import scipy
import sklearn
import numpy as np
import pandas as pd
from datetime import datetime, timedelta
import matplotlib.pyplot as plt
import os
from backtester.dataSource.csv_data_source import CsvDataSource
# Load the data
cachedFolderName = '/data/'
dataSetId = 'trainingData1'
startDate = '2017/01/06'
endDate = '2017/02/09'
instrumentIds = ['MQK']
downloadUrl = 'https://github.com/Auquan/auquan-historical-data/raw/master/qq2Data'
ds = CsvDataSource(cachedFolderName='historicalData/',
dataSetId=dataSetId,
instrumentIds=instrumentIds,
downloadUrl = downloadUrl,
timeKey = 'datetime',
timeStringFormat = '%Y-%m-%d %H:%M:%S',
startDateStr=startDate,
endDateStr=endDate,
liveUpdates=False,
pad=True)
Processing data for stock: MQK
ds.getInstrumentIds()
ds.getBookDataFeatures()
#Loading our data
def loadData(ds, id):
data = ds._bookDataByInstrument[id].getBookData()
data['Stock Price'] = data['stockTopBidPrice'] +\
data['stockTopAskPrice'] / 2.0
data['Future Price'] = data['futureTopBidPrice'] +\
data['futureTopAskPrice'] / 2.0
data['Y(Target)'] = data['basis'].shift(-5)
del data['benchmark_score']
del data['FairValue']
return data
data = loadData(ds,instrumentIds[0])
print(data.head(6))
stockVWAP futureVWAP basis stockTopBidVol \
2017-01-06 09:17:00 517.773 512.492 5.425 79.0
2017-01-06 09:18:00 515.300 510.682 4.425 40.0
2017-01-06 09:19:00 516.225 511.342 4.950 81.0
2017-01-06 09:20:00 519.792 513.959 5.650 179.0
2017-01-06 09:21:00 520.270 513.819 6.400 68.0
2017-01-06 09:22:00 524.792 519.118 5.625 2299.0
stockTopAskVol stockTopBidPrice stockTopAskPrice \
2017-01-06 09:17:00 79.0 518.00 518.30
2017-01-06 09:18:00 10.0 515.05 515.30
2017-01-06 09:19:00 1496.0 516.20 516.45
2017-01-06 09:20:00 1940.0 519.65 519.95
2017-01-06 09:21:00 93.0 520.45 520.60
2017-01-06 09:22:00 4924.0 524.60 525.00
futureTopBidVol futureTopAskVol futureTopBidPrice ... \
2017-01-06 09:17:00 4000.0 2000.0 512.60 ...
2017-01-06 09:18:00 2000.0 4000.0 510.65 ...
2017-01-06 09:19:00 2000.0 2000.0 511.25 ...
2017-01-06 09:20:00 2000.0 2000.0 514.05 ...
2017-01-06 09:21:00 2000.0 6000.0 513.85 ...
2017-01-06 09:22:00 2000.0 2000.0 519.00 ...
stockTotalAskVol futureTotalBidVol futureTotalAskVol \
2017-01-06 09:17:00 2780.0 12000.0 12000.0
2017-01-06 09:18:00 1756.0 10000.0 24000.0
2017-01-06 09:19:00 3010.0 10000.0 14000.0
2017-01-06 09:20:00 3530.0 10000.0 12000.0
2017-01-06 09:21:00 2128.0 12000.0 24000.0
2017-01-06 09:22:00 5890.0 10000.0 12000.0
stockAverageBidPrice stockAverageAskPrice \
2017-01-06 09:17:00 517.493 518.654
2017-01-06 09:18:00 514.919 515.708
2017-01-06 09:19:00 515.986 516.488
2017-01-06 09:20:00 519.549 520.079
2017-01-06 09:21:00 520.022 520.756
2017-01-06 09:22:00 524.558 525.054
futureAverageBidPrice futureAverageAskPrice \
2017-01-06 09:17:00 512.000 513.142
2017-01-06 09:18:00 510.340 511.283
2017-01-06 09:19:00 511.050 511.650
2017-01-06 09:20:00 513.470 514.650
2017-01-06 09:21:00 513.392 514.775
2017-01-06 09:22:00 518.740 519.592
Stock Price Future Price Y(Target)
2017-01-06 09:17:00 777.150 769.025 5.625
2017-01-06 09:18:00 772.700 766.075 5.400
2017-01-06 09:19:00 774.425 767.000 5.450
2017-01-06 09:20:00 779.625 771.175 5.175
2017-01-06 09:21:00 780.750 771.050 5.050
2017-01-06 09:22:00 787.100 778.675 5.225
[6 rows x 30 columns]
# Training Data
dataSetId = 'trainingData1'
ds_training = CsvDataSource(cachedFolderName='historicalData/',
dataSetId=dataSetId,
instrumentIds=instrumentIds,
downloadUrl = downloadUrl,
timeKey = 'datetime',
timeStringFormat = '%Y-%m-%d %H:%M:%S',
liveUpdates=False,
pad=True)
training_data = loadData(ds_training, instrumentIds[0])
# Validation Data
dataSetId = 'trainingData2'
ds_validation = CsvDataSource(cachedFolderName='historicalData/',
dataSetId=dataSetId,
instrumentIds=instrumentIds,
downloadUrl = downloadUrl,
timeKey = 'datetime',
timeStringFormat = '%Y-%m-%d %H:%M:%S',
liveUpdates=False,
pad=True)
validation_data = loadData(ds_validation, instrumentIds[0])
# Test Data
dataSetId = 'trainingData3'
ds_test = CsvDataSource(cachedFolderName='historicalData/',
dataSetId=dataSetId,
instrumentIds=instrumentIds,
downloadUrl = downloadUrl,
timeKey = 'datetime',
timeStringFormat = '%Y-%m-%d %H:%M:%S',
liveUpdates=False,
pad=True)
out_of_sample_test_data = loadData(ds_test, instrumentIds[0])
Processing data for stock: MQK
Processing data for stock: MQK
Processing data for stock: MQK
def prepareData(data, period):
data['Y(Target)'] = data['basis'].rolling(period).mean().shift(-period)
if 'FairValue' in data.columns:
del data['FairValue']
data.dropna(inplace=True)
period = 5
prepareData(training_data, period)
prepareData(validation_data, period)
prepareData(out_of_sample_test_data, period)
def difference(dataDf, period):
return dataDf.sub(dataDf.shift(period), fill_value=0)
def ewm(dataDf, halflife):
return dataDf.ewm(halflife=halflife,ignore_na=False,min_periods=0,adjust=True).mean()
def rsi(data, period):
data_upside = data.sub(data.shift(1), fill_value=0)
data_downside = data_upside.copy()
data_downside[data_upside > 0] = 0
data_upside[data_upside < 0] = 0
avg_upside = data_upside.rolling(period).mean()
avg_downside = - data_downside.rolling(period).mean()
rsi = 100 - (100 * avg_downside / (avg_downside + avg_upside))
rsi[avg_downside == 0] = 100
rsi[(avg_downside == 0) & (avg_upside == 0)] = 0
return rsi
def create_features(data):
basis_X = pd.DataFrame(index = data.index, columns = [ 'emabasis3','emabasis5','emabasis2','emabasis7','emabasis10',\
'emabasis4','rsi15','rsi10','rsi5','mom1','mom10',\
'mom3','mom5'])
basis_X['mom1'] = difference(data['basis'],2)
basis_X['mom3'] = difference(data['basis'],4)
basis_X['mom5'] = difference(data['basis'],6)
basis_X['mom10'] = difference(data['basis'],11)
basis_X['rsi15'] = rsi(data['basis'],15)
basis_X['rsi10'] = rsi(data['basis'],10)
basis_X['rsi5'] = rsi(data['basis'],5)
basis_X['emabasis2'] = ewm(data['basis'],2)
basis_X['emabasis3'] = ewm(data['basis'],3)
basis_X['emabasis4'] = ewm(data['basis'],4)
basis_X['emabasis5'] = ewm(data['basis'],5)
basis_X['emabasis7'] = ewm(data['basis'],7)
basis_X['emabasis10'] = ewm(data['basis'],10)
basis_X['basis'] = data['basis']
basis_X['vwapbasis'] = data['stockVWAP']-data['futureVWAP']
basis_X['swidth'] = data['stockTopAskPrice']-data['stockTopBidPrice']
basis_X['fwidth'] = data['futureTopAskPrice']-data['futureTopBidPrice']
basis_X['btopask'] = data['stockTopAskPrice']-data['futureTopAskPrice']
basis_X['btopbid'] =data['stockTopBidPrice']-data['futureTopBidPrice']
basis_X['bavgask'] = data['stockAverageAskPrice']-data['futureAverageAskPrice']
basis_X['bavgbid'] = data['stockAverageBidPrice']-data['futureAverageBidPrice']
basis_X['bnextask'] = data['stockNextAskPrice']-data['futureNextAskPrice']
basis_X['bnextbid'] = data['stockNextBidPrice']-data['futureNextBidPrice']
basis_X['topaskvolratio'] = data['stockTopAskVol']/data['futureTopAskVol']
basis_X['topbidvolratio'] = data['stockTopBidVol']/data['futureTopBidVol']
basis_X['totalaskvolratio'] = data['stockTotalAskVol']/data['futureTotalAskVol']
basis_X['totalbidvolratio'] = data['stockTotalBidVol']/data['futureTotalBidVol']
basis_X['nextbidvolratio'] = data['stockNextBidVol']/data['futureNextBidVol']
basis_X['nextaskvolratio'] = data['stockNextAskVol']-data['futureNextAskVol']
basis_X['emabasisdi4'] = basis_X['emabasis7'] - basis_X['emabasis5'] + basis_X['emabasis2']
basis_X['emabasisdi7'] = basis_X['emabasis7'] - basis_X['emabasis5']+ basis_X['emabasis3']
basis_X['emabasisdi1'] = basis_X['emabasis10'] - basis_X['emabasis5'] + basis_X['emabasis3']
basis_X['emabasisdi3'] = basis_X['emabasis10'] - basis_X['emabasis3']+ basis_X['emabasis5']
basis_X['emabasisdi5'] = basis_X['emabasis7']- basis_X['emabasis5'] + data['basis']
basis_X['emabasisdi'] = basis_X['emabasis5'] - basis_X['emabasis3'] + data['basis']
basis_X['emabasisdi6'] = basis_X['emabasis7'] - basis_X['emabasis3']+ data['basis']
basis_X['emabasisdi2'] = basis_X['emabasis10'] - basis_X['emabasis5']+ data['basis']
basis_X['emabasisdi3'] = basis_X['emabasis10'] - basis_X['emabasis3']+ basis_X['emabasis5']
basis_X = basis_X.fillna(0)
basis_y = data['Y(Target)']
basis_y.dropna(inplace=True)
print("Any null data in y: %s, X: %s"%(basis_y.isnull().values.any(), basis_X.isnull().values.any()))
print("Length y: %s, X: %s"%(len(basis_y.index), len(basis_X.index)))
return basis_X, basis_y
basis_X_train, basis_y_train = create_features(training_data)
basis_X_test, basis_y_test = create_features(validation_data)
Any null data in y: False, X: False
Length y: 8737, X: 8737
Any null data in y: False, X: False
Length y: 6499, X: 6499
from sklearn import linear_model
from sklearn.metrics import mean_squared_error, r2_score
def linear_regression(basis_X_train, basis_y_train, basis_X_test,basis_y_test):
regr = linear_model.LinearRegression()
# Train the model using the training sets
regr.fit(basis_X_train, basis_y_train)
# Make predictions using the testing set
basis_y_pred = regr.predict(basis_X_test)
# The coefficients
print('Coefficients: \n', regr.coef_)
# The mean squared error
print("Mean squared error: %.2f"
% mean_squared_error(basis_y_test, basis_y_pred))
# Explained variance score: 1 is perfect prediction
print('Variance score: %.2f' % r2_score(basis_y_test, basis_y_pred))
# Plot outputs
plt.scatter(basis_y_pred, basis_y_test, color='black')
plt.plot(basis_y_test, basis_y_test, color='blue', linewidth=3)
plt.xlabel('Y(actual)')
plt.ylabel('Y(Predicted)')
plt.show()
return regr, basis_y_pred
_, basis_y_pred = linear_regression(basis_X_train, basis_y_train, basis_X_test,basis_y_test)
Coefficients:
[ 1.38355593e+08 -5.26884630e+07 -1.70045909e+07 -1.86792848e+07
-7.21406734e+06 -5.64840998e+01 -1.04174206e-03 -6.17704226e-04
-8.06353650e-05 4.34496754e-02 1.16549870e-02 5.76276277e-02
-3.06277287e-02 -2.38321924e+07 8.39982870e-02 4.34917628e-03
-6.74806559e-03 -2.38321924e+07 -2.38321924e+07 6.47961994e-02
5.72135463e-02 2.83844718e-03 1.58542282e-02 -7.61685644e-03
-7.64534854e-04 -3.88286727e-02 3.12711966e-02 3.41591420e-03
-1.32251298e-06 1.70045873e+07 -4.53455823e+07 -3.38803649e+07
1.94522302e+07 1.01769858e+07 2.83410512e+06 3.68432833e+07
2.16422033e+07]
Mean squared error: 0.02
Variance score: 0.96
def normalize(basis_X, basis_y, period):
basis_X_norm = (basis_X - basis_X.rolling(period).mean())/basis_X.rolling(period).std()
basis_X_norm.dropna(inplace=True)
basis_y_norm = (basis_y - basis_X['basis'].rolling(period).mean())/basis_X['basis'].rolling(period).std()
basis_y_norm = basis_y_norm[basis_X_norm.index]
return basis_X_norm, basis_y_norm
norm_period = 375
basis_X_norm_test, basis_y_norm_test = normalize(basis_X_test,basis_y_test, norm_period)
