This post is inspired by our observations of some common caveats and pitfalls during the competition when trying to apply ML techniques to trading problems. Let’s look into how we can use ML to create a trade signal by data mining.
import scipy
import sklearn
import numpy as np
import pandas as pd
from datetime import datetime, timedelta
import matplotlib.pyplot as plt
import os
To setup an ML framework, We create features which could have some predictive power (X), a target variable that we’d like to predict(Y) and use historical data to train a ML model that can predict Y as close as possible to the actual value. Finally, we use this model to make predictions on new data where Y is unknown.
We're going to use a problem from Auquan for demo. We are going to create a prediction model that predicts future expected value of basis, where:
$basis$ = Price of Stock - Price of Future
$basis_t=S_t−F_t$
$Y$ = future expected value of basis = $Average(basis_{(t+1)}, basis_{(t+2)}, basis_{(t+3)},basis_{(t+4)},basis_{(t+5)})$
Note Y(t) will only be known during a backtest, but when using our model live, we won’t know Price(t+1) at time t. We make a prediction Y(Predicted,t) using our model and compare it with actual value only at time t+1. This means you cannot use Y as a feature in your predictive model)* *
Since this is a regression problem, we will evaluate the model on RMSE. We’ll also use Total Pnl as an evaluation criterion
$RMSE = \sqrt{\sum{(Y_{actual} - Y_{predicted})^2} / n} $
Our Objective: Create a model so that predicted value is as close as possible to Y
We are using the folliwing data for our stock at minute interval data for trading days over one months(~8000 data points): Stock Bid Price, Ask Price, Bid Volume, Ask Volume Future Bid Price, Ask Price, Bid Volume, Ask Volume $Stock VWAP = {Bid Price*Ask Volume + Ask Price*Bid Volume}/(Ask Volume + Bid Volume)$ Future VWAP
Data is already cleaned for Dividends, Splits, Rolls
from backtester.dataSource.csv_data_source import CsvDataSource
Auquan's Toolbox has downloaded and loaded the data into a dictionary of dataframes for you. We now need to prepare the data in a format we like. Let's first check if the data has loaded properly and the columns in data.
Now we load data in a format we like
# 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
#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]
For this problem we have three datasets available, we will use one as training set, second as validation set and the third as our test set
# 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
We add the target variable $Y$, defined as average of next five values of basis
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)
Let's try to create some features that may have some predictive power on our data.
*** The golden rule of feature selection is that the predictive power should come from primarily from the features and not from the model. You will find that the choice of features has a far greater impact on performance than the choice of model. *
We shouldn't randomly choose a very large set of features without exploring relationship with target variable, because little or no relationship with target variable will likely lead to overfitting. The features might be highly correlated with each other, in that case a fewer number of features will explain the target just as well.
For this first iteration, we create a large number of features, using a mix of parameters. Later we will try to see if can reduce the number of features
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_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)
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
Now we will try to itereate over models, model parameters and feature space
We will try a sophisticated model to see- we may have started with a simpler model as well.
from sklearn import ensemble
from sklearn import linear_model
from sklearn.metrics import mean_squared_error, r2_score
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
import pickle
filename = 'MQKmodel.pkl'
with open(filename, 'wb') as handle:
pickle.dump(model, handle, protocol=pickle.HIGHEST_PROTOCOL)
Note that we have only used one of the less complex models here. You should try multiple models and feature egineering with each of them and also tune model hyper-parameters to further optimize.
You iterate over this stage multiple times till you finally have a model that you’re happy with. Only when you have a model who’s performance you like, proceed to the next step.
Finally I backtest performance of our final, optimized model from last step on that Test Data that we had kept aside at the start and did not touch yet. This provides you with realistic expectation of how your model is expected to perform on new and unseen data when you start trading live. Hence, it is necessary to ensure you have a clean dataset that you haven’t used to train or validate your model.
We're going to choose our linear regression model as our final model of choice. For this purpose, I'm going to use Auquan’s python based free and open source toolbox. You can install it via pip:
pip install -U auquan_toolbox
The toolbox allows you to simulate and control every part of a trading system, however for now, we will only focus on testing the quality of our predictions and use out of the box implementations of everything else
The predictions are implemented in getPrediction()
function below. We are using the same features and coeffeceints as the linear regression model we trained above.
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 *
import pdb
(this update check flag should be False if you have the latest version)
updateCheck()
False
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']
filename = 'MQKmodel.pkl'
with open(filename, 'rb') as handle:
b = pickle.load(handle)
self.model = {'MQK': b}
self.updateFrequency = 1
'''
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': 'FairValue'}}
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()
# 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
# ## Linear Regression Implementation
# 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']
# Decision Tree Implementation:
from sklearn import ensemble
featureList = [mom10, emabasis2, emabasis5, emabasis10,
basis, totalaskvol, totalbidvol]
for s in self.instrumentIds:
Y = lbInstF.getFeatureDf('FairValue')[s]
#Creating a dataframe to hold features for this stock
X = pd.DataFrame(index=Y.index, columns=range(len(featureList))) #DF with rows=timestamp and columns=featureNames
for i in range(len(featureList)):
X[i] = featureList[i][s]
# if this is the first time we are training a model,
# start by creating a new model
# we will update this model during further runs
#if s not in self.model:
if len(self.model) == 0:
self.model[s] = ensemble.ExtraTreesRegressor()
# if you are at the update frequency, update the model
if (updateNum%self.updateFrequency==0) and (updateNum>59):
# drop nans and infs from X
X = X.replace([np.inf, -np.inf], np.nan).dropna()
# create a target variable vector for this stock, with same index as X
y_s = Y.loc[Y.index.isin(X.index)]
print('Training...')
# make numpy arrays with the right shape
x_train = np.array(X)[:-1] # shape = timestamps x numFeatures
y_train = np.array(y_s)[:-1].astype(int).reshape(-1) # shape = timestamps x 1
self.model[s].fit(x_train, y_train)
if (updateNum)<60:#self.updateFrequency:
# we haven't trained a model yet
predictions[s] = np.nan
else:
# make your prediction using your model
if X.iloc[-1].replace([np.inf, -np.inf], np.nan).hasnans:
# first verify none of the features are nan or inf
print('Test Feature Data has nans')
predictions[s] = np.nan
else:
predictions[s] = self.model[s].predict(X.iloc[-1].values.reshape(1,-1))
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: 3.685 2017-01-06 09:31:00 Current basis: 3.815, predicted basis: 3.702 Current position: 0 2017-01-06 09:32:00 Current basis: 3.812, predicted basis: 3.716 Current position: 0 2017-01-06 09:33:00 Current basis: 3.661, predicted basis: 3.709 Current position: 0 2017-01-06 09:34:00 Current basis: 3.811, predicted basis: 3.722 Current position: 0 2017-01-06 09:35:00 Current basis: 3.987, predicted basis: 3.756 Current position: 0 2017-01-06 09:36:00 Current basis: 4.011, predicted basis: 3.789 Current position: 0 2017-01-06 09:37:00 Current basis: 4.041, predicted basis: 3.822 Current position: 0 2017-01-06 09:38:00 Current basis: 4.397, predicted basis: 3.896 Current position: 0 2017-01-06 09:39:00 Current basis: 4.343, predicted basis: 3.954 Current position: 0 2017-01-06 09:40:00 Current basis: 4.269, predicted basis: 3.995 Current position: -10 2017-01-06 09:41:00 Current basis: 4.445, predicted basis: 4.053 Current position: -10 2017-01-06 09:42:00 Current basis: 4.418, predicted basis: 4.100 Current position: -10 2017-01-06 09:43:00 Current basis: 4.216, predicted basis: 4.115 Current position: -10 2017-01-06 09:44:00 Current basis: 4.438, predicted basis: 4.157 Current position: -10 2017-01-06 09:45:00 Current basis: 4.361, predicted basis: 4.184 Current position: 0 2017-01-06 09:46:00 Current basis: 4.391, predicted basis: 4.210 Current position: 0 2017-01-06 09:47:00 Current basis: 4.291, predicted basis: 4.221 Current position: 0 2017-01-06 09:48:00 Current basis: 4.516, predicted basis: 4.259 Current position: 0 2017-01-06 09:49:00 Current basis: 4.393, predicted basis: 4.276 Current position: 0 2017-01-06 09:50:00 Current basis: 4.270, predicted basis: 4.276 Current position: 0 2017-01-06 09:51:00 Current basis: 4.021, predicted basis: 4.243 Current position: 0 2017-01-06 09:52:00 Current basis: 4.096, predicted basis: 4.224 Current position: 0 2017-01-06 09:53:00 Current basis: 3.846, predicted basis: 4.175 Current position: 0 2017-01-06 09:54:00 Current basis: 3.845, predicted basis: 4.132 Current position: 0 2017-01-06 09:55:00 Current basis: 3.820, predicted basis: 4.092 Current position: 0 2017-01-06 09:56:00 Current basis: 3.770, predicted basis: 4.050 Current position: 0 2017-01-06 09:57:00 Current basis: 3.916, predicted basis: 4.033 Current position: 0 2017-01-06 09:58:00 Current basis: 4.111, predicted basis: 4.043 Current position: 0 2017-01-06 09:59:00 Current basis: 3.761, predicted basis: 4.006 Current position: 0 2017-01-06 10:00:00 Current basis: 4.008, predicted basis: 4.007 Current position: 0 2017-01-06 10:01:00 Current basis: 4.157, predicted basis: 4.026 Current position: 0 2017-01-06 10:02:00 Current basis: 4.006, predicted basis: 4.023 Current position: 0 2017-01-06 10:03:00 Current basis: 4.131, predicted basis: 4.037 Current position: 0 2017-01-06 10:04:00 Current basis: 4.081, predicted basis: 4.043 Current position: 0 2017-01-06 10:05:00 Current basis: 4.157, predicted basis: 4.058 Current position: 0 2017-01-06 10:06:00 Current basis: 3.934, predicted basis: 4.042 Current position: 0 2017-01-06 10:07:00 Current basis: 4.061, predicted basis: 4.044 Current position: 0 2017-01-06 10:08:00 Current basis: 4.060, predicted basis: 4.046 Current position: 0 2017-01-06 10:09:00 Current basis: 4.114, predicted basis: 4.055 Current position: 0 2017-01-06 10:10:00 Current basis: 4.160, predicted basis: 4.069 Current position: 0 2017-01-06 10:11:00 Current basis: 4.238, predicted basis: 4.091 Current position: 0 2017-01-06 10:12:00 Current basis: 4.336, predicted basis: 4.122 Current position: 0 2017-01-06 10:13:00 Current basis: 4.039, predicted basis: 4.112 Current position: 0 2017-01-06 10:14:00 Current basis: 4.137, predicted basis: 4.115 Current position: 0 2017-01-06 10:15:00 Current basis: 4.114, predicted basis: 4.115 Current position: 0 2017-01-06 10:16:00 Current basis: 4.040, predicted basis: 4.105 Current position: 0 2017-01-06 10:17:00 Current basis: 4.115, predicted basis: 4.106 Current position: 0 2017-01-06 10:18:00 Current basis: 4.165, predicted basis: 4.114 Current position: 0 2017-01-06 10:19:00 Current basis: 4.239, predicted basis: 4.130 Current position: 0 2017-01-06 10:20:00 Current basis: 3.964, predicted basis: 4.109 Current position: 0 2017-01-06 10:21:00 Current basis: 3.813, predicted basis: 4.070 Current position: 0 2017-01-06 10:22:00 Current basis: 3.888, predicted basis: 4.047 Current position: 0 2017-01-06 10:23:00 Current basis: 3.763, predicted basis: 4.010 Current position: 0 2017-01-06 10:24:00 Current basis: 3.712, predicted basis: 3.971 Current position: 0 2017-01-06 10:25:00 Current basis: 3.886, predicted basis: 3.960 Current position: 0 2017-01-06 10:26:00 Current basis: 3.861, predicted basis: 3.948 Current position: 0 2017-01-06 10:27:00 