Merge pull request #58 from lambdaclass/global-test

Added global test
2026-08-10 12:30:09 +08:00 · 2020-03-19 16:14:43 -03:00
parent 87ada8c0cb 0f1637fac0
commit 63e307b0fa
6 changed files with 2073 additions and 36 deletions
@@ -1,61 +1,201 @@
 import numpy as np
+import pandas as pd

-from backtester.datahandler import HistoricalOptionsData
 from backtester.strategy import Strategy, StrategyLeg
-from backtester.option import Type, Direction
+from backtester.enums import Type, Direction
 from backtester import Backtest


-def test_backtest():
-    tl_short = run_backtest(Direction.SELL)
+def test_backtest(sample_stock_portfolio, sample_stocks_datahandler, sample_options_datahandler):
+    bt = run_backtest(sample_stocks_datahandler,
+                      sample_options_datahandler,
+                      sample_options_strategy(Direction.BUY, sample_options_datahandler.schema),
+                      stocks=sample_stock_portfolio)
+    tl_long, balance_long = bt.trade_log, bt.balance

-    leg_1_costs = tl_short['leg_1']['cost']
-    leg_2_costs = tl_short['leg_2']['cost']
-    total_costs = tl_short['totals']['cost']
-    dates = tl_short['totals']['date'].dt.strftime("%Y-%m-%d")
-
-    # We test with np.isclose instead of true equality because of possible floating point inaccuracies.
-    tol = 0.000001
-
-    assert ((np.isclose(leg_1_costs, [-184140.0, -137170.0, 183980.0, 136510.0], atol=tol)).all())
-    assert ((np.isclose(leg_2_costs, [-5.0, -30.0, 10.0, 5.0], atol=tol)).all())
-    assert ((np.isclose(total_costs, [-184145.0, -137200.0, 183990.0, 136515.0], atol=tol)).all())
-    assert ((dates == ['2017-02-17', '2017-03-17', '2017-04-19', '2017-05-17']).all())
-
-    tl_long = run_backtest(Direction.BUY)
+    last_day_balance_long = balance_long.iloc[-1].values

    leg_1_costs = tl_long['leg_1']['cost']
    leg_2_costs = tl_long['leg_2']['cost']
    total_costs = tl_long['totals']['cost']
    dates = tl_long['totals']['date'].dt.strftime("%Y-%m-%d")

-    assert ((np.isclose(leg_1_costs, [196880.0, 184580.0, -208220.0, 137620.0, -183540.0, -135750.0], atol=tol)).all())
-    assert ((np.isclose(leg_2_costs, [25.0, 50.0, -0.0, 85.0, -0.0, -0.0], atol=tol)).all())
-    assert ((np.isclose(total_costs, [196905.0, 184630.0, -208220.0, 137705.0, -183540.0, -135750.0], atol=tol)).all())
-    assert ((dates == ['2017-01-13', '2017-02-17', '2017-03-15', '2017-03-17', '2017-04-19', '2017-05-17']).all())
+    # We test with np.isclose instead of true equality because of possible floating point inaccuracies.
+    tol = 0.000001
+
+    assert np.allclose(last_day_balance_long, [
+        1.001336e+06, 507298.034603, 201228.973492, 49853.700558, 242954.82254999998, 0.0, 0.0, 0.0, 16415.0, 0.0,
+        494037.49659999995, -0.004165, 1.001336
+    ],
+                       atol=tol)
+
+    assert np.allclose(leg_1_costs, [195010.0, -197060.0, 189250.0, -185650.0], atol=tol)
+    assert np.allclose(leg_2_costs, [5.0, 0.0, 40.0, 0.0], atol=tol)
+    assert np.allclose(total_costs, [195015.0, -197060.0, 189290.0, -185650.0], atol=tol)
+    assert (dates == ['2017-01-03', '2017-02-01', '2017-03-01', '2017-04-03']).all()
+
+    bt = run_backtest(sample_stocks_datahandler,
+                      sample_options_datahandler,
+                      sample_options_strategy(Direction.SELL, sample_options_datahandler.schema),
+                      stocks=sample_stock_portfolio)
+    tl_short, balance_short = bt.trade_log, bt.balance
+
+    last_day_balance_short = balance_short.iloc[-1].values
+
+    leg_1_costs = tl_short['leg_1']['cost']
+    leg_2_costs = tl_short['leg_2']['cost']
+    total_costs = tl_short['totals']['cost']
+    dates = tl_short['totals']['date'].dt.strftime("%Y-%m-%d")
+
+    assert np.allclose(last_day_balance_short, [
+        1010305.1222639999, 511978.532206, 202876.70306, 50312.368716, 245137.518282, 0.0, 0.0, 0.0, 16562.0, 0.0,
+        498326.590058, -0.004166, 1.010305
+    ],
+                       atol=tol)
+
+    assert np.allclose(leg_1_costs, [-188980.0, 186060.0], atol=tol)
+    assert np.allclose(leg_2_costs, [-5.0, 10.0], atol=tol)
+    assert np.allclose(total_costs, [-188985.0, 186070.0], atol=tol)
+    assert (dates == ['2017-03-01', '2017-04-03']).all()


-def run_backtest(direction):
-    data = HistoricalOptionsData("backtester/test/backtester/test_data/test_data.csv")
-    schema = data.schema
+# We use Portfolio Visualizer (https://www.portfoliovisualizer.com/backtest-portfolio)
+# to find the actual return for the Ivy porfolio.

+
+def test_only_stocks(ivy_portfolio, ivy_portfolio_datahandler, sample_options_datahandler):
+    allocation = {'stocks': 1.0, 'options': 0.0, 'cash': 0.0}
+    bt = run_backtest(ivy_portfolio_datahandler,
+                      sample_options_datahandler,
+                      sample_options_strategy(Direction.BUY, sample_options_datahandler.schema),
+                      stocks=ivy_portfolio,
+                      allocation=allocation)
+
+    balance = bt.balance[1:]
+    tolerance = 0.0001
+    assert np.allclose(balance['total capital'], balance['cash'] + balance['stocks capital'], rtol=tolerance)
+    assert np.allclose(balance['total capital'], bt.initial_capital * balance['accumulated return'], rtol=tolerance)
+    assert np.allclose(balance['options capital'], 0, rtol=tolerance)
+
+    actual_return = 1.025
+    return_tolerance = 0.01
+    assert np.isclose(balance['accumulated return'].iloc[-1], actual_return, rtol=return_tolerance)
+
+
+def test_only_cash(sample_stock_portfolio, sample_stocks_datahandler, sample_options_datahandler):
+    allocation = {'stocks': 0.0, 'options': 0.0, 'cash': 1.0}
+    bt = run_backtest(sample_stocks_datahandler,
+                      sample_options_datahandler,
+                      sample_options_strategy(Direction.BUY, sample_options_datahandler.schema),
+                      stocks=sample_stock_portfolio,
+                      allocation=allocation)
+
+    balance = bt.balance[1:]
+    tolerance = 0.0001
+    assert np.allclose(balance['total capital'], balance['cash'], rtol=tolerance)
+    assert np.allclose(balance['total capital'], bt.initial_capital * balance['accumulated return'], rtol=tolerance)
+    assert np.allclose(balance['stocks capital'], 0, rtol=tolerance)
+    assert np.allclose(balance['options capital'], 0, rtol=tolerance)
+    assert np.allclose(balance['% change'], 0, rtol=tolerance)
+    assert np.allclose(balance['accumulated return'], 1.0, rtol=tolerance)
+
+
+def test_only_options(sample_stock_portfolio, sample_stocks_datahandler, sample_options_datahandler):
+    allocation = {'stocks': 0.0, 'options': 1.0, 'cash': 0.0}
+    bt = run_backtest(sample_stocks_datahandler,
+                      sample_options_datahandler,
+                      sample_options_strategy(Direction.BUY, sample_options_datahandler.schema),
+                      stocks=sample_stock_portfolio,
+                      allocation=allocation)
+
+    balance = bt.balance[1:]
+    tolerance = 0.0001
+    assert np.allclose(balance['total capital'], balance['cash'] + balance['options capital'], rtol=tolerance)
+    assert np.allclose(balance['total capital'], bt.initial_capital * balance['accumulated return'], rtol=tolerance)
+    assert np.allclose(balance['stocks capital'], 0, rtol=tolerance)
+
+    actual_return = 0.992025
+    return_tolerance = 0.01
+    assert np.allclose(balance['accumulated return'].iloc[-1], actual_return, rtol=return_tolerance)
+
+
+def test_current_stock_capital(sample_stocks_datahandler, sample_stock_portfolio):
+    bt = Backtest({'stocks': 1, 'options': 0, 'cash': 0})
+    bt.stocks_data = sample_stocks_datahandler
+    bt.stocks = sample_stock_portfolio
+    stock_symbols = [stock.symbol for stock in sample_stock_portfolio]
+    bt._stocks_inventory = pd.DataFrame({'symbol': stock_symbols, 'price': [0, 0, 0], 'qty': [1, 5, 10]})
+    stocks = sample_stocks_datahandler.query('date == "2017-05-15"')
+
+    tolerance = 0.0000001
+    capital = bt._current_stock_capital(stocks)
+    actual_capital = 572.107697
+    assert np.isclose(capital, actual_capital, atol=tolerance)
+
+
+def test_buy_stocks(sample_stocks_datahandler, sample_stock_portfolio):
+    bt = Backtest({'stocks': 1, 'options': 0, 'cash': 0})
+    bt.stocks_data = sample_stocks_datahandler
+    bt.stocks = sample_stock_portfolio
+    sma_days = 30
+    bt.stocks_data.sma(sma_days)
+    stocks = bt.stocks_data.query('date == "2017-03-01"')
+    allocation = 100_000
+
+    tolerance = 0.0000001
+
+    bt.current_cash = allocation
+    bt._buy_stocks(stocks, allocation, 0)
+    inventory = bt._stocks_inventory
+    assert np.isclose(bt.current_cash, 157.41366399999242, atol=tolerance)
+    assert (inventory['symbol'].values == ['VOO', 'TUR', 'RSX']).all()
+    assert np.allclose(inventory['price'].values, [207.646172, 32.502688, 17.754331], atol=tolerance)
+    assert (inventory['qty'].values == [192., 307., 2816.]).all()
+
+    bt.current_cash = allocation
+    bt._buy_stocks(stocks, allocation, sma_days)
+    inventory = bt._stocks_inventory
+    assert np.isclose(bt.current_cash, 50153.60976, atol=tolerance)
+    assert (inventory['symbol'].values == ['VOO', 'TUR', 'RSX']).all()
+    assert np.allclose(inventory['price'].values, [207.646172, 32.502688, 17.754331], atol=tolerance)
+    assert (inventory['qty'].values == [192., 307., 0.]).all()
+
+
+def run_backtest(stock_data,
+                 options_data,
+                 strategy,
+                 stocks=None,
+                 allocation={
+                     'stocks': 0.50,
+                     'options': 0.50,
+                     'cash': 0
+                 },
+                 **kwargs):
+    bt = Backtest(allocation, **kwargs)
+    if stocks:
+        bt.stocks = stocks
+    bt.options_strategy = strategy
+    bt.options_data = options_data
+    bt.stocks_data = stock_data
+
+    bt.run(rebalance_freq=1)
+    return bt
+
+
+def sample_options_strategy(direction, schema):
    test_strat = Strategy(schema)
    leg1 = StrategyLeg("leg_1", schema, option_type=Type.CALL, direction=direction)
+    leg1.entry_filter = ((schema.contract == "SPX170317C00300000") &
+                         (schema.dte == 73)) | ((schema.contract == 'SPX170421C00500000') & (schema.dte == 51))

-    leg1.entry_filter = (schema.dte == 63)
-    leg1.exit_filter = (schema.dte <= 2)
+    leg1.exit_filter = (schema.dte == 44) | (schema.dte == 18)

    leg2 = StrategyLeg("leg_2", schema, option_type=Type.PUT, direction=direction)
+    leg2.entry_filter = ((schema.contract == 'SPX170317P00300000') &
+                         (schema.dte == 73)) | ((schema.contract == 'SPX170421P01375000') & (schema.dte == 51))

-    leg2.entry_filter = (schema.dte == 63)
-    leg2.exit_filter = (schema.dte <= 2)
+    leg2.exit_filter = (schema.dte == 44) | (schema.dte == 18)

    test_strat.add_legs([leg1, leg2])

-    bt = Backtest()
-    bt.strategy = test_strat
-    bt.data = data
-    bt.stop_if_broke = False
-
-    bt.run(monthly=False)
-    return bt.trade_log
+    return test_strat
@@ -0,0 +1,56 @@
+import os
+
+import pytest
+
+from backtester.datahandler import HistoricalOptionsData, TiingoData
+from backtester.enums import Stock
+
+TEST_DIR = os.path.abspath(os.path.dirname(__file__))
+
+SAMPLE_DATA_STOCKS = os.path.join(TEST_DIR, 'test_data', 'test_data_stocks.csv')
+IVY_PORTFOLIO_DATA = os.path.join(TEST_DIR, 'test_data', 'ivy_portfolio.csv')
+SAMPLE_DATA_OPTIONS = os.path.join(TEST_DIR, 'test_data', 'test_data_options.csv')
+
+# DataHandler fixtures
+
+
+@pytest.fixture(scope='module')
+def sample_stocks_datahandler():
+    data = TiingoData(SAMPLE_DATA_STOCKS)
+    return data
+
+
+@pytest.fixture(scope='module')
+def ivy_portfolio_datahandler():
+    data = TiingoData(IVY_PORTFOLIO_DATA)
+    return data
+
+
+@pytest.fixture(scope='module')
+def constant_price_stocks():
+    data = TiingoData(SAMPLE_DATA_STOCKS)
+    data['adjClose'] = data['close'] = 10.0
+    return data
+
+
+@pytest.fixture(scope='module')
+def sample_options_datahandler():
+    data = HistoricalOptionsData(SAMPLE_DATA_OPTIONS)
+    return data
+
+
+# Stock Porfolio fixtures
+
+
+@pytest.fixture(scope='module')
+def ivy_portfolio():
+    return [Stock('VTI', 0.2), Stock('VEU', 0.2), Stock('BND', 0.2), Stock('VNQ', 0.2), Stock('DBC', 0.2)]
+
+
+@pytest.fixture(scope='module')
+def sample_stock_portfolio():
+    VOO = Stock('VOO', 0.4)
+    TUR = Stock('TUR', 0.1)
+    RSX = Stock('RSX', 0.5)
+
+    return [VOO, TUR, RSX]
@@ -0,0 +1,15 @@
+def test_sma(sample_stocks_datahandler):
+    data = sample_stocks_datahandler
+    data.sma(30)
+    for symbol in data['symbol'].unique():