basis_X_norm_train, basis_y_norm_train = normalize(basis_X_train, basis_y_train, norm_period)
regr_norm, basis_y_pred = linear_regression(basis_X_norm_train, basis_y_norm_train, basis_X_norm_test, basis_y_norm_test)
Coefficients:
[-3.62562336e+00 -9.15274240e+00 1.44465722e+00 8.87792905e+00
-5.55687316e+00 1.98323173e+01 -3.52677595e-03 -1.46185137e-02
-2.28603171e-02 8.89158364e-03 1.96775578e-02 -1.09431839e-03
-3.32224637e-03 -7.91656252e+00 4.98693313e-02 6.53834026e-03
1.12615956e-02 2.08691443e+00 2.03221946e+00 9.75083631e-02
6.10888994e-02 -3.13066921e-02 4.78554884e-02 5.84281791e-04
1.12986615e-02 -2.19490620e-02 2.31187541e-02 5.69928897e-03
-5.78663706e-03 3.02309761e+00 -2.45138755e+01 1.00726718e+01
2.00852825e-02 1.53648992e+01 -9.16940626e+00 4.29745408e+00
-6.36285008e+00]
Mean squared error: 0.28
Variance score: 0.77
basis_y_pred = basis_y_pred * basis_X_test['basis'].rolling(period).std()[basis_y_norm_test.index] + basis_X_test['basis'].rolling(period).mean()[basis_y_norm_test.index]
print("Mean squared error: %.2f"
% mean_squared_error(basis_y_test[basis_y_norm_test.index], basis_y_pred))
# Explained variance score: 1 is perfect prediction
print('Variance score: %.2f' % r2_score(basis_y_test[basis_y_norm_test.index], basis_y_pred))
# Plot outputs
plt.scatter(basis_y_pred, basis_y_test[basis_y_norm_test.index], color='black')
plt.plot(basis_y_test, basis_y_test, color='blue', linewidth=3)
plt.xlabel('Y(actual)')
plt.ylabel('Y(Predicted)')
plt.show()
Mean squared error: 0.05
Variance score: 0.90
for i in range(len(basis_X_train.columns)):
print('%.4f, %s'%(regr_norm.coef_[i], basis_X_train.columns[i]))
-3.6256, emabasis3
-9.1527, emabasis5
1.4447, emabasis2
8.8779, emabasis7
-5.5569, emabasis10
19.8323, emabasis4
-0.0035, rsi15
-0.0146, rsi10
-0.0229, rsi5
0.0089, mom1
0.0197, mom10
-0.0011, mom3
-0.0033, mom5
-7.9166, basis
0.0499, vwapbasis
0.0065, swidth
0.0113, fwidth
2.0869, btopask
2.0322, btopbid
0.0975, bavgask
0.0611, bavgbid
-0.0313, bnextask
0.0479, bnextbid
0.0006, topaskvolratio
0.0113, topbidvolratio
-0.0219, totalaskvolratio
0.0231, totalbidvolratio
0.0057, nextbidvolratio
-0.0058, nextaskvolratio
3.0231, emabasisdi4
-24.5139, emabasisdi7
10.0727, emabasisdi1
0.0201, emabasisdi3
15.3649, emabasisdi5
-9.1694, emabasisdi
4.2975, emabasisdi6
-6.3629, emabasisdi2
import seaborn
c = basis_X_train.corr()
plt.figure(figsize=(10,10))
seaborn.heatmap(c, cmap='RdYlGn_r', mask = (np.abs(c) <= 0.8))
plt.show()
def create_features_again(data):
basis_X = pd.DataFrame(index = data.index, columns = [])
basis_X['mom10'] = difference(data['basis'],11)
basis_X['emabasis2'] = ewm(data['basis'],2)
basis_X['emabasis5'] = ewm(data['basis'],5)
basis_X['emabasis10'] = ewm(data['basis'],10)
basis_X['basis'] = data['basis']
basis_X['totalaskvolratio'] = (data['stockTotalAskVol']-data['futureTotalAskVol'])/100000
basis_X['totalbidvolratio'] = (data['stockTotalBidVol']-data['futureTotalBidVol'])/100000
basis_X = basis_X.fillna(0)
basis_y = data['Y(Target)']
basis_y.dropna(inplace=True)
print("Any null data in y: %s, X: %s"%(basis_y.isnull().values.any(), basis_X.isnull().values.any()))
print("Length y: %s, X: %s"%(len(basis_y.index), len(basis_X.index)))
return basis_X, basis_y
basis_X_test, basis_y_test = create_features_again(validation_data)
basis_X_train, basis_y_train = create_features_again(training_data)
norm_period = 375
basis_X_norm_test, basis_y_norm_test = normalize(basis_X_test,basis_y_test, norm_period)
basis_X_norm_train, basis_y_norm_train = normalize(basis_X_train, basis_y_train, norm_period)
regr_norm, basis_y_pred = linear_regression(basis_X_norm_train, basis_y_norm_train, basis_X_norm_test, basis_y_norm_test)
Any null data in y: False, X: False
Length y: 6499, X: 6499
Any null data in y: False, X: False
Length y: 8737, X: 8737
Coefficients:
[-0.0067528 0.52879292 -0.37816556 0.2323171 0.53062944 -0.01874965
0.028642 ]
Mean squared error: 0.28
Variance score: 0.77
basis_y_pred = basis_y_pred * basis_X_test['basis'].rolling(period).std()[basis_y_norm_test.index] + basis_X_test['basis'].rolling(period).mean()[basis_y_norm_test.index]
print("Mean squared error: %.2f"
% mean_squared_error(basis_y_test[basis_y_norm_test.index], basis_y_pred))
# Explained variance score: 1 is perfect prediction
print('Variance score: %.2f' % r2_score(basis_y_test[basis_y_norm_test.index], basis_y_pred))
# Plot outputs
plt.scatter(basis_y_pred, basis_y_test[basis_y_norm_test.index], color='black')
plt.plot(basis_y_test, basis_y_test, color='blue', linewidth=3)
plt.xlabel('Y(actual)')
plt.ylabel('Y(Predicted)')
plt.show()
for i in range(len(basis_X_train.columns)):
print(regr_norm.coef_[i], basis_X_train.columns[i])
Mean squared error: 0.05
Variance score: 0.90
-0.006752804064526624 mom10
0.5287929217358883 emabasis2
-0.37816555527187795 emabasis5
0.2323170952384799 emabasis10
0.5306294374732965 basis
-0.01874964878360222 totalaskvolratio
0.028641995632552722 totalbidvolratio
_, basis_y_pred = linear_regression(basis_X_train, basis_y_train, basis_X_test,basis_y_test)
basis_y_regr = basis_y_pred.copy()
Coefficients:
[ 0.03249183 0.49675487 -0.22289464 0.2025182 0.5080227 -0.21557005
0.17128488]
Mean squared error: 0.02
Variance score: 0.96
from sklearn import neighbors
n_neighbors = 5
model = neighbors.KNeighborsRegressor(n_neighbors, weights='distance')
model.fit(basis_X_train, basis_y_train)
basis_y_pred = model.predict(basis_X_test)
# The mean squared error
print("Mean squared error: %.2f"
% mean_squared_error(basis_y_test, basis_y_pred))
# Explained variance score: 1 is perfect prediction
print('Variance score: %.2f' % r2_score(basis_y_test, basis_y_pred))
# Plot outputs
plt.scatter(basis_y_pred, basis_y_test, color='black')
plt.plot(basis_y_test, basis_y_test, color='blue', linewidth=3)
plt.xlabel('Y(actual)')
plt.ylabel('Y(Predicted)')
plt.show()
basis_y_knn = basis_y_pred.copy()
Mean squared error: 0.02
Variance score: 0.95
from sklearn.svm import SVR
model = SVR(kernel='rbf', C=1e3, gamma=0.1)
model.fit(basis_X_train, basis_y_train)
basis_y_pred = model.predict(basis_X_test)
# The mean squared error
print("Mean squared error: %.2f"
% mean_squared_error(basis_y_test, basis_y_pred))
# Explained variance score: 1 is perfect prediction
print('Variance score: %.2f' % r2_score(basis_y_test, basis_y_pred))
# Plot outputs
plt.scatter(basis_y_pred, basis_y_test, color='black')
plt.plot(basis_y_test, basis_y_test, color='blue', linewidth=3)
plt.xlabel('Y(actual)')
plt.ylabel('Y(Predicted)')
plt.show()
basis_y_svr = basis_y_pred.copy()
Mean squared error: 0.02
Variance score: 0.95
from sklearn import ensemble
model=ensemble.ExtraTreesRegressor()
model.fit(basis_X_train, basis_y_train)
basis_y_pred = model.predict(basis_X_test)
# The mean squared error
print("Mean squared error: %.2f"
% mean_squared_error(basis_y_test, basis_y_pred))
# Explained variance score: 1 is perfect prediction
print('Variance score: %.2f' % r2_score(basis_y_test, basis_y_pred))
# Plot outputs
plt.scatter(basis_y_pred, basis_y_test, color='black')
plt.plot(basis_y_test, basis_y_test, color='blue', linewidth=3)
plt.xlabel('Y(actual)')
plt.ylabel('Y(Predicted)')
plt.show()
basis_y_trees = basis_y_pred.copy()
Mean squared error: 0.02
Variance score: 0.95
basis_y_pred_ensemble = (basis_y_trees + basis_y_svr + +basis_y_knn + basis_y_regr)/4
# The mean squared error
print("Mean squared error: %.2f"
% mean_squared_error(basis_y_test, basis_y_pred))
# Explained variance score: 1 is perfect prediction
print('Variance score: %.2f' % r2_score(basis_y_test, basis_y_pred))
# Plot outputs
plt.scatter(basis_y_pred, basis_y_test, color='black')
plt.plot(basis_y_test, basis_y_test, color='blue', linewidth=3)
plt.xlabel('Y(actual)')
plt.ylabel('Y(Predicted)')
plt.show()
Mean squared error: 0.02
Variance score: 0.95
from backtester.trading_system import TradingSystem
from backtester.trading_system_parameters import TradingSystemParameters
from backtester.features.feature import Feature
from backtester.executionSystem.simple_execution_system_fairvalue import SimpleExecutionSystemWithFairValue
from backtester.orderPlacer.backtesting_order_placer import BacktestingOrderPlacer
from backtester.version import updateCheck
from backtester.constants import *
from backtester.timeRule.us_time_rule import USTimeRule
from backtester.logger import *
class MyTradingParams(TradingSystemParameters):
def __init__(self):
super(MyTradingParams, self).__init__()
self.count = 0
self.params = {}
self.start = '2017/01/06'
self.end = '2017/01/10'
self.instrumentIds = ['MQK']
'''
Returns an instance of class DataParser. Source of data for instruments
'''
def getDataParser(self):
dataSetId = 'trainingData3'
downloadUrl = 'https://github.com/Auquan/auquan-historical-data/raw/master/qq2Data'
z= CsvDataSource(cachedFolderName='historicalData/',
dataSetId=dataSetId,
instrumentIds=self.instrumentIds,
downloadUrl = downloadUrl,
timeKey = '',
timeStringFormat = '%Y-%m-%d %H:%M:%S',
startDateStr=self.start,
endDateStr=self.end,
liveUpdates=True,
pad=True)
return z
def getTimeRuleForUpdates(self):
return USTimeRule(startDate = self.start,
endDate = self.end,
startTime='9:30',
endTime='15:30',
frequency='M', sample='1')
'''
Return starting capital
'''
def getStartingCapital(self):
return 10000
'''
This is a way to use any custom features you might have made.
'''
def getCustomFeatures(self):
return {'prediction': TrainingPredictionFeature}
def getInstrumentFeatureConfigDicts(self):
predictionDict = {'featureKey': 'prediction',
'featureId': 'prediction',
'params': {}}
# ADD RELEVANT FEATURES HERE
expma5dic = {'featureKey': 'emabasis5',
'featureId': 'exponential_moving_average',
'params': {'period': 5,
'featureName': 'basis'}}
expma10dic = {'featureKey': 'emabasis10',
'featureId': 'exponential_moving_average',
'params': {'period': 10,
'featureName': 'basis'}}
expma2dic = {'featureKey': 'emabasis2',
'featureId': 'exponential_moving_average',
'params': {'period': 2,
'featureName': 'basis'}}
mom10dic = {'featureKey': 'mom10',
'featureId': 'difference',
'params': {'period': 10,
'featureName': 'basis'}}
scoreDict = {'featureKey': 'score',
'featureId': 'score_fv',
'params': {'predictionKey': 'prediction',
'price': 'basis'}}
return {INSTRUMENT_TYPE_STOCK: [expma5dic,expma2dic,expma10dic,mom10dic,
predictionDict, scoreDict]}
'''
Returns an array of market feature config dictionaries
'''
def getMarketFeatureConfigDicts(self):
# ADD RELEVANT FEATURES HERE
scoreDict = {'featureKey': 'score',
'featureId': 'score_fv',
'params': {'featureName': self.getPriceFeatureKey(),
'instrument_score_feature': 'score'}}
return [scoreDict]
'''
A function that returns your predicted value based on your heuristics.
