Stock Counts 65 Machine Learning
Janis Corona
3/17/2020
This script takes the ALL_65_stocks_countGroups_date1_date2_lagN.csv file made in the matrix_automateDateLagStocks2.Rmd script where date1 is the requested information and date 2 is the date script ran and lagN is the number N days the lag counts made. This script runs known algorithms on that count/lag table for machine learning results using the features in the table of counts from the time specified in making the table.
library(e1071)
library(caret)
library(randomForest)
library(MASS)
library(gbm)
library(dplyr)
library(tidyr)
library(lubridate)These are the lag1 entries to compare to the next day or today stock values where today is the instance date.
stocks_65 <- read.csv('ALL_65_stocks_countGroups_1999-01-01_2020-03-15_lag1.csv', sep=',', header=TRUE,
na.strings=c('',' ','NA'))head(stocks_65)## stockName
## 1 AAL
## 2 AAL
## 3 AAL
## 4 AAL
## 5 AAL
## 6 AAL
## stockInfo
## 1 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## 2 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## 3 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## 4 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## 5 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## 6 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## stockExchange Date DayOfWeek Month Year MonthYear stockDayValue
## 1 Nasdaq 2005-09-28 Wednesday Sep 2005 Sep-2005 20.50
## 2 Nasdaq 2005-09-29 Thursday Sep 2005 Sep-2005 20.21
## 3 Nasdaq 2005-09-30 Friday Sep 2005 Sep-2005 21.01
## 4 Nasdaq 2005-10-03 Monday Oct 2005 Oct-2005 21.50
## 5 Nasdaq 2005-10-04 Tuesday Oct 2005 Oct-2005 22.16
## 6 Nasdaq 2005-10-05 Wednesday Oct 2005 Oct-2005 22.20
## startDayValue startDayDate finalDayValue finalDayDate lag1 today2lag1
## 1 19.3 2005-09-27 14.31 2020-03-13 19.30 1.0621762
## 2 19.3 2005-09-27 14.31 2020-03-13 20.50 0.9858536
## 3 19.3 2005-09-27 14.31 2020-03-13 20.21 1.0395844
## 4 19.3 2005-09-27 14.31 2020-03-13 21.01 1.0233222
## 5 19.3 2005-09-27 14.31 2020-03-13 21.50 1.0306977
## 6 19.3 2005-09-27 14.31 2020-03-13 22.16 1.0018051
## todayGrtrThanlag1 cumulativeSumTodayGrtrThanlag1 nRepeatsTodayGrtrThanlag1
## 1 1 1 2
## 2 0 1 2
## 3 1 2 1
## 4 1 3 1
## 5 1 4 1
## 6 1 5 1
## decrDaysThisCycle nTimesDecrDayCountsOccurs todayLessThanlag1
## 1 1 411 0
## 2 1 411 1
## 3 0 943 0
## 4 0 943 0
## 5 0 943 0
## 6 0 943 0
## cumulativeSumTodayLessThanlag1 nRepeatsTodayLessThanlag1 incrDaysThisCycle
## 1 0 1 0
## 2 1 6 5
## 3 1 6 5
## 4 1 6 5
## 5 1 6 5
## 6 1 6 5
## nTimesIncrDayCountsOccurs
## 1 955
## 2 30
## 3 30
## 4 30
## 5 30
## 6 30colnames(stocks_65)## [1] "stockName" "stockInfo"
## [3] "stockExchange" "Date"
## [5] "DayOfWeek" "Month"
## [7] "Year" "MonthYear"
## [9] "stockDayValue" "startDayValue"
## [11] "startDayDate" "finalDayValue"
## [13] "finalDayDate" "lag1"
## [15] "today2lag1" "todayGrtrThanlag1"
## [17] "cumulativeSumTodayGrtrThanlag1" "nRepeatsTodayGrtrThanlag1"
## [19] "decrDaysThisCycle" "nTimesDecrDayCountsOccurs"
## [21] "todayLessThanlag1" "cumulativeSumTodayLessThanlag1"
## [23] "nRepeatsTodayLessThanlag1" "incrDaysThisCycle"
## [25] "nTimesIncrDayCountsOccurs"Create a subset of the 65 stocks data of the AAL stock.
sAAL <- subset(stocks_65, stocks_65$stockName =='AAL')
row.names(sAAL) <- sAAL$Date
sAAL <- sAAL[,c(5,9,14:25)]
head(sAAL)## DayOfWeek stockDayValue lag1 today2lag1 todayGrtrThanlag1
## 2005-09-28 Wednesday 20.50 19.30 1.0621762 1
## 2005-09-29 Thursday 20.21 20.50 0.9858536 0
## 2005-09-30 Friday 21.01 20.21 1.0395844 1
## 2005-10-03 Monday 21.50 21.01 1.0233222 1
## 2005-10-04 Tuesday 22.16 21.50 1.0306977 1
## 2005-10-05 Wednesday 22.20 22.16 1.0018051 1
## cumulativeSumTodayGrtrThanlag1 nRepeatsTodayGrtrThanlag1
## 2005-09-28 1 2
## 2005-09-29 1 2
## 2005-09-30 2 1
## 2005-10-03 3 1
## 2005-10-04 4 1
## 2005-10-05 5 1
## decrDaysThisCycle nTimesDecrDayCountsOccurs todayLessThanlag1
## 2005-09-28 1 411 0
## 2005-09-29 1 411 1
## 2005-09-30 0 943 0
## 2005-10-03 0 943 0
## 2005-10-04 0 943 0
## 2005-10-05 0 943 0
## cumulativeSumTodayLessThanlag1 nRepeatsTodayLessThanlag1
## 2005-09-28 0 1
## 2005-09-29 1 6
## 2005-09-30 1 6
## 2005-10-03 1 6
## 2005-10-04 1 6
## 2005-10-05 1 6
## incrDaysThisCycle nTimesIncrDayCountsOccurs
## 2005-09-28 0 955
## 2005-09-29 5 30
## 2005-09-30 5 30
## 2005-10-03 5 30
## 2005-10-04 5 30
## 2005-10-05 5 30str(sAAL)## 'data.frame': 3639 obs. of 14 variables:
## $ DayOfWeek : Factor w/ 5 levels "Friday","Monday",..: 5 3 1 2 4 5 3 1 2 4 ...
## $ stockDayValue : num 20.5 20.2 21 21.5 22.2 ...
## $ lag1 : num 19.3 20.5 20.2 21 21.5 ...
## $ today2lag1 : num 1.062 0.986 1.04 1.023 1.031 ...
## $ todayGrtrThanlag1 : int 1 0 1 1 1 1 1 0 1 0 ...
## $ cumulativeSumTodayGrtrThanlag1: int 1 1 2 3 4 5 6 6 7 7 ...
## $ nRepeatsTodayGrtrThanlag1 : int 2 2 1 1 1 1 2 2 4 4 ...
## $ decrDaysThisCycle : int 1 1 0 0 0 0 1 1 3 3 ...
## $ nTimesDecrDayCountsOccurs : int 411 411 943 943 943 943 411 411 107 107 ...
## $ todayLessThanlag1 : int 0 1 0 0 0 0 0 1 0 1 ...
## $ cumulativeSumTodayLessThanlag1: int 0 1 1 1 1 1 1 2 2 3 ...
## $ nRepeatsTodayLessThanlag1 : int 1 6 6 6 6 6 6 2 2 1 ...
## $ incrDaysThisCycle : int 0 5 5 5 5 5 5 1 1 0 ...
## $ nTimesIncrDayCountsOccurs : int 955 30 30 30 30 30 30 408 408 955 ...Try predicting the number of increasing days this cycle for the AAL stock as a subset.
set.seed(12356789)
inTrain <- createDataPartition(y=sAAL$incrDaysThisCycle, p=0.7, list=FALSE)
trainingSet <- sAAL[inTrain,]
testingSet <- sAAL[-inTrain,]rfMod <- train(incrDaysThisCycle ~ ., method='rf', data=(trainingSet),
trControl=trainControl(method='cv'), number=5)plot(rfMod)
predRF <- predict(rfMod, testingSet)
predDF <- data.frame(predRF, type=testingSet$incrDaysThisCycle)
predDF## predRF type
## 2005-09-28 8.540000e-01 0
## 2005-10-07 1.046000e+00 1
## 2005-10-10 1.050000e+00 1
## 2005-10-14 1.052000e+00 1
## 2005-10-19 3.600000e-02 0
## 2005-10-21 1.988000e+00 2
## 2005-10-24 1.996000e+00 2
## 2005-10-28 1.500000e+01 15
## 2005-11-14 1.499000e+01 15
## 2005-11-16 1.038000e+00 1
## 2005-11-22 1.998000e+00 2
## 2005-11-23 2.012000e+00 2
## 2005-12-06 1.998000e+00 2
## 2005-12-12 3.000000e-02 0
## 2005-12-13 7.972000e+00 8
## 2005-12-14 7.970000e+00 8
## 2005-12-16 7.984000e+00 8
## 2005-12-23 7.992000e+00 8
## 2005-12-27 1.200000e-02 0
## 2005-12-29 4.200000e-02 0
## 2006-01-05 2.976000e+00 3
## 2006-01-06 -7.818635e-15 0
## 2006-01-09 8.000000e-03 0
## 2006-01-19 2.600000e-02 0
## 2006-01-23 1.996000e+00 2
## 2006-01-24 2.000000e+00 2
## 2006-01-26 2.600000e-02 0
## 2006-01-27 3.992000e+00 4
## 2006-02-01 3.978000e+00 4
## 2006-02-03 1.000000e-02 0
## 2006-02-07 2.000000e+00 2
## 2006-02-10 2.986000e+00 3
## 2006-02-15 2.996000e+00 3
## 2006-03-03 6.000000e-03 0
## 2006-03-09 1.000000e+00 1
## 2006-03-20 7.000000e+00 7
## 2006-03-24 9.980000e-01 1
## 2006-03-28 1.004000e+00 1
## 2006-03-29 1.004000e+00 1
## 2006-03-30 1.000000e+00 1
## 2006-04-10 -6.958878e-15 0
## 2006-04-11 -6.949108e-15 0
## 2006-04-12 1.000000e+00 1
## 2006-04-17 2.000000e+00 2
## 2006-04-18 2.000000e+00 2
## 2006-04-20 -6.990852e-15 0
## 2006-04-27 4.000000e+00 4
## 2006-05-02 5.000000e+00 5
## 2006-05-05 5.000000e+00 5
## 2006-05-12 1.000000e+00 1
## 2006-05-25 2.000000e+00 2
## 2006-05-31 1.000000e+00 1
## 2006-06-02 -7.975842e-15 0
## 2006-06-05 3.986000e+00 4
## 2006-06-06 3.992000e+00 4
## 2006-06-08 4.000000e+00 4
## 2006-06-12 -6.977530e-15 0
## 2006-06-19 5.000000e+00 5
## 2006-06-28 5.000000e+00 5
## 2006-06-30 5.000000e+00 5
## 2006-07-12 -6.908252e-15 0
## 2006-07-13 -7.007728e-15 0
## 2006-07-21 3.000000e+00 3
## 2006-07-24 3.000000e+00 3
## 2006-07-26 2.994000e+00 3
## 2006-07-27 1.000000e+00 1
## 2006-07-28 1.006000e+00 1
## 2006-08-01 2.000000e+00 2
## 2006-08-04 -7.895906e-15 0
## 2006-08-09 -6.918022e-15 0
## 2006-08-10 -7.053025e-15 0
## 2006-08-21 9.960000e-01 1
## 2006-08-22 1.000000e+00 1
## 2006-08-25 3.000000e+00 3
## 2006-08-31 -7.043255e-15 0
## 2006-09-08 2.000000e+00 2
## 2006-09-15 -7.920775e-15 0
## 2006-09-18 2.000000e+00 2
## 2006-09-20 2.000000e+00 2
## 2006-09-22 3.000000e+00 3
## 2006-09-25 3.000000e+00 3
## 2006-09-26 3.000000e+00 3
## 2006-10-02 3.000000e+00 3
## 2006-10-12 1.006000e+00 1
## 2006-10-16 -6.991741e-15 0
## 2006-10-17 5.000000e+00 5
## 2006-10-18 5.000000e+00 5
## 2006-10-27 1.000000e+00 1
## 2006-10-30 1.000000e+00 1
## 2006-11-06 2.000000e+00 2
## 2006-11-13 2.000000e+00 2
## 2006-11-17 3.000000e+00 3
## 2006-11-20 3.000000e+00 3
## 2006-11-27 -6.838974e-15 0
## 2006-12-08 2.000000e+00 2
## 2006-12-14 -6.973977e-15 0
## 2006-12-15 -7.928769e-15 0
## 2006-12-27 2.000000e+00 2
## 2007-01-04 2.004000e+00 2
## 2007-01-08 -6.899370e-15 0
## 2007-01-12 1.000000e+00 1
## 2007-01-16 1.000000e+00 1
## 2007-01-17 -6.751044e-15 0
## 2007-01-22 -6.923351e-15 0
## 2007-01-24 2.000000e+00 2
## 2007-01-31 2.000000e+00 2
## 2007-02-01 2.000000e+00 2
## 2007-02-05 1.000000e+00 1
## 2007-02-06 -6.759038e-15 0
## 2007-02-08 1.000000e+00 1
## 2007-02-13 2.008000e+00 2
## 2007-02-20 -6.516565e-15 0
## 2007-02-23 2.000000e-03 0
## 2007-03-01 -7.113421e-15 0
## 2007-03-14 1.000000e+00 1
## 2007-03-20 3.000000e+00 3
## 2007-03-22 -6.941114e-15 0
## 2007-03-23 -7.820411e-15 0
## 2007-03-27 -6.745715e-15 0
## 2007-03-28 -6.807888e-15 0
## 2007-04-10 -6.949108e-15 0
## 2007-04-18 3.976000e+00 4
## 2007-04-19 -6.961542e-15 0
## 2007-04-24 -6.784795e-15 0
## 2007-04-26 -6.934897e-15 0
## 2007-04-27 -7.815082e-15 0
## 2007-04-30 1.012000e+00 1
## 2007-05-03 1.000000e+00 1
## 2007-05-07 -6.985523e-15 0
## 2007-05-08 -6.966872e-15 0
## 2007-05-09 -6.995293e-15 0
## 2007-05-22 3.000000e+00 3
## 2007-05-23 3.000000e+00 3
## 2007-05-30 1.998000e+00 2
## 2007-06-05 -6.904699e-15 0
## 2007-06-07 1.014000e+00 1
## 2007-06-12 -6.964207e-15 0
## 2007-06-14 1.000000e+00 1
## 2007-06-15 -7.940315e-15 0
## 2007-06-29 5.000000e+00 5
## 2007-07-02 5.000000e+00 5
## 2007-07-06 5.000000e+00 5
## 2007-07-11 2.000000e+00 2
## 2007-07-13 2.000000e+00 2
## 2007-07-31 -6.894929e-15 0
## 2007-08-06 2.000000e+00 2
## 2007-08-09 2.000000e-03 0
## 2007-08-13 1.000000e+00 1
## 2007-08-14 -6.878942e-15 0
## 2007-08-20 3.000000e+00 3
## 2007-08-22 3.000000e+00 3
## 2007-08-23 1.000000e+00 1
## 2007-08-29 4.000000e+00 4
## 2007-09-04 3.994000e+00 4
## 2007-09-06 -7.170264e-15 0
## 2007-09-11 1.002000e+00 1
## 2007-09-13 1.996000e+00 2
## 2007-09-17 2.000000e+00 2
## 2007-09-20 -7.174705e-15 0
## 2007-09-27 -7.088552e-15 0
## 2007-10-03 7.000000e+00 7
## 2007-10-09 7.000000e+00 7
## 2007-10-12 1.000000e+00 1
## 2007-10-15 2.000000e+00 2
## 2007-10-23 3.000000e+00 3
## 2007-10-24 3.000000e+00 3
## 2007-10-26 -8.014034e-15 0
## 2007-10-29 1.008000e+00 1
## 2007-11-07 -6.819434e-15 0
## 2007-11-12 3.000000e+00 3
## 2007-11-15 -7.191581e-15 0
## 2007-11-16 -7.988277e-15 0
## 2007-11-19 -6.977530e-15 0
## 2007-11-21 2.000000e+00 2
## 2007-11-23 2.000000e+00 2
## 2007-11-28 1.000000e+00 1
## 2007-11-30 1.004000e+00 1
## 2007-12-06 2.000000e+00 2
## 2007-12-14 -7.911893e-15 0
## 2007-12-20 3.000000e+00 3
## 2007-12-21 1.000000e+00 1
## 2007-12-26 -6.155076e-15 0
## 2007-12-28 -7.025491e-15 0
## 2007-12-31 -6.227019e-15 0
## 2008-01-09 1.024000e+00 1
## 2008-01-14 3.000000e+00 3
## 2008-01-18 1.000000e+00 1
## 2008-01-23 1.000000e+00 1
## 2008-01-24 -7.035261e-15 0
## 2008-02-05 3.000000e+00 3
## 2008-02-11 -6.960654e-15 0
## 2008-02-20 1.000000e+00 1
## 2008-03-10 -6.866507e-15 0
## 2008-03-12 -6.738610e-15 0
## 2008-03-17 4.978000e+00 5
## 2008-03-24 5.000000e+00 5
## 2008-04-03 4.000000e+00 4
## 2008-04-07 4.000000e+00 4
## 2008-04-09 1.000000e+00 1
## 2008-04-10 1.000000e+00 1
## 2008-04-14 -6.954437e-15 0
## 2008-04-30 9.980000e-01 1
## 2008-05-01 1.000000e+00 1
## 2008-05-06 -6.946443e-15 0
## 2008-05-07 -6.926903e-15 0
## 2008-05-12 -6.950884e-15 0
## 2008-05-13 3.000000e+00 3
## 2008-05-14 3.000000e+00 3
## 2008-05-15 3.000000e+00 3
## 2008-05-16 2.998000e+00 3
## 2008-05-22 -7.081447e-15 0
## 2008-05-28 9.960000e-01 1
## 2008-06-02 3.002000e+00 3
## 2008-06-05 3.008000e+00 3
## 2008-06-12 2.988000e+00 3
## 2008-06-13 3.000000e+00 3
## 2008-06-17 3.000000e+00 3
## 2008-06-18 9.980000e-01 1
## 2008-06-23 -6.427747e-15 0
## 2008-06-24 1.000000e+00 1
## 2008-07-01 -6.603607e-15 0
## 2008-07-03 2.998000e+00 3
## 2008-07-16 3.000000e+00 3
## 2008-07-21 2.000000e+00 2
## 2008-07-31 5.992000e+00 6
## 2008-08-07 4.000000e+00 4
## 2008-08-08 4.000000e+00 4
## 2008-08-11 4.000000e+00 4
## 2008-08-12 3.998000e+00 4
## 2008-08-13 -6.909140e-15 0
## 2008-08-19 -6.858514e-15 0
## 2008-08-21 1.000000e+00 1
## 2008-08-25 -6.957102e-15 0
## 2008-08-29 3.000000e+00 3
## 2008-09-04 1.000000e+00 1
## 2008-09-08 -6.960654e-15 0
## 2008-09-12 2.000000e+00 2
## 2008-09-15 1.000000e+00 1
## 2008-10-02 -7.044143e-15 0
## 2008-10-10 2.000000e+00 2
## 2008-10-16 5.000000e+00 5
## 2008-10-17 4.994000e+00 5
## 2008-10-20 4.994000e+00 5
## 2008-10-22 5.000000e+00 5
## 2008-10-23 1.000000e+00 1
## 2008-10-30 3.000000e+00 3
## 2008-11-03 2.988000e+00 3
## 2008-11-05 -6.912693e-15 0
## 2008-11-10 1.016000e+00 1
## 2008-11-11 9.980000e-01 1
## 2008-11-18 -6.935785e-15 0
## 2008-11-21 5.000000e+00 5
## 2008-11-24 5.000000e+00 5
## 2008-11-25 5.000000e+00 5
## 2008-12-09 1.000000e+00 1
## 2008-12-15 2.000000e+00 2
## 2008-12-22 -6.952661e-15 0
## 2008-12-24 1.000000e+00 1
## 2008-12-26 -7.898571e-15 0
## 2008-12-29 3.000000e+00 3
## 2009-01-07 3.000000e+00 3
## 2009-01-08 3.000000e+00 3
## 2009-01-21 2.000000e+00 2
## 2009-01-22 2.004000e+00 2
## 2009-01-23 2.000000e+00 2
## 2009-01-30 2.000000e+00 2
## 2009-02-04 -6.825651e-15 0
## 2009-02-05 1.000000e+00 1
## 2009-02-11 2.000000e+00 2
## 2009-02-18 -6.832757e-15 0
## 2009-02-20 1.998000e+00 2
## 2009-02-24 2.006000e+00 2
## 2009-02-26 -7.016610e-15 0
## 2009-03-02 -6.780354e-15 0
## 2009-03-04 1.000000e+00 1
## 2009-03-10 4.000000e+00 4
## 2009-03-12 3.998000e+00 4
## 2009-03-17 2.000000e+00 2
## 2009-03-19 -6.774137e-15 0
## 2009-03-31 4.998000e+00 5
## 2009-04-07 2.996000e+00 3
## 2009-04-09 2.998000e+00 3
## 2009-04-20 3.986000e+00 4
## 2009-04-21 4.000000e+00 4
## 2009-04-23 4.000000e+00 4
## 2009-04-30 3.994000e+00 4
## 2009-05-12 -6.761702e-15 0
## 2009-05-20 -6.513901e-15 0
## 2009-05-28 2.946000e+00 3
## 2009-05-29 2.996000e+00 3
## 2009-06-01 3.000000e+00 3
## 2009-06-02 3.000000e+00 3
## 2009-06-08 1.016000e+00 1
## 2009-06-11 1.996000e+00 2
## 2009-06-12 1.996000e+00 2
## 2009-06-16 1.998000e+00 2
## 2009-06-19 -7.753798e-15 0
## 2009-06-22 -6.778578e-15 0
## 2009-06-26 -7.474021e-15 0
## 2009-06-29 1.008000e+00 1
## 2009-07-01 1.026000e+00 1
## 2009-07-02 1.000000e+00 1
## 2009-07-08 1.010000e+00 1
## 2009-07-09 1.000000e+00 1
## 2009-07-10 1.016000e+00 1
## 2009-07-17 1.004000e+00 1
## 2009-07-20 1.000000e+00 1
## 2009-07-24 5.982000e+00 6
## 2009-08-05 2.000000e+00 2
## 2009-08-07 1.002000e+00 1
## 2009-08-11 2.006000e+00 2
## 2009-08-19 4.972000e+00 5
## 2009-08-26 4.990000e+00 5
## 2009-09-01 9.014000e+00 9
## 2009-09-08 9.014000e+00 9
## 2009-09-10 9.008000e+00 9
## 2009-09-11 9.014000e+00 9
## 2009-09-14 9.008000e+00 9
## 2009-09-21 1.004000e+00 1
## 2009-09-25 1.998000e+00 2
## 2009-09-28 -6.909140e-15 0
## 2009-10-02 3.000000e+00 3
## 2009-10-05 3.000000e+00 3
## 2009-10-08 3.000000e+00 3
## 2009-10-12 3.000000e+00 3
## 2009-10-15 2.004000e+00 2
## 2009-10-21 -6.790124e-15 0
## 2009-10-28 1.004000e+00 1
## 2009-11-05 2.994000e+00 3
## 2009-11-06 3.000000e+00 3
## 2009-11-09 3.002000e+00 3
## 2009-11-11 1.002000e+00 1
## 2009-12-08 -6.918910e-15 0
## 2009-12-17 4.000000e-03 0
## 2009-12-30 1.000000e+00 1
## 2010-01-04 9.980000e-01 1
## 2010-01-05 1.000000e+00 1
## 2010-01-14 3.000000e+00 3
## 2010-01-28 4.000000e+00 4
## 2010-02-02 3.998000e+00 4
## 2010-02-08 3.000000e+00 3
## 2010-02-09 3.000000e+00 3
## 2010-02-12 3.000000e+00 3
## 2010-02-16 3.024000e+00 3
## 2010-02-24 4.000000e+00 4
## 2010-02-25 2.000000e+00 2
## 2010-03-05 1.000000e+00 1
## 2010-03-10 2.000000e+00 2
## 2010-03-15 -6.956213e-15 0
## 2010-03-16 -6.965095e-15 0
## 2010-03-19 3.000000e+00 3
## 2010-03-22 3.000000e+00 3
## 2010-03-25 -7.025491e-15 0
## 2010-03-30 2.000000e+00 2
## 2010-04-06 -6.981082e-15 0
## 2010-04-08 1.000000e+00 1
## 2010-04-12 1.004000e+00 1
## 2010-04-15 -7.092993e-15 0
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## 2017-04-28 -7.994494e-15 0
## 2017-05-08 4.000000e+00 4
## 2017-05-09 4.000000e+00 4
## 2017-05-11 -7.104539e-15 0
## 2017-05-19 6.000000e+00 6
## 2017-05-24 6.000000e+00 6
## 2017-05-25 6.000000e+00 6
## 2017-06-01 4.000000e+00 4
## 2017-06-09 -7.915446e-15 0
## 2017-06-12 -6.946443e-15 0
## 2017-06-13 -6.886935e-15 0
## 2017-06-14 -6.942003e-15 0
## 2017-06-16 1.002000e+00 1
## 2017-06-20 2.000000e+00 2
## 2017-06-22 2.000000e+00 2
## 2017-06-29 7.000000e+00 7
## 2017-07-05 7.000000e+00 7
## 2017-07-06 7.000000e+00 7
## 2017-07-07 7.000000e+00 7
## 2017-07-12 3.000000e+00 3
## 2017-07-17 2.000000e-03 0
## 2017-07-18 -6.716405e-15 0
## 2017-07-25 1.012000e+00 1
## 2017-08-01 1.000000e+00 1
## 2017-08-15 -6.980194e-15 0
## 2017-08-16 -7.003287e-15 0
## 2017-08-17 -7.156054e-15 0
## 2017-08-18 1.000000e+00 1
## 2017-08-24 1.000000e+00 1
## 2017-08-31 2.000000e+00 2
## 2017-09-01 2.000000e+00 2
## 2017-09-07 -7.134737e-15 0
## 2017-09-12 3.000000e+00 3
## 2017-09-27 1.000000e+00 1
## 2017-09-28 1.000000e+00 1
## 2017-10-04 3.000000e+00 3
## 2017-10-06 1.000000e+00 1
## 2017-10-11 -6.919798e-15 0
## 2017-10-13 1.000000e+00 1
## 2017-10-24 1.006000e+00 1
## 2017-10-26 -7.115197e-15 0
## 2017-11-17 3.000000e+00 3
## 2017-11-24 -7.950085e-15 0
## 2017-11-28 3.000000e+00 3
## 2017-11-30 3.000000e+00 3
## 2017-12-11 4.000000e+00 4
## 2017-12-15 3.000000e+00 3
## 2017-12-22 1.000000e+00 1
## 2017-12-27 1.000000e+00 1
## 2018-01-04 1.000000e+00 1
## 2018-01-11 3.000000e+00 3
## 2018-01-22 2.000000e+00 2
## 2018-01-23 2.000000e+00 2
## 2018-01-24 -6.870060e-15 0
## 2018-01-30 1.000000e+00 1
## 2018-02-01 -7.176482e-15 0
## 2018-02-08 -7.048584e-15 0
## 2018-02-09 4.000000e+00 4
## 2018-02-14 4.000000e+00 4
## 2018-02-15 4.000000e+00 4
## 2018-02-21 5.000000e+00 5
## 2018-02-22 5.000000e+00 5
## 2018-03-07 6.000000e+00 6
## 2018-03-12 6.000000e+00 6
## 2018-03-13 -6.924239e-15 0
## 2018-03-20 1.000000e+00 1
## 2018-03-26 1.004000e+00 1
## 2018-03-27 -6.875389e-15 0
## 2018-03-29 1.004000e+00 1
## 2018-04-05 3.000000e+00 3
## 2018-04-18 1.000000e+00 1
## 2018-04-20 -7.926104e-15 0
## 2018-04-23 -6.951772e-15 0
## 2018-04-30 1.000000e+00 1
## 2018-05-02 -6.948220e-15 0
## 2018-05-03 1.000000e+00 1
## 2018-05-07 1.000000e+00 1
## 2018-05-08 1.000000e+00 1
## 2018-05-11 2.000000e+00 2
## 2018-05-16 2.000000e+00 2
## 2018-05-17 -7.127632e-15 0
## 2018-05-23 2.000000e+00 2
## 2018-06-05 1.000000e+00 1
## 2018-06-06 1.000000e+00 1
## 2018-06-19 1.000000e+00 1
## 2018-06-21 -6.967760e-15 0
## 2018-06-29 1.008000e+00 1
## 2018-07-05 3.000000e+00 3
## 2018-07-06 3.000000e+00 3
## 2018-07-17 5.000000e+00 5
## 2018-07-26 2.000000e+00 2
## 2018-07-27 -7.968737e-15 0
## 2018-08-01 -6.940226e-15 0
## 2018-08-02 1.014000e+00 1
## 2018-08-03 1.000000e+00 1
## 2018-08-09 -7.233325e-15 0
## 2018-08-27 2.000000e+00 2
## 2018-08-30 2.000000e+00 2
## 2018-09-04 2.000000e+00 2
## 2018-09-07 2.000000e+00 2
## 2018-09-20 7.000000e+00 7
## 2018-10-01 -6.995293e-15 0
## 2018-10-02 1.000000e+00 1
## 2018-10-04 -6.939338e-15 0
## 2018-10-18 -7.085887e-15 0
## 2018-10-23 2.000000e+00 2
## 2018-11-07 1.000000e+00 1
## 2018-11-13 3.000000e+00 3
## 2018-11-14 3.000000e+00 3
## 2018-11-15 -7.196910e-15 0
## 2018-11-19 -6.986411e-15 0
## 2018-12-03 -6.968648e-15 0
## 2018-12-10 3.000000e+00 3
## 2018-12-13 -7.152501e-15 0
## 2018-12-14 -8.032686e-15 0
## 2018-12-24 1.000000e+00 1
## 2018-12-27 -7.094769e-15 0
## 2019-01-04 2.000000e+00 2
## 2019-01-10 -7.164935e-15 0
## 2019-01-25 3.000000e+00 3
## 2019-01-31 3.000000e+00 3
## 2019-02-05 3.000000e+00 3
## 2019-02-22 3.000000e+00 3
## 2019-02-25 3.000000e+00 3
## 2019-03-01 -7.825740e-15 0
## 2019-03-04 -6.890488e-15 0
## 2019-03-06 -6.786571e-15 0
## 2019-03-07 -6.993517e-15 0
## 2019-03-13 2.000000e+00 2
## 2019-03-14 2.000000e+00 2
## 2019-03-20 1.000000e+00 1
## 2019-03-21 1.000000e+00 1
## 2019-03-22 -8.011369e-15 0
## 2019-03-26 1.000000e+00 1
## 2019-03-27 1.000000e+00 1
## 2019-03-29 6.000000e+00 6
## 2019-04-10 2.000000e+00 2
## 2019-04-15 2.000000e+00 2
## 2019-04-22 2.000000e+00 2
## 2019-04-24 2.000000e+00 2
## 2019-04-29 2.000000e+00 2
## 2019-05-06 -6.975753e-15 0
## 2019-05-07 -6.975753e-15 0
## 2019-05-08 2.000000e+00 2
## 2019-05-10 2.000000e+00 2
## 2019-05-16 1.000000e+00 1
## 2019-05-22 -6.778578e-15 0
## 2019-06-10 -6.963319e-15 0
## 2019-06-14 -8.023804e-15 0
## 2019-06-19 1.000000e+00 1
## 2019-06-21 1.000000e+00 1
## 2019-06-26 4.000000e+00 4
## 2019-07-10 3.000000e+00 3
## 2019-07-11 3.000000e+00 3
## 2019-07-19 -7.936762e-15 0
## 2019-07-23 2.000000e+00 2
## 2019-08-05 -6.695977e-15 0
## 2019-08-06 2.002000e+00 2
## 2019-08-07 2.000000e+00 2
## 2019-08-14 -6.950884e-15 0
## 2019-08-16 2.000000e+00 2
## 2019-08-23 -8.010481e-15 0
## 2019-09-06 9.006000e+00 9
## 2019-09-19 -7.120526e-15 0
## 2019-09-26 -7.053913e-15 0
## 2019-09-30 -6.935785e-15 0
## 2019-10-03 1.008000e+00 1
## 2019-10-07 6.000000e+00 6
## 2019-10-08 6.000000e+00 6
## 2019-10-09 6.000000e+00 6
## 2019-10-10 6.000000e+00 6
## 2019-10-21 2.000000e+00 2
## 2019-10-22 4.000000e+00 4
## 2019-10-25 4.000000e+00 4
## 2019-10-28 4.000000e+00 4
## 2019-10-31 3.000000e+00 3
## 2019-11-01 3.000000e+00 3
## 2019-11-06 -6.884271e-15 0
## 2019-11-07 -7.034373e-15 0
## 2019-11-08 -7.922552e-15 0
## 2019-11-14 1.998000e+00 2
## 2019-11-15 2.000000e+00 2
## 2019-11-19 1.000000e+00 1
## 2019-12-02 -6.966872e-15 0
## 2019-12-05 1.000000e+00 1
## 2019-12-09 -6.961542e-15 0
## 2019-12-10 -6.900258e-15 0
## 2019-12-12 1.000000e+00 1
## 2019-12-13 2.000000e+00 2
## 2019-12-16 2.000000e+00 2
## 2019-12-18 3.000000e+00 3
## 2019-12-24 1.000000e+00 1
## 2019-12-26 1.000000e+00 1
## 2019-12-27 -7.923440e-15 0
## 2020-01-13 5.000000e+00 5
## 2020-01-22 1.998000e+00 2
## 2020-01-23 2.000000e+00 2
## 2020-01-27 1.000000e+00 1
## 2020-02-07 4.000000e+00 4
## 2020-02-13 2.000000e-03 0
## 2020-02-14 2.000000e-03 0
## 2020-02-18 -6.883383e-15 0
## 2020-02-21 -7.769785e-15 0
## 2020-02-24 -6.793677e-15 0
## 2020-02-25 -6.684431e-15 0
## 2020-02-27 -6.854073e-15 0
## 2020-03-06 -7.920775e-15 0
## 2020-03-09 1.002000e+00 1
## 2020-03-11 -6.752821e-15 0
## 2020-03-12 1.002000e+00 1sum <- sum(predRF==testingSet$incrDaysThisCycle)
length <- length(testingSet$incrDaysThisCycle)
accuracy_rfMod <- (sum/length)
accuracy_rfMod## [1] 0.4981651results <- c(round(accuracy_rfMod,2), round(100,2))
results <- as.factor(results)
results <- t(data.frame(results))
colnames(results) <- colnames(predDF)
Results <- rbind(predDF, results)
Results## predRF type