+        symbol_data = data.query('symbol == "{}"'.format(symbol))
+        sma = symbol_data.rolling(30)['adjClose'].mean().fillna(0)
+        assert (symbol_data['sma'] == sma).all()
+
+
+def test_constant_price_sma(constant_price_stocks):
+    fixed_price = constant_price_stocks['adjClose'].iloc[0]
+    for window in range(1, 20):
+        constant_price_stocks.sma(window)
+        for _symbol, data in constant_price_stocks.groupby('symbol'):
+            assert (data['sma'][window:] == fixed_price).all()
@@ -0,0 +1,769 @@
+symbol,date,close,high,low,open,volume,adjClose,adjHigh,adjLow,adjOpen,adjVolume,divCash,splitFactor
+VTI,2017-01-03,116.2,116.55,115.49,116.15,2731646,109.81434579209999,110.1451118939,109.1433631285,109.7670934918,2731646,0.0,1.0
+VTI,2017-01-04,117.09,117.19,116.4151,116.47,3228738,110.6554367366,110.7499413371,110.01762518780001,110.0695082135,3228738,0.0,1.0
+VTI,2017-01-05,116.86,117.0886,116.4,116.95,2604038,110.43807615540001,110.6541136722,110.00335499309999,110.5231302959,2604038,0.0,1.0
+VTI,2017-01-06,117.23,117.515,116.64,117.02,2317806,110.7877431773,111.05708128879999,110.2301660343,110.58928351629999,2317806,0.0,1.0
+VTI,2017-01-09,116.78,117.1357,116.735,117.1,2461680,110.362472475,110.698625339,110.3199454048,110.66488719670001,2461680,0.0,1.0
+VTI,2017-01-10,116.87,117.36,116.62,116.76,2055428,110.4475266155,110.910599158,110.2112651142,110.3435715549,2055428,0.0,1.0
+VTI,2017-01-11,117.24,117.24,116.4898,116.91,2751838,110.7971936374,110.7971936374,110.08822012440001,110.4853284557,2751838,0.0,1.0
+VTI,2017-01-12,116.93,117.04,116.01,117.04,2342402,110.5042293758,110.6081844364,109.6347870511,110.6081844364,2342402,0.0,1.0
+VTI,2017-01-13,117.22,117.4,116.98,116.99,2031780,110.77829271729999,110.9484009982,110.55148167610001,110.5609321361,2031780,0.0,1.0
+VTI,2017-01-17,116.7,117.06,116.4741,116.86,2583709,110.2868687946,110.62708535649999,110.0733829021,110.43807615540001,2583709,0.0,1.0
+VTI,2017-01-18,116.97,117.0,116.48,116.8,1901752,110.542031216,110.5703825962,110.0789586735,110.3813733951,1901752,0.0,1.0
+VTI,2017-01-19,116.51,117.14,116.24,117.03,1899267,110.1073100537,110.70268903690001,109.85214763229999,110.5987339763,1899267,0.0,1.0
+VTI,2017-01-20,116.91,117.23,116.59,116.84,2636114,110.4853284557,110.7877431773,110.1829137341,110.4191752353,2636114,0.0,1.0
+VTI,2017-01-23,116.6,116.97,116.17,116.75,1938950,110.1923641941,110.542031216,109.7859944119,110.3341210949,1938950,0.0,1.0
+VTI,2017-01-24,117.51,117.74,116.74,116.82,2165876,111.05235605879999,111.2697166399,110.3246706348,110.40027431520001,2165876,0.0,1.0
+VTI,2017-01-25,118.52,118.56,117.94,118.02,2427847,112.0068525239,112.0446543641,111.4587258409,111.5343295214,2427847,0.0,1.0
+VTI,2017-01-26,118.35,118.62,118.2299,118.56,2178512,111.846194703,112.10135712440001,111.73269467780001,112.0446543641,2178512,0.0,1.0
+VTI,2017-01-27,118.16,118.48,118.0236,118.45,1479541,111.66663596209999,111.9690506837,111.537731687,111.9406993035,1479541,0.0,1.0
+VTI,2017-01-30,117.36,117.8,116.68,117.73,3006131,110.910599158,111.32641940020001,110.2679678745,111.2602661799,3006131,0.0,1.0
+VTI,2017-01-31,117.46,117.46,116.73,117.0,3309743,111.0051037585,111.0051037585,110.31522017479999,110.5703825962,3309743,0.0,1.0
+VTI,2017-02-01,117.45,118.0401,117.07,117.86,2614514,110.9956532985,111.5533249461,110.6365358165,111.3831221605,2614514,0.0,1.0
+VTI,2017-02-02,117.53,117.72,117.02,117.21,1745302,111.0712569789,111.2508157198,110.58928351629999,110.76884225719999,1745302,0.0,1.0
+VTI,2017-02-03,118.42,118.5199,117.92,117.99,1837627,111.9123479234,112.00675801930001,111.43982492079999,111.5059781412,1837627,0.0,1.0
+VTI,2017-02-06,118.14,118.41,117.94,118.26,1598846,111.64773504200001,111.9028974633,111.4587258409,111.7611405626,1598846,0.0,1.0
+VTI,2017-02-07,118.13,118.53,117.96,118.43,3366070,111.63828458190001,112.01630298399999,111.47762676100001,111.9217983834,3366070,0.0,1.0
+VTI,2017-02-08,118.26,118.32,117.69,117.92,1835984,111.7611405626,111.8178433229,111.2224643397,111.43982492079999,1835984,0.0,1.0
+VTI,2017-02-09,119.04,119.2063,118.38,118.42,1635319,112.4982764466,112.65543759719999,111.8745460832,111.9123479234,1635319,0.0,1.0
+VTI,2017-02-10,119.54,119.7,119.21,119.29,1837821,112.9707994491,113.1220068099,112.6589342674,112.7345379478,1837821,0.0,1.0
+VTI,2017-02-13,120.14,120.33,119.87,119.92,1985570,113.53782705219999,113.7173857931,113.2826646308,113.329916931,1985570,0.0,1.0
+VTI,2017-02-14,120.58,120.63,119.8501,120.1,2051179,113.9536472944,114.00089959469999,113.2638582153,113.50002521200001,2051179,0.0,1.0
+VTI,2017-02-15,121.24,121.35,120.45,120.57,1998213,114.57737765780001,114.6813327183,113.8307913137,113.9441968343,1998213,0.0,1.0
+VTI,2017-02-16,121.13,121.37,120.64,121.25,2034805,114.4734225972,114.70023363840001,114.0103500547,114.58682811780001,2034805,0.0,1.0
+VTI,2017-02-17,121.31,121.31,120.66,120.66,1948471,114.6435308781,114.6435308781,114.0292509748,114.0292509748,1948471,0.0,1.0
+VTI,2017-02-21,122.03,122.13,121.39,121.55,2423039,115.32396400180001,115.4184686023,114.7191345585,114.8703419193,2423039,0.0,1.0
+VTI,2017-02-22,121.87,122.03,121.6807,121.82,1973959,115.172756641,115.32396400180001,114.9938594322,115.12550434069999,1973959,0.0,1.0
+VTI,2017-02-23,121.78,122.23,121.32,122.21,2024945,115.08770250049999,115.51297320280001,114.6529813382,115.4940722827,2024945,0.0,1.0
+VTI,2017-02-24,121.98,121.99,121.24,121.38,2962944,115.27671170149999,115.2861621616,114.57737765780001,114.7096840985,2962944,0.0,1.0
+VTI,2017-02-27,122.25,122.3554,121.74,121.92,2625148,115.5318741229,115.6314819718,115.04990066030001,115.2200089412,2625148,0.0,1.0
+VTI,2017-02-28,121.8,122.18,121.61,122.18,2231827,115.1066034206,115.4657209026,114.92704467959999,115.4657209026,2231827,0.0,1.0
+VTI,2017-03-01,123.44,123.727,122.65,122.81,2874677,116.656478869,116.9277070724,115.9098925249,116.0610998858,2874677,0.0,1.0
+VTI,2017-03-02,122.65,123.42,122.61,123.42,2421598,115.9098925249,116.63757794889999,115.8720906847,116.63757794889999,2421598,0.0,1.0
+VTI,2017-03-03,122.75,122.8,122.33,122.63,1651644,116.00439712549999,116.05164942569999,115.6074778033,115.89099160479999,1651644,0.0,1.0
+VTI,2017-03-06,122.27,122.48,121.9,122.48,1716343,115.55077504299999,115.7492347041,115.20110802110001,115.7492347041,1716343,0.0,1.0
+VTI,2017-03-07,121.88,122.29,121.75,122.21,1612658,115.182207101,115.5696759631,115.05935112040001,115.4940722827,1612658,0.0,1.0
+VTI,2017-03-08,121.54,122.18,121.47,121.99,2374579,114.8608914593,115.4657209026,114.7947382389,115.2861621616,2374579,0.0,1.0
+VTI,2017-03-09,121.6,121.8899,121.02,121.6,3852842,114.91759421959999,115.1915630565,114.3694675366,114.91759421959999,3852842,0.0,1.0
+VTI,2017-03-10,122.04,122.25,121.4551,122.19,2987473,115.3334144618,115.5318741229,114.78065705350001,115.47517136260001,2987473,0.0,1.0
+VTI,2017-03-13,122.13,122.16,121.86,122.06,2003857,115.4184686023,115.4468199824,115.16330618090001,115.3523153819,2003857,0.0,1.0
+VTI,2017-03-14,121.69,121.87,121.24,121.87,2269587,115.0026483601,115.172756641,114.57737765780001,115.172756641,2269587,0.0,1.0
+VTI,2017-03-15,122.79,123.04,121.8914,121.98,1892226,116.0421989657,116.2784604669,115.1929806255,115.27671170149999,1892226,0.0,1.0
+VTI,2017-03-16,122.64,123.0,122.43,122.96,2050110,115.90044206489999,116.2406586267,115.70198240379999,116.20285678649999,2050110,0.0,1.0
+VTI,2017-03-17,122.57,122.8848,122.45,122.84,1973987,115.83428884450001,116.1317893269,115.7208833239,116.0894512659,1973987,0.0,1.0
+VTI,2017-03-20,122.2717,122.62,122.0708,122.51,3239871,115.55238162120001,115.8815411448,115.3625218788,115.7775860842,3239871,0.0,1.0
+VTI,2017-03-21,120.57,122.72,120.444,122.69,3355145,113.9441968343,115.97604574530001,113.8251210377,115.9476943651,3355145,0.0,1.0
+VTI,2017-03-22,120.73,120.91,120.1,120.48,2896603,114.0954041952,114.2655124761,113.50002521200001,113.8591426939,2896603,0.0,1.0
+VTI,2017-03-23,120.69,121.39,120.4667,120.66,2257114,114.057602355,114.7191345585,113.846573582,114.0292509748,2257114,0.0,1.0
+VTI,2017-03-24,120.16,120.74,119.66,120.42,2305692,114.06894290700001,114.61954199889999,113.5942885174,114.31576318959999,2305692,0.542,1.0
+VTI,2017-03-27,120.02,120.19,118.89,119.18,2927702,113.93603967790001,114.09742217040001,112.8633207575,113.1386203034,2927702,0.0,1.0
+VTI,2017-03-28,120.86,121.14,119.78,119.96,2699241,114.7334590525,114.9992655106,113.7082055709,113.87908115120001,2699241,0.0,1.0
+VTI,2017-03-29,121.08,121.23,120.58,120.88,3196549,114.9423069839,115.0847033007,114.4676525943,114.752445228,3196549,0.0,1.0
+VTI,2017-03-30,121.53,121.62,120.99,121.14,2076852,115.36949593450001,115.4549337246,114.8568691937,114.9992655106,2076852,0.0,1.0
+VTI,2017-03-31,121.32,121.7155,121.26,121.42,1815860,115.1701410909,115.54559271299999,115.1131825641,115.26507196879999,1815860,0.0,1.0
+VTI,2017-04-03,121.02,121.5,120.33,121.45,3103060,114.8853484571,115.34101667110001,114.2303253995,115.29355123219999,3103060,0.0,1.0
+VTI,2017-04-04,121.08,121.105,120.64,120.89,2462645,114.9423069839,114.9660397034,114.524611121,114.7619383158,2462645,0.0,1.0
+VTI,2017-04-05,120.59,122.0199,120.441,121.49,3905750,114.47714568209999,115.83456230540001,114.335698674,115.3315235833,3905750,0.0,1.0
+VTI,2017-04-06,120.97,121.26,120.38,120.69,2056068,114.8378830182,115.1131825641,114.27779083840001,114.57207656,2056068,0.0,1.0
+VTI,2017-04-07,120.88,121.29,120.59,120.84,1997240,114.752445228,115.1416618275,114.47714568209999,114.7144728769,1997240,0.0,1.0
+VTI,2017-04-10,121.03,121.51,120.7,121.04,1669475,114.8948415449,115.35050975889999,114.58156964780001,114.9043346327,1669475,0.0,1.0
+VTI,2017-04-11,120.99,121.0,120.0591,120.87,2895455,114.8568691937,114.8663622815,113.97315765120001,114.7429521402,2895455,0.0,1.0
+VTI,2017-04-12,120.37,120.99,120.23,120.88,1967393,114.2682977507,114.8568691937,114.13539452159999,114.752445228,1967393,0.0,1.0
+VTI,2017-04-13,119.55,120.56,119.55,120.15,2852219,113.4898645517,114.44866641870001,113.4898645517,114.0594498192,2852219,0.0,1.0
+VTI,2017-04-17,120.59,120.61,119.68,119.88,3198909,114.47714568209999,114.49613185770001,113.613274693,113.80313644879999,3198909,0.0,1.0
+VTI,2017-04-18,120.33,120.565,119.85,120.2,1865766,114.2303253995,114.4534129626,113.77465718549999,114.10691525819999,1865766,0.0,1.0
+VTI,2017-04-19,120.23,120.92,120.0784,120.72,1807017,114.13539452159999,114.7904175792,113.9914793106,114.6005558234,1807017,0.0,1.0
+VTI,2017-04-20,121.22,121.4299,120.3748,120.59,1783429,115.07521021299999,115.27447012569999,114.2728544328,114.47714568209999,1783429,0.0,1.0
+VTI,2017-04-21,120.83,121.21,120.61,121.21,2006549,114.7049797891,115.06571712520001,114.49613185770001,115.06571712520001,2006549,0.0,1.0
+VTI,2017-04-24,122.11,122.2755,121.88,122.17,2178763,115.92009502639999,116.07720562940001,115.7017540072,115.9770535532,2178763,0.0,1.0
+VTI,2017-04-25,122.87,123.09,122.52,122.56,2145193,116.64156969860001,116.85041763,116.30931162590001,116.34728397709999,2145193,0.0,1.0
+VTI,2017-04-26,122.9,123.45,122.8546,122.9,3080062,116.67004896200001,117.19216879049999,116.6269503434,116.67004896200001,3080062,0.0,1.0
+VTI,2017-04-27,123.02,123.21,122.69,123.12,1868179,116.7839660155,116.9643346835,116.4706941184,116.8788968934,1868179,0.0,1.0
+VTI,2017-04-28,122.61,123.21,122.55,123.16,1795827,116.39474941600001,116.9643346835,116.33779088930001,116.9168692446,1795827,0.0,1.0
+VTI,2017-05-01,122.93,123.1942,122.62,122.93,1983507,116.69852822540001,116.9493356048,116.40424250379999,116.69852822540001,1983507,0.0,1.0
+VTI,2017-05-02,122.93,123.25,122.7,123.09,1756917,116.69852822540001,117.0023070347,116.48018720620001,116.85041763,1756917,0.0,1.0
+VTI,2017-05-03,122.63,122.78,122.28,122.59,3690976,116.4137355916,116.5561319085,116.08147751889999,116.3757632404,3690976,0.0,1.0
+VTI,2017-05-04,122.72,122.83,122.1601,122.83,1564459,116.4991733817,116.6035973474,115.96765539629999,116.6035973474,1564459,0.0,1.0
+VTI,2017-05-05,123.33,123.33,122.68,122.95,2057663,117.078251737,117.078251737,116.4612010306,116.7175144009,2057663,0.0,1.0
+VTI,2017-05-08,123.14,123.45,122.9,123.36,2150873,116.897883069,117.19216879049999,116.67004896200001,117.1067310004,2150873,0.0,1.0
+VTI,2017-05-09,123.1,123.4261,122.85,123.36,1846216,116.8599107178,117.1694803107,116.62258352299999,117.1067310004,1846216,0.0,1.0
+VTI,2017-05-10,123.37,123.38,122.93,123.09,1468633,117.1162240882,117.12571717600001,116.69852822540001,116.85041763,1468633,0.0,1.0
+VTI,2017-05-11,123.01,123.129,122.33,123.02,1500018,116.7744729277,116.8874406724,116.12894295790001,116.7839660155,1500018,0.0,1.0