'''
def getPrediction(self, time, updateNum, instrumentManager):
predictions = pd.Series(0.0, index = self.instrumentIds)
# holder for all the instrument features
lbInstF = instrumentManager.getLookbackInstrumentFeatures()
### TODO : FILL THIS FUNCTION TO RETURN A BUY (1) or SELL (0) prediction for each stock
### USE TEMPLATE BELOW AS EXAMPLE
# dataframe for a historical instrument feature (mom10 in this case). The index is the timestamps
# of upto lookback data points. The columns of this dataframe are the stock symbols/instrumentIds.
# Get the last row of the dataframe, the most recent datapoint
mom10 = lbInstF.getFeatureDf('mom10').iloc[-1]
emabasis2 = lbInstF.getFeatureDf('emabasis2').iloc[-1]
emabasis5 = lbInstF.getFeatureDf('emabasis5').iloc[-1]
emabasis10 = lbInstF.getFeatureDf('emabasis10').iloc[-1]
basis = lbInstF.getFeatureDf('basis').iloc[-1]
totalaskvol = (lbInstF.getFeatureDf('stockTotalAskVol').iloc[-1] - lbInstF.getFeatureDf('futureTotalAskVol').iloc[-1])/100000.0
totalbidvol = (lbInstF.getFeatureDf('stockTotalBidVol').iloc[-1] - lbInstF.getFeatureDf('futureTotalBidVol').iloc[-1])/100000.0
coeff = [ 0.03249183, 0.49675487, -0.22289464, 0.2025182, 0.5080227, -0.21557005, 0.17128488]
predictions['MQK'] = coeff[0] * mom10['MQK'] + coeff[1] * emabasis2['MQK'] +\
coeff[2] * emabasis5['MQK'] + coeff[3] * emabasis10['MQK'] +\
coeff[4] * basis['MQK'] + coeff[5] * totalaskvol['MQK']+\
coeff[6] * totalbidvol['MQK']
predictions.fillna(emabasis5,inplace=True)
print('Current basis: %.3f, predicted basis: %.3f'%(basis['MQK'], predictions['MQK']))
if updateNum>1:
print('Current position: %.0f'%lbInstF.getFeatureDf('position').iloc[-1]['MQK'])
return predictions
'''
Here we convert prediction to intended positions for different instruments.
'''
def getExecutionSystem(self):
return SimpleExecutionSystemWithFairValue(enter_threshold_deviation=0.5, exit_threshold_deviation=0.2,
longLimit=250, shortLimit=250, capitalUsageLimit=0.05,
enterlotSize=10, exitlotSize=10,
limitType='L', price=self.getPriceFeatureKey())
'''
For Backtesting, we use the BacktestingOrderPlacer, which places the order which we want,
and automatically confirms it too.
'''
def getOrderPlacer(self):
return BacktestingOrderPlacer()
'''
Returns the amount of lookback data you want for your calculations.
'''
def getLookbackSize(self):
return 90
def getPriceFeatureKey(self):
return 'basis'
def getMetricsToLogRealtime(self):
# Everything will be logged if left as is
return {
'market': None,
'instruments': None
}
class TrainingPredictionFeature(Feature):
@classmethod
def computeForInstrument(cls, updateNum, time, featureParams, featureKey, instrumentManager):
t = MyTradingParams()
return t.getPrediction(time, updateNum, instrumentManager)
if updateCheck():
print('Your version of the auquan toolbox package is old. Please update by running the following command:')
print('pip install -U auquan_toolbox')
else:
tsParams = MyTradingParams()
# import pdb;pdb.set_trace()
tradingSystem = TradingSystem(tsParams)
results = tradingSystem.startTrading(onlyAnalyze=False, shouldPlot=False, makeInstrumentCsvs=False)
# Set onlyAnalyze to True to quickly generate csv files with all the features
# Set onlyAnalyze to False to run a full backtest
# Set makeInstrumentCsvs to False to not make instrument specific csvs in runLogs.
# This improves the performance BY A LOT
Processing data for stock: MQK
Logging all the available market metrics in tensorboard
Logging all the available instrument metrics in tensorboard
2017-01-06 09:30:00
Current basis: 3.685, predicted basis: 3.651
2017-01-06 09:31:00
Current basis: 3.815, predicted basis: 3.724
Current position: 0
2017-01-06 09:32:00
Current basis: 3.812, predicted basis: 3.723
Current position: -10
2017-01-06 09:33:00
Current basis: 3.661, predicted basis: 3.641
Current position: -20
2017-01-06 09:34:00
Current basis: 3.811, predicted basis: 3.728
Current position: -30
2017-01-06 09:35:00
Current basis: 3.987, predicted basis: 3.836
Current position: -40
2017-01-06 09:36:00
Current basis: 4.011, predicted basis: 3.891
Current position: -50
2017-01-06 09:37:00
Current basis: 4.041, predicted basis: 3.928
Current position: -60
2017-01-06 09:38:00
Current basis: 4.397, predicted basis: 4.162
Current position: -70
2017-01-06 09:39:00
Current basis: 4.343, predicted basis: 4.187
Current position: -80
2017-01-06 09:40:00
Current basis: 4.269, predicted basis: 4.160
Current position: -90
2017-01-06 09:41:00
Current basis: 4.445, predicted basis: 4.292
Current position: -100
2017-01-06 09:42:00
Current basis: 4.418, predicted basis: 4.295
Current position: -110
2017-01-06 09:43:00
Current basis: 4.216, predicted basis: 4.161
Current position: -120
2017-01-06 09:44:00
Current basis: 4.438, predicted basis: 4.309
Current position: -130
2017-01-06 09:45:00
Current basis: 4.361, predicted basis: 4.267
Current position: -140
2017-01-06 09:46:00
Current basis: 4.391, predicted basis: 4.291
Current position: -150
2017-01-06 09:47:00
Current basis: 4.291, predicted basis: 4.220
Current position: -160
2017-01-06 09:48:00
Current basis: 4.516, predicted basis: 4.369
Current position: -170
2017-01-06 09:49:00
Current basis: 4.393, predicted basis: 4.301
Current position: -180
2017-01-06 09:50:00
Current basis: 4.270, predicted basis: 4.209
Current position: -190
2017-01-06 09:51:00
Current basis: 4.021, predicted basis: 4.047
Current position: -200
2017-01-06 09:52:00
Current basis: 4.096, predicted basis: 4.062
Current position: -210
2017-01-06 09:53:00
Current basis: 3.846, predicted basis: 3.883
Current position: -220
2017-01-06 09:54:00
Current basis: 3.845, predicted basis: 3.856
Current position: -230
2017-01-06 09:55:00
Current basis: 3.820, predicted basis: 3.818
Current position: -240
2017-01-06 09:56:00
Current basis: 3.770, predicted basis: 3.774
Current position: -250
2017-01-06 09:57:00
Current basis: 3.916, predicted basis: 3.836
Current position: -250
2017-01-06 09:58:00
Current basis: 4.111, predicted basis: 3.966
Current position: -250
2017-01-06 09:59:00
Current basis: 3.761, predicted basis: 3.772
Current position: -250
2017-01-06 10:00:00
Current basis: 4.008, predicted basis: 3.921
Current position: -250
2017-01-06 10:01:00
Current basis: 4.157, predicted basis: 4.031
Current position: -250
2017-01-06 10:02:00
Current basis: 4.006, predicted basis: 3.959
Current position: -250
2017-01-06 10:03:00
Current basis: 4.131, predicted basis: 4.045
Current position: -250
2017-01-06 10:04:00
Current basis: 4.081, predicted basis: 4.029
Current position: -250
2017-01-06 10:05:00
Current basis: 4.157, predicted basis: 4.080
Current position: -250
2017-01-06 10:06:00
Current basis: 3.934, predicted basis: 3.926
Current position: -250
2017-01-06 10:07:00
Current basis: 4.061, predicted basis: 3.989
Current position: -250
2017-01-06 10:08:00
Current basis: 4.060, predicted basis: 4.012
Current position: -250
2017-01-06 10:09:00
Current basis: 4.114, predicted basis: 4.033
Current position: -250
2017-01-06 10:10:00
Current basis: 4.160, predicted basis: 4.068
Current position: -250
2017-01-06 10:11:00
Current basis: 4.238, predicted basis: 4.129
Current position: -250
2017-01-06 10:12:00
Current basis: 4.336, predicted basis: 4.212
Current position: -250
2017-01-06 10:13:00
Current basis: 4.039, predicted basis: 4.035
Current position: -250
2017-01-06 10:14:00
Current basis: 4.137, predicted basis: 4.079
Current position: -250
2017-01-06 10:15:00
Current basis: 4.114, predicted basis: 4.065
Current position: -250
2017-01-06 10:16:00
Current basis: 4.040, predicted basis: 4.016
Current position: -250
2017-01-06 10:17:00
Current basis: 4.115, predicted basis: 4.055
Current position: -250
2017-01-06 10:18:00
Current basis: 4.165, predicted basis: 4.086
Current position: -250
2017-01-06 10:19:00
Current basis: 4.239, predicted basis: 4.116
Current position: -250
2017-01-06 10:20:00
Current basis: 3.964, predicted basis: 3.960
Current position: -250
2017-01-06 10:21:00
Current basis: 3.813, predicted basis: 3.854
Current position: -250
2017-01-06 10:22:00
Current basis: 3.888, predicted basis: 3.882
Current position: -250
2017-01-06 10:23:00
Current basis: 3.763, predicted basis: 3.781
Current position: -250
2017-01-06 10:24:00
Current basis: 3.712, predicted basis: 3.723
Current position: -250
2017-01-06 10:25:00
Current basis: 3.886, predicted basis: 3.829
Current position: -250
2017-01-06 10:26:00
Current basis: 3.861, predicted basis: 3.821
Current position: -250
2017-01-06 10:27:00
Current basis: 3.785, predicted basis: 3.766
Current position: -250
2017-01-06 10:28:00
Current basis: 3.811, predicted basis: 3.772
Current position: -250
2017-01-06 10:29:00
Current basis: 3.734, predicted basis: 3.720
Current position: -250
2017-01-06 10:30:00
Current basis: 3.832, predicted basis: 3.805
Current position: -250
2017-01-06 10:31:00
Current basis: 3.755, predicted basis: 3.667
Current position: -250
2017-01-06 10:32:00
Current basis: 4.051, predicted basis: 3.946
Current position: -250
2017-01-06 10:33:00
Current basis: 3.828, predicted basis: 3.810
Current position: -250
2017-01-06 10:34:00
Current basis: 4.053, predicted basis: 3.945
Current position: -250
2017-01-06 10:35:00
Current basis: 4.178, predicted basis: 4.034
Current position: -250
2017-01-06 10:36:00
Current basis: 4.916, predicted basis: 4.574
Current position: -250
2017-01-06 10:37:00
Current basis: 4.545, predicted basis: 4.406
Current position: -250
2017-01-06 10:38:00
Current basis: 4.595, predicted basis: 4.461
Current position: -250
2017-01-06 10:39:00
Current basis: 4.720, predicted basis: 4.561
Current position: -250
2017-01-06 10:40:00
Current basis: 4.645, predicted basis: 4.558
Current position: -250
2017-01-06 10:41:00
Current basis: 5.267, predicted basis: 4.942
Current position: -250
2017-01-06 10:42:00
Current basis: 5.117, predicted basis: 4.935
Current position: -250
2017-01-06 10:43:00
Current basis: 5.219, predicted basis: 5.008
Current position: -250
2017-01-06 10:44:00
Current basis: 5.194, predicted basis: 5.020
Current position: -250
2017-01-06 10:45:00
Current basis: 4.874, predicted basis: 4.808
Current position: -250
2017-01-06 10:46:00
Current basis: 4.928, predicted basis: 4.842
Current position: -250
2017-01-06 10:47:00
Current basis: 5.180, predicted basis: 5.005
Current position: -250
2017-01-06 10:48:00
Current basis: 5.231, predicted basis: 5.059
Current position: -250
2017-01-06 10:49:00
Current basis: 5.256, predicted basis: 5.092
Current position: -250
2017-01-06 10:50:00
Current basis: 5.330, predicted basis: 5.135
Current position: -250
2017-01-06 10:51:00
Current basis: 5.230, predicted basis: 5.088
Current position: -250
2017-01-06 10:52:00
Current basis: 5.281, predicted basis: 5.117
Current position: -250
2017-01-06 10:53:00
Current basis: 5.231, predicted basis: 5.107
Current position: -250
2017-01-06 10:54:00
Current basis: 5.206, predicted basis: 5.084
Current position: -250
2017-01-06 10:55:00
Current basis: 5.280, predicted basis: 5.155
Current position: -250
2017-01-06 10:56:00
Current basis: 5.104, predicted basis: 5.027
Current position: -250
2017-01-06 10:57:00
Current basis: 5.028, predicted basis: 4.960
Current position: -250
2017-01-06 10:58:00
Current basis: 5.102, predicted basis: 4.993
Current position: -250
2017-01-06 10:59:00
Current basis: 4.829, predicted basis: 4.814
Current position: -250
2017-01-06 11:00:00
Current basis: 5.005, predicted basis: 4.902
Current position: -250
2017-01-06 11:01:00
Current basis: 4.929, predicted basis: 4.852
Current position: -250
2017-01-06 11:02:00
Current basis: 5.029, predicted basis: 4.912
Current position: -250
2017-01-06 11:03:00
Current basis: 4.804, predicted basis: 4.781
Current position: -250
2017-01-06 11:04:00
Current basis: 4.956, predicted basis: 4.836
Current position: -250
2017-01-06 11:05:00
Current basis: 4.560, predicted basis: 4.589
Current position: -250
2017-01-06 11:06:00
Current basis: 4.833, predicted basis: 4.735
Current position: -250
2017-01-06 11:07:00
Current basis: 4.879, predicted basis: 4.777
Current position: -250
2017-01-06 11:08:00
Current basis: 4.755, predicted basis: 4.713
Current position: -250
2017-01-06 11:09:00
Current basis: 4.710, predicted basis: 4.654
Current position: -250
2017-01-06 11:10:00
Current basis: 4.685, predicted basis: 4.621
Current position: -250
2017-01-06 11:11:00
Current basis: 4.611, predicted basis: 4.570
Current position: -250
2017-01-06 11:12:00
Current basis: 4.657, predicted basis: 4.605
Current position: -250
2017-01-06 11:13:00
Current basis: 4.683, predicted basis: 4.612
Current position: -250
2017-01-06 11:14:00
Current basis: 4.582, predicted basis: 4.564
Current position: -250
2017-01-06 11:15:00
Current basis: 4.507, predicted basis: 4.494
Current position: -250
2017-01-06 11:16:00
Current basis: 4.507, predicted basis: 4.474
Current position: -250
2017-01-06 11:17:00
Current basis: 4.607, predicted basis: 4.534
Current position: -250
2017-01-06 11:18:00
Current basis: 4.582, predicted basis: 4.521
Current position: -250
2017-01-06 11:19:00
Current basis: 4.506, predicted basis: 4.473
Current position: -250
2017-01-06 11:20:00
Current basis: 4.481, predicted basis: 4.460
Current position: -250
2017-01-06 11:21:00
Current basis: 4.481, predicted basis: 4.456
Current position: -250
2017-01-06 11:22:00
Current basis: 4.382, predicted basis: 4.381
Current position: -250
2017-01-06 11:23:00
Current basis: 4.336, predicted basis: 4.326
Current position: -250
2017-01-06 11:24:00
Current basis: 4.310, predicted basis: 4.309
Current position: -250
2017-01-06 11:25:00
Current basis: 4.334, predicted basis: 4.307
Current position: -250
2017-01-06 11:26:00
Current basis: 4.333, predicted basis: 4.296
Current position: -250
2017-01-06 11:27:00
Current basis: 4.359, predicted basis: 4.308
Current position: -250
2017-01-06 11:28:00
Current basis: 4.307, predicted basis: 4.286
Current position: -250
2017-01-06 11:29:00
Current basis: 4.433, predicted basis: 4.350
Current position: -250
2017-01-06 11:30:00
Current basis: 4.384, predicted basis: 4.326
Current position: -250
2017-01-06 11:31:00
Current basis: 4.581, predicted basis: 4.465
Current position: -250
2017-01-06 11:32:00
Current basis: 4.581, predicted basis: 4.483
Current position: -250
2017-01-06 11:33:00
Current basis: 4.209, predicted basis: 4.256
Current position: -250
2017-01-06 11:34:00
Current basis: 4.286, predicted basis: 4.261
Current position: -250
2017-01-06 11:35:00
Current basis: 3.987, predicted basis: 4.038
Current position: -250
2017-01-06 11:36:00
Current basis: 3.690, predicted basis: 3.821
Current position: -250
2017-01-06 11:37:00
Current basis: 3.715, predicted basis: 3.802
Current position: -250
2017-01-06 11:38:00
Current basis: 3.646, predicted basis: 3.701
Current position: -250
2017-01-06 11:39:00
Current basis: 3.670, predicted basis: 3.682
Current position: -250
2017-01-06 11:40:00