## 2005-09-28 0.853999999999997 0
## 2005-10-07 1.046 1
## 2005-10-10 1.05 1
## 2005-10-14 1.052 1
## 2005-10-19 0.035999999999994 0
## 2005-10-21 1.988 2
## 2005-10-24 1.996 2
## 2005-10-28 15 15
## 2005-11-14 14.99 15
## 2005-11-16 1.038 1
## 2005-11-22 1.998 2
## 2005-11-23 2.012 2
## 2005-12-06 1.998 2
## 2005-12-12 0.0299999999999932 0
## 2005-12-13 7.972 8
## 2005-12-14 7.97 8
## 2005-12-16 7.984 8
## 2005-12-23 7.992 8
## 2005-12-27 0.0119999999999932 0
## 2005-12-29 0.0419999999999933 0
## 2006-01-05 2.976 3
## 2006-01-06 -7.8186346286202e-15 0
## 2006-01-09 0.00799999999999316 0
## 2006-01-19 0.0259999999999931 0
## 2006-01-23 1.996 2
## 2006-01-24 2 2
## 2006-01-26 0.025999999999993 0
## 2006-01-27 3.992 4
## 2006-02-01 3.978 4
## 2006-02-03 0.00999999999999204 0
## 2006-02-07 2 2
## 2006-02-10 2.986 3
## 2006-02-15 2.996 3
## 2006-03-03 0.00599999999999211 0
## 2006-03-09 1 1
## 2006-03-20 7 7
## 2006-03-24 0.998 1
## 2006-03-28 1.004 1
## 2006-03-29 1.004 1
## 2006-03-30 1 1
## 2006-04-10 -6.95887791835048e-15 0
## 2006-04-11 -6.94910795573378e-15 0
## 2006-04-12 1 1
## 2006-04-17 2 2
## 2006-04-18 2 2
## 2006-04-20 -6.99085234145969e-15 0
## 2006-04-27 4 4
## 2006-05-02 5 5
## 2006-05-05 5 5
## 2006-05-12 1 1
## 2006-05-25 2 2
## 2006-05-31 1 1
## 2006-06-02 -7.97584220890712e-15 0
## 2006-06-05 3.986 4
## 2006-06-06 3.992 4
## 2006-06-08 4 4
## 2006-06-12 -6.97752966516418e-15 0
## 2006-06-19 5 5
## 2006-06-28 5 5
## 2006-06-30 5 5
## 2006-07-12 -6.90825174842757e-15 0
## 2006-07-13 -7.00772773143399e-15 0
## 2006-07-21 3 3
## 2006-07-24 3 3
## 2006-07-26 2.994 3
## 2006-07-27 1 1
## 2006-07-28 1.006 1
## 2006-08-01 2 2
## 2006-08-04 -7.89590615113411e-15 0
## 2006-08-09 -6.91802171104428e-15 0
## 2006-08-10 -7.05302483083869e-15 0
## 2006-08-21 0.996 1
## 2006-08-22 1 1
## 2006-08-25 3 3
## 2006-08-31 -7.04325486822199e-15 0
## 2006-09-08 2 2
## 2006-09-15 -7.92077514688572e-15 0
## 2006-09-18 2 2
## 2006-09-20 2 2
## 2006-09-22 3 3
## 2006-09-25 3 3
## 2006-09-26 3 3
## 2006-10-02 3 3
## 2006-10-12 1.006 1
## 2006-10-16 -6.99174051987939e-15 0
## 2006-10-17 5 5
## 2006-10-18 5 5
## 2006-10-27 1 1
## 2006-10-30 1 1
## 2006-11-06 2 2
## 2006-11-13 2 2
## 2006-11-17 3 3
## 2006-11-20 3 3
## 2006-11-27 -6.83897383169096e-15 0
## 2006-12-08 2 2
## 2006-12-14 -6.97397695148538e-15 0
## 2006-12-15 -7.92876875266302e-15 0
## 2006-12-27 2 2
## 2007-01-04 2.004 2
## 2007-01-08 -6.89936996423057e-15 0
## 2007-01-12 1 1
## 2007-01-16 1 1
## 2007-01-17 -6.75104416814065e-15 0
## 2007-01-22 -6.92335078156248e-15 0
## 2007-01-24 2 2
## 2007-01-31 2 2
## 2007-02-01 2 2
## 2007-02-05 1 1
## 2007-02-06 -6.75903777391795e-15 0
## 2007-02-08 1 1
## 2007-02-13 2.008 2
## 2007-02-20 -6.51656506533982e-15 0
## 2007-02-23 0.00199999999999241 0
## 2007-03-01 -7.1134209633783e-15 0
## 2007-03-14 1 1
## 2007-03-20 3 3
## 2007-03-22 -6.94111434995648e-15 0
## 2007-03-23 -7.8204109854596e-15 0
## 2007-03-27 -6.74571509762245e-15 0
## 2007-03-28 -6.80788758700146e-15 0
## 2007-04-10 -6.94910795573378e-15 0
## 2007-04-18 3.976 4
## 2007-04-19 -6.96154245360958e-15 0
## 2007-04-24 -6.78479494808926e-15 0
## 2007-04-26 -6.93489710101858e-15 0
## 2007-04-27 -7.8150819149414e-15 0
## 2007-04-30 1.012 1
## 2007-05-03 1 1
## 2007-05-07 -6.98552327094149e-15 0
## 2007-05-08 -6.96687152412778e-15 0
## 2007-05-09 -6.99529323355819e-15 0
## 2007-05-22 3 3
## 2007-05-23 3 3
## 2007-05-30 1.998 2
## 2007-06-05 -6.90469903474877e-15 0
## 2007-06-07 1.014 1
## 2007-06-12 -6.96420698886868e-15 0
## 2007-06-14 1 1
## 2007-06-15 -7.94031507211912e-15 0
## 2007-06-29 5 5
## 2007-07-02 5 5
## 2007-07-06 5 5
## 2007-07-11 2 2
## 2007-07-13 2 2
## 2007-07-31 -6.89492907213207e-15 0
## 2007-08-06 2 2
## 2007-08-09 0.00199999999999295 0
## 2007-08-13 1 1
## 2007-08-14 -6.87894186057747e-15 0
## 2007-08-20 3 3
## 2007-08-22 3 3
## 2007-08-23 1 1
## 2007-08-29 4 4
## 2007-09-04 3.994 4
## 2007-09-06 -7.17026438223911e-15 0
## 2007-09-11 1.002 1
## 2007-09-13 1.996 2
## 2007-09-17 2 2
## 2007-09-20 -7.17470527433761e-15 0
## 2007-09-27 -7.0885519676267e-15 0
## 2007-10-03 7 7
## 2007-10-09 7 7
## 2007-10-12 1 1
## 2007-10-15 2 2
## 2007-10-23 3 3
## 2007-10-24 3 3
## 2007-10-26 -8.01403388095423e-15 0
## 2007-10-29 1.008 1
## 2007-11-07 -6.81943390645756e-15 0
## 2007-11-12 3 3
## 2007-11-15 -7.19158066431191e-15 0
## 2007-11-16 -7.98827670678293e-15 0
## 2007-11-19 -6.97752966516418e-15 0
## 2007-11-21 2 2
## 2007-11-23 2 2
## 2007-11-28 1 1
## 2007-11-30 1.004 1
## 2007-12-06 2 2
## 2007-12-14 -7.91189336268872e-15 0
## 2007-12-20 3 3
## 2007-12-21 1 1
## 2007-12-26 -6.15507644852187e-15 0
## 2007-12-28 -7.02549129982799e-15 0
## 2007-12-31 -6.22701890051758e-15 0
## 2008-01-09 1.024 1
## 2008-01-14 3 3
## 2008-01-18 1 1
## 2008-01-23 1 1
## 2008-01-24 -7.03526126244469e-15 0
## 2008-02-05 3 3
## 2008-02-11 -6.96065427518988e-15 0
## 2008-02-20 1 1
## 2008-03-10 -6.86650736270167e-15 0
## 2008-03-12 -6.73860967026485e-15 0
## 2008-03-17 4.978 5
## 2008-03-24 5 5
## 2008-04-03 4 4
## 2008-04-07 4 4
## 2008-04-09 1 1
## 2008-04-10 1 1
## 2008-04-14 -6.95443702625198e-15 0
## 2008-04-30 0.998 1
## 2008-05-01 1 1
## 2008-05-06 -6.94644342047468e-15 0
## 2008-05-07 -6.92690349524128e-15 0
## 2008-05-12 -6.95088431257318e-15 0
## 2008-05-13 3 3
## 2008-05-14 3 3
## 2008-05-15 3 3
## 2008-05-16 2.998 3
## 2008-05-22 -7.0814465402691e-15 0
## 2008-05-28 0.996 1
## 2008-06-02 3.002 3
## 2008-06-05 3.008 3
## 2008-06-12 2.988 3
## 2008-06-13 3 3
## 2008-06-17 3 3
## 2008-06-18 0.998 1
## 2008-06-23 -6.42774722336981e-15 0
## 2008-06-24 1 1
## 2008-07-01 -6.60360655047043e-15 0
## 2008-07-03 2.998 3
## 2008-07-16 3 3
## 2008-07-21 2 2
## 2008-07-31 5.992 6
## 2008-08-07 4 4
## 2008-08-08 4 4
## 2008-08-11 4 4
## 2008-08-12 3.998 4
## 2008-08-13 -6.90913992684727e-15 0
## 2008-08-19 -6.85851375692437e-15 0
## 2008-08-21 1 1
## 2008-08-25 -6.95710156151108e-15 0
## 2008-08-29 3 3
## 2008-09-04 1 1
## 2008-09-08 -6.96065427518988e-15 0
## 2008-09-12 2 2
## 2008-09-15 1 1
## 2008-10-02 -7.04414304664169e-15 0
## 2008-10-10 2 2
## 2008-10-16 5 5
## 2008-10-17 4.994 5
## 2008-10-20 4.994 5
## 2008-10-22 5 5
## 2008-10-23 1 1
## 2008-10-30 3 3
## 2008-11-03 2.988 3
## 2008-11-05 -6.91269264052608e-15 0
## 2008-11-10 1.016 1
## 2008-11-11 0.998 1
## 2008-11-18 -6.93578527943828e-15 0
## 2008-11-21 5 5
## 2008-11-24 5 5
## 2008-11-25 5 5
## 2008-12-09 1 1
## 2008-12-15 2 2
## 2008-12-22 -6.95266066941258e-15 0
## 2008-12-24 1 1
## 2008-12-26 -7.89857068639321e-15 0
## 2008-12-29 3 3
## 2009-01-07 3 3
## 2009-01-08 3 3
## 2009-01-21 2 2
## 2009-01-22 2.004 2
## 2009-01-23 2 2
## 2009-01-30 2 2
## 2009-02-04 -6.82565115539546e-15 0
## 2009-02-05 1 1
## 2009-02-11 2 2
## 2009-02-18 -6.83275658275306e-15 0
## 2009-02-20 1.998 2
## 2009-02-24 2.006 2
## 2009-02-26 -7.01660951563099e-15 0
## 2009-03-02 -6.78035405599076e-15 0
## 2009-03-04 1 1
## 2009-03-10 4 4
## 2009-03-12 3.998 4
## 2009-03-17 2 2
## 2009-03-19 -6.77413680705285e-15 0
## 2009-03-31 4.998 5
## 2009-04-07 2.996 3
## 2009-04-09 2.998 3
## 2009-04-20 3.986 4
## 2009-04-21 4 4
## 2009-04-23 4 4
## 2009-04-30 3.994 4
## 2009-05-12 -6.76170230917705e-15 0
## 2009-05-20 -6.51390053008072e-15 0
## 2009-05-28 2.946 3
## 2009-05-29 2.996 3
## 2009-06-01 3 3
## 2009-06-02 3 3
## 2009-06-08 1.016 1
## 2009-06-11 1.996 2
## 2009-06-12 1.996 2
## 2009-06-16 1.998 2
## 2009-06-19 -7.75379760398209e-15 0
## 2009-06-22 -6.77857769915136e-15 0
## 2009-06-26 -7.47402140177655e-15 0
## 2009-06-29 1.008 1
## 2009-07-01 1.026 1
## 2009-07-02 1 1
## 2009-07-08 1.01 1
## 2009-07-09 1 1
## 2009-07-10 1.016 1
## 2009-07-17 1.004 1
## 2009-07-20 1 1
## 2009-07-24 5.982 6
## 2009-08-05 2 2
## 2009-08-07 1.002 1
## 2009-08-11 2.006 2
## 2009-08-19 4.972 5
## 2009-08-26 4.99 5
## 2009-09-01 9.014 9
## 2009-09-08 9.014 9
## 2009-09-10 9.008 9
## 2009-09-11 9.014 9
## 2009-09-14 9.008 9
## 2009-09-21 1.004 1
## 2009-09-25 1.998 2
## 2009-09-28 -6.90913992684727e-15 0
## 2009-10-02 3 3
## 2009-10-05 3 3
## 2009-10-08 3 3
## 2009-10-12 3 3
## 2009-10-15 2.004 2
## 2009-10-21 -6.79012401860746e-15 0
## 2009-10-28 1.004 1
## 2009-11-05 2.994 3
## 2009-11-06 3 3
## 2009-11-09 3.002 3
## 2009-11-11 1.002 1
## 2009-12-08 -6.91890988946398e-15 0
## 2009-12-17 0.003999999999993 0
## 2009-12-30 1 1
## 2010-01-04 0.998 1
## 2010-01-05 1 1
## 2010-01-14 3 3
## 2010-01-28 4 4
## 2010-02-02 3.998 4
## 2010-02-08 3 3
## 2010-02-09 3 3
## 2010-02-12 3 3
## 2010-02-16 3.024 3
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## 2018-11-13 3 3
## 2018-11-14 3 3
## 2018-11-15 -7.19690973483011e-15 0
## 2018-11-19 -6.98641144936118e-15 0
## 2018-12-03 -6.96864788096718e-15 0
## 2018-12-10 3 3
## 2018-12-13 -7.15250081384511e-15 0
## 2018-12-14 -8.03268562776793e-15 0
## 2018-12-24 1 1
## 2018-12-27 -7.0947692165646e-15 0
## 2019-01-04 2 2
## 2019-01-10 -7.16493531172091e-15 0
## 2019-01-25 3 3
## 2019-01-31 3 3
## 2019-02-05 3 3
## 2019-02-22 3 3
## 2019-02-25 3 3
## 2019-03-01 -7.8257400559778e-15 0
## 2019-03-04 -6.89048818003357e-15 0
## 2019-03-06 -6.78657130492866e-15 0
## 2019-03-07 -6.99351687671879e-15 0
## 2019-03-13 2 2
## 2019-03-14 2 2
## 2019-03-20 1 1
## 2019-03-21 1 1
## 2019-03-22 -8.01136934569513e-15 0
## 2019-03-26 1 1
## 2019-03-27 1 1
## 2019-03-29 6 6
## 2019-04-10 2 2
## 2019-04-15 2 2
## 2019-04-22 2 2
## 2019-04-24 2 2
## 2019-04-29 2 2
## 2019-05-06 -6.97575330832478e-15 0
## 2019-05-07 -6.97575330832478e-15 0
## 2019-05-08 2 2
## 2019-05-10 2 2
## 2019-05-16 1 1
## 2019-05-22 -6.77857769915136e-15 0
## 2019-06-10 -6.96331881044898e-15 0
## 2019-06-14 -8.02380384357093e-15 0
## 2019-06-19 1 1
## 2019-06-21 1 1
## 2019-06-26 4 4
## 2019-07-10 3 3
## 2019-07-11 3 3
## 2019-07-19 -7.93676235844032e-15 0
## 2019-07-23 2 2
## 2019-08-05 -6.69597710611924e-15 0
## 2019-08-06 2.002 2
## 2019-08-07 2 2
## 2019-08-14 -6.95088431257318e-15 0
## 2019-08-16 2 2
## 2019-08-23 -8.01048116727543e-15 0
## 2019-09-06 9.006 9
## 2019-09-19 -7.1205263907359e-15 0
## 2019-09-26 -7.05391300925839e-15 0
## 2019-09-30 -6.93578527943828e-15 0
## 2019-10-03 1.008 1
## 2019-10-07 6 6
## 2019-10-08 6 6
## 2019-10-09 6 6
## 2019-10-10 6 6
## 2019-10-21 2 2
## 2019-10-22 4 4
## 2019-10-25 4 4
## 2019-10-28 4 4
## 2019-10-31 3 3
## 2019-11-01 3 3
## 2019-11-06 -6.88427093109567e-15 0
## 2019-11-07 -7.03437308402499e-15 0
## 2019-11-08 -7.92255150372512e-15 0
## 2019-11-14 1.998 2
## 2019-11-15 2 2
## 2019-11-19 1 1
## 2019-12-02 -6.96687152412778e-15 0
## 2019-12-05 1 1
## 2019-12-09 -6.96154245360958e-15 0
## 2019-12-10 -6.90025814265027e-15 0
## 2019-12-12 1 1
## 2019-12-13 2 2
## 2019-12-16 2 2
## 2019-12-18 3 3
## 2019-12-24 1 1
## 2019-12-26 1 1
## 2019-12-27 -7.92343968214482e-15 0
## 2020-01-13 5 5
## 2020-01-22 1.998 2
## 2020-01-23 2 2
## 2020-01-27 1 1
## 2020-02-07 4 4
## 2020-02-13 0.00199999999999293 0
## 2020-02-14 0.00199999999999205 0
## 2020-02-18 -6.88338275267597e-15 0
## 2020-02-21 -7.76978481553669e-15 0
## 2020-02-24 -6.79367673228626e-15 0
## 2020-02-25 -6.68443078666314e-15 0
## 2020-02-27 -6.85407286482587e-15 0
## 2020-03-06 -7.92077514688572e-15 0
## 2020-03-09 1.002 1
## 2020-03-11 -6.75282052498005e-15 0
## 2020-03-12 1.002 1
## results 0.5 100knnMod <- train(incrDaysThisCycle ~ .,
method='knn', preProcess=c('center','scale'),
tuneLength=10, trControl=trainControl(method='cv'), data=trainingSet)plot(knnMod)
rpartMod <- train(incrDaysThisCycle ~ ., method='rpart', tuneLength=9, data=trainingSet) glmMod <- train(incrDaysThisCycle ~ .,
method='glm', data=trainingSet) predKNN <- predict(knnMod, testingSet)
predRPART <- predict(rpartMod, testingSet)predGLM <- predict(glmMod, testingSet)length=length(testingSet$incrDaysThisCycle)sumKNN <- sum(predKNN==testingSet$incrDaysThisCycle)
sumRPart <- sum(predRPART==testingSet$incrDaysThisCycle)sumGLM <- sum(predGLM==testingSet$incrDaysThisCycle)accuracy_KNN <- sumKNN/length
accuracy_RPART <- sumRPart/length accuracy_GLM <- sumGLM/length predDF2 <- data.frame(predRF,predKNN,predRPART,predGLM,
TYPE=testingSet$incrDaysThisCycle)
colnames(predDF2) <- c('RandomForest','KNN','Rpart','GLM','TrueValue')
results <- c(round(accuracy_rfMod,2),
round(accuracy_KNN,2),
round(accuracy_RPART,2),
round(accuracy_GLM,2),
round(100,2))
results <- as.factor(results)
results <- t(data.frame(results))
colnames(results) <- c('RandomForest','KNN','Rpart','GLM','TrueValue')
Results <- rbind(predDF2, results)
Results## RandomForest KNN Rpart GLM
## 2005-09-28 0.853999999999997 1 0 -2.42070207540644e-14
## 2005-10-07 1.046 1.8 1 0.999999999999965
## 2005-10-10 1.05 1.4 1 1
## 2005-10-14 1.052 1 1 0.999999999999974
## 2005-10-19 0.035999999999994 0 0 -3.10904035067404e-14
## 2005-10-21 1.988 3.2 2 1.99999999999997
## 2005-10-24 1.996 1.8 2 2
## 2005-10-28 15 15 14.4 14.9999999999999
## 2005-11-14 14.99 13.6 14.4 15
## 2005-11-16 1.038 1.4 1 0.999999999999965
## 2005-11-22 1.998 2.2 2 1.99999999999998
## 2005-11-23 2.012 2 2 1.99999999999997
## 2005-12-06 1.998 2.2 2 1.99999999999998
## 2005-12-12 0.0299999999999932 0 0 -5.77731854528682e-15
## 2005-12-13 7.972 3.6 8.65116279069767 7.99999999999995
## 2005-12-14 7.97 5.8 8.65116279069767 7.99999999999996
## 2005-12-16 7.984 5.6 8.65116279069767 7.99999999999996
## 2005-12-23 7.992 4.2 8.65116279069767 7.99999999999995
## 2005-12-27 0.0119999999999932 0 0 -2.70936006180898e-14
## 2005-12-29 0.0419999999999933 0 0 -2.79817790377899e-14
## 2006-01-05 2.976 2.4 3 2.99999999999997
## 2006-01-06 -7.8186346286202e-15 0 0 -3.15344927165904e-14
## 2006-01-09 0.00799999999999316 0 0 -4.66709552066166e-15
## 2006-01-19 0.0259999999999931 0 0 -2.59833775934647e-14
## 2006-01-23 1.996 3 2 2
## 2006-01-24 2 1.4 2 1.99999999999997
## 2006-01-26 0.025999999999993 0 0 -2.53172437786896e-14
## 2006-01-27 3.992 3 4 3.99999999999996
## 2006-02-01 3.978 3.2 4 3.99999999999997
## 2006-02-03 0.00999999999999204 0 0 -3.19785819264405e-14
## 2006-02-07 2 2 2 1.99999999999997
## 2006-02-10 2.986 2.4 3 2.99999999999996
## 2006-02-15 2.996 2.4 3 2.99999999999997
## 2006-03-03 0.00599999999999211 0 0 -3.04242696919653e-14
## 2006-03-09 1 1.6 1 0.999999999999971
## 2006-03-20 7 6.4 6.24242424242424 6.99999999999999
## 2006-03-24 0.998 1.2 1 0.999999999999963
## 2006-03-28 1.004 2 1 0.999999999999974
## 2006-03-29 1.004 1.8 1 0.999999999999976
## 2006-03-30 1 2 1 0.999999999999969
## 2006-04-10 -6.95887791835048e-15 0 0 -1.11438184186116e-15
## 2006-04-11 -6.94910795573378e-15 0 0 -2.70936006180898e-14
## 2006-04-12 1 1 1 0.999999999999964
## 2006-04-17 2 2.2 2 1.99999999999999
## 2006-04-18 2 2.4 2 1.99999999999998
## 2006-04-20 -6.99085234145969e-15 0 0 -2.75376898279399e-14
## 2006-04-27 4 3 4 3.99999999999997
## 2006-05-02 5 3.8 5 4.99999999999997
## 2006-05-05 5 4.2 5 4.99999999999996
## 2006-05-12 1 1.6 1 0.999999999999964
## 2006-05-25 2 2.2 2 1.99999999999998
## 2006-05-31 1 2 1 0.999999999999968
## 2006-06-02 -7.97584220890712e-15 0 0 -3.41990279756908e-14
## 2006-06-05 3.986 2 4 3.99999999999998
## 2006-06-06 3.992 3.8 4 3.99999999999997
## 2006-06-08 4 4.4 4 3.99999999999997
## 2006-06-12 -6.97752966516418e-15 0 0 3.32651025663947e-15
## 2006-06-19 5 4.4 5 4.99999999999999
## 2006-06-28 5 1.8 5 4.99999999999995
## 2006-06-30 5 3.6 5 4.99999999999996
## 2006-07-12 -6.90825174842757e-15 0 0 -3.13124481116654e-14
## 2006-07-13 -7.00772773143399e-15 0 0 -1.75456826063135e-14
## 2006-07-21 3 2.6 3 2.99999999999996
## 2006-07-24 3 3.6 3 3
## 2006-07-26 2.994 2.2 3 2.99999999999997
## 2006-07-27 1 2.2 1 0.999999999999977
## 2006-07-28 1.006 1.4 1 0.999999999999973
## 2006-08-01 2 1.8 2 1.99999999999997
## 2006-08-04 -7.89590615113411e-15 0 0 -2.77597344328649e-14
## 2006-08-09 -6.91802171104428e-15 0 0 -2.70936006180898e-14
## 2006-08-10 -7.05302483083869e-15 0 0 -2.57613329885396e-14
## 2006-08-21 0.996 1.4 1 0.999999999999995
## 2006-08-22 1 1.2 1 0.999999999999976
## 2006-08-25 3 2.8 3 2.99999999999996
## 2006-08-31 -7.04325486822199e-15 0 0 -2.53172437786896e-14
## 2006-09-08 2 1.8 2 1.99999999999997
## 2006-09-15 -7.92077514688572e-15 0 0 -3.41990279756908e-14
## 2006-09-18 2 1.6 2 1.99999999999999
## 2006-09-20 2 2.4 2 1.99999999999997
## 2006-09-22 3 3.2 3 2.99999999999997
## 2006-09-25 3 3.2 3 3
## 2006-09-26 3 2.6 3 2.99999999999997
## 2006-10-02 3 3.2 3 3
## 2006-10-12 1.006 1 1 0.999999999999979
## 2006-10-16 -6.99174051987939e-15 0 0 -4.66709552066166e-15
## 2006-10-17 5 2.6 5 4.99999999999996
## 2006-10-18 5 4.6 5 4.99999999999997
## 2006-10-27 1 1.2 1 0.999999999999962
## 2006-10-30 1 1.4 1 0.999999999999996
## 2006-11-06 2 2.8 2 2
## 2006-11-13 2 1 2 1.99999999999999
## 2006-11-17 3 1.8 3 2.99999999999996
## 2006-11-20 3 3.6 3 3
## 2006-11-27 -6.83897383169096e-15 0.2 0 4.10366637387708e-15
## 2006-12-08 2 3.2 2 1.99999999999997
## 2006-12-14 -6.97397695148538e-15 0 0 -2.37629315442144e-14
## 2006-12-15 -7.92876875266302e-15 0 0 -3.39769833707658e-14
## 2006-12-27 2 2 2 1.99999999999997
## 2007-01-04 2.004 2 2 1.99999999999997
## 2007-01-08 -6.89936996423057e-15 0.2 0 -8.21980919946216e-15
## 2007-01-12 1 1.4 1 0.999999999999961
## 2007-01-16 1 1.2 1 0.999999999999974
## 2007-01-17 -6.75104416814065e-15 0 0 -2.66495114082398e-14
## 2007-01-22 -6.92335078156248e-15 0.2 0 -5.55527394036178e-15
## 2007-01-24 2 2.2 2 1.99999999999998
## 2007-01-31 2 2.2 2 1.99999999999997
## 2007-02-01 2 1.6 2 1.99999999999997
## 2007-02-05 1 1.2 1 0.999999999999998
## 2007-02-06 -6.75903777391795e-15 0 0 -3.10904035067404e-14
## 2007-02-08 1 1.6 1 0.999999999999975
## 2007-02-13 2.008 1.6 2 1.99999999999998
## 2007-02-20 -6.51656506533982e-15 0.2 0 -2.50951991737645e-14
## 2007-02-23 0.00199999999999241 0 0 -3.06463142968903e-14
## 2007-03-01 -7.1134209633783e-15 0 0 -3.06463142968903e-14
## 2007-03-14 1 1.6 1 0.999999999999966
## 2007-03-20 3 3.4 3 2.99999999999998
## 2007-03-22 -6.94111434995648e-15 0 0 -2.22086193097391e-14
## 2007-03-23 -7.8204109854596e-15 0 0 -3.13124481116654e-14
## 2007-03-27 -6.74571509762245e-15 0.2 0 -2.66495114082398e-14
## 2007-03-28 -6.80788758700146e-15 0 0 -2.99801804821152e-14
## 2007-04-10 -6.94910795573378e-15 0 0 -2.53172437786896e-14
## 2007-04-18 3.976 2.6 4 3.99999999999997
## 2007-04-19 -6.96154245360958e-15 0 0 -2.19865747048141e-14
## 2007-04-24 -6.78479494808926e-15 0.2 0 -2.53172437786896e-14
## 2007-04-26 -6.93489710101858e-15 0 0 -1.62134149767633e-14
## 2007-04-27 -7.8150819149414e-15 0 0 -2.50951991737645e-14
## 2007-04-30 1.012 0.2 1 0.999999999999993
## 2007-05-03 1 1.6 1 0.999999999999968
## 2007-05-07 -6.98552327094149e-15 0 0 -4.2230063108116e-15
## 2007-05-08 -6.96687152412778e-15 0 0 -2.73156452230149e-14
## 2007-05-09 -6.99529323355819e-15 0 0 -3.35328941609157e-14
## 2007-05-22 3 2.6 3 2.99999999999997
## 2007-05-23 3 2.8 3 2.99999999999997
## 2007-05-30 1.998 2.4 2 1.99999999999997
## 2007-06-05 -6.90469903474877e-15 0 0 -2.64274668033147e-14
## 2007-06-07 1.014 1 1 0.999999999999977
## 2007-06-12 -6.96420698886868e-15 0 0 -2.79817790377899e-14
## 2007-06-14 1 1.2 1 0.999999999999979
## 2007-06-15 -7.94031507211912e-15 0 0 -3.10904035067404e-14
## 2007-06-29 5 4.8 5 4.99999999999995
## 2007-07-02 5 4.8 5 4.99999999999999
## 2007-07-06 5 5.4 5 4.99999999999996
## 2007-07-11 2 2.2 2 1.99999999999997
## 2007-07-13 2 1.8 2 1.99999999999996
## 2007-07-31 -6.89492907213207e-15 0 0 -2.24306639146642e-14
## 2007-08-06 2 2.4 2 1.99999999999999
## 2007-08-09 0.00199999999999295 0.2 0 -2.22086193097391e-14
## 2007-08-13 1 1.4 1 1
## 2007-08-14 -6.87894186057747e-15 0 0 -2.70936006180898e-14
## 2007-08-20 3 3 3 3
## 2007-08-22 3 2.2 3 2.99999999999996
## 2007-08-23 1 1 1 0.999999999999971
## 2007-08-29 4 2.4 4 3.99999999999997
## 2007-09-04 3.994 1.8 4 3.99999999999997
## 2007-09-06 -7.17026438223911e-15 0 0 -2.77597344328649e-14
## 2007-09-11 1.002 1.2 1 0.999999999999974
## 2007-09-13 1.996 2.6 2 1.99999999999998
## 2007-09-17 2 2.4 2 1.99999999999999
## 2007-09-20 -7.17470527433761e-15 0 0 -2.70936006180898e-14
## 2007-09-27 -7.0885519676267e-15 0 0 -2.79817790377899e-14
## 2007-10-03 7 5.4 6.24242424242424 6.99999999999996
## 2007-10-09 7 4.8 6.24242424242424 6.99999999999996
## 2007-10-12 1 1.4 1 0.999999999999971
## 2007-10-15 2 2.4 2 1.99999999999999
## 2007-10-23 3 3.2 3 2.99999999999997
## 2007-10-24 3 2.2 3 2.99999999999997
## 2007-10-26 -8.01403388095423e-15 0 0 -3.46431171855409e-14
## 2007-10-29 1.008 1.6 1 0.999999999999991
## 2007-11-07 -6.81943390645756e-15 0 0 -2.70936006180898e-14
## 2007-11-12 3 3.2 3 3
## 2007-11-15 -7.19158066431191e-15 0 0 -2.70936006180898e-14
## 2007-11-16 -7.98827670678293e-15 0 0 -3.08683589018154e-14
## 2007-11-19 -6.97752966516418e-15 0 0 8.84019602464124e-16
## 2007-11-21 2 2.6 2 1.99999999999998
## 2007-11-23 2 1.4 2 1.99999999999997
## 2007-11-28 1 1 1 0.999999999999971
## 2007-11-30 1.004 1 1 0.999999999999972
## 2007-12-06 2 1.4 2 1.99999999999997
## 2007-12-14 -7.91189336268872e-15 0 0 -3.35328941609157e-14
## 2007-12-20 3 3 3 2.99999999999998
## 2007-12-21 1 1.2 1 0.999999999999964
## 2007-12-26 -6.15507644852187e-15 0 0 -2.48731545688395e-14
## 2007-12-28 -7.02549129982799e-15 0 0 -2.55392883836146e-14
## 2007-12-31 -6.22701890051758e-15 0 0 2.1788578768903e-16
## 2008-01-09 1.024 0.8 1 0.999999999999971
## 2008-01-14 3 2.6 3 3
## 2008-01-18 1 1 1 0.999999999999973
## 2008-01-23 1 1 1 0.999999999999971
## 2008-01-24 -7.03526126244469e-15 0 0 -2.57613329885396e-14
## 2008-02-05 3 3 3 2.99999999999998
## 2008-02-11 -6.96065427518988e-15 0 0 -6.44345236006191e-15
## 2008-02-20 1 1.4 1 0.999999999999975
## 2008-03-10 -6.86650736270167e-15 0 0 2.21628723201431e-15
## 2008-03-12 -6.73860967026485e-15 0 0 -2.26527085195892e-14
## 2008-03-17 4.978 2.2 5 4.99999999999999
## 2008-03-24 5 4 5 4.99999999999999
## 2008-04-03 4 3.8 4 3.99999999999998
## 2008-04-07 4 3.8 4 4
## 2008-04-09 1 1.2 1 0.999999999999971
## 2008-04-10 1 1.6 1 0.99999999999998
## 2008-04-14 -6.95443702625198e-15 0 0 -3.77891710096153e-15
## 2008-04-30 0.998 1.4 1 0.999999999999967
## 2008-05-01 1 1.2 1 0.999999999999977
## 2008-05-06 -6.94644342047468e-15 0 0 -2.46511099639145e-14
## 2008-05-07 -6.92690349524128e-15 0 0 -2.62054221983897e-14
## 2008-05-12 -6.95088431257318e-15 0 0 -5.33322933543675e-15
## 2008-05-13 3 2.4 3 2.99999999999996
## 2008-05-14 3 3.2 3 2.99999999999997
## 2008-05-15 3 3 3 2.99999999999998
## 2008-05-16 2.998 1.4 3 2.99999999999997
## 2008-05-22 -7.0814465402691e-15 0 0 -2.55392883836146e-14
## 2008-05-28 0.996 1.4 1 0.999999999999969
## 2008-06-02 3.002 2.8 3 2.99999999999999
## 2008-06-05 3.008 2.6 3 2.99999999999997
## 2008-06-12 2.988 2.4 3 2.99999999999997
## 2008-06-13 3 3.4 3 2.99999999999997
## 2008-06-17 3 3.4 3 2.99999999999997
## 2008-06-18 0.998 1.4 1 0.999999999999969
## 2008-06-23 -6.42774722336981e-15 0.4 0 2.43833183693934e-15
## 2008-06-24 1 1 1 0.99999999999997
## 2008-07-01 -6.60360655047043e-15 0 0 -2.68715560131648e-14
## 2008-07-03 2.998 2.8 3 2.99999999999998
## 2008-07-16 3 3 3 2.99999999999996
## 2008-07-21 2 2.2 2 1.99999999999999
## 2008-07-31 5.992 4.8 6.24242424242424 5.99999999999997
## 2008-08-07 4 3.8 4 3.99999999999998
## 2008-08-08 4 3.8 4 3.99999999999996
## 2008-08-11 4 3.4 4 4
## 2008-08-12 3.998 3.2 4 3.99999999999997
## 2008-08-13 -6.90913992684727e-15 0 0 -3.08683589018154e-14
## 2008-08-19 -6.85851375692437e-15 0 0 -1.93220394457137e-14
## 2008-08-21 1 1.4 1 0.999999999999974
## 2008-08-25 -6.95710156151108e-15 0 0 -5.99936315021185e-15
## 2008-08-29 3 3.6 3 2.99999999999997
## 2008-09-04 1 1 1 0.999999999999974
## 2008-09-08 -6.96065427518988e-15 0 0 -4.88914012558669e-15
## 2008-09-12 2 1.8 2 1.99999999999997
## 2008-09-15 1 1.2 1 0.999999999999991
## 2008-10-02 -7.04414304664169e-15 0 0 -2.57613329885396e-14
## 2008-10-10 2 2.2 2 1.99999999999996
## 2008-10-16 5 2.4 5 4.99999999999996
## 2008-10-17 4.994 4.2 5 4.99999999999996
## 2008-10-20 4.994 4.4 5 5
## 2008-10-22 5 3.6 5 4.99999999999996
## 2008-10-23 1 0.8 1 0.999999999999977
## 2008-10-30 3 2.6 3 2.99999999999997
## 2008-11-03 2.988 2 3 2.99999999999999
## 2008-11-05 -6.91269264052608e-15 0 0 -2.42070207540644e-14
## 2008-11-10 1.016 2 1 0.999999999999993
## 2008-11-11 0.998 1.2 1 0.99999999999998
## 2008-11-18 -6.93578527943828e-15 0 0 -2.8203823642715e-14
## 2008-11-21 5 4.4 5 4.99999999999997
## 2008-11-24 5 3.8 5 4.99999999999999
## 2008-11-25 5 4.2 5 4.99999999999997
## 2008-12-09 1 1 1 0.999999999999976
## 2008-12-15 2 2.4 2 1.99999999999999
## 2008-12-22 -6.95266066941258e-15 0 0 -5.33322933543675e-15
## 2008-12-24 1 1.2 1 0.999999999999973
## 2008-12-26 -7.89857068639321e-15 0 0 -3.28667603461406e-14
## 2008-12-29 3 2.6 3 2.99999999999998
## 2009-01-07 3 3 3 2.99999999999998
## 2009-01-08 3 3.2 3 2.99999999999997
## 2009-01-21 2 2.2 2 1.99999999999996
## 2009-01-22 2.004 2.4 2 1.99999999999998
## 2009-01-23 2 1.2 2 1.99999999999997
## 2009-01-30 2 1.4 2 1.99999999999997
## 2009-02-04 -6.82565115539546e-15 0 0 -3.02022250870403e-14
## 2009-02-05 1 1 1 0.99999999999997
## 2009-02-11 2 2.2 2 1.99999999999997
## 2009-02-18 -6.83275658275306e-15 0 0 -2.53172437786896e-14
## 2009-02-20 1.998 0.8 2 1.99999999999997
## 2009-02-24 2.006 1.2 2 1.99999999999998
## 2009-02-26 -7.01660951563099e-15 0 0 -2.62054221983897e-14
## 2009-03-02 -6.78035405599076e-15 0 0 7.72997300001608e-16
## 2009-03-04 1 1.2 1 0.999999999999976
## 2009-03-10 4 4.6 4 3.99999999999997
## 2009-03-12 3.998 4.4 4 3.99999999999997
## 2009-03-17 2 2.4 2 1.99999999999998
## 2009-03-19 -6.77413680705285e-15 0.4 0 -2.08763516801889e-14
## 2009-03-31 4.998 5 5 4.99999999999997
## 2009-04-07 2.996 2.8 3 2.99999999999997
## 2009-04-09 2.998 2.8 3 2.99999999999998
## 2009-04-20 3.986 4.4 4 3.99999999999999
## 2009-04-21 4 4.2 4 3.99999999999997
## 2009-04-23 4 4.4 4 3.99999999999997
## 2009-04-30 3.994 3.2 4 3.99999999999996
## 2009-05-12 -6.76170230917705e-15 0 0 -2.33188423343643e-14