Current basis: 3.785, predicted basis: 3.926 Current position: 0 2017-01-06 10:28:00 Current basis: 3.811, predicted basis: 3.912 Current position: 0 2017-01-06 10:29:00 Training... Current basis: 3.734, predicted basis: 3.644 Current position: 0 2017-01-06 10:30:00 Training... Current basis: 3.832, predicted basis: 3.633 Current position: 0 2017-01-06 10:31:00 Training... Current basis: 3.755, predicted basis: 3.623 Current position: 0 2017-01-06 10:32:00 Training... Current basis: 4.051, predicted basis: 3.629 Current position: 0 2017-01-06 10:33:00 Training... Current basis: 3.828, predicted basis: 3.635 Current position: 0 2017-01-06 10:34:00 Training... Current basis: 4.053, predicted basis: 3.641 Current position: 0 2017-01-06 10:35:00 Training... Current basis: 4.178, predicted basis: 3.646 Current position: 0 2017-01-06 10:36:00 Training... Current basis: 4.916, predicted basis: 3.652 Current position: 0 2017-01-06 10:37:00 Training... Current basis: 4.545, predicted basis: 3.657 Current position: -10 2017-01-06 10:38:00 Training... Current basis: 4.595, predicted basis: 3.662 Current position: -20 2017-01-06 10:39:00 Training... Current basis: 4.720, predicted basis: 3.667 Current position: -30 2017-01-06 10:40:00 Training... Current basis: 4.645, predicted basis: 3.686 Current position: -40 2017-01-06 10:41:00 Training... Current basis: 5.267, predicted basis: 3.704 Current position: -50 2017-01-06 10:42:00 Training... Current basis: 5.117, predicted basis: 3.722 Current position: -60 2017-01-06 10:43:00 Training... Current basis: 5.219, predicted basis: 3.740 Current position: -70 2017-01-06 10:44:00 Training... Current basis: 5.194, predicted basis: 3.757 Current position: -80 2017-01-06 10:45:00 Training... Current basis: 4.874, predicted basis: 3.773 Current position: -90 2017-01-06 10:46:00 Training... Current basis: 4.928, predicted basis: 3.789 Current position: -100 2017-01-06 10:47:00 Training... Current basis: 5.180, predicted basis: 3.805 Current position: -110 2017-01-06 10:48:00 Training... Current basis: 5.231, predicted basis: 3.821 Current position: -120 2017-01-06 10:49:00 Training... Current basis: 5.256, predicted basis: 3.835 Current position: -130 2017-01-06 10:50:00 Training... Current basis: 5.330, predicted basis: 3.850 Current position: -140 2017-01-06 10:51:00 Training... Current basis: 5.230, predicted basis: 3.864 Current position: -150 2017-01-06 10:52:00 Training... Current basis: 5.281, predicted basis: 3.878 Current position: -160 2017-01-06 10:53:00 Training... Current basis: 5.231, predicted basis: 3.892 Current position: -170 2017-01-06 10:54:00 Training... Current basis: 5.206, predicted basis: 3.905 Current position: -180 2017-01-06 10:55:00 Training... Current basis: 5.280, predicted basis: 3.918 Current position: -190 2017-01-06 10:56:00 Training... Current basis: 5.104, predicted basis: 3.930 Current position: -200 2017-01-06 10:57:00 Training... Current basis: 5.028, predicted basis: 3.931 Current position: -210 2017-01-06 10:58:00 Training... Current basis: 5.102, predicted basis: 3.932 Current position: -220 2017-01-06 10:59:00 Training... Current basis: 4.829, predicted basis: 3.933 Current position: -230 2017-01-06 11:00:00 Training... Current basis: 5.005, predicted basis: 3.944 Current position: -240 2017-01-06 11:01:00 Training... Current basis: 4.929, predicted basis: 3.955 Current position: -250 2017-01-06 11:02:00 Training... Current basis: 5.029, predicted basis: 3.966 Current position: -250 2017-01-06 11:03:00 Training... Current basis: 4.804, predicted basis: 3.966 Current position: -250 2017-01-06 11:04:00 Training... Current basis: 4.956, predicted basis: 3.966 Current position: -250 2017-01-06 11:05:00 Training... Current basis: 4.560, predicted basis: 3.966 Current position: -250 2017-01-06 11:06:00 Training... Current basis: 4.833, predicted basis: 3.966 Current position: -250 2017-01-06 11:07:00 Training... Current basis: 4.879, predicted basis: 3.966 Current position: -250 2017-01-06 11:08:00 Training... Current basis: 4.755, predicted basis: 3.966 Current position: -250 2017-01-06 11:09:00 Training... Current basis: 4.710, predicted basis: 3.966 Current position: -250 2017-01-06 11:10:00 Training... Current basis: 4.685, predicted basis: 3.966 Current position: -250 2017-01-06 11:11:00 Training... Current basis: 4.611, predicted basis: 3.966 Current position: -250 2017-01-06 11:12:00 Training... Current basis: 4.657, predicted basis: 3.966 Current position: -250 2017-01-06 11:13:00 Training... Current basis: 4.683, predicted basis: 3.966 Current position: -250 2017-01-06 11:14:00 Training... Current basis: 4.582, predicted basis: 3.966 Current position: -250 2017-01-06 11:15:00 Training... Current basis: 4.507, predicted basis: 3.966 Current position: -250 2017-01-06 11:16:00 Training... Current basis: 4.507, predicted basis: 3.966 Current position: -250 2017-01-06 11:17:00 Training... Current basis: 4.607, predicted basis: 3.966 Current position: -250 2017-01-06 11:18:00 Training... Current basis: 4.582, predicted basis: 3.966 Current position: -250 2017-01-06 11:19:00 Training... Current basis: 4.506, predicted basis: 3.966 Current position: -250 2017-01-06 11:20:00 Training... Current basis: 4.481, predicted basis: 3.978 Current position: -250 2017-01-06 11:21:00 Training... Current basis: 4.481, predicted basis: 3.989 Current position: -250 2017-01-06 11:22:00 Training... Current basis: 4.382, predicted basis: 4.000 Current position: -250 2017-01-06 11:23:00 Training... Current basis: 4.336, predicted basis: 4.011 Current position: -250 2017-01-06 11:24:00 Training... Current basis: 4.310, predicted basis: 4.022 Current position: -250 2017-01-06 11:25:00 Training... Current basis: 4.334, predicted basis: 4.034 Current position: -250 2017-01-06 11:26:00 Training... Current basis: 4.333, predicted basis: 4.045 Current position: -250 2017-01-06 11:27:00 Training... Current basis: 4.359, predicted basis: 4.045 Current position: -250 2017-01-06 11:28:00 Training... Current basis: 4.307, predicted basis: 4.045 Current position: -250 2017-01-06 11:29:00 Training... Current basis: 4.433, predicted basis: 4.045 Current position: -250 2017-01-06 11:30:00 Training... Current basis: 4.384, predicted basis: 4.045 Current position: -250 2017-01-06 11:31:00 Training... Current basis: 4.581, predicted basis: 4.045 Current position: -250 2017-01-06 11:32:00 Training... Current basis: 4.581, predicted basis: 4.045 Current position: -250 2017-01-06 11:33:00 Training... Current basis: 4.209, predicted basis: 4.034 Current position: -250 2017-01-06 11:34:00 Training... Current basis: 4.286, predicted basis: 4.022 Current position: -250 2017-01-06 11:35:00 Training... Current basis: 3.987, predicted basis: 4.011 Current position: -240 2017-01-06 11:36:00 Training... Current basis: 3.690, predicted basis: 4.000 Current position: -240 2017-01-06 11:37:00 Training... Current basis: 3.715, predicted basis: 3.989 Current position: -230 2017-01-06 11:38:00 Training... Current basis: 3.646, predicted basis: 3.978 Current position: -230 2017-01-06 11:39:00 Training... Current basis: 3.670, predicted basis: 3.966 Current position: -230 2017-01-06 11:40:00 Training... Current basis: 3.593, predicted basis: 3.955 Current position: -230 2017-01-06 11:41:00 Training... Current basis: 3.815, predicted basis: 3.944 Current position: -230 2017-01-06 11:42:00 Training... Current basis: 3.616, predicted basis: 3.933 Current position: -230 2017-01-06 11:43:00 Training... Current basis: 3.689, predicted basis: 3.921 Current position: -220 2017-01-06 11:44:00 Training... Current basis: 3.739, predicted basis: 3.910 Current position: -220 2017-01-06 11:45:00 Training... Current basis: 3.321, predicted basis: 3.899 Current position: -220 2017-01-06 11:46:00 Training... Current basis: 3.494, predicted basis: 3.888 Current position: -210 2017-01-06 11:47:00 Training... Current basis: 3.270, predicted basis: 3.865 Current position: -200 2017-01-06 11:48:00 Training... Current basis: 2.899, predicted basis: 3.854 Current position: -200 2017-01-06 11:49:00 Training... Current basis: 2.849, predicted basis: 3.843 Current position: -190 2017-01-06 11:50:00 Training... Current basis: 2.826, predicted basis: 3.831 Current position: -180 2017-01-06 11:51:00 Training... Current basis: 2.700, predicted basis: 3.820 Current position: -170 2017-01-06 11:52:00 Training... Current basis: 2.551, predicted basis: 3.809 Current position: -160 2017-01-06 11:53:00 Training... Current basis: 2.700, predicted basis: 3.798 Current position: -150 2017-01-06 11:54:00 Training... Current basis: 2.674, predicted basis: 3.787 Current position: -140 2017-01-06 11:55:00 Training... Current basis: 2.600, predicted basis: 3.775 Current position: -130 2017-01-06 11:56:00 Training... Current basis: 2.769, predicted basis: 3.764 Current position: -120 2017-01-06 11:57:00 Training... Current basis: 2.768, predicted basis: 3.753 Current position: -110 2017-01-06 11:58:00 Training... Current basis: 2.721, predicted basis: 3.742 Current position: -100 2017-01-06 11:59:00 Training... Current basis: 2.842, predicted basis: 3.730 Current position: -90 2017-01-06 12:00:00 Training... Current basis: 2.842, predicted basis: 3.719 Current position: -80 2017-01-06 12:01:00 Training... Current basis: 2.818, predicted basis: 3.697 Current position: -70 2017-01-06 12:02:00 Training... Current basis: 2.646, predicted basis: 3.674 Current position: -60 2017-01-06 12:03:00 Training... Current basis: 2.767, predicted basis: 3.652 Current position: -50 2017-01-06 12:04:00 Training... Current basis: 2.838, predicted basis: 3.629 Current position: -40 2017-01-06 12:05:00 Training... Current basis: 2.696, predicted basis: 3.607 Current position: -30 2017-01-06 12:06:00 Training... Current basis: 2.716, predicted basis: 3.584 Current position: -20 2017-01-06 12:07:00 Training... Current basis: 2.764, predicted basis: 3.562 Current position: -10 2017-01-06 12:08:00 Training... Current basis: 2.739, predicted basis: 3.539 Current position: 0 2017-01-06 12:09:00 Training... Current basis: 2.740, predicted basis: 3.506 Current position: 10 2017-01-06 12:10:00 Training... Current basis: 2.842, predicted basis: 3.472 Current position: 20 2017-01-06 12:11:00 Training... Current basis: 2.866, predicted basis: 3.438 Current position: 30 2017-01-06 12:12:00 Training... Current basis: 2.943, predicted basis: 3.404 Current position: 40 2017-01-06 12:13:00 Training... Current basis: 2.717, predicted basis: 3.371 Current position: 50 2017-01-06 12:14:00 Training... Current basis: 2.717, predicted basis: 3.337 Current position: 50 2017-01-06 12:15:00 Training... Current basis: 2.717, predicted basis: 3.303 Current position: 60 2017-01-06 12:16:00 Training... Current basis: 2.717, predicted basis: 3.270 Current position: 70 2017-01-06 12:17:00 Training... Current basis: 2.767, predicted basis: 3.236 Current position: 80 2017-01-06 12:18:00 Training... Current basis: 2.743, predicted basis: 3.202 Current position: 90 2017-01-06 12:19:00 Training... Current basis: 2.844, predicted basis: 3.169 Current position: 90 2017-01-06 12:20:00 Training... Current basis: 2.770, predicted basis: 3.135 Current position: 90 2017-01-06 12:21:00 Training... Current basis: 2.745, predicted basis: 3.101 Current position: 90 2017-01-06 12:22:00 Training... Current basis: 2.695, predicted basis: 3.067 Current position: 90 2017-01-06 12:23:00 Training... Current basis: 2.770, predicted basis: 3.034 Current position: 90 2017-01-06 12:24:00 Training... Current basis: 2.721, predicted basis: 3.000 Current position: 90 2017-01-06 12:25:00 Training... Current basis: 2.695, predicted basis: 2.966 Current position: 90 2017-01-06 12:26:00 Training... Current basis: 2.840, predicted basis: 2.944 Current position: 90 2017-01-06 12:27:00 Training... Current basis: 2.768, predicted basis: 2.921 Current position: 90 2017-01-06 12:28:00 Training... Current basis: 2.470, predicted basis: 2.899 Current position: 80 2017-01-06 12:29:00 Training... Current basis: 2.594, predicted basis: 2.876 Current position: 70 2017-01-06 12:30:00 Training... Current basis: 2.643, predicted basis: 2.854 Current position: 70 2017-01-06 12:31:00 Training... Current basis: 2.595, predicted basis: 2.831 Current position: 70 2017-01-06 12:32:00 Training... Current basis: 2.720, predicted basis: 2.809 Current position: 70 2017-01-06 12:33:00 Training... Current basis: 2.621, predicted basis: 2.787 Current position: 70 2017-01-06 12:34:00 Training... Current basis: 2.745, predicted basis: 2.764 Current position: 60 