+VTI,2017-05-12,122.77,122.91,122.595,122.91,1235304,116.5466388207,116.67954204979999,116.3805097843,116.67954204979999,1235304,0.0,1.0
+VTI,2017-05-15,123.43,123.59,123.04,123.07,3097149,117.173182615,117.32507201959999,116.8029521911,116.8314314545,3097149,0.0,1.0
+VTI,2017-05-16,123.36,123.65,123.0699,123.63,2128403,117.1067310004,117.38203054639999,116.8313365236,117.3630443708,2128403,0.0,1.0
+VTI,2017-05-17,121.14,122.56,121.07,122.31,3703517,114.9992655106,116.34728397709999,114.9328138961,116.10995678229999,3703517,0.0,1.0
+VTI,2017-05-18,121.5,122.02,120.85,120.94,2883455,115.34101667110001,115.83465723629999,114.7239659647,114.8094037548,2883455,0.0,1.0
+VTI,2017-05-19,122.37,122.77,121.8159,121.91,2144173,116.16691530899999,116.5466388207,115.64090331450001,115.7302332706,2144173,0.0,1.0
+VEU,2017-01-03,44.5,44.54,44.39,44.47,3659944,40.6522153181,40.6887566352,40.551726695999996,40.6248093302,3659944,0.0,1.0
+VEU,2017-01-04,45.01,45.01,44.7501,44.77,2614490,41.1181171116,41.1181171116,40.8806899035,40.8988692088,2614490,0.0,1.0
+VEU,2017-01-05,45.43,45.46,45.16,45.16,1850756,41.501800941599996,41.5292069295,41.2551470509,41.2551470509,1850756,0.0,1.0
+VEU,2017-01-06,45.26,45.31,45.19,45.27,2030140,41.3465003438,41.3921769902,41.2825530388,41.355635673,2030140,0.0,1.0
+VEU,2017-01-09,45.21,45.24,45.06,45.14,2213759,41.3008236973,41.3282296852,41.1637937581,41.2368763923,2213759,0.0,1.0
+VEU,2017-01-10,45.23,45.3867,45.23,45.26,1620113,41.3190943559,41.4622449658,41.3190943559,41.3465003438,1620113,0.0,1.0
+VEU,2017-01-11,45.6,45.6,45.14,45.24,2437833,41.6571015394,41.6571015394,41.2368763923,41.3282296852,2437833,0.0,1.0
+VEU,2017-01-12,45.62,45.69,45.46,45.69,2443289,41.675372198000005,41.739319503000004,41.5292069295,41.739319503000004,2443289,0.0,1.0
+VEU,2017-01-13,45.77,45.77,45.61,45.67,2576150,41.8124021373,41.8124021373,41.6662368687,41.7210488444,2576150,0.0,1.0
+VEU,2017-01-17,45.69,45.72,45.585,45.7,2435023,41.739319503000004,41.7667254909,41.6433985455,41.7484548323,2435023,0.0,1.0
+VEU,2017-01-18,45.48,45.64,45.385,45.58,1427893,41.547477588,41.6936428566,41.4606919598,41.6388308809,1427893,0.0,1.0
+VEU,2017-01-19,45.38,45.48,45.23,45.44,2017702,41.4561242952,41.547477588,41.3190943559,41.510936270900004,2017702,0.0,1.0
+VEU,2017-01-20,45.6,45.6,45.44,45.5,1382883,41.6571015394,41.6571015394,41.510936270900004,41.5657482466,1382883,0.0,1.0
+VEU,2017-01-23,45.73,45.78,45.535,45.62,2017851,41.7758608201,41.8215374666,41.5977218991,41.675372198000005,2017851,0.0,1.0
+VEU,2017-01-24,45.97,46.01,45.75,45.77,2133320,41.995108723,42.031650040100004,41.794131478699995,41.8124021373,2133320,0.0,1.0
+VEU,2017-01-25,46.4,46.41,46.18,46.23,1996364,42.387927882199996,42.397063211500004,42.186950638,42.2326272844,1996364,0.0,1.0
+VEU,2017-01-26,46.25,46.37,46.2,46.35,1802778,42.250897943000005,42.3605218944,42.2052212965,42.3422512358,1802778,0.0,1.0
+VEU,2017-01-27,46.17,46.25,46.09,46.23,1729930,42.1778153087,42.250897943000005,42.1047326744,42.2326272844,1729930,0.0,1.0
+VEU,2017-01-30,45.88,45.89,45.68,45.84,1991675,41.9128907594,41.9220260887,41.730184173699996,41.8763494423,1991675,0.0,1.0
+VEU,2017-01-31,46.01,46.03,45.79,45.94,3433359,42.031650040100004,42.0499206987,41.8306727959,41.967702735100005,3433359,0.0,1.0
+VEU,2017-02-01,46.12,46.26,46.0,46.21,2878028,42.1321386623,42.2600332722,42.022514710799996,42.2143566258,2878028,0.0,1.0
+VEU,2017-02-02,46.18,46.2565,46.09,46.21,2262766,42.186950638,42.256835906999996,42.1047326744,42.2143566258,2262766,0.0,1.0
+VEU,2017-02-03,46.41,46.46,46.24,46.33,1471660,42.397063211500004,42.4427398579,42.2417626137,42.3239805772,1471660,0.0,1.0
+VEU,2017-02-06,46.12,46.13,45.9801,46.06,1255117,42.1321386623,42.1412739915,42.0043354056,42.077326686599996,1255117,0.0,1.0
+VEU,2017-02-07,46.02,46.07,45.975,46.04,1220938,42.0407853694,42.0864620158,41.999676387600005,42.059056028,1220938,0.0,1.0
+VEU,2017-02-08,46.18,46.2,45.96,46.05,1151922,42.186950638,42.2052212965,41.9859733937,42.0681913573,1151922,0.0,1.0
+VEU,2017-02-09,46.33,46.39,46.22,46.27,1354424,42.3239805772,42.378792553000004,42.2234919551,42.2691686015,1354424,0.0,1.0
+VEU,2017-02-10,46.53,46.58,46.35,46.37,1445026,42.5066871629,42.5523638094,42.3422512358,42.3605218944,1445026,0.0,1.0
+VEU,2017-02-13,46.75,46.82,46.6801,46.71,1780130,42.7076644072,42.7716117122,42.6438084555,42.671123090100004,1780130,0.0,1.0
+VEU,2017-02-14,46.7,46.7199,46.4311,46.67,1857832,42.6619877608,42.680167066100005,42.4163387563,42.6345817729,1857832,0.0,1.0
+VEU,2017-02-15,46.94,46.96,46.57,46.57,3694444,42.8812356636,42.8995063222,42.543228480100005,42.543228480100005,3694444,0.0,1.0
+VEU,2017-02-16,46.99,47.01,46.9,46.98,1870974,42.9269123101,42.9451829686,42.8446943465,42.9177769808,1870974,0.0,1.0
+VEU,2017-02-17,46.87,46.87,46.69,46.73,2025551,42.8172883586,42.8172883586,42.6528524315,42.689393748600004,2025551,0.0,1.0
+VEU,2017-02-21,47.09,47.1,46.87,46.9,2401986,43.0182656029,43.0274009322,42.8172883586,42.8446943465,2401986,0.0,1.0
+VEU,2017-02-22,47.1,47.12,46.885,46.92,1978209,43.0274009322,43.0456715908,42.8309913526,42.8629650051,1978209,0.0,1.0
+VEU,2017-02-23,47.17,47.3,47.09,47.25,1727952,43.0913482372,43.2101075179,43.0182656029,43.164430871499995,1727952,0.0,1.0
+VEU,2017-02-24,46.76,46.8399,46.66,46.7,1628183,42.7167997365,42.7897910175,42.6254464436,42.6619877608,1628183,0.0,1.0
+VEU,2017-02-27,46.73,46.785,46.6,46.6,1769078,42.689393748600004,42.7396380597,42.5706344679,42.5706344679,1769078,0.0,1.0
+VEU,2017-02-28,46.59,46.7584,46.522,46.68,1705772,42.5614991387,42.7153380838,42.499378899499995,42.6437171022,1705772,0.0,1.0
+VEU,2017-03-01,47.1,47.18899999999999,46.89,46.9,1729098,43.0274009322,43.108705362799995,42.8355590172,42.8446943465,1729098,0.0,1.0
+VEU,2017-03-02,46.71,46.87,46.68,46.87,1771382,42.671123090100004,42.8172883586,42.6437171022,42.8172883586,1771382,0.0,1.0
+VEU,2017-03-03,46.96,46.99,46.695,46.75,2168516,42.8995063222,42.9269123101,42.657420096100005,42.7076644072,2168516,0.0,1.0
+VEU,2017-03-06,46.85,46.86,46.735,46.85,1474415,42.7990177001,42.8081530293,42.6939614133,42.7990177001,1474415,0.0,1.0
+VEU,2017-03-07,46.74,46.84,46.6628,46.76,1284590,42.6985290779,42.7898823708,42.6280043358,42.7167997365,1284590,0.0,1.0
+VEU,2017-03-08,46.5,46.7472,46.48,46.72,2458292,42.4792811751,42.705106515,42.461010516500004,42.6802584194,2458292,0.0,1.0
+VEU,2017-03-09,46.55,46.59,46.4,46.55,2591914,42.5249578215,42.5614991387,42.387927882199996,42.5249578215,2591914,0.0,1.0
+VEU,2017-03-10,46.93,46.96,46.77,46.88,1811419,42.8721003343,42.8995063222,42.7259350658,42.8264236879,1811419,0.0,1.0
+VEU,2017-03-13,47.23,47.23,47.1,47.1,1757000,43.1461602129,43.1461602129,43.0274009322,43.0274009322,1757000,0.0,1.0
+VEU,2017-03-14,46.88,46.97,46.83,46.93,942164,42.8264236879,42.9086416515,42.7807470415,42.8721003343,942164,0.0,1.0
+VEU,2017-03-15,47.65,47.69,47.0,47.02,1749764,43.5298440429,43.56638536,42.9360476393,42.9543182979,1749764,0.0,1.0
+VEU,2017-03-16,47.95,47.99,47.8401,47.95,1670615,43.8039039214,43.8404452385,43.70350665260001,43.8039039214,1670615,0.0,1.0
+VEU,2017-03-17,47.98,48.07,47.89,48.0,1411025,43.8313099093,43.913527872799996,43.749091945699995,43.8495805678,1411025,0.0,1.0
+VEU,2017-03-20,48.0193,48.15,47.95,48.0,1639510,43.8672117534,43.9866105071,43.8039039214,43.8495805678,1639510,0.0,1.0
+VEU,2017-03-21,47.69,48.3973,47.685,48.36,1920712,43.56638536,44.212527200299995,43.5618176954,44.1784524221,1920712,0.0,1.0
+VEU,2017-03-22,47.66,47.6689,47.38,47.45,2242054,43.678749910200004,43.6869064539,43.422139545600004,43.4862921368,2242054,0.153,1.0
+VEU,2017-03-23,47.73,47.8365,47.53,47.55,1767117,43.7429025013,43.840506086400005,43.5596093838,43.577938695600004,1767117,0.0,1.0
+VEU,2017-03-24,47.86,47.94,47.771,47.81,1524520,43.862043027700004,43.9353602748,43.7804775904,43.8162197484,1524520,0.0,1.0
+VEU,2017-03-27,47.95,47.9785,47.6562,47.73,1497092,43.944524930600004,43.9706441999,43.675267341,43.7429025013,1497092,0.0,1.0
+VEU,2017-03-28,48.1,48.18,47.95,47.97,1902183,44.0819947688,44.1553120158,43.944524930600004,43.9628542424,1902183,0.0,1.0
+VEU,2017-03-29,48.18,48.18,47.94,47.98,1531746,44.1553120158,44.1553120158,43.9353602748,43.9720188983,1531746,0.0,1.0
+VEU,2017-03-30,47.99,48.1477,47.96,48.04,1306761,43.9811835541,44.12571017729999,43.9536895865,44.0270068335,1306761,0.0,1.0
+VEU,2017-03-31,47.83,47.94,47.725,47.77,1193233,43.8345490601,43.9353602748,43.7383201734,43.7795611249,1193233,0.0,1.0
+VEU,2017-04-03,47.84,47.87,47.51,47.84,2729192,43.843713716,43.8712076836,43.541280072,43.843713716,2729192,0.0,1.0
+VEU,2017-04-04,47.88,47.89,47.62,47.69,2006765,43.8803723395,43.8895369954,43.6420912867,43.7062438778,2006765,0.0,1.0
+VEU,2017-04-05,47.64,48.026,47.64,47.89,2306961,43.660420598500004,44.0141763153,43.660420598500004,43.8895369954,2306961,0.0,1.0
+VEU,2017-04-06,47.65,47.7299,47.5633,47.65,2522960,43.6695852543,43.7428108548,43.5901276879,43.6695852543,2522960,0.0,1.0
+VEU,2017-04-07,47.59,47.7,47.54,47.56,1580473,43.6145973191,43.7154085337,43.5687740397,43.5871033514,1580473,0.0,1.0
+VEU,2017-04-10,47.52,47.6,47.46,47.53,1042868,43.5504447279,43.6237619749,43.495456792700004,43.5596093838,1042868,0.0,1.0
+VEU,2017-04-11,47.67,47.7004,47.36,47.68,1884299,43.6879145661,43.715775119899995,43.4038102339,43.697079222,1884299,0.0,1.0
+VEU,2017-04-12,47.73,47.74,47.51,47.67,1694025,43.7429025013,43.7520671572,43.541280072,43.6879145661,1694025,0.0,1.0
+VEU,2017-04-13,47.39,47.6299,47.39,47.57,1067794,43.4313042015,43.651164296000005,43.4313042015,43.5962680073,1067794,0.0,1.0
+VEU,2017-04-17,47.79,47.8,47.61,47.63,1278098,43.7978904366,43.8070550925,43.6329266308,43.6512559426,1278098,0.0,1.0
+VEU,2017-04-18,47.45,47.505,47.2635,47.41,1597393,43.4862921368,43.536697744099996,43.3153713047,43.4496335133,1597393,0.0,1.0
+VEU,2017-04-19,47.21,47.53,47.18,47.52,1188674,43.2663403957,43.5596093838,43.238846428100004,43.5504447279,1188674,0.0,1.0
+VEU,2017-04-20,47.64,47.72,47.6,47.62,1202625,43.660420598500004,43.7337378455,43.6237619749,43.6420912867,1202625,0.0,1.0
+VEU,2017-04-21,47.66,47.6757,47.5557,47.63,1060130,43.678749910200004,43.693138419899995,43.583162549399994,43.6512559426,1060130,0.0,1.0
+VEU,2017-04-24,48.66,48.7064,48.54,48.54,1763796,44.5952154979,44.6377395012,44.4852396274,44.4852396274,1763796,0.0,1.0
+VEU,2017-04-25,49.01,49.06,48.8736,48.91,1406827,44.9159784536,44.961801733,44.790972547399996,44.8243318948,1406827,0.0,1.0
+VEU,2017-04-26,48.85,49.04,48.85,48.91,3264074,44.7693439596,44.9434724212,44.7693439596,44.8243318948,3264074,0.0,1.0
+VEU,2017-04-27,48.83,48.93,48.72,48.93,1220193,44.7510146478,44.8426612066,44.6502034332,44.8426612066,1220193,0.0,1.0
+VEU,2017-04-28,48.83,48.88,48.801,48.87,1245121,44.7510146478,44.7968379272,44.724437145799996,44.7876732713,1245121,0.0,1.0
+VEU,2017-05-01,48.96,49.09,48.93,49.04,1676487,44.8701551742,44.9892957006,44.8426612066,44.9434724212,1676487,0.0,1.0
+VEU,2017-05-02,49.27,49.28,49.11,49.15,1277386,45.1542595064,45.1634241623,45.0076250124,45.0442836359,1277386,0.0,1.0
+VEU,2017-05-03,49.1,49.19,49.01,49.12,1223836,44.9984603565,45.0809422594,44.9159784536,45.0167896683,1223836,0.0,1.0
+VEU,2017-05-04,49.3,49.31,49.095,49.21,1127750,45.181753474,45.1909181299,44.993878028599994,45.0992715712,1127750,0.0,1.0
+VEU,2017-05-05,49.78,49.78,49.3,49.31,1275385,45.6216569561,45.6216569561,45.181753474,45.1909181299,1275385,0.0,1.0
+VEU,2017-05-08,49.52,49.6,49.4701,49.56,1707045,45.3833759033,45.4566931504,45.3376442705,45.4200345269,1707045,0.0,1.0
+VEU,2017-05-09,49.54,49.61,49.45,49.55,2404019,45.4017052151,45.4658578062,45.3192233122,45.410869871,2404019,0.0,1.0
+VEU,2017-05-10,49.64,49.66,49.53,49.59,1283289,45.4933517739,45.5116810856,45.3925405592,45.4475284945,1283289,0.0,1.0
+VEU,2017-05-11,49.59,49.61,49.4,49.52,1548461,45.4475284945,45.4658578062,45.2734000328,45.3833759033,1548461,0.0,1.0
+VEU,2017-05-12,49.84,49.84,49.64,49.64,1174404,45.6766448914,45.6766448914,45.4933517739,45.4933517739,1174404,0.0,1.0
+VEU,2017-05-15,50.16,50.16,50.01,50.01,1830096,45.9699138795,45.9699138795,45.8324440413,45.8324440413,1830096,0.0,1.0
+VEU,2017-05-16,50.36,50.41,50.3,50.39,2110313,46.153206997,46.1990302764,46.0982190618,46.1807009647,2110313,0.0,1.0
+VEU,2017-05-17,49.76,50.14,49.74,50.13,2262366,45.6033276444,45.9515845677,45.5849983326,45.9424199118,2262366,0.0,1.0
+VEU,2017-05-18,49.6,49.7267,49.35,49.45,3195011,45.4566931504,45.5728093403,45.2275767534,45.3192233122,3195011,0.0,1.0
+VEU,2017-05-19,50.28,50.32,50.03,50.05,1554436,46.07988975,46.1165483735,45.8507733531,45.869102664799996,1554436,0.0,1.0
+BND,2017-01-03,80.8,80.84,80.5,80.55,3312581,74.1847965619,74.2215217087,73.9093579608,73.9552643943,3312581,0.0,1.0
