├── .gitignore ├── modules ├── __init__.py ├── util.pyc ├── __init__.pyc ├── backtesting.pyc ├── implied_vol.pyc ├── all_weather_settings.pyc ├── util.py ├── backtesting.py ├── implied_vol.py └── all_weather_settings.py ├── data ├── all-weather.xlsx └── ~$all-weather.xlsx ├── backtest └── old │ ├── aw-returns-vs-s&p.xlsx │ ├── aw-returns-with-hyg-vs-s&p.xlsx │ ├── comparison.py │ └── aw-simulated-returns.csv ├── output ├── weights_VGK_TLT_GLD_DBC.csv ├── weights_tier2.csv ├── weights_tier3_VGK_HYG.csv ├── weights_tier1.csv ├── weights_tier3.csv ├── weights_tier3_stocks_only_with_VGK.csv └── README ├── series_getter.py ├── README.md └── all-weather.py /.gitignore: -------------------------------------------------------------------------------- 1 | *.sh 2 | -------------------------------------------------------------------------------- /modules/__init__.py: -------------------------------------------------------------------------------- 1 | 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https://raw.githubusercontent.com/mnalevanko/all-weather-for-noobs/HEAD/modules/all_weather_settings.pyc -------------------------------------------------------------------------------- /backtest/old/aw-returns-vs-s&p.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mnalevanko/all-weather-for-noobs/HEAD/backtest/old/aw-returns-vs-s&p.xlsx -------------------------------------------------------------------------------- /output/weights_VGK_TLT_GLD_DBC.csv: -------------------------------------------------------------------------------- 1 | DBC,Date,GLD,TLT,VGK 2 | 0.15937983326417446,10/27/16,0.3055566034177072,0.3055566034177072,0.22950695990041126 3 | -------------------------------------------------------------------------------- /backtest/old/aw-returns-with-hyg-vs-s&p.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mnalevanko/all-weather-for-noobs/HEAD/backtest/old/aw-returns-with-hyg-vs-s&p.xlsx -------------------------------------------------------------------------------- /output/weights_tier2.csv: -------------------------------------------------------------------------------- 1 | DBC,Date,GLD,TLT,VGK,VTI,VWO 2 | 0.1551822427871543,09/10/16,0.23439998601462977,0.443194062965361,0.04354315934429417,0.08788308370936132,0.03579746517919922 3 | -------------------------------------------------------------------------------- /output/weights_tier3_VGK_HYG.csv: -------------------------------------------------------------------------------- 1 | DBC,Date,GLD,HYG,TLT,VGK,VTI 2 | 0.0930291876512418,09/16/16,0.2511788066583528,0.14884670024198685,0.3280702780843791,0.07421719125639234,0.104657836107647 3 | -------------------------------------------------------------------------------- /output/weights_tier1.csv: -------------------------------------------------------------------------------- 1 | DBC,Date,GLD,HYG,TLT,VGK,VTI,VWO 2 | 0.11188535307167266,09/10/16,0.20280097560811577,0.18129857726178233,0.3834479254085372,0.03139432495362632,0.06336311212704808,0.025809731569217637 3 | -------------------------------------------------------------------------------- /output/weights_tier3.csv: -------------------------------------------------------------------------------- 1 | DBC,Date,GLD,HYG,TLT,VTI 2 | 0.14553611800939592,08/12/16,0.20665554696086075,,0.3947847595084083,0.25302357552133503 3 | 0.14153468404008446,09/10/16,0.21378559404560335,,0.40421720000708816,0.24046252190722398 4 | -------------------------------------------------------------------------------- /output/weights_tier3_stocks_only_with_VGK.csv: -------------------------------------------------------------------------------- 1 | DBC,Date,GLD,TLT,VGK,VTI 2 | 0.15067470994418547,09/10/16,0.2275914387454583,0.4303207357164103,0.06341756105355825,0.1279955545403876 3 | 0.12328085702114244,09/16/16,0.2773819282975704,0.36229476349070416,0.09835148704179783,0.13869096414878523 4 | -------------------------------------------------------------------------------- /output/README: -------------------------------------------------------------------------------- 1 | weights_tier1: VTI, TLT, GLD, DBC, VGK, VWO, HYG 2 | weights_tier2: VTI, TLT, GLD, DBC, VGK, VWO 3 | weights_tier3: VTI, TLT, GLD, DBC 4 | 5 | Use tier1 if you can handle the transaction costs of more assets. 6 | 7 | Use tier 2 if you can handle the transaction costs of more assets, but don't want to include corporate debt. 8 | 9 | Use tier 3 if you can't handle transaction costs of too many assets. -------------------------------------------------------------------------------- /modules/util.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import pandas_datareader.data as web 3 | import datetime 4 | import numpy as np 5 | 6 | DEFAULT_VOL_WINDOW = 200 # a little less than a year 7 | 8 | def get_returns(ticker, start=datetime.datetime(1940, 1, 1), end=datetime.datetime.now(), period=1): 9 | df = web.DataReader(ticker, "yahoo", start, end) 10 | df['Returns'] = df['Adj Close'].pct_change(period) 11 | df['Log Returns'] = np.log(df['Adj Close']) - np.log(df['Adj Close'].shift(1)) 12 | return df 13 | 14 | # we want variance so that when we sum, we can just do the straight sum 15 | def get_annualized_variance_of_series(series, window=DEFAULT_VOL_WINDOW): 16 | window_std = np.std(series.tail(window)) 17 | variance = window_std ** 2 18 | ann_var = variance * np.sqrt(252) # 252 is number of trading days in a year 19 | return ann_var -------------------------------------------------------------------------------- /series_getter.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import pandas_datareader.data as web 3 | import datetime 4 | import pdb 5 | import numpy as np 6 | import sys 7 | import modules.util as util 8 | 9 | # Use this to get price data for any ticker from Yahoo! Finance 10 | # as such: python series_getter.py VTI 11 | 12 | def main(): 13 | start = datetime.datetime(1940, 1, 1) 14 | end = datetime.datetime.now() 15 | 16 | tickers = sys.argv[1:] # command line arguments 17 | 18 | for ticker in tickers: 19 | tick_df = util.get_returns(ticker, start, end) 20 | tick_df['Standard Deviation (60d)'] = pd.rolling_std(tick_df['Returns'], window=60) 21 | tick_df['Standard Deviation (200d)'] = pd.rolling_std(tick_df['Returns'], window=200) 22 | 23 | print ticker + " Standard Deviation" 24 | print np.std(tick_df['Returns']) 25 | tick_df.to_csv("%s.csv" % ticker) 26 | 27 | if __name__ == "__main__": 28 | main() -------------------------------------------------------------------------------- /backtest/old/comparison.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import pandas_datareader.data as web 3 | import datetime 4 | import pdb 5 | import numpy as np 6 | 7 | # PURPOSE OF THIS SCRIPT: 8 | # Take "aw-simulated-returns.csv" and remove #N/As and pull S&P price data 9 | # from the same period. Output both to CSV, which you can then copy and paste 10 | # over to an Excel file to chart. 11 | # aw-simulated-returns.csv is a single-column table 12 | # that is copied and pasted over from the "Simulated Returns" column in the 13 | # big Excel file in data/ 14 | 15 | 16 | aw = pd.read_csv("aw-simulated-returns.csv") 17 | aw = aw[np.isfinite(aw['Simulated Returns'])] # remove rows with #N/As 18 | 19 | start = aw['Date'].iloc[0] # get first date 20 | end = datetime.datetime.now() 21 | 22 | df = web.DataReader("SPY", "yahoo", start, end) # pull the S&P's price data 23 | 24 | # ideally you wouldn't be looking at two different CSVs but I hate merging things 25 | # so sue me 26 | df.to_csv("spy.csv") 27 | aw.to_csv("aw.csv") -------------------------------------------------------------------------------- /modules/backtesting.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import pandas_datareader.data as web 3 | import util 4 | import datetime 5 | 6 | def backtest(weight_dict, output=False): 7 | print "Backtesting..." 8 | new_weight_dict = weight_dict.copy() 9 | del new_weight_dict['Date'] 10 | 11 | start = datetime.datetime(1940, 1, 1) 12 | end = datetime.datetime.now() 13 | 14 | returns_dfs = [] 15 | 16 | for ticker in new_weight_dict: 17 | df = util.get_returns(ticker, start, end, period=1) 18 | df['%s Returns' % ticker] = df['Returns'] 19 | df = pd.DataFrame(df['%s Returns' % ticker]) 20 | returns_dfs.append(df) 21 | 22 | merged_df = merge_dataframes_by_latest_start_date(returns_dfs) 23 | merged_df['Portfolio Returns'] = merged_df['%s Returns' % new_weight_dict.keys()[0]] * 0.0 # just set it to 0 24 | 25 | for ticker in new_weight_dict: 26 | weight = new_weight_dict[ticker] 27 | merged_df['Portfolio Returns'] = merged_df['Portfolio Returns'] + weight * merged_df['%s Returns' % ticker] 28 | 29 | if (output): merged_df.to_csv("backtest_results.csv") 30 | 31 | 32 | def merge_dataframes_by_latest_start_date(dfs): 33 | dfs_sorted_by_latest_start_dates = sorted(dfs, key=lambda x: x.index[0], reverse=True) 34 | merged_df = dfs_sorted_by_latest_start_dates[0] 35 | 36 | for i in range(1, len(dfs_sorted_by_latest_start_dates)): 37 | df = dfs_sorted_by_latest_start_dates[i] 38 | merged_df = merged_df.join(df) 39 | 40 | return merged_df -------------------------------------------------------------------------------- /modules/implied_vol.py: -------------------------------------------------------------------------------- 1 | from bs4 import BeautifulSoup 2 | import requests 3 | import numpy as np 4 | 5 | # implied volatility is, in industry, usually in terms of annualized standard deviation 6 | def get_implied_volatility_for_ticker(ticker): 7 | def remove_non_ascii_chars(string): 8 | return ''.join(i for i in string if ord(i)<128) 9 | 10 | url = "http://www.optionistics.com/quotes/stock-quotes/%s" % ticker 11 | r = requests.get(url) 12 | soup = BeautifulSoup(r.text, 'lxml') 13 | table = soup.find("div", {"class": "quotem"}).table 14 | rows = table.findAll("tr") 15 | 16 | for row in rows: 17 | if "IMPLIED VOLATILITY" in row.text: 18 | all_tds = row.findAll("td") 19 | for i, td in enumerate(all_tds): 20 | if "IMPLIED VOLATILITY" in td.text: 21 | td_with_val = all_tds[i+1] 22 | text = remove_non_ascii_chars( td_with_val.getText() ) 23 | return float(text) 24 | 25 | def get_implied_volatilities_for_tickers(tickers, get_variance=True): 26 | ret = {} 27 | for ticker in tickers: 28 | implied_vol = get_implied_volatility_for_ticker(ticker) 29 | if (get_variance): implied_vol = convert_annualized_stddev_to_annualized_variance(implied_vol) 30 | ret[ticker] = implied_vol 31 | return ret 32 | 33 | def convert_annualized_stddev_to_annualized_variance(ann_std): 34 | variance = (ann_std / np.sqrt(252)) ** 2 35 | return variance * np.sqrt(252) 36 | 37 | if __name__ == "__main__": 38 | print get_implied_volatilities_for_tickers(['TLT', 'GLD', 'DBC', 'HYG', 'VTI', 'VWO', 'VGK']) 39 | print get_implied_volatilities_for_tickers(['TLT', 'GLD', 'DBC', 'HYG', 'VTI', 'VWO', 'VGK'], get_variance = False) -------------------------------------------------------------------------------- /modules/all_weather_settings.py: -------------------------------------------------------------------------------- 1 | from modules.implied_vol import * 2 | 3 | WEIGHTS_FILE_TIER1 = "output/weights_tier1.csv" 4 | WEIGHTS_FILE_TIER2 = "output/weights_tier2.csv" 5 | WEIGHTS_FILE_TIER3 = "output/weights_tier3.csv" 6 | WEIGHTS_FILE_TIER4 = "output/weights_tier3_stocks_only_with_VGK.csv" 7 | WEIGHTS_FILE_TIER5 = "output/weights_tier3_VGK_HYG.csv" 8 | WEIGHTS_FILE_TIER6 = "output/weights_VGK_TLT_GLD_DBC.csv" 9 | 10 | TICKERS = { 11 | "stocks": ['VTI', 'VWO', 'VGK'], 12 | "commodities": ['DBC'], 13 | "corporate credit": ['HYG'], 14 | 'EM credit': [], # empty for now, can add 15 | "nominal bonds": ['TLT'], 16 | "inflation-linked": ['GLD'] 17 | } 18 | 19 | # VTI, VWO, VGK, DBC, HYG, TLT, GLD 20 | TIER_1_TICKERS = TICKERS.copy() 21 | 22 | # VTI, VWO, VGK, DBC, TLT, GLD 23 | TIER_2_TICKERS = TICKERS.copy() 24 | TIER_2_TICKERS['corporate credit'] = [] 25 | 26 | # VTI, DBC, TLT, GLD 27 | TIER_3_TICKERS = TICKERS.copy() 28 | TIER_3_TICKERS['corporate credit'] = [] 29 | TIER_3_TICKERS['stocks'] = ['VTI'] 30 | 31 | # VTI, VGK, TLT, GLD, DBC 32 | TIER_4_TICKERS = TICKERS.copy() 33 | TIER_4_TICKERS['corporate credit'] = [] 34 | TIER_4_TICKERS['stocks'] = ['VTI', 'VGK'] 35 | 36 | # VTI, VGK, HYG, TLT, GLD, DBC 37 | TIER_5_TICKERS = TICKERS.copy() 38 | TIER_5_TICKERS['stocks'] = ['VTI', 'VGK'] 39 | 40 | # VGK, DBC, TLT, GLD 41 | TIER_6_TICKERS = TICKERS.copy() 42 | TIER_6_TICKERS['corporate credit'] = [] 43 | TIER_6_TICKERS['stocks'] = ['VGK'] 44 | 45 | TICKER_TIERS = [ 46 | (TIER_1_TICKERS, WEIGHTS_FILE_TIER1), 47 | (TIER_2_TICKERS, WEIGHTS_FILE_TIER2), 48 | (TIER_3_TICKERS, WEIGHTS_FILE_TIER3), 49 | (TIER_4_TICKERS, WEIGHTS_FILE_TIER4), 50 | (TIER_5_TICKERS, WEIGHTS_FILE_TIER5), 51 | (TIER_6_TICKERS, WEIGHTS_FILE_TIER6) 52 | ] 53 | 54 | ############################################### 55 | # INPUT HERE 56 | 57 | TIER_CHOICE = 6 58 | # TICKER_VOLATILITY_OVERRIDES = {} 59 | TICKER_VOLATILITY_OVERRIDES = get_implied_volatilities_for_tickers(['TLT', 'GLD', 'DBC', 'HYG', 'VTI', 'VWO', 'VGK']) 60 | 61 | VOL_WINDOW = 252 62 | 63 | ############################################### 64 | 65 | TICKERS = TICKER_TIERS[TIER_CHOICE-1][0] 66 | WEIGHTS_FILE = TICKER_TIERS[TIER_CHOICE-1][1] 67 | 68 | print ">> Outputting to %s" % WEIGHTS_FILE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 |

The Poor Man's All Weather Strategy

2 | 3 |

Disclaimer

4 | 5 | This code is developed for academic and illustrative purposes only and shall not be construed as financial, tax or legal advice or recommendations. The accuracy of the data on this site cannot be guaranteed. Users should use the information provided at their own risk and should always do their own due diligence before any investment decision. The information on this site does not constitute a solicitation for the purchase or sale of securities. No representation or implication is being made that using the information provided here will generate profits or ensure freedom from losses. All ideas and material presented are entirely those of the author and do not necessarily reflect those of the publisher. 6 | 7 | CFTC RULE 4.41 – HYPOTHETICAL OR SIMULATED PERFORMANCE RESULTS HAVE CERTAIN LIMITATIONS. UNLIKE AN ACTUAL PERFORMANCE RECORD, SIMULATED RESULTS DO NOT REPRESENT ACTUAL TRADING. ALSO, SINCE THE TRADES HAVE NOT BEEN EXECUTED, THE RESULTS MAY HAVE UNDER-OR-OVER COMPENSATED FOR THE IMPACT, IF ANY, OF CERTAIN MARKET FACTORS, SUCH AS LACK OF LIQUIDITY. SIMULATED TRADING PROGRAMS IN GENERAL ARE ALSO SUBJECT TO THE FACT THAT THEY ARE DESIGNED WITH THE BENEFIT OF HINDSIGHT. NO REPRESENTATION IS BEING MADE THAT ANY ACCOUNT WILL OR IS LIKELY TO ACHIEVE PROFIT OR LOSSES SIMILAR TO THOSE SHOWN. 8 | 9 |

Why All Weather?