2017-01-06 12:35:00 Training... Current basis: 2.721, predicted basis: 2.742 Current position: 50 2017-01-06 12:36:00 Training... Current basis: 2.721, predicted basis: 2.730 Current position: 40 2017-01-06 12:37:00 Training... Current basis: 3.049, predicted basis: 2.719 Current position: 30 2017-01-06 12:38:00 Training... Current basis: 3.152, predicted basis: 2.708 Current position: 20 2017-01-06 12:39:00 Training... Current basis: 3.204, predicted basis: 2.685 Current position: 20 2017-01-06 12:40:00 Training... Current basis: 3.029, predicted basis: 2.663 Current position: 20 2017-01-06 12:41:00 Training... Current basis: 2.951, predicted basis: 2.640 Current position: 10 2017-01-06 12:42:00 Training... Current basis: 2.730, predicted basis: 2.618 Current position: 10 2017-01-06 12:43:00 Training... Current basis: 2.706, predicted basis: 2.596 Current position: 10 2017-01-06 12:44:00 Training... Current basis: 2.532, predicted basis: 2.573 Current position: 0 2017-01-06 12:45:00 Training... Current basis: 2.074, predicted basis: 2.551 Current position: 0 2017-01-06 12:46:00 Training... Current basis: 2.193, predicted basis: 2.528 Current position: 0 2017-01-06 12:47:00 Training... Current basis: 2.594, predicted basis: 2.506 Current position: 0 2017-01-06 12:48:00 Training... Current basis: 2.494, predicted basis: 2.483 Current position: 0 2017-01-06 12:49:00 Training... Current basis: 2.665, predicted basis: 2.461 Current position: 0 2017-01-06 12:50:00 Training... Current basis: 2.761, predicted basis: 2.438 Current position: 0 2017-01-06 12:51:00 Training... Current basis: 2.661, predicted basis: 2.416 Current position: 0 2017-01-06 12:52:00 Training... Current basis: 2.862, predicted basis: 2.393 Current position: 0 2017-01-06 12:53:00 Training... Current basis: 2.860, predicted basis: 2.371 Current position: 0 2017-01-06 12:54:00 Training... Current basis: 2.661, predicted basis: 2.348 Current position: 0 2017-01-06 12:55:00 Training... Current basis: 2.684, predicted basis: 2.326 Current position: 0 2017-01-06 12:56:00 Training... Current basis: 2.685, predicted basis: 2.303 Current position: 0 2017-01-06 12:57:00 Training... Current basis: 2.826, predicted basis: 2.281 Current position: 0 2017-01-06 12:58:00 Training... Current basis: 2.751, predicted basis: 2.258 Current position: 0 2017-01-06 12:59:00 Training... Current basis: 2.781, predicted basis: 2.236 Current position: -10 2017-01-06 13:00:00 Training... Current basis: 2.581, predicted basis: 2.213 Current position: -10 2017-01-06 13:01:00 Training... Current basis: 2.559, predicted basis: 2.191 Current position: -20 2017-01-06 13:02:00 Training... Current basis: 2.586, predicted basis: 2.180 Current position: -20 2017-01-06 13:03:00 Training... Current basis: 2.436, predicted basis: 2.169 Current position: -20 2017-01-06 13:04:00 Training... Current basis: 2.507, predicted basis: 2.157 Current position: -20 2017-01-06 13:05:00 Training... Current basis: 2.483, predicted basis: 2.146 Current position: -20 2017-01-06 13:06:00 Training... Current basis: 2.408, predicted basis: 2.135 Current position: -20 2017-01-06 13:07:00 Training... Current basis: 2.358, predicted basis: 2.124 Current position: -20 2017-01-06 13:08:00 Training... Current basis: 2.258, predicted basis: 2.112 Current position: -20 2017-01-06 13:09:00 Training... Current basis: 2.305, predicted basis: 2.101 Current position: -20 2017-01-06 13:10:00 Training... Current basis: 2.354, predicted basis: 2.090 Current position: -10 2017-01-06 13:11:00 Training... Current basis: 2.481, predicted basis: 2.079 Current position: -10 2017-01-06 13:12:00 Training... Current basis: 2.335, predicted basis: 2.067 Current position: -10 2017-01-06 13:13:00 Training... Current basis: 2.287, predicted basis: 2.056 Current position: -10 2017-01-06 13:14:00 Training... Current basis: 1.989, predicted basis: 2.045 Current position: -10 2017-01-06 13:15:00 Training... Current basis: 2.310, predicted basis: 2.034 Current position: -10 2017-01-06 13:16:00 Training... Current basis: 2.336, predicted basis: 2.034 Current position: 0 2017-01-06 13:17:00 Training... Current basis: 2.311, predicted basis: 2.034 Current position: 0 2017-01-06 13:18:00 Training... Current basis: 2.583, predicted basis: 2.034 Current position: 0 2017-01-06 13:19:00 Training... Current basis: 2.290, predicted basis: 2.034 Current position: 0 2017-01-06 13:20:00 Training... Current basis: 2.433, predicted basis: 2.034 Current position: -10 2017-01-06 13:21:00 Training... Current basis: 2.436, predicted basis: 2.034 Current position: -10 2017-01-06 13:22:00 Training... Current basis: 2.311, predicted basis: 2.034 Current position: -10 2017-01-06 13:23:00 Training... Current basis: 2.108, predicted basis: 2.034 Current position: -10 2017-01-06 13:24:00 Training... Current basis: 2.179, predicted basis: 2.034 Current position: -10 2017-01-06 13:25:00 Training... Current basis: 2.080, predicted basis: 2.022 Current position: 0 2017-01-06 13:26:00 Training... Current basis: 1.857, predicted basis: 2.022 Current position: 0 2017-01-06 13:27:00 Training... Current basis: 1.956, predicted basis: 2.022 Current position: 0 2017-01-06 13:28:00 Training... Current basis: 1.980, predicted basis: 2.022 Current position: 0 2017-01-06 13:29:00 Training... Current basis: 2.054, predicted basis: 2.022 Current position: 0 2017-01-06 13:30:00 Training... Current basis: 2.154, predicted basis: 2.022 Current position: 0 2017-01-06 13:31:00 Training... Current basis: 2.152, predicted basis: 2.022 Current position: 0 2017-01-06 13:32:00 Training... Current basis: 2.155, predicted basis: 2.022 Current position: 0 2017-01-06 13:33:00 Training... Current basis: 2.229, predicted basis: 2.022 Current position: 0 2017-01-06 13:34:00 Training... Current basis: 2.154, predicted basis: 2.022 Current position: 0 2017-01-06 13:35:00 Training... Current basis: 2.333, predicted basis: 2.022 Current position: 0 2017-01-06 13:36:00 Training... Current basis: 2.436, predicted basis: 2.022 Current position: 0 2017-01-06 13:37:00 Training... Current basis: 2.290, predicted basis: 2.022 Current position: 0 2017-01-06 13:38:00 Training... Current basis: 2.341, predicted basis: 2.022 Current position: 0 2017-01-06 13:39:00 Training... Current basis: 2.265, predicted basis: 2.022 Current position: 0 2017-01-06 13:40:00 Training... Current basis: 2.215, predicted basis: 2.022 Current position: 0 2017-01-06 13:41:00 Training... Current basis: 2.339, predicted basis: 2.022 Current position: 0 2017-01-06 13:42:00 Training... Current basis: 2.189, predicted basis: 2.022 Current position: 0 2017-01-06 13:43:00 Training... Current basis: 2.036, predicted basis: 2.022 Current position: 0 2017-01-06 13:44:00 Training... Current basis: 2.258, predicted basis: 2.022 Current position: 0 2017-01-06 13:45:00 Training... Current basis: 2.309, predicted basis: 2.022 Current position: 0 2017-01-06 13:46:00 Training... Current basis: 2.257, predicted basis: 2.022 Current position: 0 2017-01-06 13:47:00 Training... Current basis: 2.232, predicted basis: 2.022 Current position: 0 2017-01-06 13:48:00 Training... Current basis: 2.301, predicted basis: 2.022 Current position: 0 2017-01-06 13:49:00 Training... Current basis: 2.177, predicted basis: 2.022 Current position: 0 2017-01-06 13:50:00 Training... Current basis: 2.203, predicted basis: 2.022 Current position: 0 2017-01-06 13:51:00 Training... Current basis: 2.180, predicted basis: 2.022 Current position: 0 2017-01-06 13:52:00 Training... Current basis: 2.230, predicted basis: 2.022 Current position: 0 2017-01-06 13:53:00 Training... Current basis: 2.053, predicted basis: 2.022 Current position: 0 2017-01-06 13:54:00 Training... Current basis: 2.100, predicted basis: 2.022 Current position: 0 2017-01-06 13:55:00 Training... Current basis: 2.126, predicted basis: 2.022 Current position: 0 2017-01-06 13:56:00 Training... Current basis: 1.998, predicted basis: 2.022 Current position: 0 2017-01-06 13:57:00 Training... Current basis: 2.020, predicted basis: 2.022 Current position: 0 2017-01-06 13:58:00 Training... Current basis: 2.071, predicted basis: 2.011 Current position: 0 2017-01-06 13:59:00 Training... Current basis: 2.072, predicted basis: 2.000 Current position: 0 2017-01-06 14:00:00 Training... Current basis: 1.899, predicted basis: 1.989 Current position: 0 2017-01-06 14:01:00 Training... Current basis: 2.021, predicted basis: 1.978 Current position: 0 2017-01-06 14:02:00 Training... Current basis: 1.898, predicted basis: 1.978 Current position: 0 2017-01-06 14:03:00 Training... Current basis: 2.049, predicted basis: 1.978 Current position: 0 2017-01-06 14:04:00 Training... Current basis: 1.974, predicted basis: 1.978 Current position: 0 2017-01-06 14:05:00 Training... Current basis: 2.049, predicted basis: 1.955 Current position: 0 2017-01-06 14:06:00 Training... Current basis: 2.104, predicted basis: 1.933 Current position: 0 2017-01-06 14:07:00 Training... Current basis: 1.879, predicted basis: 1.910 Current position: 0 2017-01-06 14:08:00 Training... Current basis: 2.004, predicted basis: 1.899 Current position: 0 2017-01-06 14:09:00 Training... Current basis: 1.954, predicted basis: 1.899 Current position: 0 2017-01-06 14:10:00 Training... Current basis: 2.028, predicted basis: 1.888 Current position: 0 2017-01-06 14:11:00 Training... Current basis: 2.003, predicted basis: 1.876 Current position: 0 2017-01-06 14:12:00 Training... Current basis: 2.003, predicted basis: 1.865 Current position: 0 2017-01-06 14:13:00 Training... Current basis: 2.053, predicted basis: 1.854 Current position: 0 2017-01-06 14:14:00 Training... Current basis: 1.778, predicted basis: 1.843 Current position: 0 2017-01-06 14:15:00 Training... Current basis: 1.902, predicted basis: 1.831 Current position: 0 2017-01-06 14:16:00 Training... Current basis: 1.901, predicted basis: 1.831 Current position: 0 2017-01-06 14:17:00 Training... Current basis: 2.025, predicted basis: 1.831 Current position: 0 2017-01-06 14:18:00 Training... Current basis: 1.975, predicted basis: 1.831 Current position: 0 2017-01-06 14:19:00 Training... Current basis: 2.000, predicted basis: 1.831 Current position: 0 2017-01-06 14:20:00 Training... Current basis: 2.225, predicted basis: 1.831 Current position: 0 2017-01-06 14:21:00 Training... Current basis: 2.175, predicted basis: 1.831 Current position: 0 2017-01-06 14:22:00 Training... Current basis: 2.125, predicted basis: 1.831 Current position: 0 2017-01-06 14:23:00 Training... Current basis: 2.223, predicted basis: 1.831 Current position: 0 2017-01-06 14:24:00 Training... Current basis: 2.197, predicted basis: 1.831 Current position: 0 2017-01-06 14:25:00 Training... Current basis: 2.173, predicted basis: 1.831 Current position: 0 2017-01-06 14:26:00 Training... Current basis: 2.177, predicted basis: 1.831 Current position: 0 2017-01-06 14:27:00 Training... Current basis: 2.030, predicted basis: 1.820 Current position: 0 2017-01-06 14:28:00 Training... Current basis: 1.936, predicted basis: 1.809 Current position: 0 2017-01-06 14:29:00 Training... Current basis: 1.986, predicted basis: 1.798 Current position: 0 2017-01-06 14:30:00 Training... Current basis: 1.886, predicted basis: 1.787 Current position: 0 2017-01-06 14:31:00 Training... Current basis: 1.906, predicted basis: 1.775 Current position: 0 2017-01-06 14:32:00 Training... Current basis: 1.806, predicted basis: 1.764 Current position: 0 2017-01-06 14:33:00 Training... Current basis: 1.806, predicted basis: 1.753 Current position: 0 2017-01-06 14:34:00 Training... Current basis: 1.906, predicted basis: 1.742 Current position: 0 2017-01-06 14:35:00 Training... Current basis: 1.861, predicted basis: 1.730 Current position: 0 2017-01-06 14:36:00 Training... Current basis: 1.857, predicted basis: 1.719 Current position: 0 2017-01-06 14:37:00 Training... Current basis: 1.856, predicted basis: 1.708 Current position: 0 2017-01-06 14:38:00 Training... Current basis: 1.756, predicted basis: 1.697 Current position: 0 2017-01-06 14:39:00 Training... Current basis: 1.756, predicted basis: 1.685 Current position: 0 2017-01-06 14:40:00 Training... Current basis: 1.757, predicted basis: 1.674 Current position: 0 2017-01-06 14:41:00 Training... Current basis: 1.782, predicted basis: 1.663 Current position: 0 2017-01-06 14:42:00 Training... Current basis: 1.732, predicted basis: 1.652 Current position: 0 2017-01-06 14:43:00 Training... Current basis: 1.910, predicted basis: 1.640 Current position: 0 2017-01-06 14:44:00 Training... Current basis: 1.910, predicted basis: 1.629 Current position: 0 