+BND,2017-01-04,80.86,80.8801,80.75,80.84,3095025,74.23988428210002,74.2583386684,74.1388901284,74.2215217087,3095025,0.0,1.0
+BND,2017-01-05,81.27,81.28,80.9,80.98,3890365,74.6163170369,74.6254983236,74.2766094289,74.3500597225,3890365,0.0,1.0
+BND,2017-01-06,80.95,81.13,80.95,81.1,2287987,74.3225158624,74.4877790231,74.3225158624,74.46023516300001,2287987,0.0,1.0
+BND,2017-01-09,81.15,81.18,81.09,81.17,1785910,74.5061415965,74.5336854566,74.4510538763,74.5245041699,1785910,0.0,1.0
+BND,2017-01-10,81.13,81.18,81.06,81.14,2250692,74.4877790231,74.5336854566,74.4235100162,74.4969603098,2250692,0.0,1.0
+BND,2017-01-11,81.17,81.43,81.06,81.14,2327647,74.5245041699,74.7632176242,74.4235100162,74.4969603098,2327647,0.0,1.0
+BND,2017-01-12,81.19,81.42,81.15,81.37,2981241,74.5428667433,74.7540363375,74.5061415965,74.70812990399999,2981241,0.0,1.0
+BND,2017-01-13,81.06,81.15,80.9135,81.12,2424983,74.4235100162,74.5061415965,74.289004166,74.4785977364,2424983,0.0,1.0
+BND,2017-01-17,81.31,81.4,81.21,81.34,2188598,74.6530421837,74.7356737641,74.56122931670002,74.6805860439,2188598,0.0,1.0
+BND,2017-01-18,80.89,81.21,80.875,81.21,1981696,74.2674281422,74.56122931670002,74.2536562122,74.56122931670002,1981696,0.0,1.0
+BND,2017-01-19,80.75,80.84,80.64,80.78,2121301,74.1388901284,74.2215217087,74.0378959746,74.1664339885,2121301,0.0,1.0
+BND,2017-01-20,80.81,80.85,80.62,80.67,1836282,74.1939778486,74.2307029954,74.0195334012,74.0654398347,1836282,0.0,1.0
+BND,2017-01-23,81.03,81.19,80.82,80.82,1490164,74.3959661561,74.5428667433,74.2031591353,74.2031591353,1490164,0.0,1.0
+BND,2017-01-24,80.91,81.05,80.8165,80.97,2136042,74.2857907156,74.4143287295,74.1999456849,74.3408784358,2136042,0.0,1.0
+BND,2017-01-25,80.67,80.7865,80.62,80.74,1897825,74.0654398347,74.17240182479999,74.0195334012,74.1297088417,1897825,0.0,1.0
+BND,2017-01-26,80.7,80.73,80.52,80.62,2381630,74.0929836949,74.120527555,73.9277205342,74.0195334012,2381630,0.0,1.0
+BND,2017-01-27,80.79,80.84,80.74,80.74,1768665,74.1756152752,74.2215217087,74.1297088417,74.1297088417,1768665,0.0,1.0
+BND,2017-01-30,80.77,80.885,80.75,80.78,2699524,74.1572527018,74.2628374989,74.1388901284,74.1664339885,2699524,0.0,1.0
+BND,2017-01-31,80.94,81.02,80.8,80.8,2857626,74.3133345757,74.38678486939999,74.1847965619,74.1847965619,2857626,0.0,1.0
+BND,2017-02-01,80.63,80.745,80.5,80.56,2313445,74.1829814215,74.2887862443,74.0633759696,74.1185784859,2313445,0.168023,1.0
+BND,2017-02-02,80.68,80.85,80.67,80.79,1745432,74.2289835184,74.3853906478,74.219783099,74.3301881315,1745432,0.0,1.0
+BND,2017-02-03,80.7,80.94,80.61,80.86,2398917,74.2473843571,74.4681944221,74.1645805828,74.3945910671,2398917,0.0,1.0
+BND,2017-02-06,80.95,81.01,80.8,80.96,3238073,74.4773948415,74.5325973578,74.3393885509,74.4865952609,3238073,0.0,1.0
+BND,2017-02-07,81.08,81.15,80.9,80.96,5239327,74.5970002934,74.661403229,74.4313927446,74.4865952609,5239327,0.0,1.0
+BND,2017-02-08,81.3,81.35,81.16,81.17,2172725,74.7994095196,74.8454116165,74.6706036484,74.67980406779999,2172725,0.0,1.0
+BND,2017-02-09,81.08,81.22,81.03,81.14,3410760,74.5970002934,74.7258061646,74.55099819649999,74.6522028096,3410760,0.0,1.0
+BND,2017-02-10,81.06,81.089,80.94,80.95,2011917,74.5785994546,74.6052806708,74.4681944221,74.4773948415,2011917,0.0,1.0
+BND,2017-02-13,80.97,81.01,80.8801,80.98,1863017,74.49579568029999,74.5325973578,74.4130839101,74.5049960996,1863017,0.0,1.0
+BND,2017-02-14,80.8,80.97,80.66,80.94,2178328,74.3393885509,74.49579568029999,74.2105826796,74.4681944221,2178328,0.0,1.0
+BND,2017-02-15,80.67,80.72,80.6,80.61,1503728,74.219783099,74.26578519590001,74.1553801634,74.1645805828,1503728,0.0,1.0
+BND,2017-02-16,80.82,80.94,80.73,80.74,3290696,74.3577893896,74.4681944221,74.2749856153,74.2841860346,3290696,0.0,1.0
+BND,2017-02-17,81.01,81.05,80.96,81.0,1520021,74.5325973578,74.5693990353,74.4865952609,74.5233969384,1520021,0.0,1.0
+BND,2017-02-21,81.0,81.08,80.9,80.94,1811284,74.5233969384,74.5970002934,74.4313927446,74.4681944221,1811284,0.0,1.0
+BND,2017-02-22,81.05,81.17,80.88,81.17,1965822,74.5693990353,74.67980406779999,74.4129919059,74.67980406779999,1965822,0.0,1.0
+BND,2017-02-23,81.2,81.2,81.13,81.17,1590520,74.7074053259,74.7074053259,74.6430023903,74.67980406779999,1590520,0.0,1.0
+BND,2017-02-24,81.5,81.52,81.32,81.36,1703834,74.9834179071,75.0018187459,74.8178103584,74.8546120359,1703834,0.0,1.0
+BND,2017-02-27,81.33,81.465,81.29,81.46,2005647,74.8270107778,74.9512164393,74.7902091003,74.9466162296,2005647,0.0,1.0
+BND,2017-02-28,81.27,81.405,81.26,81.33,1975726,74.7718082615,74.8960139231,74.7626078421,74.8270107778,1975726,0.0,1.0
+BND,2017-03-01,80.78,80.81,80.71,80.78,2954358,74.46670027399999,74.4943556467,74.402171071,74.46670027399999,2954358,0.158376,1.0
+BND,2017-03-02,80.63,80.715,80.54,80.71,2077305,74.3284234104,74.40678029979999,74.24545729229999,74.402171071,2077305,0.0,1.0
+BND,2017-03-03,80.69,80.69,80.53,80.64,2242758,74.3837341559,74.3837341559,74.2362388347,74.337641868,2242758,0.0,1.0
+BND,2017-03-06,80.64,80.72,80.57,80.72,1880936,74.337641868,74.4113895286,74.273112665,74.4113895286,1880936,0.0,1.0
+BND,2017-03-07,80.49,80.63,80.49,80.6,1644855,74.1993650044,74.3284234104,74.1993650044,74.30076803770001,1644855,0.0,1.0
+BND,2017-03-08,80.3,80.35,80.21,80.24,2173044,74.0242143105,74.0703065984,73.9412481924,73.9689035651,2173044,0.0,1.0
+BND,2017-03-09,80.05,80.18,80.02,80.16,2761256,73.7937528712,73.9135928196,73.7660974985,73.8951559045,2761256,0.0,1.0
+BND,2017-03-10,80.21,80.23,80.1,80.14,3430937,73.9412481924,73.9596851075,73.8398451591,73.87671898939999,3430937,0.0,1.0
+BND,2017-03-13,80.05,80.21,80.03,80.12,2164621,73.7937528712,73.9412481924,73.7753159561,73.8582820742,2164621,0.0,1.0
+BND,2017-03-14,80.04,80.14,80.02,80.03,3620704,73.7845344136,73.87671898939999,73.7660974985,73.7753159561,3620704,0.0,1.0
+BND,2017-03-15,80.54,80.55,80.13,80.16,2281368,74.24545729229999,74.2546757498,73.8675005318,73.8951559045,2281368,0.0,1.0
+BND,2017-03-16,80.42,80.53,80.41,80.48,2617769,74.1348358014,74.2362388347,74.1256173438,74.19014654680001,2617769,0.0,1.0
+BND,2017-03-17,80.58,80.61,80.47,80.47,1292991,74.2823311226,74.3099864953,74.1809280893,74.1809280893,1292991,0.0,1.0
+BND,2017-03-20,80.744,80.75,80.57,80.59,1510931,74.43351382680001,74.43904490130002,74.273112665,74.2915495801,1510931,0.0,1.0
+BND,2017-03-21,80.93,80.93,80.66,80.7,2078954,74.6049771376,74.6049771376,74.3560787831,74.3929526134,2078954,0.0,1.0
+BND,2017-03-22,81.04,81.107,80.9532,81.0,1339572,74.7063801709,74.7681438367,74.6263639592,74.66950634060001,1339572,0.0,1.0
+BND,2017-03-23,81.0,81.1,80.8934,81.07,1790362,74.66950634060001,74.7616909164,74.5712375829,74.7340355436,1790362,0.0,1.0
+BND,2017-03-24,80.98,81.07,80.93,80.94,3736682,74.6510694255,74.7340355436,74.6049771376,74.6141955952,3736682,0.0,1.0
+BND,2017-03-27,81.15,81.22,81.09,81.2,1870514,74.8077832042,74.8723124072,74.7524724588,74.8538754921,1870514,0.0,1.0
+BND,2017-03-28,81.0,81.23,80.96,81.23,1990824,74.66950634060001,74.8815308648,74.6326325103,74.8815308648,1990824,0.0,1.0
+BND,2017-03-29,81.16,81.16,81.025,81.05,1356818,74.8170016618,74.8170016618,74.6925524846,74.7155986285,1356818,0.0,1.0
+BND,2017-03-30,81.03,81.11,80.97,81.1,1403541,74.6971617133,74.7709093739,74.6418509679,74.7616909164,1403541,0.0,1.0
+BND,2017-03-31,81.08,81.1,81.01,81.01,2399459,74.7432540012,74.7616909164,74.6787247982,74.6787247982,2399459,0.0,1.0
+BND,2017-04-03,81.2,81.2,80.91,80.97,2142715,75.0139097592,75.0139097592,74.7460029387,74.801431936,2142715,0.173602,1.0
+BND,2017-04-04,81.11,81.18,81.08,81.18,1983228,74.9307662632,74.9954334268,74.90305176449999,74.9954334268,1983228,0.0,1.0
+BND,2017-04-05,81.18,81.24,81.015,81.07,2050810,74.9954334268,75.0508624242,74.8430036841,74.8938135983,2050810,0.0,1.0
+BND,2017-04-06,81.21,81.23,81.0601,81.18,1855272,75.0231479255,75.0416242579,74.8846678137,74.9954334268,1855272,0.0,1.0
+BND,2017-04-07,81.03,81.36,81.01,81.3,1608178,74.8568609334,75.1617204189,74.8383846009,75.10629142149999,1608178,0.0,1.0
+BND,2017-04-10,81.11,81.19,81.07,81.12,1481751,74.9307662632,75.004671593,74.8938135983,74.94000442939999,1481751,0.0,1.0
+BND,2017-04-11,81.37,81.41,81.23,81.24,1340521,75.1709585851,75.20791125,75.0416242579,75.0508624242,1340521,0.0,1.0
+BND,2017-04-12,81.56,81.56,81.3312,81.36,1801558,75.3464837434,75.3464837434,75.1351145001,75.1617204189,1801558,0.0,1.0
+BND,2017-04-13,81.68,81.729,81.52,81.61,1393521,75.4573417381,75.5026087526,75.3095310785,75.39267457449999,1393521,0.0,1.0
+BND,2017-04-17,81.63,81.73,81.54,81.69,1494596,75.41115090699999,75.5035325692,75.3280074109,75.4665799043,1494596,0.0,1.0
+BND,2017-04-18,81.92,81.9666,81.718,81.72,1783017,75.6790577276,75.7221075822,75.4924467698,75.494294403,1783017,0.0,1.0
+BND,2017-04-19,81.77,81.83,81.7201,81.83,1437089,75.5404852342,75.59591423149999,75.4943867847,75.59591423149999,1437089,0.0,1.0
+BND,2017-04-20,81.66,81.74,81.5834,81.74,1425716,75.4388654057,75.5127707355,75.3681010524,75.5127707355,1425716,0.0,1.0
+BND,2017-04-21,81.68,81.79,81.655,81.73,1241682,75.4573417381,75.5589615666,75.4342463226,75.5035325692,1241682,0.0,1.0
+BND,2017-04-24,81.57,81.59,81.43,81.48,2665681,75.3557219096,75.37419824210002,75.2263875825,75.2725784136,2665681,0.0,1.0
+BND,2017-04-25,81.32,81.4571,81.27,81.41,1670922,75.12476775399999,75.2514230129,75.0785769228,75.20791125,1670922,0.0,1.0
+BND,2017-04-26,81.4,81.42,81.26,81.29,1876229,75.1986730838,75.2171494162,75.0693387566,75.0970532553,1876229,0.0,1.0
+BND,2017-04-27,81.46,81.525,81.3746,81.42,1543129,75.2541020811,75.3141501616,75.1752081416,75.2171494162,1543129,0.0,1.0
+BND,2017-04-28,81.55,81.59,81.36,81.4,2100002,75.33724557720001,75.37419824210002,75.1617204189,75.1986730838,2100002,0.0,1.0
+BND,2017-05-01,81.23,81.4087,81.14,81.34,1478157,75.1967386118,75.36216588239999,75.11342325439999,75.2985684929,1478157,0.167906,1.0
+BND,2017-05-02,81.37,81.38,81.2,81.24,1664291,75.3263402787,75.3355975406,75.168966826,75.2059958737,1664291,0.0,1.0
+BND,2017-05-03,81.28,81.45,81.215,81.4,2948426,75.2430249214,75.40039837409999,75.18285271890001,75.3541120645,2948426,0.0,1.0
+BND,2017-05-04,81.19,81.2,81.09,81.14,1216082,75.1597095641,75.168966826,75.0671369448,75.11342325439999,1216082,0.0,1.0
+BND,2017-05-05,81.24,81.24,81.1047,81.2,1658920,75.2059958737,75.2059958737,75.0807451199,75.168966826,1658920,0.0,1.0
+BND,2017-05-08,81.1,81.21,81.06,81.19,1832262,75.0763942068,75.1782240879,75.0393651591,75.1597095641,1832262,0.0,1.0
+BND,2017-05-09,81.06,81.1,81.0,81.05,2532184,75.0393651591,75.0763942068,74.9838215875,75.0301078971,2532184,0.0,1.0
+BND,2017-05-10,81.05,81.2,81.01,81.14,1845536,75.0301078971,75.168966826,74.99307884939999,75.11342325439999,1845536,0.0,1.0
+BND,2017-05-11,81.11,81.11,80.93,81.0,1421523,75.0856514687,75.0856514687,74.919020754,74.9838215875,1421523,0.0,1.0
+BND,2017-05-12,81.35,81.38,81.25,81.29,1510314,75.3078257549,75.3355975406,75.21525313560001,75.2522821833,1510314,0.0,1.0
+BND,2017-05-15,81.33,81.39,81.3,81.3,1823465,75.289311231,75.3448548026,75.2615394452,75.2615394452,1823465,0.0,1.0
+BND,2017-05-16,81.41,81.51,81.36,81.36,1760573,75.3633693264,75.4559419456,75.3170830168,75.3170830168,1760573,0.0,1.0
+BND,2017-05-17,81.85,81.87,81.63,81.63,1987109,75.77068885109999,75.7892033749,75.5670290887,75.5670290887,1987109,0.0,1.0
+BND,2017-05-18,81.78,81.892,81.74,81.87,1881841,75.7058880176,75.8095693512,75.6688589699,75.7892033749,1881841,0.0,1.0
+BND,2017-05-19,81.83,81.8343,81.7,81.81,1394681,75.75217432720001,75.7561549499,75.6318299222,75.7336598034,1394681,0.0,1.0
+VNQ,2017-01-03,82.8,83.0,82.14,82.98,9380344,72.7227670446,72.8984259022,72.1430928146,72.8808600165,9380344,0.0,1.0
+VNQ,2017-01-04,84.01,84.19,82.83,82.91,6598743,73.78550313310001,73.9435961049,72.7491158733,72.8193794163,6598743,0.0,1.0
+VNQ,2017-01-05,84.28,84.38,82.92,83.7,8555674,74.0226425908,74.1104720196,72.82816235920002,73.5132319038,8555674,0.0,1.0
+VNQ,2017-01-06,84.29,84.7,83.82,84.02,3901163,74.0314255337,74.3915261918,73.61862721840001,73.794286076,3901163,0.0,1.0
+VNQ,2017-01-09,83.53,84.53,83.495,84.53,3546074,73.3639218749,74.24221616279999,73.3331815748,74.24221616279999,3546074,0.0,1.0
+VNQ,2017-01-10,82.82,83.57,82.78,83.57,3959633,72.7403329304,73.3990536464,72.70520115890001,73.3990536464,3959633,0.0,1.0
+VNQ,2017-01-11,82.31,82.96,82.23,82.87,4498021,72.2924028435,72.8632941307,72.2221393005,72.78424764479999,4498021,0.0,1.0
+VNQ,2017-01-12,82.73,82.77,81.6,82.4,4670739,72.66128644449999,72.696418216,71.6688138991,72.3714493294,4670739,0.0,1.0
+VNQ,2017-01-13,82.61,83.02,82.33,82.72,3658131,72.5558911299,72.915991788,72.3099687293,72.6525035016,3658131,0.0,1.0