10 | 11 | In short, I believe that the following assumptions of modern portfolio theory are imperfect. 12 | 13 | 18 | 19 | All Weather, on the other hand, does not make any covariance or expected return assumptions. It also does not modulate risk by proportion of stocks owned. 20 | 21 | This strategy was developed and is used by Bridgewater Associates, a macro hedge fund in Connecticut. You can read about the theory behind this strategy here and here. 22 | 23 | It's worth making clear that this work represents my interpretation of publically available documents on Bridgewater's All Weather strategy and their approach to risk parity. They are not identical, nor did I receive or use any classified information during my time at Bridgewater that aided me in my work here. 24 | 25 |

Assumptions

26 | 27 | In no particular order and subject to revision: 28 | 29 | 36 | 37 | The All Weather configuration was as such (and also subject to revision): 38 | 39 | 45 | 46 |

Navigating the Files

47 | 48 | There are two separate things to be aware of here: the research workflow, which is a mix of Excel and Python, and the output workflow, which is the systematization of insights gained from research. 49 | 50 | The research workflow is something like this: 51 | 52 |
    53 |
  1. Use series_getter.py to download price data for ETFs from Yahoo! Finance. This will output them to CSV, which I copied and pasted over to data/all-weather.xlsx
    2. 54 |
  2. Do whatever analysis in all-weather.xlsx. Use the "Simulated Returns" column to weight each asset however you'd like in a back-of-the-envelope manner.
    3. 55 |
  3. Copy and paste this column over to backtest/aw-simulated-returns.csv
    4. 56 |
  4. Use comparison.py to get the SP500's price data and remove #N/As from aw-simulated returns. Output these to two new files.
    5. 57 |
  5. Plot them in aw-simulated-returns.xlsx.
    6. 58 |
59 | 60 | This is all completely separate from all-weather.py in the main folder, which takes the results of all the above research and systematizes it to spit out weights for the future, based on the last X days' volatilities for each ETF. It also outputs 61 | rough backtests. 62 | -------------------------------------------------------------------------------- /all-weather.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import pandas_datareader.data as web 3 | import datetime 4 | import numpy as np 5 | import collections 6 | 7 | import pdb 8 | import sys 9 | import modules.util as util 10 | import modules.backtesting as backtesting 11 | import pprint 12 | from modules.all_weather_settings import * 13 | 14 | ##### IMPLEMENTATION DETAILS ##### 15 | # First we need to equalize the volatility in each growth / inflation box 16 | # And then assign equal volatility weights to each 17 | # 18 | # NOTE: we are not calculating sum of variances the statistically "correct" way 19 | # by subtracting out covariance as well, since covariance itself is unstable over time 20 | 21 | ##### Parameters from all_weather_settings ###### 22 | # TICKER_VOLATILITY_OVERRIDES 23 | # TIER_CHOICE 24 | # VOL_WINDOW 25 | 26 | def main(): 27 | pp = pprint.PrettyPrinter(indent=4) 28 | 29 | # first get ticker price and volatility data 30 | print ">> Getting ticker data..." 31 | ticker_data = get_ticker_data() 32 | 33 | ticker_volatilities = get_ticker_volatilities(ticker_data) 34 | # then treat each group (like stocks) as its own portfolio and equalize volatility contributions 35 | asset_class_weights = get_asset_class_weights(ticker_volatilities) 36 | # then treat each box as its own portfolio and equalize volatility contributions 37 | box_weights = get_box_weights(ticker_volatilities, asset_class_weights) 38 | # then treat each box as an asset itself in a four-asset portfolio and equalize contributions 39 | environment_weights = get_environment_weights(ticker_volatilities, asset_class_weights, box_weights) 40 | # find individual asset weight by multiplying box_weights and environment_weights per my all weather configuration 41 | weight_dict = finalize_ticker_weights(asset_class_weights, environment_weights, box_weights) 42 | 43 | print "\n>> Volatilities" 44 | pp.pprint(ticker_volatilities) 45 | print "\n>> Box weights" 46 | pp.pprint(box_weights) 47 | print "\n>> Environment weights" 48 | pp.pprint(environment_weights) 49 | print "\n>> Final weights" 50 | pp.pprint(weight_dict) 51 | 52 | update_weight_file(weight_dict) 53 | backtesting.backtest(weight_dict, output=True) # yes, this is backtesting with weights we could have only known today, so it's not super rigorous 54 | 55 | def update_weight_file(weight_dict): 56 | weights = pd.read_csv(WEIGHTS_FILE).T.to_dict().values() 57 | weights.append(weight_dict) 58 | weights = pd.DataFrame(weights) 59 | weights.to_csv(WEIGHTS_FILE, index=False) 60 | 61 | # given a tuple of (label, value)s, return 62 | # risk parity equalized {"label": weight} 63 | def equalize_weights(tuples): 64 | tuples = [tup for tup in tuples if tup[1] != 0.0] # remove zero values 65 | num_args = len(tuples) 66 | 67 | if (num_args): 68 | last_vol = tuples[num_args-1][1] 69 | last_label = tuples[num_args-1][0] 70 | 71 | last_vol_over_other_vols = [] 72 | for i in range(0, num_args-1): 73 | curr_vol = tuples[i][1] 74 | last_vol_over_other_vols.append(last_vol/curr_vol) 75 | 76 | weight_n = 1.0 / (sum(last_vol_over_other_vols) + 1) 77 | weights_i = collections.defaultdict(lambda: 0.0) 78 | for i in range(0, num_args-1): 79 | curr_vol = tuples[i][1] 80 | curr_label = tuples[i][0] 81 | weights_i[curr_label] = (last_vol / curr_vol) * weight_n 82 | 83 | weights_i[last_label] = weight_n 84 | return weights_i 85 | else: 86 | return collections.defaultdict(lambda: 0.0) 87 | 88 | def get_ticker_volatilities(ticker_data): 89 | ticker_volatilities = {} 90 | for ticker in ticker_data: 91 | ticker_volatilities[ticker] = util.get_annualized_variance_of_series(ticker_data[ticker]['Returns'], window=VOL_WINDOW) 92 | 93 | ticker_volatilities = perform_variance_overrides(ticker_volatilities) 94 | return ticker_volatilities 95 | 96 | def perform_variance_overrides(ticker_volatilities): 97 | for ticker in TICKER_VOLATILITY_OVERRIDES: 98 | if (ticker in ticker_volatilities): 99 | print ">> Overriding volatility %s. Setting to %0.05f" % (ticker, TICKER_VOLATILITY_OVERRIDES[ticker]) 100 | ticker_volatilities[ticker] = TICKER_VOLATILITY_OVERRIDES[ticker] 101 | 102 | return ticker_volatilities 103 | 104 | # environment_box: gf|gr|ir|if 105 | def finalize_ticker_weights(asset_class_weights, environment_weights, box_weights): 106 | stocks_weight = environment_weights['gr'] * box_weights['gr']['stocks'] + environment_weights['if'] * box_weights['if']['stocks'] 107 | commodities_weight = environment_weights['gr'] * box_weights['gr']['commodities'] + environment_weights['ir'] * box_weights['ir']['commodities'] 108 | nominal_bonds_weight = environment_weights['gf'] * box_weights['gf']['nominal bonds'] + environment_weights['if'] * box_weights['if']['nominal bonds'] 109 | inflation_weight = environment_weights['ir'] * box_weights['ir']['inflation-linked'] + environment_weights['gf'] * box_weights['gf']["inflation-linked"] 110 | em_credit_weight = environment_weights['ir'] * box_weights['ir']['EM credit'] + environment_weights['gr'] * box_weights['gr']["EM credit"] 111 | corporate_credit_weight = environment_weights['gr'] * box_weights['gr']['corporate credit'] 112 | 113 | weights_by_asset = { 114 | "stocks": stocks_weight, 115 | "commodities": commodities_weight, 116 | "nominal bonds": nominal_bonds_weight, 117 | "inflation-linked": inflation_weight, 118 | "EM credit": em_credit_weight, 119 | "corporate credit": corporate_credit_weight 120 | } 121 | 122 | weights_dict = {} 123 | 124 | for asset_class in weights_by_asset: 125 | for ticker in TICKERS[asset_class]: 126 | weights_dict[ticker] = asset_class_weights[asset_class][ticker] * weights_by_asset[asset_class] 127 | 128 | weights_dict['Date'] = datetime.datetime.now().strftime("%m/%d/%y") 129 | 130 | return weights_dict 131 | 132 | def get_ticker_data(): 133 | # get all ticker price data -- we take the window of volatility 134 | # in util.get_annualized_volatility_of_series 135 | start = datetime.datetime(1940, 1, 1) 136 | end = datetime.datetime.now() 137 | 138 | ret = {} 139 | for group in TICKERS: 140 | for ticker in TICKERS[group]: 141 | ret[ticker] = util.get_returns(ticker, start=start, end=end) 142 | 143 | return ret 144 | 145 | # return {asset_class: {tickers: weights}} 146 | def get_asset_class_weights(ticker_volatilities): 147 | asset_class_weights = {} 148 | for asset_class in TICKERS: # stocks, commodities, EM credit, etc 149 | tickers_in_asset_class = TICKERS[asset_class] 150 | volatilities_for_tickers = [ticker_volatilities[ticker] for ticker in tickers_in_asset_class] 151 | ordered_weights_by_ticker = equalize_weights(zip(tickers_in_asset_class, volatilities_for_tickers)).values() 152 | asset_class_weights[asset_class] = dict(zip(tickers_in_asset_class, ordered_weights_by_ticker)) 153 | 154 | return asset_class_weights 155 | 156 | # return {"stocks": int, "commodities": int, etc} 157 | # @param: whatever is returend from get_asset_class_weights 158 | def get_asset_class_volatilities_from_ticker_weights(asset_class_weights, ticker_volatilities): 159 | asset_volatilities = {} 160 | for asset_class in asset_class_weights: 161 | weights = asset_class_weights[asset_class] 162 | volatility = 0.0 163 | for ticker in weights: 164 | weight = weights[ticker] 165 | volatility += weight * ticker_volatilities[ticker] 166 | asset_volatilities[asset_class] = volatility 167 | return asset_volatilities 168 | 169 | def get_box_weights(ticker_volatilities, asset_class_weights): 170 | asset_volatilities = get_asset_class_volatilities_from_ticker_weights(asset_class_weights, ticker_volatilities) 171 | 172 | # hacky i know but agh... 173 | def get_volatilities_tuples_if_exists(wanted_assets, asset_vol_dict): 174 | return [(a, asset_vol_dict[a]) for a in wanted_assets if a in asset_vol_dict] 175 | 176 | # growth rising 177 | gr_weights = equalize_weights(get_volatilities_tuples_if_exists(['stocks', 'commodities', 'EM credit', 'corporate credit'], asset_volatilities)) 178 | stocks_weight_gr = gr_weights['stocks'] 179 | commodities_weight_gr = gr_weights['commodities'] 180 | em_credit_weight_gr = gr_weights['EM credit'] 181 | corp_credit_weight_gr = gr_weights['corporate credit'] 182 | 183 | # growth falling 184 | gf_weights = equalize_weights(get_volatilities_tuples_if_exists(['nominal bonds', 'inflation-linked'], asset_volatilities)) 185 | nominal_bonds_weight_gf = gf_weights['nominal bonds'] 186 | inflation_weight_gf = gf_weights['inflation-linked'] 187 | 188 | # inflation rising 189 | ir_weights = equalize_weights(get_volatilities_tuples_if_exists(['inflation-linked', 'commodities', 'EM credit'], asset_volatilities)) 190 | inflation_weight_ir = ir_weights['inflation-linked'] 191 | commodities_weight_ir = ir_weights['commodities'] 192 | em_credit_weight_ir = ir_weights['EM credit'] 193 | 194 | # inflation falling 195 | if_weights = equalize_weights(get_volatilities_tuples_if_exists(['stocks', 'nominal bonds'], asset_volatilities)) 196 | stocks_weight_if = if_weights['stocks'] 197 | nominal_bonds_weight_if = if_weights['nominal bonds'] 198 | 199 | return { 200 | "gr": {"stocks": stocks_weight_gr, "commodities": commodities_weight_gr, "EM credit": em_credit_weight_gr, "corporate