2017-01-06 14:45:00 Training... Current basis: 1.935, predicted basis: 1.618 Current position: 0 2017-01-06 14:46:00 Training... Current basis: 1.886, predicted basis: 1.607 Current position: 0 2017-01-06 14:47:00 Training... Current basis: 1.911, predicted basis: 1.596 Current position: 0 2017-01-06 14:48:00 Training... Current basis: 1.913, predicted basis: 1.584 Current position: 0 2017-01-06 14:49:00 Training... Current basis: 1.862, predicted basis: 1.573 Current position: 0 2017-01-06 14:50:00 Training... Current basis: 1.762, predicted basis: 1.562 Current position: 0 2017-01-06 14:51:00 Training... Current basis: 1.785, predicted basis: 1.551 Current position: 0 2017-01-06 14:52:00 Training... Current basis: 1.684, predicted basis: 1.539 Current position: 0 2017-01-06 14:53:00 Training... Current basis: 1.509, predicted basis: 1.528 Current position: 0 2017-01-06 14:54:00 Training... Current basis: 1.614, predicted basis: 1.528 Current position: 0 2017-01-06 14:55:00 Training... Current basis: 1.663, predicted basis: 1.517 Current position: 0 2017-01-06 14:56:00 Training... Current basis: 1.538, predicted basis: 1.506 Current position: 0 2017-01-06 14:57:00 Training... Current basis: 1.638, predicted basis: 1.494 Current position: 0 2017-01-06 14:58:00 Training... Current basis: 1.636, predicted basis: 1.483 Current position: 0 2017-01-06 14:59:00 Training... Current basis: 1.584, predicted basis: 1.472 Current position: 0 2017-01-06 15:00:00 Training... Current basis: 1.507, predicted basis: 1.461 Current position: 0 2017-01-06 15:01:00 Training... Current basis: 1.483, predicted basis: 1.449 Current position: 0 2017-01-06 15:02:00 Training... Current basis: 1.606, predicted basis: 1.438 Current position: 0 2017-01-06 15:03:00 Training... Current basis: 1.605, predicted basis: 1.427 Current position: 0 2017-01-06 15:04:00 Training... Current basis: 1.605, predicted basis: 1.416 Current position: 0 2017-01-06 15:05:00 Training... Current basis: 1.781, predicted basis: 1.404 Current position: 0 2017-01-06 15:06:00 Training... Current basis: 1.782, predicted basis: 1.393 Current position: 0 2017-01-06 15:07:00 Training... Current basis: 1.806, predicted basis: 1.382 Current position: 0 2017-01-06 15:08:00 Training... Current basis: 1.781, predicted basis: 1.371 Current position: 0 2017-01-06 15:09:00 Training... Current basis: 1.705, predicted basis: 1.360 Current position: 0 2017-01-06 15:10:00 Training... Current basis: 1.953, predicted basis: 1.348 Current position: 0 2017-01-06 15:11:00 Training... Current basis: 1.852, predicted basis: 1.337 Current position: 0 2017-01-06 15:12:00 Training... Current basis: 1.802, predicted basis: 1.326 Current position: -10 2017-01-06 15:13:00 Training... Current basis: 1.802, predicted basis: 1.315 Current position: -20 2017-01-06 15:14:00 Training... Current basis: 1.876, predicted basis: 1.303 Current position: -20 2017-01-06 15:15:00 Training... Current basis: 1.929, predicted basis: 1.292 Current position: -20 2017-01-06 15:16:00 Training... Current basis: 1.755, predicted basis: 1.281 Current position: -30 2017-01-06 15:17:00 Training... Current basis: 1.554, predicted basis: 1.270 Current position: -40 2017-01-06 15:18:00 Training... Current basis: 1.654, predicted basis: 1.258 Current position: -40 2017-01-06 15:19:00 Training... Current basis: 1.554, predicted basis: 1.247 Current position: -40 2017-01-06 15:20:00 Training... Current basis: 1.629, predicted basis: 1.236 Current position: -40 2017-01-06 15:21:00 Training... Current basis: 1.580, predicted basis: 1.225 Current position: -40 2017-01-06 15:22:00 Training... Current basis: 1.505, predicted basis: 1.213 Current position: -40 2017-01-06 15:23:00 Training... Current basis: 1.257, predicted basis: 1.202 Current position: -40 2017-01-06 15:24:00 Training... Current basis: 1.680, predicted basis: 1.191 Current position: -40 2017-01-06 15:25:00 Training... Current basis: 1.828, predicted basis: 1.180 Current position: -30 2017-01-06 15:26:00 Training... Current basis: 2.078, predicted basis: 1.169 Current position: -30 2017-01-06 15:27:00 Training... Current basis: 1.781, predicted basis: 1.169 Current position: -40 2017-01-06 15:28:00 Training... Current basis: 1.482, predicted basis: 1.169 Current position: -50 2017-01-06 15:29:00 Training... Current basis: 1.311, predicted basis: 1.169 Current position: -60 2017-01-06 15:30:00 Training... Current basis: 1.311, predicted basis: 1.169 Current position: -60 2017-01-09 09:30:00 Training... Current basis: 1.311, predicted basis: 1.157 Current position: -60 2017-01-09 09:31:00 Training... Current basis: 1.311, predicted basis: 1.146 Current position: -60 2017-01-09 09:32:00 Training... Current basis: 1.311, predicted basis: 1.135 Current position: -60 2017-01-09 09:33:00 Training... Current basis: 1.311, predicted basis: 1.135 Current position: -60 2017-01-09 09:34:00 Training... Current basis: 1.311, predicted basis: 1.135 Current position: -60 2017-01-09 09:35:00 Training... Current basis: 1.311, predicted basis: 1.135 Current position: -60 2017-01-09 09:36:00 Training... Current basis: 1.311, predicted basis: 1.135 Current position: -60 2017-01-09 09:37:00 Training... Current basis: 1.311, predicted basis: 1.124 Current position: -60 2017-01-09 09:38:00 Training... Current basis: 1.311, predicted basis: 1.124 Current position: -60 2017-01-09 09:39:00 Training... Current basis: 1.311, predicted basis: 1.124 Current position: -60 2017-01-09 09:40:00 Training... Current basis: 1.311, predicted basis: 1.124 Current position: -60 2017-01-09 09:41:00 Training... Current basis: 1.311, predicted basis: 1.124 Current position: -60 2017-01-09 09:42:00 Training... Current basis: 1.311, predicted basis: 1.124 Current position: -60 2017-01-09 09:43:00 Training... Current basis: 1.311, predicted basis: 1.124 Current position: -60 2017-01-09 09:44:00 Training... Current basis: 1.311, predicted basis: 1.112 Current position: -60 2017-01-09 09:45:00 Training... Current basis: 1.311, predicted basis: 1.101 Current position: -60 2017-01-09 09:46:00 Training... Current basis: 1.311, predicted basis: 1.090 Current position: -60 2017-01-09 09:47:00 Training... Current basis: 1.311, predicted basis: 1.079 Current position: -60 2017-01-09 09:48:00 Training... Current basis: 1.311, predicted basis: 1.067 Current position: -60 2017-01-09 09:49:00 Training... Current basis: 1.311, predicted basis: 1.056 Current position: -60 2017-01-09 09:50:00 Training... Current basis: 1.311, predicted basis: 1.045 Current position: -60 2017-01-09 09:51:00 Training... Current basis: 1.311, predicted basis: 1.034 Current position: -60 2017-01-09 09:52:00 Training... Current basis: 1.311, predicted basis: 1.022 Current position: -60 2017-01-09 09:53:00 Training... Current basis: 1.311, predicted basis: 1.011 Current position: -60 2017-01-09 09:54:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 09:55:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 09:56:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 09:57:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 09:58:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 09:59:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:00:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:01:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:02:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:03:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:04:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:05:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:06:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:07:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:08:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:09:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:10:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:11:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:12:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:13:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:14:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:15:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:16:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:17:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:18:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:19:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:20:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:21:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:22:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:23:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:24:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:25:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:26:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:27:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:28:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:29:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:30:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:31:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:32:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:33:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:34:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:35:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:36:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:37:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:38:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:39:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:40:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:41:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:42:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:43:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:44:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:45:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:46:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:47:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:48:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:49:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:50:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:51:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:52:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:53:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:54:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:55:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:56:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:57:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:58:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 10:59:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:00:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:01:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:02:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:03:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:04:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:05:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:06:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:07:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:08:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:09:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:10:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:11:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:12:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:13:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:14:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:15:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:16:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:17:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:18:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:19:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:20:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:21:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:22:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:23:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:24:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:25:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:26:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:27:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:28:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:29:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:30:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:31:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:32:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:33:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:34:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:35:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:36:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:37:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:38:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:39:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:40:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:41:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:42:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:43:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:44:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:45:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:46:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:47:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:48:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:49:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:50:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:51:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:52:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:53:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:54:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:55:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:56:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:57:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:58:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 