## 2009-05-20 -6.51390053008072e-15 0 0 -2.70936006180898e-14
## 2009-05-28 2.946 1.6 3 2.99999999999997
## 2009-05-29 2.996 3.4 3 2.99999999999997
## 2009-06-01 3 3.8 3 3
## 2009-06-02 3 2.6 3 2.99999999999997
## 2009-06-08 1.016 1.2 1 0.999999999999995
## 2009-06-11 1.996 2.4 2 1.99999999999998
## 2009-06-12 1.996 1.8 2 1.99999999999997
## 2009-06-16 1.998 2.6 2 1.99999999999998
## 2009-06-19 -7.75379760398209e-15 0 0 -3.10904035067404e-14
## 2009-06-22 -6.77857769915136e-15 0 0 -2.44664947141135e-15
## 2009-06-26 -7.47402140177655e-15 0 0 -3.33108495559907e-14
## 2009-06-29 1.008 1.2 1 0.999999999999992
## 2009-07-01 1.026 1.2 1 0.999999999999966
## 2009-07-02 1 1.2 1 0.99999999999998
## 2009-07-08 1.01 1 1 0.999999999999966
## 2009-07-09 1 1 1 0.999999999999981
## 2009-07-10 1.016 1 1 0.999999999999965
## 2009-07-17 1.004 1 1 0.999999999999964
## 2009-07-20 1 1 1 1
## 2009-07-24 5.982 5 6.24242424242424 5.99999999999996
## 2009-08-05 2 1.8 2 1.99999999999997
## 2009-08-07 1.002 1 1 0.999999999999973
## 2009-08-11 2.006 1.4 2 1.99999999999997
## 2009-08-19 4.972 3.8 5 4.99999999999996
## 2009-08-26 4.99 2.8 5 4.99999999999996
## 2009-09-01 9.014 3.2 8.65116279069767 8.99999999999995
## 2009-09-08 9.014 6.2 8.65116279069767 8.99999999999996
## 2009-09-10 9.008 6.2 8.65116279069767 8.99999999999996
## 2009-09-11 9.014 6 8.65116279069767 8.99999999999996
## 2009-09-14 9.008 5.6 8.65116279069767 8.99999999999999
## 2009-09-21 1.004 1 1 1
## 2009-09-25 1.998 1.2 2 1.99999999999997
## 2009-09-28 -6.90913992684727e-15 0 0 -4.44505091573663e-15
## 2009-10-02 3 3.4 3 2.99999999999997
## 2009-10-05 3 3.2 3 3
## 2009-10-08 3 2.8 3 2.99999999999998
## 2009-10-12 3 2.4 3 3
## 2009-10-15 2.004 1.8 2 1.99999999999998
## 2009-10-21 -6.79012401860746e-15 0 0 -2.42070207540644e-14
## 2009-10-28 1.004 0.4 1 0.999999999999967
## 2009-11-05 2.994 3 3 2.99999999999998
## 2009-11-06 3 3.2 3 2.99999999999997
## 2009-11-09 3.002 2.4 3 3
## 2009-11-11 1.002 1.2 1 0.999999999999976
## 2009-12-08 -6.91890988946398e-15 0 0 -2.59833775934647e-14
## 2009-12-17 0.003999999999993 0 0 -2.62054221983897e-14
## 2009-12-30 1 1.2 1 0.999999999999977
## 2010-01-04 0.998 1.2 1 0.999999999999992
## 2010-01-05 1 1.2 1 0.999999999999976
## 2010-01-14 3 2.6 3 2.99999999999998
## 2010-01-28 4 4.6 4 3.99999999999997
## 2010-02-02 3.998 2.8 4 3.99999999999997
## 2010-02-08 3 3 3 3
## 2010-02-09 3 2 3 2.99999999999997
## 2010-02-12 3 3.2 3 2.99999999999997
## 2010-02-16 3.024 2.4 3 2.99999999999998
## 2010-02-24 4 3.2 4 3.99999999999997
## 2010-02-25 2 1.6 2 1.99999999999997
## 2010-03-05 1 1 1 0.999999999999975
## 2010-03-10 2 1.6 2 1.99999999999997
## 2010-03-15 -6.95621338309138e-15 0 0 -3.5568724960365e-15
## 2010-03-16 -6.96509516728838e-15 0 0 -2.53172437786896e-14
## 2010-03-19 3 1.6 3 2.99999999999996
## 2010-03-22 3 3 3 3
## 2010-03-25 -7.02549129982799e-15 0 0 -2.75376898279399e-14
## 2010-03-30 2 1.6 2 1.99999999999997
## 2010-04-06 -6.98108237884298e-15 0 0 -2.75376898279399e-14
## 2010-04-08 1 1.2 1 0.999999999999977
## 2010-04-12 1.004 1.6 1 1
## 2010-04-15 -7.0929928597252e-15 0 0 -2.64274668033147e-14
## 2010-04-28 2 3.2 2 1.99999999999997
## 2010-04-29 2.004 1.6 2 1.99999999999998
## 2010-04-30 1 1 1 0.999999999999965
## 2010-05-05 1 1.2 1 0.999999999999976
## 2010-05-07 1 1 1 0.999999999999963
## 2010-05-14 1 1 1 0.999999999999963
## 2010-05-18 1 1 1 0.99999999999997
## 2010-05-19 1 1.2 1 0.999999999999974
## 2010-05-20 1.002 1 1 0.999999999999973
## 2010-05-21 1 1 1 0.999999999999973
## 2010-05-26 4 3.8 4 3.99999999999997
## 2010-05-27 3.996 4 4 3.99999999999998
## 2010-06-03 -7.14184267280871e-15 0 0 -2.70936006180898e-14
## 2010-06-04 0.00599999999999204 0 0 -3.04242696919653e-14
## 2010-06-07 1 1.4 1 0.999999999999992
## 2010-06-08 1 1 1 0.99999999999998
## 2010-06-16 3 3.2 3 2.99999999999998
## 2010-06-18 0.00599999999999203 0 0 -3.28667603461406e-14
## 2010-06-21 -6.95976609677018e-15 0 0 -3.77891710096153e-15
## 2010-06-23 1 1.4 1 0.999999999999976
## 2010-06-24 -7.1294081749329e-15 0 0 -2.77597344328649e-14
## 2010-06-28 -6.95798973993078e-15 0 0 -5.33322933543675e-15
## 2010-06-30 2 2.6 2 1.99999999999998
## 2010-07-06 2 1.8 2 1.99999999999997
## 2010-07-07 2 3.2 2 1.99999999999997
## 2010-07-08 2 1.8 2 1.99999999999998
## 2010-07-12 1 1.2 1 0.999999999999992
## 2010-07-16 0.00599999999999205 0 0 -3.28667603461406e-14
## 2010-07-19 5 2.8 5 4.99999999999998
## 2010-07-21 5 4.4 5 4.99999999999997
## 2010-08-20 -7.95719046209342e-15 0 0 -3.33108495559907e-14
## 2010-08-25 1.002 1.2 1 0.999999999999977
## 2010-08-31 4 3.4 4 3.99999999999998
## 2010-09-01 4 4 4 3.99999999999997
## 2010-09-03 4.014 1.4 4 3.99999999999997
## 2010-09-08 -6.94999613415348e-15 0 0 -3.10904035067404e-14
## 2010-09-17 2 2.2 2 1.99999999999996
## 2010-09-21 2 1.6 2 1.99999999999998
## 2010-09-22 -6.87805368215777e-15 0 0 -2.93140466673401e-14
## 2010-09-23 2 2 2 1.99999999999997
## 2010-10-01 2 2.4 2 1.99999999999997
## 2010-10-05 1 1 1 0.99999999999998
## 2010-10-07 1 1.2 1 0.99999999999998
## 2010-10-12 2 2.2 2 1.99999999999998
## 2010-10-13 2 2 2 1.99999999999997
## 2010-10-15 1 1 1 0.999999999999963
## 2010-10-19 1 1.2 1 0.999999999999969
## 2010-10-26 4 3.6 4 3.99999999999998
## 2010-10-29 -7.97939492258593e-15 0 0 -3.41990279756908e-14
## 2010-11-08 -6.96864788096718e-15 0 0 -4.66709552066166e-15
## 2010-11-12 1 1 1 0.999999999999964
## 2010-11-15 1 1 1 1
## 2010-11-16 4 3.8 4 3.99999999999996
## 2010-11-22 4 3.4 4 3.99999999999999
## 2010-11-24 1 1 1 0.999999999999972
## 2010-11-29 -6.96864788096718e-15 0 0 -4.2230063108116e-15
## 2010-12-06 1 1 1 1
## 2010-12-10 1 1 1 0.999999999999975
## 2010-12-17 2 1.2 2 1.99999999999996
## 2010-12-21 2 1.4 2 1.99999999999998
## 2010-12-28 2 2.4 2 1.99999999999998
## 2011-01-04 4 3.8 4 3.99999999999996
## 2011-01-10 4 3 4 3.99999999999999
## 2011-01-24 4 4 4 4
## 2011-01-31 -6.96154245360958e-15 0 0 -4.66709552066166e-15
## 2011-02-22 -6.96154245360958e-15 0 0 -2.42070207540644e-14
## 2011-02-23 -6.94289070679588e-15 0 0 -2.75376898279399e-14
## 2011-02-28 2 1.8 2 2
## 2011-03-02 2 2.2 2 1.99999999999998
## 2011-03-11 2 2.6 2 1.99999999999997
## 2011-03-29 1 1.2 1 0.999999999999969
## 2011-03-30 1.002 1.2 1 0.999999999999976
## 2011-04-04 -6.96154245360958e-15 0 0 -4.88914012558669e-15
## 2011-04-06 -6.95177249099288e-15 0 0 -3.13124481116654e-14
## 2011-04-18 2 1.6 2 2
## 2011-04-21 2 1.6 2 1.99999999999996
## 2011-04-29 2 2.4 2 1.99999999999997
## 2011-05-05 3 3.2 3 2.99999999999997
## 2011-05-13 1 1 1 0.999999999999963
## 2011-05-17 -6.87716550373807e-15 0 0 -2.8203823642715e-14
## 2011-05-19 1.028 2.6 1 0.99999999999998
## 2011-05-25 -6.76969591495435e-15 0 0 -2.62054221983897e-14
## 2011-05-27 -7.8115292012626e-15 0 0 -2.97581358771902e-14
## 2011-06-01 1.006 0.2 1 0.999999999999968
## 2011-06-02 1 1.4 1 0.999999999999979
## 2011-06-03 -7.90123522165231e-15 0 0 -3.39769833707658e-14
## 2011-06-09 2 2.2 2 1.99999999999997
## 2011-06-14 1 1.2 1 0.999999999999968
## 2011-06-15 0.998 1.2 1 0.999999999999976
## 2011-06-17 3 3 3 2.99999999999997
## 2011-06-20 3 2.6 3 3
## 2011-06-23 1 1.6 1 0.999999999999977
## 2011-07-01 2 1.8 2 1.99999999999997
## 2011-07-07 1.084 0 1 0.999999999999991
## 2011-07-12 -6.09112760230346e-15 0 0 -1.68795487915384e-14
## 2011-07-13 0.00199999999999395 0 0 -2.1542485494964e-14
## 2011-07-18 -6.18971540689017e-15 0 0 7.32331314529003e-15
## 2011-07-19 -6.07958128284736e-15 0 0 -1.77677272112385e-14
## 2011-07-20 0.00199999999999396 0 0 -2.1320440890039e-14
## 2011-07-28 1.094 0 1 0.99999999999998
## 2011-08-02 1 1 1 0.99999999999997
## 2011-08-05 -7.91011700584932e-15 0 0 -3.50872063953909e-14
## 2011-08-18 -7.0778938265903e-15 0 0 -2.66495114082398e-14
## 2011-08-22 1 1.6 1 0.999999999999989
## 2011-08-23 1 1.4 1 0.999999999999976
## 2011-08-25 2 2.2 2 1.99999999999997
## 2011-08-26 1.998 2.2 2 1.99999999999997
## 2011-08-30 1 1.2 1 0.999999999999967
## 2011-09-08 -7.1294081749329e-15 0 0 -2.99801804821152e-14
## 2011-09-13 4 4.6 4 3.99999999999997
## 2011-10-06 3 2.4 3 2.99999999999997
## 2011-10-07 4 3.4 4 3.99999999999995
## 2011-10-13 4 3 4 3.99999999999997
## 2011-10-17 1 1.4 1 0.99999999999999
## 2011-10-19 1 1.4 1 0.999999999999965
## 2011-10-28 3.024 2.4 3 2.99999999999997
## 2011-11-01 -6.93134438733978e-15 0 0 -2.8203823642715e-14
## 2011-11-10 1 1.2 1 0.999999999999969
## 2011-11-14 -6.90292267790937e-15 0 0 -7.33163077976203e-15
## 2011-11-16 -6.86384282744257e-15 0 0 -3.13124481116654e-14
## 2011-11-29 5 4.8 5 4.99999999999997
## 2011-12-09 2 2.2 2 1.99999999999997
## 2011-12-13 3 2.4 3 2.99999999999997
## 2011-12-15 3 3.4 3 2.99999999999998
## 2011-12-23 -7.89857068639321e-15 0 0 -3.41990279756908e-14
## 2011-12-28 1.008 1 1 0.999999999999965
## 2011-12-29 1 1 1 0.999999999999979
## 2012-01-17 3 2.4 3 2.99999999999996
## 2012-01-18 3 3.2 3 2.99999999999997
## 2012-01-19 3 3.4 3 2.99999999999998
## 2012-01-24 5 4.6 5 4.99999999999997
## 2012-01-31 3 2.2 3 2.99999999999996
## 2012-02-01 3 3 3 2.99999999999997
## 2012-02-08 -6.98197055726268e-15 0 0 -3.37549387658408e-14
## 2012-02-09 -7.14450720806781e-15 0 0 -2.95360912722652e-14
## 2012-02-10 1 1.2 1 0.999999999999961
## 2012-02-16 1 1.8 1 0.999999999999979
## 2012-03-01 1 1.6 1 0.999999999999966
## 2012-03-02 1 1.2 1 0.999999999999971
## 2012-03-12 3 3.2 3 2.99999999999998
## 2012-03-13 3 3 3 2.99999999999998
## 2012-03-16 2 1.6 2 1.99999999999996
## 2012-03-19 2 2 2 2
## 2012-03-23 2 2.2 2 1.99999999999997
## 2012-03-30 -7.86659626328401e-15 0 0 -3.37549387658408e-14
## 2012-04-05 -7.14273085122841e-15 0 0 -2.97581358771902e-14
## 2012-04-09 -6.95088431257318e-15 0 0 -7.99776459453713e-15
## 2012-04-10 2 1.6 2 1.99999999999997
## 2012-04-13 4 3.2 4 3.99999999999995
## 2012-04-17 4 3.8 4 3.99999999999998
## 2012-04-20 -7.87903076115981e-15 0 0 -3.48651617904659e-14
## 2012-04-23 4 3.8 4 3.99999999999998
## 2012-04-25 4 3.6 4 3.99999999999997
## 2012-04-27 4 2.8 4 3.99999999999996
## 2012-04-30 -6.93312074417918e-15 0 0 -7.7757199896121e-15
## 2012-05-04 1 1.2 1 0.999999999999961
## 2012-05-25 6 4.6 6.24242424242424 5.99999999999996
## 2012-06-05 2 2.2 2 1.99999999999998
## 2012-06-26 3 3.2 3 2.99999999999998
## 2012-06-27 3 3.2 3 2.99999999999997
## 2012-06-28 3 2.6 3 2.99999999999997
## 2012-07-19 -7.0867756107873e-15 0 0 -2.37629315442144e-14
## 2012-07-25 2 2 2 1.99999999999996
## 2012-07-27 2 2.2 2 1.99999999999997
## 2012-07-30 1 1.2 1 0.99999999999999
## 2012-07-31 1 1 1 0.999999999999978
## 2012-08-06 -6.93312074417918e-15 0 0 -7.109586174837e-15
## 2012-08-07 1 1.2 1 0.999999999999971
## 2012-08-14 1 1.6 1 0.999999999999968
## 2012-08-17 4 4 4 3.99999999999997
## 2012-08-20 4 3.8 4 4
## 2012-08-23 1 1.2 1 0.999999999999971
## 2012-08-28 -6.98019420042328e-15 0 0 -2.79817790377899e-14
## 2012-08-29 -6.98197055726268e-15 0 0 -3.13124481116654e-14
## 2012-08-30 1 1.4 1 0.999999999999968
## 2012-09-10 -6.93667345785798e-15 0 0 -6.66549696498694e-15
## 2012-09-13 -7.02815583508709e-15 0 0 -2.68715560131648e-14
## 2012-09-27 4 3.8 4 3.99999999999996
## 2012-10-09 1 1.2 1 0.999999999999969
## 2012-10-12 5 4.6 5 4.99999999999997
## 2012-10-16 5 4.6 5 4.99999999999997
## 2012-10-31 2 2 2 1.99999999999998
## 2012-11-14 1 1.4 1 0.999999999999967
## 2012-11-16 1.998 2.4 2 1.99999999999996
## 2012-11-26 2 2.2 2 2
## 2012-11-30 -7.94830867789642e-15 0 0 -3.41990279756908e-14
## 2012-12-03 -6.94733159889438e-15 0 0 -5.55527394036178e-15
## 2012-12-05 4 3.8 4 3.99999999999996
## 2012-12-12 1 1.2 1 0.999999999999964
## 2012-12-17 3 2.8 3 2.99999999999998
## 2012-12-18 3 3.2 3 2.99999999999998
## 2012-12-21 -7.94297960737822e-15 0 0 -3.30888049510657e-14
## 2012-12-26 -6.96953605938688e-15 0 0 -3.17565373215155e-14
## 2012-12-31 2 2.2 2 2
## 2013-01-03 3 2.8 3 2.99999999999996
## 2013-01-04 3 2.8 3 2.99999999999997
## 2013-01-10 1 1.4 1 0.999999999999979
## 2013-01-11 -7.96696042471012e-15 0 0 -3.37549387658408e-14
## 2013-01-14 -6.95621338309138e-15 0 0 -7.109586174837e-15
## 2013-01-22 2 2.6 2 1.99999999999998
## 2013-01-29 -6.95887791835048e-15 0 0 -2.55392883836146e-14
## 2013-02-05 3 3 3 2.99999999999998
## 2013-02-06 3 3.4 3 2.99999999999997
## 2013-02-21 2 2 2 1.99999999999998
## 2013-02-25 12.988 6.2 14.4 13
## 2013-02-26 12.994 13.2 14.4 13
## 2013-02-27 12.988 11.4 14.4 13
## 2013-03-04 12.994 12 14.4 13
## 2013-03-07 12.994 11.6 14.4 13
## 2013-03-08 12.988 11.6 14.4 12.9999999999999
## 2013-03-11 12.994 12 14.4 13
## 2013-03-12 12.994 13.2 14.4 13
## 2013-03-18 3 3.2 3 3
## 2013-04-09 2 2 2 1.99999999999997
## 2013-04-10 2 2.2 2 1.99999999999998
## 2013-04-16 2 2.4 2 1.99999999999998
## 2013-04-17 2 2 2 1.99999999999997
## 2013-04-19 -7.97406585206772e-15 0 0 -3.50872063953909e-14
## 2013-04-23 2 2.4 2 1.99999999999998
## 2013-04-24 2 1.8 2 1.99999999999997
## 2013-04-30 3 3.2 3 2.99999999999997
## 2013-05-09 3 3 3 2.99999999999998
## 2013-05-15 3 3.4 3 2.99999999999997
## 2013-05-20 -6.98374691410209e-15 0 0 -4.88914012558669e-15
## 2013-05-24 2 1.4 2 1.99999999999997
## 2013-05-30 -7.18891612905281e-15 0 0 -2.79817790377899e-14
## 2013-06-04 -6.99262869829909e-15 0 0 -2.90920020624151e-14
## 2013-06-10 2 2 2 2
## 2013-06-12 1 1 1 0.999999999999963
## 2013-06-14 2 1.8 2 1.99999999999996
## 2013-06-18 2 1 2 1.99999999999998
## 2013-06-20 -7.15516534910421e-15 0 0 -2.73156452230149e-14
## 2013-06-21 -7.94653232105702e-15 0 0 -3.28667603461406e-14
## 2013-06-25 1 1.4 1 0.999999999999979
## 2013-07-02 4 2.6 4 3.99999999999996
## 2013-07-10 5 3.6 5 4.99999999999995
## 2013-07-12 5 4.6 5 4.99999999999997
## 2013-07-16 5 4.2 5 4.99999999999997
## 2013-07-19 -7.98028310100562e-15 0 0 -3.37549387658408e-14
## 2013-07-23 4 2.4 4 3.99999999999996
## 2013-07-30 2 2 2 1.99999999999997
## 2013-08-07 1 1 1 0.999999999999964
## 2013-08-08 1 1.2 1 0.99999999999998
## 2013-08-21 3 3 3 2.99999999999998
## 2013-08-26 1 1 1 1
## 2013-08-29 5 4.6 5 4.99999999999997
## 2013-09-10 2 2.2 2 1.99999999999998
## 2013-09-12 3 2.4 3 2.99999999999996
## 2013-09-17 3 3.2 3 2.99999999999997
## 2013-09-23 3 2.8 3 2.99999999999999
## 2013-10-03 4 4.4 4 3.99999999999997
## 2013-10-15 5 4 5 4.99999999999996
## 2013-10-22 5 3.4 5 4.99999999999997
## 2013-10-23 1 1.4 1 0.999999999999967
## 2013-10-25 -7.93942689369942e-15 0 0 -3.22006265313655e-14
## 2013-10-30 2 1.8 2 1.99999999999997
## 2013-10-31 2 2 2 1.99999999999997
## 2013-11-08 3 2.8 3 2.99999999999997
## 2013-11-14 3 3.4 3 2.99999999999998
## 2013-11-20 -7.03614944086439e-15 0 0 -3.19785819264405e-14
## 2013-11-22 0.998 1.2 1 0.999999999999973
## 2013-11-26 1 1.2 1 0.99999999999997
## 2013-11-29 -7.99360577730113e-15 0 0 -3.19785819264405e-14
## 2013-12-10 5 3.8 5 4.99999999999997
## 2013-12-19 1 1.4 1 0.999999999999969
## 2013-12-23 1 1.2 1 0.999999999999991
## 2014-01-06 4 3 4 3.99999999999999
## 2014-01-17 5 4.8 5 4.99999999999997
## 2014-01-21 5 4.8 5 4.99999999999997
## 2014-01-22 5 4.8 5 4.99999999999997
## 2014-01-23 5 3.6 5 4.99999999999997
## 2014-01-27 3 3 3 2.99999999999999
## 2014-01-30 3 2.6 3 2.99999999999997
## 2014-02-03 2 2.6 2 2
## 2014-02-11 -7.02193858614919e-15 0 0 -2.79817790377899e-14
## 2014-02-21 5 5 5 4.99999999999997
## 2014-02-25 5 4.4 5 4.99999999999997
## 2014-02-26 -6.98641144936118e-15 0 0 -3.28667603461406e-14
## 2014-03-03 4 2.8 4 3.99999999999998
## 2014-03-06 4 4 4 3.99999999999997
## 2014-03-07 3.958 3.2 4 3.99999999999997
## 2014-03-12 -7.04325486822199e-15 0 0 -3.06463142968903e-14
## 2014-03-18 -7.03082037034619e-15 0 0 -2.79817790377899e-14
## 2014-03-19 -7.05124847399929e-15 0 0 -3.24226711362906e-14
## 2014-03-24 2 2.6 2 2
## 2014-03-25 1.998 1.4 2 1.99999999999997
## 2014-03-28 2 1.4 2 1.99999999999996
## 2014-03-31 2 2.8 2 2
## 2014-04-01 1.998 1.4 2 1.99999999999997
## 2014-04-04 -8.02291566515123e-15 0 0 -3.26447157412156e-14
## 2014-04-07 2 1.6 2 1.99999999999999
## 2014-04-16 2 1.4 2 1.99999999999997
## 2014-04-22 4 3.6 4 3.99999999999997
## 2014-04-28 1 1.2 1 0.999999999999992
## 2014-05-01 8 6.8 8.65116279069767 7.99999999999996
## 2014-05-02 8 8.4 8.65116279069767 7.99999999999996
## 2014-05-06 8 7 8.65116279069767 7.99999999999997
## 2014-05-15 2 1.6 2 1.99999999999997
## 2014-05-16 2 2.4 2 1.99999999999997
## 2014-05-19 2 1.6 2 2
## 2014-05-20 10 5.8 8.65116279069767 9.99999999999995
## 2014-05-22 10 8 8.65116279069767 9.99999999999996
## 2014-06-02 10 7 8.65116279069767 9.99999999999998
## 2014-06-03 10 7.4 8.65116279069767 9.99999999999996
## 2014-06-09 1 1.2 1 0.999999999999991
## 2014-06-12 6 4.4 6.24242424242424 5.99999999999996
## 2014-06-13 5.988 6.2 6.24242424242424 5.99999999999997
## 2014-06-17 6 5.6 6.24242424242424 5.99999999999997
## 2014-06-26 2 1.6 2 1.99999999999998
## 2014-06-27 -7.97140131680862e-15 0 0 -3.30888049510657e-14
## 2014-06-30 1 1.2 1 0.999999999999993
## 2014-07-16 -6.98197055726268e-15 0 0 -3.24226711362906e-14
## 2014-07-17 1 1 1 0.999999999999973
## 2014-07-21 -6.98729962778089e-15 0 0 -5.33322933543675e-15
## 2014-07-22 1.01 1.2 1 0.999999999999968
## 2014-08-04 -6.98374691410209e-15 0 0 -2.44664947141135e-15
## 2014-08-08 2 2.4 2 1.99999999999998
## 2014-08-11 2 1.6 2 2
## 2014-08-21 1 1.4 1 0.999999999999972
## 2014-08-22 1 1.2 1 0.999999999999973
## 2014-08-27 1 1 1 0.999999999999964
## 2014-08-29 1 1 1 0.999999999999964
## 2014-09-18 1.006 1 1 0.999999999999978
## 2014-09-24 1 1 1 0.999999999999974
## 2014-09-25 1 1.4 1 0.999999999999971
## 2014-09-26 1 1 1 0.999999999999973
## 2014-09-29 1 1 1 0.999999999999994
## 2014-10-01 -6.98019420042328e-15 0 0 -2.93140466673401e-14
## 2014-10-02 1 1 1 0.999999999999969
## 2014-10-07 -6.96243063202928e-15 0 0 -2.39849761491394e-14
## 2014-10-10 -7.94475596421762e-15 0 0 -2.8203823642715e-14
## 2014-10-13 5.97 3.8 6.24242424242424 5.99999999999999
## 2014-10-30 4 3.4 4 3.99999999999998
## 2014-11-03 4 3.8 4 4
## 2014-11-13 1 1 1 0.999999999999977
## 2014-11-17 1 1.2 1 0.99999999999999
## 2014-11-19 1 1 1 0.999999999999966
## 2014-11-28 3 2.8 3 2.99999999999996
## 2014-12-02 3 2.2 3 2.99999999999996
## 2014-12-09 2 2.2 2 1.99999999999997
## 2014-12-11 2 2 2 1.99999999999997
## 2014-12-15 1 1 1 0.999999999999999
## 2014-12-17 4 4 4 3.99999999999997
## 2014-12-18 4 3.8 4 3.99999999999997
## 2015-01-02 6 5.2 6.24242424242424 5.99999999999996
## 2015-01-06 -6.98019420042328e-15 0 0 -2.77597344328649e-14
## 2015-01-07 1 1 1 0.999999999999962
## 2015-01-08 1 1.2 1 0.999999999999977
## 2015-01-13 1 1.2 1 0.999999999999977
## 2015-01-15 5 4.6 5 4.99999999999996
## 2015-01-20 5 4.8 5 4.99999999999996
## 2015-01-23 5 4.2 5 4.99999999999996
## 2015-01-29 1 1.2 1 0.999999999999974
## 2015-01-30 -7.99893484781933e-15 0 0 -2.62054221983897e-14
## 2015-02-02 -6.99085234145969e-15 0 0 -6.44345236006191e-15
## 2015-02-03 1 1.4 1 0.999999999999971
## 2015-02-05 -7.19513337799072e-15 0 0 -2.77597344328649e-14
## 2015-02-11 2 2 2 1.99999999999996
## 2015-02-18 5 5.6 5 4.99999999999997
## 2015-02-23 5 5 5 5
## 2015-02-27 3 2.6 3 2.99999999999996
## 2015-03-03 3 3 3 2.99999999999998
## 2015-03-06 -8.00159938307843e-15 0 0 -3.33108495559907e-14
## 2015-03-09 -6.98197055726268e-15 0 0 -6.22140775513688e-15
## 2015-03-10 8 5.4 8.65116279069767 7.99999999999995
## 2015-03-11 8 7.4 8.65116279069767 7.99999999999996
## 2015-03-12 8 7.2 8.65116279069767 7.99999999999996
## 2015-03-16 8 6.6 8.65116279069767 7.99999999999999
## 2015-03-20 8 6 8.65116279069767 7.99999999999995
## 2015-03-23 -6.94733159889438e-15 0 0 -2.89073868126141e-15
## 2015-03-30 1.994 1.4 2 2
## 2015-04-06 -6.98907598462029e-15 0 0 -2.44664947141135e-15
## 2015-04-20 5 5.6 5 4.99999999999999
## 2015-04-23 5 5.2 5 4.99999999999997
## 2015-04-24 5 4 5 4.99999999999996
## 2015-05-01 1 1 1 0.99999999999997
## 2015-05-11 1 1.2 1 1
## 2015-05-14 1 1.2 1 0.999999999999979
## 2015-05-27 1 1 1 0.999999999999975
## 2015-06-01 1.986 1.8 2 2
## 2015-06-02 -6.98197055726268e-15 0 0 -2.64274668033147e-14
## 2015-06-10 2 1.6 2 1.99999999999997
## 2015-06-16 4 3.6 4 3.99999999999996
## 2015-06-22 3.98 3.2 4 3.99999999999999
## 2015-06-23 -6.98463509252178e-15 0 0 -2.62054221983897e-14
## 2015-06-24 -7.03792579770379e-15 0 0 -2.97581358771902e-14
## 2015-06-25 -7.1107564281192e-15 0 0 -2.70936006180898e-14
## 2015-06-29 1.018 1.6 1 0.999999999999997
## 2015-07-02 3 3.4 3 2.99999999999998
## 2015-07-08 3 3.4 3 2.99999999999996
## 2015-07-10 3 3.2 3 2.99999999999997
## 2015-07-14 -7.01128044511279e-15 0 0 -2.75376898279399e-14
## 2015-07-24 2 1.8 2 1.99999999999997
## 2015-07-28 1.998 1.2 2 1.99999999999997
## 2015-07-31 3 2.6 3 2.99999999999996
## 2015-08-07 2 2 2 1.99999999999996
## 2015-08-10 2 2.6 2 2
## 2015-08-17 2.98 2.6 3 3
## 2015-08-19 -6.98197055726268e-15 0 0 -3.02022250870403e-14
## 2015-08-24 -6.95443702625198e-15 0 0 3.10446565171444e-15
## 2015-08-28 3 2.2 3 2.99999999999996
## 2015-09-02 3 2.8 3 2.99999999999996
## 2015-09-09 8 8.4 8.65116279069767 7.99999999999996
## 2015-09-15 8 7.2 8.65116279069767 7.99999999999997
## 2015-09-18 -8.03357380618763e-15 0 0 -3.24226711362906e-14
## 2015-09-22 1 1.2 1 0.999999999999975
## 2015-09-23 1 1.2 1 0.999999999999976
## 2015-09-24 -7.22089055216202e-15 0 0 -2.48731545688395e-14
## 2015-10-08 4 3.6 4 3.99999999999998
## 2015-10-12 4 4 4 3.99999999999999
## 2015-10-19 2 2.2 2 2
## 2015-10-28 -7.05124847399929e-15 0 0 -3.08683589018154e-14
## 2015-10-29 3 1.8 3 2.99999999999996
## 2015-11-06 -7.03082037034619e-15 0 0 -2.57613329885396e-14
## 2015-11-17 -6.19060358530987e-15 0 0 -1.93220394457137e-14
## 2015-11-18 1.036 0 1 0.999999999999973
## 2015-11-20 1 1 1 0.999999999999963
## 2015-11-23 1 1.2 1 1
## 2015-11-24 2 2 2 1.99999999999997
## 2015-11-27 2 1.2 2 1.99999999999997
## 2015-12-07 2 2.2 2 2
## 2015-12-11 -7.94120325053882e-15 0 0 -2.842586824764e-14
## 2015-12-15 2 2 2 1.99999999999998
## 2015-12-16 2 2.2 2 1.99999999999997
## 2015-12-17 -7.1196382123162e-15 0 0 -2.64274668033147e-14
## 2015-12-21 4 3.4 4 3.99999999999999
## 2015-12-24 4 2.6 4 3.99999999999997
## 2015-12-30 -7.05124847399929e-15 0 0 -3.02022250870403e-14
## 2016-01-04 -6.99440505513849e-15 0 0 -1.11438184186116e-15
## 2016-01-05 1 1 1 0.99999999999997
## 2016-01-06 1 1 1 0.999999999999974
## 2016-01-11 2 2.4 2 2
## 2016-01-12 2 2.2 2 1.99999999999998
## 2016-01-13 1 1 1 0.999999999999971
## 2016-01-14 1 1 1 0.99999999999998
## 2016-01-15 4 3 4 3.99999999999996
## 2016-01-25 2 2 2 1.99999999999999
## 2016-01-29 2 2 2 1.99999999999997
## 2016-02-04 2 1.8 2 1.99999999999998
## 2016-02-10 2 1.8 2 1.99999999999997
## 2016-02-12 6 5.4 6.24242424242424 5.99999999999996
## 2016-02-18 6 5.6 6.24242424242424 5.99999999999997
## 2016-02-29 2 2.6 2 2.00000000000001
## 2016-03-08 1 1 1 0.999999999999974
## 2016-03-16 1 1 1 0.999999999999977
## 2016-03-28 3 2.8 3 3
## 2016-04-11 5 4.8 5 5
## 2016-04-14 5 3.2 5 4.99999999999997
## 2016-05-04 -6.98019420042328e-15 0 0 -2.64274668033147e-14
## 2016-05-19 -7.22444326584082e-15 0 0 -2.44290653589894e-14
## 2016-05-24 2 2.2 2 1.99999999999998
## 2016-05-31 3 3.2 3 2.99999999999998
## 2016-06-09 4 3.8 4 3.99999999999997
## 2016-06-14 1 1 1 0.999999999999975
## 2016-06-16 3 2.4 3 2.99999999999997
## 2016-06-17 3 3 3 2.99999999999998
## 2016-06-20 3 3.2 3 3
## 2016-06-22 1 1 1 0.999999999999968
## 2016-06-29 4 4 4 3.99999999999997
## 2016-07-06 4 3.4 4 3.99999999999996
## 2016-07-07 4 3.8 4 3.99999999999998
## 2016-07-08 4 3.4 4 3.99999999999997
## 2016-07-11 4 3.4 4 4
## 2016-07-20 -7.04680758190079e-15 0 0 -3.04242696919653e-14
## 2016-07-21 1 1.2 1 0.999999999999973
## 2016-07-28 1 1 1 0.999999999999983
## 2016-08-02 -6.90825174842757e-15 0 0 -1.90999948407887e-14
## 2016-08-05 2 1.4 2 1.99999999999997
## 2016-08-09 1 1 1 0.999999999999983
## 2016-08-12 2 1.6 2 1.99999999999996
## 2016-08-15 2 2.4 2 2
## 2016-08-18 1 1 1 0.999999999999982
## 2016-08-24 3 3 3 2.99999999999998
## 2016-08-26 -7.96518406787072e-15 0 0 -3.04242696919653e-14
## 2016-08-31 -6.98374691410209e-15 0 0 -2.8203823642715e-14
## 2016-09-01 4 3 4 3.99999999999996
## 2016-09-14 1 1.4 1 0.999999999999969
## 2016-09-23 2 1 2 1.99999999999997
## 2016-10-06 2 1.8 2 1.99999999999998
## 2016-10-14 -7.96340771103132e-15 0 0 -3.10904035067404e-14
## 2016-10-24 -6.97397695148538e-15 0 0 -3.33482789111147e-15
## 2016-10-25 -6.98374691410209e-15 0 0 -2.55392883836146e-14
## 2016-10-27 3 3.4 3 2.99999999999998
## 2016-11-01 -7.01927405089009e-15 0 0 -2.48731545688395e-14
## 2016-11-02 -7.05036029557959e-15 0 0 -3.13124481116654e-14
## 2016-11-03 4 3.6 4 3.99999999999996
## 2016-11-08 4 3.8 4 3.99999999999998
## 2016-11-11 3 3.2 3 2.99999999999997
## 2016-11-16 2 1.6 2 1.99999999999996
## 2016-11-18 2 1.2 2 1.99999999999997
## 2016-11-23 2 2 2 1.99999999999998
## 2016-11-25 2 1.2 2 1.99999999999997
## 2016-11-29 1 1.2 1 0.99999999999998
## 2016-12-01 1 1 1 0.999999999999971
## 2016-12-07 2 1.4 2 1.99999999999997
## 2016-12-09 1 1 1 0.999999999999971
## 2016-12-12 3 2.8 3 2.99999999999999
## 2016-12-30 -7.99538213414053e-15 0 0 -3.10904035067404e-14
## 2017-01-05 4 2.6 4 3.99999999999996
## 2017-01-12 -7.19424519957101e-15 0 0 -2.62054221983897e-14
## 2017-01-18 1 1.2 1 0.999999999999975
## 2017-01-19 1 1 1 0.999999999999971
## 2017-01-25 3 3 3 2.99999999999998
## 2017-01-26 2.992 2.2 3 2.99999999999997
## 2017-02-08 3 2.6 3 2.99999999999996
## 2017-02-14 1 1.2 1 0.999999999999972
## 2017-02-24 4 4 4 3.99999999999997
## 2017-02-27 4 3.2 4 4
## 2017-03-06 -6.97752966516418e-15 0 0 -1.11438184186116e-15
## 2017-03-08 1 1.2 1 0.999999999999978
## 2017-03-13 -6.98285873568238e-15 0 0 -4.48248027086064e-16
## 2017-03-15 2 2 2 1.99999999999998
## 2017-03-20 -6.97397695148538e-15 0 0 -4.44505091573663e-15
## 2017-03-22 4 2.6 4 3.99999999999996
## 2017-03-27 4 3.6 4 4
## 2017-03-28 4 3.2 4 3.99999999999997
## 2017-03-30 1 1 1 0.999999999999981
## 2017-04-03 1 1 1 1
## 2017-04-05 6 6.2 6.24242424242424 5.99999999999997
## 2017-04-06 6 6 6.24242424242424 5.99999999999997
## 2017-04-10 6 6 6.24242424242424 5.99999999999999
## 2017-04-25 2 1.8 2 1.99999999999998
## 2017-04-28 -7.99449395572083e-15 0 0 -2.77597344328649e-14
## 2017-05-08 4 3.2 4 4
## 2017-05-09 4 3.4 4 3.99999999999997
## 2017-05-11 -7.1045391791813e-15 0 0 -2.50951991737645e-14
## 2017-05-19 6 6.2 6.24242424242424 5.99999999999997
## 2017-05-24 6 6 6.24242424242424 5.99999999999997
## 2017-05-25 6 5.2 6.24242424242424 5.99999999999997
## 2017-06-01 4 3.4 4 3.99999999999998
## 2017-06-09 -7.91544607636752e-15 0 0 -2.70936006180898e-14
## 2017-06-12 -6.94644342047468e-15 0 0 1.06863485226514e-16
## 2017-06-13 -6.88693546635477e-15 0 0 -2.44290653589894e-14
## 2017-06-14 -6.94200252837618e-15 0 0 -2.88699574574901e-14
## 2017-06-16 1.002 0.4 1 0.999999999999967
## 2017-06-20 2 1.6 2 1.99999999999997
## 2017-06-22 2 2.4 2 1.99999999999998
## 2017-06-29 7 6.8 6.24242424242424 6.99999999999997
## 2017-07-05 7 7.2 6.24242424242424 6.99999999999996
## 2017-07-06 7 6.8 6.24242424242424 6.99999999999997
## 2017-07-07 7 5.8 6.24242424242424 6.99999999999996
## 2017-07-12 3 3 3 2.99999999999997
## 2017-07-17 0.00199999999999322 0 0 -6.70292632011095e-16
## 2017-07-18 -6.71640520977235e-15 0 0 -2.17645300998891e-14
## 2017-07-25 1.012 0.8 1 0.999999999999975
## 2017-08-01 1 1.2 1 0.999999999999981
## 2017-08-15 -6.98019420042328e-15 0 0 -2.55392883836146e-14
## 2017-08-16 -7.00328683933549e-15 0 0 -3.04242696919653e-14
## 2017-08-17 -7.15605352752391e-15 0 0 -1.93220394457137e-14
## 2017-08-18 1 1.2 1 0.999999999999966
## 2017-08-24 1 1 1 0.999999999999973
## 2017-08-31 2 2.2 2 1.99999999999998
## 2017-09-01 2 1 2 1.99999999999997
## 2017-09-07 -7.13473724545111e-15 0 0 -2.55392883836146e-14
## 2017-09-12 3 3 3 2.99999999999998
## 2017-09-27 1 1 1 0.999999999999967
## 2017-09-28 1 1.2 1 0.99999999999998
## 2017-10-04 3 3.2 3 2.99999999999997
## 2017-10-06 1 1 1 0.999999999999974
## 2017-10-11 -6.91979806788368e-15 0 0 -3.17565373215155e-14
## 2017-10-13 1 1.2 1 0.999999999999976
## 2017-10-24 1.006 1.2 1 0.999999999999979
## 2017-10-26 -7.1151973202177e-15 0 0 -1.93220394457137e-14
## 2017-11-17 3 2.6 3 2.99999999999996
## 2017-11-24 -7.95008503473582e-15 0 0 -3.33108495559907e-14
## 2017-11-28 3 3 3 2.99999999999998
## 2017-11-30 3 2.4 3 2.99999999999997
## 2017-12-11 4 3.4 4 3.99999999999999
## 2017-12-15 3 3.6 3 2.99999999999997
## 2017-12-22 1 1.2 1 0.999999999999964
## 2017-12-27 1 1.2 1 0.999999999999967
## 2018-01-04 1 1.4 1 0.99999999999998
## 2018-01-11 3 3.2 3 2.99999999999997
## 2018-01-22 2 2.6 2 2
## 2018-01-23 2 1.2 2 1.99999999999998
## 2018-01-24 -6.87006007638047e-15 0 0 -2.22086193097391e-14
## 2018-01-30 1 1.4 1 0.999999999999969
## 2018-02-01 -7.17648163117701e-15 0 0 -2.66495114082398e-14
## 2018-02-08 -7.04858393874019e-15 0 0 -1.93220394457137e-14
## 2018-02-09 4 3.2 4 3.99999999999996
## 2018-02-14 4 3.4 4 3.99999999999997
## 2018-02-15 4 2.4 4 3.99999999999997
## 2018-02-21 5 4.4 5 4.99999999999997
## 2018-02-22 5 4 5 4.99999999999998
## 2018-03-07 6 5.2 6.24242424242424 5.99999999999997
## 2018-03-12 6 3.6 6.24242424242424 5.99999999999999
## 2018-03-13 -6.92423895998218e-15 0 0 -2.70936006180898e-14
## 2018-03-20 1 1.2 1 0.999999999999979
## 2018-03-26 1.004 1 1 1
## 2018-03-27 -6.87538914689867e-15 0 0 -2.44290653589894e-14
## 2018-03-29 1.004 1.6 1 0.999999999999979
## 2018-04-05 3 2.2 3 2.99999999999998
## 2018-04-18 1 1.6 1 0.999999999999974
## 2018-04-20 -7.92610421740392e-15 0 0 -2.99801804821152e-14
## 2018-04-23 -6.95177249099288e-15 0 0 -2.22460486648631e-15
## 2018-04-30 1 1.2 1 0.999999999999994
## 2018-05-02 -6.94821977731408e-15 0 0 -2.75376898279399e-14
## 2018-05-03 1 1.2 1 0.99999999999997
## 2018-05-07 1 1.2 1 0.999999999999994
## 2018-05-08 1 1.2 1 0.999999999999981
## 2018-05-11 2 1.2 2 1.99999999999997
## 2018-05-16 2 2.2 2 1.99999999999997
## 2018-05-17 -7.12763181809351e-15 0 0 -2.55392883836146e-14
## 2018-05-23 2 2 2 1.99999999999996
## 2018-06-05 1 1 1 0.999999999999973
## 2018-06-06 1 1.2 1 0.999999999999978
## 2018-06-19 1 1 1 0.999999999999972
## 2018-06-21 -6.96775970254748e-15 0 0 -2.1542485494964e-14
## 2018-06-29 1.008 1 1 0.999999999999968
## 2018-07-05 3 2.2 3 2.99999999999998
## 2018-07-06 3 2.8 3 2.99999999999998
## 2018-07-17 5 4.8 5 4.99999999999998
## 2018-07-26 2 2 2 1.99999999999997
## 2018-07-27 -7.96873678154952e-15 0 0 -3.13124481116654e-14
## 2018-08-01 -6.94022617153678e-15 0 0 -2.64274668033147e-14
## 2018-08-02 1.014 1.2 1 0.999999999999971
## 2018-08-03 1 1 1 0.999999999999975
## 2018-08-09 -7.23332505003782e-15 0 0 -2.50951991737645e-14
## 2018-08-27 2 2.4 2 2
## 2018-08-30 2 2 2 1.99999999999997
## 2018-09-04 2 1.6 2 1.99999999999998
## 2018-09-07 2 1.8 2 1.99999999999996
## 2018-09-20 7 6.4 6.24242424242424 6.99999999999997
## 2018-10-01 -6.99529323355819e-15 0 0 7.72997300001608e-16
## 2018-10-02 1 1.2 1 0.999999999999973
## 2018-10-04 -6.93933799311708e-15 0 0 -2.02102178654138e-14
## 2018-10-18 -7.0858874323676e-15 0 0 -2.08763516801889e-14
## 2018-10-23 2 1.6 2 1.99999999999998
## 2018-11-07 1 1.2 1 0.999999999999973
## 2018-11-13 3 3 3 2.99999999999998
## 2018-11-14 3 3.2 3 2.99999999999997
## 2018-11-15 -7.19690973483011e-15 0 0 -2.48731545688395e-14
## 2018-11-19 -6.98641144936118e-15 0 0 -5.5927032954858e-16
## 2018-12-03 -6.96864788096718e-15 0 0 -2.66869407633638e-15
## 2018-12-10 3 3 3 3
## 2018-12-13 -7.15250081384511e-15 0 0 -1.90999948407887e-14
## 2018-12-14 -8.03268562776793e-15 0 0 -3.10904035067404e-14
## 2018-12-24 1 1.4 1 0.999999999999998
## 2018-12-27 -7.0947692165646e-15 0 0 -2.48731545688395e-14
## 2019-01-04 2 2.6 2 1.99999999999997
## 2019-01-10 -7.16493531172091e-15 0 0 -2.1098396285114e-14
## 2019-01-25 3 3.6 3 2.99999999999997
## 2019-01-31 3 3.4 3 2.99999999999997
## 2019-02-05 3 2.4 3 2.99999999999998
## 2019-02-22 3 3.2 3 2.99999999999998
## 2019-02-25 3 2.8 3 3
## 2019-03-01 -7.8257400559778e-15 0 0 -2.37629315442144e-14
## 2019-03-04 -6.89048818003357e-15 0 0 3.77059946648953e-15
## 2019-03-06 -6.78657130492866e-15 0 0 -2.42070207540644e-14
## 2019-03-07 -6.99351687671879e-15 0 0 -1.97661286555638e-14
## 2019-03-13 2 2 2 1.99999999999998
## 2019-03-14 2 1.8 2 1.99999999999998
## 2019-03-20 1 1.2 1 0.999999999999969
## 2019-03-21 1 1.6 1 0.999999999999981
## 2019-03-22 -8.01136934569513e-15 0 0 -2.88699574574901e-14
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## 2014-11-28 3
## 2014-12-02 3
## 2014-12-09 2
## 2014-12-11 2
## 2014-12-15 1
## 2014-12-17 4
## 2014-12-18 4
## 2015-01-02 6
## 2015-01-06 0
## 2015-01-07 1
## 2015-01-08 1
## 2015-01-13 1
## 2015-01-15 5
## 2015-01-20 5
## 2015-01-23 5
## 2015-01-29 1
## 2015-01-30 0
## 2015-02-02 0
## 2015-02-03 1
## 2015-02-05 0
## 2015-02-11 2
## 2015-02-18 5
## 2015-02-23 5
## 2015-02-27 3
## 2015-03-03 3
## 2015-03-06 0
## 2015-03-09 0
## 2015-03-10 8
## 2015-03-11 8
## 2015-03-12 8
## 2015-03-16 8
## 2015-03-20 8
## 2015-03-23 0
## 2015-03-30 2
## 2015-04-06 0
## 2015-04-20 5
## 2015-04-23 5
## 2015-04-24 5
## 2015-05-01 1
## 2015-05-11 1
## 2015-05-14 1
## 2015-05-27 1
## 2015-06-01 2
## 2015-06-02 0
## 2015-06-10 2
## 2015-06-16 4
## 2015-06-22 4
## 2015-06-23 0
## 2015-06-24 0
## 2015-06-25 0
## 2015-06-29 1
## 2015-07-02 3
## 2015-07-08 3
## 2015-07-10 3
## 2015-07-14 0
## 2015-07-24 2
## 2015-07-28 2
## 2015-07-31 3
## 2015-08-07 2
## 2015-08-10 2
## 2015-08-17 3
## 2015-08-19 0
## 2015-08-24 0
## 2015-08-28 3
## 2015-09-02 3
## 2015-09-09 8
## 2015-09-15 8
## 2015-09-18 0
## 2015-09-22 1
## 2015-09-23 1
## 2015-09-24 0
## 2015-10-08 4
## 2015-10-12 4
## 2015-10-19 2
## 2015-10-28 0
## 2015-10-29 3
## 2015-11-06 0
## 2015-11-17 0
## 2015-11-18 1
## 2015-11-20 1
## 2015-11-23 1
## 2015-11-24 2
## 2015-11-27 2
## 2015-12-07 2
## 2015-12-11 0
## 2015-12-15 2
## 2015-12-16 2
## 2015-12-17 0
## 2015-12-21 4
## 2015-12-24 4
## 2015-12-30 0
## 2016-01-04 0
## 2016-01-05 1
## 2016-01-06 1
## 2016-01-11 2
## 2016-01-12 2
## 2016-01-13 1
## 2016-01-14 1
## 2016-01-15 4
## 2016-01-25 2
## 2016-01-29 2
## 2016-02-04 2
## 2016-02-10 2
## 2016-02-12 6
## 2016-02-18 6
## 2016-02-29 2
## 2016-03-08 1
## 2016-03-16 1
## 2016-03-28 3
## 2016-04-11 5
## 2016-04-14 5
## 2016-05-04 0
## 2016-05-19 0
## 2016-05-24 2
## 2016-05-31 3
## 2016-06-09 4
## 2016-06-14 1
## 2016-06-16 3
## 2016-06-17 3
## 2016-06-20 3
## 2016-06-22 1
## 2016-06-29 4
## 2016-07-06 4
## 2016-07-07 4
## 2016-07-08 4
## 2016-07-11 4
## 2016-07-20 0
## 2016-07-21 1
## 2016-07-28 1
## 2016-08-02 0
## 2016-08-05 2
## 2016-08-09 1
## 2016-08-12 2
## 2016-08-15 2
## 2016-08-18 1
## 2016-08-24 3
## 2016-08-26 0
## 2016-08-31 0
## 2016-09-01 4
## 2016-09-14 1
## 2016-09-23 2
## 2016-10-06 2
## 2016-10-14 0
## 2016-10-24 0
## 2016-10-25 0
## 2016-10-27 3
## 2016-11-01 0
## 2016-11-02 0
## 2016-11-03 4
## 2016-11-08 4
## 2016-11-11 3
## 2016-11-16 2
## 2016-11-18 2
## 2016-11-23 2
## 2016-11-25 2
## 2016-11-29 1
## 2016-12-01 1
## 2016-12-07 2
## 2016-12-09 1
## 2016-12-12 3
## 2016-12-30 0
## 2017-01-05 4
## 2017-01-12 0
## 2017-01-18 1
## 2017-01-19 1
## 2017-01-25 3
## 2017-01-26 3
## 2017-02-08 3
## 2017-02-14 1
## 2017-02-24 4
## 2017-02-27 4
## 2017-03-06 0
## 2017-03-08 1
## 2017-03-13 0
## 2017-03-15 2
## 2017-03-20 0
## 2017-03-22 4
## 2017-03-27 4
## 2017-03-28 4
## 2017-03-30 1
## 2017-04-03 1
## 2017-04-05 6
## 2017-04-06 6
## 2017-04-10 6
## 2017-04-25 2
## 2017-04-28 0
## 2017-05-08 4
## 2017-05-09 4
## 2017-05-11 0
## 2017-05-19 6
## 2017-05-24 6
## 2017-05-25 6
## 2017-06-01 4
## 2017-06-09 0
## 2017-06-12 0
## 2017-06-13 0
## 2017-06-14 0
## 2017-06-16 1
## 2017-06-20 2
## 2017-06-22 2
## 2017-06-29 7
## 2017-07-05 7
## 2017-07-06 7
## 2017-07-07 7
## 2017-07-12 3
## 2017-07-17 0
## 2017-07-18 0
## 2017-07-25 1
## 2017-08-01 1
## 2017-08-15 0
## 2017-08-16 0
## 2017-08-17 0
## 2017-08-18 1
## 2017-08-24 1
## 2017-08-31 2
## 2017-09-01 2
## 2017-09-07 0
## 2017-09-12 3
## 2017-09-27 1
## 2017-09-28 1
## 2017-10-04 3
## 2017-10-06 1
## 2017-10-11 0
## 2017-10-13 1
## 2017-10-24 1
## 2017-10-26 0
## 2017-11-17 3
## 2017-11-24 0
## 2017-11-28 3
## 2017-11-30 3
## 2017-12-11 4
## 2017-12-15 3
## 2017-12-22 1
## 2017-12-27 1
## 2018-01-04 1
## 2018-01-11 3
## 2018-01-22 2
## 2018-01-23 2
## 2018-01-24 0
## 2018-01-30 1
## 2018-02-01 0
## 2018-02-08 0
## 2018-02-09 4
## 2018-02-14 4
## 2018-02-15 4
## 2018-02-21 5
## 2018-02-22 5
## 2018-03-07 6
## 2018-03-12 6
## 2018-03-13 0
## 2018-03-20 1
## 2018-03-26 1
## 2018-03-27 0
## 2018-03-29 1
## 2018-04-05 3
## 2018-04-18 1
## 2018-04-20 0
## 2018-04-23 0
## 2018-04-30 1
## 2018-05-02 0
## 2018-05-03 1
## 2018-05-07 1
## 2018-05-08 1
## 2018-05-11 2
## 2018-05-16 2
## 2018-05-17 0
## 2018-05-23 2
## 2018-06-05 1
## 2018-06-06 1
## 2018-06-19 1
## 2018-06-21 0
## 2018-06-29 1
## 2018-07-05 3
## 2018-07-06 3
## 2018-07-17 5
## 2018-07-26 2
## 2018-07-27 0
## 2018-08-01 0
## 2018-08-02 1
## 2018-08-03 1
## 2018-08-09 0
## 2018-08-27 2
## 2018-08-30 2
## 2018-09-04 2
## 2018-09-07 2
## 2018-09-20 7
## 2018-10-01 0
## 2018-10-02 1
## 2018-10-04 0
## 2018-10-18 0
## 2018-10-23 2
## 2018-11-07 1
## 2018-11-13 3
## 2018-11-14 3
## 2018-11-15 0
## 2018-11-19 0
## 2018-12-03 0
## 2018-12-10 3
## 2018-12-13 0
## 2018-12-14 0
## 2018-12-24 1
## 2018-12-27 0
## 2019-01-04 2
## 2019-01-10 0
## 2019-01-25 3
## 2019-01-31 3
## 2019-02-05 3
## 2019-02-22 3
## 2019-02-25 3
## 2019-03-01 0
## 2019-03-04 0
## 2019-03-06 0
## 2019-03-07 0
## 2019-03-13 2
## 2019-03-14 2
## 2019-03-20 1
## 2019-03-21 1
## 2019-03-22 0
## 2019-03-26 1
## 2019-03-27 1
## 2019-03-29 6
## 2019-04-10 2
## 2019-04-15 2
## 2019-04-22 2
## 2019-04-24 2
## 2019-04-29 2
## 2019-05-06 0
## 2019-05-07 0
## 2019-05-08 2
## 2019-05-10 2
## 2019-05-16 1
## 2019-05-22 0
## 2019-06-10 0
## 2019-06-14 0
## 2019-06-19 1
## 2019-06-21 1
## 2019-06-26 4
## 2019-07-10 3
## 2019-07-11 3
## 2019-07-19 0
## 2019-07-23 2
## 2019-08-05 0
## 2019-08-06 2
## 2019-08-07 2
## 2019-08-14 0
## 2019-08-16 2
## 2019-08-23 0
## 2019-09-06 9
## 2019-09-19 0
## 2019-09-26 0
## 2019-09-30 0
## 2019-10-03 1
## 2019-10-07 6
## 2019-10-08 6
## 2019-10-09 6
## 2019-10-10 6
## 2019-10-21 2
## 2019-10-22 4
## 2019-10-25 4
## 2019-10-28 4
## 2019-10-31 3
## 2019-11-01 3
## 2019-11-06 0
## 2019-11-07 0
## 2019-11-08 0
## 2019-11-14 2
## 2019-11-15 2
## 2019-11-19 1
## 2019-12-02 0
## 2019-12-05 1
## 2019-12-09 0
## 2019-12-10 0
## 2019-12-12 1
## 2019-12-13 2
## 2019-12-16 2
## 2019-12-18 3
## 2019-12-24 1
## 2019-12-26 1
## 2019-12-27 0
## 2020-01-13 5
## 2020-01-22 2
## 2020-01-23 2
## 2020-01-27 1
## 2020-02-07 4
## 2020-02-13 0
## 2020-02-14 0
## 2020-02-18 0
## 2020-02-21 0
## 2020-02-24 0
## 2020-02-25 0
## 2020-02-27 0
## 2020-03-06 0
## 2020-03-09 1
## 2020-03-11 0
## 2020-03-12 1
## results 100When looking at the above table, the errors are based on an exact match, but the values you notice as I do, are rounded up to the true value if greater than zero and zero if less than zero will give very near perfect results for predicting the number of days the cycle will be increasing. Lets test this out.
predRF_round <- predict(rfMod, testingSet)
predRF_round <- ifelse(predRF_round<0,0,round(predRF,0))
predDF_round <- data.frame(predRF_round, IncreasingDaysThisCycle=testingSet$incrDaysThisCycle)
predDF_round## predRF_round IncreasingDaysThisCycle
## 2005-09-28 1 0
## 2005-10-07 1 1
## 2005-10-10 1 1
## 2005-10-14 1 1
## 2005-10-19 0 0
## 2005-10-21 2 2
## 2005-10-24 2 2
## 2005-10-28 15 15
## 2005-11-14 15 15
## 2005-11-16 1 1
## 2005-11-22 2 2
## 2005-11-23 2 2
## 2005-12-06 2 2
## 2005-12-12 0 0
## 2005-12-13 8 8
## 2005-12-14 8 8
## 2005-12-16 8 8
## 2005-12-23 8 8
## 2005-12-27 0 0
## 2005-12-29 0 0
## 2006-01-05 3 3
## 2006-01-06 0 0
## 2006-01-09 0 0
## 2006-01-19 0 0
## 2006-01-23 2 2
## 2006-01-24 2 2
## 2006-01-26 0 0
## 2006-01-27 4 4
## 2006-02-01 4 4
## 2006-02-03 0 0
## 2006-02-07 2 2
## 2006-02-10 3 3
## 2006-02-15 3 3
## 2006-03-03 0 0
## 2006-03-09 1 1
## 2006-03-20 7 7
## 2006-03-24 1 1
## 2006-03-28 1 1
## 2006-03-29 1 1
## 2006-03-30 1 1
## 2006-04-10 0 0
## 2006-04-11 0 0
## 2006-04-12 1 1
## 2006-04-17 2 2
## 2006-04-18 2 2
## 2006-04-20 0 0
## 2006-04-27 4 4
## 2006-05-02 5 5
## 2006-05-05 5 5
## 2006-05-12 1 1
## 2006-05-25 2 2
## 2006-05-31 1 1
## 2006-06-02 0 0
## 2006-06-05 4 4
## 2006-06-06 4 4
## 2006-06-08 4 4
## 2006-06-12 0 0
## 2006-06-19 5 5
## 2006-06-28 5 5
## 2006-06-30 5 5
## 2006-07-12 0 0
## 2006-07-13 0 0
## 2006-07-21 3 3
## 2006-07-24 3 3
## 2006-07-26 3 3
## 2006-07-27 1 1
## 2006-07-28 1 1
## 2006-08-01 2 2
## 2006-08-04 0 0
## 2006-08-09 0 0
## 2006-08-10 0 0
## 2006-08-21 1 1
## 2006-08-22 1 1
## 2006-08-25 3 3
## 2006-08-31 0 0
## 2006-09-08 2 2
## 2006-09-15 0 0
## 2006-09-18 2 2
## 2006-09-20 2 2
## 2006-09-22 3 3
## 2006-09-25 3 3
## 2006-09-26 3 3
## 2006-10-02 3 3
## 2006-10-12 1 1
## 2006-10-16 0 0
## 2006-10-17 5 5
## 2006-10-18 5 5
## 2006-10-27 1 1
## 2006-10-30 1 1
## 2006-11-06 2 2
## 2006-11-13 2 2
## 2006-11-17 3 3
## 2006-11-20 3 3
## 2006-11-27 0 0
## 2006-12-08 2 2
## 2006-12-14 0 0
## 2006-12-15 0 0
## 2006-12-27 2 2
## 2007-01-04 2 2
## 2007-01-08 0 0
## 2007-01-12 1 1
## 2007-01-16 1 1
## 2007-01-17 0 0
## 2007-01-22 0 0
## 2007-01-24 2 2
## 2007-01-31 2 2
## 2007-02-01 2 2
## 2007-02-05 1 1
## 2007-02-06 0 0
## 2007-02-08 1 1
## 2007-02-13 2 2
## 2007-02-20 0 0
## 2007-02-23 0 0
## 2007-03-01 0 0
## 2007-03-14 1 1
## 2007-03-20 3 3
## 2007-03-22 0 0
## 2007-03-23 0 0
## 2007-03-27 0 0
## 2007-03-28 0 0
## 2007-04-10 0 0
## 2007-04-18 4 4
## 2007-04-19 0 0
## 2007-04-24 0 0
## 2007-04-26 0 0
## 2007-04-27 0 0
## 2007-04-30 1 1
## 2007-05-03 1 1
## 2007-05-07 0 0
## 2007-05-08 0 0
## 2007-05-09 0 0
## 2007-05-22 3 3
## 2007-05-23 3 3
## 2007-05-30 2 2
## 2007-06-05 0 0
## 2007-06-07 1 1
## 2007-06-12 0 0
## 2007-06-14 1 1
## 2007-06-15 0 0
## 2007-06-29 5 5
## 2007-07-02 5 5
## 2007-07-06 5 5
## 2007-07-11 2 2
## 2007-07-13 2 2
## 2007-07-31 0 0
## 2007-08-06 2 2
## 2007-08-09 0 0
## 2007-08-13 1 1
## 2007-08-14 0 0
## 2007-08-20 3 3
## 2007-08-22 3 3
## 2007-08-23 1 1
## 2007-08-29 4 4
## 2007-09-04 4 4
## 2007-09-06 0 0
## 2007-09-11 1 1
## 2007-09-13 2 2
## 2007-09-17 2 2
## 2007-09-20 0 0
## 2007-09-27 0 0
## 2007-10-03 7 7
## 2007-10-09 7 7
## 2007-10-12 1 1
## 2007-10-15 2 2
## 2007-10-23 3 3
## 2007-10-24 3 3
## 2007-10-26 0 0
## 2007-10-29 1 1
## 2007-11-07 0 0
## 2007-11-12 3 3
## 2007-11-15 0 0
## 2007-11-16 0 0
## 2007-11-19 0 0
## 2007-11-21 2 2
## 2007-11-23 2 2
## 2007-11-28 1 1
## 2007-11-30 1 1
## 2007-12-06 2 2
## 2007-12-14 0 0
## 2007-12-20 3 3
## 2007-12-21 1 1
## 2007-12-26 0 0
## 2007-12-28 0 0
## 2007-12-31 0 0
## 2008-01-09 1 1
## 2008-01-14 3 3
## 2008-01-18 1 1
## 2008-01-23 1 1
## 2008-01-24 0 0
## 2008-02-05 3 3
## 2008-02-11 0 0
## 2008-02-20 1 1
## 2008-03-10 0 0
## 2008-03-12 0 0
## 2008-03-17 5 5
## 2008-03-24 5 5
## 2008-04-03 4 4
## 2008-04-07 4 4
## 2008-04-09 1 1
## 2008-04-10 1 1
## 2008-04-14 0 0
## 2008-04-30 1 1
## 2008-05-01 1 1
## 2008-05-06 0 0
## 2008-05-07 0 0
## 2008-05-12 0 0
## 2008-05-13 3 3
## 2008-05-14 3 3
## 2008-05-15 3 3
## 2008-05-16 3 3
## 2008-05-22 0 0
## 2008-05-28 1 1
## 2008-06-02 3 3
## 2008-06-05 3 3
## 2008-06-12 3 3
## 2008-06-13 3 3
## 2008-06-17 3 3
## 2008-06-18 1 1
## 2008-06-23 0 0
## 2008-06-24 1 1
## 2008-07-01 0 0
## 2008-07-03 3 3
## 2008-07-16 3 3
## 2008-07-21 2 2
## 2008-07-31 6 6
## 2008-08-07 4 4
## 2008-08-08 4 4
## 2008-08-11 4 4
## 2008-08-12 4 4
## 2008-08-13 0 0
## 2008-08-19 0 0
## 2008-08-21 1 1
## 2008-08-25 0 0
## 2008-08-29 3 3
## 2008-09-04 1 1
## 2008-09-08 0 0
## 2008-09-12 2 2
## 2008-09-15 1 1
## 2008-10-02 0 0
## 2008-10-10 2 2
## 2008-10-16 5 5
## 2008-10-17 5 5
## 2008-10-20 5 5
## 2008-10-22 5 5
## 2008-10-23 1 1
## 2008-10-30 3 3
## 2008-11-03 3 3
## 2008-11-05 0 0
## 2008-11-10 1 1
## 2008-11-11 1 1
## 2008-11-18 0 0
## 2008-11-21 5 5
## 2008-11-24 5 5
## 2008-11-25 5 5
## 2008-12-09 1 1
## 2008-12-15 2 2
## 2008-12-22 0 0
## 2008-12-24 1 1
## 2008-12-26 0 0
## 2008-12-29 3 3
## 2009-01-07 3 3
## 2009-01-08 3 3
## 2009-01-21 2 2
## 2009-01-22 2 2
## 2009-01-23 2 2
## 2009-01-30 2 2
## 2009-02-04 0 0
## 2009-02-05 1 1
## 2009-02-11 2 2
## 2009-02-18 0 0
## 2009-02-20 2 2
## 2009-02-24 2 2
## 2009-02-26 0 0
## 2009-03-02 0 0
## 2009-03-04 1 1
## 2009-03-10 4 4
## 2009-03-12 4 4
## 2009-03-17 2 2
## 2009-03-19 0 0
## 2009-03-31 5 5
## 2009-04-07 3 3
## 2009-04-09 3 3
## 2009-04-20 4 4
## 2009-04-21 4 4
## 2009-04-23 4 4
## 2009-04-30 4 4
## 2009-05-12 0 0
## 2009-05-20 0 0
## 2009-05-28 3 3
## 2009-05-29 3 3
## 2009-06-01 3 3
## 2009-06-02 3 3
## 2009-06-08 1 1
## 2009-06-11 2 2
## 2009-06-12 2 2
## 2009-06-16 2 2
## 2009-06-19 0 0
## 2009-06-22 0 0
## 2009-06-26 0 0
## 2009-06-29 1 1
## 2009-07-01 1 1
## 2009-07-02 1 1
## 2009-07-08 1 1
## 2009-07-09 1 1
## 2009-07-10 1 1
## 2009-07-17 1 1
## 2009-07-20 1 1
## 2009-07-24 6 6
## 2009-08-05 2 2
## 2009-08-07 1 1
## 2009-08-11 2 2
## 2009-08-19 5 5
## 2009-08-26 5 5
## 2009-09-01 9 9
## 2009-09-08 9 9
## 2009-09-10 9 9
## 2009-09-11 9 9
## 2009-09-14 9 9
## 2009-09-21 1 1
## 2009-09-25 2 2
## 2009-09-28 0 0
## 2009-10-02 3 3
## 2009-10-05 3 3
## 2009-10-08 3 3
## 2009-10-12 3 3
## 2009-10-15 2 2
## 2009-10-21 0 0
## 2009-10-28 1 1
## 2009-11-05 3 3
## 2009-11-06 3 3
## 2009-11-09 3 3
## 2009-11-11 1 1
## 2009-12-08 0 0
## 2009-12-17 0 0
## 2009-12-30 1 1
## 2010-01-04 1 1
## 2010-01-05 1 1
## 2010-01-14 3 3
## 2010-01-28 4 4
## 2010-02-02 4 4
## 2010-02-08 3 3
## 2010-02-09 3 3
## 2010-02-12 3 3
## 2010-02-16 3 3
## 2010-02-24 4 4
## 2010-02-25 2 2
## 2010-03-05 1 1
## 2010-03-10 2 2
## 2010-03-15 0 0
## 2010-03-16 0 0
## 2010-03-19 3 3
## 2010-03-22 3 3
## 2010-03-25 0 0
## 2010-03-30 2 2
## 2010-04-06 0 0
## 2010-04-08 1 1
## 2010-04-12 1 1
## 2010-04-15 0 0
## 2010-04-28 2 2
## 2010-04-29 2 2
## 2010-04-30 1 1
## 2010-05-05 1 1
## 2010-05-07 1 1
## 2010-05-14 1 1
## 2010-05-18 1 1
## 2010-05-19 1 1
## 2010-05-20 1 1
## 2010-05-21 1 1
## 2010-05-26 4 4
## 2010-05-27 4 4
## 2010-06-03 0 0
## 2010-06-04 0 0
## 2010-06-07 1 1
## 2010-06-08 1 1
## 2010-06-16 3 3
## 2010-06-18 0 0
## 2010-06-21 0 0
## 2010-06-23 1 1
## 2010-06-24 0 0
## 2010-06-28 0 0
## 2010-06-30 2 2
## 2010-07-06 2 2
## 2010-07-07 2 2
## 2010-07-08 2 2
## 2010-07-12 1 1
## 2010-07-16 0 0
## 2010-07-19 5 5
## 2010-07-21 5 5
## 2010-08-20 0 0
## 2010-08-25 1 1
## 2010-08-31 4 4
## 2010-09-01 4 4
## 2010-09-03 4 4
## 2010-09-08 0 0
## 2010-09-17 2 2
## 2010-09-21 2 2
## 2010-09-22 0 0
## 2010-09-23 2 2
## 2010-10-01 2 2
## 2010-10-05 1 1
## 2010-10-07 1 1
## 2010-10-12 2 2
## 2010-10-13 2 2
## 2010-10-15 1 1
## 2010-10-19 1 1
## 2010-10-26 4 4
## 2010-10-29 0 0
## 2010-11-08 0 0
## 2010-11-12 1 1
## 2010-11-15 1 1
## 2010-11-16 4 4
## 2010-11-22 4 4
## 2010-11-24 1 1
## 2010-11-29 0 0
## 2010-12-06 1 1
## 2010-12-10 1 1
## 2010-12-17 2 2
## 2010-12-21 2 2
## 2010-12-28 2 2
## 2011-01-04 4 4
## 2011-01-10 4 4
## 2011-01-24 4 4
## 2011-01-31 0 0
## 2011-02-22 0 0
## 2011-02-23 0 0
## 2011-02-28 2 2
## 2011-03-02 2 2
## 2011-03-11 2 2
## 2011-03-29 1 1
## 2011-03-30 1 1
## 2011-04-04 0 0
## 2011-04-06 0 0
## 2011-04-18 2 2
## 2011-04-21 2 2
## 2011-04-29 2 2
## 2011-05-05 3 3
## 2011-05-13 1 1
## 2011-05-17 0 0
## 2011-05-19 1 1
## 2011-05-25 0 0
## 2011-05-27 0 0
## 2011-06-01 1 1
## 2011-06-02 1 1
## 2011-06-03 0 0
## 2011-06-09 2 2
## 2011-06-14 1 1
## 2011-06-15 1 1
## 2011-06-17 3 3
## 2011-06-20 3 3
## 2011-06-23 1 1
## 2011-07-01 2 2
## 2011-07-07 1 1
## 2011-07-12 0 0
## 2011-07-13 0 0
## 2011-07-18 0 0
## 2011-07-19 0 0
## 2011-07-20 0 0
## 2011-07-28 1 1
## 2011-08-02 1 1
## 2011-08-05 0 0
## 2011-08-18 0 0
## 2011-08-22 1 1
## 2011-08-23 1 1
## 2011-08-25 2 2
## 2011-08-26 2 2
## 2011-08-30 1 1
## 2011-09-08 0 0
## 2011-09-13 4 4
## 2011-10-06 3 3
## 2011-10-07 4 4
## 2011-10-13 4 4
## 2011-10-17 1 1
## 2011-10-19 1 1
## 2011-10-28 3 3
## 2011-11-01 0 0
## 2011-11-10 1 1
## 2011-11-14 0 0
## 2011-11-16 0 0
## 2011-11-29 5 5
## 2011-12-09 2 2
## 2011-12-13 3 3
## 2011-12-15 3 3
## 2011-12-23 0 0
## 2011-12-28 1 1
## 2011-12-29 1 1
## 2012-01-17 3 3
## 2012-01-18 3 3
## 2012-01-19 3 3
## 2012-01-24 5 5
## 2012-01-31 3 3
## 2012-02-01 3 3
## 2012-02-08 0 0
## 2012-02-09 0 0
## 2012-02-10 1 1
## 2012-02-16 1 1
## 2012-03-01 1 1
## 2012-03-02 1 1
## 2012-03-12 3 3
## 2012-03-13 3 3
## 2012-03-16 2 2
## 2012-03-19 2 2
## 2012-03-23 2 2
## 2012-03-30 0 0
## 2012-04-05 0 0
## 2012-04-09 0 0
## 2012-04-10 2 2
## 2012-04-13 4 4
## 2012-04-17 4 4
## 2012-04-20 0 0
## 2012-04-23 4 4
## 2012-04-25 4 4
## 2012-04-27 4 4
## 2012-04-30 0 0
## 2012-05-04 1 1
## 2012-05-25 6 6
## 2012-06-05 2 2
## 2012-06-26 3 3
## 2012-06-27 3 3
## 2012-06-28 3 3
## 2012-07-19 0 0
## 2012-07-25 2 2
## 2012-07-27 2 2
## 2012-07-30 1 1
## 2012-07-31 1 1
## 2012-08-06 0 0
## 2012-08-07 1 1
## 2012-08-14 1 1
## 2012-08-17 4 4
## 2012-08-20 4 4
## 2012-08-23 1 1
## 2012-08-28 0 0
## 2012-08-29 0 0
## 2012-08-30 1 1
## 2012-09-10 0 0
## 2012-09-13 0 0
## 2012-09-27 4 4
## 2012-10-09 1 1
## 2012-10-12 5 5
## 2012-10-16 5 5
## 2012-10-31 2 2
## 2012-11-14 1 1
## 2012-11-16 2 2
## 2012-11-26 2 2
## 2012-11-30 0 0
## 2012-12-03 0 0
## 2012-12-05 4 4
## 2012-12-12 1 1
## 2012-12-17 3 3
## 2012-12-18 3 3
## 2012-12-21 0 0
## 2012-12-26 0 0
## 2012-12-31 2 2
## 2013-01-03 3 3
## 2013-01-04 3 3
## 2013-01-10 1 1
## 2013-01-11 0 0
## 2013-01-14 0 0
## 2013-01-22 2 2
## 2013-01-29 0 0
## 2013-02-05 3 3
## 2013-02-06 3 3
## 2013-02-21 2 2
## 2013-02-25 13 13
## 2013-02-26 13 13
## 2013-02-27 13 13
## 2013-03-04 13 13
## 2013-03-07 13 13
## 2013-03-08 13 13
## 2013-03-11 13 13
## 2013-03-12 13 13
## 2013-03-18 3 3
## 2013-04-09 2 2
## 2013-04-10 2 2
## 2013-04-16 2 2
## 2013-04-17 2 2
## 2013-04-19 0 0
## 2013-04-23 2 2
## 2013-04-24 2 2
## 2013-04-30 3 3
## 2013-05-09 3 3
## 2013-05-15 3 3
## 2013-05-20 0 0
## 2013-05-24 2 2
## 2013-05-30 0 0
## 2013-06-04 0 0
## 2013-06-10 2 2
## 2013-06-12 1 1
## 2013-06-14 2 2
## 2013-06-18 2 2
## 2013-06-20 0 0
## 2013-06-21 0 0
## 2013-06-25 1 1
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## 2013-07-10 5 5