Current basis: 3.593, predicted basis: 3.622
Current position: -250
2017-01-06 11:41:00
Current basis: 3.815, predicted basis: 3.746
Current position: -250
2017-01-06 11:42:00
Current basis: 3.616, predicted basis: 3.634
Current position: -250
2017-01-06 11:43:00
Current basis: 3.689, predicted basis: 3.671
Current position: -250
2017-01-06 11:44:00
Current basis: 3.739, predicted basis: 3.718
Current position: -250
2017-01-06 11:45:00
Current basis: 3.321, predicted basis: 3.435
Current position: -250
2017-01-06 11:46:00
Current basis: 3.494, predicted basis: 3.519
Current position: -250
2017-01-06 11:47:00
Current basis: 3.270, predicted basis: 3.360
Current position: -250
2017-01-06 11:48:00
Current basis: 2.899, predicted basis: 3.084
Current position: -250
2017-01-06 11:49:00
Current basis: 2.849, predicted basis: 3.013
Current position: -250
2017-01-06 11:50:00
Current basis: 2.826, predicted basis: 2.922
Current position: -250
2017-01-06 11:51:00
Current basis: 2.700, predicted basis: 2.831
Current position: -250
2017-01-06 11:52:00
Current basis: 2.551, predicted basis: 2.690
Current position: -250
2017-01-06 11:53:00
Current basis: 2.700, predicted basis: 2.744
Current position: -250
2017-01-06 11:54:00
Current basis: 2.674, predicted basis: 2.733
Current position: -250
2017-01-06 11:55:00
Current basis: 2.600, predicted basis: 2.656
Current position: -250
2017-01-06 11:56:00
Current basis: 2.769, predicted basis: 2.779
Current position: -250
2017-01-06 11:57:00
Current basis: 2.768, predicted basis: 2.787
Current position: -250
2017-01-06 11:58:00
Current basis: 2.721, predicted basis: 2.744
Current position: -250
2017-01-06 11:59:00
Current basis: 2.842, predicted basis: 2.838
Current position: -250
2017-01-06 12:00:00
Current basis: 2.842, predicted basis: 2.849
Current position: -250
2017-01-06 12:01:00
Current basis: 2.818, predicted basis: 2.835
Current position: -250
2017-01-06 12:02:00
Current basis: 2.646, predicted basis: 2.718
Current position: -250
2017-01-06 12:03:00
Current basis: 2.767, predicted basis: 2.783
Current position: -250
2017-01-06 12:04:00
Current basis: 2.838, predicted basis: 2.844
Current position: -250
2017-01-06 12:05:00
Current basis: 2.696, predicted basis: 2.741
Current position: -250
2017-01-06 12:06:00
Current basis: 2.716, predicted basis: 2.752
Current position: -250
2017-01-06 12:07:00
Current basis: 2.764, predicted basis: 2.786
Current position: -250
2017-01-06 12:08:00
Current basis: 2.739, predicted basis: 2.747
Current position: -250
2017-01-06 12:09:00
Current basis: 2.740, predicted basis: 2.737
Current position: -250
2017-01-06 12:10:00
Current basis: 2.842, predicted basis: 2.839
Current position: -250
2017-01-06 12:11:00
Current basis: 2.866, predicted basis: 2.873
Current position: -250
2017-01-06 12:12:00
Current basis: 2.943, predicted basis: 2.893
Current position: -250
2017-01-06 12:13:00
Current basis: 2.717, predicted basis: 2.764
Current position: -250
2017-01-06 12:14:00
Current basis: 2.717, predicted basis: 2.764
Current position: -250
2017-01-06 12:15:00
Current basis: 2.717, predicted basis: 2.745
Current position: -250
2017-01-06 12:16:00
Current basis: 2.717, predicted basis: 2.727
Current position: -250
2017-01-06 12:17:00
Current basis: 2.767, predicted basis: 2.764
Current position: -250
2017-01-06 12:18:00
Current basis: 2.743, predicted basis: 2.747
Current position: -250
2017-01-06 12:19:00
Current basis: 2.844, predicted basis: 2.796
Current position: -250
2017-01-06 12:20:00
Current basis: 2.770, predicted basis: 2.756
Current position: -250
2017-01-06 12:21:00
Current basis: 2.745, predicted basis: 2.735
Current position: -250
2017-01-06 12:22:00
Current basis: 2.695, predicted basis: 2.702
Current position: -250
2017-01-06 12:23:00
Current basis: 2.770, predicted basis: 2.745
Current position: -250
2017-01-06 12:24:00
Current basis: 2.721, predicted basis: 2.722
Current position: -250
2017-01-06 12:25:00
Current basis: 2.695, predicted basis: 2.702
Current position: -250
2017-01-06 12:26:00
Current basis: 2.840, predicted basis: 2.776
Current position: -250
2017-01-06 12:27:00
Current basis: 2.768, predicted basis: 2.738
Current position: -250
2017-01-06 12:28:00
Current basis: 2.470, predicted basis: 2.553
Current position: -250
2017-01-06 12:29:00
Current basis: 2.594, predicted basis: 2.609
Current position: -250
2017-01-06 12:30:00
Current basis: 2.643, predicted basis: 2.639
Current position: -250
2017-01-06 12:31:00
Current basis: 2.595, predicted basis: 2.599
Current position: -250
2017-01-06 12:32:00
Current basis: 2.720, predicted basis: 2.655
Current position: -250
2017-01-06 12:33:00
Current basis: 2.621, predicted basis: 2.609
Current position: -250
2017-01-06 12:34:00
Current basis: 2.745, predicted basis: 2.687
Current position: -250
2017-01-06 12:35:00
Current basis: 2.721, predicted basis: 2.678
Current position: -250
2017-01-06 12:36:00
Current basis: 2.721, predicted basis: 2.680
Current position: -250
2017-01-06 12:37:00
Current basis: 3.049, predicted basis: 2.899
Current position: -250
2017-01-06 12:38:00
Current basis: 3.152, predicted basis: 2.998
Current position: -250
2017-01-06 12:39:00
Current basis: 3.204, predicted basis: 3.052
Current position: -250
2017-01-06 12:40:00
Current basis: 3.029, predicted basis: 2.958
Current position: -250
2017-01-06 12:41:00
Current basis: 2.951, predicted basis: 2.927
Current position: -250
2017-01-06 12:42:00
Current basis: 2.730, predicted basis: 2.777
Current position: -250
2017-01-06 12:43:00
Current basis: 2.706, predicted basis: 2.724
Current position: -250
2017-01-06 12:44:00
Current basis: 2.532, predicted basis: 2.603
Current position: -250
2017-01-06 12:45:00
Current basis: 2.074, predicted basis: 2.259
Current position: -250
2017-01-06 12:46:00
Current basis: 2.193, predicted basis: 2.269
Current position: -250
2017-01-06 12:47:00
Current basis: 2.594, predicted basis: 2.512
Current position: -250
2017-01-06 12:48:00
Current basis: 2.494, predicted basis: 2.438
Current position: -250
2017-01-06 12:49:00
Current basis: 2.665, predicted basis: 2.568
Current position: -250
2017-01-06 12:50:00
Current basis: 2.761, predicted basis: 2.662
Current position: -250
2017-01-06 12:51:00
Current basis: 2.661, predicted basis: 2.613
Current position: -250
2017-01-06 12:52:00
Current basis: 2.862, predicted basis: 2.756
Current position: -250
2017-01-06 12:53:00
Current basis: 2.860, predicted basis: 2.771
Current position: -250
2017-01-06 12:54:00
Current basis: 2.661, predicted basis: 2.671
Current position: -250
2017-01-06 12:55:00
Current basis: 2.684, predicted basis: 2.669
Current position: -250
2017-01-06 12:56:00
Current basis: 2.685, predicted basis: 2.663
Current position: -250
2017-01-06 12:57:00
Current basis: 2.826, predicted basis: 2.755
Current position: -250
2017-01-06 12:58:00
Current basis: 2.751, predicted basis: 2.706
Current position: -250
2017-01-06 12:59:00
Current basis: 2.781, predicted basis: 2.724
Current position: -250
2017-01-06 13:00:00
Current basis: 2.581, predicted basis: 2.614
Current position: -250
2017-01-06 13:01:00
Current basis: 2.559, predicted basis: 2.434
Current position: -250
2017-01-06 13:02:00
Current basis: 2.586, predicted basis: 2.574
Current position: -250
2017-01-06 13:03:00
Current basis: 2.436, predicted basis: 2.476
Current position: -250
2017-01-06 13:04:00
Current basis: 2.507, predicted basis: 2.488
Current position: -250
2017-01-06 13:05:00
Current basis: 2.483, predicted basis: 2.477
Current position: -250
2017-01-06 13:06:00
Current basis: 2.408, predicted basis: 2.397
Current position: -250
2017-01-06 13:07:00
Current basis: 2.358, predicted basis: 2.375
Current position: -250
2017-01-06 13:08:00
Current basis: 2.258, predicted basis: 2.294
Current position: -250
2017-01-06 13:09:00
Current basis: 2.305, predicted basis: 2.319
Current position: -250
2017-01-06 13:10:00
Current basis: 2.354, predicted basis: 2.343
Current position: -250
2017-01-06 13:11:00
Current basis: 2.481, predicted basis: 2.417
Current position: -250
2017-01-06 13:12:00
Current basis: 2.335, predicted basis: 2.333
Current position: -250
2017-01-06 13:13:00
Current basis: 2.287, predicted basis: 2.288
Current position: -250
2017-01-06 13:14:00
Current basis: 1.989, predicted basis: 2.091
Current position: -250
2017-01-06 13:15:00
Current basis: 2.310, predicted basis: 2.272
Current position: -250
2017-01-06 13:16:00
Current basis: 2.336, predicted basis: 2.292
Current position: -250
2017-01-06 13:17:00
Current basis: 2.311, predicted basis: 2.287
Current position: -250
2017-01-06 13:18:00
Current basis: 2.583, predicted basis: 2.478
Current position: -250
2017-01-06 13:19:00
Current basis: 2.290, predicted basis: 2.271
Current position: -250
2017-01-06 13:20:00
Current basis: 2.433, predicted basis: 2.400
Current position: -250
2017-01-06 13:21:00
Current basis: 2.436, predicted basis: 2.392
Current position: -250
2017-01-06 13:22:00
Current basis: 2.311, predicted basis: 2.317
Current position: -250
2017-01-06 13:23:00
Current basis: 2.108, predicted basis: 2.190
Current position: -250
2017-01-06 13:24:00
Current basis: 2.179, predicted basis: 2.195
Current position: -250
2017-01-06 13:25:00
Current basis: 2.080, predicted basis: 2.109
Current position: -250
2017-01-06 13:26:00
Current basis: 1.857, predicted basis: 1.957
Current position: -250
2017-01-06 13:27:00
Current basis: 1.956, predicted basis: 1.968
Current position: -250
2017-01-06 13:28:00
Current basis: 1.980, predicted basis: 2.001
Current position: -250
2017-01-06 13:29:00
Current basis: 2.054, predicted basis: 2.027
Current position: -250
2017-01-06 13:30:00
Current basis: 2.154, predicted basis: 2.091
Current position: -250
2017-01-06 13:31:00
Current basis: 2.152, predicted basis: 2.117
Current position: -250
2017-01-06 13:32:00
Current basis: 2.155, predicted basis: 2.119
Current position: -250
2017-01-06 13:33:00
Current basis: 2.229, predicted basis: 2.179
Current position: -250
2017-01-06 13:34:00
Current basis: 2.154, predicted basis: 2.163
Current position: -250
2017-01-06 13:35:00
Current basis: 2.333, predicted basis: 2.268
Current position: -250
2017-01-06 13:36:00
Current basis: 2.436, predicted basis: 2.347
Current position: -250
2017-01-06 13:37:00
Current basis: 2.290, predicted basis: 2.266
Current position: -250
2017-01-06 13:38:00
Current basis: 2.341, predicted basis: 2.278
Current position: -250
2017-01-06 13:39:00
Current basis: 2.265, predicted basis: 2.260
Current position: -250
2017-01-06 13:40:00
Current basis: 2.215, predicted basis: 2.212
Current position: -250
2017-01-06 13:41:00
Current basis: 2.339, predicted basis: 2.283
Current position: -250
2017-01-06 13:42:00
Current basis: 2.189, predicted basis: 2.197
Current position: -250
2017-01-06 13:43:00
Current basis: 2.036, predicted basis: 2.101
Current position: -250
2017-01-06 13:44:00
Current basis: 2.258, predicted basis: 2.205
Current position: -250
2017-01-06 13:45:00
Current basis: 2.309, predicted basis: 2.236
Current position: -250
2017-01-06 13:46:00
Current basis: 2.257, predicted basis: 2.238
Current position: -250
2017-01-06 13:47:00
Current basis: 2.232, predicted basis: 2.213
Current position: -250
2017-01-06 13:48:00
Current basis: 2.301, predicted basis: 2.290
Current position: -250
2017-01-06 13:49:00
Current basis: 2.177, predicted basis: 2.203
Current position: -250
2017-01-06 13:50:00
Current basis: 2.203, predicted basis: 2.187
Current position: -250
2017-01-06 13:51:00
Current basis: 2.180, predicted basis: 2.166
Current position: -250
2017-01-06 13:52:00
Current basis: 2.230, predicted basis: 2.230
Current position: -250
2017-01-06 13:53:00
Current basis: 2.053, predicted basis: 2.107
Current position: -250
2017-01-06 13:54:00
Current basis: 2.100, predicted basis: 2.092
Current position: -250
2017-01-06 13:55:00
Current basis: 2.126, predicted basis: 2.115
Current position: -250
2017-01-06 13:56:00
Current basis: 1.998, predicted basis: 2.033
Current position: -250
2017-01-06 13:57:00
Current basis: 2.020, predicted basis: 2.019
Current position: -250
2017-01-06 13:58:00
Current basis: 2.071, predicted basis: 2.059
Current position: -250
2017-01-06 13:59:00
Current basis: 2.072, predicted basis: 2.055
Current position: -250
2017-01-06 14:00:00
Current basis: 1.899, predicted basis: 1.939
Current position: -250
2017-01-06 14:01:00
Current basis: 2.021, predicted basis: 2.010
Current position: -250
2017-01-06 14:02:00
Current basis: 1.898, predicted basis: 1.924
Current position: -250
2017-01-06 14:03:00
Current basis: 2.049, predicted basis: 2.025
Current position: -250
2017-01-06 14:04:00
Current basis: 1.974, predicted basis: 1.955
Current position: -250
2017-01-06 14:05:00
Current basis: 2.049, predicted basis: 2.019
Current position: -250
2017-01-06 14:06:00
Current basis: 2.104, predicted basis: 2.057
Current position: -250
2017-01-06 14:07:00
Current basis: 1.879, predicted basis: 1.917
Current position: -250
2017-01-06 14:08:00
Current basis: 2.004, predicted basis: 1.986
Current position: -250
2017-01-06 14:09:00
Current basis: 1.954, predicted basis: 1.958
Current position: -250
2017-01-06 14:10:00
Current basis: 2.028, predicted basis: 1.991
Current position: -250
2017-01-06 14:11:00
Current basis: 2.003, predicted basis: 1.982
Current position: -250
2017-01-06 14:12:00
Current basis: 2.003, predicted basis: 1.981
Current position: -250
2017-01-06 14:13:00
Current basis: 2.053, predicted basis: 2.014
Current position: -250
2017-01-06 14:14:00
Current basis: 1.778, predicted basis: 1.832
Current position: -250
2017-01-06 14:15:00
Current basis: 1.902, predicted basis: 1.907
Current position: -250
2017-01-06 14:16:00
Current basis: 1.901, predicted basis: 1.899
Current position: -250
2017-01-06 14:17:00
Current basis: 2.025, predicted basis: 1.977
Current position: -250
2017-01-06 14:18:00
Current basis: 1.975, predicted basis: 1.973
Current position: -250
2017-01-06 14:19:00
Current basis: 2.000, predicted basis: 1.987
Current position: -250
2017-01-06 14:20:00
Current basis: 2.225, predicted basis: 2.117
Current position: -250
2017-01-06 14:21:00
Current basis: 2.175, predicted basis: 2.118
Current position: -250
2017-01-06 14:22:00
Current basis: 2.125, predicted basis: 2.090
Current position: -250
2017-01-06 14:23:00
Current basis: 2.223, predicted basis: 2.165
Current position: -250
2017-01-06 14:24:00
Current basis: 2.197, predicted basis: 2.176
Current position: -250
2017-01-06 14:25:00
Current basis: 2.173, predicted basis: 2.138
Current position: -250
2017-01-06 14:26:00
Current basis: 2.177, predicted basis: 2.154
Current position: -250
2017-01-06 14:27:00
Current basis: 2.030, predicted basis: 2.056
Current position: -250
2017-01-06 14:28:00
Current basis: 1.936, predicted basis: 1.967
Current position: -250
2017-01-06 14:29:00
Current basis: 1.986, predicted basis: 1.973
