNLFSd9TenxvfZ6/RZI0KGVIi+c2WsxWDe4yVIO7DG3VewEAAACElpAY2zd8+HB99tlnkqQ1a9a0KozOmzdPUVFRWrhwoSIjIyVJffr00fXXX68333xT999/vyQpJydHb7/9tmbOnKl77rlHkpSZmakTJ05o7ty5mjBhQquGPH9yaJ13y5UEeyedqi7z2YKlMWGmMMWFx2tol+Ea0mVYk8NxW8JusWtk6pXnfT8AAAAANCckwqjZbD6v+5xOpz755BNNnDjRG0QlqXfv3ho0aJA++ugjbxhds2aNTCaTbrjhBp9nTJgwQe+//742btyo0aNHt/jdR08dliSZZNINfW6W2+PWp3mfyGQyKcYWqxhbjGJssYq2xSg2vPbvSEvkBQVQAAAAAPAbI8SsXr3a6Nu3r7Fx48ZzXpubm2v07dvX+Pvf/97g3OzZs42MjAzv54ceesi4/PLLG1xXUFBg9O3b1/jzn//cqnL27NnTkNTgzx//+IJx4kSZceJEmfHHP77Q6DV1f+quO3GizMjIuLTJ6yZPvsd73erV65t95urV673XTp58T5PXZWRc6vP+5p5Zv06LFi3qcHU61/fJMIwOV6eO+H2iTtQpkHWq++9ER6pTR/w+UafA1GnRokUdrk7n+30aMmRIh6tTR/w+tUWdevbs2aps8V0VEj2j56ukpESSFBcX1+BcfHy8qqqqVFVVJbvdrpKSEsXHxze4ru7eumddqJgYu5KTY7xfN6fuOkmyWJruHbbbrd5rExKanxuakBDlvdZutzZ5ncVi9nl/c+rX6VyCsU7n+j5JZ+rVUerUEb9P1Ik61d3XlPauU3JyTIerU907mkKdqFNLdbQ6ne/3qTnBWqeO+H1qqzp1BCbDMIxAF8Kf1qxZo6lTp7ZoNd3PP/9ckyZN0rx583Tttdf6nJs7d64WLlyoHTt2KDw8XPfee68KCgq0YsUKn+tcLpe+973vacqUKfr1r3/d4nJuyN6iPgn9W16xDsKf+4x+V4RinZtDe9AG9dEWtWiHM2gLX7QHbVAfbVErFNrBbDYpMTE60MW4YOc3mTJE1PV0NtarWVJSIrvd7l2UKD4+XsXFxY1eJzXeu9qcfokXt7a4AAAAABA0CKPNSEtLk91uV05OToNz2dnZ6tOnj/ezw+FQYWFhg0CanZ0tSerbt2/7FhYAAAAAgghhtBlWq1WjR4/Whx9+qMrKSu/xb775Rtu3b9c111zjPTZu3DgZhqHly5f7PGPp0qWKjY0955BgAAAAAAglIbOA0apVqyRJO3fulCRt2bJFxcXFioiI8G65MmbMGEny2Yf0wQcf1MSJE/WLX/xC9957ryorKzV37lx1795dd955p/e6vn37asKECZozZ44Mw9All1yidevWafny5Zo9e7bs9nMvYgMAAAAAoSJkwuj06dN9Pr/44ouSpO7du/uEz7M5HA69+uqr+uMf/6gHH3xQFotFl19+uR599FFFR/tOGn7yySeVkpKiV155RYWFhUpLS9NTTz2l2267re0rBAAAAABBLORW0w0WRUXl8nhC71sTCqufnS0U69wc2oM2qI+2qEU7nEFb+KI9aIP6aItaodAOrKYLAAAAAMB5CplhusHGbDYFuggBE4p1D8U6N4f2oA3qoy1q0Q5n0Ba+aA/aoD7aolZHb4eOUj+G6QIAAAAA/I5hugAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAvyOMAgAAAAD8jjAKAAAAAPA7wigAAAAAwO8IowAAAAAAv7MEugAAAHyXbdq0SXfffbfPscjISPXq1Us33nij7rrrLlks5/e/03fffVdlZWW655572qCkAAAEF8IoAAAtcP3112vUqFEyDEOFhYV677339Oyzzyo3N1dPPfXUeT1z6dKlOnLkCGEUABCSCKMAALTAJZdcohtvvNH7+c4779QPf/hDvfXWW3rooYfUqVOnAJauIbfbrZqaGkVERAS6KAAANIo5owAAnIfIyEgNGjRIhmHo0KFDPud27typqVOnKjMzUwMGDNC1116rBQsWyOVyea8ZM2aMNm/erCNHjqhfv37eP5s2bfKenzx5coP3btq0Sf369dO7777rPfbuu++qX79+2rBhg/7nf/5H48aNU0ZGhj744AOfZ+Xm5ur+++/X4MGDNXToUD344IMqKCjweX5JSYmeeeYZjRs3TgMHDlRmZqYmTJigxYsXt1nbAQAg0TMKAMB5y8vLkyTFxcV5j61fv15Tp05Vz549de+99youLk7bt2/XvHnz9PXXX2vevHmSpMcee0x/+tOfVFxcrJkzZ3rv792793mX5/nnn5fL5dJtt92mqKgopaene88dP35cd999t8aNG6cZM2Zoz549+t///V+Vl5fr5Zdf9l43ffp0bd26Vbfffrv69++vyspK7d+/X5s3b9bPfvaz8y4bAABnI4wCANAClZWVOnnypCSpoKBAf//737V7924NHDjQG/qqq6v12GOPadCgQXr11Ve9Cxvdcccd6t+/v5599llt2rRJmZmZGjdunF599VVVV1f7DP+9EFVVVVq2bFmjQ3MPHjyouXPn6rrrrvMeM5vNWrJkiXJzc9W7d2+dOnVKGzdu1KRJkzR79uw2KRMAAE1hmC4AAC3w4osv6rLLLtNll12mG264QUuWLNE111yjBQsWeK/597//rcLCQk2YMEFlZWU6efKk98+oUaO817SXSZMmNTlHtHPnzj5BVJJGjBghSd5hxuHh4bLZbNqxY4cOHz7cbuUEAECiZxQAgBa5/fbb9YMf/EBOp1PZ2dlavHix8vPzFR4e7r0mNzdXUu0Q3KYUFha2WxnrD8s9W1paWoNj8fHxkmrniUqSzWbTY489pqefflpjx46Vw+HQiBEjNG7cOF122WXtU2gAQMgijAIA0AI9e/bUyJEjJUmjR4/W0KFDdeedd+q///u/NXfuXEmSYRiSpBkzZujiiy9u9DmdO3e+oHK43e4mz9nt9ibPhYWFNXmurtxSbe/q2LFjtX79em3evFkffvih3njjDV133XXeegIA0BYIowAAnIchQ4boxhtv1LJlyzR58mQNGTJEvXr1kiRFRER4g+v5io+P9/ZY1le3aFJ76ty5syZOnKiJEyfK7XZrxowZev/99/Uf//EfysjIaPf3AwBCA3NGAQA4Tw888IDCwsK8K+ReccUVSkxM1F/+8pdGg2RVVZXKy8u9n6OiolRaWurTM1mnV69e+uabb3T8+HHvsZqaGr355pvtUJNalZWVqqys9DkWFhamfv36SZJKS0vb7d0AgNBDzygAAOepZ8+euu6667RixQpt3bpVw4YN0/PPP6+pU6fqBz/4gW655Rb17NlTZWVl2r9/v1avXq358+crMzNTkjRo0CCtW7dOv/3tbzV48GCFhYVpxIgRSkxM1E9+8hOtXLlS99xzj+644w45nU699957TS5Q1BYOHDigu+66S+PHj1efPn0UGxur/fv3629/+5tSU1M1bNiwdns3ACD0EEYBALgAv/jFL7Ry5Uq98MILev3113XllVfq7bff1p///GctX75cxcXFio2NVY8ePXTPPfd4exkl6ac//any8vL04Ycf6u9//7s8Ho9ee+01JSYmaujQoXruuee0cOFC/eEPf1Dnzp01adIkDRgwQPfcc0+71KVLly665ZZbtGnTJq1Zs0Y1NTVKSUnRxIkTNWXKlHYNwgCA0GMyGhsbBAAAAABAO2LOKAAAAADA7wijAAAAAAC/C4k5oxUVFZo7d65WrVqlsrIyORwOTZ06VWPHjm32vq1bt+qdd97R7t27tW/fPrlcLu3du7fRa51OpxYsWKClS5eqoKBAPXv21D333KOJEye2R5UAAAAAIKiFRM/otGnTtGLFCk2fPl2LFi2Sw+HQtGnTtH79+mbv27hxozZv3qyePXuqf//+zV77xBNP6KWXXtJPf/pTvfTSSxo1apQef/xx/e1vf2vLqgAAAABAh9DhFzBav3697r//fs2fP1/jx4+XJBmGoTvvvFMlJSX64IMPmrzX4/HIbK7N608//bRee+21RntGc3JydP3112vmzJk+Kxw+/PDD+vTTT/Xpp58qPDy8bSsGAAAAAEGsw/eMrl69WjExMT5Dck0mk26++Wbt379f+/bta/LeuiB6LmvWrJHJZNINN9zgc3zChAkqLS3Vxo0bz6/wAAAAANBBdfg5ozk5OXI4HA2CZd0+b9nZ2XI4HBf8jqSkJHXq1KnJd4wePbpVzywurpDH06E7rRuVmBitoqLyQBfDr0Kxzs2hPWiD+miLWrTDGbSFL9qDNqiPtqgVCu1gNpuUkBAV6GJcsA4fRktKStSrV68Gx+Pi4rzn2+Id8fHxbfqOjvCP63wlJkYHugh+F4p1bg7tQRvUR1vUoh3OoC180R60QX20RS3aITh0+DAq1Q7LPZ9zF/qOumPn846iovKQ7BlNTo5RQcGpQBfDr0Kxzs2hPWiD+miLWrTDGbSFL9qDNqiPtqgVCu1gNps6RODu8HNG4+PjG+2ZLC0tlXSm9/JC31FcXNzgeN172+IdAAAAANCRdPgw6nA4lJubK4/H43M8OztbktS3b982eUdhYWGDQNqW7wAAAACAjqTDh9Hx48errKxMa9eu9Tm+bNkypaenX/DiRZI0btw4GYah5cuX+xxfunSpYmNjlZmZecHvAAAAAICOpMPPGR09erQyMzM1a9YslZSUKDU1VcuWLdO2bduUlZXlvW7y5MnavHmzzz6iJ0+e1ObNmyVJhw4dkiStWrVKktS9e3cNHDhQUm3P54QJEzRnzhwZhqFLLrlE69at0/LlyzV79mzZ7XZ/VRcAAAAAgkKHD6Mmk0lZWVmaM2eO5s6dq7KyMjkcDs2fP19jxoxp9t6cnBxNnz7d51jd55tvvlnPPfec9/iTTz6plJQUvfLKKyosLFRaWpqeeuop3XbbbW1fKQAAAKCenYU79KfVz+jPY16TLcwW6OIALWIyDCP0lmwNAqymGzpCsc7NoT1og/poi1q0wxm0hS/agzao89evFus3//pPbb/7a3WL7h7o4gRUKPybYDVdAAAAAN8Jbo9LkuT69m8gGBBGAQAAgCDnNtySJJdBGEXwIIwCAAAAQc7lqQ2jZ29nCHyXEUYBAACAIOf+tkeUnlEEE8IoAAAAEORczBlFECKMAgAAAEGubs6omzCKIEIYBQAAAIJcXQitC6VAMCCMAgAAAEGubgGjur+BYEAYBQAAAIKcd5guCxghiBBGAQAAgCBXt4ouCxghmBBGAQAAgCDnZjVdBCHCKAAAABDk6kKohwWMEEQIowAAAECQcxseSZKLMIogQhgFAAAAghzDdBGMCKMAAABAkKtbwMhNGEUQIYwCAAAAQc7tqdvahWG6CB6EUQAAACDIudnaBUGIMAoAAAAEORc9owhCIRFGKyoq9Lvf/U5XXHGFMjIyNGHCBH388cctuvfQoUN64IEHNHToUA0ePFhTpkzRvn37GlxXUFCgJ598UmPHjlVGRobGjBmj2bNn6/jx421dHQAAAMCHi55RBCFLoAvgD9OmTdPu3bv161//WqmpqVq6dKmmTZumhQsXavTo0U3eV1RUpDvvvFOJiYl6/vnnFRYWpgULFuiuu+7SsmXL1KVLF0lSTU2N7rrrLpWWlurBBx9U7969lZubq3nz5mnjxo16//33ZbPZ/FVdAAAAhBgPPaMIQh0+jK5fv14bNmzQ/PnzNX78eEnSiBEjlJeXp+eee67ZMPrSSy+prKxM77zzjlJSUiRJl156qcaOHasFCxboySeflCR98cUXOnDggH73u99p4sSJkqTMzExZrVY9/vjj+uKLL5SZmdnONQUAAECoomcUwajDD9NdvXq1YmJiNHbsWO8xk8mkm2++Wfv37290yG2dNWvWaOTIkd4gKkkJCQm6+uqrtXr1au8xi6U208fExPjcX/eZXlEAAAC0J++cUcIogkiHD6M5OTlyOBwym32r2q9fP0lSdnZ2o/dVVVXp0KFD6tu3b4Nz/fr1U1FRkYqKiiTV9pZmZGRo/vz52rlzpyoqKrRz507Nnz9fw4cP16BBg9q4VgAAAMAZnm+H57oYposg0uHDaElJieLi4hocrztWUlLS6H2lpaUyDKPRe+Pj433uDQsL0yuvvKKePXvq1ltv1ZAhQ3TrrbeqS5cuWrRoUYMgDAAAALSluuG5DNNFMOnwc0al2mG553OuJeclyel06uGHH1ZOTo6eeeYZ9ezZU7m5uZo/f74eeOABLV68WFartVVlTkyMbtX1HUlycsy5L+pgQrHOzaE9aIP6aItatMMZtIUv2oM2kCRTmCFJioi00B7i30Sw6PBhND4+vtHez9LSUklqtOez7rjJZGr03rpjdT2k77zzjtatW6f33ntP/fv3lyQNGzZM6enpmjx5slauXKmbbrqpVeUuKiqXx2O06p6OIDk5RgUFpwJdDL8KxTo3h/agDeqjLWrRDmfQFr5oD9qgTlVNtSSp9FRFyLdHKPybMJtNHaLzqsOPH3U4HMrNzZXH4/E5XjdXtLE5oZJkt9uVlpbW6JzS7OxsderUSYmJiZKk3bt3y2q1eoNonQEDBkhSs4skAQAAABfKbdT+rFu3qi4QDDp8GB0/frzKysq0du1an+PLli1Tenq6HA5Hk/eOGzdOGzZsUEFBgfdYSUmJ1q1b590mRpI6d+4sp9Op3bt3+9y/fft2SfJZjRcAAABoa3VzRd0eFjBC8Ojww3RHjx6tzMxMzZo1SyUlJUpNTdWyZcu0bds2ZWVlea+bPHmyNm/erL1793qP3XfffVq+fLnuv/9+TZ06VRaLRQsWLJDFYtHPf/5z73UTJkzQK6+8omnTpukXv/iF0tLSlJubq6ysLCUlJen666/3a50BAAAQWuq2dHGzmi6CSIcPoyaTSVlZWZozZ47mzp2rsrIyORwOzZ8/X2PGjGn23qSkJL355pt6/vnnNWPGDBmGoaFDh+qNN95Qt27dvNd169ZNb731lubPn68FCxaosLBQycnJGj16tKZNm6aEhIT2riYAAABCWF0IZTVdBJMOH0YlKTo6WrNnz9bs2bObvOb1119v9HivXr20YMGCc74jPT1df/rTn867jAAAAMD5OjNMlzCK4NHh54wCAAAAHZ23Z5QFjBBECKMAAABAkKvrGXWxgBGCCGEUAAAACHJ1PaMeFjBCECGMAgAAAEHO7e0ZZZguggdhFAAAAAhyLlbTRRAijAIAAABBzv3tXFE3CxghiBBGAQAAgCBXF0LdhifAJQFajjAKAAAABDkXc0YRhAijAAAAQJCrC6FuwiiCCGEUAAAACGIewyNDhiTJxZxRBBHCKAAAABDE6hYvkiSXh31GETwIowAAAEAQq98b6jEIowgehFEAAAAgiLmN+j2jDNNF8CCMAgAAAEGs/qJFhFEEE8IoAAAAEMTqzxN1s4ARgghhFAAAAAhi9eeMug1PAEsCtA5hFAAAAAhiHg9zRhGcCKMAAABAEPPpGSWMIoiERBitqKjQ7373O11xxRXKyMjQhAkT9PHHH7fo3kOHDumBBx7Q0KFDNXjwYE2ZMkX79u1r9Nq8vDw98sgjuvzyyzVgwABdffXVeuKJJ9qwJgAAAICv+r2hrhCfM2oYRqCLgFYIiTA6bdo0rVixQtOnT9eiRYvkcDg0bdo0rV+/vtn7ioqKdOedd+rIkSN6/vnnNWfOHJWWluquu+5Sfn6+z7V79uzRLbfcoqKiIv3Xf/2XXn75ZU2fPl3h4eHtWTUAAACEuLq9Rc0mc0gP0y2rLpXjpTStzl0d6KKghSyBLkB7W79+vTZs2KD58+dr/PjxkqQRI0YoLy9Pzz33nEaPHt3kvS+99JLKysr0zjvvKCUlRZJ06aWXauzYsVqwYIGefPJJSbW/gXnkkUc0ePBgLVy4UCaTyfuMm266qR1rBwAAgFBXt5pueFi4PCG8gFFhVaFO1ZRpx/EdujR2RKCLgxbo8D2jq1evVkxMjMaOHes9ZjKZdPPNN2v//v1NDrmVpDVr1mjkyJHeICpRsfPFAAAgAElEQVRJCQkJuvrqq7V69ZnfuGzevFnZ2dm67777fIIoAAAA0N7qekPDLeEh3TPqctfWvfB0YYBLgpbq8GE0JydHDodDZrNvVfv16ydJys7ObvS+qqoqHTp0SH379m1wrl+/fioqKlJRUZEkacuWLZIkj8ejSZMmacCAARo+fLj+8z//U8ePH2/L6gAAAAA+6vYWtVvsIR1Gazw1kgijwaTDh9GSkhLFxcU1OF53rKSkpNH7SktLZRhGo/fGx8f73HvixAlJ0i9/+UsNHjxYixcv1iOPPKINGzZo8uTJqqysbJO6AAAAAGdzfztM126xe4NpKHK6vw2jlYTRYNHh54xKanbo7LmG1bZk2G3dql0//OEPNWPGDEm181I7d+6s//f//p/ef/99TZw4sRUllhITo1t1fUeSnBwT6CL4XSjWuTm0B21QH21Ri3Y4g7bwRXvQBjFVtQtmhoeFyyNPyLZHdJVNUm3PaKi2QbDp8GE0Pj6+0d7P0tJSSWq057PuuMlkavTeumN1PaR1f1955ZU+111++eUKCwvTrl27Wh1Gi4rK5fGE3tLUyckxKig4Fehi+FUo1rk5tAdtUB9tUYt2qOX2uNUpKVKlJ6sDXZTvDP5t0AaSVHiyTFLtnFGn2xWy7XGiqPZn9IKKgg7fBmazqUN0XnX4YboOh0O5ubnyeHxXFqubK9rYnFBJstvtSktLa3ROaXZ2tjp16qTExMRmn1Hn7PmqAACg9eZs+71GLGaFTOBsbqPeMN1QnjPqZs5osOnwKWn8+PEqKyvT2rVrfY4vW7ZM6enpcjgcTd47btw4bdiwQQUFBd5jJSUlWrdunXebGEkaNWqU7HZ7g31LP/30U7ndbmVkZLRRbQAACF2HT+XpYOnBQBcD+M7xrqYbFi5XCM8ZdXmckqSTlSe982jx3RawYbpfffWVSktLNWzYMIWHh7fbe0aPHq3MzEzNmjVLJSUlSk1N1bJly7Rt2zZlZWV5r5s8ebI2b96svXv3eo/dd999Wr58ue6//35NnTpVFotFCxYskMVi0c9//nPvdXFxcZo6darmzp2r6OhojRo1SgcOHNALL7yg/v3767rrrmu3+gEAECpq3DXeng8AZ9RfTTeUQ1jNt2HUkKGS6hIlRiQGuEQ4l3YPoy+99JK2bNmihQsXeo89/PDD+uc//ylJSktL05IlS5SUlNQu7zeZTMrKytKcOXM0d+5clZWVyeFwaP78+RozZkyz9yYlJenNN9/U888/rxkzZsgwDA0dOlRvvPGGunXr5nPt/fffr5iYGL3++ut64403FBsbq2uuuUYPP/ywbDZbu9QNAIBQ4vQ4CaNAI+rvM2rIkMfwyGzq8AMgG3DW++/DyaoiwmgQaPcwunLlSg0aNMj7+bPPPtPKlSv1ox/9SP369dOCBQu0ePFiPfroo+1WhujoaM2ePVuzZ89u8prXX3+90eO9evXSggULWvSeSZMmadKkSedVRgAA0LwaT23PqGEYLVrtHggVbqN2bRS7xS6pNpzawkKvM8T5bc+oJBVVFqpPQvPruiDw2v1XJkeOHNFFF13k/fzxxx8rOTlZf/zjH3X//ffrjjvu0Lp169q7GAAAIMjVuGtX0XWF8AItQGPqzxmt/znU+ITRqqIAlgQt1e5htLKyUna73ft548aNGjlypPc3mr1799