diff --git a/.gitignore b/.gitignore index dd90ffa..ee91f1a 100644 --- a/.gitignore +++ b/.gitignore @@ -119,6 +119,8 @@ pandas_ta/_wrapper.py data/datas.csv data/SPY_5min.csv data/SPY_1min.csv +data/SPY_D_lbsz.csv +data/TV_5min.csv data/similang-ch.csv data/tulip.csv examples/taplot.py @@ -131,6 +133,7 @@ note.md driver.py doc.py bt.ipynb +scratch.ipynb ta_extension.ipynb kerasmodeller.ipynb Charts.ipynb @@ -142,5 +145,3 @@ simple.ipynb ta.json # Indicator -pandas_ta/overlap/ft.py -pandas_ta/overlap/psar.py \ No newline at end of file diff --git a/README.md b/README.md index ad5b3cb..4479380 100644 --- a/README.md +++ b/README.md @@ -6,22 +6,44 @@ # __Technical Analysis Library in Python 3.7__ ![Example Chart](/images/TA_Chart.png) -__Pandas Technical Analysis__ (Pandas TA) is an easy to use library that is built upon Python's Pandas library with more than 100 Indicators and Utility functions. These indicators are commonly used for financial time series datasets with columns or labels similar to: datetime, open, high, low, close, volume, et al. Many commonly used indicators are included, such as: _Simple Moving Average_ (*SMA*) _Moving Average Convergence Divergence_ (*MACD*), _Hull Exponential Moving Average_ (*HMA*), _Bollinger Bands_ (*BBANDS*), _On-Balance Volume_ (*OBV*), _Aroon & Aroon Oscillator_ (*AROON*) and more. +_Pandas Technical Analysis_ (**Pandas TA**) is an easy to use library that is built upon Python's Pandas library with more than 115 Indicators and Utility functions. These indicators are commonly used for financial time series datasets with columns or labels: datetime, open, high, low, close, volume, et al. Many commonly used indicators are included, such as: _Simple Moving Average_ (**sma**) _Moving Average Convergence Divergence_ (**macd**), _Hull Exponential Moving Average_ (**hma**), _Bollinger Bands_ (**bbands**), _On-Balance Volume_ (**obv**), _Aroon & Aroon Oscillator_ (**aroon**), _Squeeze_ (**squeeze**) and **many more**. -This version contains both the orignal code branch as well as a newly refactored branch with the option to use [Pandas DataFrame Extension](https://pandas.pydata.org/pandas-docs/stable/extending.html) mode. -All the indicators return a named Series or a DataFrame in uppercase underscore parameter format. For example, MACD(fast=12, slow=26, signal=9) will return a DataFrame with columns: ['MACD_12_26_9', 'MACDh_12_26_9', 'MACDs_12_26_9']. +**Pandas TA** has three different ways of processing Technical Indicators as described below. The **primary** requirement to run indicators in [Pandas DataFrame Extension](https://pandas.pydata.org/pandas-docs/stable/extending.html) mode, is that _open, high, low, close, volume_ are **lowercase**. Depending on the indicator, they either return a named Series or a DataFrame in uppercase underscore parameter format. For example, MACD(fast=12, slow=26, signal=9) will return a DataFrame with columns: ['MACD_12_26_9', 'MACDh_12_26_9', 'MACDs_12_26_9']. + +## Pandas TA Issues, Ideas and Contributions + +#### Thanks for trying **Pandas TA**! + +Please take a moment to read **this** and the rest of this **README** before posting any issue. + +* ### [Comments and Feedback](https://github.com/twopirllc/pandas-ta/issues) + * Have you read the rest of **this** document? + * Are you running the latest version? + * Have you tried the [Examples](https://github.com/twopirllc/pandas-ta/tree/master/examples/)? + * Did they help? + * What is missing? + * Could you help improve them? + * Did you know you can easily build _Custom Strategies_ with the **[Strategy](https://github.com/twopirllc/pandas-ta/blob/master/examples/PandasTA_Strategy_Examples.ipynb) Class**? + * Documentation needs improvement. Can you contribute? + +* ### [Indicator or Feature Requests & Contributions](https://github.com/twopirllc/pandas-ta/issues) + * Please be as detailed and concise as possible. Links and screenshots and sometimes data samples are welcome. + * You want a new indicator not currently listed. + * You want an alternate version of an existing indicator. + * The indicator does not match another website, library, broker platform, language, et al. + * Can you contribute? ## __Features__ -* Has 110+ indicators and utility functions. -* Option to use __multiprocessing__ when using df.ta.strategy(). See below. -* Example Jupyter Notebooks under the [examples](https://github.com/twopirllc/pandas-ta/tree/master/examples) directory, including how to create Custom Strategies using the new [__Strategy__ Class](https://github.com/twopirllc/pandas-ta/tree/master/examples/PandaTA_Strategy_Examples.ipynb) -* A new 'ta' method called 'strategy'. By default, it runs __all__ the indicators. -* Abbreviated Indicator names as listed below. +* Has 115+ indicators and utility functions. * __Extended Pandas DataFrame__ as 'ta'. +* Indicators are correlation tested against the de facto [TA Lib](https://mrjbq7.github.io/ta-lib/) if they share common indicators. +* Example Jupyter Notebooks under the [examples](https://github.com/twopirllc/pandas-ta/tree/master/examples) directory, including how to create Custom Strategies using the new [__Strategy__ Class](https://github.com/twopirllc/pandas-ta/tree/master/examples/PandaTA_Strategy_Examples.ipynb) +* Option to use __multiprocessing__ when using df.ta.strategy(). See below. * Easily add prefixes or suffixes or both to columns names. * Categories similar to [TA-lib](https://github.com/mrjbq7/ta-lib/tree/master/docs/func_groups) and tightly correlated with TA Lib in testing. +* A new 'ta' method called 'strategy'. By default, it runs __all__ the indicators or equivalent ta.AllStrategy. ## __Recent Changes__ @@ -30,7 +52,7 @@ All the indicators return a named Series or a DataFrame in uppercase underscore * Improved the calculation performance of indicators: _Exponential Moving Averagage_ and _Weighted Moving Average_. * Removed internal core optimizations when running ```df.ta.strategy('all')``` with multiprocessing. See the ```ta.strategy()``` method for more details. -* __New Indicators:__ Kaufman's _Efficiency Ratio_ **er**, Johnson's _Pretty Good Oscillator_ **pgo**, _Elder Ray Index_ **eri**, Martin's _Ulcer Index_ **ui** +* __New Indicators:__ Kaufman's _Efficiency Ratio_ **er**, Johnson's _Pretty Good Oscillator_ **pgo**, _Elder Ray Index_ **eri**, Martin's _Ulcer Index_ **ui**, _Squeeze_ **squeeze** (John Carter's TTM **and** Lazybear's TradingView versions) ## What is a Pandas DataFrame Extension? @@ -59,7 +81,7 @@ import pandas as pd import pandas_ta as ta # Load data -df = pd.read_csv('symbol.csv', sep=',') +df = pd.read_csv("path/symbol.csv", sep=",") # Calculate Returns and append to the df DataFrame df.ta.log_return(cumulative=True, append=True) @@ -161,8 +183,8 @@ df.ta.mp = True # Runs and appends all indicators to the current DataFrame by default # The resultant DataFrame will be large. df.ta.strategy() -# Or equivalently use name='all' -df.ta.strategy(name='all') +# Or equivalently use name="all" +df.ta.strategy(name="all") # Use verbose if you want to make sure it is running. df.ta.strategy(verbose=True) @@ -177,7 +199,7 @@ df.ta.strategy(cores=2) # Maybe you do not want certain indicators. # Just exclude (a list of) them. -df.ta.strategy(exclude=['bop', 'mom', 'percent_return', 'wcp', 'pvi'], verbose=True) +df.ta.strategy(exclude=["bop", "mom", "percent_return", "wcp", "pvi"], verbose=True) # Perhaps you want to use different values for indicators. # This will run ALL indicators that have fast or slow as parameters. @@ -255,7 +277,7 @@ time_series_in_order = df.ta.datetime_ordered ```python # Set ta to default to an adjusted column, 'adj_close', overriding default 'close' -df.ta.adjusted = 'adj_close' +df.ta.adjusted = "adj_close" df.ta.sma(length=10, append=True) # To reset back to 'close', set adjusted back to None @@ -269,7 +291,7 @@ df.ta.adjusted = None * _Doji_: **cdl_doji** * _Heikin-Ashi_: **ha** -## _Momentum_ (30) +## _Momentum_ (31) * _Awesome Oscillator_: **ao** * _Absolute Price Oscillator_: **apo** @@ -295,7 +317,9 @@ df.ta.adjusted = None * _Rate of Change_: **roc** * _Relative Strength Index_: **rsi** * _Relative Vigor Index_: **rvgi** -* _Slope_: **slope* +* _Slope_: **slope** +* _Squeeze_: **squeeze** + * Default is John Carter's. Enable Lazybear's by ```lazybear=True``` * _Stochastic Oscillator_: **stoch** * _Trix_: **trix** * _True strength index_: **tsi** @@ -446,7 +470,5 @@ Use parameter: cumulative=**True** for cumulative results. # Inspiration -* TradingView: http://www.tradingview.com * Original TA-LIB: http://ta-lib.org/ - -Please leave any comments, feedback, suggestions, or indicator requests. \ No newline at end of file +* TradingView: http://www.tradingview.com \ No newline at end of file diff --git a/examples/PandasTA_Strategy_Examples.ipynb b/examples/PandasTA_Strategy_Examples.ipynb index 00e9b9e..3dc6fa9 100644 --- a/examples/PandasTA_Strategy_Examples.ipynb +++ b/examples/PandasTA_Strategy_Examples.ipynb @@ -33,9 +33,6 @@ "%matplotlib inline\n", "import datetime as dt\n", "\n", - "# import matplotlib.pyplot as plt\n", - "# import mplfinance as mpf\n", - "\n", "import pandas as pd\n", "import pandas_ta as ta\n", "from alphaVantageAPI.alphavantage import AlphaVantage # pip install alphaVantage-api\n", @@ -88,7 +85,7 @@ "text": [ "name = All\n", "description = All the indicators with their default settings. Pandas TA default.\n", - "created = 07/25/2020, 11:24:19\n", + "created = 08/13/2020, 14:06:36\n", "ta = None\n" ] } @@ -119,7 +116,7 @@ "text": [ "name = Common Price and Volume SMAs\n", "description = Common Price SMAs: 10, 20, 50, 200 and Volume SMA: 20.\n", - "created = 07/25/2020, 11:24:19\n", + "created = 08/13/2020, 14:06:36\n", "ta = [{'kind': 'sma', 'length': 10}, {'kind': 'sma', 'length': 20}, {'kind': 'sma', 'length': 50}, {'kind': 'sma', 'length': 200}, {'kind': 'sma', 'close': 'volume', 'length': 20, 'prefix': 'VOL'}]\n" ] } @@ -161,7 +158,7 @@ { "data": { "text/plain": [ - "Strategy(name='A', ta=[{'kind': 'sma', 'length': 50}, {'kind': 'sma', 'length': 200}], description=None, created='07/25/2020, 11:24:19', last_run=None, run_time=None)" + "Strategy(name='A', ta=[{'kind': 'sma', 'length': 50}, {'kind': 'sma', 'length': 200}], description=None, created='08/13/2020, 14:06:36', last_run=None, run_time=None)" ] }, "execution_count": 4, @@ -189,7 +186,7 @@ { "data": { "text/plain": [ - "Strategy(name='B', ta=[{'kind': 'ema', 'length': 8}, {'kind': 'ema', 'length': 21}, {'kind': 'log_return', 'cumulative': True}, {'kind': 'rsi'}, {'kind': 'supertrend'}], description=None, created='07/25/2020, 11:24:19', last_run=None, run_time=None)" + "Strategy(name='B', ta=[{'kind': 'ema', 'length': 8}, {'kind': 'ema', 'length': 21}, {'kind': 'log_return', 'cumulative': True}, {'kind': 'rsi'}, {'kind': 'supertrend'}], description=None, created='08/13/2020, 14:06:36', last_run=None, run_time=None)" ] }, "execution_count": 5, @@ -217,7 +214,7 @@ { "data": { "text/plain": [ - "Strategy(name='Runtime Failure', ta=[{'kind': 'percet_return'}], description=None, created='07/25/2020, 11:24:19', last_run=None, run_time=None)" + "Strategy(name='Runtime Failure', ta=[{'kind': 'percet_return'}], description=None, created='08/13/2020, 14:06:36', last_run=None, run_time=None)" ] }, "execution_count": 6, @@ -438,19 +435,21 @@ "text": [ "[!] Loading All: SPY, IWM\n", "\n", - "[+] Downloading['D']: SPY\n", - "[+] Strategy: All\n", - "[i] Indicators with the following arguments: {'append': True}\n", - "[i] Excluded[10]: above, above_value, below, below_value, cross, cross_value, long_run, short_run, trend_return, vp\n", - "[i] Total indicators: 101\n", - "[i] Columns added: 152\n", + "[i] Loaded['D']: SPY_D.csv\n", "\n", - "[+] Downloading['D']: IWM\n", "[+] Strategy: All\n", "[i] Indicators with the following arguments: {'append': True}\n", "[i] Excluded[10]: above, above_value, below, below_value, cross, cross_value, long_run, short_run, trend_return, vp\n", - "[i] Total indicators: 101\n", - "[i] Columns added: 152\n" + "[i] Total indicators: 106\n", + "[i] Columns added: 161\n", + "\n", + "[i] Loaded['D']: IWM_D.csv\n", + "\n", + "[+] Strategy: All\n", + "[i] Indicators with the following arguments: {'append': True}\n", + "[i] Excluded[10]: above, above_value, below, below_value, cross, cross_value, long_run, short_run, trend_return, vp\n", + "[i] Total indicators: 106\n", + "[i] Columns added: 161\n" ] } ], @@ -476,11 +475,11 @@ " 1999-11-04 136.7500 137.3593 135.7656 136.5312 7907500.0 NaN \n", " 1999-11-05 138.6250 139.1093 136.7812 137.8750 7431500.0 136.332267 \n", " ... ... ... ... ... ... ... \n", - " 2020-07-20 321.4300 325.1300 320.6200 324.3200 56150230.0 320.673333 \n", - " 2020-07-21 326.4500 326.9300 323.9400 325.0100 57245315.0 322.353333 \n", - " 2020-07-22 324.6200 327.2000 324.5000 326.8600 57792915.0 323.313333 \n", - " 2020-07-23 326.4700 327.2300 321.4800 322.9600 75737989.0 324.014000 \n", - " 2020-07-24 320.9500 321.9900 319.2460 320.8800 73766597.0 323.886400 \n", + " 2020-08-03 328.3200 329.6200 327.7300 328.7900 53077948.0 324.481000 \n", + " 2020-08-04 327.8600 330.0600 327.8600 330.0600 41917893.0 325.969000 \n", + " 2020-08-05 331.4700 332.3900 331.1800 332.1100 42866354.0 327.486000 \n", + " 2020-08-06 331.4799 334.4600 331.1300 334.3300 43679447.0 329.613333 \n", + " 2020-08-07 333.2800 334.8800 332.3000 334.5700 57308270.0 331.431333 \n", " \n", " ABER_SG_5_15 ABER_XG_5_15 ABER_ATR_5_15 ACCBL_20 ... \\\n", " date ... \n", @@ -490,11 +489,11 @@ " 1999-11-04 NaN NaN NaN NaN ... \n", " 1999-11-05 NaN NaN NaN NaN ... \n", " ... ... ... ... ... ... \n", - " 2020-07-20 326.296123 315.050544 5.622790 300.906776 ... \n", - " 2020-07-21 327.800604 316.906063 5.447270 301.895656 ... \n", - " 2020-07-22 328.577452 318.049214 5.264119 302.558926 ... \n", - " 2020-07-23 329.310511 318.717489 5.296511 303.787477 ... \n", - " 2020-07-24 329.077410 318.695390 5.191010 305.041909 ... \n", + " 2020-08-03 329.279822 319.682178 4.798822 310.446385 ... \n", + " 2020-08-04 330.594567 321.343433 4.625567 311.363890 ... \n", + " 2020-08-05 331.958529 323.013471 4.472529 312.525051 ... \n", + " 2020-08-06 334.009694 325.216973 4.396360 313.851651 ... \n", + " 2020-08-07 335.706603 327.156064 4.275270 315.079492 ... \n", " \n", " VAR_30 VTXP_14 VTXM_14 VWAP VWMA_10 WCP \\\n", " date \n", @@ -504,40 +503,40 @@ " 1999-11-04 NaN NaN NaN 135.950504 NaN 136.546825 \n", " 1999-11-05 NaN NaN NaN 136.393305 NaN 137.910125 \n", " ... ... ... ... ... ... ... \n", - " 2020-07-20 45.091757 1.223611 0.623952 153.261128 318.474591 323.597500 \n", - " 2020-07-21 46.469833 1.211493 0.661493 153.278065 319.600245 325.222500 \n", - " 2020-07-22 50.919143 1.153997 0.689436 153.295250 320.677611 326.355000 \n", - " 2020-07-23 52.999190 1.085706 0.763560 153.317466 321.522738 323.657500 \n", - " 2020-07-24 48.773943 1.027629 0.904621 153.338694 321.846761 320.749000 \n", + " 2020-08-03 57.251134 1.206897 0.767558 153.442710 324.466620 328.732500 \n", + " 2020-08-04 61.042604 1.082328 0.821021 153.455376 324.980399 329.510000 \n", + " 2020-08-05 66.451426 1.140993 0.772348 153.468517 325.519127 331.947500 \n", + " 2020-08-06 66.871310 1.126000 0.759384 153.482010 326.674072 333.562500 \n", + " 2020-08-07 68.736662 1.136780 0.793263 153.499771 328.046373 334.080000 \n", " \n", - " WILLR_14 WMA_10 ZL_EMA_10 Z_30 \n", - " date \n", - " 1999-11-01 NaN NaN NaN NaN \n", - " 1999-11-02 NaN NaN NaN NaN \n", - " 1999-11-03 NaN NaN NaN NaN \n", - " 1999-11-04 NaN NaN NaN NaN \n", - " 1999-11-05 NaN NaN NaN NaN \n", - " ... ... ... ... ... \n", - " 2020-07-20 -3.801032 320.096545 323.215081 1.680556 \n", - " 2020-07-21 -10.750280 321.291636 324.115975 1.747819 \n", - " 2020-07-22 -2.058111 322.618909 325.718525 1.900614 \n", - " 2020-07-23 -25.800604 323.042909 325.442430 1.309102 \n", - " 2020-07-24 -38.368580 322.932727 323.987442 0.970050 \n", + " WILLR_14 WMA_10 ZL_EMA_10 Z_30 \n", + " date \n", + " 1999-11-01 NaN NaN NaN NaN \n", + " 1999-11-02 NaN NaN NaN NaN \n", + " 1999-11-03 NaN NaN NaN NaN \n", + " 1999-11-04 NaN NaN NaN NaN \n", + " 1999-11-05 NaN NaN NaN NaN \n", + " ... ... ... ... ... \n", + " 2020-08-03 -7.882241 324.879091 326.949511 1.533348 \n", + " 2020-08-04 0.000000 325.899273 328.413237 1.564577 \n", + " 2020-08-05 -2.130250 327.200364 330.567194 1.669003 \n", + " 2020-08-06 -0.854476 328.809636 332.671340 1.811966 \n", + " 2020-08-07 -1.982858 330.255818 334.067460 1.706720 \n", " \n", - " [5216 rows x 157 columns],\n", - " 'IWM': open high low close volume ABER_ZG_5_15 \\\n", + " [5226 rows x 166 columns],\n", + " 'IWM': open high low close volume ABER_ZG_5_15 \\\n", " date \n", - " 2000-05-26 91.06 91.440 90.63 91.44 37400.0 NaN \n", - " 2000-05-30 92.75 94.810 92.75 94.81 28800.0 NaN \n", - " 2000-05-31 95.13 96.380 95.13 95.75 18000.0 NaN \n", - " 2000-06-01 97.11 97.310 97.11 97.31 3500.0 NaN \n", - " 2000-06-02 101.70 102.400 101.70 102.40 14700.0 96.091333 \n", - " ... ... ... ... ... ... ... \n", - " 2020-07-20 146.12 146.850 145.15 145.96 19581689.0 145.160667 \n", - " 2020-07-21 147.47 149.160 147.20 148.03 24467065.0 146.623333 \n", - " 2020-07-22 147.09 148.670 147.03 148.11 24424808.0 146.904000 \n", - " 2020-07-23 147.98 150.200 146.70 148.26 21704889.0 147.400667 \n", - " 2020-07-24 147.29 147.665 145.56 146.08 20015547.0 147.375000 \n", + " 2000-05-26 91.06 91.44 90.630 91.44 37400.0 NaN \n", + " 2000-05-30 92.75 94.81 92.750 94.81 28800.0 NaN \n", + " 2000-05-31 95.13 96.38 95.130 95.75 18000.0 NaN \n", + " 2000-06-01 97.11 97.31 97.110 97.31 3500.0 NaN \n", + " 2000-06-02 101.70 102.40 101.700 102.40 14700.0 96.091333 \n", + " ... ... ... ... ... ... ... \n", + " 2020-08-03 148.29 149.97 147.220 149.76 20777073.0 147.841240 \n", + " 2020-08-04 149.39 150.93 149.045 150.79 20284998.0 148.543573 \n", + " 2020-08-05 152.29 153.89 151.780 153.79 18526867.0 149.455667 \n", + " 2020-08-06 153.80 154.44 152.910 153.73 18237747.0 150.580333 \n", + " 2020-08-07 153.45 156.25 153.150 156.17 20475155.0 152.255000 \n", " \n", " ABER_SG_5_15 ABER_XG_5_15 ABER_ATR_5_15 ACCBL_20 ... \\\n", " date ... \n", @@ -547,11 +546,11 @@ " 2000-06-01 NaN NaN NaN NaN ... \n", " 2000-06-02 NaN NaN NaN NaN ... \n", " ... ... ... ... ... ... \n", - " 2020-07-20 149.115307 141.206027 3.954640 133.720919 ... \n", - " 2020-07-21 150.527664 142.719003 3.904331 134.312771 ... \n", - " 2020-07-22 150.657375 143.150625 3.753375 134.568274 ... \n", - " 2020-07-23 151.137150 143.664183 3.736483 135.260831 ... \n", - " 2020-07-24 151.042385 143.707615 3.667385 135.937695 ... \n", + " 2020-08-03 151.267334 144.415146 3.426094 138.211786 ... \n", + " 2020-08-04 151.866928 145.220219 3.323355 138.745634 ... \n", + " 2020-08-05 152.764131 146.147202 3.308464 139.505985 ... \n", + " 2020-08-06 153.770234 147.390433 3.189900 140.638908 ... \n", + " 2020-08-07 155.438907 149.071093 3.183907 141.367213 ... \n", " \n", " VAR_30 VTXP_14 VTXM_14 VWAP VWMA_10 WCP \\\n", " date \n", @@ -561,27 +560,27 @@ " 2000-06-01 NaN NaN NaN 93.322938 NaN 97.26000 \n", " 2000-06-02 NaN NaN NaN 94.592497 NaN 102.22500 \n", " ... ... ... ... ... ... ... \n", - " 2020-07-20 14.347839 1.085970 0.934117 88.365517 143.089584 145.98000 \n", - " 2020-07-21 11.515402 1.030077 0.909147 88.373544 143.813948 148.10500 \n", - " 2020-07-22 10.497958 1.013525 0.935595 88.381529 144.438962 147.98000 \n", - " 2020-07-23 11.200568 0.993994 0.920849 88.388676 145.342850 148.35500 \n", - " 2020-07-24 9.687226 0.945133 0.982616 88.395051 145.807709 146.34625 \n", + " 2020-08-03 13.153452 1.049655 0.795808 88.434365 147.952990 149.17750 \n", + " 2020-08-04 14.524108 1.017624 0.832983 88.441240 148.233919 150.38875 \n", + " 2020-08-05 17.388419 1.071249 0.756733 88.447813 148.820541 153.31250 \n", + " 2020-08-06 18.515375 1.085935 0.763167 88.454336 149.381586 153.70250 \n", + " 2020-08-07 21.561803 1.098521 0.704961 88.461826 150.407528 155.43500 \n", " \n", - " WILLR_14 WMA_10 ZL_EMA_10 Z_30 \n", - " date \n", - " 2000-05-26 NaN NaN NaN NaN \n", - " 2000-05-30 NaN NaN NaN NaN \n", - " 2000-05-31 NaN NaN NaN NaN \n", - " 2000-06-01 NaN NaN NaN NaN \n", - " 2000-06-02 NaN NaN NaN NaN \n", - " ... ... ... ... ... \n", - " 2020-07-20 -17.267552 144.240000 146.914980 0.906142 \n", - " 2020-07-21 -9.479866 145.149091 147.299529 1.671168 \n", - " 2020-07-22 -8.808725 145.942909 147.801433 1.797089 \n", - " 2020-07-23 -14.969136 146.651818 148.188445 1.763914 \n", - " 2020-07-24 -31.790123 146.797273 147.826909 1.077936 \n", + " WILLR_14 WMA_10 ZL_EMA_10 Z_30 \n", + " date \n", + " 2000-05-26 NaN NaN NaN NaN \n", + " 2000-05-30 NaN NaN NaN NaN \n", + " 2000-05-31 NaN NaN NaN NaN \n", + " 2000-06-01 NaN NaN NaN NaN \n", + " 2000-06-02 NaN NaN NaN NaN \n", + " ... ... ... ... ... \n", + " 2020-08-03 -7.956600 148.136364 149.089824 1.564386 \n", + " 2020-08-04 -2.236422 148.653818 149.660765 1.685624 \n", + " 2020-08-05 -1.084599 149.666545 151.326081 2.173731 \n", + " 2020-08-06 -7.267144 150.565091 152.921339 1.973530 \n", + " 2020-08-07 -0.690846 151.807818 154.677459 2.241428 \n", " \n", - " [5072 rows x 157 columns]}" + " [5082 rows x 166 columns]}" ] }, "execution_count": 12, @@ -819,128 +818,128 @@ " ...\n", " \n", " \n", - " 2020-07-20\n", - " 321.4300\n", - " 325.1300\n", - " 320.6200\n", - " 324.3200\n", - " 56150230.0\n", - 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" 2020-07-23\n", - " 326.4700\n", - " 327.2300\n", - " 321.4800\n", - " 322.9600\n", - " 75737989.0\n", - " 324.014000\n", - " 329.310511\n", - " 318.717489\n", - " 5.296511\n", - " 303.787477\n", + " 2020-08-06\n", + " 331.4799\n", + " 334.4600\n", + " 331.1300\n", + " 334.3300\n", + " 43679447.0\n", + " 329.613333\n", + " 334.009694\n", + " 325.216973\n", + " 4.396360\n", + " 313.851651\n", " ...\n", - " 52.999190\n", - " 1.085706\n", - " 0.763560\n", - " 153.317466\n", - " 321.522738\n", - " 323.657500\n", - " -25.800604\n", - " 323.042909\n", - " 325.442430\n", - " 1.309102\n", + " 66.871310\n", + " 1.126000\n", + " 0.759384\n", + " 153.482010\n", + " 326.674072\n", + " 333.562500\n", + " -0.854476\n", + " 328.809636\n", + " 332.671340\n", + " 1.811966\n", " \n", " \n", - " 2020-07-24\n", - " 320.9500\n", - " 321.9900\n", - " 319.2460\n", - " 320.8800\n", - " 73766597.0\n", - " 323.886400\n", - " 329.077410\n", - " 318.695390\n", - " 5.191010\n", - " 305.041909\n", + " 2020-08-07\n", + " 333.2800\n", + " 334.8800\n", + " 332.3000\n", + " 334.5700\n", + " 57308270.0\n", + " 331.431333\n", + " 335.706603\n", + " 327.156064\n", + " 4.275270\n", + " 315.079492\n", " ...\n", - 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5216 rows × 157 columns

\n", + "

5226 rows × 166 columns

\n", "" ], "text/plain": [ @@ -952,11 +951,11 @@ "1999-11-04 136.7500 137.3593 135.7656 136.5312 7907500.0 NaN \n", "1999-11-05 138.6250 139.1093 136.7812 137.8750 7431500.0 136.332267 \n", "... ... ... ... ... ... ... \n", - "2020-07-20 321.4300 325.1300 320.6200 324.3200 56150230.0 320.673333 \n", - "2020-07-21 326.4500 326.9300 323.9400 325.0100 57245315.0 322.353333 \n", - "2020-07-22 324.6200 327.2000 324.5000 326.8600 57792915.0 323.313333 \n", - "2020-07-23 326.4700 327.2300 321.4800 322.9600 75737989.0 324.014000 \n", - "2020-07-24 320.9500 321.9900 319.2460 320.8800 73766597.0 323.886400 \n", + "2020-08-03 328.3200 329.6200 327.7300 328.7900 53077948.0 324.481000 \n", + "2020-08-04 327.8600 330.0600 327.8600 330.0600 41917893.0 325.969000 \n", + "2020-08-05 331.4700 332.3900 331.1800 332.1100 42866354.0 327.486000 \n", + "2020-08-06 331.4799 334.4600 331.1300 334.3300 43679447.0 329.613333 \n", + "2020-08-07 333.2800 334.8800 332.3000 334.5700 57308270.0 331.431333 \n", "\n", " ABER_SG_5_15 ABER_XG_5_15 ABER_ATR_5_15 ACCBL_20 ... \\\n", "date ... \n", @@ -966,11 +965,11 @@ "1999-11-04 NaN NaN NaN NaN ... \n", "1999-11-05 NaN NaN NaN NaN ... \n", "... ... ... ... ... ... \n", - "2020-07-20 326.296123 315.050544 5.622790 300.906776 ... \n", - "2020-07-21 327.800604 316.906063 5.447270 301.895656 ... \n", - "2020-07-22 328.577452 318.049214 5.264119 302.558926 ... \n", - "2020-07-23 329.310511 318.717489 5.296511 303.787477 ... \n", - "2020-07-24 329.077410 318.695390 5.191010 305.041909 ... \n", + "2020-08-03 329.279822 319.682178 4.798822 310.446385 ... \n", + "2020-08-04 330.594567 321.343433 4.625567 311.363890 ... \n", + "2020-08-05 331.958529 323.013471 4.472529 312.525051 ... \n", + "2020-08-06 334.009694 325.216973 4.396360 313.851651 ... \n", + "2020-08-07 335.706603 327.156064 4.275270 315.079492 ... \n", "\n", " VAR_30 VTXP_14 VTXM_14 VWAP VWMA_10 WCP \\\n", "date \n", @@ -980,27 +979,27 @@ "1999-11-04 NaN NaN NaN 135.950504 NaN 136.546825 \n", "1999-11-05 NaN NaN NaN 136.393305 NaN 137.910125 \n", "... ... ... ... ... ... ... \n", - "2020-07-20 45.091757 1.223611 0.623952 153.261128 318.474591 323.597500 \n", - "2020-07-21 46.469833 1.211493 0.661493 153.278065 319.600245 325.222500 \n", - "2020-07-22 50.919143 1.153997 0.689436 153.295250 320.677611 326.355000 \n", - "2020-07-23 52.999190 1.085706 0.763560 153.317466 321.522738 323.657500 \n", - "2020-07-24 48.773943 1.027629 0.904621 153.338694 321.846761 320.749000 \n", + "2020-08-03 57.251134 1.206897 0.767558 153.442710 324.466620 328.732500 \n", + "2020-08-04 61.042604 1.082328 0.821021 153.455376 324.980399 329.510000 \n", + "2020-08-05 66.451426 1.140993 0.772348 153.468517 325.519127 331.947500 \n", + "2020-08-06 66.871310 1.126000 0.759384 153.482010 326.674072 333.562500 \n", + "2020-08-07 68.736662 1.136780 0.793263 153.499771 328.046373 334.080000 \n", "\n", - " WILLR_14 WMA_10 ZL_EMA_10 Z_30 \n", - "date \n", - "1999-11-01 NaN NaN NaN NaN \n", - "1999-11-02 NaN NaN NaN NaN \n", - "1999-11-03 NaN NaN NaN NaN \n", - "1999-11-04 NaN NaN NaN NaN \n", - "1999-11-05 NaN NaN NaN NaN \n", - "... ... ... ... ... \n", - "2020-07-20 -3.801032 320.096545 323.215081 1.680556 \n", - "2020-07-21 -10.750280 321.291636 324.115975 1.747819 \n", - "2020-07-22 -2.058111 322.618909 325.718525 1.900614 \n", - "2020-07-23 -25.800604 323.042909 325.442430 1.309102 \n", - "2020-07-24 -38.368580 322.932727 323.987442 0.970050 \n", + " WILLR_14 WMA_10 ZL_EMA_10 Z_30 \n", + "date \n", + "1999-11-01 NaN NaN NaN NaN \n", + "1999-11-02 NaN NaN NaN NaN \n", + "1999-11-03 NaN NaN NaN NaN \n", + "1999-11-04 NaN NaN NaN NaN \n", + "1999-11-05 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "2020-08-03 -7.882241 324.879091 326.949511 1.533348 \n", + "2020-08-04 0.000000 325.899273 328.413237 1.564577 \n", + "2020-08-05 -2.130250 327.200364 330.567194 1.669003 \n", + "2020-08-06 -0.854476 328.809636 332.671340 1.811966 \n", + "2020-08-07 -1.982858 330.255818 334.067460 1.706720 \n", "\n", - "[5216 rows x 157 columns]" + "[5226 rows x 166 columns]" ] }, "execution_count": 13, @@ -1041,7 +1040,7 @@ { "data": { "text/plain": [ - "Strategy(name='A', ta=[{'kind': 'sma', 'length': 50}, {'kind': 'sma', 'length': 200}], description=None, created='07/25/2020, 11:24:19', last_run=None, run_time=None)" + "Strategy(name='A', ta=[{'kind': 'sma', 'length': 50}, {'kind': 'sma', 'length': 200}], description=None, created='08/13/2020, 14:06:36', last_run=None, run_time=None)" ] }, "execution_count": 14, @@ -1112,8 +1111,8 @@ " \n", " 2000-05-26\n", " 91.06\n", - " 91.440\n", - " 90.63\n", + " 91.44\n", + " 90.630\n", " 91.44\n", " 37400.0\n", " NaN\n", @@ -1122,8 +1121,8 @@ " \n", " 2000-05-30\n", " 92.75\n", - " 94.810\n", - " 92.75\n", + " 94.81\n", + " 92.750\n", " 94.81\n", " 28800.0\n", " NaN\n", @@ -1132,8 +1131,8 @@ " \n", " 2000-05-31\n", " 95.13\n", - " 96.380\n", - " 95.13\n", + " 96.38\n", + " 95.130\n", " 95.75\n", " 18000.0\n", " NaN\n", @@ -1142,8 +1141,8 @@ " \n", " 2000-06-01\n", " 97.11\n", - " 97.310\n", - " 97.11\n", + " 97.31\n", + " 97.110\n", " 97.31\n", " 3500.0\n", " NaN\n", @@ -1152,8 +1151,8 @@ " \n", " 2000-06-02\n", " 101.70\n", - " 102.400\n", - " 101.70\n", + " 102.40\n", + " 101.700\n", " 102.40\n", " 14700.0\n", " NaN\n", @@ -1170,76 +1169,76 @@ " ...\n", " \n", " \n", - " 2020-07-20\n", - " 146.12\n", - " 146.850\n", - " 145.15\n", - " 145.96\n", - " 19581689.0\n", - " 139.7062\n", - " 145.93605\n", + " 2020-08-03\n", + " 148.29\n", + " 149.97\n", + " 147.220\n", + " 149.76\n", + " 20777073.0\n", + " 143.4364\n", + " 145.88375\n", " \n", " \n", - " 2020-07-21\n", - " 147.47\n", - " 149.160\n", - " 147.20\n", - " 148.03\n", - " 24467065.0\n", - " 140.0196\n", - " 145.93750\n", + " 2020-08-04\n", + " 149.39\n", + " 150.93\n", + " 149.045\n", + " 150.79\n", + " 20284998.0\n", + " 143.7544\n", + " 145.87100\n", " \n", " \n", - " 2020-07-22\n", - " 147.09\n", - " 148.670\n", - " 147.03\n", - " 148.11\n", - " 24424808.0\n", - " 140.3478\n", - " 145.93235\n", + " 2020-08-05\n", + " 152.29\n", + " 153.89\n", + " 151.780\n", + " 153.79\n", + " 18526867.0\n", + " 144.0546\n", + " 145.87690\n", " \n", " \n", - " 2020-07-23\n", - " 147.98\n", - " 150.200\n", - " 146.70\n", - " 148.26\n", - " 21704889.0\n", - " 140.7736\n", - " 145.92925\n", + " 2020-08-06\n", + " 153.80\n", + " 154.44\n", + " 152.910\n", + " 153.73\n", + " 18237747.0\n", + " 144.2674\n", + " 145.87535\n", " \n", " \n", - " 2020-07-24\n", - " 147.29\n", - " 147.665\n", - " 145.56\n", - " 146.08\n", - " 20015547.0\n", - " 141.2408\n", - " 145.92735\n", + " 2020-08-07\n", + " 153.45\n", + " 156.25\n", + " 153.150\n", + " 156.17\n", + " 20475155.0\n", + " 144.5968\n", + " 145.88515\n", " \n", " \n", "\n", - "

5072 rows × 7 columns

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5082 rows × 7 columns

\n", "" ], "text/plain": [ - " open high low close volume SMA_50 SMA_200\n", + " open high low close volume SMA_50 SMA_200\n", "date \n", - "2000-05-26 91.06 91.440 90.63 91.44 37400.0 NaN NaN\n", - "2000-05-30 92.75 94.810 92.75 94.81 28800.0 NaN NaN\n", - "2000-05-31 95.13 96.380 95.13 95.75 18000.0 NaN NaN\n", - "2000-06-01 97.11 97.310 97.11 97.31 3500.0 NaN NaN\n", - "2000-06-02 101.70 102.400 101.70 102.40 14700.0 NaN NaN\n", - "... ... ... ... ... ... ... ...\n", - "2020-07-20 146.12 146.850 145.15 145.96 19581689.0 139.7062 145.93605\n", - "2020-07-21 147.47 149.160 147.20 148.03 24467065.0 140.0196 145.93750\n", - "2020-07-22 147.09 148.670 147.03 148.11 24424808.0 140.3478 145.93235\n", - "2020-07-23 147.98 150.200 146.70 148.26 21704889.0 140.7736 145.92925\n", - "2020-07-24 147.29 147.665 145.56 146.08 20015547.0 141.2408 145.92735\n", + "2000-05-26 91.06 91.44 90.630 91.44 37400.0 NaN NaN\n", + "2000-05-30 92.75 94.81 92.750 94.81 28800.0 NaN NaN\n", + "2000-05-31 95.13 96.38 95.130 95.75 18000.0 NaN NaN\n", + "2000-06-01 97.11 97.31 97.110 97.31 3500.0 NaN NaN\n", + "2000-06-02 101.70 102.40 101.700 102.40 14700.0 NaN NaN\n", + "... ... ... ... ... ... ... ...\n", + "2020-08-03 148.29 149.97 147.220 149.76 20777073.0 143.4364 145.88375\n", + "2020-08-04 149.39 150.93 149.045 150.79 20284998.0 143.7544 145.87100\n", + "2020-08-05 152.29 153.89 151.780 153.79 18526867.0 144.0546 145.87690\n", + "2020-08-06 153.80 154.44 152.910 153.73 18237747.0 144.2674 145.87535\n", + "2020-08-07 153.45 156.25 153.150 156.17 20475155.0 144.5968 145.88515\n", "\n", - "[5072 rows x 7 columns]" + "[5082 rows x 7 columns]" ] }, "execution_count": 15, @@ -1266,7 +1265,7 @@ { "data": { "text/plain": [ - "Strategy(name='B', ta=[{'kind': 'ema', 'length': 8}, {'kind': 'ema', 'length': 21}, {'kind': 'log_return', 'cumulative': True}, {'kind': 'rsi'}, {'kind': 'supertrend'}], description=None, created='07/25/2020, 11:24:19', last_run=None, run_time=None)" + "Strategy(name='B', ta=[{'kind': 'ema', 'length': 8}, {'kind': 'ema', 'length': 21}, {'kind': 'log_return', 'cumulative': True}, {'kind': 'rsi'}, {'kind': 'supertrend'}], description=None, created='08/13/2020, 14:06:36', last_run=None, run_time=None)" ] }, "execution_count": 16, @@ -1443,88 +1442,88 @@ " ...\n", " \n", " \n", - " 2020-07-20\n", - " 321.4300\n", - " 325.1300\n", - " 320.6200\n", - " 324.3200\n", - " 56150230.0\n", - " 319.783320\n", - " 315.076450\n", - " 0.872298\n", - " 63.569724\n", - " 307.890439\n", + " 2020-08-03\n", + " 328.3200\n", + " 329.6200\n", + " 327.7300\n", + " 328.7900\n", + " 53077948.0\n", + " 324.905853\n", + " 321.008656\n", + " 0.885986\n", + " 63.588396\n", + " 315.941819\n", " 1\n", - " 307.890439\n", + " 315.941819\n", " NaN\n", " \n", " \n", - " 2020-07-21\n", - " 326.4500\n", - " 326.9300\n", - " 323.9400\n", - " 325.0100\n", - " 57245315.0\n", - " 320.944805\n", - " 315.979500\n", - " 0.874423\n", - " 64.179426\n", - " 311.309662\n", + " 2020-08-04\n", + " 327.8600\n", + " 330.0600\n", + " 327.8600\n", + " 330.0600\n", + " 41917893.0\n", + " 326.051219\n", + " 321.831506\n", + " 0.889842\n", + " 64.860247\n", + " 317.102987\n", " 1\n", - " 311.309662\n", + " 317.102987\n", " NaN\n", " \n", " \n", - " 2020-07-22\n", - " 324.6200\n", - " 327.2000\n", - " 324.5000\n", - " 326.8600\n", - " 57792915.0\n", - " 322.259293\n", - " 316.968636\n", - " 0.880099\n", - " 65.830627\n", - " 312.585425\n", + " 2020-08-05\n", + " 331.4700\n", + " 332.3900\n", + " 331.1800\n", + " 332.1100\n", + " 42866354.0\n", + " 327.397615\n", + " 322.765914\n", + " 0.896033\n", + " 66.871790\n", + " 320.623275\n", " 1\n", - " 312.585425\n", + " 320.623275\n", " NaN\n", " \n", " \n", - " 2020-07-23\n", - " 326.4700\n", - " 327.2300\n", - " 321.4800\n", - " 322.9600\n", - " 75737989.0\n", - " 322.415005\n", - " 317.513306\n", - " 0.868096\n", - " 59.594031\n", - " 312.585425\n", + " 2020-08-06\n", + " 331.4799\n", + " 334.4600\n", + " 331.1300\n", + " 334.3300\n", + " 43679447.0\n", + " 328.938145\n", + " 323.817195\n", + " 0.902696\n", + " 68.945012\n", + " 321.800664\n", " 1\n", - " 312.585425\n", + " 321.800664\n", " NaN\n", " \n", " \n", - " 2020-07-24\n", - " 320.9500\n", - " 321.9900\n", - " 319.2460\n", - " 320.8800\n", - " 73766597.0\n", - " 322.073893\n", - " 317.819369\n", - " 0.861634\n", - " 56.518677\n", - " 312.585425\n", + " 2020-08-07\n", + " 333.2800\n", + " 334.8800\n", + " 332.3000\n", + " 334.5700\n", + " 57308270.0\n", + " 330.189668\n", + " 324.794723\n", + " 0.903413\n", + " 69.169642\n", + " 323.060569\n", " 1\n", - " 312.585425\n", + " 323.060569\n", " NaN\n", " \n", " \n", "\n", - "

5216 rows × 13 columns

\n", + "

5226 rows × 13 columns

\n", "" ], "text/plain": [ @@ -1536,11 +1535,11 @@ "1999-11-04 136.7500 137.3593 135.7656 136.5312 7907500.0 NaN \n", "1999-11-05 138.6250 139.1093 136.7812 137.8750 7431500.0 NaN \n", "... ... ... ... ... ... ... \n", - "2020-07-20 321.4300 325.1300 320.6200 324.3200 56150230.0 319.783320 \n", - "2020-07-21 326.4500 326.9300 323.9400 325.0100 57245315.0 320.944805 \n", - "2020-07-22 324.6200 327.2000 324.5000 326.8600 57792915.0 322.259293 \n", - "2020-07-23 326.4700 327.2300 321.4800 322.9600 75737989.0 322.415005 \n", - "2020-07-24 320.9500 321.9900 319.2460 320.8800 73766597.0 322.073893 \n", + "2020-08-03 328.3200 329.6200 327.7300 328.7900 53077948.0 324.905853 \n", + "2020-08-04 327.8600 330.0600 327.8600 330.0600 41917893.0 326.051219 \n", + "2020-08-05 331.4700 332.3900 331.1800 332.1100 42866354.0 327.397615 \n", + "2020-08-06 331.4799 334.4600 331.1300 334.3300 43679447.0 328.938145 \n", + "2020-08-07 333.2800 334.8800 332.3000 334.5700 57308270.0 330.189668 \n", "\n", " EMA_21 CUMLOGRET_1 RSI_14 SUPERT_7_3.0 SUPERTd_7_3.0 \\\n", "date \n", @@ -1550,11 +1549,11 @@ "1999-11-04 NaN 0.007120 69.153995 NaN 1 \n", "1999-11-05 NaN 0.016915 79.896816 NaN 1 \n", "... ... ... ... ... ... \n", - "2020-07-20 315.076450 0.872298 63.569724 307.890439 1 \n", - "2020-07-21 315.979500 0.874423 64.179426 311.309662 1 \n", - "2020-07-22 316.968636 0.880099 65.830627 312.585425 1 \n", - "2020-07-23 317.513306 0.868096 59.594031 312.585425 1 \n", - "2020-07-24 317.819369 0.861634 56.518677 312.585425 1 \n", + "2020-08-03 321.008656 0.885986 63.588396 315.941819 1 \n", + "2020-08-04 321.831506 0.889842 64.860247 317.102987 1 \n", + "2020-08-05 322.765914 0.896033 66.871790 320.623275 1 \n", + "2020-08-06 323.817195 0.902696 68.945012 321.800664 1 \n", + "2020-08-07 324.794723 0.903413 69.169642 323.060569 1 \n", "\n", " SUPERTl_7_3.0 SUPERTs_7_3.0 \n", "date \n", @@ -1564,13 +1563,13 @@ "1999-11-04 NaN NaN \n", "1999-11-05 NaN NaN \n", "... ... ... \n", - "2020-07-20 307.890439 NaN \n", - "2020-07-21 311.309662 NaN \n", - "2020-07-22 312.585425 NaN \n", - "2020-07-23 312.585425 NaN \n", - "2020-07-24 312.585425 NaN \n", + "2020-08-03 315.941819 NaN \n", + "2020-08-04 317.102987 NaN \n", + "2020-08-05 320.623275 NaN \n", + "2020-08-06 321.800664 NaN \n", + "2020-08-07 323.060569 NaN \n", "\n", - "[5216 rows x 13 columns]" + "[5226 rows x 13 columns]" ] }, "execution_count": 17, @@ -1597,7 +1596,7 @@ { "data": { "text/plain": [ - "Strategy(name='Runtime Failure', ta=[{'kind': 'percet_return'}], description=None, created='07/25/2020, 11:24:19', last_run=None, run_time=None)" + "Strategy(name='Runtime Failure', ta=[{'kind': 'percet_return'}], description=None, created='08/13/2020, 14:06:36', last_run=None, run_time=None)" ] }, "execution_count": 18, @@ -1664,7 +1663,7 @@ { "data": { "text/plain": [ - "Strategy(name='Volume MAs and Price MA chain', ta=[{'kind': 'ema', 'close': 'volume', 'length': 10, 'prefix': 'VOLUME'}, {'kind': 'sma', 'close': 'volume', 'length': 20, 'prefix': 'VOLUME'}, {'kind': 'ema', 'length': 5}, {'kind': 'linreg', 'close': 'EMA_5', 'length': 8, 'prefix': 'EMA_5'}], description=None, created='07/25/2020, 11:24:19', last_run=None, run_time=None)" + "Strategy(name='Volume MAs and Price MA chain', ta=[{'kind': 'ema', 'close': 'volume', 'length': 10, 'prefix': 'VOLUME'}, {'kind': 'sma', 'close': 'volume', 'length': 20, 'prefix': 'VOLUME'}, {'kind': 'ema', 'length': 5}, {'kind': 'linreg', 'close': 'EMA_5', 'length': 8, 'prefix': 'EMA_5'}], description=None, created='08/13/2020, 14:06:36', last_run=None, run_time=None)" ] }, "execution_count": 20, @@ -1838,68 +1837,68 @@ " ...\n", " \n", " \n", - " 2020-07-20\n", - " 321.4300\n", - " 325.1300\n", - " 320.6200\n", - " 324.3200\n", - " 56150230.0\n", - " 7.254859e+07\n", - " 81019145.80\n", - " 321.398416\n", - " 320.058000\n", + " 2020-08-03\n", + " 328.3200\n", + " 329.6200\n", + " 327.7300\n", + " 328.7900\n", + " 53077948.0\n", + " 6.356132e+07\n", + " 67676139.65\n", + " 325.930029\n", + " 324.414365\n", " \n", " \n", - " 2020-07-21\n", - " 326.4500\n", - " 326.9300\n", - " 323.9400\n", - " 325.0100\n", - " 57245315.0\n", - " 6.976618e+07\n", - " 80181050.95\n", - " 322.602277\n", - " 321.307000\n", + " 2020-08-04\n", + " 327.8600\n", + " 330.0600\n", + " 327.8600\n", + " 330.0600\n", + " 41917893.0\n", + " 5.962615e+07\n", + " 65642864.00\n", + " 327.306686\n", + " 325.659418\n", " \n", " \n", - " 2020-07-22\n", - " 324.6200\n", - " 327.2000\n", - " 324.5000\n", - " 326.8600\n", - " 57792915.0\n", - " 6.758922e+07\n", - " 79667351.70\n", - " 324.021518\n", - " 322.687127\n", + " 2020-08-05\n", + " 331.4700\n", + " 332.3900\n", + " 331.1800\n", + " 332.1100\n", + " 42866354.0\n", + " 5.657892e+07\n", + " 65076051.60\n", + " 328.907791\n", + " 327.088818\n", " \n", " \n", - " 2020-07-23\n", - " 326.4700\n", - " 327.2300\n", - " 321.4800\n", - " 322.9600\n", - " 75737989.0\n", - " 6.907082e+07\n", - " 76850881.55\n", - " 323.667679\n", - " 323.406458\n", + " 2020-08-06\n", + " 331.4799\n", + " 334.4600\n", + " 331.1300\n", + " 334.3300\n", + " 43679447.0\n", + " 5.423356e+07\n", + " 63106069.35\n", + " 330.715194\n", + " 328.776395\n", " \n", " \n", - " 2020-07-24\n", - " 320.9500\n", - " 321.9900\n", - " 319.2460\n", - " 320.8800\n", - " 73766597.0\n", - " 6.992459e+07\n", - " 76090907.45\n", - " 322.738452\n", - " 323.487321\n", + " 2020-08-07\n", + " 333.2800\n", + " 334.8800\n", + " 332.3000\n", + " 334.5700\n", + " 57308270.0\n", + " 5.479260e+07\n", + " 63098761.05\n", + " 332.000129\n", + " 330.344700\n", " \n", " \n", "\n", - "

5216 rows × 9 columns

\n", + "

5226 rows × 9 columns

\n", "" ], "text/plain": [ @@ -1911,11 +1910,11 @@ "1999-11-04 136.7500 137.3593 135.7656 136.5312 7907500.0 NaN \n", "1999-11-05 138.6250 139.1093 136.7812 137.8750 7431500.0 NaN \n", "... ... ... ... ... ... ... \n", - "2020-07-20 321.4300 325.1300 320.6200 324.3200 56150230.0 7.254859e+07 \n", - "2020-07-21 326.4500 326.9300 323.9400 325.0100 57245315.0 6.976618e+07 \n", - "2020-07-22 324.6200 327.2000 324.5000 326.8600 57792915.0 6.758922e+07 \n", - "2020-07-23 326.4700 327.2300 321.4800 322.9600 75737989.0 6.907082e+07 \n", - "2020-07-24 320.9500 321.9900 319.2460 320.8800 73766597.0 6.992459e+07 \n", + "2020-08-03 328.3200 329.6200 327.7300 328.7900 53077948.0 6.356132e+07 \n", + "2020-08-04 327.8600 330.0600 327.8600 330.0600 41917893.0 5.962615e+07 \n", + "2020-08-05 331.4700 332.3900 331.1800 332.1100 42866354.0 5.657892e+07 \n", + "2020-08-06 331.4799 334.4600 331.1300 334.3300 43679447.0 5.423356e+07 \n", + "2020-08-07 333.2800 334.8800 332.3000 334.5700 57308270.0 5.479260e+07 \n", "\n", " VOLUME_SMA_20 EMA_5 EMA_5_LR_8 \n", "date \n", @@ -1925,13 +1924,13 @@ "1999-11-04 NaN NaN NaN \n", "1999-11-05 NaN 136.012480 NaN \n", "... ... ... ... \n", - "2020-07-20 81019145.80 321.398416 320.058000 \n", - "2020-07-21 80181050.95 322.602277 321.307000 \n", - "2020-07-22 79667351.70 324.021518 322.687127 \n", - "2020-07-23 76850881.55 323.667679 323.406458 \n", - "2020-07-24 76090907.45 322.738452 323.487321 \n", + "2020-08-03 67676139.65 325.930029 324.414365 \n", + "2020-08-04 65642864.00 327.306686 325.659418 \n", + "2020-08-05 65076051.60 328.907791 327.088818 \n", + "2020-08-06 63106069.35 330.715194 328.776395 \n", + "2020-08-07 63098761.05 332.000129 330.344700 \n", "\n", - "[5216 rows x 9 columns]" + "[5226 rows x 9 columns]" ] }, "execution_count": 22, @@ -1966,7 +1965,7 @@ { "data": { "text/plain": [ - "Strategy(name='MACD BBands', ta=[{'kind': 'macd'}, {'kind': 'bbands', 'close': 'MACD_12_26_9', 'length': 20, 'prefix': 'MACD'}], description='BBANDS_20 applied to MACD', created='07/25/2020, 11:24:19', last_run=None, run_time=None)" + "Strategy(name='MACD BBands', ta=[{'kind': 'macd'}, {'kind': 'bbands', 'close': 'MACD_12_26_9', 'length': 20, 'prefix': 'MACD'}], description='BBANDS_20 applied to MACD', created='08/13/2020, 14:06:36', last_run=None, run_time=None)" ] }, "execution_count": 23, @@ -2017,8 +2016,7 @@ "output_type": "stream", "text": [ "\n", - "[i] Loaded['D']: SPY_D.csv\n", - "[i] Set 'df.ta.mp = True' to enable multiprocessing. This computer has 4 cores. Default: False\n" + "[i] Loaded['D']: SPY_D.csv\n" ] }, { @@ -2155,78 +2153,78 @@ " ...\n", " \n", " \n", - " 2020-07-20\n", - " 321.4300\n", - " 325.1300\n", - " 320.6200\n", - " 324.3200\n", - " 56150230.0\n", - " 4.422827\n", - " 0.713695\n", - " 3.709131\n", - " 1.351168\n", - " 3.153296\n", - " 4.955423\n", + " 2020-08-03\n", + " 328.3200\n", + " 329.6200\n", + " 327.7300\n", + " 328.7900\n", + " 53077948.0\n", + " 4.145676\n", + " 0.044200\n", + " 4.101476\n", + " 2.663290\n", + " 3.903671\n", + " 5.144053\n", " \n", " \n", - " 2020-07-21\n", - " 326.4500\n", - " 326.9300\n", - " 323.9400\n", - " 325.0100\n", - " 57245315.0\n", - " 4.651974\n", - " 0.754274\n", - " 3.897700\n", - " 1.341550\n", - " 3.157320\n", - " 4.973090\n", + " 2020-08-04\n", + " 327.8600\n", + " 330.0600\n", + " 327.8600\n", + " 330.0600\n", + " 41917893.0\n", + " 4.346664\n", + " 0.196151\n", + " 4.150513\n", + " 2.857113\n", + " 3.983825\n", + " 5.110538\n", " \n", " \n", - " 2020-07-22\n", - " 324.6200\n", - " 327.2000\n", - " 324.5000\n", - " 326.8600\n", - " 57792915.0\n", - " 4.926070\n", - " 0.822696\n", - " 4.103374\n", - " 1.279092\n", - " 3.183563\n", - " 5.088035\n", + " 2020-08-05\n", + " 331.4700\n", + " 332.3900\n", + " 331.1800\n", + " 332.1100\n", + " 42866354.0\n", + " 4.618133\n", + " 0.374095\n", + " 4.244037\n", + " 3.005246\n", + " 4.064763\n", + " 5.124280\n", " \n", " \n", - " 2020-07-23\n", - " 326.4700\n", - " 327.2300\n", - " 321.4800\n", - " 322.9600\n", - " 75737989.0\n", - " 4.773569\n", - " 0.536156\n", - " 4.237413\n", - " 1.215602\n", - " 3.243110\n", - " 5.270617\n", + " 2020-08-06\n", + " 331.4799\n", + " 334.4600\n", + " 331.1300\n", + " 334.3300\n", + " 43679447.0\n", + " 4.955287\n", + " 0.569000\n", + " 4.386287\n", + " 3.150841\n", + " 4.161426\n", + " 5.172011\n", " \n", " \n", - " 2020-07-24\n", - " 320.9500\n", - " 321.9900\n", - " 319.2460\n", - " 320.8800\n", - " 73766597.0\n", - " 4.433763\n", - " 0.157080\n", - " 4.276683\n", - " 1.211360\n", - " 3.306770\n", - " 5.402179\n", + " 2020-08-07\n", + " 333.2800\n", + " 334.8800\n", + " 332.3000\n", + " 334.5700\n", + " 57308270.0\n", + " 5.182114\n", + " 0.636661\n", + " 4.545453\n", + " 3.241963\n", + " 4.257462\n", + " 5.272961\n", " \n", " \n", "\n", - "

5216 rows × 11 columns

\n", + "