credit": corp_credit_weight_gr}, 201 | "gf": {"nominal bonds": nominal_bonds_weight_gf, "inflation-linked": inflation_weight_gf}, 202 | "ir": {"inflation-linked": inflation_weight_ir, "commodities": commodities_weight_ir, "EM credit": em_credit_weight_ir}, 203 | "if": {"nominal bonds": nominal_bonds_weight_if, "stocks": stocks_weight_if}, 204 | } 205 | 206 | def get_environment_weights(ticker_volatilities, weights_per_asset_class, weights_per_box): 207 | asset_volatilities = get_asset_class_volatilities_from_ticker_weights(weights_per_asset_class, ticker_volatilities) 208 | gr_vol = weights_per_box['gr']['stocks'] * asset_volatilities['stocks'] \ 209 | + weights_per_box['gr']['commodities'] * asset_volatilities['commodities'] \ 210 | + weights_per_box['gr']['EM credit'] * asset_volatilities['EM credit'] \ 211 | + weights_per_box['gr']['corporate credit'] * asset_volatilities['corporate credit'] 212 | gf_vol = weights_per_box['gf']['nominal bonds'] * asset_volatilities['nominal bonds'] \ 213 | + weights_per_box['gf']["inflation-linked"] * asset_volatilities["inflation-linked"] 214 | ir_vol = weights_per_box['ir']["inflation-linked"] * asset_volatilities["inflation-linked"] \ 215 | + weights_per_box['ir']['commodities'] * asset_volatilities['commodities'] \ 216 | + weights_per_box['ir']['EM credit'] * asset_volatilities['EM credit'] 217 | if_vol = weights_per_box['if']['stocks'] * asset_volatilities['stocks'] \ 218 | + weights_per_box['if']['nominal bonds'] * asset_volatilities['nominal bonds'] 219 | 220 | environment_weights = equalize_weights([('gr', gr_vol), ('gf', gf_vol), ('ir', ir_vol), ('if', if_vol)]) 221 | gr_weight = environment_weights['gr'] 222 | gf_weight = environment_weights['gf'] 223 | ir_weight = environment_weights['ir'] 224 | if_weight = environment_weights['if'] 225 | 226 | return { 227 | "gr": gr_weight, 228 | "gf": gf_weight, 229 | "ir": ir_weight, 230 | "if": if_weight 231 | } 232 | 233 | 234 | if __name__ == "__main__": 235 | main() -------------------------------------------------------------------------------- /backtest/old/aw-simulated-returns.csv: -------------------------------------------------------------------------------- 1 | Date,Simulated Returns 2 | 1/1/01,#N/A 3 | 1/2/01,#N/A 4 | 1/3/01,#N/A 5 | 1/4/01,#N/A 6 | 1/5/01,#N/A 7 | 1/8/01,#N/A 8 | 1/9/01,#N/A 9 | 1/10/01,#N/A 10 | 1/11/01,#N/A 11 | 1/12/01,#N/A 12 | 1/15/01,#N/A 13 | 1/16/01,#N/A 14 | 1/17/01,#N/A 15 | 1/18/01,#N/A 16 | 1/19/01,#N/A 17 | 1/22/01,#N/A 18 | 1/23/01,#N/A 19 | 1/24/01,#N/A 20 | 1/25/01,#N/A 21 | 1/26/01,#N/A 22 | 1/29/01,#N/A 23 | 1/30/01,#N/A 24 | 1/31/01,#N/A 25 | 2/1/01,#N/A 26 | 2/2/01,#N/A 27 | 2/5/01,#N/A 28 | 2/6/01,#N/A 29 | 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1629 | 3/28/07,#N/A 1630 | 3/29/07,#N/A 1631 | 3/30/07,#N/A 1632 | 4/2/07,#N/A 1633 | 4/3/07,#N/A 1634 | 4/4/07,#N/A 1635 | 4/5/07,#N/A 1636 | 4/6/07,#N/A 1637 | 4/9/07,#N/A 1638 | 4/10/07,#N/A 1639 | 4/11/07,#N/A 1640 | 4/12/07,0.001803265 1641 | 4/13/07,0.002116445 1642 | 4/16/07,0.004388591 1643 | 4/17/07,-6.24E-06 1644 | 4/18/07,0.003009142 1645 | 4/19/07,-0.002872622 1646 | 4/20/07,0.005283926 1647 | 4/23/07,0.000541956 1648 | 4/24/07,-0.000369635 1649 | 4/25/07,0.003248189 1650 | 4/26/07,-0.00560433 1651 | 4/27/07,0.002140638 1652 | 4/30/07,-0.000205942 1653 | 5/1/07,-1.87E-04 1654 | 5/2/07,0.000193198 1655 | 5/3/07,0.002828423 1656 | 5/4/07,0.003862843 1657 | 5/7/07,0.000878213 1658 | 5/8/07,-0.002491967 1659 | 5/9/07,-0.002890512 1660 | 5/10/07,-0.005205478 1661 | 5/11/07,0.003448464 1662 | 5/14/07,-0.00232456 1663 | 5/15/07,0.001020176 1664 | 5/16/07,-0.001786147 1665 | 5/17/07,-0.002528221 1666 | 5/18/07,0.000258543 1667 | 5/21/07,0.003201785 1668 | 5/22/07,-0.004640035 1669 | 5/23/07,0.000222908 1670 | 5/24/07,-0.004313343 1671 | 5/25/07,0.002199531 1672 | 5/28/07,#N/A 1673 | 5/29/07,-0.001977825 1674 | 5/30/07,0.002770439 1675 | 5/31/07,0.002642848 1676 | 6/1/07,0.0022035 1677 | 6/4/07,0.003266379 1678 | 6/5/07,-0.004254151 1679 | 6/6/07,-0.002211759 1680 | 6/7/07,-0.013325804 1681 | 6/8/07,-0.003018595 1682 | 6/11/07,0.002265353 1683 | 6/12/07,-0.010194857 1684 | 6/13/07,0.009921415 1685 | 6/14/07,0.00180771 1686 | 6/15/07,0.004684405 1687 | 6/18/07,-0.000612478 1688 | 6/19/07,0.004419525 1689 | 6/20/07,-0.008840535 1690 | 6/21/07,-0.001314444 1691 | 6/22/07,0.001407289 1692 | 6/25/07,-0.00183445 1693 | 6/26/07,-0.004421258 1694 | 6/27/07,0.002427147 1695 | 6/28/07,0.000310125 1696 | 6/29/07,0.002597358 1697 | 7/2/07,0.008162568 1698 | 7/3/07,-0.002309237 1699 | 7/4/07,#N/A 1700 | 7/5/07,-0.004544955 1701 | 7/6/07,0.002239945 1702 | 7/9/07,0.002628337 1703 | 7/10/07,0.004273695 1704 | 7/11/07,-0.003789888 1705 | 7/12/07,0.004041145 1706 | 7/13/07,0.002434629 1707 | 7/16/07,0.000810948 1708 | 7/17/07,-0.00147801 1709 | 7/18/07,0.00319263 1710 | 7/19/07,0.001991299 1711 | 7/20/07,0.002521315 1712 | 7/23/07,-0.001371322 1713 | 7/24/07,-0.003802312 1714 | 7/25/07,-1.57E-03 1715 | 7/26/07,-0.008565655 1716 | 7/27/07,-0.005115729 1717 | 7/30/07,0.003265469 1718 | 7/31/07,0.001495359 1719 | 8/1/07,0.000199491 1720 | 8/2/07,0.00352252 1721 | 8/3/07,-0.0014954 1722 | 8/6/07,-0.00172968 1723 | 8/7/07,0.002868038 1724 | 8/8/07,0.001317601 1725 | 8/9/07,-0.009144858 1726 | 8/10/07,0.001873315 1727 | 8/13/07,0.001075542 1728 | 8/14/07,-0.003280665 1729 | 8/15/07,-0.002366179 1730 | 8/16/07,-0.001283467 1731 | 8/17/07,0.00464256 1732 | 8/20/07,-0.00050608 1733 | 8/21/07,0.000473183 1734 | 8/22/07,0.004592221 1735 | 8/23/07,0.002070292 1736 | 8/24/07,0.007824637 1737 | 8/27/07,0.000810622 1738 | 8/28/07,-0.00604028 1739 | 8/29/07,0.0058056 1740 | 8/30/07,0.001671243 1741 | 8/31/07,0.005753374 1742 | 9/3/07,#N/A 1743 | 9/4/07,0.007289005 1744 | 9/5/07,0.001749154 1745 | 9/6/07,0.002651609 1746 | 9/7/07,0.002286431 1747 | 9/10/07,0.003998155 1748 | 9/11/07,0.006229534 1749 | 9/12/07,0.001124144 1750 | 9/13/07,-0.004818359 1751 | 9/14/07,0.00219423 1752 | 9/17/07,0.005293144 1753 | 9/18/07,0.006119334 1754 | 9/19/07,0.001772115 1755 | 9/20/07,-0.007117019 1756 | 9/21/07,0.003623872 1757 | 9/24/07,1.32E-03 1758 | 9/25/07,-0.001872679 1759 | 9/26/07,0.0003569 1760 | 9/27/07,0.007449406 1761 | 9/28/07,0.001823145 1762 | 10/1/07,0.004924165 1763 | 10/2/07,-0.004834441 1764 | 10/3/07,-0.003262519 1765 | 10/4/07,0.006382416 1766 | 10/5/07,1.92944E-05 1767 | 10/8/07,-0.004304081 1768 | 10/9/07,0.003155742 1769 | 10/10/07,0.00160614 1770 | 10/11/07,0.001410455 1771 | 10/12/07,0.001591654 1772 | 10/15/07,0.002649399 1773 | 10/16/07,-0.001813139 1774 | 10/17/07,-0.000330709 1775 | 10/18/07,0.007458334 1776 | 10/19/07,-0.001403472 1777 | 10/22/07,-0.003642362 1778 | 10/23/07,0.003153286 1779 | 10/24/07,0.003524596 1780 | 10/25/07,0.002675511 1781 | 10/26/07,0.007454996 1782 | 10/29/07,0.005382375 1783 | 10/30/07,-0.006046903 1784 | 10/31/07,0.006424615 1785 | 11/1/07,-0.004320098 1786 | 11/2/07,0.007380654 1787 | 11/5/07,-0.002577563 1788 | 11/6/07,0.008449815 1789 | 11/7/07,-0.003467445 1790 | 11/8/07,-0.00340969 1791 | 11/9/07,0.001151485 1792 | 11/12/07,-0.011390114 1793 | 11/13/07,0.003312604 1794 | 11/14/07,0.005239779 1795 | 11/15/07,-0.005800058 1796 | 11/16/07,0.001161312 1797 | 11/19/07,-0.00117081 1798 | 11/20/07,0.006507484 1799 | 11/21/07,-0.004703114 1800 | 11/22/07,#N/A 1801 | 11/23/07,0.008797252 1802 | 11/26/07,0.00397731 1803 | 11/27/07,-0.004306006 1804 | 11/28/07,0.002515758 1805 | 11/29/07,0.001252754 1806 | 11/30/07,-0.003206857 1807 | 12/3/07,0.006463728 1808 | 12/4/07,0.00118319 1809 | 12/5/07,-0.006027532 1810 | 12/6/07,0.004882698 1811 | 12/7/07,-0.005863778 1812 | 12/10/07,0.002419752 1813 | 12/11/07,-0.00013101 1814 | 12/12/07,0.005288137 1815 | 12/13/07,-0.009468979 1816 | 12/14/07,-0.004573436 1817 | 12/17/07,-0.00212923 1818 | 12/18/07,0.005903597 1819 | 12/19/07,0.006281989 1820 | 12/20/07,-0.001596378 1821 | 12/21/07,0.002920732 1822 | 12/24/07,0.000362299 1823 | 12/25/07,#N/A 1824 | 12/26/07,0.000723755 1825 | 12/27/07,0.003092446 1826 | 12/28/07,0.005836546 1827 | 12/31/07,5.13E-04 1828 | 1/1/08,#N/A 1829 | 1/2/08,0.008877593 1830 | 1/3/08,0.001307744 1831 | 1/4/08,-0.006646013 1832 | 1/7/08,-0.002168221 1833 | 1/8/08,0.000525191 1834 | 1/9/08,-0.000865918 1835 | 1/10/08,0.000932421 1836 | 1/11/08,0.00300478 1837 | 1/14/08,0.005766131 1838 | 1/15/08,-0.004626212 1839 | 1/16/08,-0.007494566 1840 | 1/17/08,-0.003675533 1841 | 1/18/08,0.00010519 1842 | 1/21/08,#N/A 1843 | 1/22/08,0.001590814 1844 | 1/23/08,0.001829383 1845 | 1/24/08,0.003653864 1846 | 1/25/08,0.006235468 1847 | 1/28/08,0.005191922 1848 | 1/29/08,-0.001715152 1849 | 1/30/08,-0.002357097 1850 | 1/31/08,0.005819679 1851 | 2/1/08,-0.000774312 1852 | 2/4/08,-0.004370378 1853 | 2/5/08,-0.0078424 1854 | 2/6/08,-0.000697219 1855 | 2/7/08,-0.00338208 1856 | 2/8/08,0.007060122 1857 | 2/11/08,0.002477859 1858 | 2/12/08,-0.005821336 1859 | 2/13/08,-0.00092358 1860 | 2/14/08,-0.003923899 1861 | 2/15/08,0.000618204 1862 | 2/18/08,#N/A 1863 | 2/19/08,0.004615446 1864 | 2/20/08,0.007593708 1865 | 2/21/08,0.001656949 1866 | 2/22/08,0.000936494 1867 | 2/25/08,-0.000131943 1868 | 2/26/08,0.006641909 1869 | 2/27/08,0.001902808 1870 | 2/28/08,0.007390334 1871 | 2/29/08,-0.000861855 1872 | 3/3/08,0.002071167 1873 | 3/4/08,-0.0084024 1874 | 3/5/08,0.004591601 1875 | 3/6/08,-0.003931062 1876 | 3/7/08,-0.003775756 1877 | 3/10/08,0.0034648 1878 | 3/11/08,0.00594877 1879 | 3/12/08,0.007983991 1880 | 3/13/08,-1.59E-04 1881 | 3/14/08,0.000351744 1882 | 3/17/08,-3.74E-03 1883 | 3/18/08,0.006477989 1884 | 3/19/08,-0.010174356 1885 | 3/20/08,-0.004833222 1886 | 3/21/08,#N/A 1887 | 3/24/08,0.001004203 1888 | 3/25/08,0.008579386 1889 | 3/26/08,0.001242494 1890 | 3/27/08,-0.00318293 1891 | 3/28/08,-0.003795922 1892 | 3/31/08,-0.002504567 1893 | 4/1/08,-0.00627215 1894 | 4/2/08,0.00918863 1895 | 4/3/08,0.001567805 1896 | 4/4/08,0.006360656 1897 | 4/7/08,2.70E-03 1898 | 4/8/08,-0.002157005 1899 | 4/9/08,0.006077784 1900 | 4/10/08,-0.001080531 1901 | 4/11/08,-0.004242271 1902 | 4/14/08,-0.001681309 1903 | 4/15/08,-0.001051001 1904 | 4/16/08,0.006193767 1905 | 4/17/08,-0.00205918 1906 | 4/18/08,-0.000295549 1907 | 4/21/08,9.55631E-05 1908 | 4/22/08,0.000574512 1909 | 4/23/08,-0.002976863 1910 | 4/24/08,-0.007726598 1911 | 4/25/08,0.002318547 1912 | 4/28/08,0.003147937 1913 | 4/29/08,-0.006460519 1914 | 4/30/08,0.003502163 1915 | 5/1/08,-0.000980762 1916 | 5/2/08,-0.001661489 1917 | 5/5/08,0.004618863 1918 | 5/6/08,-2.31211E-05 1919 | 5/7/08,-0.002511738 1920 | 5/8/08,0.007110338 1921 | 5/9/08,0.003582813 1922 | 5/12/08,-0.001549382 1923 | 5/13/08,-0.006396434 1924 | 5/14/08,-0.001650761 1925 | 5/15/08,0.01065557 1926 | 5/16/08,0.005095282 1927 | 5/19/08,0.002193896 1928 | 5/20/08,0.004492635 1929 | 5/21/08,0.001870865 1930 | 5/22/08,-0.007209876 1931 | 5/23/08,-0.001520309 1932 | 5/26/08,#N/A 1933 | 5/27/08,-0.007161106 1934 | 5/28/08,-0.000868014 1935 | 5/29/08,-0.010150488 1936 | 5/30/08,0.005353132 1937 | 6/2/08,0.000864343 1938 | 6/3/08,-0.003131432 1939 | 6/4/08,-0.005017479 1940 | 6/5/08,0.005947784 1941 | 6/6/08,0.006625515 1942 | 6/9/08,-0.000376119 1943 | 6/10/08,-0.008592945 1944 | 6/11/08,0.003414528 1945 | 6/12/08,-0.006207457 1946 | 6/13/08,0.002614647 1947 | 6/16/08,0.000324589 1948 | 6/17/08,0.001270299 1949 | 6/18/08,0.005550653 1950 | 6/19/08,-0.00482599 1951 | 6/20/08,0.000122907 1952 | 6/23/08,-0.003530167 1953 | 6/24/08,0.001462869 1954 | 6/25/08,0.001568026 1955 | 6/26/08,0.005730436 1956 | 6/27/08,0.005326775 