Current position: -250
2017-01-06 14:30:00
Current basis: 1.886, predicted basis: 1.902
Current position: -250
2017-01-06 14:31:00
Current basis: 1.906, predicted basis: 1.917
Current position: -250
2017-01-06 14:32:00
Current basis: 1.806, predicted basis: 1.835
Current position: -250
2017-01-06 14:33:00
Current basis: 1.806, predicted basis: 1.832
Current position: -250
2017-01-06 14:34:00
Current basis: 1.906, predicted basis: 1.870
Current position: -250
2017-01-06 14:35:00
Current basis: 1.861, predicted basis: 1.849
Current position: -250
2017-01-06 14:36:00
Current basis: 1.857, predicted basis: 1.852
Current position: -250
2017-01-06 14:37:00
Current basis: 1.856, predicted basis: 1.844
Current position: -250
2017-01-06 14:38:00
Current basis: 1.756, predicted basis: 1.790
Current position: -250
2017-01-06 14:39:00
Current basis: 1.756, predicted basis: 1.774
Current position: -250
2017-01-06 14:40:00
Current basis: 1.757, predicted basis: 1.762
Current position: -250
2017-01-06 14:41:00
Current basis: 1.782, predicted basis: 1.780
Current position: -250
2017-01-06 14:42:00
Current basis: 1.732, predicted basis: 1.746
Current position: -250
2017-01-06 14:43:00
Current basis: 1.910, predicted basis: 1.851
Current position: -250
2017-01-06 14:44:00
Current basis: 1.910, predicted basis: 1.860
Current position: -250
2017-01-06 14:45:00
Current basis: 1.935, predicted basis: 1.895
Current position: -250
2017-01-06 14:46:00
Current basis: 1.886, predicted basis: 1.867
Current position: -250
2017-01-06 14:47:00
Current basis: 1.911, predicted basis: 1.892
Current position: -250
2017-01-06 14:48:00
Current basis: 1.913, predicted basis: 1.899
Current position: -250
2017-01-06 14:49:00
Current basis: 1.862, predicted basis: 1.844
Current position: -250
2017-01-06 14:50:00
Current basis: 1.762, predicted basis: 1.793
Current position: -250
2017-01-06 14:51:00
Current basis: 1.785, predicted basis: 1.797
Current position: -250
2017-01-06 14:52:00
Current basis: 1.684, predicted basis: 1.719
Current position: -250
2017-01-06 14:53:00
Current basis: 1.509, predicted basis: 1.600
Current position: -250
2017-01-06 14:54:00
Current basis: 1.614, predicted basis: 1.628
Current position: -250
2017-01-06 14:55:00
Current basis: 1.663, predicted basis: 1.658
Current position: -250
2017-01-06 14:56:00
Current basis: 1.538, predicted basis: 1.576
Current position: -250
2017-01-06 14:57:00
Current basis: 1.638, predicted basis: 1.633
Current position: -250
2017-01-06 14:58:00
Current basis: 1.636, predicted basis: 1.648
Current position: -250
2017-01-06 14:59:00
Current basis: 1.584, predicted basis: 1.602
Current position: -250
2017-01-06 15:00:00
Current basis: 1.507, predicted basis: 1.553
Current position: -250
2017-01-06 15:01:00
Current basis: 1.483, predicted basis: 1.516
Current position: -250
2017-01-06 15:02:00
Current basis: 1.606, predicted basis: 1.576
Current position: -250
2017-01-06 15:03:00
Current basis: 1.605, predicted basis: 1.593
Current position: -250
2017-01-06 15:04:00
Current basis: 1.605, predicted basis: 1.594
Current position: -250
2017-01-06 15:05:00
Current basis: 1.781, predicted basis: 1.716
Current position: -250
2017-01-06 15:06:00
Current basis: 1.782, predicted basis: 1.731
Current position: -250
2017-01-06 15:07:00
Current basis: 1.806, predicted basis: 1.760
Current position: -250
2017-01-06 15:08:00
Current basis: 1.781, predicted basis: 1.747
Current position: -250
2017-01-06 15:09:00
Current basis: 1.705, predicted basis: 1.709
Current position: -250
2017-01-06 15:10:00
Current basis: 1.953, predicted basis: 1.865
Current position: -250
2017-01-06 15:11:00
Current basis: 1.852, predicted basis: 1.817
Current position: -250
2017-01-06 15:12:00
Current basis: 1.802, predicted basis: 1.792
Current position: -250
2017-01-06 15:13:00
Current basis: 1.802, predicted basis: 1.794
Current position: -250
2017-01-06 15:14:00
Current basis: 1.876, predicted basis: 1.827
Current position: -250
2017-01-06 15:15:00
Current basis: 1.929, predicted basis: 1.858
Current position: -250
2017-01-06 15:16:00
Current basis: 1.755, predicted basis: 1.757
Current position: -250
2017-01-06 15:17:00
Current basis: 1.554, predicted basis: 1.620
Current position: -250
2017-01-06 15:18:00
Current basis: 1.654, predicted basis: 1.660
Current position: -250
2017-01-06 15:19:00
Current basis: 1.554, predicted basis: 1.580
Current position: -250
2017-01-06 15:20:00
Current basis: 1.629, predicted basis: 1.619
Current position: -250
2017-01-06 15:21:00
Current basis: 1.580, predicted basis: 1.576
Current position: -250
2017-01-06 15:22:00
Current basis: 1.505, predicted basis: 1.542
Current position: -250
2017-01-06 15:23:00
Current basis: 1.257, predicted basis: 1.359
Current position: -250
2017-01-06 15:24:00
Current basis: 1.680, predicted basis: 1.604
Current position: -250
2017-01-06 15:25:00
Current basis: 1.828, predicted basis: 1.741
Current position: -250
2017-01-06 15:26:00
Current basis: 2.078, predicted basis: 1.907
Current position: -250
2017-01-06 15:27:00
Current basis: 1.781, predicted basis: 1.772
Current position: -250
2017-01-06 15:28:00
Current basis: 1.482, predicted basis: 1.578
Current position: -250
2017-01-06 15:29:00
Current basis: 1.311, predicted basis: 1.414
Current position: -250
2017-01-06 15:30:00
Current basis: 1.311, predicted basis: 1.381
Current position: -250
2017-01-09 09:30:00
Current basis: 1.311, predicted basis: 1.360
Current position: -250
2017-01-09 09:31:00
Current basis: 1.311, predicted basis: 1.352
Current position: -250
2017-01-09 09:32:00
Current basis: 1.311, predicted basis: 1.327
Current position: -250
2017-01-09 09:33:00
Current basis: 1.311, predicted basis: 1.314
Current position: -250
2017-01-09 09:34:00
Current basis: 1.311, predicted basis: 1.300
Current position: -250
2017-01-09 09:35:00
Current basis: 1.311, predicted basis: 1.306
Current position: -250
2017-01-09 09:36:00
Current basis: 1.311, predicted basis: 1.313
Current position: -250
2017-01-09 09:37:00
Current basis: 1.311, predicted basis: 1.316
Current position: -250
2017-01-09 09:38:00
Current basis: 1.311, predicted basis: 1.315
Current position: -250
2017-01-09 09:39:00
Current basis: 1.311, predicted basis: 1.313
Current position: -250
2017-01-09 09:40:00
Current basis: 1.311, predicted basis: 1.312
Current position: -250
2017-01-09 09:41:00
Current basis: 1.311, predicted basis: 1.311
Current position: -250
2017-01-09 09:42:00
Current basis: 1.311, predicted basis: 1.310
Current position: -250
2017-01-09 09:43:00
Current basis: 1.311, predicted basis: 1.309
Current position: -250
2017-01-09 09:44:00
Current basis: 1.311, predicted basis: 1.309
Current position: -250
2017-01-09 09:45:00
Current basis: 1.311, predicted basis: 1.308
Current position: -250
2017-01-09 09:46:00
Current basis: 1.311, predicted basis: 1.307
Current position: -250
2017-01-09 09:47:00
Current basis: 1.311, predicted basis: 1.306
Current position: -250
2017-01-09 09:48:00
Current basis: 1.311, predicted basis: 1.306
Current position: -250
2017-01-09 09:49:00
Current basis: 1.311, predicted basis: 1.305
Current position: -250
2017-01-09 09:50:00
Current basis: 1.311, predicted basis: 1.304
Current position: -250
2017-01-09 09:51:00
Current basis: 1.311, predicted basis: 1.304
Current position: -250
2017-01-09 09:52:00
Current basis: 1.311, predicted basis: 1.303
Current position: -250
2017-01-09 09:53:00
Current basis: 1.311, predicted basis: 1.303
Current position: -250
2017-01-09 09:54:00
Current basis: 1.311, predicted basis: 1.302
Current position: -250
2017-01-09 09:55:00
Current basis: 1.311, predicted basis: 1.301
Current position: -250
2017-01-09 09:56:00
Current basis: 1.311, predicted basis: 1.301
Current position: -250
2017-01-09 09:57:00
Current basis: 1.311, predicted basis: 1.300
Current position: -250
2017-01-09 09:58:00
Current basis: 1.311, predicted basis: 1.300
Current position: -250
2017-01-09 09:59:00
Current basis: 1.311, predicted basis: 1.299
Current position: -250
2017-01-09 10:00:00
Current basis: 1.311, predicted basis: 1.299
Current position: -250
2017-01-09 10:01:00
Current basis: 1.311, predicted basis: 1.298
Current position: -250
2017-01-09 10:02:00
Current basis: 1.311, predicted basis: 1.298
Current position: -250
2017-01-09 10:03:00
Current basis: 1.311, predicted basis: 1.298
Current position: -250
2017-01-09 10:04:00
Current basis: 1.311, predicted basis: 1.297
Current position: -250
2017-01-09 10:05:00
Current basis: 1.311, predicted basis: 1.297
Current position: -250
2017-01-09 10:06:00
Current basis: 1.311, predicted basis: 1.297
Current position: -250
2017-01-09 10:07:00
Current basis: 1.311, predicted basis: 1.296
Current position: -250
2017-01-09 10:08:00
Current basis: 1.311, predicted basis: 1.296
Current position: -250
2017-01-09 10:09:00
Current basis: 1.311, predicted basis: 1.296
Current position: -250
2017-01-09 10:10:00
Current basis: 1.311, predicted basis: 1.295
Current position: -250
2017-01-09 10:11:00
Current basis: 1.311, predicted basis: 1.295
Current position: -250
2017-01-09 10:12:00
Current basis: 1.311, predicted basis: 1.295
Current position: -250
2017-01-09 10:13:00
Current basis: 1.311, predicted basis: 1.295
Current position: -250
2017-01-09 10:14:00
Current basis: 1.311, predicted basis: 1.295
Current position: -250
2017-01-09 10:15:00
Current basis: 1.311, predicted basis: 1.294
Current position: -250
2017-01-09 10:16:00
Current basis: 1.311, predicted basis: 1.294
Current position: -250
2017-01-09 10:17:00
Current basis: 1.311, predicted basis: 1.294
Current position: -250
2017-01-09 10:18:00
Current basis: 1.311, predicted basis: 1.294
Current position: -250
2017-01-09 10:19:00
Current basis: 1.311, predicted basis: 1.294
Current position: -250
2017-01-09 10:20:00
Current basis: 1.311, predicted basis: 1.294
Current position: -250
2017-01-09 10:21:00
Current basis: 1.311, predicted basis: 1.294
Current position: -250
2017-01-09 10:22:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:23:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:24:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:25:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:26:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:27:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:28:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:29:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:30:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:31:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:32:00
Current basis: 1.311, predicted basis: 1.293
Current position: -250
2017-01-09 10:33:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:34:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:35:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:36:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:37:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:38:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:39:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:40:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:41:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:42:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:43:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:44:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:45:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:46:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:47:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:48:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:49:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:50:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:51:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:52:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:53:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:54:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:55:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:56:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:57:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:58:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 10:59:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:00:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:01:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:02:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:03:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:04:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:05:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:06:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:07:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:08:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:09:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:10:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:11:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:12:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:13:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:14:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:15:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:16:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:17:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:18:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:19:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:20:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:21:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:22:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:23:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:24:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:25:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:26:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:27:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:28:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:29:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:30:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:31:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:32:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:33:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:34:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:35:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:36:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:37:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:38:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:39:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:40:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:41:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:42:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:43:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:44:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:45:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:46:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:47:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:48:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:49:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:50:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:51:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:52:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:53:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:54:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:55:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:56:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:57:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:58:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 