bx48fbuxgAACDIOd21P2hWe9jaBaivbgXdup5Rd4guYlRz1jBdfPe1exhNSUnxLgp05MgR7du3T8OHD/eeLysrY04lAAA4pxpP7Q+aTuaNAj7qVtCt6xkN1UWMXPV6Rk9WEkaDQbvPGb366qu1ZMkSeTweffnll7LZbLrqqqu853NyctS9e/f2LgYAAAhydSG0pt4PnADOhE/vnFEjNMNo3X8bTDIxTDdItHsYnTp1qvbu3aslS5bIZrPpscce866cW1VVpdWrV+vWW29t72IAAIAgV/eDJj2jgC/3t+Ez3FLXMxqaw3Tr/tuQEp2iosrCAJcGLdHuYTQuLk6vvvqqysvLFR4eLqvV6nP+jTfeUJcuXdq7GAAAIMid6RkljAL1uc6aMxrqCxh1je7KnNEg0e5htE50dHSDY3a7Xf379/dXEQAAQBA7M2eUYbpAfXU9o2cWMArNYbpOT43MJrNSolN0vOxEoIuDFvBbGP3mm2906NAhFRcXN3r+pptu8ldRAABAEKoLofSMAr7cZ2/tErKr6TplM9uUFJmk3Sf2BLo4aIF2D6OFhYX6zW9+ow0bNkiSDMNocI3JZCKMAgCAZlV/u88oc0YBX97VdC2spmsNsyk5MpnVdINEu4fR3/72t9qwYYMmTZqkESNGKD4+vr1fCQAAOiCnh9V0gca4zl5NN0TnjNZ4amQ1W5QUmaRy5ylVu6u9vcX4bmr3MLphwwbdcccdmj17dnu/CgAAdGA1blbTBRrjMc7e2iU0w6jT7ZT122G6Uu1eo12juwW4VGiOub1f4PF4WKQIAABcsLqeUSdzRgEfrrPmjHpCdJhujadGtrAzYZS9Rr/72j2MDhs2THv2MIEYAACcP8MwvNs2VNMzCvioC6O2MFvt5xDtGXV5nLJ8O0xXEtu7BIF2D6OPPvqoVq9erQ8//LC9XwUAADooZ715ogzTBXx5DLfMJvOZMBqqPaP1VtOVxCJGQaDd54w+8cQTioqK0q9+9St17txZaWlpMpt9M7DJZNKrr77a3kUBAABBqv52LmztAvhyedwKM4XJYq790d4dogsYOT013tV0JYbpBoN2D6OHDx+WJHXt2lWSdPTo0fZ+JQAA6GDq94bW7TcKoJbLcMny/9k78/go6vv/P/fezX2HhHCH+wYVRARBUKtVwaP1RK1HqUKxP3tZrdZ+8cAqXhTESqmgiFQUgXpwiggICAIi4T5yX5tkk2yy9/z+2J3Jbm5Cdjdk5vl48CDMzux8ZtjsfN6f1/v9equ1aNQaANyCPJVRp8eJTq0l3hSPChXm2tJwD0mhBYIejG7ZsiXYp1BQUFBQUFDo5Pi3c1GUUQWFQNweFxqVVlJG5draRXTT1aq1xBnilJrRi4Cg1ozabDbWrFnDwYMHg3kaBQUFBQUFhU6Ow22XflZqRr38WHIQt0xrAxUCcQtutGq/NF2ZGhiJbroACaZEJRi9CAhqMKrX63n66ac5cuRIME/TIlarlblz5zJ+/HiGDRvGLbfcwubNm1t1bHZ2No8++iijR49m5MiRPPzww5w8ebLZY3bv3s2AAQPo378/lZWV7XEJCgoKCgoKssY/APVXSeVKQXU+V//3Sj48/GG4h6LQAXB5XAE1o3I1MBLddAESjImYbWVhHpFCSwQ1GFWr1aSlpVFdXR3M07TIrFmzWLduHXPmzGHx4sVkZmYya9Ystm3b1uxxZrOZu+66i7y8PObNm8f8+fOxWCzcc889FBYWNnqMzWbj6aefJikpKRiXoqCgoKCgIEsciptuABX2CgD2F+wP80gUOgJuwY1GraTpim66AImmJMVN9yIg6K1dpk2bxtq1a3E4wvPg2LZtGzt37mTu3LncfvvtXH755cybN48RI0bw0ksvNXvskiVLqKys5J133mHKlClMmjSJxYsX43A4WLRoUaPHvPHGG0RGRnLrrbcG43IUFBQUFBRkSaAyqgSjNlctAIeLD4d5JAodAbfHjValRaPyGhh5ZGtg5HXTBUg0JmK2KQZGHZ2gB6OjRo1Co9Fw8803s3z5cr755hv27t3b4E+w2LhxI9HR0Vx99dXSNpVKxfTp0zl9+nSzKbebNm1i3LhxpKamStvi4+OZNGkSGzdubLD/oUOHWL58OX//+9/RaoPuDaWgoKCgoCAb/ANQxU0X7L4aWiUYVYA6N11JGZVpzajopgveNN2yWjOCIIR5VArNEfSI6YEHHpB+fv7551GpVAGvC4KASqUiKysrKOc/ceIEmZmZDXqb9u/fH4Djx4+TmZnZ4DibzUZ2djbXXXddg9f69+/P+vXrMZvNJCYmAuB0Onnqqae48847GTZsWIspwAoKCgoKCm3hrR9ex1xbyt/GzQ33UEKKfwCqKKNgc9sAKKguoNxWRrwxIcwjUggnLo8LtUot+zRd0U0XvMGow+PA6qwmSh8d5pEpNEXQg9EXX3wx2KdoloqKCnr27Nlge2xsrPR6Y1gsFgRBkPbzJy4uTjpWDEYXL15MVVUVjz/+eDuNXEFBQUFBoSFfnF5Phb1cdsGofwDq76wrV+x+9+BY2VHGpo8L42gUwo3b4w5QRuXqsuzvppto8s7RzTazEox2YIIejE6fPj3Yp2iR+mpsa19rzevgVV/ffvtt3nrrLSIjI897fI2RmBjVLu9zMZKcLL8vDDlec3Mo90O5B/4o98KLeB9KbEXYXDbZ3ZeIiropi0avfC4MxXXzk1zHaZKTrw3jaMKP3D8PWr0Kg06PRu2tGY2I0snynrgFFzG+uXiv1AwABKP8vi8vJjp9YWNcXFyj6qfFYgFoVPkUt6tUqkaPFbeJCulf//pXrrjiCkaPHi21crHbvSuWVVVVaDSa8w5SzeZqPB755bgnJ0dTUlIV7mGEFDlec3Mo90O5B/4o98KLeB8EQSC/Kh+1Si27+1JcVvc8rrRaZXf99SkuL5d+3pu9n9t6yvd+KN8TYLXZEDwqSRktt1TL8p7YXQ5cdu/8WeuIAOBkwTl66geEc1hBQa1WdQrxKujB6Jo1a1q137Rp04Jy/szMTDZs2IDH4wmoGz1+/DgA/fr1a/Q4o9FIt27dpP38OX78OAkJCVKK7smTJ6mqquLSSy9tsO/kyZMZPnw4q1atao/LUVBQUFCQMWW2Mpy+Fic2lw2j1hjmEYUOZ0CarlIzanN5a0Z7xPbgWNnRMI9GIdy4PYEGRm7ZGhjVuekmGH1pukp7lw5N0IPRP//5z6hUqgZOVvXTX4MVjE6dOpWPP/6YLVu2MGXKFGn7mjVr6NWrV6PmRSJTpkzhgw8+oKSkhOTkZMCrim7dupUbbrhB2u/tt9/G7Q7Mzf/000/59NNPefvtt0lJSWnnq1JQUFBQkCMF1nzpZ4u9AqO2SxhHE1rEAFSr1koBuZyx+wyMLkm/hK1ntkqGkAryxC240ao0ioGRx6/PqC8YLbOVhXNICi0Q9GB02bJlDba53W6ys7NZsWIFJpMpqKY/EydOZMyYMTz11FNUVFSQkZHBmjVr2LdvHwsXLpT2u/fee9mzZw/Hjh2Ttj344IOsXbuWRx55hMceewytVsuiRYvQarXMnDlT2u+SSy5pcN49e/YAMHr0aGJiYoJ2fQoKCgoK8qHIWiD9bLFbSI2UTzAqBqBR+ijFTRew+QyMLkm/hNVZqymuLSY1IrWFoxQ6Ky6PG426rs+oW/CEeUShxyN4cPkUYoBofQxatZYym6KMdmSCHoxedtlljW6//PLLmT59OrfddhtHjhxh7NixQTm/SqVi4cKFzJ8/n9dee43KykoyMzNZsGABkydPbvbYpKQkPvjgA+bNm8cf//hHBEFg9OjRvP/++6SnpwdlvAoKCgoKCk1RaC2UfrY4GneD76yIymiUPgqnkqaL3ZemOzptNABHzUdkHYxuPreBMlsZt/e/I9xDCQtujwuNzJVRccFKdNNVqVTeXqNKMNqhCauBkV6v56abbmLFihX86le/Ctp5oqKieOaZZ3jmmWea3Gf58uWNbu/ZsyeLFi0673POnj2b2bNnn/dxCgoKCgoKTVFYU6eMVtotYRxJ6BFrRr3KqJKma3fb0al1DO8yHIBjZVlM7DYpzKMKHwsPvEVRTaFsg1GX4EKn1vm1dpFvMCr2GQVvqq5SM9qxUbe8S3DR6/UUFRWFexgKCgodkKWH32XhgbfCPQwFhQ5DoDIqr2DU4fZONKP10YoyCtjcNgwaIymRKSQaEzlalhXuIYWVvOpcydRJjrg9bjQqjdTaxSVDAyPxe0GnrtPaEk1JmG2l4RqSQisIazBaXFzMypUrycjICOcwFBQUOigrspbzyYn/hnsYCgodhiJrAUkmr6GeRabKaLQhOsBZV6543ZQNAAxIGERW2ZEwjyh8CIJAfnUeta7acA8lbLgFFxq1BrVKjVqllqUyKmZMiG664HXULVOU0Q5N0NN0Z8yY0eh2i8XC6dOncTqdvPTSS8EehoKCwkVIXnUO8YaEcA9DQaHDUGAtoH/8AEprS2SXpmv3GfZE6iIpcSuTS7vbhlFjAmBA4kA+OvqhbB11S2tKsblt6Nz6lnfupLg8brQq77Reo9LI0sBIVEb1av9gNEGpGe3gBD0Yzc3NbbBNpVIRGxvLNddcw913382oUaOCPQwFBYWLjBpnDaW1pdJkS0FBAQqtBUzpcQ3fF+2RXZqu0+1Ep9Zh0BoUZRSvgZHBTxmtdlaRV51LRnS3MI8s9GRbsgGwyVoZ9brpgrf9kZwNjLR+aboJpkTK7eXeNGZfCrNCxyLoweiWLVuCfQoFBYVOSH51HgC1rpowj0RBoWPg8rgoqS0mNbILMfpY2aXpOjwOdGo9eo1eUknljM1tx6AxAt5gFOBo2RFZBqM5lTmANxjxb+0hJ9x+161RaWVaMxropgteAyOP4MHiqCDB13dUoWMR9JrRvXv3UlbWdLPZsrIy9u7dG+xhKCgoXGTkVHlXuuVcA6Sg4E9pbQkewUOXiDRiDbFY7PJq7eL0ONBrdOg1emnSKWe8abqiMjoAgCyZmhiJyijIVx11CS40Ku+0XqvWyLRmVDQw8gtGTUkAiqNuByboweiMGTPYsWNHk69/9913TdaVKigoyJe8am+Kf42rBkEQwjwaBYXwU2j1tnXpEinPYNThdnqVUbVemnTKGbvLjkHrVUZjDXGkRaZz1CxPE6McS470c61MHXVdHheagJpRd5hHFHpckoGRTtomqqFmpW60wxL0YLSlSaTb7UatDnuHGQUFhQ5GbpXfSrdbnpMLBQV/xLYuaZFpxOhjqZRbzajHgV6j9ymjSjDqbe1ikP49IGGgbNu7ZFf6Py/kqYx6BE9dmq5ai8sjv2BUbP+kU9cFo4m+YFRx1O24hCQKbM7Z7YcffiA+Pj4Uw1BQULiIyK2uMz9T6kYVFKDAmg/4K6PyCkYdbgc6tTdNV2zhIGdsLhtGX80oeOtGT5Qfwy3DIMRfGZVrr1H/WlmtSivLNF3R2Exfr7ULoDjqdmCCUuH93nvvsWzZMunfL7zwAq+99lqD/SorK6murubWW28NxjAUFBQuYnKr/NKunLVgbGZnBQUZUGQtQK1Sk2RKJkYfJ0Nl1IlBY1CUUR92tw2j1j8YHYjNbeNc5Rl6x2WGcWShJ9uSLWULyLZm1ONCrfK6xWrVMjUwktx065TReKO3PZwSjHZcghKMxsTEkJ6eDkBeXh5xcXEkJgY6WKlUKvr27cuIESO47777gjEMBQWFi5jc6lzJnl4xMVJQ8KbppkSkolFrJGVUTn0lnW4HOl+arsPjkNW1N4bdz00XvMEoeE2M5BSMOt1OCqoLGJE8kv3F+2RbM+oR3Gh9rUvUKrU8W7tIfUbrgtEIXQQR2ghKa0vDNSyFFghKMDp9+nSmT58OwOTJk3niiSe4+uqrg3EqBQWFTojb4ya/OpfesX04Xn5MSdNVUAAKawroEtEFgFhDLE6Pk1pXLRG6iDCPLDTY3Xb0vjRd8CpB/kYlcsPmsgUEo/18jrpHy45wQ+8bwzWskFNYU4BH8NAnri/7i/fJtmbUJbjRqur6jHpkaGDkkAyM9AHbE01JijLagVH6jCooKHQ4imuKcHlcZMb143j5MWoUZVRBgUJrId2juwNe91SASodFNsGo0+OUlFHw9R2VcTBqd9sxausMjCJ1kfSI6ckxmZkY5fl6UvfxqcGyTtNV+6XpyrB2WHTT1asDg9EEY6JiYNSBCZmN7d69e3nttdd4+umnOXXqFABWq5W9e/dSWVkZqmEoKChcBOT46kX7xfcHFAMjBQXw1oymRqYBEKuPBaBCRu1dHG4HerUegy8Ak3vdqN0dqIyCPB1183zPi8y4voB8DYzcHpekjGpU8qwZdbjFPqOBWluCMUFRRjswQQ9G3W43jz/+ODNmzGDx4sWsXr2a4uJiALRaLY899hgrVqwI9jAUFBQuIvKqfZOLeO/kQqkZVZA7dpcds81Mmi8YjTF4g1E5Oeo6fUponTIqX0ddj+Dx1YwaArYPSBjEyYoT0qRcDojKqFgnK9fnhVtw+7V20cjUTbfxNN0EY6LSZ7QDE/Rg9F//+hcbNmzgz3/+M59//nlA31GDwcCUKVPYtm1bsIehoKBwESEqo33j+gGKMqqgUFBdAHjbuoC3ZhSgUlbKqBO92i9N120P84jCh9137f5uuuBVRl0eF6cqToZjWGEhrzqHOGMcSaYkQL59qV0eFxoxTVelwS3DmlFnE2m6iaZEzEqabocl6MHomjVruPnmm7nvvvsa7Sfap08fcnJyGjlSQUFBruRV5xBniCM5IgWQb9qVgoJIfpXYY9RnYKT31oxaZNTexauMBtaMyhW77zvR2CBNdxCArOpG86vz6B7bXboXcly89AgeBAQ0vtYuGpnWjIqp+/6tXQASjUlUO6ukRRyFjkXQg9G8vDxGjhzZ5OsxMTFYLPJ5mCooKLRMblUOGdHdMWpNgDwnFwoK/ojBaGqEfNN0xZpRMRh1uuWbpitOqg31lNHM+L5oVBqOlh0Jx7DCQm5VLt1iumHyGXnJcfHS7Qs8/d105ZimK6bu6+sZmyWYvO0ly21lIR+TQssEPRiNjIykoqLpNKJz586RkJAQ7GEoKChcRORW5ZIRlYHJF4wqbroKcqdOGfUFo/oYACplFIw6PU70ijIK1KWi1q8ZNWgM9I7tQ5aslNFcusd2R6/Wo0IlSzdd0axI46sZ1crUwEh009U14qYLKKm6HZSgB6OjR49m3bp1AbWiIhaLhdWrVzNmzJigjsFqtTJ37lzGjx/PsGHDuOWWW9i8eXOrjs3OzubRRx9l9OjRjBw5kocffpiTJwNrMc6cOcOLL77ItGnTGD16NGPGjOGuu+5q9TkUFBQCya3OISO6mxSM1joVZVRB3uRX5aNT60gwehdvjVojRo1RVmm6drcdXYAyKt9g1O7y1YzWS9MFGJA4SDbKqNVppdxeTreYbqhUKkxaE7WyVEZ9wagvTVetUuOSozIquenWT9P1BqOKo27HJOjB6MyZMzl79iwzZszg66+/BuDYsWOsXLmS6dOnU1tbyyOPPBLUMcyaNYt169YxZ84cFi9eTGZmJrNmzWrROMlsNnPXXXeRl5fHvHnzmD9/PhaLhXvuuYfCwkJpvx07dvDNN99w3XXX8eabb/Lyyy/TpUsXHn30Uf7zn/8E9doUFDobFpuFKkclXaO6oVapMWqMsnVHVFAQyavKo0tkGiqVStoWa4iToTKquOmCt60LNEzTBa+J0VnLGVl8b+b7nHS7x3r77xq1Rmzuzn/d9REDT61fn1GPLA2MHKhVasnISURM01WC0Y6JtuVdLoyhQ4eyYMECnnrqKZ588kkA5s2bhyAIJCYmsmDBAjIzM4N2/m3btrFz504WLFjA1KlTARg7diw5OTm89NJLTJw4scljlyxZQmVlJatXryY1NRWAESNGcPXVV7No0SKee+45AK6//nruvvvugEnCxIkTKSkpYdGiRdx///1Buz4Fhc7GOcs5ALpFdwPwrXQryqiCvMmvypdSdEViDbGy6jPqdDsUZdSHqP7VT9MFr4mRgMCJ8mMMSx4R6qGFlFyf83q3WO/zwqgxybNmVPAASK1dtHI1MPK4GjjpQl2abmltaaiHpNAKgh6Mgjcw27JlCzt27ODUqVMIgkDPnj0ZP348JpMpqOfeuHEj0dHRXH311dI2lUrF9OnT+etf/8rJkyebDIY3bdrEuHHjpEAUID4+nkmTJrFx40YpGG2q5nXo0KHs2bMHm82G0dhw9VJBQaEh2ZZsALpGZwBg0kbIYoVfQaE58qvy6Rs7IGBbjD5WVmm6Do8joGbUKeOaUVEZFUsZ/BmQMBCALPORTh+MBiijTp8yKsPnhVQz6jMw0qi0skzTdbodDZx0Aam8QVFGOyZBT9MV0ev1TJo0iYceeoiHH36YqVOnYjKZ2LdvH/fdd1/QznvixAkyMzNRqwMvtX///gAcP3680eNsNhvZ2dn069evwWv9+/fHbDZjNjf9oRYEgd27d9OtWzclEFVQOA/OVXiV0Yxob9qVSacoowoK+VX5dInoErAt1hArmzRdj+DB5XGhU/ul6craTbdpZbRXbG/0aj1HZWBilFudgwoVXaO7AmDUmqiVYZ9RqWZUrZH+dsvQwMi7YNUwGNWqtcQZ4pRgtIMSVGW0vLycnJwcYmNj6dGjR8BrBw4c4M0332TXrl0NAsX2pKKigp49ezbYHhsbK73eGBaLBUEQpP38iYuLk45NTExs9Pj33nuPw4cP88ILL7Rp3ImJUW06rjOQnBwd7iGEHDlec1NkH8hGr9EzqHtv1Co10cYo3Gqn7O6R3K63OeR+L6od1VTaK+mT0jPgXqTEJHG26rQs7o9o2BMfEy0FYKYojSyuvTEMpd55U1qydw5S/z4MTB7IGeuJTn9/ylzFpEWnodPoSE7WEW2MxCPD50WNzquQx8d4546RJiOoBdndB40ODFqDdN3+158cmYxVqJTdPbkYCEow6na7ee655/j4448lF91hw4axcOFCDAYDzz77LJ9//jlqtZqf//znzJw5MxjDkPCv5Tyf11rzemNs2rSJl19+mVtuuYVbb731vI8HMJur8XgaOhB3dpKToykpqQr3MEKKHK+5Oc5ZztE1KgNzqRUAHQYqaqpkdY+Uz0Qdyr2A0xVeB/co4gPuhUGIoLy2XBb3p9rhvUZHrSApo6XllrBe+6GSA+jUegYmDgr5uYvLygGoqXRBKg3uQ2ZMf3YX7Or0n42TpWdIi75s5cwAACAASURBVEgHvPdAK+iprKnu9NddnyKLV1ipsXqzBVwOAbvTIbv7UFVTgwYtJSVVDZ4dsbp48iuKOtU9UatVnUK8Ckowunz5clatWkWXLl0YPnw42dnZHDx4kOeee46ioiIOHTrEzTffzKOPPkr37t2DMQSJuLi4RtVPi8Wb2tSY8iluV6lUjR4rbhMVUn++/vprHn/8caZOncrcuXMvZOgKCrIk25JNRlQ36d8mbQQ1TmsYR6SgEF4KrAUAjRgYxWGxe7N42rJwejEh9hQ1+PcZDbOB0R+3/Y5IXRSrb14X8nPb3V6l2NBIaxeAgYmDWH1iFVWOSqJ9PWk7I/nVuQxOHCr926g1YpahSY3bZ1bkb2DklqWBkQNdI2m6AImmRHKrckM8IoXWEJRgdO3atfTr14+PPvpIMih67rnn+PDDD4mLi2PFihWMHDkyGKduQGZmJhs2bMDj8QSkA4u1oo3VhAIYjUa6devWaE3p8ePHSUhIaJCiu23bNmbNmsWECRN45ZVX0Gg0DY5VUFBonnOWc0zsOln6d4TWJMvJhYKCSKEYjEYEBqMxhljcghury0qU7uJfHW8Op68+VOcfjIbZwKiopgi9pjws5xZN3ZoKRvv7TIyOlmVxaZfg9nIPF4IgkFeVy9Qe10nbjFoTNhnWjNYZGGmkv11yrBl1Oxt10wWvo+6hkoMhHpFCawhKseaZM2eYNm1agFPunXfeCcDDDz8cskAUYOrUqVRWVrJly5aA7WvWrKFXr17NtpWZMmUKO3fupKSkRNpWUVHB1q1bpTYxItu3b2fWrFmMGzeO119/HZ2u8ZUZBQWFpnG4HRRUFdA1KkPaprR2UZA7hVZvX+u0qMBgNM7gzc6Rg4mRqATqO0hrF0EQMNeWUlCdL5UjhRLxfhi1DQ2MoM5R91jZ0ZCNKdSU2cqwuW1k+D0vjBojNTJ00xVVULm76bo8zkbddAESTUmU2cxh+X1VaJ6gKKO1tbUkJSUFbBP/3ZQSGSwmTpzImDFjeOqpp6ioqCAjI4M1a9awb98+Fi5cKO137733smfPHo4dOyZte/DBB1m7di2PPPIIjz32GFqtlkWLFqHVagPqXL///ntmzZpFamoqDz30EEeOHAkYw6BBg9DrG1+pUVBQqCO/Og8BgW7Rden7SmsX+XK0LIvr1zzGiutWE2eMD/dwwkZhTQGRukiidIHGG7F6b5mJxW4hPaprOIYWMsQ2LjqNn5uuJ3xuulaXVVLgKuzlxBsbb/EWLOy+XppGTePt8bpFdydCG8nRsiONvt4ZyKv29hhNr7d4KcfWLqJzbl2argaPIL803abcdMGrjNrddllkklxsBM1Nt379ivhvrTYkrU0Dzrtw4ULmz5/Pa6+9RmVlJZmZmSxYsIDJkyc3e2xSUhIffPAB8+bN449//COCIDB69Gjef/990tPTpf127dqFzWYjJyeHe++9t8H7bN68mYyMjAbbFRQUAsmr9tZziD1GQWntImf2FHzH9/nfc7Qsi7Hp48I9nLBRZC0gPTq9wXM1xiAGo427wncmxDYuHUUZ9S8dyK/OD30w6rahVqml4KM+apWaAQkDyOrE7V3yfD1GM/yeF94+ozJM0xVbu6i8CY9atRaXHGtG3U50TaTpJhq9pXVltWZqnbWsP/0Z9w9+sNPX218MBC0y3LZtG6WldV/WtbW1qFQqvvzyS44eDUwbUalU3H///cEaClFRUTzzzDM888wzTe6zfPnyRrf37NmTRYsWNfv+s2fPZvbs2Rc0RgUFBcipygYgIzrQwEhRRuWJOOEvqikM80jCS6G1kPTo9AbbJWXU0fnTdOuUUb1kUBLOmlH/YLTQms/gpCEhPb/NbceoMTY7ke6fMJBN5zaEcFShJa+qMWU0QqbKqC9NVy3vNF2nxyktVtUnweQNRs21pXx17gvmf/8y1/S4LmDxu63M2/M8PWJ6cseAuy/4veRI0ILR9evXs379+gbbP/roowbbgh2MKih0VMy1Zk7l/kQfw+BwD6VDICqj6ZF1KYcmrQm7245H8KBWBa8nsUJDimqKiDPESX0dQ01prbdeXzTwkSsF1nzGJV7eYHusrJRRb+CpV+skRVA0NQoHAcqoNT/k57e7bS3+Xg5IGMSHR9/HXGsm0dR4T/SLmbzqPAwaA0mmurIwo9aIw+PA7XGjUcvHRLK+m65GrZFSd0PFD0X76BrdjZSIlJCe1x+nx4FR27ipV4Ive6HMZmZPwXcAlNQWX3Aw6vK4WHjgTSZkXKUEo20kKMHosmXLgvG2CgqdjoUH3mTJ4cWceahASRUBcqty6BLVJeBhYtJGAF73yEhdZLiGJjs8goeJK8fwm+GzmTP6ibCMwWzzTvhFAx85IggCRU0oozEyMjByeurcdMGbrhtWZdRmln4uqA5DMOqyY2hi0i1SZ2KUxbiu40MxrJCSV51DWmR6wCKlUeutobW5bUSq5fO8EJ1ztT4DI61KK6mlocDtcXPL2huZMegBnrvi+ZCdtz7Nuekm+hYtimqK2Fe0F6hb8LwQssw/UeuqpVaG6eHtRVCC0csuuywYb6ug0OnIrcqmxlmD1VlNlD665QM6OblVOXSPDew9bPJNLpRgNLSU1JZQZivjXOXZMI5BSdO12CuwuW10jW5oUBTj6x8phzRdSRn1qYE6jb5dakY9ggcVqvNeDCz1fTYjdVEUhEEZrXXVtqiMDkwcBEBW2ZFOGozmBZR0AJh8rW5sLpusnhdiSq7apwZr1BpcHlfIehCfsZzG6qymMszfRS6PU1qwqo9YM7otZ4tU+lNSc+HB6Pe+wFbxtmg7Ss6bgkIYKa4pBqDcHp5edR2N3OocesT2CNgWISmjyhd9KCnwmYP4K0ChRqoZlbEyWugLxBtTRvUaPRHaCCyyUEbr0nQBdGrdBbvpujwuhr83gBVZjXtGNIe5thSDxkCfuMywBKN2X81oc6RGdCHWEMfRTmpilF+d18BFWlJGZVY3Kjrnan19RsV0XY/gCcn5s8p+AsL/nHZ4HOiaMPWK0ceiUWnYlL1R2lbSDsroPikYlddnrj1RglEFhTAiKj4VNiUYFRuYN6mMOpUv+lAiOlX618aFGjGFSs7KqFgv21gwChBriJNFmq7dXWdgBGDQGC5YGc2tyqGoplCaTJ4PZlspicYk0iPTw5Om67ZJgVdTqFQqBiQM7JTtXVweFwXW/IAeo4BU4mFzy+t5ISqjUs2oLyh1hahu9CfzYYCw93htzk1XpVKRYEykylFJj5ieRGgj2iVNd5+ijF4wSjCqoBBGimqKgNAro26Pm99tncWPpYdCet7mKK0txea2NVBGTTpFGQ0H+T4zqbIwKaMewSOdW841oy0Ho7GySNN1SgZG3ommTq3D7rZf0HuKKejnqs6d97Hm2lISTUmkRaWHRRm1ue2tMhYbkDCIY2VZCIIQglGFjiJrIR7BE+CkC3V9V+VWvye2cRGDUNFV1x2i9i5ZZu+CR60zvM/p5tx0AcnIa2zaOJJMyRccjJbZzJyqOAkoC+YXghKMKiiEiRpnDVWOSiD0ymhOVTYfZC3j0xMfh/S8zSE2MK+vjIqpaEoKTGjJ96k94VJGLfYKXB4XKZEpVDos1IR5khMuxGA0LTqt0ddj9LHycNOVWrt403T1Gr1katRWpGC0DXXR3mA0kbTIdCrsFSH/fNpdthYNjAD6xfejwl4h1bh2FnJ9i2UZ9ZxQTaIyKrPnRf3WLqKRUagcdbPMYppumJVRjwOtL5W/MRJ8daNj0i4nyZR0wcHoD0X7AK9ZmLJg3naUYFRBIUz4px6GWhnN96VgHutAtUQ5vp5xPeLqKaO+mtEamXzRv7n/NZbsXxLuYUjKaIUvKAw15lqvKjo8dTgg31TdQmsBsYY4InwZAvWJNcTKo2bU18alThm9cDddMQjNq8o57894qc1MkimZtEivYl0YYnXUWzPasjLaNcpr8CP+PncWxOtpoIz6Gd7JCbennpuuz8goFN/d1c5qzlaeAcJ/371uuk0Ho6Kj7pi0y0mOSLlgA6Pvi/aiVqkZmzYOm1teanx7ogSjFwGhSrNQCC1iii6EXhkV+3keKzsa0vM2R1PKqEknn8lFkbWQl/b8Hwv2Lgj3UKSaUQGBijAob+KKtRSMyjRVt9BaSJeILk2+HqOXR5punTLqa+2i0V1wzagYjLoFt7RA11r803QBCkLcC9fmqsXQgoERQFefwU/eeV5fR0dURrs2MDCSpzIqtXbxBaFqsWY0BPNHcVE7QhsRdnWwOTddgJ4xvegalUFmXN92SdPdV7SXgQmDSTIlU+uqDZlhVGdDCUY7OEfMP9H73XR+LDkY7qEotDPF1vApo2Iwml11jmpndUjP3RS5VTlE6qKIN8YHbI+QVro7vzL6ftZ7uDwuskqywr4IlV+dJ6VIhyNVV0wrHN5F3spoUU0BXSIbT9EFrzJaKYM03bqaUdFNV3/BbrrnKs9Kbt3Z51E3anPZsDqrSTImScro+QazF4rNbWtVzWiaL1grsHauYDS/OpcYfSzRvvZGImLNqNxUKqm1Sz033VCk6Yr1osNTRgYsGh8tywp5KZDXTbdpZfQPlz7Jptu3o1KpSDIlY7aVtjmAFASB/UX7GJV6ieRtYZNZrXJ7oQSjHZyVRz+g1lUrOZUpdB7EybVRawyDMlo3MTlRdiyk526K3KpcMqIyGvREM0mtXTr3SrfL42LZT0sxaAzY3XbOVp4O21jcHjeFNQUMShwMhMfEqL4yWhhi5amjUGgtbDkYdVR2+hV5MfCsU0YvvM/oucozjE0fB0B2ZeuDUXFxJtGURJrv/ybUyqjdbZdUwOZIMiWhV+s7nTKaV5VL13opulBXM9rZnxf1EX//tfVrRkOwqHnEfJgIbST94gcELBq/e2gxMzc+yIny40EfA3iDQ5fH1WwwatQaJROjJFMSLo+rzTX3Yl/VXrG9pf62cvvctRdKMNqBcXvc0qqS2I9SofNQXFOMVq2lT3yfMNSM5korysfKO0aqbm51ToMG5uDf2qVzK6Nfnf2CAms+j46YDcDRMKZQl9QW4/K4GJLkDQTDYX5itnnP2S+xH3q1PiCtvTE8gqfTGfl4BA9FNc0HozH6ODyCB2sHyXAIFmLgaVB71UCdWif1Hm0LFbZyKuwVjEsfj1ql5pyv5q01iJ/NRFMSUfpoovUxIVce7S5bq4JRtUpNl6j0kCu3wSavOq9Bii749xmVl0LVoLWLOnStXbLMRxiYOIhIXWTAfa92ViEg8Mb+V4M+BkAyNGvOTdefJFMyQJvrRsV5W5whzm/RvHPPU4KFEox2YHbmfyupZ8UdMEWtuKaY32x8iEMlB8I9lIuSoppCkk0pJEUkURHiYDS3KpcxXcZi0Bg6TEP0vKocyWzDH7koo0sPv0vXqAweGzEHIKy9AcU07qHJw4DwKaOxhjgMWgNdItNaVEZXZC1n1PIhncp1t7S2FJfHRZfIpmtG4wxxAJ3exEisGRUn23qNHoe77Wm6Ylpun7i+ZER149x5KKPi4kyi0WuG4u01GnpltDU1o+CtqxSDUZfHxZ+++X8c7yAZMW0lrzqHro0sXgajZjS/Oq/Df6+IQadGMjASldHgBqOCIJBV9hODEgdj0pqocdVIbYRqnFYAVh9fxVlL6xd72krdd0TTyqg/yREpAG2uGxW9FOIM8bLytggGSjDagVl9fBVRumi6RmVQ3IIqEGryq/OYtuZnrD6xilXHPgz3cC5KiqyFpEakkmBKCHmabr41j24x3cmM69chHHWtTitmm5lujUwuDBoDKlRtXnEst5Xxt51Ps/LoB+eVihdKTpaf4JvcrcwY9AAxhlh6xfUK6/+LOHEdmuQLRmtDH4yaa0tJ9Nnwp0Sktmhg9H3hHqoclZ1KASryBeCpEc0oo4ZYQAbBqNuBXq2X0vh1av0FKaPi5LhHTE+6x/RoU5puki/dr0tkWkiVUUEQsLltrXLTBUiPrAtGj5cfY+nhdy/q53aNs4YyW1njymg714wKgsA1H1/F7C0z2+X9goVH7DOq9k7rNRdoYLTsp6WcqjjR4n7FNUWU2coYmDBIWjgW773VaaVnTC80Kg0LfnijTeM4H+rXlbeEqIy2NRgVM3HijIoyeqEowWgHxe62s/70Wm7ofSPdort3qDTds5Yz3PTpdRRaC0mP7CoVr7eVNSdW88rely7oPQRBYE/B7ouqsXdRTRGpkV1IMCWENE232lGFxV5B16hu9E8Y0CEcdcWJUtfohjVAKpUKkzaCmjauOP732EoWHniT3275DZe8P5Q/f/MEjgusNWtv3vtpCTq1jrsGzQBgSMqQsCrW4v9Hr9jeROmipbTELdkbmf/9yyH5PSutLZUmC10i01o0MDpe7lV68juRUYuoBjenjMZKwah3YlTtqAr6uARB4M3989vUn7OtODyOAJdMvUZ3Qb/HZ31j7xHTg+7RPc7LwMg/TRege0wPjpcfD5njs8vjwiN4Wq2Mpkd1pcCaj0fwSBkXP5ZevKaI0vOikZpRYzvXjJ6tPENxTRHrTq3hYPEP7fKewUBy062vjArnH4xW2Mr5/bY5vHNoUYv7in4mAxMH+9XregMyq7OaXrG9uWPAPaw8+j4F1cFtf1S/rrwlpDTdNgaj5TYxTTe+rpxIZunh7YUSjHZQdubtoNJh4Za+t3tVgTam6YppXq3hZPmJFovdT5Qf5+Y1P6PKUcknN69jUverOWI+3ObJqcPt4Okdf+b1fa9cUI3Hrvwd/PzTqXyds6XN7xFqimsKSYnoEnJlNE96kHelf/wAcqtzQjKBbY6cqmwAMqK7N/p6hM7U5rSr7Xnb6BnTi69/uYuHh87k34f/xa1rb2zVAo8gCKw8+oHU8zIYWJ1WPjz6AT/vfROpEakADE4ezKmKk1JvxVCTV52HSWsizhBPgilRuv4lP77DS3vmsuzI0qCPQWydAd5grLCZib4gCJys8JpkdCZltND3vd+sgZHeF4w6LGRXnqP/v3uyI297UMeVVXaEud/9jY+Orgjqefxxuh0BiodeY5BqxNrCucqzJBoTidbH0D2mB8U1Ra1OxTTXmtGpdcT47v2vhz2GR3Aze8vMkBhJ2dze70JDK2pGwRuMOj1OSmpLpIyLH0sPXlSLt/7kSW1dGgajapUao8bYbjWjYhmSVq3lpT1z2+U9g4FLUkZ9NaO+oLQtNaNHfT4SrVmoFsWIgYl1ymit0/v5tDqtROqimD3qcdyCm4UH3jzvsZwPrnq9iFsiwZiACtWFK6NKzegFowSjHZTvCnYQqYtifNcJpEaknrcyujV7M3esv4VBS3vz8p4Xmt23tLaUh7+6n3Efjmb1iVVN7vdT6WFuXnMdTo+TT6d9zoiUUQxMGITZZqa4tm3K7WcnP6G4pgiHx8GBkravOu4p/M47xovEddjpdlJaW0pKRAoJpgRsbpu0knsh7ndF1sIWJ1T+D/L+CQOB8JsYiWPKaGRyAd660basdLs8Lnbm7+DKjKsYlDiY5698mcVT/82PJQe5+3+3t/iepy0n+e2W3/BB1rLzPndr+fTEx1Q6LDww5GFp2+CUwTg9Tk5bTgXtvM2RX51HelRXVCoVicYEqWZUdEV8+ts/Bb3dVEltibRynRrRhUqHpcnPdkltiVS/E+zV91BSKKXpNtNn1E8ZPVjyA06PkyNB/h7clb8DIKTKqLNe/0CdWo/dbW/z+52rPEuPmJ6AV9mEukWxljDXlpJgTJRShvsl9Oe5cS/wdc4W3jm0sM1jai02l/e6W9PaBbzBKEB+Va5kjFZaW0qB9eL8XZGeYY1k0oBXHRUD9gvlYMkBdGodT1zyJzZnb2R3wXft8r7tjVgbqpFau2gCtp8PR30B5tGyIy0uWGSV/USXyDQSjIl+6qD33te4aojQRdAjpie39fsly44sbbNZUGuoX1feElq1lgRjQpvHVOEXjEZolZrRC0EJRjso+wr3MjbtcnQaHSkRqVQ5Klu9avt94R5+uX46P5Uepm9cP97Peq9JhWXdqTVMWHkZn59Zh1qlbtKCe3/R90z/7Hr0agPrpn8ptXwYlDQEgCzzT+d9jYIg8K9Di8jwmdbsKdh13u8hja94HwAnyi8OU4YSX/Ce6lNGwZsak1eVS593M1jy4zvn/Z6CIDB51Xgmr7qi2RVN/5TYAQkDgNatgAaT3KpsNCpNkwqQSWtq05f8geL9VDkqmZAxUdo2ve9tLL5mKQdLfuCJr3/b7MP2gC8t63TFyfM+d2sQBIF/H/4XAxMGMSbtcmn7kBTv71V7mxjVOGt4cfffWfLjO80qON5g1DvRSzQmYbaZsblsZFed44EhD5FgTOShDfdR5ahs1/GJeAQPZTazVJOX6ktTbSpD5KTf91b+RTrBboxCayFJpmR0mqZroMQ03Uq7Rfo9Dnabke/ydwLeFMZQIdaMiug1ugtq7XKu8owUjIp/Z7cyuC611an2IvcN/hXX9byeubv+xo+lh9o8rtZg99XkiZP/lhBrK/Ot+RwtO0J6pPffhy7S/uV51bmoUEk9Xutj1JraURk9yMDEwcwcPotkUwov73m+Xd63vRHTcSU3XalmtA3BqO+5U2YrazGF9Yj5JwYmDAJooA5andVE6iIBmDPqCWwuW1AXa8R5bmvddMFrYtRmAyNbOVq1lkhdlKKMXiCyCEatVitz585l/PjxDBs2jFtuuYXNmze36tjs7GweffRRRo8ezciRI3n44Yc5ebLxiemyZcu49tprGTJkCFOmTOFf//oXHk/bUnbOVJ7miq4TgLqJWGtNjN79cTHR+hh23b2fZ8f9H6W1JWzK3hCwj6iGPvjVDLpGdWPT7dvJiOomrTj6s7/oe25dexOxhjjWTv+SPnF9pdcGJniD0iNtCEb3Fu7hQMkPzBr1OJlxfdlzHiuORdbCAHe2A8X7gbq6sY6OWFsk1oyC1yb8UOlBalxWntz+ez4+/tF5vWdxTREltcWctpziutWTWX9qbaP75VbnoEJFl4g0esT0wqgx8srel7hz/a28se/VsKSG5lblkhaZ3uSKplcZ9X7Jl9vKWv2+23O3AUi/SyLX9vwZf7rsKT4+/hGLD/2zyeMP+lK0TlmCE4zuK9rL4dJDPDDk4YD+qgOSBqBWqdu1bvRQyQGu+Xgir+17hSe3/56b1/ysySA7369tQoIpkbJaM6ctp/AIHsamjWPxNUvJrjzH77bODkqqX7mtHI/gCagZBZqsyRN/7xOMCRR0pjRda36zKbqAlCpqcVg47stwaI06/MWZ/zF9zQ3nnXUjCAK7CppWRvOr81h78tN2T1d1ehwBQblOrZdqxM4Xl8dFblUOPWJ6AdBdDEZbWTfqn0IuolKpmD9pAXHGeH6z8cGguq+KwWhrldE0X/B52nKKs5YzTOt7KypUbXLCFwQh7Om9eVW5pESkNhl0GDXGdlGoBEHgUMkPDE8eQaQukt+MmM32vG1BX2xoC656yqiYrutqpma00FrAluyNDbYfLcuSenU2tyDq8rg4UX6MQYnexVNxcUT0dxDTdAEy4/tyU5/pLPnxnaCVJYlp+7pWpumCt270Qtx04wxxqFSqulplp6KMtgVZBKOzZs1i3bp1zJkzh8WLF5OZmcmsWbPYtm1bs8eZzWbuuusu8vLymDdvHvPnz8disXDPPfdQWBg4KVq4cCEvvvgi119/PUuWLOG2227j9ddfZ/78+W0e95W+CXSKz366NZOG4ppi1p1awx397yJKF8Xk7lNJiUjlw6PvS/v4q6F/GfMMX9y6mYGJg0iP6tpoMLrowAJMWiNrp30ppTOJJJoSSYlIbVYZFQSB4ppi9hd9z7pTa1h44C3+sv0PPPH1bGL0sfyi/51c1mUsewt34xE8HCjez+UrRjWo/3R73Gw+t4H7vriLEcsGMvXjidS6aimozqfQWoBJa+JE+fGwPyhbg9gzUXTTBe8q2ylfcHBplzHM3jyTr85+0er3PGM5DcBrVy2gf3x/fvXVPby4++8N0n7zq/NIjeyCTqNDo9bwh8v+Qp+4TAqthTy/+zlu/PSakKeHNtVjVERURj86uoIh/+nb6vTAb/O+YXDiUJLqTRwBfjf6D9zQ+yb+tvNptuVsbfR4cbJ2uiI492Pp4XeJ0kVzW79fBGw3ao30iu3dbsHo3sLd3PDJVCodlfz3xs94a/LbHC3LYtKqK1h88J8BgYPL46KwpkBK7UswJmK2lUrqY9/4/oxNu5wnxzzD2lOfsvSnd9tljP6IbqXihF90Wf7kxH8b/f0+UX6MCG0