1957 | 6/30/08,-0.002526926 1958 | 7/1/08,0.004251816 1959 | 7/2/08,0.000914014 1960 | 7/3/08,-0.003220563 1961 | 7/4/08,#N/A 1962 | 7/7/08,-0.003152573 1963 | 7/8/08,0.000585267 1964 | 7/9/08,-0.001645931 1965 | 7/10/08,0.008302448 1966 | 7/11/08,-0.002138846 1967 | 7/14/08,0.00228302 1968 | 7/15/08,-0.008158173 1969 | 7/16/08,-0.006307544 1970 | 7/17/08,-0.002249861 1971 | 7/18/08,0.000682814 1972 | 7/21/08,0.005857224 1973 | 7/22/08,-0.004919711 1974 | 7/23/08,-0.007551755 1975 | 7/24/08,0.001059338 1976 | 7/25/08,-0.003145907 1977 | 7/28/08,0.001003999 1978 | 7/29/08,-0.000912241 1979 | 7/30/08,0.002826453 1980 | 7/31/08,0.001945486 1981 | 8/1/08,-0.00306755 1982 | 8/4/08,-0.01001375 1983 | 8/5/08,-0.001571725 1984 | 8/6/08,-0.00233452 1985 | 8/7/08,0.002225524 1986 | 8/8/08,-0.001310619 1987 | 8/11/08,-0.00919646 1988 | 8/12/08,-0.00039307 1989 | 8/13/08,0.004561779 1990 | 8/14/08,-0.002653738 1991 | 8/15/08,-0.000895897 1992 | 8/18/08,0.001602004 1993 | 8/19/08,0.002478834 1994 | 8/20/08,0.001607159 1995 | 8/21/08,0.009287522 1996 | 8/22/08,-0.004961207 1997 | 8/25/08,-4.15E-04 1998 | 8/26/08,0.000672644 1999 | 8/27/08,0.003326794 2000 | 8/28/08,0.003051248 2001 | 8/29/08,-0.005091898 2002 | 9/1/08,#N/A 2003 | 9/2/08,-0.005873113 2004 | 9/3/08,0.000385202 2005 | 9/4/08,-0.004810714 2006 | 9/5/08,0.001071845 2007 | 9/8/08,0.003957169 2008 | 9/9/08,-0.011986739 2009 | 9/10/08,-0.007143929 2010 | 9/11/08,-0.001268891 2011 | 9/12/08,0.00423544 2012 | 9/15/08,-0.003181918 2013 | 9/16/08,-0.005763683 2014 | 9/17/08,0.006478688 2015 | 9/18/08,0.009749716 2016 | 9/19/08,0.010747648 2017 | 9/22/08,0.00385896 2018 | 9/23/08,-0.009037044 2019 | 9/24/08,-0.001242508 2020 | 9/25/08,-0.000607595 2021 | 9/26/08,0.000882696 2022 | 9/29/08,-0.017055782 2023 | 9/30/08,-0.003428085 2024 | 10/1/08,0.011349529 2025 | 10/2/08,-0.023819103 2026 | 10/3/08,-0.002346611 2027 | 10/6/08,-0.007465427 2028 | 10/7/08,-0.007626185 2029 | 10/8/08,-0.009955633 2030 | 10/9/08,-0.022736134 2031 | 10/10/08,-0.037979689 2032 | 10/13/08,0.044515605 2033 | 10/14/08,-0.004157001 2034 | 10/15/08,-0.024239009 2035 | 10/16/08,-0.010801189 2036 | 10/17/08,-0.00983414 2037 | 10/20/08,0.021055778 2038 | 10/21/08,-0.014351356 2039 | 10/22/08,-0.020201449 2040 | 10/23/08,0.005641964 2041 | 10/24/08,-0.017315417 2042 | 10/27/08,-0.015706888 2043 | 10/28/08,0.022597785 2044 | 10/29/08,0.011345129 2045 | 10/30/08,0.000445008 2046 | 10/31/08,-0.00256754 2047 | 11/3/08,-1.73193E-05 2048 | 11/4/08,0.031280458 2049 | 11/5/08,-0.015776161 2050 | 11/6/08,-0.017747261 2051 | 11/7/08,0.005218721 2052 | 11/10/08,0.003073912 2053 | 11/11/08,-0.009351139 2054 | 11/12/08,-0.01811914 2055 | 11/13/08,0.010593814 2056 | 11/14/08,-0.000978146 2057 | 11/17/08,-0.010135847 2058 | 11/18/08,0.000470363 2059 | 11/19/08,-0.010306757 2060 | 11/20/08,-0.002842331 2061 | 11/21/08,0.022524062 2062 | 11/24/08,0.018538435 2063 | 11/25/08,0.010990644 2064 | 11/26/08,0.013783462 2065 | 11/27/08,#N/A 2066 | 11/28/08,0.001068586 2067 | 12/1/08,-0.020871196 2068 | 12/2/08,0.013748366 2069 | 12/3/08,0.002730715 2070 | 12/4/08,-0.006969926 2071 | 12/5/08,-0.003960079 2072 | 12/8/08,0.017448589 2073 | 12/9/08,0.000106569 2074 | 12/10/08,0.012526519 2075 | 12/11/08,-0.000461335 2076 | 12/12/08,0.007019521 2077 | 12/15/08,0.000974566 2078 | 12/16/08,0.027272803 2079 | 12/17/08,0.01326344 2080 | 12/18/08,0.009461451 2081 | 12/19/08,-0.004411155 2082 | 12/22/08,0.000680067 2083 | 12/23/08,-0.001214106 2084 | 12/24/08,-2.64E-03 2085 | 12/25/08,#N/A 2086 | 12/26/08,0.012852296 2087 | 12/29/08,2.14E-03 2088 | 12/30/08,0.008415807 2089 | 12/31/08,0.002286118 2090 | 1/1/09,#N/A 2091 | 1/2/09,-0.000811534 2092 | 1/5/09,-0.002940968 2093 | 1/6/09,0.003745046 2094 | 1/7/09,-0.017610654 2095 | 1/8/09,0.002117949 2096 | 1/9/09,-0.003798152 2097 | 1/12/09,-0.016049577 2098 | 1/13/09,0.002020534 2099 | 1/14/09,-0.006554886 2100 | 1/15/09,0.001791577 2101 | 1/16/09,0.003188701 2102 | 1/19/09,#N/A 2103 | 1/20/09,-0.012104974 2104 | 1/21/09,-0.003715069 2105 | 1/22/09,-0.010814384 2106 | 1/23/09,0.009043007 2107 | 1/26/09,-0.000461214 2108 | 1/27/09,0.007944851 2109 | 1/28/09,4.63E-03 2110 | 1/29/09,-0.015488863 2111 | 1/30/09,-0.001212427 2112 | 2/2/09,-0.004644959 2113 | 2/3/09,-0.007317339 2114 | 2/4/09,-0.000282057 2115 | 2/5/09,0.006094848 2116 | 2/6/09,0.007580069 2117 | 2/9/09,-0.000618743 2118 | 2/10/09,0.000397563 2119 | 2/11/09,0.008769542 2120 | 2/12/09,-0.00143448 2121 | 2/13/09,-0.01354684 2122 | 2/16/09,#N/A 2123 | 2/17/09,-0.002008836 2124 | 2/18/09,-0.002488011 2125 | 2/19/09,-0.006499251 2126 | 2/20/09,0.001233469 2127 | 2/23/09,-0.008770494 2128 | 2/24/09,0.005360228 2129 | 2/25/09,-0.008102292 2130 | 2/26/09,-0.008509575 2131 | 2/27/09,-0.010315355 2132 | 3/2/09,-0.015293292 2133 | 3/3/09,-0.004269195 2134 | 3/4/09,0.004056049 2135 | 3/5/09,-0.001096077 2136 | 3/6/09,-7.12754E-05 2137 | 3/9/09,-0.009303647 2138 | 3/10/09,0.008852572 2139 | 3/11/09,0.006135501 2140 | 3/12/09,0.02106999 2141 | 3/13/09,9.56E-05 2142 | 3/16/09,-0.004141493 2143 | 3/17/09,0.003745197 2144 | 3/18/09,0.028723212 2145 | 3/19/09,0.001678826 2146 | 3/20/09,-0.006210682 2147 | 3/23/09,0.012889334 2148 | 3/24/09,-0.004052412 2149 | 3/25/09,-0.001341948 2150 | 3/26/09,0.013188996 2151 | 3/27/09,-0.007172004 2152 | 3/30/09,-0.01886479 2153 | 3/31/09,0.008033236 2154 | 4/1/09,0.008401261 2155 | 4/2/09,0.00747646 2156 | 4/3/09,-0.003094079 2157 | 4/6/09,-0.010016197 2158 | 4/7/09,-0.004660491 2159 | 4/8/09,0.008296626 2160 | 4/9/09,0.009180643 2161 | 4/10/09,#N/A 2162 | 4/13/09,0.00709581 2163 | 4/14/09,-0.005554218 2164 | 4/15/09,0.002492784 2165 | 4/16/09,-0.00071665 2166 | 4/17/09,-0.000706334 2167 | 4/20/09,-0.009469281 2168 | 4/21/09,0.002541452 2169 | 4/22/09,-0.000846568 2170 | 4/23/09,0.005465773 2171 | 4/24/09,0.006047291 2172 | 4/27/09,-0.005945977 2173 | 4/28/09,-0.008968702 2174 | 4/29/09,0.008327666 2175 | 4/30/09,-0.001834723 2176 | 5/1/09,0.000927125 2177 | 5/4/09,0.012679787 2178 | 5/5/09,-0.001866703 2179 | 5/6/09,0.009056199 2180 | 5/7/09,-0.014297513 2181 | 5/8/09,0.012000117 2182 | 5/11/09,-0.000656602 2183 | 5/12/09,0.004612242 2184 | 5/13/09,-0.004288853 2185 | 5/14/09,0.001919908 2186 | 5/15/09,-0.006221356 2187 | 5/18/09,0.0045739 2188 | 5/19/09,0.000600385 2189 | 5/20/09,0.009528789 2190 | 5/21/09,-0.012085554 2191 | 5/22/09,0.000880332 2192 | 5/25/09,#N/A 2193 | 5/26/09,-0.001214544 2194 | 5/27/09,-0.00905705 2195 | 5/28/09,0.011452162 2196 | 5/29/09,0.01903593 2197 | 6/1/09,0.000627605 2198 | 6/2/09,0.003735243 2199 | 6/3/09,-0.00726995 2200 | 6/4/09,0.002659154 2201 | 6/5/09,-0.007773674 2202 | 6/8/09,-0.001639205 2203 | 6/9/09,0.002837343 2204 | 6/10/09,-0.00604367 2205 | 6/11/09,0.006026438 2206 | 6/12/09,-0.000283184 2207 | 6/15/09,-0.008003984 2208 | 6/16/09,0.002997032 2209 | 6/17/09,-0.00207499 2210 | 6/18/09,-0.003856044 2211 | 6/19/09,0.0052862 2212 | 6/22/09,-0.0107008 2213 | 6/23/09,0.007007401 2214 | 6/24/09,-0.000103789 2215 | 6/25/09,0.015026665 2216 | 6/26/09,-7.41E-04 2217 | 6/29/09,0.005053171 2218 | 6/30/09,-0.004591948 2219 | 7/1/09,0.002827465 2220 | 7/2/09,-0.011783713 2221 | 7/3/09,#N/A 2222 | 7/6/09,-0.008196607 2223 | 7/7/09,-0.005793715 2224 | 7/8/09,0.003031985 2225 | 7/9/09,-3.97881E-05 2226 | 7/10/09,0.000700089 2227 | 7/13/09,0.004547099 2228 | 7/14/09,-0.002499485 2229 | 7/15/09,0.006254624 2230 | 7/16/09,0.00585094 2231 | 7/17/09,-0.003623227 2232 | 7/20/09,0.010829633 2233 | 7/21/09,0.00792764 2234 | 7/22/09,-0.001590598 2235 | 7/23/09,0.0017207 2236 | 7/24/09,0.003720359 2237 | 7/27/09,-0.001858136 2238 | 7/28/09,-0.001465836 2239 | 7/29/09,-0.002942794 2240 | 7/30/09,0.012542613 2241 | 7/31/09,0.015515621 2242 | 8/3/09,0.002236778 2243 | 8/4/09,-0.000829532 2244 | 8/5/09,-0.004881277 2245 | 8/6/09,-0.004307181 2246 | 8/7/09,-0.001161787 2247 | 8/10/09,0.003071792 2248 | 8/11/09,-0.000694991 2249 | 8/12/09,-0.001253016 2250 | 8/13/09,0.007235899 2251 | 8/14/09,-0.005661871 2252 | 8/17/09,-0.008370306 2253 | 8/18/09,0.00601365 2254 | 8/19/09,0.00687217 2255 | 8/20/09,0.00267292 2256 | 8/21/09,0.002277618 2257 | 8/24/09,0.003248849 2258 | 8/25/09,0.001592672 2259 | 8/26/09,0.001919976 2260 | 8/27/09,4.76E-05 2261 | 8/28/09,0.003434572 2262 | 8/31/09,-0.005257815 2263 | 9/1/09,-0.007278945 2264 | 9/2/09,0.008021879 2265 | 9/3/09,0.002580364 2266 | 9/4/09,-0.002479497 2267 | 9/7/09,#N/A 2268 | 9/8/09,0.003762191 2269 | 9/9/09,-0.00044641 2270 | 9/10/09,0.01281185 2271 | 9/11/09,0.004366381 2272 | 9/14/09,-0.004347909 2273 | 9/15/09,0.00464533 2274 | 9/16/09,0.009071462 2275 | 9/17/09,0.003342822 2276 | 9/18/09,-0.005485081 2277 | 9/21/09,-0.002515128 2278 | 9/22/09,0.005786529 2279 | 9/23/09,-0.004245106 2280 | 9/24/09,-0.004364639 2281 | 9/25/09,0.000774079 2282 | 9/28/09,0.008980218 2283 | 9/29/09,-0.000516165 2284 | 9/30/09,0.004591095 2285 | 10/1/09,-0.007314084 2286 | 10/2/09,-0.003619346 2287 | 10/5/09,0.01142431 2288 | 10/6/09,0.001904857 2289 | 10/7/09,0.00613564 2290 | 10/8/09,3.52E-03 2291 | 10/9/09,-0.006972893 2292 | 10/12/09,0.004622376 2293 | 10/13/09,0.003683774 2294 | 10/14/09,-0.000441478 2295 | 10/15/09,-0.002230906 2296 | 10/16/09,0.002266953 2297 | 10/19/09,0.007653619 2298 | 10/20/09,-0.001002971 2299 | 10/21/09,-0.000741595 2300 | 10/22/09,0.002835056 2301 | 10/23/09,-0.006441555 2302 | 10/26/09,-0.011311063 2303 | 10/27/09,0.001579244 2304 | 10/28/09,-0.010089388 2305 | 10/29/09,0.009332764 2306 | 10/30/09,-4.64E-03 2307 | 11/2/09,0.005276782 2308 | 11/3/09,0.003689166 2309 | 11/4/09,-0.001575098 2310 | 11/5/09,0.002923831 2311 | 11/6/09,-0.000147164 2312 | 11/9/09,0.008323623 2313 | 11/10/09,-0.000820199 2314 | 11/11/09,0.005240612 2315 | 11/12/09,-0.006396598 2316 | 11/13/09,0.004811801 2317 | 11/16/09,0.013919339 2318 | 11/17/09,0.003097457 2319 | 11/18/09,-0.002079436 2320 | 11/19/09,-0.00309379 2321 | 11/20/09,2.20E-04 2322 | 11/23/09,0.00422973 2323 | 11/24/09,0.001902476 2324 | 11/25/09,0.007983163 2325 | 11/26/09,#N/A 2326 | 11/27/09,-0.006709036 2327 | 11/30/09,0.003983964 2328 | 12/1/09,0.002827064 2329 | 12/2/09,0.003072466 2330 | 12/3/09,-0.005852679 2331 | 12/4/09,-0.010037833 2332 | 12/7/09,-0.001544104 2333 | 12/8/09,-0.00573763 2334 | 12/9/09,-0.00250471 2335 | 12/10/09,-0.002777733 2336 | 12/11/09,-0.000922253 2337 | 12/14/09,0.005362972 2338 | 12/15/09,-0.003059103 2339 | 12/16/09,0.004581913 2340 | 12/17/09,-0.005038208 2341 | 12/18/09,0.002723812 2342 | 12/21/09,-0.008189592 2343 | 12/22/09,-0.001163422 2344 | 12/23/09,0.003664104 2345 | 12/24/09,0.001729869 2346 | 12/25/09,#N/A 2347 | 12/28/09,0.000943401 2348 | 12/29/09,-0.001019355 2349 | 12/30/09,0.001927788 2350 | 12/31/09,-0.002849365 2351 | 1/1/10,#N/A 2352 | 1/4/10,0.011103868 2353 | 1/5/10,0.003761352 2354 | 1/6/10,0.000980886 2355 | 1/7/10,-0.000377479 2356 | 1/8/10,0.001553214 2357 | 1/11/10,0.00027583 2358 | 1/12/10,-0.002981322 2359 | 1/13/10,-7.30685E-05 2360 | 1/14/10,0.005617631 2361 | 1/15/10,-0.003793776 2362 | 1/18/10,#N/A 2363 | 1/19/10,0.003329327 2364 | 1/20/10,-0.004681719 2365 | 1/21/10,-0.008564577 2366 | 1/22/10,-0.007852598 2367 | 1/25/10,0.000513914 2368 | 1/26/10,-0.001534061 2369 | 1/27/10,-0.002519842 2370 | 1/28/10,-0.003606194 2371 | 1/29/10,-0.002166087 2372 | 2/1/10,0.007242608 2373 | 2/2/10,0.007526539 2374 | 2/3/10,-0.006064861 2375 | 2/4/10,-0.013622093 2376 | 2/5/10,-8.03E-04 2377 | 2/8/10,-0.002835121 2378 | 2/9/10,0.00365993 2379 | 2/10/10,-0.006064236 2380 | 2/11/10,0.005572504 