11:59:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:00:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:01:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:02:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:03:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:04:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:05:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:06:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:07:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:08:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:09:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:10:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:11:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:12:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:13:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:14:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:15:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:16:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:17:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:18:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:19:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:20:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:21:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:22:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:23:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:24:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:25:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:26:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:27:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:28:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:29:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:30:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:31:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:32:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:33:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:34:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:35:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:36:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:37:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:38:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:39:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:40:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:41:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:42:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:43:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:44:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:45:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:46:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:47:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:48:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:49:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:50:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:51:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:52:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:53:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:54:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:55:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:56:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:57:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:58:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 12:59:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:00:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:01:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:02:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:03:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:04:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:05:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:06:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:07:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:08:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:09:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:10:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:11:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:12:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:13:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:14:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:15:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:16:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:17:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:18:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:19:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:20:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:21:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:22:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:23:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:24:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:25:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:26:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:27:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:28:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:29:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:30:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:31:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:32:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:33:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:34:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:35:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:36:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:37:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:38:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:39:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:40:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:41:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:42:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:43:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:44:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:45:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:46:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:47:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:48:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:49:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:50:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:51:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:52:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:53:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:54:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:55:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:56:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:57:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:58:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 13:59:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:00:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:01:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:02:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:03:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:04:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:05:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:06:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:07:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:08:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:09:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:10:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:11:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:12:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:13:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:14:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:15:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:16:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:17:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:18:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:19:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:20:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:21:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:22:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:23:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:24:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:25:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:26:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:27:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:28:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:29:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:30:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:31:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:32:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:33:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:34:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:35:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:36:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:37:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:38:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:39:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:40:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:41:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:42:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:43:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:44:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:45:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:46:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:47:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:48:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:49:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:50:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:51:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:52:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:53:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:54:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:55:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:56:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:57:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:58:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 14:59:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:00:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:01:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:02:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:03:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:04:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:05:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:06:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:07:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:08:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:09:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:10:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:11:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:12:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:13:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:14:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:15:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:16:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:17:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:18:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:19:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:20:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:21:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:22:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:23:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:24:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:25:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:26:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:27:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:28:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:29:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-09 15:30:00
Current basis: 1.311, predicted basis: 1.292
Current position: -250
2017-01-10 09:30:00
Current basis: 0.103, predicted basis: 0.503
Current position: -250
2017-01-10 09:31:00
Current basis: 0.566, predicted basis: 0.684
Current position: -250
2017-01-10 09:32:00
Current basis: 0.687, predicted basis: 0.745
Current position: -250
2017-01-10 09:33:00
Current basis: 0.243, predicted basis: 0.428
Current position: -250
2017-01-10 09:34:00
Current basis: 0.246, predicted basis: 0.362
Current position: -250
2017-01-10 09:35:00
Current basis: 0.377, predicted basis: 0.421
Current position: -250
2017-01-10 09:36:00
Current basis: 0.355, predicted basis: 0.396
Current position: -250
2017-01-10 09:37:00
Current basis: 0.453, predicted basis: 0.444
Current position: -250
2017-01-10 09:38:00
Current basis: 0.302, predicted basis: 0.365
Current position: -250
2017-01-10 09:39:00
Current basis: 0.273, predicted basis: 0.364
Current position: -250
2017-01-10 09:40:00
Current basis: 0.344, predicted basis: 0.366
Current position: -250
2017-01-10 09:41:00
Current basis: 0.589, predicted basis: 0.552
Current position: -250
2017-01-10 09:42:00
Current basis: 0.387, predicted basis: 0.451
Current position: -250
2017-01-10 09:43:00
Current basis: 0.313, predicted basis: 0.411
Current position: -250
2017-01-10 09:44:00
Current basis: 0.640, predicted basis: 0.601
Current position: -250
2017-01-10 09:45:00
Current basis: 0.717, predicted basis: 0.669
Current position: -250
2017-01-10 09:46:00
Current basis: 0.568, predicted basis: 0.587
Current position: -250
2017-01-10 09:47:00
Current basis: 0.495, predicted basis: 0.557
Current position: -250
2017-01-10 09:48:00
Current basis: 0.499, predicted basis: 0.560
Current position: -250
2017-01-10 09:49:00
Current basis: 0.500, predicted basis: 0.543
Current position: -250
2017-01-10 09:50:00
Current basis: 0.526, predicted basis: 0.550
Current position: -250
2017-01-10 09:51:00
Current basis: 0.424, predicted basis: 0.482
Current position: -250
2017-01-10 09:52:00
Current basis: 0.322, predicted basis: 0.411
Current position: -250
2017-01-10 09:53:00
Current basis: 0.522, predicted basis: 0.516
Current position: -250
2017-01-10 09:54:00
Current basis: 0.496, predicted basis: 0.507
Current position: -250
2017-01-10 09:55:00