## 2013-07-12 5 5
## 2013-07-16 5 5
## 2013-07-19 0 0
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## 2013-08-07 1 1
## 2013-08-08 1 1
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## 2013-08-29 5 5
## 2013-09-10 2 2
## 2013-09-12 3 3
## 2013-09-17 3 3
## 2013-09-23 3 3
## 2013-10-03 4 4
## 2013-10-15 5 5
## 2013-10-22 5 5
## 2013-10-23 1 1
## 2013-10-25 0 0
## 2013-10-30 2 2
## 2013-10-31 2 2
## 2013-11-08 3 3
## 2013-11-14 3 3
## 2013-11-20 0 0
## 2013-11-22 1 1
## 2013-11-26 1 1
## 2013-11-29 0 0
## 2013-12-10 5 5
## 2013-12-19 1 1
## 2013-12-23 1 1
## 2014-01-06 4 4
## 2014-01-17 5 5
## 2014-01-21 5 5
## 2014-01-22 5 5
## 2014-01-23 5 5
## 2014-01-27 3 3
## 2014-01-30 3 3
## 2014-02-03 2 2
## 2014-02-11 0 0
## 2014-02-21 5 5
## 2014-02-25 5 5
## 2014-02-26 0 0
## 2014-03-03 4 4
## 2014-03-06 4 4
## 2014-03-07 4 4
## 2014-03-12 0 0
## 2014-03-18 0 0
## 2014-03-19 0 0
## 2014-03-24 2 2
## 2014-03-25 2 2
## 2014-03-28 2 2
## 2014-03-31 2 2
## 2014-04-01 2 2
## 2014-04-04 0 0
## 2014-04-07 2 2
## 2014-04-16 2 2
## 2014-04-22 4 4
## 2014-04-28 1 1
## 2014-05-01 8 8
## 2014-05-02 8 8
## 2014-05-06 8 8
## 2014-05-15 2 2
## 2014-05-16 2 2
## 2014-05-19 2 2
## 2014-05-20 10 10
## 2014-05-22 10 10
## 2014-06-02 10 10
## 2014-06-03 10 10
## 2014-06-09 1 1
## 2014-06-12 6 6
## 2014-06-13 6 6
## 2014-06-17 6 6
## 2014-06-26 2 2
## 2014-06-27 0 0
## 2014-06-30 1 1
## 2014-07-16 0 0
## 2014-07-17 1 1
## 2014-07-21 0 0
## 2014-07-22 1 1
## 2014-08-04 0 0
## 2014-08-08 2 2
## 2014-08-11 2 2
## 2014-08-21 1 1
## 2014-08-22 1 1
## 2014-08-27 1 1
## 2014-08-29 1 1
## 2014-09-18 1 1
## 2014-09-24 1 1
## 2014-09-25 1 1
## 2014-09-26 1 1
## 2014-09-29 1 1
## 2014-10-01 0 0
## 2014-10-02 1 1
## 2014-10-07 0 0
## 2014-10-10 0 0
## 2014-10-13 6 6
## 2014-10-30 4 4
## 2014-11-03 4 4
## 2014-11-13 1 1
## 2014-11-17 1 1
## 2014-11-19 1 1
## 2014-11-28 3 3
## 2014-12-02 3 3
## 2014-12-09 2 2
## 2014-12-11 2 2
## 2014-12-15 1 1
## 2014-12-17 4 4
## 2014-12-18 4 4
## 2015-01-02 6 6
## 2015-01-06 0 0
## 2015-01-07 1 1
## 2015-01-08 1 1
## 2015-01-13 1 1
## 2015-01-15 5 5
## 2015-01-20 5 5
## 2015-01-23 5 5
## 2015-01-29 1 1
## 2015-01-30 0 0
## 2015-02-02 0 0
## 2015-02-03 1 1
## 2015-02-05 0 0
## 2015-02-11 2 2
## 2015-02-18 5 5
## 2015-02-23 5 5
## 2015-02-27 3 3
## 2015-03-03 3 3
## 2015-03-06 0 0
## 2015-03-09 0 0
## 2015-03-10 8 8
## 2015-03-11 8 8
## 2015-03-12 8 8
## 2015-03-16 8 8
## 2015-03-20 8 8
## 2015-03-23 0 0
## 2015-03-30 2 2
## 2015-04-06 0 0
## 2015-04-20 5 5
## 2015-04-23 5 5
## 2015-04-24 5 5
## 2015-05-01 1 1
## 2015-05-11 1 1
## 2015-05-14 1 1
## 2015-05-27 1 1
## 2015-06-01 2 2
## 2015-06-02 0 0
## 2015-06-10 2 2
## 2015-06-16 4 4
## 2015-06-22 4 4
## 2015-06-23 0 0
## 2015-06-24 0 0
## 2015-06-25 0 0
## 2015-06-29 1 1
## 2015-07-02 3 3
## 2015-07-08 3 3
## 2015-07-10 3 3
## 2015-07-14 0 0
## 2015-07-24 2 2
## 2015-07-28 2 2
## 2015-07-31 3 3
## 2015-08-07 2 2
## 2015-08-10 2 2
## 2015-08-17 3 3
## 2015-08-19 0 0
## 2015-08-24 0 0
## 2015-08-28 3 3
## 2015-09-02 3 3
## 2015-09-09 8 8
## 2015-09-15 8 8
## 2015-09-18 0 0
## 2015-09-22 1 1
## 2015-09-23 1 1
## 2015-09-24 0 0
## 2015-10-08 4 4
## 2015-10-12 4 4
## 2015-10-19 2 2
## 2015-10-28 0 0
## 2015-10-29 3 3
## 2015-11-06 0 0
## 2015-11-17 0 0
## 2015-11-18 1 1
## 2015-11-20 1 1
## 2015-11-23 1 1
## 2015-11-24 2 2
## 2015-11-27 2 2
## 2015-12-07 2 2
## 2015-12-11 0 0
## 2015-12-15 2 2
## 2015-12-16 2 2
## 2015-12-17 0 0
## 2015-12-21 4 4
## 2015-12-24 4 4
## 2015-12-30 0 0
## 2016-01-04 0 0
## 2016-01-05 1 1
## 2016-01-06 1 1
## 2016-01-11 2 2
## 2016-01-12 2 2
## 2016-01-13 1 1
## 2016-01-14 1 1
## 2016-01-15 4 4
## 2016-01-25 2 2
## 2016-01-29 2 2
## 2016-02-04 2 2
## 2016-02-10 2 2
## 2016-02-12 6 6
## 2016-02-18 6 6
## 2016-02-29 2 2
## 2016-03-08 1 1
## 2016-03-16 1 1
## 2016-03-28 3 3
## 2016-04-11 5 5
## 2016-04-14 5 5
## 2016-05-04 0 0
## 2016-05-19 0 0
## 2016-05-24 2 2
## 2016-05-31 3 3
## 2016-06-09 4 4
## 2016-06-14 1 1
## 2016-06-16 3 3
## 2016-06-17 3 3
## 2016-06-20 3 3
## 2016-06-22 1 1
## 2016-06-29 4 4
## 2016-07-06 4 4
## 2016-07-07 4 4
## 2016-07-08 4 4
## 2016-07-11 4 4
## 2016-07-20 0 0
## 2016-07-21 1 1
## 2016-07-28 1 1
## 2016-08-02 0 0
## 2016-08-05 2 2
## 2016-08-09 1 1
## 2016-08-12 2 2
## 2016-08-15 2 2
## 2016-08-18 1 1
## 2016-08-24 3 3
## 2016-08-26 0 0
## 2016-08-31 0 0
## 2016-09-01 4 4
## 2016-09-14 1 1
## 2016-09-23 2 2
## 2016-10-06 2 2
## 2016-10-14 0 0
## 2016-10-24 0 0
## 2016-10-25 0 0
## 2016-10-27 3 3
## 2016-11-01 0 0
## 2016-11-02 0 0
## 2016-11-03 4 4
## 2016-11-08 4 4
## 2016-11-11 3 3
## 2016-11-16 2 2
## 2016-11-18 2 2
## 2016-11-23 2 2
## 2016-11-25 2 2
## 2016-11-29 1 1
## 2016-12-01 1 1
## 2016-12-07 2 2
## 2016-12-09 1 1
## 2016-12-12 3 3
## 2016-12-30 0 0
## 2017-01-05 4 4
## 2017-01-12 0 0
## 2017-01-18 1 1
## 2017-01-19 1 1
## 2017-01-25 3 3
## 2017-01-26 3 3
## 2017-02-08 3 3
## 2017-02-14 1 1
## 2017-02-24 4 4
## 2017-02-27 4 4
## 2017-03-06 0 0
## 2017-03-08 1 1
## 2017-03-13 0 0
## 2017-03-15 2 2
## 2017-03-20 0 0
## 2017-03-22 4 4
## 2017-03-27 4 4
## 2017-03-28 4 4
## 2017-03-30 1 1
## 2017-04-03 1 1
## 2017-04-05 6 6
## 2017-04-06 6 6
## 2017-04-10 6 6
## 2017-04-25 2 2
## 2017-04-28 0 0
## 2017-05-08 4 4
## 2017-05-09 4 4
## 2017-05-11 0 0
## 2017-05-19 6 6
## 2017-05-24 6 6
## 2017-05-25 6 6
## 2017-06-01 4 4
## 2017-06-09 0 0
## 2017-06-12 0 0
## 2017-06-13 0 0
## 2017-06-14 0 0
## 2017-06-16 1 1
## 2017-06-20 2 2
## 2017-06-22 2 2
## 2017-06-29 7 7
## 2017-07-05 7 7
## 2017-07-06 7 7
## 2017-07-07 7 7
## 2017-07-12 3 3
## 2017-07-17 0 0
## 2017-07-18 0 0
## 2017-07-25 1 1
## 2017-08-01 1 1
## 2017-08-15 0 0
## 2017-08-16 0 0
## 2017-08-17 0 0
## 2017-08-18 1 1
## 2017-08-24 1 1
## 2017-08-31 2 2
## 2017-09-01 2 2
## 2017-09-07 0 0
## 2017-09-12 3 3
## 2017-09-27 1 1
## 2017-09-28 1 1
## 2017-10-04 3 3
## 2017-10-06 1 1
## 2017-10-11 0 0
## 2017-10-13 1 1
## 2017-10-24 1 1
## 2017-10-26 0 0
## 2017-11-17 3 3
## 2017-11-24 0 0
## 2017-11-28 3 3
## 2017-11-30 3 3
## 2017-12-11 4 4
## 2017-12-15 3 3
## 2017-12-22 1 1
## 2017-12-27 1 1
## 2018-01-04 1 1
## 2018-01-11 3 3
## 2018-01-22 2 2
## 2018-01-23 2 2
## 2018-01-24 0 0
## 2018-01-30 1 1
## 2018-02-01 0 0
## 2018-02-08 0 0
## 2018-02-09 4 4
## 2018-02-14 4 4
## 2018-02-15 4 4
## 2018-02-21 5 5
## 2018-02-22 5 5
## 2018-03-07 6 6
## 2018-03-12 6 6
## 2018-03-13 0 0
## 2018-03-20 1 1
## 2018-03-26 1 1
## 2018-03-27 0 0
## 2018-03-29 1 1
## 2018-04-05 3 3
## 2018-04-18 1 1
## 2018-04-20 0 0
## 2018-04-23 0 0
## 2018-04-30 1 1
## 2018-05-02 0 0
## 2018-05-03 1 1
## 2018-05-07 1 1
## 2018-05-08 1 1
## 2018-05-11 2 2
## 2018-05-16 2 2
## 2018-05-17 0 0
## 2018-05-23 2 2
## 2018-06-05 1 1
## 2018-06-06 1 1
## 2018-06-19 1 1
## 2018-06-21 0 0
## 2018-06-29 1 1
## 2018-07-05 3 3
## 2018-07-06 3 3
## 2018-07-17 5 5
## 2018-07-26 2 2
## 2018-07-27 0 0
## 2018-08-01 0 0
## 2018-08-02 1 1
## 2018-08-03 1 1
## 2018-08-09 0 0
## 2018-08-27 2 2
## 2018-08-30 2 2
## 2018-09-04 2 2
## 2018-09-07 2 2
## 2018-09-20 7 7
## 2018-10-01 0 0
## 2018-10-02 1 1
## 2018-10-04 0 0
## 2018-10-18 0 0
## 2018-10-23 2 2
## 2018-11-07 1 1
## 2018-11-13 3 3
## 2018-11-14 3 3
## 2018-11-15 0 0
## 2018-11-19 0 0
## 2018-12-03 0 0
## 2018-12-10 3 3
## 2018-12-13 0 0
## 2018-12-14 0 0
## 2018-12-24 1 1
## 2018-12-27 0 0
## 2019-01-04 2 2
## 2019-01-10 0 0
## 2019-01-25 3 3
## 2019-01-31 3 3
## 2019-02-05 3 3
## 2019-02-22 3 3
## 2019-02-25 3 3
## 2019-03-01 0 0
## 2019-03-04 0 0
## 2019-03-06 0 0
## 2019-03-07 0 0
## 2019-03-13 2 2
## 2019-03-14 2 2
## 2019-03-20 1 1
## 2019-03-21 1 1
## 2019-03-22 0 0
## 2019-03-26 1 1
## 2019-03-27 1 1
## 2019-03-29 6 6
## 2019-04-10 2 2
## 2019-04-15 2 2
## 2019-04-22 2 2
## 2019-04-24 2 2
## 2019-04-29 2 2
## 2019-05-06 0 0
## 2019-05-07 0 0
## 2019-05-08 2 2
## 2019-05-10 2 2
## 2019-05-16 1 1
## 2019-05-22 0 0
## 2019-06-10 0 0
## 2019-06-14 0 0
## 2019-06-19 1 1
## 2019-06-21 1 1
## 2019-06-26 4 4
## 2019-07-10 3 3
## 2019-07-11 3 3
## 2019-07-19 0 0
## 2019-07-23 2 2
## 2019-08-05 0 0
## 2019-08-06 2 2
## 2019-08-07 2 2
## 2019-08-14 0 0
## 2019-08-16 2 2
## 2019-08-23 0 0
## 2019-09-06 9 9
## 2019-09-19 0 0
## 2019-09-26 0 0
## 2019-09-30 0 0
## 2019-10-03 1 1
## 2019-10-07 6 6
## 2019-10-08 6 6
## 2019-10-09 6 6
## 2019-10-10 6 6
## 2019-10-21 2 2
## 2019-10-22 4 4
## 2019-10-25 4 4
## 2019-10-28 4 4
## 2019-10-31 3 3
## 2019-11-01 3 3
## 2019-11-06 0 0
## 2019-11-07 0 0
## 2019-11-08 0 0
## 2019-11-14 2 2
## 2019-11-15 2 2
## 2019-11-19 1 1
## 2019-12-02 0 0
## 2019-12-05 1 1
## 2019-12-09 0 0
## 2019-12-10 0 0
## 2019-12-12 1 1
## 2019-12-13 2 2
## 2019-12-16 2 2
## 2019-12-18 3 3
## 2019-12-24 1 1
## 2019-12-26 1 1
## 2019-12-27 0 0
## 2020-01-13 5 5
## 2020-01-22 2 2
## 2020-01-23 2 2
## 2020-01-27 1 1
## 2020-02-07 4 4
## 2020-02-13 0 0
## 2020-02-14 0 0
## 2020-02-18 0 0
## 2020-02-21 0 0
## 2020-02-24 0 0
## 2020-02-25 0 0
## 2020-02-27 0 0
## 2020-03-06 0 0
## 2020-03-09 1 1
## 2020-03-11 0 0
## 2020-03-12 1 1sum <- sum(predRF_round==testingSet$incrDaysThisCycle)
length <- length(testingSet$incrDaysThisCycle)
accuracy_rfMod_round <- (sum/length)
accuracy_rfMod_round## [1] 0.9990826results_round <- c(round(accuracy_rfMod_round,2), round(100,2))
results_round <- as.factor(results_round)
results_round <- t(data.frame(results_round))
colnames(results_round) <- colnames(predDF_round)
Results_round <- rbind(predDF_round, results_round)
Results_round## predRF_round IncreasingDaysThisCycle
## 2005-09-28 1 0
## 2005-10-07 1 1
## 2005-10-10 1 1
## 2005-10-14 1 1
## 2005-10-19 0 0
## 2005-10-21 2 2
## 2005-10-24 2 2
## 2005-10-28 15 15
## 2005-11-14 15 15
## 2005-11-16 1 1
## 2005-11-22 2 2
## 2005-11-23 2 2
## 2005-12-06 2 2
## 2005-12-12 0 0
## 2005-12-13 8 8
## 2005-12-14 8 8
## 2005-12-16 8 8
## 2005-12-23 8 8
## 2005-12-27 0 0
## 2005-12-29 0 0
## 2006-01-05 3 3
## 2006-01-06 0 0
## 2006-01-09 0 0
## 2006-01-19 0 0
## 2006-01-23 2 2
## 2006-01-24 2 2
## 2006-01-26 0 0
## 2006-01-27 4 4
## 2006-02-01 4 4
## 2006-02-03 0 0
## 2006-02-07 2 2
## 2006-02-10 3 3
## 2006-02-15 3 3
## 2006-03-03 0 0
## 2006-03-09 1 1
## 2006-03-20 7 7
## 2006-03-24 1 1
## 2006-03-28 1 1
## 2006-03-29 1 1
## 2006-03-30 1 1
## 2006-04-10 0 0
## 2006-04-11 0 0
## 2006-04-12 1 1
## 2006-04-17 2 2
## 2006-04-18 2 2
## 2006-04-20 0 0
## 2006-04-27 4 4
## 2006-05-02 5 5
## 2006-05-05 5 5
## 2006-05-12 1 1
## 2006-05-25 2 2
## 2006-05-31 1 1
## 2006-06-02 0 0
## 2006-06-05 4 4
## 2006-06-06 4 4
## 2006-06-08 4 4
## 2006-06-12 0 0
## 2006-06-19 5 5
## 2006-06-28 5 5
## 2006-06-30 5 5
## 2006-07-12 0 0
## 2006-07-13 0 0
## 2006-07-21 3 3
## 2006-07-24 3 3
## 2006-07-26 3 3
## 2006-07-27 1 1
## 2006-07-28 1 1
## 2006-08-01 2 2
## 2006-08-04 0 0
## 2006-08-09 0 0
## 2006-08-10 0 0
## 2006-08-21 1 1
## 2006-08-22 1 1
## 2006-08-25 3 3
## 2006-08-31 0 0
## 2006-09-08 2 2
## 2006-09-15 0 0
## 2006-09-18 2 2
## 2006-09-20 2 2
## 2006-09-22 3 3
## 2006-09-25 3 3
## 2006-09-26 3 3
## 2006-10-02 3 3
## 2006-10-12 1 1
## 2006-10-16 0 0
## 2006-10-17 5 5
## 2006-10-18 5 5
## 2006-10-27 1 1
## 2006-10-30 1 1
## 2006-11-06 2 2
## 2006-11-13 2 2
## 2006-11-17 3 3
## 2006-11-20 3 3
## 2006-11-27 0 0
## 2006-12-08 2 2
## 2006-12-14 0 0
## 2006-12-15 0 0
## 2006-12-27 2 2
## 2007-01-04 2 2
## 2007-01-08 0 0
## 2007-01-12 1 1
## 2007-01-16 1 1
## 2007-01-17 0 0
## 2007-01-22 0 0
## 2007-01-24 2 2
## 2007-01-31 2 2
## 2007-02-01 2 2
## 2007-02-05 1 1
## 2007-02-06 0 0
## 2007-02-08 1 1
## 2007-02-13 2 2
## 2007-02-20 0 0
## 2007-02-23 0 0
## 2007-03-01 0 0
## 2007-03-14 1 1
## 2007-03-20 3 3
## 2007-03-22 0 0
## 2007-03-23 0 0
## 2007-03-27 0 0
## 2007-03-28 0 0
## 2007-04-10 0 0
## 2007-04-18 4 4
## 2007-04-19 0 0
## 2007-04-24 0 0
## 2007-04-26 0 0
## 2007-04-27 0 0
## 2007-04-30 1 1
## 2007-05-03 1 1
## 2007-05-07 0 0
## 2007-05-08 0 0
## 2007-05-09 0 0
## 2007-05-22 3 3
## 2007-05-23 3 3
## 2007-05-30 2 2
## 2007-06-05 0 0
## 2007-06-07 1 1
## 2007-06-12 0 0
## 2007-06-14 1 1
## 2007-06-15 0 0
## 2007-06-29 5 5
## 2007-07-02 5 5
## 2007-07-06 5 5
## 2007-07-11 2 2
## 2007-07-13 2 2
## 2007-07-31 0 0
## 2007-08-06 2 2
## 2007-08-09 0 0
## 2007-08-13 1 1
## 2007-08-14 0 0
## 2007-08-20 3 3
## 2007-08-22 3 3
## 2007-08-23 1 1
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## 2018-07-27 0 0
## 2018-08-01 0 0
## 2018-08-02 1 1
## 2018-08-03 1 1
## 2018-08-09 0 0
## 2018-08-27 2 2
## 2018-08-30 2 2
## 2018-09-04 2 2
## 2018-09-07 2 2
## 2018-09-20 7 7
## 2018-10-01 0 0
## 2018-10-02 1 1
## 2018-10-04 0 0
## 2018-10-18 0 0
## 2018-10-23 2 2
## 2018-11-07 1 1
## 2018-11-13 3 3
## 2018-11-14 3 3
## 2018-11-15 0 0
## 2018-11-19 0 0
## 2018-12-03 0 0
## 2018-12-10 3 3
## 2018-12-13 0 0
## 2018-12-14 0 0
## 2018-12-24 1 1
## 2018-12-27 0 0
## 2019-01-04 2 2
## 2019-01-10 0 0
## 2019-01-25 3 3
## 2019-01-31 3 3
## 2019-02-05 3 3
## 2019-02-22 3 3
## 2019-02-25 3 3
## 2019-03-01 0 0
## 2019-03-04 0 0
## 2019-03-06 0 0
## 2019-03-07 0 0
## 2019-03-13 2 2
## 2019-03-14 2 2
## 2019-03-20 1 1
## 2019-03-21 1 1
## 2019-03-22 0 0
## 2019-03-26 1 1
## 2019-03-27 1 1
## 2019-03-29 6 6
## 2019-04-10 2 2
## 2019-04-15 2 2
## 2019-04-22 2 2
## 2019-04-24 2 2
## 2019-04-29 2 2
## 2019-05-06 0 0
## 2019-05-07 0 0
## 2019-05-08 2 2
## 2019-05-10 2 2
## 2019-05-16 1 1
## 2019-05-22 0 0
## 2019-06-10 0 0
## 2019-06-14 0 0
## 2019-06-19 1 1
## 2019-06-21 1 1
## 2019-06-26 4 4
## 2019-07-10 3 3
## 2019-07-11 3 3
## 2019-07-19 0 0
## 2019-07-23 2 2
## 2019-08-05 0 0
## 2019-08-06 2 2
## 2019-08-07 2 2
## 2019-08-14 0 0
## 2019-08-16 2 2
## 2019-08-23 0 0
## 2019-09-06 9 9
## 2019-09-19 0 0
## 2019-09-26 0 0
## 2019-09-30 0 0
## 2019-10-03 1 1
## 2019-10-07 6 6
## 2019-10-08 6 6
## 2019-10-09 6 6
## 2019-10-10 6 6
## 2019-10-21 2 2
## 2019-10-22 4 4
## 2019-10-25 4 4
## 2019-10-28 4 4
## 2019-10-31 3 3
## 2019-11-01 3 3
## 2019-11-06 0 0
## 2019-11-07 0 0
## 2019-11-08 0 0
## 2019-11-14 2 2
## 2019-11-15 2 2
## 2019-11-19 1 1
## 2019-12-02 0 0
## 2019-12-05 1 1
## 2019-12-09 0 0
## 2019-12-10 0 0
## 2019-12-12 1 1
## 2019-12-13 2 2
## 2019-12-16 2 2
## 2019-12-18 3 3
## 2019-12-24 1 1
## 2019-12-26 1 1
## 2019-12-27 0 0
## 2020-01-13 5 5
## 2020-01-22 2 2
## 2020-01-23 2 2
## 2020-01-27 1 1
## 2020-02-07 4 4
## 2020-02-13 0 0
## 2020-02-14 0 0
## 2020-02-18 0 0
## 2020-02-21 0 0
## 2020-02-24 0 0
## 2020-02-25 0 0
## 2020-02-27 0 0
## 2020-03-06 0 0
## 2020-03-09 1 1
## 2020-03-11 0 0
## 2020-03-12 1 1
## results_round 1 100knnMod_round <- train(incrDaysThisCycle ~ .,
method='knn', preProcess=c('center','scale'),
tuneLength=10, trControl=trainControl(method='cv'), data=trainingSet)rpartMod_round <- train(incrDaysThisCycle ~ ., method='rpart', tuneLength=9, data=trainingSet) glmMod_round <- train(incrDaysThisCycle ~ .,
method='glm', data=trainingSet) predKNN <- predict(knnMod_round, testingSet)
predKNN_round <- ifelse(predKNN<0,0,round(predKNN,0))
predRPART <- predict(rpartMod_round, testingSet)
predRPART_round <- ifelse(predRPART<0,0,round(predRPART,0))predGLM <- predict(glmMod_round, testingSet)
predGLM_round <- ifelse(predGLM<0,0,round(predGLM,0))length=length(testingSet$incrDaysThisCycle)sumKNN_round <- sum(predKNN_round==testingSet$incrDaysThisCycle)
sumRPart_round <- sum(predRPART_round==testingSet$incrDaysThisCycle)sumGLM_round <- sum(predGLM_round==testingSet$incrDaysThisCycle)accuracy_KNN_round <- sumKNN_round/length
accuracy_RPART_round <- sumRPart_round/length accuracy_GLM_round <- sumGLM_round/length predDF2_round <- data.frame(predRF_round,predKNN_round,predRPART_round,predGLM_round,
IncreasingDaysThisCycle=testingSet$incrDaysThisCycle)
colnames(predDF2_round) <- c('RandomForest_round','KNN_round','Rpart_round','GLM_round','IncreasingDaysThisCycle')
results_round <- c(round(accuracy_rfMod_round,2),
round(accuracy_KNN_round,2),
round(accuracy_RPART_round,2),
round(accuracy_GLM_round,2),
round(100,2))
results_round <- as.factor(results_round)
results_round <- t(data.frame(results_round))
colnames(results_round) <- c('RandomForest_round','KNN_round','Rpart_round','GLM_round','IncreasingDaysThisCycle')
Results_round <- rbind(predDF2_round, results_round)
Results_round## RandomForest_round KNN_round Rpart_round GLM_round
## 2005-09-28 1 1 0 0
## 2005-10-07 1 2 1 1
## 2005-10-10 1 1 1 1
## 2005-10-14 1 1 1 1
## 2005-10-19 0 0 0 0
## 2005-10-21 2 3 2 2
## 2005-10-24 2 2 2 2
## 2005-10-28 15 15 14 15
## 2005-11-14 15 14 14 15
## 2005-11-16 1 1 1 1
## 2005-11-22 2 2 2 2
## 2005-11-23 2 2 2 2
## 2005-12-06 2 2 2 2
## 2005-12-12 0 0 0 0
## 2005-12-13 8 4 9 8
## 2005-12-14 8 6 9 8
## 2005-12-16 8 6 9 8
## 2005-12-23 8 4 9 8
## 2005-12-27 0 0 0 0
## 2005-12-29 0 0 0 0
## 2006-01-05 3 2 3 3
## 2006-01-06 0 0 0 0
## 2006-01-09 0 0 0 0
## 2006-01-19 0 0 0 0
## 2006-01-23 2 3 2 2
## 2006-01-24 2 1 2 2
## 2006-01-26 0 0 0 0
## 2006-01-27 4 3 4 4
## 2006-02-01 4 3 4 4
## 2006-02-03 0 0 0 0
## 2006-02-07 2 2 2 2
## 2006-02-10 3 2 3 3
## 2006-02-15 3 2 3 3
## 2006-03-03 0 0 0 0
## 2006-03-09 1 2 1 1
## 2006-03-20 7 6 6 7
## 2006-03-24 1 1 1 1
## 2006-03-28 1 2 1 1
## 2006-03-29 1 2 1 1
## 2006-03-30 1 2 1 1
## 2006-04-10 0 0 0 0
## 2006-04-11 0 0 0 0
## 2006-04-12 1 1 1 1
## 2006-04-17 2 2 2 2
## 2006-04-18 2 2 2 2
## 2006-04-20 0 0 0 0
## 2006-04-27 4 3 4 4
## 2006-05-02 5 4 5 5
## 2006-05-05 5 4 5 5
## 2006-05-12 1 2 1 1
## 2006-05-25 2 2 2 2
## 2006-05-31 1 2 1 1
## 2006-06-02 0 0 0 0
## 2006-06-05 4 2 4 4
## 2006-06-06 4 4 4 4
## 2006-06-08 4 4 4 4
## 2006-06-12 0 0 0 0
## 2006-06-19 5 4 5 5
## 2006-06-28 5 2 5 5
## 2006-06-30 5 4 5 5
## 2006-07-12 0 0 0 0
## 2006-07-13 0 0 0 0
## 2006-07-21 3 3 3 3
## 2006-07-24 3 4 3 3
## 2006-07-26 3 2 3 3
## 2006-07-27 1 2 1 1
## 2006-07-28 1 1 1 1
## 2006-08-01 2 2 2 2
## 2006-08-04 0 0 0 0
## 2006-08-09 0 0 0 0
## 2006-08-10 0 0 0 0
## 2006-08-21 1 1 1 1
## 2006-08-22 1 1 1 1
## 2006-08-25 3 3 3 3
## 2006-08-31 0 0 0 0
## 2006-09-08 2 2 2 2
## 2006-09-15 0 0 0 0
## 2006-09-18 2 2 2 2
## 2006-09-20 2 2 2 2
## 2006-09-22 3 3 3 3
## 2006-09-25 3 3 3 3
## 2006-09-26 3 3 3 3
## 2006-10-02 3 3 3 3
## 2006-10-12 1 1 1 1
## 2006-10-16 0 0 0 0
## 2006-10-17 5 3 5 5
## 2006-10-18 5 5 5 5
## 2006-10-27 1 1 1 1
## 2006-10-30 1 1 1 1
## 2006-11-06 2 3 2 2
## 2006-11-13 2 1 2 2
## 2006-11-17 3 2 3 3
## 2006-11-20 3 4 3 3
## 2006-11-27 0 0 0 0
## 2006-12-08 2 3 2 2
## 2006-12-14 0 0 0 0
## 2006-12-15 0 0 0 0
## 2006-12-27 2 2 2 2
## 2007-01-04 2 2 2 2
## 2007-01-08 0 0 0 0
## 2007-01-12 1 1 1 1
## 2007-01-16 1 1 1 1
## 2007-01-17 0 0 0 0
## 2007-01-22 0 0 0 0
## 2007-01-24 2 2 2 2
## 2007-01-31 2 2 2 2
## 2007-02-01 2 2 2 2
## 2007-02-05 1 1 1 1
## 2007-02-06 0 0 0 0
## 2007-02-08 1 2 1 1
## 2007-02-13 2 2 2 2
## 2007-02-20 0 0 0 0
## 2007-02-23 0 0 0 0
## 2007-03-01 0 0 0 0
## 2007-03-14 1 2 1 1
## 2007-03-20 3 3 3 3
## 2007-03-22 0 0 0 0
## 2007-03-23 0 0 0 0
## 2007-03-27 0 0 0 0
## 2007-03-28 0 0 0 0
## 2007-04-10 0 0 0 0
## 2007-04-18 4 3 4 4
## 2007-04-19 0 0 0 0
## 2007-04-24 0 0 0 0
## 2007-04-26 0 0 0 0
## 2007-04-27 0 0 0 0
## 2007-04-30 1 0 1 1
## 2007-05-03 1 2 1 1
## 2007-05-07 0 0 0 0
## 2007-05-08 0 0 0 0
## 2007-05-09 0 0 0 0
## 2007-05-22 3 3 3 3
## 2007-05-23 3 3 3 3
## 2007-05-30 2 2 2 2
## 2007-06-05 0 0 0 0
## 2007-06-07 1 1 1 1
## 2007-06-12 0 0 0 0
## 2007-06-14 1 1 1 1
## 2007-06-15 0 0 0 0
## 2007-06-29 5 5 5 5
## 2007-07-02 5 5 5 5
## 2007-07-06 5 5 5 5
## 2007-07-11 2 2 2 2
## 2007-07-13 2 2 2 2
## 2007-07-31 0 0 0 0
## 2007-08-06 2 2 2 2
## 2007-08-09 0 0 0 0
## 2007-08-13 1 1 1 1
## 2007-08-14 0 0 0 0
## 2007-08-20 3 3 3 3
## 2007-08-22 3 2 3 3
## 2007-08-23 1 1 1 1
## 2007-08-29 4 2 4 4
## 2007-09-04 4 2 4 4
## 2007-09-06 0 0 0 0
## 2007-09-11 1 1 1 1
## 2007-09-13 2 3 2 2
## 2007-09-17 2 2 2 2
## 2007-09-20 0 0 0 0
## 2007-09-27 0 0 0 0
## 2007-10-03 7 5 6 7
## 2007-10-09 7 5 6 7
## 2007-10-12 1 1 1 1
## 2007-10-15 2 2 2 2
## 2007-10-23 3 3 3 3
## 2007-10-24 3 2 3 3
## 2007-10-26 0 0 0 0
## 2007-10-29 1 2 1 1
## 2007-11-07 0 0 0 0
## 2007-11-12 3 3 3 3
## 2007-11-15 0 0 0 0
## 2007-11-16 0 0 0 0
## 2007-11-19 0 0 0 0
## 2007-11-21 2 3 2 2
## 2007-11-23 2 1 2 2
## 2007-11-28 1 1 1 1
## 2007-11-30 1 1 1 1
## 2007-12-06 2 1 2 2
## 2007-12-14 0 0 0 0
## 2007-12-20 3 3 3 3
## 2007-12-21 1 1 1 1
## 2007-12-26 0 0 0 0
## 2007-12-28 0 0 0 0
## 2007-12-31 0 0 0 0
## 2008-01-09 1 1 1 1
## 2008-01-14 3 3 3 3
## 2008-01-18 1 1 1 1
## 2008-01-23 1 1 1 1
## 2008-01-24 0 0 0 0
## 2008-02-05 3 3 3 3
## 2008-02-11 0 0 0 0
## 2008-02-20 1 1 1 1
## 2008-03-10 0 0 0 0
## 2008-03-12 0 0 0 0
## 2008-03-17 5 2 5 5
## 2008-03-24 5 4 5 5
## 2008-04-03 4 4 4 4
## 2008-04-07 4 4 4 4
## 2008-04-09 1 1 1 1
## 2008-04-10 1 2 1 1
## 2008-04-14 0 0 0 0
## 2008-04-30 1 1 1 1
## 2008-05-01 1 1 1 1
## 2008-05-06 0 0 0 0
## 2008-05-07 0 0 0 0
## 2008-05-12 0 0 0 0
## 2008-05-13 3 2 3 3
## 2008-05-14 3 3 3 3
## 2008-05-15 3 3 3 3
## 2008-05-16 3 1 3 3
## 2008-05-22 0 0 0 0
## 2008-05-28 1 1 1 1
## 2008-06-02 3 3 3 3
## 2008-06-05 3 3 3 3
## 2008-06-12 3 2 3 3
## 2008-06-13 3 3 3 3
## 2008-06-17 3 3 3 3
## 2008-06-18 1 1 1 1
## 2008-06-23 0 0 0 0
## 2008-06-24 1 1 1 1
## 2008-07-01 0 0 0 0
## 2008-07-03 3 3 3 3
## 2008-07-16 3 3 3 3
## 2008-07-21 2 2 2 2
## 2008-07-31 6 5 6 6
## 2008-08-07 4 4 4 4
## 2008-08-08 4 4 4 4
## 2008-08-11 4 3 4 4
## 2008-08-12 4 3 4 4
## 2008-08-13 0 0 0 0
## 2008-08-19 0 0 0 0
## 2008-08-21 1 1 1 1
## 2008-08-25 0 0 0 0
## 2008-08-29 3 4 3 3
## 2008-09-04 1 1 1 1
## 2008-09-08 0 0 0 0
## 2008-09-12 2 2 2 2
## 2008-09-15 1 1 1 1
## 2008-10-02 0 0 0 0
## 2008-10-10 2 2 2 2
## 2008-10-16 5 2 5 5
## 2008-10-17 5 4 5 5
## 2008-10-20 5 4 5 5
## 2008-10-22 5 4 5 5
## 2008-10-23 1 1 1 1
## 2008-10-30 3 3 3 3
## 2008-11-03 3 2 3 3
## 2008-11-05 0 0 0 0
## 2008-11-10 1 2 1 1
## 2008-11-11 1 1 1 1
## 2008-11-18 0 0 0 0
## 2008-11-21 5 4 5 5
## 2008-11-24 5 4 5 5
## 2008-11-25 5 4 5 5
## 2008-12-09 1 1 1 1
## 2008-12-15 2 2 2 2
## 2008-12-22 0 0 0 0
## 2008-12-24 1 1 1 1
## 2008-12-26 0 0 0 0
## 2008-12-29 3 3 3 3
## 2009-01-07 3 3 3 3
## 2009-01-08 3 3 3 3
## 2009-01-21 2 2 2 2
## 2009-01-22 2 2 2 2
## 2009-01-23 2 1 2 2
## 2009-01-30 2 1 2 2
## 2009-02-04 0 0 0 0
## 2009-02-05 1 1 1 1
## 2009-02-11 2 2 2 2
## 2009-02-18 0 0 0 0
## 2009-02-20 2 1 2 2
## 2009-02-24 2 1 2 2
## 2009-02-26 0 0 0 0
## 2009-03-02 0 0 0 0
## 2009-03-04 1 1 1 1
## 2009-03-10 4 5 4 4
## 2009-03-12 4 4 4 4
## 2009-03-17 2 2 2 2
## 2009-03-19 0 0 0 0
## 2009-03-31 5 5 5 5
## 2009-04-07 3 3 3 3
## 2009-04-09 3 3 3 3
## 2009-04-20 4 4 4 4
## 2009-04-21 4 4 4 4
## 2009-04-23 4 4 4 4
## 2009-04-30 4 3 4 4
## 2009-05-12 0 0 0 0
## 2009-05-20 0 0 0 0
## 2009-05-28 3 2 3 3
## 2009-05-29 3 3 3 3
## 2009-06-01 3 4 3 3
## 2009-06-02 3 3 3 3
## 2009-06-08 1 1 1 1
## 2009-06-11 2 2 2 2
## 2009-06-12 2 2 2 2
## 2009-06-16 2 3 2 2
## 2009-06-19 0 0 0 0
## 2009-06-22 0 0 0 0
## 2009-06-26 0 0 0 0
## 2009-06-29 1 1 1 1
## 2009-07-01 1 1 1 1
## 2009-07-02 1 1 1 1
## 2009-07-08 1 1 1 1
## 2009-07-09 1 1 1 1
## 2009-07-10 1 1 1 1
## 2009-07-17 1 1 1 1
## 2009-07-20 1 1 1 1
## 2009-07-24 6 5 6 6
## 2009-08-05 2 2 2 2
## 2009-08-07 1 1 1 1
## 2009-08-11 2 1 2 2
## 2009-08-19 5 4 5 5
## 2009-08-26 5 3 5 5
## 2009-09-01 9 3 9 9
## 2009-09-08 9 6 9 9
## 