+VNQ,2017-01-17,83.25,83.32,82.76,82.96,4139242,73.1179994742,73.17948007439999,72.6876352731,72.8632941307,4139242,0.0,1.0
+VNQ,2017-01-18,83.39,83.665,83.03,83.22,3317394,73.2409606745,73.4824916037,72.9247747309,73.0916506456,3317394,0.0,1.0
+VNQ,2017-01-19,82.54,83.25,82.3361,83.08,3169244,72.49441052979999,73.1179994742,72.31532632439999,72.9686894453,3169244,0.0,1.0
+VNQ,2017-01-20,83.14,83.1873,82.38,82.57,3285567,73.0213871026,73.0629304224,72.3538834437,72.5207593584,3285567,0.0,1.0
+VNQ,2017-01-23,83.84,83.97,83.0,83.26,3165576,73.6361931041,73.7503713616,72.8984259022,73.1267824171,3165576,0.0,1.0
+VNQ,2017-01-24,83.86,84.21,83.5,83.84,4204177,73.6537589899,73.96116199069999,73.33757304619998,73.6361931041,4204177,0.0,1.0
+VNQ,2017-01-25,83.31,84.16,83.055,83.81,3461494,73.17069713149999,73.9172472763,72.9467320881,73.6098442755,3461494,0.0,1.0
+VNQ,2017-01-26,83.15,83.72,83.0341,83.32,4093711,73.0301700454,73.5307977896,72.9283757375,73.17948007439999,4093711,0.0,1.0
+VNQ,2017-01-27,82.34,83.5,82.02,83.39,2996199,72.31875167220001,73.33757304619998,72.0376975,73.2409606745,2996199,0.0,1.0
+VNQ,2017-01-30,81.78,82.27,81.57,82.1,3182619,71.8269068709,72.257271072,71.6424650704,72.1079610431,3182619,0.0,1.0
+VNQ,2017-01-31,82.37,82.95,81.8,81.8,11091498,72.3451005008,72.8545111878,71.8444727567,71.8444727567,11091498,0.0,1.0
+VNQ,2017-02-01,81.38,82.89,81.32,82.28,4555854,71.47558915569999,72.8018135306,71.4228914984,72.26605401489999,4555854,0.0,1.0
+VNQ,2017-02-02,82.35,82.43,81.42,81.43,4754825,72.327534615,72.3977981581,71.5107209272,71.5195038701,4754825,0.0,1.0
+VNQ,2017-02-03,82.8,83.23,82.46,82.96,4165139,72.7227670446,73.10043358850001,72.4241469867,72.8632941307,4165139,0.0,1.0
+VNQ,2017-02-06,82.66,83.06,82.48899999999998,82.9,2985824,72.59980584430001,72.9511235595,72.4496175211,72.8105964734,2985824,0.0,1.0
+VNQ,2017-02-07,82.37,83.03,82.235,82.73,3250658,72.3451005008,72.9247747309,72.2265307719,72.66128644449999,3250658,0.0,1.0
+VNQ,2017-02-08,83.02,83.2,82.3,82.62,3316789,72.915991788,73.0740847598,72.2836199007,72.5646740728,3316789,0.0,1.0
+VNQ,2017-02-09,83.22,83.38,82.92,83.0,2806990,73.0916506456,73.2321777317,72.82816235920002,72.8984259022,2806990,0.0,1.0
+VNQ,2017-02-10,83.81,83.86,83.03,83.19,2983820,73.6098442755,73.6537589899,72.9247747309,73.06530181699999,2983820,0.0,1.0
+VNQ,2017-02-13,83.84,84.2,83.38,83.88,3968165,73.6361931041,73.9523790478,73.2321777317,73.6713248757,3968165,0.0,1.0
+VNQ,2017-02-14,83.4,83.69,82.75,83.64,2688061,73.2497436174,73.5044489609,72.6788523302,73.46053424649999,2688061,0.0,1.0
+VNQ,2017-02-15,83.12,83.25,82.34,82.88,3687277,73.0038212168,73.1179994742,72.31875167220001,72.7930305877,3687277,0.0,1.0
+VNQ,2017-02-16,83.61,84.17,83.12,83.21,3097815,73.4341854179,73.9260302192,73.0038212168,73.0828677027,3097815,0.0,1.0
+VNQ,2017-02-17,83.77,83.9,83.069,83.81,2624200,73.57471250399999,73.6888907614,72.95902820810001,73.6098442755,2624200,0.0,1.0
+VNQ,2017-02-21,84.84,84.93,83.57,83.68,5646684,74.5144873921,74.593533878,73.3990536464,73.49566601810001,5646684,0.0,1.0
+VNQ,2017-02-22,84.56,85.25,84.13,84.96,3464404,74.2685649915,74.8745880502,73.89089844770001,74.6198827067,3464404,0.0,1.0
+VNQ,2017-02-23,85.0,85.07,84.22,84.79,3430911,74.6550144782,74.7164950784,73.96994493359999,74.4705726777,3430911,0.0,1.0
+VNQ,2017-02-24,85.4,85.43,84.52,84.98,3667437,75.0063321934,75.03268102199999,74.23343322,74.63744859239999,3667437,0.0,1.0
+VNQ,2017-02-27,85.85,86.16,85.32,85.39,3326666,75.401564623,75.6738358522,74.9360686503,74.9975492505,3326666,0.0,1.0
+VNQ,2017-02-28,85.26,85.85,85.06,85.85,5778083,74.8833709931,75.401564623,74.7077121355,75.401564623,5778083,0.0,1.0
+VNQ,2017-03-01,85.0,85.49,84.7,85.0,6282779,74.6550144782,75.0853786793,74.3915261918,74.6550144782,6282779,0.0,1.0
+VNQ,2017-03-02,84.54,84.95,84.25,84.88,3060437,74.2509991057,74.6110997638,73.9962937622,74.5496191636,3060437,0.0,1.0
+VNQ,2017-03-03,84.21,84.55,83.35,84.47,4177733,73.96116199069999,74.2597820486,73.205828903,74.1895185056,4177733,0.0,1.0
+VNQ,2017-03-06,83.83,84.1,83.43,84.06,3237738,73.6274101613,73.864549619,73.2760924461,73.8294178475,3237738,0.0,1.0
+VNQ,2017-03-07,83.43,83.79,83.03,83.65,4658035,73.2760924461,73.5922783897,72.9247747309,73.4693171894,4658035,0.0,1.0
+VNQ,2017-03-08,81.89,83.04,81.83,82.94,4814124,71.92351924260001,72.9335576738,71.87082158529999,72.845728245,4814124,0.0,1.0
+VNQ,2017-03-09,80.66,82.22,80.48,81.73,5604251,70.8432172684,72.2133563576,70.68512429649999,71.7829921565,5604251,0.0,1.0
+VNQ,2017-03-10,80.41,81.71,79.98,81.3,6278799,70.62364369640001,71.76542627069999,70.2459771525,71.40532561270001,6278799,0.0,1.0
+VNQ,2017-03-13,80.61,81.11,80.34,80.5,4691167,70.799302554,71.238449698,70.5621630962,70.70269018229999,4691167,0.0,1.0
+VNQ,2017-03-14,80.59,80.79,80.07,80.53,4582403,70.7817366682,70.9573955258,70.3250236385,70.7290390109,4582403,0.0,1.0
+VNQ,2017-03-15,82.22,82.635,80.78,80.83,7177832,72.2133563576,72.5778484871,70.9486125829,70.9925272973,7177832,0.0,1.0
+VNQ,2017-03-16,82.06,82.62,81.91,82.13,4456696,72.0728292715,72.5646740728,71.9410851283,72.1343098717,4456696,0.0,1.0
+VNQ,2017-03-17,82.44,82.7,82.0,82.4,4380626,72.406581101,72.6349376158,72.0201316143,72.3714493294,4380626,0.0,1.0
+VNQ,2017-03-20,82.2991,82.74,82.16,82.5,2748459,72.2828294358,72.67006938739999,72.1606587003,72.4592787582,2748459,0.0,1.0
+VNQ,2017-03-21,82.01,82.72,81.88,82.48,6969660,72.0289145571,72.6525035016,71.9147362997,72.4417128725,6969660,0.0,1.0
+VNQ,2017-03-22,81.37,81.56,80.55,81.51,4618023,71.9893913142,72.1574874718,71.2639236863,72.1132516409,4618023,0.595,1.0
+VNQ,2017-03-23,81.97,82.63,81.26,81.38,7610221,72.5202212858,73.1041342545,71.89207248609999,71.9982384804,7610221,0.0,1.0
+VNQ,2017-03-24,81.88,82.45,81.78,82.09,4399217,72.44059679,72.944885263,72.3521251281,72.6263872801,4399217,0.0,1.0
+VNQ,2017-03-27,81.14,82.12,80.885,81.76,4555963,71.7859064917,72.6529287787,71.5603037538,72.3344307957,4555963,0.0,1.0
+VNQ,2017-03-28,81.49,81.61,80.57,81.33,4231891,72.0955573085,72.20172330279999,71.2816180187,71.9540026494,4231891,0.0,1.0
+VNQ,2017-03-29,81.95,81.96,81.21,81.46,3123293,72.50252695340001,72.5113741196,71.8478366551,72.0690158099,3123293,0.0,1.0
+VNQ,2017-03-30,82.1,82.225,81.275,81.82,4593334,72.6352344463,72.7458240237,71.9053432353,72.3875137929,4593334,0.0,1.0
+VNQ,2017-03-31,82.59,82.8864,81.99,82.13,7167920,73.0687455897,73.3309755957,72.5379156182,72.6617759449,7167920,0.0,1.0
+VNQ,2017-04-03,82.83,82.985,82.32,82.36,7468996,73.2810775784,73.41820865439999,72.8298721025,72.8652607673,7468996,0.0,1.0
+VNQ,2017-04-04,82.83,83.37,82.5995,82.71,5359286,73.2810775784,73.7588245528,73.07715039760001,73.1749115841,5359286,0.0,1.0
+VNQ,2017-04-05,82.95,83.41,82.82,82.91,4738723,73.3872435727,73.7942132176,73.2722304122,73.3518549079,4738723,0.0,1.0
+VNQ,2017-04-06,83.39,83.535,82.4335,82.77,4711527,73.7765188852,73.904802795,72.93028743880002,73.2279945812,4711527,0.0,1.0
+VNQ,2017-04-07,83.51,83.88,83.27,83.59,4483834,73.8826848795,74.2100300287,73.6703528909,73.9534622091,4483834,0.0,1.0
+VNQ,2017-04-10,84.03,84.16,83.36,83.56,2547820,74.3427375216,74.4577506821,73.7499773866,73.9269207105,2547820,0.0,1.0
+VNQ,2017-04-11,84.61,84.77,83.94,84.06,3864186,74.8558731608,74.9974278199,74.2631130258,74.36927902020001,3864186,0.0,1.0
+VNQ,2017-04-12,84.46,84.9,84.31,84.58,3526946,74.7231656679,75.1124409804,74.590458175,74.8293316622,3526946,0.0,1.0
+VNQ,2017-04-13,84.27,84.65,84.16,84.43,2759502,74.5550695102,74.8912618256,74.4577506821,74.69662416930001,2759502,0.0,1.0
+VNQ,2017-04-17,85.29,85.31,84.31,84.4,3875010,75.45748046189999,75.4751747943,74.590458175,74.6700826707,3875010,0.0,1.0
+VNQ,2017-04-18,85.52,85.6,85.16,85.22,2807318,75.66096528439999,75.73174261390001,75.3424673014,75.3955502986,2807318,0.0,1.0
+VNQ,2017-04-19,85.4,85.72,85.25,85.45,3622934,75.55479929,75.8379086082,75.4220917971,75.599035121,3622934,0.0,1.0
+VNQ,2017-04-20,85.41,85.47,84.8,85.24,3109054,75.5636464562,75.6167294534,75.0239693184,75.413244631,3109054,0.0,1.0
+VNQ,2017-04-21,85.1,85.46,84.955,85.36,3261924,75.2893843042,75.6078822872,75.1611003944,75.5194106253,3261924,0.0,1.0
+VNQ,2017-04-24,84.16,85.55,83.39,85.5,6595301,74.4577506821,75.6875067829,73.7765188852,75.643270952,6595301,0.0,1.0
+VNQ,2017-04-25,84.51,84.64,84.02,84.16,3412276,74.7674014988,74.8824146594,74.3338903554,74.4577506821,3412276,0.0,1.0
+VNQ,2017-04-26,83.88,84.62,83.67,84.45,4185489,74.2100300287,74.864720327,74.0242395386,74.7143185017,4185489,0.0,1.0
+VNQ,2017-04-27,83.66,84.21,83.495,84.01,4822219,74.0153923724,74.50198651310001,73.8694141302,74.3250431892,4822219,0.0,1.0
+VNQ,2017-04-28,82.79,83.57,82.49,83.44,5983748,73.24568891359999,73.9357678767,72.9802739278,73.8207547162,5983748,0.0,1.0
+VNQ,2017-05-01,83.28,83.53,82.46,83.15,6003561,73.6792000571,73.9003792119,72.9537324292,73.56418689659999,6003561,0.0,1.0
+VNQ,2017-05-02,83.14,83.59,82.83,83.38,4930021,73.5553397304,73.9534622091,73.2810775784,73.76767171899999,4930021,0.0,1.0
+VNQ,2017-05-03,82.03,83.2,81.76100000000002,83.1,6207577,72.5733042829,73.6084227275,72.3353155123,73.5199510656,6207577,0.0,1.0
+VNQ,2017-05-04,81.63,81.76,80.7,81.52,8025099,72.2194176352,72.3344307957,71.3966311792,72.1220988071,8025099,0.0,1.0
+VNQ,2017-05-05,82.4,82.4,81.77,81.81,5458059,72.9006494321,72.9006494321,72.3432779619,72.3786666267,5458059,0.0,1.0
+VNQ,2017-05-08,81.82,82.58,81.365,82.58,3940834,72.3875137929,73.0598984236,71.9849677311,73.0598984236,3940834,0.0,1.0
+VNQ,2017-05-09,81.38,81.92,81.06,81.81,5790894,71.9982384804,72.4759854548,71.7151291622,72.3786666267,5790894,0.0,1.0
+VNQ,2017-05-10,82.02,82.3,81.17,81.37,3801407,72.5644571167,72.8121777701,71.8124479903,71.9893913142,3801407,0.0,1.0
+VNQ,2017-05-11,81.61,81.85,80.9,81.72,3542814,72.20172330279999,72.41405529149999,71.5735745031,72.2990421309,3542814,0.0,1.0
+VNQ,2017-05-12,81.28,81.78,81.21,81.75,3115409,71.9097668184,72.3521251281,71.8478366551,72.3255836295,3115409,0.0,1.0
+VNQ,2017-05-15,81.52,82.2158,81.3,81.35,3263946,72.1220988071,72.7376846308,71.9274611508,71.97169698180001,3263946,0.0,1.0
+VNQ,2017-05-16,80.97,81.69,80.71,81.52,4338574,71.63550466640001,72.2725006324,71.4054783454,72.1220988071,4338574,0.0,1.0
+VNQ,2017-05-17,81.3,81.61,80.75,80.92,7243679,71.9274611508,72.20172330279999,71.44086701020001,71.5912688355,7243679,0.0,1.0
+VNQ,2017-05-18,81.75,81.96,80.73,81.17,4128222,72.3255836295,72.5113741196,71.4231726778,71.8124479903,4128222,0.0,1.0
+VNQ,2017-05-19,82.19,82.6799,81.345,81.69,6390302,72.71485894199999,73.1482816138,71.9672733987,72.2725006324,6390302,0.0,1.0
+DBC,2017-01-03,15.65,15.98,15.585,15.97,5935170,15.2036276052,15.5242152799,15.140481548,15.5145005019,5935170,0.0,1.0
+DBC,2017-01-04,15.77,15.8,15.61,15.66,3281478,15.3202049415,15.3493492755,15.164768493099999,15.213342383199999,3281478,0.0,1.0
+DBC,2017-01-05,15.85,15.92,15.7,15.84,28475953,15.3979231656,15.4659266118,15.2522014953,15.3882083876,28475953,0.0,1.0
+DBC,2017-01-06,15.83,15.89,15.75,15.85,2782087,15.3784936096,15.436782277699999,15.3007753854,15.3979231656,2782087,0.0,1.0
+DBC,2017-01-09,15.59,15.71,15.56,15.71,3365965,15.1453389371,15.261916273299999,15.116194603,15.261916273299999,3365965,0.0,1.0
+DBC,2017-01-10,15.52,15.7,15.51,15.66,1915147,15.0773354909,15.2522014953,15.0676207129,15.213342383199999,1915147,0.0,1.0
+DBC,2017-01-11,15.69,15.77,15.49,15.63,2711922,15.2424867173,15.3202049415,15.048191156800003,15.1841980492,2711922,0.0,1.0
+DBC,2017-01-12,15.92,15.989,15.83,15.83,1752715,15.4659266118,15.532958580199999,15.3784936096,15.3784936096,1752715,0.0,1.0
+DBC,2017-01-13,15.89,15.91,15.8201,15.85,1240969,15.436782277699999,15.456211833800001,15.3688759794,15.3979231656,1240969,0.0,1.0
+DBC,2017-01-17,15.88,16.08,15.88,16.06,2168075,15.4270674997,15.6213630602,15.4270674997,15.601933504100002,2168075,0.0,1.0
+DBC,2017-01-18,15.74,15.88,15.67,15.8,1570600,15.2910606074,15.4270674997,15.223057161199998,15.3493492755,1570600,0.0,1.0
+DBC,2017-01-19,15.69,15.7999,15.69,15.77,2495886,15.2424867173,15.3492521278,15.2424867173,15.3202049415,2495886,0.0,1.0
+DBC,2017-01-20,15.87,15.9377,15.71,15.89,1780932,15.4173527217,15.4831217689,15.261916273299999,15.436782277699999,1780932,0.0,1.0
+DBC,2017-01-23,15.87,15.91,15.76,15.77,1390745,15.4173527217,15.456211833800001,15.310490163399999,15.3202049415,1390745,0.0,1.0
+DBC,2017-01-24,15.91,15.98,15.89,15.95,2219182,15.456211833800001,15.5242152799,15.436782277699999,15.495070945899998,2219182,0.0,1.0
+DBC,2017-01-25,15.81,15.88,15.765,15.8,1724204,15.3590640536,15.4270674997,15.3153475525,15.3493492755,1724204,0.0,1.0