11:59:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:00:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:01:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:02:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:03:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:04:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:05:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:06:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:07:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:08:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:09:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:10:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:11:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:12:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:13:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:14:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:15:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:16:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:17:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:18:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:19:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:20:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:21:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:22:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:23:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:24:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:25:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:26:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:27:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:28:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:29:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:30:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:31:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:32:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:33:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:34:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:35:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:36:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:37:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:38:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:39:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:40:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:41:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:42:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:43:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:44:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:45:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:46:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:47:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:48:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:49:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:50:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:51:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:52:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:53:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:54:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:55:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:56:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:57:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:58:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 12:59:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:00:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:01:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:02:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:03:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:04:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:05:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:06:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:07:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:08:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:09:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:10:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:11:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:12:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:13:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:14:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:15:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:16:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:17:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:18:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:19:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:20:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:21:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:22:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:23:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:24:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:25:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:26:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:27:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:28:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:29:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:30:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:31:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:32:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:33:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:34:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:35:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:36:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:37:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:38:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:39:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:40:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:41:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:42:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:43:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:44:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:45:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:46:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:47:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:48:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:49:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:50:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:51:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:52:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:53:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:54:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:55:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:56:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:57:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:58:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 13:59:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:00:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:01:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:02:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:03:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:04:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:05:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:06:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:07:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:08:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:09:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:10:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:11:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:12:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:13:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:14:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:15:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:16:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:17:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:18:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:19:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:20:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:21:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:22:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:23:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:24:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:25:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:26:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:27:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:28:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:29:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:30:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:31:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:32:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:33:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:34:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:35:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:36:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:37:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:38:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:39:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:40:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:41:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:42:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:43:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:44:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:45:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:46:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:47:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:48:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:49:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:50:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:51:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:52:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:53:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:54:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:55:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:56:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:57:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:58:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 14:59:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:00:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:01:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:02:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:03:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:04:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:05:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:06:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:07:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:08:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:09:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:10:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:11:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:12:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:13:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:14:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:15:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:16:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:17:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:18:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:19:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:20:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:21:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:22:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:23:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:24:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:25:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:26:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:27:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:28:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:29:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-09 15:30:00 Training... Current basis: 1.311, predicted basis: 1.000 Current position: -60 2017-01-10 09:30:00 Training... Current basis: 0.103, predicted basis: 1.000 Current position: -60 2017-01-10 09:31:00 Training... Current basis: 0.566, predicted basis: 0.989 Current position: 110 2017-01-10 09:32:00 Training... Current basis: 0.687, predicted basis: 0.978 Current position: 120 2017-01-10 09:33:00 Training... Current basis: 0.243, predicted basis: 0.966 Current position: 120 2017-01-10 09:34:00 Training... Current basis: 0.246, predicted basis: 0.955 Current position: 120 2017-01-10 09:35:00 Training... Current basis: 0.377, predicted basis: 0.944 Current position: 130 2017-01-10 09:36:00 Training... Current basis: 0.355, predicted basis: 0.933 Current position: 140 2017-01-10 09:37:00 Training... Current basis: 0.453, predicted basis: 0.921 Current position: 150 2017-01-10 09:38:00 Training... Current basis: 0.302, predicted basis: 0.910 Current position: 160 2017-01-10 09:39:00 Training... Current basis: 0.273, predicted basis: 0.899 Current position: 160 2017-01-10 09:40:00 Training... Current basis: 0.344, predicted basis: 0.888 Current position: 170 2017-01-10 09:41:00 Training... Current basis: 0.589, predicted basis: 0.876 Current position: 180 2017-01-10 09:42:00 Training... Current basis: 0.387, predicted basis: 0.865 Current position: 190 2017-01-10 09:43:00 Training... Current basis: 0.313, predicted basis: 0.854 Current position: 190 2017-01-10 09:44:00 Training... Current basis: 0.640, predicted basis: 0.843 Current position: 190 2017-01-10 09:45:00 Training... Current basis: 0.717, predicted basis: 0.831 Current position: 200 2017-01-10 09:46:00 Training... Current basis: 0.568, predicted basis: 0.820 Current position: 200 2017-01-10 09:47:00 Training... Current basis: 0.495, predicted basis: 0.809 Current position: 190 2017-01-10 09:48:00 Training... Current basis: 0.499, predicted basis: 0.798 Current position: 190 2017-01-10 09:49:00 Training... Current basis: 0.500, predicted basis: 0.787 Current position: 190 2017-01-10 09:50:00 Training... Current basis: 0.526, predicted basis: 0.775 Current position: 190 2017-01-10 09:51:00 Training... Current basis: 0.424, predicted basis: 0.764 Current position: 190 2017-01-10 09:52:00 Training... Current basis: 0.322, predicted basis: 0.753 Current position: 190 2017-01-10 09:53:00 Training... Current basis: 0.522, predicted basis: 0.742 Current position: 190 2017-01-10 09:54:00 Training... Current basis: 0.496, predicted basis: 0.730 Current position: 190 2017-01-10 09:55:00 Training... Current basis: 0.446, predicted basis: 0.719 Current position: 190 2017-01-10 09:56:00 Training... Current basis: 0.596, predicted basis: 0.708 Current position: 190 2017-01-10 09:57:00 Training... Current basis: 0.722, predicted basis: 0.697 Current position: 190 2017-01-10 09:58:00 Training... Current basis: 0.674, predicted basis: 0.685 Current position: 180 2017-01-10 09:59:00 Training... Current basis: 0.799, predicted basis: 0.674 Current position: 170 2017-01-10 10:00:00 Training... Current basis: 0.946, predicted basis: 0.663 Current position: 160 2017-01-10 10:01:00 Training... Current basis: 0.620, predicted basis: 0.652 Current position: 150 2017-01-10 10:02:00 Training... Current basis: 0.691, predicted basis: 0.640 Current position: 150 2017-01-10 10:03:00 Training... Current basis: 0.665, predicted basis: 0.629 Current position: 140 2017-01-10 10:04:00 Training... Current basis: 0.814, predicted basis: 0.618 Current position: 130 2017-01-10 10:05:00 Training... Current basis: 0.864, predicted basis: 0.607 Current position: 120 2017-01-10 10:06:00 Training... Current basis: 0.739, predicted basis: 0.596 Current position: 110 2017-01-10 10:07:00 Training... Current basis: 0.765, predicted basis: 0.584 Current position: 110 2017-01-10 10:08:00 Training... Current basis: 0.791, predicted basis: 0.573 Current position: 100 2017-01-10 10:09:00 Training... Current basis: 0.767, predicted basis: 0.562 Current position: 90 2017-01-10 10:10:00 Training... Current basis: 0.915, predicted basis: 0.551 Current position: 90 2017-01-10 10:11:00 Training... Current basis: 0.989, predicted basis: 0.539 Current position: 90 2017-01-10 10:12:00 Training... Current basis: 0.793, predicted basis: 0.528 Current position: 90 2017-01-10 10:13:00 Training... Current basis: 0.740, predicted basis: 0.517 Current position: 90 2017-01-10 10:14:00 Training... Current basis: 0.989, predicted basis: 0.506 Current position: 90 2017-01-10 10:15:00 Training... Current basis: 0.716, predicted basis: 0.494 Current position: 90 2017-01-10 10:16:00 Training... Current basis: 0.839, predicted basis: 0.483 Current position: 90 2017-01-10 10:17:00 Training... Current basis: 1.154, predicted basis: 0.483 Current position: 90 2017-01-10 10:18:00 Training... Current basis: 0.831, predicted basis: 0.472 Current position: 90 2017-01-10 10:19:00 Training... Current basis: 0.702, predicted basis: 0.472 Current position: 80 2017-01-10 10:20:00 Training... Current basis: 1.125, predicted basis: 0.472 Current position: 80 2017-01-10 10:21:00 Training... Current basis: 1.196, predicted basis: 0.472 Current position: 80 2017-01-10 10:22:00 Training... Current basis: 1.003, predicted basis: 0.472 Current position: 70 2017-01-10 10:23:00 Training... Current basis: 1.230, predicted basis: 0.472 Current position: 60 2017-01-10 10:24:00 Training... Current basis: 1.397, predicted basis: 0.472 Current position: 50 2017-01-10 10:25:00 Training... Current basis: 1.148, predicted basis: 0.472 Current position: 40 2017-01-10 10:26:00 Training... Current basis: 1.295, predicted basis: 0.472 Current position: 30 2017-01-10 10:27:00 Training... Current basis: 1.246, predicted basis: 0.472 Current position: 20 2017-01-10 10:28:00 Training... Current basis: 1.194, predicted basis: 0.461 Current position: 10 2017-01-10 10:29:00 Training... Current basis: 1.144, predicted basis: 0.449 Current position: 0 2017-01-10 10:30:00 Training... Current basis: 0.943, predicted basis: 0.438 Current position: -10 2017-01-10 10:31:00 Training... Current basis: 0.743, predicted basis: 0.427 Current position: -20 2017-01-10 10:32:00 Training... Current basis: 0.920, predicted basis: 0.416 Current position: -30 2017-01-10 10:33:00 Training... Current basis: 1.044, predicted basis: 0.416 Current position: -30 2017-01-10 10:34:00 Training... Current basis: 1.044, predicted basis: 0.416 Current position: -40 2017-01-10 10:35:00 Training... Current basis: 0.945, predicted basis: 0.416 Current position: -50 2017-01-10 10:36:00 Training... Current basis: 0.920, predicted basis: 0.416 Current position: -60 2017-01-10 10:37:00 Training... Current basis: 1.218, predicted basis: 0.416 Current position: -70 2017-01-10 10:38:00 Training... Current basis: 1.144, predicted basis: 0.404 Current position: -80 2017-01-10 10:39:00 Training... Current basis: 1.044, predicted basis: 0.393 Current position: -90 2017-01-10 10:40:00 Training... Current basis: 0.970, predicted basis: 0.382 Current position: -100 2017-01-10 10:41:00 Training... Current basis: 0.871, predicted basis: 0.371 Current position: -110 2017-01-10 10:42:00 Training... Current basis: 0.870, predicted basis: 0.360 Current position: -120 2017-01-10 10:43:00 Training... Current basis: 1.069, predicted basis: 0.360 Current position: -130 2017-01-10 10:44:00 Training... Current basis: 0.920, predicted basis: 0.360 Current position: -140 2017-01-10 10:45:00 Training... Current basis: 0.995, predicted basis: 0.360 Current position: -150 2017-01-10 10:46:00 Training... Current basis: 1.095, predicted basis: 0.348 Current position: -160 2017-01-10 10:47:00 Training... Current basis: 1.020, predicted basis: 0.337 Current position: -170 2017-01-10 10:48:00 Training... Current basis: 1.097, predicted basis: 0.326 Current position: -180 2017-01-10 10:49:00 Training... Current basis: 1.175, predicted basis: 0.315 Current position: -190 2017-01-10 10:50:00 Training... Current basis: 0.557, predicted basis: 0.303 Current position: -200 2017-01-10 10:51:00 Training... Current basis: 0.680, predicted basis: 0.292 Current position: -210 2017-01-10 10:52:00 Training... Current basis: 0.706, predicted basis: 0.281 Current position: -210 2017-01-10 10:53:00 Training... Current basis: 0.853, predicted basis: 0.270 Current position: -210 2017-01-10 10:54:00 Training... Current basis: 0.852, predicted basis: 0.258 Current position: -210 2017-01-10 10:55:00 Training... Current basis: 0.827, predicted basis: 0.247 Current position: -220 2017-01-10 10:56:00 Training... Current basis: 0.727, predicted basis: 0.236 Current position: -230 2017-01-10 10:57:00 Training... Current basis: 0.702, predicted basis: 0.225 Current position: -240 2017-01-10 10:58:00 Training... Current basis: 0.627, predicted basis: 0.213 Current position: -240 2017-01-10 10:59:00 Training... Current basis: 0.926, predicted basis: 0.213 Current position: -240 2017-01-10 11:00:00 Training... Current basis: 0.976, predicted basis: 0.225 Current position: -240 2017-01-10 11:01:00 Training... Current basis: 1.150, predicted basis: 0.236 Current position: -250 2017-01-10 11:02:00 Training... Current basis: 1.151, predicted basis: 0.247 Current position: -250 2017-01-10 11:03:00 Training... Current basis: 1.222, predicted basis: 0.258 Current position: -250 2017-01-10 11:04:00 Training... Current basis: 1.171, predicted basis: 0.270 Current position: -250 2017-01-10 11:05:00 Training... Current basis: 1.198, predicted basis: 0.281 Current position: -250 2017-01-10 11:06:00 Training... Current basis: 1.172, predicted basis: 0.292 Current position: -250 2017-01-10 11:07:00 Training... Current basis: 1.072, predicted basis: 0.303 Current position: -250 2017-01-10 11:08:00 Training... Current basis: 1.046, predicted basis: 0.315 Current position: -250 2017-01-10 11:09:00 Training... Current basis: 1.096, predicted basis: 0.326 Current position: -250 2017-01-10 11:10:00 Training... Current basis: 0.944, predicted basis: 0.337 Current position: -250 2017-01-10 11:11:00 Training... Current basis: 1.029, predicted basis: 0.348 Current position: -250 2017-01-10 11:12:00 Training... Current basis: 1.083, predicted basis: 0.360 Current position: -250 2017-01-10 11:13:00 Training... Current basis: 1.006, predicted basis: 0.371 Current position: -250 2017-01-10 11:14:00 Training... Current basis: 1.279, predicted basis: 0.382 Current position: -250 2017-01-10 11:15:00 Training... Current basis: 1.230, predicted basis: 0.393 Current position: -250 2017-01-10 11:16:00 Training... Current basis: 1.230, predicted basis: 0.404 Current position: -250 2017-01-10 11:17:00 Training... Current basis: 0.912, predicted basis: 0.416 Current position: -250 2017-01-10 11:18:00 Training... Current basis: 1.158, predicted basis: 0.427 Current position: -250 2017-01-10 11:19:00 Training... Current basis: 1.032, predicted basis: 0.438 Current position: -250 2017-01-10 11:20:00 Training... Current basis: 1.236, predicted basis: 0.449 Current position: -250 2017-01-10 11:21:00 Training... Current basis: 1.088, predicted basis: 0.449 Current position: -250 2017-01-10 11:22:00 Training... Current basis: 1.139, predicted basis: 0.449 Current position: -250 2017-01-10 11:23:00 Training... Current basis: 0.865, predicted basis: 0.449 Current position: -250 2017-01-10 11:24:00 Training... Current basis: 0.791, predicted basis: 0.449 Current position: -250 2017-01-10 11:25:00 Training... Current basis: 0.415, predicted basis: 0.449 Current position: -250 2017-01-10 11:26:00 Training... Current basis: 0.564, predicted basis: 0.449 Current position: -250 2017-01-10 11:27:00 Training... Current basis: 0.615, predicted basis: 0.449 Current position: -240 2017-01-10 11:28:00 Training... Current basis: 0.562, predicted basis: 0.449 Current position: -230 