2009-09-10 9 6 9 9
## 2009-09-11 9 6 9 9
## 2009-09-14 9 6 9 9
## 2009-09-21 1 1 1 1
## 2009-09-25 2 1 2 2
## 2009-09-28 0 0 0 0
## 2009-10-02 3 3 3 3
## 2009-10-05 3 3 3 3
## 2009-10-08 3 3 3 3
## 2009-10-12 3 2 3 3
## 2009-10-15 2 2 2 2
## 2009-10-21 0 0 0 0
## 2009-10-28 1 0 1 1
## 2009-11-05 3 3 3 3
## 2009-11-06 3 3 3 3
## 2009-11-09 3 2 3 3
## 2009-11-11 1 1 1 1
## 2009-12-08 0 0 0 0
## 2009-12-17 0 0 0 0
## 2009-12-30 1 1 1 1
## 2010-01-04 1 1 1 1
## 2010-01-05 1 1 1 1
## 2010-01-14 3 3 3 3
## 2010-01-28 4 5 4 4
## 2010-02-02 4 3 4 4
## 2010-02-08 3 3 3 3
## 2010-02-09 3 2 3 3
## 2010-02-12 3 3 3 3
## 2010-02-16 3 2 3 3
## 2010-02-24 4 3 4 4
## 2010-02-25 2 2 2 2
## 2010-03-05 1 1 1 1
## 2010-03-10 2 2 2 2
## 2010-03-15 0 0 0 0
## 2010-03-16 0 0 0 0
## 2010-03-19 3 2 3 3
## 2010-03-22 3 3 3 3
## 2010-03-25 0 0 0 0
## 2010-03-30 2 2 2 2
## 2010-04-06 0 0 0 0
## 2010-04-08 1 1 1 1
## 2010-04-12 1 2 1 1
## 2010-04-15 0 0 0 0
## 2010-04-28 2 3 2 2
## 2010-04-29 2 2 2 2
## 2010-04-30 1 1 1 1
## 2010-05-05 1 1 1 1
## 2010-05-07 1 1 1 1
## 2010-05-14 1 1 1 1
## 2010-05-18 1 1 1 1
## 2010-05-19 1 1 1 1
## 2010-05-20 1 1 1 1
## 2010-05-21 1 1 1 1
## 2010-05-26 4 4 4 4
## 2010-05-27 4 4 4 4
## 2010-06-03 0 0 0 0
## 2010-06-04 0 0 0 0
## 2010-06-07 1 1 1 1
## 2010-06-08 1 1 1 1
## 2010-06-16 3 3 3 3
## 2010-06-18 0 0 0 0
## 2010-06-21 0 0 0 0
## 2010-06-23 1 1 1 1
## 2010-06-24 0 0 0 0
## 2010-06-28 0 0 0 0
## 2010-06-30 2 3 2 2
## 2010-07-06 2 2 2 2
## 2010-07-07 2 3 2 2
## 2010-07-08 2 2 2 2
## 2010-07-12 1 1 1 1
## 2010-07-16 0 0 0 0
## 2010-07-19 5 3 5 5
## 2010-07-21 5 4 5 5
## 2010-08-20 0 0 0 0
## 2010-08-25 1 1 1 1
## 2010-08-31 4 3 4 4
## 2010-09-01 4 4 4 4
## 2010-09-03 4 1 4 4
## 2010-09-08 0 0 0 0
## 2010-09-17 2 2 2 2
## 2010-09-21 2 2 2 2
## 2010-09-22 0 0 0 0
## 2010-09-23 2 2 2 2
## 2010-10-01 2 2 2 2
## 2010-10-05 1 1 1 1
## 2010-10-07 1 1 1 1
## 2010-10-12 2 2 2 2
## 2010-10-13 2 2 2 2
## 2010-10-15 1 1 1 1
## 2010-10-19 1 1 1 1
## 2010-10-26 4 4 4 4
## 2010-10-29 0 0 0 0
## 2010-11-08 0 0 0 0
## 2010-11-12 1 1 1 1
## 2010-11-15 1 1 1 1
## 2010-11-16 4 4 4 4
## 2010-11-22 4 3 4 4
## 2010-11-24 1 1 1 1
## 2010-11-29 0 0 0 0
## 2010-12-06 1 1 1 1
## 2010-12-10 1 1 1 1
## 2010-12-17 2 1 2 2
## 2010-12-21 2 1 2 2
## 2010-12-28 2 2 2 2
## 2011-01-04 4 4 4 4
## 2011-01-10 4 3 4 4
## 2011-01-24 4 4 4 4
## 2011-01-31 0 0 0 0
## 2011-02-22 0 0 0 0
## 2011-02-23 0 0 0 0
## 2011-02-28 2 2 2 2
## 2011-03-02 2 2 2 2
## 2011-03-11 2 3 2 2
## 2011-03-29 1 1 1 1
## 2011-03-30 1 1 1 1
## 2011-04-04 0 0 0 0
## 2011-04-06 0 0 0 0
## 2011-04-18 2 2 2 2
## 2011-04-21 2 2 2 2
## 2011-04-29 2 2 2 2
## 2011-05-05 3 3 3 3
## 2011-05-13 1 1 1 1
## 2011-05-17 0 0 0 0
## 2011-05-19 1 3 1 1
## 2011-05-25 0 0 0 0
## 2011-05-27 0 0 0 0
## 2011-06-01 1 0 1 1
## 2011-06-02 1 1 1 1
## 2011-06-03 0 0 0 0
## 2011-06-09 2 2 2 2
## 2011-06-14 1 1 1 1
## 2011-06-15 1 1 1 1
## 2011-06-17 3 3 3 3
## 2011-06-20 3 3 3 3
## 2011-06-23 1 2 1 1
## 2011-07-01 2 2 2 2
## 2011-07-07 1 0 1 1
## 2011-07-12 0 0 0 0
## 2011-07-13 0 0 0 0
## 2011-07-18 0 0 0 0
## 2011-07-19 0 0 0 0
## 2011-07-20 0 0 0 0
## 2011-07-28 1 0 1 1
## 2011-08-02 1 1 1 1
## 2011-08-05 0 0 0 0
## 2011-08-18 0 0 0 0
## 2011-08-22 1 2 1 1
## 2011-08-23 1 1 1 1
## 2011-08-25 2 2 2 2
## 2011-08-26 2 2 2 2
## 2011-08-30 1 1 1 1
## 2011-09-08 0 0 0 0
## 2011-09-13 4 5 4 4
## 2011-10-06 3 2 3 3
## 2011-10-07 4 3 4 4
## 2011-10-13 4 3 4 4
## 2011-10-17 1 1 1 1
## 2011-10-19 1 1 1 1
## 2011-10-28 3 2 3 3
## 2011-11-01 0 0 0 0
## 2011-11-10 1 1 1 1
## 2011-11-14 0 0 0 0
## 2011-11-16 0 0 0 0
## 2011-11-29 5 5 5 5
## 2011-12-09 2 2 2 2
## 2011-12-13 3 2 3 3
## 2011-12-15 3 3 3 3
## 2011-12-23 0 0 0 0
## 2011-12-28 1 1 1 1
## 2011-12-29 1 1 1 1
## 2012-01-17 3 2 3 3
## 2012-01-18 3 3 3 3
## 2012-01-19 3 3 3 3
## 2012-01-24 5 5 5 5
## 2012-01-31 3 2 3 3
## 2012-02-01 3 3 3 3
## 2012-02-08 0 0 0 0
## 2012-02-09 0 0 0 0
## 2012-02-10 1 1 1 1
## 2012-02-16 1 2 1 1
## 2012-03-01 1 2 1 1
## 2012-03-02 1 1 1 1
## 2012-03-12 3 3 3 3
## 2012-03-13 3 3 3 3
## 2012-03-16 2 2 2 2
## 2012-03-19 2 2 2 2
## 2012-03-23 2 2 2 2
## 2012-03-30 0 0 0 0
## 2012-04-05 0 0 0 0
## 2012-04-09 0 0 0 0
## 2012-04-10 2 2 2 2
## 2012-04-13 4 3 4 4
## 2012-04-17 4 4 4 4
## 2012-04-20 0 0 0 0
## 2012-04-23 4 4 4 4
## 2012-04-25 4 4 4 4
## 2012-04-27 4 3 4 4
## 2012-04-30 0 0 0 0
## 2012-05-04 1 1 1 1
## 2012-05-25 6 5 6 6
## 2012-06-05 2 2 2 2
## 2012-06-26 3 3 3 3
## 2012-06-27 3 3 3 3
## 2012-06-28 3 3 3 3
## 2012-07-19 0 0 0 0
## 2012-07-25 2 2 2 2
## 2012-07-27 2 2 2 2
## 2012-07-30 1 1 1 1
## 2012-07-31 1 1 1 1
## 2012-08-06 0 0 0 0
## 2012-08-07 1 1 1 1
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## results_round 1 0.76 0.97 1
## IncreasingDaysThisCycle
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## 2019-11-14 2
## 2019-11-15 2
## 2019-11-19 1
## 2019-12-02 0
## 2019-12-05 1
## 2019-12-09 0
## 2019-12-10 0
## 2019-12-12 1
## 2019-12-13 2
## 2019-12-16 2
## 2019-12-18 3
## 2019-12-24 1
## 2019-12-26 1
## 2019-12-27 0
## 2020-01-13 5
## 2020-01-22 2
## 2020-01-23 2
## 2020-01-27 1
## 2020-02-07 4
## 2020-02-13 0
## 2020-02-14 0
## 2020-02-18 0
## 2020-02-21 0
## 2020-02-24 0
## 2020-02-25 0
## 2020-02-27 0
## 2020-03-06 0
## 2020-03-09 1
## 2020-03-11 0
## 2020-03-12 1
## results_round 100Lets compare this to the table we just saw earlier when the values weren’t rounded or zero if less than zero.
Results## RandomForest KNN Rpart GLM
## 2005-09-28 0.853999999999997 1 0 -2.42070207540644e-14
## 2005-10-07 1.046 1.8 1 0.999999999999965
## 2005-10-10 1.05 1.4 1 1
## 2005-10-14 1.052 1 1 0.999999999999974
## 2005-10-19 0.035999999999994 0 0 -3.10904035067404e-14
## 2005-10-21 1.988 3.2 2 1.99999999999997
## 2005-10-24 1.996 1.8 2 2
## 2005-10-28 15 15 14.4 14.9999999999999
## 2005-11-14 14.99 13.6 14.4 15
## 2005-11-16 1.038 1.4 1 0.999999999999965
## 2005-11-22 1.998 2.2 2 1.99999999999998
## 2005-11-23 2.012 2 2 1.99999999999997
## 2005-12-06 1.998 2.2 2 1.99999999999998
## 2005-12-12 0.0299999999999932 0 0 -5.77731854528682e-15
## 2005-12-13 7.972 3.6 8.65116279069767 7.99999999999995
## 2005-12-14 7.97 5.8 8.65116279069767 7.99999999999996
## 2005-12-16 7.984 5.6 8.65116279069767 7.99999999999996
## 2005-12-23 7.992 4.2 8.65116279069767 7.99999999999995
## 2005-12-27 0.0119999999999932 0 0 -2.70936006180898e-14
## 2005-12-29 0.0419999999999933 0 0 -2.79817790377899e-14
## 2006-01-05 2.976 2.4 3 2.99999999999997
## 2006-01-06 -7.8186346286202e-15 0 0 -3.15344927165904e-14
## 2006-01-09 0.00799999999999316 0 0 -4.66709552066166e-15
## 2006-01-19 0.0259999999999931 0 0 -2.59833775934647e-14
## 2006-01-23 1.996 3 2 2
## 2006-01-24 2 1.4 2 1.99999999999997
## 2006-01-26 0.025999999999993 0 0 -2.53172437786896e-14
## 2006-01-27 3.992 3 4 3.99999999999996
## 2006-02-01 3.978 3.2 4 3.99999999999997
## 2006-02-03 0.00999999999999204 0 0 -3.19785819264405e-14
## 2006-02-07 2 2 2 1.99999999999997
## 2006-02-10 2.986 2.4 3 2.99999999999996
## 2006-02-15 2.996 2.4 3 2.99999999999997
## 2006-03-03 0.00599999999999211 0 0 -3.04242696919653e-14
## 2006-03-09 1 1.6 1 0.999999999999971
## 2006-03-20 7 6.4 6.24242424242424 6.99999999999999
## 2006-03-24 0.998 1.2 1 0.999999999999963
## 2006-03-28 1.004 2 1 0.999999999999974
## 2006-03-29 1.004 1.8 1 0.999999999999976
## 2006-03-30 1 2 1 0.999999999999969
## 2006-04-10 -6.95887791835048e-15 0 0 -1.11438184186116e-15
## 2006-04-11 -6.94910795573378e-15 0 0 -2.70936006180898e-14
## 2006-04-12 1 1 1 0.999999999999964
## 2006-04-17 2 2.2 2 1.99999999999999
## 2006-04-18 2 2.4 2 1.99999999999998
## 2006-04-20 -6.99085234145969e-15 0 0 -2.75376898279399e-14
## 2006-04-27 4 3 4 3.99999999999997
## 2006-05-02 5 3.8 5 4.99999999999997
## 2006-05-05 5 4.2 5 4.99999999999996
## 2006-05-12 1 1.6 1 0.999999999999964
## 2006-05-25 2 2.2 2 1.99999999999998
## 2006-05-31 1 2 1 0.999999999999968
## 2006-06-02 -7.97584220890712e-15 0 0 -3.41990279756908e-14
## 2006-06-05 3.986 2 4 3.99999999999998
## 2006-06-06 3.992 3.8 4 3.99999999999997
## 2006-06-08 4 4.4 4 3.99999999999997
## 2006-06-12 -6.97752966516418e-15 0 0 3.32651025663947e-15
## 2006-06-19 5 4.4 5 4.99999999999999
## 2006-06-28 5 1.8 5 4.99999999999995
## 2006-06-30 5 3.6 5 4.99999999999996
## 2006-07-12 -6.90825174842757e-15 0 0 -3.13124481116654e-14
## 2006-07-13 -7.00772773143399e-15 0 0 -1.75456826063135e-14
## 2006-07-21 3 2.6 3 2.99999999999996
## 2006-07-24 3 3.6 3 3
## 2006-07-26 2.994 2.2 3 2.99999999999997
## 2006-07-27 1 2.2 1 0.999999999999977
## 2006-07-28 1.006 1.4 1 0.999999999999973
## 2006-08-01 2 1.8 2 1.99999999999997
## 2006-08-04 -7.89590615113411e-15 0 0 -2.77597344328649e-14
## 2006-08-09 -6.91802171104428e-15 0 0 -2.70936006180898e-14
## 2006-08-10 -7.05302483083869e-15 0 0 -2.57613329885396e-14
## 2006-08-21 0.996 1.4 1 0.999999999999995
## 2006-08-22 1 1.2 1 0.999999999999976
## 2006-08-25 3 2.8 3 2.99999999999996
## 2006-08-31 -7.04325486822199e-15 0 0 -2.53172437786896e-14
## 2006-09-08 2 1.8 2 1.99999999999997
## 2006-09-15 -7.92077514688572e-15 0 0 -3.41990279756908e-14
## 2006-09-18 2 1.6 2 1.99999999999999
## 2006-09-20 2 2.4 2 1.99999999999997
## 2006-09-22 3 3.2 3 2.99999999999997
## 2006-09-25 3 3.2 3 3
## 2006-09-26 3 2.6 3 2.99999999999997
## 2006-10-02 3 3.2 3 3
## 2006-10-12 1.006 1 1 0.999999999999979
## 2006-10-16 -6.99174051987939e-15 0 0 -4.66709552066166e-15
## 2006-10-17 5 2.6 5 4.99999999999996
## 2006-10-18 5 4.6 5 4.99999999999997
## 2006-10-27 1 1.2 1 0.999999999999962
## 2006-10-30 1 1.4 1 0.999999999999996
## 2006-11-06 2 2.8 2 2
## 2006-11-13 2 1 2 1.99999999999999
## 2006-11-17 3 1.8 3 2.99999999999996
## 2006-11-20 3 3.6 3 3
## 2006-11-27 -6.83897383169096e-15 0.2 0 4.10366637387708e-15
## 2006-12-08 2 3.2 2 1.99999999999997
## 2006-12-14 -6.97397695148538e-15 0 0 -2.37629315442144e-14
## 2006-12-15 -7.92876875266302e-15 0 0 -3.39769833707658e-14
## 2006-12-27 2 2 2 1.99999999999997
## 2007-01-04 2.004 2 2 1.99999999999997
## 2007-01-08 -6.89936996423057e-15 0.2 0 -8.21980919946216e-15
## 2007-01-12 1 1.4 1 0.999999999999961
## 2007-01-16 1 1.2 1 0.999999999999974
## 2007-01-17 -6.75104416814065e-15 0 0 -2.66495114082398e-14
## 2007-01-22 -6.92335078156248e-15 0.2 0 -5.55527394036178e-15
## 2007-01-24 2 2.2 2 1.99999999999998
## 2007-01-31 2 2.2 2 1.99999999999997
## 2007-02-01 2 1.6 2 1.99999999999997
## 2007-02-05 1 1.2 1 0.999999999999998
## 2007-02-06 -6.75903777391795e-15 0 0 -3.10904035067404e-14
## 2007-02-08 1 1.6 1 0.999999999999975
## 2007-02-13 2.008 1.6 2 1.99999999999998
## 2007-02-20 -6.51656506533982e-15 0.2 0 -2.50951991737645e-14
## 2007-02-23 0.00199999999999241 0 0 -3.06463142968903e-14
## 2007-03-01 -7.1134209633783e-15 0 0 -3.06463142968903e-14
## 2007-03-14 1 1.6 1 0.999999999999966
## 2007-03-20 3 3.4 3 2.99999999999998
## 2007-03-22 -6.94111434995648e-15 0 0 -2.22086193097391e-14
## 2007-03-23 -7.8204109854596e-15 0 0 -3.13124481116654e-14
## 2007-03-27 -6.74571509762245e-15 0.2 0 -2.66495114082398e-14
## 2007-03-28 -6.80788758700146e-15 0 0 -2.99801804821152e-14
## 2007-04-10 -6.94910795573378e-15 0 0 -2.53172437786896e-14
## 2007-04-18 3.976 2.6 4 3.99999999999997
## 2007-04-19 -6.96154245360958e-15 0 0 -2.19865747048141e-14
## 2007-04-24 -6.78479494808926e-15 0.2 0 -2.53172437786896e-14
## 2007-04-26 -6.93489710101858e-15 0 0 -1.62134149767633e-14
## 2007-04-27 -7.8150819149414e-15 0 0 -2.50951991737645e-14
## 2007-04-30 1.012 0.2 1 0.999999999999993
## 2007-05-03 1 1.6 1 0.999999999999968
## 2007-05-07 -6.98552327094149e-15 0 0 -4.2230063108116e-15
## 2007-05-08 -6.96687152412778e-15 0 0 -2.73156452230149e-14
## 2007-05-09 -6.99529323355819e-15 0 0 -3.35328941609157e-14
## 2007-05-22 3 2.6 3 2.99999999999997
## 2007-05-23 3 2.8 3 2.99999999999997
## 2007-05-30 1.998 2.4 2 1.99999999999997
## 2007-06-05 -6.90469903474877e-15 0 0 -2.64274668033147e-14
## 2007-06-07 1.014 1 1 0.999999999999977
## 2007-06-12 -6.96420698886868e-15 0 0 -2.79817790377899e-14
## 2007-06-14 1 1.2 1 0.999999999999979
## 2007-06-15 -7.94031507211912e-15 0 0 -3.10904035067404e-14
## 2007-06-29 5 4.8 5 4.99999999999995
## 2007-07-02 5 4.8 5 4.99999999999999
## 2007-07-06 5 5.4 5 4.99999999999996
## 2007-07-11 2 2.2 2 1.99999999999997
## 2007-07-13 2 1.8 2 1.99999999999996
## 2007-07-31 -6.89492907213207e-15 0 0 -2.24306639146642e-14
## 2007-08-06 2 2.4 2 1.99999999999999
## 2007-08-09 0.00199999999999295 0.2 0 -2.22086193097391e-14
## 2007-08-13 1 1.4 1 1
## 2007-08-14 -6.87894186057747e-15 0 0 -2.70936006180898e-14
## 2007-08-20 3 3 3 3
## 2007-08-22 3 2.2 3 2.99999999999996
## 2007-08-23 1 1 1 0.999999999999971
## 2007-08-29 4 2.4 4 3.99999999999997
## 2007-09-04 3.994 1.8 4 3.99999999999997
## 2007-09-06 -7.17026438223911e-15 0 0 -2.77597344328649e-14
## 2007-09-11 1.002 1.2 1 0.999999999999974
## 2007-09-13 1.996 2.6 2 1.99999999999998
## 2007-09-17 2 2.4 2 1.99999999999999
## 2007-09-20 -7.17470527433761e-15 0 0 -2.70936006180898e-14
## 2007-09-27 -7.0885519676267e-15 0 0 -2.79817790377899e-14
## 2007-10-03 7 5.4 6.24242424242424 6.99999999999996
## 2007-10-09 7 4.8 6.24242424242424 6.99999999999996
## 2007-10-12 1 1.4 1 0.999999999999971
## 2007-10-15 2 2.4 2 1.99999999999999
## 2007-10-23 3 3.2 3 2.99999999999997
## 2007-10-24 3 2.2 3 2.99999999999997
## 2007-10-26 -8.01403388095423e-15 0 0 -3.46431171855409e-14
## 2007-10-29 1.008 1.6 1 0.999999999999991
## 2007-11-07 -6.81943390645756e-15 0 0 -2.70936006180898e-14
## 2007-11-12 3 3.2 3 3
## 2007-11-15 -7.19158066431191e-15 0 0 -2.70936006180898e-14
## 2007-11-16 -7.98827670678293e-15 0 0 -3.08683589018154e-14
## 2007-11-19 -6.97752966516418e-15 0 0 8.84019602464124e-16
## 2007-11-21 2 2.6 2 1.99999999999998
## 2007-11-23 2 1.4 2 1.99999999999997
## 2007-11-28 1 1 1 0.999999999999971
## 2007-11-30 1.004 1 1 0.999999999999972
## 2007-12-06 2 1.4 2 1.99999999999997
## 2007-12-14 -7.91189336268872e-15 0 0 -3.35328941609157e-14
## 2007-12-20 3 3 3 2.99999999999998
## 2007-12-21 1 1.2 1 0.999999999999964
## 2007-12-26 -6.15507644852187e-15 0 0 -2.48731545688395e-14
## 2007-12-28 -7.02549129982799e-15 0 0 -2.55392883836146e-14
## 2007-12-31 -6.22701890051758e-15 0 0 2.1788578768903e-16
## 2008-01-09 1.024 0.8 1 0.999999999999971
## 2008-01-14 3 2.6 3 3
## 2008-01-18 1 1 1 0.999999999999973
## 2008-01-23 1 1 1 0.999999999999971
## 2008-01-24 -7.03526126244469e-15 0 0 -2.57613329885396e-14
## 2008-02-05 3 3 3 2.99999999999998
## 2008-02-11 -6.96065427518988e-15 0 0 -6.44345236006191e-15
## 2008-02-20 1 1.4 1 0.999999999999975
## 2008-03-10 -6.86650736270167e-15 0 0 2.21628723201431e-15
## 2008-03-12 -6.73860967026485e-15 0 0 -2.26527085195892e-14
## 2008-03-17 4.978 2.2 5 4.99999999999999
## 2008-03-24 5 4 5 4.99999999999999
## 2008-04-03 4 3.8 4 3.99999999999998
## 2008-04-07 4 3.8 4 4
## 2008-04-09 1 1.2 1 0.999999999999971
## 2008-04-10 1 1.6 1 0.99999999999998
## 2008-04-14 -6.95443702625198e-15 0 0 -3.77891710096153e-15
## 2008-04-30 0.998 1.4 1 0.999999999999967
## 2008-05-01 1 1.2 1 0.999999999999977
## 2008-05-06 -6.94644342047468e-15 0 0 -2.46511099639145e-14
## 2008-05-07 -6.92690349524128e-15 0 0 -2.62054221983897e-14
## 2008-05-12 -6.95088431257318e-15 0 0 -5.33322933543675e-15
## 2008-05-13 3 2.4 3 2.99999999999996
## 2008-05-14 3 3.2 3 2.99999999999997
## 2008-05-15 3 3 3 2.99999999999998
## 2008-05-16 2.998 1.4 3 2.99999999999997
## 2008-05-22 -7.0814465402691e-15 0 0 -2.55392883836146e-14
## 2008-05-28 0.996 1.4 1 0.999999999999969
## 2008-06-02 3.002 2.8 3 2.99999999999999
## 2008-06-05 3.008 2.6 3 2.99999999999997
## 2008-06-12 2.988 2.4 3 2.99999999999997
## 2008-06-13 3 3.4 3 2.99999999999997
## 2008-06-17 3 3.4 3 2.99999999999997
## 2008-06-18 0.998 1.4 1 0.999999999999969
## 2008-06-23 -6.42774722336981e-15 0.4 0 2.43833183693934e-15
## 2008-06-24 1 1 1 0.99999999999997
## 2008-07-01 -6.60360655047043e-15 0 0 -2.68715560131648e-14
## 2008-07-03 2.998 2.8 3 2.99999999999998
## 2008-07-16 3 3 3 2.99999999999996
## 2008-07-21 2 2.2 2 1.99999999999999
## 2008-07-31 5.992 4.8 6.24242424242424 5.99999999999997
## 2008-08-07 4 3.8 4 3.99999999999998
## 2008-08-08 4 3.8 4 3.99999999999996
## 2008-08-11 4 3.4 4 4
## 2008-08-12 3.998 3.2 4 3.99999999999997
## 2008-08-13 -6.90913992684727e-15 0 0 -3.08683589018154e-14
## 2008-08-19 -6.85851375692437e-15 0 0 -1.93220394457137e-14
## 2008-08-21 1 1.4 1 0.999999999999974
## 2008-08-25 -6.95710156151108e-15 0 0 -5.99936315021185e-15
## 2008-08-29 3 3.6 3 2.99999999999997
## 2008-09-04 1 1 1 0.999999999999974
## 2008-09-08 -6.96065427518988e-15 0 0 -4.88914012558669e-15
## 2008-09-12 2 1.8 2 1.99999999999997
## 2008-09-15 1 1.2 1 0.999999999999991
## 2008-10-02 -7.04414304664169e-15 0 0 -2.57613329885396e-14
## 2008-10-10 2 2.2 2 1.99999999999996
## 2008-10-16 5 2.4 5 4.99999999999996
## 2008-10-17 4.994 4.2 5 4.99999999999996
## 2008-10-20 4.994 4.4 5 5
## 2008-10-22 5 3.6 5 4.99999999999996
## 2008-10-23 1 0.8 1 0.999999999999977
## 2008-10-30 3 2.6 3 2.99999999999997
## 2008-11-03 2.988 2 3 2.99999999999999
## 2008-11-05 -6.91269264052608e-15 0 0 -2.42070207540644e-14
## 2008-11-10 1.016 2 1 0.999999999999993
## 2008-11-11 0.998 1.2 1 0.99999999999998
## 2008-11-18 -6.93578527943828e-15 0 0 -2.8203823642715e-14
## 2008-11-21 5 4.4 5 4.99999999999997
## 2008-11-24 5 3.8 5 4.99999999999999
## 2008-11-25 5 4.2 5 4.99999999999997
## 2008-12-09 1 1 1 0.999999999999976
## 2008-12-15 2 2.4 2 1.99999999999999
## 2008-12-22 -6.95266066941258e-15 0 0 -5.33322933543675e-15
## 2008-12-24 1 1.2 1 0.999999999999973
## 2008-12-26 -7.89857068639321e-15 0 0 -3.28667603461406e-14
## 2008-12-29 3 2.6 3 2.99999999999998
## 2009-01-07 3 3 3 2.99999999999998
## 2009-01-08 3 3.2 3 2.99999999999997
## 2009-01-21 2 2.2 2 1.99999999999996
## 2009-01-22 2.004 2.4 2 1.99999999999998
## 2009-01-23 2 1.2 2 1.99999999999997
## 2009-01-30 2 1.4 2 1.99999999999997
## 2009-02-04 -6.82565115539546e-15 0 0 -3.02022250870403e-14
## 2009-02-05 1 1 1 0.99999999999997
## 2009-02-11 2 2.2 2 1.99999999999997
## 2009-02-18 -6.83275658275306e-15 0 0 -2.53172437786896e-14
## 2009-02-20 1.998 0.8 2 1.99999999999997
## 2009-02-24 2.006 1.2 2 1.99999999999998
## 2009-02-26 -7.01660951563099e-15 0 0 -2.62054221983897e-14
## 2009-03-02 -6.78035405599076e-15 0 0 7.72997300001608e-16
## 2009-03-04 1 1.2 1 0.999999999999976
## 2009-03-10 4 4.6 4 3.99999999999997
## 2009-03-12 3.998 4.4 4 3.99999999999997
## 2009-03-17 2 2.4 2 1.99999999999998
## 2009-03-19 -6.77413680705285e-15 0.4 0 -2.08763516801889e-14
## 2009-03-31 4.998 5 5 4.99999999999997
## 2009-04-07 2.996 2.8 3 2.99999999999997
## 2009-04-09 2.998 2.8 3 2.99999999999998
## 2009-04-20 3.986 4.4 4 3.99999999999999
## 2009-04-21 4 4.2 4 3.99999999999997
## 2009-04-23 4 4.4 4 3.99999999999997
## 2009-04-30 3.994 3.2 4 3.99999999999996
## 2009-05-12 -6.76170230917705e-15 0 0 -2.33188423343643e-14
## 2009-05-20 -6.51390053008072e-15 0 0 -2.70936006180898e-14
## 2009-05-28 2.946 1.6 3 2.99999999999997
## 2009-05-29 2.996 3.4 3 2.99999999999997
## 2009-06-01 3 3.8 3 3
## 2009-06-02 3 2.6 3 2.99999999999997
## 2009-06-08 1.016 1.2 1 0.999999999999995
## 2009-06-11 1.996 2.4 2 1.99999999999998
## 2009-06-12 1.996 1.8 2 1.99999999999997
## 2009-06-16 1.998 2.6 2 1.99999999999998
## 2009-06-19 -7.75379760398209e-15 0 0 -3.10904035067404e-14
## 2009-06-22 -6.77857769915136e-15 0 0 -2.44664947141135e-15
## 2009-06-26 -7.47402140177655e-15 0 0 -3.33108495559907e-14
## 2009-06-29 1.008 1.2 1 0.999999999999992
## 2009-07-01 1.026 1.2 1 0.999999999999966
## 2009-07-02 1 1.2 1 0.99999999999998
## 2009-07-08 1.01 1 1 0.999999999999966
## 2009-07-09 1 1 1 0.999999999999981
## 2009-07-10 1.016 1 1 0.999999999999965
## 2009-07-17 1.004 1 1 0.999999999999964
## 2009-07-20 1 1 1 1
## 2009-07-24 5.982 5 6.24242424242424 5.99999999999996
## 2009-08-05 2 1.8 2 1.99999999999997
## 2009-08-07 1.002 1 1 0.999999999999973
## 2009-08-11 2.006 1.4 2 1.99999999999997
## 2009-08-19 4.972 3.8 5 4.99999999999996
## 2009-08-26 4.99 2.8 5 4.99999999999996
## 2009-09-01 9.014 3.2 8.65116279069767 8.99999999999995
## 2009-09-08 9.014 6.2 8.65116279069767 8.99999999999996
## 2009-09-10 9.008 6.2 8.65116279069767 8.99999999999996
## 2009-09-11 9.014 6 8.65116279069767 8.99999999999996
## 2009-09-14 9.008 5.6 8.65116279069767 8.99999999999999
## 2009-09-21 1.004 1 1 1
## 2009-09-25 1.998 1.2 2 1.99999999999997
## 2009-09-28 -6.90913992684727e-15 0 0 -4.44505091573663e-15
## 2009-10-02 3 3.4 3 2.99999999999997
## 2009-10-05 3 3.2 3 3
## 2009-10-08 3 2.8 3 2.99999999999998
## 2009-10-12 3 2.4 3 3
## 2009-10-15 2.004 1.8 2 1.99999999999998
## 2009-10-21 -6.79012401860746e-15 0 0 -2.42070207540644e-14
## 2009-10-28 1.004 0.4 1 0.999999999999967
## 2009-11-05 2.994 3 3 2.99999999999998
## 2009-11-06 3 3.2 3 2.99999999999997
## 2009-11-09 3.002 2.4 3 3
## 2009-11-11 1.002 1.2 1 0.999999999999976
## 2009-12-08 -6.91890988946398e-15 0 0 -2.59833775934647e-14
## 2009-12-17 0.003999999999993 0 0 -2.62054221983897e-14
## 2009-12-30 1 1.2 1 0.999999999999977
## 2010-01-04 0.998 1.2 1 0.999999999999992
## 2010-01-05 1 1.2 1 0.999999999999976
## 2010-01-14 3 2.6 3 2.99999999999998
## 2010-01-28 4 4.6 4 3.99999999999997
## 2010-02-02 3.998 2.8 4 3.99999999999997
## 2010-02-08 3 3 3 3
## 2010-02-09 3 2 3 2.99999999999997
## 2010-02-12 3 3.2 3 2.99999999999997
## 2010-02-16 3.024 2.4 3 2.99999999999998
## 2010-02-24 4 3.2 4 3.99999999999997
## 2010-02-25 2 1.6 2 1.99999999999997
## 2010-03-05 1 1 1 0.999999999999975
## 2010-03-10 2 1.6 2 1.99999999999997
## 2010-03-15 -6.95621338309138e-15 0 0 -3.5568724960365e-15
## 2010-03-16 -6.96509516728838e-15 0 0 -2.53172437786896e-14
## 2010-03-19 3 1.6 3 2.99999999999996
## 2010-03-22 3 3 3 3
## 2010-03-25 -7.02549129982799e-15 0 0 -2.75376898279399e-14
## 2010-03-30 2 1.6 2 1.99999999999997
## 2010-04-06 -6.98108237884298e-15 0 0 -2.75376898279399e-14
## 2010-04-08 1 1.2 1 0.999999999999977
## 2010-04-12 1.004 1.6 1 1
## 2010-04-15 -7.0929928597252e-15 0 0 -2.64274668033147e-14
## 2010-04-28 2 3.2 2 1.99999999999997
## 2010-04-29 2.004 1.6 2 1.99999999999998
## 2010-04-30 1 1 1 0.999999999999965
## 2010-05-05 1 1.2 1 0.999999999999976
## 2010-05-07 1 1 1 0.999999999999963
## 2010-05-14 1 1 1 0.999999999999963
## 2010-05-18 1 1 1 0.99999999999997
## 2010-05-19 1 1.2 1 0.999999999999974
## 2010-05-20 1.002 1 1 0.999999999999973
## 2010-05-21 1 1 1 0.999999999999973
## 2010-05-26 4 3.8 4 3.99999999999997
## 2010-05-27 3.996 4 4 3.99999999999998
## 2010-06-03 -7.14184267280871e-15 0 0 -2.70936006180898e-14
## 2010-06-04 0.00599999999999204 0 0 -3.04242696919653e-14
## 2010-06-07 1 1.4 1 0.999999999999992
## 2010-06-08 1 1 1 0.99999999999998
## 2010-06-16 3 3.2 3 2.99999999999998
## 2010-06-18 0.00599999999999203 0 0 -3.28667603461406e-14
## 2010-06-21 -6.95976609677018e-15 0 0 -3.77891710096153e-15
## 2010-06-23 1 1.4 1 0.999999999999976
## 2010-06-24 -7.1294081749329e-15 0 0 -2.77597344328649e-14
## 2010-06-28 -6.95798973993078e-15 0 0 -5.33322933543675e-15
## 2010-06-30 2 2.6 2 1.99999999999998
## 2010-07-06 2 1.8 2 1.99999999999997
## 2010-07-07 2 3.2 2 1.99999999999997
## 2010-07-08 2 1.8 2 1.99999999999998
## 2010-07-12 1 1.2 1 0.999999999999992
## 2010-07-16 0.00599999999999205 0 0 -3.28667603461406e-14
## 2010-07-19 5 2.8 5 4.99999999999998
## 2010-07-21 5 4.4 5 4.99999999999997
## 2010-08-20 -7.95719046209342e-15 0 0 -3.33108495559907e-14
## 2010-08-25 1.002 1.2 1 0.999999999999977
## 2010-08-31 4 3.4 4 3.99999999999998
## 2010-09-01 4 4 4 3.99999999999997
## 2010-09-03 4.014 1.4 4 3.99999999999997
## 2010-09-08 -6.94999613415348e-15 0 0 -3.10904035067404e-14
## 2010-09-17 2 2.2 2 1.99999999999996
## 2010-09-21 2 1.6 2 1.99999999999998
## 2010-09-22 -6.87805368215777e-15 0 0 -2.93140466673401e-14
## 2010-09-23 2 2 2 1.99999999999997
## 2010-10-01 2 2.4 2 1.99999999999997
## 2010-10-05 1 1 1 0.99999999999998
## 2010-10-07 1 1.2 1 0.99999999999998
## 2010-10-12 2 2.2 2 1.99999999999998
## 2010-10-13 2 2 2 1.99999999999997
## 2010-10-15 1 1 1 0.999999999999963
## 2010-10-19 1 1.2 1 0.999999999999969
## 2010-10-26 4 3.6 4 3.99999999999998
## 2010-10-29 -7.97939492258593e-15 0 0 -3.41990279756908e-14
## 2010-11-08 -6.96864788096718e-15 0 0 -4.66709552066166e-15
## 2010-11-12 1 1 1 0.999999999999964
## 2010-11-15 1 1 1 1
## 2010-11-16 4 3.8 4 3.99999999999996
## 2010-11-22 4 3.4 4 3.99999999999999
## 2010-11-24 1 1 1 