+DBC,2017-01-26,15.88,15.96,15.87,15.89,2201365,15.4270674997,15.504785723900001,15.4173527217,15.436782277699999,2201365,0.0,1.0
+DBC,2017-01-27,15.75,15.9,15.69,15.9,1835637,15.3007753854,15.4464970558,15.2424867173,15.4464970558,1835637,0.0,1.0
+DBC,2017-01-30,15.66,15.69,15.62,15.68,4275017,15.213342383199999,15.2424867173,15.1744832711,15.232771939300001,4275017,0.0,1.0
+DBC,2017-01-31,15.75,15.84,15.7,15.78,14620186,15.3007753854,15.3882083876,15.2522014953,15.329919719500001,14620186,0.0,1.0
+DBC,2017-02-01,15.92,15.95,15.76,15.8,4732012,15.4659266118,15.495070945899998,15.310490163399999,15.3493492755,4732012,0.0,1.0
+DBC,2017-02-02,15.92,15.98,15.87,15.97,3617149,15.4659266118,15.5242152799,15.4173527217,15.5145005019,3617149,0.0,1.0
+DBC,2017-02-03,15.91,15.95,15.82,15.85,2433534,15.456211833800001,15.495070945899998,15.3687788316,15.3979231656,2433534,0.0,1.0
+DBC,2017-02-06,15.81,15.935,15.78,15.91,2332827,15.3590640536,15.480498778800001,15.329919719500001,15.456211833800001,2332827,0.0,1.0
+DBC,2017-02-07,15.74,15.75,15.67,15.69,2026529,15.2910606074,15.3007753854,15.223057161199998,15.2424867173,2026529,0.0,1.0
+DBC,2017-02-08,15.8,15.8354,15.685,15.75,2314612,15.3493492755,15.383739589700001,15.237629328299999,15.3007753854,2314612,0.0,1.0
+DBC,2017-02-09,15.88,15.91,15.82,15.91,1669716,15.4270674997,15.456211833800001,15.3687788316,15.456211833800001,1669716,0.0,1.0
+DBC,2017-02-10,16.05,16.07,15.98,16.01,2768614,15.592218726099999,15.6116482821,15.5242152799,15.553359614000001,2768614,0.0,1.0
+DBC,2017-02-13,15.87,15.91,15.84,15.9,1122521,15.4173527217,15.456211833800001,15.3882083876,15.4464970558,1122521,0.0,1.0
+DBC,2017-02-14,15.89,15.99,15.84,15.97,1679740,15.436782277699999,15.533930058,15.3882083876,15.5145005019,1679740,0.0,1.0
+DBC,2017-02-15,15.91,15.9599,15.84,15.87,1350379,15.456211833800001,15.5046885761,15.3882083876,15.4173527217,1350379,0.0,1.0
+DBC,2017-02-16,15.81,15.94,15.79,15.91,1300268,15.3590640536,15.4853561678,15.3396344975,15.456211833800001,1300268,0.0,1.0
+DBC,2017-02-17,15.78,15.785,15.69,15.71,2265544,15.329919719500001,15.334777108499999,15.2424867173,15.261916273299999,2265544,0.0,1.0
+DBC,2017-02-21,15.76,15.88,15.73,15.85,1838728,15.310490163399999,15.4270674997,15.281345829400001,15.3979231656,1838728,0.0,1.0
+DBC,2017-02-22,15.68,15.7,15.65,15.69,2480686,15.232771939300001,15.2522014953,15.2036276052,15.2424867173,2480686,0.0,1.0
+DBC,2017-02-23,15.73,15.84,15.69,15.83,2209653,15.281345829400001,15.3882083876,15.2424867173,15.3784936096,2209653,0.0,1.0
+DBC,2017-02-24,15.7,15.74,15.655,15.74,1371642,15.2522014953,15.2910606074,15.2084849942,15.2910606074,1371642,0.0,1.0
+DBC,2017-02-27,15.66,15.74,15.65,15.72,1914255,15.213342383199999,15.2910606074,15.2036276052,15.271631051400002,1914255,0.0,1.0
+DBC,2017-02-28,15.72,15.73,15.6,15.63,2321025,15.271631051400002,15.281345829400001,15.1550537151,15.1841980492,2321025,0.0,1.0
+DBC,2017-03-01,15.79,15.85,15.75,15.81,2324044,15.3396344975,15.3979231656,15.3007753854,15.3590640536,2324044,0.0,1.0
+DBC,2017-03-02,15.54,15.65,15.53,15.62,1381236,15.0967650469,15.2036276052,15.0870502689,15.1744832711,1381236,0.0,1.0
+DBC,2017-03-03,15.62,15.63,15.53,15.56,1805581,15.1744832711,15.1841980492,15.0870502689,15.116194603,1805581,0.0,1.0
+DBC,2017-03-06,15.6,15.6966,15.6,15.69,1297766,15.1550537151,15.248898470799999,15.1550537151,15.2424867173,1297766,0.0,1.0
+DBC,2017-03-07,15.53,15.64,15.52,15.64,1468045,15.0870502689,15.1939128272,15.0773354909,15.1939128272,1468045,0.0,1.0
+DBC,2017-03-08,15.18,15.545,15.15,15.48,4012228,14.7470330381,15.101622436,14.717888704100002,15.0384763788,4012228,0.0,1.0
+DBC,2017-03-09,15.05,15.1499,14.93,15.13,4657754,14.620740923800001,14.717791556300002,14.504163587599999,14.698459148,4657754,0.0,1.0
+DBC,2017-03-10,14.91,15.08,14.87,15.05,4163741,14.4847340315,14.6498852579,14.445874919400001,14.620740923800001,4163741,0.0,1.0
+DBC,2017-03-13,14.89,14.965,14.86,14.92,2701206,14.4653044755,14.5381653107,14.4361601414,14.4944488096,2701206,0.0,1.0
+DBC,2017-03-14,14.83,14.85,14.7,14.78,2946350,14.4070158074,14.4264453634,14.280723693099999,14.3584419172,2946350,0.0,1.0
+DBC,2017-03-15,14.96,14.99,14.87,14.92,3442653,14.5333079216,14.562452255699997,14.445874919400001,14.4944488096,3442653,0.0,1.0
+DBC,2017-03-16,14.94,15.02,14.93,15.02,2088325,14.5138783656,14.5915965898,14.504163587599999,14.5915965898,2088325,0.0,1.0
+DBC,2017-03-17,14.99,15.02,14.94,15.0,1161788,14.562452255699997,14.5915965898,14.5138783656,14.5721670337,1161788,0.0,1.0
+DBC,2017-03-20,14.9817,15.04,14.94,14.96,2166405,14.55438899,14.611026145799999,14.5138783656,14.5333079216,2166405,0.0,1.0
+DBC,2017-03-21,14.9,15.06,14.89,15.02,1882036,14.4750192535,14.6304557019,14.4653044755,14.5915965898,1882036,0.0,1.0
+DBC,2017-03-22,14.89,14.935,14.77,14.86,1921486,14.4653044755,14.5090209766,14.348727139200001,14.4361601414,1921486,0.0,1.0
+DBC,2017-03-23,14.86,14.89,14.82,14.87,1511520,14.4361601414,14.4653044755,14.397301029300001,14.445874919400001,1511520,0.0,1.0
+DBC,2017-03-24,14.91,14.92,14.86,14.9,1372420,14.4847340315,14.4944488096,14.4361601414,14.4750192535,1372420,0.0,1.0
+DBC,2017-03-27,14.89,14.9,14.77,14.81,2123961,14.4653044755,14.4750192535,14.348727139200001,14.387586251300002,2123961,0.0,1.0
+DBC,2017-03-28,14.98,15.06,14.95,14.96,1713273,14.5527374777,14.6304557019,14.5235931436,14.5333079216,1713273,0.0,1.0
+DBC,2017-03-29,15.12,15.14,15.02,15.04,2552967,14.68874437,14.708173925999999,14.5915965898,14.611026145799999,2552967,0.0,1.0
+DBC,2017-03-30,15.18,15.22,15.1202,15.16,1325058,14.7470330381,14.7858921502,14.6889386656,14.727603482100001,1325058,0.0,1.0
+DBC,2017-03-31,15.21,15.25,15.14,15.15,3000072,14.776177372200001,14.8150364843,14.708173925999999,14.717888704100002,3000072,0.0,1.0
+DBC,2017-04-03,15.15,15.27,15.14,15.25,4604322,14.717888704100002,14.8344660403,14.708173925999999,14.8150364843,4604322,0.0,1.0
+DBC,2017-04-04,15.3,15.32,15.15,15.23,4604387,14.8636103744,14.883039930499999,14.717888704100002,14.7956069283,4604387,0.0,1.0
+DBC,2017-04-05,15.33,15.47,15.31,15.47,4604593,14.892754708499998,15.0287616008,14.8733251524,15.0287616008,4604593,0.0,1.0
+DBC,2017-04-06,15.37,15.44,15.37,15.4,2856183,14.931613820599999,14.999617266700001,14.931613820599999,14.9607581546,2856183,0.0,1.0
+DBC,2017-04-07,15.41,15.47,15.39,15.42,6227130,14.9704729327,15.0287616008,14.951043376600001,14.9801877107,6227130,0.0,1.0
+DBC,2017-04-10,15.53,15.53,15.45,15.48,945755,15.0870502689,15.0870502689,15.0093320447,15.0384763788,945755,0.0,1.0
+DBC,2017-04-11,15.56,15.59,15.4401,15.52,1391664,15.116194603,15.1453389371,14.9997144145,15.0773354909,1391664,0.0,1.0
+DBC,2017-04-12,15.56,15.64,15.52,15.56,1429337,15.116194603,15.1939128272,15.0773354909,15.116194603,1429337,0.0,1.0
+DBC,2017-04-13,15.61,15.65,15.56,15.63,2122972,15.164768493099999,15.2036276052,15.116194603,15.1841980492,2122972,0.0,1.0
+DBC,2017-04-17,15.52,15.63,15.52,15.61,1866010,15.0773354909,15.1841980492,15.0773354909,15.164768493099999,1866010,0.0,1.0
+DBC,2017-04-18,15.46,15.4899,15.35,15.44,1462969,15.0190468228,15.048094009100002,14.9121842645,14.999617266700001,1462969,0.0,1.0
+DBC,2017-04-19,15.19,15.48,15.13,15.47,2094492,14.756747816199999,15.0384763788,14.698459148,15.0287616008,2094492,0.0,1.0
+DBC,2017-04-20,15.13,15.235,15.11,15.22,1847358,14.698459148,14.8004643173,14.679029592000001,14.7858921502,1847358,0.0,1.0
+DBC,2017-04-21,14.98,15.15,14.95,15.15,1585084,14.5527374777,14.717888704100002,14.5235931436,14.717888704100002,1585084,0.0,1.0
+DBC,2017-04-24,14.93,14.97,14.89,14.97,1767648,14.504163587599999,14.5430226997,14.4653044755,14.5430226997,1767648,0.0,1.0
+DBC,2017-04-25,15.0,15.01,14.855,14.89,1586409,14.5721670337,14.5818818118,14.4313027524,14.4653044755,1586409,0.0,1.0
+DBC,2017-04-26,14.92,15.046,14.9,14.94,5213778,14.4944488096,14.6168550126,14.4750192535,14.5138783656,5213778,0.0,1.0
+DBC,2017-04-27,14.84,14.84,14.71,14.8,919028,14.4167305854,14.4167305854,14.290438471099998,14.377871473299999,919028,0.0,1.0
+DBC,2017-04-28,14.8,14.905,14.78,14.87,2065889,14.377871473299999,14.4798766425,14.3584419172,14.445874919400001,2065889,0.0,1.0
+DBC,2017-05-01,14.83,14.89,14.8025,14.81,3598660,14.4070158074,14.4653044755,14.3803001678,14.387586251300002,3598660,0.0,1.0
+DBC,2017-05-02,14.67,14.8399,14.63,14.82,3161977,14.251579359,14.4166334376,14.2127202469,14.397301029300001,3161977,0.0,1.0
+DBC,2017-05-03,14.61,14.7,14.57,14.7,2146443,14.1932906909,14.280723693099999,14.1544315788,14.280723693099999,2146443,0.0,1.0
+DBC,2017-05-04,14.26,14.4727,14.24,14.46,3352873,13.8532734601,14.0599067886,13.833843904,14.0475690205,3352873,0.0,1.0
+DBC,2017-05-05,14.46,14.49,14.31,14.32,2436220,14.0475690205,14.0767133546,13.9018473502,13.9115621282,2436220,0.0,1.0
+DBC,2017-05-08,14.4,14.455,14.32,14.39,1583092,13.9892803524,14.042711631500001,13.9115621282,13.9795655744,1583092,0.0,1.0
+DBC,2017-05-09,14.33,14.4399,14.3065,14.43,1472964,13.9212769062,14.0280423167,13.8984471779,14.018424686500001,1472964,0.0,1.0
+DBC,2017-05-10,14.56,14.6,14.42,14.43,2232071,14.1447168007,14.1835759128,14.008709908399998,14.018424686500001,2232071,0.0,1.0
+DBC,2017-05-11,14.62,14.6693,14.5887,14.63,1312198,14.2030054689,14.2508993245,14.172598213699999,14.2127202469,1312198,0.0,1.0
+DBC,2017-05-12,14.62,14.66,14.58,14.66,788714,14.2030054689,14.241864581,14.1641463568,14.241864581,788714,0.0,1.0
+DBC,2017-05-15,14.7,14.83,14.69,14.83,893761,14.280723693099999,14.4070158074,14.271008915,14.4070158074,893761,0.0,1.0
+DBC,2017-05-16,14.72,14.79,14.72,14.77,755684,14.300153249100001,14.3681566953,14.300153249100001,14.348727139200001,755684,0.0,1.0
+DBC,2017-05-17,14.82,14.88,14.75,14.81,3215022,14.397301029300001,14.4555896975,14.329297583199999,14.387586251300002,3215022,0.0,1.0
+DBC,2017-05-18,14.78,14.85,14.6801,14.72,841738,14.3584419172,14.4264453634,14.2613912848,14.300153249100001,841738,0.0,1.0
+DBC,2017-05-19,15.07,15.07,14.95,14.96,736627,14.6401704799,14.6401704799,14.5235931436,14.5333079216,736627,0.0,1.0
+TLT,2017-01-03,119.64,119.99,118.18,118.41,13217317,110.63378819729999,110.9574410381,109.2836934901,109.4963796426,13217317,0.0,1.0
+TLT,2017-01-04,120.1,120.24,119.45,119.76,6699562,111.05916050229999,111.18862163860001,110.45809094090001,110.74475488549999,6699562,0.0,1.0
+TLT,2017-01-05,121.98,122.03,120.17,120.45,13265820,112.7976386184,112.8438747385,111.1238910704,111.3828133431,13265820,0.0,1.0
+TLT,2017-01-06,120.86,121.54,120.75,121.13,8369334,111.76194952799999,112.39076076139999,111.66023006370001,112.0116245765,8369334,0.0,1.0
+TLT,2017-01-09,121.83,122.0,121.46,121.88,8839108,112.6589302581,112.8161330664,112.31678296930001,112.70516637819999,8839108,0.0,1.0
+TLT,2017-01-10,121.75,121.91,121.28,121.55,8417941,112.5849524659,112.73290805020001,112.1503329369,112.4000079855,8417941,0.0,1.0
+TLT,2017-01-11,122.16,122.69,121.41,121.94,9402523,112.9640886508,113.4541915239,112.2705468492,112.7606497223,9402523,0.0,1.0
+TLT,2017-01-12,121.89,123.14,121.83,122.8,9977612,112.7144136022,113.8703166049,112.6589302581,113.5559109882,9977612,0.0,1.0
+TLT,2017-01-13,121.31,121.75,120.62,121.33,9820003,112.17807460889999,112.5849524659,111.5400161514,112.196569057,9820003,0.0,1.0
+TLT,2017-01-17,122.58,122.94,121.99,122.81,7853301,113.35247205969999,113.6853721245,112.80688584239999,113.56515821219999,7853301,0.0,1.0
+TLT,2017-01-18,121.01,121.96,120.91,121.77,9064689,111.9006578883,112.7791441704,111.8081856481,112.6034469139,9064689,0.0,1.0
+TLT,2017-01-19,120.18,120.58,119.55,120.49,11795591,111.13313829450001,111.50302725530001,110.5505631811,111.4198022391,11795591,0.0,1.0
+TLT,2017-01-20,119.94,120.31,119.29,119.84,16953217,110.91120491790001,111.2533522067,110.3101353565,110.8187326777,16953217,0.0,1.0
+TLT,2017-01-23,121.14,121.87,120.02,120.34,13118414,112.02087180059999,112.6959191542,110.9851827101,111.2810938788,13118414,0.0,1.0
+TLT,2017-01-24,120.31,121.13,119.8,120.77,8394978,111.2533522067,112.0116245765,110.7817437816,111.6787245118,8394978,0.0,1.0
+TLT,2017-01-25,118.8,119.6,118.56,119.28,11115069,109.85702137950001,110.59679930120001,109.6350880029,110.3008881325,11115069,0.0,1.0
+TLT,2017-01-26,119.2,119.26,118.33,118.91,7827932,110.22691034030001,110.28239368450001,109.42240185040001,109.95874084370001,7827932,0.0,1.0
+TLT,2017-01-27,119.63,119.83,119.25,119.4,7197762,110.6245409733,110.8094854537,110.27314646040001,110.4118548208,7197762,0.0,1.0
+TLT,2017-01-30,119.27,119.88,119.2,119.44,6569509,110.2916409085,110.8557215738,110.22691034030001,110.4488437169,6569509,0.0,1.0
+TLT,2017-01-31,120.1,120.4,119.25,119.33,13298521,111.05916050229999,111.3365772229,110.27314646040001,110.3471242526,13298521,0.0,1.0