2381 | 2/12/10,0.000570396 2382 | 2/15/10,#N/A 2383 | 2/16/10,0.013174641 2384 | 2/17/10,-0.002706836 2385 | 2/18/10,0.003522894 2386 | 2/19/10,0.003515821 2387 | 2/22/10,-0.002749521 2388 | 2/23/10,-0.001836204 2389 | 2/24/10,0.00316358 2390 | 2/25/10,0.001708595 2391 | 2/26/10,0.006751736 2392 | 3/1/10,0.00111254 2393 | 3/2/10,0.005072763 2394 | 3/3/10,0.001576535 2395 | 3/4/10,2.17E-04 2396 | 3/5/10,0.000691238 2397 | 3/8/10,-0.003395877 2398 | 3/9/10,-0.000194217 2399 | 3/10/10,-0.001599307 2400 | 3/11/10,0.001760971 2401 | 3/12/10,0.000479658 2402 | 3/15/10,-0.001305219 2403 | 3/16/10,0.00973926 2404 | 3/17/10,0.002291344 2405 | 3/18/10,-7.18288E-05 2406 | 3/19/10,-0.006464248 2407 | 3/22/10,0.001656306 2408 | 3/23/10,0.000161251 2409 | 3/24/10,-0.012102562 2410 | 3/25/10,-0.001896005 2411 | 3/26/10,0.004158882 2412 | 3/29/10,0.002675308 2413 | 3/30/10,-7.00E-05 2414 | 3/31/10,0.002819953 2415 | 4/1/10,0.00433811 2416 | 4/2/10,#N/A 2417 | 4/5/10,-0.001327469 2418 | 4/6/10,0.002381643 2419 | 4/7/10,0.00572064 2420 | 4/8/10,0.000972982 2421 | 4/9/10,0.004160904 2422 | 4/12/10,0.001201776 2423 | 4/13/10,0.001672188 2424 | 4/14/10,0.002101223 2425 | 4/15/10,0.002500012 2426 | 4/16/10,-0.007623372 2427 | 4/19/10,-0.002218095 2428 | 4/20/10,0.006273592 2429 | 4/21/10,0.004643366 2430 | 4/22/10,-0.001148308 2431 | 4/23/10,0.004093092 2432 | 4/26/10,-0.001500412 2433 | 4/27/10,-0.000428361 2434 | 4/28/10,-0.001766571 2435 | 4/29/10,0.005908788 2436 | 4/30/10,0.003960421 2437 | 5/3/10,0.003135632 2438 | 5/4/10,-0.004322871 2439 | 5/5/10,-0.00396884 2440 | 5/6/10,0.003313755 2441 | 5/7/10,-0.008763764 2442 | 5/10/10,0.005662947 2443 | 5/11/10,0.003347723 2444 | 5/12/10,0.004514964 2445 | 5/13/10,-0.003220999 2446 | 5/14/10,-0.001356239 2447 | 5/17/10,-0.005935177 2448 | 5/18/10,0.002359477 2449 | 5/19/10,-0.006540787 2450 | 5/20/10,-8.67E-03 2451 | 5/21/10,0.006773886 2452 | 5/24/10,-0.000796121 2453 | 5/25/10,0.001450976 2454 | 5/26/10,-1.02E-03 2455 | 5/27/10,0.004564534 2456 | 5/28/10,-0.000737368 2457 | 5/31/10,#N/A 2458 | 6/1/10,-0.002661746 2459 | 6/2/10,0.003547931 2460 | 6/3/10,-0.003658616 2461 | 6/4/10,0.000394026 2462 | 6/7/10,0.002113551 2463 | 6/8/10,0.000261007 2464 | 6/9/10,-0.00102323 2465 | 6/10/10,0.000713342 2466 | 6/11/10,0.007527565 2467 | 6/14/10,-0.001844963 2468 | 6/15/10,0.008392076 2469 | 6/16/10,0.001174654 2470 | 6/17/10,0.006911638 2471 | 6/18/10,0.001529832 2472 | 6/21/10,-0.005111689 2473 | 6/22/10,0.00103136 2474 | 6/23/10,-0.001018426 2475 | 6/24/10,-0.005457673 2476 | 6/25/10,0.007310411 2477 | 6/28/10,-0.000577982 2478 | 6/29/10,-0.006536247 2479 | 6/30/10,0.001047663 2480 | 7/1/10,-0.007988809 2481 | 7/2/10,-0.001556481 2482 | 7/5/10,#N/A 2483 | 7/6/10,0.002099095 2484 | 7/7/10,0.008451023 2485 | 7/8/10,0.000618053 2486 | 7/9/10,0.001020019 2487 | 7/12/10,-0.003000094 2488 | 7/13/10,0.004754849 2489 | 7/14/10,0.003010497 2490 | 7/15/10,0.004800776 2491 | 7/16/10,-0.00852221 2492 | 7/19/10,-0.00203986 2493 | 7/20/10,0.006423529 2494 | 7/21/10,0.001936655 2495 | 7/22/10,0.005415986 2496 | 7/23/10,-0.002505088 2497 | 7/26/10,0.000777684 2498 | 7/27/10,-0.008124194 2499 | 7/28/10,0.000303874 2500 | 7/29/10,0.00183573 2501 | 7/30/10,0.008466548 2502 | 8/2/10,0.002186178 2503 | 8/3/10,0.002076096 2504 | 8/4/10,0.000764658 2505 | 8/5/10,0.001059813 2506 | 8/6/10,0.00344981 2507 | 8/9/10,-0.000945858 2508 | 8/10/10,-0.001121852 2509 | 8/11/10,-0.006166167 2510 | 8/12/10,-0.001092779 2511 | 8/13/10,0.004261507 2512 | 8/16/10,0.009924435 2513 | 8/17/10,0.002885799 2514 | 8/18/10,0.001961386 2515 | 8/19/10,0.000955348 2516 | 8/20/10,-0.001911277 2517 | 8/23/10,-0.001929156 2518 | 8/24/10,0.001633796 2519 | 8/25/10,0.001268082 2520 | 8/26/10,0.002495681 2521 | 8/27/10,-0.004742748 2522 | 8/30/10,0.003942996 2523 | 8/31/10,0.004156853 2524 | 9/1/10,0.001728882 2525 | 9/2/10,0.000224416 2526 | 9/3/10,-0.001384088 2527 | 9/6/10,#N/A 2528 | 9/7/10,0.006646029 2529 | 9/8/10,-0.001506277 2530 | 9/9/10,-0.00751919 2531 | 9/10/10,0.001039828 2532 | 9/13/10,0.005601424 2533 | 9/14/10,0.007181046 2534 | 9/15/10,-0.004992857 2535 | 9/16/10,-0.002723059 2536 | 9/17/10,0.002058472 2537 | 9/20/10,0.006708066 2538 | 9/21/10,0.004602337 2539 | 9/22/10,0.002320722 2540 | 9/23/10,-0.000830919 2541 | 9/24/10,0.002188327 2542 | 9/27/10,0.00486826 2543 | 9/28/10,0.005308711 2544 | 9/29/10,2.06E-04 2545 | 9/30/10,8.24E-04 2546 | 10/1/10,1.03E-03 2547 | 10/4/10,-0.002360869 2548 | 10/5/10,0.008184006 2549 | 10/6/10,0.005195291 2550 | 10/7/10,-0.005857998 2551 | 10/8/10,0.005686479 2552 | 10/11/10,0.001086985 2553 | 10/12/10,-0.002875759 2554 | 10/13/10,0.004937496 2555 | 10/14/10,-0.005775303 2556 | 10/15/10,-0.006257293 2557 | 10/18/10,0.005469377 2558 | 10/19/10,-0.00941536 2559 | 10/20/10,0.00740071 2560 | 10/21/10,-0.007976757 2561 | 10/22/10,0.0049836 2562 | 10/25/10,0.004426518 2563 | 10/26/10,-0.004516943 2564 | 10/27/10,-0.005844758 2565 | 10/28/10,0.004013367 2566 | 10/29/10,0.005227732 2567 | 11/1/10,-0.002080457 2568 | 11/2/10,0.008656796 2569 | 11/3/10,-0.00649057 2570 | 11/4/10,0.017355957 2571 | 11/5/10,-0.00440073 2572 | 11/8/10,0.002949198 2573 | 11/9/10,-0.013224519 2574 | 11/10/10,0.003158389 2575 | 11/11/10,-0.001720393 2576 | 11/12/10,-0.014581631 2577 | 11/15/10,-0.009412036 2578 | 11/16/10,-0.001467312 2579 | 11/17/10,-0.002347105 2580 | 11/18/10,0.011559622 2581 | 11/19/10,0.001442456 2582 | 11/22/10,0.00236579 2583 | 11/23/10,-0.002367506 2584 | 11/24/10,-4.57E-04 2585 | 11/25/10,#N/A 2586 | 11/26/10,0.001975415 2587 | 11/29/10,0.003916938 2588 | 11/30/10,0.002652637 2589 | 12/1/10,0.001023075 2590 | 12/2/10,0.002246682 2591 | 12/3/10,0.003386177 2592 | 12/6/10,0.005991193 2593 | 12/7/10,-0.010449675 2594 | 12/8/10,-0.004865969 2595 | 12/9/10,0.002504395 2596 | 12/10/10,-0.000945576 2597 | 12/13/10,0.002381674 2598 | 12/14/10,-0.004214056 2599 | 12/15/10,-0.008288489 2600 | 12/16/10,0.002600667 2601 | 12/17/10,0.008277209 2602 | 12/20/10,0.002639498 2603 | 12/21/10,0.004882663 2604 | 12/22/10,-0.001082795 2605 | 12/23/10,-0.000917691 2606 | 12/24/10,#N/A 2607 | 12/27/10,0.00364187 2608 | 12/28/10,-0.002399218 2609 | 12/29/10,0.007442295 2610 | 12/30/10,-0.002477462 2611 | 12/31/10,0.008329589 2612 | 1/3/11,-0.001042606 2613 | 1/4/11,-0.004865618 2614 | 1/5/11,-0.005548416 2615 | 1/6/11,-0.000853687 2616 | 1/7/11,8.62261E-06 2617 | 1/10/11,0.003878537 2618 | 1/11/11,0.001760725 2619 | 1/12/11,0.000765929 2620 | 1/13/11,0.000738751 2621 | 1/14/11,-0.002066891 2622 | 1/17/11,#N/A 2623 | 1/18/11,-0.000269995 2624 | 1/19/11,1.96167E-05 2625 | 1/20/11,-0.010200961 2626 | 1/21/11,0.004631774 2627 | 1/24/11,-4.01E-04 2628 | 1/25/11,0.001970701 2629 | 1/26/11,4.05027E-05 2630 | 1/27/11,-0.003047903 2631 | 1/28/11,0.002119794 2632 | 1/31/11,0.00062833 2633 | 2/1/11,0.003777533 2634 | 2/2/11,6.05E-04 2635 | 2/3/11,-0.000718686 2636 | 2/4/11,-0.003551618 2637 | 2/7/11,0.003093089 2638 | 2/8/11,0.000663038 2639 | 2/9/11,0.00194825 2640 | 2/10/11,-0.004521596 2641 | 2/11/11,0.005569744 2642 | 2/14/11,0.002243468 2643 | 2/15/11,0.00063314 2644 | 2/16/11,0.001121299 2645 | 2/17/11,0.003233167 2646 | 2/18/11,0.000195686 2647 | 2/21/11,#N/A 2648 | 2/22/11,0.000782027 2649 | 2/23/11,0.003895551 2650 | 2/24/11,5.96E-05 2651 | 2/25/11,0.008480535 2652 | 2/28/11,0.00289966 2653 | 3/1/11,0.002348307 2654 | 3/2/11,-0.004511694 2655 | 3/3/11,-0.001796186 2656 | 3/4/11,0.00347243 2657 | 3/7/11,-0.003866878 2658 | 3/8/11,-0.0019859 2659 | 3/9/11,0.003081931 2660 | 3/10/11,-0.002546891 2661 | 3/11/11,-0.000769441 2662 | 3/14/11,-8.71E-04 2663 | 3/15/11,-0.004991021 2664 | 3/16/11,0.000195306 2665 | 3/17/11,0.005695722 2666 | 3/18/11,0.005124256 2667 | 3/21/11,0.003484529 2668 | 3/22/11,0.001316954 2669 | 3/23/11,0.00168449 2670 | 3/24/11,-0.001784714 2671 | 3/25/11,1.97E-04 2672 | 3/28/11,-0.002275455 2673 | 3/29/11,-0.001026987 2674 | 3/30/11,0.004890113 2675 | 3/31/11,0.002422089 2676 | 4/1/11,0.002239519 2677 | 4/4/11,0.003443024 2678 | 4/5/11,0.001503073 2679 | 4/6/11,-0.003603659 2680 | 4/7/11,-0.000678778 2681 | 4/8/11,0.001381245 2682 | 4/11/11,-0.003806669 2683 | 4/12/11,-0.001888434 2684 | 4/13/11,0.00434887 2685 | 4/14/11,0.001853707 2686 | 4/15/11,0.007960162 2687 | 4/18/11,-0.001607875 2688 | 4/19/11,0.003224303 2689 | 4/20/11,0.003552476 2690 | 4/21/11,0.002120317 2691 | 4/22/11,#N/A 2692 | 4/25/11,0.000788941 2693 | 4/26/11,0.004760362 2694 | 4/27/11,1.94E-03 2695 | 4/28/11,0.003287376 2696 | 4/29/11,0.006188088 2697 | 5/2/11,-0.00326268 2698 | 5/3/11,-0.00078108 2699 | 5/4/11,-0.004206792 2700 | 5/5/11,-0.011330657 2701 | 5/6/11,0.002180967 2702 | 5/9/11,0.007383688 2703 | 5/10/11,0.001166701 2704 | 5/11/11,-0.005282338 2705 | 5/12/11,-0.000969314 2706 | 5/13/11,-0.000308728 2707 | 5/16/11,-0.000724872 2708 | 5/17/11,0.003175403 2709 | 5/18/11,0.000632498 2710 | 5/19/11,-5.44E-04 2711 | 5/20/11,0.001952539 2712 | 5/23/11,-0.002828046 2713 | 5/24/11,0.003201003 2714 | 5/25/11,0.001059764 2715 | 5/26/11,0.00388296 2716 | 5/27/11,0.003687881 2717 | 5/30/11,#N/A 2718 | 5/31/11,0.003818674 2719 | 6/1/11,-0.001582716 2720 | 6/2/11,-0.006648456 2721 | 6/3/11,0.000685083 2722 | 6/6/11,-0.006126676 2723 | 6/7/11,0.002302951 2724 | 6/8/11,0.001034303 2725 | 6/9/11,0.001543911 2726 | 6/10/11,-0.003856208 2727 | 6/13/11,-0.004954086 2728 | 6/14/11,0.000297757 2729 | 6/15/11,-6.21896E-05 2730 | 6/16/11,-0.001902895 2731 | 6/17/11,0.001636927 2732 | 6/20/11,0.002073187 2733 | 6/21/11,0.003450533 2734 | 6/22/11,-0.001339328 2735 | 6/23/11,-0.002152295 2736 | 6/24/11,-0.008251529 2737 | 6/27/11,-0.003913337 2738 | 6/28/11,0.003030007 2739 | 6/29/11,0.00419696 2740 | 6/30/11,-0.000271509 2741 | 7/1/11,0.001866987 2742 | 7/4/11,#N/A 2743 | 7/5/11,0.005814323 2744 | 7/6/11,0.003770064 2745 | 7/7/11,0.004223735 2746 | 7/8/11,0.004335127 2747 | 7/11/11,0.000816846 2748 | 7/12/11,0.002227374 2749 | 7/13/11,0.006147953 2750 | 7/14/11,-0.006747966 2751 | 7/15/11,0.003427266 2752 | 7/18/11,-0.004370349 2753 | 7/19/11,0.009666459 2754 | 7/20/11,-0.002104935 2755 | 7/21/11,-0.001454544 2756 | 7/22/11,0.005566487 2757 | 7/25/11,-0.005041917 2758 | 7/26/11,0.003302649 2759 | 7/27/11,-0.006856716 2760 | 7/28/11,0.000749555 2761 | 7/29/11,0.00626815 2762 | 8/1/11,0.002409086 2763 | 8/2/11,0.007689713 2764 | 8/3/11,-5.04E-06 2765 | 8/4/11,-0.007122245 2766 | 8/5/11,-0.009271417 2767 | 8/8/11,-0.00743793 2768 | 8/9/11,0.018458898 2769 | 8/10/11,0.006313168 2770 | 8/11/11,-0.007439916 2771 | 8/12/11,0.006290207 2772 | 8/15/11,0.00668953 2773 | 8/16/11,0.005092879 2774 | 8/17/11,0.009513678 2775 | 8/18/11,-0.002504244 2776 | 8/19/11,0.002112452 2777 | 8/22/11,0.004246035 2778 | 8/23/11,-0.002799174 2779 | 8/24/11,-0.015282984 2780 | 8/25/11,0.000446066 2781 | 8/26/11,0.014921301 2782 | 8/29/11,-0.000497139 2783 | 8/30/11,0.013306263 2784 | 8/31/11,-0.003545164 2785 | 9/1/11,0.004548549 2786 | 9/2/11,0.010274588 2787 | 9/5/11,#N/A 2788 | 9/6/11,-0.000370097 2789 | 9/7/11,-0.005032708 2790 | 9/8/11,0.005595585 2791 | 9/9/11,-0.005541255 2792 | 9/12/11,-0.004175632 2793 | 9/13/11,-0.000115814 2794 | 9/14/11,0.004894872 2795 | 9/15/11,-0.003310979 2796 | 9/16/11,0.00453721 2797 | 9/19/11,-0.000225527 2798 | 9/20/11,0.003493077 2799 | 9/21/11,5.49368E-05 2800 | 9/22/11,-0.003630725 2801 | 9/23/11,-0.016747392 2802 | 9/26/11,-0.002681402 2803 | 9/27/11,0.002571207 2804 | 9/28/11,-0.014227557 2805 | 9/29/11,0.00640412 2806 | 9/30/11,-0.002681898 2807 | 10/3/11,0.004053307 2808 | 