kI1NGdzpltEszKbqAtDLvVUaP+Y5rWhkVBIFFBxZw/xd3sSN/OxvPfnleYzpjOUVxTZHPWK8Iq699g8iT2//AQxvuY/pnN7RrGq/D7QxURtV6nG4HlXYL8/Y8f15172ctZ3ALbkkRTTGlYNKaWt3epbS2hCSf07M/SaYkFly9mOPlx3hu19OtHs/5Upem27qa0SRTEnq1nm05WxEQGJ16CX3j+3G4DUHVbWtv4omvf3vex7UnedW5jTrpijSXSfPZyU9YefQDTpafaHGukF11jgp7BcOSRwBw76D7iNBG8vaBBW0ffJBwCy40Ko20qCku7HqaKfv5+65nuHP9bQFpqoIgcLTsCJO7TwFo1tX9dMUp7G47AxN9yqiuTh10eVzY3XZJGQWYM/oJqp1VvPvj4jZeZfOI7trNZZLUJ8mUdEE1o7G+1lqKMnphdPpgdNu2bezcuZO5c+dy++23c/nllzNv3jxGjBjBSy817+C6ZMkSKisreeedd5gyZQqTJk1i8eLFOBwOFi2qcxkrLy/n7bff5u6772bOnDmMGTOGmTNn8tBDD7F06dIGgWtriDHEMMTXViElovkUtS3Zm/j1hgcoshayImsZTo9Tqj/TqrX8ov+dbDz7JVnmIw3U0MdH/1760uoalSGZ2/izr2gvQcQ3hgAAIABJREFUV6RPIC2q8ZSYQYmDyWpi9WxPwW56v9uVIf/J5LrVk3nwqxn8bedTrDy6ArVKzfPj5xGli2JM2uWU28s5WnqUl/e8wKmKk9z3xZ18l7+T/Oo8Xtn7Epe+P4w7/3cbewu/48Y+N2OxV7Dp3AYpRff6XjdS6bBcUBucz0+vZ/O5DS3veIEUS8FooDJ6uuIkSaYkPvr5JwxLHs7DX90n1We1hBiMjus6ns+mf8ndA2fw2r5XuPfzX0qF9iA2C6+rtZk98nH+e9NnbP3lDpZcu4zTllNM/mg8H2a9H7LAPq8qt1EzChHv5KKGf/34Nk6Pk6/OfN7ie9a6atlT+B1X+qXo+qNWqXlr8iL6xffnkQ33N+iD5hE8/Fh6CK1aS0ltcYOUVKvTSpa55ZqapjDXmvns5Cf8ov8dROmjG7zeP35gm9Lf63Ou8iz3fXEnaZHpbL79WyZ2m8QvB9zF9jt2M77rBP6648kAlXRr9iY8gkdK5UsyJVHrquVQyUFUqOgd2weAWSPnMKX7NTzz7ZPt7jIpTg5EZbRPXF9+PexR/vPTEuZ+97cG9/xExXEy4/vSNarbeSmjdre9QYp6lvlIQIrfk9t/z6XvD+Odgwupdla39ZLaRKG1oEVlFLw1S2abmdM+Bb+5WsBlR5by7M6/cEPvm0gyJbMjv6HZ0Yny4+wtbNyd/DtfOcUv+98FBKqjeVW5fHX2c8Z3ncDh0h+ZuPJylv20tF2+R5weB3o/JVCn0eHwOPjH3hd59ft5fHSsdWZKgiDwzI4nMWqMXNH1SsCravaOzeQH37OkpeNLG1FGRa7qNpmZw2ex9PC757WYeD6IyqhR2zplVKVSkRaVzne+Z0n/+IEMTRp+3mm6Nc4aduRv5/2s94JeM94cedW5jfYYFTFqjY0a3rk9bmZufJDfbvkN4z4cTf9/9+DO9bfy6vfz2JaztcF3vLgYOSxpOACxhjjuHngvn578uMPVprs9HkkVhTpX3aYMjGqcNXxx5n8ICAHqaHFtMWW2Mq7sOpEEY0KzC6JH/Jx0gYC6SbHHaIS2LhgdkjSUa3v+jH8dWhQU00Sx77Cula1dwPuMabObrr2cOEM80FAVVjg/On0wunHjRqKjo7n66qulbSqViunTp3P69OkmU24BNm3axLhx40hNTZW2xcfHM2nSJDZurPvl3b59O3a7nenTpwccP336dFwuV6tTgv0ZmXIJGl8BeorPYbOxIMvqtPK7rbP49ORqpn48kXd/XMyEjElkxtel0t454B7cgpvJq65ooIb6kxHtncj5K2mF1gJyq3MY3eWSJsc6MGEwx8qyGq1NWHXsQwRB4IXxL7PsZyvZ8osdHP/VOU49lMu2O77jlwO8E5rL0sYAsHDvQjZlb+CRYb+ha1QGv1g3jVHLB/Py3hfoE5fJkmuXcWDGURZOeZckUzKfnviYH4r2oVPruKXvbUDbU3ULrQX8euMD3Pm/24LevkJcWEj2GRiBTxm1nKR3bCZR+mhW3LCa7jE9uOfzX7YqneqM5TRatZZu0d0xaAzMv+otXp7wGttyt3LNx1dJrnd5VTlNBn439pnG1l/sZGTKKOZsfZSHNtx3XmmxbcHtcXv7njbhpAveVccs8xHpPmw891WL77u3cDd2tz2gXrQ+Ufpo3vvZh3gQuO+LuwKCjbOW01Q5KrkqYzLQUB39y/Y/MPGjsVz2wXCe/+45fio9P1fpFUeX4/A4uH/IQ42+Pir1Ek5bTl2Q4UN25Tnu+d8vcHpcrLjhY5IjkqXXukSm8f71qySV9KqPxvHAl/dw9+e/IDOuL9f2uh7wKqMA3xXspFt0dyJ8q99qlZq3rl5MkimZhzbcR2U79rmUWmcY6yb8f7/iRe4f/CBv/fAa/9j7YsD+J8qP0zeuH+lR6VJ9a0vYXDbu+d8vmLByDIdLfwS8gdXkVVfw+v5XAO+k6sOsD6iwV/D0jj8zatkgXvju71JmQzDxmpyVSGUazRGjj+Vw6SHsbjvxhngKrQWNfhY9goeFB95kdOolvHvte4xLH8+u/B0B+wqCwN3/u50bPpnKpFVXsPzIfwJSTnfl7yDRmMjUHtcCgcHo8qz/IAgCr0/6J9t+uYvRqZfw+21zuPN/t17w5N3utqP3UzxElXTJYW99/ZqTn7TqfZYdWcqm7A08c/nf6RnbS9o+ve+t7C7Yxcny5nsrnqw4QZWjUkpNbIynxj7LkKRhPL7l0aC0exE/361VRsG72OzwONCpdfSK7c3Q5OHkW/PO6/vlcOmPUhbF/3337PkNup0QBEEyWGsKo9bUaJ/RMlsZbsHNrJGP8/qkf/Lz3jeTV53Ly3te4PZ1NzNoaR9+t3WWtEB1sPgAWrVWCrYAHh72GzyCh38f/lf7X9wF4BJcAWUuYgpzUy70m7M3YHVWo1Fp2OxXxiUqoQMTB9M/YWCzwWhW2U9oVBr6xfcHAtVBMWPCXxkFeHz07ym3l/Ofn/59vpfYIi5PG2pGTSlUOSrbVGNs8aXpQl1Loba6/sudTh+MnjhxgszMTNTqwEvt39/7y3P8eOOGPTabjezsbPr169fgtf79+2M2mzGbzdI5VCoVffv2DdivZ8+eGI1GTpxouXFwfS5NvVT6OdGYiFqlprgRZXThgTcpsObzj4mvo9cYKK4p4oF6k9u+8f24tufPGJEyqoEa6k+d/XtdOvC+ou8BGO03nvoMTByE3W2XlDkRj+Dhq7OfM7n7FB4aNpPrel3PkKShxBnjA+rjAHrHZpJkSuKfe/9JlC6aP1z6JKtvWscVXa9k9sjfsefug/z3ps+4sc809Bo9WrWWmzOns/Hcl3yTu5XBiUMkJbmtweiCH17H5XHxs14/56U9c/n5p9cwa/OveXbHU7y5/zU+OLKML898zt7C3Zy2nKLSbsHutrfpT6G1gERjInqNvi4YtVdwuuIUfeIyAW8K9Kob1xCrj+WO9be02ID6jOU03aK7S/+3KpWK+4c8yCc3/w+r08r1n0xhb+FuXz1g0ypk1+gMPr5pLX+9/O98cWY9V300jm9yv27ztbb0J6cqG5fH1aQzInhXHWtcNURoI7l30APszP+22ZXV3Koc/vrtk5i0JsamjWv2vvWK7c07U5dyrDyLOVselSbmYr3otL63AgSkLhfVFLH6+ComZkyiV2xvFvzwOpNWjePKlZfxyt6XOFl+otlrrnXV8t5P/2Zc+ngG+ByN6zPep9rsbES5agm7286b+1/jypWXkVOVw7+vXR6wQCWiUqkklXRCxlX87/RaHhz6CJtu3y61mRGD0QPF++kbH/h9mGhK5J1r/kNedS5ztj6GzWVrl8+EmGaa5Bc8q1QqXprwKncNuJdXvn+JN/a9CkC1s5q86lz6xfeXJqgtuYQ63A4e+moG23K3olFrWO5rVfPBkWW4BTerjn6IR/Dwdc4WalxW3pm6lM9v2cQVXSfwxv5XuWT5EJ74+recKD8etN+LvOpcBIRWKaOxhlhp0nhlxlXUuGqodDRcHPg6ZzNnLKd5aOhM1Co147qOJ686NyCg3Fu4h7OVZyTl84mvf8vwZQN4dsdTnLWcYVfBTsamXyEFcmJGgdPt5IMjy7i6+1S6x/QgI7ob/73pM1688hV25e9gwkdj+fj4Rxd0T/xrwURnXYPGyANDHmJ3wa4WA96T5Sd4dsdfmJgxiV8NfSTgtV8OuButWsvyI/9p9j125n8LwLj0K5rcx6Ax8PaUJVidVmZvmdluvxfin2pnlXTtrUU0+8mM64dOo2NYslftO59+o4d8jve/GT6br3O2sCV7Ew63o01/2nrtxTVF1LhqmnReB3ytXRoGBWLGxfDkEdw18F7mT3qLb+7YzYkHs1l14xruGHAPq4+vYsLKMbyx71UOlvzAgIRBUqAB0DO2F9f3upH3flrSIEW9rXgEzwV/Jhxuu1QnCnVtb3Kqcho95ycnPibZlMKt/X7B1pwtkpggOukOSBjEAF8w2tQia5b5CJlxfaXaZVEdtLlsTQajo1MvZULGJBYdeOuC5lCN/alxec+pPR9l1PeMEUtDzocKe7mUpqtWqVs0WnR73O3+nBAdhC92Wud/fBFTUVFBz549G2yPjY2VXm8Mi8WCIAjSfv7ExcVJxyYmJlJRUYHJZEKvb7gaExMT0+Q5muOSLmOknzVqDcmmlAY1owXV+fzzhze4sc807hv8K27qM41v877hZ71uaPB+y69v2QxH/HLPq86VJkD7ivaiU+sY6ktTaYzBvhXiI+bDAZPVH4r3UVRT2Oh46qNSqbi0y1i+OLOeB4Y8RKwhjlhDHB/+fHWTx0zPvJ0lP77DgZIfeGDIQ3SJTCNKFy056j6+5TG6RHbhT5c93SD4rU9RTRHLflrK7f3v4I1JC1l44C0+O7maXfk7MNeWUhOEOoDBiUMB75e1Vq0ltzqboppCKRgF7wLBf29aw42fXsvta6exbvpXTQZtZypPSymU/oxJG8vG27Yx7bPr+cW66djctmbrbcD7mZs98nEmdJ3IzE0Pctvamy7gSltHc8qoqMbd0vc2bul7G8uPLGVb7tfc0PvGBvvuL/qeez+/A7vbzrKfrWw0BbY+k7pfzV/H/p3ndj3NG/tf5fHRv+dgyQH0aj3X9fQqhP7B6HuHl+DwOJg34VV6x2VSUlPC+tOf8dnJT/jH3hd5eW/z7ZRE/jr2b02+Nix5BFG6aL7N287NmbcEvLavaC/m2lK0ai1qlQaNSiP9vL/oexYdfItCawE39L6JuVe81GygD16VdPn1H2G2mRvU14rpiA6Pg8z4hotzl6WN4akxf+O5XU/T/Z2UVl13a1Cr1CQYEhpse/WqN3F4HDy/+zn0GoMUFGTG9yNGHwN4vxt7xfZu9H1dHhczNz7IhnNf8vKE19hT+B0fH1/FU2OeZcXR5cQZ4sitzmF3wS7Wn/qMOEMc47tOQKfRsfS69zlVcYJFB/7JR8c+aDFwaQ/Sm3AM9Ud01AWYkHEVa099SoG1QJooiSz58R2STSnc2GcaAFekiwse30rB5cfHV2LSmnjxyn8QqYtid8Eulvz4Du8cWsjbBxcgIPDI0JnEGxOINcRxzueo++XZ/1FUU8j8IXW9BNUqNQ8OfYRJ3SYza/NMHt30MI9uepi2clW3ydLPYs/ROaP+Hz/vfTNLD7/L2lOf8uvhjzV6bLWzmge+vBuj1sibkxehVgUuUKdGpHJtz+tZdWwFfxn7TJPmQLvyvyU1ogu9Gvmu9adfQn+eu+IF/vTN/2vX3wt/xO/F1iAGJ6KD+lDf4u3h0kNSfWBLHCj5gWRTCn8Z+wzrT3/GHetvafmgINFUT2rwKaON1E1LGRf1vuNiDLFc1W0yV3WbzJ8ve5qnvv0Dz+9+DoC7B85o8D4zh89i/enPWHn0Ax6st6hRnxd3/53SWjOvXvVGo6/b3XauWHFJq82zmsP/uzslIhWjxkh2I3XQlXYLm859xb2D7ufy9PGsOvYh3xfuYWz6OI6WZZFoTCQ5Ipn+CQOpclRSYM1vVIk+UnaEUSmjpH8HKqPeLCPRwMif343+PdM/u4HMJU2nWl8IpvNYpBFLQUprS1p8TtbHYq8g3hhfd15fOVFjmGvNjF0xMqBkqj3oEduDs4+fbdf3DAedPhgFmg1EWgpSWnr9Qs/fFJf1GRHwsEyPSaPCZSY5uW5i/fsdL+ASXLx+w6skx0eTTDT9ut3b5nEO9XgfUlWquvP8WPYDI9NG0i0tucnjxsVfgkal4VztyYDxfXNoExqVhjtG30qCqeWAYNrgG9mZv52/TP4jyVEt73990tX02NKDc5ZzTOhzBSkpMQxKGchZ6ynOOLJYcXQ5AHZ1DW/97K1m/x/mbXgOh8fB/039GykJMfztmqf42zVPSa/XOGsosZZQUlMS8LfjAloLTOgxQbpfCaYEDpm9q84juw8NuI/JyaPYcO8GrnrvKsasGEG/xH5M7DEx4JoEQeCM5RQTe10ZcGzde/Tn6we2cuXSK7FaqhnYtW+j+9VnSvIEDvY9wNIDS6myt3+Nh0ikPpLpI26Q0mvqjy0h2jvZnjN+FsNThxP7ZSzbCzdz/5i7Avb770//ZcZnM0iLSmPbXV8zMLlx1bExnp36F05UH+HF3f/HuN6XcdRymGFdhtEnI4NuMd3It2WTnByN3WVnWda/uaHvDYzpO9I7XqIZ1ON3/HHS78irzGPtsbVU2Jp/6MQaY3lg9D1SOn590lLjmdDzSr4r/DbgfpwpP8P1q6cg0HRK8KSek3j/luVc3fvqJvdpjBRiGmzrq6qb9I3qNqzRz82zU/9C79Ru5FW2n5Ntv8R+pHfxBqP1z/nhL99HtdrDszv/wtTeUwEY22eU9J1ZrS4jNsHAb9b/hlmXzWJkmvf/ye1xM2PNDNaf/ozXrn2Nx8c+zvZz2/n4+Ec88e0simuKWHnrSh5c+yCfnFnJhnNfMG3ANGkc3rGMYmzfJfzD+iIrD6/E6mgfdaQxIvWR3DryJgy+2sCmfmdTYryT0IyYDC7tNQK2Qa22ImD/U2Wn2HRuA09PeJquXbxqd1LSJSRHJLO/bDdzkh/F4Xaw9vSnTBswjV5dvUHwjSnXcuPw/8/efYc3WbV/AP9mNG3T3dK9BxQqlFVoC5ViKRvZGwq8gggyVESBV4aA/ABFUZn6ggKyZIOCgKyqiCyZgrTsUlahe6Qjye+PNKEh6YI26fh+rqsX8IzznOc0JLmfc859OiIxPRHfnv0WB24cwNCQgXC0tYK/vR/uyxLg6GiFLQc2wNvGGwOa99Z5TTs6NsVf/n9i/cX1uJ/x4sN1O/h30NxTj+CuuJF1DdPbTYW5iTkaOzfG3ju7MT16qs55SqUS47aNRHxqHA4MPYBg30C95U8Ifxt7N+zB8SeHMaDhAL3l/PXwT7zm1xZOTrr/V573Qdt34e7ghLtpZVu/tDxszWwRWT9M85ov7f28novq4UwzzyZwdFR9X/C388c/qRfK9FkAAP8kX0RLjxbwcKmDg8MOYPuV7S/1HUmAFztXaiLFgGa9YG6ivbSN+j5sLayQl5qrc195j1QBUj03n2Lv2RFW2DZoC/7v9//D9KPT0TEwWufYro7RCDsdhtX/rMQHbd8t9j08My8T315cAStTKzg66h+Wuuvfw7ibcQfjWoyDu1XJD4lLE+z87P3Zyckavna+eJSXqFP/fed3IFeeizdaDEeQYxDe+lWM40lH8XrjjriecQ2NXFTfQcL9QoDfgAfy22jsWF+rjIzcDNxNv43RzUdpyrfIV7WD0FQBEwvV55O7o6PO9XvU6Yw1WPNS7wXFsTGzwWsNWmt+J6X+v8j1AQDITNLL/P8AUPVmp+Wmwc3O+dn9SyygFBfoLedkXCzSclMxvsV4uFmV/oCxrIo+iKzOanwwamtrq7dnMi1NNYRJX8+nertAINB7rnqbuofU1tYWOTk5yMvL0+kdTU9PL/YaJUlJzoZC8ezLpoPEEQmpiUhKUgUE5x//jXUX1mF803dhVeCo2f4yzPNV93PlfjySnDJQoCjA6cTTGBo0vNTyGzi8gl/i9mNiow8123b8sxPhbq0hzzRBUmbp9evpORAx78cgM7UASTllu5/ufr2x5NxiBJi/gqSkDPhaBuBYwhEs+m0xLEwsMaj+ECw7vQyZ2TIsbPO5ztNwAPjnyWUsO7UMvev2g43cudh7lcIe3ib28LYNBGz1HlJuSUkZcHS0go2JLc49VAWjdQTuOnXwEAdgV49fsD1uC/568CeWnV6GYfXe1PT+JGUnISMvAy4Sj2Lrbw47bOm6C5+dXoAGFk3L9ZoZ4Dv8Be+w7NKScwGovkA8X7f2bt0gDjGDt0kgUpNleM2zHX6O24tHj9MgFAihVCrx9d9fYN7J2WjhEoq1nTehDuqU+//F/4V9gUsP/sGg7YOhUCrQp25/JCVlwMfKD1ceXUVSUgY2/7sBj7MeY3j9N/WWL4E1+voMLdP1kp/qf4qqboMWdVphX/w+XL4dr5k7uOXyTiihxA9dfoSDmQPkSgXkigLIlXIUKArgJHXGK4Xr/1bE+wJkz3qIXMXexZbZ2a0XUHGfsQCe/f/Qd80vX12JjJxs7L+5FyKBCDZyZ+TJVVlG/31wAzvz9+K789/h2K1YHO7/B8zF5njv6Hhs+ncjpod9jCH+I5GUlIFA88aoa1sPu6/thpuFO9o4dkBXv+5Ye2EtACDavYve6wtgjkF+/6nYG9YjPSUPQF6x7QAApkpVj0SATT2Y5as+b/5NvIGm1s+O//z4VxAKhOjrM0SrnDDX1jhy4ygeP07HL7f2IjknGd29++hcSwJrjG84GeMbTgbyVb8bD6k3LiddxLWE2zh08xDGNXmn2Nc0AHRxf/meNPVrwlngjYWtvkJmagEykYFuPj0x7+RsfPPnd8jOz8aDLFWW9QeZ93EvMwH/Jl/FjPA5aGwVWmw7NrEOg6eVF5adXIko5y46+2+m3cD9jPtoZl98Gc/r4NodKH2k9Qt5+kT1IKSk14aaNQofWJj6aY5tUqc5/rj7Gx4/Ti81qMzKz8LVJ1fRybsbkpIy4AB3jG5gvKy66t+7WtE2EBSIkZWXjYePUnEz7YZmxNatx6ohq4Ic81Lba3SDiejhPQBO5k56jx0VNBajDg7H+tNb0MWvm94yNv+7AVn5WcjKz0LCgySt4b5qq05/D0dzJ3zUfG6xS5uVR9H3THepJ+KSruvUf9259fC08oK/6SvIyxAgzLUV9lz9GZOC/4tLjy5jYP3BSErKgLNQ9SDyr5tn4WfaANdT43Ej9Tqup8Rrhnd7m9fVlK+eT5yUmoL7pqoh0XlZ+j+HKuK9oDjq96Cy/L8wy1O9X167fxOhdmX/vEyVpUAJJUzkz15LEqEpUjLT9F7zt+t/QgABJjX5Lyz19Ba/KKHw5TvMqoIaP2c0ICAAN27c0FnvUz1XVN+cUAAwMzODp6en3jmlcXFxsLe3h4ODg+YaSqVSZ27onTt3IJPJdOaSvggnqbMmgZFSqcSM49NQx7wO3ms++aXLVrOW2MDSxAr3C5d3uZp8BdkF2SXOF1XrU7c/zj46g/jC5R9upl7HtZR/NUMcy0IgEOg86SzNxGbvYUX0KgQWDj