5226 rows × 11 columns

\n", "" ], "text/plain": [ @@ -2238,11 +2236,11 @@ "1999-11-04 136.7500 137.3593 135.7656 136.5312 7907500.0 NaN \n", "1999-11-05 138.6250 139.1093 136.7812 137.8750 7431500.0 NaN \n", "... ... ... ... ... ... ... \n", - "2020-07-20 321.4300 325.1300 320.6200 324.3200 56150230.0 4.422827 \n", - "2020-07-21 326.4500 326.9300 323.9400 325.0100 57245315.0 4.651974 \n", - "2020-07-22 324.6200 327.2000 324.5000 326.8600 57792915.0 4.926070 \n", - "2020-07-23 326.4700 327.2300 321.4800 322.9600 75737989.0 4.773569 \n", - "2020-07-24 320.9500 321.9900 319.2460 320.8800 73766597.0 4.433763 \n", + "2020-08-03 328.3200 329.6200 327.7300 328.7900 53077948.0 4.145676 \n", + "2020-08-04 327.8600 330.0600 327.8600 330.0600 41917893.0 4.346664 \n", + "2020-08-05 331.4700 332.3900 331.1800 332.1100 42866354.0 4.618133 \n", + "2020-08-06 331.4799 334.4600 331.1300 334.3300 43679447.0 4.955287 \n", + "2020-08-07 333.2800 334.8800 332.3000 334.5700 57308270.0 5.182114 \n", "\n", " MACDh_12_26_9 MACDs_12_26_9 MACD_BBL_20_2.0 MACD_BBM_20_2.0 \\\n", "date \n", @@ -2252,11 +2250,11 @@ "1999-11-04 NaN NaN NaN NaN \n", "1999-11-05 NaN NaN NaN NaN \n", "... ... ... ... ... \n", - "2020-07-20 0.713695 3.709131 1.351168 3.153296 \n", - "2020-07-21 0.754274 3.897700 1.341550 3.157320 \n", - "2020-07-22 0.822696 4.103374 1.279092 3.183563 \n", - "2020-07-23 0.536156 4.237413 1.215602 3.243110 \n", - "2020-07-24 0.157080 4.276683 1.211360 3.306770 \n", + "2020-08-03 0.044200 4.101476 2.663290 3.903671 \n", + "2020-08-04 0.196151 4.150513 2.857113 3.983825 \n", + "2020-08-05 0.374095 4.244037 3.005246 4.064763 \n", + "2020-08-06 0.569000 4.386287 3.150841 4.161426 \n", + "2020-08-07 0.636661 4.545453 3.241963 4.257462 \n", "\n", " MACD_BBU_20_2.0 \n", "date \n", @@ -2266,13 +2264,13 @@ "1999-11-04 NaN \n", "1999-11-05 NaN \n", "... ... \n", - "2020-07-20 4.955423 \n", - "2020-07-21 4.973090 \n", - "2020-07-22 5.088035 \n", - "2020-07-23 5.270617 \n", - "2020-07-24 5.402179 \n", + "2020-08-03 5.144053 \n", + "2020-08-04 5.110538 \n", + "2020-08-05 5.124280 \n", + "2020-08-06 5.172011 \n", + "2020-08-07 5.272961 \n", "\n", - "[5216 rows x 11 columns]" + "[5226 rows x 11 columns]" ] }, "execution_count": 25, @@ -2314,7 +2312,7 @@ { "data": { "text/plain": [ - "Strategy(name='Momo, Bands and SMAs and Cumulative Log Returns', ta=[{'kind': 'sma', 'length': 50}, {'kind': 'sma', 'length': 200}, {'kind': 'bbands', 'length': 20}, {'kind': 'macd'}, {'kind': 'rsi'}, {'kind': 'log_return', 'cumulative': True}, {'kind': 'sma', 'close': 'CUMLOGRET_1', 'length': 5, 'suffix': 'CUMLOGRET'}], description='MACD and RSI Momo with BBANDS and SMAs 50 & 200 and Cumulative Log Returns', created='07/25/2020, 11:24:19', last_run=None, run_time=None)" + "Strategy(name='Momo, Bands and SMAs and Cumulative Log Returns', ta=[{'kind': 'sma', 'length': 50}, {'kind': 'sma', 'length': 200}, {'kind': 'bbands', 'length': 20}, {'kind': 'macd'}, {'kind': 'rsi'}, {'kind': 'log_return', 'cumulative': True}, {'kind': 'sma', 'close': 'CUMLOGRET_1', 'length': 5, 'suffix': 'CUMLOGRET'}], description='MACD and RSI Momo with BBANDS and SMAs 50 & 200 and Cumulative Log Returns', created='08/13/2020, 14:06:36', last_run=None, run_time=None)" ] }, "execution_count": 26, @@ -2373,7 +2371,7 @@ "text": [ "\n", "[i] Loaded['D']: SPY_D.csv\n", - "[i] Runtime: 34.4336 ms (0.0344 s)\n" + "[i] Runtime: 41.1088 ms (0.0411 s)\n" ] }, { @@ -2987,9 +2985,7 @@ "source": [ "spy = watch.load('SPY', timed=True)\n", "# Apply constants to the DataFrame for indicators\n", - "spy.ta.constants(True, 0, 0, 1) # 0\n", - "spy.ta.constants(True, 30, 30, 1) # 30\n", - "spy.ta.constants(True, 70, 70, 1) # 70\n", + "spy.ta.constants(True, [0, 30, 70])\n", "spy.head(20)" ] }, diff --git a/examples/example.ipynb b/examples/example.ipynb index d66783c..3ca479b 100644 --- a/examples/example.ipynb +++ b/examples/example.ipynb @@ -25,8 +25,12 @@ "source": [ "%matplotlib inline\n", "import datetime as dt\n", - "import matplotlib.pyplot as plt\n", + "import random as rnd\n", + "\n", + "import numpy as np\n", "import pandas as pd\n", + "import mplfinance as mpf\n", + "\n", "import pandas_ta as ta\n", "%pylab inline\n", "\n", @@ -51,10 +55,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "pandas.ta - Technical Analysis Indicators - v0.1.75b\n", - "Total Indicators: 111\n", + "pandas.ta - Technical Analysis Indicators - v0.1.82b\n", + "Total Indicators: 116\n", "Abbreviations:\n", - " aberration, above, above_value, accbands, ad, adosc, adx, amat, ao, aobv, apo, aroon, atr, bbands, below, below_value, bias, bop, brar, cci, cdl_doji, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, decreasing, dema, donchian, dpo, efi, ema, entropy, eom, fisher, fwma, ha, hl2, hlc3, hma, ichimoku, increasing, inertia, kama, kc, kdj, kst, kurtosis, linear_decay, linreg, log_return, long_run, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, pdist, percent_return, ppo, psar, psl, pvi, pvo, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, rvgi, rvi, short_run, sinwma, skew, slope, sma, stdev, stoch, supertrend, swma, t3, tema, trend_return, trima, trix, true_range, tsi, uo, variance, vortex, vp, vwap, vwma, wcp, willr, wma, zlma, zscore\n" + " aberration, above, above_value, accbands, ad, adosc, adx, amat, ao, aobv, apo, aroon, atr, bbands, below, below_value, bias, bop, brar, cci, cdl_doji, cg, chop, cksp, cmf, cmo, coppock, cross, cross_value, decreasing, dema, donchian, dpo, efi, ema, entropy, eom, er, eri, fisher, fwma, ha, hl2, hlc3, hma, ichimoku, increasing, inertia, kama, kc, kdj, kst, kurtosis, linear_decay, linreg, log_return, long_run, macd, mad, massi, median, mfi, midpoint, midprice, mom, natr, nvi, obv, ohlc4, pdist, percent_return, pgo, ppo, psar, psl, pvi, pvo, pvol, pvt, pwma, qstick, quantile, rma, roc, rsi, rvgi, rvi, short_run, sinwma, skew, slope, sma, squeeze, stdev, stoch, supertrend, swma, t3, tema, trend_return, trima, trix, true_range, tsi, ui, uo, variance, vortex, vp, vwap, vwma, wcp, willr, wma, zlma, zscore\n" ] } ], @@ -78,21 +82,29 @@ "name": "stdout", "output_type": "stream", "text": [ - "Help on function sma in module pandas_ta.overlap.sma:\n", + "Help on function ema in module pandas_ta.overlap.ema:\n", "\n", - "sma(close, length=None, offset=None, **kwargs)\n", - " Simple Moving Average (SMA)\n", + "ema(close, length=None, offset=None, **kwargs)\n", + " Exponential Moving Average (EMA)\n", " \n", - " The Simple Moving Average is the classic moving average that is the equally\n", - " weighted average over n periods.\n", + " The Exponential Moving Average is more responsive moving average compared to the\n", + " Simple Moving Average (SMA). The weights are determined by alpha which is\n", + " proportional to it's length. There are several different methods of calculating\n", + " EMA. One method uses just the standard definition of EMA and another uses the\n", + " SMA to generate the initial value for the rest of the calculation.\n", " \n", " Sources:\n", - " https://www.tradingtechnologies.com/help/x-study/technical-indicator-definitions/simple-moving-average-sma/\n", + " https://stockcharts.com/school/doku.php?id=chart_school:technical_indicators:moving_averages\n", + " https://www.investopedia.com/ask/answers/122314/what-exponential-moving-average-ema-formula-and-how-ema-calculated.asp\n", " \n", " Calculation:\n", " Default Inputs:\n", - " length=10\n", - " SMA = SUM(close, length) / length\n", + " length=10, adjust=False, sma=True\n", + " if sma:\n", + " sma_nth = close[0:length].sum() / length\n", + " close[:length - 1] = np.NaN\n", + " close.iloc[length - 1] = sma_nth\n", + " EMA = close.ewm(span=length, adjust=adjust).mean()\n", " \n", " Args:\n", " close (pd.Series): Series of 'close's\n", @@ -100,8 +112,8 @@ " offset (int): How many periods to offset the result. Default: 0\n", " \n", " Kwargs:\n", - " adjust (bool): Default: True\n", - " presma (bool, optional): If True, uses SMA for initial value.\n", + " adjust (bool, optional): Default: False\n", + " sma (bool, optional): If True, uses SMA for initial value. Default: True\n", " fillna (value, optional): pd.DataFrame.fillna(value)\n", " fill_method (value, optional): Type of fill method\n", " \n", @@ -112,7 +124,7 @@ } ], "source": [ - "help(ta.sma)" + "help(ta.ema)" ] }, { @@ -128,15 +140,15 @@ "metadata": {}, "outputs": [], "source": [ - "def farm(ticker = 'SPY', drop=['dividend', 'split_coefficient']):\n", - " AV = AlphaVantage(api_key=\"YOUR API KEY\", premium=False, clean=True, output_size='full')\n", - " df = AV.data(symbol=ticker, function='D')\n", - " df.set_index(pd.DatetimeIndex(df['date']), inplace=True) if not df.ta.datetime_ordered else None\n", - " df.drop(['dividend', 'split_coefficient'], axis=1, inplace=True) if 'dividend' in df.columns and 'split_coefficient' in df.columns else None\n", + "def farm(ticker = \"SPY\", timeframe=\"DA\", cols=[\"dividend\", \"split_coefficient\"]):\n", + " AV = AlphaVantage(api_key=\"YOUR API KEY\", premium=False, clean=True, output_size=\"full\")\n", + " df = AV.data(symbol=ticker, function=timeframe)\n", + " df.set_index(pd.DatetimeIndex(df[\"date\"]), inplace=True) if not df.ta.datetime_ordered else None\n", + " df.drop(cols, axis=1, inplace=True, errors=\"ignore\")\n", " df.name = ticker\n", " return df\n", "\n", - "def ctitle(indicator_name, ticker='SPY', length=100):\n", + "def ctitle(indicator_name, ticker=\"SPY\", length=100):\n", " return f\"{ticker}: {indicator_name} from {recent_startdate} to {recent_startdate} ({length})\"" ] }, @@ -154,10 +166,11 @@ "outputs": [], "source": [ "price_size = (16, 8)\n", - "ind_size = (16, 2)\n", - "ticker = 'SPY'\n", - "recent = 126\n", - "half_of_recent = int(0.5 * recent)" + "ind_size = (16, 3.25)\n", + "ticker = \"SPY\"\n", + "# All Data: 0, Last Four Years: 0.25, Last Two Years: 0.5, This Year: 1, Last Half Year: 2, Last Quarter: 3\n", + "yearly_divisor = 1\n", + "recent = int(ta.TRADING_DAYS_PER_YEAR / yearly_divisor) if yearly_divisor > 0 else df.shape[0]" ] }, { @@ -176,16 +189,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "SPY(5032, 6) from 2020-01-03 00:00:00 to 2020-07-02 00:00:00\n", - " open high low close volume\n", - "count 5032.000000 5032.000000 5032.000000 5032.000000 5.032000e+03\n", - "mean 161.538411 162.482372 160.494256 161.538568 1.151123e+08\n", - "std 62.555181 62.736339 62.356801 62.565415 9.808883e+07\n", - "min 67.950000 70.000000 67.100000 68.110000 6.790000e+04\n", - "25% 115.467500 116.397500 114.552500 115.500000 5.054542e+07\n", - "50% 136.480000 137.170000 135.510000 136.420000 8.560940e+07\n", - "75% 204.960000 206.205000 204.112500 205.210000 1.531777e+08\n", - "max 337.790000 339.080000 337.480000 338.340000 8.708580e+08\n" + "SPY(5230, 7) from 1999-11-01 00:00:00 to 2020-08-13 00:00:00\n", + " open high low close adj_close \\\n", + "count 5230.000000 5230.000000 5230.000000 5230.000000 5230.000000 \n", + "mean 161.846044 162.804291 160.782138 161.845279 137.829317 \n", + "std 62.638868 62.823241 62.439905 62.657111 70.075370 \n", + "min 67.950000 70.000000 67.100000 68.110000 53.914200 \n", + "25% 116.350000 117.292500 115.505000 116.452500 87.461325 \n", + "50% 138.183750 139.140000 137.020000 138.000000 106.197600 \n", + "75% 204.170000 205.557500 203.645000 204.469400 184.620150 \n", + "max 337.790000 339.080000 337.480000 338.340000 337.440000 \n", + "\n", + " volume \n", + "count 5.230000e+03 \n", + "mean 1.113595e+08 \n", + "std 9.813795e+07 \n", + "min 6.790000e+04 \n", + "25% 4.760167e+07 \n", + "50% 8.230807e+07 \n", + "75% 1.494435e+08 \n", + "max 8.708580e+08 \n" ] }, { @@ -214,6 +237,7 @@ " high\n", " low\n", " close\n", + " adj_close\n", " volume\n", " \n", " \n", @@ -224,66 +248,80 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", - " 2000-07-03\n", - " 2000-07-03\n", - " 145.4375\n", - " 147.4375\n", - " 145.1875\n", - " 147.2812\n", - " 1436600.0\n", + " 1999-11-01\n", + " 1999-11-01\n", + " 136.5000\n", + " 137.0000\n", + " 135.5625\n", + " 135.5625\n", + " 91.9725\n", + " 4006500.0\n", " \n", " \n", - " 2000-07-05\n", - " 2000-07-05\n", - " 146.3750\n", - " 146.6562\n", - " 144.3750\n", - " 144.6250\n", - " 2748200.0\n", + " 1999-11-02\n", + " 1999-11-02\n", + " 135.9687\n", + " 137.2500\n", + " 134.5937\n", + " 134.5937\n", + " 91.3152\n", + " 6516900.0\n", " \n", " \n", - " 2000-07-06\n", - " 2000-07-06\n", - " 144.9375\n", - " 146.4687\n", - " 144.2187\n", - " 145.7500\n", - " 5963200.0\n", + " 1999-11-03\n", + " 1999-11-03\n", + " 136.0000\n", + " 136.3750\n", + " 135.1250\n", + " 135.5000\n", + " 91.9301\n", + " 7222300.0\n", " \n", " \n", - " 2000-07-07\n", - " 2000-07-07\n", - " 146.6875\n", - " 148.7812\n", - " 146.2500\n", - " 148.0937\n", - " 3034800.0\n", + " 1999-11-04\n", + " 1999-11-04\n", + " 136.7500\n", + " 137.3593\n", + " 135.7656\n", + " 136.5312\n", + " 92.6297\n", + " 7907500.0\n", " \n", " \n", - " 2000-07-10\n", - " 2000-07-10\n", - " 147.8750\n", - " 148.9062\n", - " 147.5312\n", - " 147.8437\n", - " 2816100.0\n", + " 1999-11-05\n", + " 1999-11-05\n", + " 138.6250\n", + " 139.1093\n", + " 136.7812\n", + " 137.8750\n", + " 93.5414\n", + " 7431500.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " date open high low close volume\n", - "date \n", - "2000-07-03 2000-07-03 145.4375 147.4375 145.1875 147.2812 1436600.0\n", - "2000-07-05 2000-07-05 146.3750 146.6562 144.3750 144.6250 2748200.0\n", - "2000-07-06 2000-07-06 144.9375 146.4687 144.2187 145.7500 5963200.0\n", - "2000-07-07 2000-07-07 146.6875 148.7812 146.2500 148.0937 3034800.0\n", - "2000-07-10 2000-07-10 147.8750 148.9062 147.5312 147.8437 2816100.0" + " date open high low close adj_close \\\n", + "date \n", + "1999-11-01 1999-11-01 136.5000 137.0000 135.5625 135.5625 91.9725 \n", + "1999-11-02 1999-11-02 135.9687 137.2500 134.5937 134.5937 91.3152 \n", + "1999-11-03 1999-11-03 136.0000 136.3750 135.1250 135.5000 91.9301 \n", + "1999-11-04 1999-11-04 136.7500 137.3593 135.7656 136.5312 92.6297 \n", + "1999-11-05 1999-11-05 138.6250 139.1093 136.7812 137.8750 93.5414 \n", + "\n", + " volume \n", + "date \n", + "1999-11-01 4006500.0 \n", + "1999-11-02 6516900.0 \n", + "1999-11-03 7222300.0 \n", + "1999-11-04 7907500.0 \n", + "1999-11-05 7431500.0 " ] }, "execution_count": 6, @@ -292,12 +330,167 @@ } ], "source": [ + "# All the Data\n", "df = farm(ticker)\n", - "last_ = df.shape[0]\n", + "print(f\"{df.name}{df.shape} from {df.index[-0]} to {df.index[-1]}\\n{df.describe()}\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SPY(251, 7) from 2019-08-16 00:00:00 to 2020-08-13 00:00:00\n", + " open high low close adj_close \\\n", + "count 5230.000000 5230.000000 5230.000000 5230.000000 5230.000000 \n", + "mean 161.846044 162.804291 160.782138 161.845279 137.829317 \n", + "std 62.638868 62.823241 62.439905 62.657111 70.075370 \n", + "min 67.950000 70.000000 67.100000 68.110000 53.914200 \n", + "25% 116.350000 117.292500 115.505000 116.452500 87.461325 \n", + "50% 138.183750 139.140000 137.020000 138.000000 106.197600 \n", + "75% 204.170000 205.557500 203.645000 204.469400 184.620150 \n", + "max 337.790000 339.080000 337.480000 338.340000 337.440000 \n", + "\n", + " volume \n", + "count 5.230000e+03 \n", + "mean 1.113595e+08 \n", + "std 9.813795e+07 \n", + "min 6.790000e+04 \n", + "25% 4.760167e+07 \n", + "50% 8.230807e+07 \n", + "75% 1.494435e+08 \n", + "max 8.708580e+08 \n" + ] + }, + { + "data": { + "text/html": [ + "
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2019-08-222019-08-22293.23293.93290.4000292.36286.555951739292.0
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" + ], + "text/plain": [ + " date open high low close adj_close \\\n", + "date \n", + "2019-08-16 2019-08-16 286.48 289.33 284.7138 288.85 283.1156 \n", + "2019-08-19 2019-08-19 292.19 293.08 291.4400 292.33 286.5265 \n", + "2019-08-20 2019-08-20 291.77 292.36 289.9500 290.09 284.3310 \n", + "2019-08-21 2019-08-21 292.48 292.86 291.7200 292.45 286.6441 \n", + "2019-08-22 2019-08-22 293.23 293.93 290.4000 292.36 286.5559 \n", + "\n", + " volume \n", + "date \n", + "2019-08-16 85825286.0 \n", + "2019-08-19 53640153.0 \n", + "2019-08-20 51652752.0 \n", + "2019-08-21 49723430.0 \n", + "2019-08-22 51739292.0 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Recent Data\n", "recent_startdate = df.tail(recent).index[0]\n", "recent_enddate = df.tail(recent).index[-1]\n", - "print(f\"{df.name}{df.shape} from {recent_startdate} to {recent_enddate}\\n{df.describe()}\")\n", - "df.head()" + "print(f\"{df.name}{df.tail(recent).shape} from {recent_startdate} to {recent_enddate}\\n{df.describe()}\")\n", + "df.tail(recent).head()" ] }, { @@ -309,241 +502,41 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "opendf = df['open']\n", - "closedf = df['close']\n", - "volumedf = df['volume']" + "opendf = df[\"open\"]\n", + "closedf = df[\"close\"]\n", + "volumedf = df[\"volume\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Create some constants for some indicators" + "## DataFrame **constants**: When you need some simple lines for charting" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Help on method constants in module pandas_ta.core:\n", - "\n", - "constants(append, lower_bound=-100, upper_bound=100, every=1) method of pandas_ta.core.AnalysisIndicators instance\n", - " Constants\n", - " \n", - " Useful for creating indicator levels or if you need some constant value\n", - " easily added to your DataFrame.\n", - " \n", - " Add constant '1' to the DataFrame\n", - " >>> df.ta.constants(True, 1, 1, 1)\n", - " Remove constant '1' to the DataFrame\n", - " >>> df.ta.constants(False, 1, 1, 1)\n", - " \n", - " Adding constants that range of constants from -4 to 4 inclusive\n", - " >>> df.ta.constants(True, -4, 4, 1)\n", - " Removing constants that range of constants from -4 to 4 inclusive\n", - " >>> df.ta.constants(False, -4, 4, 1)\n", - " \n", - " Args:\n", - " append (bool): Default: None. If True, appends the range of constants to the\n", - " working DataFrame. If False, it removes the constant range from the working\n", - " DataFrame.\n", - " lower_bound (int): Default: -100. Lowest integer for the constant range.\n", - " upper_bound (int): Default: 100. Largest integer for the constant range.\n", - " every (int): Default: 10. How often to include a new constant.\n", - " \n", - " Returns:\n", - " Returns nothing to the user. Either adds or removes constant ranges from the\n", - " working DataFrame.\n", - "\n" + "Columns: date, open, high, low, close, adj_close, volume, -5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5, -100, -90, -80, -70, -50, -30, -20, -10, 10, 20, 30, 50, 70, 80, 90, 100\n" ] - }, - { - "data": { - "text/html": [ - "
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dateopenhighlowclosevolume-4-3-2-101234
date
2020-06-262020-06-26306.1600306.39299.4200300.05127811745.0-4-3-2-101234
2020-06-292020-06-29301.4100304.61298.9300304.4679411577.0-4-3-2-101234
2020-06-302020-06-30303.9900310.20303.8200308.36112828251.0-4-3-2-101234
2020-07-012020-07-01309.5700311.85309.0371310.5771910372.0-4-3-2-101234
2020-07-022020-07-02314.2379315.70310.5962312.1969214995.0-4-3-2-101234
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" - ], - "text/plain": [ - " date open high low close volume -4 \\\n", - "date \n", - "2020-06-26 2020-06-26 306.1600 306.39 299.4200 300.05 127811745.0 -4 \n", - "2020-06-29 2020-06-29 301.4100 304.61 298.9300 304.46 79411577.0 -4 \n", - "2020-06-30 2020-06-30 303.9900 310.20 303.8200 308.36 112828251.0 -4 \n", - "2020-07-01 2020-07-01 309.5700 311.85 309.0371 310.57 71910372.0 -4 \n", - "2020-07-02 2020-07-02 314.2379 315.70 310.5962 312.19 69214995.0 -4 \n", - "\n", - " -3 -2 -1 0 1 2 3 4 \n", - "date \n", - "2020-06-26 -3 -2 -1 0 1 2 3 4 \n", - "2020-06-29 -3 -2 -1 0 1 2 3 4 \n", - "2020-06-30 -3 -2 -1 0 1 2 3 4 \n", - "2020-07-01 -3 -2 -1 0 1 2 3 4 \n", - "2020-07-02 -3 -2 -1 0 1 2 3 4 " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "help(df.ta.constants) # for more info\n", - "df.ta.constants(True, -4, 4)\n", - "df.tail()" + "# help(df.ta.constants) # for more info\n", + "chart_lines = np.append(np.arange(-5, 6, 1), np.arange(-100, 110, 10))\n", + "df.ta.constants(True, chart_lines) # Adding the constants for the charts\n", + "df.ta.constants(False, np.array([-60, -40, 40, 60])) # Removing some constants from the DataFrame\n", + "print(f\"Columns: {', '.join(list(df.columns))}\")" ] }, { @@ -555,71 +548,483 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "def cscheme(colors):\n", + "def cscheme(colors: str):\n", " aliases = {\n", - " 'BkBu': ['black', 'blue'],\n", - " 'gr': ['green', 'red'],\n", - " 'grays': ['silver', 'gray'],\n", - " 'mas': ['black', 'green', 'orange', 'red'],\n", + " \"BkBu\": [\"black\", \"blue\"],\n", + " \"gr\": [\"green\", \"red\"],\n", + " \"grays\": [\"silver\", \"gray\"],\n", + " \"mas\": [\"black\", \"green\", \"orange\", \"red\"],\n", + " \"bbands\": [\"blue\", \"navy\", \"blue\"],\n", + " \"kc\": [\"purple\", \"fuchsia\", \"purple\"],\n", " }\n", - " aliases['default'] = aliases['gr']\n", + " aliases[\"default\"] = aliases[\"gr\"]\n", " return aliases[colors]\n", "\n", - "def machart(kind, fast, medium, slow, append=True, last=last_, figsize=price_size, colors=cscheme('mas')):\n", - " title = ctitle(f\"{kind.upper()}s\", ticker=ticker, length=last)\n", - " ma1 = df.ta(kind=kind, length=fast, append=append)\n", - " ma2 = df.ta(kind=kind, length=medium, append=append)\n", - " ma3 = df.ta(kind=kind, length=slow, append=append)\n", - " \n", - " madf = pd.concat([closedf, df[[ma1.name, ma2.name, ma3.name]]], axis=1, sort=False).tail(last)\n", - " madf.plot(figsize=figsize, title=title, color=colors, grid=True) \n", - "\n", - "def volumechart(kind, length=10, last=last_, figsize=ind_size, alpha=0.7, colors=cscheme('gr'), rot=None):\n", - " title = ctitle(\"Volume\", ticker=ticker, length=last)\n", - " volume = pd.DataFrame({'V+': volumedf[closedf > opendf], 'V-': volumedf[closedf < opendf]}).tail(last)\n", - " \n", - " volume.plot(kind='bar', figsize=(figsize[0], 2), width=0.5, color=colors, alpha=alpha, stacked=True, rot=rot)\n", - " vadf = df.ta(kind=kind, close=volumedf, length=length).tail(last)\n", - " vadf.plot(figsize=(figsize[0], 2), lw=1.4, color='black', title=title, grid=True, rot=rot)" + "def ta_ylim(series: pd.Series, percent: float = 0.1):\n", + " smin, smax = series.min(), series.max()\n", + " if isinstance(percent, float) and 0 <= float(percent) <= 1:\n", + " y_min = (1 + percent) * smin if smin < 0 else (1 - percent) * smin\n", + " y_max = (1 - percent) * smax if smax < 0 else (1 + percent) * smax\n", + " return (y_min, y_max)\n", + " return (smin, smax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example Charting Class utilizing **mplfinance** panels" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "class Chart(object):\n", + " def __init__(self, df: pd.DataFrame = None, strategy: ta.Strategy = ta.CommonStrategy, *args, **kwargs):\n", + " self.verbose = kwargs.pop(\"verbose\", False)\n", + "\n", + " if isinstance(df, pd.DataFrame) and df.ta.datetime_ordered:\n", + " self.df = df\n", + " if self.df.name is not None and self.df.name != \"\":\n", + " df_name = str(self.df.name)\n", + " else:\n", + " df_name = \"DataFrame\"\n", + " if self.verbose: print(f\"[i] Loaded {df_name}{self.df.shape}\")\n", + " else:\n", + " print(f\"[X] Oops! Missing 'ohlcv' data or index is not datetime ordered.\\n\")\n", + " return None\n", + "\n", + " self._validate_ta_strategy(strategy)\n", + " self._validate_mpf_kwargs(**kwargs)\n", + " self._validate_chart_kwargs(**kwargs)\n", + "\n", + " # Build TA and Plot\n", + " self.df.ta.strategy(self.strategy, verbose=self.verbose)\n", + " self._plot(**kwargs)\n", + "\n", + " def _validate_ta_strategy(self, strategy):\n", + " if strategy is not None or isinstance(strategy, ta.Strategy):\n", + " self.strategy = strategy\n", + " elif len(self.strategy_ta) > 0:\n", + " print(f\"[+] Strategy: {self.strategy_name}\")\n", + " else:\n", + " self.strategy = ta.CommonStrategy \n", + "\n", + " def _validate_chart_kwargs(self, **kwargs):\n", + " \"\"\"Chart Settings\"\"\"\n", + " self.config = {}\n", + " self.config[\"last\"] = kwargs.pop(\"last\", recent)\n", + " self.config[\"rpad\"] = kwargs.pop(\"rpad\", 10)\n", + " self.config[\"title\"] = kwargs.pop(\"title\", \"Asset\")\n", + " self.config[\"volume\"] = kwargs.pop(\"volume\", True)\n", + "\n", + " def _validate_mpf_kwargs(self, **kwargs):\n", + " # mpf global chart settings\n", + " default_chart = mpf.available_styles()[-1]\n", + " default_mpf_width = {\n", + " 'candle_linewidth': 0.6,\n", + " 'candle_width': 0.525,\n", + " 'volume_width': 0.525\n", + " }\n", + " mpfchart = {}\n", + "\n", + " mpf_style = kwargs.pop(\"style\", \"\")\n", + " if mpf_style == \"\" or mpf_style.lower() == \"random\":\n", + " mpf_styles = mpf.available_styles()\n", + " mpfchart[\"style\"] = mpf_styles[rnd.randrange(len(mpf_styles))]\n", + " elif mpf_style.lower() in mpf.available_styles():\n", + " mpfchart[\"style\"] = mpf_style\n", + "\n", + " mpfchart[\"figsize\"] = kwargs.pop(\"figsize\", (12, 10))\n", + " mpfchart[\"non_trading\"] = kwargs.pop(\"nontrading\", False)\n", + " mpfchart[\"rc\"] = kwargs.pop(\"rc\", {'figure.facecolor': '#EDEDED'})\n", + " mpfchart[\"plot_ratios\"] = kwargs.pop(\"plot_ratios\", (12, 1.7))\n", + " mpfchart[\"scale_padding\"] = kwargs.pop(\"scale_padding\", {'left': 1, 'top': 4, 'right': 1, 'bottom': 1})\n", + " mpfchart[\"tight_layout\"] = kwargs.pop(\"tight_layout\", True)\n", + " mpfchart[\"type\"] = kwargs.pop(\"type\", \"candle\")\n", + " mpfchart[\"width_config\"] = kwargs.pop(\"width_config\", default_mpf_width)\n", + " mpfchart[\"xrotation\"] = kwargs.pop(\"xrotation\", 15)\n", + " \n", + " self.mpfchart = mpfchart\n", + "\n", + " def _attribution(self):\n", + " print(f\"\\nPandas v: {pd.__version__} [pip install pandas] https://github.com/pandas-dev/pandas\")\n", + " print(f\"\\nData from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\")\n", + " print(f\"Technical Analysis with Pandas TA v: {ta.version} [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\")\n", + " print(f\"Charts by Matplotlib Finance v: {mpf.__version__} [pip install mplfinance] https://github.com/matplotlib/mplfinance\\n\")\n", + "\n", + " def _right_pad_df(self, rpad: int, delta_unit: str = \"D\", range_freq: str = \"B\"):\n", + " if rpad > 0:\n", + " dfpad = self.df[-rpad:].copy()\n", + " dfpad.iloc[:,:] = np.NaN\n", + "\n", + " df_frequency = self.df.index.value_counts().mode()[0] # Most common frequency\n", + " freq_delta = pd.Timedelta(df_frequency, unit=delta_unit)\n", + " new_dr = pd.date_range(start=self.df.index[-1] + freq_delta, periods=rpad, freq=range_freq)\n", + " dfpad.index = new_dr # Update the padded index with new dates\n", + " self.df = self.df.append(dfpad)\n", + " \n", + " \n", + " def _plot(self, **kwargs):\n", + " if not isinstance(self.mpfchart[\"plot_ratios\"], tuple):\n", + " print(f\"[X] plot_ratios must be a tuple\")\n", + " return\n", + "\n", + " # Override Chart Title Option\n", + " chart_title = self.config[\"title\"]\n", + " if \"title\" in kwargs and isinstance(kwargs[\"title\"], str):\n", + " chart_title = kwargs.pop(\"title\")\n", + "\n", + " # Override Right Bar Padding Option\n", + " rpad = self.config[\"rpad\"]\n", + " if \"rpad\" in kwargs and kwargs[\"rpad\"] > 0:\n", + " rpad = int(kwargs[\"rpad\"])\n", + "\n", + " def cpanel():\n", + " return len(self.mpfchart['plot_ratios'])\n", + "\n", + " # Last Second Default TA Indicators\n", + " linreg = kwargs.pop(\"linreg\", False)\n", + " linreg_name = self.df.ta.linreg(append=True).name if linreg else \"\"\n", + "\n", + " midpoint = kwargs.pop(\"midpoint\", False)\n", + " midpoint_name = self.df.ta.midpoint(append=True).name if midpoint else \"\"\n", + "\n", + " ohlc4 = kwargs.pop(\"ohlc4\", False)\n", + " ohlc4_name = self.df.ta.ohlc4(append=True).name if ohlc4 else \"\"\n", + "\n", + " clr = kwargs.pop(\"clr\", False)\n", + " clr_name = self.df.ta.log_return(cumulative=True, append=True).name if clr else \"\"\n", + "\n", + " rsi = kwargs.pop(\"rsi\", False)\n", + " rsi_length = kwargs.pop(\"rsi_length\", None)\n", + " if isinstance(rsi_length, int) and rsi_length > 1:\n", + " rsi_name = self.df.ta.rsi(length=rsi_length, append=True).name\n", + " elif rsi:\n", + " rsi_name = self.df.ta.rsi(append=True).name\n", + " else: rsi_name = \"\"\n", + " \n", + " zscore = kwargs.pop(\"zscore\", False)\n", + " zscore_length = kwargs.pop(\"zscore_length\", None)\n", + " if isinstance(zscore_length, int) and zscore_length > 1:\n", + " zs_name = self.df.ta.zscore(length=zscore_length, append=True).name\n", + " elif zscore:\n", + " zs_name = self.df.ta.zscore(append=True).name\n", + " else: zs_name = \"\"\n", + "\n", + " macd = kwargs.pop(\"macd\", False)\n", + " macd_name = \"\"\n", + " if macd:\n", + " macds = self.df.ta.macd(append=True)\n", + " macd_name = macds.name\n", + "\n", + " squeeze = kwargs.pop(\"squeeze\", False)\n", + " lazybear = kwargs.pop(\"lazybear\", False)\n", + " squeeze_name = \"\"\n", + " if squeeze:\n", + " squeezes = self.df.ta.squeeze(lazybear=lazybear, detailed=True, append=True)\n", + " squeeze_name = squeezes.name\n", + "\n", + " ama = kwargs.pop(\"archermas\", False)\n", + " ama_name = \"\"\n", + " if ama:\n", + " amas = self.df.ta.amat(append=True)\n", + " ama_name = amas.name\n", + "\n", + " aobv = kwargs.pop(\"archerobv\", False)\n", + " aobv_name = \"\"\n", + " if aobv:\n", + " aobvs = self.df.ta.aobv(append=True)\n", + " aobv_name = aobvs.name\n", + "\n", + " treturn = kwargs.pop(\"trendreturn\", False)\n", + " if treturn:\n", + " # Long Trend requires Series Comparison (<=. <, = >, >=)\n", + " # or Trade Logic that yields trends in binary.\n", + " default_long = self.df[\"SMA_10\"] > self.df[\"SMA_20\"]\n", + " long_trend = kwargs.pop(\"long_trend\", default_long)\n", + " short_trend = ~long_trend # Opposite/Inverse\n", + " self.df[\"TRl\"] = ta.trend_return(self.df[\"close\"], long_trend, cumulative=True)\n", + " self.df[\"TRs\"] = ta.trend_return(self.df[\"close\"], short_trend, cumulative=True)\n", + " self.df[\"TR\"] = self.df[\"TRl\"] + self.df[\"TRs\"]\n", + "\n", + " # Pad and trim Chart\n", + " self._right_pad_df(rpad)\n", + " mpfdf = self.df.tail(self.config[\"last\"])\n", + " mpfdf_columns = list(self.df.columns)\n", + "\n", + " # BEGIN: Custom TA Plots and Panels\n", + " # Modify the area below \n", + " taplots = [] # Holds all the additional plots\n", + "\n", + " # Panel 0: Price Overlay\n", + " if linreg_name in mpfdf_columns:\n", + " taplots += [mpf.make_addplot(mpfdf[linreg_name], type=kwargs.pop(\"linreg_type\", \"line\"), color=kwargs.pop(\"linreg_color\", \"black\"), linestyle=\"-.\", width=1.2, panel=0)]\n", + "\n", + " if midpoint_name in mpfdf_columns:\n", + " taplots += [mpf.make_addplot(mpfdf[midpoint_name], type=kwargs.pop(\"midpoint_type\", \"scatter\"), color=kwargs.pop(\"midpoint_color\", \"fuchsia\"), width=0.4, panel=0)]\n", + "\n", + " if ohlc4_name in mpfdf_columns:\n", + " taplots += [mpf.make_addplot(mpfdf[ohlc4_name], ylabel=ohlc4_name, type=kwargs.pop(\"ohlc4_type\", \"scatter\"), color=kwargs.pop(\"ohlc4_color\", \"blue\"), alpha=0.85, width=0.4, panel=0)]\n", + "\n", + " if self.strategy.name == ta.CommonStrategy.name:\n", + " total_sma = 0 # Check if all the overlap indicators exists before adding plots\n", + " for c in [\"SMA_10\", \"SMA_20\", \"SMA_50\", \"SMA_200\"]:\n", + " if c in mpfdf_columns: total_sma += 1\n", + " else: print(f\"[X] Indicator: {c} missing!\")\n", + " if total_sma == 4:\n", + " ta_smas = [\n", + " mpf.make_addplot(mpfdf[\"SMA_10\"], color=\"green\", width=1.5, panel=0),\n", + " mpf.make_addplot(mpfdf[\"SMA_20\"], color=\"orange\", width=2, panel=0),\n", + " mpf.make_addplot(mpfdf[\"SMA_50\"], color=\"red\", width=2, panel=0),\n", + " mpf.make_addplot(mpfdf[\"SMA_200\"], color=\"maroon\", width=3, panel=0),\n", + " ]\n", + " taplots += ta_smas\n", + "\n", + " if len(ama_name):\n", + " amat_sr_ = mpfdf[amas.columns[-1]][mpfdf[amas.columns[-1]] > 0]\n", + " amat_sr = amat_sr_.index.to_list()\n", + " else:\n", + " amat_sr = None\n", + "\n", + " # Panel 1: If volume=True, the add the VOL MA. Since we know there is only one, we immediately pop it.\n", + " if self.config[\"volume\"]:\n", + " volma = [x for x in list(self.df.columns) if x.startswith(\"VOL_\")].pop()\n", + " max_vol = mpfdf[\"volume\"].max()\n", + " ta_volume = [mpf.make_addplot(mpfdf[volma], color=\"red\", width=2, panel=1, ylim=(-.2 * max_vol, 1.5 * max_vol))]\n", + " taplots += ta_volume\n", + "\n", + " # Panels 2 - 9\n", + " common_plot_ratio = (3,)\n", + "\n", + " if len(aobv_name):\n", + " _p = kwargs.pop(\"aobv_percenty\", 0.2)\n", + " aobv_ylim = ta_ylim(mpfdf[aobvs.columns[0]], _p)\n", + " taplots += [\n", + " mpf.make_addplot(mpfdf[aobvs.columns[0]], ylabel=aobv_name, color=\"black\", width=1.5, panel=cpanel(), ylim=aobv_ylim),\n", + " mpf.make_addplot(mpfdf[aobvs.columns[2]], color=\"silver\", width=1, panel=cpanel(), ylim=aobv_ylim),\n", + " mpf.make_addplot(mpfdf[aobvs.columns[3]], color=\"green\", width=1, panel=cpanel(), ylim=aobv_ylim),\n", + " mpf.make_addplot(mpfdf[aobvs.columns[4]], color=\"red\", width=1.2, panel=cpanel(), ylim=aobv_ylim),\n", + " ]\n", + " self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n", + "\n", + " if clr_name in mpfdf_columns:\n", + " _p = kwargs.pop(\"clr_percenty\", 0.1)\n", + " clr_ylim = ta_ylim(mpfdf[clr_name], _p)\n", + "\n", + " taplots += [mpf.make_addplot(mpfdf[clr_name], ylabel=clr_name, color=\"black\", width=1.5, panel=cpanel(), ylim=clr_ylim)]\n", + " if (1 - _p) * mpfdf[clr_name].min() < 0 and (1 + _p) * mpfdf[clr_name].max() > 0:\n", + " taplots += [mpf.make_addplot(mpfdf[\"0\"], color=\"gray\", width=1.2, panel=cpanel(), ylim=clr_ylim)]\n", + " self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n", + "\n", + " if rsi_name in mpfdf_columns:\n", + " rsi_ylim = (0, 100)\n", + " taplots += [\n", + " mpf.make_addplot(mpfdf[rsi_name], ylabel=rsi_name, color=kwargs.pop(\"rsi_color\", \"black\"), width=1.5, panel=cpanel(), ylim=rsi_ylim),\n", + " mpf.make_addplot(mpfdf[\"20\"], color=\"green\", width=1, panel=cpanel(), ylim=rsi_ylim),\n", + " mpf.make_addplot(mpfdf[\"50\"], color=\"gray\", width=0.8, panel=cpanel(), ylim=rsi_ylim),\n", + " mpf.make_addplot(mpfdf[\"80\"], color=\"red\", width=1, panel=cpanel(), ylim=rsi_ylim),\n", + " ]\n", + " self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n", + " \n", + " if macd_name in mpfdf_columns:\n", + " _p = kwargs.pop(\"macd_percenty\", 0.15)\n", + " macd_ylim = ta_ylim(mpfdf[macd_name], _p)\n", + " taplots += [\n", + " mpf.make_addplot(mpfdf[macd_name], ylabel=macd_name, color=\"black\", width=1.5, panel=cpanel()),#, ylim=macd_ylim),\n", + " mpf.make_addplot(mpfdf[macds.columns[-1]], color=\"blue\", width=1.1, panel=cpanel()),#, ylim=macd_ylim),\n", + " mpf.make_addplot(mpfdf[macds.columns[1]], type=\"bar\", alpha=0.8, color=\"dimgray\", width=0.8, panel=cpanel()),#, ylim=macd_ylim),\n", + " mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel()),#, ylim=macd_ylim),\n", + " ]\n", + " self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel \n", + "\n", + " if zs_name in mpfdf_columns:\n", + " _p = kwargs.pop(\"zascore_percenty\", 0.2)\n", + " zs_ylim = ta_ylim(mpfdf[zs_name], _p)\n", + " taplots += [\n", + " mpf.make_addplot(mpfdf[zs_name], ylabel=zs_name, color=\"black\", width=1.5, panel=cpanel(), ylim=zs_ylim),\n", + " mpf.make_addplot(mpfdf[\"-3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n", + " mpf.make_addplot(mpfdf[\"-2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n", + " mpf.make_addplot(mpfdf[\"-1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n", + " mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=zs_ylim),\n", + " mpf.make_addplot(mpfdf[\"1\"], color=\"silver\", width=1, panel=cpanel(), ylim=zs_ylim),\n", + " mpf.make_addplot(mpfdf[\"2\"], color=\"orange\", width=1, panel=cpanel(), ylim=zs_ylim),\n", + " mpf.make_addplot(mpfdf[\"3\"], color=\"red\", width=1.2, panel=cpanel(), ylim=zs_ylim)\n", + " ]\n", + " self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n", + "\n", + " if squeeze_name in mpfdf_columns:\n", + " _p = kwargs.pop(\"squeeze_percenty\", 0.6)\n", + " sqz_ylim = ta_ylim(mpfdf[squeeze_name], _p)\n", + " taplots += [\n", + " mpf.make_addplot(mpfdf[squeezes.columns[-4]], type=\"bar\", color=\"lime\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n", + " mpf.make_addplot(mpfdf[squeezes.columns[-3]], type=\"bar\", color=\"green\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n", + " mpf.make_addplot(mpfdf[squeezes.columns[-2]], type=\"bar\", color=\"maroon\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n", + " mpf.make_addplot(mpfdf[squeezes.columns[-1]], type=\"bar\", color=\"red\", alpha=0.65, width=0.8, panel=cpanel(), ylim=sqz_ylim),\n", + " mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=sqz_ylim),\n", + " mpf.make_addplot(mpfdf[squeezes.columns[4]], ylabel=squeeze_name, color=\"green\", width=2, panel=cpanel(), ylim=sqz_ylim),\n", + " mpf.make_addplot(mpfdf[squeezes.columns[5]], color=\"red\", width=1.8, panel=cpanel(), ylim=sqz_ylim),\n", + " ]\n", + " self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n", + "\n", + " if treturn:\n", + " _p = kwargs.pop(\"treturn_percenty\", 0.33)\n", + " treturn_ylim = ta_ylim(mpfdf[\"TR\"], _p)\n", + " taplots += [\n", + " mpf.make_addplot(mpfdf[\"TRl\"], ylabel=\"Trend Return\", type=\"bar\", color=\"green\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n", + " mpf.make_addplot(mpfdf[\"TRs\"], type=\"bar\", color=\"red\", alpha=0.45, width=0.8, panel=cpanel(), ylim=treturn_ylim),\n", + " mpf.make_addplot(mpfdf[\"TR\"], color=\"black\", width=1.5, panel=cpanel(), ylim=treturn_ylim),\n", + " mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturn_ylim),\n", + " ]\n", + " self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n", + "\n", + " _p = kwargs.pop(\"cstreturn_percenty\", 0.33)\n", + " trcs = mpfdf[\"TR\"].cumsum()\n", + " treturncs_ylim = ta_ylim(trcs, _p)\n", + " taplots += [\n", + " mpf.make_addplot(trcs, ylabel=\"Trend B&H\", color=\"black\", width=1.5, panel=cpanel(), ylim=treturncs_ylim),\n", + " mpf.make_addplot(mpfdf[\"0\"], color=\"black\", width=1.2, panel=cpanel(), ylim=treturncs_ylim),\n", + " ]\n", + " self.mpfchart[\"plot_ratios\"] += common_plot_ratio # Required to add a new Panel\n", + "\n", + " # END: Custom TA Plots and Panels\n", + "\n", + " if self.verbose:\n", + " additional_ta = []\n", + " chart_title = f\"{chart_title} [{self.strategy.name}] (last {self.config['last']} bars)\"\n", + " chart_title += f\"\\nSince {mpfdf.index[0]} till {mpfdf.index[-1]}\"\n", + " if len(linreg_name) > 0: additional_ta.append(linreg_name)\n", + " if len(midpoint_name) > 0: additional_ta.append(midpoint_name)\n", + " if len(ohlc4_name) > 0: additional_ta.append(ohlc4_name)\n", + " if len(additional_ta) > 0:\n", + " chart_title += f\"\\nIncluding: {', '.join(additional_ta)}\"\n", + "\n", + " if amat_sr:\n", + " vlines_ = dict(vlines=amat_sr, alpha=0.1, colors=\"red\")\n", + " else:\n", + " # Hidden because vlines needs valid arguments even if None \n", + " vlines_ = dict(vlines=mpfdf.index[0], alpha=0, colors=\"white\")\n", + "\n", + " # Create Final Plot\n", + " mpf.plot(mpfdf,\n", + " title=chart_title,\n", + " type=self.mpfchart[\"type\"],\n", + " style=self.mpfchart[\"style\"],\n", + " datetime_format=\"%-m/%-d/%Y\",\n", + " volume=self.config[\"volume\"],\n", + " figsize=self.mpfchart[\"figsize\"],\n", + " tight_layout=self.mpfchart[\"tight_layout\"],\n", + " scale_padding=self.mpfchart[\"scale_padding\"],\n", + " panel_ratios=self.mpfchart[\"plot_ratios\"], # This key needs to be update above if adding more panels\n", + " xrotation=self.mpfchart[\"xrotation\"],\n", + " update_width_config=self.mpfchart[\"width_config\"],\n", + " show_nontrading=self.mpfchart[\"non_trading\"],\n", + " vlines=vlines_,\n", + " addplot=taplots\n", + " )\n", + " \n", + " self._attribution()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Charting Example\n", + "#### Play with the parameters to see different charts and results\n", + "* This is an example chart so it's not perfect. Enough to get started with common and uncommon plots.\n", + "* There is a maximum of 10 Panels. In this example, panels 0 and 1 are reserved for Price and Volume respectively.\n", + " * " + ] + }, + { + "cell_type": "code", + "execution_count": 12, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "[i] Loaded SPY(5230, 34)\n", + "\n", + "[+] Strategy: Common Price and Volume SMAs\n", + "[i] Indicators with the following arguments: {'append': True}\n", + "[i] Total indicators: 5\n", + "[i] Columns added: 5\n" + ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n", + "\n", + "Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n", + "Technical Analysis with Pandas TA v: 0.1.82b [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n", + "Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "<__main__.Chart at 0x1157b1100>" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "machart('ema', 8, 21, 50, last=recent)\n", - "volumechart('ema', last=recent, rot=90)" + "# Used for example Trend Return Long Trend Below\n", + "macd_ = ta.macd(closedf)\n", + "macdh = macd_[macd_.columns[1]]\n", + "\n", + "Chart(df,\n", + " # style: which mplfinance chart style to use. Added \"random\" as an option.\n", + " # rpad: how many bars to leave empty on the right of the chart\n", + " style=\"yahoo\", title=ticker, last=recent, rpad=10,\n", + " \n", + " # Overlap Indicators\n", + " linreg=True, midpoint=False, ohlc4=False, archermas=True,\n", + " \n", + " # Example Indicators with default parameters\n", + " volume=True, rsi=True, clr=True, macd=True, zscore=False, squeeze=False, lazybear=False,\n", + "\n", + " # Archer OBV and OBV MAs (https://www.tradingview.com/script/Co1ksara-Trade-Archer-On-balance-Volume-Moving-Averages-v1/)\n", + " archerobv=False,\n", + "\n", + " # Create trends and see their returns\n", + " trendreturn=False,\n", + " # Example Trends or create your own. Trend must yield Booleans\n", + " long_trend=ta.sma(closedf,10) > ta.sma(closedf,20), # trend: sma(close,10) > sma(close,20) [Default Example]\n", + "# long_trend=closedf > ta.ema(closedf,5), # trend: close > ema(close,5)\n", + "# long_trend=ta.sma(closedf,10) > ta.ema(closedf,50), # trend: sma(close,10) > ema(close,50)\n", + "# long_trend=macdh > 0, # trend: macd hist > 0\n", + "# long_trend=ta.increasing(ta.sma(ta.rsi(closedf), 10), 5, asint=False), # trend: rising sma(rsi, 10) for the previous 5 periods\n", + " show_nontrading=False, # Intraday use if needed\n", + " verbose=True, # More detail\n", + ")" ] }, { @@ -632,8 +1037,8 @@ "\n", "### Three ways to use pandas_ta\n", "1. Stand Alone like TA-Lib ta.**indicator**(*kwargs*).\n", - "2. As a DataFrame Extension like df.ta.**indicator**(*kwargs*). Where df is a DataFrame with columns named 'open', 'high', 'low', 'close, 'volume' for simplicity.\n", - "3. Similar to #2, but by calling: df.ta(kind='**indicator**', *kwargs*)." + "2. As a DataFrame Extension like df.ta.**indicator**(*kwargs*). Where df is a DataFrame with columns named \"open\", \"high\", \"low\", \"close, \"volume\" for simplicity.\n", + "3. Similar to #2, but by calling: df.ta(kind=\"**indicator**\", *kwargs*)." ] }, { @@ -645,29 +1050,27 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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3BpAblHR0dMS3336Ls2fPokGDBgAAJycntGnTBjt37ix0YoG3xcbGYteuXfD29lbUE8gdnL5p06Yq+a2trRV1kwfYNVW9enWcP38eUqlUsa2srCxcuHABAJS+QKuTmJioVIe365V3cqJBgwbh5s2bWL58OVatWgUAEIvFCAsLUxmI/33du3cPYrEYAwYMwIQJE+Dm5oZdu3Zh1qxZyMnJQWBg4Du3KSkpCZmZmdDR0UFiYiKsrKxUJvDJe0wKUpT9977HX9O6FqX9bzMwMECPHj3www8/wNXVVeUa/PHHH2FmZoZz587BzMwMANClSxfUqlUL/v7+WL9+fb71V4evlffH14r6bX3sawUAHj16hDdv3uT7I+HbgoODIRaLVX4QdXV1RZMmTVC9enW8fPkS69atw+jRo5GQkIDg4GCNylbHzs4OAHDr1q18J4NjjLGSinsWMsbYB+bp6Ylz586hU6dOuHbtGkJCQtCmTRuUL18ee/fuVcn/+++/w9LSEpaWlnBzc8P27dvRt29flRvY7t27o3379khKSsKSJUuUenA8fPhQo14nqampMDIyeu82auLbb79FbGwsLl68qPj322+/faey5L3PCqu7kZERUlNTAUDxr6GhoUo+Ozs7xT63tLRUOS6vX79WLLO3t8f48ePRuHFj/Prrr2pnLe7cuTOOHDmi8mrRosU7tbc4DRo0SCmocPToUWRlZWH06NFKvVAGDRoEY2NjHDhwQGl9Q0NDpQBp9erVUaZMGTg5OSkChQAU/397NurCpKenw9vbG3p6eggKClJa9ubNG7VfOnV1dRXLi8rPzw93796Fr68vbt26hejoaPTr10/xJbiwMuXL86tX3vXFYjGqVq2KNm3aYP369YiMjMTXX3+NESNGYM+ePUWue0H+/fdfvHr1CgEBAfj555/RvXt3bN68GW3btkVoaGiBPT4La1PePEU5Jv379wcRKQWPi7L/irKtdevWgYhQuXLlIq9flPYXRWJiIq5evYr+/fsrAoVAbqDD09MTBw8eLFJ5fK18GHytFN+18vLlSwDqe/S/bcuWLVi9ejXGjRuHatWqKS3bu3cvJkyYgM6dO2PgwIE4efIk2rRpg/nz5yM+Pr7QsvMjr5f8x0XGGPuScM9Cxhj7COrVq4ddu3YhKysL165dw+7du7FgwQL06NEDV69eRY0aNRR5GzRogFmzZkEQBOjr68PJyQllypTJt9yDBw+qfaRHE8bGxu/82Gd+1AXPAKBWrVpwdHTEli1bUKZMGZQrVw4tW7Z8p23Ig4SF1T0tLU2RV/7vv//+q5Lv119/RXZ2Nq5du4bx48erLNfV1cW+ffsAAPHx8QgJCcGzZ8/UPmIHALa2tmjdurXmDfqMvd2D459//gEAlR6VEokEdnZ2iuVytra2KueEiYkJKlSooJIG5D62rCmpVIpevXrh1q1bOHToEGxsbJSW6+npITMzU2W9jIwMxfKiGjp0KOLi4jB37lxFr666detiwoQJmD17tiIYnZSUpPTYuZ6eHkxMTBTbzK9eeesUFBSE0NBQ3Lt3T1HuN998gxYtWmDYsGHo2LEjtLS08Pz5c0ilUsV6hoaGaoPiBdHT08Pr168VPUDlevfujd9++w1XrlxR2/NIvm5Bbcqb532PSVH234fYlqZtKqhOmmxLnfyuNSC3J+7hw4fx+vVrGBgYFFoWXyt8rbxdRkm+VoiowOVRUVHw9fVFmzZtMHv27ELLEwQBY8aMweHDh/HHH3+o7WWvCXm98rsPYoyxkox7FjLG2EckkUhQr149zJkzB+Hh4cjOzsb27duV8lhYWKB169Zo1aoVvvrqq3wDhR+Co6Mj7t69q/FYem/3RsgrPT1dkSc/3377LSIjI7Flyxb07NlTZXwkTdnb20NLSwvXr1/PN09mZibu3LmjCMTK11E3TlazZs3QunVr1KlTR21ZYrEYrVu3RuvWrdG/f38cO3YMT548wZAhQ96p/iXJuwQJ8srbK1GT9MK+BOY1aNAg7N+/H+vWrVMbeLa2tlb0YspLnvZ2wERTs2fPxtOnTxEVFYXr16/j4sWLisfYHRwcAADdunWDtbW14jVq1ChFnfLW4e165a3T0qVL0bJlS5VgRqdOnZCQkKDoPVyvXj2lbc2bN6/IbZJv18rKSim9bNmyAAoO4hbWJjMzM0VPImtrazx58kTlOGt6TIqy/973+Gta16K0v7jwtfIQAF8recsoideKfOzmgvbxtWvX0KlTJzg7O2PHjh3Q0tKsL4z8B6ykpCSN8qsjr5e6MRIZY6yk42AhY4x9IvLegOpumj+Vr7/+Gm/evMHOnTs1yl+pUqV8B7q/c+eOIk9+vv32WyQmJuLu3bvv/AgykDvOV4sWLXDq1CmVnmxy27ZtQ2ZmpmLcIAMDAzRv3hwnT54sdKyswlhbW2PMmDHYt28fzp8//15llTTy4ys/3nJZWVl48OBBgcf/Q/rxxx+xdu1aLFiwQKWHj5y7uzv++usvlUkHLly4AH19fUWw4l2YmpqiSZMminG8jh49CltbWzg6OgIAfvnlF6VH0CdMmKCoEwBcunRJqbyEhATEx8crlgPA06dPlXpBycknkcnJyQGQO/5n3m3169evyO2RB8rfvjbkY41ZWlrmu2758uVhaWmp0iYA+PPPP5Xa5O7ujvT0dMVYonLycezy5lWnKPvvfY+/pnUtSvvVya8XUn7XGgDcvn0bFhYWGvUq5GuFr5W361lSr5WKFStCT08PDx48ULv8/v37aNu2LcqWLYuDBw8WqdeofAiMgo5fYeT1enuiF8YY+yIUzyTMjDH25Tp+/DjJZDKV9ODgYAJA8+fPV6RVqlSJOnTooHHZ/v7+BICeP3+ulB4bG0uxsbGFrp+UlETW1tZkbW1Nd+7cUVn+9OlTmjlzpuL9woULCQDt3r1bKV9GRgbVr1+fypYtS5mZmQXWb+HChRQYGKi0PgAaNmyY4v2DBw8IAM2dOzffup88eZJEIhE1b96c0tPTlZb9/fffVK5cObK2tqakpCRF+qlTpxTrpKWlqZR5/PhxAkDbt29XpPn4+JCBgYFK3hcvXpC+vj517ty5wLZoombNmtSsWbMirfMhy1JX57Vr1xIAunjxolL6s2fPSCKRUNu2bZXO66VLlxIAWrNmjSKtWbNmVLNmTZXt5Xeea7rvQkJCCABNnjy5wHxbt25VOZ7Pnz+nMmXKUM+ePfNdr6j7UL6defPmaZTf0dGR3NzcKCcnR5E2depUEgSBbt26pUhzdnYmMzMzevHihSItJyeH6tSpQ0ZGRpSVlaVxHYmIDAwMyMfHR+2y3bt3q+xTqVRKTZo0ITMzM8rIyCiw7KFDh5Kenh49evRIkXb06FECQOHh4Yq0uLg40tbWVjrOMpmMPDw8qHz58kr7JDk5mWJiYig5OVlpW5ruv6Ic/4SEBIqJiVHap0Wpq6btVyc9PZ0A0KhRo1SWubu7k5WVFb169UqRduPGDRKJRNSvX78CyyXia4WvlS/rWiEi8vDwIA8PD5X0xMREsrOzIxsbG3rw4EG+6798+VKpPkREWVlZ1LhxY5JIJJSYmKh2ve3btxMAOnHiRL5lh4aGkiAISuchY4x9KXjMQsYY+8BGjBiB9PR0dO3aFY6OjsjKysLZs2cRGRmJypUrK80c+6G0atUKAAqd5MTU1BS7d+9G+/bt4e7uju+++07Ra+Kvv/5CREQEvvrqK0X+wYMHY82aNfD29sbAgQNRq1YtvHz5EpGRkYiOjsaGDRsKnVlZ/oiZJo4dO6YYxyivLl26oGnTppg3bx7Gjh0LV1dX9O/fH9bW1rh9+zZWrlwJmUyGgwcPKg2E7uHhgbCwMIwYMQLVqlVDnz59FMfk7t272Lx5MyQSCcqVK1do3czNzTFgwAAsXboUMTExSj0J7t69i02bNqmsY2VlBU9PT43br6lTp07h1KlTAHJnK379+jVmzZoFAGjatGm+42e9C0tLS0yaNAkBAQFo27YtOnXqhDt37mDp0qWoV6/eO4/1pKndu3djwoQJqFatGpycnFT2s6enp+LxwB49eqBhw4YYMGAAbt26BQsLCyxduhRSqRQBAQFK62m6D0+dOoWff/4ZXl5eMDc3x/nz57F27Vq0bdtW43N77ty56NSpE7y8vNCrVy9ER0cjLCwM33//vdJ59NNPP+G7775DgwYNMHjwYOjp6SEiIgKXL1/GrFmz1M6m/rZ9+/bh2rVrAHJ7WV2/fl3Rrk6dOsHV1RVA7qQ8rVq1QmBgIF68eAE3Nzfs2bMHp0+fxvLlywt9jHby5MnYvn07WrRogVGjRuHff//F3Llz4eLiovQZZ2tri9GjR2Pu3LnIzs5GvXr1sGfPHkRFRWHz5s1Kj6fv3r0bAwYMwNq1a5UmbtB0/xXl+E+aNAnr16/HgwcPFBM3FKWumrZfHT09PdSoUQORkZFwcHCAmZkZnJ2d4ezsjLlz56Jdu3b46quv4Ovrizdv3mDx4sUwMTHBjBkzCiyXrxW+Vr60a0W+/6dMmYLU1FQYGxsr0tu2bYu///4bEyZMwOnTp3H69GnFsrx/e/fu3YtZs2ahR48eqFKlCpKSkrBlyxZER0djzpw5Kn//5efAzZs3AQAbN25UlD116lSlvEeOHEHjxo0Vj0szxtgXpbijlYwx9qU5dOgQDRw4kBwdHcnQ0JAkEgnZ29vTiBEj6OnTp0p5P1TPwkqVKlGlSpU0LichIYHGjBlDDg4OpKurS/r6+lSnTh2aPXs2paSkKOV99eoVjRkzhqpUqULa2tpkbGxMLVq0oEOHDmlcv7chn56F+b02btyoyHvq1Cnq3LkzWVhYkLa2NlWsWJEGDRpEDx8+zHd7V65coX79+lHFihVJIpGQgYEBubq60rhx41R6ZObXs5CI6P79+yQWi5V6oBRU7/x64Lxvz0L5flb38vf3L3T9t/c/Uf49C+XCwsLI0dGRtLW1ycrKin744Qel3k9EH6dnYUFthZpeH0lJSeTr60vm5uakr69PzZo1U9smTfdhbGwseXl5kYWFBeno6JCjoyMFBgYq9ajVxO7du8nd3Z10dHTI1taWpk6dqrb302+//UbNmjUjCwsLkkgk5OLiQsuWLdN4Oz4+Pvm2a+3atUp509LSaNSoUVSuXDnFtjZt2qTxtqKjo8nLy4v09fWpTJky1KdPH3ry5IlKPqlUSnPmzKFKlSqRRCKhmjVrqt2O/Bx8u55Emu8/TY+/fD+93SNJ07oWpf3qnD17lurUqUMSiUTlnDt69Cg1btyY9PT0yNjYmL7++mulXmH54WuFrxWiL+9aefr0KWlpaSndBxBp/rf30qVL9PXXX1P58uVJIpGQoaEhNWnShLZt26Z2ewWVm1dycjJJJBJatWqVRu1gjLGSRiAqwsjijDHGGGOMMcbYJ+Lr64u7d+8iKiqquKuisHDhQoSEhOD+/fvvPTEYY4x9jjhYyBhjjDHGGGPss/To0SM4ODjg2LFjaNy4cXFXB9nZ2ahatSp++ukn+Pn5FXd1GGPso+BgIWOMMfYZkEqleP78eYF5DA0NizTbI2OMMcYYY4wVFU9wwhhjjH0G4uLiUKVKlQLz+Pv7FzrJAWOMMcYYY4y9Dw4WMsYYY5+BcuXK4ciRIwXmsbOz+0S1YYwxxhhjjJVW/BgyY4wxxhhjjDHGGGMMACAq7gowxhhjjDHGGGOMMcY+DyXiMWSZTKb4vyAIxVgTxhhjjDHGGGOMMcZKnrwPF4tE+fcfLBHBQgBIS0sr7iowxhhjjDHGGGOMMVaiGRkZFbi8xAQLAUBXV5d7Fn7GpFIp7t27h2rVqkEsFhd3dRj76PicZ6URn/esNODznJU2fM6z0ojPe1YaEREyMjIKzVcigoXyAKEgCBws/IwJggAi4uPESg0+51lpxOc9Kw34PGelDZ/zrDTi856VZoWd8zzBCWOMMcYYY4wxxhhjDAAHCxljjDHGGGOMMcYYY//hYCFjjDHGGGOMMcYYYwxACRmzUBNSqRQ5OTlK00CzT0smk4GIkJmZWeAU3OzzIQgCxGIxxGIxj9PBGGOMMcYYY4yxLyNY+Pr1ayQmJnKgsJjJB4eNj4/nwFMJo6enBysrK2hra3SFDDoAACAASURBVBd3VRhjjDHGGGOMMVaMSnywUCqVIjExEXp6ejAzM+MgVTEiImRlZUEikfBxKEGys7Px4sULPHr0CFWqVOFeoYwxxhhjjDHGWClW4oOF8kePzczMoKenV9zVKdXkPTt1dXU5WFiC6OrqQktLC/Hx8cjOzoaOjk5xV4kxxlgpdOHCBQwcOBAuLi6YP38+bGxsirtKjDHGGGOlUokPFsoDVBycYuzdya8ffpSfMcaYJrZu3YoTJ07A0dERTk5OEIvFiIqKwqlTp3D//n2ULVsW1tbW+b7KlSsHiUQCIHfM4wULFmDatGlwdXXF6dOn4ebmhsDAQAwcOJB7vDPGGGPso7l06RKWLl0KDw8PeHp6wtbWtrir9Fko8cFCxhhjjDH26YSHh2PUqFGoVq0aIiMjkZ6eDgCwtLSEh4cHWrZsiRcvXiAxMRExMTE4fvw4njx5guzsbKVyLCwsYG1tDQC4ceMGxo8fj4CAAKSlpeGnn36Cn58fbty4gdDQ0E/eRsYYY4yVDhMnTsTVq1exefNmEBFq1qyJw4cPo2zZssVdtWLFwULGGGOMMaYReaBw1KhRCAkJAREhLi4Ob968QfXq1fN90kMmk+Hly5dITExUvB4/TsSDB/8iIQHo2nU1ypWrhTlzBCQk6CIxcTWsrYMRHn4F2tqJ6N/fGjVrAvwgCWOMMcbehXxC1rwuXLiAqKgobNu2DR4eHjh27BjOnTsHS0vLYqrl5+OdgoUrV67E4sWL8ezZMzg7OyM4OBh16tRRmzc7OxsLFixAREQEEhMTYW9vjxkzZqB169bvVXHGGGOMMfZpPHr0CCtWrEBISAhGjx6N4OBgCIIAQRBQqVIlpbxEQGoqkJAAJCQI//2rhcREKyQklENCQi0kJgpITARycnJv2o8eBUQiQrlygI0NwcYG6NjRDBERBli82AqLFmnDwYEwZowUffoQdHWLYy8wxhhj7HNGREhMTERsbCzu37+Pe/fuITY2VvG+cePG2LNnj2IolLlz58LBwQGdOnWCSCTCN998g2+++aaYW/F5KPIgMLt27cLUqVMxceJE/PHHH3B2dkb37t3x/PlztflnzZqFdevWITg4GOfPn8eAAQPQt29fXL9+/b0r/yV48uQJRo8ejerVq8PQ0BB2dnbo0qULjh8/DgCQSCT49ddfVdbz9fVF9+7dFe9bt24NiUSCkJAQlbydO3eGRCLBzz//rJR/3Lhx+dYrKSkJ48aNg729PQwMDFCpUiUMGjQIjx49UtuGsWPHwsnJCWXLlkWFChXQrFkzLF++XPFoEgBUq1YNEokEEokEJiYmqFWrFtasWaNU1smTJxV53n49efJEqQx1L19f3wL2dq7AwEA0bdoUJiYm/IsBY4wxlo+kpCSsXLkSLVu2hL29PRYvXoxJkyYpAoVvu3xZQL9+Ypiba8HSUhtubtpo104Lvr5aWLBAhJMnRUhPB5ycgO++k2HBAhl27szBuXM5ePgwG69f5+DhwxycPSvFjh1SLFlC2LkzHUQmGD/+CGrUIPj5iVGtmhaCgkR49aoYdgpjjDHGPgtXr17FunXrMGXKFPTq1Qt169aFmZkZKleujNatW2Po0KHYvn070tLS0LhxY/z44484efIkJk6cCACIiYnB3r17MX78eB4fWY0i9yxcunQp+vXrhz59+gAA5s+fj99//x2bNm3CmDFjVPJv27YNY8eOhZeXF4DcINfJkycRFhaGFStWvGf1S7aHDx+iefPmMDExQWBgIJydnZGdnY0jR45g5MiRiI6OLlJ5FSpUwIYNGzBhwgRF2uPHj3H8+HHFmECaSEpKQpMmTSCRSBAWFoYaNWrgn3/+gb+/Pxo1aoRTp07Bzs4OAPD3338r2jBz5kxUq1YNRkZGuHnzJlavXg0bGxt8/fXXirL9/f3h6+uL9PR07Ny5E0OHDoWNjQ3atm2rVIfo6GgYGxsrpZUtWxZnz56FVCoFAJw7dw49e/ZUyqvJjNhZWVno3r07GjZsiLVr12q8XxhjjLGSSiaTYdu2bdi7dy9+/vln2Nvbq8335s0b7N+/HxERETh8+DCkUilatWqF1atXo0uXLjAyMlLKL5UCBw4ICA0VISpKhCpVCD/+KEPVqrm9A21sCNbWgAZ/ntVq0aIFunXrgM2bfRAdHY1Zs4wQGirC7NkiBAeL4Osrw8iRMlSs+G7lM8YYY6zkWbp0KUaPHg1BEFChQgXY29ujYcOG6NOnD+zt7WFvb48qVapA961HESwsLDBy5Eg0aNAAx44dg42NDXr37q1YHhMDREaK4O8vK/VDnxQpWJiVlYWrV68qBQVFIhGaNWuGixcvql0nMzNT5QDp6uri/Pnz+W4nMzMTmZmZivfyGVqlUqnKL9kymQxEpHiVJCNGjIAgCDhz5gwMDAwU6TVq1ICPj4+iPQW1LW96u3btsHPnTpw5cwaNGjUCAGzcuBGtW7dGXFycSv78yp02bRoSExNx69YtlCtXDkBuIHL//v2oWbMmRo4ciX379inaoKWlhXPnzkFfXx+ZmZnQ0dGBnZ0dvv76a5VtGBoawsrKCgAwfvx4/PLLLzh69CjatGmjVD9LS0uUKVNGpW4WFhaK/5uamqrNW9h5MH36dADAhg0bNMpfGsiPk0wmUwRjWeHk+4r3GStN+LwvWYgIBw4cQEBAAKKjo2Fqaorjx49jy5YtaNasGYDcY3ny5Els3boVe/bsQVpaGurUqYM5c+agR48einsBeV4AeP0a2LhRjLAwMe7fF+Grr2SIiMjC11/LIBar1uN9Tpc5c+bA3d0dgYGBmDlzJhYtkmLKFGDZMi0sXy7GkiUieHvLMGZMDlxdP8zfdD7PWWnD5zwrjfi8L5mWLl2KcePGYeTIkQgICFCJN+X19rH9/vvvce7cOQwdOhTZ2dkICAiAlpYWoqNlCAzUwo4dItjYAAMHZqN8+Y/dkuKhafyjSMHCly9fQiqVqjy6aWlpiXv37qldp2XLlli6dCkaNWqEKlWq4OTJk9i/f3+BF+SCBQsQHByseG9oaIjo6Gjcu3dPpWHyQSqzsrIUaenp6bh7925RmvZBODg4QF9fX6O8SUlJ+P333zFt2jSIxWJkZGQoLdfV1VWkZWdnqyyXSqWQyWSKdJlMBrFYDG9vb6xZswa1a9cGAKxfvx4///wzgoKCkJOTo5RfKpWqlCvveeDt7Y0yZcooLRcEAQMHDsSsWbOQkJAAADh69CimT58OsVisCPDmDfTmRUSKOshkMuzbtw+vXr2CSCRSbEd+HDMyMlTq9rai5FVHPivju6z7pcnKykJOTg4ePHiQ7+D0LH+xsbHFXQXGPjk+70uGHTt2YNasWahbty7Wr1+PKlWqYMKECejYsSP8/PyQlJSEw4cP4/nz56hYsSL69OmDdu3aKcYhTElJQUpKiqK8Z8+0sHWrBXbsMMfr12K0bp2MGTNewMUld9iRj3Va+Pj4IDQ0FE2bNkXF/7oR9uoFdOokwp49Zti40RJbt+qgRYsUzJv3UG3A8l3wec5KGz7nWWnE533JsWXLFoSEhKBfv34YMGAA/vnnnyKXMXLkSFy6dAmJiYmwtW2DLl3e4Pffy8DKKhuTJyeic+ck/Psv4c6dj9CAz4C68abV+eizIQcFBWHUqFGoX78+BEFAlSpV8O2332Lz5s35rjNmzBj4+fkp3ssDhNWqVVMJZGRmZiI+Ph4SiUQRUY6JiVH8Wv4pnT9/HrVq1dIo7+PHj0FEcHZ2LjASDgDa2toqecRiMUQikSJdJBJBLBbDx8cHLVu2RGhoKP766y+kpaWhS5cuCA4OhpaWlkr+t8t9+vQpUlJSULNmTbX1cnFxAREp6i+fWlxXVxdEhMzMTNjZ2SkCcEOHDsWcOXMA5J6U/v7+mDVrFjIzM5GTkwMzMzMMGjRIsS35QKM1atRQ2m7FihVx9epVpTR5Xl1d3UL3YX77Vb4+A7S0tGBrawsdHZ3irkqJIZVKERsbC3t7e4g/1DdTxj5zJf28T05ORnh4OA4dOgR9fX0YGRnBxMQExsbGipeJiYnadGNjYxgZGUEkEiE1NRU3b97EzZs3Ubt2bcWPdJ+TrKwsrF+/Hj169MCGDRsU91BHjhzBhAkTsGjRIlhZWeGbb75Br169UKdOHZX7rKws4OpVAWfPinDmjAiHD4ugqwsMGCCFn18mKlXSA1Dho7dlzpw5OHjwIJYvX44dO3YoLatVC5g2TYZNm7Lxww8muHfPCZ07y95reyX9PGesqPicZ6URn/clS1hYGEJCQjBmzBjMnj37nTq5EAGPHgmYPPkcIiLE8PExga0tsGhRDvr2lUFHxwKARaHllGREpNTZLj9FChaam5tDLBarTGby/PlzlC1bVu06FhYW2Lx5MzIyMpCUlARra2vMmDEDlStXznc7Ojo6SgELIkJqairEYrHKCSESiRSz8cmXOTo64sKFC0Vp2gdRvXr1dzphC1snb9sKWlcQBLi5ucHe3h67du3CyZMn0adPH0VQTF3+t8t9e7mmdc77/vTp0yAi+Pj4ICsrS2nZ2LFj0a9fPzx58gQ//fQThgwZgmrVqqmUc/z4caVxkbS1tfPdZkH7pyB51y/t5PtQHkRmRSMWi3m/sVKnpJ33KSkpmDt3LsLDw5GdnY1OnToBAFJTU/HgwQOkpKQgLS0NKSkpSE1NzfcRDUEQYGhoiLS0NEWahYUFLl++XKTxgT+FyMhIxMXF4ddff4WW1v9v+cRiMUJDQzFu3DjY2NgoLUtNBc6fF3DmjICzZwX8+aeAN28E6OkR6tcnzJkjw4ABMuQOFfzpjr+RkRFCQkLQu3dvHDlyRGWsY7EY8PUFNm2SYckSLXTr9mEeKStp5zlj74vPeVYa8Xn/+Vu0aBF+/PFHjBs3DnPmzNHoO3xKChAdLeDGDQHR0cCNGwJu3hSQmioA0EHlyoSlS6Xo25eQ2w+pdJwDH+UxZIlEAnd3d5w8eRIdOnQAkPvY6qlTp/D9998XuK6uri5sbGyQnZ2Nffv2oUuXLkXZdJHo6+tr3MOvuNjb20MQBNwppG+rkZGR0uM/csnJyTAxMVG7Tv/+/bFs2TLExMTgzJkzRaqXfPy/27dvq11++/ZtCIKAqlWrKh4Bf/uRbzs7OwiCoHayEQsLC8WAoxEREahduzbq1Kmj0pOwSpUqascsZIwxxooqJycH3t7euHjxIoYMGYLRo0crjcP3NplMhtevXysCh6mpqUr/T01NhYWFBVxcXGBhYYFGjRph4MCBOHDgwGczm15OTg5CQkLQpUsXODs7q81TsWJFxMdDERg8e1aEGzcAmUyApSWhUSNCQIAMjRsT3N0JeX57LBbdunVD8+bNMW7cOLRs2VLxhEFew4fL0Lu3Fq5ckeIzvxVkjDHGmAYWLVqE8ePHY/z48fn2KHzwAPjzT3lgMPf16FFuPi0tQvXqgIsLoUMHGVxcCM7OBFtblPpJTApS5MeQ/fz84Ofnh1q1aqF27doIDw/H69evFbMjDx06FNbW1vD39wcAxbPgLi4uSEhIQHBwMGQyGUaNGvVhW1LCmJmZwcvLC8uWLcPw4cOVJjgBcoOBZcqUgYODA65cuYJ+/foplkmlUty4cQMDBgxQW3avXr0wceJEuLq6qgThCiMSidCjRw9ERETA399f6cvUmzdvsHz5cnh5ecHMzAwA0Lp1a4SHh2PYsGEaj9coV6FCBXh7e2Pq1KnYtWtXkdZljDHGNDVt2jRERUXh8OHDaNq0aaH5RSIRjIyMVGb+BYA3b4C4OODyZQGrVws4c0YEHZ27OHZsD7p1O4sRIzzg6kp4a3jnT2779u2IjY1VO+xLaiqwcqUIK1eK8PffuXfJ9vaExo0Jw4bJ0KgRoVq1z+8GWhAE/PLLL6hXrx6WLFmiNOGeXOfOhIoVCWFhYqxezQPWM8YYYyVRTk4O9u3bh2XLluHEiRP5BgrT0oCAABHCwkSQyQSUL09wcSF4e/8/KOjoCKj5fZEVosjBwm7duuHFixeYM2cOnj17BhcXF+zYsUPxGHJ8fLzSr+qZmZmYPXs2Hj58CAMDA3h6emLZsmX59oorTUJDQ9G8eXM0atQI/v7+cHFxQU5ODo4dO4bly5fjxo0bGDVqFIYMGYLq1aujVatWeP36NZYuXYpXr15h4MCBass1NTXFo0ePlB4/Vuf58+cq4wBaW1tj5syZOHHiBNq1a4fAwEDUrFkTDx8+hL+/P7KzsxEaGqrIv2jRIjRv3hwNGzbEtGnT4ODgAF1dXVy+fBl37twpdAyn4cOHo1atWrh8+TLq1KmjSH/27JnKxCPm5uaFtkkTjx49QlJSEh49egSpVKrYB/b29jA0NHzv8hljjH0+9uzZg19++QVBQUGFBgpzcoCEBCA+XkBcHBAXJyA+Xv5vbtqLF/+/SXVwyA2waWnpY/9+Dxw8aImDB3NvrWxsCK6u/3+5uRHs7fHBJt4oiEwmQ1BQENq1a6f0pMWTJ8DixSKsWCFCejrQqxchKEiKr74iWFl9/Hp9CC4uLhg6dChmzZqF3r17q/QQ1dICfvhBBn9/EebMQYlpF2OMMcZy51BYvXo1Vq1ahfj4eDRs2BCbNm2Ct7e3SqDw118FjBkjxsuXwKxZMgwcKMN/fZrYB/BOE5wMHjwYgwcPVrts//79Su8bN26M8+fPv8tmvnh2dna4cOECgoKCMHHiRCQmJsLS0hK1atVCWFgYgNxegkSE0NBQTJkyBfr6+qhduzaOHTsGqwLugDV5hHfr1q3YunWrUtqMGTMwefJkREVFYfbs2Rg2bBiePHkCMzMztGnTBuvWrVPMQggAVatWxZ9//ong4GBMnToVjx8/ho6ODpycnDBmzBgMHTq0wDrUqFEDnp6eCAgIwN69exXp6h6ZioqKQoMGDQptV2ECAgKwceNGxfv69esDyB3wvTgmxmGMMfZxXLlyBb6+vujatatSL7THj4E9e0R49Oj/AcH4eAEJCbmP4MoZG+c+olKxIqFOHRk6dwZsbQkVKgA1axLyDte8YIElPDyaIy5OByNHrsa//9rjxg0BmzeLEBKSW6a+fu4v3LnBQ8DVNfe9mg6M7+XXX39FTEwMli9fDiB3huIFC0TYsEEEbW1g0CAZRo6UoXz5D7vdT2X69OmIjIzE1KlTsWrVKpXlAwfKMHNmblB02rT3m+iEMcYYYx8XEeH8+fMIDw/Hzp07oaWlhV69emHo0KFqh5eLiwNGjxZj3z4R2rWTITRUigKmxGDvSCBNRzcsRvIJTvT09FSiyRkZGYiLi0OFChV4VttiRkTIyMiArq4uTxpSwvB19G6kUinu3LmD6tWr86DIrNT4nM77mJgYREREYMeOHRCJRGjcuDEaN26MpKQkbN26FX/99RecnJwQFRUFY2NjxMcDc+eKsHp17hMQFSvmBv9sbYEKFQgVKuT+Xx4QLOpDEM+ePYO3tzeuXLmClStXomfPngCAFy+A69cFXLuW+7p+XcDt20BOzv+DiGZm+O9F0NfPwIsXMZg82Rrt2xfteWYiQoMGDWBqaorQ0MOYM0eMbdsEmJsDI0bIMGSIDKamRWvX52jFihUYPnw4Tp8+rfjRL68RI0TYs0eE2Ngc5JkzT2Of03nO2KfA5zwrjfi8L17p6enYunUrwsPDce3aNVStWhVDhgyBj48PTNXcrOTkAEuWiDBjhgjGxsD8+VJ060af3bApnzsiwps3b2BsbFxg3OadehYyxhhjjH0sUqk035v2x48fIzIyEhEREbh27RpMTEzQtWtX6Ojo4MyZM1i3bh0kEgnatWuHCRMmoH379njxQhfTpuUGCQ0NgalTZfDzk8/o++GULVsWhw8fxg8//IC+ffvi9u3bmDZtGiwsRGjZktCy5f9/n83MBK5fz8H69Zcgk5lBLLbAv//q4uLF+4iNTYJMZoeuXcth+HDCjBkyjXsfHjp0CFevZqBFi81wc9NC+fLAggUy9O8vg5p5x0osX19frFixAqNHj8bp06dVJpYZNkyG5ctzA6V9+372v4szxhhjxSI6OhoSiQQODg6fbJuxsbFYvnw51q9fj5SUFLRr1w6zZs2Cp6dnvhPFXbokwM9PjGvXcocbCQiQFflHXVY0HCxkX5SgoCAEBwerXdakSRPs27fvE9eIMcZYUaxatQpjxoxBx44dMWbMGNSvXx/JycnYvXs3IiIicPLkSUgkErRv3x5TpkxBu3btoJOn69irV6+gpaUFLS0j3LwpYOJE4aMHCfPS1dXFmjVr4OTkhGnTpiEmJgZr1qxRmQRMRwc4cWI+VqyYqpRubGyMSZNGIC4uArt3V8Dq1f7Ys0eELl1kMDcHLCwACwuChQVgbi7/N3esvlu3CAMH6gG4idhYAYsW5QYJ36Vn3edOLBZj4cKFaNmyJTZt2qQ0ERwAODoCbdrIsHixGN99l8O9DhhjjLE8/vzzTwQGBuLAgQOwtbXFzZs3ofeRf1UkIowcORLLly+HmZkZBg4ciCFDhqBKlSr5rpOaCkyfLkJ4uAiursDp01LUq8c/An4KHCxkX5TBgwejR48eapd97A8/xhhj72fevHmYPHkyunTpgmvXrqFJkyaoUaMGYmNjkZOTgxYtWmDFihXo0qWL0kRpz57lfczXAteuCbh7F5BKBZiZ0ScJEuYlCAImTJiA6tWrw8fHBy1btsTOnTtRPs8ggQ8ePMDs2bMxYsQIjBo1Cg8fPsTTp0/RunVrmJqa4uLFi9iwoTHWrWuBAwc8cPSoCC9fAi9f5rbrbaamhORkgMgRfn7RCA52+iKDhHk1adIEPXv2xJQpU9C5c2eVyfNGjJChY0ctnDkjoEkT/mLBGGOMRUVFITAwEEePHoWDgwNCQkIwadIkhIeHY+zYsR912/Pnz8fy5csREhKCIUOGFPj9nAjYvVvA2LFipKQAwcEyDB8ugxZHsD4ZHrOQfTA8ZmHJxdfRu+FxTlhpJD/vHRwccPjwYdSvXx+WlkUbV+9tRIRp06YhJCQEkydPhr+/P4gIBw4cwLZt21C3bl188803KFvWGrGxUIz7Jw8QJibm/s0xMPj/zMPySUScnalYH7+9evUqunXrBqlUil27dqFOnTogInTp0gU3btzA9evXYWhoqLIeEaFmzZpo0qQJVqxYoUiXyYCUFOD5c+DlSwEvXuQGEF+8ELB+/Vzo6e3GhQtRpebvcHx8PJydnTFkyBCVJwuIAFdXLTg5EbZtkxapXP58Z6UNn/OsNCot5z0R4ejRowgMDMTp06fh4uKCSZMmoWvXrhCLxRg+fDi2b9+OO3fuaDRRqibb8/Pzg62tLUaPHg0DAwMcOnQIXbp0wYQJEzBz5ky160mlwP37QHS0gA0bRDh4UISOHWVYuFCKPHOssvfEYxYyxhhj7KN49eoVvvnmG+zfvx/u7u44ceIEDAwM3qksmUyGUaNGKX5pHj16NIDc3nlubl/j2bNOuHJFwDffCLhxQ0B6eu5NTfnyuUFBHx+ZIkBYtSqQz1A3xcbd3R1nz55Fjx490KJFC6xevRpisRiHDh3C9u3b1QYKgdz29+zZE4sXL8aiRYsUP+SIRICpKf6bpOT/v/ceP34MkydPwvbt20tNoBAAbG1tMXHiRMycORMDBgyAo6OjYpkg5PYuHDlShIcPwTMlMsYYK1WICPv370dgYCAuXbqEunXrYufOnejQoYPS2IBTpkzBpk2bMHfuXMyePfu9t7t7926sXr0a2traWLlyJUaMGIHAwEC0b98eAQEBAICnT3ODgvLXjRtATIyAN29y72EqVyZs356Dzp0/+75tXyzuWcg+GO5ZWHLxdfRuSsuvkYzldfz4cfTt2xdSqRSTJ0/GjBkz0LJlS2zbti3fQamfPXuGK1eu4MqVKyAi+Pj4wMbGBtnZ2fD19cW2bdsQHh4OH58BuHxZwP79AvbvF+HGDQFiMcHREXBzI8XL1TV3rL6SJCMjA4MHD8bWrVthZGSEpk2bYteuXQX+vbx9+zZcXV0RGRmJrl27qixPT0/H7t27sX79evzxxx+oXbs2zp49m+9x+FJlZGTAzc0N1apVw759+5T26evXQJUqWhgwQIbgYJnGZfLnOytt+JxnpdGXet7Ln2YICgrCjRs30LhxY0yePBmtW7fO975j+vTpWLhwIWJiYpSGTSmqnJwcuLu7o3Llyli8eDGmTZuGbdu2wcnJFZMnR2HXLkOcPi3g+fPceujqEmrUIDg75z4NIn9ZWYHHG/5INO1ZyMFC9sFwsLDk4uvo3XypNxjsy/Lvv/8iMjISsbGx0NfXh76+PipUqIBWrVrB3Nxc43Kys7MREBCAuXPnom7duoiIiEDFihVx4MABdO/eHaNHj0ZQUBASEhIUgcG//voLV69eRXx8PADA2NgEOTmGyMoyRvPm3khKEuPatcfw9vaDrq4LfvtNwJMnAkxNCW3bEjp0kMHLi/ABnoj5LBARgoKCsGbNGhw9ehSVKlUqdJ0GDRqgcuXKiIyMVJRx+fJlrF27FpGRkUhNTUWzZs3g4+ODbt26qUykUlr8+uuv8Pb2xq5du9CxY0elZZMmibBqlQgPHuQgn46cKvjznZU2fM5/eTIyMhAcHIwdO3Zgw4YNqFWrVnFX6bPzpZ332dnZ2Lp1K4KDg3H37l20bt0akyZNgoeHR6HrpqSkwNHREe3bt8eqVasK/D5PRDh9+jQ2bNiA33//HYGB89CqlTdevAA2b/4N8+atxaRJv0BfvyJevgTu3k3GhQtl8PKlGG5uhI4dZXBxyQ0KVq0KfAG7vkThYCH75DhYWHLxdfRuvrQbDPZluXnzJlasWIFNmzbh9evXqFy5MjIyMpCeno7k5GSIRCLUq1cPbdq0Qdu2bVG7du18e6Tdv38f/fr1w5UrVzB9+nR06NABNWrUgFgsBhEwZ84qBARshrGxE1JTJQAsoaNjizJl7KGjq8b7egAAIABJREFUYwsiC7x5Y4jkZDFyclT/PpiZEWxsAC8vGTp0IHz1FfEA1v9ZsGABpk+fjitXruDAgQNYt24dbt68CVtbW/Tt2xf9+vVD1apVi7uaxY6I0KFDBzx48AA3b95UOpcfPQKqV9fC/Pky/PCDZr0L+fOdlTZ8zn9Zjh07hhEjRuCff/5BxYoV8erVKxw+fBhubm7FXbXPypdy3mdmZmLjxo2YO3cuHjx4gA4dOmDSpEmoX79+oesePy7g0iUB+vrAlStR2LhxGby9O2DgwF4QiwUkJf1/jOSHD9Nw+fJD3Lv3Cm/e6ENLywqABXJyVH+JEwSCmRlgZgaYmxMaNCB8950MfAoWPw4Wsk+Og4UlF19H7+ZLucFgX46srCzs3r0bK1asQFRUFKysrDBw4ED4+vqiYp6RoRMSEvD777/jt99+w7Fjx5CSkgJLS0t4eXmhTZs28PT0hJmZGS5cuIANGzYgIiICFhYOmDJlHbS0HHH+fBJevbLE/fsC7t0TkJb2/898sVgGc3MZypYVwdISsLAALC0J5ub47z3B0hIwM5NCIklF1aplODBYgPj4eFStWhVEBIlEgk6dOqF///5o1aoVf+685ejRo2jfvj2uX7+uNHYhAPTuLcb16wJu3MjRaFxL/nxnpQ2f81+Gp0+fYsKECYiIiICHhwfCwsJgbW2Ntm3b4p9//sHvv/8OFxeX4q7mZ6Mknff79u3D9OnTMXz4cPTr1w/a2tpIT0/HmjVr8MsvvyAhIQHdunXDxIkT4e7uXmh5Dx8C48eLsXevCMbGhMxMIDNT/Xd4QZBBSysF2dlPIBK9QvnyOnB2LocaNaxgZkbYv389zp/fj4YN7XHhwkGcPLkTdevac4/BzxQHC9lHkZWVBTc3N6xZswZfffWV0jIOFn5+Jk+ejPT0dCxcuLDAfHwdvZuSdIPBSoZbt25h//79MDU1hYWFBUxMTJCWloaUlBSkpKQgOTkZqampSE5OVqTlfSUnJyMnJwdNmzbFkCFD0LlzZ0gkkv+xd+dxNaV/AMc/5942oRqJtBBF1kJSdmNkXzN2Qhj7FkP2bWKy7ztjDRnMmN8PkSXLkDV7kWUSlSWytd17z++P++uOpqJM9uf9et1Xt3ues3WP45zveZ7vF9BW0b14EQ4dUnDjhvaCMCUFkpI0xMU9JSYmnkePnvPypQowRKnMi1qtQKk0Rl/fjKSkv0sKW1ik4uiopGRJKFlSxsFB+7KxAVNTkWMmty1YsACFQkHHjh1zNHT8a/P06VMKFSrE6tWr6dq1a7ppf/4pUbeuHr//rqJx47df+orzu/C1Ecf8502j0bBmzRrGjBmDUqnE39+frl276u7J4uPjadSoEffu3WPfvn2UK1fuI2/xp+FzOe5fvnxJ+fLlkSSJ6OhoihcvTuvWrdm4cSOPHz+mQ4cOjBw5kjJlyrx1WUlJMHu2An9/BQUKgL+/mnbtZCRJW4341SuYNWsJ06fPx82tBpcvH+bly3vUqVObrl274unpmaE4m0ajoV+/fvzyyy/06NGD5cuXv68/hZALshss/LoyYH9CevbsiYGBQYZXWp6dkiVLYmBgoMtR9DpnZ2cMDAxYv359hmn+/v4YGRkxe/bsHG9TQEAALi4umJqaUrRoUXr37s3jx4/TtVmxYgV2dnYZAoWHDx+mRYsW2NnZYWZmhpOTEyNHjuTevXsArF+/HgsLi0zXa2BgwO+//w7AnTt3MDAwwMjISDdvmpiYGPLkyYOBgQF37txJ1z4sLCzL/Tpx4gQtWrSgUKFC5M+fn0qVKjFv3jzUanWGtocPH6ZVq1ZYWVmRP39+SpcuTadOnTh69KiuTUhISLrvzMrKihYtWnDp0qV0y3rTd/zPZWT2CgkJyXKf0v4eXbt2pWzZshgaGjJ8+PAMbXx8fNiwYQO3bt1647IEQfi4kpKSmDRpEq6urkyfPp1BgwbRvn17GjVqRNu2benVqxfjx49n1apVBAUFER4eTmJiIgULFsTFxYVWrVoxZMgQ5syZw6lTF1i0KBhj43YsX27EsGEKWrRQYmOjR9Wq+kycqODsWQWRkdpKdElJCiwsCuDq6kDLlpVo374sdevqU6FCNO3aSfj6WjB+vAGbNqkIDU3lwYMk9u+/yv79KSxfrmbECA2tWmkTU5uZiUDh+zB48GAGDhwoAoVvYWZmRqlSpThz5kyGadWqybi4aFi0SFz6CoLwZbl06RJ169alf//+tGzZkkuXLuHl5ZUuCFCgQAH27NmDpaUlDRs25Nq1ax9xi4Wc8vf359GjRxw4cICzZ8/i5OTEkiVLaNasGZcvX+aXX37JVqBw926JSpX08PNTMGCAhsuXVbRvL+uu3ZRKyJ8fJk/uj79/XxISzjBsWHfCw6+xf/9+vLy8MgQKARQKBUuXLmXdunX8/PPPub37wkciBv58RA0bNmTlypXpPjM0NNS9t7W1Zf369bRv3173WWhoKHFxceTNmzfTZa5bt47hw4ezdu3aTINHWfnzzz/x9vZm1qxZNG3alPv37zNgwAD69u3Ltm3bAG0EesmSJUycODHdvGnl0Lt27cqGDRsoWbIk0dHRbNy4kXnz5jFz5sxsb0caa2trNm7cyKhRo3SfbdiwAWtra6KiorK9nN9++41OnTrRrVs39u3bh5mZGQcPHmT06NGcPHmSzZs36/4jXbZsGUOGDKFz585s2rSJEiVKkJCQQEhICCNGjCA0NDTdsi9fvoyJiQkxMTH4+vrSqlUrrl27puvFA1l/x3nz5k23Hz4+Pjx//jxd2wIFCrxx35KTk7GwsGD06NEsWLAg0zYFCxbEw8ODFStWiBO3IHwi7t+/T3BwMLdv30aj0aBWq/ntt9+4ffs2o0aNYtSoUejr6xMfH8/z58/Jnz8/pqam6Ovr65bx/DncvAm3bkncvClx65bE2bPa3+/eBVnWntcMDWVKlIASJWR699ZQr56Mu7vMa//VZMIIKPX/F4D8/5dWJs9ZBOGT4erqmmmwUJJg4EANPXrocfWqmrJlP8LGCYIg5KJXr14xdepU5s2bh4ODA8HBwdSuXTvL9ubm5uzdu1eXcmT//v04Ojp+wC0W3sXNmzeZM2cOI0aMoHjx4gC6+/O3iYmBM2e0OQmPHpU4dkzBd99p2LlTzT+ydWQwbNgwhg0blu3tTBsBIXw5RLDwIzIwMMDS0jLL6R06dGDBggW64aEAa9eupWPHjmzcuDFD+yNHjpCYmMikSZPYtGkTJ06cyNADMCsnT57Ezs6OgQMHAlC8eHF69+7NrFmzdG3OnTvHrVu3aNKkie6z6Ohohg0bxsCBA5k5c6ZuGHLx4sWpVasWT58+zdb6/6lLly6sW7cuXbBw3bp1dOnShWnTpmVrGS9fvqRfv340a9aMpUuX6j739vamUKFCeHp6sm3bNtq1a0dUVBTDhw9n8ODBGYKbTk5Our/L6woVKoSZmRmWlpYMGjQIT09PwsPDcXJy0rV503f8+ud58uQhOTn5jcfDP9nZ2TFnzhxA+7fJStOmTZk4caIIFgrCR/Lq1SuOHTtGcHAw+/fv58qVK0iShJWVFUqlEqVSiYODA4GBgZR9LYJhalqQ27ctOHECXUAwLUD44MHfvQVMTLSV5EqUkKlaVYO9vTZAaG+vLRqSnfxsgvClqFKlCtu2bSM5OTndA1iAtm1lRo+WWbxYweLF2St0IgiC8KkaOXIk69atY/z48QwfPjzDOS8zFhYWBAUF4eHhQYMGDTh58iRFihT5AFsrvKuRI0dSuHBhRo4c+cZ2z57B2bPawODp09qf0dHa68VChWSqVJHZskVF69ayGAUiZMsXGSx89QoiIj78eh0dwdg495ZXuHBhPDw82LBhgy733LZt2wgODs40WPjLL7/Qvn179PX1ad++Pb/88ku2g4Xu7u6MHz+ePXv20KhRIx48eMCOHTto1KiRrs2xY8coWbIk+fPn1322fft2UlJSsuzFaGZmlsO91mrevDkrV67k+PHj1KhRg+PHj/P06VOaNWuW7WDh/v37efz4MT4+PhmmNWvWjJIlS7J161batWvHzp07SU1NzXI/3jSWPyEhgcDAQIB0vQo/Fa6urkRHR3Pnzh3s7Ow+9uYIwhdPlmUuXrxIcHAwwcHBHDt2jOTkZKytrfHw8GD06NHUq1ePggULZpg3ORkOHJDYuVPBrl0ST578fZFnb68NCnp4aHTv7e21hUPERZ8gaLm6upKSksKlS5eoUqVKumkGBtCnj4YZMxRMnarhLR34BUEQPlmyLLN371769OnDmDFjcjRvoUKF2L17N8WLF+fQoUN06tTpPW2l8G/t27ePP/74g02bNmGcSaBBrYZNmyTmzlVy9ap2ZEm+fDIuLjLt22twddUGCW1txbWikHNfZLAwIgLc3PTf3jCXhYamUqlS9tvv3r2bb775Jt1no0aNwtfXV/d79+7dGTVqFKNHj2b79u2UKFEi0+pGz549Y8eOHRw5cgSAjh07Uq9ePebMmZNpXoF/ql69OuvWraNz584kJSWhUqlo2rRpuuGtUVFRWFlZpZsvMjISExMTihQpQm7WytHT06NTp06sXbuWGjVqsHbtWjp16oReDkpm3rhxAyBDRcQ0jo6OujY3btzAxMQkXc++HTt20LNnT93vR44cSVc9LK0b+MuXLwFtAPKf68rOd/y+pX1nUVFRIlgoCO+BWq0mJiaGkJAQXYAwLi6OPHnyUKdOHfz8/Khfvz5lypTJ9MFDYiLs2yexY4eC//5X4tkziVKlZH74QUPz5jJlysi89oxGEIQ3cHJyQl9fnzNnzmQIFgL07q1h+nQFv/yiYPhw0btQEITP061bt4iKiqJu3brvNL+1tTVmZmYZcsQL79e2bdsoXLgwtWrVemtB0JSUFHx8fKhduzbff/99ummyDHv2SIwdq+TKFYmWLTUMG6ahShUZR0dEFWIhV3yRwUJHR23g7mOsNyfq1q3LwoUL0332zzx1TZo0YcCAARw9epR169bRvXv3TJe1detWSpQogbOzMwAVK1akaNGibNu2jR49erx1W65evcrw4cMZO3YsHh4exMbG4uvry4ABA1ixYgUAiYmJGSrlyrL83iofd+vWjTp16jB16lS2b9/OkSNHUKlUOV5OdoOY/9yPBg0acPr0ae7fv0/9+vUzFEQ5ePAgxsbGhIaG4u/vz+LFizMsMzvf8fuWJ4+2gumrV68+6HoF4Uv2119/0aNHD27evMmDBw9054eKFSvStWtXPDw8qF69epZDgp49+ztAuGePxMuXEuXLywwZosHTU0PZsuIJsCC8CyMjIypUqMDp06fp27dvhumFCkGbNjKrVysYNkwjhukLgvBZCgkJQaFQUKtWrXdehrW1tQgW/gu7d+/m4MGDTJs2LVujyw4fPkznzp0BqFy5MkOHDqVNmzbpclK/bsmSJURGRhIQEJDuPvXUKYkxYxQcOaKgdm0Nx4+rcXXNvU47gpDmiwwWGhuTox5+H4uxsTEODg5vbKOnp0fnzp2ZMmUKp06dyjKZ6S+//MLVq1d1gSHQljBfu3ZttoKFM2bMoFq1arphuE5OTuTNm5dvv/2WyZMnU6RIEczNzbl8+XK6+UqWLElCQgIxMTFvzLeXP39+Xr58iUajQfHalXlaTkNTU9MM81SoUAFHR0e6du1K6dKlKV++/BurHv9TyZIlAQgPD890OHZ4eLiuapSDgwMJCQnExsbq9iNfvnw4ODhk2ZuxePHimJmZ4ejoyMOHD+ncuTMHDx5M1yY73/H7Fh8fD5BlNWpBEHImJSWFzp07ExsbS69evbC0tMTS0pKqVatSuHDhDO1lWVuM5MQJiZMnJU6eVHD5snaoSKVKMr6+Glq31lCqVCYrEwQhx1xdXQkJCcly+g8/aNi8WY+DByXq1xc3WIIgfH4OHz5MpUqVMr2Hyi4RLHw3N2/eZPjw4ezevRvQ3mO9nmdflmVCQkKoVq2a7qFxYmIi/fv3p0aNGvj6+jJ//ny8vLwYN24cAwcOxNvbGxMTE90yYmNjmTp1Kn369NHlw4+IgAkTlOzcqaB8eZldu1Q0bCjyDwrvj3ie+hno1q0bR44coXnz5hmGtAJcunSJs2fPEhwczOnTp3Wv4OBgTp48SXh4+FvX8erVq3RBPADl//svp/XMq1ixIhEREel66nl6emJgYMDs2bMzXW5aMLBUqVKoVCouXLiQbvr58+eBvwN7/9S9e3dCQkKy7FH5Jh4eHhQoUIC5c+dmmPbHH38QGRmpqzTt6emJvr5+uoIuOdGvXz+uXLnCb7/99k7zv09XrlxBX18/XeEEQfhUREVFce3atVxNY/C+jR07lvPnz7N582bGjx9P7969ad68uS5QmJgIx49LzJqloE0bJTY2epQtq0/PnnocO6bA1VVmxQo1ERGphIaqGDVKBAoFITe5uroSERHBs2fPMp1evbpMuXIyK1aIy2BBED4/acGoOnXq/KvliGBhzrx69YqJEyfi7OzMpUuX2LJlC8OGDcPPz49bt27p2vn5+dGgQQOaN29OQkICANOnTycqKoolS5bQsGFDdu/ezenTp6lduzZjx46lRIkSjBo1irt37wIwfvx49PX1mThxIjExMHCggooV9Th7VmL1ahWnT6to1EgECoX364vsWfi5SElJITY2Nt1nenp6GZLelylThpiYmEyTmoK2QrKrq2um3dCrVKnC2rVr31oJt1mzZvTt25fly5frhiEPHz4cV1dXXc67unXr8uLFC65cuUL58uUBsLW1ZdasWQwZMoRnz57Rtm1bSpYsyf3799m4cSP58uVjxowZlCtXDg8PD3r37s2MGTMoXrw4169fZ/jw4bRt2xZra+tMt6tnz560adPmrYVSrl+/nuGzcuXKsXjxYrp06UK/fv3o168fJiYmHDp0CF9fXzw9PWnbti0ARYsWZcaMGfj4+BAfH4+Xlxd2dnY8efKEgIAA4O/gaWaMjY3x9vZmypQptGzZUtdVPLvf8btK62n54sULHj58SFhYGAYGBukCg8eOHaNmzZrpep0Kwsem0WiYP38+EyZMIDk5mWLFitGoUSMaNWpE3bp1yZs373tZ740bN7hz5w5ly5bFysoqx2kUdu3axfz585k9ezaurq4AJCXB3r0Sx45pew6ePy+RmiqRN6+Mm5tMr14aqlXTvs/keY8gCLnMxcUFWZY5d+5cpvm8JEnbu9DHR8H9+/CPdMyCIAiftOvXrxMTE/PO+QoBHj+GyMiuREUNy70N+0LJsszOnTsZOXKk7h551KhRGBsb07BhQ7Zv387gwYP5448/CAwMZMqUKXh5ebFr1y6+/fZbpk+fzqxZsxg9erRuVBuAs7Mza9as4aeffmLx4sWsXLmSBQsW0KRJE/744w9mzlzO/PkFmT9fgZERTJ+uoW9fDf/ICiYI740IFn5EQUFBFC1aNN1npUqVyjDUF8Dc3DzTZaSkpBAQEMCIESMynd66dWvmzZvH1KlTs8yHAODl5cXz589ZsmQJI0eOxMzMjLp166arPGxubk7Lli3ZvHkzfn5+us/79u1LyZIlmTNnjq5ASrFixWjatClDhgzRtdu0aRNTpkxhwIAB3L9/H2tra1q2bMnYsWOz3K7sBta6dOmS4bNbt27Rpk0bChcuzM8//0y9evVISkrCwcEBX19fBg8enC5QMGDAAEqXLs38+fPp0KEDz549w9zcHDc3N/7zn/+kK26Smf79+zN//nx+/fVXXRAyJ9/xu6hataru/blz59iyZQvFihXTFW4BCAwMZPz48bmyPkHIDXfu3KFXr14cPXqUIUOG8O2337Jv3z727NnD8uXLMTQ0pHbt2rRs2ZJOnTplq0hTdty6dQs3NzdevHgBgImJCWXKlKFMmTKULVtW997W1jZDEFGlUvHbb7/Rv39/WrZsyYABAzl3DtauVbBli4KnTyWKF5dxd5fp0kWDu7uG8uUhBzWZBEHIJaVLlyZfvnycPn06y5vpTp00jB6tYM0aBePGiUIngiB8PkJCQtDT06NGjRrvNP+pUxKdOimJivoWmERqauob7xO/ZteuXcPHx4cDBw7QpEkT9u7dmy7FVN68eZk3bx6enp6MGTOGRYsW0alTJ1auXImPjw8tWrSgefPmlC5dmpEjR2a6DisrK/z8/BgxYjSrV29m6dJ12NrOxN+/Ny9ewKBBGn78UcNb+s4IQq6T5M9g7Jcsyzx79ow8efJkuIFLSkri7t272NraZii+IeS+ixcv0qRJE8LDwzPcwMuyTFJSEkZGRu+t6ImQM3v37mXkyJGcO3fujZWkxb+jd6NWq4mIiMDR0fGNPU8F7YON3bt3s27dOvbu3Yu1tTWrV69ON4RGlmVu3LjB3r172bNnD4cOHcLExARvb28GDBiAra3tO69fpVJRr1494uLi2L59O3fu3OHq1atcu3aNa9euER4erisClC9fvnRBxNTUVFasWMHdu3epWbM1DRuuJzAwL5cuSRQpog0Oenlpclzk6nMljnvhc1C/fn3Mzc3ZunVrlm369VMSFCRx/boqQ2BfHOfC10Yc85+Pjh07cu/ePY4cOZKj+WQZFi1S4OuroHJlmQoVrrFqVTmWLo2hZ8/cGfX0ucnquH/+/Dl+fn4sWLCAYsWKMWvWLJo2bZrlctq2bcvvv/9O9erVCQoK0uUqvH//Pj/++CNDh/oQH1+FlSsV3L0rkZhIuterV6BW/33/rFDIdO8uM368miwG4AnCO5NlmcTERExMTN4YtxF9HoQccXJyYtq0ady+ffutPe2Ej+/ly5esWrXqjYFCQXifLl68yPr16wkICODRo0e4uLjoeiG/nshZo4HHjyWSk0tRpowj33wzhJo1n3D8+EGWLDnAvHmjqVatMp6ezXB2dsTQEAwN5f//BCMj0r3/5yE/ffp0Tp06xaFDhyhfvjzly5enceNmPHmiHYrz8KFMePhDrl17wI0bT7h79xW7d6eyaZMeGo0ZJiY9+OabQvz5px6hodCsmcxPP6nx8JBF70FB+ARVqVIly6JwaXr3VrN6tT6dOyupUkWmVCmZkiVl7O2z1ys4JSWFu3fvYm9vn0tbLQiC8GayLHPkyBG8vb1zNF9CAvTureS33xQMHarmp580RESksGrVHiZO/Jb27eFdB3LEx8dz4sQJGjdunCEH/udGlmU2b97M6NGjefr0KePHj2fYsGFv7Uwxf/58rK2tGTt2rC5QCGBiYkWtWpvp0UPB9evawnaurhry5NFerxobQ548aS9Z9750aZmPXCNTEETPwq+Fs7MzUVFRmU5bvHgxnTp1+tfrED0Lc9eH+M7SiH9H70Y8hc9cfHw8W7ZsYd26dZw/fx4LCws6d+5M165ddQ8Z1GrYs0di1SoFFy5IxMWBSpX+vKGvL5Oa+m7nEoVC1gUQJSmF+Pj7mJvnw8qqIImJEB8PT55oKxL/k4mJTMGCUKCATIEC8M03KgoVUlKgAFhbyzRrpp3+tRLHvfA52LFjBx06dGD69OkMGjQIAwODTNtNnqxg716J69clnj/Xng8UCplixWSsrF7g7GxM6dISHh4a/hkTXL58Ob6+vsTGxqa7ORSEz5E4t3+64uLiMDQ0xMzMjMuXL1O5cmX27NnDd999l635z5+Hjh31ePwYVq5U06qV9vb/yZMnFC7sjr7+dQYNkvj553dLyTBs2DAWL15M7dq1Wbp0aZaFKz9Frx/3165dY/DgwRw7dgxPT09mzJiRIZ1Udt25A0uXalNdPH8OrVrJDB6szWEtbpOFj030LBTS2bVrF6mpqZlOS6vgKXxaxHcm5KaUlBSmTp1KVFQUqampqFQqUlNTUavVut/TPnv9p62tLT179qR58+Zv7KGqUqnYv38/69at4z//+Q8ajYbGjRszduxYGjdujEqlT0QEbNkicemSxNatCqKiJFxcNHTrpqFIEbC0lLG0hMKFtT+NjLQ9DlNSIDkZXr5Us2fPQdas2cjp0xextCyOp2dHmjf/npQUBcnJ6F4PHz7nwoVwrl69RUTEbaysrGnbtgupqdrE0AUKQMGC2mCguTmYm8uYm2s/z5i2RwJETjNB+Jw0b96cfv36MW7cOFavXo2/vz/NmzfP0G7iRA0TJ2qH58XFwY0bEtevQ0QEhIXJBAcrWLFCwtRUwZkzqnTDwS5evMjLly+5evUqlSpV+oB7JwjC1yI5OZnq1avz8OFD2rVrR968edHX16datWpvnTc+HmbPVrBggYKyZWH3bhUlSvw93czMDGPjOGrXPsH8+TVp3VpbjC0n1Go127dvp0GDBkRGRuLi4kL//v0xNjbWdfYZPXp0loU6s3LlyhV69eqFu7s7c+fOzdG87+LYsWO0bt0aa2vrHAViXyfLcPSoxMKFCv74Q8LUFHr10tCvn4Z3jDkKwkclgoVfiWLFin3sTRBySHxnQm7RaDT88MMP/Prrr1SrVg09PT3dy9DQkHz58qGnp4e+vr7u87T3p0+fpn379lhZWdGrVy+8vb11FdIBIiIiWLduHQEBAdy/f5/SpavQp89K7O2bER1tyi+/SIwaJXHr1t+9+KysZBo0kOnTR42Ly5svShUKbdDQyAhMTZX07OlBz54enD9/noULF7J8uRcvXgSxYsUK3dCXoKAgBg1qR2JiIi4uLgwb5kH//vWxtAQR9BOEr4O+vj7z58/nhx9+4Mcff6RNmzaEhoZmGdSTJLC01D60qFUrrbfJHRwdHXnyRImrqx5eXkqCgtS6IcoREREAXLhwQQQLBUF4L9atW0d0dDQjRowgMDCQv/76i1q1ar0x+Pb8OSxcqGDOHAUqFQwbpmHMmIxVdCVJwtrampIlf+fJkxo0bKhk/Xo1LVpkP2B4/PhxYmNjCQwMxMnJicmTJ7NmzRqMjY3Jn9+EW7cekJqays8//5yt5cmyzNKlS/H19UWl0hCzS/shAAAgAElEQVQdfY85c+a811FroaGhDBs2DDc3N3bs2EHevHmzPW9yMoSGShw6JPHHHwouXpQoXVpm4UINnTppyMGiBOGT89kHC8VwV0H499KyEYh/T1+mcePGERAQwMaNG2nXrl2O5z99+gKzZv2Hn3++wk8/jaFixeoUK1aas2evEhX1EENDOwoVCsLSsiTh4YaEh2vnK1ZMpkwZmRYtNJQpI1OmjDYHi6npv9+nSpUqsWbNGjw8POjevTvGxsbMnz+f33//nc6dO9OgQQOWL19OoUKF/v3KBEH4bJUrV47t27djamrKpUuX3imoV7AgrF+vxsNDiZ+fgokTtQ8drl2LAUoTFhaWy1stCIIAqampzJw5k7Zt2+Ln58eUKVM4dOgQNjY2mbZPSoIVKxT4+ytISIAfftAwapSGNw1IsrGxISbmL4KC1Hh7K2nbVsn06RqGDdNka7jstm3bKFq0KFWruhEeLlGkyEzq1JnFzZvaB8WpqRJz5tzg+vWnNGnyDZIEz55JPHumDWqmvX/8OIWoqKfExiaSmOiJgcEPqNVGxMWd4NCh29SrV+LtG/MO9u7dy6BBg6hbty7btm0jT548b2yvUsH58xIHD0ocPixx/LhEUpJEgQIydevKTJ+upn59MdRY+DJ89sHCtJwaqampIteaILyjpKQkAFEI5QsjyzILFy5k1qxZzJo1K1uBwthYuHRJO1T44kXtz/BwF1JTq+janDsH584lo6fnhqmpEgsLQxwd+X9AUEXZsuDoKL9zouyc6NixI0lJSfTp04eoqCiCgoLw9PRk7dq16GccTywIwlcoT5482NjYEBkZ+c7LqFVLZvx4DVOmKDA1hWPHUnn48CKgz8GD43NvYwVBEP5v06ZN/PXXX+zcuRPQ3vfWr18/Q7vUVFi/XsLPT0lMDHh5yYwdq87W0Fdra2tu3ryJsTEEBKiZNEmBr6+SefMU2NrK2NiAra2MtTXY2MjY2mp/WlrCkycqNm9OoWjRrTg46BMdLWFoKFOtmkzNmhq8vMDUVMWYMWcIDq7Mf/+rTficPz+YmICxsYqUlMckJNzlyZO/gGfY2ppQo0YFKlUyQJISGTmyCK1bF2H9eomWLXO31MLvv/9Op06dqFGjBoGBgZkGCjUauHwZDh9WcOiQxNGjEs+eSeTLJ1OrlszkyRq+/VaDk5N2NIwgfEk++8iAUqkkT548PHr0CD09PdEz6iOSZZmUlBRA9FD7XKQVpXn06BEmJiYiofUn4uHDh8THx1OkSBHy58+f7X9PMTExXLhwgfPnzxMaGsrJkyeJj4/Hx8eHwYMHp2ubnAzXrsHFixKXL0u6AOGDB9p15c0rU768jLu7ht69oUIFGXt7bQDQyEgmKekV+XTRQHVu7n6O9ejRg1evXjFs2DC6devGsmXLxLEsCEI69vb23Lx5853mjYiI4NWrV/j6VuLIEYmRI5WUKJEETMDW9nvCwyeyf7+Mh4e49hEEIXeoVCr8/f1p1aoV5cuXz7SNRgOBgRJTpiiJjJRo107DhAlqSpXK/nqsrKw4evQooA12TZmioWZNmRMnJO7dk4iOhqAgBdHR8PLl3+c4pVJGlvXQaNbw/PkrPD01eHhoA2jpR0grqFDBjpo1yzJ16s906dKBXbt+Y/v27Rw9ehRJkvj2229p06YNLVq0wMLCIm3vAH22bOlFXNw02rZ1w9NTQ506MlWrylSoIJNF3apsCQwMpFu3brRq1QpfX19dkSpZhsjIv4ODISESDx9qg6DVq8sMH67h229lXFzkTHJcC8KX5bMPFkqSROHChYmKiiI6Ovpjb85XTZZlVCqVCNp+hkxMTMRwzU9AREQEc+fOZePGjbrAu7GxMUWKFKFIkSJYWlqm+6lUKrl06RIXL17kwoULxMXFAWBqaoqbmxsDBw6kevUaODrWZe9eKV2PwYgIUKu1/07t7bWBwR9+0FChgoyTk0zx4m96Qiq9Fij8NAwYMIDGjRtjZ2eny10oCIKQxt7e/p2GC8uyTOfOnUlNTeXChQts364mKkrNqVOb6dNnLjNm1KBjxwN8/30jgoI0uLvnbs8XQRC+ToGBgdy8eZOAgIAs23h7KwkIUNCkiYaAABUVK+Z8PTY2Nty7dw+NRqO7fmrQQJtb+nWyDE+fQnQ0REdLREdLbN68gb/+WsX16weRpKxzQlepUoWBAwcyadIYxo8fhVKppF69eixdupTmzZtTsGDBLOetV68yGza0YuHCu6xdq2DECAWpqRLFisns3avKUKU+OzZs2EDv3r3p2LEjy5Yt4+bNm9y+nVaYREF0tIRSKePqKtOzp4Z69WTc3eUMOR8F4Uv32QcLQZvEunjx4qSmpupyrwkfnkaj4fbt29jY2Iib9c+EJEno6emJXlgfWWhoKLNmzWLXrl1YWloyadIkqlatSkxMDDExMcTGxup+Xrp0idjYWBISEgCwtbXFyckJb+/e2Ni4Y2LixKtXRbhyReLIEYnFiyUeP9YGBfPn1z6JrVVLw4AB2t6C5crJ5M//Mfc+95Qo8X7y2QiC8Pmzt7dn+/btyLKcoweaBw8e5OLFiwA8ffoUMzMzypaFDRvCKVasGLVruwMOFC16hxYtLAgOVuHk9J52QhCEr8KrV6/w8/OjSZMmWeZZ3b5dIiBAwcqVKrp1e/f7X2tra1QqFQ8ePMBSWwkuU5IE33yjfVWoIJOamsKECSPo0aNHts6pkyZNQqPR4OTkRIsWLShQoEC2tq9OnTrMmjWLunXD6dPHkaQkOHdOondvJR4eeuzbp8LBIdu7y61bt+jTpw9eXl4sW7aMsDCYNKko+/YZYG4OnTppg4M1a34518eC8K6+iGAhgEKh0HUfFj4OtVqNJEkYGhqK4JPwVZNlmZs3b3LmzBnOnj3L1atXMTIyokCBAnzzzTe6l6GhIRs3buTo0aOUKlWKZcuW0alTp0zPZWo1xMTAX39J3L4NkZEq7tyRuX/fkKtXJYKCQKXSXqxJkoy9PTg5yQwcqO0tWKGCjJ0dIuGyIAhfJXt7exISEnj8+PEbe7H807x587C2tubevXucOnWKBg0aANqe4I6OjlhYWGBtXYCGDRdx5MhkmjbV49ChnN28CoIgpJFlmf79+3Pv3j0CAwMzbfPgAQwapKRlSw1eXv+uo0xasZR79+69MVj4T4cOHeLx48e0bds2W+3z5cvHnDlzcrx91atXR6lUcvToURwdHTEygqSkAzRtepHdu0fg4aHH/v3ZP+dOmzYNc/OCeHoupHlzffbvV2BtDXPnqujeHd5S30QQvipfTLBQEAThY7l//z7nzp3TBQfPnj3LkydPAChevDjly5dHpVIRHh7OkydPdC+VSkXVqlUJDAykRYsWKBQKUlJg716JsDCJO3ck/vpLGyD86y9tRbk0FhZK7OxkihUDFxcNxYtrqw/b2ckULSoudgRBEF5n//+xajdv3sx2sDAiIoLg4GDWrl2Lj48PoaGh6YKFTZo0AcDZ2Znw8FD++18V336rR+PG2oBhFgVLBUEQsrRs2TICAgJYv3495cqVyzBdlmHgQG2njMWL1f/6IbC1tTUA0dHRuLi4vLV9bGws8+bNY8WKFZQrV46K7zL2OQfy58+Pi4sLISEh9OrVi+fPn+Pt7U1sbCxhYT1o29YcZ2c9jI216XOUyr9fr/+uUIBancLt2yMxN59Pixb5cHKSWbcuhXLlwilXzlF0dhGEfxDBQkEQhHe0Y8cOhg4dysOHDwGwtLTExcWFwYMHU6VKFVxcXLK8KZVlmcTERPLkyYNGo02gHBioYOdOifh4iQIFZF0wsHlzDXZ2fwcDixWDvHk/4I4KgiB85tKChZGRkbi5uWVrnvXr12NjY0Pbtm3ZunUroaGhAKSkpHDr1i0cHR0BbbBwzZo1WFjAnj1/BwxDQlRkc6SdIAgCJ06cYPjw4QwaNIgOHTpk2mbzZonfflMQEKAiN9KNFyxYEAMDA+7du/fGdn/99Rdz5sxhzZo1GBoa0r9/f4YMGfJB8tTXrl2bTZs2Icsyfn5+PHr0CI1Gw7VrBzl4sDWBgQqSk7WjcNRqbeGXtPev/7579wHy5r1Pu3ZdadJERYMGMhqNhoiI974LgvBZEsFCQRCEd5CW86RixYosXLiQqlWrYm1tne2LppQUiXPn8rJjh8SvvyqIjZWws9MmUm7fXkOFCmLIsCAIQm7Jly8flpaW2a6IfPfuXYKCgvDz80NfXx83Nzfmzp2LRqPh5s2bqNVqXbCwYsWKxMXFERMTg61tEfbsUVGrlh5duyrZtUuN6KwiCEJmnj9/zvnz5zlz5gynT5/mwIEDuLm58fPPP2fafts2ba6+jh01fP997uTpVygUWFlZZRksvH79OjNmzCAgIABTU1NGjx5N//79MTMzy5X1Z0da3sLff/+dBQsWMH78eDZs2MDBgwdp3bo1AwZkXVwlTXh4OPPmNWfu3Ln066cARJ0DQXgbESwUBEHIIZVKRY8ePShYsCD+/v5Urlz5rUMX4uLg5EmJEye0r7NnJVJSJIoUkWnXTkO7dtqqayJAKAiC8H6UKFEi28HCRYsWYWRkRI8ePQBwd3cnISGB8PBwrl+/DpAuWAgQFhZGkSJFKFkSAgLUNGmiZNw4BdOnv/1GVhCEL1tKSgqXLl3i9OnTnDlzhjNnznDt2jVkWcbY2JjKlSvj7e2Nj48P+vr6GeZfuVLBwIEKOnaUWblSnavblpaX9XUXLlzA39+f7du3Y2lpybRp0+jVqxf58uXL1XVnR1rewu7du1O8eHF8fHyIiYkhODg428vw8/PDysoKb2/v97ilgvBlEcFCQRCEN3j8+DHLly9Ho9HQvXt3bGxsmDlzJqGhoezfv5+8mYwHVqvh6lU4eVKhCw7evKmNAlpby1SrJtO2rQZ3d5lKlWTR60QQBOEDsLe3JyIb482ePn3KmjVraNeuHfn/Xw7T1dUVhUJBaGgocXFxfPPNN1hYWABgZ2eHmZkZYWFhNG7cGIB69WR+/lnDyJFKKlaUad9e9GIRhK9RSkoKfn5+zJkzh+TkZPT09KhQoQI1atRg6NChuLi4UKZMGfT0Mr8tl2Xw91cwYYKSgQPVzJqlQaHI3W18PVgoyzJ9+vRh7dq12NnZsXDhQry8vDAyMsrdleZAWt7CU6dOMX/+fAwNDalXrx7Lli3jzp072NnZZTmvWq1m6tSpbN26lUWLFomCqIKQA+8ULFy5ciULFy7kwYMHlC9fHn9//zcmRF26dClr1qwhOjqaAgUK0LJlSyZMmPBRTzqCIAivS0pK4s8//yQxMZF8+fJhaGjIjh07WLlyJbIso1Ao8PPzo2HDhuzbt48ff/yR6tWrExERwfPncPasNih48qT29eyZhFIp4+ws07ixNjBYrZqMre3H3lNBEISvk729Pbt3735ru1WrVpGcnEzHjh11n+XPn59y5coRGhpKcnIyjo6OurQTkiTh7OxMWFhYuuUMGaLh/HmJH35QUrq0Cmfn3N0fQRA+Lfv372fnzp3Uq1eP+vXrc+/ePby9vbl06RI+Pj40b94cZ2fnbN8DazQwapSC+fOVTJyoZswYzXsZgWJjY8O5c+cA2LdvH2vXrmXmzJn0798/016OH0Pfvn2pXbs29evXB6Bu3booFAoOHDhAz549M50nNjYWLy8vjhw5wuTJk+nVq9eH3GRB+OzlOFi4Y8cOxo0bx5w5c3BxcWHZsmW0adOG06dP656wvm7btm1MnjyZhQsX4ubmRmRkJAMGDECSJPz8/HJlJwRBEN5FVFQUe/fuZc+ePRw6dIhXr16lm25mZsaQIUMYOHAghoaGBAQEsHz5clxdq9K69QQmTtTj999LceOGIRqNxDffyLi7y4wYoaFaNZkqVWRRiEQQBOETYW9vz+PHj3n69GmW+bZSUlJYtGgRHTt2zHBd6+7uzvHjxzE2Ns5QpbRixYr88ccf6T6TJFi6VM21a3q0bavHiRMqzM1zd58EQfg0aDQafHx8uHfvHqtWrUKpVKJQKLC3t+fYsWNUrlw5R8tTqaBPHyUbN0osWKCmb9/3l87A2tqa6Oho1Go1Y8aMoWbNmgwePPiDFC/Jri5duqT73czMDFdX1yyDhYcPH6Zr165IkkRQUBB16tT5UJsqCF+MHAcLlyxZgpeXF507dwZgzpw57Nu3j40bNzJs2LAM7U+dOoWbmxtt27YFoGjRorRp04YzZ878y00XBEHImdTUVE6cOMGePXvYu3cvV65cQalUUr16dcaNG0fDhg2xsLDgxYsXvHz5khIlSuiGoAF8+20fHj7sR2CgAnd3bXCwZs1nDB2qR/Xq4OhIrg8NEQRBEHKHg4MDoC1QldWN+5YtW7h//z5Dhw7NMM3NzY1Vq1ZhZGSEp6dnumnOzs7Mnz+fhw8fpgsyGhvDtm0qqlXTo3NnJf/5j5osRhsKgvAZCw4OJiIigkOHDmFra0tQUBAvXrygb9++5MmTJ0fLSkyEzp2V7N0rsW6dmg4d3m8aAysrK5KSkli8eDGXLl3i6NGjn1SgMCv16tVjxYoVaDQaFP+/ANdoNEyfPp2pU6dSt25d1q1bR+HChT/ylgrC5ylHlyspKSmEhYWlCwoqFArq1KnD6dOnM52natWqBAYGcvbsWVxcXLhz5w779++nXbt2Wa4nOTmZ5ORk3e+yrD1BqtXqz+LE9bVSq9Xpfn4siYmJqFSqdEEe4eslyzIhISGsWrWK4OBgEhISKFSoEA0aNGD06NF89913GXqYvH6jd+uWml9/VfLrr0rCwhTkzy/TvLmG6dPV1KmTSlTUXRwcHFAqlciyNl+hIHzJPpVzvSDkVLFixQBtdU/nTMYEy7LMnDlzaNy4MaVKlSIyMjLdce7q6oosyyQmJlKyZMl00+rXr4++vj6bNm1i0KBB6ZZrYwObNsk0aaKPr6+Ev7/qPe2hILw7cW7/dxYsWEClSpVwc3NDkqR0hTRy8jdNSIDvvzfg7FmJ7dtTadBA896vLYsUKQLAhAkTaNmyJVWqVPksjoN69eoxffp0zp49S+XKlXn48CHe3t4cOHCAsWPH4uvri1KpfOO+iONe+BqlxdfeJkfBwsePH6NWqzMMy7CwsODGjRuZztO2bVvi4+Np3LgxsizrqogOHz48y/XMnTsXf39/3e/58uXj8uXL3LhxI9s7Jnw8kZGRH2W9ycnJbNmyhdWrV/Ps2TPMzc0pWrQoRYsWpVixYrr3tra2b3zC9+DBA86dO8fZs2e5cuUKKpUKhUKBkZERPj4+ODk5fcC9Et5VamoqQUFBbNiwgYiICBwcHOjYsSO1atWiTJkyuieQcXFxxMXF6eaLj1cSHp6H8HBjDh824eLFvBgaaqhd+xmzZz+lRo1nGBlpz0NRUdp5PtYxLwgfkzjuhc+RmZkZoaGhmf5ffuzYMa5evYqPj4/u+H79OJdlGVNTUxISEjAwMMhQLKVOnTqsWLECDw+PDA+3CxeG4cMLMmOGNYUL36Np06fvYe8E4d8T5/acu3XrFvv27eOnn37SVUt/F48f69G/fwnu39ewdOltihV7RTZqMv1raZ10kpOT6dGjR7YKQX0KzMzMyJMnD4GBgURERDBq1CjUajVLly7F3d09R8eyOO6Fr4kkSboHqG9sJ+cg+hYTE0PZsmUJCgqiatWqus8nTJjAn3/+mWn58mPHjtGzZ0/Gjh2Li4sLt2/fxtfXl27duvHjjz9mup6sehYaGBiInoWfMLVaTWRkpK6X1Ye0bds2xowZQ0xMDN7e3lSrVo2bN28SGRmpeyUkJOjaW1tb4+DgoHuZmJgQGhrKsWPHuHXrFgAlS5bE3d0dY2NjNBoNf/75J8+fP+f06dOYmJh80P0T0pNlOctzQXx8PKtXr2bJkiXExsbSsGFDhgwZQt26ddPNI8tw545EWJjExYsKLlyQCAtTEBOjbZMvn0zt2hratlXTtKmGzDqqfsxjXhA+FnHcC5+z2rVrU7p0aVasWJFhWqNGjXjx4gVHjx5Fo9Fkepy3bt2aAwcO8Pjx4wyJ/4OCgmjVqhVHjhzB1dU1w/JlGXr31mf7dgUHD6ZQqZJ4AC58OsS5/d0NHjyYP/74g/Dw8BxX2334EI4dU3D0qIJdu5So1fDHHymUL//hzg8qlQpzc3O8vLxYuHDhB1tvbmjdujVhYWE8fPiQ6tWrs27dOl1PyewQx73wNZJlmZSUFExMTN4YX8tRz0Jzc3OUSiUPHz5M9/nDhw8pVKhQpvP4+fnRrl07vLy8AChXrhwvX75k2LBhDB8+XNe753WGhobpTrSyLPPs2TOUSqUIFn4GlErlBz3Zbty4EW9vb1q2bMm0adMoWbJkhjayLPPo0SMiIyO5ceMGN27cIDIykjNnzrB582YSExMpX748jRo1ombNmjg51SIuzpILFyTd6/p1GZXqL6pW/YuePStjZSVjYgL584OJiTa4ZGKifZ83r8hdl9tkWeb8+fNs3bqVwMBADAwM8PX1pUuXLujr63Pjxg0WLlzI+vXrUavVdOnShUGDBlG2bFlSU+HKFXTfZViY9uezZ9rziaWltmpx164aKlbUvre3T/sOJeDNx/OHPuYF4VMgjnvhc+Tg4MCtW7cyHLvnzp0jJCSEgIAA9PT0dEPS/nmcf//99xgbG2dazbRhw4bY2Niwfv163N3dM13/kiUawsMlOnQw4MQJFZnUBhSEj0qc23MmPj6eTZs28eOPP2JsbPzW9nFxcOSIxNGjEkeOKLh6VXstWqKEjIeHzOjRaooX/7A3EUqlkkOHDlGuXLnP7rtv0qQJe/fuxdfXlwkTJqD3jklhxXEvfE3eyzBkAwMDKlasSEhICE2bNgW0SUSPHDmSZSnyxMTEDAHBtH+IYkix8G/t3buXH374ge7du7N8+fIsg8mSJGFhYYGFhQXu7tVISIC7dyE6WuLuXbhzR01srD5Xr8Lu3RJ37miXY2goU66cTKVKMp06yezb95zg4Bf4+6t5+dLgjduWP7+MrS3Urq2hdm2Z2rVlsoipfxU0Gg0XLlygdOnSumHgCQkJrFq1im3bttGuXTuGDBmS4T/qiIgItm7dytatW7lx4wYWFhZ8//33PHz4kD59+uDv70/p0qXZs2cPFhYWDBo0Bje3H4iKKsC8edrA4NWrkJKi/U4dHLTBwB9/1ODsLFOxooyl5Qf/cwiCIAgfgb29PYcOHcrw+ezZsylevDitWrV64/xeXl66B+D/pFQq6dq1K4sWLWLmzJnkzZs3Q5s8eSAwUE21anp06qRk9241/+igKAjCZyIpKYmffvoJlUpF7969s2x3+zbMnq0gJERBRMTf16N16siMHKmmdm0ZG5sPtdWZy6w39Oegd+/eNGrUCDs7u4+9KYLwxclx6L1///7079+fSpUqUblyZZYuXcrLly911ZH79u1LkSJFmDhxIqAd0rFkyRKcnJyoUqUKt27dYtq0aTRq1EhE74UckWUZtVqNWq1Go9Fw7tw5OnTooDvG/hkolGU4elQiJEQiOloiOhru3tX+fPHi77YKhYyVlRIbG+1/1JUra6hQQRtQcnQk3UX8kCGl8fT05NSp9qxZswKNJi/JyQakpBiRlGRAUpI+iYn6JCXp8+qVHk+fFuLAAUOWLdOur0wZmTp1NFSvLlOhgkzJkmDw5pjjF2Pu3LmMHj0aAwMDqlatir29PTt27CA5OZnatWszevRo/vOf/7By5UoMDQ3Ztm0bW7Zs4fz58+TPn59WrVoxd+5c6tWrp3tq2Lv3OCZP3sWFCwWoXHkBT58WZ8YMCVmW0NeXKVcOKlaU6dZNGxR0cpIzHU4sCIIgfB3s7e2JjY3lxYsX5MuXD4A7d+6wfft25syZ8869UtJ0796d6dOns3379iyDira2sHmzmoYNlfj6Kpg9W/Ov1ikIwof1/PlzVq5cybx584iLi2PcuHFZjrL7738levRQYmwMzZppGDdOplYtGSurD7zRXyilUikChYLwnuT4isjT05NHjx4xbdo0Hjx4QIUKFfj11191J8jo6Oh0PQlHjBiBJEn4+fkRExODubk5jRo1Yvz48bm3F8JnKTY2ltWrVxMeHk5ERATR0dGoVCpdMPD1wGBWFapq1KjBpk2b0l3cyzKEhEhMnarN/2FhIVOsmDYQ6OGhwdoabGy0vf5sbGSKFIHs3htIksSyZctwc3OjffvWb21va2vLn3/+iVpdmCNHJI4ckThwQGLZMm2gXE9PGzAsW1ZO93Jw4IvqaRAREcGkSZPw9vbGycmJkJAQ/vzzT/r27cvAgQMpUqQIR48epVevXlSsWJGUlBQMDAxo0qQJo0aNomHDxsTE5CEsTGLy5L+HEsfGOgPOmJjIlCghU726jLOztsdgmTJfTyBWEARByB4HBwcAbt68qauIvGDBAszMzOjWrdu/Xn7x4sWpV68ea9euzTJYCFCrlszs2RqGDFFSsaJM165itI0gfOoeP37MokWLWLJkCS9evKBLly4MHz6cUqVKZWirVsPkyQp+/llJs2Ya1qxRY2b2ETZaEAThHeWowMnHkpazME+ePCJn4SdMrVYTERGBo6NjtnqNNm3alBMnTuDs7IyjoyPFihVDX19flzNCoVBk+l6SJJRKJQYGBjRq1EjXM+CfQcJKlWTGj1fTtKlMbh82iYmJuurgarVaF+R8PcCZdhFhZ2fHvn37MDQ05OXLl7Rv3559+85gaVmfMmW+p0CBWjx6VIirVyUePtRuqL6+TKlSUK5c+iCivT18bh1yNRoN3333HXFxcZw5c+aN+VxevHjB/PlLkeWyFCjwHTduGP+/AInE8+fav42V1d+9BCtW1L7s7D5OjsicHvOC8CUQx73wOXv8+DFWVla0adOGxYsXI8syJUqUYOjQoUyaNEnX7t8c51u2bMHLy4vw8HBKlCiRZTtZhj59lGzeLHH4sBoXl0/+kvj5bK8AACAASURBVFz4gn1t5/bU1NQMRYqycu/ePebNm8fKlSsB6NWrF0OHDsUmi7HDycnQtauSXbskpk7VMHy4RuQy/0R9bce9IIA2vpaYmJi7BU4EIbccOHCA/fv3s23bNlq2bPmvliXLcPiwNkh47JiCypU17NypokmT3A8SpsmTJ0+WFwivCwwM5LvvvmPQoEFMnz6dli1bcvXqVRYt+pmLFy/y+++DiIuLw9fXl6CgSTx+rE10fOWKNs/e1asSwcEK4uO1O6JUpmJoeBsnJyVNmthRtqw234mp6fvZzzeRZZnU1FQM3tJ9b9myZRw/fpwDBw5kGih89gy2bFFw6pREWJgZ166NJjVVQpK0vS4rVpRp0uTvwiNfc95HQRAE4d8xNzdn1apV+Pj44OzsjLu7O2q1mv79++faOho3bowkSYSEhLwxWChJsGCBmitXlLRtq+TECRWFC+faZgiCkIV9+/bRvn17AgICaNy4cZbtbty4wezZs9mwYQN58+Zl6NChDBw4kIIFC2Y5z6tX0L69ksOHJX79VU2zZuIhgCAInycRLBQ+OI1Gw+jRo6lWrRotWrR45+V8jCBhTrm5ubFkyRJ69erFf//7XwCCg4OpXLkyAPPnz2fOnDmMGzeOiIgI1qxZQ506eSlRIopvvjkGHOfRo6PEx8cD5TAxqYksl+PMmWJcu1achAQlDg4y+/ersLb+cPulVqtp1aoVQUFBGBkZYWpqSv78+TE1NcXU1BQTExPdzzVr1tC3b19q1aqVbhkxMbBwoYIVKxS8egVOTjJVqsj06qXtLVi+vMz/O40KgiAIQq7p2rUr9erVY+DAgfz222/06tUry3xj78LU1BQnJyeOHz9Ojx493tjWyEhb8MTdXQ9fXyW//JJ52hVBEHLP0qVLefXqFR06dGD37t3UqFEj3fSwsDBmzpzJ9u3bsbCwYMqUKfTu3RsTE5M3Lvf5c2jdWsnZsxK//66mXj0RKBQE4fMlgoXCB7d161bCwsI4fPhwjoeVP3oEJ09KnDghceiQxJkzn2aQ8HVeXl7cuHGDnTt3smPHjnR5TZRKJT/++COlSpWiW7duuLq6olKpuHPnDgClS5emZs2ajBpVg5o1a1KsWDGio6MpW7Ys/fv70K7dJFq21KN+fT2CglQULfph9ul/7N17fM71/8fxx+e6rh0cZ+awYYxNWCZiTpvE15lUDhVKoS8SJUQHKaWDEuWU+FGhnKUw0pfI2ZzJWTbnw2bOh+26rs/vj7XVbLOD0WzP++22m+3zeX8+7/elT3Ptuff7/froo4/49ddfGT58OC4uLly8eJHLly9z8eLFxM9Pnz7NxYsXqVWrFh9++GHitQcOwMiRVqZPN3Bzg//+18krrzi10bOIiNwzJUuWZP78+axevZqqVatm+f1DQ0NZunRpOscCffo4+fBDC198wb+yWkAktzh16hRLly7l008/ZdGiRTzxxBP8+uuvFC9enKVLlzJv3jyWLVuGn58fo0ePpnPnzri7u6d535gYaNXKyoEDBmFhDurUUVAoIvc37VkoWSY9ez7cvHmToKAggoKCmDdv3m3v53TC3r0J4aCF9esNDh6M/+/v42NSu7ZJ587ObBsS3so0zds+v9u3b+eDDz6gXLlyhISEEBISQtGiRVNs+9ZbbzF+/Hj27dvHjRveNGkSn/svW2bnbhcEW7NmDY0aNeKtt95iyJAh6b5u0yaDESMs/PSTQfHi8T8Yde/uvK9/KNI+J5Ib6bmX3OBOn/O5c+fSsWNHIiMj8fHxSbP9iRPg729j3DgH3bpl+7fmkgPlxO/to0ePZuHChSxevDhx25wRI0bw/vvvc/ToUSwWC02aNGHPnj3cuHEDi8VCrVq16NGjB0899VS6q6OfPQstWtg4cQLCwuxUq3Y3X5VkpZz43IukJb17FioslCyTnm+2Y8aM4fXXX2fbtm1UqlQpybnLlyE8PH7W4IYN8R8XLxpYrSZVqkCdOk5q1zapU8ekdGnui4DwbomJiaFixYo8/fTTjB49mqNHoUkTG6dPQ48eTvr2dZLws8mPP/7Iu+++S7Vq1ahduza1a9cmKCgo3W+A/un8+fMEBwdTpkwZli1bluY9rlyB1asNPv/cwu+/Wyhf3qR/fwedOpm4uWXmlWcveoMhuZGee8kN7vQ5P336NKVLl+b777+nffv26bqmVSsrly/DqlVaiiz3Xk773v7HH39Qs2ZN4uLiGDp0KG+++SamaRIUFMTDDz/M1KlTATh37hxjxoyhYsWKNG3aFC8vr3T3YZqwbx+0b2/j8uX4oPDBB+/WK5K7Iac99yLpoQInku1cvHiRjz76iC5duiQJCi9ehLfesjBligWHw6BQofhAsF8/J3XqxO9jp73rkvL09GTQoEEMHjyYPn36UL58edautfPllxbGj4//CA01iYmBnTtDcTo3cuiQnRkzrgE3MYwI8uWzUaCAG56eeSlSpACFC7vQq5eTRx9N+fcHpmnSvXt3rly5wnfffcf16zb27jU4cQJOnjQ4eTL+z1On4MSJ+K8TKhjXrOlk9mw7jz1m3nfVnEVERDLK29ubgIAA1q5dm+6wsHNnJ88+a+PAAQf/2LFEJMultdrlfudwOOjZsydly5alWbNmfPTRR7Rv355z585x4MABRo8endg2YU/CtO8J+/fD9u0GO3YYbNsW/2dMjEHp0ibLl9sJCLibr0pE5N5SWCj3zIgRI7h27RrvvPNO4rEFCwxefTX+N+kffOCkRQsnFSuCxfIvDvQ+0atXL8aOHcsnn3zC5MmT8fKC99930q+fk6++srBli4HTeRi7fSYvv9yZ4sVLcfVqPo4ePcPRo+c5cSKKM2fOc+qUE3DD3b0yCxYE8vTTToYPdyTbQ/Drr7/m559/Zvz4ML78sgxTpli4ciX+jaarq0mJElCihImPD1SuHD+zsUQJkwcegIcfvj+WiouIiGSVkJAQ1qxZk+72rVubeHiYTJ1qYdgw510cmeRmY8eOZdKkSaxZs4YCBQr828O5K7766is2btzIb7/9RrVq1fj555/p06cPvr6+lClThkcfffS219+4AX/8YbB9e3w4uH27wc6dBtevx7+ZLVvW5KGHTF591Um1aiYhISZp1D4REbnvKCy8T+zevZuFCxfy2muvJdlkNyoqip49e3Lp0iXy5cuHh4cHb775JhUqVMiyvsPDw2nSpAmurq54enri5eVF1apVqV27NnXq1MHf3z/N306eOHGC0aNH88orr1CiRAkiIqB/fysLF1po2dLJ6NEOfH2zbMi5gru7Oy+++CKfffYZo0ePJl++fAAUKgRvvunENE1q1GhLo0bFGTXqDcAJWACfvz7if7McERHBhg0b6N+/AXXrfsaKFc/x4IM2ypYFqzU+uL158xp79wZTrNif9O7tR6FC0Lu3kzZtnJQqBV5euXtZuIiIyK1CQ0OZOnUqFy5coFChQmm2d3eHp5928v33FoYOdWomvtwVP/30E3v37mXgwIF89dVXd72/+fPn8+WXX2K323E6nTgcDhwOR5LPTdMkf/78LFmyJEPLgFMSGRnJO++8Q8+ePROrHI8ePZrWrVtjGAaDBw/GksKshNhYmDnT4KuvLOzYYWC3G1gsJhUqQLVqJm3bOqlaNT4k9PS8oyGKiNwXFBZmc1evXmXYsGGJ/8geOHCAKVOmYBgGdrudZ599lh07dtCoUSOuXLnCwoUL8fb25pNPPsmyMQwZMoRSpUrRuXNnYmJiOHPmDGvWrGHSpElA/PT92rVrU6tWLUqWLEnp0qXJf8u64WHDhpE3b1769BnAxx9b+OQTC4ULww8/2GnbVrPOMqtDhw689957/PTTT3Ts2DHJubCwMHbt2sWoUaNSvd4wDMqWLUvZsmXZs2cP48f3ZufO1nz3XQHOnYtfcnHjhp0ff1yMh4eNRo2qU7u2k+eec/JXNikiIiIpqFu3LqZpsn79epo3b56ua55/3mTiRIMVKwwaN87224rLfebGjRts3LiR4OBgJk+ezGOPPUaLFi3uWn+maTJkyBBcXV0JDg7GYrFgtVoTPxK+NgyDL7/8knnz5tG9e/c76u/ll1/G09OTYcOGJR5v1qwZ7du3Z+7cuTz33HNJrrlyBaZMsfDFFxaOHzdo2dJJly7xwWDlyiZ582Z6OCIi9zWFhdlYWFgYr776KqdPn+btt9/G19eXF198kUqVKjFw4EAGDx7MqlWrWLJkSeJ0+s6dO/P7779n2RhWr17N8uXLmT17Nk888USSczExMWzcuJH169ezYcMGPv74Y65evYqLiwvVqlWjTp061K5dm6JFi/LNN9/w4ouzaNDAiyNH4JVXnLz9tpMcuvrhnilbtiwhISH88MMPScJC0zT55JNPqFu3LvXq1UvXvRJmKS5ZMoO33nox8fhLL71MbOwPbNiwgfitJrU0SkREJC0BAQEUL16cNWvWpDssrFHDpGJFk++/t9C4sQqdSNYKDw/nxo0bjB07lvfee48ePXqwbds2ihQpclf6W7duHQcOHOCXX36hQYMGt227a9cu5syZc0dh4ffff8+yZctYsGABBW9ZF/z111/z6quv4ufnB0BUFIwbF7/P9+XL0KGDSf/+dgIDM929iEiOorAwGzp+/Dj9+vVjwYIFNGrUiCVLlhDw1465R44cYfDgwRw9epSJE/+P11+fyLlzDRgyJH4vjc2bv+LcuXFER1/Cy+vON894//33qVq1Ko8//njiMYcjfqq+zeZJzZrNePjhZnTvDteuxfLrr79x+nQ027fvZs6cvXz55VrAnbx5f2bixJbUq+dk9myHKoVloU6dOtG7d29Onz6Nt7c3ACtXrmTjxo38/PPP6d7AukyZMjRv3pwJEybQrVs3DMNg7ty5TJ48mQkTJiSrXi0iIiKpMwyDkJAQ1q1bl4FroHFjJ0uXavNmyXqrVq3C09OThx56iAkTJvDwww/Tp08fZsyYcVf6mzx5MuXKlaN+/fpptm3fvj09evTg1KlT+Pj4ZLivs2fPMmDAAJ5++ukUZ0vmz5+fmjVrAjB7tkH37vHr/Lt1c/Lqq05Kl85wlyIiOZreiWQjdrud0aNHU6VKFdavX8+0adNYvHgxAQEBXLgAq1cbFCnyLmXL/srEid2wWq/x2Wfd6NTJxnffWXA4oG5dE9McSL16Vvbvv7Px/Pbbb6xatYohQ4YABmvWGHTubKVQIRseHi54ebng7e1CqVIulC3rwoMP5qNv31Z88snzLF36GSdPLgLCgdXkydOEb76x87//KSjMam3btsVmszFr1iwgfsZnr169CA4OpmnTphm6V8+ePdm5cycbN24kIiKCl156iXbt2tGlS5e7MXQREZEcLTQ0NHE2V3oFBZkcOgRXr97FgUmu9PvvvxMSEoLFYsHHx4dhw4Yxb948zpw5k+V9XbhwgXnz5tGlS5cU9wi81eOPP47NZmP+/PmZ6q9fv34YhsHIkSNv2+7//s/gueesPPaYyaFDdj7/XEGhiEhKNLMwm9i8eTO9evVi+/ZdPPPM2zRu3I89e/LTpo3B7t0GkZF/V52tUKEBtWsfolUrJzVq2AkKMilaNP4+ppmPEiUeIzp6KjVretCkiUmRIlCkSPyfXl7xbf/5ed68yYtTmKbJ0KFDeeih+kREPEbVqlb27jUICDAZPNiJr6+JzQYuLmCzxX9YrU5OnTpK2bK+uLlZ/zoe387PD/Ll0947d4OnpyctWrTghx9+oE+fPrzwwgucP3+exYsXp3tWYYLGjRtTrlw5xo4dS2RkJJ6ennz11VcZvo+IiIjEV0SOjY1l8+bNhIaGpuuaoCAwTYM9ewyCg/XeSbLGzZs32bBhAx988EHisYRfKq9duzbJKqKsMHPmTGJjY+ncuXO62nt6etK4cWPmzJnDyy+/nKG+Fi9ezOzZs/nmm28omvBDUQpGjrTwxhtWXnrJwahRTtKRYYqI5FoKC7OBTp1mM2fONfLmnYq7eyAzZ1qZORO8vU2qVImvvlWlSvznFSrEB3RQ7q+rk76JNAyD//zHg8OH2/Of/6xgxw6DbdsgOtpCVBRcvZo89HF3TwgSoWhREy8vOH/+AOvWdcfV9VkGDrTQurXJqFEOHn3UTPUfVofDyf79V6lQwcRq1Zvbe6ljx4489dRTvPDCCyxdupSFCxdSrly5tC+8hcVi4b///S9vvvkmVquVlStX4uHhcRdGLCIikvNVqVKFggULsmbNmtuGhQ6HA8MwsFgsBAaaWCwmu3ZBcPA9HKzkaAkzXB955JHEY6VKlaJs2bJ3JSycMmUKLVq0yNCS4nbt2tG1a1eOHTuGr69vuq65dOkSffr0oVmzZsmK/UH8DN158wymTrXw++8W3nzTwXvvOVVcUUQkDQoLs4Hr1x+mRAkvHn20MA89BFWqxM8WLFYsc/d75JFHmDfvVX799VKyqsTXr8dv6Bv/YbB792lOnLhJ/vx+icf27r3Arl12ChZsSP/+Ji+8YCcTW4fIPdS8eXM8PT2ZOXMm77//Pk2aNMn0vZ5//nk+//xzBgwYQK1atbJwlCIiIrmL1WqlTp06rF279rbt2rRpQ1BQEMOGDSNPHihfHnbtMrj1l8IimbVq1SoKFSpElSpVkhwPCQlh9erVWdrX1q1b2b59O++++26qbUwTIiNh40aDTZsMDh408PV9BpttI2PGrGb48I7pCvTefvttYmJiGDNmTOJKGNOENWviA8J58wyuXDFo2NDJjBl22rbV/1MiIumhsDAbmD8/4K/PTLLiTWG9evVwOBysX7+exo0bJzmXJw/4+kLevNFMnTqMCRMm4HA4aN26NZ9//jnR0dE0atSIRo3q8OOPP+Lqqn9Q7wdubm4MHDiQI0eOMHDgwDu6V5EiRYiMjMQlfgqriIiI3IGQkBBGjBiBw+HAarWm2Gbr1q3ExcUlfh0UZLJzp6Y+Sdb5/fffCQ0NTfYM1qtXjx9++IGLFy9mWV8TJ06kZMmSSfbOvnwZtmwx2LjRSAwIz56Nf8b9/U0qVDBZtcodu308X3xh4exZJ2PHOrhl3kMSa9as4euvv2bUqFGUKVOGo0dh2jQL06ZZ+PNPg3LlTPr3d/Lss07KlMmylycikitop4YcqGLFihQrVoxVq1YlOxcXF8eYMWMIDAxk6tSpfPDBB0ybNo3Nmzfz0EMP0aJFCwIDA5k1axaurq7/wugls/r378/YsWPTtYl0WhQUioiIZI3Q0FAuXbrEzp07Uzx/7do1zpw5Q0REROKxoCCTXbsMTP3O9r4WFxeH+S/8R7xy5Qp9+vShf//+XLt2jZs3b7J+/foUqxKHhITgdDrZsGFDlvR98OBBpk6dSu/evbHZbHzzjUH16jaKFrXRpImNTz+1cP16fBXiH3+0c+JEHHv32lmwwMHu3XYmTZoFPM+CBVC3ro09e1Lu58aNG/To0YPg4Pp4ePSiWTMr5cvbGDHCQmioyfLldvbssfP22woKRUQyQzMLcyDDMKhXr16SJQWmaRIWFsbAgQM5fPgwXbt25d1336V48eIAtGjRgg8++IAdO3bwww8/JFu+LCIiIiIZV6NGDVxdXVm7di3VqlVLdj4hJIyMjEycfVilismFCwbHj8evCJH705NPPsnFixf58ccfKVKkyD3pc8eOHXTq1IkTJ07gdDr59ddf6dmzZ7L9ChOUL1+e4sWLs3btWvz8/DLcV8mSJZO8tnfffRdvb2969HiZvn0tjB9vpU0bJ717O6lZ06RiRUhlgi0Abds245VXuvHf/9bl11+7U6eOjerV4/dXL1r078KNy5b9zOHDg8ib9wW6drXyyCNOJk1y0KaNedvZiCIikj6aWZhD1a9fn/DwcK5evcquXbto0aIFTz75JL6+vmzatInx48cnBoUABQoU4NNPP+WXX37By8vrXxy5iIiISM7h7u5OjRo1Ut23MCEsjIuL4+TJk0D8zEJI2LdQ7kdXr15lxYoVbNq0iQYNGnDs2LG72p9pmkycOJHQ0FDc3NzYsGEDGzZswNXVlb59+6a4X2FMDCxfbqFWrQasWbMmQ/3t3LmTkJAQHn30Uc6ePQvAli1bmDt3LgMGfMhTT+Vj4kQL48Y5mDnTQZcuJg8+ePugECB//vw0b96cVasmsHatnQEDnPj6wrVrsHmzhe++M3n9dQe//NKJggXb8eqrsG9fHP/7n4POnRUUiohkFc0szKHq1auH3W6nffv2rFixgnLlyjFv3jxatWqVuPmviIiIiNx9ISEhTJs2DdM0k70Pi4yMTPw8IiICX19ffH3BwyN+38IWLbQW+X60ceNG7HY7c+bMYcCAATz66KMsXryYihUrZnlfFy5coGfPnsyfP5+ePXvy6aef4u7uDsDatWv54IMPKFiwYJL9CjdsMOjUycqxYwaurt9ht//ITz/lIyjIgqurgc3GLR8mVmv8507nTTp0GIyvbz1iYs7TuPFzzJkzi+7dF1Ow4CLeeqsFbm4QFubg0Ucz/vy2b9+eDh06cPLkQd55p3zi8f/973906dIFT08HY8ZMpk2b5lgszjv/CxQRkWQUFuZQgYGB+Pj4sHnzZoYPH85LL72kPQhFRERE/gWhoaF89tlnHD58mICAgCTnIiIiKFmyJCdOnODIkSPUq1cPw/h730K5P61evRovLy8ee+wxatSoQcuWLWnQoAELFy6kRo0aWdZPeHg4nTp1IiYmhpkzZ9KmTZsk593c3Bg2bFji16YJX3xh4e23LdSoYTJtmoNZs87y1VeVePfdgFtvnwoXYEniV+fOQeXKAB9QpswFXnwxvqhIyZKZe03NmzcnX758zJ07lzfffBOID9WffPJJ6tWrx5QpU/D29s7czUVEJF20DDmHMgyDVatWsW/fPl599VUFhSIiIiL/kjp16mAYRopLkY8cOUKlSpXw9vZOUuSkShWFhdnZjh07cDpTn9W2Zs0aQkJCsFgslCxZkhUrVhAQEECTJk1Yvnz5HffvdDoZNWoU9evXp2jRomzatClZUJiSQYMsDBpk5ZVXnCxf7qBuXZORI4vg4fEI3boN5M8/b3D4cBz798fxxx9x7NgRx5YtcWzaFMf69XZGjdoAhNKz5yyWLLGzcKGdzz7bh7t7B6pW7ciBA3kZNCjzQSFA3rx5adWqFXPmzEk8NnToUAoVKsTs2bMVFIqI3AOaWZiDZXSTYhERERHJeoUKFSIoKIg1a9bw/PPPJzkXERFB9erVuXLlSrKKyBMmwI0b8NeKUskmjhw5QnBwMFOnTuWZZ55Jdv7mzZts3LiRDz74IPFY4cKFWbp0Kc888wyPP/443333HW3bts1U/1FRUbz44ouEhYXRr18/3n///XRNDAgLM/jiCyuffebg1Vf/DjqtVit16tThjz9W4+MTv6/gpUuXOHz4MAcPHuTw4cMcOnSIw4cPs2PHDho2rMUXXzyBxRK/xLhpU3+efHIY+fPnz7Ltjtq3b8+sWbPYu3cvsbGxfP/994wePVpFGEVE7hGFhSIiIiIid1loaCjLli1LdjwyMpK2bdty9erVW8JCcDoN9u6FFIooy79o3bp1ACxcuDDFsHDLli3cuHGDevXqJTmeL18+5s2bR7du3ejYsSPjxo3jxRdfzFDfly9fpk6dOly5coWffvqJ5s2bp+u6U6fgxRettGjh5JVXks+IDAkJYdiwYTRo0IA///wzsWgJgJeXF/7+/gQEBNC4cWN69OiBxZJ0gVrp0qUz9DrS0rRpUwoWLMicOXMIDw/H39+frl27ZmkfIiKSOoWFIiIiIiJ3WUhICOPHj+f06dOJyygvXrxITEwMfn5+XL16NUlF2gcfNDGM+CIn1aqpyEl2snHjRgCWLVtGXFwcLi4uSc6vXr2aAgUKJKs+DODq6sp3332Hl5cXvXr1IioqikGDBqV7Rt7kyZM5ceIEu3btwt/fP13XOJ3QtasVmw0mTXKQUldt2rRh0aJFlC1bliZNmuDv70/58uXx9/fH09MzXf1kJTc3N1q3bs3YsWO5cOECM2bMSPb3LCIid4/CQhERERGRuywkJASI38uuXbt2QPxyVojfOubatWucOHGCmzdv4ubmRr584O/PX/sWKizMTjZs2ECVKlXYuXMna9asoUGDBknOr1mzhrp162KzpfyjlsViYdSoURQpUoQhQ4Zw+fJlPvzwwzT7jY2N5csvv6Rjx47pDgqvX4e33rKwYoVBWJiDokVTbleuXDm+/vprKlSokKRq8r+pXbt2TJ8+nZo1a6ZrP0YREck6KnAiIiIiInKXlShRgnLlyiUpcpKw7NjPzw8/Pz9M0+To0aOJ54OCTLZsUZGT7OTq1avs2rWL7t27U7JkSRYvXpzkvN1uZ926dYSGht72PoZhMHjwYN544w1GjhzJtWvX0ux7xowZnDhxgv79+6drrCtWGFSvbmPSJAsjRjj5z3/ur9C5UaNGPPbYY3zxxRdZtheiiIikj8JCEREREZF7ICQkJElYGBkZSZ48eShWrFhiYbp/7lvYpo2TtWst/PijgpLsYsuWLTgcDmrXrk2LFi1YvHgxpvl3CLdz504uX76cbL/C1Dz55JM4HA527Nhx23ZOp5MRI0bQqlUrKlWqlGo7uz2+kEm7dlaaNbPh42OyebOdPn1Sr9ycXbm6ujJv3jxq1Kjxbw9FRCTXUVgoIiIiInIPhIaGsnPnTi5dugTEB4NlypTBMAx8fX2xWq1JwsKnnjJp3dpJ795Wzp37lwYtSWzYsIECBQrw4IMP0rJlSw4fPsy+ffsSz69evRp3d3eqV6+ervtVrlwZNzc3wsPDb9tu0aJF7N+/n9dffz3F87t3w6BBFsqWtfHEEzb+/NNg0iQ7v/7qoGLF9L8+ERERUFgoIiIiInJPhISE4HQ6Wb9+PRC/Z2HZsmUBsNls+Pr6Ju5jCGAYMG6cA6cTXn7Zinl/rSLNkTZs2EBwqN9VewAAIABJREFUcDBWq5UGDRqQJ0+eJEuRV69eTc2aNXFzc0vX/VxcXKhatSqbN29Octw0TVavXs3y5ctZuXIln3zyCaGhodSpUyexTXQ0jB9voXZtKw8/7MK0aRaeesrJxo1xbNli5/nnTSz6aU9ERDJB/3yIiIiIiNwD5cuXp1ixYolVjyMiIhKXH0P83oX/nFkIULw4jBnjYMECCzNnajnyv8k0TTZt2kStWrUAyJMnD//5z38ICwvD6XQyfPhwFi9eTOPGjTN03+Dg4GRhYVhYGP/5z39o3rw5TZo0YfPmzQwaNIi4OFi0yOCpp6yULm1jwAALJUvCnDl2IiLsfP65k2rVSLHisYiISHopLBQRERERuQcMw0jct9A0TSIjIylTpkzi+ZTCQoB27UyeesrJa69ZuXDhHg44B5s3bx4vv/wyv/32Gw6HI13XHDlyhLNnzyaGhQCtWrVi3bp1tGjRgiFDhvD666+nuwBJgurVq3Po0CHOnz+feGzRokUEBARw4MAB9u7dy6JFR1m+vDlly9po08bGkSMGH3/sJCLCzrx5Dh5/3MTVNUPdioiIpEphoYiIiIjIPRIaGkp4eDgnTpzg6tWrac4sTPDZZw5u3IBPP9Xb9zsVFxdH//79mTZtGk2bNsXf359Bgwaxbdu2JMVKbrVhwwaAJGFh8+bNcTqd7Nq1i8WLF/P+++9js9nSHMONG7Bhg8Ho0RZ27WoGFGDLli1A/AzGpUuX0rDhUyxaVI4OHSrQqpUv06dbeOYZJ5s2xREebueVV5wUK3ZnfxciIiIpSftfMhERERERyRKhoaHcvHmTefPmASTuWQjxYWFUVBRXrlwhf/78Sa7z8YG+fZ18/rmFnj2dlC59T4edoyxYsICTJ08SHh7OjRs3mDFjBtOnT2fUqFFUrFiRDh068MwzzyT5bwOwceNGypcvj5eXV+IxHx8fli5dSqVKlfDx8UmxP6cTDh6E8HCD8HCDTZsMdu40iIszcHMzgeIYxiEmTNhEvXowcWIkJ06MZsqUJwCDli1NBg920KyZZg+KiMi9oV9NioiIiIjcI0FBQeTPn5/p06cDJFmGnBBO/bPIyT/17++kYEEYOtR69weag40bN45HHnmEhx56iFq1avHFF18QERHBzz//TLVq1Rg+fDgVKlSgfv36TJgwgaioKCA+LKxdu3ay+zVs2DDFoHDOHIOWLa14e9sICnKha1cby5dbqFQJRoxwsn69nehoO3v22ClefAcLF7bCy8vGgAHlsVjK8dFHcURG2pkzx0Hr1goKRUTk3lFYKCIiIiJyj9hsNurUqcOOHTsoWLAgnp6eiecSliSnFhYWKADvvONk+nSDnTvvxWhznm3btrFu3Tp69eqV5LiLiwvNmjXju+++4/jx43z77bd4eHjw2muvUbp0aZ544gl27tyZYliYkj174IUXrFy7Bq++6mTxYjtnzsSxe7edKVMcvPSSk+rV4wNAX1/o3Pl/eHk14513HAQFPUvr1kPp29dC0aJ3429BRETk9hQWioiIiIjcQyEhIUB8OGj8o2ytt7c37u7uqe5bCNCtmxN/f3j7bc0uzIzx48fj6+tL69atU22TP39+OnbsyM8//0xkZCQjRowgOjoagPr166fZh2lC795W/Pxg6VIHb7/tpHFjk3/kwskEBwcTHf0LzZptY/fuH2jZsmVGX5qIiEiWyVRYOGnSJKpUqYK3tzeNGjVK3Iw3Ja1atcLT0zPZx1NPPZXpQYuIiIiI3K9CQ0MBkhQ3gfhqyWXKlLltWOjiAsOGOfjlFwsrVhiptpPkoqKimDlzJj169EhXERKAYsWK0atXL1avXs3Fixd54IEH0rxm6lSDNWssjB3rwM0tfWOrUaMGAB9++CGmadK0adP0XSgiInIXZDgsnD9/PoMHD2bQoEGsXLmSypUr07ZtW86dO5di+2nTprFv377Ej3Xr1mG1WnniiSfuePAiIiIiIveb4OBgXFxckoWFEL9v4e3CQoAnnzSpVcvJm29acTrvzhhzosmTJwPQtWvXTF3v4uKSZpuoKHjjDSsdOzpp0CD1ysq3KlmyJCVKlOCnn36ievXqeHt7Z2qMIiIiWSHDYeH48ePp3LkznTp1omLFiowcOZK8efMmbtJ8K09PT4oXL574sXLlSvLmzcvjjz9+x4MXEREREbnf5MmThwkTJtCtW7dk54oUKUJMTMxtrzcM+OQTJ9u2GcyapdmF6bVgwQIef/xxihQpclfub5rQv78VhwM+/dSR4esTZhc2b948q4cmIiKSIembf/+X2NhYtm/fzmuvvZZ4zGKxUL9+fcLDw9N1j2nTptGmTRvy5cuXapubN29y8+bNxK9NM/63cg6HI8m+LpK9OByOJH+K5HR65iU30nMvucG9eM47duyYYh8FCxYkJiYmzb5r14ZWrQyGDLHw+OOx6V7umlvFxcWxa9cuOnTocFf+u9rt0Lu3jRkzLEyeHIuXl5OMdlO9enV+/vlnmjZtes+/x+p7u+RGeu4lN0rI19KSobAwOjoah8NB0VvKchUtWpSDBw+mef2WLVvYu3cvY8aMuW27UaNGMXz48MSv8+fPz+7duzl48GC6X5j8ew4dOvRvD0HkntIzL7mRnnvJDf6N59zhcBAVFcX+/fvTbNutmxvt2lXggw+iee65qHswuvvX/v37iY2NxcvLK11/txlx44bBG2+UYc0aNz78MJLq1S+QmS5q1KhB586dyZcvX5aPMb30vV1yIz33kpsk7I+clgyFhXdq2rRpBAYGUr169du2e+211+jVq1fi1wkBYfny5TWzMBtzOBwcOnSIgIAArFZV6JOcT8+85EZ67iU3+Defc39/f65cuUKFChXSbFuhAnTp4mDKlBL07+9122q7ud3GjRsxDIOWLVtSoECBLLvvhQvQrp0rW7cazJ0bR9OmxYHimbpXhQoVaNiwYZaNLSP0vV1yIz33khuZpklsbGya7TIUFnp5eWG1WpMVMzl37hzFihW77bVXr15l/vz5vPXWW2n24+bmhts/1lKYpsmlS5ewWq0KC+8DVqtV32wlV9EzL7mRnnvJDf6N57xw4cJcu3YNh8OBq6trmu2HDDGZMQM+/9yFjz9WtZPU7Nixg/Lly1OoUKEsu+epU9CqlY3jx+GXXxzUrm0A9/f3RX1vl9xIz73kJuldrZuhAieurq5UrVqVVatWJR5zOp38/vvvBAcH3/ban376idjYWJ566qmMdCkiIiIikmskhFkXLlxIV3tvb+jb18nYsRaOHr2bI7u/bdu2jWrVqmXZ/Q4fhgYNbJw/DytW2KldW1sliYhIzpHhasi9evVi6tSpzJgxg/3799OvXz+uXr1Kp06dAOjZsydDhw5Ndt20adNo0aIFhQsXvvNRi4iIiIjkQBkNCwH69XPi4QFDh2pmTEocDgc7duzIsrDw/Pn4oNBmg1Wr7Dz4YJbcVkREJNvI8J6Fbdq0ISoqio8++oizZ88SFBTE3LlzE5chHz9+HIslaQZ58OBBNmzYwPz587Nm1CIiIiIiOVBCWHjx4sUkx03TxOl0prhUrkABeOcdJ6+8YuGVV+Chh+7JUO8bBw4c4Nq1a1kWFo4fb+HiRdi40Y6PT5bcUkREJFvJVIGT7t2707179xTPLVq0KNmx8uXLExMTk5muRERERERyjYSw8Nb3zt999x0jRoxg9+7dKV7XtauT0aMtvP22lUWLHHd9nPeT7du3A1C1atU7vte1a/Fh4QsvOBUUiohIjpXhZcgiIiIiInJ3eP5V0vjWZcj79u3jwIEDREVFpXidiwsMG+Zg2TILy5erIOA/bd++nbJlyyb+3d6Jb7+1EBMTv0+kiIhITqWwUEREREQkm8ifPz8WiyVZWJgQEu7ZsyfVa594wqR2bSdvvmnFqSwr0bZt27JkVqHdDl98YaFdO5OyZbNgYCIiItmUwkIRERERkWzCMAwKFSqUqbDQMOCTT5xs324wc6ZmF0L8Xo9ZVQl57lyDiAiDfv20zFtERHI2hYUiIiIiItmIp6dnsrAwOjoagL1799722rp1TVq3dvLuu1Zu3LhrQ7xvHDlyhIsXL95xWOh0wogRVho3dpJFdVJERESyLYWFIiIiIiLZiIeHR6ph4e1mFiYYNszB8eMwYYLe6m/btg3IfHGTgwfh3XctVKhgY+dOg4EDtb5bRERyPr2DEBERERHJRlKaWRgVFUXBggXTFRZWrAjdujn5+OP4Yhy52bZt2yhZsiTFixdP9zUXLsCkSRYeecTKgw+6MG6chUaNTFavtlO/vnkXRysiIpI9KCwUEREREclGbp1ZGBcXx4ULFwgJCeHcuXOcO3cuzXsMHuzk6lX4/vvc93b/xo0b7Ny5kzlz5hAWFpauWYV2OyxZYtCxoxVfXxt9+ljw8IBp0+wcO2bnq68c1KqloFBERHKH3PfuQUREREQkG7t1ZmHCEuR69eoBae9bCODtDfXrmyxenLsKnTgcDqpUqUKNGjXo1KkTZ86coX379qm237ULBg2yUK6cjccft7Fnj8F77zn58087Cxc6ePppkzx57uELEBERyQZs//YARERERETkb7fOLEyohFyrVi1cXFzYs2cPjzzySJr3adXKZMAACxcvgofHXRtuthIeHk5ERATffPMNzZo1w8vLK8V2K1caDBxoZft2gyJFTJ55xslzzzmpWjW+qrSIiEhuppmFIiIiIiLZSKFChVKcWejt7U358uXTtW8hQIsWTuLiDJYtyz3p1+LFiylSpAjPPPNMqkGh0wm9elmxWEzmzrUTEWFn5Mj4KscKCkVERBQWioiIiIhkKwnLkE0zfo+8hJmFRYoUITAwMF3LkAHKlIEqVUwWL849b/nDwsJo1qwZVqs11TZLlxocOmTwxRdOWrc2cXW9hwMUERG5D+Sedw4iIiIiIvcBDw8P7HY7V69eBeJnFlqtVjw8PAgMDEz3zEKAli2dLFliYLffrdFmH0ePHmXXrl20aNHitu3GjLFQo4ZTBUtERERSobBQRERERCQb8fT0BEhcihwVFYWXlxcWi4XAwMB0V0QGeOwxk5gYg3Xrst/62tjYWK5fv55l9wsLC8Nms9G4ceNU2/zxByxfbqF3b6eWHIuIiKRCYaGIiIiISDZSqFAh4O+wMDo6OnH/vUqVKgGke3bhww+beHvfm6rIGzduxOl0pqut0+mkadOmPPHEE1nWf1hYGPXq1cPjNtVcxo2z4ONj0q6dZhWKiIikRmGhiIiIiEg2khB2JYSF586do2jRogAEBATg4uKS7n0LLRZo2dJk4cK7+7b/+PHj1KtXjx9//DFd7b/99lvWrl3Lb7/9xtatW++4/6tXr/Lbb7/RsmXLVNucPw/ff2+he3en9ikUERG5DYWFIiIiIiLZyK3LkP85s9DFxYUHHnggw/sWHjpksH9/1o81QUREBAAbNmxIs210dDRvv/02HTp0oEyZMowbN+6O+1+xYgU3b9687X6FkydbcDjgv/9N3+xHERGR3EphoYiIiIhINpKwDDkmJgaI37OwSJEiiecrVaqUobCwYUOTPHlMFi26e2/9jx07BkB4eHiabQcPHozdbufTTz+lZ8+ezJo1i7Nnz95R/2FhYTzwwAMEBASkeN5uhwkTLDzzjEmxYnfUlYiISI6nsFBEREREJBtxc3MjT548XLx4EUg6sxDIcEXkvHnjA8O7uW/h8ePHAdi6dStxcXGpttu0aRNTpkzh/fffp3jx4nTp0gWr1crkyZMz3bfT6SQsLOy2S5AXLDA4dsygd29HpvsRERHJLRQWioiIiIhkM4UKFUp1ZmFgYCBRUVHprogM8NhjTtatM4iOzvKhAvFhodVq5caNG+zevTvFNg6Hgz59+vDQQw/RvXt3AAoXLkzHjh35+uuvbxsy3s727ds5derUbZcgjx1roV49J1WrZqoLERGRXEVhoYiIiIhINlOoUCEuXrzItWvXuHbtWrKZhZD+isgAzZubOJ0GS5bcndmFx44dIzQ0FJvNlupS5IkTJ7Jt2zbGjBmD1WpNPN6rVy9OnjyZ7uIot1q8eDEeHh7UrVs3xfNbt8K6dRZ699ZehSIiIumhsFBEREREJJspVKgQFy5cIPqvqYD/nFno7++Pi4tLhsJCHx8IDnbetX0Ljx8/Tvny5QkKCkoxLDxz5gxDhgyha9eu1KpVK8m5oKAgHn30USZNmpSpvsPCwmjatCkuLi4pnh8zxkqZMiatW5uZur+IiEhuo7BQRERERCSbSViGHBUVBUDRokUTz2WmIjJAy5Ymv/5qcPNmlg4ViA8LS5UqRXBwMJs2bUp2/s0338RqtTJs2LAUr2/YsCE7d+7McL+nTp1iy5YtqS5BPn0aZs82eOklJ/+YzCgiIiK3obBQRERERCSbSViGnBAW/nMZMsQvRd67d2+G7tmqlZPLlw1+/z1rlyJfv36dqKgoSpUqRc2aNdm3bx+XLl1KPL9mzRqmT5/Ohx9+mGSG5D/5+/sTExPD+fPnM9T3kiVLsFgsNG3aNMXzEydacHGBLl20BFlERCS9FBaKiIiIiGQzt84svDVkq1SpUoZnFgYFQenSWV8VOaESsq+vLzVq1MA0TbZs2QJAXFwcffr0oWbNmnTp0iXVewQEBABw+PDhDPW9ePFi6tSpkyxMBTh5Mr6wyfPPO/H0zNBtRUREcjWFhSIiIiIi2UzCzMLo6Gjc3d3JmzdvkvMJFZHPnj2b7nsaRvzswkWLLJhZuH3fsWPHAChVqhQVK1akQIECiUuRx40bx969exkzZgwWS+o/epQrVw7IWFh448YNli9fnuISZNOEXr2suLnBkCGaVSgiIpIRCgtFRERERLKZhAInUVFRFClSBMNIOhswoSJyRpcit2xpcvSowa5dWTbUxJmFpUqVwmKxUKNGDcLDwzlx4gTvv/8+PXr0oFq1are9h4eHB0WLFs1QWLhq1SquXbuWYlg4fbpBWJiFceMcpDDpUERERG5DYaGIiIiISDZTqFAhLl26xNmzZ1NcYhsQEJDhisgAjzxiUqCAmaVVkY8dO0aRIkXIkycPAMHBwYSHhzNw4EDy5s3L0KFD03Uff3//DIWFYWFh+Pn5JQanCU6ehP79rXTo4FQFZBERkUxQWCgiIiIiks0UKlQIgD///DPFoiA2my1TFZHd3KBx46zdtzChEnKC4OBgTp06xZw5c/j4448TX0taMhIWmqZJWFgYLVu2TDLrMiYGunWz4u4Oo0Y5MvZCREREBFBYKCIiIiKS7SQEbIcOHUq1gnBgYGCGw0KI37cwPNzCqVN3NMREt4aFNWvWBCA0NJRnn3023fcpW7ZcusPC3bt3ExkZmbgE2TRh9myDKlVsbNpkMHmyg8KFM/AiREREJJHCQhERERGRbCYhLExY4puSwMDAVPcsNE2TUaNGce7cuWTnmjc3sVhMlizJmtmFx44dw9fXN/FrHx8fhg8fzqRJk5LttZiSPXugYUMrU6b04+xZNy5dupTmNWFhYeTLl49HHnmEI0egdWsrzz5ro25dk5077TRurOXHIiIimaWwUEREREQkm0kIC03TTHHPQrh9ReRTp04xaNAgFixYkOyclxfUrWuycGHW/Chw/PjxJGEhwGuvvYa/v/9tr7t5E4YOtRAcbOPMGQPTdAdWs3Ll8TT7DAsLo2HDpowZk4eqVW3s2WMwf76dWbMclCx5J69GREREFBaKiIiIiGQznp6eiZ+nNrOwUqVKACkuRY6MjEzy561atjRZscLg2rU7G+elS5e4dOlSkmXI6bFmjUH16jaGD7cwYICTLVvsLFp0CbjOiy8+wPr1Bvv3w7x5EbRv/x5xcXGJ10ZFRbF+vcnWrRMZPNhCjx5Oduyw06qVZhOKiIhkBYWFIiIiIiLZTMGCBROX8KY2szAgIABXV9dMhYWtWjm5ft1gxYo7W4p87NgxgGQzC1Nz4QL06mWhYUMbhQubbNpkZ+hQJ+7uULlyIQoWfAx390vUr28jKMiFDh3K89NPH1Kt2hUWLTK4cAE6dboArMXLqwDr19v59FMn+fPf0csQERGRf1BYKCIiIiKSzVgsFgoWLAikPrMwoSJySvsWphUWVqgAAQEmixff2Y8Dx4/HLxlOa2ahacK8efEFSGbNsjB6tIOVKx1Urvx3G8MwKF/eg0aN3mPRIjvLl9spW7Yd8CQnT56iTRsbJUvaWL3aj9KlR7Jxo0G1anc0fBEREUmBwkIRERERkWwoYSlyajMLIX4pckozC48ePZrkz5S0auVk8WIDpzPzYzx+/DiGYVCiRIlU2xw7Bm3bWunQwUZwsMmOHXZ69nRiSeEnEX9/f44e3UOTJiZ+fkc5cmQezz1XgCtXqjJmzHZefz0Od/fqdOlyBas18+MWERGR1CksFBERERHJhjw8PAAoWrRoqm0CAwPZs2cPppl0v76EkPDkyZPcvHkzxWtbtTI5fdpg69bML0U+duwYPj4+uLi4JDvncMD48RYeesjGli0Gs2fbmTfPwe0mIfr7+3P48GEAli1bhsVi4dNPP+WBBx7gt98+oH79lVy5spcWLVpkeswiIiJyewoLRURERESyofTMLAwMDCQ6OjpZReSIiAgq/7XGN7XZhXXrmnh6mvz4452FhSktQd61C+rXt9K3r5VOnZzs3GnniSfSLkDi7+/PiRMnuH79Or/88gu1atXCy8uLPn36sGDBAsaPH0+JEiWoWrVqpscsIiIit5epsHDSpElUqVIFb29vGjVqxJYtW27b/uLFiwwYMICKFStSvHhxatSowbJlyzI1YBERERGR3MDDw4OCBQvi6uqaapvAwECAJPsWmqbJ0aNHqV+/PpD6voU2Gzz3nJPRoy1s3Zq5MR4/fjxZWDh5skGdOjYuXTJYudLOmDFO/pokmSZ/f38A9u/fz4oVK2jatCkAzz77LB4eHvz000+0aNEisfiLiIiIZL0Mh4Xz589n8ODBDBo0iJUrV1K5cmXatm3LuXPnUmwfGxvLk08+ydGjR/n2228JDw/nyy+/xMfH544HLyIiIiKSU3l6eqZa3CSBv79/sorI586d4/r169StWxfDMG67b+GwYU4qVzZ5+mkb0dEZH+OxY8cSKyHfvAkvvWTlpZdsvPCCk/BwO3Xrpj2b8NbXA/DDDz9w6dKlxLAwX758/Pe//wXQEmQREZG7zJbRC8aPH0/nzp3p1KkTACNHjmTZsmVMnz6d1157LVn76dOnExMTwy+//JK4l0np0qXvcNgiIiIiIjlby5YtKVOmzG3bJFRE/mdYmBAOBgQEULJkSSIiIlK93t0dZs1yUKuWjc6drfz8syPdhUNM00ycWXjzJjRubGXrVoOJE+288ELGQsIExYsXJ1++fHz77bcULVqUav8od9y3b1/sdjuNGzfO1L1FREQkfTIUFsbGxrJ9+/YkoaDFYqF+/fqEh4eneM2SJUsIDg7m9ddfJywsDC8vL9q1a0ffvn2xpvJO5ObNm0k2Yk7YsNnhcGjJQTbmcDiS/CmS0+mZl9xIz73kBtnlOW/VqhWtWrVKcxyVKlXijz/+SGx35MgRAEqVKkXp0qWJiIi47T1KloSpU00ee8yF994zeO89e7rGFxUVxY0bNyhRogSzZpls2GBh+fKb1K1rcid/df7+/uzcuZMOHTpgmmbi2D09Pfnwww+Bf/+/TU6TXZ55kXtJz73kRrcWREtNhsLC6OhoHA5HsopsRYsW5eDBgyleExkZyerVq2nfvj2zZ8/mzz//ZMCAAdjtdgYNGpTiNaNGjWL48OGJX+fPn5/du3dz8ODBdL8w+fccOnTo3x6CyD2lZ15yIz33khvcL895sWLFWLZsGfv27cMwDDZv3kzevHk5e/Ysnp6e7Nu3j/3799/2HiVLQu/exRg+3Acfn2M8+uilNPvdtm0bAA6Hk5Ej7dStewMvryOk0VW6Xg9A5cqV0xy3ZK375ZkXyUp67iU3MQwjzVULkIllyBnldDopUqQIX3zxBVarlapVq3Lq1CnGjBmTalj42muv0atXr8SvEwLC8uXLa2ZhNuZwODh06BABAQGpzhoVyUn0zEtupOdecoP77TkPDQ1l3LhxeHp6Urx4ca5fv46fnx8VK1YkKCiI7du3U6FChTTv88kncOSIgyFD/Fi7NpaAgNv/kn7EiBH4+vpSqlQb9uzJy7x5senqJy0PPfQQy5cv57nnnks2SUHujvvtmRfJCnruJTcyTZPY2Ng022UoLPTy8sJqtSYrZnLu3LnE3wDeqnjx4ri4uCT5n++BBx7gzJkzxMbGpljdzc3NDTc3t8SvTdPk0qVLWK1WhYX3AavVqm+2kqvomZfcSM+95Ab3y3NeuXJlIL6CcIkSJTh69Ch+fn5YrVb8/Pw4efIkDofjtlWVE0yZ4qRuXQvPPOPKmjV28uVLud2ZM2eYPXs27733HpMmuVOunEmLFkaW/H117tyZ0qVL4+3tfcf3koy5X555kayk515yk/Su1s1QNWRXV1eqVq3KqlWrEo85nU5+//13goODU7ymVq1a/PnnnzidzsRjhw8fxtvbO11vWEREREREJHUJFZH37t0LxBc4SSgoWKZMGUzT5NixY+m6l4cHzJ5tJyIivrJxaj9TTJo0CavVymOPvcjcuQY9ejjTXRglLZUqVeKll17KmpuJiIhIhmUoLATo1asXU6dOZcaMGezfv59+/fpx9erVxOrIPXv2ZOjQoYntu3btyoULF3jjjTc4dOgQv/zyCyNHjqRbt25Z9ypERERERHKpf1ZENk2TyMjIJGEhxO8jnl4PPghff+1g5kwL48Yl/3EhNjaWiRMn8uyzzzJvXmFsNnjhBWcKdxIREZH7UYb3LGzTpg1RUVF89NFHnD17lqCgIObOnZu4DPn48eNYLH+/qShVqhRz587l7bffJjQ0FB8fH3r06EHfvn2z7lWIiIiIiORigYEhVq03AAAgAElEQVSB7NmzhwsXLnD58uXEkNDX1xfDMDh69GiG7vfUUybh4Q4GDrRQrZpJSMjfUwznzJnD6dOn6dq1N+3aWejY0cTTM0tfjoiIiPyLMlXgpHv37nTv3j3Fc4sWLUp2rGbNmvz666+Z6UpERERERNIQGBjI//73PyIiIoC/ZxS6ubnh4+OTeDwjPvrIydatBh06WNm40Y6PT/xeR6NHT6BixS9p2zaIqCh4+WVHFr4SERER+bfd9WrIIiIiIiJydwUGBnL+/Hk2b94M/B0WJnyekWXICVxc4PvvHdSubaNhQxvlypnExFxm27ZZGEZpOnQweecdB/7+WfYyREREJBvI8J6FIiIiIiKSvVSqVAmAJUuW4O7unrhFEGQ+LATw9ob58+1Uq2ZSoAAYxnlgCevWXeXbbxUUioiI5EQKC0VERERE7nMJFZFXrFiRuE9hgjJlymR4z8J/evhh+OEHBzNnOnj66fnkydOP6tXdsmLYIiIikg0pLBQRERERuc/ZbDYqVKjAtWvX8PPzS3LOz8+P48ePExcXd8f9REdH4+Xldcf3ERERkexLYaGIiIiISA6QsBS5dOnSSY6XLl0ap9PJ8ePH77iP8+fPU7hw4Tu+j4iIiGRfKnAiIiIiIpIDBAYGAsnDwoRiJ5GRkVy4cIHFixfTsmVLqlWrluE+oqOjKVKkyJ0PVkRERLIthYUiIiIiIjlAQlj4z0rI8Hd42K5dOy5dugTAsWPH+PrrrzPch2YWioiI5HwKC0VEREREcoDq1avj7u5OUFBQkuPu7u506dIFi8VCmzZtmDhxIhEREZnqIzo6mvLly2fBaEVERCS7UlgoIiIiIpID+Pr6cu7cOdzcklcq/ucswhUrVjB//vxM9aGZhSIiIjmfCpyIiIiIiOQQKQWFtypbtixHjx7Fbrdn+P6qhiwiIpLzKSwUEREREclF/Pz8cDgcGa6OfOPGDa5du6aZhSIiIjmcwkIRERERkVzEz88PgCNHjmTouujoaADNLBQREcnhFBaKiIiIiOQiZcqUwTCMDBc5UVgoIiKSOygsFBERERHJRdzc3ChZsmSGZxaeP38eQMuQRUREcjiFhSIiIiIiuYyfn59mFoqIiEiKFBaKiIiIiOQymQkLz58/j8ViwcPD4+4MSkRERLIFhYUiIiIiIrlMZmcWFi5cGItFP0KIiIjkZPqX/v/bu/O4Ksu8j+Pfc44ssinuu8BoaAqYK45LauWUYpqmuZROPmM2zpjmjAuPWdSrMWtKmTJzZSy11Je5lPo8kD5qg0syVCiZuaADVKaIgCLrOffzh3KK0gITDnB/3q+Xr+Cc+z5cV37P5c3vXPd1AQAAACYTEBCgc+fOKS8vr8znZGZmsl4hAAAmQLEQAAAAMJnAwEBJKtfswosXL7JeIQAAJkCxEAAAADCZgIAASeUvFjKzEACAmo9iIQAAAGAyzZo1k5ubW7mKhZmZmcwsBADABCgWAgAAACZjs9nUunVrbkMGAAA/QbEQAAAAMKGAgACdOXOmzMezwQkAAOZAsRAAAAAwoYCAgDLPLHQ4HLp06RIzCwEAMAGKhQAAAIAJBQYGlrlYmJWVJYfDwcxCAABMgGIhAAAAYEIBAQHKysrSpUuXfvHYixcvShIzCwEAMAGKhQAAAIAJBQYGSlKZZhdmZmZKEjMLAQAwAYqFAAAAgAkFBARIUpk2OWFmIQAA5kGxEAAAADCh+vXry8fHp0wzCzMyMpznAACAmo1iIQAAAGBCFotFAQEBZZpZmJmZKW9vb3l4eFRCywAAgCtRLAQAAABMqm/fvlq3bp1OnDjxs8ddvHiRWYUAAJgExUIAAADApF588UU1b95cY8eOVV5e3k2Py8zMZHMTAABMgmIhAAAAYFI+Pj569913deLECf31r3+96XHMLAQAwDwoFgIAAAAmFhISokWLFmnFihXauHHjDY/JzMykWAgAgElQLAQAAABMbuLEiXrkkUf0xz/+UadOnfrJ88wsBADAPCgWAgAAACZnsVi0ZMkSNW7cWGPHjlV+fn6p51mzEAAA86BYCAAAAEC+vr5699139eWXX2rWrFmlnmNmIQAA5kGxEAAAAIAkqVOnTnrttde0dOlSvf/++5Kkq1evKj8/n5mFAACYxC0VC1esWKHQ0FA1adJE9957rxITE2967Lvvvit/f/9Sf5o0aXLLDQYAAABQcSZNmqSHH35YkydP1unTp3Xx4kVJYmYhAAAmUe5i4ebNm/XMM89o9uzZ2rt3rzp27KgRI0bowoULNz3H19dXx48fd/45cuTIr2o0AAAAgIphsVi0dOlSNWzYUOPGjdO3334riWIhAABmUau8JyxZskTjx4/XuHHjJEkLFy5UXFyc1q5dq6effvqG51gsFjVu3LjMP6OgoEAFBQXO7w3DkCTZ7XZZLJbyNhmVxG63l/ovUNOReZgRuYcZkHPJ29tba9asUb9+/fTUU09JkurWrWvq/yc1GZmHGZF7mFFJfe2XlKtYWFhYqM8//7xUUdBqteruu+9WQkLCTc/Lzc1VSEiIHA6HwsLCNG/ePLVv3/6mxy9atEgvv/yy83sfHx8lJyfr5MmTZe4YXOfUqVOubgJQqcg8zIjcwwzMnnMvLy/NmDFDCxYskHRtk5PCwkIXtwoVyeyZhzmRe5iJxWJR69atf/k4oxzVt2+//VZ33nmnYmNj1b17d+fjzz77rA4cOKBdu3b95JzDhw8rJSVFHTp0UE5Ojt544w0dOHBABw8eVPPmzW/4c242s9Dd3Z2ZhVWY3W7XqVOn1KZNG9lsNlc3B6hwZB5mRO5hBuT8e4ZhaOzYsYqNjdXFixe5Fq+hyDzMiNzDjAzDUGFhofz8/H723/Ry34ZcXt27dy9VWOzevbt69Oih1atXa+7cuTc8x8PDQx4eHs7vDcNQTk6ObDYbFyjVgM1mY7CFqZB5mBG5hxmQ82veeecdnTx5UrVqVfivDnAxMg8zIvcwk7LOFyzXBif169eXzWb7yWYmFy5cUKNGjcr0Gm5ubgoNDVVKSkp5fjQAAAAAF/D09FRISIirmwEAACpJuYqF7u7u6tSpk/bt2+d8zOFw6OOPP1a3bt3K9Bp2u13Hjh1TkyZNytdSAAAAAAAAABWq3PcSTJkyRVOmTNFdd92lzp0766233lJubq5zd+Qnn3xSTZs21XPPPSdJeuWVV9S1a1cFBQUpOztbr7/+utLS0vTYY4/d3p4AAAAAAAAA+FXKXSwcPny4MjIyNH/+fJ0/f14hISHatGmT8zbk9PR0Wa3fT1jMysrStGnTdP78edWtW1dhYWGKjY1Vu3btbl8vAAAAAAAAAPxqt7RK8RNPPKEnnnjihs9t37691Pfz58/X/Pnzb+XHAAAAAAAAAKhE5VqzEAAAAAAAAEDNRbEQAAAAAAAAgCSKhQAAAAAAAACuu6U1CyubYRil/ouqyTAMWSwWGYbB3xVMgczDjMg9zICcw2zIPMyI3MOMflhfs1gsNz3OYlSDd4XD4dDly5dd3QwAAAAAAACgWvP19ZXVevObjatNsbDEz1U+4Vo5OTnq2LGjkpOT5efn5+rmABWOzMOMyD3MgJzDbMg8zIjcw4x+WAL8uWJhtbgN+ec6gKrDYrHoypUrslgsFHVhCmQeZkTuYQbkHGZD5mFG5B5mVNasU4UDAAAAAAAAIIliIQAAAAAAAIDrbFFRUVGubgRqDpvNpt69e6tWrWpxhzvwq5F5mBG5hxmQc5gNmYcZkXvgxqrFBicAAAAAAAAAKh63IQMAAAAAAACQRLEQAAAAAAAAwHUUCwEAAAAAAABIolgIAAAAAAAA4DqKhQAAAAAAoMa5cuWKq5sAVEsUC/GLzp8/r9TUVOdAywbaAFDzOBwOSZLdbndxS4CKdenSJZ0/f16FhYWSvs8+UFOdOXNGCxYsUEpKiqubAlSa1NRUjRgxQlFRUZIY64HyoliInzV79mz17NlTf/jDH9SvXz99/PHHKigocHWzgAqXm5vr/EUSqOnmzp2rJ554QpJks9lc3BqgYhiGodmzZ2vgwIEaO3asRo4cqezsbFmtVj4IRY1kGIZmzJihLl266Ny5c2rWrJmrmwRUOMMwNH36dHXp0kUJCQnav3+/HA6HrFZKH0B58I7BDTkcDs2YMUNHjhzRhg0b9Nprr6lnz5566qmntH79elc3D6hQ8+bN08CBA3XkyBFXNwWoUEeOHNFDDz2kjRs3asuWLdq9e7ckZhei5omNjVV4eLg+++wzvfLKK5owYYLOnz+vWbNmSZIsFouLWwjcXps2bdJvfvMbffrpp9q9e7eio6Pl6ekpibuEUHO9+eabat26tZKTk7V3717NmzdPbm5uOn/+vKubBlQ7tVzdAFQ9hmEoPT1dhw4d0vTp09W1a1dJ0htvvKGQkBC99dZbCg0NVefOnV3cUuD2+vrrr/XMM8/o7NmzOnXqlDZu3Kh27drJx8fH1U0DKsSnn36qpk2b6o9//KPef/99zZs3T/fcc49sNpsMw6CAghojPj5eAwcO1Lx58+Tu7i7pWrG8qKjIxS0DKsb69evl6+ur9evXq0mTJjp27JjOnTunoKAgNWrUSF5eXozzqFFOnz6tnTt3asGCBRo7dqwkKSsrS8nJyc4PQck8UHYUCyFJKi4uVq1a1+JgsVh0+fJlnT59Wl26dHEeU1hYqBYtWigjI0MxMTEUC1HjZGdnq0mTJpo6dapSUlI0ZcoUDRo0SP369XN104AKMWjQIHXr1k0dOnSQl5eXJk2apCVLlmjKlClyOBzckowaY9q0abp69aqzUHj+/Hl9+umneuCBB3T48GF1797dxS0Ebq+oqCg99thjWrVqlU6cOKHPP/9c3t7eunTpknr37q0VK1ZQNEGN0rJlS23fvt2Za8MwVKdOHQUEBOhf//qXRo8eTeaBcrBFlaz4CdOaP3++Vq5cqUOHDqlVq1aqU6eOmjRpog8++ECffvqpwsLCVK9ePc2bN0+XLl1Sx44dderUKfXs2VP16tVzdfOBX83hcMhiscjHx0cdO3ZUcHCw7rzzTsXFxSkpKUkDBgyQt7e3q5sJ/CoLFy7Uhx9+qNTUVHXo0EE2m03e3t5q1KiRJKlOnTq6cuWKVq5cqd///vfy9PR0vjeA6uRGWffy8lKdOnUkSWvWrNHQoUPVrFkzpaena+nSpbp48aLCw8Pl5ubm4tYD5XejzDdq1EgpKSlavny52rdvr/nz52vo0KHq1KmTXn/9dRmGod/+9rfMtEK19ePcu7u7y2KxOK9dSr6OiYlRz549FRYWRt6BcrAYLFphWhkZGXr00Ud1+fJlPfjgg9q0aZM8PT01ZswYTZkyRYmJiXrkkUdUt25dnTt3Tk2aNNHWrVuVk5OjAQMG6ODBgwoMDHR1N4BbsnbtWjVv3lz9+/f/yXN2u102m03Jycnq27ev3nzzTY0aNYpZVqiWTp48qfHjx8tqtSo4OFh79uxRx44d9dxzz6lr166lLpyPHj2qyZMnq3v37oqOjmZBcFQrv5T1Ehs2bFDTpk3Vp08fWSwW/c///I/Gjx+v+Ph4BQcHu7AHQPncLPNz585VeHi4cnJy9I9//EPjx49X69atnee98cYbeu2113Tq1CnnnUVAdVHWsb7kGuaBBx5QYGCglixZQrEQKAd+AzCxhIQEZWVlacOGDZo9e7bi4+PVp08fLV++XAcOHFCXLl0UFxenV155Re+9957+/e9/q0WLFrLb7fL19dXly5dd3QWg3A4dOqR+/frpqaee0ubNm3Xu3DlJpRf7ttlscjgc6tixo0aNGqXo6GilpaW5qsnArxIXFydfX1/t27dPMTExOnTokLKysrRkyRKdOXNGFotFxcXFkqQ77rhDjz/+uDZv3qzjx4/LarVq//79ysrKcnEvgF/2S1kvMWrUKPXt29f5C2OHDh1ktVp18uRJVzUduCU3y/zy5ct16tQp+fn5adq0aaUKhZLUtGlTubu766uvvnJRy4FbV5axvqRQWFhYqDZt2igjI0NXrlyhUAiUA8VCEysZNEtuQfPw8NDjjz+u9u3bq+Tu9KCgIA0YMEB9+vRxnrd161aFhYUpNDTUFc0Gbll2dra2bNmiTp066ZlnnlF8fLzi4+Ml3XwnzNdee02pqanatGmTsrOztX37du3YsaMymw3csuLiYh0/flwNGzZ0zoxt3Lix/vKXvyg9PV1r1qyRJNWqVUuGYcjDw0MDBw5Ujx499MQTT+j+++/XqFGjdOHCBVd2A/hFZc269NPxfufOnerWrVupax2gqvulzL/77ruSJD8/v5+cm5CQoK5du6pDhw6V2mbg1yrrWG+1WuVwOOTu7q569erpu+++k4+PDzuBA+VAsdDECgsL1ahRIyUnJzsfa9u2rcaNG6dvv/1WW7ZskXRtxlVqaqqSkpI0Y8YMvf322xo5cqTzOaC6qF27tgYPHqyJEydqxowZCgoK0vvvv++cTfLDPFutVtntdnl7eysyMlKLFi3Svffeq0mTJjlnYQFVXa1atVRQUKD8/Hw5HA7nboDDhg1TWFiYEhMTdeTIEUnf57+4uNi5e+Add9yh48ePq23bti7rA1AW5cm6JKWnp+s///mPZs2apejoaA0fPlx16tThugbVRnkzn5aWptTUVM2cOVM7duzQ6NGjJXEtj+qlPLl3OBySpLvvvlvJycnOuykAlA3FwhrsZv/4lzw+cOBAnT17VocPH1ZRUZHz+bCwMIWEhGjfvn3OdR2OHz+uF154QV988YW2bNmiRx55RNLNZ2MBVZG7u7v69u3rnBU7e/ZsJSUlaffu3SosLPxJnm02m86ePauvvvpKeXl56tOnj06ePKmhQ4e6ovlAuZRcQI8fP1579+7VsWPHZLPZnMXuYcOGKT09XSkpKZKuFcg/++wzjR49WgUFBTpw4IBef/11+fr6uqwPQFmUN+spKSmKiYlRRESEkpKStGnTJk2cOFES1zWoHsqb+dOnT2v58uUaOHCgkpKStGHDBj344IOSyDyqj/LmvmQ9zitXrmjcuHF8IASUExuc1FCXL1+Wj49Pqa3jS74uLi52Dp4zZ85UbGys1q1bp5CQEOf548ePl5ubm1atWiVJysvL07lz59jQBFVeWRcuLlnLZNq0aTp27Jjmz5+vbt26lTrm8uXLmjp1qpKSkrRu3TrdeeedFdVs4Jbk5eWpdu3aN3yuZKzPz8/Xww8/LDc3N23ZsqXUe6Rz584aM2aMZs6cKUnKzMzUiRMnFB4eXml9AMridmR99OjRmjVrlvLz85WUlKTi4mL16tWrMrsBlNntzHxeXp4SExPlcDjUt2/fyuwGUC6387qmZMNCNjUBbg0zC2uYoqIiPf300xo1apQmTJig9evXS1KpBexLBtkjR45owYIFstvtWrFihVJTU0u9Vp06dZxf165dm0Ihqrwfb7rzw89CfnzrcMmtCZGRkbpw4YJ27typnJwcSXIujly7dm0tWLBAn332GYVCVClFRUWaMWOGHnvsMT355JNKSEhw5r2wsFDStbHebrcrJydHkZGR2r9/v2JiYpzHZWVlycvLS3Xr1pV07f1Sr149CoWoUm5n1v39/SVJnp6e6tGjB4VCVEkVkfnatWurd+/eFApRZVXEdU3JmoYUCoFbY4sq2ckC1d7Zs2c1bNgw5ebmaurUqUpNTdXmzZuVnJys+++/X1brtdrwsmXLNGrUKLm5uemee+5Ry5YttX37dr333ntyd3fX+vXrFRsbq1mzZikgIMC1nQLKoKioSH/961/11ltvKS4uTgUFBerYsaOzSG61WmW1WlVUVKSEhAS1aNHCuSahn5+f8vPztW3bNknSSy+9pA8++EBDhw6Vp6enfHx8XNw7oLTvvvtOQ4YM0aVLlzR06FB99NFHio2NVU5OjsLDw50Xx8uWLVNERISCg4M1aNAgWSwW/eMf/9Dp06dVp04drV69Wl988YVmzpyp+vXrczGNKqeisg5UVWQeZkTugSrKQI2xfPlyIyIiwsjNzTUMwzAcDoexatUqw9/f3/jggw8Mu91uREVFGQEBAcaGDRsMu93uPPfo0aPGpEmTjBEjRhj33XefcfjwYVd1AyiXM2fOGL179zYGDx5s7Ny50/jTn/5k9OjRw5g2bVqp45YuXWq0bNnSeP75542rV68ahnHtPWIYhpGWlmY0aNDA8Pf3N8aNG2dkZGRUej+Astq2bZsRHh5ufP3114ZhGEZWVpaxYMECo0mTJsaxY8cMwzCMxx9/3Gjfvr3x3nvvOXNuGIaxbNky44EHHjB++9vfGr179zb+/e9/u6QPQFmQdZgNmYcZkXugaqJYWINERkYa999/v2EY3xdBVq5cafj7+xt9+/Y1MjMzjQsXLhjZ2dnOc3442BqGUeo5oDoob5H8x5nfunWr4e/vbwwYMMBISkpyRReAMin5gGfVqlVG+/btSz137tw5Y+jQocagQYMMwzCMhISEUuP5Dz8cstvtxtmzZyuhxcCtIeswGzIPMyL3QNXGmoXVVGJioqTv112TJB8fH3l6eiouLs55O9knn3yiyMhIffXVV/rf//1fNWjQQN7e3s5zfnzbmZ+fXyW0Hrh9zpw5o+LiYnl5eTkXMDaur13y6quvKjs7W3/605+UlJSkUaNG/STzrVq10sKFC7V7927nLslAVbFt2zbt3btX586dcy4lYbPZ1KhRIx04cMB5XOPGjfX0008rISFB//d//6euXbuWuoW+5NySr1u3bl15nQDKgKzDbMg8zIjcA9UHaxZWMzt27NCwYcP03nvv6aGHHlLdunVVWFjoHGQPHTqkxYsX6+jRo/rzn/8sm82mqKgopaen6+jRo3r44YdLDa5AdZKYmKhmzZrJ4XCUKoifP39e9erVU5s2bSRJS5cu1dChQ/Xhhx+qTZs26tGjh2rVqnXD7Ddt2lSdOnWq1H4Av2T9+vUaPny4vvrqK61Zs0Yff/yx/Pz8FBwcLKvVqq1bt8rf31+dO3d2ruXj5eWlEydO6NSpU4qIiGANQlQLZB1mQ+ZhRuQeqH6oGlUjGzdu1MKFC9WzZ08FBwdr0aJFkiR3d3cZhqHg4GC99NJLmj9/vurXr69ly5Zp165datq0qQoKCtSqVSsX9wC4NTt27NCdd96pkSNHKjU1VVar1bkz2ogRI+Tj46NJkyZp4sSJatm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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -676,7 +1079,7 @@ "clrdf = df.ta.log_return(cumulative=True, append=True)\n", "clrmadf = ta.ema(clrdf, length=clr_ma_length)\n", "qqdf = pd.DataFrame({f\"{clrdf.name}\": clrdf, f\"{clrmadf.name}({clrdf.name})\": clrmadf})\n", - "qqdf.tail(recent).plot(figsize=ind_size, color=cscheme('BkBu'), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent), grid=True)" + "qqdf.tail(recent).plot(figsize=ind_size, color=cscheme(\"BkBu\"), linewidth=1, title=ctitle(clrdf.name, ticker=ticker, length=recent), grid=True)" ] }, { @@ -688,36 +1091,34 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "macddf = df.ta.macd(fast=8, slow=21, signal=9, min_periods=None, append=True)\n", - "macddf[[macddf.columns[0], macddf.columns[2]]].tail(recent).plot(figsize=(16, 2), color=cscheme('BkBu'), linewidth=1.3)\n", - "macddf[macddf.columns[1]].tail(recent).plot.area(figsize=ind_size, stacked=False, color=['silver'], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)" + "macddf[[macddf.columns[0], macddf.columns[2]]].tail(recent).plot(figsize=(16, 2), color=cscheme(\"BkBu\"), linewidth=1.3)\n", + "macddf[macddf.columns[1]].tail(recent).plot.area(figsize=ind_size, stacked=False, color=[\"silver\"], linewidth=1, title=ctitle(macddf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)" ] }, { @@ -729,122 +1130,35 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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t27G1taVNmzapiik1JFFNjWwy75FInJu1AxAZgpu1AxCZhpu1AxAZlpu1AxCZhpu1AxCWsWMHhIZarLgEU9RateJdPXDgQAYOHBhnfY8ePWjZsqVVk1SQRDV1Uvmth8gafH19cXNzs3YYwsqkHQhzSVsRCZG2IcwlbSWLuHgRKlSwWHHJ7VHN6FKdqCqlSgHfA8UADSzSWs96YR83YBNwzbRqvdbaJ7V1CyGEEEIIIYSwnBUrVlg7BMAyPaqRwKda65NKKXvghFJqt9b6wgv7+WmtW1qgPiGEEEIIIYQQWViqh3XSWt/WWp80/R4MXARKprZcIYQQQgghhBDZk0WfUVVKlQGqA7/Hs7meUuo08C8wTGt93pJ1CyGEEEIIIZKmtWbChAlcvHgRGxubZC316tWjY8eO1j4FkQ0obaEBgZRSdsB+YKLWev0L2xwAg9Y6RCnlBczSWpdLoJw+QB+AYsWK1Vy1apVF4kuukJAQ7OzsrFK3yFykrQiQdiDMJ21FJETahjBXatvKmjVr2LNnD++++y4GgwGttVk/DQYDa9eupX///jRp0sSCZ5Q9vfTSSzg7O1usvKioKHLkyGGx8iztzz//5NGjR7HWNWnS5ITWOt5hiS2SqCqlcgJbgV+11jPM2P86UEtrHZjYfrVq1dL+/v6pji8lZDQ1YS5pKwKkHQjzSVsRCZG2kXVcvXqVZcuWMXz4cF566SWLl59UW7l69SolSpQgb968cbbt2rWL7t27c+zYMUqVKpXsuk+dOkWzZs1Yt24djRo1Svbx4v9dvHiRCtlo1N/4zlcplWCimupnVJVSClgKXEwoSVVKFTfth1KqjqneoNTWLYQQQgghREZy/PhxGjZsyB9//EG1atU4dOhQutUdGhrKkCFDqFatGrVq1eLMmTOxtv/1119069aN1atXpyhJBahWrRo//vgj7du35+LFi5YIW4h4pTpRBRoA3QB3pdQp0+KllOqnlOpn2qc9cM70jOps4D1tqXuOhRCp8vjxY2bPns3t27etHYoQQgiRqW3dupUWLVqwYMECtm3bxqxZs2jXrh3jxo0jMjIyTev29fWlSpUqBAYGcu3aNUaMGEHTpk2ZOXMmBoOBkJAQ2rRpwxdffMGbb76Zqro8PT2ZPn06Xl5e8vkhi9i0aRNVqlSJ/pLj4MGD1g4p9YMpaa0PAiqJfb4Fvk1tXcJ6Hj9+zPXr17l27RrXr18nd+7cuLi4UK5cOUqWLImNjSW+8xDp7Y8//qBjx46UKVOGCRMmMG7cOPr375+hn28QQgghzBEeHk6OHDmwtbXo2KEJWrBgAT4+PmzdupU6deoA4O3tTe3atenevTtvvvkmH3zwAQULFqRAgQLRP+3t7bGzsyN37tyYbkA0W3h4OOfPn2fJkiVs3ryZ+fPn06pVKwDef/99GjRoQNeuXdm5cyd58uShTp06DBgwwCLn+/777/P333/TokULdu/eTeHChS1SrrCOpk2b4u3tjVKKM2fO0LFjRwICAqwak8UGU0oLGf4Z1Z+SdzHJjI5egXdmwuOnULYIlCkCpR0hPAIu34Erd+DRU3itKLgUB5cSUK74///uaA/JvOZme/dDYO95+OM6DGsBhdJgXA2tYeFeGLsWZr8PnerDhX+g/3IIDYcFvaDWq5avVwghhEgvHWfDf49gx2eQL3fa1HH7Aey7AFv+gBPXjHW9VizufgYDLN4Hv/8FD0KNy8NQePgEgsMgJAwMGuxyg31esM8DdnmMP+3z/v96u9yQPzdcDzR+Trh8x/gZzL0SfNkOCuSPW3dEJEzYCMf/gg2fQJ5cljt/rWH0avj5CPzyEdR+zXJlZwcXXXZQoaxj2ldUON5HQBN05MgRevXqZfFbu5P7jKokqgmQAQ2MvW1vv/02S5YsoWXLlgl+yxccHMyVK1e4cuUKly9f5vLly9G/GwyG6J5XFxeX6N/LlSuXJoMLWIMl2kpgYCCzZ89m165dXLhwgUaNGmFra0uOHDlYt25dsr9hfe78+fNs3LiRXLly4ejoiKOjI4UKFeLbb7/lwoUL/PLLL7i4uETvr7Xm+++/Z8SIEVSuXJmKFSvi6uqKq6sr5cuXp2TJkimOJauTa4Ywl7QVkRBpG5Zz5MgROnbsSKNGjXj48GH0/4Wpdf/+ffbv389vv/3G3r17uXPnDm5ubri7u9O5c2cKFSqU4rKfPXtGcHAwISEhSf588uQJ7733HpUrV453wKT0tn79evr164ePjw99+/aVzwpmymiDKW3YsIFRo0Zx9+5dtm3bRr169SwWGyQ/UU2feyFEqgQEBPD48ePo20hSQmvNpUuXKFCgAMWLF09y/wsXLuDl5cW8efOibyFJiL29PTVq1KBGjRpxtgUFBcVKXjds2BCd1NrZ2VGvXj1atGiBl5cXL7/8corPL7MbO3Ys//33H5MnT6Z+/frkzp2b8PBw6tWrx6JFi+jbt6/ZZT169IhVq1axbNkybt68SceOHbG1teX8+fMEBgYSGBhI7dq1OXr0aJz/3JRSdO/endatW3P48GEuXbrEmTNn+OWXX7h48SIRERFUqVKFqlWrRv+sVKlShvhPUgghhADjZ57hw4czYcIEunbtSvv27enatSs///xzsh9tCQ0Nxc/Pj99++43ffvuNy5cvU79+fZo2bcrKlSupVq2axR6XyZUrF4ULFzbrFlpfX19q165tkXot4Z133qFy5cq0b9+eQ4cOsWDBAvLnj6d7VyQulQl+vClqMjol27ZtS9u2bTlw4ABjx45lz549qYontSRRzeDWr18f/c3UqFGjGDJkiFnfUmmtuXDhAvv378fX15f9+/eTN29egoODGThwIMOHD0/wG5c///yTZs2a8b///Y927dqlKv7ChQtTr169ON/IaK25desWvr6+bN26lc8++4yyZcvi7u5OsWLFop/dKFSoEA0aNLDIt6AZ1b1791i1ahWXLl2iaNGi0etz587Nzz//TMOGDWnUqBEVK1ZMsAyDwcC+fftYvnw5W7duxcPDg3HjxtGsWbMUPZtToEABvLy88PLyirX+v//+48yZM5w+fZr9+/cze/ZsLl++TJkyZWIlr1WrVk2y9zU8PJzly5czffp06tSpw4oVK8idO43uzRJCCJGlLF++nBw5cvD+++/H2bZ582YeP35Mt27dyJEjB6tWraJly5b06dOHxYsXJzquRnh4OL///nt0j+kff/xBzZo1cXd3Z+bMmdSpUydLfyZJDRcXF44ePcoHH3xAv379WLlypbVDynxSeadrcntU586dy+LFiwHYvn17dKfRm2++ydWrVwkMDMTRMR1uTU6AJKoZlMFgYPz48Xz33Xfs2LGDwoUL0759e44ePcrSpUvjTPJsMBi4cOECvr6++Pr6cuDAAezt7WncuDEtW7Zk+vTplC5dmhs3bvD555/j6urK+PHj6dWrF7a2thgMBu7du8dff/1F586dGTduHF26dEmz81NK4eTkRNeuXenatSuRkZEcPnyYgwcPcvv2bS5evMiDBw+4dOkSbm5uzJ07N81isbb58+fTvn37WEnqc66urkyePJn33nuPY8eOkSdPnljbr1+/zooVK1ixYgUFChSgZ8+ezJw5M80uKsWKFcPT0xNPT8/odc+ePSMgIIDTp09z5swZZs2axZkzZ+LtfX2ebC9ZsoRp06bx+uuvs2zZMmbPnk2rVq1Yv369THYvhBAiQVprJk2axLJlywgPD8fW1pbOnTtHb4+MjGTEiBF888030T2defLkYePGjTRr1ow+ffrg7e0d3XNZuHBhrl+/Ht1jeuTIEcqXL4+7uztjx46lYcOG5MuXz1qnm+nky5eP6dOnU61aNQwGgwy2mcENHDiQgQMHAsaOKq01SilOnjxJeHi41QfIkkQ1A3r8+DFdu3bl4cOHHDt2jGLFjE/lHzp0iIEDB1K3bl3WrVvHs2fPontL9+/fT8GCBWncuDFt2rThm2++iXd+rNKlS7Ny5Ur8/f0ZNmwYEyZMAIw9ZQUKFKBkyZKMHDmS3r17p+s529ra8uabb8YZLv3BgwdUqlSJLl26UL9+/XSNKT2EhYUxb9489u3bl+A+H3zwAb/++iufffYZs2fP5unTp6xfv55ly5Zx+vRpOnXqxIYNG6hevXo6Rv7/cuXKRZUqVahSpUqs9TF7X/ft28esWbO4fPkyuXPnpnHjxmzYsIFatYyPJDRo0IB+/frh4eHBtm3brH5hFEIIS4mIiGDevHk4Ozvj5eUlz+6lgtaaYcOGsXv3bg4ePMj9+/dp2rQpdnZ2eHt7A7B06VJKlizJ22+/HetYOzs7tm3bxujRo1m0aBFBQUHRS4kSJWjatCkDBgxg9erVFChQwBqnl2U4OTlRpEiR6N5okTmsW7eO77//npw5c5I3b15Wr15t/euV1jrDLjVr1tTWsm/fPouU8/TpU33+/Hm9efNmPWPGDD1s2DB9+fLlBPf/448/tKurqx4wYIAODw+Pd5/FixfrPHny6HLlyunevXvrH374Qd+8eTPZsRkMBn327Fl948aNBOvKCNasWaMrVKigw8LCrB1KvFLTVhYvXqy9vLyS3O/+/fv6lVde0R06dNAFCxbUb7/9tl69erV++vRpiuu2hvDwcH379u14txkMBj18+HBdsWJF/c8//6RzZKlnqWuGyPqkrSTs33//1Xv37tW3bt3SBoPB2uEkKTQ0VF+8eFGHhITEuz0gIEDXqlVLe3h4aFdXV+3p6anPnj2bYHnSNhIWERGhe/bsqd944w0dFBQUvf7YsWO6SJEies+ePTo4OFiXKFFC+/v7WzHS9JHR28rgwYP15MmTrR1GhnfhwgWLlvf48WOLlmdp8Z0v4K8TyAWlR9UCQkJC+Ouvv/jrr7/4888/Yy13797llVdewdnZGWdnZ/LkyUO9evUYM2YMH330UfRtKQaDgRkzZjB16lRmzpyZ6G23H374IT169Ej1vGBKKSpXrpyqMtJD+/btWblyJVOmTGHcuHHWDsdiDAYDX3/9NfPmzUty34IFC7J27Vp+++03ZsyYgZOTUzpEaHm5cuVKcDAvpRTTpk2jcOHCNGnShLNnz8ozq0JkI4GBgTRq1IjChQtz7do1wsLCokccf764urpG/1+aHsLDw7lx40asecRj/nz06BElS5bkwYMHdOjQgV69ekUPfDh//nzGjRuHj48P/fr1IzIykgULFuDu7k67du3w8fGhSJEi6XIemV14eDidO3cmODiYPXv2xBqkp3bt2vzyyy+0b9+epk2b4ubmJr14GYCHhwezZ89m5MiR1g5FZGKSqKbQgQMHGDNmDH/++SePHj3i1VdfjU5Gq1evTocOHXB2dqZUqVJxEso+ffrQq1cvfvnlF5YvX46dnR3du3cnLCyMY8eOUbZs2STrT6/JqzMCpRTz5s2Lfl8TG1QoM9mxYwd58+Y1eyqC2rVrZ6gR/tLKiBEj2L9/P0uWLIl+bkIIkbWFh4fzzjvv0KFDByZPngwYpwG5dOkSAQEBXLp0iZUrVxIQEMD169dxcnKKlcTWrFkz3pHnzWUwGDh69Ci//vorV69ejU5G7927h5OTE2XLlqVMmTKULVuWVq1aRb8uXrw4NjY23Lp1i++//56uXbuSO3duihQpQkhICAcPHsTV1RWAnDlzMnjwYLp06YKPjw/Vq1fn8OHDvPLKKxZ5D1MqPDycCRMmsH79evLnz4+9vX304uDgEOv1i0uRIkViTXGWFkJCQmjTpg0FCxZky5Yt8X6B2bhxY1asWEG3bt04ceJEmsYjzOPm5kaXLl14+vSpzAwgUiz7ZDsW5uzszFdffYWzszMlSpRI1sPizs7O+Pr6Mm/ePBo0aICNjQ2DBw9m1KhR2SoBTQ4nJyfGjx9P79698fPzyxIP53/99dd8+umn1r//PwOaMGECrVq1omfPnjKIhRBZnNaavn374ujoyMSJE6PXFypUKN5R4yMiIrh69SoBAQEEBARw5MgRPv/8cxYsWEDbtm0TrOP8+fPY2NhgZ2eHvb09dnZ2+Pv7s2bNGtauXYuDgwPe3t54eHhEJ6UlS5Y0a+qRkiVLMmrUKEaOHImfnx8BAQH07NmTnDlzxtm3UKFCzJw5k5UDGG8AACAASURBVFKlStGiRQsOHjxotXnFjx8/To8ePXBxceGHH34gIiKC4ODgeJe7d+/GWXflyhUmTpxInz590iS+oKAgWrRoQeXKlVm4cGGif4sWLVpw7949i00VI1LHwcGBqlWr4ufnR7NmzawdjsikJCtKoZdffjlV837a2NgwaNAgWrVqRUhICJUqVbJgdFlT//79+fHHH1m4cCH9+/e3djipcvLkSa5cuULHjh2tHUqGVLNmTd544w3mz5/Pp59+au1whBBpaNq0aZw9e5YDBw6Y9SVkzpw5cXV1xdXVldatWwPg7+9P8+bNKV26dJyeVa01o0aN4rvvvqNAgQKEhIQQHBxMSEgIrq6udOjQgZ07d1rk/2GlVLwDA8Zn6NChXL9+nXbt2rF9+/Z0nfIkLCyM8ePHs3z5cmbNmsW7776boi9NL1++TMOGDalUqRINGjSwaIz//vsvzZo1w8vLi6lTp5oVnySpGYuHhwe7d+9O00R1zpw5HD16lL59+9KoUSP58j+LUTqV8/WkpVq1aml/f3+r1O3r65vkLZn79+9Pn2BEtOvXrzNkyBBGjRpF3bp1rR1Oij3vjX/vvfesHUqGdfXqVT799FN+/PFH6VUVIhN6/PgxDg4Oie5z4MABZs+ezfz581P9vOb+/fv59ttvmTdvXnRZBoOBOXPmcP78eaZPnx6r51KbpmGwpqioKL744gvs7OwYOXJkquLRWnP27Fl8fX0pX748TZo0idOjGxkZyd69e1m5ciWvvvoqQ4YMoVChQqk6h99//51p06Yxf/78eKdZS4lbt24xbNgwWrZsmaZT5Ym0dfbsWWbNmsWSJUvSpPx169axbt062rRpw5YtW8iZMydt27bFw8Mj09xu7ODggLOzc5rXk5y5VdPSxYsXqVChQqx1SqkTWuta8R6Q0ChLGWHJCqP+Css7fPiwLlKkiN6yZYu1Q9FaJ7+tBAcHa3t7e33//v20CSgL6dy5s/7qq6+sHYZZ5JohzJUd2srGjRu1ra2t9vT01EePHo2z/fr163rAgAG6cOHCFh2hddKkSbpGjRo6JCRER0ZG6p49e+oGDRrohw8fWqwOSwsJCdG1a9fW48aNS1Hb+Oeff/SkSZN0uXLldIUKFfSXX36pPT09dYkSJbSPj4/+77//dHh4uF60aJEuW7asbty4sd69e7dFR1WeOnWqrlmzpn7y5Emqyzp9+rR++eWX9YIFCywQWdaVGa4jz5490w4ODvq///6zeNmLFy/Wr7zyir5+/brW2jhzwO7du3Xr1q21g4ODrlKlim7ZsqUeMGCAnjx5cqKjbVuTjPoro/6KLKZevXps3bqVVq1asXDhQtq0aWPtkJJl165dvPHGGxQsWNDaoWR448aNo0GDBgwYMEDeLyEyiT179tC7d28OHDjAmTNnaN++PdWqVcPHx4f8+fMzZcoUNm3aRO/evTl//nz0XOGWMHLkSAICAnj//ffJmTMngYGB/Prrr7FGic1o8ufPz5YtW2jQoAEzZszA1tYWbbrbLamfYBxcsWPHjqxcuZI6depE98qeO3eO2bNn4+rqSt68ealSpQrfffcdjRo1svg5DB8+nFOnTtGnTx++//77FPcMHz58mLZt2zJ79mzeffddC0cp0lvOnDlp3Lgxe/fupVOnThYr98cff2T8+PHs27eP0qVLA8bb7j08PPDw8OD+/ftcv36dv//+m5s3b3Lt2jWaNGnCN998Q9euXS0Wh9aaZ8+eZZkZCn788UemTp2K1hp7e3vmz59P1apVrRtUQhlsRlikR1Uk5sSJE7pYsWL6l19+SZPyo6KidGhoaJL7JbetdOvWTX/77bcpjCr76dWrl/7888+tHUaS5JohzJWV28qhQ4d0kSJF9IEDB6LXPX36VM+aNUsXL15cOzo66vHjx8eaB9PSwsLC9JtvvqlbtmyZqeaaDg8P15s2bdJBQUE6KChI379/X9+/f18/ePBAP3jwQD98+FA/fPhQP3r0SD969Eg/fvxYP378WD979izRcu/du5cuvUmhoaG6evXqeurUqSk6fufOndrR0VFv377dwpFlTZnlOjJ79mzdq1cvi5QVGRmpV69erYsXL67PnTuXrGPPnj2rnZ2d9ZAhQ5L8NxNfvbdu3dLHjh3T33//vR46dKh2d3fXhQoV0gULFkxwfnhzZKQe1UOHDkXf7bd9+3Zdp04dS4UVTXpURbZRo0YNfv31V95++22ioqKS/e2rTuD5JK01u3fvZtSoUeTLlw8/Pz9LhUxkZCTbtm2LNbKlSNzYsWOpWbMmH330kcw5KISFRUZGcvfuXfLmzUu+fPnIlStXinvD/vjjD9q2bcvKlStj9drlyZOHjz76iD59+qC1TvNnx3Lnzs1vv/2GjY2N1Z9BTY5cuXLh4OCQ6mdGX+To6Iijo6NFy4xPvnz52LRpEw0aNKBkyZJmP1saGRnJ6tWr+eSTT9iwYQMNGzZM40hFevL09GT69OlmPxOutea///7j8uXLcZarV6/i5OTEtm3bkj34WeXKlTl27BhdunShWbNmrFmzhiJFihAaGsqtW7fiXf755x9u3brF3bt3KViwICVLlqRcuXJUr16d4cOHU61aNaZMmcLkyZOZNWtWSt+iNGMwGHj48CF2dnZmDdZWv3796N/feOMN/vnnn7QMzyySqIpMrWrVquzatYu33nqLiIgIs2/p2LBhA927d8fd3Z3mzZvTvHlzXnnlFY4dO8bIkSO5desW48aNo0+fPgQHB1vsIXQ/Pz/Kli1LqVKlLFJedlCmTBnee+89pkyZwtdff23tcITIEqKioli9ejXjx4/n4cOHREREEBoaisFgIF++fHGW/PnzJ7o+d+7c0QPqvPXWW/HWmSdPnnQ7Pxn91TpKlSrFjh07cHd3x9HRMd628PDhQ3bt2sXvv//OsWPH+OOPPyhbtiy7du2iWrVqVohapCVXV1cMBgOXL1+OnlMYjNNMnTp1Kk4yeuXKFfLkyUO5cuVwcXHBxcWFbt264eLiwmuvvZaqwRWfz8U7btw4XFxc0FoTHh5OyZIlYy2vvvoqjRo1in5dokSJBBO9UaNGUbFiRYYNG5ZhPttFRERw79497t27R548eVL05eDSpUtp3rx5GkSXPJKoikzv9ddfZ8+ePXh6ehIZGUmPHj0S3T88PJxhw4axbNkynj17xvbt2xkzZgwODg48e/aMcePG0bNnT2xtbVm8eDF+fn54eXlZJNaNGzdmumdqM4LPP/+cypUrM2TIkAzzH4EQmZHBYGDDhg188cUXODg4MH/+fNzd3aN7OiIiInj69ClPnjyJXkJDQ2O9fnH9w4cPefLkCfPnz5frm6BSpUps2LCBNm3asHXrVurUqQMY29bChQuZMGECderUoV69eowfP55atWpZbR5ZkfaUUnh6erJ79+7oRPXw4cP07t0bpRSVK1fGxcWFFi1a8Mknn1CuXLk0HZMiR44cfPXVV/Tt25f8+fNTsGDBVN15UaxYMfr27cuECRNYtGhR6gP8KXV3gTzvVnnZtADgmrwZXvbt28fSpUs5ePBgqmKxBElURZZQsWJF9u7di4eHB5GRkXz44YcJ7vvtt99SoUIF2rdvD0Dnzp2Jiori7NmzuLi4xPq2rkmTJuzbt88iiarWmk2bNrF169ZUl5XdlChRgj59+uDj48PixYutHY4QmVJgYCCtWrXi2bNnTJ8+nebNm8f5gJYzZ05y5syZ5LQyQiSmfv36LF26lNatW+Pr68u1a9cYOnQoL7/8Mnv27OH111+3dogiHXl6erJmzRq6devGqFGj2LhxI7NmzaJ9+/ZWuz3fkl96Dxs2DBcXFz777LPUTzXTOfnThkZFRXH79m0CAwN56aWXcHJyijM1VULmzp0b/blq+/btBAYG8uGHH7Jjxw4KFy6c7FgsLemZtc2glHpbKXVJKfWnUmpkPNtzK6VWm7b/rpQqY4l6hYipfPny7Nu3Dx8fH+bPnx/vPkFBQUyZMoXp06fHWp8jRw6qVasW55YSd3d3fvvtN4vEd/r0aXLkyGGRSeWzo88++4yNGzdy+fJla4ciRKYTFBSEh4cHb775Jv7+/nh5eWWq5zdF5tOqVSsmTpxIzZo1+fjjj5k6dSq7d++WJDUbatq0KXv37qVSpUpERUVx/vx5OnTokGWuQYUKFeLjjz9m/PjxcbZprQkMDEyTep+Xfe7cOSIiIqhYsSKOjo5mJ6kAAwcO5NSpU5w6dYrIyEjeeecdVq5ciYuLS5rEnFyp7lFVSuUA5gKewD/AcaXUZq31hRi7fQA80Fo7K6XeA6YCMu64sLhy5crh6+uLu7s7kZGRDB48ONZ2Hx8fOnToEGey4YTUqVOHy5cv8+DBg1TfirJp0ybatGmTZS7M6a1gwYIMHTqUsWPHsnr1amuHI0SmERQURNOmTXn77beZPHmyXINEuunVqxevv/46VatWNWswF5E1FStWjI8//pi33norTaZHygiGDBmCs7Mz586do3LlygBcuXKFwYMH4+fnx/Xr1y06IKTBYODPP/8kKiqK1157DTs7O8D4eFtK+fj4EBQUxIABAwDj1Ff+/v4WiTelLHHrbx3gT631VQCl1CqgNRAzUW0NjDf9vhb4VimlTEMSJ8hgMBAcHGyBEJPvyZMnVqtbpE6RIkXYunUrLVu2JCQkhEGDBgHGC8YPP/zA8ePHk/W3rVOnDjt37qRly5bxbje3raxbt45p06ZJu0qFnj17Uq1aNfz8/DLcoBtyzRDmSs+2EhQURKtWrWjatCmjR48mJCQkXeoVKZMVryPly5cnPDw8VR+gRVyZra2MGDECIFPFnFwfffQRo0aNYunSpcyYMYPFixczZMgQihQpwtdff82YMWPiHGMwGIiKikpWPVprrl27ho2NDa+++ipKqegyUlLecwsXLmThwoWx1qW0rIQkN7dTSeSKSRegVHvgba31h6bX3YC6WutBMfY5Z9rnH9Prv0z7xOkLV0r1AfqYXtZMVXBCCCGEEEIIkQHt2LEjXaaPyigCAwPjG034hNa6Vnz7Z7jBlLTWi4BFADVq1ND79++3Shx+fn5Z9vaE7OTff/+lRYsW1KxZkyNHjnDixIlkT5Hg7+/PoEGDOHr0aLzbzWkr8+fP58yZMwk+OyvM9+zZM2rWrMn8+fMz1Hx7cs0Q5kqLtnL79m3mzp3LiRMnuHTpEmFhYbi4uODt7c0nn3wit/tmEnIdEeaStpIxHThwgMjISNzd3WOt79atG/Xq1Yu+rfa5v//+m/Lly5td/q1btwgNDcXZ2Rkbm7hDDYWEhETfBpwRBQQE8Pjx41jrEhu8zxKJ6i0g5tBZTqZ18e3zj1LKFngJCEqqYBsbG4vNX5lc+fLls1rdwnJcXV3x8/OjRYsWzJgxI0XPBzRq1Ihbt24RFhYW7/HmtJWdO3fy8ccfS5uykK+++ooJEyZw6NChDPMBXK4ZwlyWbCuBgYFMmTKFZcuW0bNnT8aPH0/58uUpWbJkhvm3Icwn1xFhLmkrGVOLFi3iXf/555/zzjvvMHTo0FiDHdnY2Jg97/Pt27cJDg7G1dUVW9v4U7jklGcNyc3tLDHq73GgnFKqrFIqF/AesPmFfTYD3U2/twd+S+r5VCEspUSJEpw8eTJ6OprksrW1pVGjRvj6+qbo+Pv373PixAk8PT1TdLyIq1OnTgQHB8tUPyLbevToEV988QWurq48efKEc+fO8fXXX+Ph4YGTk5MkqUIIkYHUqlWLcuXK8fPPPyfruLCwMG7fvs2FCxcICgqiXLlyCSapWVGqE1WtdSQwCPgVuAis0VqfV0r5KKW8TbstBQorpf4EhgJxprARIiNr0qRJsqep0Vqze/duvL298fLyijP1jUi5HDlyMHHiRMaMGYPBYLB2OEKkm9DQUKZMmYKzszM3b97E39+fefPm8fLLLyd9sBBCCKsZMWIE06ZNS/JzS8zk9NKlSzx79oxSpUpRqVKlbDd6tkXmUdVab9dau2itX9NaTzSt+0Jrvdn0e5jWuoPW2llrXef5CMFCZBbu7u7s27fPrH0NBgMbNmygTp06DBkyhH79+rFy5co0jjD7adWqFXZ2dsn+dlKIzCg8PJzZs2fj7OzMyZMn8fPzY/ny5ZQtW9baoQkhhDCDp6cnuXLlYtu2bXG2hYeHRyenAQEBPHv2DCcnJ6pUqULp0qWxt7fPlnfKZJ++YyFSoUqVKty7d49///03wZ6LyMhIVq1axeTJk8mbNy9jxoyhdevW8T7sLlJPKcWkSZPo1asXHTp0yHbfMoqMwWAwcOnSJQ4fPszhw4e5ceMGZcuWpVy5cpQrVw4XFxcqVqyY4g8YkZGRrFixAh8fH6pUqcL27dupXr26hc9CCCFEWlNKMWLECKZOnUqrVq24du0ajx494sKFCzx79oyCBQvi5ORktaQ0ICCAnj17cvLkSSZOnMiwYcPSPYYXySdoIcxgY2ODm5tbvL2qz549Y8GCBbi4uLBkyRJmzpzJ8ePHadu2rSSpaczNzS36fRcipcLCwtixYwehoaFJ7hsaGsq+ffuYOHEiLVq0wNHRkRYtWrBv3z5q1qzJsGHDqFGjBnfu3GHZsmV4eXnh5eXFnTt34i3PYDCwdetWdu7cya1bt3g+fIPBYOCnn36iQoUK/PTTT6xevZqtW7dKkiqEEJlYu3btuH37NlWqVKFu3bpERkbi5ORE1apVKV26NA4ODlbrOS1UqBCzZ8/OEAnqc9KjKoSZmjRpwr59++jSpQtgHAJ84cKFTJkyhbp167Jy5UoaNGhg5Sizn0mTJtGyZUu6d+9O/vz5rR2OyGQiIiJ49913CQgI4O7du7Ru3Zru3bvTuHFjlFL8/fff0b2lhw8fJiAggKpVq1K/fn0++OADlixZQokSJRIt38fHh+rVq7No0SJatWoVvW3fvn0MHz4crTUFChTg7NmzREZG8vrrrxMUFISdnR0LFiygadOm6fFWCCGESGO2trasWrWKR48e4ebmxpUrVxKdniU9FS1alKJFi8Z7a7K1SKIqhJmaNGnCjBkzuH//PnPmzOHbb7/F3d2dyZMn8+GHH1o7vGyrRo0aNGzYkDlz5jBypIzTJsxnMBjo2bMnUVFRnDt3jqCgIH766Sc+/vhjHj58SFRUFJGRkdSvX5/69evTqVMnatSokay5mHPmzMmECRN466236NatG9u3b6dq1apMnz6dixcvMnnyZDp27Bj9Dfp///3H2bNnUUrh7u6eLZ9JEkKIrKx27drWDiHTkERVCDNVrFgxepLltm3bcujQIVxcXFI8bY2wnAkTJtCwYUP69u1LwYIFrR2OyAS01gwaNIibN2+yc+dOcubMSfHixRk6dCiffPIJ58+fJ2/evLz66qsWSRYbNmzIqVOnGDRoEKNGjWLcuHGsX7+e3Llzx9qvWLFiFCtWLNX1CSGEyHz2799v8TIbN25s8TLTiySqQphJKcXatWspXbo0r7zyirXDETG4urrSunVrpk2bxuTJk60djtl69uzJ4MGDqVGjhrVDyXZGjx7N8ePH2bt3L3nz5o21TSlF5cqVLV7nSy+9xMqVK/H19cXNzc3i5QshhMjcUptUBgcHY29vb/b+c+fOZfHixQBs3749w011pp4P3JAR1apVS/v7+1ulbnM+SKTFtx5CiJS5e/cuH374IcuXL6dw4cLWDidJN27coFevXri4uDB37lwZeCudBAYG8vPPP3PixAlmzpxJgQIFrB2SEEKIbMrBwQFnZ+c0ryc5yev48eOxs7NLk0GVLl68SIUKFWKtU0qd0FrXim9/6VFNhczclS4sR3pHMo6jR4+yd+9e5s6dm+51J7cdjB49miFDhnDw4EGuXbtGr1690i64bE5rzZEjR5gzZw47d+6kc+fOHDlyhOLFi1slHrlmiIRI2xDmkraSNVy8eDFZSWRSktujGtOdO3eoVasWjx8/xsbGhpkzZ3LhwgWrDvYkiaoQIssYNWoU5cuX59NPP+XVV1+1djgJMhgMrFy5ku3bt9OpUydatGhB27Zt5fnaNHDnzh28vb25f/8+gwYNYv78+dKLKoQQQrygePHi/PPPP9YOIxa510wIkWU4OjoyePBgxo0bZ+1QEuXr64ujoyOvv/46NWvWpE2bNnzxxRfWDitLGjx4MA0bNuTy5csMGTJEklQhhBAik5BEVQiRpQwdOpRdu3Zx9uxZa4eSoO+//573338/+vXEiRNZs2YNp0+ftmJUWc/GjRs5ffo0EydOlGeAhRBCiExG/ucWQmQp9vb2jBw5kjFjxlg1jrNnzxIeHh5nfWhoKBs3bqRTp07R6woXLoyPjw+DBg0iIw9wl5k8evSIQYMGsXjx4jij+gohhBAi45NEVQiR5fTv359Tp05x+PBhq9S/a9cuatasSf/+/eMknhs2bKBBgwZxBvL58MMPefr0KQsXLpRk1QJGjhyJl5eXDHonhBBCZFKSqAohspw8efIwfvx4qzz36e/vT9euXdmyZQvHjh1j0aJFsba/eNvvczly5GDx4sXMmDGDOnXqsGrVKiIiItIr7CzFz8+PzZs3M23aNGuHIoQQQogUkkRVCJEldenSBX9/f+7evZtudV65coVWrVqxZMkS3nrrLTZs2MDYsWM5evQoALdu3cLf3x9vb+94j69evToBAQGMHTuWBQsW8Nprr/G///2PZ8+epSoug8FA165duXDhQrKOW7NmDR988AF37txJVf3h4eGEhYUluD0qKooff/yRRYsWcfv27VTVFRYWRu/evZkzZ44MnCSEEEJkYjI9jRAiS8qdOzeenp5s376dHj16pHl99+/fp1evXkyYMCE6ES1XrhxLliyhQ4cO+Pv789NPP9GuXbtEn5m0sbHB29sbb29vTpw4wdixY9m8eTPr1q2jSJEiKYrtwIED7Nixg0OHDiVr/tCvv/6aEiVK8PrrrzNu3Dj69+9Pjhw5kl1/586d8fX1pU+fPgwYMIBSpUoBxgR6/fr1jB07liJFiuDk5MTIkSMpV64c3t7eeHh4oJTiyZMnZi/Xrl2jYsWKvPPOO8mOUwghhMhuevXqxdatWylatCjnzp2zdjixSKIqhMiyvL292bBhQ5onqo8ePeKzzz6jV69efPjhh3Fi8Pf3p2PHjgQFBTF//nyzy61ZsyZbt25l7Nix1K1bly1btlCpUqVkx7ds2TLGjh3L48ePadmyJfv37yd//vyJHnPp0iVu3LjBoUOHuHTpEgMHDmT58uXMmzePunXrml33zp07OXXqFPv372fJkiVUrVoVDw8PmjdvzrfffgvAzJkzadasGUopIiIiOHDgAJs3b6Z///7Y2tqSL1++BBc7OzuKFi0aa52Hh0ey3yMhhBAiO+rRoweDBg2K97Eka1MZedCOWrVqaX9/f6vU7evri5ubW+I7/aTSJRYhRMoEBcOrn8B/8yBPrrSpIzwC3p4KlZxgTndQ8VwWogzQ6n8Q8C/8OQNSMlPKSj/49CdY0Re8qpl/3KMnUPpjuPI1ONpDr0UQFAIbPoEcicQx9hcICYNvuhlfaw0/HYbhP0GrGjCpIxS2T7zu8AioPAJmdoMW1Y3rgp/Cd36w/RR84Abv1I7/PRNCCCGyuosuO6hQ1jHtKypcK9HN169fp2XLlmneo3rx4kUqVKgQa51S6oTWOt4ApUc1NTpn3CRfpB+zvtQQVlEYqPZTY34rOgIvLy+Llx8VFUW3Tp1wrKRp268fqmnTePfLAazyfszNmzexSUGPKEC3zuD8/hHatWvH8BLDGTJkCMqMDG/1okV4NN9FkX5rAVjUMQIvLy8+PurKnDlz4i3DYDDww5jXWLduHdSoAYACunSBFhMfMnbsWCqN+4WJEyfSs2fPBOco/XrSJCrW/Z0W0zdFr7MHBn0Ag5L/FmQZcs0QCZG2IcwlbSWLuHgRCldIej8zBQcHY2+fxLfImUiqElWl1HSgFfAM+AvoqbV+GM9+14FgIAqITChrFkIIS/P29mbz5s0WT1S11nz88cfcu3ePHTt2RA+YlBAHB4cU3bYbU7169Thy5Aje3t5cuHCBuXPnkitX4l3Fy5YtizX6cc6cOVm7di2NGjVi7ty5DBoUN2U8dOgQ+fLlo3r16nG2FShQgDlz5tCzZ08GDBjA0qVLmT9/PlWrVo21340bN5gxYwbHjx9P4dkKIYQQ2cv+/fstXmZmnqYttT2qu4FRWutIpdRUYBQwIoF9m2itA1NZnxBCJIu3tzdubm7MmzcvwZ6/lJg0aRIHDx5k//795MmTx2LlJqV06dIcOnSILl260KxZM9auXYujY/y3DZ0/f56bN2/SrFmzWOtfeuklNmzYQN26dWnZsiVlypSJtX3lypV069Yt0R7bGjVqcPjwYZYuXUqzZs3o1KkTPj4+ODg4ADB06FA++ugjypYtm7oTFkIIIbKJ1CaVWa1HNVWf2rTWu7TWkaaXRwGn1IckhBCWU65cORwcHDh58qTFylyyZAlLly5lx44dvPTSSxYr11x2dnasX7+eunXrUrdu3QSnnVm2bBndu3fH1jbud5KvvfYan376KQMHDiTmWAVhYWGsW7eOLl26JBmHjY0NvXv35vz584SEhFChQgV+/vlnfv31V06fPs1nn32W8pMUQgghRLZmscGUlFJbgNVa6x/i2XYNeABoYKHWelEi5fQB+gAUK1as5qpVqywSX3KFhIRgZ2dnlbpF5iJtJeNbuHAhOXPmpFevXqku69ChQ8yYMYOZM2dGT7MC1msHO3fuZOHChYwaNYo6depEr4+IiODdd99l9uzZODnF/x1iREQEvXv3pmfPntHf4u7fv59NmzYxY8aMZMdy/vx5vvnmG/7++2++/PJL6tWrl7KTyuLkmiESIm1DmEvaStbw0ksv4ezsbLHyoqKikj2NXM+ePTl48CBBQUEULVqU0aNHp9kIEDxT2AAAGK5JREFUwH/++SePHj2Kta5JkyYJDqaE1jrRBdgDnItnaR1jnzHABkyJbzxllDT9LAqcBt5Mql6tNTVr1tTWsm/fPqvVLTIXaSsZ38GDB3XVqlUtUo6jo6M+duxYnG3WbAd+fn66ePHietasWdpgMGittV6/fr1u1KiRWceWLFlSP3z4UGutdevWrfWyZctSHEtERIT28/NL8fHZgVwzREKkbQhzSVvJGi5cuGDR8h4/fmzR8iwtvvMF/HUCuWCSt/5qrT201pXjWTYBKKV6AC2BLqbK4ivjlunnXVNCWye+/YQQIi288cYb/Pvvv9y4cSPW+j179jBkyBCzyjh//jzvvPMOP/zwA7Vr106LMFOsYcOGHDlyhMWLF9OvXz8iIiJYtmyZWT3IDRs2xMvLi88//5ygoCB8fX1p165dimOxtbWlYcOGKT5eCCGEEAJS+YyqUupt4DPAW2v9JIF98iul7J//DjTD2CMrhBDpIkeOHLRo0YItW7ZEr5s/fz5du3Zl/fr17N27N9Hjb968SfPmzZkxYwZvvfVWWoebImXKlOHQoUPcunULd3d3Dh48SPv27c06dsqUKaxdu5bhw4fTvHnz6AGRhBBCCCGsJbVDYH6LcVq83UqpU0qpBQBKqZeVUttN+xQDDiqlTgPHgG1a652prFcIIZLl+TQ1kZGRfPTRR8yePZtDhw4xZcoUxowZQwI3hPDw4UPeeusthgwZYtYAQ9bk4ODApk2baNCgAQMGDDD7+aVChQrxv//9j+XLl9OtW7c0jlIIIYQQImmpmp5Gax3v079a638BL9PvV4Gq8e0nhBDpxdPTk+7du0fPp3rkyBEKFChA2bJlmTx5Mtu2baNly5axjtFa07dvX5o0acLQoUOtEXay5ciRgylTpiT7uM6dOxMVFRVnKhshhBBCCGtI7Tyq2VsicwyK7MPN2gEIs9hhfJi+0O7dzARsCxYEjLeVTAA+b9UKL2LfZrISOA8cB5g3L9Hy3SwdcDpTwPsA3btbOZKsz83aAYgMy83aAYhMw83aAQjL2LEDQkMtVlyCM6jWin9Q3YxOEtXUsNDUPiJz8/X1xc3NzdphCDP8lMD61lozqW5d1g4bRseOHQG4evUqn9aty969e8lbpUqSZUs7EOaStiISIm1DmEvaShZx8SJUqGCx4oKDg7G3TzBdzXRS+4yqEEJkekopvvrqK7744gsiIyOJjIyka9eujB49mipmJKlCCCGEEJnRzZs3adKkCRUrVqRSpUrMmjXL2iFFkx5VIYTA+Axr0aJF+fHHH7l+/Tr58+fn448/tnZYQgghhBBpxtbWlq+//poaNWoQHBxMzZo18fT0pGLFitYOTRJVIYQAY6/qxIkT6dChAwAnT57ExkZuOhFCCCFE1lWiRAlKlCgBgL29PRUqVODWrVuSqAohREbSqNH/tXfvUVbV5xnHv+/cmBszgFwEVMCMZGbAQIKAK5FyMyZRCFaCMZAQupBEK9ZqTG0TNSbSlRaJIekyaa1WozFG2yaoaGrVaBSMEYmCRC4FBYEB5CLMjbmd8/aPvUdHMgcPcObsw5nns9asxezbvLPm4Zzz7t/evz2BadOmMWPGDAYNGhR1OSIiIiJps3XrVl599VXGjx8fdSmAGlURkQ+46667oi5BREREuqNfnNgTRTqdRml2cpO/1tfXM3PmTJYuXUpZWdkJ1ZEqalRFRERERESilmRTmcjxzvrb2trKzJkzmTNnDpdccskJ1ZBKugFLRERERESkG3J35s+fT1VVFdddd13U5XyAGlUREREREZFuaOXKldx///389re/ZfTo0YwePZonnngi6rIAXforIiIiIiLSLZ133nm4n9glx11FjeoJ+K6d2A3Pkj1+F3UBkhGUA0mWsiKJKBuSLGXl5HfBb35DTUNDSo9Z18myQeeck9KfkS5qVE/AdzL07IOk13PPPcekSZOiLkMiphxIspQVSUTZkGQpK9lh/fr1DKqqStnxjncypUyle1RFREREREQko6hRFRERERERkYyS0Zf+rl69ep+ZbYvox/cF9kX0s+XkoqwIKAeSPGVFElE2JFnKShZ46qmnzo7FYm2pOl4sFsvLzc1N2fFSbffu3XnV1dWvH7F4SKLtM7pRdfd+Uf1sM3vF3U/OO48lrZQVAeVAkqesSCLKhiRLWckOa9as2Tpy5MiUnXBYt25d1ciRI9en6nipFovF+h5LbjO6URUREREREZGu0djYaOPHj69saWmxWCxm06dPf/eHP/xhTdR1gRpVERERERGRbqmwsNBXrFixsby8PN7c3Gxjx4796DPPPHNo6tSpqX1uznHQZEqJ3Rl1AXLSUFYElANJnrIiiSgbkixlRf5M37599x7rPjk5OZSXl8cBWlparK2tzcws9cUdBzWqCbi7XgAkKcqKgHIgyVNWJBFlQ5KlrEhnTj311OO637WtrY3KysrqAQMGjJo4cWLtlClTIh9NBV36KyIiIiIiEj2zMSk/pvvqD9skLy+PDRs2vLFv377ciy666COrVq0qHDt2bFPKazlGalRFRERERESilkRT2ZX69u0bmzBhQt1jjz1WngmNqi79FUlCxlysL5FSDiRZyoqIiJwMampq8vbt25cLUF9fb88++2xZVVVV5E0qaEQVM8tx93jUdUhmc3ePugYROamUAnVmluvusaiLkcxhZoPdfWfUdUjmM7NxwAZ3r426Fskc+/fvLy8uLm4qKipqTsXxtm/fnj9v3rxhsVgMd7cZM2Yc+NKXvnQoFcc+Ud2yUTWzzwMV7n571LVIZjOzi4A5wEbgAXffHHFJEgEz+yxwJfC6mS1z91eirkkyTziK2g94GNgDfFFNqrQzs/OBfwaeAG6KuBzJYGY2Efgp8CJwC6BGVXj33Xd71tTUDG5paelx5plnbklVozp+/PjD69evfyMVx0q1bnXpr5nlmdkNwI+BJWY22t3jZpYbdW2SWcys0Mz+FbgZeBA4E7jCzIZFW5mkiwUKzexe4EbgboJRsvlm1jfS4iQjhVdeNIVfHzOzz0Fw5U6khUlkwteRAjP7CbAEuNXdb+q4PrrqJBOZWSFwDfA9d7/c3XeEy5WVbsjdaWtry9m4cWPF7t27Bw0ePHhncXFxQ3Nzc0H7+mzWrd483b2NYGSsErgO+Ldwuc54ywe4exOwHviCuz8GfB/4BMEHUOkGPNAEPAJMdPdHgV8B5u7HNf27ZLewIT0NeA34e4ITXej2ku4rfB1pAYqBZe6+zMxyzGxU+/poK5QMNBjY7+6/NLMiM7vEzPoBuaCGtbsxM/Ly8uJ9+vTZX1VVtbFXr151ZWVlhw4dOtSrfX02y/pG1cz+xsz+ycwuDRc97u5N7r4U6G9ms8Pt8qOrUjJBh6zMChfdCewwsx7uvgGIAQOjq1DS4cjXDHf/tbvHwu//G6g0s1vN7LxoK5WodcjKTHivIa0BhgMrgV1mdoWZnRVlnZJ+HbLxxXDRrcAEM1sC/BFYZGZ3mtlnoqtSMkGHrHwhXNQKTA7fY5YBc4GlBJcASzdRU1PTf9u2bYP37dvXG6Bfv37vQjCCmpubG8vPz2+Jx+PZ3aWSxY1qeLnNtcAXgVeA75rZPKB3h82uA24DcPfWtBcpGaGTrHwvzEppeDa82cxOJzgjrntUs1Si1wwzGxBu8g4wBTifoBmZF57llm6mk6wsCrPSB6gA1oSj7i8CPwBuD/frlvNCdCedZOMWM5vv7lsImo7KcN1sYB3wl7qVoHvqJCu3mtnl7v42wZU8dwNL3P1iYBHweTOr1ih8dnN3ampq+h88eLBPSUlJ465duwbt2bPnlJaWljwIRlALCwuba2try3NycrI+C1n7punubmaTgRvd/VkzqwcuIBgVuz/c5tfhmazr3X2JmZ3v7k9HWbekX4KsfIYOWQE+Bmx091ozGwT0d/fXIipZusBRcuDAz9z9ufZtzex1YAJwOJJiJVIJsvJZgjysJBg5ewIYEn7/ZrirbjPJcgmycaGZXeru/2Jm97h7PYCZvQacCzRGWbNEI0FWPheOwi8Fria83Nfd15vZi4Cu/styZkZdXV3ZoEGDdvbq1asuJycnVltbW25m3r9//wMAZWVlDfn5+a379+8vP+WUUzJidt6ukpUjqh0mrniF4MMk7v4/wP8BI8zsox02vxJYbGa7Ce4LkG7kKFnZRJCVEeH6vkCTmV0NPAmcnu5apet8SA6qzGz4EbtcQNCUqFHtZo6SlY3AKODjwA5glbuPAC4DJlnwSJKsP/vdnR0lG+uBMWb20fYmNfRpgiZVcx90M0fJygbgHIJZfm8ErjOzEWZ2EzCS4LVFslT7W0RxcXFDXV1dKUCfPn1qe/To0XT48OGixsbGQoC2tracwsLCJjPL+veUrGhULZy1t/0G8w4TV2wGeprZ2eH3vwPKgZ7h9qOBfye47+wT7v6zdNYt6XccWSkKv78YuILgsr7PhhMsyUnqOHJQZsHMnV8xs7XAUOAfNBFb9juGrDxP8N7yDnCFu38n3P4A8Ck9NzP7HOPrSBnvf/a4zMzWEYy4f0uTbWW/48jKMHdfDPwcuIrgs8csd9+f1sKlS7Xnor1BDeNBYWFhcywWy21oaCgCKCsrq4vFYrmxWCwHIC8vL97S0pLf2tqashH2trY2qqqqqidPnlyRqmOmwkndqJrZp8zsZ8CNZtan/Wy1vT8x0stAG3CBmeW5+xsEo6bnhOv3A3/t7rPcvSbd9Uv6nEBWxoXr7wemuvs1+sB58jqBHIwJZ+7cDlzp7nPd/Z0ofgdJj+PIyp8IGo+Pu3uTmeV2+FBa39nPkJNTCj57bEOvI93CcWZlIPBJAHe/D7jG3b/q7rsi+BWkC3TMRTwez2lvUNsnRyotLW0wMz948GBZPB6npKSkqbW1taChoaGk/RgVFRVvDhgwIGUnLhYtWjSgoqIi464SO2kbVTM7E/gJ8CzBh4NbzexCeH9iJHffTHBZxUcIHhUA0EzwJoG7b3f319NcuqTZCWblzXD9r9z92TSXLimUoteM59x9ZZpLlzQ7waxsDdfHdKlv9knR68jv3f2FNJcuaZaKzx4dt5XscGQuamtrex04cKAcoH1ypKKiouaSkpKG5ubmHjt37hwY7hcvKChobj9Obm5uyt5ftmzZkv/kk0+WL1iwIOMevXfSNqoEI13r3f1e4HqC59ZNN7P2P+giM7sbWA38GBhnZquBAwT3GEr3cSJZ+d9oSpYuoBxIspQVSUSfPSRZeh2RznwgF/n5+S0HDx4sb25uzgd4++23B23ZsmVIaWlp46mnnvpOY2Njybp166ry8vJivXv3ru2Kgq666qrTFy9evCMnJ/PawpNm1l8zm05wRuoVd3+J4HKJq83sDHd/28xWEpyRuszMVgFnAje7+9Zw/9lAnrsfjOY3kHRRVgSUA0mesiKJKBuSLGVFOvNhuVi9enVzbm5uzv79+3uXlJQ03jNkyMBw1yMfW1XcybKkfMd9daJ1Dz74YHnfvn3bJkyY0Lh8+fKex3P8rpTxjWp45ulOoBfBGaZ7zOxv3f1JM/s9MIvgOXUbgT8R/Md/3d1nh/vnuHtc9whlP2VFQDmQ5CkrkoiyIclSVqQzyeYiLy+vtaioKN7c3NyjpKTkcHtT6e7vTa7UlVasWFH61FNP9Ro8eHB5c3NzTkNDQ86MGTOGPfLII291+Q9PQuaN8f65c4AX3H2Cu98K/Aj4WrjuBeBsMxvvweybO4G/cPdD8P5//kiqligoKwLKgSRPWZFElA1JlrIinUkqFwAFBQWt9fX1PfPy8mKQviYV4I477ti5Z8+etTt37nz93nvvffPcc8+ty5QmFTK0UTWzuWY2ycx6AM8QzLjabj/Bsw0B/gC8CtxuZqXACGCbmRXDB6b/liylrAgoB5I8ZUUSUTYkWcqKdOZ4cuHuOYcPHy4qKChoaX/8TLqa1JNBxlz6a8Ff5VTgF0Ac2AIsIJiWe5eZ5Ycznw0EegO4+27gR2Y2BPgPgmvA57p7YxS/g6SHsiKgHEjylBVJRNmQZCkr0pkTzcXBgwdH5+fn+7Bhw97Kzc2N9MTFtGnT6qZNm1YXZQ1HyogRVTPLdXcneBj2TnefClxJMPPZneFm7X+8TwP/Fe7XP1z2d8B8dx/v7hvTV7mkm7IioBxI8pQVSUTZkGQpK9KZVOSiV69e+0eMGLGhuLi4GfkzkY6omlkucCuQa2ZPAGVA+/XZMTO7Bqgxs4nu/jszKwD2ApvM7B+BaWY2yd3fBTLqDICklrIioBxI8pQVSUTZkGQpK9KZVOZizZo1uvz7KCIbUTWziQTPjuoNbCb4g7cCk81sHLx37f4twHfD3QqBeQTXffcEzg//80sWU1YElANJnrIiiSgbkixlRTqjXKRXlCOqceAH7n4/gJl9HBgG3Az8FBhjZjnAMmCKmZ0GDAJ+TnDz8WvRlC0RUFYElANJnrIiiSgbkixlRTqjXKRRlPeorgYeDofPAVYCZ7j7vQRD6VeHZyROA+LuvsPdX3b3ufojdzvKioByIMlTViQRZUOSpaxIZ5SLNIqsUXX3Rndv9uC5UhDcZLw3/PdfAVVmthx4kCAU7TNrSTejrAgoB5I8ZUUSUTYkWcqKdEa5SK/IH08TnpFwYADwaLi4DvgWMBJ4y913AoQza0k3pawIKAeSPGVFElE2JFnKinRGuUiPTHg8TRzIB/YBHwvPQtxEMFy+ov2PLIKyIgHlQJKlrEgiyoYkS1mRzmRFLu67775elZWV1R2/cnJyxjz88MNlR267adOmgurq6qrKysrqioqKEYsXL+7Xvu6FF14oHj58ePUZZ5wxct68eafH46mZzNgyock3s3OBF8Ove9z97ohLkgylrAgoB5I8ZUUSUTYkWcqKdCYVuVizZs3WUaNG7Ut5ccdpyZIlfR966KFTXnrppY25ubkfWNfU1GTuTlFRkR86dCinurp6xMqVKzcMHTq09eyzz65aunTp25MnT26YNGnSWQsXLtxz6aWX1h55/DVr1vQdNWrU0GTrifzS39AO4NsEs2HpgbdyNMqKgHIgyVNWJBFlQ5KlrEhnsioXa9eu7XHbbbcNWrFixYYjm1SAwsLC90Y3Dx8+bO2jptu2bcuvr6/PmTp1agPAnDlz9i9btqx3Z43qscqIRtXddwDfj7oOyXzKioByIMlTViQRZUOSpaxIZ7oiF2Y2JpXHA3D31R+2TXNzs82ePfvMRYsWbT/rrLNaEm23efPm/AsvvPCs7du397j55pt3DB06tPX5558vHjhwYGv7NkOGDGnZtWtXfipqz4hGVUREREREpDtLpqnsCtdee+2g4cOHH16wYMG7R9uuoqKiddOmTW9s3bo1f/r06RVf/vKXj7r9iVKjKiIiIiIi0g0tX7685+OPP977tddeeyPZfYYOHdpaWVl5+Omnn+45ZcqU+o4jqNu2bSvoOMJ6IjJh1l8RERERERFJo7179+Z+/etfH3r33Xe/1bt376NO1btly5b8+vp6a99v1apVpSNGjGgaMmRIa2lpafyZZ54picfjPPDAA6fMmDHjYCrq04iqiIiIiIhIN3P77bf3O3DgQN7ChQuHdFz+jW98Y9eRlwGvXbu26IYbbjjNzHB3Fi5cuHvcuHGHAe64445t8+fPH9bU1GSTJ0+unTVr1qFU1JcRj6cRERERERHpTjLt8TRd7VgfT6NLf0VERNLIzG4xs+uPsv5iM6tOZ00iIiKZRpf+ioiIZJaLgeVA0hNbiIiIpMLLL79cNHfu3GEdlxUUFMTXrl27Id21qFEVERHpYmb2beCrwDvAdmC1mS0AvgYUAJuBrwCjgc8DE83sRmBmeIg7gH5AI7DA3dP+gUFERFIuHo/HLScnJ2PuxRw3btzhDRs2pPxEaTweN+CoEzYdSZf+ioiIdKHwAe6XETShFwJjw1W/cvex7j4KWA/Md/cXgUeBb7r7aHffAtwJXO3uY4DrgZ+k/ZcQEZGusG7v3r3lYROXteLxuO3du7ccWHcs+2lEVUREpGtNAH7t7o0AZvZouHykmS0CegGlwJNH7mhmpcAngf80e+9zTI8ur1hERLpcW1vb5bt3775r9+7dI8nuAcQ4sK6tre3yY9lJjaqIiEg07gUudvc1ZjYPmNTJNjnAQXcfnca6REQkDcaMGfMOwe0e0ols7txFREQywfPAxWZWZGY9genh8p7ALjPLB+Z02L4uXIe71wJvmdksAAuMSl/pIiIi0VCjKiIi0oXc/Y/AQ8Aa4DfAqnDVTcAfgJVAx8mRfgl808xeNbOPEDSx881sDfAnYEa6ahcREYmKuWfMJFMiIiIiIiIiGlEVERERERGRzKJGVURERERERDKKGlURERERERHJKGpURUREREREJKOoURUREREREZGMokZVREREREREMooaVREREREREcko/w9QQiTt+VgBjQAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "zscoredf = df.ta.zscore(length=30, append=True)\n", - "zcolors = ['maroon', 'red', 'orange', 'silver', 'silver', 'orange', 'red', 'maroon', 'black', 'blue']\n", - "zcols = df[['-4', '-3', '-2', '-1', '1', '2', '3', '4', zscoredf.name]].tail(recent)\n", - "zcols.plot(figsize=ind_size, color=zcolors, linewidth=1, title=ctitle(zscoredf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# New Features\n", - "### Archer Moving Averages Trends\n", - "Archer Moving Average Trends (__amat__) returns the long and short run trends of fast and slow moving averages." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "matype = 'ema'\n", - "fast_length = 8\n", - "medfast_length = 21\n", - "slow_length = 50\n", - "\n", - "amat = df.ta.amat(mamode=matype, fast=fast_length, slow=slow_length)\n", - "machart(matype, fast_length, medfast_length, slow_length, last=recent) # Price Chart so we can see the association with AMAT\n", - "amat.tail(recent).plot(kind='area', figsize=(16, 0.35), color=cscheme('gr'), alpha=0.4, stacked=False, title=ctitle(f\"{amat.name} Trends\", ticker=ticker, length=recent))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Archer On Balance Volume\n", - "Archer On Balance Volume (__aobv__) returns a DataFrame of OBV, OBV min and max, fast and slow MAs of OBV, and the long and short run trends of the two OBV MAs." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "matype = 'sma'\n", - "fast_length = 10\n", - "medfast_length = 20\n", - "slow_length = 50\n", - "\n", - "aobvdf = ta.aobv(close=closedf, volume=volumedf, mamode=matype, fast=fast_length, slow=medfast_length)\n", - "aobv_colors = ['black', 'silver', 'silver', 'green', 'red']\n", - "aobv_trenddf = aobvdf[aobvdf.columns[-2:]]\n", - "aobv_trenddf.name = f\"{aobvdf.name} Trends\"" + "zcolors = [\"darkgreen\", \"green\", \"silver\", \"silver\", \"red\", \"maroon\", \"black\"]\n", + "zcols = df[[\"-4\", \"-3\", \"-2\", \"2\", \"3\", \"4\", zscoredf.name]].tail(recent)\n", + "zcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zscoredf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)" ] }, { @@ -855,7 +1169,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 16, @@ -864,95 +1178,45 @@ }, { "data": { - "image/png": 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CCCGEEHmycOFCvL29efzxx+nRo0eavH379tG4cWO8vb3p0qULN27cAGDq1KnUqFEDb29v/P39Abh16xYvv/wyjRo1ol69evz0008P/FhSU1rre29kBKC7gUrA11rrYUqptwCT1vpLpVSM1trevO1B4Emtdbj59QnAR2t9NV2Z/YB+AK6urvWDgoLy87hyJCYmBnt7+wKrXzw8pK8IkH4gsk/6isiI9AuRXdJXChcnJycqVaoEwLBhwzhw4EC+ll+7dm0+/TTzi0yPHDnCiy++yMaNG3F2dubmzZvMnDkTe3t73nzzTZo0acKkSZPw9fXl448/Jjo6mk8//ZQqVapw4MABbGxsiIyMxNnZmbFjx1K1alX8/f2JjIykVatWbN++HTs7u3w5lrCwMG7evJnmvVatWu3WWjfIaPts3RJGa50E1FVKOQMrlFLNgeeAlrltqNZ6NjAboEGDBrply1wXlWebN2+mIOsXDw/pKwKkH4jsk74iMiL9QmSX9JXC5ciRIym3YbG2tsbCwiJfy7e2ts7yNi87d+6kW7dueHp6Eh0djYeHBzY2NtjY2JCcnExUVBQdOnQAoF+/fjz33HM4ODhQp04dXn/9dTp37kznzp2xt7dn8+bNBAcH8/XXXwOQkJDAjRs3KF26dL4ci62tLfXq1cv29jm6T6nWOlIptQlohTFqGma+MreoUirMPI/0POAOhCulLAEn4FpO6hFCCCGEEEKIwmrKlCkF3YRsW7t2LVu3bmX16tWMHz+eAwcOoLVm2bJlVK1ataCbB2Rv9d2S5hFSlFJFgLbAbq11aa21p9baE4g1B6QAq4Be5ufPAr/p7FwjLIQQQgghhBAiQ61bt2bJkiVcu2aM912/fj0lz8nJiWLFirFt2zYAvvvuO1q0aEFycjLnzp2jVatWfPrpp9y8eZOYmBjat2/PtGnTuBOm7d2798EfUCrZGSktAywwzys1AT9qrddksf1c4DulVBhwHfDPezOFEI+CkydP4uXlJff4EkIIIYTIoZo1azJy5EhatGiBUor69evj6emZkr9gwQJef/11YmNjqVChAvPnzycpKYmXXnqJmzdvorXmzTffxNnZmVGjRjF48GC8vb1JTk7Gy8uLNWuyCvHur3sGpVrr/UCWFwTfWeTI/PwfjPmmQgiR4tNPP2X48OH07duXb775Jt/nYQghhBBCPOp69epFr169iI6Ovmv+ad26dQkJCblrn+3bt9/1XpEiRZg1a9Z9a2dOZec+pUIIkScLFixg+PDhVKtWjYCAAHr16kViYmJBN0sIIYQQQhQCOVroSAjxcDt79iy7du2iadOmuLq6psm7ceMGP/zwAwsXLuTUqVNUrlyZKlWqULVqVapUqUKVKlWoWLEi1tbWOarz559/5pVXXuGJJ55gzZo1TJ48mZEjRxIXF0dgYGCOyxNCCCGEEI8WCUqF+I+Ij4+nQ4cOHD58GIBq1arRokULHnvsMTZu3MiqVauIj4+nVq1aPPnkk4SFhbF69Wrmzp2bUobJZMLLy+uuYLVq1aqULVsWkyntxRc7d+7kueeeo06dOixfvhwbGxvef/997OzsGDx4MJ07d2bZsmUUKVLkgZ4LIYQQQghReEhQKsR/xJgxYzh8+DAzZswgOjqaLVu2sHjxYmbNmkWJEiXo168fvXv3pl69emkWIoqMjOT48eMp6dixYxw/fpwtW7YQGxubsl3RokWpXLlySrDq7u7O+++/T5kyZfj555/TzHt46623KFq0KK+99hq9evXixx9/fKDnQgghhBBCFB4SlArxHxASEsJnn33Gq6++Sv/+/QF47733SExMJCwsjAoVKmR6Ga2zszONGjWiUaNGad7XWnP+/Pm7AtY9e/awbNkykpKSKFWqFOvXr7/rUmGAvn37cvr0aSZMmMCJEyeoWLFi/h+4EEIIIYQo9CQoFeIRFxcXR+/evSlXrhyTJ09Ok2dpaUm1atVyVa5SCjc3N9zc3GjdunWavISEBE6ePEmZMmVwcnLKtIy+r/dl4lcTmfrNVL6c9CUmJWuvCSGEEEL810hQKsQjbtSoURw7dowNGzbg6Oj4QOq0trbONNg9HXma9WHrCT4RzK8nfyV5aDJTmcrUj6ZiY2GDg40D9UrXo4lbEx53fxwfNx+cbZ0fSLuFEEIIIcSDJ8MSQjzCtm/fzhdffEH//v154oknCrQtq46touaMmnh95cXra19n78W9dK/dnYGVBsIG6OTQibd83qJLtS5cib3Cx9s+5slFT1L80+LUnFGTvqv6Mm/vPI5ePUqyTi7QYxFCCCGEKAjjx4+nZs2aNGnShLp167Jz505atmxJ+fLl0VqnbNe5c2fs7e3T7DtlyhRsbW25efNmlnVcu3aNVq1aYW9vz8CBA9Pk7d69m9q1a1OpUiXefPPNNHXmhYyUCvEISkhIYNWqVQwdOhQPDw8+++yzAmvLpZhLDFo3iKWHl1KzZE2mtJ/Ck5WepEqJKiil0FqzacImwr8P56fdP6UsshQdH81fF/7ij3N/sCN8B8uOLGPO3jkAFLMtRmO3xjzu/jhN3JrQqFwjHGwcsmqGEEIIIcRDbceOHaxZs4Y9e/aQkJBAfHw8CQkJgLEGyO+//46vry+RkZFcvHjxrv0DAwNp2LAhy5cvp0+fPpnWY2try7hx4zh48CAHDx5Mk9e/f38CAgLw8fGhY8eOBAcH06FDhzwfmwSlQjxCwsLCmDNnDvPnz+fy5cu4u7vzww8/3PVL2YOgtWbu3rkM3TCUuNtxfNzqY4Y2HYq1RdoFlZRSvPHGGwwYMICQkBCaNGkCgIONA629WtPay5ivmqyTOX7tuBGkntvBjvAdrAtbB4BJmRjUaBBTnpzyYA9SCCGEEP9Jg4MHs+/Svnwts27pull+l7l48SIuLi7Y2NiQkJCAi4tLSp6/vz9BQUH4+vqyfPlyunbtyqFDh1LyT5w4QUxMDDNmzGD8+PFZBqV2dnb4+voSFhZ2V/1RUVE0btwYgJ49e7Jy5cp8CUrl8l0hHgEnT57kueeeo3Llynz++ec0adKEtWvXcurUqZQg735LSErgz/N/Mm3nNLov707FqRXpu7ov3q7e/P3634xsPvKugPSOHj164OjoyNdff51p+SZloppLNV6u9zIBTwdwcMBBbgy7QXD3YPxr+fPVzq9Ye3zt/To8IYQQQogC1a5dO86dO0eVKlUYMmQIW7ZsSclr06YNW7duJSkpiaCgILp165Zm36CgIPz9/WnWrBnHjh0jIiIix/WfP38eNze3lNdubm6cP38+9weUioyUCvEQi4qKYvz48UyZMgVLS0tGjRrFa6+9Rrly5e5rvVprztw8Q0h4CDvDdxJyPoS9F/cSnxQPQFmHsjR2a8yHLT6kR50e91xV197enl69ejFz5kwmT56c4S1kMuJs60z7Su1p5dWK/RH76bemH4cGHJKFkYQQQghxXxXE1Vn29vbs3r2bbdu2ERwcTLdu3Zg4cSIAFhYW+Pr6EhQURFxcHJ6enmn2DQwMZMWKFZhMJvz8/FiyZMld80ULkgSlQhQgrTUBAQFs376dWbNmUaRIkWztl5SUxLx58/jggw+4fPkyvXr14pNPPqFs2bL3pZ135nfeCUB3hu8k4pbxC5utpS0NyjZgYKOBNHZrTGO3xrg5ut2jxLsNGDCAadOmMWfOHEaOHJmjfa0trJn/zHwaz2nMO+vfYe4zc3NcvxBCCCFEYWdhYUHLli2pX78+DRo0YMGCBSl5/v7+dOnShTFjxqTZ58CBA4SGhtK2bVvAWHvEy8srx0FpuXLlCA8PT3kdHh6ebwMhEpQKUUBu3brFa6+9xqJFiwAj0Pz+++9TFvrJzG+//caQIUPYv38/vr6+rF27lgYNGuRbu5J1MoevHDYC0PAQQs6HcOjyITTG6mpVSlShfaX2+JTzobFbY2qXqo2VhVWe661WrRpt2rRh5syZDBs2DEvLnH08NSjbgKGPD2Xi7xN5vubztK/UPs9tEkIIIYQoLI4dO4bJZKJy5coA7Nu3Dw8Pj5TFiJo1a8aIESN44YUX0uwXGBjImDFjGDFiRMp7Xl5enDlzBg8Pj2zXX6ZMGRwdHQkJCcHHx4eFCxcyaNCgfDgyCUqFKBDHjh3Dz8+Pw4cP89FHH6GUYtSoUdSpU4f33nsvw31CQ0MZOnQoP/30E56enixZsgQ/P797BrE5kZCUQNcfurI21JibWcy2GD5uPvhV96OxW2MalWtE8SLF862+9N544w26du3KmjVr6Ny5c473/7Dlh6w8tpK+q/tycMBBHG0ezH1ZhRBCCCHut5iYGAYNGkRkZCQmk4kqVaowe/Zsnn32WcBYPPLdd9+9a7+goCB+/vnnNO916dKFoKAghg0blmFdnp6eREVFkZCQwMqVK/nll1+oUaMGM2bMoHfv3sTFxdGhQ4d8WeQIJCgV4oFbvnw5vXr1wsbGhvXr19O2bVu01hw8eJDhw4dTq1YtOnbsmLJ9ZGQk48aNY9q0adjY2DBhwgQGDx6Mra1tvrYrWSfTe2Vv1oau5eNWH/NsjWepXKLyPeeD5qdOnTpRpkwZ5syZk6ug1NbSlnlPz6PpvKa8t+E9Zj418z60UgghhBDiwatfvz5//PEHANHR0Tg4GLfD27x5c4bbx8TEAMaCmOl98cUXWdZ1+vTpDN9v0KDBXbeJyQ+y+q4QD9ClS5fo1q0bNWrUYO/evSnX9iulmDdvHnXr1uWFF17g6NGjJCYmMmPGDCpVqsSXX35Jr169CA0NZfjw4fkekGqtGRw8mMCDgUxoM4GRzUdS1aXqAw1IASwtLenTpw/r1q1LM2chJ5q4N2FI4yHM2j2LLae33HsHIYQQQghRoCQoFeIB+u6770hMTGTBggW4u7unyStatCgrV67E1taWTp06UadOHd544w1q167Nnj17CAgIoHTp0velXZ9s+4Rpf05jSOMhDGua8WUcD8orr7xCcnIy8+bNy3UZ41qPw8PJgwE/DyAhKSEfWyeEEEII8WhYv349devWTZO6dOlSIG2Ry3dFpiIjI5k7dy62tra4ubnh7u6Ou7s7Li4u+TqP8b9Ca828efN4/PHHqVatWobblC9fnmXLltG6dWvKly/PihUreOaZZ+7r+Z61axYfbPqAHt49+Lzd5wX+t61QoQJPPPEEc+fOZeTIkVhYWOS4jKJWRZnWYRpPBz3NlJApvNc043m6QgghhBD/Ve3bt6d9+8KxMKQEpSJDW7dupUePHpw9e/auPBsbG9zc3NIEqumflyhRIlvBzfXr19m0aRO//vorx48fZ+HChffttiYFLSQkhKNHjzJnzpwst/P19eX06dO4uLhgbW1939oTFR/FiI0jmLFrBh0rd2Tu03MfzOW6Ohmiw+DGXri+B2LPQsJNuB0JCZGQeIslfWDf4bNcWd6C0uWrg00JsC4BNsXTPZYA6+Jgcfd56lS1E89UfYaxW8bSrWY3PJyzv7qcEEIIIYR4cCQoFWkkJCQwZswYJk6cSMWKFQkJCcHT05Nz584RHh7OuXPn0jzftm0b58+fJzExMU05RYoUSRO4li5dmuTkZOLj41PSgQMH2Lt3L1pr7O3tiYuLY8KECUybNq2Ajv7+mjdvHkWLFuX555+/57b3OzBfe3wtr699nfNR5xnsM5hP2nySL7d1ydDtKLjyO1zeBle2G8FoojHxHpMVFC0P1sXAygmcyoKlHQ7xkdiEXeD2tf1gcQISrkHy7czrsLSHYvWgQi8o/xxYGavufvXkV9SYUYPB6wezotuK+3N8QgghhBAiTyQoFSnCwsLw9/dn9+7dvPLKK0yZMgV7e3sAXF1dM70XZnJyMhEREZkGrps2beLSpUtYWlpiY2OTkjw9PRkzZgxt2rShUaNGDBgwgICAAEaMGPHIjZbeunWLoKAgnn/++ZSV0grC1dirvBX8FosPLKZmyZosfWUpPm4+GW+sNSTHQ+ItSIw1HpNi/32dlMn7ibf+zYs6BpH7jNFRZQnF60OF3kYAWaweONXMcJTTAli25l2+GvcV4eGhuJYqZZSbcA3ir5sfr0HCdeMx/ipcXA87X4Vdg8C9K1Tog4dra0Y3H83wX4ez5vganqry1H09vyIaP8UAACAASURBVEIIIYQQIuckKBWAEVj6+flx7tw5li1bRteuXbO9r8lkokyZMpQpU4ZGjRrlug0jRoxg/vz5TJo0iS+//DLX5RRGS5cuJSYmhpdffrnA2rDl9BZeWPYCV2OvMrblWIb7DsfawtoIPmPPGqOZV36Hq38Yl9cmxRrBZE6YrMCiKFjaGY9F3aDmB1CqObg0Nt7PpldffZXJkyfz7bffGvfQsrI3kl0ml+FqDdf+hFML4HQgnF4ELk14u/ZHLNxfg0HrBtHaqzVFrYrm7JiEEEIIIcR9JUGpACAwMJD9+/cTGBiYo4A0P1WoUIEePXowc+ZMhg0bdt9Wmi0I8+bNo1KlSvj6+j7wupOSkxi/bTxjt4ylcvHKrOu+jjolq0LErxC+Ci6shdhzxsaW9kbwWKql8dwyVYBpaXf36/Tvm/LvEuBq1arRrFkz5syZw3vvvXfvOcpKgYuPkR77Ak59BwfGYrWpLds8G/LE/sN8uv1TxrYam29tFEIIIYR4kMaPH8/ixYtRSmFpacmsWbMYNmwYJ0+e5MyZMynflzp37szGjRtT7lUKMGXKFIYPH05ERAROTk6Z1rFhwwaGDx9OQkIC1tbWTJo0idatWwOwe/duevfuTVxcHB07duSrr77Kl0UyJSgVJCQkMGrUKOrWrZut+Y7308iRI1m4cCGTJ09m0qRJBdqW/BIaGsrWrVv55JNPHvjKthejL9J9eXc2nd7Eq7X9mebdFtvQcbA12Lgc1tIOSreD6u9ByabgXBtMhedjoW/fvvTs2ZMtW7bQsmXL7O9oYQuV+oLnSxA6g+KHPmFPeQgInURi85FYZnDJsBBCCCFEYbZjxw7WrFnDnj17SEhIID4+noQE49Z3zs7O/P777/j6+hIZGcnFixfv2j8wMJCGDRuyfPly+vTpk2k9Li4urF69mrJly3Lw4EHat2/P+fPnAejfvz8BAQH4+PjQsWNHgoOD6dChQ56PrfB8+xQFZvbs2Zw6dYp169ZhMhXsrWsrVapE9+7dmTFjBm+/+zbFSxTHxtKmQNuUV99++y0mk4mePXs+sDqTkpOYv28+Y38djq9lNCcfa4Bn7E+oP4OgSFnw7AFuT4NrKyOAK6T8/PwYNGgQAQEBOQtK77AsAtXfgYqvcmLzC/RlHWd/60L5J1bDg1hpWAghhBCPpt2D4ca+/C2zWF2oPyXT7IsXL+Li4oKNjQ0JCQm4uLik5Pn7+xMUFISvry/Lly+na9euHDp0KCX/xIkTxMTEMGPGDMaPH59lUFqvXr2U5zVr1iQuLo74+HiuX79OVFQUjRs3BqBnz56sXLlSglKRdzExMYwbN46WLVsW6H2KbsTdYMnhJRy5coSzzc4S6xyL2zduJKtkrExWONg44GDtkPljqueONo4UL1KcEkVLGI9FSuBk64RlAYwAJiUlsWDBAtq3b0+5cuXuf4XJt9l7KIDtuz6mSuJFjpc1UUQlw+2zUPEVKN8NSj7+0ARkRYsW5aWXXmLOnDlMmzaN4sWL564gayfcWi3ni7nFeJuf4a83oOHXD815EEIIIYRo164dH330EVWqVKF58+b06NGDFi1aANCmTRv69u1LUlISQUFBzJ49m3HjxqXsGxQUhL+/P82aNePYsWNERETg6up6zzqXLVvGY489ho2NDefPn8fNzS0lz83NLWUENa8kKP2P+/LLL7l8+TI//fTTA7+0FIxgdErIFKbsnEJUfBRFrYpSuXhl3K3dubTzEsPeGkayZTLR8dHE3I4hOj6a6IRobv5zk/Co8JTX0fHRJOmkLOuys7LDydYJRxtHHG0cKWJZhCJWRVIen6r8FP61/PP1PGzYsIHz588zZUrmv3plm9bGKrNxF4wUez7leXJsOHFRYVjEhFGPJOrZQKRTeWzLPw1unaFUi0J1WW5O9O3bl6+//prvvvuOt956K9fl2FjZEubWm0ln5zA0bKbxpgSmQgghhMiNLEY07xd7e3t2797Ntm3bCA4Oplu3bkycOBEACwsLfH19CQoKIi4uDk9PzzT7BgYGsmLFCkwmE35+fixZsoSBAwdmWd+hQ4cYNmwYv/zyy/06pBQP57dUkS+uXr3KpEmT6Ny5c8ow/IOSPhj1q+7HyGYjqVu6LkopDh06RO3atUmsnchnn312z/K01vyT+A/RCdFExUdxPe4612KvcS3uGtdirxH5TyRR8VHcjL/JzfibRMdHE5cYx7XYa8QlxnE97jqLDyxm/r75zHxqJhWKVciX41yyZAmOjo506tQpezvEXzfu43njb7h1xhx03gk+L0Jywl27RGLN2YREwm8nczrRAhevbjzl+ynO9pmsUvuQqVOnDg0bNiQgIIA333wzTz8a9KjTk8d3z6R9xY54pwSmM4xFkoQQQgghCjkLCwtatmxJ/fr1adCgAQsWLEjJ8/f3p0uXLowZMybNPgcOHCA0NJS2bdsCxnoyXl5eWQal4eHhdOnShYULF1KxYkUAypUrR3h4eJpt8utKQAlK/8MmTJjArVu3GD9+/AOrMyk5iTl75jDyt5Fci7uGX3U/RrcYjberd5rtatasSZ8+ffj8889p2rQpzzzzTJblKqWMUU+rIpSyK5Wrds3aPYvhG4dTa0YtxrQcw5DGQ7CyyP1qssnJyaxdu5Ynn3wSG5tM5sXGXoBzyyFiI1zfa9ya5Q4rR2P+Z5Gy6JLNuYYNR2IiCbl+jo2XDnP0VjQXE8GzuAetvVrTyrMVz1dog0tRl4zreoj17duXfv36ERISQpMmTXJdTmO3xlQqXokhEXH86j0MDn9qLPZUb5IEpkIIIYQo1I4dO4bJZKJy5coA7Nu3Dw8PDw4ePAhAs2bNGDFiBC+88EKa/QIDAxkzZgwjRoxIec/Ly4szZ87g4XH3IEZkZCT/+9//mDhxIk2bNk15v0yZMjg6OhISEoKPjw8LFy5k0KBB+XJsEpQ+oiIiInBxccHCwuKuvNjYWGbMmMH06dPp1asXNWrUeCBt2nFuBwPXDWTPxT0092jOV09+Rd3SdTPdfvr06ezfv5/u3bvzxx9/4O3tnem2eWVhsmBAwwE8U/UZBq0bxLCNw5i7dy4tPVri7eqNt6s3tV1r56jMPXv2EBERwf/+97+0GbfOwbllcG4pXPkD0GBfyZjrWewNKFYPXawuJ2Oj2HR6E7+d+o1N+zZwKeYSAOWdytPay4+XPFvTyqsVbo5ud1f+iPH392fIkCEEBATkKShVSvFS7ZcYu2Us557+FvfEW3B0Mti4QM3h+dhiIYQQQoj8FRMTw6BBg4iMjMRkMlGlShVmz57Ns88+Cxjfc95999279gsKCuLnn39O816XLl0ICgoy7gWfzvTp0wkLC+Ojjz7io48+AuCXX36hVKlSzJgxI+WWMB06dMiXRY4AlNY6XwrKiwYNGuhdu3YVWP2bN2/O3cqehdC+ffsYPXo0q1evxtXVleeeew5/f3+aNGlCfHw8s2bNYuLEiURERNCuXTsWLlyYrUnOOZWsk7kQfYGTN05y6sYpNp7ayPf7v6esQ1k+b/t5tuduXrhwgYYNG2JlZcVff/1FyZIl872tAAcPHqRMmTKUKFECgBVHVjD1z6n8felvbvxzI2U7VxtXGno0xLuUd0qwWrlE5QwXURo7dixjx44lIiKCkg7A2SVwJhCubDc2cPYG92ehvB/JjtU4cuUI285uY/vZ7Ww7u42zN41R09L2pWnl2YrWXq1p7dUaL2evApn/W9D69u3L4sWLuXjxIo6Ojrku58T1E1SaVokJbSYwvOl78EcPOLMYGs2CSv2yVcaj9Jkh7i/pKyIj0i9EdklfKVyOHDlC9erVC7oZAERHR+Pg4FDQzchURudKKbVba90go+1lpPQRcfjwYT788EOWLl2Ks7MzI0aMIDQ0lDlz5jB9+nTc3d1JSkriwoULtG7dmqVLl+Lr65unOqPiozh542RK4HnyxklORhqvT0eeJiHp3/mPNhY2DG86nJHNR2JvbZ/tOsqWLcvKlStp3rw5fn5+bNy4EWvr/LvH5J17tH722Wf06NGDhQsXAtClehe6VO+C1poL0RfYH7Gf/RH72XBgA6cjTxMcFkxicmLKsdUsVdMYTS1Vmxola1DDoQRXDixian93Sh7sCZc2gE4i2bE6NyoP4ZBtDfbeusXRM0c5uueNNMFvafvS+Jb35b3H36O1V2uquVT7Twah6fXt25c5c+awePFiXn/99VyXU7F4RZq6N+W7/d8xrOkwVJNvIeEG/Pk6WBeD8s/lX6OFEEIIIcQ9SVD6kAsNDWXs2LEsXrwYOzs7Ro0axdtvv42zszNg/IqyatUqgoKCSExMZNGiRTn6xS08KpyjV4/eFXSeunGKa3HX0mxbzLYYFYpVwNvVm85VO1OhWIWU5O7kjrVF7oLJhg0bMn/+fF544QUGDBhAQEBA3oI0rSH2LJeO/EzwonG0trnIuzMVsAi97iCqqBsUKQe2JVE6iXLJtymXfJsONrfpUaYIZUs3JCmpNlFx14mKu0ZM/A1i488Qd/0gXE2gshWUsYTpXY3qzl+4wrr44iy4Gc/20CPAkTTnrJpLNfyq++Fb3hff8r5UKFZBgtAMNGzYEG9vb+bMmcPr/fpBXBzExsKtW8aj1mBt/W+ytQUnJ8jg3rs9vHvw+trX2XtpL4+VeQyaLYVN7eCP7hAdCk61waEy2FeAXPZbIYQQQojCbP369Xddvuvl5cWKFSseeFskKC1kbty4gZOTE6YMvkindvr0acaNG8eCBQuwtrZm6NChDB06NM1NdAEcHBzo3r073bt3z1E7ouOjGbZxGN/s+iblPSuTFR7OHlQoVoEGZRqkBJxexbzwcvaiWJFiOaojJ/z9/Tl48CDjx4+ndu3a2b81SOIthvbvinXsMZrVtKdm2QRK20RgpaMoDbz0GMRYenAxvizbtu+gu7sTdrfOwtU/IP4aKAswWYGyApMVLokaLtlhoawoZjISdg5gXxxMViRozXULJxafukrA9l0UaeLDVYtkyjiUobZrOZ50KEdZh7JUKl6Jai7VcCnqIgHoHWfOwIYN8McfcPPmv8GmOfBUsbGEXLuGvnULMpgrnSGTCYoXBxcXI9WoAe3a0a1JO960sOa7v78zglLLotBiDWzqAH+P/Hd/ZYKiHkaAmioVSbwOybeNviGEEEII8RBq37497du3L+hmABKUFir79+/Hx8eHunXrMnfu3AwXIDp//jzjx49nzpw5KKUYOHAgw4cPp3Tp0vnWjvVh6+m3ph/nbp7jLZ+36FzNGPUs51AOC1M2g4G80BqijsCl34xboaBBJzOuaxINLCpxatdgTi/fgmd5dyDZ2J5k0MnGtolxcOskRJ+Afy4xqZVR7D+34cBZWHcG9p2B2w61GfX5EspXqMr5Q4d4rU8trJr2pE+fPv+2I13A+Mc95nZYA6WB5c8+y/EdFwj/docEnZmJjYVff4XgYCMYDQ013i9ZEkqVAjs7KFoUSpc2Hu3sUBYWzPz2W6rUq8f/nnvu322KFjUC0IQEiI83HuPi4Pp1uHrVSJcvQ2AgzJ6Ns8nE/orOrN4ym8SSL2L5WAOwdob2O4wfI6JD706nQ+B2FAA+AD/0AXsvI1At9pixUJKlXYGdTiGEEEKIh5UEpYXE7du36d27N/b29hw/fpx69eoxcuRIhg8fjrW1NREREUycOJFvvvmGpKQkXn31VUaOHImbW/6tvHo97jrv/vIu8/fNp5pLNX5/+XeauOd+pdMcib8G4T/BpY0Q8Rv8E2G8ryyMhEIpE8/UMBHraSLxxgqSbjsaqwsrE2AyB5AmMFmDvSeU7cAPP+9h3bZjfP39JuzK1Mf98jWu7duH082b+Pn5YWlp/BOoUaMGLi4ubNmy5d+gNJfBZEJCAr/88gv+/tlbzOk/JSIC1qyBVauMQDQuzggoW7aEAQOgXTuoXj3Tc28L7ImPZ8yqVVx44w3s7HIYBN6+DTt3woYNlPwpiCG/HseiQSPw9IQuXaBrV6hXD0r4gEu6e/dqDfFXIOo4R3etplpZi38D1gvr4MIaaP4T2JXPzZkRQgghhPjPkqC0kPjss8/Yu3cvy5Ytw9fXl7feeosPP/yQJUuW0LZtW2bNmsU///xDz549GT16NF5eXvlW99+X/ubrv75m0YFFxCfG877v+4xqMQpbS9t8qyNDSf/A+TVw6ju4uM64HNK2NLi2gdKtjUd7zzS7KODqmTM0bNgQZ2dndu7cSbFiGV82fPHiRXpM9GDAgAHYlTMCjNKlS/Pkk0/eta1SimbNmrF169Y8H9a2bduIjo6++1Yw/1XR0bB8OXz3Hfz2mxHclS8Pr7wCTz8NzZtDZvdxzUDfvn35/vvvWbJkCb17985ZW6yswNcXfH2xHz2SamNKMfR6dfqdKQFffw1ffmlspxTY2xvJweGu507R0VClCthXA/sGYNUKrs2BW/WhxUoo2TTrdgghhBBCiBQSlBYChw4d4qOPPuL555+na1djdZzAwEBefPFF+vfvz5QpU/D39+fDDz+katWq+VJnQlICyw4v4+u/vub3c79ja2nLi7VeZHDjwTm+H2eO6GTjliinvjNukXL7JhQpC1XfAo8XoVjde45Qenh4sGLFClq1asXzzz/PunXrUkY8U5s1axaJiYkMHDgwW01r0aIFK1as4Ny5c7i7u+fq8ADWrl2LjY0Nbdq0yXUZD6Vbt4xLZC9fNkZEIyJg0yZYudIYEa1YEUaNAj8/qF071yPRzZo1o2rVqgQEBOQ8KE3F2sKa1o268faBRXT/MgK7f5KMS4lPnzYC6ZgYI6V+fukSREdT/Pp12L7deC85+d9CS/0DNZvBM32h3WBwdzeCWSGEEEIIkSkJSgtYYmIiffr0wdHRkenTp6fJ69SpE61btyYqKooyZcrkS31Xbl1h9u7ZfP3X11yMuUil4pWY3G4yvev2pniR4vlSx12Sb0N0GJxeDKe/h1unjbl37n7g1QNKtYIczlVt2rQps2bN4uWXX+btt99m6tSpafITEhKYOXMmHTt2pFKlStkqs3nz5gBs3bo1xwtDpbZ27VpatmyJ/cMejCQlwbVr/waZdwLOzF7Hxt5dRvHi0Ls39OgBjRvnOhBNTSnFq6++ytChQzl06BA1a9bMdVndvbsze89sfjr2Ey/WfhGefz5b++24M7dYayPgPnfOGAX+5WfYGAybZgOzjY2dnMDNDSpUgGbNjEuV69WDDH5IEUIIIYTIyvjx41m8eDFKKSwtLZk1axbDhg3j5MmTnDlzJmXqWOfOndm4cSMxMTEp+06ZMoXhw4cTERGBk5NTpnWcPn2a6tWrpwyGNW7cmJkzZwKwe/duevfuTVxcHB07duSrr77Kl+lq8q2ogH3xxRf89ddfBAUFUbJkybvy7ezscj5vLgMHIg7w1c6v+H7/98QnxdO+YnvmPj2X9pXaY1JZr/SboaR4Y95nSrqc7nWqFG++dYwygesT4P0xuHfO86Iwffr04eDBg3zxxRfUqlWLfv36peQtWbKEiIgIBg0alO3yvL29cXJyYsuWLbkOSkNDQzl+/Hi2R2cLldu34eefYd482LHDWBxI67u3s7AwFiJydTUeK1dO+/pOcnU1Fimyyv8Vanv16sX777/PnDlz+PLOJbe54FveF3dHd77f/70RlOaUUsac2KpVjdS/P9yOhx8HQMhCuA4kV4bY0nDsOKxebezn6GgEqB07GnNZ8+lHJyGEEEI8unbs2MGaNWvYs2cPCQkJxMfHk5CQAICzszO///47vr6+REZGcvHixbv2DwwMpGHDhixfvvzfNVQyUbFiRfbt23fX+/379ycgIAAfHx86duxIcHAwHTp0yPOxSVBagI4ePcro0aPp0qULz2dzhCYnknUyP4f+zJSQKfx66leKWBahT90+vOnzJtVLVr93AbfOwJkguHXu7kDz9s2M97F0AFtXKOIKjtWgVAvz63JQtiMULZuvx/jZZ59x+PBh3njjDapWrUqLFi0AmDp1KlWrVqVt27bZLsvCwoJmzZqxZcuWXLdn7dq1AA/XfNJjx4xAdMECY8SzdGljrmfZshkHms7OGd7780EqWbIknTt3ZuHChUyYMAFb29zNfzYpEy/WfpHP//icy7cuU8quVN4bZ2UD3efCM6Pg7/fhTKDxb6DOJ1C0A2zdCps3GysPr10LAwca81z9/KBzZ/DwyHsbhBBCCHF/DR4MGQRteVK3LkyZkmn2xYsXcXFxwcbGhoSEhDS3gvT39ycoKAhfX1+WL19O165dOXToUEr+iRMniImJYcaMGYwfP/6eQWlm9UdFRdG4sbFWS8+ePVm5cqUEpQ+zm+bVX+3s7JgxY0a+DHvHJMRw7uY5zt48y8HLB5m1exah10Mp51COiW0m0rd+33tfoqs1RGyC49Pg/CpjDqh1MeNLta2rMefzzvM0qZTxaFkkz8eRExYWFgQFBdG4cWP8/Pz4888/uXLlCn/++SfTp0+/5/1e02vevDlr1qzh0qVLOb7Njtaa1atXU716dSpUqJCjfR+48+fhhx+MW6Ts2mWMfj71lLH4UIcOD8WlpX379mXJkiWsXLkSf3//XJfTvXZ3Pv39U3489CMDG+XjCLe9JzRdbMyX3vsO7HwFvMdBtw+gWzdjm8OHYelSIw0ebKRy5cDH59/UoIFx6xshhBBC/Ke1a9eOjz76iCpVqtC8eXN69OiRMiDTpk0b+vbtS1JSEkFBQcyePZtx48al7BsUFIS/vz/NmjXj2LFjRERE4Orqmmldp06dol69ejg6OvLxxx/TrFkzzp8/n+bOH25ubpw/fz5fjq3wf/N8BCUmJtKtWzeOHz/O+vXrsxX8JCYncjH6IueijKAzfToXdY7rcdfT7NOoXCMC/QLxq+6HlcU9LqFMiITTiyD0G7h5CGxKQPX3oHL/Qn+LCycnJ1avXk2jRo14+umnqVSpEo6OjvTs2TPHZd35h71169YcjV7/+eefDB06lK1btzJ69Ogc1/tAXLwIP/1kBKNbthg/QDRoAJMnw4svGiOkD5E2bdrg5eVFQEBAnoLS2q61qV2qNosOLMrfoPQOFx94YiuE9IH9o4zL1qsNMfJq1IDRo410/Lix0NLOnUZavtzYxmSCWrWMObl3AtXq1Qt8tFoIIYT4T8tiRPN+sbe3Z/fu3Wzbto3g4GC6devGxIkTAWOgxtfXl6CgIOLi4vD09Eyzb2BgICtWrMBkMuHn58eSJUsynW5WpkwZzp49S4kSJdi9ezedO3dOM+p6P0hQms9OnDhBcHAwwcHBREdHM378eJo2TXt7iCFDhrB+/XoCAgJo3bp1mrxknUzY9TD2XtzL3ktGOnr1KOejzpOkk9Js62zrTHmn8pR3Kk9T96aUdyqPu5M75Z3K4+HkgbvTPVaQ1RqubIOwOXBuiXGLlmL1wGceePg/8FHPvKhUqRJLliyhffv2HDp0iLfeegsHB4ccl1OvXj3s7OyyHZSeOHGC999/nx9//JFSpUrxzTff8Oqrr+bmEO6PsDBj9dvlyyEkxPibV60KH34IL7xg3NbkIWUymXjllVf44IMPOHHiBBUrVsx1WS95v8SwjcMIux5GpeLZWxgrR5QJfOZCYizseRssikLl19JuU6VK2r/H1avw55/G323nTvjxR5htXjzJwQEaNjQC1MaN4YknjLmtQgghhHikWVhY0LJlS+rXr0+DBg1YsGBBSp6/vz9dunRhzJgxafY5cOAAoaGhKdPaEhIS8PLyyjQotbGxwcZ8u7769etTsWJFjh8/Trly5QgPD0/ZLjw8nHLlyuXLcUlQmkexsbFs3ryZdevWERwcTFhYGAAVKlQgPj4eX19fXnvtNSZOnIizszPTp09n+vTpvPPOOynBi9aaned3smDfAn449AM3/rkBgJXJipqlatLcozkeTh5G0OnonhJ8Oto45rzByYlw9Q/j/qDnVkBMGFg5QoU+UPFVKP5Yvp2bB61NmzZ8/fXXjBkzJkcLHKVmZWVF06ZN7zmv9OrVq3z88cfMmDEDKysrPvzwQ955551cBcL5KjLSuA3LL7/Ahg1w4oTxfr168NFHxqI6NWrkyyq4hUHv3r0ZPXo0c+bMYcKECbku54VaLzB843AWH1jM6Bb3aaTbZAmPL4JtcfBXf7Asaqw+nRkXF2MhpI4djdfJyRAaagSodwLVSZMgMdHYdvBgeOMNY86vEEIIkQdaaxYtWoSPjw+VK1cu6OYIs2PHjmEymVL+Jvv27cPDw4ODBw8Cxm3zRowYwQsvvJBmv8DAQMaMGcOIESNS3vPy8uLMmTN4ZLCWxZUrVyhevDgWFhacPHmS0NBQKlSoQPHixXF0dCQkJAQfHx8WLlyY6+/cd9FaF3iqX7++LkibNm3K9rbJycn68OHDevLkybpt27baxsZGA7pIkSK6Y8eOeurUqTo0NFRrrXV0dLQeMmSINplM2tXVVX/wwQfaZDLpp59+WifcTtAHIg7oT7Z+oqtOq6oZgy7ycRH94rIX9bw98/Tei3t1fGJ8/hzg7VitzyzVevuLWi8ppvUitA600vrXtlqfWKD17Vv5U08hkZSUlKf9P/74Yw3oq1ev3pUXHBysJ0yYoB0dHbXJZNL9+vXTFy5cyFN92RIfr/XZs1r/+afWq1ZpPXu21mPHat2/v9ZdumjdpInWXl5aW1hoDVrb22vdqZPWU6dqferU/W9fAerUqZN2dXXVCQkJeSqnxfwWusq0Kjo5Ofme2+bkM+MuiXFab2yt9WKT1mdX5L4crbWOjdV6wwatO3Y0/u4ODloPG6b1pUt5K1fkmzz1FfHIkn4hsqsg+kpCQoLu3bu3BnStWrXy/P/ro+Tw4cMFWv+uXbt0kyZNdPXq1XXNmjV1ly5d9JUrV3SLFi30X3/9ddf2dnZ2Wmutvby89JEjR9LkDRkyRE+cODHDepYuXaprW6OrvgAAIABJREFU1Kih69Spo+vVq6dXrVqVkvfXX3/pmjVr6goVKug33ngj0+9NGZ0rYJfOJB4s8IBUPwRB6c2bN/Xy5ct1v379dPny5TWgAV29enU9ZMgQ/csvv+i4uLhM9w/5K0TXbF5TUwXt2s1Vt57fWjtOcNSMQTMG7TvPV8/ZPef/7N13WBRXF8Dh31CkKUUWFLCgIig2DBI1sWBHbNhrLImxRz9jrCkakxgTjTXWaGJXLNgRrBh7F6JGIzawAwoo0ne+PwZUFKXtLij3fZ59gNnZuXfNZuHsPfccOSYhRnNPKjVZlu/skuWjvWXZt5gSiG5UyfLRPkqAmqTBsd4zhw4dkgF58+YXAUNKSoq8bNky2cbGRgbkNm3ayBcvXtT84OHhsrx8uSx/+qksN2kiy1WqyLK1tfK/amY3lUqWq1aV5aZNZblXL1n+7jtZ/vtvWS5Ev0C2bdsmA7Kfn1+errP49GKZScin7rz+pv6qPP+RkPRElgM+lGVfM1l+fCFv10p37pwsd+0qy5KkfCixcKEsZyPAFrRLBB9CZsTrQsguXb9WYmNj5ebNm8uA3L59exmQZ86cqdM5FGT5HZS+LDY2Nr+n8FY5DUpF+m4W4uLiKFGiBAkJCRQtWpTGzRozfNxw3Ou5Y1bcjOiEaB4nPGbFxRVEJ0RnuD2Ie8C1R9cIjw1H3VgNQIQUQVRCFD2q9qBu6bo0KNsAR0vH3E0u+QnE3VRatzy9mfZ92s9PriptWwwtoExncOwOto1AT18z/zDvMQ8PD4yNjfn777/x8fFh9+7djBkzhuDgYCpVqsSGDRueF0TKs4QEJc3W3x/271eK3QBYW7/ofdmwodLHsmTJjLcSJbTSA/Rd07JlS+zt7Vm9ejXt27fP9XU6uXZi2K5hfHvgW1Z3WJ11peq8MCwK9f0gwB0OtYcWJ6FIHtNu3dxg3TolTXvoUBg0SKnqu2SJaDMjCIIgZOnevXu0atWKkJAQli5dSr9+/WjVqhXfffcdXbp0wd5es239BOFlIijNgqmpKVZfW5Gsn8wz+Rnbkrex7eE28Mv8fAM9AyyNLbE0tsTG1IZ6ZepRwaoCTsWdqFC8AtVsq1HMKAf7DhMilT2gcTeVwPPZSwFoUsZqu+gbg5mjciteC+y9wM4L9I1y89QLLSMjI+rUqcOOHTu4cOECe/bsoVy5cqxbtw5bW9u8B6QxMUoQunmz8jUuDooWVYLPgQOhSROoVk1UV80mAwMD6tat+3w/RW5ZmVgxtclUxuwdg+s8V+Z5z6Oja0cNzTITpg5QbyPsawRHP4GGW5WCSHnl7KzsKV68GL76SqncO306DBjw3uwlFgRBEDTr8uXLeHl5ERkZyfbt25/3nZwzZw5VqlRh9OjRrF69Op9nKWhaYGAgY8eOzXCsXLlybN68WedzEUFpFiRJommVphTRL/I82LQytnr+/as3U0PTvPccVafC/b1wbQnc2QrqZOW4vqnS+9C0rNJmIj0ANXMEs7JKr1DxR6dGNGjQgMmTJxMVFcWsWbMYNGgQRkZGBAUF5e6Cd+7Atm1KJdwDByA5WVnt7NVLKT7UqBEUKaLR51CYODs7s3XrVlJSUjDIQ4/VkXVH0qhcIz7d+imdNnSik2snfm/5OyWKvrmPV57Y1gP32XB6KPwzGapP0sx1JUn5gKNFC+jfX1k1PX5cWTXVF9kSgiAIwgtHjhyhbdu2GBgYEBQURK1atZ7f5+TkxNixY/nhhx/4/PPP8fT0zL+JFhCyLOf9b/0CokWLFrRo0ULj11UydXNGBKXZsKL9Ct0MFP8AQhfCtT/hWZjSK7TiUCX9tlhFMFKJoFNHhg8fTokSJejRoweWualmGh8Px44pAWhgIJw6pRyvWBFGjFAC0Tp1xGqohjg7O5OSksLNmzdxcspbSxe3km6c6H+C6UenM+ngJPbf2M9sr9n0rNZTO7+EKg6GR6fhwvdK9etSbTV3bUdHJT184kT44Qfl/WPJEvG6EwRBEADw8/OjR48elClThoCAAMqXL//aOePGjWPlypUMHTqU8+fPY1iItw4ZGxsTFRWFtbX1exOYaposy0RFRWFsbJyjx4mgtCCI+Rcuz4AbK0GdBCWbwQfTwaGtSL3NJ9bW1gwZMuTFAVmGhASKPHqk7PuMjVXScGNjX9xiYuDxYyUAPXECkpKUP/49PGDKFPDxgUqVxAcLWuCc1t/zv//+y3NQCmCob8j4+uPxqeTDZ9s+45PNn7D2wloWtV5EKfNSeb5+BpIEHvMh+h840h0++A2cBmrudSJJyj7Tl7/+8YcITAVBEAq5uXPnMmLECOrUqcO2bdtQqVSZnmdqasqcOXNo27Yts2fP5quvvtLxTAuOUqVKcfv2bSIiIvJ7KiQkJOQ48NMVY2NjSpXK2d9LWQalkiQZA38DRmnnb5RleaIkSauBWkAycBIYKMtysqR8bDAb8AaeAX1lWT6bo1kVBuoUuLcbrs6HuzuV/aDl+0GlkWDunN+zK1xkGa5fh8uXlb6e168rt/BwJdBMDz5TUvgoq2sZGyt7+EaMAE9PqFcPzHPRT1bIkZeDUu/0vp4aUNmmMof6HeL3k78zYf8EqsyvwrRm06goa7hnm74xNNwGx3orPUzDNkDtpUq6vqZMmqS81tNXTBcvFoGpIAhCIaRWqxk7dizTp0/Hx8eH1atXY2pq+tbHtGnThtatWzNp0iRatmxJlSpVdDTbgsXQ0JBy5crl9zQACAoKombNmvk9DY3JzkppItBYluWnkiQZAoclSdoFrAZ6pZ2zBugPLABaAhXTbrXTjtXW9MTfSbIMj88pK6K31kDCQzCygWrfKyl8xjb5PcPC4ckTZSXz+PEXt6ioF/ebmUH58lCmjBJgmpuDhQWYm/Pf/fs416r1/OeX78PcXOwLzSfW1tZYWVnxX3r1Yg3S19NnRJ0RtHFpQ/9t/Rm4YyA1LWuy0W0j5a1eT3PKNRM7aLRb2Ut+dhT4V4Wa09JWTTUQPEoSfP+98j7044+QmgoLF4KRyMYQBEEoLBITE+nbty/r1q1jyJAhzJkzB/1s1hpYuHAh7u7utGvXjpMnT1K8uBar1AuFTpZBaVpPmadpPxqm3WRZlv3Tz5Ek6SSQvkbbDliR9rjjkiRZSpJkJ8vyPc1O/R2REgcPDsL9PXAvAGIvg14RcGgNjp+AvTfoi0BGq+7dg8OHX9zOnwe1Wvkj3dUV2rWD2rWhenUlGLWxeWPq5N2gIJzFJv8CR5IknJ2dtRKUpitvVZ59vffxx9k/GLlrJNUWVGNK4ykM+3AY+ppqtSRJ4PQ52LWAE/3h1JCXVk018Mlsegqvvr4SoJ4/D2vXKmnlgiAIwnstOjqa9u3bExQUxNSpUxkzZkyO9kU6ODjg5+eHp6cn3bt3Z+fOnXkqLigIL5OyUx1JkiR94AzgBMyTZXnsS/cZAieAEbIsH5IkaQcwVZblw2n37wPGyrJ8+pVrDgAGAJQoUcJ93bp1GnpKOff06VOKFi2ap2voyUkYp9zHOPUuJil3MU69R7Hkq5gnXUSPFFIpQoxRdSKM6xNh0ogUvRy0hRGyTUpNxSgiAouQECxCQrAMDsb09m0AUo2Nia1cmZhq1YipWpXYypVJzeF/d028VgTtmDJlCsHBwfj6+mp9rJuPbrLwzkJOPDpBFfMqjHYeTVkzDfcClWXsnvlTIXY+EmqumQ/krmlbzayaAtbHjuHyyy/oJyYSOmwY97y9xX5nLRDvGUJmxOtCyC5NvVYePnzIuHHjCA8PZ8yYMTRr1izX19q5cyfTp0+na9euDBo0KM9zE3LnXXwfadSo0RlZlmtldl+2gtLnJ0uSJbAZ+EKW5Qtpx/4A4mRZ/l/az9kKSl9Wq1Yt+fTpN96tdUFBQVmXuJZlSHgAT69nfou/k/F8fVMwrwQlm4Bdc7Cpp+wbE7IvIkLZ2/n4cda3R4+Ur0+fvni8pSXUr6/0/6xfH2rWhDxWjMvWa0XIFz/++CPffvstcXFxWe6NyaugoCAaNmzI6n9WMyJgBIkpiVwZdgUHcwfNDxYXBicHwL1AsPWEOkuhqIbShu/ehd69Yd8+6NQJZs6EHBYmEN5OvGcImRGvCyG7NPFauXnzJvXq1ePJkyf4+fnRpEmTPM9r2LBhzJs3j5UrV9KrV6+sHyBo3Lv4PiJJ0huD0hytucuyHC1J0gHAC7ggSdJEwAYY+NJpd4DSL/1cKu3Yu0mdArtqwtNrkBqf8T4TByhWAeyagVl55Q/F9JvoGZpzycnK/s7AQAgIgDNnMj/PxASKFwcrK+VWtiy4ub342dYW6taFatVEIZdCxMXFBYDQ0FCqV6+u9fEkSaJX9V542HtQaV4l/jr/F980+EbzA5mVAc9dcP1POPsl7KwGbr+A85C8r5ra28Pu3TB9Onz9Nfj5gZeX0tu0des8f4gjCIIg5L9Vq1Zx584dzp8/T40aNTRyzZkzZ3LhwgX69+9PlSpV3quCO0L+yE71XRsgOS0gNQGaAb9IktQfaAE0kWVZ/dJDtgHDJElah1LgKOad3k+qZwDF3ZU2LS8HnUUdxcqnJsTGKgHoli3g769UutXXV4LKH3/MGGym30RhFiETL1fg1UVQms5F5UKTck1YcnYJ4+uN19z+0pdJElT4DEo2V1ZNz3wB4RuVvabFKuTt2np6MGYMdOkCf/6p3Dp0UD7c6dMHPvsM0gJ+QRAE4d0TEhJChQoVNBaQglKFdsOGDZQqVYo1a9aIoFTIs+yslNoBy9P2leoB62VZ3iFJUgpwCziWtknaT5blyYA/SjuYUJSWMP20MnNdqrssv2fwfnn4ELZuhc2blbTBpCSluFDHjtCqFTRurKTeCkIOpPcnvXLlis7HHuA+gK4bu7Ln+h68nLy0N5BZafD0h+vL4Oz/wL86uE0F56F5XzV1dFSKIE2cqGQrLFmipPNOm6akv/fvr6T4ajk1WhAEQdCs4OBgjQak6WxsbLC1tSUyMlLj1xYKn+xU3w0BXvv4Q5blTB+bVnV3aN6nJrw3UlPh1i3Ytk0JRA8fVqrflisHw4aBjw989JGyQioIuWRmZkapUqW0WoH3TXwq+WBjasPiM4u1G5RC2qppP2XbwIkBcGa4sqfdbapmrq+vD97eyu3+fVixQglQ+/SBL76AHj2UAPWDD8QWBUEQhAIuLi6Oq1ev0qNHD61cX6VSiaBU0AhRx1nIudRUpa9nRMSL28OHmX8fEaGcq07L8K5WDb79VkkPrFZN/FEraJS228K8SRH9IvR168uMYzO49+QedsXstD+oaSnw3AknPoN/p0PZbmDlptkxSpZUUntHj4ZDh5TgdNkypb+pm5sSnPbsKTIbBEEQCqiLFy8iy7JWVkpBCUojIiK0cm2hcBFBqZC5lBQICoIdO+DOnYzBZlSUUo04M8WLK6m4trZK78P69ZXv7eygWTNIS7EUBG1wdnZm/fr1+TJ2/w/6M+3oNP46/xcT6k/QzaCSBDWnw92dyqpp82OgrT2tDRootzlzlN6mS5YomQ4//gh79kDVqpofVxAEQciT4OBgAK0FpTY2Nty4cUMr1xYKFxGUCi+o1XDkCPj6woYNShBqagplyiiBZuXKSnsVG5sXgefL31tbg2iiLOQjZ2dnHj16RFRUFNbW1rod29qZRo6N+OPsH4yrNw49DfUTzZJRcfhgJhztCVfng8sX2h3P0hIGD1Zux48re8E9PZUqvh98oN2xBUEQhBwJDg6mWLFilC2r4V7aaUT6rqApIoIo7FJSlLS8TZuU/Z537yotV1q3hm7doGVL5WdBeAe8XIG3bt26Oh9/gPsAum/qzt7re2leobnuBi7bHa4vh+CvoXR7JbVXF+rUgb//hiZNlAJlu3YplbMFQRCEAiEkJITq1aujp6UWeSqVipiYGJKTkzEUbcSEPBBNHAuj+HglLffzz5W02saNlTYQderAmjXKCun69cq+TxGQCu+Ql4PS/NC+UnusTaxZfGaxbgeWJPhwAcgpcHq4bseuUEEJTG1slBT9Awd0O74gCIKQKVmWCQkJ0VrqLihBKSBWS4U8E0FpYfHwISxdCu3aKWm2bdrAunXQtKmSqhsRoayWdu8ORYvm92wFIVccHR0xMDDIt6DUyMCIvm592XplK/ef3tft4EXLQ7WJcHsz3N6q27HLlFEC07Jllaq9IjAVBEHId2FhYcTExGi1d7eNjQ0gglIh70RQ+j578AAWLFBWQu3slEqZ58/DZ58pfQgjI5WCJZ06gZlZfs9WEPLM0NCQ8uXL51tQCvD5B5+Tok5hydkluh+80pdgWR1OD4PURN2ObWcHBw8qK6ft28OlS7odXxAEQchA20WOQKyUCpoj9pS+y2RZCSxv3379FhqqFCFRq8HFBSZMUAqS1Kgh2rAI77X8aguTzkXlgndFb6YdncZA94HYmNnobnA9Q/jgN9jfDG4sB6cBuhsbQKWCnTuVrQDe3sp7UMmSup2DIAiCAChBqSRJVNVidXQRlAqaIoLSgu7OHTh5MvPA884dSHxlNURfH+ztoXRp+Ppr6NIFqlQRgahQaLi4uLBv3z7UarXWCjtkZXqz6VRbUI3vDnzHgtYLdDt4iSZg/SFc+gXKfwp6On6bL1tW2bPeoIFSMC0oSGwJEARByAchISFUqFCBolp8DxZBqaApIigtaGQZLlyArVthyxY4c+bFfUWKgIMDlCoFtWsrX1+9lSihBKaCUEg5OzsTHx/PnTt3KF26dL7MobJNZYZ4DGHeqXkM8RhCtRLVdDe4JEGVCfC3D9zyhXI9dTd2Ond3pbVUu3bKPvUtW8T7kiAIgo4FBwdrNXUXXgSlERERWh1HeP+JoLQgUKvhxIkXbVmuX1eO16kDP/+stFsoW1ZJjcunlR9BeFekV+C9cuVKvgWlABMbTmRVyCpGBo5kzyd7kHSZreDQBiyqwKWfwbE76Kpn6stat4a5c2HoUBg+HH7/XWRsCIIg6EhcXByhoaH06tVLq+MYGhpiYWEhVkqFPBMRTn5JToZ9+5Q/2EqVgo8+gjlzwNkZFi1S+oUeOwbjxoGHB9jaioBUELIhv9vCpLM2tWaS5yT23djHjv926HZwSQ9cx0PMRbizXbdjv2zIEBg1CubPh2nT8m8egiAIhcyFCxeQZVnrK6WgrJaKoFTIKxHl6FJcHPj5Qe/eSppt06bw119Ks/lVq5S2LLt2wYABSiVLQRByzM7ODjMzs3wPSgEG1xqMi7ULo3aPIik1SbeDl+2qtIm5OEXZFpBffv0VunaFsWOVPsiCIAiC1qVX3tVmO5h0IigVNEEEpdr24AEsWQJt2yrptx07KtUp27ZVUnUjI5W03Z49wcIiv2crCO88SZLyvQJvOkN9Q2a0mMHVR1eZd3KebgfXMwDXsRB1Eh7s0+3YGeahB8uXQ8OG0Lev6GEqCIKgAyEhIZibm+Po6Kj1sWxsbERQKuSZ2FOqCc+eKZVwX66Ke/s2nD2rtESQZWVP6Oefg4+PUpXSQPzTC4K2ODs7c/r06fyeBgDeFb3xcvLi+4Pf82nNT7Ew1uGHT+X6wD+TlNXSkk11N+6rjIyUD+Hq1VPeAw8fhmo6LP4kCIJQyAQHB1O9enWd1DNQqVScP39eq2OkqlM5e+8siamJmBqaYmJggomhCfqSPompiSSmJJKQkoCMjFtJNwx0XXleyDPxXywrajVcvvx6wPny7dGj1x9nZQUVK8L33yurotWriyIfgqAjzs7ObNiwgaSkJIoUKZLf02Go61ACQgNYHryc4bWH625gfSOo9BWcGwURx8Cmru7GfpWVlbI9oW5daNlSaXVlb59/8xEEQXhPybJMSEiI1oscAahlNdYqayIjI5FlWaNBsFpWczT8KOsvrmfDxQ3cj7ufrcd9XPpj1nRcQxmLMhqbi6B9IijNDjc3pTBROltbpTiRoyN8/PHrbVkcHMDMLN+mKwiFnbOzM2q1mrVr19KnT5/8ng7B/sFwG2YdncWwD4ehp8tquE4D4J+JcP2v/A1KAcqUAX9/5X2za1fYvx8MDfN3ToIgCO+ZW7duERsbq/UiR5ciLtFiVQsiikaQ2CuR3pt6U92uOo6WjhjoGaAn6aEn6SFJEkmpSSSkJBCfHE98SvzzrxmOvfLzpYhL3H1yF2MDY2qZ1+L+ivvwDHw6+9C5e2cSUxNJlVMx0jfCyMAIYwNjwmPCGbdvHG4L3fir3V+0q9ROq/8GguaIoDQrenqwfj1YWysBp729koomCEKB1a5dOz766CP69u3LhQsX+PnnnzHIx5T5sLAwOAk3St1g3/V9NKvQTHeDGxYFh9Zwewt4zFf2muanGjVg8WJlH/0338Avv+TvfARBEN5h0dHRrFmzhu7du2NlZQW8KHKkzaD0xuMbNFvZDLWs5uOiH7M/aT+B1wNZdXFVjq5jqGeIiaEJxgbGz1Ny079+XPpjOlTuQGvn1kydPJVjl47Rr18/lkxdglm4GX/++Wem2VDNKzSn26Zu+Pj68MWHXzCt2TSMDPL2t3tqaiqpqakFIvsqM/fv32fixInMmDEDs3d0YUwEpdnh45PfMxAEIQeKFSvGgQMHGDlyJNOnT+fs2bOsW7cOGxubfJlPWFgYXIRinYrx+6nfdRuUApTuCLfWQcQhKNFIt2NnpkcPOHRIqcz78cfKFgdBEAQhx3777Td+/PFHvv32WyZNmsSgQYMIDg5GkiSqVq2qlTHvPrlL05VNiU+O52Dfg9w4cYP9X+3H/5Q/FapU4HbsbdSyOsOtiH6RTINPfT39bI158OBBPvjgAxYvXky5cuX4+uuvefjwIZs2bcLIyIiIiAgiIiKIjY2lbt26HP30KGP3jmX2idls/2877Vza4V3RmwZlG2BsYJyj5/vo0SNatGhBsWLF2L9/f27+ybQqNjYWb29vrly5wuDBg3Fzc8vvKeWKCEoFQXgvFSlShHnz5uHh4cGgQYOoVasW27dv10l5/FeFh4dDKlRJqML2K9u5GX0TR0tH3U3AviXom0DYpoIRlALMnKnsK+3TB86dU7ZDCIIgCNkmyzJr1qyhVq1amJubM3z4cObNm4exsTFOTk5aWTGLehZF85XNefD0Aft676NaiWo8UT0BIDIyklomtbAysdLomPHx8Zw8eZLhw4cjSRITJkzA3t6e/v37o1KpSErK2HJtypQpjB8/nlles2heoTlzT85l4emFzD4xG1NDU5qUa4J3RW9aOrWkrGXZt44dGRlJs2bNOH/+PMbGxqSkpORr5tWrkpKS6NChAyEhIWzfvv2dDUhBtIQRBOE917dvX44cOUJcXBwTJ07MlzmEhYUBYBFqgZ6kx4JTC3Q7AQMzJTC97QeyWrdjv4mxMWzYoFQn79IFEhPze0aCIAjvlOPHj3P9+nWGDRvG3r172b59O6Ck72ojdfdJ4hNarm5J6KNQtnffTu1StQGl+i6gtbYwx48fJykpiYYNGz4/1rdvX/bu3cuQIUP44YcfWLhwIX5+fnh6ejJr1izi4+MBpQL+rp67eDT2ETu676CfWz/+efgPg3cOxnG2I1XmV2H07tEcuHHgtX7iDx8+pHHjxly+fJm+ffuSkJDA1atXtfIcc0OtVtOvXz/27dvH0qVLadmyZX5PKU8KTqgvCIKgJe7u7tSuXft5cKhLMTExPHmifIp899+7+HT0Yem5pUzynISJoYnuJlK6I4T7QeQxsPlYd+O+Tfny8Ndf0KED9O4Nv/2m7N0XBEEQsrR69WqMjY1p3749kiTRunVrWrRoga+vL+7u7hofb/DOwZy9dxa/rn40Kvci6yZ9a4y2gtKDBw8iSRL16tXLcNzT0xNPT88Mx6ysrGjUqBErVqxg4MCBz4+bGprSyrkVrZxbMVeey5WoK/hf9cf/qj+zT8xm+rHpFCtSjGYVmuHt5E0ty1r0aNODGzdusGPHDlQqFcuWLSM4OJjKlStnPtHUJEBWKt/rwKJFi1i/fj0///xzgSjqmFciKBUEoVCwt7fn7NmzOh83PRB2cHAgNDSU2R6z2fTvJnwv+tLXra/uJuLQGvSKKCm8BSUoBWjfHiZPVtpnbd6spPOOGaO01BIEQRAylZycjK+vL23atMHc3Pz5cUNDQ620gtlyeQur/1nNpIaTaOuSsQ6AhYUF+vr6Wg1K3dzcsLS0zPLchg0b4uHhwfTp0+nfvz/6+q/vWZUkiUqqSlRSVeLLul/yJPEJ+2/sV4LUUH/8/vUDQL+SPhtmbqBJkyYkPfqXLnX1kW+uhRvJoE6G1Hh4cg2eXIHY/yDuBiCDaVkoVhHMnaFoeWX7jKQPkkHa17SbXibHJP0XBQllNcipLzKcDIqCoTkYmrPwzzUE7ljP+JGfMnZYN2V8daIyrn7O9swWFCIoFQShUHBwcODBgwckJydjqMM2JOHh4QA0atSIVatW4VzEmSo2VZh7ci59avTRSWNzQPlFVrI5hG+CD34rWH2Tv/0WPvkEpk2DpUvhzz+hc2cYP16p1isIgiBksHfvXiIjI+nZs6fWx4p6FsWgHYNwK+nGhPoTXrtfT08Pa2trIiIiND52YmIix48fZ9CgQdk6X5Ikxo4dS6dOndi8eTOdOnXK8jHFjIrhVc6Lx8cfc3jpYYiAovWKEl/jGUsu9cYtvjyOcf/gO0wGtsGxbS8erG+iBILFa0LZbiDpwZOr8OQ/uL4cUp7k8pm/3SAVDPoD4E/Y9ueLO1pdBAtXrYypbSIoFQShULC3t0eWZe7fv0/p0qV1Nm76Sml6UHr9+nWGfTiMwTsHc+LOCeqUqqOzuVCmI9zdAY9Og7WH7sbNDkdHmDdPCVBnzYL588HXF1q1ggkT4KOP8nuGgiAIBcbq1auxsrLSyT7CL3Z9QVR8FIG9AjHUz/xDXZVKpZWV0lOnTpGQkJBhP2lWfHx8cHJy4pdffqFjx45v/fD38ePHLFq0iDlz5nDv3j35SlTzAAAgAElEQVRqVK/G5unTaF3biuQrMzF5cpHI2BCWpJYkJLgC/xy8StDBI6BnCHpGYGyrBKKZkWVIegTqpLQVz1RQp7z4/vktBdSv/IykXFfSV77KMqTGkRL/iB8njiYl/jFdu3amWnV3ZWVUz0hJGzZxyOG/cMEhglJBEAoFBwfljfru3bs6DUrDw8MxMDB4vhcmNDSUXj17MXbvWOadmqfboNShrZIqFL6p4AWl6UqWhKlTYexYJUidNUtpG9OggRKcNm9esFZ5BUEQdCwuLo4tW7bQs2dPrffN9PvXj7UX1jLZczI1Sr45c0VbQenBgwcBqF+/frYfo6+vz1dffcWgQYMICgqiUaPXq87funmTpfOmcC5oJU6qBP4aaE+dyi6Yy9eQUkfDaTAwd0H2WEhQvCmT9o4jwvIkyY+SiUqywtraOuuJSBIYZeO8HJj28898vzKMTZs2EVW8ODh7avT6+UlU3xUEoVBID0rv3Lmj03HDw8NxcHCgfPnyGBgYEBoaStEiRelVrRcbLm4g6lmU7iZjVBxKNIawjcqnrgWZlRV88w3cuqUEpteugZcX1KoFmzaBuoBUERYEQdCxrVu3EhcXR48ePbQ6TuSzSAbvHMwHdh8wrt64t55rY2OjtaC0WrVq2QsCX9KnTx9sbW355ZdfIPkJRByD0MU89O/GxTklMA0ox+Saf7B9ZAIzP4EW1VKwsC6F5PQ51F4CzU9Aq0tIFQfSqfonnBt4DjsTO+gJaw6t0fjzzI5Lly4xadIkOnfuTIcOHfJlDtokglJBEAoFe3t7QFkp1aTAwEAqV67M06dPM70/LCyM0qVLY2BggKOjI6GhoQAMrDWQxNREVgSv0Oh8slSmIzy9BtEhuh03t8zMYMQIJShdsgRiY6FTJ3B1heXLRXAqCEKhs3r1akqXLp2j1cOcik+Op/+2/jyOf8yydsvemLabThsrpcnJyRw9ejRHqbvpjI2MmD3Oi/EegbDBHPZ8BCcHYnrfl2dPorieXJ3oCpOg8T7o8EC5NdkL7rOgwmeg+jBDWq6tmS07Ou+AJzAmeAwn75zMMN7Ze2fp5deLlqtbMuv4LK5EXkHW4Ie/qampfPrppxQrVozff/9dY9ctSET6riAIhYJKpcLQ0FDjK6Xz5s3j8uXLhISE8FEm+x7Dw8OpU0dJ0a1QoQLXrl0DoHqJ6tQtVZdFZxbxvzr/013Bo1I+cGqwksJr9Q4VETIygs8+g759YeNG+Pln5fsLF5QCSYIgCIVAREQEgYGBjBo1Cj097awt7bu+j4E7BnLt8TV+a/4b1UpUy/IxKpWKqKgo1Gq1xuZ15swZ4uLichaUqlMhfCNcmkq3Eue5bSjx41Z9ToamEJlcko59vqT/sAFYWFjkeD7VylXDxt+GhG4JtFjVgn299xH1LIpfj/7K3ut7MTcyx66oHSMDRzIycCTlrcrTrHwzHIo5YGFsgaWxJRZGFlgYW7z21UDv7SHZ7NmzOXHiBGvWrMHW1jbHc38XiKBUEIRCQU9PDzs7O40GpdHR0QQEBABKWs2rQalarSY8PJzOnTsD4OTkxPHjx5FlGUmSGOg+kL5b+3Lw1kE8HT01Nq+3MrYFmwYQtgGqff/u7c/U14euXaFLF/jiC5g+HcqWhWHD8ntmgiAIWrdhwwZSU1O1krob9SyKr/Z8xbLzy3Aq7sT+3vsz9CN9G5VKRWpqKtHR0RQvXlwj80nfT9qgQYOsT1anwq21cGGyUv3W3AVq/4mv3312hm1j6MihdO3aNc/V92tWqMmdA3d40vkJH/7xIalyKnZF7fi16a8MrDUQcyNzbjy+QUBoAP6h/qy9sJbYxNgsr2tmaJYhSK1iUwWfSj40Ld+Ue+H3+Prrr2nbti3dunXL0/wLMhGUCoJQaDg4OGg0fXfLli0kJycDSlD6qocPH5KcnPy8sJKTkxMxMTFERUWhUqnoUqUL/wv8H4vOLNJdUApQrhec6A8P/4YSOU+LKhAkCWbPhtu3YfhwcHBQep4KgiC8p2RZZtmyZVSpUoXq1atr9LrrLqxjRMAIHic8Zny98Xzb4FtMDE2yfQ0bGxsAIiMjNRqUVq5c+e0rg7Ja+ZD1n0kQexksq0O9DVCqPejpM2o0jBo9XiPzAahRowZBs4MI2RzC10Ff09KpJb2q98LIwOj5OeWsyjHYYzCDPQYDkJyaTExiDDEJMc+/RidEv/FYdEI0Gy5tYOm5pRQtUhSHZw4kVk6k1ze9uPDwAtam1libWKOW1cQnx5OYmkhiSiKJqYnYFbXLMtW6oBJBqSAIhYa9vT0XL17U2PV8fX1xdHTEysoq06A0vR1MmTJlACUoBaUCr0qlwsTQhD41+jD/1HwivCKwMbPR2Nzeqmx3ODcG/pv77galoKyarlkDjRtDjx6wfz/UrZvfsxIEQdCKTZs2cerUKRYuXKixLR+3om8xeOdgdoXuwsPeg71t91K9RM4DXpVKBShBqbOzc57nlZKSwuHDh9/eh/XeHjg3CqL/UXpz1tsApTu8uUWLBtSoUYOkpCSSHyazscvGbD3GUN8QlakKlakq2+MkpSax/8Z+/C75sfTIUuR2Ml38u7x+4t8Zf7w45CKuNqJPqSAIQoHm4ODAnj17NHKtqKgo9u7dy5dffsndu3efpxm9LDw8HCDDSikoQWn6PtOB7gOZfWI2y84vY/THozUytywZmILT5/DvNIgLA7MyuhlXG0xNYft2pY9pmzZw9Cho4A8iQRCEgiQhIYHRo0dTrVo1PvvsszxfL1WdytyTc/lm/zcAzGoxi2EfDkNfTz9X10sPSiMiIvI8N4Dz58/z5MmTzPeTJj+Bc6MhdBEUdYKPVkOZrpDLuedEjRpKLYaQkBCqVq2a4T5/f3+Sk5Np165dnscpol8ELycvpGsSf0z7gxkrZ1DjoxpEPYsiKj6KyGeRXLt+DRcnF4z0jTAyMMJI34iSRUvmeez8IoJSQRAKDQcHB2JjY3n69ClFixbN07X8/PxISUmha9euBAYGsmrVKmJjYzE3N39+zqsrpeXKlUOSpOfFjgAq21Smfpn6LDqziFEfjUJPi5/wZlBxiBKUXp0PblN1M6a22NjArl3KKmnLlkpgWqJEfs9KEARBY2bMmMHNmzfZt28fBgZ5+/M9+H4wn2//nFN3T+Fd0Zv53vMpa1k2T9d8eaU0r2RZZt26dQCvB6UPDsLxfhB3Eyp/BdV/AH3jPI+ZXS4uLhQpUoTg4OAM+3rj4+Pp3bs35ubmGglK0y1fvhwrSyuGdBqCkZFRhvuC1EF41vPU2Fj5TbSEEQSh0NBkWxhfX1+cnJyoWbMmrq5Kqszly5cznBMeHo6pqSlWVlYAGBkZUbp06edtYdINdFeqHO6/sT/P88o2szJKJd7QPyDlme7G1RYnJ9ixA+7fB29vePIkv2ckCIKgEXfv3mXKlCn4+PjQuHHjXF8nPjme8XvH477YnVsxt1jbcS07uu/Ic0AKGfeU5sXNmzdp0aIFv/32Gz4+PtjZ2Sl3JD+FMyNhXyMlPbfp31Bzmk4DUgBDQ0NcXV0JDg7OcHzlypVERUVx48YNHj16pJGxYmJi2Lx5M927d38tIH0fiaBUEIRCw8HBASDPFXgfPXrEgQMH6Nq1K5IkPQ9KX91XGhYWRpkyZTLs/XFycnotKO3o2hFrE2sWnVmUp3nlmPNwSHoEN/OnEbjG1a4N69dDcLDSyzQpKb9nJAiCkGcTJkwgOTmZ6dOn5/oa+2/sp/rC6kw9MpXeNXrz79B/6Va1m8b2ppqammJiYpLroFStVjNnzhyqVq3KsWPHmD9/Pps2bVLuvL0VdrrClVlKlo93MNjW08i8c6NGjRoZglK1Ws3MmTOfZ2CdPXtWI+OsX7+ehIQE+vbtq5HrFXQiKBUEodBIXynNa1D6999/o1ar6dq1K6Ck5RoZGb0WlIaHhz/fT5ous6DU2MCYfm792PzvZnZf252nueWIbQOlUuF/c0CDTb7zVatW8McfsHs39O///jwvQRAKpcuXL7N8+XL+97//UaFChVxdY0XwCpqsaALAvt77+LPdnxQ30UyF3JepVKpcBaWXL1+mfv36jBgxgvr163Px4kUGDx6MXnw4HGwHf/tAEUtodgQ8fgcDM43PPSdq1KjB/fv3efjwIQABAQFcvnyZKVOmAJoLSpcvX07lypWpVauWRq5X0ImgVBCEQkNT6bsHDhygcuXKz4scGBgY4OLi8saV0pc5OTkRGRlJTExMhuPfNPiGqrZV6eDbgdN3T+dpftkmSeAyXKlc+PDvrM9/V/TrBz/8ACtXwnjNtQIQBEHQJVmW+f333ylRogRff/11rq7xKP4Ro3aP4uPSHxMyKITG5XKf/psVlUqVo0JHycnJ/Pzzz7i5uXH58mVWrFiO//p5lEkJghOfww5XuL8X3H4FrzNg81GW19SF9HY8ISEhgLLf18HBgUGDBuHo6MiZM2fyPEZoaChHjhyhT58+GlvNLuhEUCoIQqFRrFgxihUrlqeV0rt37/LPP/88T91N5+rqmiEoTUpK4sGDB6+tlKZ/0v1ysSMAC2MLdvXchY2ZDd6rvbkadTXXc8yRsj2gSHFltfR98vXXMGgQ/PKL8r1YMRUE4R2QmJjI3r17+eqrr6hatSoXL17kp59+ylBELye+O/Adj+IfMc97Xo76juaGjY1NtldKz507R53aH7JmwQTmDnflzvoGfFJ0AtL2CnC8D4RthFLtoPUlcB0NegWn92Z6Bd7g4GCCg4PZt28fw4cPx9DQEHd3d40EpcuXL0dPT49evXrl+VrvClF9VxCEQsXBwSFPK6UbNmxAluXnqbvpXF1d8fX1JS4uDjMzM+7cuYMsy5mulILyKegHH3yQ4T67Ynbs7rWbj//8mBarWnD0s6PaL+9uYAJOA+DfXyHuFpjlveBFgSBJ8PvvoFbDlCnw8CEsWAB5rFopCIKgadeuXSMgIICAgAD279/Ps2fPKFKkCA0aNKBZs2b069cvV9c9f/88C04vYEitIdQoWUPDs36dSqV67QPXDFKTSLx/lAO+k0m5d4C9QySsTAHOQexDsK0PNvWVrxZVtNpvNC9UKhX29vYEBwcTEhKCmZkZn3/+OQDu7u5s2rSJ6OhoLC0tc3V9tVrNihUraNas2fNaGIWB+O0sCEKh4uDgkKeVUl9fX8qXL0+lSpUyHHd1dUWWZS5fvoy7u/vzdjBvWil9dV9puorWFfHv6Y/nMk+8VnlxsO9BLIwtcj3fbKk4GC7/Bsf6QqMA0H9Pqvzp68PChWBrCz/+CJGRsGYNmGh3tUAQBOFtnj17RlBQEAEBAezatev574Py5cvTr18/WrZsiaenJ2ZmZgQFBaGnl/PgTJZlhvkPo7hJcSY3mqzpp5CpTPeUpsQrmTh3A0iNOIaRnIhXSbhXzBxT53ZQqqkShJo5Kh8mviNq1KhBUFAQ9+/fZ9CgQc+r7Lu7uwPKvtLcVko+ePAgYWFhTJ36jrdry6GC+RGEIAiCltjb2+c6KA0LC+PYsWM0atTotftercAbHh4O8NpKqZmZGXZ2dm/9NLmWfS38uvpxMeIiPr4+JKQk5Gq+2WZWBmr/BQ+D4FhvkNXaHU+XJEnZXzpnDmzZAl5eEB2d37MSBKGQCQ8PZ8aMGTRv3pzixYvTqlUrlixZgouLC3PnzuXq1atcu3aN33//nVatWmFmlrdiPqv/Wc2R8CNMbTIVKxMrDT2Lt1OpVMTExJCcnKwciDgKu9zg/DjCrl9irn8iA1epOGC1DrvPYzBqsALK94ai5d6pgBSUfaXh4eGkpKQwYsSI58fTg9LcpvDKssyCBQswNzfHx8dHI3N9V4iVUkEQChUHBwfu3buHWq3O8afP69evB8g0KHVycsLAwOB5UJq+UlqqVKlMz33TSmm65hWas6zdMnpt7sUnmz9hXcd16Ovp52i+OVKuJ8TfhfNjwMQB3Gdob6z88MUXoFJBnz7QpAns2we5TK0SBEHIiaNHj9KqVSuio6NxdXVl6NCheHl5Ub9+fYyNNd9nMzYxltF7RuNh70G/mrlL/c2N571KH4Rh92AeXJmFbFqaz1aV5q9d4QwbNozp86dQrFgxnc1JW9L3lfr4+GSoimxtbU3ZsmVzFZTKssyECRPYsGEDX3/9NSaFLKtHBKWCIBQq9vb2JCcnExkZia2tbY4e6+vri7u7e6Z7PAwNDXF2ds6wUmptbY2pqelr51aoUIHdu7Nu/dKzek8exj3ky91fMsJsBHNbztVuFb7KX8Gz23BlJpiWgspfam+s/NC9O5ibQ/v2yorp7t3Kz4IgCFoSGBhIhw4dcHBw4NixY69t/dCGSUGTePD0Adu6bUNPh/syVSoV9Vyg+PHGkBQGFQez8Wot/tr1Gb6+vnTp0kVnc9G2hg0b4uLikmlV5A8++CDHQaksy3z77bdMnTqVAQMGMHmyblKuCxKRvisIQqGSHlDmtNjRtWvXOH369GsFjl72cgXezNrBpHNycuLu3bvExcVlOe7IuiMZ/dFo5p2ax0+HfsrRnHNMksB9JpTpDOdGwc212h0vP7RqBevXw5kzyvfZ+G8gCILwNlOmTKFLly7s3LmTlJSU58fXr19PmzZtcHZ25vDhwzoJSOecmMPM4zMZ4D4ADwcPrY/3XPIT6hqs5tB3oE5Nhib7wWM+8xavoHz58nTq1El3c9EBe3v75zUkXuXu7k5oaOhrrd/eZtKkSfz000/079+fBQsW5Gof8buu8D1jQRAKtfSgNKf7StNTd9/2Sa+rqyvXr18nPj6e8PDw14ocpUuvwHv9+vVsjT216VR61+jNtwe+ZcnZJTmad45JelB3Bdg2UMry39+v3fHyg48PrF4NR49C27YQH5/fMxIE4R317NkzfvrpJzZu3Ejr1q0pW7YsEyZMYNq0aXTr1o06deoQFBSU48yc3Jh9fDYjAkbQvlJ75rTUYZuve3vAvxr2z7Yyaxfskn6BEo34999/OXjwIAMGDChUQdbLxY6yY/LkyUyePJlPP/2URYsWFap/q5cVzmctCEKhZW9vD+Q8KPX19aVOnTqULfvmlilVqlRBrVbz33//ZblSCq/3Kn0TPUmPJW2W0NKpJQN3DGTr5a05mnuO6RtDgy1QzBkOtYfHwdodLz906QLLl8OBA9CuHQQHi16mgiDkWGBgIM+ePWPnzp34+flRs2ZNfvnlF8aMGUPLli0JCAjAwkLLFdSBmcdm8r/A/9Ghcgd8O/lSRL+I1sdEnQInB8KB5qBvzGP3bYxcBfcjnwCwePFiDA0Nc93S5l2Vk2JHP/30ExMnTqRPnz788ccfhTYgBRGUCoJQyJQsWRJJknKUvnvlyhWCg4PfmroLLyrwHj9+nJiYmDeulGbVFiYzhvqGbOi8AQ97D7pt6sbhsMPZfmyuFLFS2sMYmkNQS6WH6fumVy9YsgT27wc3N3Bygq++UlZQ1e9RBWJBELRm48aNWFtb07RpU9q3b8+OHTsIDw/H19eXLVu2ZFpXQNNmHJvBl7u/pGPljqzruA5DfUOtj4ksw+mhELpYqUfQ8jzFyrcAIDIykvj4eJYvX06HDh10skpckNjY2FC6dOksg9KpU6fyzTff8Mknn7B06dJCHZCCCEoFQShkDA0NsbW1zdFKqa+vL5Ik0blz57eeV7FiRfT19QkMDARebweTztLSEnt7e06dOpX9iQNmRczY0WMHZS3K0mZtGy48vJCjx+eYaSnw3AUpz+CAFyQ+0u54+eHTT+HOHVi8GFxclNYxH38MDg4waJBSDCkpKb9nKQhCAZSYmMj27dvx8fHB0PBFIGhvb0+XLl0yHNOWFcErGLV7FJ1dO7O241rdBKQAF35QAlLX8VBzGugbY2hoiKWlJZGRkWzYsIHHjx8zcOBA3cyngHF3d39rUDpt2jTGjx9Pjx49+Ouvv9DX12J1/XeECEoFQSh0HBwccrRS6uvrS7169TKtuvsyIyMjnJyc2LdvH8AbV0oBvLy82L17d4aiGNmhMlUR2CsQU0NTvFZ5ERYTlqPH55hlVWiwFZ5eh7/bKo3Q3zclSsDnn4O/P0REwJo1UL8+rFoFLVqAra2yqurnJwojCYLw3J49e3jy5AkdO3bMl/GvRl1lyM4heDp6sqbjGt0FpKF/wD8ToVwfqJGxAJ9KpSIyMpJFixbh7OyMp6enbuZUwLi7u3P16tVMix3NmDGDMWPG0K1bN5YvXy4C0jQiKBUEodCxt7fP9krphQsXuHTpUpapu+lcXV2JjY0F3rxSCuDt7U10dDTHjh3L1nVfVtayLAE9A3ia9JQWq1oQ9Swqx9fIkRIN4aNVSiP0oz1Anard8fKThYXSOmb9eiVA3bYNOnSAXbugY0ewsVEKJa1YAU+f5vdsBUHIRxs3bsTCwoImTZrofOyk1CR6+PXAyMCIle1XYqCnoy6Pt7fCqUFg1xJq/6FUbX+JjY0Nhw8f5ujRowwcOFC7bcwKsPR9pefOnctwfNasWYwaNYrOnTuzcuVKDAxEd850IigVBKHQyclKqa+vL3p6etkuZ5++r1RPTw87O7s3ntesWTMMDAzYuXNntq77qmolqrG9+3ZuPL7BUP+hubpGjpTpDO6z4PYWODO8cBQFMjGBNm3gzz/hwQNl72n//ko7mT59oE4dJXAVBKHQSUpKYuvWrbRr144iRXRQVOgV3x34jtN3T7OkzRJKmZfSzaAPD8GRblC8FtTfAHqvr8yqVCrCw8MxMjKiT58+uplXAZRZsaM5c+YwcuRIOnbsyOrVq0VA+oosg1JJkowlSTopSVKwJEkXJUn6Pu14OUmSTkiSFCpJkq8kSUXSjhul/Ryadr+jdp+CIAhCzjg4OBAREUFiYuJbz5NlGV9fXzw9PSlRokS2rp0elDo4OLz1F465uTn169fH398/+xN/Rf2y9ZlQfwK+F33Zf0MHrVtchkPl0XB1Plyaqv3xChIDA2jUSNlzGhYG27fDtWvQtClEaXmlWhCEAufAgQNER0fnS+ruvuv7+PXIrwx0H0j7yu11M+iDA0ptATNHaLgDDMwyPU2lUgHQqVMnrK2tdTO3AsjW1pZSpUo9D0rnzZvHiBEjaN++PWvXrtXJfuN3TXZWShOBxrIs1wDcAC9JkuoAvwAzZVl2Ah4Dn6Wd/xnwOO34zLTzBEEQCoz0tjD37t1763nnz5/n6tWr2U7dhRdB6dv2k6Zr1aoV//zzD+Hh4dm+/qvGfDyG8lblGeY/jKRUHRTkcZsKjj0heAJcX6798QoiSYLWrZXU3itXoFkzePw4v2clCIIObdq0iaJFi9K8eXOdjhv5LJJPNn+Ci8qFGS1m6GbQe7shyBuKloMmQWBs88ZT04PSwlrg6GXpxY4WLlzIsGHDaNeuHevWrRMB6RtkGZTKivSNM4ZpNxloDGxMO74c8En7vl3az6Td30QqrAnlgiAUSOkFi7JK4fX19UVfX58OHTpk+9ouLi5IkvTW/aTpvL29AfK0WmpsYMwcrzn8G/kvc07ooFm6pAe1/4QSTeDEZ3A3QPtjFlTNmsHmzXDxolIQKZOCFoIgvH9SUlLYvHkzbdq0wdjYWGfjJqQk8MnmT4iKj2Jtx7WYGmq/3Qx3dsLBNlDMBZocAJO3Zw11796db775hnr16ml/bgWcu7s7//33H4MHD6Z169asX79eu6ne7/i2mmztKZUkSV+SpPPAQ2APcA2IlmU5vWzkbSC9LKUDEA6Qdn8MUHjX7wVBKHDSV0rfVuwoPXW3adOmzz/5zQ4TExOGDh2aZfsYgEqVKuHo6JinoBSglXMr2ji3YVLQJO7EZr/VTa7pF4EGfmBRFY73VRqoF1YtW8LGjXDuHHh5ieq8glAIHDp0iMjISJ2m7kYnRNNiVQsCQgOY5z0Pt5Ju2h1QluHmOjjUHiyrQ5P9b10hTVezZk1++OGHQlvg6GUeHh6A8gH0xo0btReQxsbCb79B5crv9HYSSc5BVC1JkiWwGfgWWJaWooskSaWBXbIsV5Uk6QLgJcvy7bT7rgG1ZVmOfOVaA4ABACVKlHBft26dJp5Prjx9+pSiRYvm2/jCu0O8Vt4PMTEx+Pj4MHTo0DcWMPr3338ZMmQIY8aMoWXLlhnu0+TrYPbs2QQEBLB169Y8/cK6F3+Pvqf7Us+6Ht+6fquRuWVFFX+Iqo+/I7j4rzw29tDJmAWV6u+/qfL990TVrcuF77+HtBL/4j1DyIx4XbzbZs2aRWBgIJs3b9b6SunTp0+JN4xn3D/jCHsWxvhK42ls21hr45km36BE/F5s4/djknqfGENXQqx/IVVPvF5zKjU1lcOHD1O3bl2tBKQpt27hHBCA/fbtGMTFEV2jBle+/JL4bGRq5ZdGjRqdkWW5Vmb35ajskyzL0ZIkHQDqApaSJBmkrYaWAtI/nr8DlAZuS5JkAFgAr4XtsiwvBhYD1KpVS87PPkZBQUGFto+SkDPitfJ+kGUZIyMjTE1N3/jfc/v27RgaGjJu3DisrKwy3KfJ18GzZ8/YsmULQJ6vedX0KhODJvJN2W9oVK6RBmaXhdQ64DedGpaXoM5o7Y9XkHl6gqUlqhEj8Ny1C6ZPB8R7hpA58bp4d6nVarp3707r1q3x8vLS+njLdy7nu3+/43HyYwJ6BdCkvBbaz8SFwa21cHMNRIeApA8lm4FjDyxKd6K+gYnmxywktNIu6OZN+OEH1CtWoKdWQ6dO8NVXWHp4UFvzo+lMdqrv2qStkCJJkgnQDPgXOACkLzH0Abamfb8t7WfS7t8v52Q5VhAEQcskSXprr1K1Ws369etp0aLFawGppnl6emJsbJznFF54qejRrmGoZbUGZpcFfWMo3QHC/SD17ZWMC4UvvoChQ5U0qkWL8ns2giBo2OPHjxkwYAD379/Pdpuw3IpLimPBqQUMPz+cxJREDvY9qNmANDEKri6EPQ1ga1k4P1alNGYAACAASURBVE6pqOs+F3zuQKNdUO4TEAFpwXHnDgwZAs7OsHo1d9u0gdBQ8PUFj3c/Wyk7e0rtgAOSJIUAp4A9sizvAMYCX0qSFIqyZ3Rp2vlLAeu0418C4zQ/bUEQhLx5W6/SY8eOcfv27RxV3c0tU1NTGjdunOt+pS8zNjBmsudkLkVc4sCNAxqYXTaU6QbJsXB3l27GK8gkCWbNUvaZDh0Ku3fn94wEQdAAWZZZt24dlStXZtmyZYwaNUprQemd2DuM3zue0jNLM8R/CPYm9hz97Cg17Wrm/eIpcXBzLQS1Ab+ScGowJEZC9R+h7TVofhRchmVZzEjQsWvX4MsvwckJ/vhD6Zd97Rqhw4dDuXL5PTuNyTJ9V5blEOC1/xNkWb4OfJjJ8QQg6wofgiAI+cje3p5z585lep+vry9GRka0bdtWJ3Px9vbG39+fq1evUrFixTxdq6NrR77Y9QVLzi3RTprXq0o2ASMbuLUOSvtkff77zsAA1q2DevWgc2fMZs1SUnsFQXgn3bhxg8GDBxMYGIiHhwe7du2iZk0NBIivOHP3DDOPz8T3oi9qWY1PJR9G1hlJ8rVkyluVz9vF48KUNl63tyiBqWkpqDRSae9lWV35QE0oWKKjYcMGWL4cjhwBPT3o3Ru+++5FIHr1av7OUcNytKdUEAThfeHg4MDOnTuRZTlDlcDU1FQ2btyIt7c35ubmOpnLy61hRowYkadrGRsY80n1T1h4ZiFRz6KwNtVy8XM9AyjTGa7/BclPwVAUw8DcHHbsgNq1qTZ2LDRtCtnoWysIQsGRnJzMjP+zd9/xNV//A8dfn+xIjMTKsAmCxI2IPYLYsapaFK3aqzp+bVHVorTUaClVVI3WKIoQs2bElshClNRKQowE2eN+fn8cUflKZN2bwXk+HveR+NzP55xz9bq97895n/dZsIDp06djaGjIokWLGDt2LIZPi5jpQpo2Da9QLxaeWojPTR9KmpRkvNt4Pmj6AdWtROBxJOxI/jpJuAsHO0DiHRGEVnsHyrcS23tJBS81VVTIvXcv60dUFJw6BUlJUKcOzJ4Ngwa98v8fkUGpJEmvJTs7O+Li4nj8+DGlS5d+dvz48eNERkYWSOpuuurVq+Po6Ii3t3e+g1KAYY2GsejMIn4P/J2JzfLfXraq9od/lkK4F1QbqP/+ioMqVWDPHoxatYJOneD4cSgrd0eTpOLg5MmTjBo1iqCgIPr06cOiRYuoVKmSztp/kvSEVf6rWHRmEWHRYVQtXZX5neYzzGUYpc1KZ99ATiU/giNdISEC2v8N5Zvrrm3p5cLCYM8eOHoUIiP/Czijo7PeT9TKCsqXF4/hw8XMqJvbazOTLYNSSZJeS7Vq1QJg+vTpzJs3DwMDcdd406ZNlChRAk9PzwIdT7du3Vi8eDEJCQmYm+evsIRzRWea2Ddhhd8KPmj6gf73iyvfUqSD3dgog9LnaTQEffMNLpMmQffucPAgWFgU9qgkScpCTEwMU6ZMYdmyZdjb27N9+3Z69eqls/ZvxNxg8ZnFrPBbweOkx7So3II5HnPoXbc3RgY6/kqelgjHekFMELTdKQNSfVNVOHECtm6F3bshNFQcr1pVpNs6O/8XcKY/ypX77/eyZcHYuHBfQyGTQakkSa+lHj16MH78eBYuXMj169f5/fffMTExYcuWLXh6emJRwMFD8+bNmT9/PiEhITRunOkWXrky3GU4I3eN5HT4aZpVaqaDEb6EYiBmS0N/hKSHYGqt3/6KkUcajVhj2reveHh5gb42UJek11R6ISJPT09KliyZp+s3b97MxIkTiYqK4sMPP2T69Ol5aiur9j/Z/wmLTi8CoF/9fnzU7COa2L9QmkU3tKngOwCijkKLP8BO/1vXvLYeP4Z162DZMggOFp/v7u4wZgx06wb5rBPxOpEJ5ZIkvZYMDQ1ZvHgxP/zwA9u3b8fd3Z2NGzdy7969Ak3dTafRaAC4cOGCTtrr36A/FsYWrPRbqZP2slW1P2hTxPYwUka9e8Py5bBvHwwdCtoC2K5Hkl4jPj4+DBw4kGHDhpHbXQivX7+Op6cnb7/9NnZ2dpw5c4YFCxboLCAF+NX/VxaeWsiQhkMImxjGhr4b9BiQpsGZEaKokesimb2iD7Gxom7AiBFgZwfjx4tgdMUKsV503z6YOFEGpLkkg1JJkl5rEydOZNu2bYSEhDB48GAsLS3p2rVrgY+jevXqlCxZMsuKwLlV0rQkb9d/m43BG3mS9EQnbb6UVSMo6SBSeKUXDRsmilWsXw9TphT2aCTplbJr1y4ANm/ezNq1a3N0TUpKCvPmzaN+/focPXqUhQsXcvr0aVxdXXU6tsC7gUzYM4GONTqyoscKqpSuotP2M0hLhhPvQNhqaPAV1Jmgv75eN9evw9y50KGDSLXt0QM2bIC334azZ+H8ebEO1FIW+8srGZRKkvTa69WrF8eOHcPOzo7Bgwfne01nXhgYGKDRaHQ2UwowvNFw4lLi2BSySWdtZklRoOoAiDoMCXf0319xNGkSjB4Nc+bAL78U9mgk6ZXh7e1Nu3btaNOmDePHjycsLOyl558+fRo3Nzc+/fRTPDw8uHTpEh9++CFGRrpd1fYk6Qn9NvfDysyK39/4HUMD3VXufUFqPBzrDTc3gWYOOH+tv75eJ2FhIth0cIDPPxfFiiZOhL//FrOiv/4KOlhyI8mgVJIkCQBXV1du3rzJ4sWLC20MGo2GgIAAtDpK72xWqRn1y9dnhd8KnbSXrapvg6qVKbxZURRYvFgUPRo7VhTDkCQpX65fv87Fixfp0aMH69atw9DQkEGDBpGamvrCuY8fP2b8+PE0b96c+/fvs23bNnbs2EFlPWy1oaoqo3aN4urDq2zou4EKFhV03sczyTFwuBNE7oUmy6HeZ/rr63WRHozWqQO//w7jxsGNGxAY+N+MqalpYY/ylSKDUkmSpKcMDQ11ugddbmk0GuLi4rh27ZpO2lMUheGNhnMm/AyBdwN10uZLlXIEy1oQ4a3/voorIyNR+EijgbfeAj+/wh6RJBVr3t7i86Z79+5UqVKFZcuWcfLkSWbNmvXsnBs3bvD1119Tp04dli5dyoQJE7h48SK9e/fW27hW+q1kQ/AGZrjPoG21tnrrR+xD2g4enIFWm6DWCP319apJSoKLF2H7dhFoDh8ObdqAjQ3UrCmC0bFjRYD6ww9iqy9Jb2T1XUmSpCLi+WJHDjoqkDDIeRCfHviU9UHrca7orJM2s6QoYO8JV5eJVDKjEvrtr7iytBRFMpo1E7Om+/eDk1Nhj0qSiiStVstvv/1Gnz59sLZ+sbK3t7c3tWrVonbt2gD0798fb29vZs6cSYkSJdi/fz8HDx4EoGPHjnzzzTe4ubnpdczBUcF8sPcDOtXsxOTWk/XX0ZOrcLgzJERCGy9ZZTczqipmOK9cefFx40bGwnMVK0Lt2uDpCXXrwsCBopCRVCBkUCpJklRE1KtXDyMjIy5cuEC/fv100ma5EuVoVaUV3v94853Hdzpp86Xsu0PoD3D3kAhQpczZ2or03ZYtxf51Dg4iQO3eXdypl9vGSBIAW7duZfjw4fj7+/PTTz9leC4+Pp7Dhw8zatSoDMd/+uknjh8/zmeffUbVqlX56quveO+996hatarex5uclsyQbUMoZVqKdX3WYaDoKSnxwVk40h3QQofDUK6pfvoprlJSRCGi776DS5f+O25pKVJymzWDIUNEEFq7tvgMLl268MYryaBUkiSpqDAzM8PR0VGnxY4APB08+b8D/8fNRzf1W/kRoHwbMLKE8F0yKM1O/foQEgLbtoG3N/z8s0gRs7SEjh1FgNqtmwhgJek1pNVqmT59OgArV65k6tSp2NjYPHv+0KFDJCYm0r179wzXlS5dmsOHD3Pjxg1at26NgUHBrVabdWwW/nf82fb2Nv2tI43YAz5vglkFaLcPStXWTz/FUUIC/PabSMe9cUPc9FuyBBo0EMFnxYoiq0cqcuSaUkmSpCJE1xV4AbrXFl/YvK8UwFpPQxOw7STWleZyv8DXkr292ONuzx5RydHLC955R2wxMHy4SB1r3Bi++grOnJF7nEqvla1btxISEsLMmTNJSUlhwYIFGZ739vbGwsKCNm3avHBttWrVaNu2bYEGpOcizjHLZxZDGg6hd109rVcNWw1He0CpOtDppAxI06kqbN4s1oKOGyc+O3ftggsXxLrQ9LWiMiAtsmRQKkmSVIRoNBoiIiKIiorSWZt1ytahhlUNdv2zS2dtvpSdJ8TfhpgCKK70KrGwEHvfLVsGN2+KL1OzZokKj998A02bilnT994TX7Zk0C+9wtJnSR0dHZk8eTL9+/fn559/5uHDh4Cobuvt7U3Hjh0xLQJVUBNSEhiybQg2ljb82OVH3XegauHCFDg1FCq2A4+jYG6T/XWvg9u3oXdvUTzOzg4OHwZfX5FtIoPQYkMGpZIkSUVIerGjgIAAnbWpKAqeDp4c+vcQ8SnxOms3S3bdxM/wAgqCX0WKAg0bwpQp4stVVJSoBNmhg5hN7dEDRo4U1SMl6RWUPks6bdo0DA0NmTx5MrGxsc+27QoODubWrVsvpO4Wli8Pf8ml+5dY1WsVZczK6Lbx1Hg43g8ufgu1RoL7bjAuqds+iiOtVtzEq1cPDhyAefPg1Clwd5fBaDEkg1JJkqQipGHDhgB6SeFNTE3k8L+HddpupswrgrWbDEp1qWxZkda7fr0IUKdMgZUrxZeviIjCHp30lJ+fHzVq1ODKlSuFPZRi7flZ0vSibw0aNKBXr178+OOPPHny5NlWMN26dSvMoQLgc8OHBScXMNp1NJ1qdtJp2yZp9+HvNnBrGzRaAG7LwMBYp30US6Gh4vNvzBho0gSCguCTT8S2W1KxJINSSZKkIqRs2bJUrlxZ50Fp26ptsTC2YNeVAgoU7T3hwWlIvFcw/b1OjIxEWu/mzeKLWOPGcPJkYY9KAvbu3cu///7L1KlTC3soxdr/zpKmmzJlCtHR0Sxbtgxvb29cXFywK+QtOyKeRDDwr4FUK1ON7zt9r5tGtWlw/wyEfIvrvTHwOBTa7IC6H8kZwJQUmD1bZJIEBcGqVWKWtGbNwh6ZlE/ydoIkSVIRo49iR6ZGpnjU8MD7H29UVUXR9xcb++4Q9JWoElljiH77el29+abY2qB3b2jbFn78EUaPll9aC5Gfnx8Amzdv5ty5czRu3LiQR/SiH3/8kaCgIFJTU0lLS8vxTwcHB1avXq33z47MZknTNWnSBA8PD77//nsePHjAlClT9DqW7MQmx+K53pOYxBh8hvpgaWKZt4ZUFR5dhLsH4c5BiDoKKY8ASDZ2wNRjC1jpeZ/p4uDcORg2DAIDoV8/WLRIFC+SXgkyKJUkSSpiNBoN3t7eJCQkYG5urrN2PWt7siN0B8FRwThVdNJZu5mycgFzW4jYJYNSfXJyEpV6Bw0SFSYPHBBpvdbWhT2y15K/vz+dO3fm3LlzTJ48mQMHDhT2kDK4ffs2H374IdbW1lhaWmJkZIShoeFLfxobG/P48WPWrl3L1KlTcXBw0OsY02dJN2zYkGGWNN0XX3xBu3btAAp1PWmaNo0BWwcQcDeAXQN2obHR5K6BuBsiAL1zUOzrnHhHHLesAVX6QcUOULEd509fwl0GpLB6NYwYARUqwPbt0KtXYY9I0jEZlEqSJBUxGo0GrVZLcHAwbm5uOmu3m4NYe+X9j7f+g1LFAOy6w80/QZsi10Dpk7W1qMb7ww8waZJIa/vjD7EFglRgoqOjCQsLY8SIEXTu3JmPP/6Yv//+Gw8Pj8Ie2jM7d+4E4Pjx4zg6Oub4utDQUOrWrcuRI0f0GpS+bJY0Xdu2bWnZsiX//POPTj8fc+ujfR+x68oulnZbSleHrtlfkPQQ7hx4GoQehNgwcdysIlRsDzYdRCBqWe1/Lryk66EXL6oq0nWnTgUPD7FsoYyOC0lJRYJcUypJklTEpFfg1XUKr11JO1xsXApuXaldd0h5DPeOF0x/rzMDA/j4Y7G21MwM2rUTe5umpBT2yF4b6f9eGzVqxJgxY6hSpQqTJ09GLUJb93h5eVGrVi3q1q2bq+tq166NjY0NR44c0c/AnspqLenzFEVh8+bNHD58OMtz9G3R6UUsPrOYT5p/whi3MS8/Of42nP8QtlcC3/5wcxOUbgCuP0K3YOgTCS3XQ81hmQSkr7m0NLHn6NSpIhvE21sGpK8wOVMqSZJUxFSrVo1SpUrpPCgF6O7QndnHZ/Mg/gFlS5TVefsZ2HiAgYmowluxnX77kgRXV/Dzg/HjYcYM2LlTpL05y/Q/ffP39wfAxcUFMzMzpk+fztChQ9m6dStvvvlmIY8Onjx5wqFDhxg/fnyu14UqikLbtm05cuSI3tak52SWNJ2trS22trY6HwNASloK4U/CufXoFrce3/rv53O/34+/T5+6fZjbcW7WDT3+By7NhX/XiD1Gq70DDmPAujEYyK/f2YqNhcGDRaru55+L2VIDOZf2KpP/KiRJkooYAwMDGjZsqJeg1LO2J9/4fMO+a/sY6DRQ5+1nYGwJFdxFUNpovn77kv5TsiSsWSMKII0eLarzfvmlSO01lmnU+uLn50elSpUoX748AIMHD+b777/niy++oHfv3hgV8lYV+/fvJzk5mZ49e+bpend3dzZt2sS1a9eoVauWjkeX/VpSXUjTpnEn9k7GYPN/gs47sXdQyTi7XcasDJVLVaZy6co0sW+Cg7UDY9zGYKD8T5CUcAdu/SWWLUQdEzflao4Ex/+Ts6DZSUwUe4wePiwep0+LTI9Fi2DChMIenVQAZFAqSZJUBGk0GlatWoVWq8VAh3eH3ezdKF+iPN7/eOs/KAWw7wHnJ8DjK1Cqtv77k/7Tp49YVzphAkybBtu2iVQ4Z2eoXx9KlCjsEb5S/Pz8aNSo0bM/GxoaMmvWLPr06cPq1asZPnx4IY4OduzYgbW1NS1btszT9e7u7gAcOXJE50FpbmZJcypNm8al+5c4G36WsxHiEXg3kOS05AznWRhbULl0ZSqXqkyDWg2e/f78z5dW1VVVuLEJri0XVXNVLZSuB05fQa1RYC6rw2YqOVkEnulB6MmTkJQkZkMbNYKJE8WNtRYtCnukUgGRQakkSVIRpNFoiIuL49q1azotLGKgGNDNoRvbLm8jJjGGMmZ6Xp9T6WlQGr4TSn2i376kF5UtC+vXi+0Txo2D9MBIUaBWLRGgPv+oVk2myOVBXFwcly9f5u23385wvFevXtSvX5+NGzcWalCampqKt7c33bt3z/OMbZ06dahYsSJHjhzR+WvR5SxpqjaV3wN/Z5bPLK4+vApAKdNSuNq6MrHpRGpa1cwQcJY2LZ33dORHF+HsWBGMlqwN9adClbegTP18vYZXUkqK2NIlPQj19YWEBPFZpNGIzyd3d2jdWq4bfU3JoFSSJKkIer7Yka6rXX7Y7EPWBKxhru9cZneYrdO2X2BRFco4iaDUUQalhaZPH7GFwr//ij3+0h8BAfDXX2K2B8DSEho0yBioOjnJL4nZCAwMRFVVXFxcMhxXFIXmzZuzbdu2gtkfOAsnTpzg4cOHeU7dBfFa3N3ddb6uVFezpClpKawLXMcsn1mERYfhYuPCqp6raF65ObXL1n4x1TY/UuMheCZcmgfGJaHJL1BzuKg6LmV0965Y475nD8TFiWNOTmJ7l3btRDaH3MJKQgalkiRJRVK9evUwMjLiwoULOktnS6ex0fCO0zv8cOoHxrmNw76UvU7bf4F9D7g4R2yJYCq/fBQaAwOoWVM8+vT573hcHISEZAxWN2+G5cv/O6dKFfFFMj1Q7d5drF2VAJG6C2RI302n0WhYuXIlt2/fpnLlygU9NEBU3TUxMaFz5875aqdt27Y6X1eqi1nSC3cu0PfPvoRFh+Fq64pXfy88a3vmPXBWVUiJgfgISAiHhAiIf/ozIRwenBM/q78LLnPBrELe+nnVnTkDb7wBDx/C0KHQvr0IQp+uu5ak58mgVJIkqQgyMzPD0dFRL8WOAGa2m8mfIX8y/eh0lvdYnv0F+WHfE0JmQ8QeqP6OfvuScs/CApo0EY90qgrh4RAUlDFY3bcPUlOhXDmYPBnGjAFz88IbexHh5+dH+fLlsbd/8QZP+uzphQsXCiUoVVWVHTt20K5dO0rm80ZC+rrSo0eP6iQo1cUs6d6re+m3uR9WZlbsGrCLbg7dXh6MpiVmDDKfDzaf/3NawovXmliBuT1YacQ2LhXkXsBZ+u038flgYwMnTogUXUl6CRmUSpIkFVEajYaDBw/qpe3qVtUZ6zaWxWcW81Gzj3As76iXfgAo6yY2iA/fKYPS4kJRoFIl8eja9b/jSUli9mPmTPjkE1iwQFT2ff/917qyr5+fHy4uLpkGQ87OziiKwoULF+jRo0eBjy00NJSrV6/y0Ucf5butunXrUqFCBY4cOcKwYcPy3V5+Z0lXnF/BGO8xOFV0wnugN3Yl7TI/Me4GXFkK19dBQuSLzxuaiWDT3E58Xpnb/ffnEk9/mtuBkbwBk63kZPjoI1i6FDp0gI0bxU0sScqGDEolSZKKKI1Gw7p164iKiqJChZylh6WkpBAbG4uVlVW2537R+gtW+a9iyqEpbHt7W36HmzXFAOy6w62toE0Bg9c3eCn2TE1FIZL9++HIEfjiC7HtzPz58MsvYo3YayYpKYmQkBC6dOmS6fOWlpY4ODg828e0oHl5eQHoJCDW5brS/MySqqrK1ENTmX18Nl1qdeHPN/+kpGnJ/z1JFCAKXQThOwBFZG1Yu2YMNkvYg3EZcSNGyp9Dh0S174sXxU2r776DQt4KSSo+5IpsSZKkIiq92FFAQECOr1m4cCH16tVDVdVszy1vUZ7PWn7G9svbOXHrRJ7HmSP2PSDlEUT56LcfqeC4u8Px47BzJ6SlifViw4dDdHRhj6xAhYSEkJKSkul60nQajUZvqfjZ2bFjBy4uLjpLHXZ3d+f27duEhYXlq530WdJp06bleJY0MTWR9UHrabO6DbOPz2ZEoxHsHLDzxYD07hHY1xQOtoN7x8Dxc+j5L7T5Cxp8ATWHgm0nKNNApOTKgDR/bt4UFb47dBAVdb28YN48GZBKuSKDUkmSpCLq+Qq8ORUSEsKdO3d4+PBhjs7/qNlHVLSoyOd/f56jQDbPbDuCgalI4ZVeHYoCnp5i7elnn8Hq1eDoKAol6fP9VIS8rMhROo1Gw7///ktMTExBDQuAqKgoTp48Sa9evXJ1naqq3I+/z7mIc2y5uIV5J+bx0d6PeG/7e2w22gzvQftN7fn57M95+tzIzSypqqqERIXw8b6PsV9gzzt/vUPkk0iWdlvKL56/YGTwXOATEwRHuotgNDFSVMXtdQs0s8GicIpMvdLS0uDbb6FuXfD2hhkzRNG0QkhTl4o/eQtDkiSpiLK2tqZKlSq5SvsLDw8HICIigrJly2Z7voWJBV+7f80Y7zHsCN1B77q98zzelzKyAJsOIihttEDOTLxqSpSAOXOgf38xW/rWW9C3Lyxb9sqvJ/Pz86NUqVJUr149y3PSix0FBATQtm3bghoaXl5eqKr6wlYwqqryIOEB12OuZ/mIS4nLcI2liSXW5taUMSuDsbExsU9iGbt7LGcjzrK0+1LMjMxyPK7s1pJGPonk4L8HxSPsILce38LYwJg+jn0Y2Wgk7aq3y7jFS8JdCJgMYavBuBRo5kDtCXINqD49eAADB4pU/r59RQp/1aqFPSqpGJNBqSRJUhGW27S/iIgIQASnTk5OObpmmMswfjrzEx/s+QCPGh5YmljmaazZsu8BEbvh8SUoXU8/fUiFy8UFTp8WX1CnTRPpvStWvNIzJ/7+/ri4uGBgkHXy2fNZDwUVlKqqyi+//IKjo+N/SwHuBDBx70TORZx7IegsY1aGamWq4VDWgY41OlKtTLVnj6plqlLG7L+9at966y1O7j3J+DXjmXFsBkFRQfz11l9ULp39bGRms6QxiTEcuX6Eg2EiEL10/xIA1ubWtKvWjsmtJtO3Xl8qWPzP2nptGlxbDhcmQ1o81P0I6k8B0+xvyEn54O8vtnqJiBBbR40YUdgjkl4BMiiVJEkqwjQaDbt27SI+Pp4SJUpke356UJr+MyeMDY1Z3mM5LVe15MtDX7Kwy8I8j/el7D3h7BgxWyqD0leXkRF8/rmo2jt4MPTsCcOGiUq9pUoV9ujybP369UydOpUff/zxWdGg1NRUAgICGD169EuvtbGxwcbGpkCLHZ05c4Zz586xZMkSktOSmXlsJnN852Btbs3wRsOpXqZ6lkFndtzd3dm8eTPvVn2XRm83YvC2wbgud2VD3w10qNHhpddu3bqVkNAQvlj2BV8e+ZKD/x7kXMQ5tKqWEsYlaF2lNUM1Q+lQowMaG03GGdHnPfSDM6Ph4Vmo2B7clkKpOrn5K5LyYt06GDkSypaFY8egadPCHpH0ipBBqSRJUhGm0WjQarUEBwfT5Pl9JDMRFxfHo0ePgNwFpQAtKrdgtOtoFp1ZxCDnQbjaueZ5zFkqUQmsXERQWu9z3bcvFS3OzmL7mOnTRWrvgQMinbdrV5KTk5k4cSJjxozB2dm5sEearaVLlzJ+/HjMzMzo06cPy5cv5/333yc0NJSEhIRn6bkvU9DFjhYvXkzJkiWp06EOLr+4cOn+JYY0HMLCzguxNrfOV9vp+5UePnyYYcOGcWbEGXpv7I3HOg8aVmzIUM1Q3nF+h3IlROp2QkoCZ8LPcOzGMeYcnoMyWWHW7VkYhhvStFJTvmj9BR41PGhq3xRTI9OXd54aBwFT4coiMC0PLf6AqgPkkgB9U1WxN/GcOdC2Lfz5J+SwKrwk5YQsdCRJklSE5abYUWTkf/vvpa8tzY1vPb6lgkUFRuwcQao2NdfX54h9D7h/EhLv66d9qWgxNYXZs8HHR6w77dYNBg7Eh1x0VwAAIABJREFUf98+li1bRteuXbl9+3ZhjzJLqqry7bffMm7cODw9Pbl58yYdOnRg2LBhfPvttzkqcpROo9EQEhJCUlKSTsaWmppKSEhIps/dvXuXTV6bqDauGh03diQ2OZbdA3ezpveafAekAI6Ojtja2rJ//34A6pary9kRZ/mp608YGRjx4b4PsZtvR6+NvWj9W2vKzCmD+xp3ph2ZRpwaR9dyXdk1YBfRn0fj+74vM9rNoE3VNtkHpHcOgrcThP4AtUaB52WoNlAGpPqWliZmR+fMgVGj4O+/ZUAq6ZwMSiVJkoqwatWqUapUqRwFpc8HormdKQWxpmxRl0X43/Fn0elFub4+R+x7gKqFyD36aV8qmlq0gAsX4OuvYcsWnPv3513gSXQ0np6ePHnypLBH+AJVVfn888+ZMmUK77zzDlu3bqVcuXLs3LmTAQMGMGXKFCZNmoS5uTl16mSfNuri4kJqaioXL17Uyfg+++wzGjRowNatWzMcT9OmMeKXEaSOSSXEPITxTcYTMjaErg5dddIviP1Ku3Tpwv79+0lNFTewSpqWZFyTcZwbeY6A0QGMbzKeC3cukJKWwsSmE/nE7hOM5hvR+FxjvMZ50b129xe3cslKcgycHg6HPMDACDyOiXRdk5ynHEt5lJQkCpitXAlTp8LPP8utXiS9kEGpJElSEaYoSo7T/tID0apVq+ZpphTgzXpv4lnbky8Pf8n1mOt5auOlrBuJlLvIfbpvWyraTE3hq68gIIBblpasBh6qKt8HBLCtUSNSDx0SexwWAWlpaYwaNYrvv/+esWPHsnbtWoyNjQEwMTHh999/Z+LEiURERODs7IxRDr6k52WLp6xcvXqVn376CSMjI4YNG0ZYWBiqqnL0+lHcVrixU92JVYoV/qP8WdR1Uc6Dv1zo2rUrMTExnDp16oXnnCs6s6DzAm58eINTw09hG2zL/JHzaeHSggMHDmS9L6mqhbibEHkAQn+Cs+PhUEfwqgFhv4HjZ9A1ACq01vnrkTIRGyuKlG3ZItaEz5wpZ6UlvZG3OiRJkoo4jUbDr7/+Slpa2ks3mU8PSt3c3PD19c1TX4qisKTbEuotqce43ePYNWAXii6/hCgGYtP6yP3iC2hWRUykV5ejI2/b2NDbzo6vWrXCZft2Oly9ikGHDqgmJihubtC6NbRpI2ZYS5cu0OElJyczZMgQNm3axJQpU/jmm29e+DdgYGDAwoULady4MZUr52z/y1q1amFhYYG/v/9Lt4/JicmTJ2NiYsKBAwfoNLATrb5shXkTc8JiwrAysoItsGb2Gpwr6m+9bseOHTE0NGTPnj20atUq03NUVWXSpEnMnTuXN954gz/++AMzMzOxLvTxFXh8GR6Hip9PQsWxtPj/GjAqKYoX2XlCnQ+gbGO9vR7pKa0W/Pxgzx7YsAFCQ+G33+C99wp7ZNIrTn4bkCRJKuI0Gg1xcXFcu3btpedFRERQokQJHB0duXv37rO0utyqUroKM9vNZPc/u9l8cXOe2ngp286QdA+iC67oi1R0JCUlEXzxIkldu8LixZS7dYsZH3xAd+BsixZi/dq8eWL9qbU1NGoEEyfC1q0QFaXXscXHx9O7d282bdrE3LlzmTVrVpY3ZRRFYdCgQTne4sXAwICGDRvme6b0xIkTbNmyhf6f9mdC0ARi34slslYkKfdSWNVzFY5/O1I9rjrdunXLVz/ZKVOmDC1atGDPnudS8VMew90jcGke6vEBRK6wYrTtXO6uLMWW94Ix+7sRbK8Mf1rC3kZwYiAEz4AHZ8DMBmqNBLefocMh6BMB/R5Bl7PQYq0MSPXp/n1Yv15Uy7axATc3kdVgaQk7dsiAVCoQcqZUkiSpiHs+7a927dpZnhceHo6dnR329vZotVru3r2Lvb19nvqc0HQCvwf9zsS9E+lUs1OutovIlk0n8TNyn0jnlV4rwcHBpKamZqhYO23hQvpHRtJ082a2bNlC3y5dxH6nPj5i24kVK2DR03XO7dvDH3+IL8869OjRI3r06MHx48dZvnw5I/Sw96JGo2HdunVotdo8Xa+qKp988glWzaz4w+gPbBNsWdBpARf/vMjKH1Zy0/gmJ46cYN68eS/Nqshj55AcDQmRkBgJ8RHM6m/K1QAfkrybY5pyG+L/K1qVaFiRU5ceUa1WA6rVbYiipoKaBobmYvYz/WFZC4zMdTtW6eXS0uDcOdi7V8yInjkj/vuWLQudO4vtnDp1ksWMpAIlg1JJkqQirl69ehgZGXHhwgXeeuutLM+LiIjAzs4OOzs7QASpeQ1KjQyMWNFjBW4r3Jj09ySWeS7LUzuZMq8IVhqI3Av1J+uuXalYSN+r8/mg1MDAgDVr1nD79m0GDRqE/eHDNGvfXgSgAMnJIqXw77/h22+hcWPYvl381IF79+7RuXNngoKC2LBhA2+//bZO2v1fLi4uLF26NEOl7NzYsmULp5JPofRUaFKxCbsG7qJciXIkuyYT4BvA119/jbm5OUOHDs3fQFNiISYAHvpDtB9E+4sU27TEDKe1LgPVnSA6+iE2NdtDSQewbgzWrgzoPwJfX19u3TqLYmaWv/FI+XfvHuzbJ4LQffvgwQOxPrRJEzEr2qWL+Pek65sZkpRDMiiVJEkq4kxNTalXr162aX8RERE0adLkWSCalwq8z2tk24iJTSey8NRCBjkPolWVzNeN5YltZ7g0X6T7GZfSXbtSkefv70+pUqWoUaNGhuPm5ubs2LGDZs2a0bNnT06dOvXfOSYm0KyZeHh6Qq9eYt3pypXwzjv5Gs+tW7fo1KkTN27cwMvLi65ddVelFiAmMYbktGQqWFR4lvVw9erVXLeTmJjIqD9GQU/oXLMzW97agoWJBSCKL23atInGjRvzzjvvYG2di21fkh6IoDNDAHoFUMXzpuXF/sIO7cVew2a2UMIOzGxRS1SiadVatGjhzObNa541+e+//+Ll5cXkyZPFGlKpcH3/PUyaJNaLli8vZkLTZ0PLlSvs0UkSIINSSZKkYkGj0XDgwIEsn1dVNdOZ0vya0W4GWy9tZdSuUfiP8sfE0CTfbQIiKL04B+4ehkq9dNOmVChWr17Nnj172LRpU47O9/PzQ6PRYGDwYlmL8uXLs3v3bpo3b0737t05ceIEVlZWGU/SaETq4ZtvwqBBEBAgZk/zMMPzzz//4OHhQUxMDPv27aN1a91Wdd1+eTtDtg3hSfITnCo44V7FHYM6BoSEhXA//j5xyXHEJscSlyJ+xibHPjv2/PFHCY845H+IaJdoPMp74DXAC2ND4wx9Va9enRs3blCiRImsB6SqEHUEonxEAPrQH+Jv/vd8iSpg7QJVB4pA1LoRmNtlWXFVQVTh3bJlC6mpqc+qEC9ZsgQDAwPGjh2bz79BKd+++w4mT4a+fUVg2qgRZPJvT5IKmwxKJUmSigGNRsPatWu5e/cuFStWfOH5R48ekZCQgJ2dHRUqVMDQ0DDfM6UAliaWLO22FM8Nnsz1ncvUNlPz3SYA5VqCkYVYVyqD0mJt06ZN7N27l4ULFz67IZKVtLQ0AgMDX7pes06dOmzbto2OHTvyxhtvsG/fPkxM/udmSPnyIpX3ww/FLND586JQSyb/NrISEBBA586dSUtL4/DhwzRqpLv1zWnaNKYemsp3vt/hZudG77q9OfTvIZb7L0c7QMtmNrP5+5wVEVPSFNRkFZKhxpMa7J+2P8viS5aWlpk3oqoQvhOCZ8LDc4ACpWpD+RZgNV4EolYuYFo216+1a9eu/Prrr5w8eZLWrVsTGxvLypUrefPNN/O8fEDSkW+/hSlTYOBAWLNG7i8qFWny3SlJklQMpKf9BQQE0KlTpxeeT58VtbOzw8DAAFtbW50EpQDda3enX71+fHPsG96q/xa1y2ZdbCnHDE2gQju5X+krICgoCAAfH59s12JeuXKF+Pj4bAPAtm3bsmrVKgYPHszw4cNZs2bNi4GYsTEsWSLWwY0dCy4usGmTSOvNxqlTp+jatSuWlpYcOXKEunXrZntNTt2Lu8fAvwbyd9jfjHIdxY9dfsTUyJQpraeQkJJAj3E9OHn9JDOmzSAmKoZ74feIuBHBrau3CLscxuMHjyEZSIZKFSvRsEFDnJyccGrsRM+ePXO3RZOqhVvbRDAaEwCWNaDpSqjyNhhnEcDmkoeHB0ZGRuzevZvWrVuzbt06Hj16xAcffKCT9qU8kgGpVMzId6gkSVIx0LBhQ0BU4M0sKE0PQNNnquzs7HSSvpvuxy4/sv/afkbvGs3BIQd1s3epbWeI2AVPrkLJWvlvTypwDx48ePY+y0lQ6ufnB2QscpSVQYMGERYWxldffUXNmjX56quvMj9x6FCRkvjmm9CunUhX/OSTLFNOVVXl/fffx8rKisOHD1O1atVsx5JTF+9dpMvvXYiKi2JVz1UMdclYcMjc2JxudbtxcMVBPv37U1RVrNu0sLDAycmJ/m374+zsLIJQJ6cXU5dzKi0ZbqwXKfKPL0PJ2tBsDVQbCAa6/epXunRpWrZsyZ49e5g9ezaLFi2icePGNG/eXKf9SLkwezZ88YUISNeulcWLpGJBBqWSJEnFgLW1NVWqVMmy2FF6UJqeLmdvb8+VK1d01r9tSVu+8/iOMd5jWBuwlnc17+qg0c7iZ+Q+GZQWU+mzpJaWlhw7dizb8/39/TE1Nc3xzOSXX35JWFgYX3/9NTVq1GDw4MGZn9iwoVhnOmwYfPop+PrC6tVQuvQLp549e5ZLly6xYsUKnQakYdFheKz1QEXF931fXO1cMz2vX79+HDhwgObNmz8LQKtXr57pGttcS4mFayvh8nyxPUuZhtBiA1TpBwb6C0y6du3KpEmTWLNmDZcvX2bt2rW6uXEl5Y6qitnR774TBcDWrJEBqVRsyJXOkiRJxYRGo8k2KLW1tQV0P1MKMNJ1JC0qt+Dj/R9zL+5e/hssWQssqssU3mIsMDAQgCFDhhAUFMTDhw9fer6/vz/Ozs4YGxu/9Lx0iqKwfPly2rVrx7Bhwzhy5EjWJ5cuDZs3w4IFsGuXSOt9Or7nrV69GnNzc/r165ejMeRExJMIOq7rSFJaEgcGH8gyIAWoXLkyn3/+OdOmTaN3797UrFlTNwHprW2wsxb4fSTSdN33QFd/qNZfrwEpQLdu3QCYMGECFStWfOnWVZKeaLUwbpwISEeNkgGpVOzIoFSSJKmY0Gg0hIaGEh8f/8JzERERlClT5lnlTXt7e2JiYjI9N68MFAOWey7nSdITPtn/Sf4bVBQxW3r3sEg3lIqdoKAgypUr9ywI8fX1zfJcVVXx8/PLUeru80xMTNi6dSs1a9akT58+XL58OeuTFQU++ggOH4a4OLGFzNq1z55OTExkw4YNvPHGG5TOZBY1L+7H36fjuo5ExUWx9529NKjQQCft5lhiFBx/G3zeEJVyOx4Hj6Ng1yXLFGZda9CgAfb29sTGxjJ69GhMTU0LpF/pqZQUGDIEfv4ZPvtM/JQBqVTMyKBUkiSpmNBoNGi1WoKDg194Ljw8PEPl0/TfdVXsKF39CvX5rOVnrAtcx99hf+e/QdvOkBoL90/kvy2pwAUGBuLs7EzTpk0xMTF5aQrvjRs3iImJyXVQCmBlZcXu3bsxMTFh2LBh2V/QqhX4+0PTpvDuu2LmKDGRnTt3EhMTw7vv6iD9HHic9Jguv3chLDqMnQN24mbvppN2c0RV4fpG8K4Pt7eD8zfQ+TSUb1lwY3hKURQ8PT0xMTFh1KhRBd7/ay0xUayn/uMPUdxozpwCuxkhSbokg1JJkqRiIr0Cb2YpvBERERm2X0j/XddBKcAXrb+glnUtRu8aTUJKQv4as2kPihFE7tXN4KQCk5aWRnBwME5OTpiZmdGkSZOXBqX+/v4Aed56pXr16gwZMoTz58+TlpaW/QUVK8KBA/D557B8OTRvzr4lS6hUqRLt27fPdf+3H99mU/AmZh2bxbAdw2i3ph0Oix0IuBvAln5bcK/mnvsXlVfJj8B3AJwYIFJ1u/hBgy/AIGdp0frw7bffcvr06WdLCKQCoKowfDh4eYlK1JMmFfaIJCnPsg1KFUWprCjKYUVRLiqKEqIoysSnxzWKopxSFOWCoijnFEVp8vS4oijKIkVRriqKEqgoiu42/pIkSXqNVatWjVKlSmUZlGY2U6rrdaUgKogu676Ma9HX+ObYN/lrzLiU2Cvx+h8iDVEqNsLCwoiPj8fZ2RmANm3a4OfnR2xsbKbn+/n5YWhoiJOTU577rF+/PklJSVy7di1nFxgZiTV2Xl5or19nwdGjfN+4MYY5SG18EP+ALRe3MGbXGOr8VIfKCyvTf2t/ph6eyu6ru0lOS6Zzzc7sGrCL7rW75/k15dr9M7DHBW5tEbOjHX2hTP2C6z8LVlZWz26cSQVk/nwxQ/rNN2JbJEkqxnIyU5oKfKKqaj2gGTBOUZR6wFxguqqqGmDa0z8DdAUcnj5GAj/rfNSSJEmvIUVRMi12pNVqiYyMzBCU6nOmFKBDjQ70b9CfRWcWkZiamL/GNN9D0gM42gNS43QzQEnv0ivvpgelrVu3JjU1lVOnTmV6vr+/P3Xr1sXc3DzPfTZoINZrZpbC/lI9erBy7FhCgP7bt4sv8IkZ37dxyXHsvbqXT/d/SqNfGlH++/L029yP34N+p5Z1LeZ3ms/5keeJnRxL5CeR+L7vy9o+a+lcq3OeX0+uqFq4NA8OtAQ1DTyOPZ0dlRspvJb27hVZAP36iYq7klTMZftJpqpqJBD59PcniqJcAuwBFSj19LTSQPo3n17AWlVsvnVKUZQyiqLYPm1HkiRJygeNRsOvv/5KWlras9mee/fukZqamiEoLVWqFCVKlNBbUAow2HkwG4M3cuT6EbrU6pL3hso1gZYb4Fgf8B0Irf/Se7VQKf8CAwMxMDCgXr16ALRo0QIDAwOOHTuGh4fHC+f7+/vToUOHfPXp6OgIQEhICG+88UaOr1NVlUU7dmDVtCk+rVvDvHmomzbxsFFd/Kubs61sFOuML/HEMBUTQxOaV2rOdPfpdKjRATc7N4wNCy8tFm0qROyGywsg6ihU6gPNfgWTPO5hKhV/oaHQvz84OcFvv8k1pNIrIVe31xRFqQa4AKeBD4F9iqLMQ8y4tnh6mj1w67nLbj89JoNSSZKkfHJxcSEuLo5r165Ru3Zt4L/Z0OeDUkVR9LItzPPaV2+PhbEFOy7vyF9QClCpF7gugvMT4PxEaLxYftEq4gIDA3FwcHhW8blUqVK4uLjg4+Pzwrl3794lIiIiT0WOnmdhYUGNGjVyPVN6/vx5QkJCWPjzQtY1L8s/Js2ptfcsTfxP4PE3eAA/GhkQ28ARi3YdMa7XFuq2FOtSC0t8uNhz9OoKSAgXlXXdfoZao+S/jdfZo0fQqxcYG8OOHWBhUdgjkiSdyHFQqiiKJbAV+FBV1ceKonwDfKSq6lZFUd4CfkV8rue0vZGI9F4qVqz48r3H9Cw2NrZQ+5eKD/lekaBw3wepqakA/PHHH7Rr1w6AkydPAnDnzp0M47KwsODSpUt6HWuj0o3YErSFtyzeQsn3F+UG1LR4i8r/LOHa3TRuWb6tkzEWplf5M+P06dM4ODhkeH3Vq1fHy8uL/fv3Y2Ji8uz4mTNnAHGzJL9/HzY2Npw+fTrH7cSmxvLVhq9QBil8GvUpqdtTKV+yPC1Gd+eGlStuVMc+9Aalg4MpHRyM4U8/w8JFACTY2fGoQQMe1a/PYycn4qpWBR3sKZrl+0LVYpV0Drv4nZRLPIGCloembkRYjeaBWXPUcEMIP5rv/qXi4/n3ipKaSoOpU7G6epWAefN49O+/8O+/hTtAqdC8cv9/UVU12wdgDOwDPn7u2CNAefq7Ajx++vsvwIDnzgsFbF/Wvqurq1qYDh8+XKj9S8WHfK9Iqlq474OkpCTV2NhYnTx58rNjy5cvVwH15s2bGc4dMGCAWqNGDb2OZ7X/apWvUc+Fn9NNg9o0VfXpp6p/oKrXN+mmzUL0qn5mPHnyRFUURZ0xY0aG43/99ZcKqMePH89wfNasWSqgRkdH57vvyZMnq0ZGRmpSUlKmzwcFBalzf5irDp0/VG34bUPV6Gsjla9RLaZYqP+37//UU7dOqWnatKw7SExU1RMnVPX771W1d29VLV9eVUWdU1UtV05V165VVa02X6/hhfdFwl1VDflOVXfUEO/9LeVV1f9zVX1yLV/9SMXfs/dKWpqqDh4s3oe//FKoY5KKhuL4/xfgnJpFPJjtTKkibn3/ClxSVXXBc09FAG2BI0B74J+nx72A8YqibASaAo9UuZ5UkiRJJ0xMTKhXr96z7TXgv/RdGxubDOfa29sTERGBqqo6mMXMXPfa3TFQDNgRugNXO9f8N6gYQPO1kBAJJweDuS1UaJ3/diWdCgkJQVXVZ0WO0rVq1QoAHx8fWrZs+ez3uXPnotFoKFOmTL77rl+/PqmpqVy5cuVZ4aN0qqrSZW4XwiuHgwnwGAgBgmDH2h05W9NqagrNm4vH//2fCEevXQNfX1ixAoYMgT174OefoXTpvL8QVYWoY3B1GdzaCtoUqOAOzrOgch8wNM1729KrRVXFe3HdOpgxA0aOLOwRSZLO5SQHpSUwGGj/dPuXC4qidANGAPMVRQkAZvM0FRfYDYQBV4EVgKxRLUmSpEP/W4E3PDycChUqYGycsRiLnZ0diYmJREdH620s5UqUo2XllniFeumuUUMzaLMDLKvDsV7w6LLu2pZ0IjAwEOCFoLR8+fI4Ojo+2690165ddOrUCRsbG3bs2KGTvtMD0ZCQkAzHtaqWETtGEF4znNrU5q+ef3Hr41vcXHGTyPOReS+ypChQqxa8+y4cPQozZ8Kff0LDhnD8eO7bS0vCPnYLeNeDg+4QsRccxkH3i+BxGKr1lwGplNGcObBwIUyYAFOnFvZoJEkvsg1KVVU9rqqqoqqqs6qqmqeP3U+Pu6qq2lBV1aaqqp5/er6qquo4VVVrqqrqpKrqOf2/DEmSpNeHRqPhzp073LlzBxAzpelbwDxP39vCpOtVpxcBdwO4HnNdd42aWoP7bjAwhiNdIeGu7tp+DamqysyZM1m+fDnx8fH5bi8wMBBLS0uqVq36wnNt2rTB19eXNWvW0Lt3bxo0aICPjw9VqlTJd78AderUwcDAIEOxo1RtKu9tf49fA36FY7CgxQL6uPShkn0lKleu/EIWQZ4ZGoqg4Phx8XvbtjBpEsTlcCsjbQoc74fD4yVgXAaarYY+EeC6EEo76maM0ivF1tsbJk+GAQPghx9kkSvplZX/1fqSJElSgUrfoD4gIAAQQefzlXfTpR/TZwVegJ51egKwM3Snbhu2rAFtd0FiFBz1lHuY5sOFCxeYNm0ao0aNonLlykyZMiVf74ugoCCcnJwwyKToT5s2bXj8+DHvvfcebdu25dChQ5QvXz4/w8/AzMwMBweHZzOlyWnJDNw6kHWB62hPe5TDyrPUYb1p1gz8/cXs6Zw54OgIW7eKNMusqFo4+R6E7+RK6Q+g80mo8S4Y5X3fVukVFRUFq1dD377UXrAAOncWf9ZBkS1JKqrku1uSJKmYadiwIcCzFN6sgtKCmil1KOuAYzlHdoTqJj0zg7Ju0HIjRPvB8f5iz0Yp1zZs2ICRkRFeXl60bduW7777jmrVqjFw4MBnlXFzSlVVAgMDX0jdTefu7o6ZmRl9+vTB29ubkiVL6uIlZFC/fn2Cg4OJToim75992XxxM/M7zUfxUWjYsKFO1q5mq1QpWLUKfHzAygrefBO6dIErV148V1Xh7Di4sR4azibCoo/+xycVH6oKAQEwa5a44WFjA0OHwunThPfqJW54PFfNWpJeRTIolSRJKmasrKyoWrUqFy5cICUlhaioqEyDUltbW0D/QSmI2dKjN44Skxij+8Yr9QDXxRCxC85NePlslPQCrVbLhg0b6Ny5Mz169OCvv/7i6tWrTJgwAW9vb5o2bUqLFi3YtGkTKSkp2bYXHh5OdHR0lkGpnZ0dt2/fZuvWrZiZmen65QDg2MCRq2WvUmtRLXb