Current basis: 0.446, predicted basis: 0.472
Current position: -250
2017-01-10 09:56:00
Current basis: 0.596, predicted basis: 0.559
Current position: -250
2017-01-10 09:57:00
Current basis: 0.722, predicted basis: 0.669
Current position: -250
2017-01-10 09:58:00
Current basis: 0.674, predicted basis: 0.665
Current position: -250
2017-01-10 09:59:00
Current basis: 0.799, predicted basis: 0.749
Current position: -250
2017-01-10 10:00:00
Current basis: 0.946, predicted basis: 0.869
Current position: -250
2017-01-10 10:01:00
Current basis: 0.620, predicted basis: 0.702
Current position: -250
2017-01-10 10:02:00
Current basis: 0.691, predicted basis: 0.706
Current position: -250
2017-01-10 10:03:00
Current basis: 0.665, predicted basis: 0.691
Current position: -250
2017-01-10 10:04:00
Current basis: 0.814, predicted basis: 0.767
Current position: -250
2017-01-10 10:05:00
Current basis: 0.864, predicted basis: 0.807
Current position: -250
2017-01-10 10:06:00
Current basis: 0.739, predicted basis: 0.736
Current position: -250
2017-01-10 10:07:00
Current basis: 0.765, predicted basis: 0.762
Current position: -250
2017-01-10 10:08:00
Current basis: 0.791, predicted basis: 0.769
Current position: -250
2017-01-10 10:09:00
Current basis: 0.767, predicted basis: 0.759
Current position: -250
2017-01-10 10:10:00
Current basis: 0.915, predicted basis: 0.866
Current position: -250
2017-01-10 10:11:00
Current basis: 0.989, predicted basis: 0.924
Current position: -250
2017-01-10 10:12:00
Current basis: 0.793, predicted basis: 0.806
Current position: -250
2017-01-10 10:13:00
Current basis: 0.740, predicted basis: 0.755
Current position: -250
2017-01-10 10:14:00
Current basis: 0.989, predicted basis: 0.909
Current position: -250
2017-01-10 10:15:00
Current basis: 0.716, predicted basis: 0.761
Current position: -250
2017-01-10 10:16:00
Current basis: 0.839, predicted basis: 0.870
Current position: -250
2017-01-10 10:17:00
Current basis: 1.154, predicted basis: 1.056
Current position: -250
2017-01-10 10:18:00
Current basis: 0.831, predicted basis: 0.883
Current position: -250
2017-01-10 10:19:00
Current basis: 0.702, predicted basis: 0.721
Current position: -250
2017-01-10 10:20:00
Current basis: 1.125, predicted basis: 0.982
Current position: -250
2017-01-10 10:21:00
Current basis: 1.196, predicted basis: 1.087
Current position: -250
2017-01-10 10:22:00
Current basis: 1.003, predicted basis: 0.965
Current position: -250
2017-01-10 10:23:00
Current basis: 1.230, predicted basis: 1.133
Current position: -250
2017-01-10 10:24:00
Current basis: 1.397, predicted basis: 1.258
Current position: -250
2017-01-10 10:25:00
Current basis: 1.148, predicted basis: 1.105
Current position: -250
2017-01-10 10:26:00
Current basis: 1.295, predicted basis: 1.169
Current position: -250
2017-01-10 10:27:00
Current basis: 1.246, predicted basis: 1.149
Current position: -250
2017-01-10 10:28:00
Current basis: 1.194, predicted basis: 1.119
Current position: -250
2017-01-10 10:29:00
Current basis: 1.144, predicted basis: 1.064
Current position: -250
2017-01-10 10:30:00
Current basis: 0.943, predicted basis: 0.942
Current position: -250
2017-01-10 10:31:00
Current basis: 0.743, predicted basis: 0.871
Current position: -250
2017-01-10 10:32:00
Current basis: 0.920, predicted basis: 0.838
Current position: -250
2017-01-10 10:33:00
Current basis: 1.044, predicted basis: 0.931
Current position: -250
2017-01-10 10:34:00
Current basis: 1.044, predicted basis: 0.930
Current position: -250
2017-01-10 10:35:00
Current basis: 0.945, predicted basis: 0.892
Current position: -250
2017-01-10 10:36:00
Current basis: 0.920, predicted basis: 0.864
Current position: -250
2017-01-10 10:37:00
Current basis: 1.218, predicted basis: 1.066
Current position: -250
2017-01-10 10:38:00
Current basis: 1.144, predicted basis: 1.044
Current position: -250
2017-01-10 10:39:00
Current basis: 1.044, predicted basis: 0.987
Current position: -250
2017-01-10 10:40:00
Current basis: 0.970, predicted basis: 0.920
Current position: -250
2017-01-10 10:41:00
Current basis: 0.871, predicted basis: 0.819
Current position: -250
2017-01-10 10:42:00
Current basis: 0.870, predicted basis: 0.821
Current position: -250
2017-01-10 10:43:00
Current basis: 1.069, predicted basis: 0.952
Current position: -250
2017-01-10 10:44:00
Current basis: 0.920, predicted basis: 0.869
Current position: -250
2017-01-10 10:45:00
Current basis: 0.995, predicted basis: 0.895
Current position: -250
2017-01-10 10:46:00
Current basis: 1.095, predicted basis: 0.963
Current position: -250
2017-01-10 10:47:00
Current basis: 1.020, predicted basis: 0.936
Current position: -250
2017-01-10 10:48:00
Current basis: 1.097, predicted basis: 1.035
Current position: -250
2017-01-10 10:49:00
Current basis: 1.175, predicted basis: 1.106
Current position: -250
2017-01-10 10:50:00
Current basis: 0.557, predicted basis: 0.711
Current position: -250
2017-01-10 10:51:00
Current basis: 0.680, predicted basis: 0.732
Current position: -250
2017-01-10 10:52:00
Current basis: 0.706, predicted basis: 0.723
Current position: -250
2017-01-10 10:53:00
Current basis: 0.853, predicted basis: 0.832
Current position: -250
2017-01-10 10:54:00
Current basis: 0.852, predicted basis: 0.832
Current position: -250
2017-01-10 10:55:00
Current basis: 0.827, predicted basis: 0.829
Current position: -250
2017-01-10 10:56:00
Current basis: 0.727, predicted basis: 0.773
Current position: -250
2017-01-10 10:57:00
Current basis: 0.702, predicted basis: 0.740
Current position: -250
2017-01-10 10:58:00
Current basis: 0.627, predicted basis: 0.664
Current position: -250
2017-01-10 10:59:00
Current basis: 0.926, predicted basis: 0.882
Current position: -250
2017-01-10 11:00:00
Current basis: 0.976, predicted basis: 0.920
Current position: -250
2017-01-10 11:01:00
Current basis: 1.150, predicted basis: 1.066
Current position: -250
2017-01-10 11:02:00
Current basis: 1.151, predicted basis: 1.075
Current position: -250
2017-01-10 11:03:00
Current basis: 1.222, predicted basis: 1.141
Current position: -250
2017-01-10 11:04:00
Current basis: 1.171, predicted basis: 1.123
Current position: -250
2017-01-10 11:05:00
Current basis: 1.198, predicted basis: 1.154
Current position: -250
2017-01-10 11:06:00
Current basis: 1.172, predicted basis: 1.156
Current position: -250
2017-01-10 11:07:00
Current basis: 1.072, predicted basis: 1.087
Current position: -250
2017-01-10 11:08:00
Current basis: 1.046, predicted basis: 1.049
Current position: -250
2017-01-10 11:09:00
Current basis: 1.096, predicted basis: 1.076
Current position: -250
2017-01-10 11:10:00
Current basis: 0.944, predicted basis: 1.003
Current position: -250
2017-01-10 11:11:00
Current basis: 1.029, predicted basis: 1.016
Current position: -250
2017-01-10 11:12:00
Current basis: 1.083, predicted basis: 1.044
Current position: -250
2017-01-10 11:13:00
Current basis: 1.006, predicted basis: 1.032
Current position: -250
2017-01-10 11:14:00
Current basis: 1.279, predicted basis: 1.211
Current position: -250
2017-01-10 11:15:00
Current basis: 1.230, predicted basis: 1.192
Current position: -250
2017-01-10 11:16:00
Current basis: 1.230, predicted basis: 1.197
Current position: -250
2017-01-10 11:17:00
Current basis: 0.912, predicted basis: 0.978
Current position: -250
2017-01-10 11:18:00
Current basis: 1.158, predicted basis: 1.125
Current position: -250
2017-01-10 11:19:00
Current basis: 1.032, predicted basis: 1.058
Current position: -250
2017-01-10 11:20:00
Current basis: 1.236, predicted basis: 1.169
Current position: -250
2017-01-10 11:21:00
Current basis: 1.088, predicted basis: 1.088
Current position: -250
2017-01-10 11:22:00
Current basis: 1.139, predicted basis: 1.112
Current position: -250
2017-01-10 11:23:00
Current basis: 0.865, predicted basis: 0.911
Current position: -250
2017-01-10 11:24:00
Current basis: 0.791, predicted basis: 0.846
Current position: -250
2017-01-10 11:25:00
Current basis: 0.415, predicted basis: 0.602
Current position: -250
2017-01-10 11:26:00
Current basis: 0.564, predicted basis: 0.658
Current position: -250
2017-01-10 11:27:00
Current basis: 0.615, predicted basis: 0.666
Current position: -250
2017-01-10 11:28:00
Current basis: 0.562, predicted basis: 0.614
Current position: -250
2017-01-10 11:29:00
Current basis: 0.737, predicted basis: 0.713
Current position: -250
2017-01-10 11:30:00
Current basis: 0.861, predicted basis: 0.820
Current position: -250
2017-01-10 11:31:00
Current basis: 0.858, predicted basis: 0.844
Current position: -250
2017-01-10 11:32:00
Current basis: 0.684, predicted basis: 0.734
Current position: -250
2017-01-10 11:33:00
Current basis: 0.808, predicted basis: 0.801
Current position: -250
2017-01-10 11:34:00
Current basis: 0.759, predicted basis: 0.802
Current position: -250
2017-01-10 11:35:00
Current basis: 0.983, predicted basis: 0.941
Current position: -250
2017-01-10 11:36:00
Current basis: 1.006, predicted basis: 0.992
Current position: -250
2017-01-10 11:37:00
Current basis: 1.257, predicted basis: 1.152
Current position: -250
2017-01-10 11:38:00
Current basis: 1.182, predicted basis: 1.124
Current position: -250
2017-01-10 11:39:00
Current basis: 1.107, predicted basis: 1.090
Current position: -250
2017-01-10 11:40:00
Current basis: 1.182, predicted basis: 1.139
Current position: -250
2017-01-10 11:41:00
Current basis: 0.932, predicted basis: 0.993
Current position: -250
2017-01-10 11:42:00
Current basis: 0.901, predicted basis: 0.970
Current position: -250
2017-01-10 11:43:00
Current basis: 0.529, predicted basis: 0.695
Current position: -250
2017-01-10 11:44:00
Current basis: 0.828, predicted basis: 0.851
Current position: -250
2017-01-10 11:45:00
Current basis: 1.422, predicted basis: 1.288
Current position: -250
2017-01-10 11:46:00
Current basis: 1.615, predicted basis: 1.410
Current position: -250
2017-01-10 11:47:00
Current basis: 1.036, predicted basis: 1.085
Current position: -250
2017-01-10 11:48:00
Current basis: 0.236, predicted basis: 0.535
Current position: -250
2017-01-10 11:49:00
Current basis: 0.590, predicted basis: 0.651
Current position: -250
2017-01-10 11:50:00
Current basis: 0.241, predicted basis: 0.403
Current position: -250
2017-01-10 11:51:00
Current basis: -0.305, predicted basis: -0.005
Current position: -250
2017-01-10 11:52:00
Current basis: -0.354, predicted basis: -0.096
Current position: -250
2017-01-10 11:53:00
Current basis: -0.500, predicted basis: -0.274
Current position: -240
2017-01-10 11:54:00
Current basis: -0.501, predicted basis: -0.355
Current position: -240
2017-01-10 11:55:00
Current basis: -0.552, predicted basis: -0.433
Current position: -250
2017-01-10 11:56:00
Current basis: -0.479, predicted basis: -0.367
Current position: -250
2017-01-10 11:57:00
Current basis: -0.430, predicted basis: -0.332
Current position: -250
2017-01-10 11:58:00
Current basis: -0.354, predicted basis: -0.305
Current position: -250
2017-01-10 11:59:00
Current basis: -0.402, predicted basis: -0.313
Current position: -250
2017-01-10 12:00:00
Current basis: -0.452, predicted basis: -0.354
Current position: -250
2017-01-10 12:01:00
Current basis: -0.476, predicted basis: -0.365
Current position: -250
2017-01-10 12:02:00
Current basis: -0.300, predicted basis: -0.279
Current position: -250
2017-01-10 12:03:00
Current basis: -0.273, predicted basis: -0.224
Current position: -250
2017-01-10 12:04:00
Current basis: -0.172, predicted basis: -0.153
Current position: -250
2017-01-10 12:05:00
Current basis: -0.222, predicted basis: -0.170
Current position: -250
2017-01-10 12:06:00
Current basis: -0.274, predicted basis: -0.209
Current position: -250
2017-01-10 12:07:00
Current basis: -0.572, predicted basis: -0.416
Current position: -250
2017-01-10 12:08:00
Current basis: -0.445, predicted basis: -0.350
Current position: -250
2017-01-10 12:09:00
Current basis: -0.296, predicted basis: -0.285
Current position: -250
2017-01-10 12:10:00
Current basis: -0.371, predicted basis: -0.334
Current position: -250
2017-01-10 12:11:00
Current basis: -0.398, predicted basis: -0.309
Current position: -250
2017-01-10 12:12:00
Current basis: -0.448, predicted basis: -0.357
Current position: -250
2017-01-10 12:13:00
Current basis: -0.325, predicted basis: -0.287
Current position: -250
2017-01-10 12:14:00
Current basis: -0.275, predicted basis: -0.268
Current position: -250
2017-01-10 12:15:00
Current basis: -0.125, predicted basis: -0.145
Current position: -250
2017-01-10 12:16:00
Current basis: -0.079, predicted basis: -0.084
Current position: -250
2017-01-10 12:17:00
Current basis: 0.047, predicted basis: 0.008
Current position: -250
2017-01-10 12:18:00
Current basis: 0.243, predicted basis: 0.145
Current position: -250
2017-01-10 12:19:00
Current basis: 0.195, predicted basis: 0.150
Current position: -240
2017-01-10 12:20:00
Current basis: 0.295, predicted basis: 0.244
Current position: -250
2017-01-10 12:21:00
Current basis: 0.272, predicted basis: 0.259
Current position: -250
2017-01-10 12:22:00
Current basis: 0.050, predicted basis: 0.127
Current position: -250
2017-01-10 12:23:00
Current basis: -0.100, predicted basis: -0.007
Current position: -250
2017-01-10 12:24:00
Current basis: -0.075, predicted basis: -0.032
Current position: -250
2017-01-10 12:25:00
Current basis: -0.148, predicted basis: -0.104
Current position: -240
2017-01-10 12:26:00
Current basis: -0.320, predicted basis: -0.245
Current position: -240
2017-01-10 12:27:00
Current basis: -0.171, predicted basis: -0.180
Current position: -250
2017-01-10 12:28:00
Current basis: -0.221, predicted basis: -0.200
Current position: -250
2017-01-10 12:29:00
Current basis: -0.071, predicted basis: -0.122
Current position: -250
2017-01-10 12:30:00
Current basis: -0.419, predicted basis: -0.333
Current position: -250
2017-01-10 12:31:00
Current basis: -0.369, predicted basis: -0.335
Current position: -250
2017-01-10 12:32:00
Current basis: -0.273, predicted basis: -0.253
Current position: -250
2017-01-10 12:33:00
Current basis: -0.074, predicted basis: -0.130
Current position: -250
2017-01-10 12:34:00
Current basis: -0.074, predicted basis: -0.109
Current position: -250
2017-01-10 12:35:00
Current basis: 0.026, predicted basis: -0.041
Current position: -250
2017-01-10 12:36:00
Current basis: -0.149, predicted basis: -0.118
Current position: -250
2017-01-10 12:37:00
Current basis: -0.124, predicted basis: -0.109
Current position: -250
2017-01-10 12:38:00
Current basis: 0.175, predicted basis: 0.067
Current position: -250
2017-01-10 12:39:00
Current basis: 0.347, predicted basis: 0.241
Current position: -250
2017-01-10 12:40:00
Current basis: 0.296, predicted basis: 0.240
Current position: -250
2017-01-10 12:41:00
Current basis: -0.075, predicted basis: 0.007
Current position: -250
2017-01-10 12:42:00
Current basis: -0.200, predicted basis: -0.095
Current position: -250
2017-01-10 12:43:00
Current basis: -0.124, predicted basis: -0.104