2qaxeIR9kPsev6dgwIHIR5EZ/inWbvY+0/qzH52Ds6a9+lylLwn/1DYGNqi1mtPinXtSuSrZkdChQFEECglVSjqIZ1GmFWq7n4LPJLAKrhqGrq+brFDU1U87MNwIr2q/QudVKVtXQNxZSWz3qqo7074nH2Iyw/vwQZeemYeGQs5p2cjd51+2F7959e+P6kJlKs7bwRpiIJsvIzNfOqfG38cTP1BpRKJb65sByBdvUR6fFahdxbSdTzRotmPD129zC8rH3QwbsTQlxaItQ1DK3cI/CqRyRe82qnCUQriq2pneYhjr5husZiIjLB/zqsQSffrghxaQmJSAJLiRWsJTZ4kJWIQ3cOwERogptpNzD3xExM/e19bPp3PSaHTMXEZpM05QgEAgwNGgEAGNwgBmKhGP3qDQSgGmJmiN/zy7IufDpezy5QM8Wi6LzZ7PxsbPr3B3T1666TFb2VWwTuZSbg55t7sPryt6hj7ojIIsNhS+Jj7YuEjLvYd/NnyJVyvO7fo4LuqPx6BPSGAAKM+XUkJh2bgM9Oz8cvt/bicc5jeFv7YHrYxxjf5J0SyxAKhBjSYBh+v3dM7/JWJxJV2WjVWXirk0jP1zCt5Qy082qv2Rbi0hKPsh/iXqb+eYVFqZMXNXZsWpnVrBBmYjNk5mXijQMxaL0pRJNvISknCQIIYG9mX0oJKs5S52KD9C5+r8PTygsrLxS/zMvWa5s1f7+vZ9m8VFkKfr29H73r9q2QQPR53jY+uJN+W2vO55OcJ4hNOIqeAX0099bOqwOuJv8D3/+5Iis/E4F2qhFF9maqpfvmnfwYgd/5oOuO9ph4ZCyWX/ga9zIS0DOgt9bc6aLzJp/NGa24wKsyOEmdIYCg1DwDz0stHG6rzqYLqNdD1z9n9MLjc6hrV69CA9GapMb3jLZv3x7btm3DkSNHEB39bF7Erl274Ovri4CAgGLPjY6OxoYNG5CUlARHR9Uw1dTUVBw9ehRduz6bB9mmTRtIJBLs3r0br7zyLOvazp07IRaLERVVtg/2kjhbOCMp+zHkCjn23foJJx+cwGeRX8JKUvpQobISCARwt3THvQzVm+bZh6cBlJy8SK1vvf745K9Z+PHfjZge/jG2xW0BAHQqw3zRl2Fjaos+RdZoVGd1y1fkY2SjtyAQCPDf0JkQCYT44uxnKFAWYHHbpRAJRZAr5Hj70JtIzLyHXT33aRK2GINd4Ruah5WnJglAcerbN4BULMXfj85o7v1W4Ren0oLRmqKLbze0covAnBMzMP/kHOQr8vFBi2mYHDL1pYfWe1h5YnXHH/D+sYlo49EWAOBvG4CU3BTsiN+Kf55ewtdRKypkCH9pGtYJhrXEBscTf0fvuv2QJ8/Db/di0T9woEGuDxTO3TSzh1whh4OetRWNyVRkirWdNmoNWXazdENiZiKuPv0HbT2j4Gfjj28uLgcATGj6Hj5oMU2nnKFBw3Av4y5GNnoLABDh3gZeVt4Ic2ultzejqrGRqIZq1LOrD3OxOexM7fCgyJy5nfHbkJqbqnd+W0ThetYjD6imeIxr8k6Zvxh72/ggX5GP/11cAS8rb816jMbgY+OLA32PIk+eD1dLVzhLXcqVVVNtUP2h+Oz0fGy4sg4zwmdr7Tt+/3c4mjshwPblHzAbmrnYHO+FfKC1rYVLSwCqz/qS5uwDz5IXNXGqDsGoOTLzM/DLrZ8BqJJs+dvWxdOcp7A3sy92WG15iIVijA4eixnHp+Hco7No6txca/+9jAT8kfgbItzb4I/E35CQkQA/W+3vm3tu7EKeIg/9Age+dH308bLyQUZeOlJzU2BXGID/dGMX5Eo5ehX7HcwXAAAgAElEQVSuPgCo3v9k8hyk56qWtlHPKQeAKS0/wrlHZ+FvWxcBdnURYBsALyufYtfyVM+bLC6BUVVjIjKBo9SpxLWZ9UnNTQHwfDBqXuzSLheSzhe7zBzVgmA0MjISoaGh+Oijj5CamgoPDw/s2rULZ8+exfLlyzXHxcTE4NSpU7h27Vkm1pEjR2LPnj0YPXo0xo0bB7FYjBUrVkAsFmPMmDGa4+zs7PDWW29h+fLlsLKyQmhoKM6fP49Vq1Zh2LBhcHV9+TE6TlJnyJVyPMi6j9knZqKBfZDeifUvy93KA4mFT/DOPjoNR3OnUj+kAMDZwgVRXtHYErcJvev1w5Jzi9HF93V4WXtXeB1LUq+w56aNx2uaoTkCgQBTQ2dAJBTjs9PzIVfIsTDyC4w7NBqH7h7EwjZfoEWRhFHGYFs4CV5fAqLniYViBDs20ayvCqiSFwkFQnhaGba9jcVSYoWdPfbiz/t/YPWlb/G6fw+tD9eXFe7WGn8Ofta+fraq38vM4/+Fm4U7etftV2HXKolIKEK4WyscT1T1jJ56+BeyC7LwWhkTjlQUB7M6sDa1MVgAXB4CgUBr7pmrhRtOPTiBZFky3m4yEQPrD8GVp/+gqVNzfBQ2S+89WEmsMe/VTzX/FglF+LVfbLmylRqTenmBeoUjRFws3PCw8Em/UqnE6svfooH9K3ozSwfa18eW13dBqVTCzdJdJ2NySXysVaM4riZfwdtNJhr99dGkSDKVF+Vq6Yb2Pp2w6d/1mNLyI01Aq1QqceL+cYS7tTb6fVaUBvavwFxsjjOPTmmyhhfn/ONzcJI6lym7s7G5WLjAVGSK6WEfY8bxaZr105/mPNEkrKkIgxvE4NPT8/HNxWVY2f47ZOZlYPj+IXC1cIUAAiihxKSQD/FH4m+4pyer7da4zahnF1higsiX4W3tA0C1xJc6GN11fTvq2QVqEk8Cqof674dM0VtGTNAIxBSOHCkLM5G6Z1SdwKhqB6OA6jPjhXtGzZ7vGdWdpvAo6yEeZT9EYyM+rKvqanwwKhAIsHz5cnzxxRdYvHgx0tPTERAQgKVLl5baY1mnTh1s2LABCxcuxIcffgilUonmzZtj/fr1cHPTHuo0btw4WFpaYuPGjfjmm2/g5OSECRMm4M03XzxzYFFOUtV8sXl/zcbd9NvY8vquShnW4W7piYtJF1CgKMDhu7+ilVtEmT94B9Yfil8PxKDvnu6wMLHAp5GLK7x+pfGx8cOQBsP0vnl+0GIaRAIRFpz6BIfvHkSKLAX/F/GpzlI4xqDuGVUHPaVp6tQc313+FnnyPEhEEtxOuwkPK68X6gmorgQCAVq7v2qQIXPqhwRJOY8xu9X/GbSd23pG4cDtX7Dn+k5cSFKte/dqYW+WoUwLnVktvlQAqgzURxNUazu39+4Ic7E5tvf4qdzl2JVxKF9VEOUVjdHBY9HMSdU742rpqukZPfXwJC4/uYhFkV8V+17etozDcp9XdEqBMYfoVrSYBsOx/9ZeHLj9i+a+bqffQmLmPYxv+q6Ra1dxTEQmaOLUDGcenir12ItJ59GkGgzRBYDRwW9jQOBgWEmsMevPj3A/SxWMPslJ0smk+zKsJNYY2mA4vr24HNPDZmP5+a/xx71YWEqskJGXjnC31gh1CYdQIERCpnYSqzvpt3HywQl8FKr/AVlFUHcG3Em/jcZOTXE/MxF/3f8TH7SYVmnXNDfR7hmViqv+54arhSvu6Mk6XJI0zTDdZwlEpGJzJMue6hx7oXBUQXUY4m4sNT4YBQBLS0vMnDkTM2fOLPaYH374Qe92Hx8frFixotRrCAQCjBgxAiNGjHjRapbIqXAI6fb4LWjv3fGFvzyUxt3SHU9yknDw9n48yUkqV29TB59OsDO1w5OcJKzqsBZO0spJZ18SoUCIxa8VP4djUsiHEAtN8OXZRfi2w/c6S2YYi/rpmr9N8cPGi2ruHIIVF5bgnyeX0NS5OW6m3oBfLRmiawze1j4QCoSwllgjJqjykzkVFRP0H2yL24J3jo6DvZk9Ql3Cy7RcTUUqLkFHVaReT7GBfRA8rCpn6YCqxtnCBZ9ELNT829XCDZeSLgIAvrv0DawlNlrTGSqKm4U7TIQmcJI6o5lTSIWXbyxRXu3hZuGO9VfWaILRX2/vL9xn2FEJla25cwt8c2EZZAWyYoekP815ivjUOHQP6GXg2r0YoUCoeZjkLHXRrD/7NOcJ6jsEVei13gweg28vLsekYxMQm3AUbzR6EzPD5+JYwhE0sA+CicgErhZuOj2j2wunMvWuV3mjbLzVwWjhsjG7ru+AEkr0rsBRRM9Tz5vMzs+GSCAqdomkqsTFwhUnH5wo1zkpMvUw3WfBaHFLu1xIOg8BBGjoGPxyFa3BanwCo5pCHdiJhWJ83GpepV1HvRbZknOLYWNqi2jvDmU+11RkiqmhMzCx6aQq/aE1sdl7uD4qocoEosCzeQf+tmULRps5q774/f34LJRKJW6m3aw180WNQSKSoFdAX0xpOd3ggaBEJMHqjutgLjZDQsZdvOZVvuVaahv1enjR3h2NXBPjcbFwxZOcJNzLSMBPN3djUIOhldKzLRKK0Mm3K0Y1GlNjhq4CqvsaEjQMxxKO4E76bQDAgTv7Uc8usMa9z4Y4t0S+Ih8Xky4Ue8yu69ugUCrQxVd3Xeeqzs3SDfczn/WMVnTyPg8rT3T374ljCUfgYuGK/4bOhLnYHJ19u2pGDnhYeWoFo0qlElvjNqOVW0SZpkG9KCuJNezN7HEn7TYAYFf8NjR2bKozd7UiqedNZuVnwsLEslq8L7hauCElN6XY5EP6qHtGbbSCUSly8nXLYPKi0jEYrSZcLFxhLjbHGw3fLNecnvJS9yScfXQar/v1KPdTrf80HIXp4R9XQs0qlr4lXoypnl0gzMXmaFinbE/O3C094GjuhL8fncGttBtIz0urcV+SqpoV7VeVusB5ZXGzdMc37b+Hp5UXuvl1N0odqotA+/oQQICuftXvi3NFcbVwgxJKfH5mIQoUBZU6FWF1x3UY19R4S3xUlsH1YyAQCLDx6jqk56bhxP0/0MGns7GrVeGau6gSFJ55VPxQ3a3XNiPIoWGFZ+o2BFcLd9zPTESBogApuSlwMKv4TPLjm72HOuaOWFRMUkkPS+1g9Pzjv3Ej9Tr61tNdy7aieVl5427GbdxMvY7zSefQM6DkucEvy1wshawwm251mdqhzjBennmjqbmpMBOZaSWcVA9Rft6FpPNGTe5WHdSKYbo1gbnYHMcHndEMQass6l4FAJUyrIv0e9UjEnEj75Y5+BcIBGjuHIIT949j0N6+sDG1RcdyLKND1c+rHpE4G3PZ2NWo8lq4hOLi8GuadVlrI9fCJDOb/l2Pdl7ty5QYjbS5W3mgnVd7bLy6HoH2DVCgKKiRwaiz1BleVt44++i03v03UuPx9+OzmBVuvKXPXoabpRuO3D2Ep4Vz+epIKy6BkVqjOsG4PCK+2IfcnlZe2H1jB+QKOURCEbbGbYapyNQg86y9rX1x6ckF7Ly+HQDQs5JHhKnnTVanYFSdlOth5oMyv1em5aZq9YoCz5I3FcXkRWVTtbqHqEQeVp4VkpK8JOpg1NXCDeFF1o+iylfeXuimTs1xLzMBj7IeYmPXrewZJSpUmwNRAHApfNKvUCqM1ptfEwwNGoFH2Q8x98Qs2JnaIaQMy5xVRyEuLYpNYrQ17kcIBUL0qcS5jZXJ1cId2QVZmrW461RCzyhQ8mgrDytPFCgK8DDrAfLl+dh1fTs6+nTRCWYqg5e1NxIy7mJH3FaEubaCu5VHpV5PPW8yuyAL0moSjLpZqL73lqdnNCU3BXZFMukCqnuXyWVa69kzeVHZMBglLaYiU4S6hmNko7eq3FBW0hblFY065nXwXaf1Rl+ahoiqDvUIGm9rH0R5tTdybaqv9t4d4Sx1QWLmPbTz7lApGeyrghDnlniQdV8zt1JNqVRiW9wWvOoeWS2WdNHHvfAB+6Wk8wBQoUu7lJV6+lNCZgKOJRzGk5wnBhmiC6jeA/IV+YhPjavQ5c+Ko543WZ16Rl0tVa/tB+VYa1Rfz6i5iRQAICuQabYxeVHZMNogHT/1OoCJzd4zdjWoFI2dmuKfETdqXHZHIno5DmYOaO4cgvdDpvCh4ksQC8UY0iAGANCxBg7RVWte2OP7fO/o5aeXcDf9drWesuOqDkafqLJLV+TSLmWlTlJ0L+MutsZthr2ZvcE+t9XLu4gEIrzu37PSr1d0aReLarCsC6BK9GRhYqlZm7ksUnNTtTLpAqohygC0huoyeVHZ1MzHfES1RHXIVEdEhiUQCPBLnyPGrkaNMLrx24BAUKPn5L9SpxHMRGY4/eiUVib8W6k3AKDMifWqIrfCIevqbMHGCEbVqxRcfXoF+2/tw6AGQw22VrW3tQ8AoI1H2wrPJKyPemmXrPxM+Fj7ln5CFeFq4VquntFUWQpecdBO6GUuVvWMqpIYOQBQ9Yy+6hFZYfWsqRiMEhEREelhb+aAqS2nG7salUoikqCxU1OcfaidxOhuxl0AgFclLj9S2VykrhBAgGvJV1Xrj5ralX5SBZOaSFHHvA7WX1kDmVyGfvUGGuzanlZeiPR4DWObTDDI9dTzJjPyMiAtHLZaHbhauGnWoy0LfT2j5s/1jDJ5Udlx/A4RERFRLdbcuQUuJp1HrjxXs+1u+m3YmtrC2tTGiDV7OSYiEzhJnSFXymFvZl/pSSCL42HpiZTcFPja+GmGRRuCWCjG1u670dYzyiDXU/cOJsueVps5o4Aqo+7DMvaM5svzkZmfoTtnVKtnlMmLyoPBKBEREVEtFuLcEnmKPFwqHM4KAAkZd+FVOMyzOlMP1TVG8iI1j8Le5b71BtTo6TXq3sF8RT4sqtE8SVcLNzzMfqCVCbc4aXlpAKCTTddMbAYAyC7sGWXyorJjMEpERERUi4W4qHrriq43ejf9jib5TnXmWrh0h0MlLetSFp5FgtGaTCp+NjS3OvWMulq6okBRgCc5T0o9NjlHtWZtsT2j+YU9o0xeVGYMRomIiIhqMRcLV3hYeuJM4bxRpVKp6hm18jZyzV6eumfUGMmL1EYFv4X/dVhT49cDV/cOAtUrGHUpXA6rLBl1l5//GmKhGE0cm2ltV2fTlclVS7tcSDqPYM4XLRMGo0RERES1XIhLC5x5pFreJSknCTK5DF7W1b9n1K0wm60hsskWx9PKCz0Cehvt+oZiXqRnVFpNlnYBVNl0gdLXGj1x/zg2/vsDxjaegAC7ulr7is4ZZfKi8mEwSkRERFTLNXdugcTMe3iQeR93028DQI0YplsVekZrC/WcUaB69Yy6Fa5HG58SV+wxOQU5+CD2XXhZeeP9kCk6+zXZdPNzmLyonLi0CxEREVEtF+LSEgBw5tFpFCjyAaBmJDAqnDNqzARGtYV5NZ0z6ix1QUuXMHz19+foU7cfXAsfYADAteR/sf7qWmy9tgnJsmRs6rpN77I15ibqpV2ymbyonNgzSkRERFTLNarTGKYiU5x9dBp30+8AADysPI1cq5dX374BGti/ghADLqlSW6kDMgDVKpuuQCDA11HLkSfPxaRjE5CZn4lNV9ej6472eHVzS3x36VtEuEdiR4+f0c67g94y1IF4dkEOkxeVE3tGiYiIiGo5iUiCRnUa48zDUwi0b4A65nVqxJdpWzM7xA48Yexq1ArSIsN09fUeVmV+tgGYHvYxPvpjCoK+84NMLkNd23r4uNU89A8cVOqcYzORKnmTumf0VY9IQ1S7RmAwSkREREQIcWmJ7y//D2KhuEbMFyXD0h6mW/0eZIxs9BauPP0HcqUcQxoMR0uX0DKvCysQCGAuNsfttFtMXlROtSIYffLkCT777DMcO3YMubm5CAoKwuTJk9GsWbPSTwZw+fJlfPbZZ7hw4QJMTEwQERGBqVOnwtnZWXPMpUuXsG3bNpw9exaJiYmQSqWoX78+xo4di5CQkMq6NSIiIqIK0cKlJVZeWIqTD06gm18PY1eHqpnqmsBITSgQYvFrS1/4fHOxOU49/AsAkxeVR42fM5qbm4sRI0bg9OnTmDFjBpYuXQoLCwuMGDECV65cKfX8GzduICYmBkqlEl999RXmzp2LK1euICYmBllZWZrj9u3bh8uXL6Nv375YsWIFZs+eDYVCgaFDh+LgwYOVeYtEREREL6154bxKuVIOzxqwrAsZVnVNYFRRzMVSJGTcZfKicqrxPaPbtm1DfHw8duzYgVdeeQUA0LJlS3Tu3BlffPEFVq1aVeL5X3/9NSwsLLBy5UpIpar/ZHXr1kW3bt2wYcMGjB49GgAwatQoTJmineo5MjIS3bp1w8qVK9Ghg/4Jz0RERERVgZulO9ws3HE/KxFeVt7Grg5VM6YiUwgggBLKarXOaEVR9wwzeVH51Pie0UOHDqFevXqaQBQAJBIJunXrhj///BOZmZnFnpufn49jx46hU6dOmkAUAPz9/dG4cWOtHk8HBwed801MTFC/fn08fPiwgu6GiIiIqPKol3jxYs8olZNq3qQUEqEEJiITY1fH4NQ9w8GcL1ouNT4YjY+PR7169XS2BwYGQi6X4+bNm8Wem5CQAJlMhrp16+o9Pz4+vsRr5+Xl4dy5c3rPJyIiIqpqQlxUQ3W9a8Aao2R4UhPzWjlEF3jWM8rkReVT44fppqamwsbGRme7eltKSkqJ5xY9tihbW1vIZDLIZDKYmZnpPf+zzz7D48ePsXDhwhepOhEREZFBxQT9B+6WnvC35YN0Kj9zsRRKpdLY1TCKZ8EokxeVR7UKRk+ePIlhw4aV6dgTJ07A3t4eAEpMy1yWlM0vcv4PP/yAdevWYcKECQgPDy/1Gs9zcKi9Y80dHa2MXQWDq433XBK2B9ugKLaFCtvhGbaFtopsD0dY4Q23oRVWnqHwNfGMMdvC0tQCAoGgSvw+DF0HGwsrCCDAaw1aw1JSe7/Hl1e1Ckb9/Pwwf/78Mh1raal6Edja2mp6OItKS0vT7C+Oep++81NTU2FmZgZTU1OdfT/++CPmzZuHESNGYPz48WWq7/OePs2EQlH7niw5OlohKSnD2NUwqNp4zyVhe7ANimJbqLAdnmFbaGN7sA2KMnZbmAhMIRIIjf77MEY7uJp6IMSlJXLSlMhB5V9bKBTUiM6rahWMOjo6onfv3uU6JyAgAHFxcTrbr127BpFIBD8/v2LP9fT0hJmZmd65oXFxcXrngm7duhWzZs3C4MGDMW3atHLVlYiIiIiounKzcINIWK3Ciwrzcat5KFAWGLsa1U6NT2DUvn17xMXF4erVq5pteXl52Lt3L8LDwzU9qPqYmJggMjISBw4cQE5Ojmb7rVu3cP78eZ3lWrZv344ZM2agX79+mDFjRsXfDBERERFRFbW03Tf4Omq5sathFCKhCKYi3RGTVLIa/+iib9++2LBhA8aPH4/3338fNjY2WLduHR4/fowvv/xS69ioqCgAwJEjRzTbJk6ciH79+mHs2LF44403kJOTg8WLF8Pd3R2DBw/WHPfLL79g+vTpaNiwIXr37o0LFy5old2kCTNrEREREVHNZW2qm/STqCQ1Phg1NTXF2rVr8emnn+Ljjz9Gbm4ugoKC8N1336Fhw4alnh8QEIC1a9di0aJFmDhxIsRiMVq3bo2pU6dq9arGxsZCoVDg0qVLGDhwoE45165dq9D7IiIiIiIiqs4Eytqaf7mKYwKj2qM23nNJ2B5sg6LYFipsh2fYFtrYHmyDotgWKrWhHWpKAqMaP2eUiIiIiIiIqh4Go0RERERERGRwDEaJiIiIiIjI4BiMEhERERERkcHV+Gy61ZVQKDB2FYymNt57bbznkrA92AZFsS1U2A7PsC20sT3YBkWxLVRqejvUlPtjNl0iIiIiIiIyOA7TJSIiIiIiIoNjMEpEREREREQGx2CUiIiIiIiIDI7BKBERERERERkcg1EiIiIiIiIyOAajREREREREZHAMRomIiIiIiMjgGIwSERERERGRwTEYJSIiIiIiIoNjMEpEREREREQGx2CUiIiIiIiIDI7BKBERERERERkcg1EiIiIiIiIyOAajREREREREZHAMRomIiIiIiMjgGIwSERERERGRwTEYJSIiIiIiIoNjMEpEREREREQGx2CUiIiIiIiIDI7BKBERERERERkcg1EiIiIiIiIyOAajREREREREZHAMRomIiIiIiMjgGIwSERERERGRwTEYJSIiIiIiIoNjMEpEREREREQGx2CUiIiIiIiIDI7BKBERERERERkcg1EiIiIiIiIyOAajREREREREZHAMRomIiIiIiMjgGIwSERERERGRwTEYJSIiIiIiIoNjMEpEREREREQGx2CUiIiIiIiIDI7BKBERERERERkcg1EiIiIiIiIyOAajREREREREZHAMRomIiIiIiMjgGIwSERERERGRwTEYJSIiIiIiIoNjMEpEREREREQGx2CUiIiIiIiIDI7BKBERERERERkcg1EiIiIiIiIyOAajREREREREZHAMRomIiIiIiMjgGIwSERERERGRwTEYJSIiIiIiIoNjMEpEREREREQGx2CUiIiIiIiIDI7BKBERERERERkcg1EiIiIiIiIyOAajREREREREZHAMRomIiIiIiMjgGIwSERERERGRwTEYJSIiIiIiIoNjMEpEREREREQGx2CUiIiIiIiIDI7BKBERERERERkcg1EiIiIiIiIyOAajREREREREZHAMRomIiIiIiMjgGIwSERERERGRwTEYJSIiIiIiIoNjMEpEREREREQGx2CUiIiIiIiIDI7BKBERERERERkcg1EiIiIiIiIyOAajREREREREZHAMRomIiIiIiMjgGIwSERERERGRwTEYJSIiIiIiIoNjMEpEREREREQGx2CUiIiIiIiIDI7BKBERERERERkcg1EiIiIiIiIyOAajREREREREZHAMRomIiIiIiMjgGIwSERERERGRwTEYJSKiMomJiUFUVJTWtqlTpyIwMFBr25IlSxAYGIh79+4ZsnoGcfLkSQQGBmLHjh2VUn5gYCCmTp2qtS0qKgoxMTFa2/T9LgwhLi4OQUFBOH78uMGvXZXp+39QnKtXr6J+/fo4depUJdeKiKjqYzBKRFRDqAOloj9NmzZFr169sGbNGhQUFBi7irVeeno6lixZgpMnT1Z42Tt27MCaNWsqvNyiFixYgGbNmqF169Y6+1JTU7Fw4UK0b98ejRo1QlhYGGJiYnDmzJlKrZOhHDp0CEuWLHnpcho0aIDo6GgsWLAASqWyAmpGRFR9iY1dASIiqljdunVDmzZtoFQq8eTJE+zevRvz58/HjRs3MHfu3Eq//tixYzF69GhIJJJKv1Z1k56ejqVLl2L8+PEIDQ3V2X/x4kUIhaU/J169erXOtp07dyIxMREjRoyoiKrqOHfuHI4fP45ly5bp7EtMTERMTAyys7PRt29f+Pj4IDMzE9euXcOjR48qpT6GdujQIezcuRMTJkx46bKGDx+OoUOHIjY2Fm3btn35yhERVVMMRomIapigoCD06NFD8+/Bgwejc+fO2Lp1K9577z3Y29tX6vXFYjHEYn68vAhTU9MyHWeMQH/jxo2wtbVFZGSkzr4PPvgAcrkce/bsgZOTk8HrVt2EhITA3d0dmzdvZjBKRLUah+kSEdVwUqkUjRs3hlKpxN27d3X2Hzp0CAMHDkTTpk3RtGlTDBw4EIcOHXrh6+mbM6redvPmTXzxxRdo06YNGjZsiO7duyM2NlanjJycHMyfPx8RERFo3Lgx+vfvjxMnTpRpbp5cLserr76KXr166d2/efNmBAYGat1jcnIyZs+ejcjISDRs2BCRkZGYPXs2UlJSSr1fhUKBFStWYMiQIWjdujUaNmyItm3bYtasWVrnnzx5Eu3atQMALF26VDOUuujcT31zRvV5fs5oVFQUTp06hcTERK1h2idPnsSYMWPQpEkTZGZm6pRz8eJFBAYG6u3tLKqgoACHDh1C69atYWJiorXv9OnTOHv2LEaNGgUnJyfk5+cjJyen1Ht4nvo1cv36dcybNw8RERFo0qQJhg8fjps3bwIADh48iF69eiE4OBhRUVH48ccf9Za1detWzXHNmzfHG2+8oXe4sLq9z507h6FDh6JJkyYIDQ3FRx99hKysLM1xMTEx2Llzp+Yc9c/zc4czMjIwa9YshIeHo1GjRhg4cCAuXLigc12BQICIiAj8/vvvWtchIqpt+OiaiKgWSEhIAADY2Nhobd+wYQPmzJkDPz8/jB07FoBquOe4ceMwZ84cDBgwoELrMXXqVIjFYrzxxhvIz8/H2rVrMW7cOOzfvx8eHh6a49555x3ExsYiOjoarVq1wr179zBu3DitY4ojEonw+uuvY/Xq1YiLi0O9evW09u/atQt2dnaaHr6MjAwMGjQId+7cQZ8+fRAUFISrV69i06ZN+Ouvv7B161ZYWloWe738/HysXr0aHTp0QLt27WBubo5Lly5h+/bt+Pvvv7F9+3ZIJBL4+/tj2rRpmD9/Ptq3b4/27dsDACwsLF6kKbX897//xeeff46UlBRMmzZNs93f3x8DBgzA0aNH8fPPP2PgwIFa523btg1CoRC9e/cusfx//vkH2dnZCA4O1tmnfpjg6uqKMWPG4LfffoNcLoePjw/efvttrV76spgyZQqkUineeustJCcn4/vvv8eoUaMwceJELFq0CAMHDkSfPn2wbds2zJw5E/7+/ggJCdGc/9lnn2HVqlUIDg7GpEmTkJmZiS1btmD48OFYvny5Ts/u1atXMWbMGPTu3RvdunXDqVOnNO2iHtY+ZswYKBQKnDlzBp9++qnm3GbNmmmVNXLkSNjb22PcuHFITU3F999/j9GjR+Pw4cM6r6GmTZvixx9/xNmzZ9GmTZtytRERUU3BYJSIqIbJyclBcrlyhWUAACAASURBVHIyACApKQmbN2/GlStX0KhRI/j6+mqOS0tLw6JFi+Dl5aUVcA0ePBg9e/bEggUL0LlzZ1hbW1dY3ezs7LBy5UoIBAIAQGhoKPr164cff/wR77//PgBVcBMbG4t+/frhk08+0ZwbFhaG0aNHl+k6vXr1wurVq7Fr1y58+OGHmu13797FuXPnEBMTo+nhW7VqFW7fvo2ZM2diyJAhmmMbNGiAOXPmYNWqVXj33XeLvZZEIsEff/wBMzMzzbZBgwahadOmmD59Og4dOoQuXbqgTp06iI6Oxvz58xEYGFjuIK0k0dHRWLt2LXJzc3XKbdOmDVxdXbFt2zatYDQnJwd79+5FREQEXF1dSyz/+vXrAABPT0+dfbdu3QIAzJgxA97e3liwYAHy8vKwZs0afPjhhygoKECfPn3KfC+Ojo5YsWKF5jViZ2eHefPmYfbs2di7dy/c3NwAAF26dEFkZCQ2btyoCUZv3ryJ1atXo1mzZli7dq1mOHO/fv3QtWtXzJ49G7/++itEIpHmeteuXcPmzZvRpEkTAMDAgQORmZmJHTt2YOrUqbCwsEDr1q3x008/4cyZMyX+3oKCgvDxxx9r/u3v7493331X74MAdVtev36dwSgR1VocpktEVMMsWbIE4eHhCA8PR/fu3bFx40Z06NABK1as0Dru+PHjyM7ORkxMjFavjaWlJYYOHYrs7Gz8+eefFVq3YcOGaYIMAAgODoaFhQXu3Lmj2XbkyBEAwH/+8x+tcyMjI+Hv71+m69StWxevvPIKfvrpJygUCs32Xbt2AQB69uyp2fbrr7/C3t5epxd4wIABsLOzK3XIskAg0ASicrkc6enpSE5ORlhYGADVUFhjEolE6NOnDy5duoRr165pth84cACZmZno27dvqWWoH24837MOQDPM1MLCAuvWrUP37t3Rt29fbNiwAdbW1li8eLHW76A0MTExWq8RdaDZrl07TSAKAPb29vD19cXt27c12w4fPgylUolRo0Zpzat1dnZGr169kJiYiCtXrmhdr0mTJppAVC0sLAwFBQVITEwsc70B6CSPUr8Gir6+1ezs7AAAT58+Ldc1iIhqEgajREQ1zIABA/D999/j22+/xeTJk2Fra4uHDx/qJMdRz+msW7euThnqoa3q4b0VRV/Pmq2trdbcynv37kEoFMLLy0vn2KI9u6Xp2bMnHj9+rBVQ79mzB3Xr1kXDhg21rufr66uTdEksFsPX17dMbbBv3z7069cPjRs3RosWLRAeHo7o6GgAqh5oY+vbty9EIhG2bdum2bZt2zY4ODiUab3SosHh89SBeNeuXbUCQBsbG0RFRSEpKUnTe5qamoqkpCStn+c9/xpR98zrG6JtY2OD1NRUzb9f5DVd3GtSXd/yeL4sdcCprxz1si4ltS0RUU3HYJSIqIbx9vZGq1atEBkZiTfffBMrVqzApUuXMGvWLGNXrUzLlqi97Jf0bt26wcTERNMbeubMGSQkJFTo8FhAlVTnvffeA6Cau7ly5Up8//33WLVqFQBUibUkXV1d8eqrr2LPnj3Iy8vDnTt3cPr0afTo0UMnIZE+6gzM+oIqZ2dnAKrhtc9Tb1MH5BMmTEBERITWz/OKe40UHVpbnBdp65LKLW95xZWlrxx1W1Z2dmsioqqMc0aJiGq4Zs2aoUePHti1axdiYmI0SVfUvTjx8fEIDw/XOqekOYKVzd3dHQqFAnfu3NEZlqvuYSsLe3t7tGnTBocOHUJWVhZ27doFoVCI7t27ax3n6emJW7duoaCgQKt3tKCgALdv3y61DXbv3g1TU1OsW7cO5ubmmu03btzQOdaYvWD9+/fHsWPHcOjQIVy9ehUAyjREF3jW06hvuGlwcDA2b96Mhw8f6uxTb3NwcACgSk6Unp7+QvUvC3Vvenx8vE7P+su+piv6d6fObK2vF5eIqLZgzygRUS3w9ttvQyQS4euvv9Zsa926NaRSKdavX6+17EdmZibWr18PqVSK1q1bG7yu6mGja9as0doeGxurN8ArSa9evZCTk4M9e/Zg//79aNWqlaYnTy06OhrJycnYunWr1vYtW7YgOTlZM9y2OCKRCAKBQGtepFKp1JmjC6iW2QEqZ+iuhYUF0tLSiu3Na9u2LZydnfHjjz9i586daNasWZnn4AYFBcHS0lLvMiXR0dGwsLDAnj17tJYpefz4MQ4fPgwfHx94e3sDABo2bIhWrVpp/VSkqKgoCAQCrF69Gvn5+Vp12bFjB9zd3REUFPRCZat/d+Uduluc8+fPQywW62TkJSKqTdgzSkRUC3h7e6NLly6ajKAhISGwtrbG5MmTMWfOHPTv31+zLufOnTtx584dzJkzB1ZWVgava2RkJCIiIrBlyxakpKQgPDwc9+7dw5YtWxAYGKiVhKcsZdna2mLRokXIzMzUu/boqFGjsH//fsyZMwdXrlxBgwYNcPXqVWzbtg2+vr4YNWpUidfo2LEjDhw4gOHDh6Nnz56aNTn1rbVpZ2cHb29v7N27F56enqhTpw7Mzc3LNG+zNI0bN8bRo0cxZ84cNG3aFCKRCGFhYZpeSZFIhN69e2uC5EmTJpW5bJFIhA4dOuDw4cPIy8vTmRs6ZcoUzJw5EwMGDECfPn2Qn5+PTZs2IT8/HzNmzHjpeysrPz8/jBw5EqtWrcLQoUPRuXNnZGVlYcuWLcjOzsaiRYvKNNxXn8aNG2P9+vWa9WhNTEwQHBz8Qj2tSqUSv//+O1599dUKWdqHiKi6Ys8oEVEtMXbsWAiFQnz11VeabUOGDMHSpUthbW2NZcuWYdmyZZq/V/Qao2UlEAiwZMkSDBs2DH///TcWLlyIM2fOYOnSpfDx8dFaQqU0EokE3bp1Q2ZmJiwtLfX2clpZWWHTpk0YMGAAYmNjMW/ePMTGxmLgwIHYuHFjiWuMAqrEPXPnzkV2djYWLlyIVatWwdfXF6tXr9Z7/KJFi+Dt7Y3Fixdj0qRJWsvXvIzhw4ejT58+OHDgAKZMmYJJkyZphqaq9evXD0KhEBYWFujUqVO5yh80aBDS0tJw9OhRnX0DBgzAkiVLIJVK8dVXX2HFihXw9fXF2rVr9c4LrUwffPAB5s6di9zcXHz++edYvXo1/Pz8sHbtWp01RsujW7dueOONN3D27FlMmzYNkyZNwunTp1+orNOnT+P+/fs6y70QEdU2AmVVyKxARERUBq+//jry8/Oxf/9+Y1elWnr8+DHatm2Lvn37Ys6cOeU+f+TIkcjJycHGjRsroXa1x7hx4/DgwQNs376d2XSJqFZjzygREVU5MplMZ9uxY8cQFxdnlHmsNcWmTZsgl8vRv3//Fzp/6tSpOH/+PP74448KrlntcfXqVRw+fBhTp05lIEpEtR57RomIqMr5/PPPceXKFYSGhsLKygpXr17Fjh07YGFhgd27d8PFxcXYVaxW9u7di/v372PJkiVo0aJFsUOIiYiIDInBKBERVTmxsbH49ttvcf36dWRmZsLGxgZhYWF45513NJlZqewCAwNhamqKkJAQzJ8/XyejMBERkTEwGCUiIiIiIiKD45xRIiIiIiIiMjgGo0RERERERGRwYmNXgPRLScmCQlH7RlA7OFji6dNMY1fDoGrjPZeE7cE2KIptocJ2eIZtoY3twTYoim2hUhvaQSgUwM7OwtjVeGkMRqsohUJZK4NRALXyvmvjPZeE7cE2KIptocJ2eIZtoY3twTYoim2hwnaoHjhMl4iIiIiIiAyOwSgREREREREZHINRIiIiIiIiMjgGo0RERERERGRwTGBERERERET0ogryITm3H+L71wx2SYGlLTDwPYNdr7IwGK2m5PICyGTZkMsLoFQqoVTWjIxhMlkaZLJ8Y1fDoGrjPZekItpDIBBAIBDCzEwKicS0gmpGRERE9BxZFqR7Pof47mXDXtfOybDXqyQMRquhvLxcyGRZMDWVwtzcAgKBEAKBwNjVqhBSqQTZ2XnGroZB1cZ7LklFtIdSqYRcXoDs7AwAYEBKREREFSNPBkF+DgSybIgSr8L03H4Ik+4au1bVFoPRaig3NwdSqRXEYhNjV4WoShIIBBCLTSCVWiE7O5PBKBEREZWfUglBTjqEKQ8hun8NJtdOQPTwRrGH54b2hNzZ3yBVE5qaoSZ8u2EwWg0pFHKIRPzVEZVGJBJDqVQYuxpERERU1ckLIL5+GqLHtyBMfQRhygMIUx9BkJdT+rlCEXI6vIX8hm0rvZqaSwprxqhIRjTVkFKprDHDcokqk0AgqDHzqYmIiKgSKJUQ3zgDs9j1EKY8KP14oQhKM0soxRIo7N1Q4NMY+QEtoLR1rvy61kAMRomIiIiIqObLy4HoyT0IMp4AAITpTyC5fATCp4nFnqKUmENh5wKFrSsKfJsgPyAEMLM0VI1rPAajRERERERU7YnuXobZ75sARTassmWAQq75ESgUQL6sxPOVplLkBUdDUccTClsXKOxcoDS3BjgisdIIjV0BIgCYNu19REdHIDMzs9hj3nlnLDp3jkJeXtkyrZ4+fRIRESG4cOF8uetz4sQf+P77/+lsv3cvARERIThwYJ9m25w5MzBgQM8SjymuPCIiIiKqGOaHv4PoQTyQ8giCjKcQZKVCkJMBQW52yYGoiRnymnVB5sivkRs5FPmvRELuHgil1IaBaCVjMEpVQteu3SGTyfDrrwf07n/48AH+/vsM2rfvCIlEUun1OXHiONasWaWz3cnJGStXfo/Q0FbFnqvvmOLKIyIiIqIKUJAPYXLxw20BAEIRFHU8UVC3JfIDw5FfvzVyOoxG+thvIYsaAaXU2jB1JQ0O06UqISysNRwcHLBnz2507Pi6zv5ffvkZSqUSXbv2MELtnpFIJGjYsNFLH0NEREREFUeY+hBQJy20dURGj+mAUAiIxFAKRYBQBIglqj+pymDPKFUJYrEYHTt2wYUL53H37h2tfUqlEvv370VAQD0EBtYHACQm3sOMGVPRuXMUoqJaYdiwAfj5512lXuevv/7Ehx++i549OyMqqjUGDeqNpUu/RHZ2luaYOXNmYMeOrZDL5YiICEFERAgiI0MB6B+C+7znjymuvOzsbHTsGIkFC/5Pp4y4uH8RERGCX375ufTGIyIiIqrlhMn3n/3D0QtKG0corRxUQ23NLAGJOQPRKog9o1RldOvWAxs3/oBffvkZb701TrP9/Pm/kZh4D++8MxkA8ORJEsaMeQMmJiYYP/5d2Ns74NCh/Viw4BOkpKQiJmZEsddITLyHJk2aoUePPpBKpbh79w7Wr1+Da9euYsmSbwAAI0e+hby8PPz++zEsW6YaWvsyS+kUV55UKkWXLt2xb99PGDXqbUilUs05O3Zsha2tLdq16/DC1yUiIiKqLURFh+jWcTdeRahcGIzWIJLTP8Hsz62lZgqrdCZmkLXqh7wWusNtS+Ll5YPg4MY4cGAf3nxzLIRCVcf9L7/8DBMTE3To0AkAsGnTeqSlpWLNmk3w8/MHAISHt0ZGRibWrl2F3r37wsJCf8rtPn36a/6uVCrRqFFjeHp6YeLEMbh58wb8/Pzh7u4Be3t7AKiQ4bYlldenT39s27YZBw/uQ8+efQEAGRkZOHToAPr0GWCQ+bFERERE1Z0wpUjPKIPRaoPDdGsQ07M/Gz8QBYB8maouL6BHj554/PgRTp8+CQDIycnB0aOHERERCRsbWwDAuXNnULduoCYQVevUqStkMhmuXPmn2PKfPHmCL75YiH79uiMqqhXatg3DxIljAAB3795+oTq/DA8PT7RuHYGdO7drtu3btwd5eXno2bOPwetDREREVB0JnxYNRj2MVxEqFwajNUhu826AiZmxqwGYmKnq8gI6dOgEc3Nz7Nv3EwDg6NFDyMnJRteu3TXHpKenw8HBQedcB4c6hfvT9JYtl8vx7rtjERt7BIMHD8MXXyzFqlXrMHfuAgBAbm7uC9X5ZQ0cOBg3bsTjwoXzUCqV2LlzO8LDW8PV1c0o9SEiIiKqVpTK53pGGYxWFxymW4PktXi93ENjqxoLCwu0bdsOhw//ioyMDOzb9xOcnJzRsmWY5hhraxs8ffpU59ynT59o9usTHx+H27dvYebMTzRDfgEgLU1/8Goo4eGt4OXljZ07tyI3V4Z79+7ivfc+MGqdiIiIiKoLQXaaai1RQNUxY2UH5Ba/dj1VHbWiZzQrKwuffPIJIiIiEBwcjN69e+Pw4cOlnrd161aMGTMGr732GoKDg9GhQwd88sknSE5O1nv8unXr0LFjRzRs2BDR0dH43//+B4VCUdG3U+N17dodeXm5+OGH73Dhwjl06tRVM38UAJo3b4H4+Gu4efOG1nkHD+6Dubk5Xnmlod5y1UmITEy0n8H89NNOnWNNTCSQy+UoKCh42dsptTyBQIA+ffojNvYI1qxZBQ8PT63gm4iIiIiKVzSTrtzeDXiJxJNkWLWiZ3T8+PG4cuUKJk+eDA8PD+zcuRPjx4/HypUrERkZWex5X3/9NUJDQzFp0iQ4Ozvj+vXrWLZsGY4cOYJdu3bB2vrZwrjLly/HkiVLMGbMGISFheHcuXP48ssvkZaWhsmTJxviNmuMJk2awcPDC5s2rQcArSG6ADBw4BAcOLAPkydPxKhRY2Bv74DDhw/ijz9+w9tvT4RUaqG3XF9fP7i4uGL58iVQKBSQSqU4eHA/rl+P1zlWPR91w4a1aNEiFEKhCPXrN3jheyqtvM6du+Hbb5fj4sXzmDDhvZfK3ktERERUmwiLZNJV2DN5UXVS44PR2NhY/Pnnn1i6dCnat28PAAgLC0NCQgIWLFhQYjC6a9curbmJLVu2REBAAGJiYrB7927ExMQAAFJSUrBy5UoMGTIE77zzDgAgNDQUOTk5WLVqFYYOHQoXF5dKvMuap2vX1/HNN8vQpEkzuLtrj/t3cKiDFStWY+XKpViyZDFkshx4eXlj6tQZ6NatR7FlSiQSLFy4GF99tQgLFsyFqakpWrdug1mzPsGbbw7XOrZ9+064cOEctmzZiFWrVkIoFCI29uQL309p5UmlFggLa43jx39Dly7dSyiJiIiIiIoSpTzQ/F1h72rEmlB51fhg9Ndff4WVlRXatWun2SYQCNCrVy/MmDED169fR0BAgN5z9SXJadRItTTHw4cPNdt+//135ObmolevXlrH9urVCytXrsThw4cxZMiQiridWiMm5j+IiflPsfvd3T00iYeK06JFKP7444zWNn//AHz99UqdY58/TiKR4L//naVznIeHp86xM2fOLfWY4spTk8lkOHv2FNq37wQrK6tijyMiIiKqqoQpDyF6EA+BLBPIr9zEkEoLGxT4h0BpbvXcMF32jFYnNT4YjY+PR0BAgNacQwAIDAwEAMTFxRUbjOrz119/AQDq1q2rdQ2BQKC1DQB8fHxgZmaG+HjdYaBEAJCamorr1x9g06ZNyMjIwMCBQ41dJSIiIqJyk/z9C8yOrgGUSsNdVCRGgXcwRIn/ajYp7NgzWp3U+GA0NTUVPj4+OtttbGw0+8tT1ieffAIfHx906dJFa7u5uTkkEonOOdbW1uW6BtUuv/9+DAsXfgJHRydMmTId3t4+xq4SERER1XZKJaCQq37Uf4cSAqUSUCoAgRBKM0tNoiCTi4dhduR7w9dTXgDxzb+f/VsgYDBazdT4YBRAiclgypooJicnB+PGjUNaWhrWr1+vN/B82WsU5eBgWew+mSwNUmnZr1/d1OR7e96AAf0xYEB/Y1ejyqnI14BMZgJHx+o39Lk61rmysC1U2A7PsC20sT3YBgCA/Dzgxnk4yuWqIbIJ/wKJ8aq/q4NIoLDnUlkYZCpUfy/IL/zJK/zJL72H06YO4F4PSEsC7l8HJIVhhYsP4BUESMwqL6utQgHcvqy6v6ICW8DRTbXuPF8T1UOND0ZtbW319kyq15ZU95CWRCaTYezYsbhy5QpWr16N+vXr61wjJycHeXl5OkFqenp6ma7xvKdPM6FQ6H8TkMnykZ2dV+4yqwOpVFJj7604tfGeS1LR7SGT5SMpKaPCyjMER0eralfnysK2UGE7PMO20Mb2YBsAABQKWK59H+YZj5CbVzHL0pUq6aHqpwi5sy+yun8EmOlf2aBCNe8H4dN7ED2+DUAApcQMBd7BQFJGrXhNCIWCEjuvqosaH4wGBATg4MGDUCgUWvNG4+LigP9n787joiz3/4+/7wFGRHABt3JJjYZyX0PcSERNSw3XcknNk6ZwjsdWT5bVSR9pp7SThFrZpuWvciHNpVzKFvNYrvWtXDLX0hQFVHbm/v0xMTKBiIozA7yejwcPua97+9yXo/L2uu77lmSz2YrcPzMzUxMmTNDOnTv16quvqnXr1oWewzRN7du3T02aNHG2Hzp0SBkZGQXuJQUAAABKiuXMb7IkHbswOlkSDIvk4+uYkmsYjlFOw5AMi4zsTMcIaj45NzRT+h0T3RNE/2QPqSt7SN1LbwivVebDaPfu3bVkyRJt3LhR0dHRzvbExEQ1bNiwyIcXZWVlacKECfruu+80b9483XrrrYVu16VLF1mtVn300UcuYXT58uXy9fVVVFRUyV0QAAAAkI+Rme783qwQoNzrQmWvfoNy6t4ss1JVyTBkKl+gVL5fLRaZPn6Sr5/k43fhe4vPxU9oz5XPH7/KcvKwzMBqyq0dKrMi02Jx+cp8GI2MjFR4eLimTJmi5ORk1a1bV4mJidq2bZsSEhKc240YMUJbt27Vnj17nG3/+Mc/9NVXXyk2NlYBAQHauXOnc11wcLDq168vSapWrZrGjRunhIQEBQUFKTw8XDt37tTrr7+ue++9V9ddx43UAAAAuDaMrDTn97m1b1TawCeu7QktPsqtHarc2sV/IwVQmDIfRg3DUEJCgmbNmqXZs2crNTVVoaGhio+Pv+SI5WeffSZJeuWVV/TKK6+4rIuJidGMGRfecxkbG6vAwEC99957mj9/vmrWrKm///3vuv/++0v+ogAAAIA8WRkXvrdW9FwdwGUq82FUkgIDAzV16lRNnTr1otssXLiwQFv+UdJLMQxDo0aN0qhRo66kRAAAAOCKGFn5pula/T1YCXB5LJfeBAAAAIC3cg2jAR6sBLg8hFF4pXfeeUOdOrVVXNxYT5dS5o0fP0YTJ0647P0yMjK0YMF87dy5vcC6f//7SQ0Zcpdz+ejRI+rUqa0++WT1RbfJO962bd9ddi0AAJRnjIyitCoX03RR+qxe/bEkadeuHTp27Kjq1OGx3d4mIyNDb775mnx8fNSypesrj8aMGae0tPNF7v/XbfKOV7FiBd1yS/NrUjMAAGVSJiOjKJ0YGYXX2blzu44ePayOHTvLNE2tWrXCI3VkZWVdeiMUqk6durrpprCr3gYAAFyakX0hjIqRUZQihFF4nVWrVsgwDE2a9KgaNmyktWtXyW63O9cnJZ1SZGS43n57QYF9t2//Tp06tdXnn29wth048IueeOJR3XFHN0VFddDIkfdo/fpPXPZbuTJRnTq11XffbdXTT0/R7bd31b33DpEkHT58SNOmPaXBg/spKqqj+ve/Q08+OVnHjh0tcP6dO7dr7NhRiorqoLvu6qVXX01QYuISderUVn/8ccJl29WrV2rMmBGKiGinnj0j9fjjjxR6zPw2blyvTp3aavfunQXWLVgwX5GR4Tp9OsnZtnTpBxo+fLC6do3QHXd009NPT9Hx48eLPEdmZoZefvlFjRx5t3r0iNSdd0YrLm6stm+/MH326NEjuvNOx3t7X399njp1aqtOndrqrbdel1RwCm5h8m+T/3gJCfEux3vzzdd0223tderUqQLHeOyxSRoy5C6ZplnkuQAAKMuMfE/TNXmaLkoRwii8Slpamj7/fINat26n2rWvU+/effXHHye0desW5zYhIdV1663ttWbNqgL7r127SlWqVFHHjl0kSfv27dG4caN04sQJTZr0qJ577kWFhd2sp5+eojVrPi6w//TpTys4OFjPPvuc4uImSZJOnTqpkJDqio39p2bNmqPY2H/qzJnTGjdulFJSkp377t37sx58ME45OTmaMuUZPfzwZP38809atOjtAueZP/8VzZw5TU2bNtMLL8zWI488rsOHD2r8+DEuYfKvOnXqosqVqxSo3TRNrV27WuHhHRQcHCJJevXVBM2e/byaNWuu5557UQ888Hdt3/6dJkwYo+Tk5MIOL0nKzMxUWlqahg8fpRkzXtSUKU+rbt16mjhxvDOQ1qxZSy++OEeS1K9ff82b96bmzXtTd9zR96LHLUr+4w0YMMjleHfdNUCGYWjlyuUu+xw//ru2bNmsu+4aKMMwrui8AACUBUbmhfeMEkZRmnDPaBmz9NuDWr7tcLG27XpLbY2JtLm0Ldi0V5/9VPTIWZ6YNvU1oF0Dl7YX1/ygBtUDC7QX1yefrFF6erruuKOPJOn223tr3rw5WrVqhdq37+DcrlevPpo6dbJ2796p5s1bSpLS09P12WcbdMcdfeTn5ydJmjNntoKDQxQfP18VKjimrYSHRyg5OVnz57+i22+/wyXIdOzYWf/4x0MuNbVu3VatW7d1Lufm5ioioqP69Omu9es/1YABgyVJb775uqxWq/7737kKCgqSJEVEdNLw4YNcjvfbb8f03nvvaOjQezVuXKwCAqxKS8tS8+Ytdc89/fXBB4v1wANxhfaP1WpVt2499Omnq/XPfz7svKadO7fr99+PKS5uoiQpOTlZixcvVLdu3fXYYxdefH3TTTb97W/36sMPF+v++8cXeo7Klato8uQnXa63Xbv2OnbsqJYt+1CtW7eV1WpVWNgtkqQaNWqqadNmhR6ruPIfr1atWgWOFxXVXStWLNeIEaPl6+v4aysxcal8fX2dnxUAAMqtbEZGUToxMgqv8tFHiapUqZIiI7tKkqpVC1aHDp301VebXEYhCxsh/PzzDUpPT1OvXo5wkp6erp07tysyMko+ByKaBAAAIABJREFUPr7KyclxfkVEdNSpUyd15IhrcO/SpWuBmrKysrRo0VsaPnywunfvrMjIcPXo0UWZmZk6fPigc7udO7erXbv2ziAqST4+PoqK6u5yvK1bv1Fubq66d7/dpabg4BCFhtoKfTptfr1736nz589r06bPnG1r1nysKlWqqEOHzpKkH37YpezsbPXo0dtl35tvbqwGDRq5TLktzMaN6zV+/H3q3bubIiPDddtt7bVjxzaX63WngQOH6OTJP/T1119IkrKzs/Xxxx8pOrqnKleu4pGaAADwFvlHRlWBMIrSg5FReI3Dhw9q9+5d6tmzl7KyspWVlS1Juu22bvryy0369NO1GjTobkmFjxCuWfOxbrzxJoWF3SxJSklJlt1u13vvvaP33nun0HM6Au4NzuWQkOoFtnnppf9o1aoVuvfe+9S8eUsFBgbKMAw9+ODflZmZ6dzu3LmzCg4OLrD/X9tOnz4tSc57Uv+qbt36F+siSdIttzRRw4aNtHr1SvXo0UsZGRn6/PON6t37wohwamrqn9cTUmD/kJDqOnXqj4sef926tXrmmSfUvfvtGjZspKpVC5GPj0Xz57+i3347VmRt18ottzRRkybNtGzZEkVGRmnjxnVKTj6j/v0He6QeAAC8ics9o36EUZQehNEyZkC7Blc8RVaSxkTaCkzdvRwP9Wp6xft+/PFHkhxTdT/5ZE2B9atWrXCGUckxQrh8+YfatOkzNW/eSjt2bFNc3D+d6ytXrizDMNSnz13q2zem0HPWr9/AZbmwWw/XrftEvXv31Zgx45xtmZkZOns21WW7oKDKzqCZ31/bqlSpKkmaOXO2QkJC5O/vp4yMbOd6q9VaaK359ep1p+bNi9eJE8e1Y8c2paWdV+/edzrX540WJiUVvP80KelUkaOJ69Z9orp16+upp6a5tKelpV1kD/cYMGCInn32SR0+fFDLly9RkybNnP/xAABAeZb/abq8ZxSlCWEUXiEnJ0effLJaDRo01IMPPlZg/dq1q7R69Urt2fOzM4DkHyH87bdj8vHxUY8evZz7BARUUvPmLbVv317ddFOYfHx8rqg2i8WQn5/rH5WPP/6owBNcW7ZsrW+/3aKzZ886p+rm5ubqs8/Wu2wXHh4hi8Wi338/po4dOzvvGb0cPXv21vz5r2jt2lXavn2bQkNtstkuBLNmzZrLarXq009Xq2PHzs72PXt+1sGDBzRq1N8uemzDUIHr3b9/n3766f903XXXO9usVscobP7R4auRd7yMjIxC10dFReuVV17Siy8+rx9+2K0nn/x3iZwXAIDSzsj/ntEKvGcUpQdhFF5hy5avlZSUpFGj7nN5WFCeGjVqavXqlVq16iOX0bC8EcKDB39VRERHVavmOiV24sSHFBs7Vv/4xwPq2zdGNWvW0rlzZ3Xw4K/as+dnTZs285K1tW/fUatWrVC9ejeoYcNG2rVrh1audNzbmt/IkWO0ZcvXmjhxvIYPHyWr1aplyz50vq/UYnHcol23bj2NGDFar7zyXx09ekQdO3aQj08FJSWd0u7du9So0Y2KiRlYZE15TxRevnyJTp9OchkRlhyjr8OGjdSbb76mgIBKuu22bjp58oRee22eatas5TLC/FcREZ30wgvP6aWX/qPOnW/TkSOH9eabr6lWretctgsIqKRatWrrq682qU2bdgoMDFT16jVVvXrBqc7FkXc8x0h36wLH8/X1Vb9+/fXGG6+qatVq6to1+orOAwBAmWK3uzzASH6MjKL04AFG8AqrVq2U1WrVnXcW/mqQevXqq1WrNlq37hOXkbiePXvLMAydOnXS+eCi/Gy2m7VgwULVqlVbCQn/1aRJsXrhhef07bf/U9u2txartoceeky33dZNb731mv71r4f0f//3vWbNildAgGsYDQu7WS++OEc+Pj569tkn9Z//TNdNN9nUr19/SVKlSoHObe+/f7yeeOIZ7dnzs6ZM+ZceeWSiXnttrtLSzumWWxoXq67evfvo1KmTslgs6t69V4H1Y8aM04MPPqbvv9+tyZMf1Ny5c9S6dVvNnbvAOVW4MP369deYMeP05Zeb9MgjE/XRR0v14IOPqVmz5gW2nTz5CVksFj3yyET97W/36uOPE4tV+8VMnvyEDOPix4uO7iFJ6tPnrmJNZwYAoMzLujAqqgoVC7/nCPBShsnb4r1SUtI52e2F/9YkJ59S1apXNvrk7a5kyqq3mzhxvE6dOql3311S6PqyeM1Xo6j+ePfdt/Xqqwl6//2PVLt27WIdrzT+ealRI0gnT571dBlegb5woB8uoC9c0R/0gXE2SUHzHa9rqxBSUydHx3u4Is8rD58Ji8VQSEjgpTf0ckzTBUrQSy+9oCZNmqp69RpKSUnWJ5+s0bZt32rKlKc9XVqptn//Ph07dlQLF76l6OgexQ6iAACUdcZfR0aBUoQwCpSgnJxszZ//ik6fTpJhGGrU6EY99dQ0de9+u6dLK9UeeWSiUlJS1LJla/397w95uhwAALxG/ocXiYcXoZQhjAIl6OGH/+XpEsqk5ctXe7oEAAC8EyOjKMV4gBEAAABQSrlO02VkFKULYRQAAAAopVzCqJWRUZQuhNFSyDAM8RBk4NJM05TBI+4BAGUYDzBCaUYYLYUsFh/l5uZ4ugzA6+Xm5sgw+GsOAFB2MU0XpRk/pZVCFSpUVFraWWVmpstuz2WUFPgL0zSVk5OttLSz8vfnH2YAQBnGyChKMZ6mWwpZrRXk4+OjjIw0ZWamyzTNMhNIMzL8lJGR7eky3Ko8XnNRSqI/DMOQYVjk719JVmuFEqoMAADvw8goSjPCaCnl4+OrSpUqe7qMElejRpBOnjzr6TLcqjxec1HoDwAAis/IyriwwMgoShmm6QIAAAClFE/TRWlGGAUAAABKq/xhlOckoJQhjAIAAAClFCOjKM28Loz26tVLb7zxhk6fPu3pUgAAAACv5nrPKCOjKF287gFGdrtdzz//vGbNmqWoqCgNHDhQnTt3vqoX158/f16zZ8/W2rVrlZqaqtDQUMXGxqpbt25F7vfdd99p6dKl+vHHH7V//37l5ORoz549BbY7evToRY/12muvqUuXLldcOwAAAHAxRlbahYUKFaUsz9UCXC6vC6OffPKJMwSuXbtW69atU61atdS/f38NGDBAderUuexjxsXF6ccff9TDDz+sunXravny5YqLi9O8efMUGRl50f22bNmirVu3qkmTJvL19dUPP/xQ5HlGjhyp3r17u7TdeOONl12vJE16d6tOpKRfcruut9TWmEibS9uCTXv12U/Hi3WemDb1NaBdA5e2F9f8oB2HijcyfV+XmxTV+DqXtieWbNfBU+eKtf+DtzdR6wYhLm1x72xRclrx/iZ9dkArNawR5NI2fN4XxdpXkuaMCFe1Shde/XHmfKb+vvB/xd5/0QOu/9Hw68mzenLpjmLtWzXAqvh727u0bT+YpFlr/69Y+zeoHqhpA1u7tG388Xe98cW+Yu3f6oZgPdSrqUvb0m8Pavm2w8Xan88en738+Ozx2SuOkvjszR/v+u92ef/sxb72pfYfTy3W/nz2yurfe8OkwD8bXy68P/l7r+x99lbtOqp3/hFVrGN4M68Lo5LUtm1btW3bVk888YRWrVqlJUuWKCEhQfPmzVP79u01cOBAde/eXX5+fpc81qZNm7R582bFx8ere/fukqT27dvryJEjmjFjRpFhdMKECYqLi5MkTZ8+/ZJh9Prrr1fLli0v40oBAAAAoHzyuntG86tUqZIGDx6sDz74QB9//LF69eqlzZs366GHHlLnzp01c+ZMnThxoshjrFu3TkFBQS7TaA3DUExMjA4cOKD9+/dfdF+Lxau7BwAAAABKLcM0TdPTRRTFbrfr888/15IlS7Rp0ybl5uaqXbt2slqt2rx5s/z9/TVr1ix17dq10P2HDBkiwzD0//7f/3Np37VrlwYPHqzZs2cXmFpbmOnTp+udd94p8p7RatWq6dy5c/L19VWzZs00YcIERUREXNF1JyWdk93u1b8110SNGkE6efKsp8twq/J4zUWhP+iD/OgLB/rhAvrCFf1RvvvAOHdaQfMekCSZlarKf+rictsX+ZWHz4TFYigkJPDSG3o5r5ymK0kHDx7U0qVLtXz5cp06dUrVqlXTvffeq8GDB6thw4aSpAMHDmjSpEmaOXPmRcNocnKyGjRoUKC9SpUqzvVXy2q1avDgwerYsaOqV6+uo0eP6s0339To0aM1Z84c5/RgAAAAoKQYmReeL2JaeZIuSh+vC6OJiYlasmSJtm3bJkm69dZb9fjjjxd6j2ijRo00cuRIPfnkk0Ues6gn8V7NU3rz1KxZU88++6xzuW3bturZs6fuuusuPf/881cURsvC/3RcqRp/uUG9PCiP11wU+oM+yI++cKAfLqAvXNEfXt4HmenSqWOSLnPGm4+fFHK95Ge9+DZZPpL1zx/nq1SW5OV94Ub0Q+ngdWF08uTJCgkJ0X333afBgwfrhhtuKHL7G2+8schptlWrVi109DMlJUXShRHSklaxYkX17NlT8+fP1+nTpxUcHHxZ+zNNt/woj9dcFPqDPsiPvnCgHy6gL1zRH5foA9OU5fQxyZ7rGDn08ZEMi2RYZFoszu+V973FR8o/UGHPlWQ41ktSbo6UkyUjJ1PKzpKRnSkjN0umj1Wm1V+G3S7lZku52TKyM+W35xtZv/9Mysm8soszDNmr1JJ8/STnnXX5fj7MzZUlK0eSlGP3VSWp3H8epPLx54JputfI7Nmz1b17d/n6Fq+0Fi1aqEWLFhddHxoaqk8//VR2u93lgUR79+6VJNlstovtetXsdrukkhl9BQAAQPFZTh5SxU/myef4L5e5o4/jKzdHMh0/y8nnz59Lc3NKtshLMU1Zkov36iD5+V/bWoBrwOvC6ObNm1WnTh01b9680PXff/+9PvjgA5dpsUXp3r27lixZoo0bNyo6OtrZnpiYqIYNGyo0NLRE6v6r9PR0ffrpp7rhhhtUrVq1a3IOAACAEme3y+ePA7L8cVBmhUoyg6rLLGqq6F9d1rMxL3MWmN0uIytdRuZ5GZlpMjLOS1a7/E8lycg4LyPjnIysDCknUz5/HPxzZPMy2XML7neVIdRepaZM/8sbxTIy02RJOVHs/sxpUPjPzoA387ow+uGHH+rWW2+9aBg9cuSIlixZUuwwGhkZqfDwcE2ZMkXJycmqW7euEhMTtW3bNiUkJDi3GzFihLZu3erytNzTp09r69atkqTDhx0vJV67dq0kqU6dOmrWrJkkacaMGbLb7WrVqpWCg4N17NgxvfXWWzpy5IheeeWVy+8EAAAAdzJN+fy2V9Zd6+T7y3cyMtM8XVHxWX1lzSoiLPr4yl61toysdEfINO2S3S6Zdse0WtPu0uYib3ZbXiA0DJl+/pKvVaavVfKzyvTxk5GbLWVnOab6+vrK9PGTfPxkr1xdWc26KfeGZq7Tf4srK0OW1JP56jJc6jJyMqWMNKlCReXWvjYDLMC15HVh9FLS0tKKPYVXckyRTUhI0KxZszR79mylpqYqNDRU8fHxioqKKnLfffv2aeLEiS5tecsxMTGaMWOGJMdU4Pfff1+JiYk6f/68AgMD1apVKz311FNq06bNZV4hAACAm2SmyfrTl7LuWifLycOerqbE5V4fpvSeD8geUqd4O5imI7Dm5jim5lp8HO32XMc6H98rC5VXyuove/V67jsf4GZeEUaPHz+u3377zbl86NAhbd++vcB2KSkp+uCDD1Sv3uX9oQwMDNTUqVM1derUi26zcOHCAm3h4eGFvlf0rwYOHKiBAwdeVk0AAABXyjh/Rn4/bJIsGaqYdEbKzpSRneGYovrnr0a247UfuTVuUG7tUNmD68heubpMH18ZWeny+/lrWX/6WsrOKHB8M7CacurcIiMnS8a5JBlXMt21mExdRrgzDMkaILNCgEz/SjIrVFKFGiHKyLQ4lv0rybRWlHwryKwYKHvV2pcXHg3DETh9/vIj8l+XAZQIr/iTtWTJEsXHx8swDBmGoVdeeaXQ6a2macowDE2fPt0DVQIAAHiHiqvmyPfwD5LVV35FTVGV5HvujHx/3Xnpg/pWUNYtHZXdIlq5tW507wjgVQiqEaSsMv7kVKCs8oowGhUVpVq1akmSnnzySQ0cOLDAE3INw1BAQICaN2+uunXreqJMAAAAz8vKkO+R/yuxw9lD6iqrZQ9l3dJZ8q9UYscFgEvxijDauHFjNW7cWJJ07Ngx9erVS2FhYR6uCgAAwPv4nDx04YE6VWsovWUfya+iTKu/4+E61goy/1w2sjPl8/t++Zw8KCPlpCxnTzkehmNYHCG0ebRyr7eVmlFQAGWLV4TR/P75z396ugQAAACv5fP7/gsLDZsru3n0Rbc1JdmDr1e2ulz7wgDgMnk8jOY9qKh169Yuy5eStz0AAEB54nPiwIWF63mdB4DSy+NhdOjQoTIMQ7t27ZLVanUuX0zeQ4x++uknN1YJAADgHXyO/3Jhoc5NnisEAK6Sx8Pos88+K0ny8/NzWQYAAMBfZJyX5cyfr8Oz+Ei1G0rJmZ6tCQCukMfD6KBBg4pcBgAAgIPPH786v8+tXk/ys0oijAIonTweRgEAAEqdnGxZziZJOZlSbtHv+bxSZpWaMisGubTln6KbW/vGa3JeAHAXj4fREydOXNF+ee8lBQAAcCffPd+o4rrXZGScu7Ynsvgo++aOymrZQ7k1bpD8Krg8vCi3VqNre34AuMY8HkYjIyOLfGDRxfAAIwAAcE3k5sjISpey0mVkpjm+stIli0U+v+1ThW+WuKcOe678fvxCfj9+IUkyAyrLyDh/oczreJIugNLN42F03LhxVxRGAQBAOZOTLf32i3ySUiW7KZl2x5fdLsmUTLPo/Q1D8rVKOdnyPbhTvkd+lJGd4WjPyZGR5QieyskqVjmmfyWZlarJ9PF1HKMEGdlZspw+5tqWlnphwcdP9pB6JXpOAHA3j4fRSZMmeboEAADg5Yz0swp86yEp+5wqZV2bezQvR269Jkrr+2CBezpLks/v+2Td8Yl8ft8nS/IJR/CWJMNQ5q39JB+P/xgHAFeFv8UAAIDX8z2wXcb5ZMnqhh9dDEOmtaLMCgGStaJMa4BMq78kU7LblVu/qTLb9b3mYTD3upuUft2f7xHNzZGR7hgZNX0rSP6Vrum5AcAdCKMAAMDrGefOOL83K1WVPai6Y2qsYXG8b9MwZF5iqqxhmo4puLnZstdsqOzQtrJXqekYcfTxk1khQKY1QPKrUOLTbq+aj6/MwGBPVwEAJcrjYbRJkyYyDEM7duyQn5+fc/lSfvjhBzdUBwAAvIElLcX5fWabO5R1az8PVgMAKAkeD6O9evWSYRiyWCwuywAAAHmMfGHUDKjiwUoAACXF42H0hRdeKHIZAADAOJ/s/N6sRBgFgLLA4ukC/mr79u06c+bMRdcnJydr+/btbqwIAAB4miVfGLVXqurBSgAAJcXrwuiwYcP01VdfXXT95s2bNWzYMDdWBAAAPI1pugBQ9nhdGDUv8cLq3Nxc7ikFAKA8yc2RkX7W8b1hEEYBoIzwujAqqciwuWvXLlWrVs2N1QAAAE/Ke7+mJCmgsuNVLgCAUs/jDzCSpIULF2rRokXO5RkzZmjOnDkFtktJSVFKSopiYmLcWR4AAPCg/FN0Fcj9ogBQVnhFGA0ICFBISIgk6dChQwoMDFRwsOuLnQ3DUP369dWiRQvdd999nigTAAB4QP6HF4mHFwFAmeEVYXTAgAEaMGCAJCkyMlIPP/ywoqOjPVwVAADwBsb5fCOjQdyqAwBlhVeE0fw2bdrk6RIAAIAXMRgZBYAyySsfYAQAAJDHwj2jAFAmed3IqCTt3LlTr776qnbv3q2UlJRCX/fyww8/eKAyAADgbi4jo4FM0wWAssLrRka/++47DR8+XNu2bdPNN9+s7OxstWrVSmFhYcrJyVHDhg3Vq1evyzrm+fPnNW3aNHXq1EnNmzdX//79tWHDhmLV8q9//Uv9+vVTkyZNFBYWdtFts7Oz9fLLL6tr165q2rSp7rjjDn344YeXVScAACiIp+kCQNnkdWF07ty5ql69ulatWqXnn39ekjRhwgQtXbpU8+fP17FjxzR06NDLOmZcXJxWrlypiRMnav78+QoNDVVcXNwl70/dsmWLtm7dqhtuuEE333xzkds+/fTTWrBggUaOHKkFCxaoS5cueuKJJ7R48eLLqhUAALhyeZouYRQAygyvm6b7/fff695771X16tWVnOz4xydvmm5kZKT69Omjl156SW+//Xaxjrdp0yZt3rxZ8fHx6t69uySpffv2OnLkiGbMmKHIyMiL7jthwgTFxcVJkqZPn37RqcH79u3TkiVL9K9//UujRo2SJIWHh+uPP/7Q7Nmz1b9/f1WoUKFY9QIAAFcFpulmeK4WAEDJ8bqR0YyMDNWuXVuSZLVaJTmm2eZp0qTJZd0vum7dOgUFBalbt27ONsMwFBMTowMHDmj//v0X3ddiKV73rF+/XoZhqG/fvi7t/fv3V0pKirZs2VLsegEAQD65OTIyzjm+NwwpoLJn6wEAlBivC6M1atTQiRMnJEkBAQEKCgrSvn37nOtPnDghHx+fYh9v3759Cg0NLRAs8+7/3Lt371XXvG/fPlWvXl3BwcHX7BwAAJRHRnqq83uzYpB0GT8DAAC8m9dN023WrJm2b9/uXO7YsaPefvtt1atXT3a7XYsWLVKzZs2Kfbzk5GQ1aNCgQHuVKlWc669WcnKyqlYteA/L1ZwjJCTwqusqrWrUCPJ0CW5XHq+5KPQHfZAffeFQbvsh+w/J+uePK9VrSirHfXER9Ad9kB994UA/lA5eF0YHDBigpUuXKiMjQ/7+/nrwwQc1dOhQPfroozJNUyEhIXrkkUcu65iGYVzRuqs9R17blZwjKemc7PaCr7Qp62rUCNLJk2c9XYZblcdrLgr9QR/kR1845O8H4/wZ+fy2T0ZWhozsDCk7U0ZWuozsTCk7Q0Z2pozsDJk+fjIrBPz5VUmqUFFmhUCZflYZOdlSTpaMnCwpJ1uy58jIzZHp4yv5VZBp8ZFhmpJMyW53FGG3S6bd0WaaMitVk73adbIHBTtGLH2t1+TafY8eU0BWjiQpx6ioShKfiXz4M0If5EdfOJSHfrBYjDIxeOV1YbRz587q3Lmzc7l+/fpau3atNm/eLIvFonbt2jlHHIujatWqhY5MpqQ4HhN/Occq6hyFTcXNO29JnAMAAEvSUQW+85iUm+3pUgoyDEmGZLHI9LFKvr4yfStIPn4y/ax//lpB8vGVWbGy7FVqyh4ULFkDHOuV9x+3rv8R63v4/5zfmwE8SRcAyhKvC6OFCQwMVI8ePa5o39DQUH366aey2+0u943mhUebzXbV9YWGhmr16tU6c+aMqlW78DLukjwHAACW08e8M4hKUt5Iaq5dRm6OlHUhXpbYKSoRRgGgLCkVYfRqdO/eXUuWLNHGjRsVHR3tbE9MTFTDhg0VGhp61eeIjo7Wf//7X61YsUIjR450ti9fvlyVK1dWeHj4VZ8DAICcG9sqs+MQ+Rz/RabVX6afv2T1l+lXQaa1omOKrV9FmX4VZORkychKk5FxXspMk5GZJiPzvIycLJm+VsnX788RTD/J4ivTx0dGbq6UnfHndFzHKKfzV8NyYfRTpozUU/I585uM8ymOp93ac6/59efWqH/NzwEAcB+Ph9H77rvvsvcxDEMLFiwo1raRkZEKDw/XlClTlJycrLp16yoxMVHbtm1TQkKCc7sRI0Zo69at2rNnj7Pt9OnT2rp1qyTp8OHDkqS1a9dKkurUqeN8kJLNZlP//v01a9Ysmaapxo0b67PPPtOKFSs0depU+fv7X/Y1AgBQgMVHmREDPF1FQab5Z4CVI5TmZMvIddyP6rgvNcvlPlXj/BlZkk/IkpYq5d3verHnK/zZnlurkbJv7uimCwIAuIPHw+j+/fsv+wE/l7O9YRhKSEjQrFmzNHv2bKWmpio0NFTx8fGKiooqct99+/Zp4sSJLm15yzExMZoxY4az/ZlnnlGtWrX01ltv6dSpU6pXr56effZZDR48+DKuDACAUsgwJOPPV65YfCRfq0xVkvTXO0ABALjAME2Tfye8EE/TLT/K4zUXhf6gD/KjLxzohwvoC1f0B32QH33hUB76oaw8Tddy6U0AAAAAAChZHp+mW5Sff/5ZR48elSTVrVtXN998s4crAgAAAACUBK8Mo5s3b9bTTz+tI0eOuLTXr19fTz31lDp06OChygAAAAAAJcHrwuiOHTs0duxYVahQQUOHDtVNN90kyfGgo8TERI0bN04LFy5Uy5YtPVwpAAAAAOBKeV0YjY+PV3BwsD788EPVqlXLZd3999+vQYMGKT4+Xq+//rqHKgQAAAAAXC2ve4DR7t27NWTIkAJBVJJq1aqlIUOGaOfOnR6oDAAAAABQUrwujGZlZSkoKOii64OCgpSdne3GigAAAAAAJc3rwmijRo20Zs0a5ebmFliXm5urNWvWqFGjRh6oDAAAAABQUrwujA4ZMkQ7duzQ6NGj9eWXX+r333/X77//ri+++EL33Xefdu7cqXvuucfTZQIAAAAAroLXPcDo7rvv1sGDB/XWW2/p22+/dVlnmqZGjx6twYMHe6g6AAAAAEBJ8IowmpWVJavV6lyePHmyBg0apPXr1+vo0aMyTVP169dXt27ddOONN3qwUgAAAABASfCKMNqpUyfdcccdGjBggJo2bSpJuvHGGwmeAAAAAFBGecU9o4GBgVq8eLEGDRqkfv36aeHChUpOTvZ0WQAAAACAa8QrwujGjRv15ptv6s4779Thw4c1ffp0denSRZMmTdJXX30l0zQ9XSIAAAAAoAR5xTRdSYqIiFBERITOnTunVatWadmyZVqzZo2QcOEZAAAgAElEQVTWrl2r2rVrKyYmRjExMapXr56nSwUAAAAAXCWvGBnNLzAwUEOGDNH777+v1atXa/To0crOzlZCQoJ69uypkSNHauXKlZ4uEwAAAABwFbwujObXqFEjPfroo/riiy80b948dejQQf/73//02GOPebo0AAAAAMBV8Oowmmf37t3auHGjdu7cKUny8/PzcEUAAAAAgKvhNfeM/tXJkyf10UcfadmyZfr1119lmqZuueUWDRw4UH369PF0eQAAAACAq+BVYTQnJ0cbN27UsmXL9NVXXyknJ0eVK1fWPffco4EDB6px48aeLhEAAAAAUAK8Ioz+/PPPWrZsmVauXOl8v2h4eLgGDhyoHj16yGq1erhCAAAAAEBJ8oowetddd0mSrrvuOo0fP179+/dX3bp1PVwVAAAAAOBa8Yow2rNnTw0cOFCdOnWSYRieLgcAAAAAcI15RRj973//6+kSAAAAAABuVCpe7QIAAAAAKFsIowAAAAAAtyOMAgAAAADcrlyE0fPnz2vatGnq1KmTmjdvrv79+2vDhg3F2vfw4cOaMGGC2rRpo1atWun+++/X/v37C2wXFhZW6NfixYtL+nIAAAAAoNTzigcYXWtxcXH68ccf9fDDD6tu3bpavny54uLiNG/ePEVGRl50v6SkJA0dOlQhISGaOXOmfHx8NHfuXA0fPlyJiYmqXbu2y/a9e/fWyJEjXdrq1at3Ta4JAAAAAEqzMh9GN23apM2bNys+Pl7du3eXJLVv315HjhzRjBkzigyjCxYsUGpqqpYuXapatWpJklq2bKlu3bpp7ty5euaZZ1y2r169ulq2bHntLgYAAAAAyogyP0133bp1CgoKUrdu3ZxthmEoJiZGBw4cKHTKbZ7169erQ4cOziAqSdWqVVPXrl21bt26a1o3AAAAAJRlZT6M7tu3T6GhobJYXC81LCxMkrR3795C98vIyNDhw4dls9kKrAsLC1NSUpKSkpJc2j/66CM1b95czZo106BBg7R69eoSugoAAAAAKFvK/DTd5ORkNWjQoEB7lSpVnOsLk5KSItM0ndvlV7VqVee+ISEhkqQ+ffooMjJS1113nf744w8tXrxYkyZN0smTJwvcRwoAAAAA5V2ZD6OSY1rulawrzvo8L7zwgsvy7bffrhEjRuill17SkCFD5O/vX6zj5AkJCbys7cuSGjWCPF2C25XHay4K/UEf5EdfONAPF9AXrugP+iA/+sKBfigdynwYrVq1aqGjnykpKZJU6MhnXrthGIXum9eWN0JaGIvFor59++q7777T3r171bx588uqOynpnOx287L2KQtq1AjSyZNnPV2GW5XHay4K/UEf5EdfONAPF9AXrugP+iA/+sKhPPSDxWKUicGrMn/PaGhoqH755RfZ7XaX9rx7RQu7J1SS/P39Va9evULvKd27d6+Cg4OdU3QvJu+cf71fFQAAAADKuzKfkrp3767U1FRt3LjRpT0xMVENGzZUaGjoRfeNjo7W5s2bdfLkSWdbcnKyPvvsM+drYi7Gbrdr5cqVqlSpkm666aaruwgAAAAAKGPK/DTdyMhIhYeHa8qUKUpOTlbdunWVmJiobdu2KSEhwbndiBEjtHXrVu3Zs8fZNmbMGK1YsUJjx45VbGysfH19NXfuXPn6+uqBBx5wbrdgwQL9+uuvat++vWrUqKFTp05p8eLF2rZtm6ZOnaoKFSq49ZoBAAAAwNuV+TBqGIYSEhI0a9YszZ49W6mpqQoNDVV8fLyioqKK3Ld69ep69913NXPmTD366KMyTVNt2rTRokWLdP311zu3a9iwoTZs2KD169fr7Nmzqlixopo0aaK5c+de8hwAAAAAUB4ZpmmWv6fklAI8wKj8KI/XXBT6gz7Ij75woB8uoC9c0R/0QX70hUN56AceYAQAAAAAwBUijAIAAAAA3I4wCgAAAABwO8IoAAAAAMDtCKMAAAAAALcjjAIAAAAA3I4wCgAAAABwO8IoAAAAAMDtCKMAAAAAALcjjAIAAAAA3I4wCgAAAABwO8IoAAAAAMDtCKMAAAAAALcjjAIAAAAA3I4wCgAAAABwO8IoAAAAAMDtCKMAAAAAALcjjAIAAAAA3I4wCgAAAABwO8IoAAAAAMDtCKMAAAAAALcjjAIAAAAA3I4wCgAAAABwO8IoAAAAAMDtCKMAAAAAALcjjAIAAAAA3I4wCgAAAABwO8IoAAAAAMDtykUYPX/+vKZNm6ZOnTqpefPm6t+/vzZs2FCsfQ8fPqwJEyaoTZs2atWqle6//37t37+/0G3feecd9ezZU02bNlV0dLRee+012e32krwUAAAAACgTykUYjYuL08qVKzVx4kTNnz9foaGhiouL06ZNm4rcLykpSUOHDtWxY8c0c+ZMzZo1SykpKRo+fLiOHz/usm1CQoKee+459e7dWwsWLNDAgQP10ksvadasWdfy0gAAAACgVPL1dAHX2qZNm7R582bFx8ere/fukqT27dvryJEjmjFjhiIjIy+674IFC5SamqqlS5eqVq1akqSWLVuqW7dumjt3rp555hlJ0pkzZzRv3jwNGzZMEydOlCSFh4crPT1dr7/+uoYPH67atWtf4ysFAAAAgNKjzI+Mrlu3TkFBQerWrZuzzTAMxcTE6MCBAxedcitJ69evV4cOHZxBVJKqVaumrl27at26dc62L7/8UpmZmYqJiXHZPyYmRjk5OcWeEgwAAAAA5UWZHxndt2+fQkNDZbG45u6wsDBJ0t69exUaGlpgv4yMDB0+fFi33357gXVhYWH6+OOPlZSUpJCQEO3bt0+GYeimm25y2a5Bgwby9/fXvn37LrvuNm2a6tChQ5e9HwAAAICy7YYbbtDBgwc9XcZVK/Mjo8nJyapSpUqB9ry25OTkQvdLSUmRaZqF7lu1alW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\n", 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\n", 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" ] @@ -918,6 +14168,18 @@ "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, diff --git a/backtester/statistics/charts.py b/backtester/statistics/charts.py index c79b6f6..e2f8ba2 100644 --- a/backtester/statistics/charts.py +++ b/backtester/statistics/charts.py @@ -49,14 +49,14 @@ def returns_histogram(report): def monthly_returns_heatmap(report): - resample = report.resample('M')['capital'].last() + resample = report.resample('M')['total capital'].last() monthly_returns = resample.pct_change().reset_index() - monthly_returns['capital'].iat[0] = resample.iloc[0] / report.iloc[0]['capital'] - 1 - monthly_returns.columns = ['date', 'capital'] + monthly_returns['total capital'].iat[0] = resample.iloc[0] / report.iloc[0]['total capital'] - 1 + monthly_returns.columns = ['date', 'total capital'] chart = alt.Chart(monthly_returns).mark_rect().encode( alt.X('year(date):O', title='Year'), alt.Y('month(date):O', title='Month'), - alt.Color('mean(capital)', title='Return', scale=alt.Scale(scheme='redyellowgreen')), - alt.Tooltip('mean(capital)', format='.2f')).properties(title='Monthly Returns') + alt.Color('mean(total capital)', title='Return', scale=alt.Scale(scheme='redyellowgreen')), + alt.Tooltip('mean(total capital)', format='.2f')).properties(title='Monthly Returns') return chart