/s5ul3ZYyofEETp48SevWBVwYq1UrOH8eFi2CU6egQQOx7vT5v8uAKaKgUb3Pof7kgh2fVDQlJoqCWWPHQtWqoNGI1HCtFqZPBz8/uHWLqx98IPcilV4LMiiVJEkqhtKLHd25cwdVVTMNSs3MzLC2ttZ7+i6IoDRVm8req3v100HtseD4mfhif2mufvp4Rfn6+nL79m0GDhz47FiNGjVYsGABt2/fZtGiRURFRdG/f39q1KjBnDlzePjwYZbtpRc5cnJyyvKcsmXL6qXis6qqeIV6scpsFWoXFQdLB/xH+TPGbQx+fn7Ex8fTpk0bnfebLSMjUYTmyhXo2xemTYMmTeDCBbj4PVz8DmqNgobfFvzYpKIjMhJWroRevaBsWejWDdasAVdXcTwyEs6cgS+/BBcXuX5Ueq3IoFSSJKkY0mg0hIaG8s8/YjeuzAodpR8viJnSpvZNqWBRQT8pvOk030LV/nBhElzfoL9+XjEbNmzA3Nycnj17vvBcyZIlmTBhAqGhoXh5eVG7dm0mTZpEpUqVGDNmDJcuXXrhmpwEpfrwMOEhPTf2pNfGXpibmsMfMK7UOJwrihlbHx8fgIKfKX1exYqwYQNs2yYCDLfGMPVzqNgHGi+RQcbr6vFjEYja2cGIEeJmxdChYqb0wQPxfhk2TKTtStJrSgalkiRJxZBGo0FVVfbv3w+Q6Uxp+vGCmCk1NDDE08GTPf/sITktWT+dKAaiWmmFNnDqPbh7VD/9vEJSUlLYvHkzPXv2xNLSMsvzDA0N6dGjBwcPHiQgIIABAwbw22+/Ua9ePbp06cLevXvRarWAKHJUpUqVglm3+dTZ8LM0+qUR+67uY36n+QSNDcL4unGGbWGOHTuGg4MDFStWLLBxZal3bwi6AG1Lwjbw2G9cAAAgAElEQVQVPrkK18IKe1RSYYiIgDZtwNtbzIAGBsL16/DTT2INsp5S3CWpuJFBqSRJUjGUXoF39+7dQNZBaUHNlAL0qtuLR0mP8Lnho79ODE2h9TZRmfdYb4i7ob++XgEHDx7k/v37DBgwIMfXODs78+uvv3Lz5k1mzJhBQEAAXbt2pX79+ixbtgw/P78s15PqmqqqLD27lFa/tUJF5fj7x/m4+ceUMCtBnTp1ngWlWq2W48ePF07qblbu/ALvx8CqL+BWODRqJGZRpdfHxYvQvDlcvSqC0hkzwMlJzphLUiZkUCpJklQMVa1aldKlSxMUFISRkVGWW27Y2dlx584dUlP1X7W2XbV2KCj43vLVb0em1mKrmNRYCF2s376KufXr11OmTBm6dOmS62srVKjAl19+yY0bN1i3bh0lSpRgzJgxXL58uUBSd2OTYxm0bRDjdo/Do4YHfiP9aGLf5Nnz6RV4AUJCQoiOji7c1N3nRQdC8DdQdSAM/UakazZsCAMHwsiRGCQlFfYIJX3z8YGWLSEpCY4dE9u6SJKUJRmUSpIkFUOKojybLbW1tc10v0gQM6VarZaoqCi9j6mkaUlql63N+cjzeu+LkjWhch8IWwWp8frvrxhKSEhg27Zt9O3bF1NT0zy3Y2JiwqBBgzh37hw+Pj6MHTuWd999V4cjfdHFexdpsqIJG4M3Mqv9LHYO2EnZEmUznNOgQQOuX79ObGzss/WkRWKmVJsKp98HEytw/VEcq1wZDh+GyZNhxQoajxghKq3u2QPR0YU7Xkm3VBWWLIGOHcUa41OnxCy5JEkvJYNSSZKkYio9KM0qdff55wpiXSmAq50r5yMKICgFcBgHydFwY2PB9FfMeHt7Exsbm6vU3ZdRFIVWrVqxZMkS6tSpo5M2M7M+aD1uK9x4kPCAA4MPMKX1FAyUF7+u1K9fH4CLFy/i4+ODvb091apV09u4cuzyfHh4HtyWgFm5/44bG8Ps2bB3L6klSsB334nqq9bWYhuZUaNEJdarV+W2R8VVeLiYER0/Htq1A19fKArvSUkqBmRQKkmSVEzlJChNr8pbUOtKXW1dCX8Szt3Yu/rvrEIbKF0friyRX+IzsWHDBmxsbHB3dy/soeRIUmoS47zH8c5f79DIthF+I/1oX719luc3aNAAgODgYI4dO0abNm30sg1NrsSEQOBXUPkNqPxm5ud07ozfsmXw6BEcOiT2NK1SBTZtgvfeAwcHUYW1Tx+YNw9OnhQpoFLRtmGDuLng6wvLlsHu3WLbF0mScsSosAcgSZIk5U2RnCm1dQXgfOR5ujl0029nigK1x8HZsfDgNJRrpt/+ipFHjx7h7e3NqFGjMDQ0LOzhZOt6zHX6be7HuYhz/F/z/2N2h9kYGxq/9JoaNWpgZmbGrl27iIiIKPz1pEkP4VgvMCmTs+1fLCzEbFq7duLPWq0ojHPihAhsfH1h+3bxnKkpNG7M/7N33/FV1fcfx1/fbFYSwgghhISRsGQPQTY4cIsDtXUParX+rKO2ikVrHa3UXWuL4hZxgQvBEQyKiCIKgmFvSFi5SQhCyPr+/ji5mEBCbpI7Mt7Px+M+DOeee76fG88jyft+F5MmOVuKNGni2/cinjt82Pl/8uqrzqJGr7wCXbsGuiqRekc9pSIi9VTPnj2Ji4ujf//+lZ7TurUzfNDlcvmlpv5x/TEY/w3hTboMQlo4vaVyxPvvv8/hw4e9NnTXl+aum8uA/w1gXdY65lw8h2mnTqsykIKzjU2PHj344IMPgADvT1pSBF9fDAe3O6tDN6nBfpNBQU5P2+TJvw7j3bULZs+Gm2+G/Hy45Rbo3BmefBIOHfL++5Dqyc6GU091Aul99zkLGimQitSIQqmISD0VFhbG9u3bufbaays9JzQ0lCZNmrB//36/1BQZHum/xY4AQltA5yth21uQ7/vFnOqLJUuWEB0dzYknnhjoUipVVFLElNQpnPXGWSRGJ/LD5B84r/t51bpGr169KC4uJiYmhp49e/qoUg/8eAfs+hwG/xfaDPPedWNjnWG806bB9987iyV17w5//KMTTh9/XAslBcqWLc7qukuWwMyZcO+9EKIBiCI1pVAqIlKPeTI0MzIyktzcXD9U4xjYfqD/QilA8o1QUgAbZ/ivzTouPT2dnj17Bn6OZSUKiguY8NoEHlr0ENf1v47F1yymS0yXal/HPa90xIgRla5A7XMbZ8DaJ6HbH6HL1b5ta8wYJ5impUGPHnDbbdC+PVx2mXNMc6v9Y9kyZ6huZiZ8+inUgxEJInWdPtIREWngIiMj/dZTCs680pkrZ7Lnlz20bdbW9w1G9YDYcbD+v9DjTgiq+3MofS09PZ1zzz030GVU6q2f3yJ1cyr/Pv3f3DTkphpfx70Cb8C2gtn7NSz9PbQ7BfpP81+7o0c7iyT9+CM8/zy8/rrz6NrVCagXXgg9e1Y9r1WOVVIC+/ZBRoazmm5GRvnHzp3O3N927SA11fk+i0itKZSKiDRwgQilAMsylnF68un+aTTlJvjqAsj4CDrU3TDmD/v27WPv3r306NEj0KVU6pmlz9CtVTduHHxjra4zatQoLrnkEi6++GIvVVYNGfPg60ugaSKMeBOCAvAnVf/+zp6Y06bBu+/CjBnwt7858xu7d3fC6emnQ1ycsxJsixaNO6jm5cH27ccPnJmZUFR07GvbtnV6pdu3h5NOgilTnO+riHiFQqmISAPn71DaP85ZeGlZph9Dafw50LQDrH260YfS1atXAwR2juVx/JD5A0t2LOGJ056o9fDiyMhI3njjDS9V5iFrYc3jsPxPEN0HRn0AYS39W8PRmjaFyy93HpmZMGcOvPOOsy/qAw/8el5wMLRs6azeGxrqzIEMCfn16+Mda93aCbinnuq0V5/k5zvfh3/+89jAGR39a9gcOxbi43/9t/vRrh2EhQWmdpFGQqFURKSBi4yMZPPmzf5rz9+LHYHTS5XyB1j+F8heAS37+q/tOiY9PR2ou6H0me+eoWloU67sd2WgS6m+4sOw9AbY9BIkXADDXoaQZoGuqry4OLjxRuexZ4+zz6nL5Tyys53/5uc74aywsPx/y3594ED5f6emwvTpEBEBp5wC554LEyY4Ia4u++YbuOYaWLPGGdp85pnlA2d9C9giDZRCqYhIAxcVFeXXhY7AGcK7aNsiv7ZJ18mw6u+w5jEnLDRS6enpNG/enISEhECXcgzXIRczV83kij5XEB0RHehyPGetsxfuj3c480hPmAq97wVTx9eLbNvWCY/eUFjobHny/vvO48MPneMpKTBunPMYO9bpUa0L8vLgr3+Fp56ChASYPx9OOy3QVYlIJer4T1MREaktfw/fBSeUbt+/nT2/+HGblrCW0Pka2PoGHMzwX7t1THp6Oj169KiTK++++OOL5Bfl12pxI7/K3wOrH4WPT4BPhzm98MNnQZ+/1f1A6m2hoTB+vBPytmyB5cvh0UchOdlZZGnSJGeY63nnwQcfVDwv05esdRYgeuwxZ4hxmzbOfq433girVimQitRx6ikVEWng3KHUWuu3oDKwfQAWOwLo/kdY/wysexr6Pey/duuQ1atXM378+ECXcYwSW8Kz3z/LiI4j6BPbJ9DlVK6kCDI/hU0zYMcHYIug1VAY8hwkXuzsjdvYGQN9+zqP225zAuj338Ps2fDKK05Part2cMUVcMYZMGgQNPPSMOeCAmdLlp9+gm3bfn1s2OAsVgTOdjk33QQXXwxDhninXRHxKYVSEZEGLjIykuLiYg4dOkRTP82f6t8uAIsdATTvDB0mOtvD9JoCoc3913YdkJuby86dO+vkfNJPNnzCxuyNPDDugapPDoS8jbDpBWe+6KEMCG8D3W6BLtdAVN37ftYpISEwdKjzePBBmDcPXnjB6Ul95BFngaW+fZ29PXv2dHpdg4Kc4xU9jn7OHXoXLnTmiB465LQbHAwdOkDHjs7w4ZEjnR7RxMTAfj9EpNoUSkVEGrjIyEgA9u/f77dQGhURRXJMsn8XO3Lrfjtsfxc2vQjdbvZ/+wFUl1fefWbpM8Q2i+X8HucHupRfFR107pWNL8CeNGdIbtwEGPQ0tD8LgrXiarWFhsI55zgPl8sJke7Hyy87CyjVhLt39vrrnX1aBw1yFlkK1r7EIg2BQqmISAMXFRUFOKG0Xbt2fmt3YPuBfL3ta7+1d0SbYdB6GKx9ApJvhKDG80drXV15d3P2Zj5e/zH3jLqHsLoQ9HJXw9qnYOtMKNwPzbtA3weh05XQtI6vJlufxMQ4q92eeabz7+JiZ0Xg4uLyj5KSY4+VfQD06uVsZyMiDZJCqYhIA+fuKQ3ECryzVs1i7y97adOsjV/bpvvtsOhC2PEedLzAv20HUHp6OhERESQlJQW6lHKe/f5ZgkwQkwdODmwh1sKG6bDsFqfnLeFC6HIttB3V+BYuCoTgYGfLGhGRo+gnsIhIA1d2+G5ltmzZQrG7R8JLBsaVLnYUiCG8Hc5z5peuedT/bQfQ6tWr6datG8F1aEjjgYIDPPfDc0zsMZEOkR0CV0jhflj8G2ef0dgxcO5WOOlV52sFUhGRgNJPYRGRBq6qUJqbm0v37t158cUXvdrugLgBgLMCr98FBUO3P8K+b2DH+/5vP0DS09Pr3NDdl5e/TE5+DrcOvTVwRWQvh/mDYNtb0PchGPMxRLQNXD0iIlKOQqmISANXVSjdvXs3hw8f5scff/RquwFd7Aig6/UQMxC+uQL2rw1MDX70yy+/sGXLljoVSktsCU9++yRD4ocwrMOwwBSR+Rl8MhSKfoHxX0Cvu9QzKiJSx+insohIA1dVKHW5XACsW7fO620Paj+I73Z+h7XW69euUnAEjJwNQeHw5XnO8M0GbM2aNUDdWuRo7rq5rHet59aht/ptj9xyXMvgq/MhshucvtyZOyoiInWOQqmISANXVSjNzs4GYP369V5ve3jCcHbm7WRb7javX9sjzTrCiLcgbz0svhxsSWDq8IO6uPLuE98+QYfIDlzQIwCLTeVthLQzILwVjJkHEX5ebEtERDymUCoi0sCFhYURERFR6eq77p7Sbdu2cci9Kb2XjOg4AoBF2xZ59brVEjsGBjwGOz+AlfcHrg4fW716NSEhIXTp0iXQpQCwYtcKFmxewM1DbiY0ONS/jR/aDV+cBrYYxn4CTdv7t30REakWhVIRkUYgMjKyyp5Say0bN270arsntD2ByPDIwIZSgJSbodMVsOpvsOODwNbiI+np6aSkpBAa6ucAWIknvn2CpqFNuX7A9f5tuDAPFp4JhzJg9EfO0F0REanTFEpFRBqB44VSd08peH9eaXBQMCclnMSi7QEOpcbA4P9CywGw5Go4tCuw9fhAXVp5d9eBXcxcOZOr+l5FyyYt/ddwSTEsuthZbXfE29B6qP/aFhGRGlMoFRFpBKrqKQ0LCwN8s9jRiIQRrNqziuxD2V6/drWENIGTXofig/Dt9RCIxZd8JD8/n40bN9aZUPrs0mcpKC7glqG3+Lfhn6ZA5jwY9AzEn+nftkVEpMYUSkVEGoGqekrbtWtHu3btfBNKS+eVLt6+2OvXrrao7s4+lRkfweaXA12N16xbt46SkhJ69OgR6FLIO5zHs98/y1kpZ5HSKsV/DW95A9L/CV1vgOTf+a9dERGpNYVSEZFGICoq6rihNCYmhpSUFJ+E0sHxgwkNCg38vFK3brc4W4MsuwV+2R7oarxi9erVQN1YefcP8/5A1qEspoyc4r9GXT/Ct9dCmxEw8En/tSsiIl6hUCoi0ghERkZWuvpudnY2LVu2JCUlxSfbwjQNbcrA9gMDP6/UzQTB0BedlVm/vaZBDONNT08nKCiIlBQ/9kxW4LWfXuOVFa8wddRUhnbw03zO/D3OPrThrWDEOxAc5p92RUTEaxRKRUQagaqG77p7Svfs2UNOTo7X2x+RMILvdn5HflG+169dI807Q/9/wa7PYcN/A11NraWnp9OlSxciIiICVsNG10Z+P/f3jOw4kimj/NRLWlIEiybB4T0w6j1oEuufdkVExKsUSkVEGgF3KLUV9AqW7SkFfNJbOqLjCAqKC1iWsczr166xrr+DdqfAD3fAxhlOwKlnrLVkZGSwYsWKgA7dLSgu4NJ3LyU0KJTXzn+NkKAQ/zS8/j+wZyEM/h/EDPRPmyIi4nUKpSIijUBkZCRFRUXk55fvqbTWluspBd+swHtSwkkAdWdeKTjbxAx9EaL7wLfXwby+sPOjOj+cNyMjgzvvvJNTTjmF2NhY4uPjWb9+PQMGDAhYTX9d8FeWZizl+XOep2NUR/80mr8XfroX2p0KnS73T5siIuITCqUiIo1AVFQUwDFDeA8dOkRBQQExMTF07tyZoKAgn4TSNs3a0L11d77a9pXXr10rTePh1MXOXMSSQlh4NqSOgX3fBrqySj3++OP861//Ijs7m7PPPpunnnqKhQsXcvfddwekns82fsYjix/hhoE3cH6P8/3X8E9/haI8GPi48wGDiIjUW34aXyMiIoEUGRkJQG5uLrGxv867c7lcALRs2ZLw8HASExN9EkrBmVf6zup3KLElBJk69JmoMdDxAuhwDmx8HlbeB58OhYQLne1jIpMDXWE5n3/+OWPGjGHBggWBLoX9h/dzzQfX0KN1Dx497VH/NZy9HDZMh27/B1GBX3FYRERqpw79VSAiIr7iDqVH95RmZ2cDEBMTA+CzbWHAmVeak59D+t50n1y/1oJCIfn3cPYGOOFeyJwHc3vC0j84K7zWAfv27WP58uWMGzcu0KUA8OfP/kxGXgYvnvsiTUOb+qdRa53tfMJjoPe9/mlTRER8SqFURKQRqCyUlu0pBY5sC1PRgki1NaLjCKCOzSutSGgL6HOfE067Xu+szvtBF1h5PxQeCGhpX3zxBQDjx48PaB0AX2z+gv8u+y+3Dr2VEzuc6L+Gt78De76EPg9CWEv/tSsiIj6jUCoi0ghUp6c0Ly+P3bt3e72Gzi070655u7ofSt2atIPB/4Ezf4a4U2HlvfBhV1j/X2f+aQCkpqbSokULBg8eHJD23X4p+IXrPryOrjFduX/s/f5ruOigs1pydF/ocp3/2hUREZ9SKBURaQSq01MKvlmB1xjDiI4j6k8odYvsBiPfhVO+hhZdYenv4ePesMf/izalpqYyevRoQkICuyTEPQvuYVP2JmacM8N/w3aLDjrDdg9ug4FPQlCwf9oVERGfUygVEWkEKlt9t6KeUvBNKAVnsaOtuVvZnrvdJ9f3qTYnwclfwaj3nJ7SrybCIe/3KFdm27ZtbNiwIeBDdxdvX8yT3z7JTYNvYlTiKP80uuNDmNvLWYiq260QO9o/7YqIiF8olIqINAItWrQAnNV3y3K5XAQHBx95PiEhgfDwcJ8udgROsKmXjIEO58LoD535pd9N9tu+pqmpqUDg5pMeLjrM2z+/zeVzLqdjVEceHv+w7xs9sBkWngNfngMhTWH8FzDwMd+3KyIifqVQKiLSCISHhxMeHl7h8N2WLVtiSvd5DA4OpmvXrj4LpX1i+xAREsF3O7/zyfX9Jqqns13Mzg9g88t+aXLBggW0bduWE044wS/tua3YtYJb5t1C+8faM+mdSRQUF/DqxFdpEd7Cd40WH4ZVDzirH+9eAP0egdOXQ+wY37UpIiIBo31KRUQaicjIyAqH77qH7rolJyezdu1an9QQGhzKgLgBfLvzW59c319mzZpFfPuBjGw7ypnnGDsOmnX0WXvWWlJTUxk3btyRDxB8yXXIxRsr3+CF5S/wQ+YPhAWHMbH7RK7udzUndz6ZYF/O58z8FL7/A+Std/aKHfg4NO3gu/ZERCTgFEpFRBqJikKpu6e0rJSUFD7++GOKi4sJDvZ++BjSfgj/W/Y/CosLCQ0O9fr1j+fAgQMYY2jWrFmNr7F+/Xouu+wyunXrxqolH2Lm9YUlV8O4z8D4ZgDSmjVryMzM9OnQ3eKSYhZsXsALy19gzuo5HC4+TP92/Xn69Kf5Te/fENMkpuqL1MbBHbDsVmfLlxbJMPYTZ9VjERFp8BRKRUQaicp6Stu0aVPuWEpKCgUFBWzbto1OnTp5vY4h8UN44tsn+Hnvz/Rr18/r1z+eCy+8kGbNmvHuu+/W+BpTp06luLiY9PR0lq11MWjAY87c0nXPQLebvVjtr3w5n3Rz9mZeWv4SL614iW2522gZ0ZLJAydzdb+r6R/X3+vtHaOkENY8Aav+BrYY+vwdevwJgsN937aIiNQJVX6ka4xJMMZ8YYxJN8b8bIy5pcxzNxtj1pQef6TM8buMMRuMMWuNMaf5qngREfFcVFSUxz2l4LsVeIfEDwEIyLzS9PR0Fi2q+ZY0P/74I7NmzeKmm24iPDycl156ydkvM+50WP5np7fPB1JTU+nUqZPXPiQ4WHiQ1356jXEvj6PzU535+5d/p0frHrx54Ztk3J7BU6c/5Z9AujsN5vWD5Xc6Q6DPTIcT7lEgFRFpZDwZZ1QE3G6t7QkMBW4yxvQ0xowFzgX6Wmt7Af8CMMb0BC4BegETgP8YY7SZmIhIgEVGRh6z+m5Fc0p9HUo7t+xMTJMYv4fSkpISMjMz2bNnD7t27arRNe6++25iYmJ48MEHOe+883jjjTc4XFAAg5+BksOw7j9erhqKi4tJS0urdS+ptZbvdn7HDR/dQNyjcVw+53K25m7l72P/ztY/bmX+ZfOZ1GsSESERXqr8OIoL4JsrIXWss//oqA9g9AfQ3Ps98yIiUvdVGUqttZnW2h9Kv84DVgPxwO+Bf1hrD5c+t6f0JecCs6y1h621m4ENwBBfFC8iIp47evhuSUkJOTk5x/SUtm3blsjISJ+FUmMMQ+KH+D2U7tu3j6KiIgCWL19e7dcvXLiQ+fPn85e//IWoqCiuvPJKXC4Xc+fOdcJU/Lmw4X9OyPKiH374gZycnFqFUtchF8NmDOPE50/klRWvcF7380i7Mo31N6/nnlH3kBCV4MWKPbB6Gmx+BXr+Bc78GTqc7d/2RUSkTqnWnFJjTBLQH/gWmAaMNMY8COQDd1hrl+IE1iVlXraj9NjR15oMTAaIjY0lLS2t+tV7yYEDBwLavtQfulcE6u99kJeXR1ZW1pHa8/LysNbicrmOeT9xcXEsWbLEZ+8ztjCWT/d8yrzUeTQJbuKTNo62YcOGI1/Pnj2biAjPewSttdx88820bt2aPn36kJaWRlhYGK1ateLRRx8lJiaGqMOj6V8wh7WfTCWz2VmAd+6VmTNnAs62PjW5VmFJIX/66U+k70/nlq63cHLsyTQPaY7dYvlyy5e1qq0mmhTtYPCev7EvYjTpOafBonq+PVAN1NefIeJ/ulekMg3t3vA4lBpjmgPvAn+01u43xoQAMThDegcDbxljOnt6PWvtdGA6wKBBg+yYMWOqU7dXpaWlEcj2pf7QvSJQf++DTz75hI8//pjRo0djjGHjxo0ADB48+Jj3M3DgQBYvXuyz93lw/UFe3voyTbs0ZXTSaJ+0cbRDhw4d+Xr//v3Vem8ffvghP//8M//73/847bRfl0q45ppreOyxx+jRowexbUfD/JfoVjKfbqOngTFeuVcefPBBevfuzcSJE6v9WmstV71/FStyV/DaxNf4bZ/f1qqWWrMWFpwMoU1pe/obtG0SF9h6AqS+/gwR/9O9IpVpaPeGR2vXG2NCcQLp69ba2aWHdwCzreM7oARoDewEyo4D6lB6TEREAigqKorCwkIOHz4MOPNJgWPmlIKzV+nWrVvJz8/3SS2D2w8G/LvYUUZGBgD9+/ev1vDd4uJi7r77bpKTk7n66qvLPXfllVdSXFzs9GYaA93+CLk/w+5Ur9Scn5/PokWLajx096GvHuKVFa9w3+j7Ah9IATa/CrsXQL9/QCMNpCIicixPVt81wAxgtbX2sTJPvQeMLT0nBQgD9gEfAJcYY8KNMZ2AZKDxjc0REaljIiMjAY7MK3W5XADHzCkFZ7Ejay2bNm3ySS1tmrWhU3QnvsvwfyidMGEC69at45dffvHodTNnzmTVqlU88MADhIaW31e1V69eDBo0iJdfftk5kHgJRLSFNU96peZvvvmG/Pz8GoXSN1e9yT1f3MNlfS5j6uipXqmnVvL3wY+3QeuToOvkQFcjIiJ1iCc9pcOBy4FxxpjlpY8zgBeAzsaYVcAs4MrSXtOfgbeAdGA+cJO1tthH9YuIiIfcodS9Au/xekp9vQIv4PfFjjIyMmjVqhVDhgzBWsuqVauqfE1BQQFTp06lf//+XHjhhRWec9VVV7FixQqn9zU4HLr+HjI+gv3ra11zamoqwcHBjBo1qlqvW7pzKVe+dyUjOo7g+bOfx/l8OcB+vB0KcmHI/8B4NFBLREQaCU9W311krTXW2j7W2n6lj4+ttQXW2sustSdYawdYaxeUec2D1tou1tpu1tp5vn0LIiLiicp6Sisbvgu+D6Xbcrex60DNtmeprszMTNq3b0+/fv0Az1bgnT59Olu2bOHhhx8mKKjiX5mXXHIJoaGhv/aWJt8AQaGw7ula15yamsqQIUOO/L/zhLWWP8z7A62btmbOxXMID6kDe37uSi1dbffPEH1CoKsREZE6Rh9Viog0EtUZvhsVFUVsbKzPQyk4vXr+kJGRQfv27UlMTCQqKqrKUHrgwAEeeOABRo8ezamnnlrpea1ateLss8/m9ddfp7CwEJq0g8RLYdOLBJccqHG9+/fvZ+nSpYwbN65ar5uzZg7f7fyO+8feT+umrWvcvtfk73P2JG2RDL2mBLoaERGpgxRKRUQaiaNDaXZ2Nk2bNiU8vOKetJSUFJ+G0gFxAwg2wXy781uftVGWO5QaY+jXr1+VofTJJ59k9+7dPPzww1UOf73gggvYu3cv6enpzoFut0DRAeIOflzjehcuXEhxcXG15pMWlRRxd+rd9Gjdgyv6XlHjtr3GWlhyFW4ji/4AACAASURBVBzeC8NnQYh/tv8REZH6RaFURKSRiIqKAsr3lFbUS+rm61DaNLQpvWN7+2VeaXFxMbt27aJ9+/YA9O3bl5UrV1JcXPGSB1lZWTzyyCOcc845DBs2rMrru4c7b9261TkQMwBix5N44HUoyK5RzampqURERHjUvtvLy19mbdZaHhz3ICFB1dqK3DfWPA4Zc6H/o873REREpAIKpSIijURFCx1VNJ/ULTk5md27dx8Jsb4wpP0QlmYspcSW+KwNgL1791JcXHwklPbr149ffvnlyF6tR/vnP/9JXl4eDz74oEfXT0pKAmDLli2/HhzwKCElB2Dl/TWqOTU1lREjRhAREeHR+YcKD3Fv2r0M7TCU87qfV6M2vWrfd7D8z9BhIqTcFOhqRESkDlMoFRFpJCqaU1pVTynA+vW1X0W2MkPih5CTn8MG1waftQG/bgcTF+fsjXm8xY527tzJ008/zWWXXcYJJ3i2KE/r1q1p1qxZ+VDasi+ZTc+Adf+G3DXVqnf37t2sWrWqWkN3n1n6DDvzdvKP8f8I/Gq7BTnw9cXQtAMMneHs4SoiIlIJhVIRkUYiPDycsLCwcnNKj9dT6q9tYQCfD+HNzMwEONJT2rNnT0JCQioMpffffz/FxcX87W9/8/j6xhiSkpLKh1Jgc4trIKSpsx1KNSxY4Cxo72kozcnP4aGvHmJC1wmMThpdrba8zpbAt9fCwR3OPNKwyj/4EBERAYVSEZFGJTIy0uOe0i5dumCM8Wko7dmmJ81Cm/k8lLp7St2hNDw8nB49ehwTStetW8eMGTO44YYb6NSpU7XaqCiUFga3hBOmQsbHkOH5DmmpqalER0czYIBn8zAf+foRsvOzeXj8w9Up2fuKDsKii2D7bOj3T2h9YmDrERGRekGhVESkESkbSqvqKY2IiCAxMdGnoTQ4KJhB7Qcxd/1c8g7n+awddyht167dkWMVrcA7depUIiIimDKl+luXJCUlsXnz5mOfSLnZ2Q7lh9ugpNCja6WmpjJmzBiCg4OrPHeDawNPLHmCS0+4lH7t+lW3bO85tAs+HwPb58CAJ6D7rYGrRURE6hWFUhGRRiQqKor9+/dz+PBhDh48eNyeUvD9CrwAfx31V7bmbOWSdy+hqKTIJ21kZGTQtm1bQkNDjxzr168fmZmZ7NmzB4AffviBN998k1tvvZXY2Nhqt5GUlEROTg45OTnlnwgOc1af3b8G1v2nyuts2rSJLVu2eDR0t8SWcO0H1xIWHMa0U6ZVu2avyfkZPh0KuT/DqDnQ/RbNIxUREY8plIqINCKRkZHk5uaSne1sU3K8nlL4NZRaa31W0/jO43nmjGf4eP3H3P5J9eZeeiojI+PIIkdu7sWOVqxYAcCUKVOIiYnhjjvuqFEb7hV4j2wLU1b8WdDuFFh5H+TvO+51UlNTAc/mk/5n6X/4cuuXPH7a48RHxle3ZO/Y8xV8dhIUH4ZTvoQO5wamDhERqbcUSkVEGhH38F2XywV4Fkr3799/pDfRV3436HfcNvQ2nvruKZ757hmvXz8zM/PIfFK3vn37As4KvGlpacyfP5+77rrryH6u1VXhtjBuxsDAJ6AoD346/tDg1NRU4uLi6N69+3HP25S9ib98/hdO63IaV/W7qkY111pBDnx9CUS0g9O+hZiBgalDRETqNYVSEZFGxB1K3T2lVQ3fTU5OBny7LYzbI6c8wjndzuH/5v8f8zfM9+q1MzIyjgmlrVq1okOHDvz444/cddddxMfHc9NNNd9P87ihFCCqpzO/dMNz4FpW4SklJSUsWLCA8ePHH3dblxJbwnUfXEeQCeK5s58L3BYwP9wO+bvhpNehWcfA1CAiIvWeQqmISCNSk55S8O22MG7BQcG8fv7r9Intw6S3J7FqzyqvXLeoqIjdu3cfE0rBGcI7e/ZslixZwr333kuTJk1q3E6rVq2O3av0aL3vg4g28P3NztYpR1m1ahV79+6tcuju9GXT+WLLFzx66qMkRCXUuOZayfgENr0APe6EVoMCU4OIiDQICqUiIo2Ie6Ejdyitqqc0MTGR0NBQv4RSgOZhzfnw0g9pEd6CM2eeya4Du2p9zT179lBSUlJpKD18+DApKSlcffXVtWqnsr1KywmLgr7/gH3fwObXjnnak/mkW3K28KfP/sTJnU/mugHX1armGivcD99dB5E9oPfUwNQgIiINhkKpiEgjEhkZSUFBAbt2OWGvqp7S4OBgunbt6rdQCtAhsgMfXvoh+w7u49xZ53Ko8FCtrnf0HqVlDR48GIAHHniAkJCQWrUDFe9VeozOV0KrE2H5nU64KyM1NZXk5GQSEiru/dyas5WTXzk58MN2f/wTHMqAoS9CcERgahARkQZDoVREpBGJjIwEnHmPxhiPFvWpzrYwa9eupaTk2GGp1TUgbgCvn/86S3cu5cr3rqSkgqGunsrMzAQ4ZvVdgLPOOoulS5dy0UUX1fj6ZXkUSk0QDHramYu58v4jhwsLC1m4cGGlvaQbXBsY+eJIsg5l8elln5IUneSVmqtt1+ewYTp0vx1anxiYGkREpEGp/cfCIiJSb5QNpdHR0QQFVf3ZZEpKCvPnz6e4uJjg4OBKz9u2bRs9e/bkrbfe4oILLqh1red1P49pp0zjjs/uIOWLFB4Y90CNrnO8ntKgoCAGDfLefMiye5VGR0dXfmKrwdD5Glj7pLNVTHRvvl++iQMHDlQYStP3pnPyKydTWFLIF1d+Qb92/WpfbPFhp6e2okdRJccL90P2cmiRAr3/VvsaREREUCgVEWlUyobSquaTuqWkpHD48GG2b99+ZIXZiqxfv56SkhLWrFnjjVIBuG3YbazNWsuDXz1IckwyV/a7strXyMjIwBhDbGys1+qqTNm9So8bSgH6PQw75kDaBABOtEFsewraNfknfPUmNI2Hph3YcriQPy/8JwnBobz020/pUZNAetgF31wJuT//GjhLCqt+nQmG0CgIbQGhkc6jzXDo83cIqfmiUCIiImUplIqINCLuULp161Z69erl0WvcK/CuX7/+uKF0+/bt5f7rDcYYnjnjGTZlb+L6D6+nU8tOjEocVa1rZGRkEBsb65U5o1Upuy2Mex9Ut6KiItatW0fPnj2dAxFt4cyfIWspHNzBzOf+SVTYAc7uGQW5KyFzHhT9QhLwYZvSiywYAOGtIboPDJkOLbpUXVRBLnxxKuSsgo4XlobMyMofIWW+Do5w9lgVERHxIYVSEZFGxD2H9NChQx73lLr3Kl23bh2nnHJKpeft2LED8G4oBQgNDuWdSe8wbMYwJr45kSXXLiG5VbLHr69oj1JfOd5epc8//zw33ngjK1asoHfv3s7BJnHQ4RwOHjzItU/dys0338zZ4/8FwFdbvuTSWWfSq0U0L5/6IO2CiuHgDji0A7a9A/MHwfA3oP2EygsqzIO00yHnJxg5B+LP9PI7FhERqT0tdCQi0oi4e0qh6pV33dq1a0fz5s2rXOzIFz2lbtER0Xx06UcEmSDOnHkmrkMuj1+bmZnpt1DaqlUrmjdvXmEo/eSTT7DWMn369GOe+/rrrykoKDgyn/TzTZ8zYebpNG8ezwuXL6Fd8hXQ5Wro/VcY8j+Y8D006whpZ8DP/wBrjy2m6CAsPBuyvoPhsxRIRUSkzlIoFRFpRGoSSo0xHq3A68tQCtAlpgvvXfweW3O3csFbF1BQXODR6zIyMipcedcXKturtLi4mIULFwLw6quvcvDgwXLPp6amEhISwsiRI5m7bi5nzTyLLi27sPCqhcRHxh/bUPNOcOpi6DgJVtwFX18MexfDvm8h63tw/QhfToQ9X8KwVyHhfF+9ZRERkVpTKBURaUTKhlJPh++CZ9vCuIfv5uTkkJeXV7MCqzC843BeOOcF0rakccNHN2Ar6iEso7CwkD179vitpxQq3hZmxYoVZGdnM3nyZHJzc3nrrbfKPZ+amsrQoUP5ZNsnTHxzIr1je5N2VRqxzY+zOFNIM2f4br9/wvZ34bPh8OlQ+GQwzB8Auz6FoS9A0qU+eJciIiLeo1AqItKIhIeHExoaCnjeUwpOKN2yZQuHDx+u9Jzt27fTqlWrI1/7ym/7/Japo6by4vIX+WTjJ8c9d/fu3Vhr/R5KN2/eXO7YF198AcDUqVPp3r17uSG82dnZLFu2jDbj23DxOxczOH4wn1/+OTFNPPj/Ywz0vBPO+BnGzIfRc2HUB8780QnfQ+ervPnWREREfEKhVESkETHGHOktrW5PaUlJCZs2barw+QMHDpCTk8OwYcMA34ZSgLtH3k1keCRv//z2cc873h6lvpKUlERubi45OTlHji1YsIBu3boRHx/P5MmT+eabb1i5ciUAaWlp2P6W98x7jEocxSeXfUJURFT1Go3qDu1Pg/gzoMPZkHAexAz05tsSERHxGYVSEZFGxr0Cb3V7SsHZFqYi7hB60kknlfu3r4SHhHNWylm8v/Z9ikqKKj0vUKEUfl2Bt7CwkC+//JKxY8cCcMUVVxAWFsZzzz0HwONfPw7nwKmdT2Xub+bSPKy532oVERGpCxRKRUQamZr0lJbdFqYi7vmkJ554IsYYn4dSgAt6XEDWoSy+2vpVpedkZmYC+G2hIzg2lC5btowDBw4wbtw4wFmh98ILL+TVV1/lobSH+KrFV8S6Ynn/0vdpEtrEb3WKiIjUFQqlIiKNjDuUVqenNDo6mjZt2lQaSt0htFOnTsTFxfkllJ7W5TSahDRh9urZlZ6TkZFBUFAQbdu29Xk9bkeHUvd80jFjxhw5Z/LkyeS0yWHKwimwCm7tcCvhIeF+q1FERKQuUSgVEWlkatJTCsdfgdcdQuPj40lISPBLKG0W1owJXScwe81sSmxJhedkZGTQrl07goODfV6PW0xMTLm9ShcsWEDv3r1p06bNkXM69e1E0IVBmN0G3oNTTz7Vb/WJiIjUNQqlIiKNTE16SqHqUBobG0tYWJjfQinA+T3OJyMvg+92flfh8xkZGX6dTwrl9yotKChg0aJFR+aTAhQWF3Lp7EsJDQ/FvmVpFdWKvn37+rVGERGRukShVESkkYmMjCQsLIwmTao3fzElJYXMzMwK9yDdsWMHCQkJAEdCaVV7iHrDWSlnERIUUukQ3kCEUvh1r9LVq1eTn59/ZD4pwD0L7mHx9sU8dcpThOWFMXbsWIKC9OtYREQaL/0WFBFpZK644goeeughjDHVet3xVuDdvn17uVB68OBBsrOza19sFaIjohnfaTyzV8+uMARnZmYGNJT++OOPGGMYNWoUAHPXzeWRxY/wu4G/Y/JJk/n000+ZNm2a3+sTERGpSxRKRUQamWHDhnH77bdX+3XVCaXuY/5wfo/z2Zi9kZV7VpY7XlBQwN69e/268q6be6/Sr776igEDBtCyZUs2ujZyxXtX0De2L4+f9jgAo0ePPrIwkoiISGOlUCoiIh7p0qULxphj5pXm5uaSl5dHhw4dAP+H0vO6n4fB8G76u+WO79q1C/DvHqVu7qC5adMmxo4dy7z18xj83GBKbAlvXfSWtn4REREpQ6FUREQ80qRJExISEo4Jpe49St1htGPHjoD/QmnbZm0ZmTiS2WvKzyvduXMnENhQioHMbpmcOfNMEqISWHr9UlJapfi9HhERkbpMoVRERDxW0Qq87vDpDqWxsbGEhob6LZQCnN/9fFbtWcW6rF9rmzt3LkFBQQFZ2TYpKQmaAL+B13e+zuV9L+eba7+ha0xXv9ciIiJS1ymUioiIx9yhtOyiQkeH0qCgIOLj49m2bZvf6prYYyIAc1bPAaCwsJAXXniBM844g/j4eL/VAbBz/06eWPEE5g8G08Xw7JnP8tK5L9E0tKlf6xAREakvQgJdgIiI1B8pKSnk5OSwb98+2rRpAzih1BhTbkEhf+5VCtAxqiOD2w/mxeUvcsdJd/DRRx+RmZnJ7373O7+0b63lq21f8e/v/s3s1bMpsSV0a9GNMYzhhkE3+KUGERGR+kqhVEREPOZegXfdunVHQumOHTuIi4sjNDT0yHkJCQl88803fq3tzuF3ctHbF/HqT6/y5vQ36dChAxMmTPBZe9ZaVuxewaxVs3jr57fYnLOZlhEtuXXorfx+8O/p3LIzaWlpPmtfRESkoVAoFRERj5UNpcOHDwfKbwfjlpCQwNtvv01JSQlBQf6ZKXJBjwsYGDeQKZ9PIePzDO6dci8hId7/NZebn8szS5/h5RUvsy5rHcEmmJM7n8zU0VOZ1GuShumKiIhUk0KpiIh4LDExkdDQ0HJ7lW7fvp3evXuXOy8hIYHCwkL27NlDu3bt/FKbMYaHxj/Eaa+dhhlkuOaaa7x6/dz8XJ7+7mke++YxsvOzGZs0ltuH3c75Pc6nddPWXm1LRESkMVEoFRERj4WEhNClS5cjK/Baa9m+fTunn356ufPK7lXqr1AKMLbjWMJ2hsF4iGkXU+65wuJC7k69m5ZNWnLXiLswxnh0zaPD6DndzuHe0fcyIG6AL96CiIhIo6NQKiIi1ZKcnHwklObk5HDw4MEKh++CE0oHDx7st9rmzp1LwbwCuA6eWPIE94y6B4BfCn5h0juT+Hj9xwAEmSD+MuIvx72WwqiIiIh/KJSKiEi1pKSk8Nlnn1FSUnLMdjBuZUOpP02fPp14G8+A5AFMWzyNGwffSIkt4ayZZ7E0Yyn/OeM/fLXtK+5KvYvWTVtz3YDrjrmGwqiIiIh/KZSKiEi1pKSkkJ+fz44dOyoNpa1atSIiIsKvoXTr1q3Mnz+fv/71r1x08kX0ebYPt31yG0t2LGFLzhbeuegdJvaYyLUDrsV1yMXvPvodrZu25rzu5wEKoyIiIoGiUCoiItVSdgVed+js0KFDuXOMMX7fq3TGjBkAXHvttXRs25Hf9vktL694meiIaD67/DNGJo4EICw4jHcmvcP4V8ZzyTuX8M6kd1i+a3m5MDp11FQGth/ot9pFREQaM4VSERGplrKhNCMjg+DgYOLi4o45z9+hdMGCBQwfPpyOHTsC8NC4hyguKeauEXfRO7b86sDNw5oz9zdzGfniSM5+42wAhVEREZEAUSgVEZFqiYuLo1mzZqxfvx6Xy0X79u0JDg4+5ryEhARSU1P9Vte+ffvo27fvr+1HJTDzgpmVnt+6aWs+vexTnljyBL/p/RuFURERkQBRKBURkWoxxpCSksK6des4dOjQMfNJ3RISEsjIyKCoqIiQEN//unG5XLRq1apar0mISuDR0x71UUUiIiLiiaBAFyAiIvWPO5Ru3779mPmkbgkJCZSUlJCZmenzeqy1uFwuYmJiqj5ZRERE6hSFUhERqbbk5GQ2b97M9u3bK+0pdc/t3LZtm8/r2b9/P8XFxQqlIiIi9ZCG74qISLWlpKRQXFxMcXHxcYfvgn/2KnW5XADVHr4rIiIigVdlT6kxJsEY84UxJt0Y87Mx5pajnr/dGGONMa1L/22MMU8ZYzYYY34yxmiDNxGRBsa9Ai8cu0fp0cf9EUqzsrIA1FMqIiJSD3kyfLcIuN1a2xMYCtxkjOkJTmAFTgXKjs06HUgufUwGnvVqxSIiEnDJyclHvq5sTmlkZCSRkZHlQun+/fv5/PPPKSoq8mo96ikVERGpv6oMpdbaTGvtD6Vf5wGrgfjSpx8H7gRsmZecC7xiHUuAaGPMsRvYiYhIvRUTE0Pr1q2ByntK3c9t2LCBOXPmcNFFF9G2bVtOOeUU3n//fa/Wo55SERGR+qtaCx0ZY5KA/sC3xphzgZ3W2hVHnRYPlB2rtYNfQ6yIiDQQKSkphIaGEhsbW+k5CQkJzJs3j/PPP58vv/ySa665BoD169d7tRZ3T6lCqYiISP3j8UJHxpjmwLvAH3GG9N6NM3S3Rowxk3GG9xIbG0taWlpNL1VrBw4cCGj7Un/oXhHQfeAWFxdHYmIiX375ZaXnDB8+nJCQEEaPHk3//v0JDg5m5syZLF682Kvfw2XLlgGwcuVKgoODvXbd2tK9IhXRfSGe0r0ilWlo94ZHodQYE4oTSF+31s42xvQGOgErjDEAHYAfjDFDgJ1A2bFcHUqPlWOtnQ5MBxg0aJAdM2ZMLd5G7aSlpRHI9qX+0L0ioPvAbdiwYRQUFNCiRYtKz6no+5ScnExBQYFXv4fvvfcekZGRjB8/3mvX9AbdK1IR3RfiKd0rUpmGdm94svquAWYAq621jwFYa1daa9taa5OstUk4Q3QHWGt3AR8AV5SuwjsUyLXW+n7ndBER8avw8PDjBtLKJCYmsmXLFq/W4nK5tMiRiIhIPeXJnNLhwOXAOGPM8tLHGcc5/2NgE7ABeA64sfZliohIQ5GUlMTWrVux1lZ9soeysrI0n1RERKSeqnL4rrV2EWCqOCepzNcWuKnWlYmISIOUlJREfn4+e/bsOe4iSdXhcrkUSkVEROqpaq2+KyIiUltJSUkAXh3Cm5WVpeG7IiIi9ZRCqYiI+JUvQql6SkVEROovhVIREfGrxMREwHuhtKSkhOzsbPWUioiI1FMKpSIi4lctWrQgJiaGrVu3euV6ubm5lJSUqKdURESknlIoFRERv0tKSvJaT6nL5QJQKBUREamnFEpFRMTvvBlKs7KyADR8V0REpJ5SKBUREb9LTExky5YtXtmrVD2lIiIi9ZtCqYiI+F1SUhKHDh1i7969tb6WO5Sqp1RERKR+UigVERG/c28L443FjtzDd9VTKiIiUj8plIqIiN95c69Sd09pdHR0ra8lIiIi/qdQKiIifufNvUqzsrKIjo4mJCSk1tcSERER/1MoFRERv4uKiiI6OtprPaUauisiIlJ/KZSKiEhAJCUleW1OqRY5EhERqb8USkVEJCC8tVepekpFRETqN4VSEREJCHcore1epQqlIiIi9ZtCqYiIBERiYiK//PLLkS1dakrDd0VEROo3hVIREQkIb2wLU1xcTE5OjnpKRURE6jGFUhERCQh3KK3NYkc5OTlYa9VTKiIiUo8plIqISEB4o6fU5XIBqKdURESkHlMoFRGRgIiOjiYqKkqhVEREpJFTKBURkYBJTEysVSh1L5Kk4bsiIiL1l0KpiIgETFJSUq3mlKqnVEREpP5TKBURkYCp7V6l6ikVERGp/xRKRUQkYJKSksjLyyM7O7tGr3e5XBhjiIqK8nJlIiIi4i8KpSIiEjC1XYE3KyuL6OhogoODvVeUiIiI+JVCqYiIBExiYiJQ81Dqcrk0dFdERKSeUygVEZGAcfeU1nSxI5fLpUWORERE6jmFUhERCZiWLVvSokWLWg3fVU+piIhI/aZQKiIiAWOMObICb02op1RERKT+UygVEZGA6tq1K9988w179+6t9muzsrIUSkVEROo5hVIREQmoqVOnsn//fq644gpKSko8fl1RURG5ubkavisiIlLPKZSKiEhA9evXj8cff5z58+czbdo0j1+Xk5MDoJ5SERGRek6hVEREAu6GG27goosuYsqUKXz99dcevSYrKwtAPaUiIiL1nEKpiIgEnDGG5557jsTERC655JIjgfN4XC4XoJ5SERGR+k6hVERE6oSoqCjefPNNdu/ezVVXXYW19rjnu4OrQqmIiEj9plAqIiJ1xqBBg/jXv/7FRx99xOOPP37cc909pRq+KyIiUr8plIqISJ1y8803M3HiRP785z/z7bffVnqeekpFREQaBoVSERGpU4wxzJgxg/j4eC6++GKys7MrPM/lchEUFERUVJSfKxQRERFvUigVEZE6p2XLlrz55pvs3LmTa665psL5pS6Xi5YtWxIUpF9lIiIi9Zl+k4uISJ104okn8o9//IP33nuPf//738c8n5WVpaG7IiIiDYBCqYiI1Fm33XYbZ511FnfccQfLli0r95zL5dIiRyIiIg2AQqmIiNRZxhheeukl2rZty6RJk8jNzT3ynHpKRUREGgaFUhERqdNatWrFrFmz2Lp1K9dff/2R+aXqKRUREWkYFEpFRKTOGz58OA888ABvv/02//3vfwH1lIqIiDQUIYEuQERExBN33nknCxcu5NZbb2XQoEHk5eWpp1RERKQBUE+piIjUC0FBQbzyyiu0atWKiRMnAqinVEREpAFQKBURkXqjTZs2zJw5k8zMTEChVEREpCFQKBURkXpl9OjR3HfffQC0b98+sMWIiIhIrSmUiohIvTNlyhQWLVrEyJEjA12KiIiI1JIWOhIRkXonKCiI4cOHB7oMERER8QL1lIqIiIiIiEjAKJSKiIiIiIhIwCiUioiIiIiISMBUGUqNMQnGmC+MMenGmJ+NMbeUHp9mjFljjPnJGDPHGBNd5jV3GWM2GGPWGmNO8+UbEBERERERkfrLk57SIuB2a21PYChwkzGmJ/AZcIK1tg+wDrgLoPS5S4BewATgP8aYYF8ULyIiIiIiIvVblaHUWptprf2h9Os8YDUQb6391FpbVHraEqBD6dfnArOstYettZuBDcAQ75cuIiIiIiIi9V215pQaY5KA/sC3Rz11DTCv9Ot4YHuZ53aUHhMREREREREpx1hrPTvRmObAQuBBa+3sMsenAIOA86211hjzb2CJtfa10udnAPOste8cdb3JwGSA2NjYgbNmzfLG+6mRAwcO0Lx584C1L/WH7hUB3QfiOd0rUhHdF+Ip3StSmfp4b4wdO3aZtXZQRc+FeHIBY0wo8C7w+lGB9CrgLGC8/TXd7gQSyry8Q+mxcqy104HpAIMGDbJjxozxpBSfSEtLI5DtS/2he0VA94F4TveKVET3hXhK94pUpqHdG56svmuAGcBqa+1jZY5PAO4EzrHWHizzkg+AS4wx4caYTkAy8J13yxYREREREZGGwJOe0uHA5cBKY8zy0mN3A08B4cBnTm5libX2Bmvtz8aYt4B0nJV7b7LWFnu/dBEREREREanvqgyl1tpFgKngqY+P85oHgQdrUZeIiIiIiIg0AtVafVdERERERETEmxRKRUREjZdHawAADcZJREFUREREJGAUSkVERERERCRgPN6n1KdFGLMX2BrAEloD+wLYvtQfulcEdB+I53SvSEV0X4indK9IZerjvZForW1T0RN1IpQGmjHm+8o2chUpS/eKgO4D8ZzuFamI7gvxlO4VqUxDuzc0fFdEREREREQCRqFUREREREREAkah1DE90AVIvaF7RUD3gXhO94pURPeFeEr3ilSmQd0bmlMqIiIiIiIiAaOeUhEREREREQkYhVIRkQoYY0yga5D6QfeKiIhI7SiUihxFf2CKSDU1BzDGBAe6EBERkfqoUYVSY0yjer9SM1YTrRs1Y8wEY8z7wN+NMQ1m/y/xLuNoa4xJA54HsNYWB7YqqUuMMfGBrkHqB2PMEGNMZKDrkLrHGHOOMaZLoOvwhwYf0kr/Z94W6Dqk7jPGnGmMmWmMudcY0zXQ9Yj/lAaMCGPMS8A9wAyc3q9rjTGtA1qc1EmlH17llz76GGNOB334KWCMOdkYswy4IdC1SN1mjBltjEkHJgMKpXJE6c+Rb3D+HokLdD3+EBLoAnzFGBMC3A78HuhojFlgrV1ujAnWp9lSljEmAngC6A88AFwI3GCMecZauzmgxYlfuANGaQ/pB9baYmNMDvAba+2+AJcndVBp+OwALAeeBaYC86y1JQEtTAKidNpHKM7vkpOA+6y175V9XqNwpKzSvz1uAe631s4qc1z3SiNV+nOkGfAG0ALnQ/I/AonAImNMUEP+HdNgP9G11hYBa4HuwG3A/0qPK5BKOdbafGA1cKG19kPgYWAATg+INGDGmP8zxvzDGDMJwFo7pzSQTgLeBbobY/5ujBkR2Eol0MrcKxcAlP5hkAGkAF8DmcaYG4wxyYGsUwLDOgqApsB71tr3jDFBxpi+7ucDW6HUQfFAlrV2ljGmiTHmfGNMGyAYtL5FY1T6c+QA8Jq1doy1NhX4BDi39PkGG0ihgYXSo//ABOZaa/OttU8AbY0xvyk9LzRwVUpdUOZeuaj00HRghzEm3Fq7BiimkQyXaIxKh+veClwMfA/8zRhzlTEmtvSUPcA44GSc4HFV6R8L0shUcK88UHqvxABdgRWlvemLgUeBx0pf12BHIsmvyvwuubj00N+BkcaYfwE/4Nwv040xpwWuSqkLytwrF5YeKgTGln7o+R5wBU5P+30BKlEC5Oi/Sa21b5YeDwKyge3GmPBA1ugPDSKUVvYHJtCyzGm3AdMArLWFfi9S6oQK7pX7S++V5qWfUB02xiTgfNq9IYClig+V9lqMBe6x1r4D3Ar0BSaUPp9mrV1ZOuJiJc79cChQ9UrgVHKv9ANOAXbhBJCPgatxekw3lb5Uo3IasAp+l9xnjLnWWrsRJ2B0L33uN8AqYKLmpzdOFdwrfzfGXGet3Qa8jzNn8F/W2vNwphCdY4zpqd71hq+yv0ndH4KX9oxuBs601h4OYKl+0SBCaSV/NPQBTitzzhxgnTHmDnAmEAeiVgmsqsJIqT7AWmvtfmNMe2NMvwCUKj5SZiGa74GRANba+cA6oIcxJuWol5yKE0gVShuZ49wra3F+bvQHdgBLrbW9gEuAMcaYeP1B2bBV9rvEGDPJWvs0cIm1dq21Ng9n3nEkcDBwFUugVHKv9C7tXX8C6ETpkF1r7WqcURca0dcIePI3qbV2Mc5IvnMCU6X/1PtQepw/GtYDvYwx3cqc/nvgEWPMLpyx/NKIVBFGehljepU+3xpn0ZubccbyJ/i7VvEeU7p3pHt+Tpk5GRuAFsaY3qX/XghEAZHGmDBjzOXGmP9v7/5D7izrOI6/v25qxiYWlC3K/BFoOkqbbKKYZpkRjUYxsFlTCU0tm4RJWpoxUwiUmfSDxDZT+k2FjcJCLG2Zs2n+SqvlrzmXs5lTkUZu3/64rkcf3c663XOe+36ec94vGMxz32deD+fDc32/97mv674L2Bs41/Xog+8VZOUmyiYU64HTMvNL9fwngSMyc22rA1ertjOX3AfMioj967qwEcdSGlL3KRgy28nK/cChwNOUzWw+GxEHRcT5wEzKxS4NsAY16QH1vN0peRn4uzwnXVO6AwXm9Hr+wcCVlM1L3pmZV7c5brVvB7KyW/3veZSt/N8KvL9ufqRJJiKOiIirgS9GxGtHvrkataZ8JfA88L6ImJqZf6FcrJpVNyxZA5yemQszc30XP4PasQNZuZeyG+IhmfmfiJgy6vfMs9v6f2jyeoVzye68WHccHxH3ULJy3qBvUqIdyso+mflV4FrgU5S6Y35mbmh14Bp3O1CTTqvnPU3Z6X1PBtykaUrHUGAeWo9vAM7IzPmZ+Vjb41d7xpCV2fX4NcB7MnOR33hMThGxL/AN4EZKQbg4Ij4AL64pz8zVlCuU+wGfr2/dBDxcj/82M1e0PHS1bIxZeage3+ztuoOnD3XHw3hhayjsYFZmUB4fRGZ+F1iUmSdm5roOfgSNkz78HoGyHGBZm+PuwqRoSvtUYK7JzLtbHrpaNsasPFCP/zQzb2x56Oqv2cB99Zf42ZQ1XXMjYgZARFwUEVcBq4CvAbOjPOz+SeDX3QxZHTEr2kqf6o5bMvPmloeulvWj7hh9rgZHPy561nOG4tb/SdGUMrai4fpuhqyOWGAOoYiYGxGfjojD6ksrgTdHxF51nd8KYCNwfJTt9/cFLsnMh7I8AmgB5dvxT3qL3WAzK2rIukNNWXeoF7PxCsREvOMoIuZSrij8KTP/WK80XAN8NDMfiYgDKc9zehy4DTgDuKBebSAipgFTM/Opbn4CtcWsDLf6i/3bwB6UX+ALgLMy8/oozwlcl5mX1rUcCygNxpLM3Fjfv5ONxXAwK9oe5xI1ZVbUi9kYmwn1TWlEzIiIXwDnUJ4xujQijsvMB4BbgPn11L8C91IWid+dmQsyc3XUnawy89lh/UCHhVlRdShwc2YemZmLgcuBU+uxmynb7s/JsnPuWuBdNhlDy6xoK84lasqsqBez0R8TqinFokHNmZUhFRELI+LoiNgVuIFyFXLEBsp26gC3AncAl9WrjwcBD0fEq+ElO99pQJkVNeBcoqbMinoxG30wtesBRMRC4BHKlYQbKIt9R7y8aNibUjQcx6iiITOf8wMdfGZleEVEAG8AvgdsAf4BnELZrXBdROxcNw2YQblKSWb+E7g8It4CfIdyS83CzPQB9gPMrOj/cS5RU2ZFvZiN/uukKbVoUFNmRRExJTM3R8R0YG1mfqyu+1tCWSP4YUo2oDyk/vL6vtdneQzDOcBumflMB8NXi8yKenEuUVNmRb2YjfHVelNq0aCmzMpwq5/1YmBKRPySsgZjM5TnQkbEIuCxiDgqM38XEbsATwB/i4ivAB+MiKMz89+AGRhgZkXb41yipsyKejEb46+1NaURMSUiLgYujoijgP0ZVTQAi4DDa9GweRtFw28i4jWZ+bwf6GAzK6qf+yrKlcbVlIbjv8C7I2I2vLDO70Lgy/VtrwJOotxGMx14b20yNMDMinpxLlFTZkW9mI32tNKUWjSoKbOiagtwaWaenplXAvcA+wAXAN+EsjkA8HNgfUS8CTgAuBaYn5mfycwnuhm6WmZWtBXnEjVlVtSL2WhXW7fvjhQN1wBExCG8tGiYNapoOKYWDW+kFA2XZeafWxqnumdWBGUSWDlyuwywApiZmedGxFkRcWZmXlE//y2Z+SjwKOX5XxouZkXb4lyipsyKejEbLWrr9t1VwI/qvddQioa9MnMZZQ3QmfVKwwtFQ2auzMyFfqBDx6yILDvSbapNBpT1GSPfZp0MvC0ilgPfp2RmZAMCDRmzoh6cS9SUWVEvZqNFrXxTmlvvMHUscFf9+8nAKbVo2J+yWJiIiMzMNsanicOsaLQ6ESSwJ3BdffkZ4DxgJvBgZq4FMAPDzaxoNOcSNWVW1IvZaFeru+9aNKgps6JqC7AL8C/g7RGxhPL8rzMz8/edjkwTjVnRVpxL1JRZUS9mox1tPxLGokFNmRWRmVnXcJxAWcexNDOv6nhYmoDMinpwLlFTZkW9mI0WRNsNfUQcBvyh/rFoUE9mRQB144CPUzYN2NT1eDRxmRVti3OJmjIr6sVsjL8umlKLBjViViRJY+VcoqbMinoxG+Ov9aZUkiRJkqQRbT0SRpIkSZKkrdiUSpIkSZI6Y1MqSZIkSeqMTakkSZIkqTM2pZIkjZOIuDAizt7O8XkRcWCbY5IkaaKxKZUkqTvzAJtSSdJQ85EwkiT1UUR8ATgRWA+sAVYBG4FTgV2A1ZTn3R0MLK/HNgIfqf/E14HXAc8Bp2Tm/W2OX5KkttmUSpLUJxExC1gGzAGmArcD3wKWZuaGes5FwOOZeUVELAOWZ+ZP6rEbgNMy8+8RMQe4JDOPaf8nkSSpPVO7HoAkSQPkSOBnmfkcQERcV1+fWZvRPYBpwPUvf2NETAMOB34cESMv7zruI5YkqWM2pZIkjb9lwLzMvDMiTgKO3sY5OwFPZebBLY5LkqTOudGRJEn9cxMwLyJ2i4jpwNz6+nRgXUTsDJww6vxn6jEy82ngwYiYDxDFO9obuiRJ3bAplSSpTzLzduCHwJ3Ar4Db6qHzgVuBFcDojYt+AHwuIu6IiP0oDesnIuJO4F7gQ22NXZKkrrjRkSRJkiSpM35TKkmSJEnqjE2pJEmSJKkzNqWSJEmSpM7YlEqSJEmSOmNTKkmSJEnqjE2pJEmSJKkzNqWSJEmSpM7YlEqSJEmSOvM/qHSfNGVgzNIAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "machart(matype, fast_length, medfast_length, slow_length, last=recent) # Price Chart so we can see the association with AOBV\n", - "volumechart('ema', length=5, last=recent, rot=90)\n", - "aobvdf[aobvdf.columns[:5]].tail(recent).plot(figsize=ind_size, color=aobv_colors, title=ctitle(aobvdf.name, ticker=ticker, length=recent), grid=True)\n", - "aobv_trenddf.tail(recent).plot(kind='area', figsize=(16, 0.35), color=cscheme('gr'), alpha=0.5, title=ctitle(aobv_trenddf.name), stacked=False)" + "# Now Volume Z Score\n", + "zvscoredf = df.ta.zscore(close=\"volume\", length=30, prefix=\"VOL\", append=True)\n", + "zcolors = [\"darkgreen\", \"green\", \"silver\", \"silver\", \"red\", \"maroon\", \"black\"]\n", + "zvcols = df[[\"-4\", \"-3\", \"-2\", \"2\", \"3\", \"4\", zvscoredf.name]].tail(recent)\n", + "zvcols.plot(figsize=ind_size, color=zcolors, linewidth=1.2, title=ctitle(zvscoredf.name, ticker=ticker, length=recent), grid=True).axhline(y=0, color=\"black\", lw=1.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Long Run and Short Run\n", - "Long Run (__long_run__) returns 1 if fast and slow averages approach each other from the below or both are increasing. Otherwise returns zero.\n", - "\n", - "Conversely, Short Run (__short_run__) returns 1 if fast and slow averages approach each other from above or both are decreasing. Otherwise returns 0." + "# New Features" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Squeeze Indicator (John Carter and Lazybear Versions)\n", + "Squeeze Indicator (__squeeze__)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "matype = 'sma'\n", - "fast_length = 10\n", - "medfast_length = 20\n", - "slow_length = 50\n", - "\n", - "machart(matype, fast_length, medfast_length, slow_length, last=half_of_recent)" + "# help(ta.squeeze)" ] }, { @@ -962,43 +1226,50 @@ "outputs": [ { "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n", + "\n", + "Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n", + "Technical Analysis with Pandas TA v: 0.1.82b [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n", + "Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "<__main__.Chart at 0x117335f10>" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ - "maf = df.ta(kind=matype, length=fast_length)\n", - "mam = df.ta(kind=matype, length=medfast_length)\n", - "lrun = df.ta.long_run(maf, mam, append=False) # Long Run of Fast MA and Slow MA\n", - "srun = df.ta.short_run(maf, mam, append=False) # Short Run of Fast MA and Slow MA\n", - " \n", - "srun.tail(half_of_recent).plot(kind='bar', figsize=(16,0.25), color=['red'], linewidth=1, alpha=0.45)#, rot=45)\n", - "lrun.tail(half_of_recent).plot(kind='bar', figsize=(16,0.25), color=['green'], linewidth=1, alpha=0.45, title=ctitle(f\"{maf.name} & {mam.name} ({lrun.name}(green) & {maf.name} & {mam.name}{srun.name}(red))\", length=half_of_recent))#, rot=45)" + "Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n", + " last=recent, rpad=10, clr=True, squeeze=True,\n", + " show_nontrading=False, # Intraday use if needed\n", + ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Cross\n", - "Cross (__cross__) returns 1 if two series cross and 0 if they do not. By default, above=True." + "### Lazybear's TradingView Squeeze" ] }, { @@ -1008,19 +1279,52 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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sQu27iIiIZHS2NL3tOlmWp8/J5A2T+WT1J4XcM7lQFBgSERHJxvnIz1PYLlQf1x5ey6M/+Gb0jL1uLNfVu67QnyOkbAjDLh8GwOtLX8d13UJ/DhERETnn7Gzjfd3f9JtxnNuKpUv2LGHo7KE8PPdh5m6be556KeeTAkMiIiLZKOz8PIUtIiaSZzd/45dsOu1Azho4iK4bNmINHFSg54k/E8+gbwaR5E3ihkY38NTVTxXofNl5tN2jlPWUZfmB5Szevfi8PY+IiIhkza9iaSZLwDt37szW2K30n9GfZDuZW5veWuBiFFI0FBgSERHJp4A77qL5o48RcMddRdaHsyVmsyw9HxdH19OJEBeX7+dwXZdhc4axLXYbdSrW4bObPsM0Cj6EyOpOZPXg6tzX+j4AXv/l9QI/j4iIiBRMZkvAW1/Vmpun3kxsYixX1rySz/t+XijjA7nw9KqJiEiplX4JVtrH1sBBWDf0yjDbJm0bIy4OTMP3bxE5mxcgy5wAmdzhy6v3V77PjM0z8Jgevrr1K0LLh+b9JI4Xkg5B3AaMw4sx9s+kS9vaWTZ/ov0TWIbFgp0LWPXnqnz3XURERHJedp7bZWNnnfGeof/0/mw7vo36IfWZ0X8G5QLKFaCHUpQUGBIRkVIpsyVYfsvG4uLAtDLMtiluS8tyqkKW2R2+vPhk9SeMnD8SgFe7vspVta7K/cFnjmHs+BQrpg+eb0II+K4OAT+2wbP4ejxLbydgXkus6O4YeyaDneR3aP1K9RnYciAAry19LV99FxERkczHPOn5zTbOwtngkeu6PDjnQX7e9zMhZUKYeftMqgdXL6zuShFQYEhERCSXImIiWRAem+3A6mLhuA6jo0bz8NyHsV2b+yPuZ0S7ETkfeOYoxo7xWDG98XxXG8/KhzAPzcdwUzJtbh6JwbPsXjyz69M7fAHEb0rddzaP0cwtM9l8dHOhXJeIiEhpk9my8/w4Gzx68acXmbxhMh7Tw5TbptCiWovC6KYUIQWGRESkVMpppk1mCmtgdaHldXp4kjeJu2fezRu/vAFAZKdIPuj9AYZhZH7AmSMYOz7BWtwLz3d18KwcjnloAYZrpzZxy9fFqdEbp/492E2fwG7+d9wKTVL3G8mxXFN1BQE/RGBFdcHY/QUtqzTkxsY34uLy1rK38nzdIiIiknHZeY7L0LMxad0kXlryEgDv3fAe3Rp0K9S+StHwFHUHREREioOImEiCw2OZGRPpCxaFhJxbQlaA/DzFQdrp4aGBwamBrcwGhMcTj3PrtFtZum8pAWYAH/b5kLsvvTvjSc8cwdw3E2PfDIwji/2CQGe55evj1LkNt3Z/3MpXQLrAktPyeYyjSzB3fIKx7xsM5wwA5tGfMY/+jPv707ze9G/M3jqbL9d9yZhrx1C7YtZ5iURERCSjNZ3GEmVH0aVTl0wf51bM7hgemvMQ4JvVe/9l9xd6X6VoKDAkIiKlQkRMJMeSEwgNDE6dJZTdTJr85uQp7rKbIXUw4SC9J/dm/ZH1hJQJYVq/aXSu3/lcg6TDmPv/CgYdXoyBk+EcblADnNpng0GXZwgG+TEM3GrXYle7Ftq8zQ8f3E2fpvsx/lpOZiQfpfmW55jdMJyBOw/yr2X/4o3r38jvpYuIiJRa6XMI5SanUFpbjm1hwIwBpDgp9GvWjxc7v1iY3ZMipsCQiIiUCseSE7AMM8uy7rm5exYaGEzwhlgSWlY5r33Nq7wuFcvMrhO76D25N9uOb6NGcA3mDJpDq7BWkHTIFwzaOwPjSEwWwaCGOLVvw6nTHyq1yT4YlJXAKiw91o6ePeZgHPsFc/M4zD/nANDHOsiqujBk44cc6/j3/FVFExERkXw5evoot3x9C8eTjnNVrav49KZPVZb+IqNXU0RE5C853T3LT16iCyGvd/3S23R0E10mdWHb8W00qNSAxbdPpXX8Eqzo6/F8Vw9r1QjMI9F+QSE3qBF2s6dI6b4Mb69NOK1fhpxmCOWGYeBW7YDd8Ru8bT/CtYIAaBIIi2qcYcPvLxfs/CIiIpJrp1NOc+u0W9l+fLvK0l/ENGNIRESkFFv15yr6TOmDJ/kYL9SqzlO1wijz03UYuBnausGX+GYG1e4HlS4reBAoO4aB2+A+vFU7Yi27F/P4bwQY0H7/h3D6MShf5/w9t4iIiGA7NoNnDWbZ/mVULluZ/w38H2FBYUXdLTkPFBgSERHJo5NnTrLm0BrW1dwLLjQ8U466RzdRL6Qe5QPKn/fnj4qKKvAsIYBl22Yyc+FgZlQ5w7XlwDQOwfFDfm18waB+OHX6QUjE+Q0GZaZCY+yuizmysAfVT/xMEMk4y+7H7vwDGNaF7YuIiEgJkFlexbxyXZfHf3yc7/74jjJWGb4Z8A3NqjYr5J5KcaHAkIiIlAoFzQ+068QuXlryErMDZvPKm6/4NjZO0+CjCADCyodRv1J96oXUo36l+tQPqU+9SvWoH1KfuiF1KespW8Argejo6PwHhpIOYe6dzvGtH9MhYSPXZPLtcIMb49Tp55sZFNL6wgeD0jMDKN/xK/bOqkcdD5hHY3C3vInT7Omi7ZeIiEgxkfamUWZ5FfPqzV/f5INVH2BgMOHmCXSs07GwuirFkAJDIiJSKuS3NKvrunyy+hNGLRpFQnJCana+OhXr0GZHIriwu1wSO0NN4s/Ec/j0YQ6fPszyA8szPV9Y+TAqlqlI+YDyBAcGU618NZ7u8DTtarYr6CVmzU7CODAbc/cXGAd/wHBtqgKkife4FZr4ZgbV7gchlxZ9MCidsuVr8C+uYJy7EtMAc/3zuGFdcau0LequiYiIFLkC3TRKZ/KGyYyOGg3AuO7juK3ZbYVyXim+FBgSEZFSI68Dpj1xexg2ZxgLdy0E4Jo61zCqwyguD7+cakHVsHr2wus6eAwT+4e5nEg6wc4TO9kdt5tdJ3b5/o3bxa4Tvj+nUk6lBo7Smrt9Lv/q8S+GXDYEI4eATERMJMHhscyMicx+erjrYsQux9g1CXPv1xgpJzI02U9Fwpo9DHUHQMVWxS4YlF61Bv15Zc1K/lEFDNeLtewevNcvB09wUXdNRETkohC9K5oHvnsAgL9d+TcevfLRIu6RXAgKDImIyEWrILl4pm+azrA5wziZfJJynnK81PklHmn3iF95VjckhChvCt09AQBUKluJNuFtaBPeJsP5XNclNjGW/Qn7OZV8ioTkBE4mn+Sr9V/xvz/+x8NzH2b5geW80/OdbJebHUtO4ESTsthZTQ8/vQdz91eYuyZhJGzNsHtvCkw6CXbt23m61wQwS06enq71u9JxEfQIMmlXxsFI2Ia1+gnsdh8VdddERESKTK5vGuVg/eH1DJgxgBQnhX7N+vFat9dyf7DrQuJ+KF87388vRUfl6kVE5KIRFRXl9zg6OjrP5/A6Xv6+6O/c+e2dnEw+Sfta7VkxZAUjrhzhFxQCSJn8JT82aUzK5C9zPK9hGISWD+XYhmNcXftqrm94Pbc1u41p/abxUueXMA2Tz9d8TpdJXdgTtyePnU7A2DUJa3FPPHMaY60f4xcUcq3yrCzTgu77oP4uiG86ilG9J2GWoKAQQET1CCqXr8Ydfzp4TV+pXHPX5xj7ZhRxz0RERIrOseQE9jUpW6CcQvtP7qfv1L7EnYmjY+2OfNb3swzjniydOYa1tD+ehdfAmSP57oMUHQWGRETkopGfQFBax04f46YpN/Hmr28CMLL9SBYNXkST0CaF0DuwBg7CfO+/WAMHpW4zDIOnOzzN7EGzCS0Xyso/V3LVp1excOfCbM9lug7GoYVYy4fg+V8dPCuGYB6O8isz71S7jpQrPuJvZW+n7fqNLEyEf3Z9hRc7v5jjkrXiyDRMutTvwvYUmBXcLXW79dtwOL23CHsmIiJSdEIDg6n9RxKhgflbWh2XFEffqX3Zd3IfTUObMmPAjFwXyzCO/IRnfjvMA99hJB3AWjHUN3tIShQFhkRE5KIUERPJgvBYImIic9V+9cHVXP3Z1SzctZDyAeX58pYveaXrK3jMQlx1HRdH19OJEBeXYVf3Bt359f9+5fLwyzmWeIw+U/ow7pdxuGkHV65LR+MUr++LYk38BDwxvTB3T8KwT51rEnwJ3hZj+PWyyTxpX07Tea/w7u+fY2Dwfq/3Gdl+ZOFdTxHoVt8XEHrj4BGc2v0BMFJOYC2/H1y7KLsmIiJSJNZ0Gkv3g1XytYws2U5m4DcDWXd4HeFB4Xw38DuqlMtFBVfXxtzwIlb09RiJ+3ybAkNxGg4t9jkLJSPlGBIRkRIpIiaSY8kJhAYGZzoQyjEXTxpfrf+Kh75/iCRvEo0qN+Lrfl9zadilhdLPnPIcRS9aQOcu3cAwqBdSj+h7ohkxbwQT1k7gH1H/YMWBFXzY+VlCj8zD3P0V38RvhPKAc+4ctqcCuyteRZRRh7nH4/h5wUccPHUwdX9QQBAf9fmIAS0GFMo1FaVuDXyBoRUHfuP4rV9Q5dgyjMS9mEdUwl5EREqvzp07p34dGhicOkbKjuu6DJszjEW7FhEUEMSsgbOoX6l+zk92eh/Wsnsxj/6Uusmpdh32VZ9DuVr5uwApUgoMiYhIiXQsOQHLMFPX01sDB9HVtrEGDsKeOiVX50ixU/j7or/zzop3ALih0Q1M6DuByuUqF1o/M5SPDfBC2FHM30eyY8dkrrePwnRIwkOZgAoEW2X5zCrDWy3C2ZVwEE7PJGzRzAzn9WKyxFuRj2NPMyP+JGfcBX77Q8qE0PuS3tzS9BZ6NOxBUGBQoV1TUaobUpdLqlzCtthtRB9cw81Xfe67W4njK2FfrTNu6JVF3U0REZELKu1YI7czhyIXR/Ll+i+xDIspt03JtHhGesaB77BWDMVIjgXAxcRpOQan+SgwSlbuQjlHgSERESn2rIGDzi2/CgnJVeAnp7tlh08d5s5v7yRmTwwAz3R4hshOkVh5TMgcERGRfd8NL8bhxRiHF2HctAKqnsQwXdi6lsZp2pXFCynHIcX3uApQpUzG8y1JhC9OwrSTDrGOrwR9WU9Z2lRtTstqLWlVrRVtwtvQsU5HAq3APF3LBZOUhDF/Psb+/XD8OJw4gXH8OHctXYq1dCnGiRNw4gSYJm6NGlCzJm6tWtCwIc6NN9K9fne2xW5j4c6F9G3yb5zmT2NtetVXwj66G07Tx3GajQLPxREMExGRkqUgVVEvlI9XfcyrS18F4P3e79OzUc/sD7CTMNf+HWvbe6mb3HJ1sNtPxK3a8Xx2VS4ABYZERKT4i4s7V1Y9k/w8APbUKSyKjOS6sb67ZNndLfvtwG/cPuN29p3cR3BgMJ/e9Cm3NL0lX11r06oxxsk/MJIPQuJ+jMQDkHgA4/Q+SDzAc81/x7N4nK9xWLo+Y7DJqsoZLMqSQotyVeDwPjC84HEhEAzXS0pQI7ZXbM+8lCosPLoTT5CHhy9tRauwVrSs1pJLKl+S54BWkTh2DPPDDzH/+1+Mw4cz7G4J8McfftuMnTv9Hlt/+xsvRjQhsAasMudBT3BaPIdxeDHmsV8wnDNYm17F3PUFdutXcOvcrlwHIiJyXqUPBGWYLVzMzNk6hxE/jADg2Wue5b6I+7I/IGEbnl/uwDixJnWTU+tm7LYfQmAu8hFJsafAkIiIFEv5uduWdn19Viauncgjcx/hjH2GJlWaMK3/NJpXbZ63ziWfwNz+IZ7tH3Bp4n7YnHXTwHRlHtwTQbC/MvbQt2m+YT6nLF/Zddt12Nf9TawbevmCYI6NPW+uL6GyYdEIeOSvPyXOtm2Y77yDOWECRmJijs1djwcqVwavF+P48Qz7q675g3+vAebtJPH7DgQOuhv7pvG4Vcdj/vEOhpuCkbgPz7LBOHumYF89BaxMpl+JiIjkUfrxSURMJMGbY0mwovOV/PlCW3FgBXfNvAvHdbi39b08d+1z2bY3/pyHtWwwRorvxpxrlsG57A2chg/qxstFRIEhEREpdvI7yMoukJRsJ/Pk/Cf5YNUHANzY+EY+u+kzQsqG5L5jSQcx/3gHc/tHGN74HJs7wH6zAj97atH/sqcxx0xj0alAuloWbq2bid8UQ47zfErwen3j118x33oLY9YsjDTV1VzTxL31VpwbbvAFgCpXxq1UiTc//dYcdPYAACAASURBVJSRL70E5cufG2wmJsKBAxgHDmD89BPm9OkY69ennqvcr7/Br79hPm7gXnstzo2jMBr+gnlmIQDmn3Ng+X3Y7b8o0d9LEREpetbAQZi2jfXa66lL29MXu8hPzsO8yqkAR1a2H9/OLV/fwumU0/Ro2IP/9vovRlbBHdfF3Pwa5vpIDHyf4W6FpnjbfwmVWhfGZUgxosCQiIgUO7mpKBYaGEzwhlgSWuY8hXnp3qU8Mf8JVh1cBcCYa8cw+prRmIaZw5F/SdiBueUtzF0TMJwzqZtdTE6Vj6BcaBMoXwvK1cYtVxPK1cItV5P6P7+JawZguw796t2NPeFunKgo7DzOhCoJuQpS2TbGd99hvv025i+/+O1yg4Jw7r8fZ8QIaNAgw6HxFStCULq8QOXKQaNGuI0a+QI/o0fDxo0sfuv/UfP7JbQ46mtmuC5GTAzExOCaJk77SzFabMa4IgVz3wzcVVVwLv+P7m6KiEj+xcXR1bR8M3uzWNqe2saxz1s30hfgyI2jp49y09SbOHL6CJdVv4zJt04mwArIvHHKSawVQzD3nyt+4dS6GbvdpxBQoaDdl2JIgSERESl2chP0WdNpLFF2FF06ZR0w2X58O6MXjebbLd8Cvkpdn/f9nD6N++SuIyfWYm15A2PP1xhp6sO7ZiBO/XvwXvIY2/d7adq0KZaVcTaK17AyzAjKT4CnuOcqAOD0acyJEzHfeQdj2za/XW54OM4jj+AMHQpVCiEXQYsWmGPG0rJhN66Jr0xU2Yewpk3H2LoVAMNxMJaug6XgfgpGC7DafwyJ5XGuGVfw5xcRESlCebk5BnA65TS3TruVbbHbqFuxLrMGzqJCmSwCPCe34lnaHyN+EwAuBk6r531FHXJ7Q01KHL2yIiJSLERFRaV+vabTWLofrHJuenRICIvKl/PdfQs5t/Qrq2BJbGIsTy94mtYftubbLd9iGiZDLhvCumHrchUUMo4uxVpyCwHz22LumZIaFHI9wdhNn8DbeyvOFf/FDW5UgCu+SBw6hPn883gaNcJ69FG/oJDbogXeTz7Bu3UrzqhRhRMU+stVta4iKCCIJRWP8/vw2/CuX0/Kb79hjxqFe8klqe0MB1gPfALW9f/G07E55tixGFFRcPp0ofVHRESksKQdE2UmwzgpC67rMm/7PHp+1ZNl+5dRqWwlvhv0HTWCa2Ta3vhzHp6FHc4FhQJCsK/5Fqf53xUUushpxpCIiBQL6WfFpE0knb7iWFaSvEn897f/8urSVzmR5Cvl3qNhD17t+iqtwlpl3wHXxTg4D3Pz65hHf/bfFVgVp8kInEYPQWDlvF3YxWrzZqx//xvjiy8wzpzx2+V07Yrz+OO4PXqct6VbgVYgnep2Yu72uSzcuZCI6hHQujVO69Y4L7wAv/+OOX26LyfR2cpmNhgrtmOt+Cf885+4Hg9u27a411yDe+21uB06+AUeRUREikJBZwqf8Z5hyoYpvL3sbTYe3QhAOU85ZvSfkXnBjczyCVVsjrfDdKjQON/9kJJDYT8RESmW0g+Isqs45rgOX63/iks/vJRnFj3DiaQTtKrWitmDZjN70Ozsg0KOF2PPFDzz2+JZcrNfUMgtXxf7srfx9tnmu1uWi6BQTnf5SrS/8vhYt95KQOvWmOPHpwaFXMvCueMOUpYtw543D7dnz/Oez6drg64ALNq1yH+HYUCbNjj//CfezZvx/vILzr3tISxdM68X89dfsd54A8/NN+OpXh3rmmswJk6EdMEuEREpnS7053pETCQLwmOJiInM87GxibG8tvQ1Gr/XmKFzhrLx6EYqBFbgsSsfY92wdVxb99qMB3kTsH69A2v9mNSgkFPrZrxdlygoVIpoxpCIiBTI2coYQJ6rY+RFVnfOonZF8cyiZ1h9cDUAtSrUYux1Y7mr1V1YZjZVqOwkzF2TMLe8iXFqh98ut0Iz7GZP4dYdBGYWiRmzkPYuX15zABRbXi/GN9/4EkqvXOm3y61QAWfoUJxHHoE6dS5ot7rV7wbAT3t+IsmbRFlP2YyNDAP3iiuwP1qMu/pvWMs/gM3gbrFgV02M7XvPNXUcjOXLMZcvx/3HP3CGDcN58EEIC8t4XhERKRX8Zu+EhLDItumakHDeZpjmpgBHejuO7+DdFe/y2ZrPOJ3iWyZdq0ItRrQbwZDLhmRdgfXULjw/98OIWwcon1BppsCQiIgUyNnKGGe/vlDWH17P6KjRzNs+D4AKgRV4usPTjGg3gvIB5bM+MCUec8fHmH/8GyPpoN8up0o7nGZP49a8qVAGRGs6jSVyYSRjh5+fYNl5d/Ik5uef+xJK797tt8utXRtnxAic//u/8zY4zqkaW8tqLQkPCufgqYP8su8XutTPZtq9YeC0eRsj+Rhm6DSMjjZuQDwpLX7AWBeL8dNPmFFRGJt8eRWMQ4ewXngB8/XXsf/zH9x77insyxMRkRIms6XtRXkTaPn+5by97G2+3fItjuvLh9g6rDWPt3+cAc0HEGgFZnmscXgx1i+DMJKPAeB6KmK3n4hbo/cF6bsULwoMiYhIkYuIiSQ4PJaZMZE5zjjaf3I/Y2PGMnHtRBzXwWN6GHb5MEZ3HE21oGpZH3jmCObWdzG3fYCRcsJvl1O9uy8gVO26C1rO/OxgcnfjQEIDgy/Y8+bowAHM997D/PhjjBP+3ys3IgL78cdxBwyAgLzNpsqrnHIsGIZB1wZd+Wr9VyzctTD7wBCAYWFf+Rkkn8A8NB8jJQ7Plnvx9ozC7dcPx3Uxfv3VFwj79lvfDKKkJDwPPIAdF4czYkQhX6GIiJR0uamSWhjO3ixxXIc5W+fwRcAXvDLhldT9PRr24PGrHqdr/a4Y2Y1lXBdz+weYvz+B4dq+TcGN8XacARWbnddrkOJL88NERKTIHUtOYF+TstnOOIo/E8+Y6DG0eL8Fn6/5HMd1uK3Zbax9cC1v93g766DQqd2Yqx/DM+cSrE2vpgaFXAyc2rfh7fYLdqfvccM6X9CgEJyrKrKv+5tZBsQKkmsgT44fx5gwAevGG30VxsaN8wsKOTfcgPeHH/AuX457553nPSiUW90a+JaTLdy5MHcHmIHYHb7GqXIlAEbSQTwxfSDxT9+ys6uvxp48Ge+WLTj33pt6mDVyJOaLL4LrFvo1iIhI8ZTbz+CCJIrOrfnR8/l41cdc+uGl9Jvej73mXgLMAO5pfQ8rH1jJ7EGz6dagW/ZBIScZa+XDWKv/lhoUcsJ74u32s4JCpZxmDImISLG2LXYbE9dOZPzv4zly+ggAHWp34LVur3FVrauyPjB+I9bmNzD2TMFwvambXSMAt95d2M1GQoWm57v7BZafXAO5FheH8b//Yc6YgTF/PkZKit9uNzAQ9847sf/2N2jZsvCfPxvWwEF0tW2sgYOwp07Jsl3X+r4E1Kv+XEVsYixVyuViKr8nCPuaWRjRXTHiN2Gc2oHnpxvxdl4IgZV8berVw/7oI9y6dbFefNHXpxdfhLg4nNdfB1P31kRELnaZfQZnVwyjsLmuS7N5D3Po0DqSy67FOy8JgJAyIbQ41YLJj0+mZoWauTtZ0iGspQMxjy1N3WQ3fQLn0n+CkU1ORikVFBgSERE/1sBBEBcHISHZ/oc8J2nzw5xNUJ3b5NQnz5zkm83fMGHtBJbsXZK6vXGVxrzc5WX6Numb5R0x49hyX8nVA9/5bXet8jgNh+I0+RuUr53v68qrCzmAzJWTJzFmz8acNg3jxx8xkpMzNHHr1cO54w6c4cOhRo0i6CQQF0dX0wLHzrZZrQq1aF61OZuObiJqVxT9mvfL3fnLhOLt9D2eRZ0xTu/GiFuH9fOt2NfOAc9fOaoMA+e55yAkBOvJJwGw3nkHIy4O+/33waNhlIhIaXM+ZgelHTPZyQmcid9HUtwe6m6oy6FTh1LbmYEVGNfpee6LuI83Xn4j90Gh46vw/NwfI3EfAK5ZFrvtB7j17iz0a5GSSSMaERHxFxcHpuX7NxdCA4M5lpxAva3JfokX0+aHOZugOu1SsfSJhV3XJTl+P0O+G8I3m7/hVMopAEzD5PoG13NP63u4pektBFiZLGFyXYxDCzA3j8M8Eu2/K7AKziUP41zyCJQJze13IV8yy5WU0wAyp8BRoSS1PHUK4/vvfcGgefMwkpIyNHFr18bp1w93wADcdu0u+LK6gujeoDubjm5i4c6FuQ8MAZSrhbfTHDxRXTDOHME8+jP8eid2h2l+1eicRx/FrVgR66GHMBwHc8IEiI/HnjgRypQ5D1ckIiVJTonyRdJL+zNz8sxJPo75mO9SvmPBzgUcO7Y5td0hANNDmQq1KFetBQGVGzLiyrzluzP2TMFa8SCG4/vsd8vVwu4wHbfKFYV1OXIRUGBIRERylN2g92wAJPKnvFXfio6O5rL2l7F031IS9vzMmePbsc/EMemv/ZdUuYR7W9/L3ZfeTa0KtTI/iWtj7J/pCwgdX+W/q1wtnCaP4TQcAp4Lk9g5P8u+cvrPRL6TWiYmYsydizl9Osb332OcPp2hiVujhi8Y1L8/bvv2Rbo8KrdLxzLTtX5X3l3xLot2Lcr7E1dogvfa7/BEX4/hPYn55/e4m1/HafEPv2buffdhV6iAdc89GCkpmN9+C/36YU+dCkFBeX9eEbkoRMREErw5lgQrOvXzUIGi4q2oX5/Wi5+D9Zs5uv8lmjoOyw4swxvghd/OtQkIqk5AxdrM7PIKd/3xLZ6/qovZf1UeyxXXxlw/BmvzuNRNTmh77A5fQ9nwwrocuUgoMCQiUsplWOYVEsIi26ar5Vtvbg0chGnbWB98WKClZQBOymlmbJrBzx89y/dBR3j1rVdw00xMMa1A7m11F/e2vpera1+ddQJFJxlj95e+HEIJW/12ucGNsZs9hVv3DrAu7GyO81WyNtcD2KQkjB9/9AWDZs/GSMgYoHLDwnBuu803M6hDB7CKSV6BXC4dy0ynup3wmB52nNjBjuM7aFi5Yd5OUPly7I4zsGJ6Ybg25qbXcOrdBUH1/Zq5/fr5gkMDBmAkJmL++CP06YM9cyZUqpTnfotIyZfZDYGcKipK0Trvr0+6cVRaG45sYOvKj7CTjsNJOPrX9kpuJQZcPoBuDbrx/3YtJCCgPLbr0Ll+Z4xt32U4T45S4rB+vQfz4NzUTU79+7Avf/eCj42kZFBgSESklEu/zMueOoVFkZFcN/av2T+5/A97Zkuiku1konZFcXJXFMnx+7GTjnPH6vGQpoBY4yqNuabONYSdCuOZW54hKDCb2RdOCsauib7qYqd3++1yK7XBbv40bq1biiyJ4oUqWesnORljwQLfMrHvvsOIj8/QxA0Nxbn1Vl8wqFOn4hMMKiQVylTgqppX8fO+n1m4c2HeA0OAG9YZ55JHsLa+g+EkYa152ndXNX27Hj2wv/8e6+abMeLjMZcuxbj+erxz5kBYWGFcjoiIFEBBZwQV9PgM46i/TNkwhYe+fwg75TSGVYbAkDq8fdUTdGvQjc/f/pyxvXztH933c76fG8CIXYG1/H6Mk38A4BoWTsQbOJc8XKKWicuFpcCQiIhkkJ+EyWcHUfFn4omY/QCJwet47Y23cOwzfu0uDbuUa+tcy4FfD/DOyHcID87FdGYnBWP3F1gbX8E4vct/V7XOOM2ewq3evVgMeC7IXeKUFIxFi3wzg2bN8isrf5ZbuTLuLbfg9O+P27lzsSkvn6Vs7rDmxg2X3MDP+35m2qZpDL18aL7O4bR8DnPPFIwzhzH3z8Q5tMD3c5WO27Ej3vnz8fTpg3H0KMaaNXi6dME7bx7UqZOv5xaRi1dRL10qbbKbEZSbZcuFPaMo2U5m1MJRvPfbewAEVKxN5Ut6gacsD7R5oEBLqf14T2FuGIv5xzsY+JacuYFVsNt/hVu9a2FcilzEFBgSEZEMchoQpR/kHko4xOyts5n1xywW7VpEsn2u0lV4UDhxQVUpW6kBVnA4K2/wDYyiAqNyDgo5KRi7v8La9ArGqR3+u8JvwGnxD9zQbErWX0y8XozFi30zg2bOxIiNzdDEDQnB7dvXFwzq1g0CA4ugo/mT1R3W3Lqz1Z2MiR5D9O5odp7YSYNKDfJ+koAQ7NYv41nxAADW6sfx9lgJZibfxzZt8C5ahKd3b4x9+zC2bvUFh+bOhcaN83UNInJx0tKyYqQAy5bzwsVlw5ENzN46m6kbprL+yHoARnUYxacpCVim51y+oHR9OlvUIzQw9/kRjcNRWL8N9xsruZUuw3v1FAjO+yxaKX0UGBIRuQidz7uTZxNtbj/1BZ74/TTyJvLrvl9xcVPbWGUqUbZKIwIrN2TXzZOou/ApLMP0S5qYbf8cL8aer3wzhE5t998V3hOnxbOlIyBk2xhLlmBMm4b57bcYR45kaOIGB+PedBPOgAG4119faqtk1alYh24NurFg5wImrZ3EmE5j8nUet97dONs/xoxdhnFyC+bW93CaPp5542bN8EZF4enVC2PbNow9e/B07epbVta6dQGuRkREzoscZqcWdPZOkjeJl5a8xEeBH/Hqx6+mbg+ygph460RuanITny0Yme05ziYxPyur6q8AJJ/AWvsM5s5PUze5ZhmclmNwmjzmV2FTJDsKDImIXITS3p20Bg7ylZ4PCUkd5KQNHOX2zpSLy6o/V7F7xwKSk3bgXXsMgMN/7W9boy19m/Tl5qY30331x3hMC9t1MI08VLpyvBh7JvtmCCVs899V/Xqcls/hhrbP/flKoooVWXXkCFf8eQBPgwYYBw9maOIGBeH26eObGdSzJ5QrVwQdLX7uaX2PLzC0bhLPXvts3n72zjJM7Mv/jbHgagxczI0v4tQdBOVqZN6+Xj3fzKE+fTDWrcM4dAhP9+7Y//ufr9KbiIgUGwWdnZqdk2dO0m96P6J3R4MBZawydK3flRsb38iWWVu4qclNQN4LVWRV/bV5hT/w/BCBkfRn6jan6jXYbd+HCk0L78KkVFBgSESkFFgUHMzZ1eXGtOlsnTObrkeP4Q7on+HOVFpex8viSrHMqnqMWVUOsfeztP/RNQioWIs32j/FjU1upE7Fc7lVsqwmlhXX9gWENr6cSUCoO06L53CrXp23c5YkrouxbBnG9OkYK5bTdv/+jE3KlcPt1cs3M6hXLyhfvgg6en7lJ7dVWjc3uZmQMiHsjttN9K5oujbIZ06FypfjNByCteMTDG8C5qaXcS5/N+v24eF4FyzA6tsXc9kyjBMnsG64AXvGDN+SPhG5qORlVm6h5Y+R8ybt65k+cJTbIE5sYix9p/Zl+YHlBAcG858b/kPfJn0J/uumW+SsyNS2azqNJXKhf5AnT84cwVr1KIPrzYAk3ybXUwGn9cs4DYdCfm6KSKmnnxoRkRIuKioq2/321Ck4jzycOiB1B/Rnf716uAP6Z9o+MSWRWVtm8X/f/R+1/12b61uv5j8197C37BnKB5SnTOVGhDTqSfUrHqRys1sZ3na4X1AIfAMp23VyXh/v2hi7v8IzrzWe5f/nFxRywrri7RKF3en7izMo5LoYv/2GOWoUnsaN8XTqhPXOOxhpgkJumTI4ffvinTQJ7/792FOm4Pbrd1EGhaDgibvLBZRjYIuBAExYO6FA53JavYBr+Srkmbu/Au+p7A+oXBl77lycrr5glHH6tK9y2cyZBeqHiBQ/0dHRuW8cF0fX04m+mbtSLGX3eq7pNJbuB6tkexPtYMJBun/RneUHllOlXBV+vPNH7mx1Z2pQKEchISwqXw5CQnJsavw5D88Pl2Pum5G6zQnvhbfn7ziNhikoJPmmnxwRkRIsIiaSZzd/Q0RMZOrj2gtGsiA8NnUbZPwPd1YzMxbuXEirD1sxYMYAvlj3BbGJsYSWC6W13ZoZ/Wfw52N/EtK4N+WrNsP0lM2yX2s6jWVf9zezHki5NsaeKXh+uAzP8vswEram7nKqdcbbeRH2dfNwq3bM5XeihHBdWL0ac/RoPM2a4enQAevttzH27DnXJCCAw+3b4/3sM18waPp03IEDITj3SShLs3sj7gXg2y3fEpdUgP+IlamKW2cAAIb3JMbe6TkfExyMPXMmzk2+5QJGcjLWHXdgTJqU/36ISIkSEROZ4TNYiq+Cvl67Tuyiy6QurD+ynhrBNVh490La1mzr18aYNp1au3djTDv3OZJ2HJb+Bl6m7ERuqvEjniV9Mc4cAsANDMV71QTsa2ZCeVXEPJ/Gjx9Px44dqVu3LnXr1qVHjx7Mnz8fgOPHj/P000/Trl07atSoQatWrRg1ahRx6YLBe/fu5fbbb6dmzZo0btyY5557Dq/XWxSXkyktJRMRKcGOJSdwoklZ7OSEPB2XPlCUkJzA6EWj+WDVBwDUDK5J/+b96dukLx3qdOCnxT/Rpcm5nETBG2LZ3Tgw1xUzzh5zukUljD1TsTb+E+PkZr82TrVOOC3H4FbrlKdrKfZcF9atw5w+3Vdeftu2jE08Htzu3X05g/r2pXKlSmlSeUtetK3RluZVm7Pp6CambZrGA20eyPe5nIZDMHd9DoC581PsBvfmfFDZsthTp8LQoZhffolh23iGDMFOSsIZOjTffRGRkiG/n8tSNHLzemV1M23z0c30ntybfSf30aBSA+beMZeGlTNWAHMH9Gf/+nV+M7XTj8OynTF74nc8y+7l6tBNqZuc8F7Y7T6CstWzPk4KTc2aNYmMjKRRo0a4rsvkyZO56667WLx4Ma7rcvDgQV544QWaNWvG3r17eeKJJzh48CATJvhmL9u2zcCBA6levTo//PADBw8eZPjw4QQEBDBmTP6KZRS2iyYwZNu2378ikjt67xR/0dHRfoOS9I/PBhBs22ZVR9+Hy9iYsUQ+OCZXr+uSvUt48PsH2XliJwDD2gzjpc4vnZsC7UKnTp1Sz7Wq4xjGLhhL5IORqc+bk1UdnmVzwku0TpyJuew1v31O1WvwNn8O52xAqAT9LGb7/jlwAGvCBKypUzG3bMmw27UsnC5dcPr1w77pJggNTXvi89XlEsNyAVxw8/77aXCrwYyOHs3naz7n/tb3578TIVdgVmyJGb8B89gvpBxfh1uxRc7HGQb2Rx/hqVABzwe+YKv1yCM4iYnYjzyS//5cRPTZIyWZ67qpP7tVAoKosPE4J1tUxrbtDI8L8rssK3r/ZC/t65Ob/WnHUZntTzsGOmv1wdX0/bovRxOP0iy0GbMHzqZWhVpZPm9Ofcr8IAdr67/xbIjEcFN8m8yyeC99BbvhMDAMjRfyIe3rEB8f75cXs0yZMpTJpLprr169/B4/99xzfPrpp/z2228MHjyYiRMnpu5r0KABzz77LMOGDcPr9eLxeFi0aBFbtmxh5syZhIWFcemllzJ69Gief/55nnnmGQIDA8/DlebNRRMY2rFjBwDbMrkTKyI503un+FizZg0REREANBn9LIZp4L77Hn+8/FKGx16vN7UM/JY0wYfk5GS/x5lJspN4b+N7fLH9C1xcwsuF83yb52kf1p79OzMmP06refPmOZ4fANchJH4h1Y98yGVn/H/GEsq34VC14SQEtYNYA2Jzcb5iKvX947oEL19O6LRphERFYaQbsLmmSULbtpzo0YO4rl2xq/yVzPLoUd8fSdXctsF1wHFz97OWxpVlr8QyLJYfWM7c3+bSsELGO7i5VbV8b2rFbwAgfvXbHAh/MvcHDxtGjaQkwj7/HICAJ5/kyL59HLnvvnz352Kjzx4pidJ+xk6pNoiJuydyz3WD2LJlS4bHBfldlhO9f/w1Gf0sVkICnStWwO03gD9efinTdmlfv8zGUTmNoVYfW82IX0aQ4E2gRaUWvHfleyQcSGALWR+Tm3FZWgEph6iz/znKnlqeum3/6WqcvPQDzngbwR9/5PpcktHZYFCrVq1ISDg3W2zUqFE888wz2R5r2zYzZ87k9OnTtGvXLtM28fHxVKhQAY/HF25ZsWIFLVq0ICwsLLVNt27dGDlyJJs3b6Z169YFvaQCu2gCQw0bNmT79u1ccsklWJZV1N0RKTFs22bbtm167xQjU6ZM4fbbbwcgMDGR6y0TbIemTZtmeBx2JCT1zmTTpudKkwYGBvo9Tm/FgRUMnTOULX8FY+659B5e7/Y6IWVyTnwIZHtuAFwH88AsPJtexoxf77fLCb0ab/Pn8FTrTK28Vi8rZlLfP1WqEPjVV1jjx2Nu3erXxjUM3I4dsfv3x775ZgLCw6kGVCuaLpcYHsuCND/redGUptyw7QbmbJvDkoQl9GrbK+eDspL8GO7372A4Z6h6ci4VrvkPWBnvJmbpv//FW6MGnldeAaDmv/5FtZAQ7BwGnhc7ffZISZb+Mza7xwX5XZYVvX8yF5iYCIEBXJ+U5Pf9Tj/TOu3rk9k46vrrr8/ytZq/Yz4P//Iwid5ErqlzDTP6zaBimYo59y2HcVla5r4ZBKwegZFyHAAXA7vxY7z/rcWzd/fO1Tkka7Zts337dgDWr1+fYcZQVjZs2EDPnj1JSkoiKCiISZMm0axZswztjh07xrhx47j33nPLzw8fPuwXFAKoVs03Ejx06FCBrqewXDSBobO/FC3L0i9IkXzQe6d4iIiJJLjGcWb9/IIvcXOlEF8lk0ohvtcn3eO1171AlBNFl+v816YbhpHp63nGe4aXlrzEuF/G4bgO4UHhvN/7ffo07lNo12AcjsL6/SmMuLV+253Q9r4cQmHdfP0rtGcsIq6LsXw5dd54g/Lz52MkJfnvDg/Huf9+nCFDoG5dgJJ/zReS8ddfBvn63XT3pXczZ9sc/vfH/3i126v570e5ari1bsHYOxUj+RieQ7Nx69yep1O4Y8dily2LFelbfhkwdixGw4a4d9yR/35dJPTZIyVR+s/YLl26+D3221/A32XZ0fsnHSP1L7/vd0xMDN26dTvXLM3rs/a6F4hc5F86Pm3btL7Z/A2DZw4mxUnhhkY3MOW2KZQPyF2V0KzGZX5S79JJowAAIABJREFU4rFWP465+1zBArdcbewrP8UN60yn41HF//VOSYGAgKLuRa5VrFjRLzCUncaNGxMTE0N8fDyzZs3i4YcfZvbs2X7Bofj4eAYOHEjTpk1znHlU3Fw0gSERkYtR+goVmVWsyCxhYWaJEn8/9DtDvhvCusPrABjUchBvX/82oeVDM7TNl8QDWGuextz7td9mp8qVvoBQ9et96+FLulOnMKZMwfrwQ4zffyf9vSWnc2ecBx/EvfnmEjU4utj0aNiDADOAbce38cexP2gS2iTf53IaDsHcO5X/z96dx0VVvQ8c/5x7h01BFHDHfcFcwn0t18y0MnNJLdO+lmulZZmVJdK++SuzNC1NW0wyLXMrUzF3zX3fRdwVUBBZ597z+2NwYBQVmEEWz/v18gXcO3PuGQo489znPA+AdmwGRjYDQwDmG2+Ahwd62kJRHzUK6wMPQEmVO6YoBUnw6hC8y8Twx+oQe+fNrHb+VPKHnPz3mbVzFkOWDMGUJj3v6cnMrjNx17NeF+Z21xRRG9A3P4O4etx+zAzsgdFoMriXAG5ToDqvXb6M9vnnaD//jHXrVvDNWgZ6QeLu7k7Vqrat6fXr12f79u188803fPHFFwBcuXKFnj174u3tzU8//YRbhjVgqVKl2Lp1q8N4Fy9eBKB06fxRQFy1q1cURclHdrYO5YFzfjdv855FGRcPqUYq7699n5bft2T3hd0EeAUwp/scfnjsB9cEhUwr2qEvsfxVzyEoZJZojPX+hRjt1yDLPFjwg0J796KNHImlUiUsw4Yhduywn5LFi2OMGEHqrl0Yy5Yhe/ZUQaE85uPhQ5tKbQBYcmSJU2PJkm2Q3tUB0C6shPijORrHHDUKs6etK42IjkYfNcqpeSmKcudFp8RzqqYn0bfoYuXwBt7Xl5VFvArlG+WCILN29NkN5E3aPIlBiwdhSpOB9Qfy42M/ZisolNk17Uwr2t530MPb2YNC0uKNtcl3GM1n24NC+dbVq2gff4wlKAj9ww8RkZFoaYGSws40TVJSUgBbplCPHj1wd3dn9uzZeHp6Ojy2SZMm7Nu3zx4MAggPD8fHx8dlW0ydpQJDiqIoeSw8PDzXxt53cR+tf2hN6OpQrKaVbkHd2DF4B91rdXfJ+CJqPZblzdB3voqwXgFAuvtjbTwNo8NaZJlOBTsglJxsyw5q3x63Bg3Qp0xBxMXZT5uNGhE5fjzJR49ifvYZZLLXXMk7XarbajE4GxhCCMwqz9i/1I7PzPFQxuefI9OKjmthYYhFi5ybm6Io+ZoRNoeVdWpnmvGr5L5sB/IySExNZPTy0byy/BUAXmr6ElM6T0HXXLSdK/4oeng79H3vITAB27Z7a8ctyMr98/f6KSkJbdIkW0Do7bcRl9LqIbm5QXJyHk/O9UJDQ1m3bh2RkZHs3buX0NBQ1q5dS69evexBoatXrzJp0iSuXLnC+fPnOX/+vL0DWvv27QkKCmLo0KHs3r2bFStW8P777/Pcc8/dsq7RnaQCQ4qiKHls1apVLh/TMA0mbJxAsxnN2Hp2K8U9izOz60zCuodRqmip2w9wO8kX0f8bhCW8LSLWtjVNIjCqPof1oT3IKs+AKMB/Yo4fRxs7FkvVqlj690dbu9Z+Snp5Yf7vf6Ru3EjK2rVc6tYNimStxoByZ3Wubis6vfbkWi4nXXZqLLNyf6SwvRnQIn4A05qzgUqXxvjsM/uX+osv2uqGKYqiKPnG5tObaTqjKRM3TwRg3P3j+LjDx1muR3NLUiKOz8LyTxO0mE22Q0LHqDMOo+1K8M55J81cl5qKmDEDS5066K+8grhwAbB1XTX798e6dy/mBx/k8SRdLyoqimHDhtGkSRO6devG9u3bmTdvHu3atWPXrl1s2bKFffv20bBhQ2rVqmX/d/q0rcuvruvMmTMHTdPo1KkTQ4YMoU+fPrz55pt5/MrSqRpDiqIohczhmMM8t+g5NpzaAEDnap2Z0mUK5XzKOT94wim0Ez+hHfzc3i0DQBavj9HwK6R/U+evkVcMA7F0Kdq0aYi//0ZI6XBa1qqFOWQI5lNPQfHi9ucod054eHi2aixUK1GNIP8gDkYf5J9j/9Crdq+cX9yzDLLsw4gzfyKSziLOLUWWezRHQ8mnnsIMC0P7+2/E6dNob7yBOXlyzuemKEq+pmoOFRzJ1mTeWfMOEzZOsDfpmNxlMo/UeMQ1F0iNRd8yBO3UfPshWbQaRrOZSP9mrrlGbjBNRFgY+rvvIo4ccTzVowdGSEihzpqeNGnSTc/dd999XLp06abnr6lYsSJz58515bRcqgDfzlUURSmYcmvrmClNJm+ZTOPvGrPh1AZ83H2Y2mUqfzzxh3NBISMRETkHffXDWBZXQ98zLr2FqqUYRoMvsD6woeAGhc6dQ/vwQyxBQVi6d0f76y97UEi6uWH26oV1+XKsO3diPv98elBIueNykl33cHVbxz2nt5NhK0J9jXZses4HEgLjq6+Q3t4A6N99h8iFzEFFUfKHfF00uIBz5Zrq4tWLtPuxnb1za986fdkxeIfrgkKXd2FZ3sIhKGRWfgZrx835NygkJWLBAiyNGmEZMMAhKGR26ULqpk0Yv/xSqINCdwuVMaQoinKHrVq1yuWLxMjYSAYvHszKiJUAtKvUjmmPTKOSb6WcDSglImYTIuIHtMhfEda4Gx5iVnwSI/gj8CzjzNTzhpSI1avRpk5F/PEHwuq4LUhWqoT57LOY//sf5JNuEUrOdKnehf/b9H/8ffRvDNNwqjaELPMg0isQkXgKcfYvSDwNXuVzNlilSpjvv48+ciQA+rBhtk4ualuioih3kexmgmYUvDoE7wMxnDAW4e/uzR4n5hFxOYKH5zzM4ZjD+Hn58U2Xb+gW1M2JER2JEz+hb30eYSQCIN2KYzT+BhnompqPLiclYvlytJAQtC1bHE6ZbdpgvvMOskWLPJqckhtUxpCiKEoeyqxbRnZIKZm1cxYNv2vIyoiVeFm8mPjgRJY+uTRnQaHE02gHPsHydz0sK1ujH/vOISgki1bBqDOO1C6HMJrNLHhBocuXbcUS770XS8eOaL/9Zg8KSSEwu3TB+scfWA8cwHz9dRUUKgRaBLaguGdxohKj+O/Mf84NJnTMKgNsn2KiHZ/l1HDmkCGYLVvaxjt6FO2dd5ybn6IoSgFzfSZodjKArhWW1oV2y+LSt7Pnwh7a/tCWwzGHqVisIqueXuW6oJCRjLb1BSybB6YHhYo3wNpxU74NCon169E7dsTy8MMOQSGzSROsS5fauq+qoFChowJDiqIod9D1gaDMumVktRbBufhzdP+tO4MWDyIuOY7m5Zuz5bktDGs8DC07hZ+NRERkGPrqR7Asqoa++y3ElUP201Ivill5ANa2K7B23o9Z+y0oWjnr4+cDYutW9MGDsVSqZCuWePCg/ZwsVQrjtdewHjyI8ccfyC5dQHdRxxElz7npbjxY9UEAFh9Z7PR4ZuVnkNiKj2rHZ4I0cz6YpmFMnYpM60iiffEF4ro7s4qi5C/+7t4Y0sTf3Tuvp1LgZXZz7HZbhl29HX/9yfW0/6k9Z+LPUDugNqv6r6JWgIu2RV09Yes6dmya/ZBZZSDW9v9C0SquuYYrbd+O3rUrlrZt0Vavth+WdetinTcPY+1aZIcO+btbmpJjaiuZoijKHRSdEs/lmp4YaYEgf3dvvPfGEF/Hz/6YrKRU/7b/N17860WiE6Nx190JaR3CqGajsrdN5uoJtKPfoB2b4VBI+hqzZBvMyk/b7mhZCuACOCEB8euvaFOnom3desNps3VrzEGDkI8/Du7ueTBB5U7pXL0zv+77lSVHlvBu23edG6xoJWTpjojzyxAJEYgLK5GlH8j5eEFBmG+9ZWv3a5rogwdj3bhR/T+pKPnUztaheT2FQuP6NdHt6L37oBkG+jdTMcLmOH39JUeW0Hd+XxKtiTQv35w/nvgDPy+/2z8xC8S5Zeib+iNSYgCQmidGwy9tXVvzm9On0V9/HS0szOGwrF4dIyQE2asXaCqfpLBTgSFFUZQ8tLN1KCErQggdlrWFZkxiDCP+HsGv+34FILh0MDMenUG9UvWydkEpEVHr0A5PQpxegMAx20EWqYxZ+WnMyv3y592srNi/H+3bb9F+/BFxXRtwWawY5tNPYw4aBLVr59EElTutU9VOaEJj94XdRMZGUtG3olPjmVUHop1fBtiKUBvOBIYAc9QotHnzEDt2IPbsQfvkE8y33nJqTEVRlEInNpb2mg6m8x1Bf9z9I4MXDcaQBp2rdeaX7r9QxM0FNd6kibb/A7S97yJIa2RRtCrWFr9AiQbOj+9KycloEyeiffgh4upV+2FZsSLGW28h+/UDiwoX3C3Uf2lFUZQCYvu57fT6rReRcZHoQmdMyzG8ed+buOtZyCwwkhAnf0U//BXi8g6HU1JzR1bohVnlf8iA+yA729Dyi5QUxIIFaNOmof377w2nzYYNMYcMQT7xBBQtmgcTVPJSQJEAmpdvzvpT61l6ZClDGg1xajxZ7hGkR0lE8kXE6T8h+SJ4lMz5gG5uWKdOxdKyJcIw0D78EPPxx6FOHafmqSiKkp9lljV9PWeKU9/MF5u+4LUVrwHwZN0n+fbhb3HT3ZwfODkaffP/0M79ZT9klu2C0fR7cC/h/PguJP76C33UKIcuY9LfH3PsWNvNs7QtzsrdowCu/hVFUQqXrNQUmr1nNm1+aENkXCTVS1Rn9YDVjG8z/vZBocSzaHvGY1lcDct/zzkEhaRnGYw6IVgfPorR9HtkydYFLyh04gTauHFYqlXD8tRTDkEh6emJOWAA1vXrMTZuRP7vfyoodBfrUr0L4Jo6Q2jumJWfBkDIVLSIn5wfs0EDzFdesY2Zmoo+ZAgYzt8VVxRFya92tg7lgXN+N92eF7w6hLcOzM9xg47rSSkZGz7WHhR6qelLzHh0hmuCQpe2YVne3B4UkmgYdd/BaDU/fwWFjh5Ff/xxLF272oNCUtMwhg7Funcv5gsvqKDQXaqAvQNQFEUpfG51J8xqWnlt+Ws88+czJFmTeKjaQ6z/33qalGtyyzFFzH/om/pjWVwNff8HiOSL9nNmicZYm87E+vARzNpjwbOAdd4yDMTSpejdumEJCkL/6CPE+fP207JmTYzPPsN64gTGt98iGzfOw8kq+UXXml0B+OfYP5yMO+n0eGaVgfbPteMzQErnx3zrLWSNGrYxN29G+/prp8dUFEUpqDJr0OGM6Tum8+mGTwH4oN0HfNzh4+w168iMlIhj07GsbI1IOGE75B6A0Xox5j2v558bbgkJaCEhWOrXR1ucfoPEbNUK68aNmF9+CX6uqa+kFEz55P9URVEU5XpRCVE8MucRvtj8BQBjWo7h916/U9yzeOZPMFNt3cVW3I9lRSu0yDkIea0Vu45ZoRfW9qsxOqxDVnoStAJW3PbCBbRPPsFyzz1YHnsMbckShGmrkSQtFswePbAuW4Z1927MESOgRD66Q6fkuVoBtWhbqS2GNJi6barzA/rUxAy4HwBx5SAier3zY3p6YkxL716jjRsHx445P66iKAWeq7tx5ZXrX0dWO7E6K/XqBV5e9jIA77V9j1dbvIpwtruWkYi+ZRCWrcMQZgoApl8zrB03I0t3cHbKriElYt48LPXqoX/4ISI52Xa4bFmsM2dirFwJ9evn8SSV/EAFhhRFKRSCV4cQuPwVl6Ub38ydWpjtOL+Dlt+3ZGXESoq6FWVO9zm82/bdzLuOJV9E2/8hlsU1sGx6Gi1mk/2UdPfHqDUGa5fDGM1/Rvo3L1htRqVErFmD/vTTWKpUQX/rLURERPrpChUwxo/HevQoxi+/INu2LVivT7mjhjUaBsCM7TNIsiY5PZ5ZNUPW0LEZTo8HIFu1whhmm6dISEAfPtwl2UiKohRceu8+aF9PRu/dJ6+n4rTr29FnzJrWe/eh/d59Ln+dpjWZ2CNLSTaSebjGw7za4lXnB40/imXF/WgRP9gPGdWfx2i3AooEOj++K+zbh/7QQ1j69kWctGXKSjc3jFGjsO7Zg3zySbVmUuxUYEhRlEIhOiUeXWgO6ca5EcS5fkGTG9eYs3cObWa1ISI2gmolqrFmwBq61+ru+CBrAuLUfPSN/bAsqoq+JwSRdMZ+WvrWxdp4KtZHjmHWezf/LFKyKjYWbfJkLA0aYOnQAS0sDJGaCoAUArNTJ6zz5mE9eBDzzTehbNk8nrBSEDxa81EqFKtAVGKUvbOfM2Rgd6SbLYNPnPoNUi47PSaA+d57yAoVANBWrkTMmuWScRVFKaBiY2mfkAjXddosdHLhdUopiT32D2ZyHJV9KzPjkRlObx8TZxZiWd4cEbvLdg29CNZmP2A2+Dx/ZGPHxqKNHo2lcWO0DOtUs2NHrNu2YX70Efj45OEElfxIBYYURSmUcuPuWvDqEJaXiXHISro+UHS97ASOrKaV11e8Tv8F/Um0JvJg1QdZ/8x66paqm/aAeMTJuegb+mL5sxyWDX3QTv6KMNPSghGY5bpibfMP1o5bkVX+B7pXtl9nntq+HX3YMCyVK6O/9BJi3z77KRkQgPHqq1j378dYuBD56KOqjaqSLRbNwuCGgwGYvGUy0tlMHN0Ls9KTAAgjES1yjrNTtPHxwZg8Of0yo0fDmTO3eIKiKIqCry+YBiuLeNk+BxLP7yTp0lEQGrMfn00JLye2mZtWtN1vYVnXA5FqC15Jn5pYO6xDVswH2VymifjhByx166JPnIiwppUTqFwZ69y5GIsWQVBQHk9Sya9UYEhRlELB392bwENJ+Lt72w5cd9dJ790H/aHOTgWKri+CmFnK8/WBoNsFjq6JSYyha1hX/m/T/wEwusVoFjyxgBIWHRH5C/r6XlgWlMOy8Sm0U/MQRoL9udKtBEbNl7B2OYDR6jdkqTYFKzU4MRHxww/o992HW7NmaNOnI65etZ82W7XCOmsW1uPHMT/4AKpWzcPJKgXdwOCBeOgebDu3jc1nNjs93g1FqF1EduqE2a8fACI2Fn3ECLWlTFEUl8rvdYtuWNvdhhE2B+OvpaysUxsjbA6bTm8i/uQ6ALwr3kfjck40o0i6gL7mYfQDn9gPmYHdsXZYD751cj6uq2zbht6mDZbnnrM35JCenhjjxmHduRP52GMFa22o3HEqMKQoSoGVcUGzs3Uo79Xqnt7y1NfX4Y4RsbGg6a5Nw84k5TljIOhahlHG2keZLXJ2XdhFi+9bsPz4coq4FWFu12/5oEot3Nf3tGUGbRqAdnoBwkyviSLd/TGrDMR6/yKsXU9hBn8CRau47rXdCYcO2VKdK1fG8txzaJvT36RLHx+MoUNJ3boVIzwc2bevap96l3NV7YmSRUvyRO0nAPh6iwu6fhW/F7OE7c2GuLwDLm1zfsw0xqefIkuVAkD780/EvHkuG1tRlIJt586dtzyflaBPVm9euUp2f4/f0M7+urXdtTWVIc0bgkfRCdE8+fuTIE08/WrgVereHM9bRG3AsrwZ2gXb91QKHSP4U4zmv4BbsRyP6xJRUbZM6xYt0Dal15g0H3/c1ozjrbfAq4Bljyt5QgWGFEUpkIJXh/DWgfkO27oyFjA0wuZgPj8cI8xFWzuwLUAyW3xkR8YAlmEa/LL3F1rPas3luOOMLh3AmYYN6HFgOJb/nkU7u9je5QJAepTCqDoYa+u/sD56EqPxN8gyD4Lm5oqXd2eYJmLJEvTOnXG7lup86ZL9tAwOxjp5MtYTJ2ytU+vVy8PJKvmKC2tPPN/4eQDm7Z/HufhzTo9nVn3W/rmrilAD4O+P8cUX9i/1l16C6GjXja8oSoHk1vcpSs/9Dbe+T2V6Pt8Wq3by97gRNseeDQTpgaNTD0xIDx4Brdu0ZuDCgZyMO4nuURzfKh1y1oFMSrTDX6Ov6oBIPG075FkWo80/mDVH5m0GjtWKNmUKltq1bZnWaRmlMigI69KlGGFhUKlS3s1PKXBUcQZFUQqk6JR4Ltf0xMhQbPp6GQNFrpBx0QHY7ljFxtrvXOm9+9DeMNB798EIm8PO1qGErAghdJjtecnWZM7Gn+WE3wn6zu/LjsjltLXEMr8kdCgisIgoiIlyuIT0LIsZ+LityG1AKxCZdCUrCK5eRfvxR7RJkxCHDzuckh4eyF69MIcMQTZtqlKdlVwVHh5Ou3btaF6+ORtPb+S77d/x1v1vOTWmrPAEcserCOMqWuQvmMEfg6WoS+Yre/TA7NrVljF04QL66NEYM1wYfFIUpcARsbG0kybiZkWUY2Npr+lgGnd2Ys7y9WWlYdBed26ts8VzC0uPLsXT4olXjYfQLB4Y0szeINZ49C1D0U6mNyowS7bGaP4TeJZxan7OEmvXoo8cidi9235M+vhgvvUW5vPPg3s+KICtFDgqMKQoSoHk7+6N994Y4uv45dkcTnz7GTvO7+BS0iUub55EbOl97NJS+MFiJWbu41xOvMyp4qeY9eUsLiVdItGaSCkdHveGod7QthxY7DGQ9Noh0qs8ZmB3WzDIvwU42T0jT508iTZ5su1u1mXHjk2yenXMQYMw+/cHf/88mqByt1m1ahXt2rVjWONhbDy9kW+3f8sbrd5A15x4I+Lmg6z4BOL49wjrFcSpecjK/V0zYSEwvvwS8e+/iNhYtJ9+wuzdG9mpk2vGVxQl39tZ9ApnPFMRpkQeW4ZeIhopJRY0ZEQ4AkHVElWp6Fsxy2NefzMrPzDC5rAyJIQ2oaG3f/BNrD6xmpB/bdnkEx+cyNtRe7I/SNwBLBt6I+L2p88taBRm3fdAy8O3z6dPo7/xBtocx/9eZr9+GO+/rzq0Kk5RgSFFUQqE4NUhRKfE4+/uzc7WoTdk49wpUQlRzNs/j7B9Yaw9udbxZMYbSIcj7Z+W1WGgN/T0htZeoGWSECOLVEoPBvk1KdjBIEBs2oT25ZeI+fMRhuMdS7NdO8wRI5CdO4NWsF+nUnD1qNWDEX+N4Gz8WTaf2UyLwBZOjWdWeRbt+PcAaMemY7gqMARQrhzGJ59gGTIEAP3557Fu367aDStKLriWVZjXDNPgj4N/8MXmL9jUKEOh/DmPQMZyObNtQWJNaEx/dDpP1c18e9kN8mlWUdu2bXP83PPx5+n3Rz9MadKvXj+eCX6GL9aMz/qNRGnYGn5sG4Gw2jLSpcUHo8l3yMDHczwvp6WkoH35Jdr77zs055D162NMnIhs4dzfL0UBFRhSFKWAiE6JRxeavSMY3HrxIKUkPiUeb3fvnO0rz+BK8hUWHFpA2N4wlh9fjiHTF1H3lrqXUkVLUdyzOCU8S7Dnvz082vFRAnVJneSDVInfSvH4fQhu7CYki1ZN2ybWE1miYcHfQmW1IubPR5s0yaEAIoB0d0f27YvxwgsQHJxHE1SUdO66Ow9Ve4iwfWEsPLzQ6cCQ9GuCLFYHEbcXLXoDRsJJKFLBRbMF+cwzmHPmoIWHIyIj0d5+GzND/SFFUVzjWlZhRs4Ei77f8T2z98ymtHdpAosFUrFYRQKLBVKhWAUCfQIJKBKAEALDNDh95TRHLx1l+7ntTNs2jWOXjwHgbmpUSvLBGzCrVIajRzHS1hVm5UokWhM5fvk4A/8ciGEa/M+J15/Xcvp9NkyD/gv6c+7qOWoH1GZSp0kIIbJ2I9FIQpz4Cf3g/yHij9gPy2J1sLYMA5+aOZqTK4i//0YfNcphG77088N8913MgQPByW13inKNCgwpipLr9N597LV4XJmunNniwTANft3/Kx+u/ZAD0QfwdvemYrGKVKpznkopXlRK9CBwbxiVfCtRvlh5TGmSmJpIojUx/WPa51dSrrDs2DKWHFlCkjW9I1iDMg3oXbs3vWr3okKxDG/8rkZwzPyUGgkL0GI23TA3AOldHTOwB2Zgdyhev+AHgwAuXUKbPh1tyhTEyZMOp2SpUphDhmAOHgylS+fRBJUCyUW1Jm5ljWH7uf5yx/d80O4D5wYTArP8Y+hxe21fRq1DVnRh4VchMKZMQTRogEhMRJ88GdmrF7JVK9ddQ1GUTGUWLMqK/878x/Clwx1uKF3P0+JJqSKlOHf1HClGisM5Py8/hjYcyrBGw5j86WRC07ZY6Z06Y5UmFqFhfLAUU5qM+GsE07ZPY9CiQcjStRh40XWB6bx0uwyia+ffXfMu4SfCKepWlF+6/0JR9yzUeUu5hHZ0KtrhrxHJ5x1OmRX7YjSa7LJ6cdl27Bj66NFoCxfaD0lNs23BHz9ebcFXXE4FhhRFyX250Sr+OlbTyuw9s/l4/cccjkm/qxKfEs++qH3sy/j3c8HT2R6/pl9NetfpTe/avanpn+HOUfxRtFPzEafmo13aShBAguNzpU8tzAppwaBidQtHMAhs7ea/+grthx8QCY4vWtarhzFyJPKJJ8DTM48mqBRkrqg1cTspRUuD0EhJjOZQ9CHHn+0ckCXvg7SSFC4PDAFUrYr5zjvoo0cDoA8ejHXrVvUzpij50NWUqwz4cwCGNOhSvQttKrXhVNwpTsad5GTcSU7FneL81fMkWZOIjLNtP3fT3KhcvDLVS1Snc/XO9L+3P0Xcitz2WprQmPTQJHRNZ8rWKQwK2o+hCQadLfg1Z24XkGvXrh3Lji3jw3UfAjC5y2TuCbjn1oMmRKIdmoR27DuEcdXhlFmqHWbQK8jSHfNmvZaQgPbJJ2gTJiCSk9Pn1bIlxuefQ4MGd35Oyl1BBYYURckVd2qPfoqRws+7f+bj9R/bU679vPwY2XQkA4MHcjn5MpGxkZx85xUiPZM54ZHIicbViYyN5PSV07jpbnhZvGz/3Lwwk00CigfYvt5zkHqxHvRJrE6975emb0m7cgjt1HxbQOjyjkznJX3rYgZ2TwsG1c7178MdIyUiPNy2133JEsdTQiC7dMEcORLZpk3hCYAphZZm8cDdpzwpcSdZdHgRo/xHOTWe9GuGRENgol1cSzZ74GSJ+cILiLng8DvxAAAgAElEQVRz0TZvRhw+jPbee5jvvZcLV1KUu0/w6hC8y8Qwffkr9pqGOTVmxRiOxByhvE95vn/0e0p4lbCfu7ZGSrYmc/rKac5fPU9Z77JUKFYhx4XwV61axRcPfoEudL7a8hVDa+zDwGBQjl9BLsiFTNBTcad4ZsEzSCSDGwymb52+N3/w5V227WInf0VIq/2wREMGdrcFhPwauWxu2SIl4vff0V97DRGZXqdSli2L8cEHyCefVOsqJVepwJCiKC6RMRAUvDoE7wMxxOurbIuqTBYC2Q0c+bt724tPg631+6xds/hk/Sf2O20li5Tk5WYvM6ThEHw8bEVZS3uXJsg/CP1ceVvWkmlgTFx60+uEhIQQ+lJaqnbvPqw0DBroOsaV/enBoNjMO1zI4sFp28QeB5+gLL+2AiEpCTFnDvqXXyL2OL5+WbQo5oABthapNWrk0QQVJWc8S1RLDww1dy4whJsPskR9xKVtiLi9kHIJ3Evc/nnZoesYU6cimjZFpKaiTZiA2aOHuousKC4QnRLP5Zqe6Gmf59SSI0uYtn0aANMfme4QFIL0rWkeFg+qlqhK1RJVnZm2w5gTOk7A8scCvgg8yfM1DmLdMoVhjYfd+IQ7sF0XHNd7rs4ETTVS6fdHP6ISo6hfuj6fdfzsxgdJyeMti6OveRTt3N+OpzRPzCrPYNYcCd7VXDKnHNm/H33UKLQVK9LnZrFgjhiBOXasajSg3BEqMKQoitOuDwRdW1gZaYuqzBYC2d2vf+2uXZI1iclbJvPphk85feU0AGWKlmFU81EMajDo5nvKs7sAMlMwvhmDmD0KUS0at7/rZ/6wEo1sd5kCHwfv6ll+PQXGuXNoU6eiTZuGuHjR4ZSsWBFz+HBb8cPixfNogkph5kx3mqzyKFEFTqxi/an1RCVEEVAkwKnxZMB9cGkbACJqPbLcw66YpqM6dTDfeAP9nXcQhoFl8GCs69eDm5vrr6UoSrZcvHqRIYttHQRHNBlB+yrtXX4N6etLuDWVByy2n/lrmU5/rA5hZ+tQPjtWAx2NCYEnGLlsJIY0eKHJCw5jGGFzMMPDMXI5uzun9ZluxzANhi8dzvpT6ynmUYxfuv+CpyXDtlppIE79jnZwAk3itkJchlPufpjVh2NWHwYeJV0+tyyzWtEmTEB7911ESnp9KbNjR4wJE6BWrbybm3LXUX2CFUVxWnRKPKdqetrvrvm7exN4KMme3eMKCakJTNw8kaDJQby07CVOXzlNOe9yfN7xcw4OP8hLzV66ZaFBI2wOK+vUvrH4tZSQcBJxdimTlj5I6+pzOf57eSzzi+O2vBkdSq1DXDng8BTTrxnGvR+T2uUQxgMbMGuNLnxBoR070J99Fkv16ujvv+8QFDKbN8c6ezbWAwcwR41SQSEl1zi8mfD1ZWURL/D1tR8KDw93+hoWj2JYigRgSpMlR5bc/gm3IQPSi0GLqLVOj3cz5muvIevUsV1n5060zz/PtWspyt0seHUIy8vEELw6JEuPf+GvFzh/9Tz3BNzDe+1u3Oap9+5D+737bI05cij1l59ZVrMGqb/8DNy4DhMIPo6oyZjISgCM+mcUEzdPvGGcO7Hl/3quCPinGqn0X9CfWbtmoQmN6Y9Mp1qJtIwfIxHt6FQsS+ti2fgk2qWt9ufJIpUxGnyB9eGjmHXG5W1QaN8+9Nat0d9+2x4UkpUrY507F2PRIhUUUu44lTGkKIrLZdYaNONCQO/dh/aGgd67z027lF3rZBZfoiiTR7bg842fcyHhAgAVilXgtRavMSB4gOPdodvo0LopInojxO5BXN6NiN2NiN2DSL0MwCgAT8B643NN/5bpmUEubEGdrxgGYvFiW7v5f/91OCV1HdmjB+aIEcimTfNogsrdzBWZhzfjXrwK1oQoFh5aSP97+zs1lgxoaf9cRK1zdmo35+6OMW0a+v33I0wT7d13MR97DIIK2TZWRSlAdl/Yze8Hf0cTGjO7zsx8jRIbS/u0re25SSB4P6Iaok9fPlr/EaOXj8YwDee3zDrJ2d/ZVqw8Mf8JFh9ejJvmxo/dfuSxoMdAmmhHp6HtexeRfF2Gc/H6GEGvIAN7gJbHb38NA+3zz9FCQ+3FpaWmYb70EmZICHh55e38lLuWCgwpiuI0f3dvvPfGEF/Hz37s+jtCDguB6xZF9nb2YG9pH6el8kq1MywofZTolX8CUKV4Fca0HEO/ev1w192zNjlrvK1j2PGZdIhZCytv/5RUNCzF7kEWr8eijdF0HjwNvMpn7XoF0ZUraLNmoX39NeLoUYdTskQJzGefxRw+HAID82iCipK7PEpUJeHMf/xz/B8SUxPxcnNiYe5ZGuldAxF/GBGzFYxE0HNnoS+bNMEcORL9888RycnoQ4dirFgBmkoIVxRXyexm18189d9XAHQL6kaDMrlb9ys4OPi2jxEIQtuEYtEsvLf2PV5f+TqGNHitcl20Y99CanxaQWMtw0cNEGlfC9vX9mOZfdQyGcP2UQqNx8puQdt2Ke3xOnj4Ib3Kg1c5pFc58K4BetZu8sWnxDPXbS4RhyPwtHjya49feajaQxC3D33LMLToDQ6PN0s/YCsoXap9/ijcfOAA+qBBaJs22Q/JmjUxpk9HNmuWhxNTFBUYUhTFBTJbNN3yjtB19X5k7GX2eCey3fsKO4scYufPndjSaAtXUq4AUL1EdV5v9Tp96/TFTc9CDQ0pEdHr0Y7PQpyce0MrUoeHepVH+tZD+tbhjbOHOHXCg71BVdnSxpb+7ZkQXniDQhERaJMno82YgYiLczgla9SwFT3s1w+K3nyLnqLcSblVc8hSpCSBPoGcunKK8BPhdKnexanxZMn7bIEhmYqI+Q9ZsrWLZnojMyQEbcECxLFjaOvWIadOxRyWSaFZRVFy1cWrF5m9ZzZgqy2U27ISGAIQQjAPg3KejUlJ3ULl/WOxnMrlyWXQzB84uv2m56VeFFm2M2bg48iyncGSeRmCy0mX6RrWlQgtAm93b/7o9QetA5uh7X0Hbf/HCJlqf6xZoRdG0KtQIp8U5TcMWzfXcePSs4SEwHz5ZZUlpOQbKjCkKModd21LSLO33yBs5ywmNdzMLu8M3T9OnATA3/RnQrcJPFH7CSxZSf1NPI0W8RNaxCxE/JEbTkufmsiA+5HF6yF96yJ964J7epbT+/emdc9okx7Uyov997lKSsSGDWgTJyIWLECYjg21zQ4dbNvFOnVSWQdKvpNbP49CCB6p8QjfbPuGhYcWOh0YMgNaoR3/3jb2xbW5GhiiSBGMb77B8uCDAGhjx2J26QKVKuXeNRVFucG07dNINpJpXLYxLQJb5PV0HEQnX6FnLX/eibfgLzLZL5+HhHEVceo3tFO/ITVPZJmOmIHdkWUfBndbDcOLVy/SZU4Xdp7fSQnPEizqs4im7ino/zRxqAMpvatjNP4md3/nZtehQ7YsoQ3p2UyyenVbllCL/PX/iXJ3U4EhRVFcIjt38i9cvcAafQ3Tv5puqxvkDR6mTrM4H4JT/an3zBiCSwczf8p8nqz75G3HE1Eb0A58gji7FIFjoENaimFWfAJZ+RmkX5PbphIXukDQNampiN9+s92x2rrV4ZT08EA++STGiy9C3bp5NEFFyVuP1nyUb7Z9w+LDizGliSZyHhh1LECdi3WGrl2vbVvMZ59Fmz4dER+P/sILGH/+mT+2TihKAXJta/yJGu7ZaqCRbE1m6tapALzY9EVEfvrZSzjJT/EL6Wg9AWnTijHg5Ytwb6N3GNH0RZAmIPnwg/d5443X7V/bPpq2Rh0OHzOeT/+4eeNGmjZtDEge3PApuhBoSExp8lfTl0BaIfkCIuE0JJ5GXI1AnP8HkRIDgDCTEGcWop1ZiBRuyNIdiPG7n6EbvmX3hQhKFSnFX0/8yr1nZ6Efm2Z/iVJYMINewaw9Nsvb0nKdYaB99RXa228jkpKAtCyhESMwQ0OhSJE8nqCiOFKBIUVRbhAeHp7tAElWHr/nwh6+/O9LftnzC8mWZEiAQJ9AhjcezoW/LvDJJ584PP5y28s3H0xKxIVwtP0foV1cdcNps2RbzCoDkOUfB8td/Mf38mVbu/kpUxBnzjickqVLYw4dijl4MJTMw84cipIPtK7YGh93H85dPceWM1toWt6JIutFqyI9yyKSziKiN4BpzfWCp8ZHHyGWLkWcOYP299+YP/+M7NcvV6+pKIXNztahhBvZXwPN3T+Xc1fPUc67HD1q9cil2d1cZrUeQcI9J7H8HUxHa3pW9gK36kSU7cUPxz5E/zeUphXb0jywOXrvPrQ0DPSnh920McjtLF47m6YdBwCwzxKAnhZgN6SJ9GuUcWbpzFTExdW21vKnFyCSzwPYtuKe+4uAc3/xpy9c9RHgV5EiW59EJKWvZ0y/JhiNpkDxe3M051xx5IgtS2hd+o0BWb06xrffIlu1usUTFSXvqH0CinIXyG5L51WrVt1yjODVIQQufyVLrVtNafLX0b/oPLszDb9ryMydM0k2kilrluXHx37k4PCDvNriVby4cX91pgszKRFnFqGvvB/L6occgkLSKxCj9lhSuxzEaLsMWempmwaFrr2GrL6OAufKFbQPPsBSs6atFWqGoJAMDsY6fTrWI0cwx45VQSHlrnGrNtEeFg86VesEwMLDC527kBD2rCFhjYfY3c6NlxW+vhhffWX/Un/1VTh/PvevqyiFTHaDQlJKvtz8JQDDGg/LenMMF9rZOpT3anVnZ+u0Wo++VxGd/0Nrecj2Owg4J4oy0PsRBnt3Zlir8fSu3RtDGvRf0J/YpFhbY5CExPRmIE7yd/fGkCaBh5JunX2l2TKDzEZfYX00gqgWv7PLtx3npYfDw4pqkqKXt9iDQlIvilF/Akb71fknKGSaaJMmYWnUyCEoZLz4ItYtW1RQSMnXVGBIUe4CmQV6nBkjOiUeXWhEp8Tf9PEJqQl8u+1bgqcF0zWsKysiVqAJjceDHmfV06sYkDqA3nV624tJ33YrmjQQJ+di+acxlnXd0WI2p5/yro618TSsXQ5g1gmBolVu+3quvYbbvY4C5+pVtM8+swWExo9HXLZlXUkhMLt2xbp8OdbNm5FPPw0eHrcZTFEKmdu88XmkxiMALDzkZGAIx+1kWtRap8fL0jUfeQTziScAEDEx6C+/fEeuqyh3s7Un17Lj/A48LZ48V/+5PJtHu3btwExF2/8R4vFNiDLpWdc/utehre/T/OVeDbDVVfvqoa+oUrwKEbERDF86HJkhj+dQ9CEGLBhA3/l9mbd/Hompidmez87WoZx6YAIPnPNLD1jdRExiDDN3zuSRsMco82NPgreEU+ZIMk0iYXJqFRLKdEEWqWh/vFnmIayddmDWeNHW6Sw/OHoUvWNH9FdeQSTavl+yalWsy5djTpigto4p+Z7aSqYod6FbbRULXh2Cd5kYpi9/xX6HJzolnkplUvhjdcht/7ifuXKGKVun8O32b4lJtO0Z93H3YWD9gQxvPJwqxW1Bm+S2yQ7Pu+kdOjMVEfkL+oFPEFcOOZySvnUxao1BVuiZfxYGeSUxEW3aNLRPP0VcuGA/LDUN2a8fxuuvQ/XqeThBRbnzgleHEJ0Sj7+7921/dwF0rtYZXejsi9rH0UtHqVaiWo6vbZZsxbXfSiJqHdR4McdjZYfxf/+HWLECER2N9ttvmL17Ix977I5cW1EKq1vdvLqWLdSvbj/8i/jn+Bo52cbv4NI2LP8NRsTu4tovHxnnhfHoAl7dtdC+resaX09ffnjsB9r+0Ja5++fSqfQ9PBlVno8rHuPD7xqSYqQAMO/APHzcfXgs6DH61OlD+8rts9YQJM3NvndSSn7d9yuz98zmn+P/YDXTi2LXL12fnvf0pMc9Pey/h60AiWcBEzzL5Z8aaqaJ9s03aG++iUhIsB82hg/HfP991dlVKTBUYEhR7jLBq0PwPhBDvL4qS2+UrmXWnKrpiZGWWZPZXvbt57YzcfNE5u6bS6ppaxlapXgVnm/8PM8EP0Mxj2IO49528WMkoUXMQjvwGSLhhMMps0RjzNpv2DpWOFEgtlBITkabMQPt448dt4sJgezTB2PsWKhZMw8nqCh5JyvZjRmV8CrB/RXvZ9WJVSw6vIiRTUfm/OK+9ZCWYghrHOLiOlvR1jvxRqZUKYwJE7A88wwA+ogRWNu0geLFc//ailJI3WzNcuzSMf489CcALzR5walrrFq1KmeBIdOKtjcE7cAEewMOaQJ7KyO3VkY+2xbIPAuyWflmjG8znrdXvc2I6gf5pMIJDhVJAAM6Ve1E3VJ1mbtvLpFxkfy0+yd+2v0TJYuUpOc9PelTpw/Nyze/baHtzF7TleQrDFo8iPkH5tuP1StVj5739KTnPT2p4Vcj88G8ymblO3LnHD+OPngw2r//2g/JypUxpk1DZqMpi6LkB3f5OypFKfyur6kRnRLPqZqeDm+Udu7cmf5561AeOOfHqQcm3DRwdO0x2+4bx4KDC+jwYweazWjG7D2zSTVTaRXYirDuYewbuo8RTUfcEBS6JWs82sHPsSwJQt/2okNQyCzZGmvrJRgd1iHLPepUUCjLe9/zq9RUxHffYaldG33kSIegkNmzJ9bt2zFmzVJBIUXJplqiFgCLDi1ybiChIwNa2j5NPg/xR5ydWpbJvn0xO3e2XfvsWfQxY+7YtRXlbjJ5y2QkkgerPkjtkrXv/ARS49DXdUc/8Gl6UMi3HjK8HSv2BYO3320GgFebv0rbSm1J0E0OFUmgTLI7P3f7mT97/8mH7T/k0POHCH86nKENhxLgFcDFhItM2TqFNj+0oebkmowNH8vuC1mvo7bv4j5afN+C+Qfm46a58XrL19k1eBdbn9vKG63euHlQKD8xTbSpU7E0bOgQFDKGDMG6bZsKCikFksoYUpTCLjaW9poOppHp6QZrQykSE82Ha/ezq807WRrySvIV/tP/o+7Uuhy9dBQAi2ah5z09Gdl0JI3KNrrNCJlIuYx25Gu0w18hUqIdTpllHsK853X7myxXuBb0ClkTQuiw22dO5RtWK+Lnn9E/+ABx/LjDKbNrV4xx4+DefFKEUVEKIHFQgIetbkhMYgx+Xrd/Y3UzMqAlnPvLNm7UOqTPHXrDIwTGV18hgoMR8fFo339v21LWvv2dub6i3AXikuP4fuf3ALzYJOdbRfXefWxrNW9v9N597B3Bbre1zC31HO7/9kOL2wOktWyvMw4z6BV40I2VISG0Cb39+kbXdGZ2ncmQ0EbUTCrK+OOV8QntZT+vCY1WFVrRqkIrJnScwMqIlczZO4cFhxZwIvYEn274lE83fIpHkQD8fSsyY84Wxgd1x9PNE0/dE09L+r8jMUd4adlLXE29Snmf8szpPodm5Zvl+HuXJyIi0IcMQcvQlEVWrGjLElK/Y5UCTAWGFKUAytY+dF9fVhoG7fXMa/DEpF4luro7IvWq/djN9oMbyXGMWTGGGTtmEGuJhUtQwrMEzzV4jmGNhhFYLDC7LwVSY9EOfm4LCFnjHE6Z5bth3PM6lGiY/XELG8NAhIWhv/ce4ohj5oHZpYstINRQfZ8UxVnFKU7dknXZc3EPS48u5am6T+V4LBlwn/1zLWodRpVnXDDDLKpQAfPDD9FftL1h1YcNw7ptm6p3oSgZZLcOWUYzd87kSsoVavnX4sGqD+Z8ErGxoOm2wvgZbuLdamuZuLSNGseeRrNeBEC6FcdoORdZqk2mj79WAuBEDfdMs6TL+ZRjyZ76kHYjMfNbieCmu9GpWic6VetEYmoii48sJmxvGEuPLiU5IYozRMExGHbsn1u+5HaV2vFjtx8pVbTULR+Xr0iJ9t13aGPGIOLTs+6N557D/OgjKJaN7HhFyYdUYEhRCpBrd5U0b2/0b6Zm6a6SETbH4a5RZvWBrpdxLH93b87FHIHDW7mUepzP07pW1PCrwYgmI+hXrx9F3XPwRsN61ZYhdGACIvWS/bAUOrJCb4x7XoNieZCWnd+YJmLePPR330UcOOB4qmNHzHHjkM0K2N02RcnnHqnxCHsu7mHhoYXOBYb8GiM1d4SZYitAfYeZgwYhfv0Vbc0axPHjaOPHY3766R2fh6LkV9mtQ3aNYRp8veVrwJYtdLs6O65w7aadOP0n7pv6IwxboWNZtCrW+xeAT9BNn7uzdSghK1ybIe3l5mWvCXQ56TLVfu+L9coZTDOVjv61SLYmk2hNJMmaZPtnJGGaJn3q9OGt+9/KVgHrPBcZiT50KNry5fZDskIFjG++QXbsmIcTUxTXKUA/kYqiZHZXSe/dB80wHAJF18uYAXT94sDPrShFDkaTUNexk4bVtPL7gd8pdnwl+09vsh9vX7k9I5qO4KFqD6HlpMaPkYx27Fu0/R/b6m6kkcKCrDwAo9ar4J3zTkCFhpSIBQvQ33kHsWePwymzTRvMkBDkfffd5MmKojija82ufLT+I5YdW0ayNRkPi0fOBtI9kSUaI6LXI+KPQNI58Czj2sneiqZhTJmCaNwYkZSE9uWXyJ49VTBZUZy06PAijl8+jp+XH0/Vy3nwODvatW2LdugLtJ1jEGk36Uz/Fhit5oFHQK5cM6sZ6sU9i+NVsjZ6qboY0mT+AxNyZT53nJSI779HHz0aceWK/bA5cCDGxx+Dr28eTk5RXEsFhhSlIPH1hdhYVnp7p28Ny6SG0PV/yG/1R337fSH8euZXnrjvCQAuJ11mxo4ZTN4ymci4SADcdXf61OnDi01eJLh0cM7mbqYiIn5E3/c+IvGk/bBEQ1Z6CqPOW1C0Ss7GLkykRCxdih4aiti+3eGU2bIl5vjxqqihouSyhmUbUs67HGfiz7DqxCo6VeuU47FkyVYQvR5IqzMU2MNV08yamjUxx41Df/NNhJTogwdj3bwZPHIY7FIUxd6i/rkGz1HErUjuX9C0om1/Cf3YNPuhS76d8bpvNnpOsrazILtdbAudU6dsWULLltkPyfLlbVlCnXL+N0FR8ivVlUxRChAjbA7GX0sxnx+enh3k68vKIl72uxZTIsKZtO53pkSE33Sc62sIBQcHc+zSMV5e9jJVJlXh9ZWvExkXSckiJRl731iOPH+E7x75LmdBIWkiIn/B8ncwlq1DHYJCZmAPrJ22YzSdnmdBoZvVU7rjpET88w/6/fdj6dbNIShkNmmCddEijPBwFRRSlDtAExoP13gYsGUGOCNjnSFx8c5vJwMwX3oJ2aCBbQ7796N99FGezENRCoPt57az5uQaLJqFoQ2H5so1gleHsLxMDMGrQ2ydx9Z2cwgKWWu9SWT5D0D3zJXrQ+ZdbO8KUiJmzcJSv75DUMgcMADr9u0qKKQUWipjSFEKoIwZQEbYHMzwcIy0Y8Mqt+Nc6iqGVb55ltC150spWRO5hg82fsC/5/5FpqUm1w6ozcimI+lbty+elhwuOqREnPkTfc94RNxeh1Nm2S4YdUKgRIOcje1CWS7inYvEqlVooaFo6xzfNMr69TFCQpBdusAdqF+gKEq6R2s+yrfbv2XR4UV82enLHNcQkf4tkAgEEi1qbVpD6TvMYsE6bRqWFi0QVivaxx9jPv646mCoFErZatCRA5P+mwRAj1o9ctZ0IwuiU+K5XNOTsolnsKxsY19HSeGG0fgbrBWehIMHszVmvrkRlp+dPo0+fDja0qX2Q7JcOYwpU5CdO+fhxAoW0zDQbtL0Rsm/VGBIUQqB7C6AUowU5u6fy8RNE9lxfof9+EPVHmJE0xF0qNzBqUKK4vxytN3j0C5tcThulmyLWTcUGdAix2MXJmL9erTx49FWrXI4LuvUsQWEHntMBYQUJY+0rdSWom5FOX3lNNvPbadh2Rx2/XMvDr51IXY3XN4FqXHglgfda4KDMV99Ff2jjxBWK/qQIRhr1oBFLQWVwuVW3byul5WGHBmdjT9L2N4wAEY0HZHjOWZFsPUcs64sRMi0ItPufrbOYyXvB+NmfcPSXR8IckWwLLeDbnlGSsSPP6K/8goiNtZ+2Hz6aYzPPoMSJfJwcvlXYkwM0QcPEn3wIFEHDhB94ADRhw5hpKTwwnUddJX8T60GFCUfc6aNamZMaTJlyxQ+2fAJZ+PPAuBl8eLhwIcZ22EsdUrXce4CsbvRd76Bdn6Zw2HTrylm3XeQpds7N34hIf77zxYQ+sexnasMCsJ4+21kz56gqZ2+ipLbbvWm0NPiSZtKbVhyZAlrTq7JeWAIMAPuQ4/djcBERG9ElnGitbUTzDffRPv9d8TBg2hbtyInTcJ8+eU8mYui5JWMwY3sduuaunUqqWYqLQJb0KRck1ybY5eUI0y++g9eWAGQ3tWx3rcAfGpkeQxXB3Cy0uykQDpzxpYltGSJ/ZAsWxZj8mTkww/n4cTyB2maxEZG2gJABw4QlRYIij5wgISLF2/6vOS4ODyK5cFNECXHVGBIUfKxnLZRzSxd+PSV0zy78FlWRqwEoKx3WYY1GsbA4IFERUYRFHDzNqe3lXgWfW8o4vhMRIaNEtK3HkbdUGTZh1XmC8D27eihoQ6LDwBZvTrG2LHIPn1Apd4qyh1zuzeFLQJbsOTIEjae2sjIpiNzfB1ZshUcnQKAiFqbZ4EhPD0xpk5Fb9cOIaWtff2jj0L16nkzH0XJA9nJKMooyZrEtG22Oj8vNnnR1dNKI9EO/h/Try61F4I1A+7DaDkXPPxv+cxcl0mzkwItJQVtyhS0995zzBJ68kmM//s/8MtaFllhkZqYyKXDh22ZPxmygGIOH8aamJjt8aIPHaJc48a5MFMlt6jAkKIUQtcveOYfmM/wpcOJSYzBy+LFR+0/4tkGz+Kuu2MYBlFE5exC1qtohz5HOzABYVy1H5ZFKmHUewdZoTfkpKV9YbN7N/o776AtWOBwWFaubAsIPfWU2s6hKPlQi/K2ba8bT290ahwZ0Mr+eV4VoL5GtmyJOXw4+tdfIxIT0YcNw1i2TAXvFaMWzQ4AACAASURBVOU25uydQ1RiFBWLVaRbUDfXX0CYiFYH0HattB+a6x5Et9ZLQVddBF1GSsTixeivvYbIsN1Jli6N8fXXyK5d83ByuS8hKsoh+HMt++dyRARI6bLrRB84oAJDBYx6J6IohVh8Sjyj/hnFzJ0zAWhYpiGzHptFkL8T2UEA0kBE/IS+JwSRdCb9sKUY5j2vY9Z4IVc7ZRQIUiI2b0abOBHtt98cTwUGYr7xBuaAAeDunkcTVJSCTe/dh/aGgd67j8u3NUgpsSYmEkQ5SkdpiJOn2fj7T/ikuJEcF0fy5cskx8aSFBdHanw87j4+ePn54RUQQJG0j17+/hTx98fL3x+3ouWQRasgrh5HxPwHRnKevtEz330XbdEixIkTaP/+izljBvLZZ/NsPopypwSvDsG7TAx/rA7J1hZ9KaW9Rf3wxsOxaC5+C+WWimi3C1E+2n7oU6/mfObRmG4qKOQ6u3ejjx6NtjI9+CaFQPbvj/HRR+Cfx1lZLmIaBrEREQ7Bn2vBoMTo6NsPkA2amxt+1avjHxSEf1AQAbVq4Z/2TylYVGBIUQqpzac3M+DPARy9dBSBYHTL0Yy7fxzuunOBCHF+BfrOMYjYXfZjUuiY1YZg1h4LHiWdnXrBJSXs3In2669ov/2GiIhwPF22LOaYMZjPPgseaqGnKE65xbYG02olKTaWYmdj8UpIxXIlkYPxf5By5gzJpklSagqJr75Kcmwslg0b+HnjRluwJy4O9zNn+PjTTzGtttoew9LGXDl9YI6nqnt4UMRHo0gR8PJOwntudwIatqFknTqUrFMH34oVEXeyrpi3N8bkyVjS6mfoY8Zg7dQJAnOnw5Ki5BfXun0ZGbboZ6VbV3hEOHsu7qGoW1EG1s/574L/Z++846Oq0j/8nHsnvZMeegiEnoBSFKRbd+26WNHdtaGi/izYjdiXtawdGyrqig3XBirSUapAIIEEEnpJ73Uy957fH3cyKYQkk0mF+3w+w8ycmXvumQlz77nf877ft0F8yxHnJCKCjMhrqbhzu9ckvvMYBLJD6hiefGRlGdVfP/gAodd8p/r48Ya59MiWe8h1FFJKSrOyyE9PpyA9nbz0dIcIlLdnD1plZavuzyMgwBB9YmMN4ccuBAVFR6OYUe8nBeZf0cSkE+NstQwAm27jhd9f4Nm1z6JJjZ7+Pfnwwg+Z0HuCa4MpTEbd/jBKxs91mvWoC9GGPwd+LkYhdWVSUgwx6MsvEbt3H/eyDAtDf+AB9FtuAS+vDhigiUnXRUpJybFjZG7bRuGhQ45oncqUFCo1jYqqKiomTKDCLuxUFhZSVWpcYF1Xq59v+F/djl8zVv9V4ECt362AVi8pr1VWUlwJxdUNO5fCohrzeXdfX0IGD3YIRdU3n/BwlypENoY8+2z0GTNQFixAFBWh3nkn2rffmillJicdTVXSao7f0GubjOPFDcNvINAzsNXGJnI3Ii7ahPCqAkBWuKGd/wuLti3CdBxsBSorUd58E+W55xBFRY5m2acP2gsvIC+9tFMf83RNo/jwYfLS0ynYu5f8tDTy9+4lPz2d/L17Hee61sS/V6+ayB+7+BMcG9um5yOTzoEpDJmYdDCNTVgSJ8xhhbaCyROaZ5K4r2AfN35/I+sOrwNg+uDpvH7e665NYioyUJKfQtk7v66xdOAItLi5yLCJLe+7K7NvH8pXXxli0Pbtx70sVRU5dSr6lVcaVcZ8fDpgkCYmXQup6+SlpZG5bRuZ27aRkZhI5rZtjVY+AWB964bGtzfWkhKObtzI0Y0b67R7BQcfJxaFDB6MVyuVTtbmzkX88gsiMxNl8WL0L74wTPBNTLooDaWYttRsuprdubtZnGYUjbhj1B2tMk4A+mSirpxWIwoVeiN/iUNePw5Y1Hr7aUM6bfl6KRHffYf68MOI9PSaZj8/9IceQp81Czw7h+WBrbKSwv37HWJP7fvC/fvRrNZW36fq7k63/v0dkT8h9iigbgMG4G7OV09ZTGHIxKSDaWrC0pwTrpSST5M+5Z5f7qHYWoy/hz+vnfsa1wy9puUDsxagpL6Esud1hFZWsy+vnoaxdK+rTz1j6SNHUL75BvHllyj1LuDAnqd+1lnIv/0N/dJLIfQUTqszMWkCW2UlOTt3kmEXgTK3bSNz+/Y2WQF1FasbVHhCn+6xeAUG4REQgGdAAB4BAbj7+lJZVERZTg7leXmU2+/LcnKQmmvVe8pzczm4ejUHV6+u0+7XvftxglHwwIHOT+i7dUN79VUsdjFInTUL29ix0KePS+M2Mekw6qWYttRTqDZvbn4TgAtiLqB/t+aXiz8xEobtQzl9jyM8UR4LQi6Ph4quM6+KW52Ab0oeJerKFn+3bcK2bYaP0KpVjiYpBPIf/0B78kkID2/3IVlLShoUfgr27qXw4MFWNX2ujWdQUI3nTy0PoIA+fVDMKrgm9TCFIROTdqb26kr9CYs6/SooLISAgGabqeaX53PHz3fw9S7D4Hhcj3F8eNGH9Ans07IBauUoaW+h7JqLqMp3NEuLH/rA2egD7gL1FEqHys5G+fZbxJdfItasQTRw8tZHjzbEoMsvh+7dO2CQJiadm4rCQrK2b68jAuXs2uXw8WlLNFXB6uNOVGh3PLKy8LS44WFR8bjgAjwCAli3ZQvnXXIJHgEBeL/2Gh5u7niqCm4LFuARGIi7nx/Rb8eQUZrBiuvnMa7nuKZ3iiHYVxYV1RGKKjfMofzAFvIyIbNkBNkp+6goKHD6MxUfOULxkSPs/fXXmkYhCIqOJnTwYEJqC0YDBqA2YnIvL7sM/YorDF+0wkLUGTPQli0DNzenx2Vi0tloyFPIGfLL8/l4+8cA3D36btcHJCVi7G7EkMM1Tft7IVf0Y7m3P1MCOvBiPSCA5ZrGlGYKBq5+t61ORgbqk08iPvywzlxNnzgR7d//hvj4Ntu1lJLyvLw6fj8FtUSg0szMNtu36u5OYN++BPXrR1BMTB0fIO+QEDP9y6TZmMKQiUkbUz/MtnaE0HEn1cJCUFTjvhmsOrCKv3//dw4XH0YVKk9MeILZZ8xGVVowsdCrEAc+RE1+pm6lMeFmGEsPegg8w5zvt6thsyG2bUOsXIlYtsy4b2DVX8bFof/tb+hXXAF9+3bAQE1MOiclx445BKCMbdvITEykYO9el/t19/MjZNAgvIKD8QwIwHPNGjzd3PFQFdzvvRcPf388AwPxCAhwPB625QWkpzsaksPTXkI973zjGKtraO+9B8DahARG33UXAOrnC2te79fPse+xPcbyv9T/se7wumYLQ0IIY5wBAQTZ+1L67UZN3AKANuLvaP1upeTYMbKTkshOTq657dyJrbzcuS9ISuMiJD2d3T/84GhWLBa6DRhwXIRRYN++jhVj7a23EJs3I/bvR1m/HjlnDvozzzi3fxOTk5DHVj5GWVUZQ0OHMqn3JJf7U9LeqCMKaUPnoF/xEDwgWJ6QwMQ5HRd5o32x0KUxBLv7kmstIdjdt5VH1gQVFSivvYbywguIkhqRSvbrZ/gIXXRRq/gISV2n5Nix4/1+7AJQZTPn7i3B3c+PoOhoAqOj6davH4H9+hlCUHQ0ft27m9E/Jq2CKQyZmLQxrua2N4RVs5KwKoGX17+MRBITFMPHF3/MqKhRzncmdQIKf8H9t/dQStJqmhHI3teiDXkCfPq03uA7G7puVBJbtcoQgdaurWNQWBs5YAD69OnoV14JZhlOk1Mcqevkp6fXRAElJpKZmNgqK6M+4eGEx8cTERdHeHw84fHxBEVH16ncVUfkufnmBvux7XRDFcLlMP2x3Q1haP2R9S71I0NqRCWRsxYRcxt+UVH4RUURfc45Ne/TdQr27asrFiUnk5ua6nSUlW6zkbNzJzk7d7Lrq68c7RYvL0IGDXIIRWF33knEgw/ir2ko//43ctIk5LRpLn1eE5O2Jm51gkOMaE46kzNFPRYmL+S9re8hEPx72r9djrwQmctQEmc7nuurB6Ff+bBLfXYm2j2dTErEokWGj1CtKrDS3x/90UfRb7/d6Qqwus1G4YEDdVO+7AJQwd692CoqWvlD1OAVEmKIPtHRDtEnKCaGoOhovENDzcgfkzbHFIZMTNqQpnLbj5ugNCOMNyUnhRu+v4GtGVsB+Ef8P3hx2ov4OrtCIyUicynuOx6nT8HWOi/pUReiDZ0DAUOd67MrICUkJ9cIQWvWIPLyTvz2Pn3Qr7wS/W9/g+HDO3X1ChOTtkKzWslOTiYzMdEhBGVt3461xPUUgqCYGMKHDzeEILsI5BsR0Qqjbh7NKVU9tvtYANYfXo+UssUTdBkYj1R9EFopIud343jUQF9CUYwLg379GHDRRY52zWolb8+e46KL8tPTnRa/bOXlZGzZQsaWLXXaPYAwKQm7/HKCH3mE0LFjCR0yBO+QkBZ9ZhOTtiTXWoIqFHKbmc6UOGEOCcsSmDOzcRFjd+5ubl9yOwAPj3uYqX2nujbQknTUddcgpBGBLBP7wp4o1/psY1pSGbfd2LIF9f77UdaudTRJRUG/6Sb0J56AsBNHuFeVlxsRPw34/RTs3++yN1xj+PXoUSP6VAtAdjHIMyCgzfZrYtIcTGHIxKQNqZ8q9vb+Fexwy+ft/SuY2WfycROUxsJ4pZS8u+VdZi+bTbmtnG5e3Zh3wTwuib3E6XGJ3A0oOx5DyV5Vp10POQt9+LPI4LEt+LSdlKoq2LEDZd06xO+/I1avRmRlnfDtMjQUOXEicvJk9IkToX9/UwwyOaWoLCoic/v2mspg1X5AVVUu9atYLIQMHuwQf8Lj4wkfPhwPf/9WGnnLaE5E58jIkbgpbmSVZbGvYB/RQdEt25liQQaPRWQtQ5QfgbIDTkVkqu7ujgif2lSVlZGTkmKkpO3c6RCNig8fPkFPJ6YSOAQcKi+Hxx93tPuEhzdYIc3Dz8/pfZiYdCRNicHlVeVc8+01lFhLmNBrAo+f9Xij72+SqmIsv1/u8G2UB0OQW2KgVqXXzkhzRbR25ehR1CeeQHzyicNHSAfKJ0yg7IEHqIyIoDI1lcqNG6ksLKSiqIiK/Hyj6pddACo+cqTNhqdYLAT06VMj+tjvA6OjCezbFzevU8ij06TLYQpDJiZtSP1865l9JjNwHEzu41xqWVZpFrf8dIujXOq0vtN4/6/vE+Xn5GpTYTJqUgLK0e/rNJd5DsQy8l+IqPO6vgiSnY1Yvx6xbh1iwwbDN6MRrw4ZFIScMKFGCBo8uOt/ByYmzaQkI6PGC8heFSw/La3pDZvA3deXsNpRQHFxhAwejMXJsP7OgqfFkxERI9h4dCPrjqxruTAEyJAzIWsZYKSTyVZI1XXz9iZy5EgiR46s015RUFBHKMpOTiY7KYny3Fyn91GamUlpZib7ly+v0x7Qpw+hgwfXrZAWG4ulk5SCNjnFaEbkdVNi8P2/3c/2rO2Eeoey4OIFLfNtrEbqqBtvRBTtNJ76xSJXRgDmPAOM1K3KoiIqCwsdQk714zrteXlYN2+mctcuKjWNSqACqBQCq5SwerVxawcsXl4E9u17nNdPUL9+BPTqhWIxL69Nuibm/9xWpr7RcGft06R9aCh9zNm/5ZK0Jdz8481klWXhrrrz3OTnuHPUnSjOlIovPYCa/BTiwGeIWitU0jeGqsFPsKdkKLERgwwvjq6EzQZJSSjr1xti0IYNiPT0RjeR/v7I8eORkyahT5pkpIcpXac8rIlJS5C6Tv7evTVRQNV+QBkZLvftHRbmEH+qhaCgfv3q+AF1GRq5qDyjxxlsPLqRDYc3cO3Qa1u8Cxk63vFY5PyB7H1di/tqCs/AQHqeeSY9zzyzZv9SUpqV5RCKcmqJRi1JDSzcv5/C/ftJW7zY0SZUlW4xMcdFGAX162deNJm0Ka4aKC9KWeTwFfrooo+cX4Crh7LzaZSjhhm8dAvENm4R6n/ugi54eKyP0HQ8yiqxlFSQsXVrwwJPA0JPRa3HVaWlrg2ijcq8e9iLBtT3+gmKjsY3MrJrnt9MTJrAPDu3Mm1hNNwWfZq0Ha0l5JVXlfPQ8od4+8+3ARgSOoSPL/6Y4WHDm9+JrQwlKQEl/W2EbnU0S89I9MGPofe9EV0qkJrq8njbhdxcQ/ypjgbatAnRxKRC9umDHDMGOXascYuLA/PCxOQkRrNaydm50xB/aplCW4uLXe47MDqa8Lg4RzpYRHw8PhERJ40pZmMXlWO6jwFw3YC62xiksCCkDSV7bbsnkwgh8A0Pxzc8nL5TptSMS0qKDh6siSz6738N0Qhw1nFDahq5qankpqaSsmiRo1318CBk4EAjqmjQICoDAojw9CSob9+T5v+QScdTO1XMGZ8cq2bl4eWGGfQDZz7A2dFnuzQOcXgR6s5nAZAoaGM/Bb/+LvXZ2lSVlxvRgFlZlGZmomzfzqY33nAIOZbly1m0ezeVRUVYN2+iwqZRaauiMjCQmWVljn7ms6ADP0XL8AkPrxPtUy0ABUZH49Wtm3lMMjnlMK+O2hgz2ufUw1khr6Fc922Z27jhuxvYlbMLgFmjZvHs5GfxtDgRml+UgmXdVY7wZTBWq/SBs9FjbgeLt9HYhiZ7LqFpsHMnYsMGwx9o/XrEnj2NbiI9PJCnnWYIQHYxiMjIdhqwiUn7U1lcTNb27XUqg2UnJ7eOH9CgQQ4voIj4eMKGDz+lzTGrDai3Z22nxFrivOF/NRZvZNBIRN5GRHEKVOaAR8cbOwshCOjdm4DevYm54AK45x7UadNg3TrygMwxY8g85xyHcJS3Zw9Sd07W0iorHUJlNesxSjFXp6OF1Iow8gkLMy/OTI6j9ty6IeGn9hzMGZ+c97a8x76CfUT6RvLIuEdcG2TBdtSN/3A81Yc/j4w4p5ENWg+tqoqy7GxKMzMpycgwRJ+MDEoyM2vu7bf6JdbdgKU//eR4rgIptX6vDqzW49s6A0Lg4e+PR0CA494zIADfqChHxa/qe3ffFh7DTUxOUkxhqA1Rp1+Fommo895B+2JhRw/HpJNSewKjS53sAdmM+3AcVXoVET4RvH/h+5wT7dxkQhxciLp5JkIzommk6oXefxZ67H3gHtSq4281CgqMKKDqtLCNGxFNRDjIHj1qIoHGjkXGx4O7ezsN2MSkfSnJzHSkgmXao4HyWlCNqj5uPj6OqmDh9pSw0MGDTY+YevTw70FP/54cKjrE5qObmdRnUov7kiHjIG8jACLnd2T3i1tplK2ImxvaggVYRo0ipKCAkA0bGDhjBrrdkNpWUUFuaupxFdIKa5WNbi7W4mKObNjAkQ0b6rR7hYTgFxWFh78/7n5+ePj5Gff+/rj7+jraaz+ufo+7vz8efn6o5jnhpEGdfhUUFqL4+jrm1q1lkFxcWcxzvz8HwGPjH8PbzbvlnVXmYPn9CoRmRNTova9FH3CPS+OTuk5Zbi6ldqGn+Ngx9u3YwRFdpzw7u47oU56b22YpVm2JUBQ83N3xrKzEQ0o8AE8wftvjx+MxdKgh+NQSfaofe9ofu/v6mmleJiYtxBSG2pLCQqYoKugtj8hQp1/FFE1DnX6VKS51AZoqT38iKm2VfLXrK17b+BrbMrcBcOGAC3nngncI8XZiJVmrQEl8ADX9HUeT9B+M7YyF4D+w+f20NboOKSlGNFC1UXRKSqObSDc35MiRdaOBevRopwGbmLQfUkoK9u6tYwiduW0bJceOudy3d2ioEQFk9wMKj4sjKCYGpRGjVpMazuhxBod2HuKHPT+4LgztfgWw+wx1RmEIoHdvtHfewTJ9OgDKffehjx0Lw4Zh8fQ0fKXi4upsUllcTM6uXXUFo+TkFvlZlefkUJ6T49JHUD086ohJDQlL9QWnBt/j72+KTB1NYSEoKlPKyl2aWzfEfzb+h+yybGK6xXBj3I0t70ivQl13NaJsv/E06HS0095qsKiFlJKKggIjsiczE2XnTja+/jplmZlM3vobPvlleOWX8Vr5N5RmZrZpGXVXEarqEGfqR+zUF28aavfctQvPe+5B2b3b0afs1g39iSfQb74Z3Nw68NOZmJwamMJQK1K/FHlLqZN+1grikkn7Ub88fVNklmTy7tZ3eXfLu2SWZgLg7ebNS9Ne4h/x/3AuhL5kL5Z1VyMKtjqa9N7XoY18HSw+Tn2OVqekpCYSaMMG41ZQ0OgmMjKybjTQiBFgRjCYnGRoVVXk7NzpSK/J2LaNrMREKouKXO47sG9fhyF0tS+Qb1SUmZrjAjOGz+DLnV/yYeKHPHHWEwR4tiy1TobUmEGLnLWtNbw2QV56Kdptt6HOm4eoqMBy7bXY1q0Dn4bPKx5+fnQfPZruo0fXaS/LyalTIS1rxw4yd+zA1gLDa2fQKispr6x0WWACUN3dHZFI7tViUu37EwhOx4lPfn5dtkLfyUh2aTavbDCE2qcmPoWb2nIRQtl2P7ZDqygtguKybhTq/6T0/QV1UrnKNm+ixGqlxGpFCwtzbOsG/PbddwAMqtVn2/5CDFQPD3zCw/Hq1s1Iv7KLN9nFxfQbPBiPgAC8PvzIiOhRFNzeeJ3puxfgfqScghHh/HnOcy07txQVoTz2GOq8eY4mabGgz5yJ/uij0K1pbygTE5PWwRSGWpGZfSaTUbWyRhRqoLpJbdEnbnWCo5R54oQ5jue991gpUVcaESfNKLtp0nY05hFVHdIMQECAUxFdWzO28samN/hi5xdYNSNPO8o3ittOu42bRtzkXJQQII58h7rpJkSVMR6peKKNfA3Z54aOKb2u64itWxFLlyJ++82ICGrE80RaLMj4+LrRQL16mWXjTU4qrCUljuif6lSw7ORkNBe9GoSqEjJoUJ3KYOFxcXgGBrbSyE2qObvv2QwKGcSunF18sO0D7h17b8s68ghB+g1EFKcg8reCrbTjBfxG0OfORfn9d8SOHYiUFNT77kOrdSHXHLxDQug9YQK9J0wAQNM0UlJSiPL1JS8lpU50Uc6uXdjKy9vio7iEZrW2ShQT2EWm2lFK1YJT7RS55ghO/v6myOQiL/zxAiXWEkZGjOSygZc1+B7NanVE9lT785RkZNQ8zsyk9PBuSjOzsVZUb5UHzGyvj3EcQlXxCQvDJzwcH7vhvE94OD4RETWPw8PxjYjAIyCgSWFH/XUp2BertTFjWDtmDAkJCcw5t2VpfGLxYtQ770QcPuxo00ePNo4tQ4e2qE8Tk7bigw8+YP78+Rw6dAiAgQMH8sADD3D22YZJfUVFBY899hiLFi3CarUyZcoUXnzxRcJqib+HDh3ivvvuY+3atfj4+HDVVVeRkJCApZMUxekcozhJ0b5YiL5iBVotYaG2MXGutQRVKOTao0uqnx+uFXHSUB+moXX70aiRtD2k2fG4CTRd44c9P/D6xtdZc2iNo3101GjuHHUnlw+83PlVKr0KZcejqLv/42iSvjHYzvgcAuMa2bANOHIE8dtvKEuXIpYtQ+TmnvCtMiysbjTQyJHg7UI+v4lJJ6M0K8shAFWnhOWlpbnuB+TtTVi1H5A9Cih0yBDTD6idEEJwz+h7uHXxrby5+U1mjZrV4ugCPXQ8anEKQtoQeRuRYZ34vO7pie2zz7CMHYsoK0OZPx998mSkPcWspQgh8O/Rg6Devel37rmOdl3TKNi3j9zUVCry86ksLsZaXIy1qIjKkhLjvrqtuPi4x13BX0WzWinPzTX8YFxEcXNzKi2utuDkYRelqttUD49TIqpQSklVaSl7Duzg25/epl8R3OM5iQ0vvkRpVpZD9CnJyKAsK4vyvLyOHrIDr5AQw5jdz4/Qvn3xi4x0CEC+EREOwccrOLhzpglnZ6Peey/KF184mqS3N/pTT6HfcQd0xjGbnPJERUWRkJBAv379kFLy+eefc+2117Jq1SoGDRrEI488wq+//spHH32Ev78/s2fP5vrrr+eXX34BjMWQ6dOnEx4ezi+//EJGRgYzZ87Ezc2NJ554ooM/nYEpDLUy9StMOSPgBLv71kQM2asrpOWl4T3Amz8O/YEmNTRd46NVH2HrbXM87+7fneFhw1GEabbWmrSWv1NBRQEfJX7EW5vfYn/hfgAsioXLBl7GrFGzHCWQnabsEOr6a1Fya0on6z0uRzv9HXDzb/F4m7//MsSaNTVi0M6dJ3yrjIlBnzIFeeaZRjRQ375mNJDJSYGUktLDh0nduZPsHTscQlDJ0aMu9+0VEmJEAdUyhu7Wv3/nnOifQlw99GoeX/k4h4oOsShlEdOHtEwckSHjYO/7AIjstZ1bGAIYOBDttdew3HQTAOrtt2MbNQqio1t9V4qq0i0mhm4xMU5vK3WdqrIyo7x2fdGoqAhrSclxr1W313lsF5+6gsikV1W1rsjkTFpcY8bfbSwyaVYr5fn5iNxcjmzYQEVBgeNWWeux5fff+XzTJiry86koLDTuCwocnj032fvby8vsbbPRNo6Hvz/lFgu9hwzBNzycL6y7qQjyoSTIm3mT73JE/HiHhaG6uaFpGqmpqcTGxqJ2lXOClIj//hf1/vvrLB7q06ahvfmmMTc0MemknH/++XWeP/7448yfP5/NmzcTFRXFp59+ynvvvccEe1TsG2+8wZgxY9i0aROjRo1i+fLlpKam8r///Y+wsDCGDRvGI488wpNPPslDDz2EeyfwsDtphCHNfnDX2tGYbcTaOeRVldLNzYet4xMAmDBhwgnHMGLtHPwi8vl21ROO91dPNzRNY8s4Qy2cs3oOd1x3OzP+N4OFOxsQJNzh84Wf12kK9wlnWt9pnNP3HKb2nUqwV3DrfMiTjJUrVzZYHr6h19WCQqaoCmh6g39TxT+AFZrGlJISZECA4z3Vf9PM4kye/+N5Pt7+MaVVRnWwYK9g/hn/T24ZcQvd/boDLfs/q2QuxW3T3xFW48QqhRu24f9Ci77NEFyc6LPZvx0pEUlJKEuXoixbZqQVVFY2/FZ/f/RJk9DPPht96lRk/ZO9kyWOTUw6A1pVLjD7YAAAIABJREFUFbkpKWTVSgfL2r79uHK/LSGgd+86kUBhcXH4de9+3EWVpH3Pc50ZVQJIkI1/J7XPs9XH7cmqesJtpJSN9ucm3Lh15K08vfZpXtnwCpfHXt6yi99uZ9RMwrLXdo2/6zXXIH77DXXhQkRxMeq112JdvrxF1SDbct6mennh7eWFd3i4S/1UR5VYi4trBCW7aFRbYHIIT/Vfq/e8y4hMeXmtEiGjWCx1Babq6KTaz+uJTaq7OxWFhYawU1hIZbWYU1CAdfNmKjQbFVVVVNhs2Ozlxt2Bj99994TjUIF9TRS4aAssnp74RETUpHPZo3l8w8P5YcUK/nHXXfhGROAdFoablxdz5szhmgTj+mDWitkoQkGXOn0n161Mq2lah1z3NHTMbep46eDAAdzuvhvVHj0BIIOCqJo7F/3aa52eu5qYuELt/7NFRUV1zuEeHh54NJGeq2ka//vf/ygrK2PUqFEkJiZSVVVV5xpzwIAB9OjRwyEMbdq0icGDB9dJLZs6dSr33XcfKSkpDB8+vPU+YAs5aYShvXsNjT8tLa3d9plVXogqFLJshaSmpjbr/bnRFrRy4/2+0o3A1GIKBvg5tpdSkqQnMfyd4eRb81FQiPSORBEKilDwysxGlQJVQlWPXggh2F+yn8zSTD5L+ozPkj5DIBgaNJRx4eMYFzaOwUGDUUUXWU1oY5YuXUpkZGSDr112ZAGBu4sp0JeyqPsMBmkaSB10SWpqKpcdWUCBVk6g6sWi7jPgySdYsmABoTNmGB2kpmKz2VAQlOUkM3TeUArtnj8x/jFcE30NF/S8AE/Vk5KjJaTS9P+Z45AaEVnzCMt5H2G/3LG6RbK/x1zKbcOgVjUHZ2not2PJy8N33Tr81q3Db/163E7gqyAVhbKhQykeO5biM8+kbOhQqM6XtVqhGb8PE5POhK28nMLUVOOWkkJhaipFaWnoreAH5Ne3L/6xsQQOHEjAwIEExMbi7l8T5acBx0pLOebC7/lUoP4xuiFsNhuqUNCkbryn9nH7BNsMGjSoyXP6ZL/J/Ev5F1sytrDwj4WMDBnp/AeQkkGWcNxtmZCzjtSUJBCdv/KOMmsWA37/HY9Dh1D+/JOiWbM4dm8LvZZo33mby/j6GreICCwYk+jmOkNJKdEqKrCVljpuVbUeN/TcVlZGVUkJtrIybPb76uddYYFFt9moyMujohOlYbmKsFjw6NYNz5AQPIKDCfY6RDev/fgGgGdwN/IHP4lbWG88goOx+PicUDSO9fenJDCQkooKOHgQAKvV6jj2HHfsOgHt+fsZ4OXFakUwQZfsto+p9pgbRNMI+fJLIl57DbWWb1jBOedw5MEHsQUHuzR3NTFpKdW/zaFDh1JSqwjCgw8+yEMPPdTgNsnJyZx77rlUVFTg4+PDJ598wsCBA9mxYwfu7u4EBNQtSBEWFkZmplFcKCsrq44oBBAaGgrgeE9Hc9IIQ9HR0aSnpxMTE9NuIZWWoxYUoSCkTmxsbJPvD8sOwG9nPsWDg4iNjSU59llWKjURKhklGdy99G5+9P4RrDA4ZDDzzp/HqKhRjj7cL/gr2KNYrM/8CIBVs7Lu8Dp+2fsLS/ctJSk7iR35O9iRv4N5KfMI9gpmap+pnBt9LlP7TiXcx7UVtM5KU9FAbldfy/maxtAnn6Lq88+Oe73kaBVlA73RZRWxsbFYVNXxXcfGxlJytAp3N3dK7K8DuLu71/nb+++r4HDaEmylRlneYaHDeH7y80zpM8XlcGqRvwW3bXej5G92tGkRF6Cf/h693FtetUHTNNLS0ozfjs2Gsm4dym+/GVFB27adcDvZsyeaPSJInzwZNSiIQMC0uzXpapRlZxvRP/bKYJmJieTt2ePy6r7Fy4uwYcMIs5f0Do+LI2TIENy8vFpp5Kc29Y/RDb6ngfN0/eN2fZpzPge47uh1zE+cz7eZ33L1uKud/wCAWjQRDn+JKisYGFaB7NZFDFcXLkROmoSoqiJswQICL7sMvZZHUHOoc+7pKqkwnQQpJbby8hNHMFWnwjUSwVQ7la4zl0FvF4TAOzTU4c1T37DZu9Zjz6AghGJYNyhHvsV9wzUASNUb66RfkQFDmrXLho4ztY9NTV1jdMjv55uvWDlnDhMTEqgeUWPHU7FrF263346yYYOjTUZGUvXaa3j+9a/0a4chm5g0hKZppKenA5CUlHRcxNCJ6N+/P6tXr6aoqIjvvvuO22+/nR9//LHNx9tenDTCUPVBUVXVdp1gVP83as4+t098ihX6CiZPrPERmDp1KlJKPk36lPuX3k9+RT6KVHj4rId56MyH8LDU+88p7P+Imn16qV5MiZ7ClOgpvDj9AF8oUZQE5rBkWm+W7V9GbnkuX+76ki93fQnAaZGnMWvULKYPno6qnDyTsdWrVzN16tQTvi6KCplir6ZQ/d3VNvIOdvfFNzmPkiHdjNcb+K7r/70nT56MqqoUVRYxZ/UcDm7/GF3q+Lr78uSEJ7n99NuxKC7+zKz5KEkJKOnvOKKEpFDRhz6NHnsvqiveUlIiUlMJ+ewzPHfsQFm9GlFW1vBbfXyQEycizz4bfdo0GDAAhEBghGmbmHR2pJQU7t9fxxA6MzGR4iNHXO7bs1s3ww8oPp4Ie2WwbgMGmH5AbUkDx+gTvo1ax3EhWmWecPeYu5mfOJ8f9/zIvsJ9xHRz3g+HsLPgsHFutuSvQw9toedcezNqFPrzz6Pefz8AbjfdhG3zZoiKcrqr9p63nSxY/Pzw9PNzuR+HyGQ3966fIlffh6m2+NSQV1NHiUwWLy88g4LwDAjAMzAQz6Ago+x6YCAZhYUMjIvDIzCQMg+d+9Y9ylGZx9hBk5l/1Wd4BQY5f6wuO4hly+2Op9qIV1C6uZYKUv/Y1JxrjPb+/VTPe6tp8HhqtaLMnYvywguIWlG22i23oD/7LCIgwJw3mnQa/P39m7147+7uTrTdVy8+Pp6tW7cyb948LrvsMqxWK4WFhXWihrKysgi3pzSHhYXx559/1ukvOzsbwPGejuakEYZaG1dKkTdGfTPqQ0WHuGPJHfyc/jMA8eHxjDw0koQJCS3bQWEh0xUV8oO48fIvqNKq2HBkA7/s/YVf9/7K1oyt/HnsT278/kbm/jGXhAkJXBJ7yUlbgaJOBbeAAJZrGlNqncBqVx1LnDCHhGUJzJnZ/LKbkyZN4sudX/LAbw9wrOQYAFcOupK50+Y6PIRajNQR+z9B3f4wwlqTwiX9BqKd/rZhXNoS8vIQy5ah/PabUUr+0CFONFI5YgT62Wcjzz7bMI02S+KadBF0m42cXbscEUAZ27aRlZhIRUGBy3379+rlEH9Chw+nxM+P+AkTOk25UZP2YVDIIM7vdz5L0pfw7pZ3mTttrtN96CFnOi6QRPZaGHBP6w6yDdFnzUIsX46yeDEiJwf1739HW7zYrCjUxRBC4ObtjZu3N7SCJ5OtoqJBYalZFeWKitCsVoeg4xkYiEdgoCH2BAXh/fXXeFRVkernz1gPD9zeeB3PoCDmvvoqjzz7bLPGN/XTqfwZmcfgkMG8f8PX+Hi0QFzTbagbbkRUGecTvccVyD43Ot9PF6Spojpi40bUW29FJCc72mRMDNq8eUi7Ka+JycmCrutYrVbi4uJwc3Nj1apVXHTRRQDs2bOHw4cPM2qUkfkzatQoXnrpJbKzsx0pZCtWrMDPz6/ZkcptzSk9i2207LuTpcidRZc6H2z9gIeWP0SxtRh31Z3Hz3qce8fcyzNPPeNUX419DjfVjfG9xjO+13ienvQ0GSUZfJT4ES9veJmdOTuZvmg6IyJG8OSEJzmv33ldViCKW52Ab0Qe/1udQOKEGmGntvCjfbGQ5QkJTJxzYuGnTipaQIDxt6+XL1rN7tzd3P3L3SzbvwyAmKAYXj33Vc6OPtv1D1SwDXXL3Si56xxNUvVBH/I4ev9ZoDjhQ1FVhdi4EfHrr4YQtHkz4gQpMjIyEjltmiEGTZ0K9gOXiUlnxlpaSnZSUk0U0LZtZCUloZ3AHL25CEUhODbWiAKyRwOFx8Xh1a0mdbO6MkxXPXaauMYNcTewJH0JP6b92CJhCP8hSLcgRFU+IucPI32xq/xfEgLt/fcRp5+OOHoUZcUK5Ny56A8/3NEjM+kghBC4eXkZ6bJtsQI+ezYACxMSuKT2XK6ZovzXu75m7aG1+Lj5sOjKRfi1RBQClF3Po+SsBUB690Y77a2u87ttZSZNmmREn2/ejPLOO4hPPnHMMaWqot97L/pjj4GZQm3SxZkzZw7Tpk2jZ8+eFBcX8/XXX7N27Vq++eYbAgICuO6663j00UcJCgrCz8+P2bNnM2rUKIcwNGXKFGJjY7ntttt48sknycrK4tlnn+Wmm25q0uy6vTilhaHaogE0IRS1Iun56cxcPJOVB1YCMKb7GN79y7sMChnUov7qf47GiPCN4KFxD3Hbabfxnw3/4bVNr7E1YysXf3kxZ/Q4gzkT5jCp91lQdghRvAdRsgdK0sEjFD3qL+A/tMNOfo39fXKtJRQM8ESzljT4ekM0VI6+dv/1o8SqU82KBvrx5KoneXH9i1g1Kx6qBw+e+SD3n3E/nhbPFnyyWlgLUJLnoKS9jaDGWFLvcQVa3Fzw7tG8fqRE/Pkn4pNPUBYuROTnN/w2T0/08ePJHD6c4GuuQRk27JSd3Jh0Dcpycx3iT7UQlLdnD9JFI1aLpydhw4Y5ysJHxMcTOnSo6Qdk0ui5Z1rfabgpbqTlpbEnbw/9u/V3rnOhIEPOQBxbbESGFqeC/8BWGHU7ERKCtmAB6jnnIHQd5amnkBMmIMe1MKLVxKSNqLBV8NjKxwC4b+x9RAdFt6gfkfM7yk4jOkkKFW3MAnBvHXfFxnwyOyXFxUxNS0N58EFEPU9KOWIEtnnzYMSIDhqciUnrkpOTw8yZM8nMzMTf358hQ4bwzTffOOYHzz33HIqiMGPGDKxWK1OmTOHFF190bK+qKgsXLuS+++7j3HPPxdvbm6uvvppHHnmkoz7ScZzSwlB9nBFYoK4nTXPQdI23Nr/F46sep6yqDC+LF09Pepo7Tr+j3b1+Aj0CeHLM7fxfv1Es2/42h44sJ1pbR+Tac5AbFdzF8RdZatITSJ9+6N0vQna/CBk8Ftqx2pkzf5+396/g7YMriXHL5+39K5jZx9iuzkm3sMZzqDkkTpjDv3L+xfxd83muYB8A50afy3/O/Q/9gly30BNHf0T98w5ExTFHm/QbgDbiVWT4ib2T6nDsGMp//4uyYAFi164G3yKHDjUigqZNQ44fj+buTnZqKt1iY01RyKTTIKWk6ODBOlFAGYmJFB8+7HLfnkFBNVFA9pSw4AEDUMxUMJMGaOzc4+/hz/ie41lxYAU/p/1M/9FOCkOADBkPxxYDxkWn7ErCECAnTEB/5BHUZ55BaBrqjBnYNm2Cbi0vimBi0tq8uflN9hXsI8o3iv8b838t68Saj7p+hmPhTh/8GDLkjFYbY3ssTrcKW7eivP8+yuefI0rqLshKf3/0hx5Cv+eeZkdymZh0BV5//fVGX/f09OTFF1+sIwbVp1evXnz11VetPbRWw/zF2hFffU33AwcQX32NvPKKGj+akhJHKlHc6gRyrSUEu/uSOGGOU540KTkp3PLTLaw/sh6Aib0mMu8v8xoUFBpdMajnk3OiFKraOFY7K7NR0t9DHPsJUbwbUVVICDAd6pWSOvHKuyhNR939Cux+BekRioz6K3rURYZwoboYLdOKzOwzmZl9JpOwLMEhCkHLT7pVWhV3/nwnH6Z8CEAPvx68dPZLrePPZM1H3XYfyoFPHU1S9UYf/Ah6/7tBbSK8sKIC8eOPKJ98gvjlF0S9yAnp5YX861/Rzz0XOW3a8eagp3o1EpMOR7fZyE1NdYg/1abQFSeIdHMG/549HeJPtRDk36uXmfp1iuDsAk5LOD/mfFYcWMGS9CXMGj3L6e1r+8UpOWvRov/ZmsNrF/RHH0WsXm0UMDh0CPWWW9C++spcbDDpFOSU5fDC7y8A8NSkp/Bx93G+EylRN9+GKD8EgB5yFvqghktan5SUlSG++grl3XdRNm067mX99NPRb74Z+be/gU8Lvl8TE5MOxxSG7Mgrr+BI0g5DFKJhP5pcawmqUMh1Il3Jptt4af1LPLPmGSq1Svzc/Xhhygv8c8Q/UU5QTaox8aL+uJqTQpWy7kum+X6OOPg5Qm/cc0MKN47iw6biAlKtsLsKukeMZ/BRnb/FeSCyVyOkISSIymzEvg9R9n2IVH2QkecaIlHk+eAe1NRX0y44I7KdiKLKIq5edDVL9y1FEQr3jL6Hx856DF93X5fHJ44tQd08E1Fx1NGmR5yPdtrr4N3rxBtWp4otWIDyxRcNporp48ahz5iBvPxy8Pd3eawmJq1BVVkZWUlJdVLBspOSsFVUuNSvUBS6DRhQ4wVkF4G8g4NbaeQmXYH6aV8tKSrgLOf1O4/Zy2az+uBqSqwlTp8bZLfTkIonQq8wfIa6IqqK9tFHiFGjELm5KN9/j3z7bfTbb296W5NTmvawcXhmzTMUVhYSHx7PdcOua1EfYt98lCPfAiDdgtDGfNSmUfPtIWo3i+RkIzro008R9TxXpY8P+tVXo998s5kyZmJyEnDKCkPNibRpDo0JD9uztnPzjzezNWMrYKQdvXn+m/QKaOSC30lOeOIQEnHkezZvuo+7+h+A/TUvSQmUeEKpP+S6I4t9odAbCjzRvlpGmFDJX/wpiVVLWZi8EFm0Fh+bhYHzJzLkvSOIY4tRjnyHyPgVoZUbu9NKEYcXoRxehBQWZOhEZPeL0KMubL4vThvgjMjWEEeLj3LxlxeTmJmIt5s3n1/6OefHnO/6wKwFqIkPoOz/2NEkLf5oI15G9r7+xKusTaSKyZ490a+7Dv366yGmBaWTTUxakfK8vLqpYNu2kbd7d6v4AYUOHVonCihs2DCjqo7JKU1zUo5b28cjNjiW6MBo9hbsZfn+5Vw04CLnOlDckcGjjYWX0n1QfgS8XKxq2RH06IH2/vtYLr0UAGX2bPQzz4T4+A4emElnpq39PlNyUnhnyzsAzJ0694SLso1StAt1272Op9qod8C7Z2sNsUHaQ9RuDLFmDcqTT6KsWXPca3L4cPRbbkG/6ipz4dHE5CTilBWGGoq0aWqy2JAIc6KT18r9K7n0q0sprSol0DOQF6e9yPXDrm+V9IXa40ycMIcV2gomT7CPw80GsYcRgw5i+WM5Y2ttJ90CYEsAMqU3lHjVeOtU+xvpmmP1Y8+GPXw852NmnzmbmS9NZL1/Eef3WcOqskL69r4Orfd1YCtDZC1DOfI94uiPCGsuAELaEFnLIGsZ6ta70YNON0Si7heB36AuE1q+M3snF31xEQeLDhLmHcZ307/jtMjTXO5XZPxiD0c+4mjTI85FO+3thkW05qSKXXqpER00aRIoLZj0mJi4gJSSokOH6kQBZW7fTtHBgy737RkYWBMBNHw44fHxhAwcaPoBmTRZOfJEOHPR2ZxFJCEE5/U7j7f+fIslaUucF4awp5Nlrzb6y16L7DXd6T46A/Ivf0G76y7U115DWK1Yrr0W24YN4Ot6hK3JqYGzfp9N8fCKh9Gkxl/7/5VJfSY534FWgWX9dY6FUC36FmT3S1ptfJ2OXbtQH30U5ccf6zRLLy/klVei33ILctSoLjOXNzExaT7mzLoW9U9E9YWi5qr3v+79lSu+voIKWwWTe0/mo4s/ItI3ss3GOXnyZLDmoex5HTH9d4SHrc7r6Uog73nE8fR536J+fhPLdY0peknNpLoRhoQO4cekeCbHbWGHTwl/+fwvrJyxkjCfMLB4I6MuRIu6EHQbIncd4sj3RjRR2X5HH0r+ZsjfbJhX+8YY5tVRFyODx0BLVm4aoKUhtycSA9ccXMPlX19OQUUB/bv154fpP7S4goWDol2oqS/XixLyQ4t/EdnnxpqTbFkZYutWo8T8pk2IZcsaThUbP94Qgy67zFyxMWk3dE1z+AFlJiaSsW0bWYmJlOfludy3X48eRNj9gKp9gQJ69zb9gEwapH7lyLaguRUvz485n7f+fIuf039GSun0/9naPkMi548uKwwB6M8+i7JmjXEe27MH9e670T74oKOHZXIKsmL/Cn7a8xMWxcLzU55vUR/K9kcQhTsAkP6D0eP/3ZpD7DxkZKA8/TTK/PmIWt6TcsAA9NtuQ7/2WgjqHDYRJiYmbcMpKww1R0hoyYrFD7t/4Opvr8aqWbkg5gIWXrbQ9RLmjVGZg7L7VZS0txC2YqjlU6yHT+P6Uk9WukVjQ/K0xfe49Cn1vOPTouqvkAbZ3FicPJKzhm8kLT+NC7+4kKXXLsXfo5YYoViQoWchQ89Cj5sLhdtRjnyPcvR7REGi422iJA019WVIfRnpEY7e/UJk1EXIsMlNmyw3wnGRU82kob/xVzu/4u8//B2rZuWMHmew6IpFBHu30KekqhBx6CuUfR+j5G2o85IePg1t5FtwsAyxYAFi40bD0G/Hjjon5drIXr2MVLHrrjNTxUzanKrycrKTkmqigBITydqxA1t5uWsdC0HwgAEOASgiPp6wuDh8QkNbZ+AmJu3MxN4T8bJ4caT4CNuzthMXHufU9jJ4LBIFgY6Ss7aREhBdAA8PbJ9+imXMGERJCconn6BPnoy8rmXeLiZdm8ZSw+rPN9XpVzFF01CnX+WU8NvQIp+ma8xeNhuAW0bcQmxwrNNjF0d/Qk17AwCpeGAb+wmoXk7301LapXx9SQnKK6+gvPwyorTU0SyjotCefBJ5/fXQhBeniYnJycEpKwy1Re7u17u+ZsZ3M7DpNi6NvZRPLvkEd9W91fqvQ0Umyu5XUNLeQWi1DuS6gLRIZFJPtM8X89tv96EKYTcWah4NrZBGWT1ZsmMEEyamsTVjK1d8fQXfT/++YdFLCAiMQw+MQx/yOJTuQznyA+Lo94jstY4yn6IyE3Xv+7D3faTFDxlxDnrkBcjI88Cj6QvE+pMNV0OPpZS8uvFVx0Ti4gEXs+DiBXi5OTkJkDoiezXK/o8Rhxc5wo8BKAC5zxNZNBH2WLH8eTqiqKjx7nx8kJdcYkQHTZxopoqZtAnleXlk2iuCZdhFoNzUVKSLVetUDw/C7H5A1VFAYcOG4W5WLTE5ifC0eDK5z2QWpy3m5/SfnRaGcPOHwDgo2AqFSWAtAPfAprfrrPTvj/bGG1huvBEAddYsbKNHw4ABHTsuk3ansdSw4+abhYVMUdQaq4Nm0lD/nyV9RmJmIgEeATx21mNOj5vyo6ibbnY81eP+DQHDnO/HBdrUlNtmQ3z0EepTTyEyMhzN0s8P/f770e+6y6wuZmJyinHKCkOtzWdJn/HPH/6JLnWuGnIV8y+cj0Vpg6+3/BhK6ssoe9+tIzhI4Ybe90bE88lQ5uv0SbU5DCj35ofpPzDts2msPLCSG767gf9e+l9UpYmVBJ++6APuggF3QWVOLfPqpQjdqEQkbMWIw9+gHP4GiTBWTyMvQI+6APyH8vaBlexwy+ft/Ssc5edbMw+9rKqMh5Y9xLwt8wC44/Q7eHHai01/NjBEt8osRGESIucPlAOfGgailcA+IB1IA7nPDZFdhaACwS8NdyUEDB6MHD0affRoI4978GAw/VRMWgkpJcWHD9cxhc7cvp3CAwdc7tsjIKAmCsguAgUPHIjq5tYKIzcxaZzq6IMPfruPYHdflwpLtIQLYi5gcdpilqQt4cEzH3R6ez1kHGrBVgQSkfsHMvKCNhhl+yGvuQZ9+XKjWEJpKZbrrsO2Zg14tDw62MSkOZRaS3l85eMAPDzuYUK8Q5zrQOqoG/+BsOYAoEddiN7v1tYeZscgJeKnn1AfeQSRklLTbLGg33wz+qOPQlhYBw7QxMSkozCvNp2kobDO+dvmM3PxTCSSG+Nu5O3z326eoNAcpIbI34rIXIrI+M3w8ZE1HkJS8UCP/id67H3g3RO15HyoFVDSEu+dxrYZGTmSry//mou+vIhvU7/lrl/u4o3z3mi+n4JHCLLPDLQ+M8BWishcajev/glRZfjoGJPidZC7DjXpcaR3L+6IvICzTg9naLdw0CqI+/35VqkqB7B833Lu+PkO0vPTAfjX1H9xz+h7Gv5MVUWIwmQoSkYUJhtiUGEyoiIHjgJpGEJQOnAIaucDCKqO605GRSFHjUKOHm3cRo4EPz+XPo+JSTW6ppG3e7cRBZSY6IgIKs/Ndblvv+7djQgguwAUER9PQJ8+ph+QSYdRHX2g2h+3N+f1Ow+A9UfWk1uW63QKsgwdB/a0FZHze5cXhgC0//wHsX49YvduxLZtKI88gv7SSx09LJMOpD3K07+84WWOlRyjb2Bf7jj9Dqe3V1JfQslaDoD06o52+rsnhdmy+PNPlAcfRFm9uk67fsklaM88Y0b0mZic4pjCkJPUP5m9vflt7v71bgBuHXkrr577astKYdan/CjKntdR9n3sWLGojVS90KNvRo+9F7yial4ICGC5pjHFng/ckpS5pvx6pvSdwkcXfcS1317Le1vfI8wnjIQJCc59PgCLD7L7JWjdL7GbV69HHPsJ5dhiRFFNKXZRdhA1fR4jAH6Zg0SwTPHlaIAv+wrDUHZ5I32jkb4x4BsNbs2rUJNXnseDyx7k4+2GGXR3v+68ef6bXBBzAWiVULzLLv7Yb0XJiDJ7laV8HJFApAN7gYrG9yd9fJCnnVZHCKJ7FyxJbNIpsVVUkJWU5EgFy7L7AVWVlbnWsRB069/f4QVUHRHkY64ompjUoVdAL4aEDiE5O5ml+5Zy1ZCrnNpehox3PBbZv7f28DoGX1/Db+issxCVlaivv46cNAl54YUdPTKTDqJ2tHdLC4c0xtHio7y03hAfn538LB4W5yLURN4mlCRjTisRaKM/BI8W+kx2FvbtQ338cZQvv6zTrI8di/7CC8gzz+yggZmYmHQmTGEg9+blAAAgAElEQVTIBV7Z8AoPLjPCxe8ZfQ//mvov11fLC5NRd7+COPA5QjYQYeIbg979EvQBd4Nn+HGv1zeXbojmmNk1tZpzxaAryC3LZdYvs3h27bOEeody++m3N9nvCVEsyNDxyNDx6MOfh5K9KMeWII4tRmSvQuhWx1sFkki9mEi3Yk6rOAZJiXW6ku7BSN9o8OkLqieg2Fd6BLqUHCk5RnrBPvYV7ON0m5XTQ2FI2DDGdj8Dj+wFiLQHoSQNIe3peBXUSQkjHWiiAJNUFBgyBDlqVN2UMNPAz6QVKM/Pd0T/VN/npKS47gfk7k7okCGO8vAR1X5AZqlpE5NmcX7M+SRnJ7MkbYnTwhCe4UjfGERJGiJ/M2gV9nNYFyc+Hn3uXNS7jUU09eabsW3eDJGtV63VpGvS1EJk3OoER/Rf7fTQxuaxCasSKKsq44weZ3D5wMudG1D5EdQ/rnJE5uuDHkSGnXhfnZ68PJTnn0d56y1EVc01hYyJQXvmGeSll54UkVAmJiatgykMtZB3t7zrEIUePPNBnpr4VI0opGmQlQUZGYaxsJTGTddrHte+6bqRknToW5T8P0Fi3AApLMjAkciAOGTAUCgNhVSJSFnVcF9SMmLHDsSCBfYOJCO2b0d8/bVhIufjwxR/f+SuXcZzT08oLWW5vz9TnPSxufW0W8kqy+LpNU9zz6/38N+k/3LbabdxxaArjjOldjp02Dcavf8d0P8OqCpGZC1D5G9DlO6Fkr2IknSEteF0GGHNReTlQt6m415TgN72G7Wvda07YN8OI/XrCHVFoEM4/h4nQvboYUQCVUcDjRwJ5sW0iYtU+wFl2tPAqk2hC/fvd7lvD39/wqqjgOz3wYMGmX5AJiYucHbfs3lx3Yv8cfiPFm0vQ8YZwpBuReRtQoae1coj7Bj0225DLF+O8t13iLw81Bkz0JYs6ehhmXQCGpsb5lpLUO1R+LXTQ0+0zbbMbSzYbsx/506d69xibVUhljUXIcoPAaAHj0Uf/Hjzt+9MSIkybx5KQgKioKCmOSQE/bHH0G++GcxzvYmJST1MYcgZdB1ycliz/guWfHs//yyCq4LOYvKRPMRrl8OxY4hjxwxBSG+dYrMCG4KNwMZmb3MlwI8/1n3+00+NbjNFCISvL5aePQ3ByNsbaReSxPbt4OmJ9PFFbNyIHDoUvL0BeGz8Y1g1Ky+vf5mNRzey8ehGZv82m7/H/51bRt5C74DegItG0W5+yO6XILtfUre9qtAuEqUhSvbaRaN043H54eb1nUeNJ1AaRmRQUylhvr7I0083btUpYVFRjW9kYtIIUkqKDh0iZ9cucnbuJGfXLrLt99biYpf7942MrFMaPjw+nsC+fU0/IBOTVub0yNNRhMKBwgMcKzlGpK9zUTF6yHiU/UZ6s8j5/aQRhhAC7d13EVu3Ig4eRFm7FssLL8CVV3b0yEzakPrl6NsSKSUPLH0AieRvg//GmO5jmr+xbkX9YzqicIfRl0802plfgdIFxZPSUtRbbkH56itHk/T0RL/7bvQHHgB//w4cnImJSWfGFIbAiLTJzYWjRw1h59gxxNGjhsBz9GhdwcdmYwowxbHxGvuta6NICcXFxs1O/UtGASjjxxuVs/r3Rw4fjhw+nGfizuSuyy7n/azFvLf1fQ4XH+bf6/7NS+tf4i/9/8LM0wxj7lbHLQCCRiCDRhzfu1YOZYdJzUnmjiW3k1uWQx9LCM8FXcvgAzaUrcmILcmIY9mN7kIqCgwd6kgHk6NGwaBBZkqYSYuQUlJ08GAd4adaCLKWtI5ZbreYmLqpYHFx+IYfn3ZqYmLS+vh5+DE4ZDBJ2UlsOLKBS2IvaXqjWsjQcY7HIuck8RmqJigIbcEC1KlTEZqG+vzz+PTpA7GxHT2yTkF7mDK3N8eVo2+Kej6ZzvD97u9ZdXAVnhZPnp38bPM3lDrqpptrzKbdg7Gd9X2Ddg2dnrQ0LFdeiUhOdjTpN9yAlpAAPXp04MBMTEy6AieNMGRJSCAiNxc1KgrF09Moh+rhgfTwAHd343lZWR3h57aNG7F89pkh+FitTe+kCaSiQHg4MjISIiORUVEQEGDk7woBejki/09EwRajTHu18iJAekWgh54JAcNAUWu2aYXbj99/z18nT4ayMigtNb6H0lLHY0pLObp7N90DA2veU1qKqGg4dEZICbt3I3bvhq+/BiAKeDw4mEeHDyetZxyfVu3gu4CD/Fz1Az/s/oFubt0YmTrS6Ulyy3Fn49pVfP7R/3HdgUomZHgwICMPob/a6FayZ8+adLBRo4yUMB+fdhqzycmC1HUK7QJQ7Qig3JSUVhOAFDc3QocMqTGEtvsBeZhV7UxM6tAcX73WZEz3MS0WhvDph/QIR1RmInLWgdRA/D979x1fRZk1cPw3Mze9kUYanUDoBIHQEUHXCqLSdG1Y1y6r6LLqsoiudW3riwXEriCIKIKiIooIoRMJJbSAhJKQQkIIKXfmef+44YZAgNzkhrTz/XxCciczz5wbUuaeeZ5zGs6NCNW/P9bkyRj/+heaZdHyn//EvOwykOR19WZWNxCn1sk8UZx6bztPQj3PvDy/2Cxm0s+TAHgo4SHnbPXK0Dc9if7n5wAo3Rtz4FcQUP+6c2kLF2Lceitabi4AKiAAc+ZM1NVX125gQoh6o+Ekht5+mwgXl1y0qOR+StOwwsPY5plHqk8RRRGhXDHodjybtUSdSABFRUHTphXPJDm6A337a+h7PnYkhE5iRVyCFfd3VNOhNVYAzic2FuscFxvTJk9myqkFq00Tjh/HGD4CCgshLw8G9Ic//kDbvBmtqKjc7lpWFsbSpcQBU0vf7DadLeGwvmk2K1aNIalXP+669f+IatnlnHFX+u6ZZUFqKtoff6CtXo22Zg3mmlUMOF5E2b3XotMOUwEBjuVgJ9UGkmKYwhXKssjdu/f0GUDbtlFy7JjbzuMZEFCuLXxE9+6EdeyI4enptnMI0VCd7xfbfWL68N7G91i9v/JLwJ00DRU+AC1tHpo9D3I3QZN49wdZi6yJE9F++QX955/xOHwY/a67sObPlyK4dZC7ZzEZY8cx1DQxxo7DnD3rnPtXtrPuW+veYmfOTiL8Inis32OVjkff+RZGyssAKHTMvp+gQvtW+vg6wbLQn30W45lnnJtUhw7Y58yR2XhCCJc0mMRQVanw8LLZPVFRZbN9oqIgOhoVFcXxkEAu/eJKEvcn0jKoJctuWYbNP4pzVRHSsteib3sBbf83aCctdlKaDdV8DGbcBGjSvWafINW4KDYMRwFlLy/w8YWgIMx333V8zm6HlBRHMubkt/T0ckPY7BbdDkK3g0ASsHglPHsBR5s2wbdnP+jWDdW9O6pbN0dSxtPT8aZpp989Uwr27UPbssWRmNqyBTZvRtu2De2Ultz6KU9FGUbZkrCEBFSvXtChgywJE5WiLIsje/ZUOAOo2u3gT+IZEEB4p06EdexIWOn78E6dCGjWTOoBCVFPJEQnALD24Frslh2b7tqllgobCGnzANAP/47VwBJDGAbm+++j9eqFdvgwxnffwRtvYJV2LRO159REkNtnMeXmMlQ3wKpeB82TZRVk8exyx9KxKRdOIcCrcrNmtf1fo2942PnY6vEaKmaE2+I6H/S8PDxGjXL8DJWyrrkGc8YMkNnDQggXNZjEkNUtHiv/KIZSWE89CUVFjrfiYrSiIp5OnkOJpwcHQnyZcdk/HYmfiAhHEuIsTMvk5nnjSNyfSBPvJnwz9ptzF5NUFvrW59A3P10+IWTzx2pzB1a7B8C3uTuettu4PNXeZnO0Y+/cGXX99WXbDx3ixg/vp2tqFh13H+badMOx7OyUNtoBGUfgu+8cbxVQHh5M1jRs77zjSEx5ekJ2NlolZ4XtDYKcru3octXt0KcPqkcPZ8FsIc5EWRZHUlMrnAFkP37cbefxCgwsl/g5kQgKiImRBJAQ9VyHsA4EegWSV5THpoxN9Ijs4dLxVtgATtyy0DKXO7pzNjRRUZTMmIFn6TIX/Z//RA0ciOrZs5YDa9xOTgS5OrvHXVy9Hp3621SOFB6hW9Nu3NLtlkodo2WuxEi8yXmNbnaYiBX7N1dDrVVacjLt//pXjH2OLmpK17GeeQbrkUdk9p0QokoaTGKIoCCUhw00/bT1tAp4+6ddGJqOqSzHkqFKUEox8aeJfL39azwNT74c9SUdwzqe/aDiIxirb0U/uKhsHO8orHb3Y7W5EzybuPrMzgu33RGKjOSXni35rVdrTGUx4uL/YowazeojR+idkYEqLuJQoIbftl00OUv3L62kBC+A7Oyznk5pGrRti71jB74ytvOJ93bWxMAj17zEQwkP1UTJa9EAWKbpTACVmwGUkuLeBFBQUIUzgPyjoyUBJEQDpWs6CdEJ/JT6E6v3r3Y5MUSTbihbAJr9qKMAtVIN8oWe9Ze/kHHLLTT98EO0khKMG2/EvmqVdE2qK2pgdk9luHI9ujVzK++sfweAly5+CUOvxCzwoykYv1/jLO1gtbgBq8sz5ziobtFmz8bz7ruds+VVaCjmJ5+ghg2r5ciEEPVZw0kMncOJAnb5nUMqfczrq1/nzbVvAjBz+EwGtThH29gjSdhWjEM7tgsAhYbVeTJW3CNgeFU59lpXjS4RAOTn09vTC5o1R7NMmn7/HWm5+5j42d1krPyJ7oegf44f8T6tCbMFoReXsC17L975xRgGtND9obgYfHxQnTqVvXXuTEm7tny8cy7P/PYMaUfT8DQ8eX/4+4zuJC1whcOxw4dJ37iR9I0byUhOJvNEAugMxdWrwrtJE2fiJ6xTJ8JL3/tHRUkCSIh6rCrXDoAzMbTqwCru7nm3ayfVDFRoP7T0H9AKD8Gx3eDf1rUx6olD999P2ObN6GvXou3ahXHffZgffdQgE2FnU1Fb94bYpawqzjaDaNLPkzCVyVXtruKiVpX4WhUewvbbCLRix01Hq+lQzN7v1p/vN7sd/YknMF591bnJ6tEDc/ZsaNWq9uISQjQIjSYxVNkCdifM2TKHx5Y4Ctg9P/R5xnQac9b9tb2fYqy7F810zDZQnqGYfT5CRV5SvcDrAHP2LKylSzGreoFyIrGUn+/o0gY0C2rOtHsWMX/ofB5e/DBT8w8AyQR4BnB13NUsKIrEOyAKU1kkXzgVcMzgUijn+5/3/MzTH/+VnTk7AYgJiOHDER8yuOVgdzxtUc8opTiSmkr6xo0c2riRjD/+4NDGjeQfOOC2c3gHBzsSP6ckgfwiIyUBJEQD5Oq1wwl9YvoAsGr/qiqdV4UPgPQfAEfbetVAE0PKw4OSjz7Cs29ftLw89NmzsYYORY0fX9uhnVcVtXU/H13Kajr5VNXE6snOFN9PqT+xaOcibLqN54c+f+6B7PkYy0eiHUsFQAV1xew/G/R60sQhIwPjr39F//VX56bs4cPx/fBDDP8zd2wTQojKajSJIVcs/3M54xc4Lkru7XkvE/pMOPPOVjH6xokYu94q2xTcE7PfLPCrfLvMuq46Fw5nSyyNjBvJRS0v4uXEl/ks+TP25e3jk02fAJBbuk/k+ulnHT/cN5zH+z/OXRfchbfNu8pxivrDLC4mc+tW0pOSSE9KciSCkpIoystzy/g+ISGOGUCn1AHyi4iQBJAQ4pxOFKDekb2DrIIsQn1DXTpehZX11NQPL8dsdbNb46tLVOvWmG+9he2vfwXAuPdeTB8f1LhxtRxZw1fTyaekwVNYai7losHuPYfdsjPxp4kA3NPzHtqHnqO9vFWCsfJ69Jz1ACif5tgHfQMeQW6Nq8Zs3oxt+HC0tDTAkVC1v/wy+wYPJs7Hp5aDE0I0FA0mMaQCA1mqa1xs8zjjPpUpaLc1cyvXzb2OYrOYEe1H8N9L/nvmF4LH9zv+0GQlOjdZrW/D7PEaGJKgONnZLjyCvIOYOmQqUy6cwsq0lXyx5QveTvoAZT97rZcQnxAeSniIB3o/gL+n3C1pqIqOHnXO/skoTQJlbtmCWVxc7bF9QkNPmwEU1rEjfk2bSgJICFFlob6hxIbEsjN7J2sOruGytpe5dLwK6Y3SPNBUiaPOUAOnRo/G/O03jLffRjNNjFtuwTx2DHX77bUdWoN16vK1ipazuUNNJJ7e3/g+mw9vJtg7mCcGPnH2nZXCWHcf+qHFjoceTRxJIZ8Yt8dVI7Ztw3bppWgZGQCoqCjMWbMwExIgJaWWgxNCNCQNJjFUMnMGPzz5JBc++yxnqoRzrj9Oh/IPMWL2CHIKc+gT04ePr/644kJ2edvQ981B3/UOWlHpL2rdC7PH66g2t1XzmTRev/7yKxdddBEDmg9grm5gAKay2Hvxy2g4XqRrmoaGJi/aG6j8Q4ecS8FOzAbK2bmz2uPafHxo2rUrEd27E96lS9kMoKZN3RC1EEKcrk90H3Zm72TV/lUuJ4YwfFAhvdCyVqLl74DCdPCOqJlA6wjr1VfBbseYMQNNKWz33IN59CjWww+f+2DhslOXr1W0nK0uyi3M5d/L/g3AU4OeIsTnLMvUlELf8jT6ng8cD3VPzAFzIahzzQfqDjt3lksKWT17Ys6bB1FRYJ7fouBCiIavwSSGqiu/OJ+rv7iavbl7iQ2OZd6oefh4nDQ9M3+3Ixm0bw5a7h/ljlW+LTD7zUaFSJtVV5y6tv3kKc2apqFpOprSsOnybdrQKMsiZ9eusllASUmkb9zIsfT0ao/tExpKRHw8kd27ExEfT0T37oS0b49e1eLpQghRBX1i+vBp8qes3r+6SsersAGQtRIorTPU7Fp3hlf3GAbW//0fBAQ4i+sajz0GeXlYTz1VfwoEizMLCoLcXGe9yap4YeULHC44TPuQ9tx9wVkKu+fvxtj493Jdgs2E91Hh9aQO5Z49jqTQwYMAqPh4zEWLIDi4lgMTQjRUDfoVd2WK6imlmLdtHpN/ncz27O2E+4azYNwCwv3CoWAf+r65aPvmoOesrfB4K3oEZq+3wSusJp5Cg3Y+CiuK2mcvKiJzy5ayWUClhaGL86t/VzKoVSsiuncnsjQBFBEfT0BMjMwoE0LUuhMFqFcfWI2lLHRNd+l4FTYAUl4GGkliCEDTsJ5/HgIDMaY4ljMZzzwDR49ivfhig00OnVqk2Rg7jqGmiTF2HObsWbUcnftU97lsTN/IG6vfAOCFYS/gYVRQPsIsQk/5L/rW550t6QHM7i+imteTjrX79jmSQvv2AaC6dMEuSSEhRA1rUImh7t27l3t8tsSDUoofU3/kX7/8i/WHHMXownzCWDjyPdplfo+2YQ561ooKj7VCeqOaj8Zqdh34Nnfvk6gHjLHjnHd83HXBUlNr28X5VZib61wCdqJFfObWrVh2e7XG1QyDsI4dyyWAIrp3x7tJEzdFLoQQ7tUlvAs+Nh9yi3JJyUqhY1hHl45XYf1RaGioRlFnyEnTsJ54wjFz6NFHATBefx3t6FHM//s/aCCzP0++eXla97vcXIbqBliyXAgcs/qf+e0Z3ljzBnbLztBWQ7ki9orT9tPSl2Csf9Cx/LKU8o7GjH8Z1XzU+Qy56g4edCSFUku7p8XFYf/uOwiTG9BCiJrVoBNDFSk2i5m3bR7T1k4jcb+jaHRLbz9e7zSYK7yOYlszEg3rtONUk+5YzUdjNRsF/m3cHnu9kpsLuuF4X4HKtCc99W7YqWvbQz39ySrOJ1SKStdJSinyDxwoNwso/Y8/OLJ7d7XH9vDzI6JbN2fyJyI+nvBOnbB5S0F3IUT94WF40DOqJ8v3LWf1/tUuJ4bwDHbUQslNRsvZCCVHwSOgZoKtg6wHH0QFBGD87W9oSqHPnAlHj2J+8AF4nLnRSH1gjB2HbpoYb79TazOC3NFKvqYppfgq5Sse/fFR0o46OnINbz+caZdNKz8z+PgBjKSJ6PvmlB2rGVix92N1fgo8As936FWTkeFICpXWVlSxsdgXL4aIhl1fTAhRNzSoxNDJTp2BcjD/IDM2zGD6+ukcOnaIIB3uDLIxITqGDmYa2tHv4Gj5MVRAB6wWY7Caj4aAuNp5IvVQpdqTnnI37NQLFJk1VHdYpkn2jh2O5M+J2UBJSRQcPlztsX2bNnXMAjqRCIqPJ7htW6kHJIRoEBJiEli+bzmr9q/ilu63uHy8FTYQIzcZDQstKxEVeUkNRFl3qfHjMf38MG69Fc1uR58zB44dw/z8c6jPbbrrwIyg02Yp1RE5x3NYsmcJP+7+kR93/+hMCLVu0ppX//Jq+ZlClh1911voyf9Gs5ddxFuh/TAveAOanPuGcZ2RlYXtssvQtm0DQLVq5UgKRUfXcmBCiMaiwSSGDhccRilVbptSioK8NG6afxPzts3DS5Uwwh9uae7FUG87Nuxg31v+GP9YrOajHMmgwC4Ndj17TXO1dlBdvUBpbOyFhWQkJ5dbCpaxaRMlBQXVHju4bVvHDKDSWUCR8fH4RUZKPSAhRIPVJ9pRZ2hFWsVL089FhfWHXW8DpXWGGlliCECNGYPp748xdixaURH6okVw9dWYX34JAQ10BlVQED+bJkNPuklSmbqZ9VlWQRaP/vQon2/+HEuVzdz3sfkwoc8EHu//eLmmMFpWIsa6+8s1hFGeoZjdnkO1uhlcrOlVq44cwXbFFWjJyQCoZs0cSaHmja9chRCi9jSYxFCXd7ugLEX7Ve1pH9qe4UEt+Cj7G3JzD2H3g8+awnB/HS/NAorKHat8W5Qmg8ZAkx6SDHJR92WTncu+ZKZP/XE8O5v0pCQObtjAjt9+Y/mePWRt24aqZgtU3cOD8E6dymoBxcfTtGtXvKvRhUQIIWrLkCFDqnzsoBaD8NA92JK5hY3pG4mPiHfpeBU20Plxo6ozdAp1xRWYCxZgXHstWn4++i+/wOWXY37zDYTU3aVQrjj5+8ycPYufJ0/mwill11Q13bCjNpeWfZ3yNfd/fz/pxxydSTuEduAvbf7CJW0uYVCLQfh6+JbtXJSFsekJ9NSZ5cawWt+O2fUZ8Ao9n6FXX14expVXom3YAICKinIkhVq3ruXAhBCNTYNJDGloHLUfZf2h9SSnr+dSX/hvNIzwA3/nTYOyOxDKOwqr+ShU8zGokARJBlVDVnE+hqaTVVz9LlPC/ZRS5O3bV24WUPoff5C7d++5Dz4Hz4AAmnbr5lgOVrokLKxTJ2xeXm6IXAghal91XoyH+YZxddzVzN06l/c2vMf/LvufawP4NkP5tkIr2IOWtQqsYtA9qxxPfaaGDMH8/nuM4cPRcnLQV69Gu+QSR7emBlCDpbZnA9XGzO2sgiwm/DiBWZsddZY6hHZgxlUzSIhJOH1nZaHt+RDjj3+iFWeVbW7SHfOCN1Ghfc5X2O6Tn48xYgT6mjUAqPBw7N9/D+3a1XJgQojGqMEkhvbeu5PkVa8TY19OVO4qvFXhafsor3CsZteimo92tIHVpI6JaFgsu52slJRytYDSN27keHZ2tcf2i4ws6wpWOhsouE0bNL0eTdcWQojz7M4edzJ361w+S/6M54Y+h7+LTRVUWH+0P/egWYVoOetRoX1rKNK6TyUkYP/xR2xXXomWno62aRO2oUOxz58vL6Yr4dTlaKfOhqvO7DhXZRZkMvjDwezM2Ymu6TzS9xGeGvQU3rYKGk0cScJY/wB6VqJzk7IFYHWZgtX2b6DXw5czBQUY116LvsKxzFSFhDi6j3V0sUi9EEK4ST38TVqxwJ97M/D46TMglEcwqtlIrOajUeFD6ucfDyEqYBYXk7FpEwfXrePQxo1kJCWRsWkT9sLTk6KuComNdS4DO5EI8o+MdEPUQgjRuFzY8kJig2PZmbOTOVvmMD5+vEvHW+ED0f/8DCitM9SIE0MAdOuGfckSbJdfjrZvH9qOHdj69cOcORM1YkRtR1ennboc7dRZSudr1lKRvYhRc0exM2cnLYNa8tk1n9E7uvfpO5bkoW9+Gn3Hm+U6BlvNx2J2fxF8os5LvG5XWIgxerRjSSSgmjRxJIW6davduIQQjVqDyZJoJWUzIpQtABUzgo05cXS95O+Ndtq1aDiUZZGVksLBtWs5sHYtB9euJT0pCbO4uFrjGp6ehHXujHerVrQbNIioCy6gadeueDXUgp5CCHGe6ZrO7T1uZ9LPk5i+YbrLiSEVNsD5sXZ4OcQ94u4Q65/27bEvXYrtqqvQtm1Dy8vDNmoU5sSJWFOmgK3BXN5WWn0pTq2U4q6Fd7EibQVBXkF8PeZrOoV3OnUntLQ5GBsnohUeLNsc0B6zxxuoiKHnOWo3Ki7GGDcO/ccfAVABAZjffgs9etRyYEKIxq7B/OVUug9HAvvj13E8WswVYHjTtbaDEqIKTtQEOrh2LQfWrHHMCFq/nqK8vGqN6xUUVLYMrHt3IuPjCe3YEXSdlJQU4uLiMKRNvBBCuN3NXW/mX7/8i7UH17Lh0AZ6RLrwIjCgA8ozFK04Cy1zBSirfnVcqiktWmBfsQLjrrvQ584FwHjpJbR16zA//hjCw2s5wPOrpotTu8uzy5/l882fY2gGs66ddXpS6Oh2jPUPoWcscW5SujdWp39itZ8ARj2uYVhSgnHjjY7OeoDy88P85htUQgU1lYQQ4jxrMImhoku38OfuNOJi5MVtfXU+17bXJQWZmeVmAh1Yu5aCjIxqjRkQE3Naa/igVq0qbA1vVrMLmRBC1AUnuirtbedJqIt1fGpauF84I+NGMmfrHN7b8B5vXv5m5Q/WNEedoQML0EpyIG8LBHWpuWDrE39/zE8/RfXpg/6Pf6CZJvrPP6P16YM5a5a84K5jPkv+jKd/exqANy97k2Gth5V9UpnoW59D3/o8mlU2G9qKuhKzxyvgV8+7dJkmxvjx6PPnA6C8vTG/+go1YMA5DhRCiPOjwSSGsPmeex9RdwQFQW6u432p+nCnq7qK8/M5tGFDuUTQkdTUao0ZEhtL5AUXOBNATbt3x6+R3SkVQoja6KrUfdlkZ0fOUE9/kk4H+JYAACAASURBVAaf+dx39riTOVvn8Pnmz3l+2PMuFaFWYQPhwAIA9MwVWJIYKqNpWA89hOrZE+OGG9AOHUJLS8O46CKsV1/FuvPOetl51h03y+rK8rKUrBQm/zqZedvmAfD3vn/n9h63l+1QlImx6mb09J+cm5RvS8wer6Cih5/vcN3PsjDuvBP9iy8AUJ6emF9+iWqkN0SFEHVTw0kMiXrFnD2rtkOocWZxMRnJyRw8MRNozRoyt25FWda5Dz4D/+hoonv2JKp3b6J79SKyZ098goPdGLUQQojKyirOxyhd1nUiQXQmF7a8kNiQWHZm72T25tnlXxifgwof6PxYy1wObe+qWsANmBo4EPuqVRg33ID+++9oJSUY99+PlpiI+eab4Fu7NxBdTdK4I6FT2eVlSik+Tf6UpXuWcrjgMBnHMsjos5nIYi/eT+lIXBXPv//ofp757Rk+SPoAU5loaNx9wd3856L/OPfRstdgrBiHdnyfIxbNwIr7O1bHf4LNr4pnrkMsC+O++9A/+QQA5eGBOXs26pJLajkwIYQoTxJDwnVBQfxsmgyVJXtOyrLI2r799OLQRUVVHtO7SROievUiqmdPonr1IrpXLwJiYtwYtRBCiPNF0zTuiL+Df/z8D6ZvmO5aYqhJPMrwRTML0A7/XoNR1nNRUZg//ICaNAnjjTcAHC/I9+zB/PprqMXGCue7BpAxdhxDTRNj7Liz3ozLKsjizoV38u2Ob8t/wgvSvIq4tOtGlh5JpXUT15Zy/b7vd4bPHk5+acL0ynZXMvXCqXRpWjrbTSn03dPRN/7duXRMeUVg9vsUFT7YpXPVWUqhT5iA/t57joeG4Vj6eOWVtRyYEEKcThJDwmXm7Fn8PHkyF05xTJk/Udchv3NILUd2fiilOJqW5kgArVnDgXXrOLRuXbWKQ9u8vYns0cOZCIru3Zvg2NgKawIJIYSon27udjOTfp7E+kPrSc9PJ8I/onIH6h6o0D5oGUsdMysK/gTfFjUbbH3l4YH18suohASMu+9GO3YMfflyuPJKzAULyi1hb9BycxmqG2A56ghqc+YSs3cv2py5qNGjAPh176/c+s2t7D+6H0/Dkwd6P0CH0A6E+4UT8s+p3NsuhWS/fK74/AqW3rSUSP/ISp16/cH1XP3F1eQX59MrqhcvXfwSA5qfVEvHXoCx/n70vZ84N1mh/TH7fQY+0e77GtQmpdAffxzjrbccD3Ud88MPUSNH1nJgQghRMUkMiWqrjboO51NBVhaH1q1zdAgrnRF0LD29yuNphkF4585E9+rlWBLWsydhnTtjeHi4MWohhBB1TZhvGK2btGb3kd1sz95e+cQQpW3rM5YCjrb1quUNNRVmg6DGjMEeG4vtiivQsrPRExPhssswFy6EkMZxI+tkavQo9idvQo0eRYlZwtTfpvLCihdQKNqHtOeTaz4hPiLeub+R9z++23wBg7uuZhe7uOLzK1hy4xKCfc6+fH3L4S1cOetK8oryGNR8EAvGLcDX46RlfPm7sK0Yg5a7ybnJbPcAVrfnQW8g10FKoT/1FMZrrzkeahrm9OmoMWNqOTAhhDgzSQwJcZLiY8dI37ixXBLoyO7d1RozODbWOQsoqlcvIuPj8ajlWgdCCCFqR1xoHLuP7CYlK4VBLQZV+jgVdnKdod8lMVQZF1yAffFibJdfjpaZib5uHdqll2L/7jsIC3PuVleKNNe0IUOGsOfIHm7++mYS9ycCML77eF655BX8PE+v5xNd7M3iTT0YfFEqyYeTGTJ9CD/e/iNN/ZpWOP7unN1c8fkVZB3PoldUL74a81W5pJB24FuM1ePRSnIBUIYfZq+3US3G1sCzrT36s89ivPii87H51luom26qxYiEEOLcJDEkGi2zpITDycllbeLXrCFzy5bqFYeOiiqXBIrq2ROfRnhnUgghRMXiQuP4btd3pGSluHScCk1AaQaaMtEzl1P1v1SNTPfu2H/8Edtll6Glp6MlJWG75BLs338PEY4ZWzVZ/+dE57qWkcXMXzb5rJ3ralpG0wxGvzeavKI8gryCmHb5NEZ3Gn3WY9oW+rLo+kUM+2QYW/O30n5ae+7tdS+P9HmEUN9QADILMlmwfQHP/f4cB/IP0Dm8MwvGLiDQK9AxiFWCnvwURsorznFVQHvs/WZDUOcae761QfvoI4ynn3Y+Nl9/HXXbbbUYkRBCVI4khkSVuKON6vmkLIvsHTscCaB16zi4Zg3pSUnYCwurPKZXUJCjKPSJ4tC9e0txaCGEEGcVF+ro8eRqYgibP6pJD7SctWh5W6EoC7xCayDCBqhzZ+w//YTt0kvRDhxA27wZ28UXY1+8mO4738E/Mrtc0sadM4hOdK5La++NeY7OdVXlLDR92eUQFHRasen84nwm/DCBD//4EIC+MX356OqPaNWk1ZkHPanRSJemXfj+hu8ZOWMkB0sO8vLKl3l73dvc3PVmtmZuZdmfyzCVo5ZRbHAsi65f5EwaUfAnRuKN6FmJzqGtmGswe08Hj0C3fh1qm7ZmDcZ99zkfmy+8gHXPPbUYkRBCVJ4khkSV1OUp10opju7f75wFdHDdOg6uW0dRbm6VxzS8vJzFoU+0iw+JjUXTdTdGLoQQoqGrcmKI0rb1OWsB0LJWoKKHuzW2Bi0uriw5tG8fWkoKtosvxuupgaS1DyqXtDnfHcSq7UShad2AU6511vvnccPMPuzI3oGGxqQBk3hy0JPY9LO/BDBnz8JauhSz9OvQI7IHt5TcQsKNCUxZNoWk9CSmrZvm3D8+Ip6RcSPpWNCRKP8oALQDCzHW3I5WnA2A0jywuv0Hq92D0NCaaxw6hDFmDFppN1rz7ruxJkyo5aCEEKLyJDEk6r2ivDwOrFnD/lWrOLh2LQfXrSP/4MEqj6fpOuGdOztnAUX17El4ly5SHFoIIUS1nUgM7Tmyh+Mlx/Hx8Kn0sSqsP2x3FLTVDv8uiSFXxcZiX7LEkRxKTUXbuZP5j2cw+vnr2NvUv7ajq7oTs3vy851d1ywUb0Tv5R+ttlOSrYgJiOGDER9wYcsLKz3syckxY+w4hpkmQ5/czhWzVvHN9m/4OuVrujbtysi4kbQJbkP3ZZPx3/Uzz/y6jg1NSjC2v+o8Xvm2crSiD+ntvuddVxQXY1x/Pdr+/QBYAwZg/fe/tRyUEEK4RhJDol5RSnFk927SVq4kLTGR/StXcnjz5mrVBQpu27ZcXaCI+Hg8/U4vwiiEEEJUV5hvGCE+IWQfz2ZHzg66Ne1W6WNVWFnLby3z95oIr+Fr1aps5tDOnbQ8lMdXE+dw7XPX1HZkVWbOnsXPkydz4RTHUrjtWdt5tEsS34dkATCi/QjeueKdsuVdVXFiVpJloms6I+NGMjKufOv1rOJ8/NoWMzPrI4yMQ87tVvQIx9Ixz7N3NKuv9EceQf/d8fOoYmIwP/8cPD1rOSohhHCNJIZEnVZy/DiH1q8nbeVK9icmkpaYSEFGRpXH84uMdLSJ79WL6F69iOzZE99QqdEghBANQX2of6dpGnGhcaxMW0lKZopLiSG8wlEBcWhHU9By1oG9AGzS5dJlzZuXJYdSUog5nM/8x+dBwkTo0KHmz39S/R532pi+kRdXvMiXW79EhSi8TZ2Xd7fjzklz0Gp66ZZSXFq8m9cLfiJYOZZTKc0Dq/sLWLH3NbylY6W0mTMx3nkHAOXlhfnFFxAZWctRCSGE6yQxJOqUo/v3O5JAq1aRtnIlhzZswCopqdJYXoGBzs5gJxeHrvGLIyGEELWivtSFcSaGqlJnKGygIzGk7GjZq1FNh7g/wMYgOhr7Tz+ROugC2u85TFTWMdSJbmU17NT6PefiLC49dtxphaUBUo+k8oXtC5577znntiuzwvjP3nZ0yffFdNt1jwLvYrTMlZC/Ey1/F1r+TsjfhZa/i49KjpTt6dcas++nqJBebjp33aMlJmI8+KDzsfnmm6jeDXCpnBCiUZDEkKg1ZkkJGX/84VwSlpaYSN6ff1ZpLN3Dg8j4eKITEpzLwkLatZPi0EIIIeqc6hSgtsL6o6e+B4CWuVwSQ9UREUHrFUkc6NGD6PR0tPR0bJdcQuSIEW47Rainv6Nd/Y5i8juHOLe7lMQ8aRnXqXKO53DVrKvYZexC13RGdxzNxP4T6XHz445i1Jx+zFkpBUXpaEdPJHxKE0BXr4bA42iedvSlZ69T9K1HWy69eCV4NnHt3PXJgQMYY8eiFRcDYN53H+qWW2o5KCGEqDpJDAm3qMz0/YLMTPavWuVMAh1Yswb78eNVOp9veDjN+vYlpl8/mvXrR+QFF+DhU/kCnkIIIURtqXZnslJa5gq3xdRQuNxqPiyM966/nid++w193Tq0zEzu+OwzuOsuuOCCaseTNNhR92fyb5OZcs+Uao93Mrtl58b5N7IjeweBKpAVd6+gfWh71wcqzkHfPBX98DJHMsg8dvo+YWc+3AI031YsKzb52iuOTz06kNaQk0JFRRjjxqGVNjqxBg/GevHFWg5KCCGqRxJDwi1OvQhTlkXm1q1ls4FWriR7x46qDa5pNO3SxZEE6tuXZv360aRNG1kSJoQQoladaTbIuZxIDG3P3o6lLHTNhdmtvq1QPjFox/ejZSWCZYdztB5vTKrSav64jw/m99/D8OHoiYn4FhaiLr0U89tvUX36uCWumqh/NennSfyY+iO+Hr6MOjaqSkkhLf0njDV3oh3ff9b9lKVBvjfk+WBdOJZ/H0hmr9GEVCOYPZo/uy95jTE/PYKh6aCq3hCkzlMK46GH0BMTHQ+bN8f87DOQzrVCiHpOriREtdgLC8nZtYvsHTvI3rnT+T7jjz8oys2t0phegYHE9O1LTGkSKLp3b7wCA90cuRBCCFE9VZ0N0rpJazx0DwpKCkjLS6NFUIvKn1TTUGED0PZ9gWbPRzuShArp6Wro4lRBQZgLF8LVV6MvX46Wm4tx+eWYCxagBgw49/Hn4EqyKuNYBoX2wrN+X3yQ9AGvr34dgJnDZ5L0eVL5Hc5V4NpegP7HJIxdbzk3Kc0Gfq1Q/u1Q/m3Bvy2q9M0Yez/gAZaJNeF13s0uTQIBZkNOBJ1Cnz4dfeZMAJS3N/Y5c6Bp01qOSgghqk8SQ+KczJIScvfsKZf4yd6xg5ydO8n980/HevRqCGnXjmb9+jlnBIV17Ci1gYQQQtRJLi9VqoBNtxEbEsvWzK2kZKW4lhiitG39vi8AR9t6SQy5SUAA5oIFpMbH03bvXrT8fIwrr8ScPx91njrepWSlMOjDQRwpPEJCdAI3dLmBsR7FNDV9KNBN/jiwhtX7V/PYkscAeGrQU1zb4VqSKJ8YOrWF/cm0rNUYq8ej5ZfN5LYiLsbs9S74Nqs4MEuHRn5ppv3+O/qECc7H5ltvuWW5oRBC1AWSGBKAY+lXXlpauaRP9o4dZO/YwZHUVCy73S3nsfn4EN27t7M+UEyfPviGnWXhuhBCCFGHVGWpUkXiQuOciaFL2lzi0rFW2ABOzAPRMpdD+wfPun9j0X3ZZPwjs5m/bLJzNpfLiTw/Pz4cPZp///EH+g8/oBUUYIwYgfnll6hLKv5/ckeyECC3MJfr5lzHkUJHd6/VB1az+sBqHumr0bLQm1Tv46gPymYvXRN3DU8MfAKoeKnaadusEvQtz6BvfQENxywfZfhgdXseq+3d4MqSxsYmLc1RV6i0U6750EOov/61loMSQgj3kcRQI6KU4lhGRlniZ/v2skTQrl3YCwvdfs7AFi3KikT37UvTbt0wZB22EEKIRq46BagJ6oLyCEIryUXL/N0xc1fq7pFVnM+R9t6YxfnObVVJ5Nk9PDDnzoVx49AXLUIrLMS49lrML75AXX75afufeo6qJIosZXHrglvZnr2dmIAYvh77Nb/u+ZXPN3/O2oNr2e3jaNYR4RdBvocPQYVhbAlp66xPVdH5ym3L24Jt1Xi0IxvKzhnSGzNhJgTEuRRro1NYiDFmDFp6OgDWRRdhPfdcLQclhBDuJYmhBuh4Tk65GT8nL/8qPnq0Rs7pHxVFcGwsoe3aERwbS0i7dkT17ElgszNMSRZCCCEasWolhjQdFdof7dB3aEWHIX+7vLh3N29vzC++gBtvRJ8/H62oCGPUKMzPPkNdffVZD61KMurpZU+zcMdCvAwv5o6aS7em3ejWtBsPJDzA7pEXss+nmM75PoQt+JlmPz2C0nRyzKJzD6ws9B3/Q9/0JJrl2F9pNqxOT2B1eFwKl5+LUhj334++dq3jYcuWmJ9+Cjb5ugkhGhb5rVZPFR45Qs7u3RzZvbvc8q+sHTs4nplZI+f0Dg4mpF07x1tp8iekNBHkFRBQI+cUQgghGqIOoR2AKiaGABU+AA59Bzja1itJDLmfp6cjCXDrrehz5qCVlGBcfz3mRx+hRo2q8JCKlrOdy1fbvuI/v/8HgGlXTKNnVPmaUe0KfWlXHACWielK/AV/Yqy+A/3wL85NKqAD9j4fQLDUxqkM/d130T/6CADl4+MoNi0lEIQQDZAkhuooZVkcPXDAmfzJ2bWLI6mpzsfHs7Nr5Lwefn7lEz+xsYS0b09wbCy+oaE1ck4hhBCisTnRWvxg/kFyC3MJ8g5y6XgVNtD5sX54OWbr8W6NT5Ty8MD88EPw9ET/9FM0ux3jxhsxS0pQ119/2u4VLWc7m+SMZG5bcBsAD/Z+kJu63nT6TufqMHYqpdD2foyx4e9o9jznZrPdQ1hdnwbDp3LjNHbbtqFPnOh8aL77LsTH12JAQghRcyQxVIvshYVlyZ6Tkj45u3ZxZM8ezKJKTBGuAsPTk+C2bcuSP6WJn9B27fCLjESTOgVCCCFEjQr0CiTaP5oD+QfYnr2d3tG9XTpeBfdE6V5oVpGjzpBwC2PsOIaaJsbYcZizZzk22myYM2aAhwf6Bx+gWRbG+PGYdjvqpgoSOZWUfTyb0V+O5ljJMS5qeRHPD3u+wv3O1mHsNJYdY/196KnvOzcp3xaYvWegmg6pcqyNjt2OcdttaKX1N81770WNHVvLQQkhRM2RxFANUkpRmJNDzolkz+7d5ZJAR/fvr3ar9zPRDIMmrVo5l3qdPAsosHlz9MredRJCCCFEjYgLjeNA/gG2ZW1zOTGE4YUK6Y2WuRzt2G44fgB8omsm0AauXPeu3FyG6gZYpyzaMgzMt99GeXpivPuuIzl0xx2YpkuLu5xMy+Sm+TexK2cXrYJa8ek1n2Krbr0fswhj1U3o++c7N1ktb8Ls8Qp4uDYjrSpCPf3x35xNfueQGj9XTdNfeKGsrlC7dlj/+U8tRySEEDVLEkPVZJkmR9PSyhI+u3aVzfzZvZui3NyaO7mmEdi8OcFt2pxW+6dJ69YYnp41d24hhBBCVKiyXaniQuNYundp1esMhQ2AzOUAaJm/o5qPrtI4jV2lC0XrOtb//gc2G8a0aWhKYbvrLnpfdpnL53zylyf5MfVHfGw+zBk1hzDfatatsR/DWDEaPf0nAJTmgZnwHqrFuOqN64KkwVOYvGQyU+6pXG2lOmv9evRnnwVAGQbmBx+Ar2/txiSEECcpLi5m7969tG7dGpubiuFLYugclFIU5eaSu3cvuX/+6Uz4nEj+5O7di1lcXGPnt/n40KR1a4LbtCG4bVvnx03atCGoZUtsXl41dm4hhBBCuK6yXamcnckyq1qAeiBsewGQxNB5o2lYr77qSA698QYA13z/Pebbb2P97W+VGmLW5ln8N/G/AEy/ajrdI7pXL6biHIzlV6NnJQKgDF/M/l+gIv9SvXEbo8JCbOPHo9ntAFiPP47q7eJsPiGEqCEFBQU8/vjjfP755wCsXbuWVq1a8dhjjxEVFcWECROqPHajTwxZpkn+wYPk/vkneX/+6Xi/b1+5xzXV4v0E3/BwR7KndWuatGlTLgnkHxUlNX+EEEKIBigurBot6wEV2heFhoZCP7wcy53BNVaVKfSsaVgvveRIDr3yCgDGgw+C3Q4dTt/9j4w/WH9wPZsyNrEpYxMr0lYAMLHfRMZ0GlOpsMotdztZ4SFsy65Ey90EgPIIwhz4DSqsX6XGrTRXC2DXU/rkyWhbtwKg4uOx/vnPWo5ICCHKPP300yQnJ7NgwQJGjy67GTRkyBCef/55SQydTUlBQVmSZ98+cvfuLUv87NvH0bQ0rNK7AjVFMwyCWrQoS/qUzvgJLk0EeQUG1uj5hRBCCFH3nJgxtCtnFyVmCR6Gh2sDeARBk25wJAlyN0FJ7nmpJVObKrtMr6rM2bOwli7FPNc5NA3rueccyaEXXwTA+PvfufuOgcy4ztFuXinFP37+B6+uevW0w4e3H87TFz5d6bgqes7NzDxsS4ei5e90nM+rKfbBC6FJNWcgVaCyBbDPmMCqB7Rly9Bfew0A5eWF/f33QcoyCCHqkIULFzJz5kx69+5dbvJIhw4d2LNnT7XGbjCJoR3ffsvOVavYV1jI0bQ0ZyLoeGbmeTm/h59fWcLnpCVfwW3aENiiBYaHixd7QgghhGjQYgJi8PPw41jJMXbl7KJDWAXTTc7BChuAcSQJDYWWvQYVcXENRFp3nG2ZnruKH58r8eRMTmka1tSp/PL77wz73dEZ7ukZy/EyFW+MvoCnf3vamRS6qOVFdIvoRtemXenatCvxEfHVmhEea2Yz6+g8NHUMcHQesw/+DgLaVXlMd6jJpF2NysvDuOMOtNKmMNbTT0PnzrUclBCirnjllVf49ttv2bFjB97e3iQkJPDvf/+bdu3Kfuemp6fzr3/9i19++YX8/HxiY2N55JFHGDFihHOfnJwcHnvsMRYvXoymaYwYMYLnnnsOf3//SsWRlZVFeHj4aduPHTtW7efYYBJDC2+/vWaXfGka/pGRjuVeJyV9mrRtS3CbNviGh8uSLyGEEKKRq7Dd+Rnomk7Xpl1J3J/I2oNrq5QYUiEJwDQAtKxVDT4xdDbnq/hxueSUprFk8GCGDBuG8bRjBtAT7/+OnnuQf3bbDcCrl7zKfb3vc9v5B2r5zMiZQ7DuaKWuAto7kkK+zd12jsbGmDgRrfRuuzVoENaDD9ZuQEKIOmXFihXccccd9OjRA7vdztSpU7n22mtJTEzEz88PgHvuuYfc3Fw+++wzQkNDmTt3LuPHj2fp0qV069YNgDvvvJP09HTmzZtHSUkJ999/Pw8//DAzZsyoVBzx8fH88MMP3HXXXQDO/MPHH39MQkJCtZ5jg0kMVZfN25vA5s0JbNGCoBYtCGze3PG+9HFATIwUehZCCCHE2Z2p3fkZ9GvWj8T9iSSmJXJj1xtdPp0K7eP8WMta7fLxonpOJAI1w8CcOhXjqacAmDRvN4XZYPvXFLcmhShMZ27+N2gnkkJNemAf/C14nX4HWVSOtnAh+vvvA6D8/TFnzIAGXktJCOGauXPnlns8bdo02rVrx8aNGxkwYAAAq1ev5uWXX6ZnT8dy4kcffZRp06axceNGunXrRkpKCkuWLOHnn3+mR48eALzwwguMGTOGqVOnEhUVdc44nnrqKcaMGcO2bduw2+28/fbbpKSksHr1ar799ttqPcdGkxjyCQ0lsEULAps1c7w/kfgpTQZVZsaPaVbuIk+I+uTE97V8fwvhOvn5aXyUUqf9f5+8zVAAClTlvi8Sohx3+Famraza95F3S2yeYWjFmWjZqzHtdqgHM5ir+rNT0df/bJ8/1/5VUe7/+0guQw0dTIt9f7uR5D0/ctV7ywCY8gvY+x7H3td9/yceG/6OVpwFgBXan+L+88AWBOfhd9BpX9uTPldvfwdmZuJ1Ujc5+4svYrZocV6+ntUhf3uEqLqTf27y8vLK5QC8vLzwqsRkkLy8PACCg4Od2xISEvjqq6+49NJLCQoK4quvvqKoqIiBAwcCsGbNGoKCgpxJIXDUZdN1nXXr1nHVVVed87z9+vVj2bJlvPbaa3Tq1Mk5G2nx4sV0ruby1waTGPKOiCCgfXt8IiPxjYrCNzISn+hox/uoKGw+PhUelwfk5eRATs75DViIOmbnzp21HYIQ9Zb8/DQexcXFpKSknHFbR9MEZYGlTtuvIuGFjpkeyYeTWZu8lgCPAJdjau3ZkcDi39CKs0jd9BPFXi1cHqO2uPqzU9HX/2yfP/VxUlIS3btXrzjzqf/fW32O8nqzP/nkrfaUNC/h4Uvh1cWOfW3PP092ejoHH3yw2smhgKO/0SZtDgDH7N7sCXsG++5DwKFqjVtZJz9vu92OoekAmMqq1Pd6naMULR99FO/0dADyBg0itV8/qEfPRf72CFE1J5JBXbp0IT8/37n98ccf5x//+MdZj7Usi0mTJtGnTx86derk3P7+++9z22230aZNG2w2Gz4+Pnz88ce0adMGcNQgOrU+kM1mIzg4mPTS30OV0bp1a15//fVK719ZDSYxdOeGDezatYvY2FgMmf4pRKWZpsnOnTvlZ0eIKpCfn8bH09OTuLi4M26zGQaUziA5db+KxBFH68TWpB5J5YjfEXq17uVyTIYaClt+A6Btk0ysFpe4PMb5VtWfnYq+/mf7/KmPZ82axZgxlWsRf7ZztG/fnuX7lvNE92QWhpY2OrGgT3Qf9vaMpvgvA/F85BEAmr7/PiGBgdife67qySF7Pl4/vuh8uOjgMIaPcXNL+nMo931+wIZemhjSVOW+1+sa4/nn8ViyBAAVGornRx8RFxlZy1FVjvztEaLqTNNk165dACQnJ582Y+hcHn30UbZu3cp3331Xbvuzzz5Lbm4u8+fPJyQkhEWLFjF+/HgWLVpU7dk8J/zwww8YhsGwYcPKbV+yZAmWZXHJJVX/+99gEkMnfikahiG/IIWoAvnZEaLq5Oen8dA07bT/63LbtNJ/NCr9PdGvWT9Sj6Sy6sAqLo291PWYwvo6PzaOrEVr7Xqtotri6s9ORV//s33+XI9dZbfsbDO2Mfjjwaw9uBZCQVNwdVY4E/4+l37N+jF58mS0Bx7A9PLCuP9+3Qot9AAAIABJREFUAGyvv45mWVgvv1yl5JC+6Wm04/sAsJoOY0NyV0ae5985p30tT/pcffv9p82di22Ko0i50jTMd9/FiImp5ahcJ397hKiewMBAlxpITZw4kcWLF7No0SJiTvqdkZqayvTp01mxYgUdO3YEoGvXrqxcuZIZM2bw6quvEhERweHDh8uNZ7fbycnJISIiolLnnzJlCpMnTz5tu1KKKVOmVCsxpFf5SCGEEEIIUW39YhwzP1amrazS8SqkF6r0ZbqWtcptcTU02py5xOzdizF2HNqcuec+4BTHS44T+n/tmO8xn7UH1+Jt8+buzNbM3DKML/cPol+z8jN4rLvuwv7226jSFx3G//6H/tBDYFmuxZ29Bn3HmwAowwez55sMGVJP28LXAdq6dRi33+58bD3zDGr48FqMSAhR1ymlmDhxIgsXLuSbb76hZcuW5T5fUFAAgK6XT68YhoFSjopsvXv3Jjc3l40bNzo/v2zZMizLchasPpfdu3fTocPpHUzbt29PamqqS8/pVJIYEkIIIYSoRf2aOxIKqw6swqxkN7NyPIIg0HGhqB1JAvO4O8NrMNToUexv2RJz9izU6FEuH//QDw9x/Oh+NMMTv5gEdt23i/+9ksL22ATM2bMqPudtt2FOn16WHHr7bfT77698csgqwVh7N1ppqWer01Pg35aLLjr/iaEhQ4Y4Pw719MdUFs22FxLq6X/eY6my/fsxrrsO7bjjZ8S68UasRx+t5aCEEHXdo48+yhdffMH06dPx9/cnPT2d9PR0jpf+Lmnfvj1t2rRhwoQJrFu3jtTUVN58802WLl3KFVdcAUBcXBzDhg3joYceYt26dSQmJvLYY49x7bXXVqojGThmOO3Zs+e07bt378bX17daz1ESQ0IIIYQQtahzWGcCPAPIL84n+XBylcZQIY629Zqyo+VsPMfewlXvb3yfD5I+ADSC212JX0wfwv0cRURPTphU9FjdfDPmzJmo0jvJxowZGHffDXb7Oc+rp7yCluv4nlBNumO1f7i6T6XKTk5GJQ2eQtrF/+XiQyEkDZ5SazG55NgxbNdei3bgAABW//6Yb71VL7r4CSFq18yZM8nLy+Oqq66iQ4cOzrevvvoKAA8PD7744gvCwsK4/vrrGThwILNmzWLatGn85S9/cY4zffp02rVrx8iRIxkzZgx9+/bltddeq3Qcl19+OZMmTSo3O2j37t08+eSTXH755dV6jg2mxpAQQgghRH1k6AZ9YvrwU+pPJKYl0j3C9a5ZVmgC+p4PANCyV6HCzm9h4oZsw6ENPLj4QQDCWw6mVXpT8sPKZsmcOnunotk86q9/xTQMjPHj0UwT/cMPITMT89NP4Ux3eY/uQN/yjON4dOy93gFdLt2rxLIwbrsNbcMGAFSrVphz5kAlCs0KIUROJTqYt23blo8++uis+wQHBzNjxowqxzFlyhRGjx5NQkIC0dHRABw4cIB+/foxderUKo8LMmNICCGEEKLW9Y1xFJBekbaiSserkATnxw21zlD3ZZP5KTKb7stOL7xZU7KPZzPi0xEUmUVc2e5K9t2wuMqzZNS4cZiffILy8ABAX7gQ47LLICurgp0Vxvr70awiAKz2D0LwBdV6Lo2Z/u9/o5fe2VcBAdjnzYNT2kYLIURdFxQUxOLFi5k9eza333479913H/Pnz+ebb74hKCioWmPLbQchhBBCiFrWv3l/ABL3J1ZtgKDOKMMPzTyGlr3GjZHVHVnF+Rxp741ZnF+p/bsvm4x/ZDbzl02uUiKnoKSAm7++mfSidNo0acPMq2Y6W7RXlbruOszgYIzRo9GOHkVPTEQbMgT7t9/CScVMtT0foWcsdRzj2xKr8/lLhjU02mefYTz/PABK1zE/+QS6dKnlqIQQomo0TWPo0KEMHTrUreNKYkgIIYQQopYlRCegoZF6JJWD+QeJ8q9cIUonzUCF9EI7/CtawZ9w/AD4RNdMsLUk1NMf/83Z5HcOcW5bunRpjRRiTslKYdy8cWw+vBmbsjHrulkE+wS7ZWw1dCj2JUuwjRiBdugQWkoKtsGDsS9YAN26QWE6RtJjzv3Nnm+Czc8t525stMRERz2nUtaLL6KqWYdDCCHOp3feeYdbbrkFb29v3nnnnbPue/dJv+9cJYkhIYQQQohaFugVSJemXdiUsYmVaSu5tsO1Lo+hQhPg8K8AaNmrUTEj3R1mrUoaPIXJSyYz5Z6y2T+//PLLGRNDFe1fGbM2z+Le7+4lvzifCL8IhuUMIz4ivlqxnyY+Hvuvv2K78kq0nTvRDh7ENnQo5pdfontNRytx1LOwWoxDRV7q3nM3Fnv3YowahVbkWI5n3nEH1gMP1HJQQgjhmmnTpjF69Gi8vb2ZNm3aGffTNE0SQ0IIIYQQ9V3/Zv3ZlLGJxLTEqiWGytUZaniJoVMZY8cx1DQxxo47Y7t4VyilePiHh3lr3VsAXNjiQj4e+TFvvfRWtceuUOvW2H/9FWPkSPQ1a9Dy8jCuvBztb3boA8ozBLP7yzVz7obu6FFs11yDlpEBgDVkCNbrr0sHMiFEvZOUlFThx+4mxaeFEEIIIeqAvs0cBahX7l9ZpePLJYayV7slpjotN5ehBcchN9ctw3236zveWvcWGhqTBkzi+xu+J+b2hxm6eQvG2HHO/U5tR18t4eGYP/yAVbq8SSu2w/+AxWB2fxG8m7rvXI2FaWLcdBNacjIAKjYWc9YsKC36LYQQ9VFJSQk9evQgJSWlRsaXxJAQQgghRB3QL8bRYn79wfUcLznu+gA+UShfRwFjLXstWHZ3htfgfbXN0bXq7gvuZsqFUzB0o8Lkk9trGvn5Yc6dizW8o+OxAj4CbXoKKOXeczUC+hNPoC9aBIBq0gT7V19BSMg5jhJCiLrNw8ODotKlsTVBEkNCCCGEEHVA6yatifSLpMQqYd3BdVUaQ4X0BkAzCyAv2Z3hNWh2y86CHQsAuK7jdef9/NrRjWhjt8LVZduMl17CuP12KCk57/HUV9r772O88goAyjAwP/8c4uJqOSohhHCP22+/nddffx273f03fqTGkBBCCCFEHaBpGr2ie/Htjm9JSk9iYIuBLo+hwvpB2lwA9IOLsZq4uWjyeVZTXcdOtWzvMrKPZxPmE8aA5gNq/HzlWCUYa+92lL8ZA1bnEWjPLUBTCv2TT+DwYUeCw9///MZVz2jLlmHcd5/zsfXaa6hhw2oxIiGEcK8NGzawbNkyli5dSqdOnfD19S33+Y8//rjKY8uMof9n787DoyrP/49/zpnJRkJCCJBAgLCFAIIgiuBXpQmK249acQGXal3A3VYQVLB+kbov1dYKVm1t9VsF1IJL1eJCEBRQREDBEAgIhC1AgISEJZlzzu+PIQORLcySmUner+vyYs7MOfdzH8wJue48z/0AAABEiO4tvMuJVpSu8Ot6u80Q32tj47tBySmcZs+effQPU1I0q0mClJJS53hH6w/0bqH37+rinIvlNuv396Zm4bMyyg70w2nWW9b/TpU1daqcuDjv5zNnyjV4sFRSUq95RZXVq+UaNkzGgd+iW3fcITuA3XkAIBKlpKTol7/8pQYNGqSMjAwlJyfX+i8QzBgCAACIEDlp3mUvhaV+NpdM7CinWR8Zu5bI3LlIVuU6KTEriBmG16GFHWvaVM2aMEG/mDjxiJ8f6fhIs49sx9Z7K9+TJF2SU887ue1eJfPHRyRJjkx5TntJMt1yhg6V9fHHcl16qYxdu2QuWiRjwABZ06bJOf304wRtZHbtkvuSS2Ts2CFJss87T/bTT4c5KQAIHtu29fzzz6uoqEjV1dU6++yzdf/99yshISFoYzBjCAAAoA5cw688bIeqYPPNGNru34whSbLbDvW9Nje+F3BOkeR4y8p+/nldlqF9s/Ebba7YrOS4ZOVlhX7Zmo/jyLXoDhm2t5mo3fW3Umrfgx+fdZY8s2bJadtWkmRs3CjXoEEy/vGP+ssx0nk8cl1zjYwDu/Q43brJeuMNyc3vvgE0HH/84x/18MMPKykpSa1bt9bLL7+ssWPHBnUMCkMAAAB1EeTt0Y+kZsbQlsot2rVvl18x7MyDs16MjTOCkld9yc/Pr/cxa5aRXdTlIsW54+ptXGPtazK3zZYkOU06yD5pwuEn9ewpz/z5ss/y9psyqqrkvuUWmXfcIYVwd5poYY4ZI/PTTyVJTlqadweyE1haCADRYOrUqXrmmWf073//W2+88YamTJmit99+W7ZtB20MCkMAAAARIjkuWZlNMyUFMGsoubucpt0kScb2edK+LcFKL+SO2VMoBBzH8RWG6nUZ2b4SuZbe5zu0Tn1Bcice+dz0dFkzZ8o6pLGy65VXvH2HNm0KdaYRy/zrX+WaPFmS5MTEyHrrLalz5zBnBQDBt2HDBg0ePNh3nJubK8MwtHnz5qCNQWEIAAAgWPxoiPxz3dK8RR1/G1BLkt3WW+Qw5Mjc+L7fcRq677d+rzW71ijeHa/zO51fb+O6loyWUb1TkmS3v0pOxnnHviAmRvZzz8nzt78dbEq9YIHcAwbImDcv1OlGHOOzz2SOGuU7tiZNknP22WHMCABCx+PxKD4+vtZ7MTExQd22ngW4AAAAdZGSolmWpUEu11FPOVJD5BPVrUU3fb7288AKQ5lD5Sp4QtKB3ck63+x3rPrgGn6ld6leUpJcw6+UNW1qvYxbM1vovE7nKTH2KDN2gszY/JHM4rclSU5smqw+z9T5Wue66+Tp2VPuYcNkrF8vY8sWuQYPlv3cc7JHjpR3z/sGbsUKua66SoZlSZKs0aPlXH99eHMCgBByHEe333674uIOLnfet2+fRo8eXWvLerarBwAACDFr2lTNOqlHyIsWNX2GAmlArWZ95DTpIEkyts6WqnYEnlgolZVJpqtWD6fecybos4wd6j3nCL13gqTel5FV75Zr0V2+Q6v3U1JcyxOL0bevt+/QgR3XjOpque68U65f/UrG118HMdkIVFoq99ChMg58jdhDhsh+9NEwJwUAoXXVVVepZcuWtbamHzZs2GFb1geCGUMAAAARpGYpmd9b1kuSYchuO1Sulc/JcDwyNv1HTofrgpRh/SitqtCurvGyqipCEn9l6Uot37ZcbtOt/9fl/4VkjJ8zl02QsbdYkmS3OkdO1q/9C9SypayPPpIzbpxcf/6zN/Z//yvzv/+VPWiQ7HHj5Awc2LBmEFVVyXXllTJWr5YkOb16yXrtNekYM/gAoCGYNGlSyMdgxhAAAEAd5R6YpXG89wLRrYW3MPTTrp+0z7PP7zjOIbuTmRuia3ey+lAzWygvK0+pCakhH88o/UZmkfeHe8eV4G04HUjhxu2W/fTT8vzrX3LatfO9bc6aJffgwXLl5sr4738lxwk09fD77ju5LrxQ5hdfSJKcVq3kmT5dato0zIkBQMNAYQgAAKCO8vLy6vReINIT09Usvplsx9bKHSv9juOk9ZcT31qSZJR8JlXvDlaKDUJNYWhot6FHPykIzcQlSXa1XItulSFvkcbu8aCUFJwdtJxhw+QpKJDn5ZflHLIrlzl/vtwXX+xtUD1jhhTEbY3rzdq1cl13nWIGDJA5d64kyYmLk/XOO1JWVpiTA4CGg8IQAABABDEM4+DOZIH0GTJM2Zm/8r6098vY8nEw0msQ1pet17ebv5UhQ7/M/uVRzwtWXymz8I8yypZJkpxmvWV3vTugeIeJjZVz/fXy/PCDPK+9Jqd7d99HxuLFcg8fLndSktzt28vdt69c558v1zXXyLz7bpmPPCLzpZdkzJolHWjoXFfBni3n4zgyn3xS7p49ZU49+HfvdO4sa8YMOQMGhGZcAGik6DEEAAAQYXLScrRg44LA+gxJctoOlVb/VZJkbnhXVrthwUgv6r2/8n1J0pntzlR6UnpoB9u9UuaP3gbJjkx5TntJMkP0I7jbLeeqq+QZPlzG++/L9fjjMhYvliQZHo+0ZYu0ZYuOtoDNadtW9m9+I/v66+s0IyfYs+UkeXsJ3X67zNdfP5hXWprsBx6QffPNUmxs8McEgEaOGUMAAAARpqbPUEAzhiQ5Lc6WE5smSTI2fyxZewPOrSGot93IHEeuRXfIsPdLkuyuv5VS+4Z2TEkyTTmXXCLPggXyvP++7IsvltO7t5zMTDnHKKwYGzbI9eijcnftKteQITKmT5eqqkKfb43ycrl+9ataRSFr9Gh5Cgpk33knRSEACBFmDAEAAEQY31Ky0sAKQzLdctr8Usbaf8qwKmWUfCanzdGXTjUGWyu36sviLyVJv8r51XHPD2S5lLH2NZnbDjRMbtJB9kkT/I7lXwKGnAsukHXBBQffcxxp925p2zYZ27dL27ZJW7fK/OADGR9/LMO2ZTiOjE8+kfnJJ3JatZL961/LvvFGqWvX0OW6fr13K/offvCmGRcn65//lHPZZaEbEwAgiRlDAAAAEadmxtDK0pWy7BPr+/Jzdlt2JzvUf1b9R7Zjq29GX2WlhHC51L4SuZbe5zu0Tn1Bcif6FyuYDENKTpY6d5bTv7+cIUPk3HijrBkz5Fm9WtZDD8np0OHg6Vu3yvXss4rp2VOuc8+V8cYb0t4gzDxzHGnxYpmPPy5Xbq7cXbseLAo1by5r5kyKQgBQTygMAQAA1KP8/PzjntMhpYPiXHHab+3X2rK1AY3ntDpHjtu7rbex6T+SXR1QvGhXX8vIXEtGy6jeKUmy218lJ+O8kI4XFJmZssePl2fFCnk++kj2ZZfJiYnxfWzOmSP3DTfInZUlc9Qo6UAhp87KymRMny7XzTfL3aGDYvr3l2vCBJnz5sk4sGua06mTPHPmyPmf/wnmnQEAjoHCEAAAQD2aPXv2cc9xmS51TfMu2wm0AbVccXJaXyRJMqp3ydh6/PGjxYku8yrbV6bPf/pcUmgLQ8bmj2QWvy1JcmLTZPV5JmRjhYRpyjn3XFlTpsjz00+ynnhCziHLyIxdu+SaNEkxp54q15lnynj1Vami4vA4jiMtWybzmWfkOvdcuVu3lvvKK2X+858yNm+ufWpOjref0JdfhnbJGgDgMPQYAgAAiEA5aTn6YesPWrF9hS7qclFAsey2Q2UWT5MkGRvflZMxOBgpht2JLvP6sOhDVdvV6pbWzbdcL+iqd8u16C7fodX7KSmuZWjGqg+tWskePVr2qFEyvvpK5t//LuPf/5axb58kyVy4UObChXLGjJHTrZuUlCQlJkpxcTIWLpRRXHzEsE5Cgpy8PDkXXCD7/POljh3r864AAIegMAQAABBEgTQrPlTQGlBLcjLOl+NKkGHtlbnxPdl9n5cMV8Bxo019LCMzl02QsddbDLHTz5WT9euQjVWvDEPOWWfJOuss6dlnZU6d6i0Sff+99+OKChnffnvMEE7nzrIvvFDO+efLGThQSkioj8wBAMdBYQgAACCI/G5W/DPB2rJekuROlJNxnoyN78nYv1XG9vlyWp4VeNwosqd6j2aunilJGtptaEjGMEq/kVk0SZLkuBJk9X3B2+y5oUlNlX3bbbJvvVXGokXeAtF773l3OTuEExcnZ+BA76ygCy6QsrPDlDAA4FgoDAEAAEQgX2GodIUcx5ERYIHBzrxE5sb3JEnGxhmNrjD0yZpPtNezVx1SOqhPep/gD7CvRK5vbpAhR5Jkn/S/UlKn4I8TSQxDzmmnyTrtNOnFFyXb9u5YVlEhVVZKGRlSkybhzhIAcBw0nwYAAIhAXZt3lSFDu/btUkllScDxnNb/T47h3WHK3PCutzFwI3LoMrJAi2yH2bdV7i/Ok1GxSpLkNOsjO/t3wR0jGpimt79QerrUqRNFIQCIEhSGAAAAIlC8O14dm3kb8ga8M5kkxTaTkz5IkmTsLZaxc1HgMaNElVWlD1d9KCkE/YX2b/MWhcoLJElOQjt5/meaZDIxHwAQHSgMAQAARKig9hmSZGce7K1jrHszKDGjwex1s1W2v0wZiRka0HZA8ALv3yb3F+fLKP9RkuQktJUn91MpkR22AADRg8IQAABAPek9Z4I+y9ih3nMm1On8YO5MJklO5sVyzHhJkrnmZalybVDiRrp3V3iXkV3c9WKZRpB+/LX2yT3nIhllyyQdUhRq6H2FAAANDoUhAACAelJaVaENXeNVWlVRp/ODPWNIcS1kd71LkmTYVXIteyg4cSOYZVt6f+X7kqRLugVvGZlZ8ISMXUslSU5Cpjy5n0hJnYMWHwCA+kJhCAAAIEIFe8aQJNnd7pUTmyZJMte/Ke1cHLTYkWjehnnaumermsU30y/a/yI4QcuWy1zxtCTJMdzynPWelNQlOLEBAKhnFIYAAAAiVE5ajiRp4+6N2r1/d3CCxqTI7j7Od+j6flyD3qGsZjeyIdlDFOOKCTygY8u16HYZTrUkye42Vmp2cuBxAQAIEwpDAAAAESo1IVXpiemSgrQz2QF251vkHGiQbG6dJaPk06DFjiSO49Tapj4YzDWvyCyd742f1KVWkQ0AgGhEYQgAACCC1SwnKygtCF5QV5ysnn84ePj9OMmxghc/CNJik9R25T6lxSb5HeO7Ld+puLxYiTGJGtxxcOBJ7d0o8/sHfIfWqS9KrvjA4wIAEEYUhgAAACJY0BtQH+C0u0J26qmSJKPsBxnr3ghq/EAtHThR525prqUDJ/odY0bhDEnSBZ0vUEJMQsA5uRaPkuEplyTZHW+Q0ypIPYsAAAgjCkMAAAARLBQNqCVJhin75Md9h65lD0nW3uCOEUaO42jGCm9hKBjLyIyN78nc6F2W5sS1knXI3x0AANGMwhAAAEAEC9WMIUlyWuXKbn2RJMnYu0HmqklBHyNcCrYXaNWOVYp1xerCLhcGFqy6XK7Fd/sOrT5/lGKbB5ghAACRgcIQAABABKvZmWzNzjWqsqqCHt/q9YicAz8SmiuelPaXBn2MI1m6dGlI49c0nT6347lKjksOKJb5w4My9m6UJNkZF8ppNyzg/AAAiBQUhgAAAEIoPz8/oOszm2aqaWxTWY6loh1FQcrqECk95XS4TpJkVJfJLHgi+GMcQSgLQ/s9+/X3JX+XJA3NGRpQLKN0gczVf5UkOa4msvo+LxlGwDkCABApKAwBAACE0OzZswO63jAM36yhoPcZOsA66X/luLzNmc2iyVLlTyEZp768/v3rKi4vVuuk1hp+0nD/A9lVcn17qww53sOeE6XErCBlCQBAZKAwBAAAEOFC2WdIktSkrezs30qSDKdarh/+NzTj1IMqq0pPzntSkjRmwBjFu/3fTt4s/KOM8h8lSXZqX9ld7ghKjgAARBIKQwAAABEuZDuTHcLuNkZObAtJklk8TcaORSEbK5T+7/v/0/ry9cpIzNCIU0b4H6iiSOaPj0mSHMMl69QXJdMdpCwBAIgcFIYAAAAiXM2MocLSwtANEpMiu8cDvkPzh/GhGytEqqwqPTHP2yPpnjPuUUJMgt+xzMJnZdj7JUl2199JqacEJUcAACINhSEAAIAIV9NjqLC0ULZjh2wcu/NIOYmdJUnm1nwZ2+eHbKy6yM3NPaHz//XDv7SubJ3SE9M18pSR/g9ctUvmujclSY47SXb36CuSAQBQVxSGAAAAIlzn1M6KMWO0p3qPisuLQzeQGSur+/0HD+tphzKlpEi2pVlNEryvD8jLy6tziGqrWk98dWC20IB71CSmid/pmGtfl2HtkSTZWddKMYFtdw8AQCRjoTQAAECEc5tudWneRQXbC7Ri+wplpYRuZywn62o5Pz4sY896mVs+lrVzcdCXUZ3y5UQ1abdbWfn3Ki02SUunTZUk2fn5sk6gGHSoN5a9obVla9WqSSvd3Pdm/5NzbN/29JJkd7nF/1gAAEQBZgwBAABEgfpoQC1JMmNk59zjO3SteDLoQ+yorlRxl1iZhqnSqgrf+ycyQ+hQh84WGj1gdECzhYySz2RUFEmS7FZ5UnIPv2MBABANKAwBAABEgZBvWX8Iu+P1cuLSJUnGhhlSeUHIxwzElOVTtGbXGrVs0lK39A1sho9Z9KLvtd3ltkBTAwAg4lEYAgAAiAKHNqAOOVeC7Jy7JUmGHLlWPB36Mf3ksT16/KvHJUmj+o9SYmyi/8Eqf5Kx+SNJkpPQTk7rIcFIEQCAiEZhCAAAIAp0b9FdUv3MGJIku9PNcmJSJUnG+ilSxZp6GfdEvbnsTa3euVotElro1lNvDSiWufolGXIkeXdok0k7TgBAw0dhCAAAIAp0bd5VkrR973Zt37M99APGNJWdfackyXAsmYV/DP2YJ8hje3y9hUYNGKWk2CT/g1l7Zf70T0mSY8bK7nhjEDIEACDyURgCAACIAomxib7dyOpt1lD2HXLc3mKLufY1ae9G32f5+fn1ksOxTF0+VUU7i5SWkKbbTg2sH5Cx/i0ZVTskSU7by6X4VsFIEQCAiEdhCAAAoJ6kxSap7cp9SvNzZku97UxWI7a57M7e5VmGXSWz8E++j2bPnl0/ORyFZVu+3kJ39787sNlCjiNX0WTfIU2nAQCNCYUhAACAerJ04ESdu6W5lg6c6Nf1NTuTBbsB9bFm/9hdfyfHjJckmWtekfbXwzK2Opj24zSt2rFKzROa6/ZTbw8olrHjGxm7FkuS7NS+cpqfHowUAQCIChSGAAAAokTNzmTBXkp2zNk/8emyO90kSTKsPTJXPR/Usf1h2ZYe+/IxSdLvTv+dmsY1DSherS3qO98mGUZA8QAAiCYUhgAAAKJEvS8lO8DOGS2P7f2x0Vw1WaraVa/j/9zbBW9r5Y6VSo1P1R2n3RFYsH0lMja8I0lyYpvLaT8sCBkCABA9KAwBAABEiZqlZOvK1qmyqrL+Bm7STot39ZIkGZ5ymatfPM4FofPz2ULJcckBxTN/elWGXSVJsjveILkSAs4RAIBoQmEIAAAgSrRo0kItElpIklbuWFlv4/aeM0GPq7sseZdYmSufV4xRVW/jH+qdgne0onSFmsU3C3yjEaApAAAgAElEQVS2kO2RufoVSZIjQ3bnm4OQIQAA0YXCEAAAQBSpmTVUsL2g3sYsrarQgi7pei8mW5JkVJXq9OZL6m38GrZj67GvvLOFftvvt0qJTwkonrHpAxl7N0iSnNYXSYkdA84RAIBoQ2EIAAAgitQ0oA7WzmS950zQZxk71HvOhOOe++eE03yvz2rxtWTtD0oOdfXvgn+rYHuBUuJSdGe/OwOOZ67+q+81W9QDABorCkMAAABRpGbGULB2JiutqtCGrvEqraqo9f6RtrBf4UqT3eaXkqSUmAoZmz4ISg51YTu2Hv3yUUnSXf3uUrP4ZoEFLP9R5lbvPTpJXeSknxtoigCABujZZ5/VoEGD1K5dO2VnZ+uaa67RqlWrDjvvm2++0cUXX6zMzEy1b99eF110kfbu3ev7fOfOnRo5cqTat2+vrKws3XXXXaqoqDgsTjhQGAIAAIgi9bUz2dG2sLe7HOzr45oxOqQ5HGrGihn6cfuPSo5L1l397go4Xu0t6m+VDH4sBgAcbt68eRoxYoQ++eQTTZ8+XdXV1br00ktVWXlwE4hvvvlGl19+ufLy8vTZZ5/p888/18iRI2WaB/9tGTlypFasWKHp06dr6tSpmjdvnu6+++5w3NJh3OFOAAAAAHVXM2OoaEeRPLZHbrN+f5xzWv1CTkWcjKT9UnqJtK9Eik8P6ZiHzha687Q7lZqQGljAPRtk/vQPSZLjSpTd4bpAUwQANFDvvPNOrePJkycrOztbS5Ys0ZlnnilJeuCBB3TLLbdo1KhRvvOys7N9rwsLC/X5559r1qxZOuWUUyRJTz75pIYNG6aHH35YrVu3roc7OboGUxiyLKvWnwDqhmcH8B/PD+rCcZxaXyM/Pz5RbRLbqElME+2p3qNV21epa1rXwHM88Oex8vSdY0vuogypzzoZpiOtmyKry4nN4HF8L5zDxj2Sdwvf1bJty5Qcm6w7Tr0j4GfO/eMTvi3qrc63ynI1lXiOESX4twfw36HPTXl5uQzD8B3HxcUpLi7uuDHKy8slSamp3l9SbNu2Td9++62uuOIKnXfeeVq7dq2ys7P1+9//XmeccYYkaeHChUpJSfEVhSQpNzdXpmlq0aJFGjJkSFDuz18NpjC0Zs0aSVJRUVGYMwGiE88O4D+eHxxLVVWVCgsLj3rsj6wmWSooK9Dn338up41z/AuOwePxyGWYshz7qHn+/Jzuha0U22ed97OVf9dK67wTGtOqiWdZh437c7Zja0K+tzH28A7DtW39Nm3TthO9TZ+Yqk3qtvZVbx5mE60whsgK8P8HEA782wP4p6YY1LNnz1o9fu677z7df//9x7zWtm2NGzdO/fv3V48ePSRJa9eulSQ98cQTevjhh9WrVy9NnTpVl1xyiebNm6fOnTurpKRELVu2rBXL7XYrNTVVJSUlQbw7/zSYwlCnTp20evVqdenSRS6XK9zpAFHDsiwVFRXx7AB+4PlBXcTGxionJ+eox/44eeXJKigrUEVCRcCx3JvcMg1ThmMfNc+fn+PenSxnW7KMluVK2FeobhlVclJ61XlM1ya3ZNlyuVwyZB7zHt5b+Z5Wlq9U09imeuiCh9Q8obn/NyvJ/d3zMh2PJMnJvktdThoQUDygvvFvD+A/y7K0evVqSdKyZcsOmzF0PGPGjFFBQYE+/vhj33u2bUuSrr/+el1zzTWSpJNPPllffPGF/vWvf2nChOPv+hluDaYwVPNN0eVy8Q0S8APPDuA/nh8ci2EYtb4+fn7sj+4tukuSVu5YGZSvvZofi4+VZ61zDMkpaiOjpXc6vbt4quzmfU5oPMc7iOQ4R70Hx3H0+LzHJUm3n3a7Wia1POJ5dVaxRq51r3tju5PldBvFs4uoxb89QGCSk5NrFYaOZ+zYsZo5c6Y++ugjZWZm+t7PyMiQpMN+yZGTk6MNGzZIktLT07VtW+3Zrh6PRzt37lR6emj79NUF2y8AAABEmWBvWe+XnzLkWN4fqM31b0q2J+hDfLDqAy0tWaqk2CTdfXrgO7e4Ch6XcWC2kN31t1JsYLOPAAANn+M4Gjt2rD788EO9//77ysrKqvV5+/bt1bp168OWdxYVFaldu3aSpH79+qmsrExLlizxfT5nzhzZtq1TTz019DdxHBSGAAAAokzNlvWFpYVynMB6DPltf6xU3EKSZOzbImPr50EN7ziOHpn7iCTptlNvU1qTtMAC7l4lY92/vLFjmsnO/m2gKQIAGoExY8borbfe0iuvvKKkpCSVlJSopKREe/fuleSdYXvXXXfppZde0nvvvac1a9bo0Ucf1apVq3TttddK8s4eOuecc/S73/1OixYt0oIFC3Tvvffq0ksvDfuOZFIDWkoGAADQWHRp3kUuw6XdVbu1cfdGtU1uG5Y8nKLWMjp4p8aba/9PVsb5QYv9YdGHWlKyRIkxiRrVf9TxLzgOV8FjMhzvbjR217ul2GYBxwQANHyvvurdsODnO4dNmjRJV199tSTptttu0759+zR+/Hjt2rVLJ510kqZPn66OHTv6zn/llVc0duxYXXLJJTIMQxdffLGeeOKJ+ruRY6AwBAAAEGViXbHqlNpJq3asUmFpYdgKQypOkxObJqOqVMbG96XqMikmJeCwtWYLnXabWjRpEVjA8hUy1k3xxo5tLjv7zkBTBAA0Ejt37qzTeaNGjdKoUUf/RUZqaqr+9re/BSutoGIpGQAAQBSKiD5Dtim7/XBJkmHvk7FhelDCflT0kb7b8p2axDTRqNODMFvox0dlyLtrjJ0zWopJDjgmAAANBYUhAACAKFTTZ2hFaRgKQykpmtUkQUpJkZP1a9/b5tr/q9PlzWMS1a6oSrZjKy02qdZnjuPokS+9s4VuPfVWtUwMcCey8h9lFL/ljR3bQnaX2wOLBwBAA0NhCAAAIAqFc8aQNW2qZp3UQ9a0qXJST5XT1LtFr7n9S6lizXGvX3zWBOUWN9W6vKe0dODEWp/9d/V/tWjzIjWJaaLR/UcHnKtr+SMy5G3QbXcbI7mTjnMFAACNC4UhAACAKNQ9rbukMM0YOpRhyO5wre/QXP+m36EOnS10S99b1CqxVWC5lf0gc8M73thx6bI73xpYPAAAGiAKQwAAAGGUn5/v13U5ad5ZOiWVJdq5t26NMUPFbn+VbO+kHJlr35Acx684n6z5RAs3LVSCOyFIs4UePphjt7GSu0nAMQEAaGgoDAEAAITR7Nmz/bquaVxTZTbNlCQVlhYGMSM/NGmnNZUdJElG5WoZpfNPOMTPZwulJ6UHltPOxTI3vuuNHd9adueRgcUDAKCBojAEAAAQpcLagPpnvtvV0/faWPevE77+s58+09cbv1a8O16jBwQ4W8hx5Fp+sHeR3f0+yZUQWEwAABooCkMAAAAR5ESWlvnbgNrf5WuHys3NrXX8Y3mOHFeiJMksfluy9tY5luM4eniud9nXzafcrIykjIByMwuflrn5I2/shLayO94YUDwAABoyCkMAAAAh4hp+pQYt/1Gu4VfW+ZoTWVrm74whf5evHSovL6/WcZUdK6ftpZIko7pMxqb/1DnW52s/14KNCxTvjtc9Z9wTUF7G+mly/fB737HV52nJFR9QTAAAGjIKQwAAAKFSVqZBe/ZKZWUhCd+jZQ9J0tKSpSGJXyMtNkltV+5TWuyxt3q3O/za99pc90adYjuOo0fmensLjegzQq2TWvudp7H9K7kWjvAdWz3/IKftZX7HAwCgMaAwBAAAEKX6ZvSVy3Bp4+6NKi4vDtk4SwdO1LlbmmvpwInHPM9p+Qs5Ce0kScaWmdK+kuPGzl+br3kb5inOFacxZ4zxP8ndq+T66jIZ9n5Jkt3xBtnd7vM/HgAAjQSFIQAAgCiVGJuok9NPliQt2LAgzNlIMkzZWVd7XzqWzOM0oT50J7Kb+tykNk3b+DeuZ4/cX/5KRtUOSZKdfq6svi9IhuFfPAAAGhEKQwAAAFFsQOYASdKCjRFQGJJkd7jW99os+qtke4567pz1c/Rl8ZeKdcVq7P+M9XtMc83LMiqKJElOSk9ZZ0yRzBi/4wEA0JhQGAIAAIhiA9pGVmFITbvKzrhAkmTsWSdj0/tHPfXRrx6V5J0tlNk007/xrL0yV/zRd+jp/7oUk+JfLAAAGiEKQwAAAFGsZsbQki1LtLe67lvEh5KdfZfvtbnqL0c8p9hVrLnFc72zhc4IZLbQ32Xs9/YystteKqX09DsWAACNEYUhAACAKNYhpYPSE9NVbVfruy3fhTsdSZKTfq6c5O6SJHP7VzJ2LDrsnPlx8yVJN/S+QW2T2/o3kLVP5opnDh52H+dfHAAAGjEKQwAAAFHMMIyI6zMkw5CV/Vvfobnq+Voff1n8pTa4NyjGjAlsttBP/5Sxb5MkyW5zsdSst9+xAABorCgMAQAARDlfn6EQ7kyWm5t7Quc7WVfLiU2TJBnFb0t7N/k++9uSv0mSrut1ndqntPcvIbtK5oqnfYdWjwf8iwMAQCNHYQgAACDKHTpjyHGcgGK9uDZfJ8+ZoB9idurFtfm+9/Py8k4skCtBdueRkiTD8aj4c+8yL8dxNHvdbEnSsB7D/M7TWPt/MvYWS5Ls1hdJqaf4HQsAgMaMwhAAAECU65vRVzFmjEoqS7S2bG1AsW7rkKfvB05Ur+pU3dbhBItBP2N3vlWO4ZYkpe9+V7L2qmB7gUoqS+RyXDq9zel+BPXI2PalXAVPHHyL2UIAAPiNwhAAAECE6D1ngj7L2KHecyac0HUJMQnqk9FHUgT1GZKkhDZy2l0hSUp075Xr29u0pOhtSVKmlal4d3zd4jiOjE0fyLXg13K/nyn37EEy9qyTJNkZ58tp3i8k6QMA0BhQGAIAAIgQpVUV2tA1XqVVFSd8rW85WQj7DJ2I/HzvMjSr6+9875nr39S1Gx7VB22kofFNpTouezNXPCX3V5fJLH5LRvVO3/uOq4msnn8IbuIAADQyFIYAAAAagEjbmWz27NneF6l9ZfV+SlW2d0mZKWlIovSnjssV8+1NkmMdM45R+rXM5Q/5jp2YFNltL5en39/l+X9F9BYCACBA7nAnAAAAgMDV7Ez2fcn3qqyqVGJsYpgzOsjuereenLpJv7nQI616Qe1jvO+7iqdIMU1l9/2LZBiHX1hdLtfXv5FxoHhk5YyR3XOiZMbUY/YAADRszBgCAABoANolt1Nm00xZjqVvN38b1lyO1Ctpr5WgKVZbdVorPWefLMvx/hjqWvOyzGX/e8Q4rsW/k1G5RpJkpw2Q3fMPFIUAAAgyCkMAAAANRKQsJztar6TZ62bLklSddY2m/HS+HHlnCblWPCmz8Lla5xrr3pS57g1JkuNOltX/NclksjsAAMFGYQgAAKCBqFlOFu7C0JFYsjR3/VxJUm5Wrhbv7C5P72d9n7u+v0+uuRfLNW+4XAuukeu7uw5ee+oLUmLHes8ZAIDGgF+7AAAANBA1M4a+3vC1HMeRcaS+PXWUm5sbpKy8NhubVVldqbSENPVs2VPTNE1W51tlenbJtXyiJMnc8t/DrrOzfi2n/ZVBzQUAABzEjCEAAIAGok96H8W54rR973YV7SwKKFZeXl6QspJcw6+Ua/tCSdIvsn4h0zj4I6jdfbysHg/IMeMOu85J6SnrlD8HLQ8AAHA4ZgwBAAA0EHHuOPVt3VfzN8zXgo0LlN08O9wpeZWVaV1WiSQpL+tnBSfDkH3SBNk5YyRPheR4JNsjyZYS2tFXCACAEGPGEAAAQAPia0C9IXL6DO01Lc1LLpMk5XbIPfJJ7kQpPl1KyJQSs7w9hSgKAQAQchSGAAAAGpBI2ZnsUPOTy7TftNVmf5y6Nu8a7nQAAMAhKAwBAAA0IDU7ky3ftly79+8OczZe+c12SpLydqUG1BAbAAAEH4UhAACABqR1UmtlpWTJdmwt3LTwuOenxSap7cp9SotNCkk+VVaV3mp5oL/QrtSQjAEAAPxHYQgAAKCBqVlONn/j/OOeu3TgRJ27pbmWDpwYklxe+e4VFSXsVauqWF2+vVVIxgAAAP6jMAQAANDA1BSGvt74dZ3Oz83NDUketme/HvnyEUnSQ+s7q6lFM2kAACIN/zoDAAA0MDV9hr7e+LVsx5ZpHPt3gXl5ecf83F97Ni3Unr2l6lGZqJu2ZEpyQjIOAADwHzOGAAAA6tGJzs7Jz88/4TFObnWyEtwJ2rlvpwpLC0/4+mDw7CvTnpKlkqSn1nSRmx87AQCISPwLDQAAECopKZrVJEFKSfG9daKzc2bPnn3Cw8a4YnRa69Mk1X05WbDtLv5Kcmyd0+EcXWB3OuzvoXfv3mHJCwAA1EZhCAAAIESsaVM166QesqZNrfex+7ftL0lasHFByMdyDb9Sg5b/KNfwKyVJ1bs3a9+OVZKkJ855Qva0aYf9PVAYAgAgMtBjCAAAIIRC1dj5eM7IPEOSNH/D8XcmC1hZmQaZLsm2VFFVod3rvpAkxbfood7pFIAAAIhkzBgCAAAIoVA0dq5L36H+md4ZQwXbC7Rr366g53Ake01Ll759qTx7tslwxSnxwKwlAAAQuSgMAQAARJm69B1qldhKnVM7S5K+2fRNiDOSqgxbV3T/QbPXzZZhxqh5t0vkik0K+bgAACAwFIYAAAAaqAGZ3m3rD11O1nvOBH2WsUO950wI2jge2fp1zg/6OK1UCe4EpXT9pWKTMoIWHwAAhA6FIQAAgAaqpjB06M5kpVUV2tA1XqVVFUEZY0vFFv2623L9u0WJYm1Db1/+tmKTM4MSGwAAhB6FIQAAgAaqZmeybzZ9I8u2ghq7dE+pxs0ap5zJOXq71Va5HENTCnrpvE7nBXUcAAAQWuxKBgAA0ED1bNlTKXEpKttfprnr5yq3Q27AMXft26U/ff0n/WXhX7S7arckqX9lqq7Y2EOXeNIV3PITAAAINWYMAQAANFBu061hPYZJkl5d+mpAsXbv363Hv3pcXSd31WNfPabdVbvVJ72PZlwxQ3Me2aLSrIGypk0NRtoAAKAeMWMIAACgAbupz016ZfErmrFihnact+OEr7cdW39Z+Bc9+dWT2r53uySpR4semjBwgn6V8yuZBr9nBAAgmlEYAgAAaMBOyThFvdN7a2nJUr257M0Tvv7l717W2M/GSpKym2frwbMf1BXdr5DLdB31mrTYJCUt36GKk5r73svNzT3hsQEAQOjxKx4AAIAIkRabpLYr9yktNiloMQ3D0I29b5Qk/X3J3+U4zmHnVFZVHvHa/Z79enLek5Kk8WeO19Kbl+rKk648ZlFIkpYOnKhztzTX0oETfe/l5eX5ewsAACCEKAwBAABEiCMVVILhqp5XKd4dr+XbliuxqtxXfHIcRyP/M1Lpz6XrrR/fOuy6fyz9hzbu3qi2Tdtq3Jnj5DaZbA4AQENDYQgAACDK5efnH/PzZvHNdFm3yyRJgwy3r/j0xLwn9Nr3r6nKqtIdH9+hDeUbfNfs9+zXU/OekiTd+z/3Ks4dd0I5sXQMAIDoQGEIAAAgys2ePfu459zU5yZJ0rTl07Rf+/Vu4bua8MUESVLrpNYq21+mWz68xbfU7LXvX9OG3RuU2TRTN/S+4YRzYukYAADRgcIQAABAA5efn68z252p7ObZqqyu1BzXHN3wvrfYc/upt2vm1TMV747Xpz99qlcWv6Iqq8o3W2jMgDF1mi3EDCEAAKIThSEAAIAGbvbs2d4m1H28Tai/dX+ryupKDeowSM8MfkbdWnTTI7mPSJLu+/w+PTTnIa0vX6/WSa110yk31WkMZggBABCdKAwBAAA0Etf2utbXQLpLahe9OfRN3/Gd/e7UwPYDVVldqWfmPyPJO1so3h0ftnwBAEDoURgCAABowHrPmaDPMnao95wJapXYSqMHjFYLu4X+fcW/1Tyhue880zD1ypBXlBiTKEnKSMzQiFNGhCttAABQTygMAQAANGClVRXa0DVepVUVkqRHch/RyOqR6t6i+2HndmzWUZMunKQEd4IeHfSoEmIS6jtdAABQz9zhTgAAAACR4+qeV+vqnleHOw0AAFBPmDEEAAAQxVzDr9Sg5T/KNfzKcKcCAACiEDOGAAAAollZmQaZLsm2wp0JAACIQswYAgAAAAAAaKQoDAEAAAAAADRSFIYAAAAAAAAaKQpDAAAAYULjaAAAEG4UhgAAAMKlrEyD9uyVysrCnQkAADiCZ599VoMGDVK7du2UnZ2ta665RqtWrTriuY7j6PLLL1dqaqo+/PDDWp8VFxdr2LBhatOmjbKzs/Xggw/K4/HUxy0cF4UhAACAKNJ7zgR9lrFDvedMCHcqAAA0ePPmzdOIESP0ySefaPr06aqurtall16qysrKw8598cUXZRjGYe9blqXhw4erurpaM2fO1OTJkzVlyhQ99thj9XELx9Vgtqu3LKvWnwDqhmcH8B/PDwLlciTJkZyDX0eO49T6mvr5cWlVhXZ2jZddVSHLso4Y4+ecA38ebYz6xrMD+I/nB/Dfoc9NeXl5rSJOXFyc4uLiDrvmnXfeqXU8efJkZWdna8mSJTrzzDN97//www+aNGmSZs2apW7dutW6ZtasWSosLNS7776rVq1aqVevXho/frweeugh3X///YqNjQ3WLfqlwRSG1qxZI0kqKioKcyZAdOLZAfzH8wN/dbcsybEl21FhYaEkqaqqyvf60o2vq1n6br386Wg1cyVoeuZ18ng8chmmLMdWYWHhEWMc6ufn/3yMcOLZAfzH8wP4p6YY1LNnT1VUVPjev++++3T//fcf9/ry8nJJUmpqqu+9PXv2aOTIkXr66aeVnp5+2DULFy5Ujx491KpVK99755xzju655x6tWLFCJ598st/3EwwNpjDUqVMnrV69Wl26dJHL5Qp3OkDUsCxLRUVFPDuAH3h+EChX8+bKtyzluVzKycmRJMXGxvpeV2yq1p5uTRQrqcKpVk5Ojtyb3DINU4Zje49dLsllSpbtu+5QPz9fkgYPHnzEc+sLzw7gP54fwH+WZWn16tWSpGXLlh02Y+h4bNvWuHHj1L9/f/Xo0cP3/vjx43X66afroosuOuJ1W7durVUUkqSWLVtKkkpKSk74PoKtwRSGar4pulwuvkECfuDZAfzH8wN/2W9N1awJE/SLiRNV8xVkGEatr6dDOxXUvG8cemwceMfQUb8Oa50v728pIwHPDuA/nh8gMMnJyUfsB3QsY8aMUUFBgT7++GPfex999JHmzp2rL774Itgp1huaTwMAAESRtNgktV25T2mxSeFOBQCARmPs2LGaOXOmPvjgA2VmZvrenzt3rn766Sd16NBBLVq0UIsWLSRJ1113nYYMGSJJatWqlbZu3Vor3rZt2yTpiEvP6huFIQAAgCiydOBEnbuluZYOnBjuVAAAaPAcx9HYsWP14Ycf6v3331dWVlatz++++259+eWXmjNnju8/SXrsscc0adIkSVK/fv30448/+opBkpSfn6+mTZuGdWl3jQazlAwAAAAAACCYxowZo3feeUdvvvmmkpKSfD2BkpOTlZCQoPT09CPO+mnbtq2viDRo0CDl5OTo1ltv1UMPPaStW7fq0Ucf1YgRI+rU2yjUmDEEAAAAAABwBK+++qrKy8s1ZMgQdevWzfffjBkz6hzD5XJp6tSpMk1T559/vm655RZdeeWVGj9+fAgzrztmDAEAAAAAABzBzp07g3JN+/bt9fbbbwcjpaBjxhAAAAAAAEAjRWEIAAAAAACgkaIwBAAAEEa5ubnhTgEAADRiFIYAAADCKC8vL9wpAACARozCEAAAQARhBhEAAKhPFIYAAAAiCDOIAABAfaIwBAAAAAAA0EhRGAIAAIhQabFJartynyzHVlpsUrjTAQAADRCFIQAAgAi1dOBEnbuluTac+0ctHTgx3OkAAIAGiMIQAAAAAABAI0VhCAAAAAAAoJGiMAQAAAAAANBIURgCAAAAAABopCgMAQAAAAAANFIUhgAAABqwmi3v2e4eAAAcCYUhAACABqxmy3u2uwcAAEdCYQgAAKCBy83NDXcKAAAgQlEYAgAAaODy8vLCnQIAAIhQFIYAAAAAAAAaKQpDAAAAAAAAjRSFIQAAAAAAgEaKwhAAAAAAAEAjRWEIAAAgyrDLGAAACBYKQwAAAFGGXcYAAECwUBgCAAAAAABopCgMAQAAAAAANFIUhgAAAAAAABopCkMAAAAAAACNFIUhAAAAAACARorCEAAAAAAAQCNFYQgAAAAAAKCRojAEAAAAAADQSFEYAgAAaGDy8/PDnQIAAIgSFIYAAAAamNmzZ4c7BQAAECUoDAEAAAAAADRSFIYAAACiWUqKZjVJkFJSwp0JAACIQu5wJwAAAAD/WdOmys7Pl5WXF+5UAABAFGLGEAAAQJTLoygEAAD8RGEIAAAgguXm5p7Q+a7hV2rQ8h/lGn5laBICAAANCkvJAAAAItgJzwYqK9Mg0yXZVmgSAgAADQozhgAAAAAAABopCkMAAAAAAACNFIUhAAAAAACARorCEAAAAAAAQCNFYQgAAAAAAKCRojAEAAAAAADQSFEYAgAAAAAAaKQoDAEAAAAAADRSFIYAAAAAAAAaKQpDAAAAAAAAjRSFIQAAAAAAgEaKwhAAAAAAAEAjRWEIAAAAAACgkaIwBAAAAAAA0EhRGAIAAAAAAGikKAwBAAAAAAA0UhSGAAAAAAAAGikKQwAAAAAAAI0UhSEAAICGJCVFs5okSCkp4c4EAABEAQpDAAAADYg1bapmndRD1rSp4U4FAABEAQpDAAAAAAAAjRSFIQAAAAAAgEaKwhAAAAAAAEAjRWEIAAAAAACgkaIwBAAAAAAA0EhRGAIAAAAAAGikKAwBAAAAAAAcwbPPPqtBgwapXbt2ys7O1jXXXKNVq1b5Pt+5c6fuvfde9evXT61bt1bPnj113333qaysrFac4uJiDRs2TG3atFF2drYefPBBeTye+pNCO+0AACAASURBVL6dI2owhaEFCxZo3Lhx6tOnj1q1aqWPPvrohGPMmjVLF154oTp27Kju3bvrhhtu0Pr160OQLQAAAAAAiHTz5s3TiBEj9Mknn2j69Omqrq7WpZdeqsrKSknS5s2btWXLFv3hD3/QvHnzNHnyZH3++ef67W9/64thWZaGDx+u6upqzZw5U5MnT9aUKVP02GOPheu2anGHO4FgqaioUOfOnXXjjTdq5MiRsm1blmXV+fr169frN7/5jW6++Wa98MILKi8v14QJE3T99dfr008/DWHmQHjVPCcn8rwA8OL5QaRyHCeivy55dgD/8fwA/jv0uSkvL5dhGL7juLg4xcXFHXbNO++8U+t48uTJys7O1pIlS3TmmWeqR48eev31132fd+zYUb///e91yy23yOPxyO12a9asWSosLNS7776rVq1aqVevXho/frweeugh3X///YqNjQ3B3dZdgykMZWVlacSIEb7jjRs3qrCw0HdcVVWlv/3tb5o1a5YqKirUsWNH3XzzzTrllFMkSbNnz5bH49HQoUO1f/9+xcXF6eKLL9YDDzyg5cuXy+1uMH9VwBEVFRWFOwUgavH8INJUVVXV+jkoUvHsAP7j+QH8U1MM6tmzpyoqKnzv33fffbr//vuPe315ebkkKTU19ZjnxMXF6amnntKgQYO0cOFCtW/fXnfccYccx9GQIUN0zjnn6J577tGKFSt08sknB3hXgWkw1Y5OnTpp9erV6tKliyQpMzNTOTk5vs/vuece/fTTT3rllVeUkZGhjz/+WPfff79mzZqlTp06KSEhQY899pgWL16s4cOHq7KyUvPnz9fZZ5+tk046KVy3BYScZVkqKipSly5d5HK5wp0OEFV4fhCpYmNja/0cFGl4dgD/8fwA/rMsS6tXr5YkLVu27LAZQ8dj27bGjRun/v37q0ePHkc8p7S0VBMmTFBlZaU+/fRT/fWvf1Xv3r1VXFysgQMHyjRNjR8/3leEKikpCcKdBabBFIZqvinW/Gmapu/1hg0bNG3aNC1evFgZGRmSpDvvvFP5+fl666239MADD6hjx4566623NGLECN17772yLEunnXaapkyZwjdcNAoul4uvdcBPPD+INIZhRMXXJM8O4D+eHyAwycnJtQpDdTFmzBgVFBTo448/PuLn5eXlvl5CTz/9tG688UbNnTtXQ4cOVefOnfXnP/9ZktSvXz/96U9/CvgegqXBNJ8+loKCAlmWpQEDBqhDhw6+/+bPn6+1a9dK8lbpRo8ereHDh+uTTz7Re++9p9jYWN14441yHCe8NwAAAAAAAMJm7Nixmjlzpj744ANlZmYe9vnu3bt1+eWXKykpSZZlafDgwZKks88+W47jyLZt37lnnXWWiouLJUnp6en1cwPH0GBmDB1LZWWlXC6XPvvsM5lm7VpYYmKiJOkf//iHkpOTNWHCBN9nkydPVp8+fbRo0SKddtpp9ZozAAAAAAAIL8dxdO+99+rDDz/UBx98oKysrMPOKS8v1+WXX67Y2Fi9+eab6tevn4qLi9WuXTtt3rxZjuNo9erV2rZtm1q2bKni4mLFx8crJiYmIpZ+N4rCUK9evWRZlrZv364BAwYc8Zw9e/YcVjSqmZp5aGUPAAAAAAA0DmPGjNE777yjN998U0lJSb6eQMnJyUpISFB5ebkuu+wy7dmzRy+99JJ2796t3Nxc3X777brmmms0c+ZMDR8+XNOnT9cVV1yha6+9Vs8//7z27t2r22+/vU69jUKtwRSGKisrtWrVKlVXV0vybj//ww8/KDU1VZ07d9Zll12mO++8Uw899JB69eql0tJSzZ07Vz169NDgwYM1ePBgvfTSS3rmmWd06aWXqqKiQo8++qjatWunXr16hfnuAAAAAABAfXv11VclSUOGDKn1/qRJk3T11Vfr+++/17fffitJ6tu3b61z3nrrLZ155pl66qmn1KZNGz333HMaM2aM3G63rrvuOo0fP75+buI4DCfKG+g4jqPy8nJ9++23uvzyyw/7fPjw4frLX/6i6upqPfvss3r77be1efNmNW/eXKeeeqruvfdeXzfxGTNm6IUXXtDq1avVpEkTnXbaaXrwwQeVnZ1d37cF1BvLslRYWKicnBwaGAIniOcHkSo/P195eXnhTuOoeHYA//H8AP6zLEsrV65UVlaWX82nA7Vv3z5VV1eradOm9Tru8TSYwlBsbKxWrlzJN0jgBPHDBeA/nh/APzw7gP94fgD/haswVFVVpXXr1qljx45yuyNv4Vaj2JUMAAAAAACgPu3Zs0d33XWX2rRpozPOOEMbNmyQJN1777167rnnwpzdQZFXqjpBNT2Fqqur5fr/7N13VBRXGwbwZ3epUhQQJSKKChYUG8aaWGJDBcUSNdEYo8YYYzREjRpbLDEYFRNbjBhjNDFWYlfsvcWOEUEEbCAgGHrd3e8PwnwubQu77ALP75w9MLMzc++UO3P3nTt3JBJIpVI954iofJFKpSw7RBpi+SHSDMsOkeZYfog0l19+gLwYgomJiU7TW7hwIe7du4cDBw7g3XffFcZ37doVfn5+8PX11Wn6qir3j5JlZ2cjIyND39kgIiIiIiIionLC3Nxc54Ehd3d3bNq0CW+++SacnJxw/vx5ODs7IyIiAl27dsWTJ090mr6qyn2LoXwSiQSRkZFo0KABn7UlUoNUKsWjR49Ydog0wPJDpBmWHSLNsfwQaU4qlSIyMhK1a9fWeBkrV67EwoULMWHCBHz33XclTpuQkAB7e/tC49PS0jROXxfKfWAov+MmsVgMmUwGsVgMsZhdJxGpSi6Xs+wQaYjlh0gzLDtEmmP5IdJcfvkBoFEn0Ddv3sTmzZvRtGlTlaZv2bIljh07hvHjxwOA0Nn11q1b0bZtW7XT15VyHxgiIiIiIiIiItKl1NRUjB8/Hj/++COWL1+u0jxz587F0KFD8eDBA+Tm5mL9+vUIDQ3FtWvXcPDgQR3nWHUVJjCU3/kaO2EjUg/LDpHmWH6INMOyQ6Q5lh8izb1eblJSUhReV29qagpTU9Ni550+fTp69eqFrl27qhwY6tChA86dO4cffvgBbm5uOH36NJo3b46goCCVWx2VBb0Ghvz8/LB06VKFca6urrh27Zray4qKigIAhIeHayNrRJUOyw6R5lh+iDTDskOkOZYfIs3kP4LZrl07xMbGCuNnzJiBmTNnFjnPnj17cOfOHZw6dUrt9OrVq4cff/xRs8yWEb23GGrcuDH27t0rDGvynB8AoWdvFxcXdsJGpAapVIrw8HCWHSINsPwQaYZlh0hzLD9EmpNKpYiIiAAAXL16tVCLoaI8e/YMs2bNQmBgIMzMzLSSj9zcXMTExMDJyUkryystvQeGjIyMULNmzVIvJ/+kKJFIeIIk0gDLDpHmWH70TzxhIpCYmDdgawvZ+nX6zdB/hHwZUJ4MCcsOkeZYfohKx8rKSqUO3O/cuYP4+Hh07dpVGCeVSnHp0iUEBAQgNjZW7bIYEhKCrl27IiEhQd1s64TeA0MRERFo0qQJTE1N8eabb2LevHklRs2ysrKQlZUlDMvl8rLIJhERERmyxESIHGsBAOTPo/Wcmdf8ly+DyhMRERGprHPnzrh48aLCuEmTJsHV1RVTpkypEAFavQaGPDw8sHbtWri4uCA2NhZLly5F3759cenSJVhZWRU5z8qVKxX6JbK0tMS9e/fKKstEREREREREVElYWVnBzc1NYVyVKlVga2tbaHy+Ll26lLjMzMxMreVPG/QaGOrZs6fwf7NmzdCmTRu4u7tj7969+OCDD4qcx9fXFxMnThSG2WKIiIiIiIiIiAxFaGgoBg0ahLp16xb5/YsXLwyqA3m9P0r2uqpVq8LFxUXoDKooBV8hJ5PJkJKSUhbZIyIiIiIiIqJK7uDBgyV+36RJE3h4eGDs2LFFfh8cHIwtW7boImsaUd7TUhlKTU1FZGQkHBwc9J0VIiIiIiIiIiK1tWvXrsQWQZaWlujYsWMZ5qhkem0xNHfuXHh6esLJyQkxMTHw8/ODRCLB4MGD9ZktIiIiIiIiIiKN+Pn5lfh9vXr1cODAgTLKjXJ6DQw9f/4c48aNQ2JiIqpXr4527drh+PHjqF69uj6zRURERFRuiCdMBBITAVtbyNav03d2iIiIqJzRa2Bo06ZN+kyeiIiIqPxLTITIsRbkz6P1nRMiIiIqhwyqjyEiIiIiIiIiIio7BvVWMiIiIqKK7IPrG5CQnQY7EwtsbTNe6fTCY2KAyo+K8dEyIiIiUgcDQ0RERERlJCE7DeampkjISlNthv8eEwOg+qNifLSMiIiI1MBHyYiIiIiIiIiItCwsLKzY706ePFmGOSkZA0NEREREKhBPmAjx0OF5j2oRERERKdG1a1cEBAQojMvKysL06dMxYsQIPeWqMD5KRkRERJVCqfveqSCPaKnbzxERERFpZu3atZg6dSqOHTuGtWvXIjY2Fh9//DFkMhkOHz6s7+wJ2GKIiIiIKof8/nryO3M2APpohST0c5StYj9HREREpJGBAwfi/PnzyM3NRYcOHdCrVy907NgRZ86cQevWrfWdPQFbDBERERHpiwatkNjih4iIqHzJzs6GVCqFVCqFg4MDzMzM9J0lBWwxREREROVOZe7vhy1+iIiIyoc9e/agU6dOsLa2xvXr17Fjxw789ttv6NOnD6KiovSdPQFbDBEREVH5YwD9/eS33AHA1jtERERUyOTJk7Fw4UKMHTsWANCtWzdcvHgRvr6+6Ny5M548eaLnHOZhYIiIiIhIA/ktdwAgIYutd4iIiEjRmTNn4OrqqjCuWrVq+PXXX7F9+3Y95aowBoaIiIiIDAT7DyIiIqo4CgaFXjd8+PAyzEnJGBgiIiIi0hLxhIl5bz2ztYVs/Tq15xf6DyrDFkgMRhEREVVu7HyaiIiISFv+6/sIiYn6zonK2Jk1ERFR5cbAEBERERERERFRJcVHyYiIiKhC4iNSebgdiIiIqCRsMUREREQVUmkfkRJPmAjx0OF5/QaVY3xUjIiISH8uXbqE8ePHo1evXoiOjgYAbN++HZcvX9Zzzv6PgSEiIiKiopTD/oK0QQiIVYCgGBERUWn5+/vjnXfegZOTE1xdXTFixAg8fPhQpXn379+PIUOGwNzcHHfv3kV2djYAIDk5Gf7+/rrMtloYGCIiIiKDU1Fa65RL/wXEKmNQjIiIqKBLly5h3LhxOHbsGAIDA5GTk4NBgwYhLU15S9zly5fD398fP/74I4yNjYXx7du3x927d3WZbbWwjyEiIiIyPP8FJ+TPo/WdEyIirRFPmJgXcLW1hWz9On1nh4hUsHv3boXhdevWwdXVFbdv30anTp1KnDc8PBwdO3YsNN7a2hpJSUlazWdpVJjAkFQqVfhLRKph2SHSHMuP7rzepLmo7Vvw+4JNoPPmkf83JC80jSr7rKQ0FJdffBrFz1Ncnor/XtVlKFumsuGi09Qulh2qrMSvBb01Pf5Zfog093q5SUlJgUgkEoZNTU1hamqqdBnJyckAABsbG6XT1qhRAxEREahTp47C+CtXrsDZ2VnFXOtehQkMRUVFAciLyBGR+lh2iDTH8qN9bnIZJABkchlCQ0OVfp8/jNfGyWR5AQ+ZTK4wTXHLVDWNgssvKY3i5ilu+uK+V2e9lC1T2XBRaepKftlZ8O8pJMmyAABVxaaYX+0dnaVJpE/qnodKwmsPkWbE4rxbIO3atUNsbKwwfsaMGZg5c2aJ88pkMsyaNQvt2rWDm5ub0rRGjRqFWbNmYfXq1RCJRIiJicG1a9cwd+5cTJ8+vXQrokUVJjDk7OyMiIgIuLi4QCKRKJ+BiADkRc3Dw8NZdog0wPKjO2KRWPjbqFEjGH/2ufD4Rc7a1YW+zx9WGHf1aN6wWKQwTf736uah0PB/yy8pjeLmKXb6Yr5XaxnKlqlsuIg0Cyq4P9RVsOykXD0KC3NzAEBKVmaRaY6++QsSclJhZ2yJza3Hqp0mkSEoWD7zj2sAKh/bvPYQaU4qlSIiIgIAcPXq1UIthpSZNm0aQkJCcOTIEZXS8/X1hUwmg4+PD9LT09GvXz+Ymppi0qRJGD9+vGYroQMVJjCUf1KUSCQ8QRJpgGWHSHMsP7olkUgU+hwquK2L2vZ54/IreyKV5imp74+i5xe9NkZ5GqrlqfjvNVmvoqdXNlxUmgUU2B/q9psy+uYviM9Kgfi6CHYmllC2LQEgIScN5qZmSMhKY3mjCkEikQjHNQC1j21ee4hKx8rKSmg9pIrp06cjKCgIhw8fhqOjo0rziEQiTJs2DZMnT0ZERATS0tLQqFEjWFpaapptnagwgSEiIiKiUmGH15orsO0+uL4BCdlpsDOxwNY2he+IJuSkCi2EErKUv9WFiIhIX+RyOb766iscOnQIBw4cQN26ddVehomJCRo3bqyD3GkHA0NERERUKSkLXtD/qbutErLTYG5qyqAPERGVe9OmTcPu3buxbds2WFpaCv0SWVtbw/y/mxzFyczMxIYNG3D+/Hm8fPkSMplM4fuzZ8/qLN/qYGCIiIiIKiUGL1THbUVERJXVpk2bAABeXl4K49euXYv333+/xHk///xznD59Gv3794eHh4dCn0aGhIEhIiIi0jt1+6ghIiIiKguvXr3SeN6goCDs3LkT7du312KOtI+BISIiItI/9u9DBfBRPyIiKu9q1aplcB1NF4WBISKiCkRodQGw5QURlWtl8fgag0+kLh4zRKSORYsW4ZtvvoG/vz/q1Kmj7+wUi4EhIqKK5L9WFwDY8oKISAn2naQaPur5fzxmiEgdrVq1QlZWFlq1aoUqVarAyEgxBBMZGamnnCliYIiIiIiIdKosAgtsyaFDfNSzTBU8ltU9tjUpbwz+EenGuHHjEBMTg7lz56JGjRrsfJqIiIiIKqkyCCwoa8mR/+MagE5/YBOVVsFjWe1WSpqUNyXzsCwQaebatWsICgqCu7u7vrNSIgaGSG28MBAREZGhK1hfyf9xDUC3P7BLqWC+DbHepUqQjS24Khi2GiPSiKurKzIzM/WdDaUYGCL18cJARKQzhvgjUBcqy3qS7ig9hspJfaVQAKVgvg1wPVQJshlCXzwMThGRvs2fPx9z5szB3Llz4ebmVqiPIWtraz3lTBEDQ0RERIbEAH8E6kRlWU/SnQpyDBlCAEUbDDEIU1G2bXlgiPufyBAMGTIEADBgwACF8XK5HCKRCAkJCfrIViEMDJFeqHunmBcbIiIiMjTs5Pf/9BGEYf3QcBhCEE4oW0CFK19Ufh04cEDfWVAJA0PljLLKRLmpbKh5l88QLjZE2sBKrOHgviCigtSuR+mgk19DoIv6pC6WyfohKfivbAEw6PJFlUunTp30nQWVMDBU3iirTOigslFugk1E5QArsYaD+4KIClFSj6o0AWVdBK9KuUxVOrwubZ1VkzfXKVNe69EV5VivKOtB5dfFixdL/N5QAkeVNjDEk0QelZpcspJEpDMFy4+65YnlT7+MP/scbgkvIbarbrBvDyIi7VEWUOY5WXXqbiuV3ipXyuCTRm+uU0YHQbaC1x5d0MfNE108GVFwPSpKGa0o61EZeHt7FxonEomE/9nH0GsCAgKwevVqxMXFoVmzZli6dCk8PDx0mmZ5uVOs8x8ZWmhyWV62JRkOffx4NtQf7AXLj7rlyVDLn6Fu75JolOfEREhq19b47UG6uDtNRPpT3I9QQHtlvLgbCuqkUdqbEtpQcFsZ6nVD3XyVyXoUuPboY//pJM0yeDKiLOpNZXEMGGr9jwqLjIxUGM7NzcXdu3exZMkSzJkzR0+5KkzvgaHAwEDMmTMH/v7+8PDwwPr16zF48GD8/fffsLe313i5+ri4lPYEWeSFXUvNbvmDo3woeNxW2P2nj/4VCqTJDgp1zAD60FC7/Oghz6rcna4I5wGWN6qsdNECpbgbCq+noaw+UdqbEjqhh3OwSudXdVvO6/Faouw6AmgvQKlJmhXheqaS4uqc5fz6V1HWo6xVrVq10Lhu3brBxMQEs2fPxpkzZ8o+U0XQe2Bo3bp1GDVqFEaMGAEA8Pf3x7Fjx/D777/D19dX5eUYz54Lt8iI/zepLIOTsrKLrLrKovJQFjQ56evjQmGQJ7cCx61BVNS0wJC3NcAOCg2BNs4BBY8zQyg/2liv0j66oovyp2nQDWB5IyoTFaA+UTCwoAva2C7lYdsW9RtD13XvotIsD9tKLy2hyouKsh4Gwt7eHuHh4frOhkAkl8vl+ko8OzsbtWrVwm+//YZ+/foJ4z/99FMkJSVh27ZthebJyspCVlaWMJyffSv35hAlJgBSKWBnByQkABLJ/4cLeJmVApFIBLlcjuqmVqpl+NUrQCYDxGLAxqbQMgots8D0hYaLyVP+elU3tSq8HkrWq+D3xeYJyMuHTJY3PaDyMpWloTRNGxvl+dTG/lJG2bbUByXbJTE7DTJ53rYUi8Sw1UZFSS5HTm4ujI2MgNeed1VHfr6KzZO6x7EuFJcHoEzzoay8FLfPi9u2hcpGGaxXweMQQOHjUs19rJUyXtrziibHpZrnx+LyABR/3ld2TCjddjoob0qvd8XlASj+PKCt4dfSULaPlR4DKu7fkvafummqUqbVzbe65x1dpKls2wEotC1VzqeGaaqyzNLuP03KuKb7U5001N22mmxLbe8vVY6R0l4HtLEttXEeMYRjX9NjvaRtqbSOo+bvnEL14pRMpeeu0v7mKKournQ9lK2XsmtoEb+ltP3bSKXfGCrWJ+Q1a0J65Uqp86QrUqkUDx8+RJ06dWBlZQWxWKzT9O7du6cwLJfLERsbix9++AG5ubk4evSoTtNXlV4DQzExMXBzc0NQUBDatm0rjJ83bx4uXbqEEydOFJrHz88PS5cuFYYtLS1x7949WLm6QhwfXyb5JiIiIiIiIiJFckdH5BboV8eQlHVgyNbWVgjiva5NmzZYs2YNGjZsqNP0VaX3R8nU5evri4kTJwrDwgY2M4fcwqLYyKyyO6zFfZ+fhk7uGBSgUYuhghFmde88Ajq/E6nKnWK172QVUGyk/rU01b4roSx6XwSlLWcKLFNZnlS6k6UkD0rvzhRoMVTwjoFMLlP7Tpbad05U2F/Ktq3GrZZKSLO0aRR190XdY13t1iKq3OlXVzGtJfOPCaDwXdzS3rXVRpku7R1yVfaftltNaONOvyYtodRtdaT2tiviLi5bDLHFEFsMscVQWbcY0qSVC1sM6a7FkNbXKzVb/RZDOlgvZftcWf1FlTqQur+VClLlt6+69ax88po1laZfmdy+fVthWCwWo3r16jAzM9NTjopW7h4lK0gmkyElJQVVvvgSEosqkD+PhmzndoiHDheegZTt3I6+l1bC3NQUGVlZONzRV+VhAMI4dZdZcPqCwwWfYVUlTXWHi8sT8P9+Hl4fLmkeTbdtwTS1sX8K9pmhSprK1qvg/ij4vSoKpqFsmcrypNJxqWRbKBuWSqUIDQ1Fo0aNIJFICqUBoFCaau8vFY/bkvaXsm1b8PuCNEmztGkUtb80PRepu61LWi9lCh5TytarqGNE6bGu5nGrSZku7XGqyv7T9BxcUhraun4pO9cBKPbY1ta5K3+9jv5wVel1QFvDpTlGNL3GlrT/Snve12S9tFUWtJlm4e/9YW5qVqprjTbKm67KdGnqk5ruT22eRzQ59nW9v1Q5RspD/d8QtqU2l6nOttT1ehV1rSltmpqslz6uA8qu48rqtFo5RgyxT9EilHWLofJCry2GTExM0LJlS5w9e1YIDMlkMpw7dw7jxo3TZ9bKRHnogM1g6aDzM3U7eFXlDQ9lso9LuS2MP/scbgkv/99xezmhbNtq4+JUFmkYpLLoXJAdGOqNKi864PWJiIio/NLLmwdZtxP8/PPPKk/7ySef6DAnqtP7o2QTJ07ExIkT0apVK7Ru3Ro//fQT0tLShLeUERkKVV4PWy4lJkJSu3bFO4kzuKGySvP6WCIiIiIiHVu3TrUbxiKRiIGhfIMGDcLLly+xZMkSxMXFwd3dHbt370aNGjX0nTUiogqpYCCIrUOIiIiIiIp38eJFrF69Gnfu3MGLFy/w+++/K3SH87o7d+4AAC5cuIDZs2fjwYMHcHR0xLRp0/D++++XZbZVpvfAEACMHz8e48drdpc6Nzc376+9PWBuBnmuFDKpFPKaNSGysxOG3zCpCjMTY2TKzSBVYxiAME7dZRacXtX5S0pT3eHi8gQA8ty8zqdfHy5pHk23bcE0tbF/1F1PVdZL3e+L2l/ayndpjhFtbcv8NACovZ7qHkOq7C9DTFPVslGabadpnkpaLxMYoZ5VdWRm5WhlvYo6RrR1rGuzTJe2LGjjPK9KGtq6fpVmvbR17hLSUOE6oK1hbZ73NSnj2jomSnPsa6ssaDPNor83KdW1RhvlTVdlujTXbV3UHw3h+lba/aXKMVIe6v+GsC11WUfVRz25pGtNadPUZL30cR3Q1rA2jxFDJZVKIfmvM+/c3FyY/HctUiY9PR3NmjXDyJEj8cEHHyid/vHjxxg2bBg++ugjbNiwAWfPnsXkyZNRo0YN9OjRo1TroAt67XxaG7Kzs5GRkaHvbBARERERERFROWFubq5yYOh1NjY2JbYYAoD58+fj2LFjuHz5MrZv345Vq1YhNDQUcrkcTZo0weeff47hw4eXJvtaZRAthrRBLBYjMjIS9evXFyKARKScVCpFREQEyw6RBlh+iDTDskOkOZYfIs1JpVJERkaiTp06SEtLQ2ZmpvCdqakpTP/rQ7a0/v77b3Tt2hVr167FkiVLMG7cOLz99tvYunUrunfvjqlTpyIxMRETJ07USnqlVe4DQ8bGxsjIyEBkZCTkcjkePXqk7ywRlUssO0SaY/kh0gzLDpHmWH6INCMSiQAAzZs3R2pqqjB+xowZmDlzplbSiIuLg729PTZs2IAVXf0rKwAAIABJREFUK1Zg+PDhOHbsGDZs2IBZs2ahSZMm8PPzY2BI2+rXr49Hjx7BxcWFkXMiNUilUoSHh7PsEGmA5YdIMyw7RJpj+SHSnFQqFYKq9+7dE4JEALTWWuh1sbGxaNu2baHxbdu2RWxsrNbT01SFCQzlnxQlEglPkEQaYNkh0hzLD5FmWHaINMfyQ1Q61tbWCoEhbapRowbi4+NRr149/PXXX5g6dSri4+NhZWUFc3Nz/PXXX6hfv75O0tZEhQkMERERERERERHp25tvvonjx49j1qxZGDNmDC5fvoyYmBjY29tjyJAhOHv2LH799Vd9Z1Mg1ncGiIiIiIiIiIgMVWpqKoKDgxEcHAwg73X0wcHBePr0KQBgwYIFmDBhgjD922+/jcePH+P69evYtGkTEhMTcf/+fcjlctja2uLkyZPw8vLSy7oUhS2GiIiIiIiIiIiKcfv2bXh7ewvDs2fPBgC89957WLduHWJjY/Hs2TPh+6FDh8LV1RWBgYH4+eefUatWLaxduxbvv/9+meddFQwMEREREREREREV46233sKrV6+K/X7dunUKwwcPHsS2bduwf/9+GBsbo0OHDnB2dtZxLjXHR8mIiIiIiIiIiLSkY8eOWLNmDUJCQrB06VI8fvwYXl5eaNOmDX744QeDeiMZwMAQEREREREREZHWWVhYYMSIETh06BCuX7+OAQMGYOPGjXB3d8d7772n7+wJGBgiIiIiIiIiItKh+vXr48svv8S0adNgaWmJY8eOqb2MtLQ0XLx4Uet5Yx9DREREREREREQ6cvHiRfzxxx84cOAARCIRBg4ciJEjR6q9nIiICPTv3x8JCQlazR8DQ0REREREREREWhQTE4Nt27bhzz//REREBNq2bQs/Pz/4+PjAwsJC39lTwMAQEREREREREZGWDBkyBGfPnoWdnR2GDRuGkSNHwtXVVel89erVK/F7qVSqrSwqYGCIiIiIiIiIiEhLjI2N8dtvv6F3796QSCQqz5ednY0xY8bAzc2tyO+fPn2KpUuXaiubAgaGiIiIiIiIiIi05M8//9RovmbNmsHR0bHYN5YFBwfrJDDEt5IREREREREREelZr169kJSUVOz3NjY2GD58uNbTZYshIiIi0pqMjAzExsYiNTUVLi4uMDMz03eWiIiIiMqFqVOnlvh97dq1sXbtWq2ny8AQERERlSgnJwdxcXGIjY3FixcvEBcXhxcvXiA2Nlb45I9//S6XsbExmjdvjjfffBNt2rRB//79Ua1aNT2uCREREZVWRkYGVq1ahadPn6JGjRpwcHAQ/rZo0QLm5ub6zmKlMXToUKxatQoODg6lWg4DQ0RERJWQVCrFy5cvFQI7sbGxRQZ9EhIS1Fq2qakpzMzMkJSUhBs3buDGjRsA8po/T58+HRMnTkSVKlV0sVpERESkJplMhsTERMTExAh1gn///RedO3dG8+bNFaa9desWPvzwQzx48KDIZd2/fx8uLi5lkW0CcPnyZWRmZpZ6OQwMERERVQDZ2dkIDQ3FP//8g/T0dLz99ttwcXGBSCQCAMjlcty4cQO//fYbDh48iJiYGMhkMpWXL5FIULNmTeGOYM2aNRU+r98trFq1KgDg8ePH+Pvvv3Hjxg0cOnQIoaGh+Prrr7FmzRrMnj0bo0ePhrGxsU62BxERERUWHh6OwMBAXLp0SeFGUG5ubpHTv/XWW5g4cSK8vb2xevVqzJ8/Hzk5OXBwcMCHH36IxMREodVwbGwsatasWcZrRNrAwBAREVVKSUlJiI2NhYWFBSwtLWFhYQEjo5Ivi3K5XAi0GIK0tDQsXrwYhw8fxsOHDwtV6urWrYsePXqgTp062LFjB+7fv6/wvUgkQvXq1QsFdooKANnZ2UEsVu+dFc7OznB2dsa7776Lb7/9Fn/88QcWLVqEx48f47PPPkNQUBB27dplUNuUiIioonnw4AECAwMRGBiIu3fvFjudnZ2dUCcwMjLCyZMnceHCBVy4cAFVqlRBeno6AKB///5Yv349qlevXlarQDrGwBAREVV42dnZ2LdvH86dO4fQ0FCEhoYiJiam0HRmZmawtLQUAkXm5uZIS0tDcnIy/v33X6Snp6NTp07w9fVFv3799LAm/3f58mWMHTsW4eHhwriqVauiadOmMDIywpUrV/D48WP88ssvwvdmZmbw8fHByJEj4e7uDnt7e6XBMG2RSCQYNWoUhg0bhoCAAMycORP79+/H3r17MXDgwDLJAxERUWUgl8vxzz//CMGg128MSSQSdOvWDf369YOzs7PCDSETExOF5Tx//hwBAQHYuHEj4uLiYGFhAX9/f4wePZo3dSoYBoaIiKjCiomJwcaNG7Fx48YiA0FWVlZIT0+HVCoFAGRmZiIzMxMvX74sdpn5d84aNmyIKVOmoE2bNjrLf1EyMzPxzTffYOXKlZDL5ahduzb8/PzQsWNHODo6ChW1tLQ0nD9/HidOnEBERAQ8PT0xdOhQvXf+bGpqikmTJiEuLg5+fn6YNm0aevbsCUtLS73mi4iIqDyTyWS4ceMG9u7di3379iEsLEz4ztjYGN27d8egQYPg7e0NOzs7lZbp6OiIb775BrNmzcKJEyfQrFkz1K1bV1erQHrEwBAREZUrUqkU586dw+HDh5GUlIScnBzhk5ubi9zcXOTk5CAzMxNXrlwRHq9ycHDA8OHD0axZMzRp0gQNGzZE1apVIZfLkZ2djdTUVOGTlpYmfCwsLFC1alVYW1tDLpfj119/RUBAAMLCwvDZZ5/B2dkZ+/fvR+PGjYvNs0wmQ0pKCpKSkvDvv/8q/JVIJOjfvz8sLCyUrvvNmzfx0UcfISQkBAAwatQoLF++vMhgj4WFBTw9PeHp6anhltatmTNnYvv27YiKisK3336L7777Tt9ZIiIiKldycnJw/vx57Nu3D/v378fz58+F70xMTNCzZ08MGjQIXl5esLGx0TgdU1NTvbeUJt1iYIiIiAyGVCrF5cuXcfDgQfzzzz9wcnKCq6srXF1dYW1tjf3792PXrl1Ftv4pTseOHfHpp59i4MCBhZpIA3n97JiamsLU1FSlO2hLlizBzJkz8euvv2LFihWIiopC586d8ccff6Bnz57CdMHBwViwYAHOnTuHpKQkyOXyYpfZpk0bHDhwoNj0s7Oz8d1338HPzw9SqRQ1a9bEunXr4O3trcIWMExVqlSBv78/Bg0ahB9//BEffPAB3Nzc9J0tIiKiEsXFxeHmzZvC59GjR+jduzfmzJlTJq1fMzIycPz4cezbtw+HDh1CYmKi8F3+TSEfHx/06dMH1tbWOs8PadekSZPw3XffwcrKSqXpfX19SxX0yyeSl1RTLQfkcjmSk5NhYmKCsLAwNGrUCBKJRN/ZIio3pFIpQkNDWXZIY7du3cL+/fvRvHlzeHl5qf2WqbS0NJw4cQIHDhzA4cOHS3yMK5+NjQ0GDhyIevXqwdjYGMbGxjAyMhL+l0gkMDY2RpMmTQq9ZlWboqOj0b9/f9y9exdisRjLli2Dl5cXFi5ciG3bthUKBpmYmMDGxgbW1taoVq0aqlWrhhs3biAxMRFNmjTBkSNHUKtWLYV5goODMXbsWNy+fRsAMGTIEKxatarCdPg4aNAgHDx4EJ07d8bx48fZZ0ElwWsPkeZYfspOeno6zp49KwSBbt26hWfPnhU5be3atbFixQr4+PhofC2TyWTYsmUL9u3bhzp16sDd3R3NmzeHk5MTTp8+jX379iEoKEjoBBoAqlevDi8vLwwYMADdu3eHmZmZRmlXFlKpFGFhYahbty6sra0Nrt5hZ2eHBw8ewN7evkzTZWCIqJJj5aJyy87OxrVr1xAbGwuJRCJ8atSogVatWhV7TMjlcly4cAFLly7FsWPHhPE1atTAyJEjMWrUKIjFYty+fRu3b9/GnTt3IJFI4OLiAhcXFzRo0AAxMTHYv38/Tp06hczMTGEZ1apVQ58+fdCxY0dER0fj4cOHCA8PR2xsLDp37oxhw4ahV69eRbb+KWtSqRTBwcFYvXo1tm7dCgAQi8XCa+AHDx6MqVOnonbt2qhWrVqRlbX79++jX79+eP78OerVq4cjR46gdu3aOHjwILZs2YKgoCBIpVLY2tpi1apVGDp0aJmuo65FRUWhRYsWyMjIwObNm/H+++/rO0tUBnjtoYpAKpVi//79SE9PR9++fbVy117VdFl+dCskJAQBAQHYunUrkpKSFL4TiURo2LAhWrdujdatW8PW1haLFy9GZGQkAKBPnz5YtGgR3N3dCwUd0tLSsH//fiQnJ8PT01Ohv5779+9j0qRJuHDhgtL8OTk5YcCAARgwYAA6depUZi+SqAgMPTBka2uL0NBQBobUxcAQUemwclHxSaVSpKWlCf3nJCcn48qVKzhx4gTOnj2LtLS0IuezsbFBjx490Lt3b7Ru3RovXrzAkydPEBUVhbNnz+Ly5csA8gIhnp6euHnzJl68eKFRHp2dneHt7Q0vLy+89dZbarc60pf88tOwYUOsWbMGM2fOhEwmQ48ePbBo0SJ4eHiotJyoqCj06dMHjx49gr29PWQyGRISEoTvvb29sXbtWjg4OOhqVfTKz88P8+bNQ82aNREcHKz3DrJJ93jtofLu1q1b+Oyzz3D9+nUA/+/cd/Dgwejfv79Og0QsP5p59eoV1q9fj5SUFLi5uaFp06Zo3LgxjIyMEBUVhYcPH+Lhw4c4ePAgzp49K8xXp04ddOrUCR4eHmjdujVatGhR6DGfjIwM+Pn5Yfny5cjJyQEANGrUCIMGDcKgQYPw6tUrbN26FYGBgQr1Lg8PDwwcOBCpqalYsWIFcnJyUKVKFUyePBnZ2dm4e/cugoODERsbi8aNG8PHxwc+Pj5o1aqVwQU0yovyEBi6ceOG0u4NtP2YIANDRJUcKxeGJScnBwkJCQodIBfsEDl/OD09XaHD5NeHX5/29dY4RbG3t0fDhg0hk8kglUqRm5uLiIgI/PvvvyXOZ2pqig8//BBffvkl6tevj5ycHBw5cgS//vorjh49ChMTE7Ro0QItW7ZEy5YtAUBo/RMeHo4qVaqgb9++8Pb2LvKuWnlQsPzcunULWVlZaN++vdrLiomJQb9+/XDv3j0AQK1atTBixAiMGjUKjRo10nbWDUpWVhY8PDyEDr1Xrlyp7yyRjvHaQ+VVUlIS5s+fj/Xr10Mmk8Ha2hpOTk74559/hGnyg0RDhgyBt7e31oNELD/qyc7Oxs8//4xvv/1WoT8eIK/1j0QiEV5UkU8sFqNv376YMGECevToAbFYrFJaoaGhmDt3Lg4fPozs7Owip2nQoAHeeOMNXLp0SWhhnK9v37748ccfC735K/9lGFR65SEwVFKe5HI5RCKRwg1EbWBgiKiSY+VC/3JycnDq1Cns2LED+/btQ0pKik7SkUgksLS0hIWFBZo0aYLu3buje/fuaNGiRaEKT25uLq5du4agoCAEBQUhPDwcjo6OcHZ2Rt26dVG/fn0MGzYMb7zxRpFppaenw9TUtMIfU9ouP69evUJAQACaN2+OHj16VKqm4adOnYKnpyfEYjEuX76MVq1a6TtLpEO89lB5FBERgXfeeQfR0dEAgGHDhuH777/HG2+8gQcPHmDPnj3Ys2ePEOAH8oJEAwcOREBAAMzNzbWSD5Yf1cjlchw4cAAzZ85EeHg4AMDNzQ1vvfUWQkJCcP/+feHHtbm5ufCyi+bNm2PEiBGoU6eOxmknJyfj0KFD2LNnD4KCgmBqaop3330XH3zwATp06ACRSITY2FgcOHAAf/31F/79919MnToVAwcONLhARUVTHgJDW7ZsURpQ7tSpk1bTZWCIqJJj5aLsPH36FHv27EFiYiKys7ORmZmJpKQkHDt2DPHx8cJ0IpFICOAU/Jv/v6WlJapUqSL8r8qwiYmJwV38yjuWH+0aOXIkdu7cibZt2+LcuXMq36Gl8odlh8qbjIwMdO7cGXfu3IGLiwtWr16N7t27FzltUUGi1atX45NPPtFKXipC+ckP2jg6Oqr82PXrMjIysGHDBpw9exY9evTAqFGjFN4IduvWLXz11VfCI2E1atTAN998g9GjRws3XeRyOeLi4pCTk4NatWrp7JqTlZUFsVhcbh6Tr+jKQ2CIfQxpgIEhotKpCJULQ3f16lWsWrUKgYGBkEqlRU5jb2+PIUOGYPjw4WjXrh1/EJcTLD/aFR0dDXd3d6SkpOCnn37C2LFj9Z0l0hGWHSpP5HI5Pv74Y2zZsgX29va4du0aHB0dVZo3vw+1rl27KrysoTTKe/lJTk7GuHHjsHfvXgB5/egtXLgQTZs2BZDXavnYsWP47bffEB8fj27duqFPnz5o3bo1cnNzsXnzZnz33Xd4/vy5sMxq1aph7NixGDJkCH766Sds3boVcrkcpqammDJlCr766iu+up0AMDBUHAaGiCq58lS5kMlkSEtLQ0pKClJSUpCamir8X/CTmpoKMzMzvPvuu0L/NprIf03p0aNHcezYMbx69QqOjo6oXbs2HB0dC30sLS0REREh9KNz/vx5/P3338LyOnfujObNm8PExARmZmYwMzND69at8c4771Sqx4YqivJUfsqLVatWYdq0abC1tcW9e/dQvXp1fWeJdIBlh8qTTZs2YcKECRCLxThy5Ai6deum8rxRUVFo2LAhxGIxnjx5gho1apQ6P+W5/Ny/fx9Dhw5FWFgYjIyMIJPJIJPJIBKJMGLECNSuXRtbt25VCPrkq1GjBszMzPDkyRMAeZ1CDx8+HIGBgcKjYq8bNmwYFi9eXKi/HqrcDD0w1KJFC5w+fRq2trZlmi4DQ0SVnKFXLh49eoRNmzbhzz//xPPnz6HJKat169b46KOPMHz4cFStWlXp9JGRkTh69CiOHDmCM2fOKO28WRkTExO89957mDRpElq0aFGqZZFhMfTyUx7l5uaiXbt2CA4Oho+PD6ZOnQp3d3dUqVJFq+nI5XL88ssvsLS0xPDhw7W6bFKOZYcMVWxsLKytrYX+gG7evIkuXbogKysLixcvxldffaX2Mjt06IAbN25g7dq1+Pjjj9WaNyEhAf7+/sjKykLHjh3RqVMnVK9evdTlJzc3t0xvSMnlcuzatQuffPIJ0tLSULt2bWzfvh1WVlaYP3++0HooX/Xq1TFy5Eg0atQIQUFBOHnypNAHo4ODA2bOnImxY8fC1NQUMpkMhw4dwqpVq3D27Fm0b98ey5YtQ7t27cps/aj8MPTAUHx8fImthXJzc3Hnzh2NHsEsCQNDRJVcaSrnL168wJ9//omdO3ciOjoaUqm02I+ZmRnq1auH+vXro0GDBsL/9evXR506dWBsbAyZTIb4+Hg8e/YM9+/fx9atW3HmzJlC6YrFYlhZWcHKygqWlpbF/h8ZGYn9+/cLrw01NzfH4MGDMWbMGHTq1Em4EGRnZ+PixYs4cuQIjhw5gtDQUIX0nJyc4OnpiT59+qBu3bqIjo5GdHQ0nj17hufPn+P58+fC/6mpqXB2doaLiwtcXFzQqFEj+Pj4oGbNmprtIDJo/HGrG5cvX0aXLl2EYbFYDFdXV3Tp0gUrVqyAqalpqdM4f/48unfvDpFIhEuXLmm9gkUlY9khQxMTE4OJEyfi0KFDAPLeDFmvXj1EREQgJiYGXl5e2L17t0aPei9btgyzZ89G9+7dceTIEZXnO3z4MCZMmIAXL14ojHdxcUGzZs3Qp08fvP3222jQoIHSH7e5ubm4evUqgoKCcOzYMdy6dQvTp0/H4sWL1V4fVclkMly5cgV79+7Fvn37EBkZCQDo2rUrfv/9d4XWU9evX8eyZcuQnZ2NESNGwNvbW+Fcn19Xi4+Ph5eXV7E3C7Kzs2FsbGxwP/bJcBh6YMjOzg4PHjwQgkMdO3bEzp07Ubt2bQBAXFwcmjRpwreSFcTAEFHpFFU5l8vlyMzMFF57XvD15wkJCfjrr79w7NixQq/Z1IREIkHNmjXx8uXLQq/2FIlE6N27Nz766CN07NgRVlZWMDc3V/kkHh8fj23btmHTpk0ICQkRxru6umLw4MEICQnByZMnkZqaqpCfTp06wdPTE56enmjatKnK6eW/QpIqB/641Z0dO3bg999/x+3btxEbGyuMX79+PcaMGaPSMkoqj15eXkJ/H+3bt8fZs2dZdssQyw4ZCrlcju3bt+OLL77Aq1evipymfv36uHLlCqpVq6ZRGo8ePUKTJk0gkUjw9OlTpY/IpqSkYPr06di0aRMAoHHjxujSpQsuXryIf/75p1DraQcHB6E10VtvvQV3d3cYGRnh6dOnOH78OIKCgnDq1CkkJSUVSmvHjh0YOHCgRutVlOzsbJw5cwb79u3D/v37Fc7fZmZmmDx5Mr755hs+Pk96Y+iBoYJ9DDk5OeH8+fNwdnYGkBcYaty4MRITE7WaLgNDRBWUXC5HTEwMwsLChM/Dhw8RFhaGuLg4yGQyyOVyyOVyoUNkuVwuPOut6qmhffv2GDlyJN58801IJJJiP6mpqYiMjERERAQiIiLw6NEjREZGIjIyUuFRLZFIhDfeeAO1a9dGr169MHr06FK9LvT17XHt2jVs2rQJO3fuRFpamsL3NWrUEAJBPXr00LjyR5ULf9yWjRcvXuCHH36Av78/3N3dcf36daUVuStXrqBPnz6YPHkyFixYoPDdrVu30K5dO0gkEpiamiI9PR2bN2/G+++/r8vVoNew7JC+yeVyhIaGYt68ecJjTK1atcIvv/yCN954A5GRkXj06BGio6Ph4+ODevXqlSq9tm3b4vbt20qD2+fOncO4ceMQFRUFkUiEKVOmYMGCBcKjba9evcLFixdx8OBBhISE4MaNG4VuqllZWaFmzZqF+t2xs7ND9+7d0atXL9y6dQtr166FtbU1rly5AhcXl1Kt3507d+Dv74/Dhw8rBKCqVq2Kvn37wsfHB7169YKFhUWp0iEqrYoQGGKLoSIwMESVgUwmw8WLF7F7926cPn0aMpkMJiYmMDY2homJicL/EokEMTExePjwofAsdmmYm5sX+br0du3aYeTIkXB1dS31usXExCAmJgb29vaoVauWzl/nmZKSgt27d+P48eNwc3NDnz590KpVK74JjNTGH7dlJzExEfXq1UNGRgZOnjyJt99+u8TpPT09cerUKQDA8ePHFR5Ny++s9P3330fjxo0xb9481KpVC/fu3VN43THpDssO6UNqairOnDmDoKAgBAUFISoqCgBgZGSEr7/+GjNmzNBZHWTp0qWYO3cuevbsKTyu9rrMzEzMmzcPP/74I+RyOZydnbFx40Z07ty50LSvl5+cnBxcv34dFy9exMWLF3Hp0iUkJycDyHsMt23btujVqxd69+6N1q1bC+UtJycHPXv2xKVLl9CiRQucP38eZmZmAPIe5126dCmcnZ3h7+9fYv1IKpVixYoVWLBggfDofs2aNdG/f3/4+PigS5cuMDExKfX2I9IWBoaKxsAQkYGSyWS4evUqdu3ahcDAQERHR6u9DLFYjHr16qFhw4YKn1q1akEikUAkEkEulyMiIgIuLi4wMjKCSCSCWCwWgkAsT0TF44/bsvXpp5/il19+waBBg7B9+/Zip7t58ybat28vDDs7O+PmzZuwtLTEgwcP0KJFC8jlcty6dQsNGjRAixYtEBkZiVmzZhVqXUS6wbJDZUEulyMkJEQIBF24cEGhdY2JiQm6deuGhQsXolWrVjrNS1hYGJo1awaJRIJnz57Bzs5O+O7mzZv46KOPhEfex4wZg2XLlsHKyqrIZZVUfqRSKe7du4fo6Gi0b98eNjY2xebp2bNnaNu2LV6+fImPP/4YkydPxpw5c7Bv3z5hmpLOi5GRkRgzZgwuXrwIAOjfvz++/PJLoUUmkSEy9MCQnZ0drl+/Djs7O8jlcri7u+Pw4cPCExTx8fFo27YtA0MFMTBE5YlMJsPTp0+FV5mHh4cjJydHoSPm1NRU7NmzB3v27MHTp0+FeatWrYoBAwZgwIABsLGxQXZ2tvDJyclR+Fu9enU0bNgQDRo0UNpJKyvnRJpj+SlbwcHB8PDwgEQiQVhYGJycnIqc7v3338fu3bvRv39/3LlzB48fP8b48eOxZs0ajBs3Dlu2bIG3tzf27NkDANi7dy+GDh0KU1NT3L17t9SPjJByLDukDc+fP0dmZibeeOMNoTPilJQUnD59WggG5b/aPF+9evXQu3dv9O7dG127di3TR5s8PDwQHByMDRs2YPTo0cjJyYGfnx++++475ObmwsHBAevXr0ffvn1LXI42y8/x48fh5eUFuVwOsVgMmUwGsViMXr164ejRowCAbdu2YciQIcI8crkcW7Zsga+vL1JTU2FlZYWVK1figw8+MLgf2UQFlSYwFBAQgNWrVyMuLg7NmjXD0qVLS3x5xU8//YRNmzbh2bNnsLW1xYABAzBv3jyhdV5RbG1tFfJUsL/E/GFtB4bY6xeRlslkMkRHRysEfx4+fIjw8HBEREQgKytL5WVZWVnB29sb7777Lnr06KGVN/EQEZVX7u7u6NKlC86ePYsNGzZg0aJFhaZ59OgRAgMDAQDz5s1DQkICevfujQ0bNsDDwwPbtm0DAMyYMUOYZ8CAAejWrRtOnz6NGTNmYMeOHfxxQ2TA0tPTMXv2bKxdu1YYZ2VlhRo1auDJkyfCI00AYGpqii5dugjBIFdXV72V78GDByM4OBiBgYFo164dxowZgxs3bgAAhgwZgtWrVyu0JCoLPXv2xKxZs7BkyRLIZDL069cP3377Ldzc3DBz5kz4+/tj3LhxcHFxQcuWLREfH4+JEycKrYo6deqETZs2MaBOFV5gYCDmzJkDf39/eHh4YP369Rg8eDD+/vvvIl8vv2vXLixYsACrV69Gu3btEB4ejs8++wwikQjffvttsekcOHBAl6tRrArTYkgikeDRo0dwcXEp8ztPWVlZSExMxKuDLVsVAAAgAElEQVRXr4S/r169QkJCAoyNjdGoUSM0bNgQTk5OCs/oSqVSpKamIjk5GampqUhJSRE++eMzMzPRpUsXvkbXwMjlcsTGxioEf8LDw/Ho0SM8evQIGRkZxc5rbGyM+vXrw8XFBQ0aNICJiQkiIiKEjpmlUin69u2LIUOGoGfPniVGlLVBKpUiPDxcL2WHqLxj+Sl7e/fuxXvvvYfq1avj4cOHhc6RU6ZMwYYNG9C7d2+hQ9kvvvgCP//8szBNt27dcPjwYYX57t27h3bt2kEmk2H8+PFYsWIF35qjQyw7pKm///4bY8eOxcOHDwHk9YVYsN7VoEED9OrVC7169ULnzp2LfbV5WQsNDUXLli1hZGQEIyMjZGZmwsbGBj/88AOGDh2q8nK0XX6kUil27twJZ2dndOjQQWH8wIEDcfz4cTg5OWHBggWYNWsWYmNjYWxsjHnz5sHX15dlmMoVqVSKR48eoW7dugCgECg2NTUt9kZ8jx490KpVKyxbtgxAXmOAZs2a4eOPP4avr2+h6adPn46wsDCFRzPnzJmD69evC63xDEmFCQw9fvxY5bcoqSorKwvx8fGIi4tDbGws4uLihE9sbCzi4+Px6tUrhTcqlcTMzAz29vbIyMhAamqqyvMBeW9+Gjt2LNq0acO7mFomlUpx8+ZNHDt2DKmpqahfvz4aNGiABg0awMrKCk+ePCnyk56eXuwyJRIJHB0dUadOHYVP3bp14eDgUOwFNP8Y5j4mIipabm4uvLy88OLFCyxcuBD9+/cXvktMTESfPn2QlZWFgIAAvPnmmwCAjIwMDB06VHg8d8OGDWjbtm2hZW/fvh1Lly6FXC5Hhw4d8P333xfbxwcRla2cnBwEBATgl19+gVQqhb29PRYsWIAOHTogPT0dL1++REJCAqpXr66Vt5nqypAhQ4S3hXXq1Anz589HjRo19Jyr4iUnJ2PkyJEKj+TVr18fS5YsQePGjfWYMyLNiUQi1K1bF82aNUNqaqowfsaMGZg5c2ah6bOzs1GrVi389ttv6NevnzD+008/RVJSktAa+XW7du3CtGnTEBgYCA8PD0RFRWHYsGEYOnQopk6dqnHe79y5gyVLlmDHjh0aL6MoFSYwpG6LoZycHISFhSE6OhrPnz9HdHR0of9fvnypcj7EYjFsbGyEj52dHWxsbJCeno6wsDChL5miGBsbw8rKSvhYWlrC2toalpaWyM7OxpEjR4TXibdr1w49evRQeA24i4sL+vbtW+xbFHJzcyv0Xc/Hjx9j2bJlOHToEExMTIrdlgWHzc3NceHCBezZswcvXrxQO12xWIw6deoILX9cXFyET926dXX+Zi1t4V1bIs2x/OjHsmXLMG/ePLRu3RoXLlwQgukLFiyAn58fPDw8cP78eYUg+8WLF9GvXz+0b98eR44cKTYAf+DAAYwePRrp6elo0qQJAgMDhTeBkPaw7JA6QkJCMHbsWNy6dQsAMHToUPzwww8ldqxsqA4cOIBFixZh/PjxGDt2rEY3A8u6/Dx48ABdunRBcnIyJk2ahEWLFum8RTuRrmjSYigmJgZubm4ICgpSuLE0b948XLp0CSdOnCgyrZ9//hlz586FXC5Hbm4uPvroI/j7+yvN48mTJ3HmzBkYGxtj1KhRcHZ2RlhYGBYsWICjR4/inXfewa5du9Rd9RJVmGhB/kkxP1hSkkOHDuHLL79EZGSk0uWamZnB0dERtWrVQq1ateDo6CgMOzo6wt7eHra2tqhatWqJr3LMyclBZGQk4uPjhSCFlZUVrK2tlfYbExUVBX9/f/z666+4evUqrl69WmiamjVr4sMPP8TYsWPh5OSES5cu4dChQzh48CAePnwIY2NjIV0LCwshSPL6//kfa2tr9O7dG40aNVK6fcqKTCZDamoqLC0the385MkTLF26FJs3by426KYqGxsbDBw4EPXr10dISAju37+PBw8eIDMzE05OTgpBn/xPvXr1KlSfP6qUHSIqGstP2Ro3bhy+/fZb3Lx5E/369UPbtm3h4eEhPC42ffr0QjdEOnfujIiICFhZWZV4s8THxwenT5/GwIEDERISgi5duuD69etwcHDQ6TpVViw7lVdQUBBCQkLg4+NTbPBVJpNhzZo1mD17NrKysmBjY4PVq1er9diVofHx8YGPj49WllVW5adp06a4desWUlNT0aRJE52nR1RWdPlWsgsXLsDf3x/Lly+Hh4cHIiMjMXPmTCxbtgzTp08vdr6tW7diypQpsLGxwb///outW7di8eLFmDFjBgYOHIhLly7p5Hd6hWkxpMpbyR4/fowvv/xS6NDJysoKdevWRe3atYsN/BTsFVyfXrx4gV9++QUxMTGQSqWQSqXIzs7GyZMnERsbCyAv4mllZYXk5ORSpWVkZIQvvvgCs2fPLtO3NRT077//YuPGjVi7di2eP38OIG+/Va1aFbGxsUJAqHv37pg6dSqqVq2K5ORkhf6aivrk9+nUoEEDDB06FD179oSJiYlC2lKpFLm5uRUq+FMUvhmGSHMsP/rz5ZdfYs2aNYXGu7i4IDg4uNT74/nz5+jZsyfCw8OxatUqTJgwoVTLI0UsOxVfUlISzM3NC9Wv5HI5li5dinnz5gnjOnTogPfeew89evRAcnIyYmJi8OLFC+zYsQNnzpwBAPTq1QsbNmxArVq1ynI1DBLLD5HmNHkrmSaPkvXp0wdt2rRReFHGjh074Ovri2fPnhXbqKRTp04YNmwYJk+ejP3792P06NFo06YNfv31Vzg6OmqwxqqpMC2GSpKVlYWVK1fiu+++Q0ZGhsEEPdTl4OCA2bNnFxqfk5ODAwcOYOPGjThx4gSSk5NhZ2cHT09P9OvXD2+99RZyc3ORkpKCtLQ0ISiSmppa5Cc8PBynT5/G8uXLsXPnTvj7+8Pb21vlANlff/2Fw4cPo2HDhmjfvj08PDzU7vQvKioKa9aswaZNmxSe+wQgBHeAvA5E586di7feekut5auCdzGJiAzXihUr8OGHH+Lvv//GtWvXcO3aNURFRWHx4sVaOXc7OjpixIgRWLBgAc6fP8/AEJEabt++je7du8PCwgKzZs3C2LFjYWJigpycHHz22WfYvHkzAKB58+YIDg7G5cuXcfny5SKXVaVKFXz//ff4+OOPDeZmLRFVLiYmJmjZsiXOnj0rBIZkMhnOnTuHcePGFTlPRkZGoeBPfv2kpLY5UVFRQqtCb29vGBkZYeHChToNCgEVKDAUEBCABg0aFGpWderUKUyePBlhYWEA8pqSr1q1Cm5ubvrIpk4YGxtj0KBBGDRoEKKiopCQkICWLVuWqmJ88OBB+Pr64vHjxxgyZAgGDx6MTZs2wdzcvNh5EhMTMXnyZOzcuVNhvEQiQatWrbBgwQL07NmzxHRv3LgBf39/BAYGCv0qubm5wdfXFwMHDkRmZiaSkpKQnJwMc3PzCrUfiYhIdSKRCC1atECLFi2KrZSV1ttvvw0gr38iuVzOH6WkdYmJiRg9ejQsLCwwbdq0MnsL7T///IOwsDChBbpMJkPTpk3RvHnzUi87JycH48ePF27kTZkyBStXrsTXX3+N7du349SpUxCLxVi5ciU+/fRTREdHY9euXfjzzz8RHBwMe3t7ODg4wMHBAXXr1sWkSZPg6uqqhbUmItLcxIkTMXHiRLRq1QqtW7fGTz/9hLS0NIwYMQIAMGHCBLzxxhuYP38+AMDT0xPr1q1D8+bN0aZNG0RERGDJkiXw9PQs8Xd6RkaG8JtbJBLB1NS0TB5nrzCPkjk5OSElJQVNmjRB37590a1bN2zZskUIUtSsWRNLly7Fe++9x4qditLT07FkyRKsXLkSOTk56NSpEwIDA4vs6O/o0aP45JNPEBMTA4lEgjFjxuDly5e4evUqoqOjAeR11rxo0SJMmzZNYR/IZDIcPnwYK1euxPnz54Xx3bt3h6+vL3r27Ml9pkNsjkykOZafii0jIwPVq1dHTk4OQkJC0KBBA31nqcJg2cmr/wwaNAiHDx8WxvXs2RMzZszA22+/rZO6T05ODubPn48VK1YUumMtEomwfv16fPTRR6VKw8/PD/PmzYOtrS1mzJiBlStXKrzkw9LSEn/88Qf69OlTaF4GYFXD8kOkOU0eJcu3YcMGrF69GnFxcXB3d4efnx/atGkDAPDy8kKdOnWwbt06AHkvgFqxYgV27NiBmJgY4YmeuXPnomrVqsWmYWtri9mzZ8PS0hIA8M033+Dzzz+HnZ2dwnSffPKJuqteogoTGBo2bBhOnDghtDLJJxaL8emnn+Kbb74pcQdQ8c6fP49BgwYhKSkJTZs2xaFDh1CrVi3I5XJcvnwZa9aswe7duwEADRs2xObNm4UCAgBPnz7Ft99+i02bNgEABg8ejICAAEgkEvzxxx/44YcfhBZdRkZGGDZsGL744gu0aNGi7Fe2EmLlgkhzLD8VX9euXXHp0iUEBATgww8/1Hd2KgyWHWD58uX4+uuvYWpqCm9vb/z1119CPdbT0xO7du3Saj+Hjx49wgcffIDr168DANq0aQNzc3NIJBKkpqYK40vTp1ZISAjefPNNZGdnY9OmTRg5ciTS0tKwdu1aLF++HFZWVtizZw9atmyptfWqjFh+iDRXmsBQWWjevLnSPIlEIty+fVur6VaYwJCJiQmuX7+OqKgoHDlyBGfOnIGrqyuWLVuGVq1a6Tub5d7du3fh5eWFFy9eoG7duvj888+xZcsW3L17V5jm888/x+LFi4t93Gzjxo2YMmUKcnJy4OLigqSkJMTHxwMAqlatinHjxuGzzz5D7dq1y2SdKA8rF0SaY/mp+ObMmYPvv/8eH374IQICAhS+k0qlOH78OLp06VLio9ZUWGUvOxcuXEDPnj0hlUqxbt06jBs3DpGRkfD398fmzf9j787joioXP45/zgwIqCwqoCi4b+WSmrtmqdmtLH9ZpuWamrZqi6bdyiwry7Xcu2nmdcEyNVPzlmvu5r7hipjiigiyKOvM+f0xMYrgAoKIft+vFy/mzDlznmeUB858z7NMIykpibfeeosRI0bkSHnBwcH06dOHuLg4ihQpwrfffkvbtm2d+03TZMCAAYwZMwaAESNG8NZbb2WpDJvNRvPmzdm0aROPP/44v/76a7oPN8nJyQAZJqOWrLvX24/IrbjTg6G8clcFQzdalUxuzdGjR2ndujWhoaHO59zd3XnhhRd47bXXbiqA27hxIx06dHB2KU4Lmbp3746np2eu1V2uTRcXItmn9nP3+/3332nTpg0VKlRg//796falDZnp3bt3piukybXdKW3HZrPlavmJiYmsWbOGEiVKUK1aNaxWKxEREdSvX59Tp07x4osvMm3atHQfTBYtWsRzzz0HwK+//prpkKubFRcXR9++fZk1axbgmDdr2rRpBAUFZTjWNE0GDRrE8OHDARgyZAjvv//+TZc1btw4+vXrh6enJzt37sy0DMkZd0r7EcmPFAxlTsGQZMm5c+fo2LEjERERdO/ena5du1K0aNEsnePUqVOMHTuWOnXq8Oyzz+LictfMgZ4v6eJCJPvUfu5+MTExFC9eHLvdzt9//+1cKttms1G5cmXCw8MpWLAgx48fx8vLK49rm3/cCW3nf//7H127dqVNmzZMmjQpx3uy7N27ly5duhASEgI4ekc3atSIyMhItm7dSpUqVdi4caNzHokrvfPOO0yYMAFfX1+2bt16zSXak5KSmDlzJitXrqR+/fo8//zzzmO3bt1K165dCQ0NxWKxMGjQIN5///3r/nubpskXX3zBkCFDAPjggw8YPHjwNT84nTlzhg0bNrBhwwamTJnCpUuXGD9+PL17987Sv5VkzZ3QfkTyqzs9GEpISGD16tU8/vjjAHz66afOHpfgmCrnww8/xN3dPUfLVTAkco/TxYVI9qn93BsaNGjAjh07mDlzJu3btwdg6dKlPPXUU85jJk2aRM+ePfOqivlOXred8PBw6tWrR1RUFOBY8GLOnDk50nvZNE0mTZrEwIEDSUpKokiRIqSkpBAfH+88xsPDgw0bNlCtWrVMz5GYmEjTpk3ZvXs3zZs3Z8mSJen+nWJjY5k8eTJjx47l9OnTzucNw6BZs2bUrFmTSZMmkZqaSunSpZk+fTqNGze+6fcwYsQIPvzwQwD69evH0KFDnR+e7HY706ZNY9SoURw+fDjd61q0aMGSJUsyLNEsOSuv249IfnanB0NTp05l6dKl/PjjjwAEBQVRtWpVZxB0+PBh+vbty+uvv56j5aqrhoiIiMh1NG3alB07drBu3TpnMJS2oIKfnx/nzp1j6tSpCobykGmavP/++6xZs4Zp06ZRpUqVax6bmppKt27diIqKokqVKpw4cYIVK1bQqlUrFi5ciL+/f7brce7cOXr16uVcaeyJJ55g8uTJFC1alD179rB+/Xq2b99O+/btrxkKgWOo/qxZs2jQoAGrVq1iwIABVKlShbCwMEJDQ1mzZg0XLlwAIDAwkA4dOrBhwwY2btzI6tWrWb16NeBY8GPixImZrih7Pe+99x7u7u7069ePUaNGkZSUxKhRo9i1axd9+vThr7/+AhxBVPXq1WnSpAmNGzembdu2CoVERG7Bzz//TN++fdM9N3nyZMqWLQvATz/9xPfff69gSEREROR2atq0KePGjWPt2rWA48P/okWLAJg+fTpt2rRhy5Yt7N69m5o1a+ZlVe9Zc+bM4euvvwYcSwavXr36msOvPv/8c9atW4enpycLFiwgOjqaNm3asH37dh555BEWL15M+fLls1yHZcuW0bNnT86cOYObmxtfffUVr7/+uvNudO3atbO0IEqVKlUYM2YMvXr1Yty4cRn2V65cmffee48XX3zROQzu2LFj/Pzzz6xYsYIOHTrQrVu3bN8N79OnD25ubrz55puMHz+erVu3snnzZux2O4ULF2bQoEF0794dHx+fbJ1fREQyOnr0aLobB25ubukC9wcffJD33nsvx8tVMCQiIiJyHU2bNgUgJCSEqKgoZs2aRUpKCg8++CAtW7bk6aefZv78+fzwww/OcEJunzNnzjhX0PLw8ODYsWO0bt2alStXZugp8+eff/Lll18CMHHiRCpUqOB8/qmnniI0NJSnnnqKbdu23fRKc0lJSXz88cfO//v77ruPGTNm5EhI2LVrV/bt28fvv/9OuXLlqFixIhUqVOC+++6jWbNmGXrnlClThv79+9O/f/9bLhugd+/euLm50bt3bzZt2gTA888/z/DhwylVqlSOlCEiIpfFxMSQlJTk3L5y4SdwDOe9cs6hnKJgSEREROQ6/Pz8qFKlCgcPHmTdunX88MMPAHTv3h2Anj17Mn/+fGbNmsXQoUO1dP1tZJomr7/+OlFRUdSqVYtZs2bx6KOPEhISQtu2bVmyZAkFCxYkNTWVbdu20a1bN0zTpHv37nTo0MF5nsqVK/Pnn3/SqFEjQkND+fLLL50TMF/pwIEDrFy5EsAZykydOpWdO3cC8OqrrzJs2LAc+xkwDINhw4YxbNiwHDlfdnTr1g0vLy9mzJjBG2+8QcuWLfOsLiIid7uSJUuyf/9+KlWqlOn+kJCQa/aIvRUKhkRERERu4KGHHuLgwYOMHj2a/fv34+Hh4QwWWrZsSZkyZTh27Bi//PILHTt2zOPa3n2ioqIYNGgQnp6evPHGG86l0GfNmsXixYtxdXXl+++/p1KlSixevJiWLVuyYcMGWrduTaFChdiwYYNz8ueqVasyevToDGWULFmSb775hg4dOjBy5Eief/55atSo4dy/ceNG/vWvf5GYmJjhtcWKFeO7777j6aefzqV/gbzVtm1b2rZtm9fVEBG567Vq1Yovv/ySxx57LMPKYwkJCQwfPpzHHnssx8vV7HAiIiIiN5A2nGzDhg2AY1Jfb29vwNFzpFu3bgDO3kSSc7Zt20aDBg2YPHkyo0ePpkqVKrz88susWrWKd999F4BBgwY5Q5waNWrwyy+/4O7uzvr161m6dCnx8fEUKVKE//u//2P+/PkUKlQo07Latm1LmzZtSE1N5bXXXsNmswGOnkJt27YlMTGRWrVq8eyzz9K2bVueeeYZXnnlFbZu3XrXhkIiInL7vPvuu0RHR1OvXj3Gjh3LkiVLWLJkCWPGjKFevXpcuHDB+bcvJ2m5epF7nJY8Fck+tZ97x/Hjx6lYsaJze+XKlc6wCBzLn1eqVAm73U5ISMg1u4CLw820HdM0mTJlCu+88w7JycmUL1+eoKAg54pbaerWrcuaNWtwcUnfEX7VqlXMmDGDOnXq8NBDD1GjRo2bWjHr5MmT1KxZk7i4OL755hueeeYZmjVrxvHjx6lfvz5//PHHNYMlkdtBf3tEsu9OX64eHAsJ9OvXj1WrVpEW1xiGQfPmzRk5cqRzhbKcpB5DIiIiIjdQunRpypQpA0ClSpVo0qRJuv1BQUH861//AtRrKCekpKTQs2dP3njjDZKTk3n66afZtGkTy5YtY/369TzzzDMYhoGHhwdTpkzJEAoBNG/enKlTp/Lmm2/ywAMP3PQy6qVKleKLL74A4KOPPqJ169bOYHDBggUKhUREJFeVKVOGuXPnEhoayrJly1i2bBmhoaHMnTs3V0IhUDAkIiIiclPSgp/evXtneoexc+fOAPz++++3tV53o9GjRzNz5kysVitDhw5l7ty5zmXR69Wrx5w5czh48CC7d+/m/vvvz/Hye/fuTaNGjYiPjyckJITixYvz22+/4evrm+NliYiIZMZisaT7yk2afFpERETkJgwdOpSnn36aVq1aZbq/YcOGAOzfv5/ExMQMk0bKzQkPD3cuKf+f//yHrl27Znpcbt01BcfF+MSJE2ncuDFWq5WFCxdSrly5XCtPREQkzfHjx+nfvz8rV65MN5SsZcuWjBgxgtKlS+d4mQqGRERERG6Cl5eXs9dQZgIDA/H19SUyMpK9e/dSt27d21i7u8fAgQO5dOkSTZo0oUuXLnlWj2rVqrF79248PDzw9/fPs3qIiMi948SJE7Rq1QoXFxc++OADqlSpAjgWQZg6dSqPPfYYK1asoFSpUjlaroaSiYiIiOQAwzCoXbs2ADt27Miw3zRN3n33Xd5++23y+dofuebPP/9k7ty5WCwWvvnmmzyfFLRMmTIKhURE5LYZNmwYFStWZNu2bbz77ru0bt2a1q1b069fP7Zu3UqFChUYNmxYjperYEhEREQkh9SqVQuAnTt3Zth35MgRxo8fz8SJEzl27NjtrtodLyUlhbfffhuAV199lQceeCCPayQiInJ7rVixgo8++ijT4egeHh588MEHLFu2LMfLVTAkIiIikkOu12No/fr1zsf79u27bXXKLyZNmsS+ffvw9fVl8ODBeV0dERGR2+78+fPXnUOobNmyREdH53i5mmNIREREJIekBUN79uwhJSUFV1dX5761a9c6H+/bt48nn3zyttfvTpGQkMCqVavYuHEjFy9eJC4ujq+//hqAL774giJFiuRxDUVERG6/4sWLc/DgwWvOIbR///5cGeKsYEhEREQkh5QrVw4vLy9iY2PZv38/NWvWdO5Tj6HLBg8ezLhx4zI8X7duXbp165YHNRIREcl7rVu3ZtCgQdSsWRNfX990+86dO8cnn3xC69atc7xcBUMiIiIiOcRisVCrVi3WrFnDzp07ncHQ6dOnOXLkiPO4ezkYMk2TefPmAdC0aVNKliyJp6cnPj4+9O7dG4tFMx2IiMi9aeDAgSxbtow6derw/PPPU7lyZUzT5ODBg8ybNw9/f38GDBiQ4+UqGBIRERHJQbVr12bNmjXs2LGDrl27ArBu3ToAihYtSlRUFPv378dut98RIUhMTAybN2+mZcuWmdYnIiKCjz76iIcffphOnTrdcnk7d+7k1KlTuLu7s2jRIgoVKnTL5xQREbkb+Pj4sHz5coYMGcL8+fOJiYkBwNvbm+eee46PP/44V4Zb5/3ViIiIiMhdJLOVydKGkbVv3x43NzcSEhI4evRontTvan369KF169YMGTLkmvunTZtG9+7d6dWrF5cuXbql8hYvXgxAo0aNMl11RURE5F7m4+PD6NGjCQsL4+DBgxw8eJCwsDC+/vprUlNTGTVqVI6XqWBIREREJAelTUC9c+dO7HY7cLnHULNmzahSpQpwZwwni42N5ZdffgFg+PDh7N69O93+33//nV9++QWLxYLFYuG///0vDz30EIcPH852mb/99hsADz/8cPYrLiIicpczDAM/Pz/8/PwwDAOAM2fOMHTo0BwvS8GQiIiISA6qUqUKHh4eXLx4kcOHD3PhwgX27NkDOObUqVatGgAhISF5WU0AFi5cSFJSEgCpqam88sorpKamAo6Vw95++20A+vbty5IlS/Dz82PPnj00atSI//3vf1ku79SpU2zfvh3DMHjooYdy7o2IiIhItikYEhEREclBVquVBx54AIAdO3awYcMGTNOkYsWKlChRgvvvvx+4M3oMzZkzB4BevXrh7e3Ntm3bGDt2LABfffUVYWFhlCpVikGDBtGiRQs2b95M48aNiY2NpVu3blkeVrZkyRLAsfpYsWLFcvbNiIiISLYoGBIRERHJYVfOM5Q2jKxJkyYAd0wwFBkZyfLlywFHj6ARI0YA8Omnn/K///2PkSNHAjBq1Cg8PT0BKFWqFMuWLaNcuXJcuHCB2bNnZ6nMtPmFcmOpXREREckerUomIiIiksPS5hnasWMHiYmJAM6hU2lDyQ4ePEhqaiouLnlzObZgwQJSU1OpVasWVapUoXLlyvz444+sXLmSZ555BtM0efzxx2nbtm2617m6uvLqq68ycOBAJkyYQI8ePZxzH1zPpUuXWLlyJQBPPvlkrrwnERGR/OzDDz+87v7IyMhcKVfBkIiIiEgOS+sxtG3bNhISEoDLPYbKli1LwYIFuXTpEkeOHHFORg2OOXg2btzIs88+e6vbZgwAACAASURBVFNhy6346aefAOjQoQPgmORy4sSJ1KlTh0uXLuHu7s4333yTaT1eeuklPv30U/bu3cvatWtp1qzZDctbsWIFiYmJlClThurVq3Po0KGcfUMiIiL53NWLQGSmcePGOV6ugiERERGRHFatWjVcXV2JjY0FICAggPLlywNgsVioWrUq27dvZ9++femCoS5durB27Vq+++47XnrppVyr36lTp1izZg0A7dq1cz5fvnx5RowYwRtvvMFnn33mrPPVihQpQseOHZkyZQoTJkzIEAzNmzePgwcP8tZbb1GoUCHg8mpkrVu3zvXQS0REJD9atGhRnpSrOYZEREREcliBAgWoXr26c7tJkybpwpDM5hk6fPgwa9euBeCHH37I1frNnTsX0zRp1KgRZcqUSbevV69eREdH89Zbb133HK+99hrgWNksPDw83blffPFFPvnkExo1asTevXux2+3Oiac1v5CIiMidRT2GRERERHJB7dq12bFjB+BYpv5KafMMXRkMzZw50/l448aNHDx4MF1vopyUthpZ2jCyq6X18rmeGjVq8PDDD7N69Wq+++47PvvsMzZt2kT37t0BcHd358CBAzRu3JhXXnmFM2fOULhw4ZsadiYiInKnmTx5MuPGjSMiIoLq1aszbNgwHnzwwWseHxMTw2effcbixYuJjo4mKCiIoUOH8thjj13zNcOHD7+pugwYMCDL9b8eBUMiIiIiuSBtAmrIGAyl9RgKCQkBwG63M2vWLMAxTCs6OpoZM2bw+eef53i9wsLC2Lx5MxaLhWefffaWzvX666+zevVqvv/+ezp27Mhzzz1HUlISrVu3ZtKkSfTq1Ys//viDMWPGANCqVSvc3Nyw2Ww58VZERERui/nz5/PRRx8xevRoHnzwQb799luee+45tmzZgp+fX4bjk5OTadu2Lb6+vkybNo2SJUsSHh6Ol5fXdcv56quvCAgIwNfXF9M0Mz3GMAwFQ9eSdoGhCw2RrFHbEck+tR+5njp16gBQtGhR7rvvvnQ/J2k9gQ4fPkxiYiLr16/n+PHjeHt7M2rUKHr06MHMmTP5+OOPsVqtOVqvtN5CDz/8MH5+frf08/vkk08SGBjIiRMnaNKkCfHx8dSuXZtp06ZRuHBh5s+fz+jRo/nkk0+w2Ww89dRT2Gw2tR2RW6D2I5J9V7ab2NjYdMO83dzccHNzy/R1EydOpGvXrnTq1AmA0aNHs3TpUmbOnMk777yT4fiZM2cSHR3NH3/8gaurKwClS5e+Yf0effRR1q5dS61atejUqROPP/44FkvuzwBkmNeKofIJ0zSJjY3l2LFj10zURERERPLCvHnzKF26NPXq1Uv3vGmaNGnShEuXLjFv3jx++OEHFi9eTLt27RgwYACtWrUiJiaGiRMn5ujqIytWrGDw4MHEx8czePDgDEvRZ8fUqVMZO3YsAMWLF2fGjBn4+/unOyYkJIRdu3bRvn17XFzumvuSIiKSDxmG4VwhMz4+3vn8wIEDef/99zMcn5ycTMmSJfnvf/+bbp681157jZiYGIKDgzO85vnnn6dIkSIULFiQJUuWUKxYMdq1a8fbb799wxs+p0+fZvbs2cyePZu4uDg6dOhA586dqVSp0i286+u7a4Ihq9XKkSNHqFixYo7fWRO5m9lsNkJDQ9V2RLJB7UduRbNmzdiyZQvffvst7777LpcuXWLVqlU0bNiQd955h2+//ZZ27doxY8aMWy4rOTmZDz/8kPHjxwOOpW4XLVpEwYIFb/nckZGRVK9eHbvdzvLly6lZs+YNX6O2I5J9aj8i2Wez2Thy5Ihz4YWb6TF0+vRp7r//fv744w/q16/vfP7jjz9mw4YNLF++PMNr6tevz/Hjx3n++efp2bMnYWFh9O/fn1deeYWBAwfedH3Xr19PcHAwixYt4r777mPBggV4eHhk5S3flLvmlk3aL0Wr1apfkCLZoLYjkn1qP5Id1apVY8uWLYwYMYJLly5RsWJFGjdujGEYdO/enW+//ZZFixYRGxtLkSJFsl3O8ePH6dSpE3/99RcA7777Lp999pmza/utKl68ONu3b8disVCqVKksvVZtRyT71H5Ebo2Xl1e6YCgn2e12fH19+eabb7BardSqVYvTp08zbty4LAVDderUITw8nIMHD7Jnzx5SUlJyJRjScvUiIiIieSBtZbIjR44A0LVrV+cFaq1atahevTpJSUnOOYGywzRNnnzySf766y98fHyYO3cuX331VY6FQmmCgoKyHAqJiIjkB8WKFcNqtXLu3Ll0z587dy7D0Ok0xYsXz9Crr3Llypw9e5bk5OQblrl582beeustqlSpwnfffccLL7zA/v37bzh5dXYpGBIRERHJA2krk4GjK3vahJZp2926dQNg+vTp2S7j8OHDHDp0CDc3N/766y/atGmT/QqLiIjcgwoUKECtWrVYvXq18zm73c6aNWsyzCGYpkGDBoSFhWG3253PHTlyhBIlSlCgQIFrljVmzBgaNmxIp06dKFSoEEuWLGHlypW8/PLLeHt759ybuspdM5RMREREJD+5Mhhq0aIFQUFB6fa/+OKL/Pvf/2bLli28/vrrnD9/npMnTxIdHc3gwYNp3779DcvYtGkTAHXr1qVcuXI5+wZERETuEa+//jqvv/46tWvXpk6dOkyaNImLFy86b+q8+uqrBAQEMHjwYAB69OjBlClTeP/99+nduzdHjhxh9OjR9O7d+7rlfPrppwQGBvLMM89gGAazZ8/O9LgvvvgiR9+fgiERERGRPFCyZEl8fHy4cOECnTt3zrDf39+fJ554gkWLFjFlypR0+wYNGkS7du1uuITtxo0bAWjYsGHOVVxEROQe8+yzzxIZGcnQoUOJiIigRo0azJ071zmU7MSJE+n+JgcGBjJ37lw+/PBDmjZtSkBAAK+88gpvv/32dctJm2vwwIED1zwmN+ZFUjAkIiIikgcMw2DkyJFs2bKFdu3aZXrMsGHDCAgIwNPTk8DAQOeF5dGjR1m1ahUtW7a8bhkKhkRERHJG7969r9njZ/HixRmeq1+/PsuWLctSGZmd53ZQMCQiIiKSR7p27UrXrl2vub9ixYrOJebT/Pnnn3z77bdMnTr1usHQhQsX2L9/P6BgSERERK5NwZCIiIhIPpK2lP2vv/5KZGQkvr6+mR63efNmTNOkQoUKFC9e/DbXUkRERLKqS5cumT7v5eVFhQoV6Nq16zX/7t8KrUomIiIiko/Url2b2rVrk5yczKxZs655nIaRiYiI5C9eXl6ZfsXExDB9+nTq1avHvn37crxc9RgSERERyWd69uzJm2++yffff0/fvn0znYgybUWyRo0a3e7qiYiISDZMmDDhmvvsdjtvvfUWQ4YM4ccff8zRctVjSERERCSf6dChAwULFuTAgQPOnkFXstls/PXXX4B6DImIiNwNLBYLvXv3ZteuXTl/7hw/o4iIiIjkKm9vb+dKZlOnTs2wPyQkhPj4eDw9PalWrdrtrp6IiIjkgkKFCnHp0qUcP6+CIREREZF8qEePHgD8/PPPxMTEpNuXNoysfv36WK3W2143ERERyXmrVq2iYsWKOX5ezTEkIiIikg81atSIqlWrcuDAAX766Sd69+7t3KeJp0VERPKfJUuWZPp8bGwsu3btYsaMGYwZMybdPtM0Wbt2LQkJCTRo0AAfH58sl6tgSERERCQfMgyDHj16MGDAAEaPHs0LL7yAl5cXoImnRURE8qPOnTtn+nzhwoWpVKkSX375JcuXL2fUqFHUq1ePzz77jPbt27N582YA/Pz8mDdvHtWrV89SuRpKJiIiIpJPvfTSSwQFBREWFsYrr7yCaZqcPXuWI0eOYBgG9evXz+sqioiIyE2KiorK9Ov48eOsWLGCLVu2sGXLFp599ln27dtHu3btsNvtLF26lOXLl1O5cmU+//zzLJerYEhEREQkn/Lx8WHWrFm4uLgwb948vv32W2dvofvvvz9b3clFREQkb6xZs4aGDRsSGxubYV9MTAyzZ8+mV69e9O/fn//+979s3bqVjz/+mLp161KnTh0++eQTduzYkeVyFQyJiIiI5GMNGzbkyy+/BOC9995j8uTJzudFREQk/5g0aRJdu3Z1Dg2/kre3N3a7nWXLlgFQsmRJ3N3dKVWqlPOYwMBAIiMjs1yugiERERGRfK5v3760adOG5ORkli5dCmh+IRERkfxm7969tGzZ8pr7TdMkJCTEuW21WjEMw7l95eOs0OTTIiIiIvmcYRhMnjyZPXv2cPToUUA9hkRERPKbc+fO4erqet1jIiMj+c9//gNAamoqwcHBFCtWDIC4uLhslatgSEREROQuUKRIEWbPnk3z5s0pVaoUlSpVyusqiYiISBYEBASwf/9+ypcvn+n+YsWKER0dzcSJEwHw9/fnp59+SndMYGBglstVMCQiIiJyl6hTpw779u3Dw8Mj293JRUREJG+0atWKL774gpYtW+Lu7p5uX0JCAn5+fjz77LMMGzYsR8tVMCQiIiJyF7lyEkoRERHJP/r378/ixYupW7cuvXr1cvb+PXToEFOmTMFut9OvX79rvv7kyZOMGDGCb775JkvlKhgSEREREREREclj/v7+/P777/Tr148hQ4ZgmibgmEuwRYsWjBw5En9//2u+PioqihkzZigYEhERERERERHJj0qXLs3PP//MhQsXCAsLwzRNKlSogI+PT66VqWBIREREREREROQO4uPjQ506dW5LWZbbUoqIiIiIiIiIiNxx1GNIREREREREROQO16VLl+vuj4mJydZ5FQyJiIiIiIiIiNzhvLy8brj/hRdeyPJ5FQyJiIiIiIiIiNzhJkyYkKXjT548SUBAABbL9WcRyvfBUEpKivO71WrFZrPlcY1E8hebzaa2I5JNaj8i2aO2I5J9aj8i2ZfWfsCRIRQoUCCPa5S7GjVqxJo1ayhbtux1jzNM0zRvT5VyR3JyMgkJCXldDRERERERERHJJzw8PO76YCgoKIi1a9feMBjK1R5DX331FcOGDUv3XKVKldi8eTMAiYmJfPTRR8yfP5/k5GRatGjByJEj8ff3z3JZVquVo0ePUqFCBWcCKCI3ZrPZOHLkiNqOSDao/Yhkj9qOSPap/Yhkn81m4+jRowQGBt70a25nrpFXcn0oWdWqVVmwYMHlAl0uF/nBBx+wdOlSpk2bhpeXFwMGDKBLly788ccfN33+tPNZLBbsdjsWi+WG4+dE5DLTNNV2RLJJ7Ucke9R2RLJP7Uck+9LaD6TPJm4kt3ONvJbrwZCLiwvFixfP8HxMTAwzZ85k8uTJNGvWDIDx48fToEEDtmzZQr169XK7aiIiIiIiIiIi13W35xq5HgyFhYVx33334ebmRr169fj4448JCgpi165dpKSk8MgjjziPrVy5MoGBgdf9B0xKSiIpKcm5nTZFUtrka5qETSRr1HZEsk/tRyR71HZEsk/tRyT7rmw3cXFxGIbh3HZzc8PNzS3T1+V0rnG7XPn+ridXg6EHH3yQCRMmULFiRc6ePcuwYcN48skn2bBhA2fPnqVAgQJ4e3une42/vz9nz5695jm//vrrdOP7ChcuzN69e/n7778BCA0NzZX3InK3U9sRyT61H5HsUdsRyT61H5HsSRuC2aBBg3TZw8CBA3n//fczHJ8bucbtcrNrjeVqMNSqVSvn4+rVq1O3bl1q1KjBggULcHd3z9Y533nnHV5//XXndtobLVu2LGFhYVSsWFGTsIlkgc1mIzQ0VG1HJBvUfkSyR21HJPvUfkSyz2azERYWBsBff/2VocdQZnIj17hdNm7cSEBAwA2Py/WhZFfy9vamYsWKhIWF0bx5c5KTk4mJiUmXrkVERGQ6di/N1d277HY7cXFxzl+KVqtVvyBFskFtRyT71H5EskdtRyT71H5Ebo2np2e2JnDPiVwju86dO4efn59ze8+ePUycOJGwsDBKlChBr169aNq0qXP/za6+dlunsY+Pj+fo0aOUKFGCBx54AFdXV1avXu3cf/jwYU6cOJHn4/BERERERERERK6Wl7lG1apVOXfuHODo8dSyZUvCw8Np0KABcXFxtG3blvXr12f5vLnaY2jQoEE8/vjjBAUFcfr0ab766iusVivPPfcc3t7edO7cmQ8//JAiRYrg6enJgAEDqFevnoIhEREREREREclzd1KuceWcQcOGDaNDhw6MGzfO+dy///1vhg8fzq+//pql8+ZqMHTy5ElefvlloqKi8PX1pUGDBixbtgxfX18Ahg4disVioWvXriQnJ9OiRQtGjhyZm1USEREREREREbkpd2qusX//fv7973+ne65r1648/fTTWT5XrgZDU6dOve5+d3d3Ro4cqTBIRERERERERO44d1quER8f75x7+eoJs93d3UlISMjyOW/r5NMiIiIiIiIiIpI9devWBRzDynbs2EHNmjWd+/bv30+JEiWyfE4FQyIiIiIiIiIid7hFixal27565bPjx4/TrVu3LJ9XwZCIiIiIiIiIyB2uSZMm193/6quvZuu8t3W5ehERERERERERuXMoGBIRERGRe06yLZmZe2YSvDf48pMXLuRdhURERG7Ra6+9Rps2bbL8Og0lExEREZF7RlRCFJN3TGbi1omcjj9NoGcgz9/3PK5nz+HSsCH2zp2xDxkCLrpMFhGR/CUgIACLJev9f/QXT0RERETueofOH2LclnFM3z2dhNTLS/meiDvBsqPLeLrffzDOnME6ciTGtm3YZswAf/88rLGIiEjWfPzxx9l6nYIhEREREbkrmabJ6mOrGbNlDL8d/i3D/lJVSlGlYRWeKPkEHdt9hyXAG2JiCJ63CqNhQ2w//ohZv34e1FxEROT20RxDIiIiInLXWXRoEQ2mNuCx4MfShUIuri68WfdNWr/Rmqbtm+JX2g/DMMDTE/ujj2KWLg2AceIE1ubNsYwaBefP59XbEBERuWknTpzgzTffzPLrFAyJiIiIyF0jLimOlxe/zHNzn2Pn2Z3O5z28PHig5QM8/fbTjH5sNIWLFs74YhcXzEaNsH39NaaLC0ZKCtZ//xuXwECsTz6J8f33EBl5G9+NiIjIzYuOjmb27NlZfp2GkomIiIjIXWHjiY10X9idsAthzueKBBRhTP0xLKq2CIv1n3uituufx/7GG3R2W4yxaRNcvAjYCJ63HMvy5Zhvvon58MOYzz2H/f/+T/MQiYjIbbNkyZLr7j927Fi2zqtgSERERETyNdM0Gbp+KJ+t/Qy7aQfApYALdR6vQ9maZXnB/gK/WTPOMXTdc/r6YrZujRF5Do6H07HTCUhMxJEqrST4jZVY+vRJHxIVL57zb05EROQfnTt3xjAMTNO85jGGYWT5vAqGRERERCRfG7J2CF+s+8K53SiwEUWfKUrhIpkMF8sKw8D08wc/f8w6dTAiIyE8HCM8HEjEsNsxVq2CVauw9O2L+dBDjpDoscegfPlbK1tEROQqJUqUYOTIkTz55JOZ7t+zZw+PPPJIls+rOYZEREREJN+asGVCulCo+sPVWdF5xa2HQlczDEw/P8w6dbD/XxtSV63ixfcr0bGzBx2fA8Nux7J6Nda+fXGtWhWXypWxvvoqxk8/QUREztZFRETuSQ888AA7d+687jHX6010LeoxJCIiIiL50uyQ2byz7B3ndu1/1aZy/cq42HL7EtfAbNIE81wdzDq1MSLPYytVjS5RkyEhAYDgeX9jTJ2KZepUAMwaNbC3aIHZogXmQw9B4RwOrkRE5K7Xp08fLl26dM395cuXZ9GiRVk+r4IhEREREcl3fj/yOz0X9XRu39/0firXr5wHNTEwfX2xjxyJfcEZiL6AcfYs9vgSdPZeDjbHTNfB8/Zg3bMHxozBdHHBrF/fERK1aIFZvz4UKJAHdZfb4Uz8Gdxd3PFx98nrqohIPte4cePr7i9UqBBNmjRxbp88eZKAgAAslusPFlMwJCIiIiL5yhOnn+DPeX9isztCl161exHzSEwe1wrAgCJFMIsUwfb+DOzzO2GcPw9nzmA/5U3nUpvANIFUgudtoGPABtj/OXxrxfT3Z2bQ29hbtIAaNeAGF/Fy5zJNk32R+1h8eDGLDy9m88nNjPnXGF598NW8rpqI3GMaNWrEmjVrKFu27HWPUzAkIiIiIvnG3oi9rJ29FluqIxQKvC+Qsf8ay0vGS3lbscxYLJh+fuDnh23QDOw/v4Bx7hycPYtZvQCw13GczYZx+jTW8QOxAmb58tgmTcJs3jwvay9ZkGpPZX34emcYdCT6SLr9Qw8PVTAkIrfdzc43pGBIRERERPKFvy/8zVM/PkVyYjIAxcsVp+EzDbEa1jyu2U1ydcUsWRJKliT10xnYf3we4+xZOHsW4+xZOj6XNm9EGHz3L2YsehP7559DwYJ5Wm3JXFxSHH+E/cHiw4v5X+j/iE6MzvQ4b39vfIN8HRtJSXDxIhQtehtrKiJyfQqGREREROSOF3ExgidnP8mp+FMAFC1ZlCbtm2B1sYItjyuXXe7umGXKQJkymADx8RgnwjH2hoDNhnX8eCx//IHthx8c8xBJnjsRe8LZK2j5seXYbfYMxxiGgV8ZPwZWHMjKqisvr5BnA8uoUVgmTsQ2YgTmCy+AYdzmdyAikpGCIRERERG5o8UlxfHUj08RGh0KgGcxT5q92AzXAq55XLMcVrgwZtX7MAODMP7aBJzHOHwYa7Nm2AcMwP7RR5qk+jYzTZNdEbtYdGgRiw8vZseZHZke5+rmSokKJShVuRQBFQMo4FGAPrY+bLZuvnxQeDhdQobAQ3ZY2I2Z06djGzcOKla8Te9GRCRzCoZERERE5I7W548+7Dy7E4BAz0BqdaqFW0G3PK5VLipcGLNFS2xlatFlx0dgt8Phr5jV5H+kTp3qmJxack2yLZk1x9ew+JCjZ9Dx2OOZHlfQqyAlq5SkVOVS+JXxw2q9wZDGwEDMBg0wduyAxEQsK1Zg1K6N/YMPsPfrp9BPRHKccZO9EhUMiYiIiMgd6+d9PxO8Nxhw9Mqo0akGhbwL5XGtbgPDwN6/P/b/rsay6S+4cAFj1y5cGjbEPniwI0i4URAhNy06IZrfw35n0aFFLA1bSmxSbKbHFSlRhFJVSjG14lRGBoy86Q9dABgGZunSmAEBGLt2AUcwkpKwDh6M5ccfsU2ciHnFMtMiIrdKk0+LiIiISL52IvYEb/7+pnO7zhN18PLzysMa5QFvH+ytWmGEhGD+cgAjJQXrRx9hLF6M7fvvoVKlvK5hvhUeG86CAwtYfHgxa8PXkmpPzXCMxWLBv5w/H1T8gGVVllHQ2zEReC1brayFQldydcWsW5fU1VPpOu1piI0F9hPcvDn2Hj2wDR2qyanzichLkSw/upzYpFh61+kNMTGO/89SpcBiyevqyT0gKSkJADe3zHvRbty4kYCAgBueR8GQiIiIiNxx7Kadlxe/7FzpqXS10pSpXiaPa5VHLBbMGjWwrfkOa48eGIcOYdm0CaNePexffon9lVf0IfQmRV6KZN7+efy07yfWha/L9JgC7gVoV7Edf1f5mxIVSuDq5sqrtldZb12fo3UxGzXCfvpfGAcPYuzdC9ixTJ2KsWgR9oEDsbdrByVL5miZcmtS7alsPrmZpWFLWRq2lG2nt2FiUsyjGD1r9cRl0SJcevTALFgQKlbErFwZs1IlzMqVoXJlx3dv77x+G5LPrVq1iokTJ7Jlyxbi4uIA8PT0pF69erzxxhs88sgjzmMDAwNv6pwKhkRERETkjjN+y3hW/r0SAA8vDx584sHs99C4S5j16/PipzUxdoNx6BDB8y5hfestjIULsX33HQQF5XUV70hxSXEsPLyQOSFzWHZ0WaY9g8r7lMeligulKpfCt7Qv08xpdLF2yf3KWSyY992HGRSE/UIylmXLMM6dw9q/P5b33sNs2hTz+eext20LxYvnfn0kg/DYcJaFLeOPI3+w8u+VxCTFZDjmfMJ5tp/ZzrijIzGeA7hE8LzdGLt3ZzjW9PfHvP9+zEaNMJs0wWzYELzusZ6Qkm2zZ8+mb9++tGnThqFDh+Ln5wfAuXPnWLlyJe3bt2fs2LG88MILWTqvgqE7UFJqEnHJccQmxRKbHEtcUhwPlX4I0sYH3uMXRfeyhJQEohOjSUxNpHyR8nldHRERkVyxN2IvH6760LndoE0DCnhoYl4ArFbM2rWhVCnMLUcwjh93TGJcpw620aMxO3fWtSKO6+k/wv7gp5CfWHx4MQmpCRmO8SzmSZnqZQisGsivRX+lq0vXyzttt7GyAIULY1s8nU7jHnGECRcvEjzPxFi7FtauxfL225gPP4zZrh22p5++zZW7tySkJLAufJ2zV9D+yP3XPNbb35sSFUoQUCGAmv41MYOCwN0d4uKwP1aOziXWw8WLV70qwvF16E+CvwTTYoHq1bE3aYLZuLFjnqmb7OUh955Ro0YxdOhQevXqlWFfx44dmTJlCiNGjFAwlJcSUxOJvBRJXHIccUlxxCbHEpvkCHZik2IdYU9y+u2049Kei02OJdmWnOHccQPicNsdgssLL2C2aIG9RQvM5s3hn4RQ8pfohGj2ROxhd8Rudkfs5o26b/BA8QfSHROTGEObOW2ITojmQuIFohOjSbI5xpCW8ynHwdcPYkyfjmXhQvD1xSxWLN1352M/P/D01EWiiIjkC0mpSTRf2Nz5N+/t+m9zutzpPK7Vncf09yd1+890/aoextGjQAzBPXti//VXbBMngr9/XlfxtrPZbaw5voaf9v3E/APzuZB4IcMxBb0KUrpaaabfPz3d5NGG7Q64TkqbnLp0aYyoKGxB1egS+R9ISADswCqC31iFpW9fyterh7VbN2jbVvMR5YCohCgWH17M/APzWfn3ShJTEzM9roB7AYqXL06JCiWYU3YO7/u879znZnMDHx9MHx8AbENmYF/QBWw2iI/Hsqf5KAAAIABJREFUiIuDuDiIi8WIinbMRwQYdjvs3o11926YNAnA8XPwT0hkb9wYqlW7LcNF7aadi8kXHZ9Tk+NISE2gVvFauV6u3LwTJ06kGyp2tYcffphBgwZl+bwKhm5BVEIUG05sYF34OtaHr2f76e2k2FNypazYpFiKr1iB8fffGFOnYpk6FQDzgQewt2yJ2aKFI10udA+s0pGP2E07oVGh7I7Y7QyC9pzdk2HZ0zol6mQIhjxcPdh4YmOm5z2ReAIAY/t2RzB0A6arqyMsKlYM86rvFC2KT3IylvBwx0VkWrBUsGA237XcjRJTE0lKTcLbXePi5dYk25I5euEooVGhHI85zmt1X8vrKskdZvCawcREOD4weft7M+SRIfQi451RAby8MOvXh8BAjC1bgEQsCxdibNyI/bXXHENV6td33CC6S5mmybbT2/gx5Ed+3v8zp+MzhogFPArQ/b7uHK5xGN8gXwzDuLXJo28Ds2hR7MOHY19wCiPyPISHY4SH0/G5BBzdmTbB8k3M6tMH89FHsT//PGb79nCNCWglo4iLESw8tJBfDvzCqmOrMh1iaBgGRUsVpUT5Evyn3H8YEzgGyz8BTSlbqZsryGoFb2/MK+YWMgGSk0nt+hJdtrwPkZEY588T/LOdjs8BHIeU4wT3+RErYHp5QfHiju9eXo427eXl2P7nMV5emFc/rliRsNRzzNwzk/jkeOKS4zJ8j0uOIz4pnviUeOKT49NV3c3qRtzAuAxv6YedPzB+63hM08R0vBvn6lfvNHiHbg90u7l/G8myqlWrMmPGDIYMGZLp/pkzZ1KlSpUsn1fBUBaciD3hDIHWha8j5FxIjpzXYrFQ1K0oCe4JuBZwxdXNlXoF6rHXbS+ubo5tF4sLnT1+gzdLYEScI3iOo3+rsWsX1l27YPRozAIFHBcALVpgtmyJWacOuOi/+HaJS4q73AvorKMn0N5ze7mUcumGr/3m3De8yqt0WXB5LPuMZ2ZgdbViYODq4UoFtwqc9ThLAfcCFChYANM06ey3BqO7FyQnM+vHFDo9c7nfc/A8/vnDApACnCZ43mmuvgSyAplN5Wl6eDh6G2UWJmXWQ6lYMSigbv75TVxSHKfjT3Mm/gyn4k9xJv4MZ+LPOJ87HX+aMxfPcCHxAr1q92LCExOwvvgixuHDjjti3t6Ou2NFilx+/M/3qx/j6anJUe8RdtNOeGw4h6MOExoVyuGow87HRy8cxWZe/l3VsXpHBY7itPrYar7e9DUAFquFhs80xN3FPY9rdeczS5bEfPxx7AkWLPPnO+ao+edDg3OYSsOGmP98UaFCvu5JbJomuyJ2seDAAubsm0NodGiGY1xcXShVtRSlq5WmRPkSjGPc7ZkzKMcZjusvX1/M2rUwzkXC8eOYx49jSU7GSE3F+P13LL//jvnhh9jffBN7796Ov7uSwam4Uyw4uIBfDvzC2vC12E17hmPcC7sTUDGAL8p9wZwKc3DzcIRt9W31naFQjihQAPOJJzCTggEw7XZS+/TB/LMPnDuHERkJJP9zPR8LxBI8L2tFpP76K+H3F+TzdZ9nq4pJtiRSbCm4Wl3TPR9xKYI9EXsyfc25S+eyVZbcnM8//5wXXniBFStW8Mgjj6SbY2j16tUcO3aMH3/8McvnVWpwDaZpcvD8QWcItD58PX/H/H3d13gW88TbzxsXNxdHoPNPyOPi5kJf175McZ/i3DfWZSzvF3wflwIuWF2szLDNSPfH6urtIrYimIFBEBjk+KXR+xW6rO4LZ89inD8PQPC8ZIzVq2H1ahg8GNPb2zEWuWVL7C1aQOXK+foi4E5hmiZHLxy93AvorON72IWwm3q9q5sr3v7e+BT3cX55+2X+oejZ957FYnX8Abr6Z8KwGZjVqmFWqwZA6tTp2Oe+CElJGElJpHZ+A/PQl5CU5PhKTubFPomQ7NhPUjLBs5OvCI+uDpMSCJ53HI4fzxAmXfPfxssr43C264RKFCniuIsiOco0TaITozkdf9r5dXXgk/b4YsrV496v7beLvzGBCXT2Xg6VHHfznT8zl4CT3PCCxSxc2BEQeXo67mRd8ZVuO+1OV+HCzjtjVx9/Kz87dtNOsi2ZpNQkx3dbEkm2y4+TU5MvP07bn5pEsj2Z5NRkOtfojJv13g5CTdMk4mIEodGO4OdQ1CEOnz9MaHQoR6KPXLMb/tVCo0N5MOBBLB99hNmmjaN3g9yTLiReoMeiHs67zzWa18CnuM/tn+slv3JzwzZ7Op3GPowREgJxcQTPu2qYynffAWD6+WHWro1ZqRJUqoRZsaLjcenSd+zf5VR7KuvD17Pw0EIWHlrIsZhjGY6xWC0EVAigdPXSlKxcEhfXKz7q3BU/R4bj/87Xl9iKFfBOTMJWrDJd4v/ruNbjDMEffYTlq6+wv/wy9j59NCE5cCzmGL8c+IVfDv5yzd74Bb0L8krVV9h9/26KlSqGYRi0s7XjV+uvt6+iFosjvD1TFapWxcQk5f0PMf/3MkRFQXIy9n/dT6eyWzFSUiElhVmL3ejU8sLluWivYp4cw9u1hl6zSMMw8HbzJrlAMi4FXHBxc6GWay0Ouh3EpYDjc2uqPZUei3o4XzPjmRnMdZmL1eWf3xVG2jcDDJjjMof+9M+xfxZJr2nTpmzYsIHvv/+erVu3EhERAYC/vz+PPvooPXr0oHTp0lk+r4Khf6TaU9l1dhfrwtex7vg6NpzYcN200zAMfEr44Ffaj89KfUZw2WDcC137jtaLthdZYl3i3C5vK4+bNZtdPS0WzGbNMKNqQI0amCkpGBERvFjpLMaZM46xq0DwvBiMhQth4UJHF8TAwMvzE7VoASVKZK/8e8jF5IuEnAtJ1wtoT8Qe4pIzdqnMTKEihfDx96GHfw9WlliJT3EfCvkUyrzrciYXLGmh0E0xDHB1BVdXzMKFMVu3xkzJPC1O+9OR8v0P2Oa+yMWoKAq5uJDa4TXMsOH/hEnJ2DvXo5PPCkfYlJzErF+sdGoV6zxP+iAJ0u5mwD8h2SUI/poM4ZOzHobhGBd/reDINf3dCQD7K6+w/OQaFh5ceLn7a1pX2KQ43m34Li898BKWb75xhBDlymGWLeu42M3kfPmJaZpEXorkZPxJTsedzrRnT1rokzY3x63ycPHA4mnBo7CHM8A0SxR3DFtNScGsUQIKHoHkZEh1dMG+dtgIEE/wvHg4nbH3WlaZBQtmDJYKFnT0XHNzA3d3TDc37P3787t5iJcWvkRSqiMAyqy7eFa0qdwG/+0HcOvcmXLly+PSqBHUrIlZs6YjhL+LemvGJMYQGh3qDH4ORx12hkGxSbE3PsEVXFxdqF60OueLncezqCeexTwp7VUaY8YMrMOHY44ejf2zz7C/8456l92D3vrjLcJjwwHwL+tPlYZZ7wp/zzMMzDJlMMuUgaQkUjt1pcv2Dx3DVKKiCJ5j++d38jlgKZxZSvCEyy83CxSA8uUdQdH992M++SRmgwZ5FhZdSrnEsrBlLDy0kN9CfyMqISrT45qXaU58jXgCqwbeO5OUGwamvz/28eOx/xKNcew4xoEDQAxGfDzWb77BMn48ZocO2N59F2rUyOsa5zrTNAmPDWd/5H7n144zO9h5dmemxxcuWpig+4IIvC+QIiWKMMw+7A7rVWbAffdhHiwP5R2LztiGz8Bc0MV5LZ/6/RXzGKWkQEoKxj/fSU3B9PKmYtGKNHuxmSP4KeDCWJexDPQYiKubKxarhZn2mdftoOBh88hQs6qNqlK1UdVrV/2uCGLvXKVLl+bTTz/N0XPePVeuWZSQksDmU5udvYE2ndyUYUzllawuVoqWKopfkB8jAkfwfenvcXVzfMhsa2vLfOv821X1jFxdMUuVcqxOAXDpEsbZs9jdKtLZmA+Jjru2wfNOOCYrnj4dALNatcvzEz300F09/vxmnIk/w9bTW509gHZH7CY0KtR55/J6CrkWwt3f3dH7p7g3o31HMzZgrPNnZJBtEIesh3L7LWSdi4vjDmPhQuDphfnMM5gLLic3tk+mYv4zvM0EUifPwD6/EyQ7eiGlvtIPc/dgRyiQ1jPpny/jn15KprsdSN9z4HJQYBI87zwdHzkPOP59gn+4fpXt3buz88xOvt3+bab7T8adBNPE8vHHGImXyzUtFggKcoREZctipgVG5cphlivnWAI2D3vUmaZJTFIM4bHhnIg9wYnYE47HcSec2yfiTtx0L4wbcXVzpXzh8kR7RuNe2B2Pwh6Xv3te3v7R5ccMq7SYtWo7N1PH/nNB4ngTpEwYi31JT8eFSXIyqe1fw/x7lONn5J+LlBffS3U+JiWV4A0BdKod5rygCZ5rXjdcurx9CcdysGcBrhk0mT17MqLIiGt+oMiOJFsSXTa9h9H4NHAajq4neOQ/5bm5wf33Y/4TFJk1a2LWqHFHTw6akJJAaHRohmFfh6MOE3EpIkvncrW44l7EHc9ijuDnbZ+3meM7B89inrgXds9wAepn86PL2YkY7QwwU2Hrv5nZZhW277/X0sz3kJ9CfmJ2yGwAvN28adCmwR09/0u+4OaG+dRTmKk/AWCadlLe7Ye54nVHUBQbC3FxdHzuyk9wyQTPO+AIGBYvhuHDHUtrt26NvU0bzJYtHSsu3YBpmhyJPsL2M9tpf3/7DPtPxZ1iXfg6YhJjiE6MJjox2vk4Jsnx/ULiBU7Gncz0756LxQXfsr6UrFKSwCqBzC049w77QH+bGRbMsmUxy5YltW1nuizpiRERAaQSPGsWllmzsD/+OPZ338V8+OG7ZgTBgcgDLAldwr7Ifc4g6Hqf5wC8/LwcYVDVQLz9ve+e3zNWq+PL3T3DJxcvNy8CKgY4t8vbyuNu1RBdSe+OCIYmT57MuHHjiIiIoHr16gwbNowHH3wwx86f1t196+mtziBo2+lt150o2tXdFd8gX/yC/BgXOI5xpcY5u8u1srViunV6jtUvxxUsiFmuHLZ3pmFfYIOYGEdQlBBAZ8+lzrv6wfNCsIaEwNixmC4umA0a/D979x0eRfU1cPw7W9IrhJBGqAkm9BJ6RxEUkKIUKSoonZ9BRGwvKopioYkgWEBFQEAQEFAREUQ6SA0tkJACJIEQ0ghJdnfeP5YMBEJJKJvA+TxPHpiZ3bt3dvfOzJ45994r4xOFhZX47IpbsagW9iTsYXXkatYcX8N/Cf/d1vOc3J1o7d2a6LLRWlewZe7LeM5wZZC1JuYmfKn/8l5V3bZ0OnBwBAdH1FatUC8UnKqY707G0me1gJFpwMuoh97Xls1ezVEd12jBJNXHkT7NErWU2GuDAt8DSx0K7q9ksDOwVFnKW2dfok/HbK0SC5ZCn64WIAaIYcH3G6+vr6MjlC+PWqnSleDR5QASjzxy/WCOZjNERFgvkB0d8/97g2yRyPORxKbGXhf0iUuLIy4t7pYXM7fD3sleC/A85vwYu1x3aYGeCU4T+MztMxxcHTAYDdfdESpIoWZpycsAc3EBrG+/2qUr6vKbB85N068KLgG5c7+xLufmgsmEafhY1APvasEkc8MeqBnfW49lublYnqlHn7L/WpdNJhZs9aNP/RiwWMBiwRLxHsZHjbiUckGn16HX6wnWBxNliEKv16PT62ioa8hu425tuYOuA+uM69Dpdej0Op7VPcti42LrdoMODwcPcHFBLVcOS8p59BlXuuQp2dmwZw/Knj359lMNCLAGiapXR61dG7V2besdwPuUGWOymDh54aQW+Lk6+BOXFndbQfCrOXs441rKlW6e3djqtVXLAFrisoQXjC9ojxtoHsgG/YablqVWqQKlSqFs3QoZGejWrkUJC8M8d671h6h4oMWlxTHgjyvdFD5v/zlr3Nfc5BmiSBQd1K2LGnu5+1je+qysq2ZLSsfSMYi+XhuvykBPQpk7F93cuajOzqjt2lmDRE88Ye0SjvVa+2TqSTbGbNT+4tOtE2W0Kt8Kb+f8M6TtSdhD3+V9C1V9g50B3yq++Ff1Z2XFlYx0Hnllo2QnaNTHH0fNam3tenTkCKruFIrFgu7yOESWevWsAaKuXUtkdqvJYmJV5Cpm7Z7F+pPrb+s5Hj4ejKo6im2h23DzcrvHNRQPsnsdt7hd33zzDatWrcLT05Pnn3+eli1batuSk5Np27Yte/cWnCl3IzY/Gixbtoy3336byZMnU69ePWbNmkX37t3ZuXOnNpDS7TiTcYY9yXv4L+I/4tPjiUmNITY1lpjUGOLS4sgyZd30+Y6ujtZAUGAZvgr4ik98PtEiyI3NjZmpn3lH+2lTl0fBN782D8svfVCSz0NiIpZED/r6bL78A9zEgqWbYfNmeP99a2pq795Y+vWDmjVtvQd3TXp2On+d/Is1x9fw2/HfSMxMvOFjdXqdNhbQyDIj+dX3Vzy8PbBztLvuB7XOLF0ebkqvt3bxcXJCfewx1MwrgVVLl+moy63TyaqAada8K0EBVSV35iwsfw65UpazMwGPBFDKr5TW9zkvNVa762P2xvLMM9bsucxMTO16ocZPg4wMyMxELWuwBp8uW7AUlKwsOHL5Luk1cnfuhFr5Z43jwgWM9esXuLuqwZAvWKQ2b4557lyeWvRUgQNk3g6jvZEg1yDOu5/Hyc0JBxcHhjkP4ye3n7RA0ELHhQy0G6g951vzt/m+p03NTZmlLzjTqlixt7/yB6jNmqGeu3Kny9IlHHX5bm3ZPGGeltkGYJqZP9AEUKYcPDn8SW35VuO6TTZPzrf8qvlV9un3acsuZhdUX19UHx/S0tNwc3KmV7t0lAsXIMU6Be2Cn3Lp0yZFe86CpfEo8fGw5soPXtXV1RosuhwoUmvVgtDQIg/kblEtnE4/nS/4k/cXfSG60F3ofF18MZUyWbN/SrniUsoF19KuuHi6aDdLppqn5nuvDOaiXVqopUqhtmuHsmsXEIuSkID+iSewvPYalnHjHvibFQ8ri2ph4K8Dyb1kvVkXWC2Q3tV6swYJDN03jo7WmyOXp7c3v3v5GHrpEsrp01iyytDX+XdrsJ1MFiz9Bd0vv6Dq9aitW2NasYKw7xuzP2l/gcX/E/sPT4c8nW/ddOfpN62SgoLRwYidkx1lK5RlStAUfqj0g3bc8TDLwMq3opYqBU2aYBryHv3ndkSJjgazmQVLd6Pr0we1UiUs4eFY+vcvETPRJmYkMmffHL7Z843W5fRqCgpOnk64e7nj5uXGq6VfZVHZRbh6uWK0M/KG+Y2HO6tM3LG7Fbe4U7Nnz2b8+PE8++yzpKWl0aNHD8aOHcsrr7wCgNlsJi7u+jZyKzYPDM2cOZP+/fvTp08fACZPnszatWv58ccfGTVq1G2X0/yH5pzJvH56yhtxLeWKV6A1EPSD/w+MKz1O+1FZ01zzwUkrvJai02Y2ML81D8vPvVHOnoXEBNTqdvSpevDyA5NYMG0a+mnTUGvXxtK/P5ZevazjvpQwUSlRWiBoY+xGcsw5BT7Ow8cDn4o+ePp4MqvMLD4o84E288AI8wi267ffz2qLvB+Bnp75fyQrCg4uDji43CIFVlHA2dl6d7PLC6jLr9xVMn1h/e6TmYmSmYm5aVf6np1lXc7IYP5iM30ev5K9Yzn2EdTN/6N03qWJN+nuZGLB0nSebWe926p6rucHIM09DVK4jt6gp6JbRdLd03F0c8TJzSn/n7sTRnvjdcGLQeZBbNJv0pbtzA/JuArFkV4Pnp7W2dkqVgTANPUHLAuftgaLLlzAolSlr8sfV92Fhz7t0oHNkLCZBZdn41aNRmu3x4AAaxfhgAAICLBmHF3+P15eoCj8d+Y/lh1dpmX+HD9//JY3Qq5ldDBq2T7Pez7P2tJrcSntgmspV34y/HR/L6SNRtTGjent44Oye7c1M+/4x/zYdiPmefOgfEFzKIqSbPrO6WyI2QCAo5sj9Trc/zuv4gYcHFArVcL8yuXrxYQzEH8K1SPVOtgtZlSvvfxgNHLO/Rxc1etUb9DjFeiFd3lvapetnW/WVQDXx12p9Wgt7BztsLO34x27d/jM+TPsHOwwOhhZaFiYLxO7vbk98/Xz79OOP2AqVUKtVw+1enXrjKIbEujTKhmIgo3/Y/748ViGDsUydGixu85XVZVtp7bx5e4vWXp46XW9PVxKuVClXhXKlC/DEs8lDHYYrG3rb+7Pn/o/73eVxQPsbsUt7tR3333H1KlTeeaZZwAYMGAAffv25dKlS7z55ptFLldR1RsMYX4f5OTk4Ofnx/fff8+TT165kzt06FBSU1NZsGDBdc/Jzs4mO/vKoKp51Q9sE0haXAGDYCrW6eDzugPojXoCDAEk6q9kC/ir/pxSTt215YLclddIv2rZNf9yga/pevPnFLicGn953I9cAlIKyMt1cbFOUe3iUmz7J5stZrJMWWTmZpKRk3HDQBCKdSDUvGyTqwd6vtvfidv+jlz7edzBd6Iw3xGLxYJOpyvad+ZefA9vtVyU97Kwy2nxWlckjEa4JvPY3+zLqQux1gVVxV9x55TlgrYcYHEhXrk8SLlOh79XJaIvRWvvtZfOixR9CjqdDkWn3L/jyN04dpWE78i1r3nt53cXj8l5n+lt75eqgsWCv+rKqdxka/DDYiEgDeKvGuot4GZj3CsKamAgF3Q5nMm4jZsiijUL0lnnTLYhW+tS56/zJ0GfcNv7XZC7fX7TmC2QdRHMFut7odOh+vpaZ6kTJZ6qqmRcyuBU5imtG6OTuxMGO0Ox+B7a4th1P17jrrymi5/1/JdrAr0O/9IVib4UTW52LgajAR+jD+eN57WbrAW28XtxTH7IzqFFvnZz9uVUSoy1S79FvXKuURTw8LBmGhUxa/VusagW0rLTOH/pPNmm6yfTMOgM+Lr4kmqfqq0rNt+R4nocudv7dYP30qWSC82WN+P73O9vWidbMpvNREVFaTN3XZ0QYm9vj/21w0dQtLjFveLn58e2bdvyzTx26NAhunbtyrPPPsvQoUMJCQkh+fLM5bfLpoGhM2fOEBoayh9//EGDq6anHTduHFu2bGHdunXXPWfixIl8/PHH2rKLiwsHDx6kToc6JMcmY1SMGHQG659iQK8Uzyk3SwLFZEKfno4+PR3FlL/7gaoo5BgMKGXLcvHCBW29g7c3l5KS7mjZmHTzgU5z8z1G5aJXKXJTksjSmcnSmcnR3fgrbVAMOBmccDI44WhwtE6rKIQQxYAuJwclJwdddjaYTCgmE4rZfN3xN092uXJk6cycvnhaW2fUGQv8Myg2TxAuGlXFmJyMPu3KjZ9sgwG1XDkunb0yc+idnnsKcjfOZ/f7NQp6zWunlci95jx7t5cLUtBzDEmJxNhnka2zAOBu505p+9I3LUcIcXfpMzIwpKZax8a7Sq7BwCWjEfMNZqMr7PX87R5HchULKYZcUvW5WK65RNcpOtyMbrgZ3TDoSug57SFQrlw5pk2bZutq3JJOpyMwMJCGDRuSmHglYWTs2LG8/vrr1z2+KHGLe6V69ep89dVXNGnSJN/6I0eO8NRTT9GmTRsWL15c6MBQiWtVo0aNYtiwYdpyXlxr3x/7iIqKokqVKuhtNKXmA0tVUTZvRv/jj6jz52M0max3vHNzIT6eFA8P4sqVI83NjbBJk1gzcSK5l+80dP7+e1Y+dyUV+HaWjVctXytLMbHt/aHsmPIKW52S2ep4jmTDjftQ6hQdDf0a0qFKB56o/AShXqEPbjfBIjKbzRw/flzajhBFcF/aj9kMiYko8fEop05Z/+LjMb3zDuk6E5vjNxNUKojy7uUf2Itl3fLlGIcOtXbLM5mwODvzR9WqpF/OHirKuWblTc41d6NMW7xGQa/ZnfxyrznP3u3lghT0nLGv1eTz0pEAVC9TnU39N+FgkFlyhLgdd/Xco6ro/vkH/ZQp6P/4w7ru8mQOid7eHK1alQQfn3w9BQp7PX+z44YZC6v+rzdffT+cP1yuZLDmqedbjyF1hvB0yNNyjBB3RV7GEMD27duvyxgq7ho1asSqVauuCww98sgjLF++nM6dOxepXJteQZYuXRq9Xs/Zq+76AZw9exZvb+8Cn3NtepfFYiE9PV07KOr1evlxey+0bGmd3nLqVEy//IJu3jx0f/8NgOeFC3jmZQ01akRXIMdo5KKzM3Y9e1L7yBEynZ256OyM/uBBjLm5mC4HjvR6fb7GeO3yaUMWWxzPscXxHFudzvGfQwqmBcvgBjMYG3QG6vjUobF/YxoFNKJV+VZ4ORWv/tLFlbQdIYrunrYfvR7KlbP+XaYCesADeDL4yRs988HRvTum+vXR9++PbutWdAcP8tjhw+ypW5eTFSve8lxyq+WC3GmZtniNgl7z2hrcj9e81X7O2D1DCwrZWXR8/9T3ONs737QMIcT17tq5p00bLG3aYDlwAP2UKSg//YRiMlE2KYmySUlccHfn6COPEBcYiKrT3ZXjxnlDDnPco5jteYLopT+Dy5Xq2OvteSb0GYbWG0qYX9id758QN+Dq6lrgcADXKkrc4l4JDw9n3759BW4LCQlhxYoV/Prrr4Uu16aBITs7O2rXrs3GjRu1vnoWi4V//vmHF1980ZZVEzfi7Izaty/mvn0xx8Sg+/FHdD/+iHLiRL6H2eXmYnfhAqxcSfDVG8LCtMBRprMz+meeodbhw2Q6O5Pp7AyZmax0OcVit1i2OJ4jxu7iTatT2rE0jQIa0di/MY0DGlPPtx5OxuI/s4IQQohCKl8e819/oY4fj+7jjzGYzYTt3EnZxERIK2CMQVEszXM7yavrFmnLn7WfSg3vGjaskRBCU6MG5jlz4L330E2fju6bb1AyMvBITaXh9u3U2ruXs97e6GbOxP3CBVLd3Qs95uguh/PMWPUii6qs1LqS5invXp5BdQfxQq0X5MauKFaKU9yievXqVK9e/YbbQ0NDCQ0N1ZZHjx7Nm2++SenSN++ubfOc82HDhjFs2DDq1KlD3bp1+fLLL8nMzNRG+xZVP1ThAAAgAElEQVTFWPnyWN56C8ubb8LZsygxMXDypPXfmBiUmBiUkyet/8/KP0uOFjhasSJf4Cj3wgV2Op5noXtsgS/5SOlHaBzQmCYBTWgU0IjgUsHSNUwIIR4WBgOW8eNRW7Uit0sXHC9dIjA2FrVBAzwrVyalVClb11DcxGqX0wz026EtD646mJfqvGTDGgkhClSuHJZPPsHy5pvovvoK3RdfoCQk4JCdTbm4OAgPpx2QY2fHWS8vdFOm4JmczAVPT1SdDlVVOWHMINaYSYzxIjGbPiDOdwf77C/wn2MK7AeuStJoV6kdQ+oNoUPlDuh1kr0uiqeSGrdYsmQJI0eOLP6BoW7dunHu3Dk+/PBDkpKSqFGjBj///PN9T8kSd0BRwNsb1dsbwsK4buhnVb0SOIqOLjhwdOkSqp0d+PrScNhHsPgpHA2ONPBrYM0ICmhMI/9GlHKUi34hhHjYqW3aYDh+HMuAAejWrkWJiqLNyZPsr1mTyODgWxcg7rt/Hc/Sw38LZsV6lTC47mCGlBti41oJIW7KwwPLa69heflllEWL0P32G8q//6JcHqzXLicH/9OnYexYHsU6aHXc5ZmS6lb8gwz95ckTNu2w9n2+iru9O8/VfI5BdQcRXFqO26L4K6lxi9uda8zmgSGAQYMGMWjQIFtXQ9wrtxM4SkqC06dBp6N5YHO2vrCVmt41MeqNtqixEEKI4s7bG/PKlahTp6J7+210JhO19+61di27ZgwAYVv7k/bTudwmLunMADwT8gyTH51M5LFIG9dMCHFb7O1R+/fH3L+/9bo9MhJl0yZ0mzahbNqEEmedCMZoMlGhZUvMikK5skEcPnf4uqJqetdkaL2h9KrWC2c7GVtMlCwPctyiWASGxENOUaBsWesf4GLnQj3fejaulBBCiGJPp8PyyiuozZtzqV07XDIz8T1zBrV+fcpUrcrZsjeYqUDcN1HGDDou7EiqPheAxzJ8mNt5LjpuPdinEKIYUhQIDkYNDsY8cKB13cmT1kDRv/9i6dgRgGerP8v5rPMEugVSzr0cge6BBLoFSva/EMWUBIaEEEIIUaKpYWH82a4d9XbtIjAuDuXMGVqeOcPh0FAOVatm6+o9tBL0WTweuIGEzEwAGvg1YPGzf2Cnt8NsNtu4dkKIu6ZCBdQKFTD366etGttkrA0rJIQoLAkMCSGEEKLE67hoEagqpu++Qx8ejpKVReihQ5RJSoLYgic0EPfOBV0OTwT+Q5SdNSj0SOlHWNFjhXQdEUIIIYohyeMVQgghxINBUVBfeAHT1q2olzOFypw7hyEsDL/4eBtX7uGRpZjoUu5f9jlcACDQLZA1vddQ2unmM6IIIYQQ4u565plncHV1veXjJGNICCGEEA+W0FBMW7agGzMG/VdfoaSk0HTzZiKrVOFArVq2rt0DzYSFXv5b2eRkHQDcy2TPmt5rCHALsHHNhBBCiAfH7t272blzJ4mXZwksW7YsYWFh1KuXf6zeyZMn31Z5EhgSQgghxIPH0RHLF1+gtm6NfsgQlNRUgo4fJ+j4cVRnZzorCiaDgTQ3N+ICAzkVEIDJKDNh3gkLKi/57mSV62nAOpnEqhfWyVTUQgghxF1y9uxZ+vfvz/bt2wkICMDb2xuApKQk4uPjadiwIT/88ANlypQpVLkSGBJCCCHEA0vt3h1TvXro+/VDt307AEpuLvaAfU4Ozhcv4puQgGn3bk75+xNboQKJMptZoamovOa9lx88TgJgp7dj2dPLqOtb17YVE0IIIR4gr776Kmazme3btxMUFJRvW2RkJCNGjGDMmDF89913hSpXAkNCCCGEeLBVqIB5/XosS5eiREdDejpkZKCkpKCsX49y9iwGs5nysbGUj43lkr09uldewTM5mZRSpazTM4ub+qT0EaaUPgaATtEx76l5tKrQyraVEkIIIR4w69evZ/Xq1dcFhQCCgoL4+OOP6dSpU6HLlcCQEEIIIR58RiNqr16o167PzUVZtw7dggUoK1eiZGXhkJ0NX3zBo0Cqmxs7GjWyQYVLjq89TvCm935teWaHmXR9pKsNaySEEEI8mOzs7EhPT7/h9oyMDOzs7ApdrsxKJoQQQoiHl9GI2qED5nnzMMXHY/rmGyxt26JezhJyT0vj0d274dAhG1e0ePrlyC8M89mtLX+YVJMBtQfYsEZCCCHEg6tr164MHTqUVatWkZaWpq1PS0tj1apVDB8+nO7duxe6XMkYEkIIIYQAcHVF7d8fc//+cOoUui+/RP/JJyjJyRg6dMC5bl0yXVxsXctiY71TIv1W9MOiWPOwwhuEM7rtxzaulRBCCPHgmjBhAhaLhYEDB2IymbTsoJycHAwGA3379uX9998vdLkSGBJCCCGEuJa/P5YPPgA3N/Rvv41y5gwt//6bv9u2JcvJyda1s7ldDufpGvAvOWYTAP1q9GNi24koMh6TEEIIcc/Y29szefJk3n33Xfbt25dvuvpatWrh5uZWpHIlMCSEEEIIcQOW116DjAz0EyfifPEiLf/+m+2NG4N63WhFD42jdmk8We4fMvTWoNCTQU8y+8nZ6BQZoUAIIYS4H9zc3GjevPldK0/O4EIIIYQQN2F57z3MI0cC4JqRwaN//okhNJTq+/fjnpLyUAWJ4tPiaR+4kXOGbACalWvGgi4LMOjkXqMQQghha3v27GHz5s2Ffp6cxYUQQgghbkZRsHz2GQD66dOtq06cIAQIOXyY076+kJBgwwreH8n6bJ786UlijRcBqOldk2XPLMPR6GjjmgkhhBACYMiQIRw/fpzk5ORCPU8yhoQQQgghbkVRsEyaRO6JE5g//RRLgwbaJr8zZzDUqYNffLwNK3hvZSi5dCr3D4fPHQagsmdlVvVahYeDh41rJoQQQog8y5cvZ8+ePYV+ngSGhBBCCCFuV7lyWF5+GfO//5J77BiW3r0BUJKTabp5M/V37MCQm2vjSt5dOZh5OmAL2x3PA+Dj7MPqXqvxcfGxcc2EEEIIcTVfX18CAwML/TwJDAkhhBBCFEWFCpi//x7Tjz+ielgzZypGR9P6r78gPd3Glbs7zBYzz/lt508Xa1c5d3t3VvVeRSXPSjaumRBCCCHuFgkMCSGEEELcAbVHD0x79mBp2xYAj9RU9M8/X+IHpVZRGbV2FIvd4wBwMDiwvMdyanrXtHHNhBBCiIdTbm4u48aNo27durRt25Yff/wx3/akpCRKly5d6HIlMCSEEEIIcaf8/TGvWoWlfXsAdL/+SrWDB21cqTsz3iuCWf/NAkCv6Pmp2080LdfUxrUSQgghHl6TJk1i0aJFvPDCC7Ru3Zq33nqL8PDwfI9Ri3BjSgJDQgghhBB3g16Ped481OBgAEIPHSIgNtbGlSqaLzyPMb5MhLb8dceveaLKEzaskRBCCCGWLFnCtGnTGDlyJG+//TZ///03mzZtYvjw4VpASFGUQpcrgSEhhBBCiLvF3R3TsmXamENhO3bgcf68jStVOAvdYnjZ58qMJp89+hl9a/S1YY2EEEIIAXDmzBlCQ0O15UqVKvHrr7+yY8cOBg8ejNlsLlK5EhgSQgghhLibgoMxz5+PqigYzGbarlvHo2vXUvu//wiIjcUuO9vWNbyhP078wfN+27XlsU3G8r8G/7NhjYQQQgiRx9vbm+jo6Hzr/Pz8WLlyJXv27GH48OFFKlcCQ0IIIYQQd5n62GNYPvsMAJ2q4pmSQlBkJI23buWJVasok5Rk4xpeb6vjOXos7YFJsaaiv5RSifEtx9u4VkIIIYTI06JFC37++efr1vv6+rJixQpiYmKKVK7hTismhBBCCCGuZxk5ErVWLZQ1a1C2bkXZvRslJwejyUTLHTsw//uvrauoOWh/gU7lNpFlygGg2yPd+LzL/CKNUyCEEEKIe+PVV18lMjKywG1+fn6sWrWKDRs2FLpcyRgSQgghhLhH1BYtsEyciHnjRkznzmGaNQtVp0PJzETfuTOlz52zdRU5acykQ7l/SNFbg0JtKrTh+87fo9fpbVwzIYQQQlwtMDCQtm3b3nC7r68vvXv31pZ79OhBQkLCLcuVwJAQQgghxP3g4IA6YADmb75BVRSUjAyab9xIqeRkm1UpKTOJxwM3cNqYBUB93/os6b4Ee4O9zeokhBBCiLtj69atXLp06ZaPk65kQgghhBD3kdq3L2aLBf1LL2E0mWixYQMnK1ZE2bEDVBXuU/etNF0uHX/qyHG7DACCSwWzsudKXO1d78vrCyGEEKJ4kMCQEEIIIcR9pvbvj9lkwjBkCEaTiaDISGjWjPYuLsSWL09s+fL39PUvKWa6BGxib+JZAAJcA1jTew1eTl739HWFEEIIUfxIVzIhhBBCCBtQBwzAtHw5ljZtUC9nCblmZFAtIoIOa9agb9KEKseOYZ+VdVdf14SFZ/23stHZGhQq7Via1b1XE+geeFdfRwghhBAlg2QMCSGEEELYiPrEE5ifeAJOn0a3eDG6hQtR9uwBQLdrF3WA2nv3kli2LMq8eRhyczEZjUV+vYu5Fxnhu4MVrqcAcDY6s7LnSkK8Qu7G7gghhBCiBJLAkBBCCCGErfn5YQkPxxIeDocPo1u4EN2iRSjR0Siqik9CAgwcSCe9ntN+ftauZjk5hXqJfxyTeOmb+hz3iAHAqOpY8vQSwvzC7sUeCSGEEKKEkK5kQgghhBDFSUgIlvHjMR05gmnjRsxDhqB6Wcf+MZjNBMbF0ezffzGUL0+dXbsoffasddDqG0jX5TKi7G5aV/ib4ynHAbDT2/FDt/k8WvHR+7JLQgghhLj/Ro0ahaen5y0fd88CQzVr1sTT0zPf35QpU/I95uDBg3To0AEfHx+qVavGtGnT7lV1hBBCCCFKFkVBbdwYy+efY4qJsY5H1LMnqpOTdXNyMlVOnKDN+vW0/+03dLNnozeZ8hWx1jmBmpV+58tSx7V1jQMas2vgLrqHdL+vuyOEEEI8DO51LCQnJ4dffvmFN998k4EDBzJw4EDefPNNli9fTs412cSvvPIK7u7utyzznnYle/PNN+nfv7+27OLiov0/LS2N7t2707JlSyZPnsyhQ4cYOXIk7u7uPP/88/eyWkIIIYQQJYvReGU8oowMlBUr0P30E8q6dShmM67p6TByJB3t7DhRuTLHq1ThkpMTm59tTuy/GwFwMjrxQasPGFpvKHqd3sY7JIQQQjy47lUsJCoqiu7du5OQkEC9evXw9vYGYP/+/cydOxc/Pz+WLFlCpUqVClXfexoYcnFxoWzZsgVuW7JkCTk5OXzxxRfY2dkREhLCgQMHmDlzpgSGhBBCCCFuxMUFtU8fzH36QFISugUL0M2YgRITg11ODiGHD1P1yBG2N2rEE02/5Zejv+Dt5M2XT3xJJc/CXSgKIYQQovDuVSxk9OjRhIaGsnHjRtzc3PJtS0tLY+jQoYwZM4alS5cWqr6Kqt6kU/odqFmzJtnZ2eTm5hIQEMDTTz/NsGHDMBissaghQ4aQnp7O/Pnzteds2rSJzp07Ex0djYeHR4HlZmdnk52drS3nVV+n0xEVFUWVKlXQ6+UumBC3y2w2c/z4cWk7QhSBtB9RbJhM6FauxDB9Orpt21CNRrKPHAE/P5IykyjjVAZFUWxdS420HSGKTtqPEEVnNpuJiooiMDAQIN+50d7eHnt7+zt+jXsVCwHw8/Nj3bp1hIaGFrg9IiKCxx57jNOnTxeqzvcsY2jw4MHUqlULDw8PduzYwfjx40lMTGTChAkAJCUlaR9GnjJlygCQmJh4wzdjypQpfPzxx9qyi4sLBw8e5OTJkwAcP368wOcJIW5O2o4QRSftRxQL1arBrFk4HjiA06FDJKenw9GjAKSQYuPKFUzajhBFJ+1HiKLR6axDLTds2JDExERt/dixY3n99dfvuPx7FQsBcHd3JzY29oaBodjY2NsaU+hahQoMvfvuu7ccFGn79u0EBwczfPhwbV316tWxs7Nj1KhRjBs37o6icKNGjWLYsGHacl7GUIUKFSRjSIgikLtOQhSdtB9RLFWtCoCXjatxM9J2hCg6aT9CFF1exhBYYxfXZgzdSHGIhQD069dP6y7WokULbYyhpKQk/vnnHz777DMGDRpU6HILFRgaMWIEzz777E0fU6FChQLX16tXD5PJRGxsLEFBQXh7e3P27Nl8j8lbvlFfPLg+vctisZCenq4dFPV6vRwghSgCaTtCFJ20HyGKRtqOEEUn7UeIO+Pq6qplD91KcYiFgHVQaycnJ6ZPn87bb7+tBbZUVaVs2bK8/PLLvPzyy7e1T1crVGDIy8sLL6+i3X86cOAAOp1OS5EKCwvjgw8+IDc3F6PRCMDff/9NUFDQTVOnhBBCCCGEEEIIIe6X4hQLCQ8PJzw8nJiYGK0rXNmyZSlfvnyR6gdwe+GxQtqxYwdffvklBw4c4OTJkyxevJi33nqLHj16aDv69NNPY2dnx8iRIzl8+DDLli1j9uzZ+bqJCSGEEEIIIYQQQpQE9zMWUr58eRo0aECDBg3uKCgE92jwaXt7e5YtW8bEiRPJycmhfPnyDB06NF9fO3d3d5YuXcqYMWNo3bo1pUuXZsyYMTJVvRBCCCGEEEIIIUqc+xELSUhIYOPGjXh6etKqVSvs7Oy0bZmZmcyYMYPXXnutUPW+Z9PV3y95YwwZjUYiIyOpWrWq9LUVohDMZjNHjx6VtiNEEUj7EaJopO0IUXTSfoQoOrPZTGRkJIGBgYUaY6i4+O+//+jWrRsWiwWTyYSvry8//vgjISEhgHUQ6pCQEJKTkwtVbsl6F4QQQgghhBBCCCEeQu+//z4dO3bk5MmTHD16lFatWtGxY0f2799/R+Xek65kQgghhBBCCCGEEOLu2bt3L59++ik6nQ5XV1cmTZpEQEAATz31FEuXLiUgIKBI5UpgSAghhBBCCCGEEKIEuHTpUr7lUaNGYTAY6NatG1988UWRypTAkBBCCCGEEEIIIUQxFxISwo4dO6hevXq+9SNHjsRisfDiiy8WqVwZY0gIIYQQQgghhBCimOvVqxfbt28vcNvLL7/M66+/XqTuZBIYEkIIIYQQQgghhCjm+vfvz+zZs2+4PTw8nH379mnL27ZtIzs7+5blSmBICCGEEEIIIYQQ4gHTo0cPzpw5c8vHSWBICCGEEEIIIYQQ4gGjquptPU4CQ0IIIYQQQgghhBAPKQkMCSGEEEIIIYQQQjykJDAkhBBCCCGEEEII8ZCSwJAQQgghhBBCCCHEA0ZRlNt6nASGhBBCCCGEEEIIIR4wMvi0EEIIIYQQQgghxAPip59+IiUl5YbbMzMz+eSTT7TluLg4KlSocMtyJTAkhBBCCCGEEEIIUcwNGzaMtm3bcujQoQK3Z2Zm8vHHHxe6XAkMCSGEEEIIIYQQQpQAFSpUoH379vz66693rUwJDAkhhBBCCCGEEEIUc4qiMHv2bP73v//xwgsv8NFHH92Vcg13pRQbslgs2r86nQ6LxXLbI28LIaTtCHEnpP0IUTTSdoQoOmk/QhRdXvu59v8lRd5g0q+++irVq1dn8ODBREREMHv2bJydnYtcrqLe7jDVxZTJZCIzM9PW1RBCCCGEEEIIIUQJ4ezsjMFQsnJlSpUqxdGjRylTpgwAx44do2/fvuj1ehYuXIiTkxMhISEkJycXqtyS9S7cgLOzM5mZmTRs2JDt27fj6upq6yoJUWKkp6dL2xGiiKT9CFE00naEKDppP0IU3dXtpyS6NkswODiYdevW8eKLL9KmTRs+/PDDIpVb4gNDeRE+RVFITExEUZQSlw4mhC1J2xGi6KT9CFE00naEKDppP0IU3dXtp6RlC8GVrmRXc3NzY9GiRbz//vsMHz68SOWWvHdCCCGEEEIIIYQQ4iHTu3dvHBwcrluvKArjxo2jRo0azJ07t9DlSmBICCGEEEIIIYQQopibMWPGTbd37dqVrl27Frpc/bvvvvtuEetU7Oj1epo1a1YiU8KEsCVpO0IUnbQfIYpG2o4QRSftR4iiexDaz/Lly5kwYQKffvop8+bNY9OmTbi4uFCpUqUilVfiZyUTQgghhBBCCCGEeNBZLBZefPFFli9fTpUqVQgKCgKss5NFRUXx3HPPMXnyZM6fP8+WLVvo2LHjbZVbckNkQgghhBBCCCGEEA+JWbNmsWHDBhYsWED79u3zbVuzZg0jRoygYsWKLFiwgF69et12uZIxJIQQQgghhBBCCFHMNW3alKFDh9K3b98Ct8+bN4/w8HBat27NggULsLOzu61yJTAkhBBCCCGEEEIIUcz5+vqyY8cOypUrV+D22NhY6tSpw5kzZ247KASgu1sVFEIIIYQQQgghhBD3hoODA6mpqTfcnp6ejqura6GCQiCBISGEEEIIIYQQQohiLywsjDlz5txw+zfffENYWFihy5XBp4UQQgghhBBCCCHuMVVVURSlyM8fPXo0nTp1IiUlhREjRhAUFISqqhw7dowZM2awZs0aVq5cWehyZYyhQsj7EFNTU1m5ciW///47FSpUoGfPntSsWfOOP2QhHnbShoS4uYSEBDZs2ICrqyvt27dHr9dLuxHiBrZv386RI0do0aIFFStWtHV1hCiRMjMzWbZsGb///jvly5end+/e1KhRQ849QtxEXvtIT09n2bJlbNiwgUceeYTevXsTGBh4x+1n1apVhIeHk5KSku81PT09mTJlCp07dy50mRIYKqSLFy8yYsQI4uLiaNCgAVlZWSxYsIAFCxbQunVrOUAKcZvyDoiHDx/m+++/Z+vWrTRr1oxOnTrRqFEjW1dPiGJnypQpTJ8+nbJly6KqKh4eHixatAh3d3dbV02IYiU2NpZBgwZx/PhxAgMDSUpK4q233qJnz57odDKKghCF8c4777B27VqaN29OfHw8f/31F8uWLaNp06a2rpoQxZqqqowYMYI9e/bQuHFjDh06xLFjx/jtt98IDg6+4/IvXrzI+vXrOXHiBABVqlShTZs2ODo6Fqk8/bvvvvvuHdfqAXTgwAGSkpIoW7ZsvvUzZ85k7dq1zJ49m169evH4448THx/PihUrqFmzJj4+PjaqsRAli6IoREZGMnr0aMxmM506dSIuLo5JkyYRFBRElSpV5G6UeCjFxsbi4uKS7wfs4cOHGTNmDO+//z5Tp06lYcOGzJkzh/j4eMLCwop8ESBESZaamkpqaiouLi7AlRsO48aN4/z586xZs4bnn3+eU6dOsXTpUkqVKkVISAgWi0XOLUJcZefOnWzatAlXV1c8PDy09QcPHmT06NF89NFHjBw5ku7du7Nv3z7Wr19PrVq1KFOmjA1rLUTxsGvXLnbu3EmZMmVwcnLS1v/1119MmjSJmTNn8tJLL9GzZ0/WrFnD/v37qV+/Pm5ubkV6vR07dnDgwAFCQkIIDg6mUaNGREdH89577/H5558TFRVF69atMRgKN2rQQ3/b5OqEqYyMDL744gsaN25My5YtmT17NmlpaQCYTCbA+sHXqVOHatWqcenSJQCaNm3K3r17Wb9+/f3fASGKubNnz/Lrr7+yY8cOACwWCwA5OTnMnj2bzMxMZsyYwYsvvsi0adPo0KEDH330EWlpaXLhLh4Kly5dYuXKlXTv3p3KlSvTo0cPhgwZwoEDB7THrF69Gn9/f5o3bw5AjRo1GD16NPv27WPLli1A/vOZEA+qkydP8sEHH1C3bl3CwsIYPHgw06dPJysrC0VRSEhI4MSJEzRr1gwvLy8cHR0ZO3YsVatWZf78+QBybhEPravPE2fPnuXDDz+kevXqPP/888yZM4dOnToxb948cnNzAdi4cSOhoaHUrVtXe96LL75Ibm4uf/zxx32vvxC2dHX7iY+PZ9y4cTzyyCM899xzTJkyhSeeeILff/9de8z69eupXbs2tWvXBsBoNDJ48GDi4uL4999/i1yPTz75hCNHjmjLERERvPzyy7Rq1Yrw8HB+//13pkyZUuhyH9rA0IULF4iKisp3cZCRkUFsbCzPPfcczzzzDKdPn+bs2bP5nlevXj127drFkSNHcHBwAOD48eOoqsq6devu6z4IUdxcfcBMTEwkPDycVq1a8dxzz7Fs2TIALQvCzs6O7du307lzZ1xcXMjNzUVRFHx8fNi/f7/82BUPrJycnHzL69atY+7cuYSGhrJ8+XI++ugjIiIieOedd4iLiwOsAdWsrCy8vb0xm80AtG7dGicnJ7Zu3QrIj13xYMr7vgOcP3+eb7/9lr179/L666+zevVq6taty+zZs5k3bx5gvZGXmJhIuXLltOeVKlWKli1bsnfvXi5cuCBtRTx0UlJSiIiIyPfd37p1K0ePHuX//u//2Lt3L0uXLuXRRx/lu+++Y/v27QA4OTlx+vTpfJkHNWvWJDAwULtOE+JBV1DcYN26dRw/fpxPP/2U/fv3s3DhQqpWrcqkSZM4fvw4AJ6eniQmJuLq6qqdyxo3boyrqyu7du0qcn0OHjxIy5YtteVly5ZRt25dpk2bxvDhw5k4cSLLly8vdLkPXWBo/fr1NG7cmGrVqjFgwAA++OADLfjj6urKkCFDGDJkCD169ODEiRPExMQAV37M9urVC3t7e4YMGcKoUaNo0qQJa9eu5fnnn+fChQucO3fOZvsmhK3s27ePAwcO5DtgWiwWsrOzmTBhAp06deLs2bMkJSUBaHeiqlSpwj///MPBgwcxGo0AREVFAfDLL79o5QhR0sXGxjJmzBjq1avHCy+8wMqVK7WsU51Ox5NPPsnYsWOpUaMGrVu3Zvr06ezdu1fLWn3kkUeIiYnBZDKh1+sBqFixIn5+fsTGxpKZmWmzfRPibjKbzaxYsYIOHTrQpEkTPvjgA+0i22Qy4evry1tvvUWPHj0ICgpi3Lhx1K9fn4iICEwmEwEBAVy8eJGzZ89q2d6KolC1alWcnJzYtGkTIDcdxMNh+/bttGrVitDQUAYOHMjo0aM5evQoYI6Ti8oAACAASURBVD2H5HUP0+v1uLq6MnLkSBITE7Xn169fn4SEhHwD3JYqVYpKlSqRkpJCcnLyfd8nIe6XguIGee2jRo0avPzyyzz55JMA+Pr6MmbMGI4fP64FUkNDQzl58iQZGRnatZu/vz++vr4kJSVp13iFdeHChXzdODdv3syjjz6qLdetW5dTp04VutyHIjCUd/I/c+YM06ZNo2HDhuzatYtnn32WZcuW8f777wPWqHilSpUAaNiwIWazmcjISOBKYMjHx4dffvmF1q1bk5qaSt++ffn7778JDAzE3t6e1NRUG+yhELYxc+ZMKlasSM+ePRk4cCATJ07UgqOlSpVi3LhxdOnShcaNGxMfH69d3Oe1yUGDBpGRkcGQIUPo0qULVapUITk5mZdeeknrRpN3IBWipMrOzmbq1Kns27ePN954Ax8fH8aMGcOMGTMA6NChAy+++KI2TgpYs4qysrLw8/MDrEFUk8nEf//9B1zJovD29ubixYtycS4eGHv27GHChAk0atSIkSNH8vvvv9O/f38yMjLw9vZm2LBh1KlTB7hy4yAmJgYfHx/tYrx27dps27aN9PR0rVxPT08CAwM5fPjw/d8pIe6DvPNC3jVWamoq06dPp2LFiuzfv5/XXnuNHTt28MYbbwDWH7b169fHYDBov3MSEhJITk4mKCgIgKCgIFxdXdm2bRuqqmplu7m5aV03hXiQ3CpuMGHCBMDai6hhw4bodDrtt8qRI0fQ6/Va0CY4OBhFUbTM7rw26unpSXp6epFv6pUpU0ZLXsnJyWH//v2EhYVp29PT0ws9vhA8YIGhpKQkvv76a7p06UK3bt2YOXMmZ86c0bIYjh49yubNm/m///s/fH19GTRoEG+88QYLFy7k9OnT2uPMZjMuLi5UrlyZ/fv354uSA/j5+fHOO+8wZ84chg0bBlgPpHZ2dlSuXFnuQokHTl5mw9V2797NvHnzeP311zlw4AB9+/Zl0aJFzJw5E7B2FfP19QWsB89Lly5pd6nyDlaNGzdm/vz5dO7cmbCwML766it+/vln7aBa1Ei6EPdbbGwss2fP5r333mPjxo35Mt0iIiL47rvvmDBhAk8//TQTJ05k+PDhTJ06VRtLy2KxoKqqdtHw9ddf06lTJ1xdXQGoXLkyNWrU4OeffwauBEy9vLw4ffq01taEKAk2bNjABx98wKxZs7RM0jwTJ06kSpUqjB07lt69e7Ns2TISExOZNWuWlgFkNpuxWCzodDr27dtHeno6DRs21Mro0qULR48eJSIiQlvn4+PD+fPntbYi3clESXfu3Dm+/fZbOnfuTPv27bVxR/K+2zExMfz++++8/vrrlClThm7dujFp0iQ2bNjAtm3bCixz0qRJ9O7dm7Jly2KxWHBwcKB169YsX76cpKQkrWyTycSFCxeoXLnyfdtfIe6mO40bwPW9GmbOnMnAgQNxdnYGrIHVsLAwFi5cmC/j22AwaOejosQNHnvsMd577z22bNnC+PHjcXR0pHHjxtr2iIgIKlasWOhyS3RgSFVV9u3bx+bNm4mJieGll15i6dKlNGzYkMcee4wZM2YQHh6uPT4yMpIKFSpgb2+vrWvXrh3e3t7axXZeuQDNmjXjyJEj2od/9QdnMpnIzs4GrCOOL1++nG7dugFysSEeDLt372bUqFE0aNCA7t27M336dGJjY7Xtf/31F7m5uQwePBij0cj//vc/Bg8ezA8//EBiYiKKomhtpmbNmri