0.999999999999972
## 2010-11-29 -6.96864788096718e-15 0 0 -4.2230063108116e-15
## 2010-12-06 1 1 1 1
## 2010-12-10 1 1 1 0.999999999999975
## 2010-12-17 2 1.2 2 1.99999999999996
## 2010-12-21 2 1.4 2 1.99999999999998
## 2010-12-28 2 2.4 2 1.99999999999998
## 2011-01-04 4 3.8 4 3.99999999999996
## 2011-01-10 4 3 4 3.99999999999999
## 2011-01-24 4 4 4 4
## 2011-01-31 -6.96154245360958e-15 0 0 -4.66709552066166e-15
## 2011-02-22 -6.96154245360958e-15 0 0 -2.42070207540644e-14
## 2011-02-23 -6.94289070679588e-15 0 0 -2.75376898279399e-14
## 2011-02-28 2 1.8 2 2
## 2011-03-02 2 2.2 2 1.99999999999998
## 2011-03-11 2 2.6 2 1.99999999999997
## 2011-03-29 1 1.2 1 0.999999999999969
## 2011-03-30 1.002 1.2 1 0.999999999999976
## 2011-04-04 -6.96154245360958e-15 0 0 -4.88914012558669e-15
## 2011-04-06 -6.95177249099288e-15 0 0 -3.13124481116654e-14
## 2011-04-18 2 1.6 2 2
## 2011-04-21 2 1.6 2 1.99999999999996
## 2011-04-29 2 2.4 2 1.99999999999997
## 2011-05-05 3 3.2 3 2.99999999999997
## 2011-05-13 1 1 1 0.999999999999963
## 2011-05-17 -6.87716550373807e-15 0 0 -2.8203823642715e-14
## 2011-05-19 1.028 2.6 1 0.99999999999998
## 2011-05-25 -6.76969591495435e-15 0 0 -2.62054221983897e-14
## 2011-05-27 -7.8115292012626e-15 0 0 -2.97581358771902e-14
## 2011-06-01 1.006 0.2 1 0.999999999999968
## 2011-06-02 1 1.4 1 0.999999999999979
## 2011-06-03 -7.90123522165231e-15 0 0 -3.39769833707658e-14
## 2011-06-09 2 2.2 2 1.99999999999997
## 2011-06-14 1 1.2 1 0.999999999999968
## 2011-06-15 0.998 1.2 1 0.999999999999976
## 2011-06-17 3 3 3 2.99999999999997
## 2011-06-20 3 2.6 3 3
## 2011-06-23 1 1.6 1 0.999999999999977
## 2011-07-01 2 1.8 2 1.99999999999997
## 2011-07-07 1.084 0 1 0.999999999999991
## 2011-07-12 -6.09112760230346e-15 0 0 -1.68795487915384e-14
## 2011-07-13 0.00199999999999395 0 0 -2.1542485494964e-14
## 2011-07-18 -6.18971540689017e-15 0 0 7.32331314529003e-15
## 2011-07-19 -6.07958128284736e-15 0 0 -1.77677272112385e-14
## 2011-07-20 0.00199999999999396 0 0 -2.1320440890039e-14
## 2011-07-28 1.094 0 1 0.99999999999998
## 2011-08-02 1 1 1 0.99999999999997
## 2011-08-05 -7.91011700584932e-15 0 0 -3.50872063953909e-14
## 2011-08-18 -7.0778938265903e-15 0 0 -2.66495114082398e-14
## 2011-08-22 1 1.6 1 0.999999999999989
## 2011-08-23 1 1.4 1 0.999999999999976
## 2011-08-25 2 2.2 2 1.99999999999997
## 2011-08-26 1.998 2.2 2 1.99999999999997
## 2011-08-30 1 1.2 1 0.999999999999967
## 2011-09-08 -7.1294081749329e-15 0 0 -2.99801804821152e-14
## 2011-09-13 4 4.6 4 3.99999999999997
## 2011-10-06 3 2.4 3 2.99999999999997
## 2011-10-07 4 3.4 4 3.99999999999995
## 2011-10-13 4 3 4 3.99999999999997
## 2011-10-17 1 1.4 1 0.99999999999999
## 2011-10-19 1 1.4 1 0.999999999999965
## 2011-10-28 3.024 2.4 3 2.99999999999997
## 2011-11-01 -6.93134438733978e-15 0 0 -2.8203823642715e-14
## 2011-11-10 1 1.2 1 0.999999999999969
## 2011-11-14 -6.90292267790937e-15 0 0 -7.33163077976203e-15
## 2011-11-16 -6.86384282744257e-15 0 0 -3.13124481116654e-14
## 2011-11-29 5 4.8 5 4.99999999999997
## 2011-12-09 2 2.2 2 1.99999999999997
## 2011-12-13 3 2.4 3 2.99999999999997
## 2011-12-15 3 3.4 3 2.99999999999998
## 2011-12-23 -7.89857068639321e-15 0 0 -3.41990279756908e-14
## 2011-12-28 1.008 1 1 0.999999999999965
## 2011-12-29 1 1 1 0.999999999999979
## 2012-01-17 3 2.4 3 2.99999999999996
## 2012-01-18 3 3.2 3 2.99999999999997
## 2012-01-19 3 3.4 3 2.99999999999998
## 2012-01-24 5 4.6 5 4.99999999999997
## 2012-01-31 3 2.2 3 2.99999999999996
## 2012-02-01 3 3 3 2.99999999999997
## 2012-02-08 -6.98197055726268e-15 0 0 -3.37549387658408e-14
## 2012-02-09 -7.14450720806781e-15 0 0 -2.95360912722652e-14
## 2012-02-10 1 1.2 1 0.999999999999961
## 2012-02-16 1 1.8 1 0.999999999999979
## 2012-03-01 1 1.6 1 0.999999999999966
## 2012-03-02 1 1.2 1 0.999999999999971
## 2012-03-12 3 3.2 3 2.99999999999998
## 2012-03-13 3 3 3 2.99999999999998
## 2012-03-16 2 1.6 2 1.99999999999996
## 2012-03-19 2 2 2 2
## 2012-03-23 2 2.2 2 1.99999999999997
## 2012-03-30 -7.86659626328401e-15 0 0 -3.37549387658408e-14
## 2012-04-05 -7.14273085122841e-15 0 0 -2.97581358771902e-14
## 2012-04-09 -6.95088431257318e-15 0 0 -7.99776459453713e-15
## 2012-04-10 2 1.6 2 1.99999999999997
## 2012-04-13 4 3.2 4 3.99999999999995
## 2012-04-17 4 3.8 4 3.99999999999998
## 2012-04-20 -7.87903076115981e-15 0 0 -3.48651617904659e-14
## 2012-04-23 4 3.8 4 3.99999999999998
## 2012-04-25 4 3.6 4 3.99999999999997
## 2012-04-27 4 2.8 4 3.99999999999996
## 2012-04-30 -6.93312074417918e-15 0 0 -7.7757199896121e-15
## 2012-05-04 1 1.2 1 0.999999999999961
## 2012-05-25 6 4.6 6.24242424242424 5.99999999999996
## 2012-06-05 2 2.2 2 1.99999999999998
## 2012-06-26 3 3.2 3 2.99999999999998
## 2012-06-27 3 3.2 3 2.99999999999997
## 2012-06-28 3 2.6 3 2.99999999999997
## 2012-07-19 -7.0867756107873e-15 0 0 -2.37629315442144e-14
## 2012-07-25 2 2 2 1.99999999999996
## 2012-07-27 2 2.2 2 1.99999999999997
## 2012-07-30 1 1.2 1 0.99999999999999
## 2012-07-31 1 1 1 0.999999999999978
## 2012-08-06 -6.93312074417918e-15 0 0 -7.109586174837e-15
## 2012-08-07 1 1.2 1 0.999999999999971
## 2012-08-14 1 1.6 1 0.999999999999968
## 2012-08-17 4 4 4 3.99999999999997
## 2012-08-20 4 3.8 4 4
## 2012-08-23 1 1.2 1 0.999999999999971
## 2012-08-28 -6.98019420042328e-15 0 0 -2.79817790377899e-14
## 2012-08-29 -6.98197055726268e-15 0 0 -3.13124481116654e-14
## 2012-08-30 1 1.4 1 0.999999999999968
## 2012-09-10 -6.93667345785798e-15 0 0 -6.66549696498694e-15
## 2012-09-13 -7.02815583508709e-15 0 0 -2.68715560131648e-14
## 2012-09-27 4 3.8 4 3.99999999999996
## 2012-10-09 1 1.2 1 0.999999999999969
## 2012-10-12 5 4.6 5 4.99999999999997
## 2012-10-16 5 4.6 5 4.99999999999997
## 2012-10-31 2 2 2 1.99999999999998
## 2012-11-14 1 1.4 1 0.999999999999967
## 2012-11-16 1.998 2.4 2 1.99999999999996
## 2012-11-26 2 2.2 2 2
## 2012-11-30 -7.94830867789642e-15 0 0 -3.41990279756908e-14
## 2012-12-03 -6.94733159889438e-15 0 0 -5.55527394036178e-15
## 2012-12-05 4 3.8 4 3.99999999999996
## 2012-12-12 1 1.2 1 0.999999999999964
## 2012-12-17 3 2.8 3 2.99999999999998
## 2012-12-18 3 3.2 3 2.99999999999998
## 2012-12-21 -7.94297960737822e-15 0 0 -3.30888049510657e-14
## 2012-12-26 -6.96953605938688e-15 0 0 -3.17565373215155e-14
## 2012-12-31 2 2.2 2 2
## 2013-01-03 3 2.8 3 2.99999999999996
## 2013-01-04 3 2.8 3 2.99999999999997
## 2013-01-10 1 1.4 1 0.999999999999979
## 2013-01-11 -7.96696042471012e-15 0 0 -3.37549387658408e-14
## 2013-01-14 -6.95621338309138e-15 0 0 -7.109586174837e-15
## 2013-01-22 2 2.6 2 1.99999999999998
## 2013-01-29 -6.95887791835048e-15 0 0 -2.55392883836146e-14
## 2013-02-05 3 3 3 2.99999999999998
## 2013-02-06 3 3.4 3 2.99999999999997
## 2013-02-21 2 2 2 1.99999999999998
## 2013-02-25 12.988 6.2 14.4 13
## 2013-02-26 12.994 13.2 14.4 13
## 2013-02-27 12.988 11.4 14.4 13
## 2013-03-04 12.994 12 14.4 13
## 2013-03-07 12.994 11.6 14.4 13
## 2013-03-08 12.988 11.6 14.4 12.9999999999999
## 2013-03-11 12.994 12 14.4 13
## 2013-03-12 12.994 13.2 14.4 13
## 2013-03-18 3 3.2 3 3
## 2013-04-09 2 2 2 1.99999999999997
## 2013-04-10 2 2.2 2 1.99999999999998
## 2013-04-16 2 2.4 2 1.99999999999998
## 2013-04-17 2 2 2 1.99999999999997
## 2013-04-19 -7.97406585206772e-15 0 0 -3.50872063953909e-14
## 2013-04-23 2 2.4 2 1.99999999999998
## 2013-04-24 2 1.8 2 1.99999999999997
## 2013-04-30 3 3.2 3 2.99999999999997
## 2013-05-09 3 3 3 2.99999999999998
## 2013-05-15 3 3.4 3 2.99999999999997
## 2013-05-20 -6.98374691410209e-15 0 0 -4.88914012558669e-15
## 2013-05-24 2 1.4 2 1.99999999999997
## 2013-05-30 -7.18891612905281e-15 0 0 -2.79817790377899e-14
## 2013-06-04 -6.99262869829909e-15 0 0 -2.90920020624151e-14
## 2013-06-10 2 2 2 2
## 2013-06-12 1 1 1 0.999999999999963
## 2013-06-14 2 1.8 2 1.99999999999996
## 2013-06-18 2 1 2 1.99999999999998
## 2013-06-20 -7.15516534910421e-15 0 0 -2.73156452230149e-14
## 2013-06-21 -7.94653232105702e-15 0 0 -3.28667603461406e-14
## 2013-06-25 1 1.4 1 0.999999999999979
## 2013-07-02 4 2.6 4 3.99999999999996
## 2013-07-10 5 3.6 5 4.99999999999995
## 2013-07-12 5 4.6 5 4.99999999999997
## 2013-07-16 5 4.2 5 4.99999999999997
## 2013-07-19 -7.98028310100562e-15 0 0 -3.37549387658408e-14
## 2013-07-23 4 2.4 4 3.99999999999996
## 2013-07-30 2 2 2 1.99999999999997
## 2013-08-07 1 1 1 0.999999999999964
## 2013-08-08 1 1.2 1 0.99999999999998
## 2013-08-21 3 3 3 2.99999999999998
## 2013-08-26 1 1 1 1
## 2013-08-29 5 4.6 5 4.99999999999997
## 2013-09-10 2 2.2 2 1.99999999999998
## 2013-09-12 3 2.4 3 2.99999999999996
## 2013-09-17 3 3.2 3 2.99999999999997
## 2013-09-23 3 2.8 3 2.99999999999999
## 2013-10-03 4 4.4 4 3.99999999999997
## 2013-10-15 5 4 5 4.99999999999996
## 2013-10-22 5 3.4 5 4.99999999999997
## 2013-10-23 1 1.4 1 0.999999999999967
## 2013-10-25 -7.93942689369942e-15 0 0 -3.22006265313655e-14
## 2013-10-30 2 1.8 2 1.99999999999997
## 2013-10-31 2 2 2 1.99999999999997
## 2013-11-08 3 2.8 3 2.99999999999997
## 2013-11-14 3 3.4 3 2.99999999999998
## 2013-11-20 -7.03614944086439e-15 0 0 -3.19785819264405e-14
## 2013-11-22 0.998 1.2 1 0.999999999999973
## 2013-11-26 1 1.2 1 0.99999999999997
## 2013-11-29 -7.99360577730113e-15 0 0 -3.19785819264405e-14
## 2013-12-10 5 3.8 5 4.99999999999997
## 2013-12-19 1 1.4 1 0.999999999999969
## 2013-12-23 1 1.2 1 0.999999999999991
## 2014-01-06 4 3 4 3.99999999999999
## 2014-01-17 5 4.8 5 4.99999999999997
## 2014-01-21 5 4.8 5 4.99999999999997
## 2014-01-22 5 4.8 5 4.99999999999997
## 2014-01-23 5 3.6 5 4.99999999999997
## 2014-01-27 3 3 3 2.99999999999999
## 2014-01-30 3 2.6 3 2.99999999999997
## 2014-02-03 2 2.6 2 2
## 2014-02-11 -7.02193858614919e-15 0 0 -2.79817790377899e-14
## 2014-02-21 5 5 5 4.99999999999997
## 2014-02-25 5 4.4 5 4.99999999999997
## 2014-02-26 -6.98641144936118e-15 0 0 -3.28667603461406e-14
## 2014-03-03 4 2.8 4 3.99999999999998
## 2014-03-06 4 4 4 3.99999999999997
## 2014-03-07 3.958 3.2 4 3.99999999999997
## 2014-03-12 -7.04325486822199e-15 0 0 -3.06463142968903e-14
## 2014-03-18 -7.03082037034619e-15 0 0 -2.79817790377899e-14
## 2014-03-19 -7.05124847399929e-15 0 0 -3.24226711362906e-14
## 2014-03-24 2 2.6 2 2
## 2014-03-25 1.998 1.4 2 1.99999999999997
## 2014-03-28 2 1.4 2 1.99999999999996
## 2014-03-31 2 2.8 2 2
## 2014-04-01 1.998 1.4 2 1.99999999999997
## 2014-04-04 -8.02291566515123e-15 0 0 -3.26447157412156e-14
## 2014-04-07 2 1.6 2 1.99999999999999
## 2014-04-16 2 1.4 2 1.99999999999997
## 2014-04-22 4 3.6 4 3.99999999999997
## 2014-04-28 1 1.2 1 0.999999999999992
## 2014-05-01 8 6.8 8.65116279069767 7.99999999999996
## 2014-05-02 8 8.4 8.65116279069767 7.99999999999996
## 2014-05-06 8 7 8.65116279069767 7.99999999999997
## 2014-05-15 2 1.6 2 1.99999999999997
## 2014-05-16 2 2.4 2 1.99999999999997
## 2014-05-19 2 1.6 2 2
## 2014-05-20 10 5.8 8.65116279069767 9.99999999999995
## 2014-05-22 10 8 8.65116279069767 9.99999999999996
## 2014-06-02 10 7 8.65116279069767 9.99999999999998
## 2014-06-03 10 7.4 8.65116279069767 9.99999999999996
## 2014-06-09 1 1.2 1 0.999999999999991
## 2014-06-12 6 4.4 6.24242424242424 5.99999999999996
## 2014-06-13 5.988 6.2 6.24242424242424 5.99999999999997
## 2014-06-17 6 5.6 6.24242424242424 5.99999999999997
## 2014-06-26 2 1.6 2 1.99999999999998
## 2014-06-27 -7.97140131680862e-15 0 0 -3.30888049510657e-14
## 2014-06-30 1 1.2 1 0.999999999999993
## 2014-07-16 -6.98197055726268e-15 0 0 -3.24226711362906e-14
## 2014-07-17 1 1 1 0.999999999999973
## 2014-07-21 -6.98729962778089e-15 0 0 -5.33322933543675e-15
## 2014-07-22 1.01 1.2 1 0.999999999999968
## 2014-08-04 -6.98374691410209e-15 0 0 -2.44664947141135e-15
## 2014-08-08 2 2.4 2 1.99999999999998
## 2014-08-11 2 1.6 2 2
## 2014-08-21 1 1.4 1 0.999999999999972
## 2014-08-22 1 1.2 1 0.999999999999973
## 2014-08-27 1 1 1 0.999999999999964
## 2014-08-29 1 1 1 0.999999999999964
## 2014-09-18 1.006 1 1 0.999999999999978
## 2014-09-24 1 1 1 0.999999999999974
## 2014-09-25 1 1.4 1 0.999999999999971
## 2014-09-26 1 1 1 0.999999999999973
## 2014-09-29 1 1 1 0.999999999999994
## 2014-10-01 -6.98019420042328e-15 0 0 -2.93140466673401e-14
## 2014-10-02 1 1 1 0.999999999999969
## 2014-10-07 -6.96243063202928e-15 0 0 -2.39849761491394e-14
## 2014-10-10 -7.94475596421762e-15 0 0 -2.8203823642715e-14
## 2014-10-13 5.97 3.8 6.24242424242424 5.99999999999999
## 2014-10-30 4 3.4 4 3.99999999999998
## 2014-11-03 4 3.8 4 4
## 2014-11-13 1 1 1 0.999999999999977
## 2014-11-17 1 1.2 1 0.99999999999999
## 2014-11-19 1 1 1 0.999999999999966
## 2014-11-28 3 2.8 3 2.99999999999996
## 2014-12-02 3 2.2 3 2.99999999999996
## 2014-12-09 2 2.2 2 1.99999999999997
## 2014-12-11 2 2 2 1.99999999999997
## 2014-12-15 1 1 1 0.999999999999999
## 2014-12-17 4 4 4 3.99999999999997
## 2014-12-18 4 3.8 4 3.99999999999997
## 2015-01-02 6 5.2 6.24242424242424 5.99999999999996
## 2015-01-06 -6.98019420042328e-15 0 0 -2.77597344328649e-14
## 2015-01-07 1 1 1 0.999999999999962
## 2015-01-08 1 1.2 1 0.999999999999977
## 2015-01-13 1 1.2 1 0.999999999999977
## 2015-01-15 5 4.6 5 4.99999999999996
## 2015-01-20 5 4.8 5 4.99999999999996
## 2015-01-23 5 4.2 5 4.99999999999996
## 2015-01-29 1 1.2 1 0.999999999999974
## 2015-01-30 -7.99893484781933e-15 0 0 -2.62054221983897e-14
## 2015-02-02 -6.99085234145969e-15 0 0 -6.44345236006191e-15
## 2015-02-03 1 1.4 1 0.999999999999971
## 2015-02-05 -7.19513337799072e-15 0 0 -2.77597344328649e-14
## 2015-02-11 2 2 2 1.99999999999996
## 2015-02-18 5 5.6 5 4.99999999999997
## 2015-02-23 5 5 5 5
## 2015-02-27 3 2.6 3 2.99999999999996
## 2015-03-03 3 3 3 2.99999999999998
## 2015-03-06 -8.00159938307843e-15 0 0 -3.33108495559907e-14
## 2015-03-09 -6.98197055726268e-15 0 0 -6.22140775513688e-15
## 2015-03-10 8 5.4 8.65116279069767 7.99999999999995
## 2015-03-11 8 7.4 8.65116279069767 7.99999999999996
## 2015-03-12 8 7.2 8.65116279069767 7.99999999999996
## 2015-03-16 8 6.6 8.65116279069767 7.99999999999999
## 2015-03-20 8 6 8.65116279069767 7.99999999999995
## 2015-03-23 -6.94733159889438e-15 0 0 -2.89073868126141e-15
## 2015-03-30 1.994 1.4 2 2
## 2015-04-06 -6.98907598462029e-15 0 0 -2.44664947141135e-15
## 2015-04-20 5 5.6 5 4.99999999999999
## 2015-04-23 5 5.2 5 4.99999999999997
## 2015-04-24 5 4 5 4.99999999999996
## 2015-05-01 1 1 1 0.99999999999997
## 2015-05-11 1 1.2 1 1
## 2015-05-14 1 1.2 1 0.999999999999979
## 2015-05-27 1 1 1 0.999999999999975
## 2015-06-01 1.986 1.8 2 2
## 2015-06-02 -6.98197055726268e-15 0 0 -2.64274668033147e-14
## 2015-06-10 2 1.6 2 1.99999999999997
## 2015-06-16 4 3.6 4 3.99999999999996
## 2015-06-22 3.98 3.2 4 3.99999999999999
## 2015-06-23 -6.98463509252178e-15 0 0 -2.62054221983897e-14
## 2015-06-24 -7.03792579770379e-15 0 0 -2.97581358771902e-14
## 2015-06-25 -7.1107564281192e-15 0 0 -2.70936006180898e-14
## 2015-06-29 1.018 1.6 1 0.999999999999997
## 2015-07-02 3 3.4 3 2.99999999999998
## 2015-07-08 3 3.4 3 2.99999999999996
## 2015-07-10 3 3.2 3 2.99999999999997
## 2015-07-14 -7.01128044511279e-15 0 0 -2.75376898279399e-14
## 2015-07-24 2 1.8 2 1.99999999999997
## 2015-07-28 1.998 1.2 2 1.99999999999997
## 2015-07-31 3 2.6 3 2.99999999999996
## 2015-08-07 2 2 2 1.99999999999996
## 2015-08-10 2 2.6 2 2
## 2015-08-17 2.98 2.6 3 3
## 2015-08-19 -6.98197055726268e-15 0 0 -3.02022250870403e-14
## 2015-08-24 -6.95443702625198e-15 0 0 3.10446565171444e-15
## 2015-08-28 3 2.2 3 2.99999999999996
## 2015-09-02 3 2.8 3 2.99999999999996
## 2015-09-09 8 8.4 8.65116279069767 7.99999999999996
## 2015-09-15 8 7.2 8.65116279069767 7.99999999999997
## 2015-09-18 -8.03357380618763e-15 0 0 -3.24226711362906e-14
## 2015-09-22 1 1.2 1 0.999999999999975
## 2015-09-23 1 1.2 1 0.999999999999976
## 2015-09-24 -7.22089055216202e-15 0 0 -2.48731545688395e-14
## 2015-10-08 4 3.6 4 3.99999999999998
## 2015-10-12 4 4 4 3.99999999999999
## 2015-10-19 2 2.2 2 2
## 2015-10-28 -7.05124847399929e-15 0 0 -3.08683589018154e-14
## 2015-10-29 3 1.8 3 2.99999999999996
## 2015-11-06 -7.03082037034619e-15 0 0 -2.57613329885396e-14
## 2015-11-17 -6.19060358530987e-15 0 0 -1.93220394457137e-14
## 2015-11-18 1.036 0 1 0.999999999999973
## 2015-11-20 1 1 1 0.999999999999963
## 2015-11-23 1 1.2 1 1
## 2015-11-24 2 2 2 1.99999999999997
## 2015-11-27 2 1.2 2 1.99999999999997
## 2015-12-07 2 2.2 2 2
## 2015-12-11 -7.94120325053882e-15 0 0 -2.842586824764e-14
## 2015-12-15 2 2 2 1.99999999999998
## 2015-12-16 2 2.2 2 1.99999999999997
## 2015-12-17 -7.1196382123162e-15 0 0 -2.64274668033147e-14
## 2015-12-21 4 3.4 4 3.99999999999999
## 2015-12-24 4 2.6 4 3.99999999999997
## 2015-12-30 -7.05124847399929e-15 0 0 -3.02022250870403e-14
## 2016-01-04 -6.99440505513849e-15 0 0 -1.11438184186116e-15
## 2016-01-05 1 1 1 0.99999999999997
## 2016-01-06 1 1 1 0.999999999999974
## 2016-01-11 2 2.4 2 2
## 2016-01-12 2 2.2 2 1.99999999999998
## 2016-01-13 1 1 1 0.999999999999971
## 2016-01-14 1 1 1 0.99999999999998
## 2016-01-15 4 3 4 3.99999999999996
## 2016-01-25 2 2 2 1.99999999999999
## 2016-01-29 2 2 2 1.99999999999997
## 2016-02-04 2 1.8 2 1.99999999999998
## 2016-02-10 2 1.8 2 1.99999999999997
## 2016-02-12 6 5.4 6.24242424242424 5.99999999999996
## 2016-02-18 6 5.6 6.24242424242424 5.99999999999997
## 2016-02-29 2 2.6 2 2.00000000000001
## 2016-03-08 1 1 1 0.999999999999974
## 2016-03-16 1 1 1 0.999999999999977
## 2016-03-28 3 2.8 3 3
## 2016-04-11 5 4.8 5 5
## 2016-04-14 5 3.2 5 4.99999999999997
## 2016-05-04 -6.98019420042328e-15 0 0 -2.64274668033147e-14
## 2016-05-19 -7.22444326584082e-15 0 0 -2.44290653589894e-14
## 2016-05-24 2 2.2 2 1.99999999999998
## 2016-05-31 3 3.2 3 2.99999999999998
## 2016-06-09 4 3.8 4 3.99999999999997
## 2016-06-14 1 1 1 0.999999999999975
## 2016-06-16 3 2.4 3 2.99999999999997
## 2016-06-17 3 3 3 2.99999999999998
## 2016-06-20 3 3.2 3 3
## 2016-06-22 1 1 1 0.999999999999968
## 2016-06-29 4 4 4 3.99999999999997
## 2016-07-06 4 3.4 4 3.99999999999996
## 2016-07-07 4 3.8 4 3.99999999999998
## 2016-07-08 4 3.4 4 3.99999999999997
## 2016-07-11 4 3.4 4 4
## 2016-07-20 -7.04680758190079e-15 0 0 -3.04242696919653e-14
## 2016-07-21 1 1.2 1 0.999999999999973
## 2016-07-28 1 1 1 0.999999999999983
## 2016-08-02 -6.90825174842757e-15 0 0 -1.90999948407887e-14
## 2016-08-05 2 1.4 2 1.99999999999997
## 2016-08-09 1 1 1 0.999999999999983
## 2016-08-12 2 1.6 2 1.99999999999996
## 2016-08-15 2 2.4 2 2
## 2016-08-18 1 1 1 0.999999999999982
## 2016-08-24 3 3 3 2.99999999999998
## 2016-08-26 -7.96518406787072e-15 0 0 -3.04242696919653e-14
## 2016-08-31 -6.98374691410209e-15 0 0 -2.8203823642715e-14
## 2016-09-01 4 3 4 3.99999999999996
## 2016-09-14 1 1.4 1 0.999999999999969
## 2016-09-23 2 1 2 1.99999999999997
## 2016-10-06 2 1.8 2 1.99999999999998
## 2016-10-14 -7.96340771103132e-15 0 0 -3.10904035067404e-14
## 2016-10-24 -6.97397695148538e-15 0 0 -3.33482789111147e-15
## 2016-10-25 -6.98374691410209e-15 0 0 -2.55392883836146e-14
## 2016-10-27 3 3.4 3 2.99999999999998
## 2016-11-01 -7.01927405089009e-15 0 0 -2.48731545688395e-14
## 2016-11-02 -7.05036029557959e-15 0 0 -3.13124481116654e-14
## 2016-11-03 4 3.6 4 3.99999999999996
## 2016-11-08 4 3.8 4 3.99999999999998
## 2016-11-11 3 3.2 3 2.99999999999997
## 2016-11-16 2 1.6 2 1.99999999999996
## 2016-11-18 2 1.2 2 1.99999999999997
## 2016-11-23 2 2 2 1.99999999999998
## 2016-11-25 2 1.2 2 1.99999999999997
## 2016-11-29 1 1.2 1 0.99999999999998
## 2016-12-01 1 1 1 0.999999999999971
## 2016-12-07 2 1.4 2 1.99999999999997
## 2016-12-09 1 1 1 0.999999999999971
## 2016-12-12 3 2.8 3 2.99999999999999
## 2016-12-30 -7.99538213414053e-15 0 0 -3.10904035067404e-14
## 2017-01-05 4 2.6 4 3.99999999999996
## 2017-01-12 -7.19424519957101e-15 0 0 -2.62054221983897e-14
## 2017-01-18 1 1.2 1 0.999999999999975
## 2017-01-19 1 1 1 0.999999999999971
## 2017-01-25 3 3 3 2.99999999999998
## 2017-01-26 2.992 2.2 3 2.99999999999997
## 2017-02-08 3 2.6 3 2.99999999999996
## 2017-02-14 1 1.2 1 0.999999999999972
## 2017-02-24 4 4 4 3.99999999999997
## 2017-02-27 4 3.2 4 4
## 2017-03-06 -6.97752966516418e-15 0 0 -1.11438184186116e-15
## 2017-03-08 1 1.2 1 0.999999999999978
## 2017-03-13 -6.98285873568238e-15 0 0 -4.48248027086064e-16
## 2017-03-15 2 2 2 1.99999999999998
## 2017-03-20 -6.97397695148538e-15 0 0 -4.44505091573663e-15
## 2017-03-22 4 2.6 4 3.99999999999996
## 2017-03-27 4 3.6 4 4
## 2017-03-28 4 3.2 4 3.99999999999997
## 2017-03-30 1 1 1 0.999999999999981
## 2017-04-03 1 1 1 1
## 2017-04-05 6 6.2 6.24242424242424 5.99999999999997
## 2017-04-06 6 6 6.24242424242424 5.99999999999997
## 2017-04-10 6 6 6.24242424242424 5.99999999999999
## 2017-04-25 2 1.8 2 1.99999999999998
## 2017-04-28 -7.99449395572083e-15 0 0 -2.77597344328649e-14
## 2017-05-08 4 3.2 4 4
## 2017-05-09 4 3.4 4 3.99999999999997
## 2017-05-11 -7.1045391791813e-15 0 0 -2.50951991737645e-14
## 2017-05-19 6 6.2 6.24242424242424 5.99999999999997
## 2017-05-24 6 6 6.24242424242424 5.99999999999997
## 2017-05-25 6 5.2 6.24242424242424 5.99999999999997
## 2017-06-01 4 3.4 4 3.99999999999998
## 2017-06-09 -7.91544607636752e-15 0 0 -2.70936006180898e-14
## 2017-06-12 -6.94644342047468e-15 0 0 1.06863485226514e-16
## 2017-06-13 -6.88693546635477e-15 0 0 -2.44290653589894e-14
## 2017-06-14 -6.94200252837618e-15 0 0 -2.88699574574901e-14
## 2017-06-16 1.002 0.4 1 0.999999999999967
## 2017-06-20 2 1.6 2 1.99999999999997
## 2017-06-22 2 2.4 2 1.99999999999998
## 2017-06-29 7 6.8 6.24242424242424 6.99999999999997
## 2017-07-05 7 7.2 6.24242424242424 6.99999999999996
## 2017-07-06 7 6.8 6.24242424242424 6.99999999999997
## 2017-07-07 7 5.8 6.24242424242424 6.99999999999996
## 2017-07-12 3 3 3 2.99999999999997
## 2017-07-17 0.00199999999999322 0 0 -6.70292632011095e-16
## 2017-07-18 -6.71640520977235e-15 0 0 -2.17645300998891e-14
## 2017-07-25 1.012 0.8 1 0.999999999999975
## 2017-08-01 1 1.2 1 0.999999999999981
## 2017-08-15 -6.98019420042328e-15 0 0 -2.55392883836146e-14
## 2017-08-16 -7.00328683933549e-15 0 0 -3.04242696919653e-14
## 2017-08-17 -7.15605352752391e-15 0 0 -1.93220394457137e-14
## 2017-08-18 1 1.2 1 0.999999999999966
## 2017-08-24 1 1 1 0.999999999999973
## 2017-08-31 2 2.2 2 1.99999999999998
## 2017-09-01 2 1 2 1.99999999999997
## 2017-09-07 -7.13473724545111e-15 0 0 -2.55392883836146e-14
## 2017-09-12 3 3 3 2.99999999999998
## 2017-09-27 1 1 1 0.999999999999967
## 2017-09-28 1 1.2 1 0.99999999999998
## 2017-10-04 3 3.2 3 2.99999999999997
## 2017-10-06 1 1 1 0.999999999999974
## 2017-10-11 -6.91979806788368e-15 0 0 -3.17565373215155e-14
## 2017-10-13 1 1.2 1 0.999999999999976
## 2017-10-24 1.006 1.2 1 0.999999999999979
## 2017-10-26 -7.1151973202177e-15 0 0 -1.93220394457137e-14
## 2017-11-17 3 2.6 3 2.99999999999996
## 2017-11-24 -7.95008503473582e-15 0 0 -3.33108495559907e-14
## 2017-11-28 3 3 3 2.99999999999998
## 2017-11-30 3 2.4 3 2.99999999999997
## 2017-12-11 4 3.4 4 3.99999999999999
## 2017-12-15 3 3.6 3 2.99999999999997
## 2017-12-22 1 1.2 1 0.999999999999964
## 2017-12-27 1 1.2 1 0.999999999999967
## 2018-01-04 1 1.4 1 0.99999999999998
## 2018-01-11 3 3.2 3 2.99999999999997
## 2018-01-22 2 2.6 2 2
## 2018-01-23 2 1.2 2 1.99999999999998
## 2018-01-24 -6.87006007638047e-15 0 0 -2.22086193097391e-14
## 2018-01-30 1 1.4 1 0.999999999999969
## 2018-02-01 -7.17648163117701e-15 0 0 -2.66495114082398e-14
## 2018-02-08 -7.04858393874019e-15 0 0 -1.93220394457137e-14
## 2018-02-09 4 3.2 4 3.99999999999996
## 2018-02-14 4 3.4 4 3.99999999999997
## 2018-02-15 4 2.4 4 3.99999999999997
## 2018-02-21 5 4.4 5 4.99999999999997
## 2018-02-22 5 4 5 4.99999999999998
## 2018-03-07 6 5.2 6.24242424242424 5.99999999999997
## 2018-03-12 6 3.6 6.24242424242424 5.99999999999999
## 2018-03-13 -6.92423895998218e-15 0 0 -2.70936006180898e-14
## 2018-03-20 1 1.2 1 0.999999999999979
## 2018-03-26 1.004 1 1 1
## 2018-03-27 -6.87538914689867e-15 0 0 -2.44290653589894e-14
## 2018-03-29 1.004 1.6 1 0.999999999999979
## 2018-04-05 3 2.2 3 2.99999999999998
## 2018-04-18 1 1.6 1 0.999999999999974
## 2018-04-20 -7.92610421740392e-15 0 0 -2.99801804821152e-14
## 2018-04-23 -6.95177249099288e-15 0 0 -2.22460486648631e-15
## 2018-04-30 1 1.2 1 0.999999999999994
## 2018-05-02 -6.94821977731408e-15 0 0 -2.75376898279399e-14
## 2018-05-03 1 1.2 1 0.99999999999997
## 2018-05-07 1 1.2 1 0.999999999999994
## 2018-05-08 1 1.2 1 0.999999999999981
## 2018-05-11 2 1.2 2 1.99999999999997
## 2018-05-16 2 2.2 2 1.99999999999997
## 2018-05-17 -7.12763181809351e-15 0 0 -2.55392883836146e-14
## 2018-05-23 2 2 2 1.99999999999996
## 2018-06-05 1 1 1 0.999999999999973
## 2018-06-06 