10/4/11,-0.004253985 2809 | 10/5/11,0.007085668 2810 | 10/6/11,0.003353121 2811 | 10/7/11,-0.006068679 2812 | 10/10/11,0.012393198 2813 | 10/11/11,-0.003490388 2814 | 10/12/11,0.00236992 2815 | 10/13/11,0.001633207 2816 | 10/14/11,0.003249367 2817 | 10/17/11,-0.001199179 2818 | 10/18/11,0.002260568 2819 | 10/19/11,-0.007463601 2820 | 10/20/11,-0.002603579 2821 | 10/21/11,0.004557398 2822 | 10/24/11,0.011927154 2823 | 10/25/11,0.007389048 2824 | 10/26/11,-0.001919103 2825 | 10/27/11,0.002447481 2826 | 10/28/11,0.00290681 2827 | 10/31/11,0.003314213 2828 | 11/1/11,0.002261143 2829 | 11/2/11,0.002918756 2830 | 11/3/11,0.004802364 2831 | 11/4/11,-0.001343685 2832 | 11/7/11,0.008517017 2833 | 11/8/11,-0.0027842 2834 | 11/9/11,-0.007554012 2835 | 11/10/11,-0.00443545 2836 | 11/11/11,0.007955059 2837 | 11/14/11,0.000619919 2838 | 11/15/11,0.001119943 2839 | 11/16/11,-0.003886595 2840 | 11/17/11,-0.00828401 2841 | 11/18/11,-6.87E-05 2842 | 11/21/11,-0.008658282 2843 | 11/22/11,0.004353305 2844 | 11/23/11,-0.006091612 2845 | 11/24/11,#N/A 2846 | 11/25/11,-0.008084034 2847 | 11/28/11,0.014330253 2848 | 11/29/11,0.000550357 2849 | 11/30/11,0.010276567 2850 | 12/1/11,-0.001876214 2851 | 12/2/11,0.006922648 2852 | 12/5/11,-0.000921925 2853 | 12/6/11,-0.000913456 2854 | 12/7/11,0.001559498 2855 | 12/8/11,-0.006067405 2856 | 12/9/11,-0.001432959 2857 | 12/12/11,-0.00613407 2858 | 12/13/11,-0.002970342 2859 | 12/14/11,-0.006058436 2860 | 12/15/11,-0.001160787 2861 | 12/16/11,0.00984159 2862 | 12/19/11,0.001095309 2863 | 12/20/11,0.004333039 2864 | 12/21/11,-0.002997534 2865 | 12/22/11,0.002889933 2866 | 12/23/11,-0.00078859 2867 | 12/26/11,#N/A 2868 | 12/27/11,0.001233127 2869 | 12/28/11,-0.00251104 2870 | 12/29/11,0.003013412 2871 | 12/30/11,0.002225116 2872 | 1/2/12,#N/A 2873 | 1/3/12,0.00588967 2874 | 1/4/12,-0.002604407 2875 | 1/5/12,-7.83E-04 2876 | 1/6/12,0.001550841 2877 | 1/9/12,-6.41E-04 2878 | 1/10/12,0.00514109 2879 | 1/11/12,0.005547937 2880 | 1/12/12,-0.000975462 2881 | 1/13/12,0.000877289 2882 | 1/16/12,#N/A 2883 | 1/17/12,0.004550454 2884 | 1/18/12,-0.000172075 2885 | 1/19/12,-0.003339809 2886 | 1/20/12,-0.003687871 2887 | 1/23/12,0.00094894 2888 | 1/24/12,-3.48519E-05 2889 | 1/25/12,0.00827538 2890 | 1/26/12,0.005312665 2891 | 1/27/12,0.002811938 2892 | 1/30/12,0.000663983 2893 | 1/31/12,0.005497946 2894 | 2/1/12,-0.000885779 2895 | 2/2/12,0.002166713 2896 | 2/3/12,-0.006546946 2897 | 2/6/12,0.003413293 2898 | 2/7/12,-0.00085127 2899 | 2/8/12,2.64E-05 2900 | 2/9/12,-0.002180897 2901 | 2/10/12,-0.000461862 2902 | 2/13/12,0.003044888 2903 | 2/14/12,0.001109138 2904 | 2/15/12,-5.36E-04 2905 | 2/16/12,0.000562961 2906 | 2/17/12,-0.000774286 2907 | 2/20/12,#N/A 2908 | 2/21/12,0.00241938 2909 | 2/22/12,0.007385708 2910 | 2/23/12,0.00208967 2911 | 2/24/12,0.002888271 2912 | 2/27/12,0.001843914 2913 | 2/28/12,0.001595847 2914 | 2/29/12,-0.013141635 2915 | 3/1/12,0.002710268 2916 | 3/2/12,0.000232533 2917 | 3/5/12,-0.005854651 2918 | 3/6/12,-0.006142762 2919 | 3/7/12,1.51E-03 2920 | 3/8/12,0.002554383 2921 | 3/9/12,0.003312883 2922 | 3/12/12,-0.001770299 2923 | 3/13/12,-0.003949208 2924 | 3/14/12,-0.013366642 2925 | 3/15/12,0.002804571 2926 | 3/16/12,0.001884469 2927 | 3/19/12,-0.00263179 2928 | 3/20/12,-0.002336161 2929 | 3/21/12,0.002982959 2930 | 3/22/12,-0.001507729 2931 | 3/23/12,0.006927376 2932 | 3/26/12,0.005599639 2933 | 3/27/12,4.74E-04 2934 | 3/28/12,-0.004952742 2935 | 3/29/12,0.000511204 2936 | 3/30/12,-0.003583013 2937 | 4/2/12,0.006089474 2938 | 4/3/12,-0.010666225 2939 | 4/4/12,-0.00266104 2940 | 4/5/12,0.003625932 2941 | 4/6/12,#N/A 2942 | 4/9/12,0.005759136 2943 | 4/10/12,1.28E-04 2944 | 4/11/12,-0.001292537 2945 | 4/12/12,0.006201303 2946 | 4/13/12,-0.000381372 2947 | 4/16/12,-0.001907913 2948 | 4/17/12,0.003648281 2949 | 4/18/12,-0.001788788 2950 | 4/19/12,-0.00090465 2951 | 4/20/12,0.001171408 2952 | 4/23/12,-0.000182686 2953 | 4/24/12,-0.001154679 2954 | 4/25/12,0.00324397 2955 | 4/26/12,0.00538958 2956 | 4/27/12,0.001392557 2957 | 4/30/12,4.69E-04 2958 | 5/1/12,-0.001103767 2959 | 5/2/12,0.00050603 2960 | 5/3/12,-0.004846281 2961 | 5/4/12,-2.04E-03 2962 | 5/7/12,-0.000195018 2963 | 5/8/12,-0.002794032 2964 | 5/9/12,-0.004120881 2965 | 5/10/12,-3.45E-04 2966 | 5/11/12,5.99E-04 2967 | 5/14/12,-0.002619659 2968 | 5/15/12,-0.002176392 2969 | 5/16/12,-2.08E-03 2970 | 5/17/12,0.004281657 2971 | 5/18/12,0.000535249 2972 | 5/21/12,0.006107391 2973 | 5/22/12,-0.008378571 2974 | 5/23/12,0.000823299 2975 | 5/24/12,-0.001135924 2976 | 5/25/12,0.002193005 2977 | 5/28/12,#N/A 2978 | 5/29/12,0.000712515 2979 | 5/30/12,0.004171006 2980 | 5/31/12,0.000386755 2981 | 6/1/12,0.006775722 2982 | 6/4/12,-0.002370116 2983 | 6/5/12,-0.002685056 2984 | 6/6/12,0.001366748 2985 | 6/7/12,-0.002881771 2986 | 6/8/12,0.00283887 2987 | 6/11/12,-0.003391095 2988 | 6/12/12,0.001911165 2989 | 6/13/12,0.001483144 2990 | 6/14/12,0.004808251 2991 | 6/15/12,0.004094645 2992 | 6/18/12,0.002656334 2993 | 6/19/12,-0.00129429 2994 | 6/20/12,-0.001060327 2995 | 6/21/12,-0.01071344 2996 | 6/22/12,-0.000106218 2997 | 6/25/12,0.004171051 2998 | 6/26/12,-0.001352871 2999 | 6/27/12,0.004265049 3000 | 6/28/12,-0.00282795 3001 | 6/29/12,0.011670972 3002 | 7/2/12,0.003954106 3003 | 7/3/12,0.00527021 3004 | 7/4/12,#N/A 3005 | 7/5/12,-0.000626063 3006 | 7/6/12,-0.003517062 3007 | 7/9/12,0.004949539 3008 | 7/10/12,-0.005350927 3009 | 7/11/12,0.00306246 3010 | 7/12/12,0.001100092 3011 | 7/13/12,0.005689366 3012 | 7/16/12,0.001873899 3013 | 7/17/12,-0.001403939 3014 | 7/18/12,0.002712339 3015 | 7/19/12,0.001560029 3016 | 7/20/12,0.002058785 3017 | 7/23/12,-0.003395841 3018 | 7/24/12,-8.1436E-05 3019 | 7/25/12,0.00389211 3020 | 7/26/12,2.97E-03 3021 | 7/27/12,1.72E-04 3022 | 7/30/12,0.002904741 3023 | 7/31/12,-0.003119459 3024 | 8/1/12,-0.002919287 3025 | 8/2/12,-0.002111624 3026 | 8/3/12,0.002401072 3027 | 8/6/12,0.001989188 3028 | 8/7/12,-0.002905164 3029 | 8/8/12,-0.00095752 3030 | 8/9/12,0.001396987 3031 | 8/10/12,0.001606587 3032 | 8/13/12,-0.002853086 3033 | 8/14/12,-0.005367624 3034 | 8/15/12,-0.003813138 3035 | 8/16/12,0.000634704 3036 | 8/17/12,0.002387791 3037 | 8/20/12,0.002020968 3038 | 8/21/12,0.004339506 3039 | 8/22/12,0.007840494 3040 | 8/23/12,0.001037663 3041 | 8/24/12,0.001129693 3042 | 8/27/12,0.000695605 3043 | 8/28/12,0.001039534 3044 | 8/29/12,-0.002027713 3045 | 8/30/12,0.000369074 3046 | 8/31/12,0.011802792 3047 | 9/3/12,#N/A 3048 | 9/4/12,-1.56E-04 3049 | 9/5/12,-0.002322859 3050 | 9/6/12,-0.000416289 3051 | 9/7/12,0.004715282 3052 | 9/10/12,-0.001650617 3053 | 9/11/12,0.000329361 3054 | 9/12/12,-0.002433438 3055 | 9/13/12,0.006975598 3056 | 9/14/12,-0.006605357 3057 | 9/17/12,-0.001178782 3058 | 9/18/12,0.002128713 3059 | 9/19/12,0.000656937 3060 | 9/20/12,9.21913E-05 3061 | 9/21/12,0.001434559 3062 | 9/24/12,-1.34E-05 3063 | 9/25/12,-0.000244395 3064 | 9/26/12,-0.00017073 3065 | 9/27/12,0.005366271 3066 | 9/28/12,-0.001343202 3067 | 10/1/12,0.001886643 3068 | 10/2/12,-0.00050782 3069 | 10/3/12,-0.000266335 3070 | 10/4/12,0.001417929 3071 | 10/5/12,-0.006237343 3072 | 10/8/12,1.05E-03 3073 | 10/9/12,-0.003333093 3074 | 10/10/12,0.000590273 3075 | 10/11/12,0.005394676 3076 | 10/12/12,-0.002445802 3077 | 10/15/12,-0.000801861 3078 | 10/16/12,-0.000994177 3079 | 10/17/12,-0.001771933 3080 | 10/18/12,-0.003435783 3081 | 10/19/12,-0.002979746 3082 | 10/22/12,-0.002015149 3083 | 10/23/12,-0.00170471 3084 | 10/24/12,-0.005026866 3085 | 10/25/12,0.000586615 3086 | 10/26/12,0.004615169 3087 | 10/29/12,#N/A 3088 | 10/30/12,#N/A 3089 | 10/31/12,0.003262162 3090 | 11/1/12,-0.001236029 3091 | 11/2/12,-0.008055468 3092 | 11/5/12,0.003868183 3093 | 11/6/12,0.003738484 3094 | 11/7/12,-0.000709229 3095 | 11/8/12,0.004002235 3096 | 11/9/12,0.000931693 3097 | 11/12/12,-0.000162488 3098 | 11/13/12,-0.000538199 3099 | 11/14/12,-0.002900738 3100 | 11/15/12,-0.002814755 3101 | 11/16/12,0.001464916 3102 | 11/19/12,0.008344463 3103 | 11/20/12,-0.004495363 3104 | 11/21/12,0.000860823 3105 | 11/22/12,#N/A 3106 | 11/23/12,0.005292861 3107 | 11/26/12,0.001110353 3108 | 11/27/12,-3.66E-04 3109 | 11/28/12,-0.001662478 3110 | 11/29/12,0.003338809 3111 | 11/30/12,-0.001879428 3112 | 12/3/12,0.000762993 3113 | 12/4/12,-0.001073817 3114 | 12/5/12,3.35813E-05 3115 | 12/6/12,0.001125913 3116 | 12/7/12,-0.002322181 3117 | 12/10/12,0.002389146 3118 | 12/11/12,-0.001655542 3119 | 12/12/12,-0.002780686 3120 | 12/13/12,-0.00393747 3121 | 12/14/12,0.002078709 3122 | 12/17/12,-0.001919329 3123 | 12/18/12,-0.003615971 3124 | 12/19/12,-0.000234356 3125 | 12/20/12,-0.001000339 3126 | 12/21/12,0.002184586 3127 | 12/24/12,-0.001924602 3128 | 12/25/12,#N/A 3129 | 12/26/12,0.002063995 3130 | 12/27/12,0.00180602 3131 | 12/28/12,-0.001522726 3132 | 12/31/12,3.87E-04 3133 | 1/1/13,#N/A 3134 | 1/2/13,3.43E-03 3135 | 1/3/13,-0.008601492 3136 | 1/4/13,0.001085947 3137 | 1/7/13,-1.15E-03 3138 | 1/8/13,0.003219699 3139 | 1/9/13,3.57E-04 3140 | 1/10/13,0.002702619 3141 | 1/11/13,0.001945521 3142 | 1/14/13,-0.000157589 3143 | 1/15/13,0.002666239 3144 | 1/16/13,0.000489647 3145 | 1/17/13,-2.95E-04 3146 | 1/18/13,0.003837701 3147 | 1/21/13,#N/A 3148 | 1/22/13,0.002701688 3149 | 1/23/13,-0.000906637 3150 | 1/24/13,-0.002673449 3151 | 1/25/13,-0.004872079 3152 | 1/28/13,-0.001971957 3153 | 1/29/13,-0.000190115 3154 | 1/30/13,-4.60085E-05 3155 | 1/31/13,-0.000341755 3156 | 2/1/13,-0.001415355 3157 | 2/4/13,0.001994086 3158 | 2/5/13,-0.000556927 3159 | 2/6/13,0.003241886 3160 | 2/7/13,-0.002477521 3161 | 2/8/13,0.002606162 3162 | 2/11/13,-0.002861989 3163 | 2/12/13,4.67E-04 3164 | 2/13/13,-0.003214466 3165 | 2/14/13,0.002355051 3166 | 2/15/13,-0.004631179 3167 | 2/18/13,#N/A 3168 | 2/19/13,-0.001172701 3169 | 2/20/13,-0.007358003 3170 | 2/21/13,0.00115472 3171 | 2/22/13,0.002889644 3172 | 2/25/13,0.003979628 3173 | 2/26/13,0.002079513 3174 | 2/27/13,-0.001024095 3175 | 2/28/13,-0.001916241 3176 | 3/1/13,0.0012574 3177 | 3/4/13,-0.001530403 3178 | 3/5/13,0.002316859 3179 | 3/6/13,-0.00255754 3180 | 3/7/13,-0.001891382 3181 | 3/8/13,-0.00216602 3182 | 3/11/13,0.001163302 3183 | 3/12/13,0.003771869 3184 | 3/13/13,-0.001149133 3185 | 3/14/13,1.48E-03 3186 | 3/15/13,0.002014221 3187 | 3/18/13,0.002673077 3188 | 3/19/13,0.001575787 3189 | 3/20/13,-0.001972273 3190 | 3/21/13,0.002092562 3191 | 3/22/13,0.000664892 3192 | 3/25/13,-0.001498974 3193 | 3/26/13,0.002501281 3194 | 3/27/13,0.004090061 3195 | 3/28/13,-0.002865674 3196 | 3/29/13,#N/A 3197 | 4/1/13,0.002205602 3198 | 4/2/13,-0.004131349 3199 | 4/3/13,-0.00274201 3200 | 4/4/13,0.004246457 3201 | 4/5/13,0.009499168 3202 | 4/8/13,-0.001781792 3203 | 4/9/13,0.002336392 3204 | 4/10/13,-0.005118244 3205 | 4/11/13,0.001295026 3206 | 4/12/13,-0.005306374 3207 | 4/15/13,-0.021816013 3208 | 4/16/13,0.004321672 3209 | 4/17/13,-0.002225679 3210 | 4/18/13,0.002489416 3211 | 4/19/13,0.002292153 3212 | 4/22/13,0.005057428 3213 | 4/23/13,-0.00051336 3214 | 4/24/13,0.004619422 3215 | 4/25/13,0.005433525 3216 | 4/26/13,0.001114703 3217 | 4/29/13,0.003483453 3218 | 4/30/13,0.001118618 3219 | 5/1/13,-2.70E-03 3220 | 5/2/13,0.005045585 3221 | 5/3/13,-0.004759506 3222 | 5/6/13,0.000164625 3223 | 5/7/13,-0.003087635 3224 | 5/8/13,0.005229054 3225 | 5/9/13,-0.004179378 3226 | 5/10/13,-0.005888013 3227 | 5/13/13,-0.005355844 3228 | 5/14/13,-0.002846857 3229 | 5/15/13,-1.30E-03 3230 | 5/16/13,0.002425583 3231 | 5/17/13,-0.006061514 3232 | 5/20/13,0.006069957 3233 | 5/21/13,-0.000257986 3234 | 5/22/13,-0.00986054 3235 | 