+TLT,2017-02-01,119.1,119.53,118.58,119.1,10975521,110.3740882331,110.7725841017,109.8921862526,110.3740882331,10975521,0.25915900000000003,1.0
+TLT,2017-02-02,119.05,120.14,119.0,119.93,6978567,110.3277515042,111.3378921942,110.28141477530001,111.1432779328,6978567,0.0,1.0
+TLT,2017-02-03,119.0,119.87,118.47,119.44,10275574,110.28141477530001,111.08767385819999,109.790245449,110.6891779896,10275574,0.0,1.0
+TLT,2017-02-06,119.72,120.13,119.12,119.76,8433772,110.9486636715,111.3286248484,110.39262292469999,110.98573305459999,8433772,0.0,1.0
+TLT,2017-02-07,120.6,121.01,119.47,119.78,8418420,111.76419010010001,112.144151277,110.716980027,111.00426774610001,8418420,0.0,1.0
+TLT,2017-02-08,122.24,122.27,121.41,121.42,15734201,113.28403480790001,113.3118368452,112.51484510819999,112.52411245399999,15734201,0.0,1.0
+TLT,2017-02-09,120.83,121.59,120.66,121.41,16890586,111.977339053,112.68165733219999,111.8197941747,112.51484510819999,16890586,0.0,1.0
+TLT,2017-02-10,120.76,120.95,120.11,120.11,7978462,111.9124676325,112.08854720229999,111.3100901569,111.3100901569,7978462,0.0,1.0
+TLT,2017-02-13,120.38,120.41,119.88,120.25,11536780,111.5603084929,111.5881105302,111.09694120389999,111.43983299780001,11536780,0.0,1.0
+TLT,2017-02-14,119.51,120.3,118.83,120.24,13210451,110.75404941010001,111.4861697267,110.1238698971,111.43056565200001,13210451,0.0,1.0
+TLT,2017-02-15,118.96,119.22,118.65,118.76,8481015,110.24434539219999,110.4852963825,109.9570576731,110.0589984766,8481015,0.0,1.0
+TLT,2017-02-16,119.61,120.21,119.12,119.22,10005829,110.84672286790001,111.40276361469999,110.39262292469999,110.4852963825,10005829,0.0,1.0
+TLT,2017-02-17,120.32,120.7,120.13,120.61,7886448,111.50470441819999,111.85686355780001,111.3286248484,111.7734574458,7886448,0.0,1.0
+TLT,2017-02-21,120.11,120.61,119.6,119.68,8703755,111.3100901569,111.7734574458,110.83745552209999,110.9115942883,8703755,0.0,1.0
+TLT,2017-02-22,120.31,120.82,119.59,120.8,8101522,111.4954370724,111.9680717072,110.82818817629999,111.9495370156,8101522,0.0,1.0
+TLT,2017-02-23,120.67,120.74,120.33,120.57,5330784,111.82906152049999,111.893932941,111.51397176399999,111.7363880627,5330784,0.0,1.0
+TLT,2017-02-24,122.01,122.14,121.26,121.35,11335989,113.070885855,113.1913613501,112.3758349215,112.4592410335,11335989,0.0,1.0
+TLT,2017-02-27,121.29,121.9,121.23,121.81,11039831,112.40363695879999,112.9689450514,112.3480328842,112.8855389394,11039831,0.0,1.0
+TLT,2017-02-28,121.74,122.08,121.32,121.5,8410508,112.8206675189,113.13575727540001,112.43143899620001,112.5982512202,8410508,0.0,1.0
+TLT,2017-03-01,119.47,119.55,118.95,119.44,10717113,110.9337219299,111.0080058317,110.45087656780001,110.9058654667,10717113,0.233877,1.0
+TLT,2017-03-02,119.04,119.21,118.62,119.01,8201247,110.5344459574,110.6922992488,110.1444554727,110.5065894942,8201247,0.0,1.0
+TLT,2017-03-03,119.35,119.35,118.55,119.23,9515219,110.82229607709999,110.82229607709999,110.0794570586,110.71087022430001,9515219,0.0,1.0
+TLT,2017-03-06,118.78,119.12,118.52,119.12,4489229,110.29302327639999,110.6087298593,110.0516005954,110.6087298593,4489229,0.0,1.0
+TLT,2017-03-07,118.42,118.68,118.25,118.48,7080088,109.95874571799999,110.2001683991,109.8008924266,110.01445864440001,7080088,0.0,1.0
+TLT,2017-03-08,117.78,117.95,117.23,117.31,11336336,109.3644745032,109.52232779469999,108.853772678,108.9280565798,11336336,0.0,1.0
+TLT,2017-03-09,116.84,117.48,116.77,117.34,10575439,108.4916386564,109.08590987129999,108.4266402423,108.955913043,10575439,0.0,1.0
+TLT,2017-03-10,117.25,117.32,116.68,117.14,9218505,108.8723436534,108.9373420676,108.34307085270001,108.7702032884,9218505,0.0,1.0
+TLT,2017-03-13,116.51,117.09,116.49,116.83,6993071,108.18521756129999,108.72377584969999,108.1666465858,108.4823531687,6993071,0.0,1.0
+TLT,2017-03-14,117.07,117.35,116.71,116.77,9869230,108.70520487430001,108.9651985308,108.3709273159,108.4266402423,9869230,0.0,1.0
+TLT,2017-03-15,118.5,118.83,117.43,117.56,14600488,110.03302961989999,110.339450715,109.0394824326,109.16019377309999,14600488,0.0,1.0
+TLT,2017-03-16,117.9,118.15,117.63,117.99,8018165,109.475900356,109.7080375493,109.2251921872,109.5594697456,8018165,0.0,1.0
+TLT,2017-03-17,118.64,118.75,118.03,118.11,7266766,110.1630264481,110.2651668132,109.59661169649999,109.67089559840001,7266766,0.0,1.0
+TLT,2017-03-20,119.15,119.23,118.5,118.55,5497756,110.63658632239999,110.71087022430001,110.03302961989999,110.0794570586,5497756,0.0,1.0
+TLT,2017-03-21,120.14,120.3,119.02,119.05,12540662,111.55584960790002,111.7044174116,110.51587498190001,110.54373144510001,12540662,0.0,1.0
+TLT,2017-03-22,120.62,121.17,120.43,120.72,11661374,112.001553019,112.5122548442,111.82512875209999,112.0944078963,11661374,0.0,1.0
+TLT,2017-03-23,120.45,121.02,120.06,120.83,6746461,111.8436997276,112.3729725283,111.481565706,112.1965482614,6746461,0.0,1.0
+TLT,2017-03-24,120.88,121.1,120.4,120.53,5819630,112.2429757,112.4472564301,111.79727228889999,111.9179836294,5819630,0.0,1.0
+TLT,2017-03-27,121.43,121.97,121.19,121.83,6878473,112.7536775253,113.25509386280001,112.5308258197,113.1250970345,6878473,0.0,1.0
+TLT,2017-03-28,120.62,121.82,120.49,121.79,6811244,112.001553019,113.1158115468,111.8808416785,113.08795508360001,6811244,0.0,1.0
+TLT,2017-03-29,121.34,121.38,120.88,120.94,6291020,112.67010813569999,112.7072500866,112.2429757,112.2986886264,6291020,0.0,1.0
+TLT,2017-03-30,120.36,121.09,120.32,121.07,7042448,111.760130338,112.4379709424,111.722988387,112.4193999669,7042448,0.0,1.0
+TLT,2017-03-31,120.71,120.81,120.21,120.28,5144760,112.0851224086,112.1779772859,111.620848022,111.68584643610001,5144760,0.0,1.0
+TLT,2017-04-03,121.67,121.87,120.4,120.45,12996495,113.21289874940001,113.398997046,112.0311745659,112.07769914,12996495,0.254558,1.0
+TLT,2017-04-04,121.01,121.59,120.95,121.37,6976660,112.5987743706,113.1384594308,112.5429448816,112.9337513045,6976660,0.0,1.0
+TLT,2017-04-05,121.38,121.52,120.36,120.56,8555235,112.9430562193,113.07332502700001,111.9939549066,112.1800532032,8555235,0.0,1.0
+TLT,2017-04-06,121.2,121.41,120.52,121.24,6496995,112.7755677524,112.97097096379999,112.1428335438,112.8127874117,6496995,0.0,1.0
+TLT,2017-04-07,120.71,122.25,120.69,121.84,10264226,112.31962692559999,113.7525838096,112.30101709600001,113.3710823015,10264226,0.0,1.0
+TLT,2017-04-10,121.27,121.62,121.0,121.14,5314493,112.84070215620001,113.1663741753,112.5894694557,112.7197382634,5314493,0.0,1.0
+TLT,2017-04-11,122.42,122.65,121.72,121.8,11297362,113.9107673617,114.12478040290002,113.2594233236,113.33386264219999,11297362,0.0,1.0
+TLT,2017-04-12,123.09,123.19,122.29,122.51,11532463,114.53419665540001,114.6272458037,113.78980346889999,113.99451159520001,11532463,0.0,1.0
+TLT,2017-04-13,123.47,123.74,122.91,123.45,8396661,114.887783419,115.13901611940001,114.3667081885,114.8691735893,8396661,0.0,1.0
+TLT,2017-04-17,123.09,123.55,122.86,123.46,8015015,114.53419665540001,114.9622227377,114.3201836143,114.8784785042,8015015,0.0,1.0
+TLT,2017-04-18,124.7,124.98,123.55,123.86,11529704,116.0322879432,116.2928255585,114.9622227377,115.25067509739999,11529704,0.0,1.0
+TLT,2017-04-19,124.02,124.17,123.7,124.1,7343991,115.39955373469999,115.5391274572,115.1017964601,115.47399305340001,7343991,0.0,1.0
+TLT,2017-04-20,123.54,123.92,123.14,123.52,7932918,114.9529178228,115.3065045864,114.58072122959999,114.9343079932,7932918,0.0,1.0
+TLT,2017-04-21,123.54,124.24,123.49,123.82,9798520,114.9529178228,115.604261861,114.90639324870001,115.2134554381,9798520,0.0,1.0
+TLT,2017-04-24,122.93,123.16,122.46,122.55,8066371,114.3853180181,114.5993310592,113.9479870211,114.03173125459999,8066371,0.0,1.0
+TLT,2017-04-25,121.45,122.46,121.38,122.21,8122253,113.00819062309999,113.9479870211,112.9430562193,113.7153641503,8122253,0.0,1.0
+TLT,2017-04-26,122.12,122.14,121.43,121.52,5766213,113.6316199168,113.6502297465,112.98958079350001,113.07332502700001,5766213,0.0,1.0
+TLT,2017-04-27,122.08,122.35,121.58,121.75,4978328,113.5944002575,113.84563295790001,113.1291545159,113.2873380681,4978328,0.0,1.0
+TLT,2017-04-28,122.35,122.44,121.55,121.6,8166295,113.84563295790001,113.9293771914,113.10123977139999,113.1477643456,8166295,0.0,1.0
+TLT,2017-05-01,121.08,122.14,120.71,121.69,8795929,112.9010073092,113.8894039705,112.55600092739999,113.4698016143,8795929,0.25481,1.0
+TLT,2017-05-02,121.7,121.78,120.94,120.97,6727813,113.4791261111,113.5537220855,112.7704643539,112.7984378443,6727813,0.0,1.0
+TLT,2017-05-03,121.78,122.39,121.55,122.22,8932912,113.5537220855,114.1225163906,113.339258659,113.9639999449,8932912,0.0,1.0
+TLT,2017-05-04,121.18,121.22,120.67,121.01,9707211,112.99425227719999,113.03155026450001,112.5187029402,112.8357358316,9707211,0.0,1.0
+TLT,2017-05-05,121.29,121.47,120.89,121.38,5605412,113.09682174209999,113.2646626846,112.7238418699,113.1807422133,5605412,0.0,1.0
+TLT,2017-05-08,120.63,121.14,120.53,121.11,8057780,112.481404953,112.95695429,112.3881599849,112.9289807996,8057780,0.0,1.0
+TLT,2017-05-09,120.62,120.63,120.14,120.38,5536746,112.4720804562,112.481404953,112.02450460959999,112.24829253290001,5536746,0.0,1.0
+TLT,2017-05-10,120.48,121.06,120.16,120.91,6517131,112.3415375009,112.8823583156,112.0431536032,112.74249086350001,6517131,0.0,1.0
+TLT,2017-05-11,120.48,120.57,119.91,120.0,7479834,112.3415375009,112.4254579722,111.8100411831,111.8939616543,7479834,0.0,1.0
+TLT,2017-05-12,121.39,121.49,120.98,121.01,7464184,113.1900667101,113.2833116782,112.8077623412,112.8357358316,7464184,0.0,1.0
+TLT,2017-05-15,121.06,121.21,120.75,121.06,5173188,112.8823583156,113.02222576770001,112.59329891459998,112.8823583156,5173188,0.0,1.0
+TLT,2017-05-16,121.51,121.89,121.11,121.11,6722728,113.3019606718,113.65629155040001,112.9289807996,112.9289807996,6722728,0.0,1.0
+TLT,2017-05-17,123.28,123.54,122.39,122.63,11236435,114.95239660620001,115.1948335231,114.1225163906,114.34630431389999,11236435,0.0,1.0
+TLT,2017-05-18,123.42,123.94,123.19,123.75,8350484,115.0829395615,115.5678133953,114.868476135,115.39064795600001,8350484,0.0,1.0
+TLT,2017-05-19,123.71,123.78,123.01,123.36,11277436,115.35334996879999,115.4186214464,114.7006351925,115.0269925806,11277436,0.0,1.0
+IEF,2017-01-03,104.77,104.8856,104.29,104.35,3230548,98.21476239399999,98.32312954620001,97.76479498020001,97.82104090690001,3230548,0.0,1.0
+IEF,2017-01-04,104.89,104.935,104.615,104.73,1522962,98.3272542475,98.3694386925,98.0694604166,98.17726510959999,1522962,0.0,1.0
+IEF,2017-01-05,105.57,105.68,105.03,105.1,3344376,98.96470808379999,99.06782561610001,98.45849474319999,98.5241149911,3344376,0.0,1.0
+IEF,2017-01-06,105.09,105.375,105.0441,105.18,1601433,98.5147406699,98.7819088219,98.471712536,98.59910956,1601433,0.0,1.0
+IEF,2017-01-09,105.49,105.53,105.355,105.47,1275042,98.8897135148,98.9272107993,98.7631601797,98.8709648726,1275042,0.0,1.0
+IEF,2017-01-10,105.44,105.6,105.385,105.44,1352734,98.8428419092,98.9928310472,98.79128314299999,98.8428419092,1352734,0.0,1.0
+IEF,2017-01-11,105.56,105.93,105.31,105.5,1833735,98.95533376270001,99.3021836442,98.72097573459999,98.8990878359,1833735,0.0,1.0
+IEF,2017-01-12,105.62,106.025,105.59,105.82,1544660,99.01157968940001,99.39123969479999,98.983456726,99.19906611180001,1544660,0.0,1.0
+IEF,2017-01-13,105.39,105.5576,105.05,105.37,1833203,98.7959703036,98.9530839256,98.47724338549999,98.77722166139999,1833203,0.0,1.0
+IEF,2017-01-17,105.92,106.0301,105.7343,105.97,1656782,99.29280932309999,99.3960205986,99.1187281798,99.3396809287,1656782,0.0,1.0
+IEF,2017-01-18,105.17,105.69,105.13,105.6,3640392,98.58973523889999,99.0771999373,98.5522379544,98.9928310472,3640392,0.0,1.0
+IEF,2017-01-19,104.77,104.885,104.5644,104.83,1839952,98.21476239399999,98.32256708690001,98.02202635180001,98.2710083208,1839952,0.0,1.0
+IEF,2017-01-20,104.82,104.9159,104.48,104.64,1306421,98.2616339996,98.35153373920001,97.9429070815,98.0928962195,1306421,0.0,1.0
+IEF,2017-01-23,105.37,105.57,104.84,105.01,1720212,98.77722166139999,98.96470808379999,98.2803826419,98.439746101,1720212,0.0,1.0
+IEF,2017-01-24,104.97,105.28,104.825,105.14,1343970,98.40224881649999,98.6928527713,98.26632116020001,98.5616122755,1343970,0.0,1.0
+IEF,2017-01-25,104.45,104.675,104.31,104.55,1815965,97.91478411809999,98.1257063434,97.7835436224,98.00852732940001,1815965,0.0,1.0
+IEF,2017-01-26,104.59,104.62,104.18,104.41,2212910,98.04602461379999,98.0741475772,97.6616774478,97.87728683370001,2212910,0.0,1.0
+IEF,2017-01-27,104.72,104.8,104.64,104.65,2285159,98.1678907884,98.2428853574,98.0928962195,98.10227054059999,2285159,0.0,1.0
+IEF,2017-01-30,104.69,104.945,104.69,104.74,1909335,98.13976782510001,98.37881301370001,98.13976782510001,98.1866394307,1909335,0.0,1.0
+IEF,2017-01-31,105.05,105.22,104.79,104.79,1411700,98.47724338549999,98.63660684450001,98.23351103629999,98.23351103629999,1411700,0.0,1.0