2017-01-10 11:29:00 Training... Current basis: 0.737, predicted basis: 0.449 Current position: -220 2017-01-10 11:30:00 Training... Current basis: 0.861, predicted basis: 0.449 Current position: -210 2017-01-10 11:31:00 Training... Current basis: 0.858, predicted basis: 0.449 Current position: -210 2017-01-10 11:32:00 Training... Current basis: 0.684, predicted basis: 0.449 Current position: -210 2017-01-10 11:33:00 Training... Current basis: 0.808, predicted basis: 0.449 Current position: -210 2017-01-10 11:34:00 Training... Current basis: 0.759, predicted basis: 0.461 Current position: -210 2017-01-10 11:35:00 Training... Current basis: 0.983, predicted basis: 0.472 Current position: -210 2017-01-10 11:36:00 Training... Current basis: 1.006, predicted basis: 0.483 Current position: -210 2017-01-10 11:37:00 Training... Current basis: 1.257, predicted basis: 0.494 Current position: -220 2017-01-10 11:38:00 Training... Current basis: 1.182, predicted basis: 0.506 Current position: -230 2017-01-10 11:39:00 Training... Current basis: 1.107, predicted basis: 0.506 Current position: -240 2017-01-10 11:40:00 Training... Current basis: 1.182, predicted basis: 0.506 Current position: -250 2017-01-10 11:41:00 Training... Current basis: 0.932, predicted basis: 0.506 Current position: -250 2017-01-10 11:42:00 Training... Current basis: 0.901, predicted basis: 0.517 Current position: -250 2017-01-10 11:43:00 Training... Current basis: 0.529, predicted basis: 0.528 Current position: -250 2017-01-10 11:44:00 Training... Current basis: 0.828, predicted basis: 0.539 Current position: -250 2017-01-10 11:45:00 Training... Current basis: 1.422, predicted basis: 0.539 Current position: -240 2017-01-10 11:46:00 Training... Current basis: 1.615, predicted basis: 0.528 Current position: -240 2017-01-10 11:47:00 Training... Current basis: 1.036, predicted basis: 0.528 Current position: -250 2017-01-10 11:48:00 Training... Current basis: 0.236, predicted basis: 0.517 Current position: -250 2017-01-10 11:49:00 Training... Current basis: 0.590, predicted basis: 0.506 Current position: -250 2017-01-10 11:50:00 Training... Current basis: 0.241, predicted basis: 0.494 Current position: -250 2017-01-10 11:51:00 Training... Current basis: -0.305, predicted basis: 0.483 Current position: -240 2017-01-10 11:52:00 Training... Current basis: -0.354, predicted basis: 0.472 Current position: -240 2017-01-10 11:53:00 Training... Current basis: -0.500, predicted basis: 0.461 Current position: -230 2017-01-10 11:54:00 Training... Current basis: -0.501, predicted basis: 0.449 Current position: -220 2017-01-10 11:55:00 Training... Current basis: -0.552, predicted basis: 0.438 Current position: -210 2017-01-10 11:56:00 Training... Current basis: -0.479, predicted basis: 0.427 Current position: -200 2017-01-10 11:57:00 Training... Current basis: -0.430, predicted basis: 0.427 Current position: -190 2017-01-10 11:58:00 Training... Current basis: -0.354, predicted basis: 0.427 Current position: -180 2017-01-10 11:59:00 Training... Current basis: -0.402, predicted basis: 0.427 Current position: -170 2017-01-10 12:00:00 Training... Current basis: -0.452, predicted basis: 0.427 Current position: -160 2017-01-10 12:01:00 Training... Current basis: -0.476, predicted basis: 0.427 Current position: -150 2017-01-10 12:02:00 Training... Current basis: -0.300, predicted basis: 0.416 Current position: -140 2017-01-10 12:03:00 Training... Current basis: -0.273, predicted basis: 0.404 Current position: -130 2017-01-10 12:04:00 Training... Current basis: -0.172, predicted basis: 0.393 Current position: -120 2017-01-10 12:05:00 Training... Current basis: -0.222, predicted basis: 0.382 Current position: -110 2017-01-10 12:06:00 Training... Current basis: -0.274, predicted basis: 0.371 Current position: -100 2017-01-10 12:07:00 Training... Current basis: -0.572, predicted basis: 0.371 Current position: -90 2017-01-10 12:08:00 Training... Current basis: -0.445, predicted basis: 0.371 Current position: -80 2017-01-10 12:09:00 Training... Current basis: -0.296, predicted basis: 0.371 Current position: -70 2017-01-10 12:10:00 Training... Current basis: -0.371, predicted basis: 0.371 Current position: -60 2017-01-10 12:11:00 Training... Current basis: -0.398, predicted basis: 0.371 Current position: -50 2017-01-10 12:12:00 Training... Current basis: -0.448, predicted basis: 0.360 Current position: -40 2017-01-10 12:13:00 Training... Current basis: -0.325, predicted basis: 0.348 Current position: -30 2017-01-10 12:14:00 Training... Current basis: -0.275, predicted basis: 0.337 Current position: -20 2017-01-10 12:15:00 Training... Current basis: -0.125, predicted basis: 0.337 Current position: -10 2017-01-10 12:16:00 Training... Current basis: -0.079, predicted basis: 0.337 Current position: 0 2017-01-10 12:17:00 Training... Current basis: 0.047, predicted basis: 0.337 Current position: 0 2017-01-10 12:18:00 Training... Current basis: 0.243, predicted basis: 0.337 Current position: 0 2017-01-10 12:19:00 Training... Current basis: 0.195, predicted basis: 0.337 Current position: 0 2017-01-10 12:20:00 Training... Current basis: 0.295, predicted basis: 0.337 Current position: 0 2017-01-10 12:21:00 Training... Current basis: 0.272, predicted basis: 0.337 Current position: 0 2017-01-10 12:22:00 Training... Current basis: 0.050, predicted basis: 0.337 Current position: 0 2017-01-10 12:23:00 Training... Current basis: -0.100, predicted basis: 0.337 Current position: 0 2017-01-10 12:24:00 Training... Current basis: -0.075, predicted basis: 0.337 Current position: 0 2017-01-10 12:25:00 Training... Current basis: -0.148, predicted basis: 0.337 Current position: 0 2017-01-10 12:26:00 Training... Current basis: -0.320, predicted basis: 0.337 Current position: 0 2017-01-10 12:27:00 Training... Current basis: -0.171, predicted basis: 0.337 Current position: 0 2017-01-10 12:28:00 Training... Current basis: -0.221, predicted basis: 0.326 Current position: 10 2017-01-10 12:29:00 Training... Current basis: -0.071, predicted basis: 0.315 Current position: 20 2017-01-10 12:30:00 Training... Current basis: -0.419, predicted basis: 0.303 Current position: 30 2017-01-10 12:31:00 Training... Current basis: -0.369, predicted basis: 0.292 Current position: 30 2017-01-10 12:32:00 Training... Current basis: -0.273, predicted basis: 0.281 Current position: 40 2017-01-10 12:33:00 Training... Current basis: -0.074, predicted basis: 0.270 Current position: 50 2017-01-10 12:34:00 Training... Current basis: -0.074, predicted basis: 0.258 Current position: 60 2017-01-10 12:35:00 Training... Current basis: 0.026, predicted basis: 0.247 Current position: 60 2017-01-10 12:36:00 Training... Current basis: -0.149, predicted basis: 0.236 Current position: 60 2017-01-10 12:37:00 Training... Current basis: -0.124, predicted basis: 0.225 Current position: 60 2017-01-10 12:38:00 Training... Current basis: 0.175, predicted basis: 0.213 Current position: 60 2017-01-10 12:39:00 Training... Current basis: 0.347, predicted basis: 0.202 Current position: 60 2017-01-10 12:40:00 Training... Current basis: 0.296, predicted basis: 0.191 Current position: 50 2017-01-10 12:41:00 Training... Current basis: -0.075, predicted basis: 0.180 Current position: 40 2017-01-10 12:42:00 Training... Current basis: -0.200, predicted basis: 0.169 Current position: 30 2017-01-10 12:43:00 Training... Current basis: -0.124, predicted basis: 0.157 Current position: 30 2017-01-10 12:44:00 Training... Current basis: -0.323, predicted basis: 0.146 Current position: 30 2017-01-10 12:45:00 Training... Current basis: -0.274, predicted basis: 0.135 Current position: 30 2017-01-10 12:46:00 Training... Current basis: -0.201, predicted basis: 0.124 Current position: 30 2017-01-10 12:47:00 Training... Current basis: -0.178, predicted basis: 0.112 Current position: 30 2017-01-10 12:48:00 Training... Current basis: -0.052, predicted basis: 0.101 Current position: 30 2017-01-10 12:49:00 Training... Current basis: 0.022, predicted basis: 0.090 Current position: 30 2017-01-10 12:50:00 Training... Current basis: 0.048, predicted basis: 0.090 Current position: 20 2017-01-10 12:51:00 Training... Current basis: -0.075, predicted basis: 0.090 Current position: 10 2017-01-10 12:52:00 Training... Current basis: -0.029, predicted basis: 0.090 Current position: 0 2017-01-10 12:53:00 Training... Current basis: 0.222, predicted basis: 0.090 Current position: 0 2017-01-10 12:54:00 Training... Current basis: 0.123, predicted basis: 0.090 Current position: 0 2017-01-10 12:55:00 Training... Current basis: -0.351, predicted basis: 0.090 Current position: 0 2017-01-10 12:56:00 Training... Current basis: -0.176, predicted basis: 0.090 Current position: 0 2017-01-10 12:57:00 Training... Current basis: -0.275, predicted basis: 0.090 Current position: 0 2017-01-10 12:58:00 Training... Current basis: -0.325, predicted basis: 0.090 Current position: 0 2017-01-10 12:59:00 Training... Current basis: -0.300, predicted basis: 0.090 Current position: 0 2017-01-10 13:00:00 Training... Current basis: -0.199, predicted basis: 0.090 Current position: 0 2017-01-10 13:01:00 Training... Current basis: -0.074, predicted basis: 0.090 Current position: 0 2017-01-10 13:02:00 Training... Current basis: -0.224, predicted basis: 0.090 Current position: 0 2017-01-10 13:03:00 Training... Current basis: -0.244, predicted basis: 0.079 Current position: 0 2017-01-10 13:04:00 Training... Current basis: -0.195, predicted basis: 0.067 Current position: 0 2017-01-10 13:05:00 Training... Current basis: -0.019, predicted basis: 0.056 Current position: 0 2017-01-10 13:06:00 Training... Current basis: 0.006, predicted basis: 0.045 Current position: 0 2017-01-10 13:07:00 Training... Current basis: -0.070, predicted basis: 0.034 Current position: 0 2017-01-10 13:08:00 Training... Current basis: -0.094, predicted basis: 0.034 Current position: 0 2017-01-10 13:09:00 Training... Current basis: -0.020, predicted basis: 0.034 Current position: 0 2017-01-10 13:10:00 Training... Current basis: 0.077, predicted basis: 0.034 Current position: 0 2017-01-10 13:11:00 Training... Current basis: -0.076, predicted basis: 0.022 Current position: 0 2017-01-10 13:12:00 Training... Current basis: 0.274, predicted basis: 0.011 Current position: 0 2017-01-10 13:13:00 Training... Current basis: 0.275, predicted basis: 0.000 Current position: 0 2017-01-10 13:14:00 Training... Current basis: 0.324, predicted basis: 0.000 Current position: 0 2017-01-10 13:15:00 Training... Current basis: 0.250, predicted basis: 0.000 Current position: 0 2017-01-10 13:16:00 Training... Current basis: 0.150, predicted basis: 0.000 Current position: 0 2017-01-10 13:17:00 Training... Current basis: -0.025, predicted basis: 0.000 Current position: 0 2017-01-10 13:18:00 Training... Current basis: -0.076, predicted basis: 0.000 Current position: 0 2017-01-10 13:19:00 Training... Current basis: -0.126, predicted basis: 0.000 Current position: 0 2017-01-10 13:20:00 Training... Current basis: -0.051, predicted basis: 0.000 Current position: 0 2017-01-10 13:21:00 Training... Current basis: -0.125, predicted basis: 0.000 Current position: 0 2017-01-10 13:22:00 Training... Current basis: -0.200, predicted basis: 0.000 Current position: 0 2017-01-10 13:23:00 Training... Current basis: -0.150, predicted basis: 0.000 Current position: 0 2017-01-10 13:24:00 Training... Current basis: -0.251, predicted basis: 0.000 Current position: 0 2017-01-10 13:25:00 Training... Current basis: -0.351, predicted basis: 0.000 Current position: 0 2017-01-10 13:26:00 Training... Current basis: -0.401, predicted basis: 0.000 Current position: 0 2017-01-10 13:27:00 Training... Current basis: -0.226, predicted basis: 0.000 Current position: 0 2017-01-10 13:28:00 Training... Current basis: -0.176, predicted basis: 0.000 Current position: 0 2017-01-10 13:29:00 Training... Current basis: -0.351, predicted basis: 0.000 Current position: 0 2017-01-10 13:30:00 Training... Current basis: -0.400, predicted basis: 0.000 Current position: 0 2017-01-10 13:31:00 Training... Current basis: -0.375, predicted basis: 0.000 Current position: 0 2017-01-10 13:32:00 Training... Current basis: -0.300, predicted basis: 0.000 Current position: 0 2017-01-10 13:33:00 Training... Current basis: -0.300, predicted basis: 0.000 Current position: 0 2017-01-10 13:34:00 Training... Current basis: -0.125, predicted basis: 0.000 Current position: 0 2017-01-10 13:35:00 Training... Current basis: -0.201, predicted basis: 0.000 Current position: 0 2017-01-10 13:36:00 Training... Current basis: -0.225, predicted basis: 0.000 Current position: 0 