5/23/13,0.004983989 3236 | 5/24/13,-0.001659675 3237 | 5/27/13,#N/A 3238 | 5/28/13,-0.007637644 3239 | 5/29/13,0.003063339 3240 | 5/30/13,0.002806375 3241 | 5/31/13,-0.010993748 3242 | 6/3/13,0.007274118 3243 | 6/4/13,-0.005403526 3244 | 6/5/13,5.22E-04 3245 | 6/6/13,0.004702954 3246 | 6/7/13,-0.00787248 3247 | 6/10/13,-0.00146127 3248 | 6/11/13,-0.000732368 3249 | 6/12/13,-0.004906221 3250 | 6/13/13,0.010363075 3251 | 6/14/13,-0.000275389 3252 | 6/17/13,-0.001195677 3253 | 6/18/13,-1.54E-07 3254 | 6/19/13,-0.010582844 3255 | 6/20/13,-0.025272581 3256 | 6/21/13,-0.005101116 3257 | 6/24/13,-0.005237639 3258 | 6/25/13,0.000721124 3259 | 6/26/13,-0.002488248 3260 | 6/27/13,0.002138156 3261 | 6/28/13,0.004630903 3262 | 7/1/13,0.006984207 3263 | 7/2/13,-0.002171524 3264 | 7/3/13,0.001657396 3265 | 7/4/13,#N/A 3266 | 7/5/13,-0.015997583 3267 | 7/8/13,0.009550315 3268 | 7/9/13,0.004124925 3269 | 7/10/13,-0.001093063 3270 | 7/11/13,0.014498655 3271 | 7/12/13,-4.29302E-05 3272 | 7/15/13,0.003082465 3273 | 7/16/13,0.001075404 3274 | 7/17/13,0.000177042 3275 | 7/18/13,-0.000748736 3276 | 7/19/13,0.00734564 3277 | 7/22/13,0.006391604 3278 | 7/23/13,-0.000842493 3279 | 7/24/13,-0.010627733 3280 | 7/25/13,0.001725811 3281 | 7/26/13,0.001727573 3282 | 7/29/13,-0.004035415 3283 | 7/30/13,-0.000555059 3284 | 7/31/13,0.002491139 3285 | 8/1/13,-0.007692821 3286 | 8/2/13,0.004223991 3287 | 8/5/13,-0.005046829 3288 | 8/6/13,-0.003749897 3289 | 8/7/13,0.000836174 3290 | 8/8/13,0.006617 3291 | 8/9/13,0.000859508 3292 | 8/12/13,0.001902354 3293 | 8/13/13,-0.006614529 3294 | 8/14/13,0.001864772 3295 | 8/15/13,-0.003548792 3296 | 8/16/13,-0.001145801 3297 | 8/19/13,-0.006361761 3298 | 8/20/13,0.00594617 3299 | 8/21/13,-0.006171072 3300 | 8/22/13,0.007214371 3301 | 8/23/13,0.009004794 3302 | 8/26/13,0.002622232 3303 | 8/27/13,0.002709117 3304 | 8/28/13,-0.001358149 3305 | 8/29/13,0.001770718 3306 | 8/30/13,-0.003632086 3307 | 9/2/13,#N/A 3308 | 9/3/13,-0.001899059 3309 | 9/4/13,-0.001703259 3310 | 9/5/13,-0.009094104 3311 | 9/6/13,0.005759771 3312 | 9/9/13,0.001706418 3313 | 9/10/13,-0.004262175 3314 | 9/11/13,0.003912995 3315 | 9/12/13,-0.006298791 3316 | 9/13/13,0.001479964 3317 | 9/16/13,-0.00354408 3318 | 9/17/13,0.003402544 3319 | 9/18/13,0.018418419 3320 | 9/19/13,-0.003622154 3321 | 9/20/13,-0.005840729 3322 | 9/23/13,3.23E-04 3323 | 9/24/13,0.003177281 3324 | 9/25/13,0.00184534 3325 | 9/26/13,-0.002396892 3326 | 9/27/13,0.0010667 3327 | 9/30/13,-0.003460191 3328 | 10/1/13,-0.00447324 3329 | 10/2/13,0.004940505 3330 | 10/3/13,-0.002011139 3331 | 10/4/13,0.000807948 3332 | 10/7/13,0.001620354 3333 | 10/8/13,-0.002419445 3334 | 10/9/13,-0.005370513 3335 | 10/10/13,0.004261641 3336 | 10/11/13,-0.001477213 3337 | 10/14/13,-0.001408124 3338 | 10/15/13,-0.000741117 3339 | 10/16/13,0.008440205 3340 | 10/17/13,0.010528607 3341 | 10/18/13,0.002225828 3342 | 10/21/13,-0.001662716 3343 | 10/22/13,0.008729835 3344 | 10/23/13,-0.001917223 3345 | 10/24/13,0.001179563 3346 | 10/25/13,0.003130821 3347 | 10/28/13,-0.000529337 3348 | 10/29/13,0.000277606 3349 | 10/30/13,-0.003806576 3350 | 10/31/13,-0.003226283 3351 | 11/1/13,-0.00627182 3352 | 11/4/13,0.000824046 3353 | 11/5/13,-0.005825097 3354 | 11/6/13,0.002176427 3355 | 11/7/13,-0.001660562 3356 | 11/8/13,-0.008296112 3357 | 11/11/13,-0.001994809 3358 | 11/12/13,-0.001720507 3359 | 11/13/13,0.004588926 3360 | 11/14/13,0.006108795 3361 | 11/15/13,0.001689189 3362 | 11/18/13,-0.002100314 3363 | 11/19/13,-0.003346032 3364 | 11/20/13,-0.010766353 3365 | 11/21/13,0.003942077 3366 | 11/22/13,0.004590384 3367 | 11/25/13,0.001766314 3368 | 11/26/13,0.000601668 3369 | 11/27/13,-0.000723788 3370 | 11/28/13,#N/A 3371 | 11/29/13,0.00188222 3372 | 12/2/13,-0.007868942 3373 | 12/3/13,0.001606474 3374 | 12/4/13,-0.000736355 3375 | 12/5/13,-0.004296871 3376 | 12/6/13,0.004839384 3377 | 12/9/13,0.003301687 3378 | 12/10/13,0.005403743 3379 | 12/11/13,-0.006940163 3380 | 12/12/13,-0.00684769 3381 | 12/13/13,0.003296827 3382 | 12/16/13,0.000991079 3383 | 12/17/13,-0.001072375 3384 | 12/18/13,0.00017578 3385 | 12/19/13,-0.004852299 3386 | 12/20/13,0.009306039 3387 | 12/23/13,-0.001308017 3388 | 12/24/13,-0.001197105 3389 | 12/25/13,#N/A 3390 | 12/26/13,0.000878347 3391 | 12/27/13,-0.000238659 3392 | 12/30/13,-0.000711315 3393 | 12/31/13,-0.000418837 3394 | 1/1/14,#N/A 3395 | 1/2/14,0.0011453 3396 | 1/3/14,0.00121837 3397 | 1/6/14,0.001803609 3398 | 1/7/14,0.000953101 3399 | 1/8/14,-0.003015148 3400 | 1/9/14,0.002119665 3401 | 1/10/14,0.008654791 3402 | 1/13/14,3.00E-04 3403 | 1/14/14,-0.000979007 3404 | 1/15/14,8.80E-04 3405 | 1/16/14,0.002142816 3406 | 1/17/14,0.002637827 3407 | 1/20/14,#N/A 3408 | 1/21/14,-0.000482371 3409 | 1/22/14,-0.001035173 3410 | 1/23/14,0.006965715 3411 | 1/24/14,-0.00216068 3412 | 1/27/14,-0.006376716 3413 | 1/28/14,0.003433323 3414 | 1/29/14,0.002612261 3415 | 1/30/14,-0.002961209 3416 | 1/31/14,0.001411301 3417 | 2/3/14,0.001199021 3418 | 2/4/14,-0.001736434 3419 | 2/5/14,-0.002827888 3420 | 2/6/14,0.00175552 3421 | 2/7/14,0.00621237 3422 | 2/10/14,0.001839476 3423 | 2/11/14,0.003098552 3424 | 2/12/14,-0.001511515 3425 | 2/13/14,0.005752519 3426 | 2/14/14,0.004158721 3427 | 2/17/14,#N/A 3428 | 2/18/14,0.003461054 3429 | 2/19/14,-0.004482023 3430 | 2/20/14,0.003069175 3431 | 2/21/14,0.001515312 3432 | 2/24/14,0.003043275 3433 | 2/25/14,0.00305254 3434 | 2/26/14,0.000501198 3435 | 2/27/14,0.00301647 3436 | 2/28/14,2.69E-04 3437 | 3/3/14,0.006078501 3438 | 3/4/14,-0.004309586 3439 | 3/5/14,-1.32E-04 3440 | 3/6/14,-0.000553879 3441 | 3/7/14,-0.004914534 3442 | 3/10/14,-0.000458789 3443 | 3/11/14,0.000757747 3444 | 3/12/14,0.005229199 3445 | 3/13/14,0.00217687 3446 | 3/14/14,0.001503529 3447 | 3/17/14,-0.004048682 3448 | 3/18/14,0.002500092 3449 | 3/19/14,-0.008232627 3450 | 3/20/14,0.000104426 3451 | 3/21/14,0.003915328 3452 | 3/24/14,-0.001844582 3453 | 3/25/14,0.000750741 3454 | 3/26/14,-0.000318173 3455 | 3/27/14,0.000850418 3456 | 3/28/14,-0.000824188 3457 | 3/31/14,-0.000233963 3458 | 4/1/14,-0.002816925 3459 | 4/2/14,-0.000473375 3460 | 4/3/14,0.001372582 3461 | 4/4/14,0.003103038 3462 | 4/7/14,-0.001724705 3463 | 4/8/14,0.00501028 3464 | 4/9/14,0.001407521 3465 | 4/10/14,-0.000338379 3466 | 4/11/14,-3.81E-04 3467 | 4/14/14,0.003218539 3468 | 4/15/14,0.000349042 3469 | 4/16/14,0.00274943 3470 | 4/17/14,-0.004551766 3471 | 4/18/14,#N/A 3472 | 4/21/14,-0.000640124 3473 | 4/22/14,0.001598821 3474 | 4/23/14,0.001452528 3475 | 4/24/14,0.002763638 3476 | 4/25/14,-0.000535381 3477 | 4/28/14,-0.002611595 3478 | 4/29/14,0.000970449 3479 | 4/30/14,0.00059638 3480 | 5/1/14,0.002170754 3481 | 5/2/14,0.004541709 3482 | 5/5/14,-0.000419277 3483 | 5/6/14,-0.000544909 3484 | 5/7/14,-0.002435401 3485 | 5/8/14,-0.002345318 3486 | 5/9/14,-0.00112064 3487 | 5/12/14,0.002366073 3488 | 5/13/14,0.003171147 3489 | 5/14/14,0.005085874 3490 | 5/15/14,-1.27E-03 3491 | 5/16/14,-0.000101175 3492 | 5/19/14,-0.001407234 3493 | 5/20/14,-0.000480749 3494 | 5/21/14,-0.000936082 3495 | 5/22/14,0.000755986 3496 | 5/23/14,0.002889493 3497 | 5/26/14,#N/A 3498 | 5/27/14,-1.35E-03 3499 | 5/28/14,0.00320482 3500 | 5/29/14,-0.001030889 3501 | 5/30/14,-0.001508688 3502 | 6/2/14,-0.004149931 3503 | 6/3/14,-0.00393557 3504 | 6/4/14,-0.000368973 3505 | 6/5/14,0.003588846 3506 | 6/6/14,0.001846094 3507 | 6/9/14,5.33E-04 3508 | 6/10/14,-0.000576222 3509 | 6/11/14,-2.36E-04 3510 | 6/12/14,0.005014789 3511 | 6/13/14,0.00110765 3512 | 6/16/14,0.000443963 3513 | 6/17/14,-0.002301486 3514 | 6/18/14,0.005886582 3515 | 6/19/14,0.003117671 3516 | 6/20/14,0.002800081 3517 | 6/23/14,-0.001052335 3518 | 6/24/14,0.002417709 3519 | 6/25/14,0.002267083 3520 | 6/26/14,0.000553667 3521 | 6/27/14,-0.00032576 3522 | 6/30/14,0.002125946 3523 | 7/1/14,-0.002330601 3524 | 7/2/14,-0.003905363 3525 | 7/3/14,-0.001505627 3526 | 7/4/14,#N/A 3527 | 7/7/14,0.000383646 3528 | 7/8/14,0.002299989 3529 | 7/9/14,0.001316311 3530 | 7/10/14,-0.000111661 3531 | 7/11/14,0.002075312 3532 | 7/14/14,-0.004570919 3533 | 7/15/14,-0.004176201 3534 | 7/16/14,0.002844293 3535 | 7/17/14,0.004316837 3536 | 7/18/14,-0.000451094 3537 | 7/21/14,0.001791247 3538 | 7/22/14,0.000596319 3539 | 7/23/14,0.000445003 3540 | 7/24/14,-0.004197617 3541 | 7/25/14,0.005343243 3542 | 7/28/14,-0.001577645 3543 | 7/29/14,-0.000542971 3544 | 7/30/14,-0.0064317 3545 | 7/31/14,-0.008908291 3546 | 8/1/14,0.002820329 3547 | 8/4/14,1.68E-03 3548 | 8/5/14,-0.001537329 3549 | 8/6/14,0.003998199 3550 | 8/7/14,0.003329406 3551 | 8/8/14,0.001462074 3552 | 8/11/14,0.001320554 3553 | 8/12/14,-0.003255679 3554 | 8/13/14,0.004319068 3555 | 8/14/14,0.002831376 3556 | 8/15/14,0.003397259 3557 | 8/18/14,-0.002921198 3558 | 8/19/14,-0.00039373 3559 | 8/20/14,-0.000371046 3560 | 8/21/14,0.000652978 3561 | 8/22/14,0.001516351 3562 | 8/25/14,0.002160938 3563 | 8/26/14,3.01E-04 3564 | 8/27/14,0.002806169 3565 | 8/28/14,0.002445238 3566 | 8/29/14,0.000929988 3567 | 9/1/14,#N/A 3568 | 9/2/14,-0.010417518 3569 | 9/3/14,0.002460647 3570 | 9/4/14,-0.006640685 3571 | 9/5/14,6.88E-04 3572 | 9/8/14,-0.00290116 3573 | 9/9/14,-0.00305834 3574 | 9/10/14,-0.003075938 3575 | 9/11/14,-0.002533035 3576 | 9/12/14,-0.007550471 3577 | 9/15/14,0.000240744 3578 | 9/16/14,0.001555785 3579 | 9/17/14,-0.002534841 3580 | 9/18/14,0.001462136 3581 | 9/19/14,0.002945864 3582 | 9/22/14,-0.002891466 3583 | 9/23/14,0.001223839 3584 | 9/24/14,-0.001411348 3585 | 9/25/14,0.000281892 3586 | 9/26/14,0.000188564 3587 | 9/29/14,0.002672948 3588 | 9/30/14,-0.004810664 3589 | 10/1/14,0.004994705 3590 | 10/2/14,-0.003041362 3591 | 10/3/14,-0.000177882 3592 | 10/6/14,0.00364486 3593 | 10/7/14,0.001237558 3594 | 10/8/14,0.005346517 3595 | 10/9/14,-0.008224178 3596 | 10/10/14,-7.65E-04 3597 | 10/13/14,-3.03E-04 3598 | 10/14/14,0.001943369 3599 | 10/15/14,0.001009416 3600 | 10/16/14,0.000625223 3601 | 10/17/14,0.001635686 3602 | 10/20/14,0.004871618 3603 | 10/21/14,0.003554993 3604 | 10/22/14,-0.004471485 3605 | 10/23/14,-0.000899783 3606 | 10/24/14,1.21E-03 3607 | 10/27/14,-1.09E-03 3608 | 10/28/14,1.46E-03 3609 | 10/29/14,-0.000980741 3610 | 10/30/14,-0.001449943 3611 | 10/31/14,-0.002683701 3612 | 11/3/14,-0.001298097 3613 | 11/4/14,-1.59E-03 3614 | 11/5/14,-0.003304386 3615 | 11/6/14,-0.000620554 3616 | 11/7/14,0.00991011 3617 | 11/10/14,-0.007608311 3618 | 11/11/14,0.003960307 3619 | 11/12/14,-0.002124978 3620 | 11/13/14,-0.001631922 3621 | 11/14/14,0.006529269 3622 | 11/17/14,-0.002020388 3623 | 11/18/14,0.002755647 3624 | 11/19/14,-0.005435386 3625 | 11/20/14,0.005149999 3626 | 11/21/14,0.006035288 3627 | 11/24/14,-0.000424704 3628 | 11/25/14,0.003075135 3629 | 11/26/14,0.000999263 3630 | 11/27/14,#N/A 3631 | 11/28/14,-0.009338063 3632 | 12/1/14,0.004067703 3633 | 12/2/14,-0.00573972 3634 | 12/3/14,0.003743655 3635 | 12/4/14,0.001536511 3636 | 12/5/14,-0.004285467 3637 | 12/8/14,0.002307186 3638 | 12/9/14,0.00633325 3639 | 12/10/14,-0.004566413 3640 | 12/11/14,0.000240564 3641 | 12/12/14,-0.001944952 3642 | 12/15/14,-0.008561977 3643 | 12/16/14,0.002557287 3644 | 12/17/14,0.004028957 3645 | 12/18/14,7.13E-04 3646 | 12/19/14,0.008127799 3647 | 12/22/14,-0.004697813 3648 | 12/23/14,-0.004447507 3649 | 12/24/14,0.001195604 3650 | 12/25/14,#N/A 3651 | 12/26/14,0.004501725 3652 | 12/29/14,2.28E-04 3653 | 12/30/14,0.002005534 3654 | 12/31/14,-0.005017544 3655 | 1/1/15,#N/A 3656 | 1/2/15,0.003245715 3657 | 1/5/15,0.00182832 3658 | 1/6/15,0.004813452 3659 | 1/7/15,9.08E-04 3660 | 1/8/15,-0.000318861 3661 | 