4uHDs2DHtYj6Pt7c3r732Gm+99RZt2rQBrIO8h4aG4ubmJoFWUSxlZ2cTFxfHuXPnGDZsGO3bt2fp0qWcOnWKl156SbsjC3DixAm8vb21LAej0UjPnj2xt7fXzj06nQ6LxYJer2fXrl3s37+fPn36YDAYUFUVe3t7+vXrxx9//MHKlSsB6x2hDRs2UKlSJa0rphDFUd65Y/HixbRs2ZIRI0YQFRXFokWLaNu2Lfv379ceGxMTQ/PmzXFwcCAnJwdfX1/69u3LqlWrOHnyJGC9zso7j8yfP5/KlSvTpk0b7XzRrl07fHx8mDNnjpY1tGPHDiIjI7V2KERJdPDgQVavXk1KSgpDhgzh559/pnHjxvTp04eVK1fywgsvaD9WExMTcXFxoXTp0oA1oNqgQQOqVq3KL7/8oo13l3dD4s8//yQuLo4BAwYAV370DhgwgHPnzjF+/HgyMjKIj49n7dq1NGrUSBtvVYji7l7EDXQ6nXbDYuHCheTk5NCvXz/t9cDaO2Lbtm18+umnWCwWIiMj2bBhA23btgWKFjd46623MBgMdOzYkR9++IFp06ZhZ2enbZ8/fz6tW7cudLklOjCUnZ2t9eWLiooiODiYWbNm8cYbbzB06FAmT57MwYMHtQHUsrOz8fb21rIWLBYL7u7utGzZMt+MYnkXG23atCEhISHfhQhYP+i//vqLDz/8kM6dOzN8+HCefPJJBg0adB/3Xoi7Kysri5UrV7J582Z27tzJqFGjyMzM5I033uDJJ5/k22+/ZezYsYA1bdFkMmkXBHkHv2effZbU1FQ2b94MoGVC2NvbExQURHR0tDaY7tUyMjK4ePEiAF9++SXnz5+nQ4cOWhlCFCcXL15k8ODB/Pzzzxw+fJi0tDS+/vpr1q5dy6xZs3jttdf49ddf2bdvHwDJyclUqFCBgwcPAtb2UrZsWVq0aJFv9oq8O0kzZsygevXqtGzZMt+02r169aJdu3aEh4fz2muv0atXLxISEhg/fvx9fgeEuH2bN2+md+/exMbGsnXrVlq2bMnmzZuZM2cOc+fOxd/fny+//BKwtpWAgADtOi3v3NKxY0fOnDnDiRMngCvnhX379rFw4UItEJu33t3dnXfeeYfNmzfzwgsvMHz4cEaPHs3o0aMJCQm5r/svxJ3Kawe5ubl88cUXbN++naSkJLy9vZk6dSpvvPEG/fr1Y86cOcTHx7Nx40YAMjMzCQwMZO/evcCVANDjjz/O5s2btesuvV5PVlYWX3/9NS1atKB69erAlezupk2b8sYbb7BlyxY6depEkyZNyM7O1q4JhSjO8trPvYgbWCwWLftn7ty5dO3alYCAAODK+ahDhw6MHDmSBQsW0K5dO9q2bYuXlxf/+9//irxPpUuXZs2aNURHRxMdHU3Hjh3zbf/uu++K1D4L3/nsPjtw4AA7d+6kVq1a1KtXT1ufl96YnJyMn58frVu31iJjeRkJDg4OlCpVSjvwBQcHs2TJEiIjI/OV1bBhQ+3CWlVVLTBUr149XFxciIiIwN/fn8jISB577DE8PDwoVaoUmZmZNGvWjIkTJxIaGnq/3hIh7olTp07xzTff8Pzzz+Ph4UGbNm0YM2aMlg5ZqVIl+vbti9lsxs7ODoPBgKOjI+fOncPLywuTyYSbmxshISFs2bKFp556Cr1er7XH+vXr89133xEZGUn58uW1183MzOSvv/5iyZIlHD58mKysLF599VVatGhhq7dCCAAOHTpEREQEzzzzjLZOVVWcnJw4fPgwvXr1ok6dOnz88cf4+/vn+657e3tz8uRJatWqRUBAANnZ2Zw4cYLatWujqiqKotC0aVM+/vhjrVxFUVixYgXr16/XMih0Oh0ZGRk4Ojpib2/PpEmTaN68OX/++SfNmjWjZ8+e2th4QthKZmYmf//9NykpKXTo0AEvLy/MZjN6vZ7Y2FiqVq2Kh4cH4eHhlClTBicnJwAqVKhAkyZNtB+yBoOBSpUqcejQIQDtTm1YWBi5ublaBndeRmp4eDgDBgzQpgJWVZXMzExcXFxo2rQpy5cvZ+XKlZw4cYLx48fzxBNPyLh1oljbt28fy5cvZ/v27ezZs4djx47h6uqKxWLBaDQSHR1Ny5YtqVq1qtZ1P49OpyMgIEAbHNff3x9nZ2f27t3Lo48+qv1QbdGiBd98802+jOzVq1dz7NgxfvjhB8DazSYyMpLatWvj7OxMp06dqFGjBv/99x/BwcFa8EiI4iSv/ezatYvExEQ2bNiAk5MTZrP5nsQN8mIG8+bN036/gLX9nDp1ipCQEBwcHBg6dChNmzYlIiKCGjVq3LX24+7uXuB6T0/PIpVXbANDGRkZjBgxgr///pugoCAmT55Mv379GDp0qDbg2cWLF6lSpYqWopx3ZzXvQHf8+HFyc3O1fud169bF1dWV//77j169emkfpqurqzZwdN4bHBsby4EDB0hISGDixIlMnDiR6tWrU61aNTw8PAgLC8s3yBNcubAXojjKyMhg69atuLm50bBhw+u+rz4+Phw7dowGDRoQEBCgdevKk5aWRuXKlYmOjqZKlSr4+PhgNpu1C468lOMmTZqwd+9e9Ho9qqpqF+GNGzdm7ty57Ny5E1VVOXDgAK+88grOzs6UK1eOqlWr0rNnTx577DFJTRY2paoqSUlJdOzYkQsXLhAcHEytWrXyZe/4+/sTExND+/bttUGj8849cXFxnD17lrp16wJQp04djEYj+/fvp3v37tq5x8/Pj0uXLmnnnvPnz/Pll18ycuRI9u/fz8qVK1m9ejXVqlVj0qRJBAYGotfr6d69O927d7fBOyNEfqmpqUyYMIGffvoJT09PHn/8cWrXro2Xl5f2GFdXVw4cOICbmxtubm7XlfHvv//SvHlzwHqRGxISwtq1azl16hT+/v7k5uZiNBopXbp0vkHWFyxYgKIotG7dmvnz57N48WIiIiJ4+eWXGTlyJAAhISGSISSKvQMHDvDOO+/w77//Ym9vT9OmTcnKyqJy5cqkpKTg6uqqnV+8vLyIjo4GrBlAOp0Os9mMwWDgyJEjZGVladdvwcHBBAQEsGPHDgCty7GHhwdms1nrSnb69GnGjx9P/fr1GT9+PGvXriUqKooWLVowdepU7QZhhQoVqFChglZv+d0jbOXq797mzZv55JNP2LZtG3Z2drRo0YKYmBgqVKhATk4OTk5O6PX6exY3OHz4MDNmzKBLly68/fbb/P7770RFRdG1a1c+/PBD7TdNzZo1qVmzZoH7UFzYPDB08eJFoqKiCAoKyteH79tvvyUiIoLffvuN0NBQpk2bxuLFizEajbzyyisoisK5c+ewt7fH29sbuBK10+v1XLp0ic8//5zhw4drd6a8vLxo0aIFCxcuJDo6WhuUacWKFVSrVi1fvaZNm8bcuXPp0aMHTz31FM2aNdMGAc2TNzp/3usWtw9XCIDz58/z6aefsmbNGuLi4ujfvz8NGza87vtqNBpxcHAgISHh/9u707CojqwP4H8aukFpaBURQZBFIT3QgAoqqAmLG7g8cY0LGEciJkKccYuOeRON2yAmOhqXaFxmFNyCqMEoI2LAfVxABWVPFFSWICDK0tDQ9X7guUW3oM4kLijn98XH2/d2t/atW1WnTlXB0tKSNzhUKhUkEgni4+Ph5OSE7t27AwBcXV0hlUpx+vRpDBo0iKccm5ub49SpUwAay8SFCxeQmJiIa9eu4dq1azA0NES/fv1QUVEBqVSKXr168U40gCbrEBHyMggZDc0d27VrF6ytreHi4oKzZ8/ywJCenh7y8/NhamrKG8tC5S6815YtWzB8+HBYWVkBaAgiubu74/Tp0ygrK+MjORcvXoRcLkdlZSVkMhmOHz+Oy5cv4/LlyzAyMsKAAQOwePFijBgxQmvHMuEzNesfQl6F1NRUxMTE4JNPPoGJiQn279+PK1eu4OjRo3B1dQUArekpAGBoaKi19oGmf//738jNzcXGjRv5sb59+0IikSAqKgqzZ8+GWCxGXl4eRCIRr1PKysoQERGB69evY/z48bC1tYWfnx+WLFmiVZcIhA4AtdPI66ZUKsEYQ5s2bXh9U11djcGDB+Pzzz+Hi4sLJBIJwsLC8PPPP8PKyooPspWVlcHU1JT3RzQXsgWAf/zjHxg9ejTvF8lkMgwaNAgLFy5EUlISz3r44YcfIJfL+Vqp58+fx71791BXV4eePXtiwYIF8PPzazaQq9mZpfJEXrXq6moUFxeja9eu/Fh5eTl8fHywePFiODs7QyKRYPbs2cjPz0e7du1QV1cHPT29Fx43EAbEf/75Zzx48ADHjh2Di4sLFixYgKFDhzabzdPiyw97DfLz81l4eDjz8PBgVlZWzNPTk02fPp2dO3eOMcaYUqlkwcHBLDAwkF9TU1PDvvzyS6ZQKPgxlUrFHB0d2c2bN5t8xhdffMGGDBnCqqqqGGOM1dXVMcYYKywsZMOHD2fu7u5s9+7dbOPGjczT05MdPHiQMcZYfX09Y4zx6zTV19cztVr9gv4XCHnx8vPzmxwrLi5mISEhbP/+/SwoKIhNmTKF3b17lzHGtO7na9euscDAQHb69Gl+TCgPN27cYI6OjiwhIYG/Vl1dzcLCwlj37t1ZRUUFP+bl5cXmzp3LVCoVP3fgwIGsZ8+ebP369SwzM7PZ765Wq6l8kZfu+vXrbNGiRczb25sFBQWxw4cP8+e9cP+VlZWx4OBgtnv3bhYaGsoCAgIYY43lobq6mnl4eLCLFy82ef8DBw4wNzc3lpeXxxhjvBykpKQwDw8PNm7cOHbjxg2WmprKfHx82KpVq/i1qampbNeuXc2WY0JetZKSElZQUMAYa7yP4+LimI2NDWOMsaKiIta7d2928uRJxljD/XvmzJkm77Nt2zYWEhLCiouLtY7X1NSwoUOHssWLF/O/C9asWcO6d+/ONm/ezMrLy9nXX3/N+vfvz27fvs3PjYiIYBcuXODlkpCW6uHDh2zXrl3Mz8+PmZiYsB07djDGmFY7SZNSqWTz5s1jgwcPZow11k0qlYoNHjyYxcXF8XOF1zZu3Mj69OnDSkpKGGON/R6VSsWmTJnCnJyc2Lp169jWrVuZh4cH2759O3+PkpISVlhY2OR7UL+HtAS//fYb+/bbb5mHhweztbVlQ4YMYYsXL2b3799v9vyHDx+ySZMmsWnTpjHGtMvPi44bMNZQFzb3Xd7E8vPKMoZycnJw8OBBjB8/HllZWThz5gw++eQT+Pr6Ijs7G+vWrcOKFSsQGxsLpVKJkpISODg48OslEgn8/f2xceNGpKen89RgsViMhw8fAmjMMkhNTcWPP/6IFStWoE2bNgAao+pmZmbYtGkTfvjhB2zYsAESiQQfffQRhg0bBqAxetimTRswxvh7au6AQUhLIiy+efDgQbRv3x5RUVGwsbHhUen27dtj0aJFfJ2TiIgI5OTkwNLSkqdPClHrvLw8nhEENJaHZcuWwdPTE97e3lpzcWfOnIno6GgMGzYMH3zwAbKysqBSqRAUFAQ9PT0epY+Pj2/yvZ/M1miRkXPyxnv8+DH+85//wNbWFmlpaVi9ejXs7Ozw4YcfIiMjA/Pnz8ft27cxZ84cXmZu376NW7du4fvvv0d+fj6Sk5N5yrCwvt2jR4/4Qp5CNkJlZSU2bdqECRMm8GwhYSTX2dkZ33zzDTZu3IhJkyahpKQEI0aM4LtXAIBCoeDzzp+sfwh5VdRqNdavX4/ly5fjr3/9K5YsWcLvYz09Pdjb26O6uhoqlQpFRUWoqKjA2LFj+VooXbp0wcKFC+Hu7g6gYUHpiooKPr1MePZHRkaipKSET/vSzCoKCQlBTU0NIiMjsWrVKkilUnzxxRd8GotEIkFgYKDWdwZAWUGkxcjJyUFUVBQCAgJQWlqKffv2wd7eHiKRCFeuXEFQUNBT+xX6+vpISUmBi4sLb0cJGavFxcU800eoI/Ly8rBz506EhoaiQ4cOAMCn8+vp6WHNmjU4cuQI9uzZg7q6OkyZMgUffPAB/zzhGur3kJYiJycH0dHRGDJkCJKTkxEbG4vp06fD29sbCQkJ2Lx5M5RKJcLDw5tMyZLJZLh58yamT58OoHFNOh0dnRceNwDAM5DehvLzUgJDwn++ZqeztLQUW7duxYIFCyCVSrFq1So4OTlBR0cHVlZWuHDhAuLj41FRUcFTryorK7XW/bGzs0PXrl0RHx+PP/3pT0hPT4ezszPfilQQGRmJfv36YeTIkUhISMDx48eRkZGBo0ePgjEGa2trfPbZZ5g/f/4zGxCaUwMIaUl27NiBqqoqzJo1C3Fxcbh9+zb8/PyQmZmJ1NRUrcCQrq4uXyG/V69e2LFjBzIyMuDt7a310OratSuys7ObTFmJiopCWloa3z1JuIYxBplMhgMHDuDw4cM4ePAgrKyssHr1ajg6OvIGiUBouGumbhLysqWnp2P27NmIiYnBnTt3EBgYiGnTpkFfXx/19fVo27YtYmNjERISwqczb9iwgS843aNHD8TExCAvLw/Ozs7Q0dFBfn4+XFxcUFxcDKBx04KIiAi0bdsW8+bNg1KpxKVLl5CUlIS5c+eCMYb+/fvDzc0N2dnZcHJyarbRIJRbqn/I66JWqxEVFQW5XI6ysjKtdlhGRgbs7e1RX1+PO3fuwNbWFkuXLsX777+PXbt2ISkpCWvWrMGXX36JI0eO8LT9EydOAGgMCpWXlyMiIgLz5s1Dx44dce/ePcTHx0OhUMDNzQ0GBgZYtGgRxowZgzZt2mhNG9AklJc3sQFO3h4VFRUwMDDgARyRSMT7PYsWLYJMJsOsWbPQp08fbNmyBSdPnmx2KjPQ2Fl98OABunTpovWeZWVlUCgUfK0t4fjevXthb2+PgIAAJCQkIDY2Fqmpqdi/fz9kMhlMTU0RHByM6dOnU7+HtDhPixts374dn3zyCW7evIl58+bx7d27deuG0tJSnD59GpWVlXxav6CqqgoqlYoHPIXganZ2NsUNnuOFBIbUajVOnTqFw4cPo7i4GF5eXggMDES7du34OSYmJjA0NERlZSXMzMxgZmbGX0tJScHVq1excOFC3ilVKBS4dOkS7t+/zxskBgYGcHJyQnJyMr82Pz8f3bp1A9DQ4bxx4wa2bdsGiUSCo0ePQldXF56enhgzZkyTiKKwlbZwLSEtndCQSElJ4RHvQYMGYcSIEVCr1fj888+RlJSEkSNHNvvwUigUaN++PbKyslBTU6O1rldubi569uyJe/fuwdHREfX19aiqqsLevXsxffp0GBoaYuvWrYiOjoa1tTW2bdsGxhjs7Owwd+5czJs375nfncoYeRnq6uqQmJiI5ORkjBgxoskOkZaWlqisrISlpSVCQ0N5pS2UpdraWnTs2BHV1dXQ19fHgwcPoFarMWrUKABAQUEBHj58iIEDB6J37944cOAAKioqUFlZCQsLCwANQc47d+5gxYoV6Nq1K8aOHYsLFy7AwMAAPXr0QGhoKC9rBgYGcHZ2BtD8uieU7UBet71792LQoEHQ1dXFlStX8Ouvv6Jnz54AgNraWhQWFkIqlfK2mVKpxMcffwypVAovLy+YmJjAy8sLGRkZcHV1hUqlgp2dnVZHODw8HDdu3EBcXBzCwsJQUFAAY2NjbNq0iZcBxhjeeecd/r2aW3uOygt5XZKTk/HPf/4TiYmJsLGxwZo1a+Dg4MDvURMTE0ilUjx+/BgymYxnGDg4OCAmJgbXrl2Du7t7k/taJBLh119/1RqkEzrMjx49glKpRJcuXQA0ZPDl5uZi9erVABoG0IV+z4QJE5oM9FG/h7QE/23cQF9fHyKRSCuzWigvWVlZ6Ny5s9YAtODWrVswNDTkr2nWKRQ3eLYXEhhavnw5YmNj4ebmhgEDBmDdunW4efMmwsLC+CKbGRkZ6NWrF4qLi/miaefOncNnn32GrKwsWFpaYs+ePQAAf39/DBw4EHFxcbh8+TJv6EulUtTX1/Ogkq2tLW7dugUTExP+XUpLSzFu3Dj07t0bPj4+WtNimvO2/rDkzXXnzh0cOXIEIpEIISEhWg89Yft3KysrqFQqAOANdsYYzM3NkZ2dzaPjmoSHqVwuR05ODnJzc+Hg4MAb6/fu3YNMJuORd11dXRw9ehSnT5/GuXPnsHLlSjg4OMDX1xcTJ04E0PiwFf4UFqymxjp5FW7cuIGVK1ciOzsbubm5sLS0bBIY+uWXX+Du7o47d+7gnXfeaRKMSUtLg1wu5w2S8+fPIyYmBrdv30ZmZibatGkDQ0NDdO3aFd999x2kUiksLCyQlJSktTvLL7/8gg4dOsDc3BwDBgzA6tWrYW9v/8zvT/UPaUmEOuLixYvw9PSEk5MTTp48ibS0NF7PWFhY4MGDBwAaOqFyuRzZ2dkwNzcH0FAPKRQKSCQSfl56ejq6dOmilWJ/9+5dmJqawtjYGMuXL4efn1+TBaqfrEeovJCW4u7du1i2bBmMjY2xbNkydO7cme8cJty3T/Z7hN31unfvjnbt2uHs2bNwd3fX2jJeuL6+vh75+fl82QwhoGptbY2kpCSeBQ4ANTU1mDBhAtzc3ODj48M7vU9D5Yi8bv9L3OC3336DkZER718I2Xg5OTmYPHky9PX1tTKOdHR0oKenh8LCQvTo0QNAY/mxsrKiuMFz/OHAUGpqKvbt24fly5fz1HsDAwNER0fj3r17/AcuLy9HRUUFzM3N+Q8nl8uxYcMG2NjYoKCgABEREQgJCUFaWho8PDygUCjwr3/9C8OHD4epqSlycnKQmJiIbdu2AWgYye3Rowfy8vJ4upiPjw98fHy0viN1VsmboKqqCvv378fOnTtx//591NbWYtKkSTA1NdU6TyQS4fbt27yTKxKJeCDI3t4ecXFxyMjIgEKh0GqkCI2Pvn374tKlS8jOzoaDgwN/3cTEBDdu3IC1tTW/zsLCAjNnzoS/vz88PT2fmyL5pqdQkjeLSCSCQqHAqlWrMGPGDFy6dAljxoyBgYEBD3gWFRVBLBbzOkIkEvGpX0Kn95tvvuHv6ebmBl9fX3h4eCA8PBwKhQKRkZGIjIzkWT9VVVWws7PD/fv3+dzyfv36ITU1tcl3fNp0AUJaGpFIhMzMTFy/fh1hYWFQq9WQSqUoLCzk5xQVFUGhUPD0/eHDhyM6OhqxsbHw9/eHjo4OfvrpJ8hkMn7f6+jooKCgAGKxmNdV27dv4MLgJgAADHdJREFU18pYBZpONyakpZozZw7MzMywdevWJq8J97hmvwdoXG+ua9eusLW15VvIN5cxqquri4cPH8LOzk7rvauqqmBmZsaDrowxODg44LvvvtM6j/o9pKX6X+MGmpnZQj8mOjoaKpXqqYPUZWVlEIlETXYFE4JFFDd4uj9c+9bX18PKykprK/dHjx7BxMSEZyMADaNMWVlZfFEnoGEbOHd3d3Ts2BHOzs5YsmQJKioqcPnyZUgkEvzf//0fqqurMXHiRHz66aeYMmUKRo0ahffeew8AkJ2dDZlM1mSUSVj8SaCrq9sqf1zSMtXV1SE+Ph6rV69GWloaPy7cx1OnTkV0dDTq6+uRkZGhda1wX+fl5UFPTw8ikUgrDVkIBl2/fh0AtEaihHP69u0LPT09XLt2DWfPnsWGDRsANCx2qK+vj5qaGl5evL29sXLlSgwYMIBnK6nVaq33JeR1kcvlWLBgAezs7ODv74/z58+jrKxM6xwzMzOkpKTA1NRUa/66SqXC4sWLERwcjG7duvHXLC0tceDAAcyfPx8eHh6QSqWwsrJCcXExzpw5A6Bh+rOZmRnq6uoAgG89DDTUiZrlg4JC5E1y+fJlDBo0CO3atUOHDh3Qrl07HD58GM7OzkhPT8eDBw9gZGTEM0uHDRuGiRMnYvbs2QgPD0dUVBQ2b96McePGwdvbG/X19ejQoQNqa2sBNHaO9fX1oVartcqLMBpMSEtWWlqKx48fw8fHBydOnIC/vz+CgoKwd+9eVFdX83tcs9+jOUjXsWNHODg44M6dOygvL2/2nj979ixMTExQXV0NoLHtl56eDltbW173aA78Ub+HvAl+T9zgybWHVq9ejTlz5sDY2FjrvYXzLl68CAsLC17vCGUjKyuL4gbP8YczhhwcHGBmZoa1a9fiypUrOHPmDDIzMzFnzhxUV1fz9PyKigrY2dmhoqKiyZxXwcGDB7VuABsbGxw6dAjHjx/HpUuX8Omnn2L06NH8ZnJyckKfPn2apE3SrhSkpXrW1Bc9PT1MnDgRbdu2BdAwVTIxMRHvvvsuv164r62srFBQUNDkuKOjI4yNjZGSkgJAe+RVR0cHycnJOHv2LJKTk5GUlIRNmzahR48e+Pjjj5Geno7evXvzBQ8Fmg9karSTlkQsFkMsFgNomIL897//HXl5eTA3N+cBGcYYTExMoFQqYWBgwK/dtGkTxGIxgoKCAGiP2mpeq6OjAzc3N+zcuRMuLi4AGoJHNjY2fKpYc9cS8ib6/vvvYWtri6lTp+LMmTOorKxE27Zt0adPH8jlcgANAxNAw3pDEokEK1asQO/evbFnzx4cPnwY77//PqZNmwagoTyYmJjwDQk0ywrVJ+RNpKenh0ePHiE5ORlZWVkYMmQIlEolFi5ciIyMDCxbtgxAw46YT+v3yOVyiEQiXL16Fe+99x7u378PGxsbnm0kFosxatQovui6UFYsLCzg7e3Np8gIqN9D3hR/NG6wYMECuLm5Ydy4cfzY48ePYWRkhLq6OojFYhgZGcHX15dndAtlg+IGz/eHA0Nt27bFjh07EB4ejkOHDmHUqFEICgrC2rVrcf78eYSFhcHe3h4ZGRmwsbHhkcCamhrk5uZCJBJBIpEgISEBBw4cQGhoqNaW2F26dEFwcDCCg4ObfLa1tTXmzp1LPyZ5Yzxr6gtjjAeFAOC9995DYmIiFi1apLWAWnl5OcRiMZ9iptm4trKygrW1NfLy8vDgwQM8fPgQnTp14lH1r776ChkZGZg3bx6GDRum1biws7NDhw4dtBaGFz6TkJbO0dERhoaGuH79Onr37s3LRVZWFpycnFBeXs4DQ/fv38eJEycQEhICiUSCiIgIHD9+HA4ODli6dGmTbeI7d+6Mzp0788+Sy+X46quvnjrIQcibSKlUwtXVFZcvX4anpyd27NgBlUqFVatW8Q0NpFIpH5wTRl1lMhk+/PBDTJ48udmFQCdPngwjIyOqS8hbwdjYGEVFRdi+fTu2b9+OMWPGAAC6dOmCr7/+GqNGjUKvXr2QmZmp1e8RMMZQW1uL0tJSfPzxxygrK0P//v0RExPDy8/kyZMxefLkJp9tbm6OGTNmvPx/JCEvye+NGwANmXRpaWmYM2cOjh8/jsjISJw7dw6jR4/G+vXrefn5y1/+ovWZQt1DcYPneyGLTz969AixsbH429/+hgkTJgAAXF1dMWvWLERFReHzzz+HSCRCbm6u1i4WCQkJ2L17N+7evQsLCwsEBAQgICAAQNORJM2sBU3045I3iTD1xcDAAP7+/ti3bx/Kyspgbm7e5F4eMmQIdu/ejcLCQq2FBmUyGVJSUjB06FCt8+vq6lBZWYnq6mr8/PPPePfdd1FUVIRvv/0WgYGBAMAXtdYkrIHSr1+/l/SvJuTlEkZZ+/Tpg7NnzyIgIIAHbWpra1FUVAQzMzMe8ImMjMSlS5eQmZmJ0NBQWFpawtfXl+9E9t9kMlBQiLxtDAwMsHLlSojFYj5IoVKpEBYWhgsXLmDKlCn49ddftTYt0CRsqw1ol6En13kg5E03ceJEREZGolevXvxY37590alTJyQmJqJXr17Q1dXl/R6hvBQUFGDq1Km4evUqHB0dMXToUPj4+GDAgAFNPqO5XfgIeRv8r3EDITh06NAhZGRkYObMmejcuTOGDh2KPXv28JkVmv2op5Ufihs82wsJDAmLCvr6+vJjRkZGfCtgAOjUqROfKws0NBSGDh0KFxcX9OjRQ2vtoebQD0neBs+a+vIkNzc36Ojo4Nq1azwwJDQu1Go1SktLtY79+OOPCA4Ohkwmw8iRIzF48GB4e3ujc+fOPIVfWJMIaEydpKkv5E0n1A8jR47EqlWrUFpaygM3ZmZmfPFckUiE+vp6SCQSBAcHw8vLC15eXny9FEJaO80gjlqthlgsxvjx43kdVFJSArlczhcCpZ3DSGs0duxYHDlyBKmpqXx3Sh0dHSiVSp51rdnvEdpZ5ubmWLJkCXr27KmVId4cKkvkbfW/xg2E+sbX1xcjR46Ep6fnc+MGVH5+nxcSGOrevTvu3r2L/fv346OPPoK+vj5Onz6NwsJCjBw5EkDD1o4uLi6oqqriD0MbGxv+QKXdKEhr87SpL4J27drB2dkZp06d4uVIV1cXZWVlsLe3R1VVFYDGbDovLy9cuHCBrwMhoHUdyNtOaHT7+flh/vz5iImJwePHjyESiWBsbAxXV1e+i5Kuri7mzJmjdf2TwVJCSGNdERoayo+FhITwaZVUVkhr5ezsDAcHB6xduxbOzs6wtLREYmIiamtr4eXlBaBhLa4n+z2MMfTv3x8A1Tuk9fo9cQMdHR3+GkDl52V5IYGhtm3b4sMPP8SWLVtw6tQpZGdnAwBmzZoFV1dXAA1bnHbq1OmpEXLqrJLW5FlTXzQNGjQIe/fuxc6dO3H9+nUMGzYMnp6euHfvHt+mUZhT27FjR3Ts2BGA9laL9MAkb7uamhpEREQgPj4e9fX1WL58OaytrbF48WIcO3as2V0o1Go1Lx9U/xDybMIAg9DpJaQ1k0gkWLNmDf785z8jKCgI+fn50NPTw4oVK3h2XXP9HhqkI+SPxQ00Z0CQF++FBIYAYOnSpfDz80NqairkcjnfUl4QEBDw3LQvQlqLp019ER54OTk52LhxI+Li4lBYWIjw8HD0798fVlZWkMlk+O2335osEq2JpoeR1kSpVOL8+fMwMjLCTz/9pLVelkQiwaNHj/gUTgE1Kgj579EAAyHaunXrhmPHjuH8+fOQSqVaO8gC1O8h5Fl+b9yA6qKXS4cJ81BeAs0RWUJIU0VFRVAoFFiyZAmf+rJgwQKcOHECO3fuxMCBAzF69Gi+5aIgISEB7u7ufHcYQog2IWuOMUZBIEIIIS8dLRhNyO9HcYPX74UHhp62exghpJHm1Je4uDiIxWLY2dlhxowZCAwMbJLdwBiDWq2mTCBCnoEaFYQQQl615hZiJ4Q8H8UNWpYXNpVMQD8sIc/3rKkvAs2HJe0eRsjz0UgtIYSQV436PoT8PlR2WpaXOpWMEPLfo535CCGEEEIIIYS8ahQYIuQ1oqkvhBBCCCGEEEJeJwoMEUIIIYQQQgghhLRSNGeFEEIIIYQQQgghpJWiwBAhhBBCCCGEEEJIK0WBIUIIIYQQQgghhJBWigJDhBBCCCGEEEIIIa0UBYYIIYQQQgghhBBCWikKDBFCCCGEEEIIIYS0UhQYIoQQQgghhBBCCGmlKDBECCGEEEIIIYQQ0kr9P3TdPo9FoSM9AAAAAElFTkSuQmCC\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n", + "\n", + "Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n", + "Technical Analysis with Pandas TA v: 0.1.82b [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n", + "Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "<__main__.Chart at 0x117335b20>" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "machart(matype, fast_length, medfast_length, slow_length, last=half_of_recent)" + "Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n", + " last=recent, rpad=10, clr=True, squeeze=True, lazybear=True,\n", + " show_nontrading=False, # Intraday use if needed\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Archer Moving Averages Trends\n", + "Archer Moving Average Trends (__amat__) returns the long and short run trends of fast and slow moving averages.\n", + "* The _pink_ background, on the Price chart, is when Archer MAs are bearish. Conversely, a _white_ background is bullish" ] }, { @@ -1030,34 +1334,56 @@ "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n", + "\n", + "Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n", + "Technical Analysis with Pandas TA v: 0.1.82b [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n", + "Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "<__main__.Chart at 0x119a1cf70>" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ - "maf = df.ta(kind=matype, length=fast_length)\n", - "cross_above = ta.cross(closedf, maf, above=True)\n", - "cross_above.tail(int(0.5 * recent)).plot(kind='bar', figsize=(16, 0.5), color=['green'], linewidth=1, alpha=0.55, stacked=False)#, rot=45)\n", - "\n", - "cross_below = ta.cross(closedf, maf, above=False)\n", - "cross_below.tail(int(0.5 * recent)).plot(kind='bar', figsize=(16, 0.5), color=['red'], linewidth=1, alpha=0.55, stacked=False, title=ctitle(f\"{cross_above.name} (orange) & {cross_below.name} (blue)\", length=int(0.5 * recent)))#, rot=45)" + "Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n", + " last=recent, rpad=10,\n", + " volume=True, midpoint=False, ohlc4=False,\n", + " rsi=False, clr=True, macd=False, zscore=False, squeeze=False, lazybear=False,\n", + " archermas=True, archerobv=False,\n", + " show_nontrading=False, # Intraday use if needed\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Archer On Balance Volume\n", + "Archer On Balance Volume (__aobv__) returns a DataFrame of OBV, OBV min and max, fast and slow MAs of OBV, and the long and short run trends of the two OBV MAs.\n", + "* On the chart below, only **OBV**, **OBV min**, _fast_ and _slow_ **OBV MAs**.\n", + "* Not on the chart are: **OBV LR** and **OBV SR** trends." ] }, { @@ -1065,124 +1391,48 @@ "execution_count": 21, "metadata": {}, "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ "\n", - "Most recent close_XA_SMA_10 Dates:\n", - " 2020-06-30, 2020-06-23, 2020-05-18, 2020-05-07, 2020-05-05\n", - "Most recent close_XB_SMA_10 Dates:\n", - " 2020-06-24, 2020-06-11, 2020-05-12, 2020-05-06, 2020-05-01 \n", + "Pandas v: 1.1.0 [pip install pandas] https://github.com/pandas-dev/pandas\n", + "\n", + "Data from AlphaVantage v: 1.0.19 [pip install alphaVantage-api] http://www.alphavantage.co https://github.com/twopirllc/AlphaVantageAPI\n", + "Technical Analysis with Pandas TA v: 0.1.82b [pip install pandas_ta] https://github.com/twopirllc/pandas-ta\n", + "Charts by Matplotlib Finance v: 0.12.6a3 [pip install mplfinance] https://github.com/matplotlib/mplfinance\n", "\n" ] - } - ], - "source": [ - "def recent_crosses(series, **kwargs):\n", - " last = kwargs.pop('last', 5)\n", - " timestamp = list(series[series > 0].tail(last).index[::-1])\n", - " return [t.strftime('%Y-%m-%d') for t in timestamp]\n", - "\n", - "last_n_crosses = 5\n", - "recent_crosses_above = recent_crosses(cross_above, last=last_n_crosses)\n", - "recent_crosses_below = recent_crosses(cross_below, last=last_n_crosses)\n", - "print(f\"\\nMost recent {cross_above.name} Dates:\\n {', '.join(recent_crosses_above)}\")\n", - "print(f\"Most recent {cross_below.name} Dates:\\n {', '.join(recent_crosses_below)}\", \"\\n\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Trend Return\n", - "* Trend Return (__trend_return__) calculates the cumulative log returns from a specified trend.\n", - "* There is no limit on how to construct a trend. It can be as simple as: close > SMA(close, 50)." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "def simple_ma_strategies(kind, fast, slow, cumulative=True, last=last_, figsize=(16, 2), colors=cscheme('default'), alpha=0.35):\n", - " \"\"\"A very basic long/short cumulative log return model proof of concept (NOT A STRATEGY RECOMMENDATION)\"\"\"\n", - " title = ctitle(f\"{'Cumulative ' if cumulative else ''}Trend Returns of {kind.upper()}s\")\n", - " last = last if last is not None else df.shape[0]\n", - " closedf = df['close']\n", - " maf = df.ta(kind=kind, length=fast)\n", - " mas = df.ta(kind=kind, length=slow)\n", - " \n", - " def ma_return_name(name):\n", - " return f\"{name} {' Cumulative' if cumulative else ''} Trend Return\"\n", - " \n", - " # Trade Logic\n", - " long = (closedf > maf) & (maf > mas)\n", - " short = ~long\n", - " cum_long_return = ta.trend_return(closedf, long, cumulative=cumulative)\n", - " cum_short_return = ta.trend_return(closedf, short, cumulative=cumulative)\n", - " \n", - " tdf = pd.DataFrame({\n", - " ma_return_name(f\"long: {maf.name} > {mas.name}\"): cum_long_return,\n", - " ma_return_name(f\"short: {maf.name} < {mas.name}\"): cum_short_return,\n", - " })\n", - " tdf.set_index(closedf.index, inplace=True)\n", - " window = tdf.tail(last)\n", - " window.plot(kind='area', figsize=figsize, color=colors, linewidth=1, alpha=alpha, title=title, stacked=False, grid=True).axhline(y=0, color=\"black\", lw=1.1)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "matype = 'ema'\n", - "fast_length = 10\n", - "medfast_length = 20\n", - "slow_length = 50\n", - "\n", - "simple_ma_strategies(matype, fast=fast_length, slow=slow_length, last=recent, colors=cscheme('gr'), alpha=0.5)\n", - "machart(matype, fast_length, medfast_length, slow_length, last=recent)\n", - "volumechart(matype, last=recent)" + "Chart(df, style=\"yahoo\", title=ticker, verbose=False,\n", + " last=recent, rpad=10,\n", + " volume=True, midpoint=False, ohlc4=False,\n", + " rsi=False, clr=True, macd=False, zscore=False, squeeze=False, lazybear=False,\n", + " archermas=False, archerobv=True,\n", + " show_nontrading=False, # Intraday use if needed\n", + ")" ] }, { diff --git a/pandas_ta/core.py b/pandas_ta/core.py index 4cde69a..cad6e43 100644 --- a/pandas_ta/core.py +++ b/pandas_ta/core.py @@ -8,6 +8,7 @@ from time import perf_counter from typing import List import pandas as pd +from numpy import ndarray as npndarray from pandas_ta import categories from pandas.core.base import PandasObject @@ -21,21 +22,23 @@ from pandas_ta.volatility import * from pandas_ta.volume import * from pandas_ta.utils import * -version = ".".join(("0", "1", "81b")) +version = ".".join(("0", "1", "90b")) # Dictionary of files for each category, used in df.ta.strategy() Category = {name: category_files(name) for name in categories} def mp_worker(args): + """Multiprocessing Worker to handle different Methods.""" df, method, kwargs = args - if method != 'ichimoku': + if method != "ichimoku": return df.ta(kind=method, **kwargs) else: return df.ta(kind=method, **kwargs)[0] def finalize(method): + """Adds Prefixes/Suffixes if given and Appends Results if True""" @wraps(method) def _wrapper(*class_methods, **method_kwargs): cm = class_methods[0] @@ -142,7 +145,7 @@ class BasePandasObject(PandasObject): if len(df.columns) > 0: self._df = df else: - raise AttributeError(f" [X] No columns!") + raise AttributeError(f"[X] No columns!") def __call__(self, kind, *args, **kwargs): raise NotImplementedError() @@ -355,41 +358,43 @@ class AnalysisIndicators(BasePandasObject): return df.iloc[:,match[0]] if len(match) else print(NOT_FOUND) - def constants(self, append, lower_bound=-100, upper_bound=100, every=10): + def constants(self, append: bool, values: list): """Constants - Useful for creating indicator levels or if you need some constant value - easily added to your DataFrame. + Add or remove constants to the DataFrame easily with Numpy's arrays or + lists. Useful when you need easily accessible horizontal lines for + charting. Add constant '1' to the DataFrame - >>> df.ta.constants(True, 1, 1, 1) + >>> df.ta.constants(True, [1]) Remove constant '1' to the DataFrame - >>> df.ta.constants(False, 1, 1, 1) + >>> df.ta.constants(False, [1]) - Adding constants that range of constants from -4 to 4 inclusive - >>> df.ta.constants(True, -4, 4, 1) - Removing constants that range of constants from -4 to 4 inclusive - >>> df.ta.constants(False, -4, 4, 1) + Adding the constants for the charts + >>> import numpy as np + >>> chart_lines = np.append(np.arange(-4, 5, 1), np.arange(-100, 110, 10)) + >>> df.ta.constants(True, chart_lines) + Removing some constants from the DataFrame + >>> df.ta.constants(False, np.array([-60, -40, 40, 60])) Args: - append (bool): Default: None. If True, appends the range of constants to the - working DataFrame. If False, it removes the constant range from the working - DataFrame. - lower_bound (int): Default: -100. Lowest integer for the constant range. - upper_bound (int): Default: 100. Largest integer for the constant range. - every (int): Default: 10. How often to include a new constant. + append (bool): If True, appends a Numpy range of constants to the + working DataFrame. If False, it removes the constant range from + the working DataFrame. Default: None. Returns: - Returns nothing to the user. Either adds or removes constant ranges from the - working DataFrame. + Returns the appended constants + Returns nothing to the user. Either adds or removes constant ranges + from the working DataFrame. """ - levels = [x for x in range(lower_bound, upper_bound + 1) if x % every == 0] - if append: - for x in levels: - self._df[f'{x}'] = x - else: - for x in levels: - del self._df[f'{x}'] + if isinstance(values, npndarray) or isinstance(values, list): + if append: + for x in values: + self._df[f"{x}"] = x + return self._df[self._df.columns[-len(values):]] + else: + for x in values: + del self._df[f"{x}"] def indicators(self, **kwargs): @@ -397,10 +402,10 @@ class AnalysisIndicators(BasePandasObject): Args: kwargs: - as_list (bool, optional): Default: False. When True, it returns a list - of the indicators. Helpful you want to filter out what you want to run. - exclude (list, optional): Default: None. The passed in list will be - excluded from the indicators list. + as_list (bool, optional): Default: False. When True, it + returns a list of the indicators. + exclude (list, optional): Default: None. The passed in list + will be excluded from the indicators list. Returns: Prints the list of indicators. If as_list=True, then a list. @@ -469,7 +474,7 @@ class AnalysisIndicators(BasePandasObject): excluded_functions = ["above", "above_value", "below", "below_value", "cross", "cross_value", "long_run", "short_run", "trend_return", "vp"] excluded += user_excluded # Exclude user excluded ta if listed - print(f"\n[+] Strategy: {name}") if verbose else None + print(f"[+] Strategy: {name}") if verbose else None if name.lower() in categories or is_all: # Exclude special functions excluded += excluded_functions @@ -750,6 +755,15 @@ class AnalysisIndicators(BasePandasObject): result = slope(close=close, length=length, offset=offset, **kwargs) return result + @finalize + def squeeze(self, high=None, low=None, close=None, bb_length=None, bb_std=None, kc_length=None, kc_scalar=None, mom_length=None, mom_smooth=None, use_tr=None, offset=None, **kwargs): + high = self._get_column(high, 'high') + low = self._get_column(low, 'low') + close = self._get_column(close, 'close') + + result = squeeze(high=high, low=low, close=close, bb_length=bb_length, bb_std=bb_std, kc_length=kc_length, kc_scalar=kc_scalar, mom_length=mom_length, mom_smooth=mom_smooth, use_tr=use_tr, offset=offset, **kwargs) + return result + @finalize def stoch(self, high=None, low=None, close=None, fast_k=None, slow_k=None, slow_d=None, offset=None, **kwargs): high = self._get_column(high, 'high') diff --git a/pandas_ta/momentum/__init__.py b/pandas_ta/momentum/__init__.py index 42bd925..c531a84 100644 --- a/pandas_ta/momentum/__init__.py +++ b/pandas_ta/momentum/__init__.py @@ -24,6 +24,7 @@ from .roc import roc from .rsi import rsi from .rvgi import rvgi from .slope import slope +from .squeeze import squeeze from .stoch import stoch from .trix import trix from .tsi import tsi diff --git a/pandas_ta/momentum/rsi.py b/pandas_ta/momentum/rsi.py index 777b128..abcf502 100644 --- a/pandas_ta/momentum/rsi.py +++ b/pandas_ta/momentum/rsi.py @@ -29,31 +29,29 @@ def rsi(close, length=None, scalar=None, drift=None, offset=None, **kwargs): rsi = rsi.shift(offset) # Handle fills - if 'fillna' in kwargs: - rsi.fillna(kwargs['fillna'], inplace=True) - if 'fill_method' in kwargs: - rsi.fillna(method=kwargs['fill_method'], inplace=True) + if "fillna" in kwargs: + rsi.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + rsi.fillna(method=kwargs["fill_method"], inplace=True) # Name and Categorize it rsi.name = f"RSI_{length}" - rsi.category = 'momentum' + rsi.category = "momentum" - signal_indicators = kwargs.pop('signal_indicators', False) + signal_indicators = kwargs.pop("signal_indicators", False) if signal_indicators: signalsdf = concat( [ - DataFrame( - {rsi.name: rsi} - ), + DataFrame({rsi.name: rsi}), signals( indicator=rsi, - xa=kwargs.pop('xa', 80), - xb=kwargs.pop('xb', 20), - xserie=kwargs.pop('xserie', None), - xserie_a=kwargs.pop('xserie_a', None), - xserie_b=kwargs.pop('xserie_b', None), - cross_values=kwargs.pop('cross_values', False), - cross_series=kwargs.pop('cross_series', True), + xa=kwargs.pop("xa", 80), + xb=kwargs.pop("xb", 20), + xserie=kwargs.pop("xserie", None), + xserie_a=kwargs.pop("xserie_a", None), + xserie_b=kwargs.pop("xserie_b", None), + cross_values=kwargs.pop("cross_values", False), + cross_series=kwargs.pop("cross_series", True), offset=offset, ), ], diff --git a/pandas_ta/momentum/squeeze.py b/pandas_ta/momentum/squeeze.py new file mode 100644 index 0000000..50a3888 --- /dev/null +++ b/pandas_ta/momentum/squeeze.py @@ -0,0 +1,222 @@ +# -*- coding: utf-8 -*- +from numpy import NaN as npNaN +from pandas import concat, DataFrame + +from pandas_ta.momentum import mom +from pandas_ta.overlap import ema, linreg, sma +from pandas_ta.statistics import stdev +from pandas_ta.trend import decreasing, increasing +from pandas_ta.volatility import bbands, kc, true_range +from pandas_ta.utils import get_drift, get_offset, high_low_range +from pandas_ta.utils import unsigned_differences, verify_series + +def squeeze(high, low, close, bb_length=None, bb_std=None, kc_length=None, kc_scalar=None, mom_length=None, mom_smooth=None, use_tr=None, offset=None, **kwargs): + """Indicator: Squeeze Momentum (SQZ)""" + # Validate arguments + high = verify_series(high) + low = verify_series(low) + close = verify_series(close) + offset = get_offset(offset) + + bb_length = int(bb_length) if bb_length and bb_length > 0 else 20 + bb_std = float(bb_std) if bb_std and bb_std > 0 else 2. + kc_length = int(kc_length) if kc_length and kc_length > 0 else 20 + kc_scalar = float(kc_scalar) if kc_scalar and kc_scalar > 0 else 1.5 + mom_length = int(mom_length) if mom_length and mom_length > 0 else 12 + mom_smooth = int(mom_smooth) if mom_smooth and mom_smooth > 0 else 6 + + use_tr = kwargs.setdefault("tr", True) + asint = kwargs.pop("asint", True) + mamode = kwargs.pop("mamode", "sma").lower() + lazybear = kwargs.pop("lazybear", False) + detailed = kwargs.pop("detailed", False) + + def simplify_columns(df, n=3): + df.columns = df.columns.str.lower() + return [c.split('_')[0][n-1:n] for c in df.columns] + + # Calculate Result + bbd = bbands(close, length=bb_length, std=bb_std, mamode=mamode) + kch = kc(high, low, close, length=kc_length, scalar=kc_scalar, mamode=mamode, tr=use_tr) + + # Simplify KC and BBAND column names for dynamic access + bbd.columns = simplify_columns(bbd) + kch.columns = simplify_columns(kch) + + if lazybear: + highest_high = high.rolling(kc_length).max() + lowest_low = low.rolling(kc_length).min() + avg_ = 0.25 * (highest_high + lowest_low) + 0.5 * kch.b + + squeeze = linreg(close - avg_, length=kc_length) + + else: + momo = mom(close, length=mom_length) + if mamode == "ema": + squeeze = ema(momo, length=mom_smooth) + else: + squeeze = sma(momo, length=mom_smooth) + + # Classify Squeezes + squeeze_on = (bbd.l > kch.l) & (bbd.u < kch.u) + squeeze_off = (bbd.l < kch.l) & (bbd.u > kch.u) + no_squeeze = ~squeeze_on & ~squeeze_off + + # Offset + if offset != 0: + squeeze = squeeze.shift(offset) + squeeze_on = squeeze_on.shift(offset) + squeeze_off = squeeze_off.shift(offset) + no_squeeze = no_squeeze.shift(offset) + + # Handle fills + if "fillna" in kwargs: + squeeze.fillna(kwargs["fillna"], inplace=True) + squeeze_on.fillna(kwargs["fillna"], inplace=True) + squeeze_off.fillna(kwargs["fillna"], inplace=True) + no_squeeze.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + squeeze.fillna(method=kwargs["fill_method"], inplace=True) + squeeze_on.fillna(method=kwargs["fill_method"], inplace=True) + squeeze_off.fillna(method=kwargs["fill_method"], inplace=True) + no_squeeze.fillna(method=kwargs["fill_method"], inplace=True) + + # Name and Categorize it + _props = "" if use_tr else "hlr" + _props += f"_{bb_length}_{bb_std}_{kc_length}_{kc_scalar}" + _props += "_LB" if lazybear else "" + squeeze.name = f"SQZ{_props}" + + data = { + squeeze.name: squeeze, + f"SQZ_ON": squeeze_on.astype(int) if asint else squeeze_on, + f"SQZ_OFF": squeeze_off.astype(int) if asint else squeeze_off, + f"SQZ_NO": no_squeeze.astype(int) if asint else no_squeeze + } + df = DataFrame(data) + df.name = squeeze.name + df.category = squeeze.category = "momentum" + + # Detailed Squeeze Series + if detailed: + pos_squeeze = squeeze[squeeze >= 0] + neg_squeeze = squeeze[squeeze < 0] + + pos_inc, pos_dec = unsigned_differences(pos_squeeze, asint=True) + neg_inc, neg_dec = unsigned_differences(neg_squeeze, asint=True) + + pos_inc *= squeeze + pos_dec *= squeeze + neg_dec *= squeeze + neg_inc *= squeeze + + pos_inc.replace(0, npNaN, inplace=True) + pos_dec.replace(0, npNaN, inplace=True) + neg_dec.replace(0, npNaN, inplace=True) + neg_inc.replace(0, npNaN, inplace=True) + + sqz_inc = squeeze * increasing(squeeze) + sqz_dec = squeeze * decreasing(squeeze) + sqz_inc.replace(0, npNaN, inplace=True) + sqz_dec.replace(0, npNaN, inplace=True) + + # Handle fills + if "fillna" in kwargs: + sqz_inc.fillna(kwargs["fillna"], inplace=True) + sqz_dec.fillna(kwargs["fillna"], inplace=True) + pos_inc.fillna(kwargs["fillna"], inplace=True) + pos_dec.fillna(kwargs["fillna"], inplace=True) + neg_dec.fillna(kwargs["fillna"], inplace=True) + neg_inc.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + sqz_inc.fillna(method=kwargs["fill_method"], inplace=True) + sqz_dec.fillna(method=kwargs["fill_method"], inplace=True) + pos_inc.fillna(method=kwargs["fill_method"], inplace=True) + pos_dec.fillna(method=kwargs["fill_method"], inplace=True) + neg_dec.fillna(method=kwargs["fill_method"], inplace=True) + neg_inc.fillna(method=kwargs["fill_method"], inplace=True) + + df[f"SQZ_INC"] = sqz_inc + df[f"SQZ_DEC"] = sqz_dec + df[f"SQZ_PINC"] = pos_inc + df[f"SQZ_PDEC"] = pos_dec + df[f"SQZ_NDEC"] = neg_dec + df[f"SQZ_NINC"] = neg_inc + + return df + + +squeeze.__doc__ = \ +"""Squeeze (SQZ) + +The default is based on John Carter's "TTM Squeeze" indicator, as discussed +in his book "Mastering the Trade" (chapter 11). The Squeeze indicator attempts +to capture the relationship between two studies: Bollinger Bands® and Keltner's +Channels. When the volatility increases, so does the distance between the bands, +conversely, when the volatility declines, the distance also decreases. It finds +sections of the Bollinger Bands® study which fall inside the Keltner's Channels. + +Sources: + https://tradestation.tradingappstore.com/products/TTMSqueeze + https://www.tradingview.com/scripts/lazybear/ + https://tlc.thinkorswim.com/center/reference/Tech-Indicators/studies-library/T-U/TTM-Squeeze + +Calculation: + Default Inputs: + bb_length=20, bb_std=2, kc_length=20, kc_scalar=1.5, mom_length=12, + mom_smooth=12, tr=True, lazybear=False, + BB = Bollinger Bands + KC = Keltner Channels + MOM = Momentum + SMA = Simple Moving Average + EMA = Exponential Moving Average + TR = True Range + + RANGE = TR(high, low, close) if using_tr else high - low + BB_LOW, BB_MID, BB_HIGH = BB(close, bb_length, std=bb_std) + KC_LOW, KC_MID, KC_HIGH = KC(high, low, close, kc_length, kc_scalar, TR) + + if lazybear: + HH = high.rolling(kc_length).max() + LL = low.rolling(kc_length).min() + AVG = 0.25 * (HH + LL) + 0.5 * KC_MID + SQZ = linreg(close - AVG, kc_length) + else: + MOMO = MOM(close, mom_length) + if mamode == "ema": + SQZ = EMA(MOMO, mom_smooth) + else: + SQZ = EMA(momo, mom_smooth) + + SQZ_ON = (BB_LOW > KC_LOW) and (BB_HIGH < KC_HIGH) + SQZ_OFF = (BB_LOW < KC_LOW) and (BB_HIGH > KC_HIGH) + NO_SQZ = !SQZ_ON and !SQZ_OFF + +Args: + high (pd.Series): Series of 'high's + low (pd.Series): Series of 'low's + close (pd.Series): Series of 'close's + bb_length (int): Bollinger Bands period. Default: 20 + bb_std (float): Bollinger Bands Std. Dev. Default: 2 + kc_length (int): Keltner Channel period. Default: 20 + kc_scalar (float): Keltner Channel scalar. Default: 1.5 + mom_length (int): Momentum Period. Default: 12 + mom_smooth (int): Smoothing Period of Momentum. Default: 6 + mamode (str): Only "ema" or "sma". Default: "sma" + offset (int): How many periods to offset the result. Default: 0 + +Kwargs: + tr (value, optional): Use True Range for Keltner Channels. Default: True + asint (value, optional): Use integers instead of bool. Default: True + mamode (value, optional): Which MA to use. Default: "sma" + lazybear (value, optional): Use LazyBear's TradingView implementation. + Default: False + detailed (value, optional): Return additional variations of SQZ for + visualization. Default: False + fillna (value, optional): pd.DataFrame.fillna(value) + fill_method (value, optional): Type of fill method + +Returns: + pd.DataFrame: SQZ, SQZ_ON, SQZ_OFF, NO_SQZ columns by default. More + detailed columns if 'detailed' kwarg is True. +""" \ No newline at end of file diff --git a/pandas_ta/momentum/willr.py b/pandas_ta/momentum/willr.py index d83173d..7702300 100644 --- a/pandas_ta/momentum/willr.py +++ b/pandas_ta/momentum/willr.py @@ -1,5 +1,5 @@ # -*- coding: utf-8 -*- -from ..utils import get_drift, get_offset, verify_series +from pandas_ta.utils import get_drift, get_offset, verify_series def willr(high, low, close, length=None, offset=None, **kwargs): """Indicator: William's Percent R (WILLR)""" @@ -8,7 +8,7 @@ def willr(high, low, close, length=None, offset=None, **kwargs): low = verify_series(low) close = verify_series(close) length = int(length) if length and length > 0 else 14 - min_periods = int(kwargs['min_periods']) if 'min_periods' in kwargs and kwargs['min_periods'] is not None else length + min_periods = int(kwargs["min_periods"]) if "min_periods" in kwargs and kwargs["min_periods"] is not None else length offset = get_offset(offset) # Calculate Result @@ -22,14 +22,14 @@ def willr(high, low, close, length=None, offset=None, **kwargs): willr = willr.shift(offset) # Handle fills - if 'fillna' in kwargs: - willr.fillna(kwargs['fillna'], inplace=True) - if 'fill_method' in kwargs: - willr.fillna(method=kwargs['fill_method'], inplace=True) + if "fillna" in kwargs: + willr.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + willr.fillna(method=kwargs["fill_method"], inplace=True) # Name and Categorize it willr.name = f"WILLR_{length}" - willr.category = 'momentum' + willr.category = "momentum" return willr @@ -47,10 +47,10 @@ Sources: Calculation: Default Inputs: length=20 - lowest_low = low.rolling(length).min() - highest_high = high.rolling(length).max() + LL = low.rolling(length).min() + HH = high.rolling(length).max() - WILLR = 100 * ((close - lowest_low) / (highest_high - lowest_low) - 1) + WILLR = 100 * ((close - LL) / (HH - LL) - 1) Args: high (pd.Series): Series of 'high's diff --git a/pandas_ta/performance/log_return.py b/pandas_ta/performance/log_return.py index 0c82169..7c251a8 100644 --- a/pandas_ta/performance/log_return.py +++ b/pandas_ta/performance/log_return.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- from numpy import log as nplog -from ..utils import get_offset, verify_series +from pandas_ta.utils import get_offset, verify_series def log_return(close, length=None, cumulative=False, offset=None, **kwargs): """Indicator: Log Return""" @@ -20,14 +20,14 @@ def log_return(close, length=None, cumulative=False, offset=None, **kwargs): log_return = log_return.shift(offset) # Handle fills - if 'fillna' in kwargs: - log_return.fillna(kwargs['fillna'], inplace=True) - if 'fill_method' in kwargs: - log_return.fillna(method=kwargs['fill_method'], inplace=True) + if "fillna" in kwargs: + log_return.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + log_return.fillna(method=kwargs["fill_method"], inplace=True) # Name & Category log_return.name = f"{'CUM' if cumulative else ''}LOGRET_{length}" - log_return.category = 'performance' + log_return.category = "performance" return log_return diff --git a/pandas_ta/performance/percent_return.py b/pandas_ta/performance/percent_return.py index ef8c621..4a325e2 100644 --- a/pandas_ta/performance/percent_return.py +++ b/pandas_ta/performance/percent_return.py @@ -1,5 +1,5 @@ # -*- coding: utf-8 -*- -from ..utils import get_offset, verify_series +from pandas_ta.utils import get_offset, verify_series def percent_return(close, length=None, cumulative=False, offset=None, **kwargs): """Indicator: Percent Return""" @@ -20,7 +20,7 @@ def percent_return(close, length=None, cumulative=False, offset=None, **kwargs): # Name & Category pct_return.name = f"{'CUM' if cumulative else ''}PCTRET_{length}" - pct_return.category = 'performance' + pct_return.category = "performance" return pct_return diff --git a/pandas_ta/performance/trend_return.py b/pandas_ta/performance/trend_return.py index 3062f47..7b0f74d 100644 --- a/pandas_ta/performance/trend_return.py +++ b/pandas_ta/performance/trend_return.py @@ -2,23 +2,27 @@ from pandas import Series from .log_return import log_return from .percent_return import percent_return -from ..utils import get_offset, verify_series, zero +from pandas_ta.utils import get_offset, verify_series, zero -def trend_return(close, trend, log=True, cumulative=None, offset=None, trend_reset=0, **kwargs): +def trend_return(close, trend, log=True, cumulative=None, trend_reset=0, offset=None, **kwargs): """Indicator: Trend Return""" # Validate Arguments close = verify_series(close) trend = verify_series(trend) - offset = get_offset(offset) + cumulative = cumulative if cumulative is not None and isinstance(cumulative, bool) else False trend_reset = int(trend_reset) if trend_reset and isinstance(trend_reset, int) else 0 + offset = get_offset(offset) # Calculate Result - returns = log_return(close, cumulative=False) if log else percent_return(close, cumulative=False) - tsum = 0 - m = trend.size + if log: + returns = log_return(close, cumulative=False) + else: + returns = percent_return(close, cumulative=False) trend = trend.astype(int) returns = (trend * returns).apply(zero) + tsum = 0 + m = trend.size result = [] for i in range(0, m): if trend[i] == trend_reset: diff --git a/pandas_ta/trend/increasing.py b/pandas_ta/trend/increasing.py index 568efbd..b696e80 100644 --- a/pandas_ta/trend/increasing.py +++ b/pandas_ta/trend/increasing.py @@ -1,5 +1,5 @@ # -*- coding: utf-8 -*- -from ..utils import get_offset, verify_series +from pandas_ta.utils import get_offset, verify_series def increasing(close, length=None, asint=True, offset=None, **kwargs): """Indicator: Increasing""" @@ -18,14 +18,14 @@ def increasing(close, length=None, asint=True, offset=None, **kwargs): increasing = increasing.shift(offset) # Handle fills - if 'fillna' in kwargs: - increasing.fillna(kwargs['fillna'], inplace=True) - if 'fill_method' in kwargs: - increasing.fillna(method=kwargs['fill_method'], inplace=True) + if "fillna" in kwargs: + increasing.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + increasing.fillna(method=kwargs["fill_method"], inplace=True) # Name and Categorize it increasing.name = f"INC_{length}" - increasing.category = 'trend' + increasing.category = "trend" return increasing diff --git a/pandas_ta/utils.py b/pandas_ta/utils.py index b9580ed..5db3b17 100644 --- a/pandas_ta/utils.py +++ b/pandas_ta/utils.py @@ -45,7 +45,7 @@ def _above_below( # Name & Category current.name = f"{series_a.name}_{'A' if above else 'B'}_{series_b.name}" - current.category = 'utility' + current.category = "utility" return current @@ -70,7 +70,7 @@ def above_value( if not isinstance(value, (int, float, complex)): print("[X] value is not a number") return - series_b = pd.Series(value, index=series_a.index, name=f"{value}".replace('.','_')) + series_b = pd.Series(value, index=series_a.index, name=f"{value}".replace(".","_")) return _above_below(series_a, series_b, above=True, asint=asint, offset=offset, **kwargs) @@ -94,7 +94,7 @@ def below_value( if not isinstance(value, (int, float, complex)): print("[X] value is not a number") return - series_b = pd.Series(value, index=series_a.index, name=f"{value}".replace('.','_')) + series_b = pd.Series(value, index=series_a.index, name=f"{value}".replace(".","_")) return _above_below(series_a, series_b, above=False, asint=asint, offset=offset, **kwargs) @@ -106,10 +106,10 @@ def category_files(category: str) -> list: def combination(**kwargs): """https://stackoverflow.com/questions/4941753/is-there-a-math-ncr-function-in-python""" - n = int(math.fabs(kwargs.pop('n', 1))) - r = int(math.fabs(kwargs.pop('r', 0))) + n = int(math.fabs(kwargs.pop("n", 1))) + r = int(math.fabs(kwargs.pop("r", 0))) - if kwargs.pop('repetition', False) or kwargs.pop('multichoose', False): + if kwargs.pop("repetition", False) or kwargs.pop("multichoose", False): n = n + r - 1 # if r < 0: return None @@ -130,7 +130,7 @@ def cross_value( offset: int = None, **kwargs ): - series_b = pd.Series(value, index=series_a.index, name=f"{value}".replace('.','_')) + series_b = pd.Series(value, index=series_a.index, name=f"{value}".replace(".","_")) return cross(series_a, series_b, above, asint, offset, **kwargs) @@ -164,7 +164,7 @@ def cross( # Name & Category cross.name = f"{series_a.name}_{'XA' if above else 'XB'}_{series_b.name}" - cross.category = 'utility' + cross.category = "utility" return cross @@ -228,37 +228,26 @@ def signals(indicator, xa, xb, cross_values, xserie, xserie_a, xserie_b, cross_s def df_error_analysis(dfA: pd.DataFrame, dfB: pd.DataFrame, **kwargs) -> pd.DataFrame: """ """ - col = kwargs.pop('col', None) - corr_method = kwargs.pop('corr_method', 'pearson') + col = kwargs.pop("col", None) + corr_method = kwargs.pop("corr_method", "pearson") - # Find their differences + # Find their differences and correlation diff = dfA - dfB - df = pd.DataFrame({'diff': diff.describe()}) - extra = pd.DataFrame( - [diff.var(), diff.mad(), diff.sem(), dfA.corr(dfB, method=corr_method)], - index=['var', 'mad', 'sem', 'corr'] - ) - - # Append the differences to the DataFrame - df = df['diff'].append(extra, ignore_index=False)[0] + corr = dfA.corr(dfB, method=corr_method) # For plotting - if kwargs.pop('plot', False): + if kwargs.pop("plot", False): diff.hist() if diff[diff > 0].any(): - diff.plot(kind='kde') - - if col is not None: - return df[col] - else: - return df + diff.plot(kind="kde") + return corr def fibonacci(**kwargs) -> np.ndarray: """Fibonacci Sequence as a numpy array""" - n = int(math.fabs(kwargs.pop('n', 2))) - zero = kwargs.pop('zero', False) - weighted = kwargs.pop('weighted', False) + n = int(math.fabs(kwargs.pop("n", 2))) + zero = kwargs.pop("zero", False) + weighted = kwargs.pop("weighted", False) if zero: a, b = 0, 1 @@ -322,8 +311,8 @@ def pascals_triangle(n: int = None, **kwargs) -> np.ndarray: => inverse weighted: [0.9375, 0.75, 0.625, 0.75, 0.9375] """ n = int(math.fabs(n)) if n is not None else 0 - weighted = kwargs.pop('weighted', False) - inverse = kwargs.pop('inverse', False) + weighted = kwargs.pop("weighted", False) + inverse = kwargs.pop("inverse", False) # Calculation triangle = np.array([combination(n=n, r=i) for i in range(0, n + 1)]) @@ -373,7 +362,7 @@ def symmetric_triangle(n: int = None, **kwargs) -> list: => weighted: [0.16666667 0.33333333 0.33333333 0.16666667] """ n = int(math.fabs(n)) if n is not None else 2 - weighted = kwargs.pop('weighted', False) + weighted = kwargs.pop("weighted", False) if n == 2: triangle = [1, 1] @@ -418,7 +407,7 @@ def unsigned_differences(series: pd.Series, amount: int = None, **kwargs) -> pd. negative[negative >= 0] = 0 negative[negative < 0] = 1 - if kwargs.pop('asint', False): + if kwargs.pop("asint", False): positive = positive.astype(int) negative = negative.astype(int) @@ -440,7 +429,7 @@ def weights(w): def zero(x: [int, float]) -> [int, float]: """If the value is close to zero, then return zero. Otherwise return the value.""" - return 0 if -sflt.epsilon < x and x < sflt.epsilon else x + return 0 if abs(x) < sflt.epsilon else x # Candle Functions diff --git a/pandas_ta/volatility/bbands.py b/pandas_ta/volatility/bbands.py index 83b1005..b0f9982 100644 --- a/pandas_ta/volatility/bbands.py +++ b/pandas_ta/volatility/bbands.py @@ -1,27 +1,26 @@ # -*- coding: utf-8 -*- from pandas import DataFrame -from ..overlap.ema import ema -from ..overlap.sma import sma -from ..statistics.stdev import stdev -from ..utils import get_offset, verify_series +from pandas_ta.overlap import ema, sma +from pandas_ta.statistics import stdev +from pandas_ta.utils import get_offset, verify_series def bbands(close, length=None, std=None, mamode=None, offset=None, **kwargs): """Indicator: Bollinger Bands (BBANDS)""" # Validate arguments close = verify_series(close) length = int(length) if length and length > 0 else 5 - min_periods = int(kwargs['min_periods']) if 'min_periods' in kwargs and kwargs['min_periods'] is not None else length + min_periods = int(kwargs["min_periods"]) if "min_periods" in kwargs and kwargs["min_periods"] is not None else length std = float(std) if std and std > 0 else 2. - mamode = mamode.lower() if mamode else 'sma' + mamode = mamode.lower() if mamode else "sma" offset = get_offset(offset) # Calculate Result standard_deviation = stdev(close=close, length=length) deviations = std * standard_deviation - if mamode is None or mamode == 'sma': + if mamode is None or mamode == "sma": mid = sma(close=close, length=length) - elif mamode == 'ema': + elif mamode == "ema": mid = ema(close=close, length=length, **kwargs) lower = mid - deviations @@ -34,26 +33,26 @@ def bbands(close, length=None, std=None, mamode=None, offset=None, **kwargs): upper = upper.shift(offset) # Handle fills - if 'fillna' in kwargs: - lower.fillna(kwargs['fillna'], inplace=True) - mid.fillna(kwargs['fillna'], inplace=True) - upper.fillna(kwargs['fillna'], inplace=True) - if 'fill_method' in kwargs: - lower.fillna(method=kwargs['fill_method'], inplace=True) - mid.fillna(method=kwargs['fill_method'], inplace=True) - upper.fillna(method=kwargs['fill_method'], inplace=True) + if "fillna" in kwargs: + lower.fillna(kwargs["fillna"], inplace=True) + mid.fillna(kwargs["fillna"], inplace=True) + upper.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + lower.fillna(method=kwargs["fill_method"], inplace=True) + mid.fillna(method=kwargs["fill_method"], inplace=True) + upper.fillna(method=kwargs["fill_method"], inplace=True) # Name and Categorize it lower.name = f"BBL_{length}_{std}" mid.name = f"BBM_{length}_{std}" upper.name = f"BBU_{length}_{std}" - mid.category = upper.category = lower.category = 'volatility' + mid.category = upper.category = lower.category = "volatility" # Prepare DataFrame to return data = {lower.name: lower, mid.name: mid, upper.name: upper} bbandsdf = DataFrame(data) bbandsdf.name = f"BBANDS_{length}_{std}" - bbandsdf.category = 'volatility' + bbandsdf.category = "volatility" return bbandsdf @@ -74,7 +73,7 @@ Calculation: SMA = Simple Moving Average STDEV = Standard Deviation stdev = STDEV(close, length) - if 'ema': + if "ema": MID = EMA(close, length) else: MID = SMA(close, length) @@ -86,7 +85,7 @@ Args: close (pd.Series): Series of 'close's length (int): The short period. Default: 20 std (int): The long period. Default: 2 - mamode (str): Two options: None or 'ema'. Default: 'ema' + mamode (str): Two options: None or "ema". Default: "ema" offset (int): How many periods to offset the result. Default: 0 Kwargs: diff --git a/pandas_ta/volatility/kc.py b/pandas_ta/volatility/kc.py index ae1a7d4..4a2cdba 100644 --- a/pandas_ta/volatility/kc.py +++ b/pandas_ta/volatility/kc.py @@ -2,9 +2,9 @@ from numpy import sqrt as npsqrt from pandas import DataFrame from .atr import atr -from ..overlap.hlc3 import hlc3 -from ..statistics.variance import variance -from ..utils import get_offset, non_zero_range, verify_series +from .true_range import true_range +from pandas_ta.overlap import ema, hlc3, sma +from pandas_ta.utils import get_offset, high_low_range, non_zero_range, verify_series def kc(high, low, close, length=None, scalar=None, mamode=None, offset=None, **kwargs): @@ -14,22 +14,26 @@ def kc(high, low, close, length=None, scalar=None, mamode=None, offset=None, **k low = verify_series(low) close = verify_series(close) length = int(length) if length and length > 0 else 20 - min_periods = int(kwargs['min_periods']) if 'min_periods' in kwargs and kwargs['min_periods'] is not None else length + min_periods = int(kwargs["min_periods"]) if "min_periods" in kwargs and kwargs["min_periods"] is not None else length scalar = float(scalar) if scalar and scalar > 0 else 2 + use_tr = kwargs.pop("tr", True) mamode = mamode.lower() if mamode else None offset = get_offset(offset) # Calculate Result - std = variance(close=close, length=length).apply(npsqrt) - - if mamode == 'ema': - basis = close.ewm(span=length, min_periods=min_periods).mean() - band = atr(high=high, low=low, close=close) + if use_tr: + range_ = true_range(high, low, close) else: - hl_range = non_zero_range(high, low) - typical_price = hlc3(high=high, low=low, close=close) - basis = typical_price.rolling(length, min_periods=min_periods).mean() - band = hl_range.rolling(length, min_periods=min_periods).mean() + range_ = high_low_range(high, low) + + _mode = "" + if mamode == "sma": + basis = sma(close, length) + band = sma(range_, length=length) + _mode += "s" + elif mamode is None or mamode == "ema": + basis = ema(close, length=length) + band = ema(range_, length=length) lower = basis - scalar * band upper = basis + scalar * band @@ -41,26 +45,27 @@ def kc(high, low, close, length=None, scalar=None, mamode=None, offset=None, **k upper = upper.shift(offset) # Handle fills - if 'fillna' in kwargs: - lower.fillna(kwargs['fillna'], inplace=True) - basis.fillna(kwargs['fillna'], inplace=True) - upper.fillna(kwargs['fillna'], inplace=True) - if 'fill_method' in kwargs: - lower.fillna(method=kwargs['fill_method'], inplace=True) - basis.fillna(method=kwargs['fill_method'], inplace=True) - upper.fillna(method=kwargs['fill_method'], inplace=True) + if "fillna" in kwargs: + lower.fillna(kwargs["fillna"], inplace=True) + basis.fillna(kwargs["fillna"], inplace=True) + upper.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + lower.fillna(method=kwargs["fill_method"], inplace=True) + basis.fillna(method=kwargs["fill_method"], inplace=True) + upper.fillna(method=kwargs["fill_method"], inplace=True) # Name and Categorize it - lower.name = f"KCL_{length}" - basis.name = f"KCB_{length}" - upper.name = f"KCU_{length}" - basis.category = upper.category = lower.category = 'volatility' + _props = f"{_mode if len(_mode) else ''}_{length}_{scalar}" + lower.name = f"KCL{_props}" + basis.name = f"KCB{_props}" + upper.name = f"KCU{_props}" + basis.category = upper.category = lower.category = "volatility" # Prepare DataFrame to return data = {lower.name: lower, basis.name: basis, upper.name: upper} kcdf = DataFrame(data) - kcdf.name = f"KC_{length}" - kcdf.category = 'volatility' + kcdf.name = f"KC{_props}" + kcdf.category = basis.category return kcdf @@ -77,14 +82,17 @@ Sources: Calculation: Default Inputs: - length=20, scalar=2 + length=20, scalar=2, mamode=None ATR = Average True Range EMA = Exponential Moving Average SMA = Simple Moving Average - if 'ema': + + BAND = ATR(high, low, close) + if mamode == "ema": BASIS = EMA(close, length) - BAND = ATR(high, low, close) - else: + elif mamode == "sma": + BASIS = SMA(close, length) + else: # Typical Price hl_range = high - low tp = typical_price = hlc3(high, low, close) BASIS = SMA(tp, length) @@ -99,7 +107,7 @@ Args: close (pd.Series): Series of 'close's length (int): The short period. Default: 20 scalar (float): A positive float to scale the bands. Default: 2 - mamode (str): Two options: None or 'ema'. Default: 'ema' + mamode (str): Two options: None or "ema". Default: "ema" offset (int): How many periods to offset the result. Default: 0 Kwargs: diff --git a/pandas_ta/volume/aobv.py b/pandas_ta/volume/aobv.py index 7f72582..31ba3e2 100644 --- a/pandas_ta/volume/aobv.py +++ b/pandas_ta/volume/aobv.py @@ -1,14 +1,9 @@ # -*- coding: utf-8 -*- from pandas import DataFrame from .obv import obv -from ..overlap.ema import ema -from ..overlap.hma import hma -from ..overlap.linreg import linreg -from ..overlap.sma import sma -from ..overlap.wma import wma -from ..trend.long_run import long_run -from ..trend.short_run import short_run -from ..utils import get_offset, verify_series +from pandas_ta.overlap import ema, hma, linreg, sma, wma +from pandas_ta.trend import long_run, short_run +from pandas_ta.utils import get_offset, verify_series def aobv(close, volume, fast=None, slow=None, mamode=None, max_lookback=None, min_lookback=None, offset=None, **kwargs): """Indicator: Archer On Balance Volume (AOBV)""" @@ -16,31 +11,31 @@ def aobv(close, volume, fast=None, slow=None, mamode=None, max_lookback=None, mi close = verify_series(close) volume = verify_series(volume) offset = get_offset(offset) - fast = int(fast) if fast and fast > 0 else 2 - slow = int(slow) if slow and slow > 0 else 4 + fast = int(fast) if fast and fast > 0 else 4 + slow = int(slow) if slow and slow > 0 else 12 max_lookback = int(max_lookback) if max_lookback and max_lookback > 0 else 2 min_lookback = int(min_lookback) if min_lookback and min_lookback > 0 else 2 if slow < fast: fast, slow = slow, fast mamode = mamode.upper() if mamode else None - run_length = kwargs.pop('run_length', 2) + run_length = kwargs.pop("run_length", 2) # Calculate Result obv_ = obv(close=close, volume=volume, **kwargs) - if mamode is None or mamode == 'EMA': - mamode = 'EMA' + if mamode is None or mamode == "EMA": + mamode = "EMA" maf = ema(close=obv_, length=fast, **kwargs) mas = ema(close=obv_, length=slow, **kwargs) - elif mamode == 'HMA': + elif mamode == "HMA": maf = hma(close=obv_, length=fast, **kwargs) mas = hma(close=obv_, length=slow, **kwargs) - elif mamode == 'LINREG': + elif mamode == "LINREG": maf = linreg(close=obv_, length=fast, **kwargs) mas = linreg(close=obv_, length=slow, **kwargs) - elif mamode == 'SMA': + elif mamode == "SMA": maf = sma(close=obv_, length=fast, **kwargs) mas = sma(close=obv_, length=slow, **kwargs) - elif mamode == 'WMA': + elif mamode == "WMA": maf = wma(close=obv_, length=fast, **kwargs) mas = wma(close=obv_, length=slow, **kwargs) @@ -57,18 +52,18 @@ def aobv(close, volume, fast=None, slow=None, mamode=None, max_lookback=None, mi obv_short = obv_short.shift(offset) # # Handle fills - if 'fillna' in kwargs: - obv_.fillna(kwargs['fillna'], inplace=True) - maf.fillna(kwargs['fillna'], inplace=True) - mas.fillna(kwargs['fillna'], inplace=True) - obv_long.fillna(kwargs['fillna'], inplace=True) - obv_short.fillna(kwargs['fillna'], inplace=True) - if 'fill_method' in kwargs: - obv_.fillna(method=kwargs['fill_method'], inplace=True) - maf.fillna(method=kwargs['fill_method'], inplace=True) - mas.fillna(method=kwargs['fill_method'], inplace=True) - obv_long.fillna(method=kwargs['fill_method'], inplace=True) - obv_short.fillna(method=kwargs['fill_method'], inplace=True) + if "fillna" in kwargs: + obv_.fillna(kwargs["fillna"], inplace=True) + maf.fillna(kwargs["fillna"], inplace=True) + mas.fillna(kwargs["fillna"], inplace=True) + obv_long.fillna(kwargs["fillna"], inplace=True) + obv_short.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + obv_.fillna(method=kwargs["fill_method"], inplace=True) + maf.fillna(method=kwargs["fill_method"], inplace=True) + mas.fillna(method=kwargs["fill_method"], inplace=True) + obv_long.fillna(method=kwargs["fill_method"], inplace=True) + obv_short.fillna(method=kwargs["fill_method"], inplace=True) # Prepare DataFrame to return data = { @@ -84,6 +79,6 @@ def aobv(close, volume, fast=None, slow=None, mamode=None, max_lookback=None, mi # Name and Categorize it aobvdf.name = f"AOBV_{mamode}_{fast}_{slow}_{min_lookback}_{max_lookback}_{run_length}" - aobvdf.category = 'volume' + aobvdf.category = "volume" return aobvdf diff --git a/pandas_ta/volume/efi.py b/pandas_ta/volume/efi.py index 48ff496..6939d13 100644 --- a/pandas_ta/volume/efi.py +++ b/pandas_ta/volume/efi.py @@ -1,5 +1,6 @@ # -*- coding: utf-8 -*- -from ..utils import get_drift, get_offset, verify_series +from pandas_ta.overlap import ema, sma +from pandas_ta.utils import get_drift, get_offset, verify_series def efi(close, volume, length=None, drift=None, mamode=None, offset=None, **kwargs): """Indicator: Elder's Force Index (EFI)""" @@ -7,7 +8,6 @@ def efi(close, volume, length=None, drift=None, mamode=None, offset=None, **kwar close = verify_series(close) volume = verify_series(volume) length = int(length) if length and length > 0 else 13 - min_periods = int(kwargs['min_periods']) if 'min_periods' in kwargs and kwargs['min_periods'] is not None else length drift = get_drift(drift) mamode = mamode.lower() if mamode else None offset = get_offset(offset) @@ -15,24 +15,24 @@ def efi(close, volume, length=None, drift=None, mamode=None, offset=None, **kwar # Calculate Result pv_diff = close.diff(drift) * volume - if mamode == 'sma': - efi = pv_diff.rolling(length, min_periods=min_periods).mean() + if mamode == "sma": + efi = sma(pv_diff, length) else: - efi = pv_diff.ewm(span=length, min_periods=min_periods).mean() + efi = ema(pv_diff, length) # Offset if offset != 0: efi = efi.shift(offset) # Handle fills - if 'fillna' in kwargs: - efi.fillna(kwargs['fillna'], inplace=True) - if 'fill_method' in kwargs: - efi.fillna(method=kwargs['fill_method'], inplace=True) + if "fillna" in kwargs: + efi.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + efi.fillna(method=kwargs["fill_method"], inplace=True) # Name and Categorize it efi.name = f"EFI_{length}" - efi.category = 'volume' + efi.category = "volume" return efi @@ -65,7 +65,7 @@ Args: volume (pd.Series): Series of 'volume's length (int): The short period. Default: 13 drift (int): The diff period. Default: 1 - mamode (str): Two options: None or 'sma'. Default: None + mamode (str): Two options: None or "sma". Default: None offset (int): How many periods to offset the result. Default: 0 Kwargs: diff --git a/pandas_ta/volume/eom.py b/pandas_ta/volume/eom.py index 72f83de..d11085b 100644 --- a/pandas_ta/volume/eom.py +++ b/pandas_ta/volume/eom.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- -from ..overlap.hl2 import hl2 -from ..utils import get_drift, get_offset, non_zero_range, verify_series +from pandas_ta.overlap import hl2, sma +from pandas_ta.utils import get_drift, get_offset, non_zero_range, verify_series def eom(high, low, close, volume, length=None, divisor=None, drift=None, offset=None, **kwargs): """Indicator: Ease of Movement (EOM)""" @@ -9,33 +9,32 @@ def eom(high, low, close, volume, length=None, divisor=None, drift=None, offset= low = verify_series(low) close = verify_series(close) volume = verify_series(volume) - high_low_range = non_zero_range(high, low) length = int(length) if length and length > 0 else 14 - min_periods = int(kwargs['min_periods']) if 'min_periods' in kwargs and kwargs['min_periods'] is not None else length divisor = divisor if divisor and divisor > 0 else 100000000 drift = get_drift(drift) offset = get_offset(offset) # Calculate Result + high_low_range = non_zero_range(high, low) distance = hl2(high=high, low=low) - hl2(high=high.shift(drift), low=low.shift(drift)) box_ratio = volume / divisor box_ratio /= high_low_range eom = distance / box_ratio - eom = eom.rolling(length, min_periods=min_periods).mean() + eom = sma(eom, length=length) # Offset if offset != 0: eom = eom.shift(offset) # Handle fills - if 'fillna' in kwargs: - eom.fillna(kwargs['fillna'], inplace=True) - if 'fill_method' in kwargs: - eom.fillna(method=kwargs['fill_method'], inplace=True) + if "fillna" in kwargs: + eom.fillna(kwargs["fillna"], inplace=True) + if "fill_method" in kwargs: + eom.fillna(method=kwargs["fill_method"], inplace=True) # Name and Categorize it eom.name = f"EOM_{length}_{divisor}" - eom.category = 'volume' + eom.category = "volume" return eom diff --git a/tests/test_indicator_momentum.py b/tests/test_indicator_momentum.py index 9adc3df..fc3748a 100644 --- a/tests/test_indicator_momentum.py +++ b/tests/test_indicator_momentum.py @@ -306,6 +306,23 @@ class TestMomentum(TestCase): self.assertIsInstance(result, Series) self.assertEqual(result.name, "ANGLEd_1") + def test_squeeze(self): + result = pandas_ta.squeeze(self.high, self.low, self.close) + self.assertIsInstance(result, DataFrame) + self.assertEqual(result.name, "SQZ_20_2.0_20_1.5") + + result = pandas_ta.squeeze(self.high, self.low, self.close, tr=False) + self.assertIsInstance(result, DataFrame) + self.assertEqual(result.name, "SQZhlr_20_2.0_20_1.5") + + result = pandas_ta.squeeze(self.high, self.low, self.close, lazybear=True) + self.assertIsInstance(result, DataFrame) + self.assertEqual(result.name, "SQZ_20_2.0_20_1.5_LB") + + result = pandas_ta.squeeze(self.high, self.low, self.close, tr=False, lazybear=True) + self.assertIsInstance(result, DataFrame) + self.assertEqual(result.name, "SQZhlr_20_2.0_20_1.5_LB") + def test_stoch(self): result = pandas_ta.stoch(self.high, self.low, self.close, fast_k=14, slow_k=14, slow_d=14) self.assertIsInstance(result, DataFrame) diff --git a/tests/test_indicator_momentum_ext.py b/tests/test_indicator_momentum_ext.py index fddae5e..61720ae 100644 --- a/tests/test_indicator_momentum_ext.py +++ b/tests/test_indicator_momentum_ext.py @@ -166,6 +166,15 @@ class TestMomentumExtension(TestCase): self.assertIsInstance(self.data, DataFrame) self.assertEqual(self.data.columns[-1], "ANGLEd_1") + def test_squeeze_ext(self): + self.data.ta.squeeze(append=True) + self.assertIsInstance(self.data, DataFrame) + self.assertEqual(list(self.data.columns[-4:]), ["SQZ_20_2.0_20_1.5", "SQZ_ON", "SQZ_OFF", "SQZ_NO"]) + + self.data.ta.squeeze(tr=False, append=True) + self.assertIsInstance(self.data, DataFrame) + self.assertEqual(list(self.data.columns[-4:]), ["SQZ_ON", "SQZ_OFF", "SQZ_NO", "SQZhlr_20_2.0_20_1.5"]) + def test_stoch_ext(self): self.data.ta.stoch(append=True) self.assertIsInstance(self.data, DataFrame) diff --git a/tests/test_indicator_volatility.py b/tests/test_indicator_volatility.py index 46abb0d..29f20f2 100644 --- a/tests/test_indicator_volatility.py +++ b/tests/test_indicator_volatility.py @@ -100,7 +100,11 @@ class TestVolatility(TestCase): def test_kc(self): result = pandas_ta.kc(self.high, self.low, self.close) self.assertIsInstance(result, DataFrame) - self.assertEqual(result.name, "KC_20") + self.assertEqual(result.name, "KC_20_2") + + result = pandas_ta.kc(self.high, self.low, self.close, mamode="sma") + self.assertIsInstance(result, DataFrame) + self.assertEqual(result.name, "KCs_20_2") def test_massi(self): result = pandas_ta.massi(self.high, self.low) diff --git a/tests/test_indicator_volatility_ext.py b/tests/test_indicator_volatility_ext.py index 44ec605..061e29b 100644 --- a/tests/test_indicator_volatility_ext.py +++ b/tests/test_indicator_volatility_ext.py @@ -48,7 +48,7 @@ class TestVolatilityExtension(TestCase): def test_kc_ext(self): self.data.ta.kc(append=True) self.assertIsInstance(self.data, DataFrame) - self.assertEqual(list(self.data.columns[-3:]), ["KCL_20", "KCB_20", "KCU_20"]) + self.assertEqual(list(self.data.columns[-3:]), ["KCL_20_2", "KCB_20_2", "KCU_20_2"]) def test_massi_ext(self): self.data.ta.massi(append=True) diff --git a/tests/test_indicator_volume.py b/tests/test_indicator_volume.py index 7dc1b47..354f6da 100644 --- a/tests/test_indicator_volume.py +++ b/tests/test_indicator_volume.py @@ -72,7 +72,7 @@ class TestVolume(TestCase): def test_aobv(self): result = pandas_ta.aobv(self.close, self.volume_) self.assertIsInstance(result, DataFrame) - self.assertEqual(result.name, "AOBV_EMA_2_4_2_2_2") + self.assertEqual(result.name, "AOBV_EMA_4_12_2_2_2") def test_cmf(self): result = pandas_ta.cmf(self.high, self.low, self.close, self.volume_) diff --git a/tests/test_indicator_volume_ext.py b/tests/test_indicator_volume_ext.py index 2f4e99d..e3666cd 100644 --- a/tests/test_indicator_volume_ext.py +++ b/tests/test_indicator_volume_ext.py @@ -40,7 +40,7 @@ class TestVolumeExtension(TestCase): def test_aobv_ext(self): self.data.ta.aobv(append=True) self.assertIsInstance(self.data, DataFrame) - self.assertEqual(list(self.data.columns[-7:]), ["OBV", "OBV_min_2", "OBV_max_2", "OBV_EMA_2", "OBV_EMA_4", "AOBV_LR_2", "AOBV_SR_2"]) + self.assertEqual(list(self.data.columns[-7:]), ["OBV", "OBV_min_2", "OBV_max_2", "OBV_EMA_4", "OBV_EMA_12", "AOBV_LR_2", "AOBV_SR_2"]) # Remove "OBV" so it does not interfere with test_obv_ext() self.data.drop("OBV", axis=1, inplace=True)