Current position: -240
2017-01-10 12:44:00
Current basis: -0.323, predicted basis: -0.229
Current position: -240
2017-01-10 12:45:00
Current basis: -0.274, predicted basis: -0.194
Current position: -250
2017-01-10 12:46:00
Current basis: -0.201, predicted basis: -0.167
Current position: -250
2017-01-10 12:47:00
Current basis: -0.178, predicted basis: -0.174
Current position: -250
2017-01-10 12:48:00
Current basis: -0.052, predicted basis: -0.093
Current position: -250
2017-01-10 12:49:00
Current basis: 0.022, predicted basis: -0.015
Current position: -250
2017-01-10 12:50:00
Current basis: 0.048, predicted basis: 0.012
Current position: -250
2017-01-10 12:51:00
Current basis: -0.075, predicted basis: -0.060
Current position: -250
2017-01-10 12:52:00
Current basis: -0.029, predicted basis: -0.034
Current position: -250
2017-01-10 12:53:00
Current basis: 0.222, predicted basis: 0.138
Current position: -250
2017-01-10 12:54:00
Current basis: 0.123, predicted basis: 0.093
Current position: -250
2017-01-10 12:55:00
Current basis: -0.351, predicted basis: -0.208
Current position: -250
2017-01-10 12:56:00
Current basis: -0.176, predicted basis: -0.136
Current position: -250
2017-01-10 12:57:00
Current basis: -0.275, predicted basis: -0.205
Current position: -250
2017-01-10 12:58:00
Current basis: -0.325, predicted basis: -0.251
Current position: -250
2017-01-10 12:59:00
Current basis: -0.300, predicted basis: -0.250
Current position: -250
2017-01-10 13:00:00
Current basis: -0.199, predicted basis: -0.191
Current position: -250
2017-01-10 13:01:00
Current basis: -0.074, predicted basis: -0.106
Current position: -250
2017-01-10 13:02:00
Current basis: -0.224, predicted basis: -0.205
Current position: -250
2017-01-10 13:03:00
Current basis: -0.244, predicted basis: -0.226
Current position: -250
2017-01-10 13:04:00
Current basis: -0.195, predicted basis: -0.190
Current position: -250
2017-01-10 13:05:00
Current basis: -0.019, predicted basis: -0.074
Current position: -250
2017-01-10 13:06:00
Current basis: 0.006, predicted basis: -0.033
Current position: -250
2017-01-10 13:07:00
Current basis: -0.070, predicted basis: -0.062
Current position: -250
2017-01-10 13:08:00
Current basis: -0.094, predicted basis: -0.082
Current position: -250
2017-01-10 13:09:00
Current basis: -0.020, predicted basis: -0.031
Current position: -250
2017-01-10 13:10:00
Current basis: 0.077, predicted basis: 0.029
Current position: -250
2017-01-10 13:11:00
Current basis: -0.076, predicted basis: -0.043
Current position: -250
2017-01-10 13:12:00
Current basis: 0.274, predicted basis: 0.183
Current position: -250
2017-01-10 13:13:00
Current basis: 0.275, predicted basis: 0.206
Current position: -250
2017-01-10 13:14:00
Current basis: 0.324, predicted basis: 0.243
Current position: -250
2017-01-10 13:15:00
Current basis: 0.250, predicted basis: 0.222
Current position: -250
2017-01-10 13:16:00
Current basis: 0.150, predicted basis: 0.161
Current position: -250
2017-01-10 13:17:00
Current basis: -0.025, predicted basis: 0.043
Current position: -250
2017-01-10 13:18:00
Current basis: -0.076, predicted basis: -0.016
Current position: -250
2017-01-10 13:19:00
Current basis: -0.126, predicted basis: -0.067
Current position: -250
2017-01-10 13:20:00
Current basis: -0.051, predicted basis: -0.031
Current position: -250
2017-01-10 13:21:00
Current basis: -0.125, predicted basis: -0.100
Current position: -250
2017-01-10 13:22:00
Current basis: -0.200, predicted basis: -0.156
Current position: -250
2017-01-10 13:23:00
Current basis: -0.150, predicted basis: -0.142
Current position: -250
2017-01-10 13:24:00
Current basis: -0.251, predicted basis: -0.207
Current position: -250
2017-01-10 13:25:00
Current basis: -0.351, predicted basis: -0.282
Current position: -250
2017-01-10 13:26:00
Current basis: -0.401, predicted basis: -0.327
Current position: -250
2017-01-10 13:27:00
Current basis: -0.226, predicted basis: -0.215
Current position: -250
2017-01-10 13:28:00
Current basis: -0.176, predicted basis: -0.190
Current position: -250
2017-01-10 13:29:00
Current basis: -0.351, predicted basis: -0.298
Current position: -250
2017-01-10 13:30:00
Current basis: -0.400, predicted basis: -0.341
Current position: -250
2017-01-10 13:31:00
Current basis: -0.375, predicted basis: -0.335
Current position: -250
2017-01-10 13:32:00
Current basis: -0.300, predicted basis: -0.293
Current position: -250
2017-01-10 13:33:00
Current basis: -0.300, predicted basis: -0.290
Current position: -250
2017-01-10 13:34:00
Current basis: -0.125, predicted basis: -0.160
Current position: -250
2017-01-10 13:35:00
Current basis: -0.201, predicted basis: -0.199
Current position: -250
2017-01-10 13:36:00
Current basis: -0.225, predicted basis: -0.220
Current position: -250
2017-01-10 13:37:00
Current basis: -0.300, predicted basis: -0.256
Current position: -250
2017-01-10 13:38:00
Current basis: -0.600, predicted basis: -0.460
Current position: -250
2017-01-10 13:39:00
Current basis: -0.450, predicted basis: -0.389
Current position: -250
2017-01-10 13:40:00
Current basis: -0.401, predicted basis: -0.366
Current position: -250
2017-01-10 13:41:00
Current basis: -0.127, predicted basis: -0.178
Current position: -250
2017-01-10 13:42:00
Current basis: 0.121, predicted basis: 0.009
Current position: -250
2017-01-10 13:43:00
Current basis: -0.156, predicted basis: -0.150
Current position: -250
2017-01-10 13:44:00
Current basis: -0.236, predicted basis: -0.188
Current position: -240
2017-01-10 13:45:00
Current basis: 0.038, predicted basis: -0.040
Current position: -250
2017-01-10 13:46:00
Current basis: -0.062, predicted basis: -0.051
Current position: -250
2017-01-10 13:47:00
Current basis: -0.388, predicted basis: -0.260
Current position: -250
2017-01-10 13:48:00
Current basis: 0.057, predicted basis: 0.023
Current position: -250
2017-01-10 13:49:00
Current basis: 0.260, predicted basis: 0.140
Current position: -250
2017-01-10 13:50:00
Current basis: -0.189, predicted basis: -0.119
Current position: -250
2017-01-10 13:51:00
Current basis: -0.163, predicted basis: -0.130
Current position: -250
2017-01-10 13:52:00
Current basis: -0.064, predicted basis: -0.072
Current position: -250
2017-01-10 13:53:00
Current basis: -0.138, predicted basis: -0.116
Current position: -250
2017-01-10 13:54:00
Current basis: -0.263, predicted basis: -0.219
Current position: -250
2017-01-10 13:55:00
Current basis: -0.238, predicted basis: -0.194
Current position: -250
2017-01-10 13:56:00
Current basis: -0.063, predicted basis: -0.087
Current position: -250
2017-01-10 13:57:00
Current basis: -0.163, predicted basis: -0.155
Current position: -250
2017-01-10 13:58:00
Current basis: -0.113, predicted basis: -0.122
Current position: -250
2017-01-10 13:59:00
Current basis: -0.366, predicted basis: -0.227
Current position: -250
2017-01-10 14:00:00
Current basis: -0.215, predicted basis: -0.206
Current position: -250
2017-01-10 14:01:00
Current basis: -0.218, predicted basis: -0.174
Current position: -250
2017-01-10 14:02:00
Current basis: 0.401, predicted basis: 0.196
Current position: -250
2017-01-10 14:03:00
Current basis: 0.397, predicted basis: 0.262
Current position: -250
2017-01-10 14:04:00
Current basis: 0.494, predicted basis: 0.395
Current position: -250
2017-01-10 14:05:00
Current basis: 0.737, predicted basis: 0.602
Current position: -250
2017-01-10 14:06:00
Current basis: 0.566, predicted basis: 0.485
Current position: -250
2017-01-10 14:07:00
Current basis: 0.569, predicted basis: 0.513
Current position: -250
2017-01-10 14:08:00
Current basis: 0.444, predicted basis: 0.435
Current position: -250
2017-01-10 14:09:00
Current basis: 0.469, predicted basis: 0.446
Current position: -250
2017-01-10 14:10:00
Current basis: 0.671, predicted basis: 0.601
Current position: -250
2017-01-10 14:11:00
Current basis: 0.618, predicted basis: 0.563
Current position: -250
2017-01-10 14:12:00
Current basis: 0.762, predicted basis: 0.690
Current position: -250
2017-01-10 14:13:00
Current basis: 0.767, predicted basis: 0.677
Current position: -250
2017-01-10 14:14:00
Current basis: 0.392, predicted basis: 0.423
Current position: -250
2017-01-10 14:15:00
Current basis: 0.566, predicted basis: 0.526
Current position: -250
2017-01-10 14:16:00
Current basis: 0.791, predicted basis: 0.685
Current position: -250
2017-01-10 14:17:00
Current basis: 0.641, predicted basis: 0.625
Current position: -250
2017-01-10 14:18:00
Current basis: 0.572, predicted basis: 0.536
Current position: -250
2017-01-10 14:19:00
Current basis: 0.324, predicted basis: 0.365
Current position: -250
2017-01-10 14:20:00
Current basis: 0.275, predicted basis: 0.314
Current position: -250
2017-01-10 14:21:00
Current basis: 0.548, predicted basis: 0.479
Current position: -250
2017-01-10 14:22:00
Current basis: 0.742, predicted basis: 0.615
Current position: -250
2017-01-10 14:23:00
Current basis: 0.393, predicted basis: 0.420
Current position: -250
2017-01-10 14:24:00
Current basis: 0.744, predicted basis: 0.627
Current position: -250
2017-01-10 14:25:00
Current basis: 0.473, predicted basis: 0.480
Current position: -250
2017-01-10 14:26:00
Current basis: 0.525, predicted basis: 0.500
Current position: -250
2017-01-10 14:27:00
Current basis: 0.901, predicted basis: 0.729
Current position: -250
2017-01-10 14:28:00
Current basis: 0.601, predicted basis: 0.608
Current position: -250
2017-01-10 14:29:00
Current basis: 0.697, predicted basis: 0.657
Current position: -250
2017-01-10 14:30:00
Current basis: 0.922, predicted basis: 0.804
Current position: -250
2017-01-10 14:31:00
Current basis: 0.747, predicted basis: 0.710
Current position: -250
2017-01-10 14:32:00
Current basis: 0.897, predicted basis: 0.818
Current position: -250
2017-01-10 14:33:00
Current basis: 1.069, predicted basis: 0.920
Current position: -250
2017-01-10 14:34:00
Current basis: 1.017, predicted basis: 0.915
Current position: -250
2017-01-10 14:35:00
Current basis: 1.018, predicted basis: 0.913
Current position: -250
2017-01-10 14:36:00
Current basis: 1.019, predicted basis: 0.907
Current position: -250
2017-01-10 14:37:00
Current basis: 0.821, predicted basis: 0.812
Current position: -250
2017-01-10 14:38:00
Current basis: 0.845, predicted basis: 0.822
Current position: -250
2017-01-10 14:39:00
Current basis: 0.646, predicted basis: 0.678
Current position: -250
2017-01-10 14:40:00
Current basis: 0.823, predicted basis: 0.787
Current position: -250
2017-01-10 14:41:00
Current basis: 0.846, predicted basis: 0.800
Current position: -250
2017-01-10 14:42:00
Current basis: 1.075, predicted basis: 0.945
Current position: -250
2017-01-10 14:43:00
Current basis: 0.851, predicted basis: 0.835
Current position: -250
2017-01-10 14:44:00
Current basis: 1.123, predicted basis: 1.015
Current position: -250
2017-01-10 14:45:00
Current basis: 1.421, predicted basis: 1.237
Current position: -250
2017-01-10 14:46:00
Current basis: 1.369, predicted basis: 1.249
Current position: -250
2017-01-10 14:47:00
Current basis: 1.668, predicted basis: 1.483
Current position: -250
2017-01-10 14:48:00
Current basis: 1.514, predicted basis: 1.413
Current position: -250
2017-01-10 14:49:00
Current basis: 0.010, predicted basis: 0.456
Current position: -250
2017-01-10 14:50:00
Current basis: 0.189, predicted basis: 0.405
Current position: -250
2017-01-10 14:51:00
Current basis: -0.417, predicted basis: -0.011
Current position: -250
2017-01-10 14:52:00
Current basis: -0.544, predicted basis: -0.258
Current position: -250
2017-01-10 14:53:00
Current basis: -0.372, predicted basis: -0.163
Current position: -240
2017-01-10 14:54:00
Current basis: -0.148, predicted basis: -0.120
Current position: -240
2017-01-10 14:55:00
Current basis: 0.093, predicted basis: 0.010
Current position: -240
2017-01-10 14:56:00
Current basis: 0.312, predicted basis: 0.213
Current position: -250
2017-01-10 14:57:00
Current basis: 0.414, predicted basis: 0.252
Current position: -240
2017-01-10 14:58:00
Current basis: 0.538, predicted basis: 0.464
Current position: -250
2017-01-10 14:59:00
Current basis: 0.765, predicted basis: 0.630
Current position: -250
2017-01-10 15:00:00
Current basis: 0.857, predicted basis: 0.767
Current position: -250
2017-01-10 15:01:00
Current basis: 0.808, predicted basis: 0.773
Current position: -250
2017-01-10 15:02:00
Current basis: 0.858, predicted basis: 0.849
Current position: -250
2017-01-10 15:03:00
Current basis: 0.907, predicted basis: 0.890
Current position: -250
2017-01-10 15:04:00
Current basis: 0.367, predicted basis: 0.504
Current position: -250
2017-01-10 15:05:00
Current basis: 0.538, predicted basis: 0.608
Current position: -250
2017-01-10 15:06:00
Current basis: 0.713, predicted basis: 0.682
Current position: -250
2017-01-10 15:07:00
Current basis: 1.058, predicted basis: 0.945
Current position: -250
2017-01-10 15:08:00
Current basis: 1.577, predicted basis: 1.325
Current position: -250
2017-01-10 15:09:00
Current basis: 1.424, predicted basis: 1.293
Current position: -250
2017-01-10 15:10:00
Current basis: 0.576, predicted basis: 0.744
Current position: -250
2017-01-10 15:11:00
Current basis: 0.131, predicted basis: 0.427
Current position: -250
2017-01-10 15:12:00
Current basis: -0.016, predicted basis: 0.239
Current position: -250
2017-01-10 15:13:00
Current basis: 0.504, predicted basis: 0.523
Current position: -250
2017-01-10 15:14:00
Current basis: 1.023, predicted basis: 0.899
Current position: -250
2017-01-10 15:15:00
Current basis: 1.222, predicted basis: 1.016
Current position: -250
2017-01-10 15:16:00
Current basis: 1.223, predicted basis: 1.086
Current position: -250
2017-01-10 15:17:00
Current basis: 1.300, predicted basis: 1.143
Current position: -250
2017-01-10 15:18:00
Current basis: 1.080, predicted basis: 1.069
Current position: -250
2017-01-10 15:19:00
Current basis: 0.829, predicted basis: 0.904
Current position: -250
2017-01-10 15:20:00
Current basis: 0.882, predicted basis: 0.904
Current position: -250
2017-01-10 15:21:00
Current basis: 0.683, predicted basis: 0.794
Current position: -250
2017-01-10 15:22:00
Current basis: 0.928, predicted basis: 0.917
Current position: -250
2017-01-10 15:23:00
Current basis: 1.500, predicted basis: 1.272
Current position: -250
2017-01-10 15:24:00
Current basis: 1.251, predicted basis: 1.224
Current position: -250
2017-01-10 15:25:00
Current basis: 1.276, predicted basis: 1.186
Current position: -250
2017-01-10 15:26:00
Current basis: 0.481, predicted basis: 0.681
Current position: -250
2017-01-10 15:27:00
Current basis: -0.387, predicted basis: 0.035
Current position: -250
2017-01-10 15:28:00
Current basis: -0.709, predicted basis: -0.339
Current position: -250
2017-01-10 15:29:00
Current basis: -0.464, predicted basis: -0.195
Current position: -240
2017-01-10 15:30:00
Current basis: -0.464, predicted basis: -0.244
Current position: -240
[Timestamp('2017-01-06 09:30:00'), datetime.datetime(2017, 1, 11, 9, 17)]
results