1/9/15,0.005049041 3662 | 1/12/15,0.00011423 3663 | 1/13/15,-0.001471774 3664 | 1/14/15,0.002082448 3665 | 1/15/15,0.005602392 3666 | 1/16/15,0.003141767 3667 | 1/19/15,#N/A 3668 | 1/20/15,0.005596348 3669 | 1/21/15,-0.001491988 3670 | 1/22/15,0.003154774 3671 | 1/23/15,0.001860928 3672 | 1/26/15,-0.001657894 3673 | 1/27/15,0.000880746 3674 | 1/28/15,-0.000191431 3675 | 1/29/15,-0.004298567 3676 | 1/30/15,0.00977075 3677 | 2/2/15,0.001418348 3678 | 2/3/15,-0.002556637 3679 | 2/4/15,-0.002362286 3680 | 2/5/15,0.001039714 3681 | 2/6/15,-0.01097379 3682 | 2/9/15,-3.37976E-05 3683 | 2/10/15,-0.002673117 3684 | 2/11/15,-0.002313563 3685 | 2/12/15,0.002658036 3686 | 2/13/15,-0.000257562 3687 | 2/16/15,#N/A 3688 | 2/17/15,-0.008032209 3689 | 2/18/15,0.002006101 3690 | 2/19/15,-0.003736287 3691 | 2/20/15,1.10E-03 3692 | 2/23/15,0.003618904 3693 | 2/24/15,0.004946368 3694 | 2/25/15,0.004325496 3695 | 2/26/15,-0.005201544 3696 | 2/27/15,0.003623705 3697 | 3/2/15,-0.007634847 3698 | 3/3/15,-0.00220195 3699 | 3/4/15,-0.002486648 3700 | 3/5/15,-0.000408045 3701 | 3/6/15,-0.017665485 3702 | 3/9/15,0.003394973 3703 | 3/10/15,-0.001245334 3704 | 3/11/15,0.002344083 3705 | 3/12/15,0.0018964 3706 | 3/13/15,-0.004609749 3707 | 3/16/15,0.005249893 3708 | 3/17/15,-0.000119804 3709 | 3/18/15,0.016912313 3710 | 3/19/15,-0.00577408 3711 | 3/20/15,0.008296555 3712 | 3/23/15,0.001789788 3713 | 3/24/15,0.002235111 3714 | 3/25/15,-0.005735727 3715 | 3/26/15,-0.003308897 3716 | 3/27/15,0.00216459 3717 | 3/30/15,-0.000377949 3718 | 3/31/15,-0.002533655 3719 | 4/1/15,0.009625901 3720 | 4/2/15,-0.004005196 3721 | 4/3/15,#N/A 3722 | 4/6/15,0.003381725 3723 | 4/7/15,0.002879227 3724 | 4/8/15,-0.002206949 3725 | 4/9/15,-0.00528379 3726 | 4/10/15,0.004970747 3727 | 4/13/15,-0.002375354 3728 | 4/14/15,0.00219603 3729 | 4/15/15,0.005069395 3730 | 4/16/15,-1.67E-03 3731 | 4/17/15,0.001938479 3732 | 4/20/15,-0.003019849 3733 | 4/21/15,-0.001234608 3734 | 4/22/15,-0.006773083 3735 | 4/23/15,0.004660752 3736 | 4/24/15,4.46946E-05 3737 | 4/27/15,0.002767201 3738 | 4/28/15,-0.002808878 3739 | 4/29/15,-0.005971151 3740 | 4/30/15,-0.003891747 3741 | 5/1/15,-0.003311422 3742 | 5/4/15,-0.001081094 3743 | 5/5/15,-0.001537537 3744 | 5/6/15,-0.007083158 3745 | 5/7/15,0.002170939 3746 | 5/8/15,0.006148133 3747 | 5/11/15,-0.011508856 3748 | 5/12/15,0.003008954 3749 | 5/13/15,4.43E-04 3750 | 5/14/15,0.005271793 3751 | 5/15/15,0.008055612 3752 | 5/18/15,-0.005727632 3753 | 5/19/15,-0.008224165 3754 | 5/20/15,0.000312756 3755 | 5/21/15,0.006275865 3756 | 5/22/15,-0.00138676 3757 | 5/25/15,#N/A 3758 | 5/26/15,-0.001112567 3759 | 5/27/15,0.001403875 3760 | 5/28/15,-0.00033509 3761 | 5/29/15,0.001242783 3762 | 6/1/15,-0.003371293 3763 | 6/2/15,-0.003307295 3764 | 6/3/15,-0.008577311 3765 | 6/4/15,0.000204977 3766 | 6/5/15,-0.005396125 3767 | 6/8/15,-0.000929895 3768 | 6/9/15,-0.001095529 3769 | 6/10/15,0.001437605 3770 | 6/11/15,0.006381636 3771 | 6/12/15,-0.002988384 3772 | 6/15/15,-0.000796851 3773 | 6/16/15,0.004364043 3774 | 6/17/15,-0.001349819 3775 | 6/18/15,0.003158867 3776 | 6/19/15,0.002445804 3777 | 6/22/15,-0.007563808 3778 | 6/23/15,-0.001937688 3779 | 6/24/15,-1.01E-04 3780 | 6/25/15,-0.002450487 3781 | 6/26/15,-0.003846443 3782 | 6/29/15,0.004418404 3783 | 6/30/15,0.000122944 3784 | 7/1/15,-0.005375287 3785 | 7/2/15,0.001027154 3786 | 7/3/15,#N/A 3787 | 7/6/15,0.00236388 3788 | 7/7/15,0.001705132 3789 | 7/8/15,-0.000963659 3790 | 7/9/15,-0.004346127 3791 | 7/10/15,-0.001508282 3792 | 7/13/15,4.35E-04 3793 | 7/14/15,0.001031312 3794 | 7/15/15,0.001198257 3795 | 7/16/15,0.002836883 3796 | 7/17/15,-0.001047701 3797 | 7/20/15,-0.008924122 3798 | 7/21/15,0.000626621 3799 | 7/22/15,-0.001789804 3800 | 7/23/15,0.001422873 3801 | 7/24/15,-0.000671011 3802 | 7/27/15,-0.003022606 3803 | 7/28/15,0.001797244 3804 | 7/29/15,1.62E-03 3805 | 7/30/15,0.001396684 3806 | 7/31/15,0.001755754 3807 | 8/3/15,-0.000552583 3808 | 8/4/15,-0.001969743 3809 | 8/5/15,-0.00328953 3810 | 8/6/15,0.001543223 3811 | 8/7/15,0.003503036 3812 | 8/10/15,0.002679079 3813 | 8/11/15,0.002522626 3814 | 8/12/15,0.000260689 3815 | 8/13/15,-0.003590065 3816 | 8/14/15,0.000914554 3817 | 8/17/15,0.002811353 3818 | 8/18/15,-0.004029019 3819 | 8/19/15,0.002854564 3820 | 8/20/15,0.002050328 3821 | 8/21/15,-0.005607131 3822 | 8/24/15,-0.012661081 3823 | 8/25/15,-0.009243651 3824 | 8/26/15,-0.001611011 3825 | 8/27/15,0.009979231 3826 | 8/28/15,0.005762371 3827 | 8/31/15,-0.001522176 3828 | 9/1/15,-0.006429613 3829 | 9/2/15,0.001174181 3830 | 9/3/15,0.001570522 3831 | 9/4/15,-0.001569577 3832 | 9/7/15,#N/A 3833 | 9/8/15,0.0013524 3834 | 9/9/15,-0.004834195 3835 | 9/10/15,0.000414258 3836 | 9/11/15,0.002431566 3837 | 9/14/15,-0.001706653 3838 | 9/15/15,-0.004541504 3839 | 9/16/15,0.003815603 3840 | 9/17/15,0.005281544 3841 | 9/18/15,0.001646897 3842 | 9/21/15,-0.005164118 3843 | 9/22/15,-0.000830011 3844 | 9/23/15,-0.000834131 3845 | 9/24/15,0.005279428 3846 | 9/25/15,-0.004766316 3847 | 9/28/15,-5.56E-03 3848 | 9/29/15,0.000898226 3849 | 9/30/15,0.002259162 3850 | 10/1/15,-0.00021519 3851 | 10/2/15,0.009543567 3852 | 10/5/15,0.001901121 3853 | 10/6/15,0.005792545 3854 | 10/7/15,0.00188394 3855 | 10/8/15,-0.001011798 3856 | 10/9/15,0.004544652 3857 | 10/12/15,0.001367836 3858 | 10/13/15,-0.000976644 3859 | 10/14/15,0.005406283 3860 | 10/15/15,0.000419784 3861 | 10/16/15,0.000428989 3862 | 10/19/15,-0.002956984 3863 | 10/20/15,-0.00081395 3864 | 10/21/15,-0.000728828 3865 | 10/22/15,0.003662095 3866 | 10/23/15,-0.001338708 3867 | 10/26/15,0.001286394 3868 | 10/27/15,-4.20E-04 3869 | 10/28/15,0.001852384 3870 | 10/29/15,-0.008632368 3871 | 10/30/15,0.002483468 3872 | 11/2/15,-0.000345455 3873 | 11/3/15,-0.002985374 3874 | 11/4/15,-0.004089239 3875 | 11/5/15,-0.003227875 3876 | 11/6/15,-0.009206502 3877 | 11/9/15,-0.004957823 3878 | 11/10/15,0.000440662 3879 | 11/11/15,-0.003651023 3880 | 11/12/15,-0.003794011 3881 | 11/13/15,-0.001820214 3882 | 11/16/15,0.004007006 3883 | 11/17/15,-0.003561559 3884 | 11/18/15,0.004644784 3885 | 11/19/15,0.002477255 3886 | 11/20/15,-0.00128221 3887 | 11/23/15,8.68386E-05 3888 | 11/24/15,0.003623322 3889 | 11/25/15,1.40E-04 3890 | 11/26/15,#N/A 3891 | 11/27/15,-0.003558066 3892 | 11/30/15,1.01E-03 3893 | 12/1/15,0.009553486 3894 | 12/2/15,-0.007254157 3895 | 12/3/15,-0.009528953 3896 | 12/4/15,0.00994869 3897 | 12/7/15,-0.004786584 3898 | 12/8/15,-0.00340327 3899 | 12/9/15,-0.001317428 3900 | 12/10/15,-0.000289017 3901 | 12/11/15,-0.001845336 3902 | 12/14/15,-0.008409832 3903 | 12/15/15,0.002143827 3904 | 12/16/15,0.005039817 3905 | 12/17/15,-0.005900908 3906 | 12/18/15,0.001371725 3907 | 12/21/15,0.002328006 3908 | 12/22/15,-0.000108867 3909 | 12/23/15,0.002261054 3910 | 12/24/15,0.003440004 3911 | 12/25/15,#N/A 3912 | 12/28/15,-0.0033383 3913 | 12/29/15,-0.001102219 3914 | 12/30/15,-0.004037458 3915 | 12/31/15,0.000507294 3916 | 1/1/16,#N/A 3917 | 1/4/16,0.000429618 3918 | 1/5/16,-0.001183506 3919 | 1/6/16,0.003108151 3920 | 1/7/16,-0.003006894 3921 | 1/8/16,-0.002338189 3922 | 1/11/16,-0.008719296 3923 | 1/12/16,0.004848064 3924 | 1/13/16,-0.003054166 3925 | 1/14/16,-0.002306006 3926 | 1/15/16,-1.23E-03 3927 | 1/18/16,#N/A 3928 | 1/19/16,-0.002948695 3929 | 1/20/16,0.00225864 3930 | 1/21/16,0.001221119 3931 | 1/22/16,0.007716253 3932 | 1/25/16,-3.39E-03 3933 | 1/26/16,0.008783357 3934 | 1/27/16,-0.000494052 3935 | 1/28/16,0.00139137 3936 | 1/29/16,0.009847468 3937 | 2/1/16,-0.002217859 3938 | 2/2/16,-2.31E-04 3939 | 2/3/16,0.003751058 3940 | 2/4/16,0.003582169 3941 | 2/5/16,-0.002582528 3942 | 2/8/16,0.004442466 3943 | 2/9/16,-0.003684754 3944 | 2/10/16,0.00450543 3945 | 2/11/16,0.007568955 3946 | 2/12/16,1.01E-03 3947 | 2/15/16,#N/A 3948 | 2/16/16,-0.006838137 3949 | 2/17/16,0.005776657 3950 | 2/18/16,0.007524358 3951 | 2/19/16,-0.001353552 3952 | 2/22/16,0.002459356 3953 | 2/23/16,9.13999E-05 3954 | 2/24/16,0.002539729 3955 | 2/25/16,0.004793191 3956 | 2/26/16,-0.003714203 3957 | 2/29/16,0.005686661 3958 | 3/1/16,-0.000120453 3959 | 3/2/16,0.003244689 3960 | 3/3/16,0.006509095 3961 | 3/4/16,0.000705891 3962 | 3/7/16,0.003349942 3963 | 3/8/16,-0.002007092 3964 | 3/9/16,-0.000657343 3965 | 3/10/16,0.002525977 3966 | 3/11/16,-0.000936151 3967 | 3/14/16,-0.002927606 3968 | 3/15/16,-0.002706419 3969 | 3/16/16,0.009299813 3970 | 3/17/16,0.004492967 3971 | 3/18/16,0.00138515 3972 | 3/21/16,-0.003640214 3973 | 3/22/16,0.00070789 3974 | 3/23/16,-0.004789295 3975 | 3/24/16,-0.001779537 3976 | 3/25/16,#N/A 3977 | 3/28/16,0.000512003 3978 | 3/29/16,0.00952047 3979 | 3/30/16,-0.005250484 3980 | 3/31/16,0.003168758 3981 | 4/1/16,-0.000742948 3982 | 4/4/16,-0.003687206 3983 | 4/5/16,0.003449848 3984 | 4/6/16,0.001065358 3985 | 4/7/16,0.003454081 3986 | 4/8/16,0.001435849 3987 | 4/11/16,0.002542359 3988 | 4/12/16,0.002807822 3989 | 4/13/16,0.003176038 3990 | 4/14/16,-0.005199349 3991 | 4/15/16,0.003470592 3992 | 4/18/16,0.000954979 3993 | 4/19/16,0.00531043 3994 | 4/20/16,-0.002139441 3995 | 4/21/16,-0.003301003 3996 | 4/22/16,-0.003007523 3997 | 4/25/16,-0.002120293 3998 | 4/26/16,0.001624517 3999 | 4/27/16,0.00646086 4000 | 4/28/16,0.003504446 4001 | 4/29/16,0.004678891 4002 | 5/2/16,-0.004050014 4003 | 5/3/16,-0.00070003 4004 | 5/4/16,-0.000892657 4005 | 5/5/16,0.000833752 4006 | 5/6/16,0.001424181 4007 | 5/9/16,-0.005123328 4008 | 5/10/16,0.006878825 4009 | 5/11/16,0.00434499 4010 | 5/12/16,-0.002656674 4011 | 5/13/16,0.001644058 4012 | 5/16/16,0.001165755 4013 | 5/17/16,-2.52E-05 4014 | 5/18/16,-0.008890119 4015 | 5/19/16,-3.63E-04 4016 | 5/20/16,0.002514547 4017 | 5/23/16,-5.14E-04 4018 | 5/24/16,-0.001145356 4019 | 5/25/16,0.0010634 4020 | 5/26/16,0.000555968 4021 | 5/27/16,-0.000438794 4022 | 5/30/16,#N/A 4023 | 5/31/16,0.000614824 4024 | 6/1/16,0.00309307 4025 | 6/2/16,0.002956252 4026 | 6/3/16,0.010514525 4027 | 6/6/16,0.000521736 4028 | 6/7/16,0.002889792 4029 | 6/8/16,0.007696062 4030 | 6/9/16,0.001973293 4031 | 6/10/16,-0.001670995 4032 | 6/13/16,0.000160932 4033 | 6/14/16,-0.001692767 4034 | 6/15/16,0.00201674 4035 | 6/16/16,-0.001405027 4036 | 6/17/16,0.0021746 4037 | 6/20/16,-0.001502124 4038 | 6/21/16,-0.004853374 4039 | 6/22/16,-0.000213935 4040 | 6/23/16,-0.000435398 4041 | 6/24/16,0.006393201 4042 | 6/27/16,0.003164638 4043 | 6/28/16,0.006124713 4044 | 6/29/16,0.005218619 4045 | 6/30/16,0.005324297 4046 | 7/1/16,0.009649582 4047 | 7/4/16,#N/A 4048 | 7/5/16,0.000425931 4049 | 7/6/16,0.003972681 4050 | 7/7/16,-0.003591958 4051 | 7/8/16,0.009997893 4052 | 7/11/16,-0.004318755 4053 | 7/12/16,-0.004653761 4054 | 7/13/16,0.003800406 4055 | 7/14/16,-0.004772901 4056 | 7/15/16,-0.004523667 4057 | 7/18/16,5.86E-04 4058 | 7/19/16,0.000708053 4059 | 7/20/16,-0.003775924 4060 | 7/21/16,0.001909867 4061 | 7/22/16,7.02E-04 4062 | 7/25/16,-0.004024469 4063 | 7/26/16,0.000388524 4064 | 7/27/16,0.006537754 4065 | 7/28/16,-0.00198393 4066 | 7/29/16,0.006280809 4067 | 8/1/16,-0.006543522 4068 | 8/2/16,-0.003902558 4069 | 8/3/16,0.002579762 4070 | 8/4/16,0.004720054 4071 | 8/5/16,-0.004475396 4072 | 8/8/16,0.001705567 4073 | 8/9/16,0.004649498 4074 | 8/10/16,#N/A 4075 | 8/11/16,#N/A 4076 | 8/12/16,#N/A 4077 | 8/15/16,#N/A 4078 | 8/16/16,#N/A 4079 | 8/17/16,#N/A 4080 | 8/18/16,#N/A 4081 | 8/19/16,#N/A 4082 | 8/22/16,#N/A 4083 | 8/23/16,#N/A 4084 | 8/24/16,#N/A 4085 | 8/25/16,#N/A 4086 | 8/26/16,#N/A 4087 | 8/29/16,#N/A 4088 | 8/30/16,#N/A 4089 | 8/31/16,#N/A --------------------------------------------------------------------------------