+IEF,2017-02-01,104.69,104.85,104.385,104.56,2055086,98.2890838868,98.4393012277,98.0027320806,98.1670322973,2055086,0.159282,1.0
+IEF,2017-02-02,104.73,105.1,104.72,105.03,1423492,98.32663822200001,98.6740158229,98.3172496382,98.6082957362,1423492,0.0,1.0
+IEF,2017-02-03,104.81,105.22,104.62,105.0,1711147,98.4017468925,98.7866788286,98.2233638001,98.5801299848,1711147,0.0,1.0
+IEF,2017-02-06,105.31,105.4062,104.9961,105.24,1500484,98.8711760829,98.9614942591,98.57646843709999,98.80545599620001,1500484,0.0,1.0
+IEF,2017-02-07,105.5,105.69,105.18,105.25,1540579,99.0495591752,99.2279422676,98.7491244934,98.81484458,1540579,0.0,1.0
+IEF,2017-02-08,105.93,106.0,105.66,105.74,3182186,99.453268279,99.5189883656,99.1997765161,99.2748851866,3182186,0.0,1.0
+IEF,2017-02-09,105.3,105.73,105.28,105.71,1530153,98.861787499,99.26549660280001,98.8430103314,99.2467194352,1530153,0.0,1.0
+IEF,2017-02-10,105.23,105.31,105.07,105.07,1646365,98.79606741239999,98.8711760829,98.64585007149999,98.64585007149999,1646365,0.0,1.0
+IEF,2017-02-13,105.07,105.08,104.88,105.0,1045207,98.64585007149999,98.65523865530001,98.4674669791,98.5801299848,1045207,0.0,1.0
+IEF,2017-02-14,104.69,105.1,104.4615,105.02,2318128,98.2890838868,98.6740158229,98.0745547467,98.5989071524,2318128,0.0,1.0
+IEF,2017-02-15,104.49,104.56,104.32,104.33,2750913,98.1013122106,98.1670322973,97.9417062859,97.95109486969999,2750913,0.0,1.0
+IEF,2017-02-16,104.91,105.01,104.6,104.6,2459817,98.49563273049999,98.5895185686,98.2045866325,98.2045866325,2459817,0.0,1.0
+IEF,2017-02-17,105.19,105.315,105.12,105.2,2237724,98.75851307719999,98.8758703748,98.6927929905,98.76790166100001,2237724,0.0,1.0
+IEF,2017-02-21,105.14,105.2799,104.92,104.94,2832683,98.71157015809999,98.8429164456,98.50502131430001,98.523798482,2832683,0.0,1.0
+IEF,2017-02-22,105.31,105.42,104.96,105.36,2812755,98.8711760829,98.97445050469999,98.5425756496,98.91811900190001,2812755,0.0,1.0
+IEF,2017-02-23,105.59,105.59,105.4334,105.5,1842686,99.1340564295,99.1340564295,98.987031207,99.0495591752,1842686,0.0,1.0
+IEF,2017-02-24,106.08,106.16,105.82,105.94,2676989,99.59409703610001,99.6692057065,99.34999385709999,99.4626568628,2676989,0.0,1.0
+IEF,2017-02-27,105.7,106.0,105.64,105.99,3292633,99.23733085139999,99.5189883656,99.18099934850001,99.5095997818,3292633,0.0,1.0
+IEF,2017-02-28,105.65,105.91,105.63,105.75,2482544,99.1903879323,99.43449111129999,99.17161076469999,99.2842737704,2482544,0.0,1.0
+IEF,2017-03-01,104.77,104.795,104.65,104.71,2249019,98.5001711719,98.5236750784,98.387352421,98.4437617965,2249019,0.144834,1.0
+IEF,2017-03-02,104.47,104.6,104.3316,104.56,2023327,98.2181242945,98.3403446081,98.0880066684,98.30273835770001,2023327,0.0,1.0
+IEF,2017-03-03,104.57,104.58,104.26,104.5,2509000,98.31213992030001,98.3215414829,98.0206914803,98.2463289822,2509000,0.0,1.0
+IEF,2017-03-06,104.55,104.6,104.4349,104.59,1401721,98.2933367951,98.3403446081,98.1851248098,98.33094304549999,1401721,0.0,1.0
+IEF,2017-03-07,104.4,104.48,104.3533,104.43,1596283,98.1523133564,98.22752585709999,98.1084080592,98.1805180442,1596283,0.0,1.0
+IEF,2017-03-08,104.05,104.15,103.9,103.92,2392776,97.823258666,97.9172742919,97.6822352273,97.7010383525,2392776,0.0,1.0
+IEF,2017-03-09,103.76,103.975,103.7,103.94,2322915,97.55061335120001,97.7527469467,97.4942039757,97.7198414776,2322915,0.0,1.0
+IEF,2017-03-10,103.98,104.01,103.7537,103.98,1332989,97.75744772799999,97.7856524157,97.5446903667,97.75744772799999,1332989,0.0,1.0
+IEF,2017-03-13,103.72,103.92,103.692,103.81,1342568,97.5130071008,97.7010383525,97.48668272559999,97.5976211641,1342568,0.0,1.0
+IEF,2017-03-14,103.83,103.9386,103.75,103.77,864637,97.6164242892,97.71852525889999,97.54121178860001,97.5600149137,864637,0.0,1.0
+IEF,2017-03-15,104.74,104.74,103.92,103.99,3701856,98.4719664842,98.4719664842,97.7010383525,97.76684929049999,3701856,0.0,1.0
+IEF,2017-03-16,104.45,104.62,104.42,104.49,2749919,98.1993211693,98.3591477332,98.1711164816,98.2369274197,2749919,0.0,1.0
+IEF,2017-03-17,104.73,104.82,104.56,104.58,1186685,98.46256492159999,98.5471789849,98.30273835770001,98.3215414829,1186685,0.0,1.0
+IEF,2017-03-20,104.9877,105.01,104.75,104.75,1362724,98.70484318940001,98.72580867389999,98.4813680468,98.4813680468,1362724,0.0,1.0
+IEF,2017-03-21,105.33,105.368,104.91,104.91,1406989,99.02665867649999,99.0623846144,98.6317930481,98.6317930481,1406989,0.0,1.0
+IEF,2017-03-22,105.53,105.73,105.445,105.53,2231348,99.2146899282,99.4027211798,99.13477664620001,99.2146899282,2231348,0.0,1.0
+IEF,2017-03-23,105.42,105.64,105.239,105.59,2584684,99.1112727398,99.3181071166,98.94110445700001,99.27109930370001,2584684,0.0,1.0
+IEF,2017-03-24,105.48,105.61,105.35,105.39,2540044,99.16768211530001,99.28990242879999,99.0454618017,99.083068052,2540044,0.0,1.0
+IEF,2017-03-27,105.74,105.96,105.67,105.92,2614005,99.4121227424,99.6189571192,99.3463118043,99.58135086889999,2614005,0.0,1.0
+IEF,2017-03-28,105.38,105.86,105.3735,105.86,1356809,99.07366648950001,99.52494149340001,99.06755547379998,99.52494149340001,1356809,0.0,1.0
+IEF,2017-03-29,105.68,105.72,105.56,105.56,1860381,99.3557133669,99.39331961719999,99.2428946159,99.2428946159,1860381,0.0,1.0
+IEF,2017-03-30,105.38,105.64,105.36,105.63,1487784,99.07366648950001,99.3181071166,99.0548633643,99.308705554,1487784,0.0,1.0
+IEF,2017-03-31,105.59,105.63,105.45,105.53,1698488,99.27109930370001,99.308705554,99.1394774275,99.2146899282,1698488,0.0,1.0
+IEF,2017-04-03,105.95,106.0,105.53,105.56,4175518,99.7587545942,99.8058328172,99.3632975208,99.3915444546,4175518,0.158696,1.0
+IEF,2017-04-04,105.8,106.015,105.8,105.92,1319595,99.6175199251,99.8199562841,99.6175199251,99.73050766040001,1319595,0.0,1.0
+IEF,2017-04-05,106.0,106.1022,105.6201,105.67,2551140,99.8058328172,99.9020607051,99.4481324786,99.4951165452,2551140,0.0,1.0
+IEF,2017-04-06,105.93,106.1,105.7967,106.03,1496344,99.739923305,99.8999892633,99.6144127624,99.834079751,1496344,0.0,1.0
+IEF,2017-04-07,105.61,106.315,105.61,106.19,1185411,99.43862267760001,100.10242562229999,99.43862267760001,99.98473006469999,1185411,0.0,1.0
+IEF,2017-04-10,105.8,105.9184,105.7,105.75,1752459,99.6175199251,99.72900115719999,99.523363479,99.57044170209998,1752459,0.0,1.0
+IEF,2017-04-11,106.29,106.395,106.03,106.05,2219221,100.0788865108,100.1777507791,99.834079751,99.8529110402,2219221,0.0,1.0
+IEF,2017-04-12,106.62,106.68,106.29,106.37,2273640,100.38960278270001,100.44609665040001,100.0788865108,100.15421166760001,2273640,0.0,1.0
+IEF,2017-04-13,106.94,107.01,106.61,106.8,1868187,100.6909034101,100.7568129224,100.3801871381,100.55908438559999,1868187,0.0,1.0
+IEF,2017-04-17,106.77,107.04,106.675,106.95,1110547,100.5308374518,100.78505985620001,100.44138882809999,100.70031905469999,1110547,0.0,1.0
+IEF,2017-04-18,107.38,107.47,107.0,107.06,1678639,101.10519177280001,101.1899325742,100.7473972777,100.80389114540002,1678639,0.0,1.0
+IEF,2017-04-19,107.1,107.17,106.985,107.12,1749970,100.84155372379999,100.907463236,100.7332738108,100.860385013,1749970,0.0,1.0
+IEF,2017-04-20,106.86,107.01,106.72,106.93,1695070,100.6155782533,100.7568129224,100.4837592288,100.6814877655,1695070,0.0,1.0
+IEF,2017-04-21,106.91,107.12,106.8757,106.96,2792479,100.66265647629999,100.860385013,100.63036081530001,100.7097346993,2792479,0.0,1.0
+IEF,2017-04-24,106.69,106.69,106.37,106.43,3557972,100.455512295,100.455512295,100.15421166760001,100.2107055352,3557972,0.0,1.0
+IEF,2017-04-25,106.14,106.465,106.09,106.35,1985745,99.9376518417,100.24366029139999,99.8905736187,100.1353803784,1985745,0.0,1.0
+IEF,2017-04-26,106.42,106.42,106.12,106.14,1314388,100.2012898906,100.2012898906,99.9188205525,99.9376518417,1314388,0.0,1.0
+IEF,2017-04-27,106.49,106.62,106.33,106.38,1988199,100.2671994029,100.38960278270001,100.1165490892,100.16362731219999,1988199,0.0,1.0
+IEF,2017-04-28,106.6,106.65,106.27,106.32,5490008,100.3707714935,100.4178497166,100.0600552216,100.1071334446,5490008,0.0,1.0
+IEF,2017-05-01,106.21,106.4874,106.05,106.32,2044444,100.15448377969999,100.41606794129999,100.003606109,100.2582121783,2044444,0.160289,1.0
+IEF,2017-05-02,106.43,106.4885,106.14,106.16,1585337,100.36194057690001,100.4171052253,100.0884747988,100.1073345076,1585337,0.0,1.0
+IEF,2017-05-03,106.21,106.49,106.145,106.45,1861314,100.15448377969999,100.41851970350001,100.093189726,100.38080028579999,1861314,0.0,1.0
+IEF,2017-05-04,105.97,105.99,105.82,105.85,1237107,99.92816727370001,99.9470269825,99.7867194574,99.8150090207,1237107,0.0,1.0
+IEF,2017-05-05,105.99,106.02,105.8,105.98,980046,99.9470269825,99.9753165458,99.7678597486,99.9375971281,980046,0.0,1.0
+IEF,2017-05-08,105.73,105.89,105.67,105.89,4887359,99.7018507676,99.8527284383,99.64527164110001,99.8527284383,4887359,0.0,1.0
+IEF,2017-05-09,105.61,105.66,105.4701,105.59,1457894,99.58869251459998,99.6358417867,99.4567688513,99.5698328058,1457894,0.0,1.0
+IEF,2017-05-10,105.57,105.859,105.5,105.84,995492,99.55097309690001,99.8234958896,99.484964116,99.8055791662,995492,0.0,1.0
+IEF,2017-05-11,105.65,105.7,105.41,105.41,1088840,99.6264119323,99.6735612044,99.40009542620001,99.40009542620001,1088840,0.0,1.0
+IEF,2017-05-12,106.19,106.2776,106.06,106.06,2005629,100.13562407090001,100.2182295956,100.0130359635,100.0130359635,2005629,0.0,1.0
+IEF,2017-05-15,106.12,106.17,106.05,106.14,672599,100.06961509,100.11676436209999,100.003606109,100.0884747988,672599,0.0,1.0
+IEF,2017-05-16,106.26,106.41,106.11,106.11,1314453,100.2016330518,100.34308086809999,100.06018523549999,100.06018523549999,1314453,0.0,1.0
+IEF,2017-05-17,107.11,107.17,106.73,106.8,5644708,101.00317067739999,101.05974980389999,100.64483620950001,100.71084519040001,5644708,0.0,1.0
+IEF,2017-05-18,107.08,107.25,106.97,107.2,1715184,100.9748811142,101.1351886393,100.87115271549999,101.0880393672,1715184,0.0,1.0
+IEF,2017-05-19,107.05,107.065,106.8,106.97,3503125,100.9465915509,100.9607363325,100.71084519040001,100.87115271549999,3503125,0.0,1.0
+GLD,2017-01-03,110.47,111.0,109.37,109.62,7527353,110.47,111.0,109.37,109.62,7527353,0.0,1.0
+GLD,2017-01-04,110.86,111.22,110.61,111.06,4904119,110.86,111.22,110.61,111.06,4904119,0.0,1.0
+GLD,2017-01-05,112.58,112.94,112.07,112.16,9606761,112.58,112.94,112.07,112.16,9606761,0.0,1.0
+GLD,2017-01-06,111.75,112.38,111.57,111.81,7686070,111.75,112.38,111.57,111.81,7686070,0.0,1.0
+GLD,2017-01-09,112.67,113.0399,112.18,112.39,5674636,112.67,113.0399,112.18,112.39,5674636,0.0,1.0
+GLD,2017-01-10,113.15,113.45,112.635,112.94,6093404,113.15,113.45,112.635,112.94,6093404,0.0,1.0
+GLD,2017-01-11,113.5,114.19,112.17,112.87,9918689,113.5,114.19,112.17,112.87,9918689,0.0,1.0
+GLD,2017-01-12,113.91,114.93,113.805,114.52,8457319,113.91,114.93,113.805,114.52,8457319,0.0,1.0
+GLD,2017-01-13,114.21,114.31,113.19,113.65,7261454,114.21,114.31,113.19,113.65,7261454,0.0,1.0
+GLD,2017-01-17,115.85,115.96,115.495,115.89,9142370,115.85,115.96,115.495,115.89,9142370,0.0,1.0
+GLD,2017-01-18,114.87,115.92,114.56,115.74,6498109,114.87,115.92,114.56,115.74,6498109,0.0,1.0
+GLD,2017-01-19,114.77,114.96,113.935,114.32,6437008,114.77,114.96,113.935,114.32,6437008,0.0,1.0
+GLD,2017-01-20,115.05,115.76,114.32,114.65,12261510,115.05,115.76,114.32,114.65,12261510,0.0,1.0
+GLD,2017-01-23,115.79,116.17,115.2,115.51,6373102,115.79,116.17,115.2,115.51,6373102,0.0,1.0
+GLD,2017-01-24,115.27,116.02,114.94,115.69,5798840,115.27,116.02,114.94,115.69,5798840,0.0,1.0
+GLD,2017-01-25,114.32,114.44,113.68,114.14,6697523,114.32,114.44,113.68,114.14,6697523,0.0,1.0
+GLD,2017-01-26,113.26,113.505,112.83,113.24,5390463,113.26,113.505,112.83,113.24,5390463,0.0,1.0
+GLD,2017-01-27,113.49,113.545,112.81,112.93,6706135,113.49,113.545,112.81,112.93,6706135,0.0,1.0
+GLD,2017-01-30,113.97,114.3,113.535,113.61,7687782,113.97,114.3,113.535,113.61,7687782,0.0,1.0
+GLD,2017-01-31,115.55,115.8173,115.18,115.27,10421882,115.55,115.8173,115.18,115.27,10421882,0.0,1.0
+GLD,2017-02-01,115.2,115.45,114.14,114.66,6932889,115.2,115.45,114.14,114.66,6932889,0.0,1.0
+GLD,2017-02-02,115.84,116.57,115.625,116.26,7189461,115.84,116.57,115.625,116.26,7189461,0.0,1.0
+GLD,2017-02-03,116.13,116.365,115.71,115.73,9455464,116.13,116.365,115.71,115.73,9455464,0.0,1.0
+GLD,2017-02-06,117.7,117.74,116.74,117.07,8547843,117.7,117.74,116.74,117.07,8547843,0.0,1.0
+GLD,2017-02-07,117.46,117.74,117.2,117.31,8621039,117.46,117.74,117.2,117.31,8621039,0.0,1.0
+GLD,2017-02-08,118.19,118.59,117.81,118.09,9633443,118.19,118.59,117.81,118.09,9633443,0.0,1.0
+GLD,2017-02-09,117.29,118.58,117.2,118.32,8177210,117.29,118.58,117.2,118.32,8177210,0.0,1.0
+GLD,2017-02-10,117.6,117.86,116.67,116.68,9072146,117.6,117.86,116.67,116.68,9072146,0.0,1.0
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