2017-01-10 13:37:00 Training... Current basis: -0.300, predicted basis: 0.000 Current position: 0 2017-01-10 13:38:00 Training... Current basis: -0.600, predicted basis: 0.000 Current position: 0 2017-01-10 13:39:00 Training... Current basis: -0.450, predicted basis: 0.000 Current position: 0 2017-01-10 13:40:00 Training... Current basis: -0.401, predicted basis: 0.000 Current position: 10 2017-01-10 13:41:00 Training... Current basis: -0.127, predicted basis: 0.000 Current position: 10 2017-01-10 13:42:00 Training... Current basis: 0.121, predicted basis: 0.000 Current position: 10 2017-01-10 13:43:00 Training... Current basis: -0.156, predicted basis: 0.000 Current position: 0 2017-01-10 13:44:00 Training... Current basis: -0.236, predicted basis: 0.000 Current position: 0 2017-01-10 13:45:00 Training... Current basis: 0.038, predicted basis: 0.000 Current position: 0 2017-01-10 13:46:00 Training... Current basis: -0.062, predicted basis: 0.000 Current position: 0 2017-01-10 13:47:00 Training... Current basis: -0.388, predicted basis: 0.000 Current position: 0 2017-01-10 13:48:00 Training... Current basis: 0.057, predicted basis: 0.000 Current position: 0 2017-01-10 13:49:00 Training... Current basis: 0.260, predicted basis: 0.000 Current position: 0 2017-01-10 13:50:00 Training... Current basis: -0.189, predicted basis: 0.000 Current position: 0 2017-01-10 13:51:00 Training... Current basis: -0.163, predicted basis: 0.000 Current position: 0 2017-01-10 13:52:00 Training... Current basis: -0.064, predicted basis: 0.000 Current position: 0 2017-01-10 13:53:00 Training... Current basis: -0.138, predicted basis: 0.000 Current position: 0 2017-01-10 13:54:00 Training... Current basis: -0.263, predicted basis: 0.000 Current position: 0 2017-01-10 13:55:00 Training... Current basis: -0.238, predicted basis: 0.000 Current position: 0 2017-01-10 13:56:00 Training... Current basis: -0.063, predicted basis: 0.000 Current position: 0 2017-01-10 13:57:00 Training... Current basis: -0.163, predicted basis: 0.000 Current position: 0 2017-01-10 13:58:00 Training... Current basis: -0.113, predicted basis: 0.000 Current position: 0 2017-01-10 13:59:00 Training... Current basis: -0.366, predicted basis: 0.000 Current position: 0 2017-01-10 14:00:00 Training... Current basis: -0.215, predicted basis: 0.000 Current position: 0 2017-01-10 14:01:00 Training... Current basis: -0.218, predicted basis: 0.000 Current position: 0 2017-01-10 14:02:00 Training... Current basis: 0.401, predicted basis: 0.000 Current position: 0 2017-01-10 14:03:00 Training... Current basis: 0.397, predicted basis: 0.000 Current position: 0 2017-01-10 14:04:00 Training... Current basis: 0.494, predicted basis: 0.000 Current position: 0 2017-01-10 14:05:00 Training... Current basis: 0.737, predicted basis: 0.000 Current position: 0 2017-01-10 14:06:00 Training... Current basis: 0.566, predicted basis: 0.000 Current position: 0 2017-01-10 14:07:00 Training... Current basis: 0.569, predicted basis: 0.000 Current position: -10 2017-01-10 14:08:00 Training... Current basis: 0.444, predicted basis: 0.000 Current position: -20 2017-01-10 14:09:00 Training... Current basis: 0.469, predicted basis: 0.000 Current position: -30 2017-01-10 14:10:00 Training... Current basis: 0.671, predicted basis: 0.000 Current position: -30 2017-01-10 14:11:00 Training... Current basis: 0.618, predicted basis: 0.000 Current position: -30 2017-01-10 14:12:00 Training... Current basis: 0.762, predicted basis: 0.000 Current position: -40 2017-01-10 14:13:00 Training... Current basis: 0.767, predicted basis: 0.000 Current position: -50 2017-01-10 14:14:00 Training... Current basis: 0.392, predicted basis: 0.000 Current position: -60 2017-01-10 14:15:00 Training... Current basis: 0.566, predicted basis: 0.000 Current position: -70 2017-01-10 14:16:00 Training... Current basis: 0.791, predicted basis: 0.000 Current position: -70 2017-01-10 14:17:00 Training... Current basis: 0.641, predicted basis: 0.000 Current position: -80 2017-01-10 14:18:00 Training... Current basis: 0.572, predicted basis: 0.000 Current position: -90 2017-01-10 14:19:00 Training... Current basis: 0.324, predicted basis: 0.000 Current position: -100 2017-01-10 14:20:00 Training... Current basis: 0.275, predicted basis: 0.000 Current position: -110 2017-01-10 14:21:00 Training... Current basis: 0.548, predicted basis: 0.000 Current position: -110 2017-01-10 14:22:00 Training... Current basis: 0.742, predicted basis: 0.000 Current position: -110 2017-01-10 14:23:00 Training... Current basis: 0.393, predicted basis: 0.000 Current position: -120 2017-01-10 14:24:00 Training... Current basis: 0.744, predicted basis: 0.000 Current position: -130 2017-01-10 14:25:00 Training... Current basis: 0.473, predicted basis: 0.000 Current position: -130 2017-01-10 14:26:00 Training... Current basis: 0.525, predicted basis: 0.000 Current position: -140 2017-01-10 14:27:00 Training... Current basis: 0.901, predicted basis: 0.000 Current position: -140 2017-01-10 14:28:00 Training... Current basis: 0.601, predicted basis: 0.000 Current position: -150 2017-01-10 14:29:00 Training... Current basis: 0.697, predicted basis: 0.000 Current position: -160 2017-01-10 14:30:00 Training... Current basis: 0.922, predicted basis: 0.000 Current position: -170 2017-01-10 14:31:00 Training... Current basis: 0.747, predicted basis: 0.000 Current position: -180 2017-01-10 14:32:00 Training... Current basis: 0.897, predicted basis: 0.011 Current position: -190 2017-01-10 14:33:00 Training... Current basis: 1.069, predicted basis: 0.011 Current position: -200 2017-01-10 14:34:00 Training... Current basis: 1.017, predicted basis: 0.011 Current position: -210 2017-01-10 14:35:00 Training... Current basis: 1.018, predicted basis: 0.011 Current position: -220 2017-01-10 14:36:00 Training... Current basis: 1.019, predicted basis: 0.011 Current position: -230 2017-01-10 14:37:00 Training... Current basis: 0.821, predicted basis: 0.011 Current position: -240 2017-01-10 14:38:00 Training... Current basis: 0.845, predicted basis: 0.011 Current position: -250 2017-01-10 14:39:00 Training... Current basis: 0.646, predicted basis: 0.011 Current position: -250 2017-01-10 14:40:00 Training... Current basis: 0.823, predicted basis: 0.011 Current position: -250 2017-01-10 14:41:00 Training... Current basis: 0.846, predicted basis: 0.022 Current position: -250 2017-01-10 14:42:00 Training... Current basis: 1.075, predicted basis: 0.034 Current position: -250 2017-01-10 14:43:00 Training... Current basis: 0.851, predicted basis: 0.045 Current position: -250 2017-01-10 14:44:00 Training... Current basis: 1.123, predicted basis: 0.056 Current position: -250 2017-01-10 14:45:00 Training... Current basis: 1.421, predicted basis: 0.067 Current position: -250 2017-01-10 14:46:00 Training... Current basis: 1.369, predicted basis: 0.067 Current position: -250 2017-01-10 14:47:00 Training... Current basis: 1.668, predicted basis: 0.067 Current position: -250 2017-01-10 14:48:00 Training... Current basis: 1.514, predicted basis: 0.067 Current position: -250 2017-01-10 14:49:00 Training... Current basis: 0.010, predicted basis: 0.067 Current position: -250 2017-01-10 14:50:00 Training... Current basis: 0.189, predicted basis: 0.067 Current position: -250 2017-01-10 14:51:00 Training... Current basis: -0.417, predicted basis: 0.067 Current position: -240 2017-01-10 14:52:00 Training... Current basis: -0.544, predicted basis: 0.067 Current position: -230 2017-01-10 14:53:00 Training... Current basis: -0.372, predicted basis: 0.067 Current position: -230 2017-01-10 14:54:00 Training... Current basis: -0.148, predicted basis: 0.067 Current position: -220 2017-01-10 14:55:00 Training... Current basis: 0.093, predicted basis: 0.067 Current position: -220 2017-01-10 14:56:00 Training... Current basis: 0.312, predicted basis: 0.067 Current position: -220 2017-01-10 14:57:00 Training... Current basis: 0.414, predicted basis: 0.067 Current position: -210 2017-01-10 14:58:00 Training... Current basis: 0.538, predicted basis: 0.067 Current position: -210 2017-01-10 14:59:00 Training... Current basis: 0.765, predicted basis: 0.067 Current position: -210 2017-01-10 15:00:00 Training... Current basis: 0.857, predicted basis: 0.067 Current position: -210 2017-01-10 15:01:00 Training... Current basis: 0.808, predicted basis: 0.067 Current position: -220 2017-01-10 15:02:00 Training... Current basis: 0.858, predicted basis: 0.067 Current position: -230 2017-01-10 15:03:00 Training... Current basis: 0.907, predicted basis: 0.067 Current position: -240 2017-01-10 15:04:00 Training... Current basis: 0.367, predicted basis: 0.067 Current position: -250 2017-01-10 15:05:00 Training... Current basis: 0.538, predicted basis: 0.079 Current position: -250 2017-01-10 15:06:00 Training... Current basis: 0.713, predicted basis: 0.090 Current position: -250 2017-01-10 15:07:00 Training... Current basis: 1.058, predicted basis: 0.090 Current position: -250 2017-01-10 15:08:00 Training... Current basis: 1.577, predicted basis: 0.090 Current position: -250 2017-01-10 15:09:00 Training... Current basis: 1.424, predicted basis: 0.090 Current position: -250 2017-01-10 15:10:00 Training... Current basis: 0.576, predicted basis: 0.090 Current position: -250 2017-01-10 15:11:00 Training... Current basis: 0.131, predicted basis: 0.090 Current position: -250 2017-01-10 15:12:00 Training... Current basis: -0.016, predicted basis: 0.090 Current position: -250 2017-01-10 15:13:00 Training... Current basis: 0.504, predicted basis: 0.101 Current position: -240 2017-01-10 15:14:00 Training... Current basis: 1.023, predicted basis: 0.112 Current position: -230 2017-01-10 15:15:00 Training... Current basis: 1.222, predicted basis: 0.124 Current position: -230 2017-01-10 15:16:00 Training... Current basis: 1.223, predicted basis: 0.135 Current position: -240 2017-01-10 15:17:00 Training... Current basis: 1.300, predicted basis: 0.135 Current position: -250 2017-01-10 15:18:00 Training... Current basis: 1.080, predicted basis: 0.135 Current position: -250 2017-01-10 15:19:00 Training... Current basis: 0.829, predicted basis: 0.135 Current position: -250 2017-01-10 15:20:00 Training... Current basis: 0.882, predicted basis: 0.146 Current position: -250 2017-01-10 15:21:00 Training... Current basis: 0.683, predicted basis: 0.157 Current position: -250 2017-01-10 15:22:00 Training... Current basis: 0.928, predicted basis: 0.169 Current position: -250 2017-01-10 15:23:00 Training... Current basis: 1.500, predicted basis: 0.169 Current position: -250 2017-01-10 15:24:00 Training... Current basis: 1.251, predicted basis: 0.169 Current position: -250 2017-01-10 15:25:00 Training... Current basis: 1.276, predicted basis: 0.169 Current position: -250 2017-01-10 15:26:00 Training... Current basis: 0.481, predicted basis: 0.169 Current position: -250 2017-01-10 15:27:00 Training... Current basis: -0.387, predicted basis: 0.169 Current position: -250 2017-01-10 15:28:00 Training... Current basis: -0.709, predicted basis: 0.169 Current position: -250 2017-01-10 15:29:00 Training... Current basis: -0.464, predicted basis: 0.169 Current position: -250 2017-01-10 15:30:00 Training... Current basis: -0.464, predicted basis: 0.169 Current position: -250 [Timestamp('2017-01-06 09:30:00'), datetime.datetime(2017, 1, 11, 9, 17)]
You can view the results of this backtest below. The toolbox shows you the Mean squared error (score
), the pnl from trading the strategy as well as other metrics below
results
{'instrument_names': ['MQK'], 'instrument_stats': [{'pnl': {'MQK': 0.11692330000000006}, 'score': {'MQK': 0.5270070414825269}}], 'pnl': 0.11692330000000006, 'trading_days': 3, 'score': 0.5270070414825269, 'portfolio_value': 11169.233, 'maxDrawdown': 483.66499999999905, 'maxPortfolioValue': 11230.483, 'capitalUsage': 1324.7970000000041, 'variance': 790.2561871673435, 'capital': 9936.30299999999, 'count_loss': 222, 'total_loss': 4699.115000000002, 'total_profit': 5868.347999999998, 'count_profit': 228}
You can also view live plots of how the features/prediction/pnl evolves in realtime in tensorboard. Simply type this in your terminal (from the same folder where you have this notebook)
tensorboard --logdir=tb_logs/
It is important to remember that if you don’t like the results of your backtest on test data, discard the model and start again. DO NOT go back and re-optimize your model, this will lead to over fitting! (Also recommend to create a new test data set, since this one is now tainted; in discarding a model, we implicitly know something about the dataset).