1 1.2 1 0.999999999999978
## 2018-06-19 1 1 1 0.999999999999972
## 2018-06-21 -6.96775970254748e-15 0 0 -2.1542485494964e-14
## 2018-06-29 1.008 1 1 0.999999999999968
## 2018-07-05 3 2.2 3 2.99999999999998
## 2018-07-06 3 2.8 3 2.99999999999998
## 2018-07-17 5 4.8 5 4.99999999999998
## 2018-07-26 2 2 2 1.99999999999997
## 2018-07-27 -7.96873678154952e-15 0 0 -3.13124481116654e-14
## 2018-08-01 -6.94022617153678e-15 0 0 -2.64274668033147e-14
## 2018-08-02 1.014 1.2 1 0.999999999999971
## 2018-08-03 1 1 1 0.999999999999975
## 2018-08-09 -7.23332505003782e-15 0 0 -2.50951991737645e-14
## 2018-08-27 2 2.4 2 2
## 2018-08-30 2 2 2 1.99999999999997
## 2018-09-04 2 1.6 2 1.99999999999998
## 2018-09-07 2 1.8 2 1.99999999999996
## 2018-09-20 7 6.4 6.24242424242424 6.99999999999997
## 2018-10-01 -6.99529323355819e-15 0 0 7.72997300001608e-16
## 2018-10-02 1 1.2 1 0.999999999999973
## 2018-10-04 -6.93933799311708e-15 0 0 -2.02102178654138e-14
## 2018-10-18 -7.0858874323676e-15 0 0 -2.08763516801889e-14
## 2018-10-23 2 1.6 2 1.99999999999998
## 2018-11-07 1 1.2 1 0.999999999999973
## 2018-11-13 3 3 3 2.99999999999998
## 2018-11-14 3 3.2 3 2.99999999999997
## 2018-11-15 -7.19690973483011e-15 0 0 -2.48731545688395e-14
## 2018-11-19 -6.98641144936118e-15 0 0 -5.5927032954858e-16
## 2018-12-03 -6.96864788096718e-15 0 0 -2.66869407633638e-15
## 2018-12-10 3 3 3 3
## 2018-12-13 -7.15250081384511e-15 0 0 -1.90999948407887e-14
## 2018-12-14 -8.03268562776793e-15 0 0 -3.10904035067404e-14
## 2018-12-24 1 1.4 1 0.999999999999998
## 2018-12-27 -7.0947692165646e-15 0 0 -2.48731545688395e-14
## 2019-01-04 2 2.6 2 1.99999999999997
## 2019-01-10 -7.16493531172091e-15 0 0 -2.1098396285114e-14
## 2019-01-25 3 3.6 3 2.99999999999997
## 2019-01-31 3 3.4 3 2.99999999999997
## 2019-02-05 3 2.4 3 2.99999999999998
## 2019-02-22 3 3.2 3 2.99999999999998
## 2019-02-25 3 2.8 3 3
## 2019-03-01 -7.8257400559778e-15 0 0 -2.37629315442144e-14
## 2019-03-04 -6.89048818003357e-15 0 0 3.77059946648953e-15
## 2019-03-06 -6.78657130492866e-15 0 0 -2.42070207540644e-14
## 2019-03-07 -6.99351687671879e-15 0 0 -1.97661286555638e-14
## 2019-03-13 2 2 2 1.99999999999998
## 2019-03-14 2 1.8 2 1.99999999999998
## 2019-03-20 1 1.2 1 0.999999999999969
## 2019-03-21 1 1.6 1 0.999999999999981
## 2019-03-22 -8.01136934569513e-15 0 0 -2.88699574574901e-14
## 2019-03-26 1 1.4 1 0.999999999999971
## 2019-03-27 1 1.2 1 0.999999999999977
## 2019-03-29 6 5.2 6.24242424242424 5.99999999999997
## 2019-04-10 2 2.2 2 1.99999999999998
## 2019-04-15 2 1.4 2 1.99999999999999
## 2019-04-22 2 1.4 2 1.99999999999999
## 2019-04-24 2 2.2 2 1.99999999999998
## 2019-04-29 2 2.4 2 2
## 2019-05-06 -6.97575330832478e-15 0 0 -3.77891710096153e-15
## 2019-05-07 -6.97575330832478e-15 0 0 -2.33188423343643e-14
## 2019-05-08 2 1.8 2 1.99999999999996
## 2019-05-10 2 1.4 2 1.99999999999998
## 2019-05-16 1 1.4 1 0.999999999999983
## 2019-05-22 -6.77857769915136e-15 0 0 -2.06543070752639e-14
## 2019-06-10 -6.96331881044898e-15 0 0 -3.11278328618644e-15
## 2019-06-14 -8.02380384357093e-15 0 0 -3.08683589018154e-14
## 2019-06-19 1 1.2 1 0.999999999999976
## 2019-06-21 1 1.6 1 0.999999999999967
## 2019-06-26 4 4.2 4 3.99999999999997
## 2019-07-10 3 3 3 2.99999999999998
## 2019-07-11 3 3 3 2.99999999999998
## 2019-07-19 -7.93676235844032e-15 0 0 -2.95360912722652e-14
## 2019-07-23 2 2.4 2 1.99999999999998
## 2019-08-05 -6.69597710611924e-15 0 0 4.76980018865217e-15
## 2019-08-06 2.002 0.6 2 1.99999999999997
## 2019-08-07 2 2 2 1.99999999999998
## 2019-08-14 -6.95088431257318e-15 0 0 -2.37629315442144e-14
## 2019-08-16 2 3 2 1.99999999999998
## 2019-08-23 -8.01048116727543e-15 0 0 -2.75376898279399e-14
## 2019-09-06 9.006 7.2 8.65116279069767 8.99999999999996
## 2019-09-19 -7.1205263907359e-15 0 0 -2.33188423343643e-14
## 2019-09-26 -7.05391300925839e-15 0 0 -2.24306639146642e-14
## 2019-09-30 -6.93578527943828e-15 0 0 -1.11438184186116e-15
## 2019-10-03 1.008 0.8 1 0.999999999999973
## 2019-10-07 6 3 6.24242424242424 5.99999999999998
## 2019-10-08 6 4.8 6.24242424242424 5.99999999999997
## 2019-10-09 6 5.2 6.24242424242424 5.99999999999997
## 2019-10-10 6 4.8 6.24242424242424 5.99999999999998
## 2019-10-21 2 1.8 2 2
## 2019-10-22 4 2.8 4 3.99999999999996
## 2019-10-25 4 4 4 3.99999999999997
## 2019-10-28 4 3.2 4 4
## 2019-10-31 3 2.4 3 2.99999999999997
## 2019-11-01 3 3 3 2.99999999999998
## 2019-11-06 -6.88427093109567e-15 0 0 -2.68715560131648e-14
## 2019-11-07 -7.03437308402499e-15 0 0 -2.33188423343643e-14
## 2019-11-08 -7.92255150372512e-15 0 0 -2.90920020624151e-14
## 2019-11-14 1.998 3 2 1.99999999999998
## 2019-11-15 2 2.6 2 1.99999999999997
## 2019-11-19 1 1 1 0.999999999999981
## 2019-12-02 -6.96687152412778e-15 0 0 -6.70292632011095e-16
## 2019-12-05 1 2 1 0.999999999999972
## 2019-12-09 -6.96154245360958e-15 0 0 -2.66869407633638e-15
## 2019-12-10 -6.90025814265027e-15 0 0 -2.42070207540644e-14
## 2019-12-12 1 1.4 1 0.999999999999981
## 2019-12-13 2 2 2 1.99999999999996
## 2019-12-16 2 2.6 2 2.00000000000001
## 2019-12-18 3 2 3 2.99999999999996
## 2019-12-24 1 1.2 1 0.999999999999972
## 2019-12-26 1 1.6 1 0.999999999999981
## 2019-12-27 -7.92343968214482e-15 0 0 -2.75376898279399e-14
## 2020-01-13 5 5 5 5
## 2020-01-22 1.998 2.4 2 1.99999999999998
## 2020-01-23 2 1.8 2 1.99999999999998
## 2020-01-27 1 1 1 0.999999999999999
## 2020-02-07 4 3.8 4 3.99999999999997
## 2020-02-13 0.00199999999999293 0 0 -2.37629315442144e-14
## 2020-02-14 0.00199999999999205 0 0 -2.75376898279399e-14
## 2020-02-18 -6.88338275267597e-15 0 0 -2.28747531245142e-14
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## 2017-03-28 4
## 2017-03-30 1
## 2017-04-03 1
## 2017-04-05 6
## 2017-04-06 6
## 2017-04-10 6
## 2017-04-25 2
## 2017-04-28 0
## 2017-05-08 4
## 2017-05-09 4
## 2017-05-11 0
## 2017-05-19 6
## 2017-05-24 6
## 2017-05-25 6
## 2017-06-01 4
## 2017-06-09 0
## 2017-06-12 0
## 2017-06-13 0
## 2017-06-14 0
## 2017-06-16 1
## 2017-06-20 2
## 2017-06-22 2
## 2017-06-29 7
## 2017-07-05 7
## 2017-07-06 7
## 2017-07-07 7
## 2017-07-12 3
## 2017-07-17 0
## 2017-07-18 0
## 2017-07-25 1
## 2017-08-01 1
## 2017-08-15 0
## 2017-08-16 0
## 2017-08-17 0
## 2017-08-18 1
## 2017-08-24 1
## 2017-08-31 2
## 2017-09-01 2
## 2017-09-07 0
## 2017-09-12 3
## 2017-09-27 1
## 2017-09-28 1
## 2017-10-04 3
## 2017-10-06 1
## 2017-10-11 0
## 2017-10-13 1
## 2017-10-24 1
## 2017-10-26 0
## 2017-11-17 3
## 2017-11-24 0
## 2017-11-28 3
## 2017-11-30 3
## 2017-12-11 4
## 2017-12-15 3
## 2017-12-22 1
## 2017-12-27 1
## 2018-01-04 1
## 2018-01-11 3
## 2018-01-22 2
## 2018-01-23 2
## 2018-01-24 0
## 2018-01-30 1
## 2018-02-01 0
## 2018-02-08 0
## 2018-02-09 4
## 2018-02-14 4
## 2018-02-15 4
## 2018-02-21 5
## 2018-02-22 5
## 2018-03-07 6
## 2018-03-12 6
## 2018-03-13 0
## 2018-03-20 1
## 2018-03-26 1
## 2018-03-27 0
## 2018-03-29 1
## 2018-04-05 3
## 2018-04-18 1
## 2018-04-20 0
## 2018-04-23 0
## 2018-04-30 1
## 2018-05-02 0
## 2018-05-03 1
## 2018-05-07 1
## 2018-05-08 1
## 2018-05-11 2
## 2018-05-16 2
## 2018-05-17 0
## 2018-05-23 2
## 2018-06-05 1
## 2018-06-06 1
## 2018-06-19 1
## 2018-06-21 0
## 2018-06-29 1
## 2018-07-05 3
## 2018-07-06 3
## 2018-07-17 5
## 2018-07-26 2
## 2018-07-27 0
## 2018-08-01 0
## 2018-08-02 1
## 2018-08-03 1
## 2018-08-09 0
## 2018-08-27 2
## 2018-08-30 2
## 2018-09-04 2
## 2018-09-07 2
## 2018-09-20 7
## 2018-10-01 0
## 2018-10-02 1
## 2018-10-04 0
## 2018-10-18 0
## 2018-10-23 2
## 2018-11-07 1
## 2018-11-13 3
## 2018-11-14 3
## 2018-11-15 0
## 2018-11-19 0
## 2018-12-03 0
## 2018-12-10 3
## 2018-12-13 0
## 2018-12-14 0
## 2018-12-24 1
## 2018-12-27 0
## 2019-01-04 2
## 2019-01-10 0
## 2019-01-25 3
## 2019-01-31 3
## 2019-02-05 3
## 2019-02-22 3
## 2019-02-25 3
## 2019-03-01 0
## 2019-03-04 0
## 2019-03-06 0
## 2019-03-07 0
## 2019-03-13 2
## 2019-03-14 2
## 2019-03-20 1
## 2019-03-21 1
## 2019-03-22 0
## 2019-03-26 1
## 2019-03-27 1
## 2019-03-29 6
## 2019-04-10 2
## 2019-04-15 2
## 2019-04-22 2
## 2019-04-24 2
## 2019-04-29 2
## 2019-05-06 0
## 2019-05-07 0
## 2019-05-08 2
## 2019-05-10 2
## 2019-05-16 1
## 2019-05-22 0
## 2019-06-10 0
## 2019-06-14 0
## 2019-06-19 1
## 2019-06-21 1
## 2019-06-26 4
## 2019-07-10 3
## 2019-07-11 3
## 2019-07-19 0
## 2019-07-23 2
## 2019-08-05 0
## 2019-08-06 2
## 2019-08-07 2
## 2019-08-14 0
## 2019-08-16 2
## 2019-08-23 0
## 2019-09-06 9
## 2019-09-19 0
## 2019-09-26 0
## 2019-09-30 0
## 2019-10-03 1
## 2019-10-07 6
## 2019-10-08 6
## 2019-10-09 6
## 2019-10-10 6
## 2019-10-21 2
## 2019-10-22 4
## 2019-10-25 4
## 2019-10-28 4
## 2019-10-31 3
## 2019-11-01 3
## 2019-11-06 0
## 2019-11-07 0
## 2019-11-08 0
## 2019-11-14 2
## 2019-11-15 2
## 2019-11-19 1
## 2019-12-02 0
## 2019-12-05 1
## 2019-12-09 0
## 2019-12-10 0
## 2019-12-12 1
## 2019-12-13 2
## 2019-12-16 2
## 2019-12-18 3
## 2019-12-24 1
## 2019-12-26 1
## 2019-12-27 0
## 2020-01-13 5
## 2020-01-22 2
## 2020-01-23 2
## 2020-01-27 1
## 2020-02-07 4
## 2020-02-13 0
## 2020-02-14 0
## 2020-02-18 0
## 2020-02-21 0
## 2020-02-24 0
## 2020-02-25 0
## 2020-02-27 0
## 2020-03-06 0
## 2020-03-09 1
## 2020-03-11 0
## 2020-03-12 1
## results 100This certainly confirms that these algorithms are great for predicting the number of days that will continue to decrease with the features we selected and the models used in R, random forest, recursive partitioned trees, generalized linear models, and K-nearest neighbors for numeric data.
We can align the rounded table by indices with our sAAL testing set table to see what dates we can look at for clarity.
sAAL$row <- row.names(sAAL)
testingSet$row <- row.names(testingSet)
Results_round$row <- row.names(Results_round)
AAL <- merge(testingSet,Results_round, by.x='row', by.y='row')
AAL## row DayOfWeek stockDayValue lag1 today2lag1 todayGrtrThanlag1
## 1 2005-09-28 Wednesday 20.50 19.30 1.0621762 1
## 2 2005-10-07 Friday 22.15 22.58 0.9809566 0
## 3 2005-10-10 Monday 22.21 22.15 1.0027088 1
## 4 2005-10-14 Friday 22.27 21.71 1.0257946 1
## 5 2005-10-19 Wednesday 21.38 21.49 0.9948813 0
## 6 2005-10-21 Friday 21.96 21.02 1.0447193 1
## 7 2005-10-24 Monday 22.31 21.96 1.0159381 1
## 8 2005-10-28 Friday 23.90 22.56 1.0593972 1
## 9 2005-11-14 Monday 33.75 33.35 1.0119941 1
## 10 2005-11-16 Wednesday 33.60 33.88 0.9917354 0
## 11 2005-11-22 Tuesday 32.50 31.99 1.0159425 1
## 12 2005-11-23 Wednesday 33.04 32.50 1.0166154 1
## 13 2005-12-06 Tuesday 33.62 32.35 1.0392581 1
## 14 2005-12-12 Monday 33.76 33.88 0.9964580 0
## 15 2005-12-13 Tuesday 33.25 33.76 0.9848934 0
## 16 2005-12-14 Wednesday 33.54 33.25 1.0087218 1
## 17 2005-12-16 Friday 35.15 33.63 1.0451978 1
## 18 2005-12-23 Friday 37.73 36.83 1.0244365 1
## 19 2005-12-27 Tuesday 37.46 37.73 0.9928439 0
## 20 2005-12-29 Thursday 37.38 37.45 0.9981308 0
## 21 2006-01-05 Thursday 39.71 39.20 1.0130102 1
## 22 2006-01-06 Friday 39.00 39.71 0.9821204 0
## 23 2006-01-09 Monday 38.61 39.00 0.9900000 0
## 24 2006-01-19 Thursday 30.39 31.00 0.9803225 0
## 25 2006-01-23 Monday 29.42 29.24 1.0061560 1
## 26 2006-01-24 Tuesday 31.02 29.42 1.0543848 1
## 27 2006-01-26 Thursday 30.25 31.00 0.9758065 0
## 28 2006-01-27 Friday 28.89 30.25 0.9550413 0
## 29 2006-02-01 Wednesday 29.38 29.34 1.0013633 1
## 30 2006-02-03 Friday 29.55 30.01 0.9846717 0
## 31 2006-02-07 Tuesday 29.00 29.27 0.9907755 0
## 32 2006-02-10 Friday 30.00 30.35 0.9884679 0
## 33 2006-02-15 Wednesday 33.75 32.80 1.0289634 1
## 34 2006-03-03 Friday 31.87 32.90 0.9686930 0
## 35 2006-03-09 Thursday 32.85 33.46 0.9817692 0
## 36 2006-03-20 Monday 36.95 35.43 1.0429015 1
## 37 2006-03-24 Friday 38.71 39.11 0.9897724 0
## 38 2006-03-28 Tuesday 37.57 39.17 0.9591525 0
## 39 2006-03-29 Wednesday 37.71 37.57 1.0037264 1
## 40 2006-03-30 Thursday 37.49 37.71 0.9941661 0
## 41 2006-04-10 Monday 37.92 39.65 0.9563681 0
## 42 2006-04-11 Tuesday 37.50 37.92 0.9889241 0
## 43 2006-04-12 Wednesday 37.50 37.50 1.0000000 0
## 44 2006-04-17 Monday 36.90 38.63 0.9552162 0
## 45 2006-04-18 Tuesday 37.05 36.90 1.0040650 1
## 46 2006-04-20 Thursday 38.00 38.44 0.9885536 0
## 47 2006-04-27 Thursday 44.30 42.99 1.0304721 1
## 48 2006-05-02 Tuesday 45.40 43.68 1.0393773 1
## 49 2006-05-05 Friday 48.59 48.05 1.0112383 1
## 50 2006-05-12 Friday 48.02 49.12 0.9776059 0
## 51 2006-05-25 Thursday 43.90 43.82 1.0018257 1
## 52 2006-05-31 Wednesday 46.70 44.61 1.0468505 1
## 53 2006-06-02 Friday 45.85 46.25 0.9913513 0
## 54 2006-06-05 Monday 44.58 45.85 0.9723011 0
## 55 2006-06-06 Tuesday 46.28 44.58 1.0381336 1
## 56 2006-06-08 Thursday 47.18 46.89 1.0061847 1
## 57 2006-06-12 Monday 44.25 47.82 0.9253450 0
## 58 2006-06-19 Monday 46.47 45.20 1.0280973 1
## 59 2006-06-28 Wednesday 47.30 48.04 0.9845961 0
## 60 2006-06-30 Friday 50.54 48.11 1.0505092 1
## 61 2006-07-12 Wednesday 52.55 53.45 0.9831618 0
## 62 2006-07-13 Thursday 48.52 52.55 0.9233111 0
## 63 2006-07-21 Friday 48.77 50.20 0.9715139 0
## 64 2006-07-24 Monday 50.05 48.77 1.0262456 1
## 65 2006-07-26 Wednesday 51.13 50.94 1.0037299 1
## 66 2006-07-27 Thursday 47.99 51.13 0.9385879 0
## 67 2006-07-28 Friday 48.21 47.99 1.0045842 1
## 68 2006-08-01 Tuesday 43.54 45.69 0.9529438 0
## 69 2006-08-04 Friday 44.95 46.56 0.9654210 0
## 70 2006-08-09 Wednesday 40.78 41.95 0.9721096 0
## 71 2006-08-10 Thursday 40.52 40.78 0.9936244 0
## 72 2006-08-21 Monday 40.23 42.10 0.9555820 0
## 73 2006-08-22 Tuesday 41.50 40.23 1.0315685 1
## 74 2006-08-25 Friday 39.48 40.22 0.9816012 0
## 75 2006-08-31 Thursday 42.25 43.45 0.9723820 0
## 76 2006-09-08 Friday 41.16 40.94 1.0053737 1
## 77 2006-09-15 Friday 46.23 46.53 0.9935526 0
## 78 2006-09-18 Monday 44.94 46.23 0.9720960 0
## 79 2006-09-20 Wednesday 47.32 46.55 1.0165414 1
## 80 2006-09-22 Friday 46.04 45.98 1.0013049 1
## 81 2006-09-25 Monday 47.67 46.04 1.0354039 1
## 82 2006-09-26 Tuesday 48.00 47.67 1.0069226 1
## 83 2006-10-02 Monday 46.11 44.33 1.0401534 1
## 84 2006-10-12 Thursday 47.56 47.51 1.0010525 1
## 85 2006-10-16 Monday 45.07 45.92 0.9814896 0
## 86 2006-10-17 Tuesday 44.81 45.07 0.9942312 0
## 87 2006-10-18 Wednesday 46.39 44.81 1.0352599 1
## 88 2006-10-27 Friday 49.36 49.43 0.9985839 0
## 89 2006-10-30 Monday 51.28 49.36 1.0388979 1
## 90 2006-11-06 Monday 50.07 47.42 1.0558836 1
## 91 2006-11-13 Monday 51.53 49.30 1.0452333 1
## 92 2006-11-17 Friday 59.45 60.61 0.9808612 0
## 93 2006-11-20 Monday 59.85 59.45 1.0067283 1
## 94 2006-11-27 Monday 59.16 62.95 0.9397935 0
## 95 2006-12-08 Friday 59.25 59.01 1.0040671 1
## 96 2006-12-14 Thursday 57.08 59.25 0.9633756 0
## 97 2006-12-15 Friday 56.50 57.08 0.9898388 0
## 98 2006-12-27 Wednesday 57.04 55.81 1.0220391 1
## 99 2007-01-04 Thursday 58.84 56.30 1.0451155 1
## 100 2007-01-08 Monday 57.93 58.29 0.9938240 0
## 101 2007-01-12 Friday 60.81 61.20 0.9936275 0
## 102 2007-01-16 Tuesday 61.96 60.81 1.0189113 1
## 103 2007-01-17 Wednesday 58.65 61.96 0.9465785 0
## 104 2007-01-22 Monday 57.03 58.29 0.9783839 0
## 105 2007-01-24 Wednesday 53.35 53.27 1.0015017 1
## 106 2007-01-31 Wednesday 55.98 53.10 1.0542373 1
## 107 2007-02-01 Thursday 57.99 55.98 1.0359057 1
## 108 2007-02-05 Monday 58.41 57.98 1.0074164 1
## 109 2007-02-06 Tuesday 58.31 58.41 0.9982880 0
## 110 2007-02-08 Thursday 59.31 58.08 1.0211777 1
## 111 2007-02-13 Tuesday 59.17 58.88 1.0049252 1
## 112 2007-02-20 Tuesday 56.38 56.70 0.9943563 0
## 113 2007-02-23 Friday 54.25 54.62 0.9932259 0
## 114 2007-03-01 Thursday 52.08 52.29 0.9959840 0
## 115 2007-03-14 Wednesday 45.78 47.44 0.9650084 0
## 116 2007-03-20 Tuesday 48.53 47.86 1.0139991 1
## 117 2007-03-22 Thursday 47.90 49.41 0.9694394 0
## 118 2007-03-23 Friday 47.58 47.90 0.9933194 0
## 119 2007-03-27 Tuesday 46.71 46.72 0.9997859 0
## 120 2007-03-28 Wednesday 46.41 46.71 0.9935774 0
## 121 2007-04-10 Tuesday 45.84 47.81 0.9587952 0
## 122 2007-04-18 Wednesday 46.98 45.95 1.0224156 1
## 123 2007-04-19 Thursday 45.42 46.98 0.9667943 0
## 124 2007-04-24 Tuesday 42.77 43.21 0.9898172 0
## 125 2007-04-26 Thursday 39.33 42.65 0.9221571 0
## 126 2007-04-27 Friday 37.18 39.33 0.9453343 0
## 127 2007-04-30 Monday 36.94 37.18 0.9935449 0
## 128 2007-05-03 Thursday 35.55 36.18 0.9825870 0
## 129 2007-05-07 Monday 35.11 36.15 0.9712310 0
## 130 2007-05-08 Tuesday 34.40 35.11 0.9797779 0
## 131 2007-05-09 Wednesday 34.34 34.40 0.9982558 0
## 132 2007-05-22 Tuesday 34.77 33.01 1.0533172 1
## 133 2007-05-23 Wednesday 34.95 34.77 1.0051769 1
## 134 2007-05-30 Wednesday 35.66 35.60 1.0016854 1
## 135 2007-06-05 Tuesday 33.53 33.95 0.9876288 0
## 136 2007-06-07 Thursday 30.20 32.63 0.9255287 0
## 137 2007-06-12 Tuesday 29.19 29.66 0.9841538 0
## 138 2007-06-14 Thursday 28.80 28.72 1.0027855 1
## 139 2007-06-15 Friday 27.61 28.80 0.9586806 0
## 140 2007-06-29 Friday 30.27 31.00 0.9764516 0
## 141 2007-07-02 Monday 30.70 30.27 1.0142055 1
## 142 2007-07-06 Friday 34.62 33.82 1.0236546 1
## 143 2007-07-11 Wednesday 34.73 33.83 1.0266035 1
## 144 2007-07-13 Friday 34.10 34.93 0.9762381 0
## 145 2007-07-31 Tuesday 31.01 32.68 0.9488984 0
## 146 2007-08-06 Monday 30.00 31.14 0.9633912 0
## 147 2007-08-09 Thursday 29.15 31.39 0.9286397 0
## 148 2007-08-13 Monday 29.46 28.98 1.0165631 1
## 149 2007-08-14 Tuesday 28.72 29.46 0.9748812 0
## 150 2007-08-20 Monday 26.66 26.31 1.0133030 1
## 151 2007-08-22 Wednesday 30.57 28.51 1.0722553 1
## 152 2007-08-23 Thursday 29.62 30.57 0.9689238 0
## 153 2007-08-29 Wednesday 29.84 28.70 1.0397212 1
## 154 2007-09-04 Tuesday 32.56 30.95 1.0520194 1
## 155 2007-09-06 Thursday 31.14 31.57 0.9863794 0
## 156 2007-09-11 Tuesday 31.15 29.51 1.0555744 1
## 157 2007-09-13 Thursday 29.90 29.89 1.0003346 1
## 158 2007-09-17 Monday 29.16 30.08 0.9694149 0
## 159 2007-09-20 Thursday 29.76 30.46 0.9770191 0
## 160 2007-09-27 Thursday 26.50 26.90 0.9851301 0
## 161 2007-10-03 Wednesday 29.04 28.65 1.0136126 1
## 162 2007-10-09 Tuesday 31.53 30.57 1.0314034 1
## 163 2007-10-12 Friday 30.15 29.15 1.0343053 1
## 164 2007-10-15 Monday 28.20 30.15 0.9353234 0
## 165 2007-10-23 Tuesday 28.67 26.50 1.0818868 1
## 166 2007-10-24 Wednesday 28.74 28.67 1.0024416 1
## 167 2007-10-26 Friday 27.35 27.39 0.9985396 0
## 168 2007-10-29 Monday 27.07 27.35 0.9897623 0
## 169 2007-11-07 Wednesday 22.60 23.08 0.9792028 0
## 170 2007-11-12 Monday 22.03 21.03 1.0475511 1
## 171 2007-11-15 Thursday 23.23 23.48 0.9893526 0
## 172 2007-11-16 Friday 22.41 23.23 0.9647008 0
## 173 2007-11-19 Monday 20.61 22.41 0.9196788 0
## 174 2007-11-21 Wednesday 19.94 19.22 1.0374611 1
## 175 2007-11-23 Friday 20.35 19.94 1.0205616 1
## 176 2007-11-28 Wednesday 20.97 19.51 1.0748334 1
## 177 2007-11-30 Friday 20.77 20.06 1.0353939 1
## 178 2007-12-06 Thursday 17.54 18.04 0.9722838 0
## 179 2007-12-14 Friday 15.66 15.74 0.9949174 0
## 180 2007-12-20 Thursday 15.50 15.44 1.0038860 1
## 181 2007-12-21 Friday 15.40 15.50 0.9935484 0
## 182 2007-12-26 Wednesday 15.72 15.98 0.9837297 0
## 183 2007-12-28 Friday 14.71 15.18 0.9690382 0
## 184 2007-12-31 Monday 14.71 14.71 1.0000000 0
## 185 2008-01-09 Wednesday 10.89 11.01 0.9891008 0
## 186 2008-01-14 Monday 12.04 11.89 1.0126156 1
## 187 2008-01-18 Friday 12.92 12.51 1.0327738 1
## 188 2008-01-23 Wednesday 13.14 12.02 1.0931780 1
## 189 2008-01-24 Thursday 12.66 13.14 0.9634703 0
## 190 2008-02-05 Tuesday 14.55 14.46 1.0062241 1
## 191 2008-02-11 Monday 15.11 15.17 0.9960448 0
## 192 2008-02-20 Wednesday 14.21 13.91 1.0215672 1
## 193 2008-03-10 Monday 10.29 10.99 0.9363057 0
## 194 2008-03-12 Wednesday 9.02 9.98 0.9038076 0
## 195 2008-03-17 Monday 7.45 8.29 0.8986731 0
## 196 2008-03-24 Monday 9.10 8.73 1.0423826 1
## 197 2008-04-03 Thursday 9.25 9.17 1.0087241 1
## 198 2008-04-07 Monday 9.62 9.43 1.0201485 1
## 199 2008-04-09 Wednesday 8.84 9.87 0.8956434 0
## 200 2008-04-10 Thursday 9.16 8.84 1.0361991 1
## 201 2008-04-14 Monday 8.74 8.81 0.9920545 0
## 202 2008-04-30 Wednesday 8.59 8.96 0.9587054 0
## 203 2008-05-01 Thursday 9.35 8.59 1.0884750 1
## 204 2008-05-06 Tuesday 8.03 8.32 0.9651442 0
## 205 2008-05-07 Wednesday 7.34 8.03 0.9140722 0
## 206 2008-05-12 Monday 6.99 7.08 0.9872881 0
## 207 2008-05-13 Tuesday 6.98 6.99 0.9985694 0
## 208 2008-05-14 Wednesday 7.25 6.98 1.0386819 1
## 209 2008-05-15 Thursday 7.62 7.25 1.0510345 1
## 210 2008-05-16 Friday 7.80 7.62 1.0236220 1
## 211 2008-05-22 Thursday 5.22 5.35 0.9757009 0
## 212 2008-05-28 Wednesday 4.08 4.44 0.9189189 0
## 213 2008-06-02 Monday 3.76 3.96 0.9494949 0
## 214 2008-06-05 Thursday 4.42 4.19 1.0548926 1
## 215 2008-06-12 Thursday 2.69 3.20 0.8406250 0
## 216 2008-06-13 Friday 2.86 2.69 1.0631970 1
## 217 2008-06-17 Tuesday 3.26 3.11 1.0482315 1
## 218 2008-06-18 Wednesday 3.01 3.26 0.9233129 0
## 219 2008-06-23 Monday 2.54 3.15 0.8063492 0
## 220 2008-06-24 Tuesday 2.44 2.54 0.9606299 0
## 221 2008-07-01 Tuesday 2.41 2.50 0.9640000 0
## 222 2008-07-03 Thursday 2.40 2.37 1.0126582 1
## 223 2008-07-16 Wednesday 2.24 1.76 1.2727273 1
## 224 2008-07-21 Monday 2.69 2.87 0.9372822 0
## 225 2008-07-31 Thursday 5.06 4.87 1.0390144 1
## 226 2008-08-07 Thursday 6.77 6.66 1.0165165 1
## 227 2008-08-08 Friday 7.96 6.77 1.1757755 1
## 228 2008-08-11 Monday 8.39 7.96 1.0540201 1
## 229 2008-08-12 Tuesday 9.39 8.39 1.1191895 1
## 230 2008-08-13 Wednesday 9.11 9.39 0.9701810 0
## 231 2008-08-19 Tuesday 7.64 8.99 0.8498331 0
## 232 2008-08-21 Thursday 6.80 7.51 0.9054594 0
## 233 2008-08-25 Monday 7.78 7.86 0.9898219 0
## 234 2008-08-29 Friday 8.49 8.16 1.0404412 1
## 235 2008-09-04 Thursday 7.65 8.54 0.8957845 0
## 236 2008-09-08 Monday 7.68 7.91 0.9709229 0
## 237 2008-09-12 Friday 7.88 7.52 1.0478723 1
## 238 2008-09-15 Monday 7.84 7.88 0.9949239 0
## 239 2008-10-02 Thursday 6.92 7.00 0.9885714 0
## 240 2008-10-10 Friday 4.60 3.63 1.2672176 1
## 241 2008-10-16 Thursday 6.78 5.29 1.2816635 1
## 242 2008-10-17 Friday 7.38 6.78 1.0884956 1
## 243 2008-10-20 Monday 7.39 7.38 1.0013550 1
## 244 2008-10-22 Wednesday 8.49 7.83 1.0842912 1
## 245 2008-10-23 Thursday 7.14 8.49 0.8409894 0
## 246 2008-10-30 Thursday 9.33 8.46 1.1028369 1
## 247 2008-11-03 Monday 10.86 10.14 1.0710059 1
## 248 2008-11-05 Wednesday 8.75 10.07 0.8689176 0
## 249 2008-11-10 Monday 7.50 7.87 0.9529860 0
## 250 2008-11-11 Tuesday 7.51 7.50 1.0013333 1
## 251 2008-11-18 Tuesday 6.08 6.18 0.9838188 0
## 252 2008-11-21 Friday 4.48 4.41 1.0158730 1
## 253 2008-11-24 Monday 5.11 4.48 1.1406250 1
## 254 2008-11-25 Tuesday 5.86 5.11 1.1467710 1
## 255 2008-12-09 Tuesday 6.82 7.89 0.8643853 0
## 256 2008-12-15 Monday 6.35 6.68 0.9505988 0
## 257 2008-12-22 Monday 7.33 7.44 0.9852151 0
## 258 2008-12-24 Wednesday 7.65 7.24 1.0566298 1
## 259 2008-12-26 Friday 7.43 7.65 0.9712418 0
## 260 2008-12-29 Monday 7.42 7.43 0.9986541 0
## 261 2009-01-07 Wednesday 9.08 9.06 1.0022075 1
## 262 2009-01-08 Thursday 9.57 9.08 1.0539648 1
## 263 2009-01-21 Wednesday 7.54 7.63 0.9882045 0
## 264 2009-01-22 Thursday 7.65 7.54 1.0145889 1
## 265 2009-01-23 Friday 7.82 7.65 1.0222222 1
## 266 2009-01-30 Friday 5.67 6.47 0.8763524 0
## 267 2009-02-04 Wednesday 5.47 5.77 0.9480069 0
## 268 2009-02-05 Thursday 5.22 5.47 0.9542962 0
## 269 2009-02-11 Wednesday 4.58 5.06 0.9051383 0
## 270 2009-02-18 Wednesday 3.78 4.42 0.8552036 0
## 271 2009-02-20 Friday 3.12 3.60 0.8666667 0
## 272 2009-02-24 Tuesday 3.66 3.55 1.0309859 1
## 273 2009-02-26 Thursday 3.25 3.30 0.9848485 0
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## 358 2010-04-15 Thursday 7.41 7.42 0.9986523 0
## 359 2010-04-28 Wednesday 7.32 6.33 1.1563981 1
## 360 2010-04-29 Thursday 7.33 7.32 1.0013661 1
## 361 2010-04-30 Friday 7.07 7.33 0.9645293 0
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## 375 2010-06-16 Wednesday 10.57 10.46 1.0105163 1
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## 379 2010-06-24 Thursday 9.57 9.58 0.9989562 0
## 380 2010-06-28 Monday 9.08 9.16 0.9912664 0
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## 382 2010-07-06 Tuesday 8.08 8.19 0.9865690 0
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## 388 2010-07-21 Wednesday 9.21 8.92 1.0325112 1
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## 394 2010-09-08 Wednesday 9.49 9.54 0.9947589 0
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## 398 2010-09-23 Thursday 8.83 8.96 0.9854911 0
## 399 2010-10-01 Friday 9.29 9.25 1.0043243 1
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## 405 2010-10-19 Tuesday 10.09 10.12 0.9970356 0
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## 408 2010-11-08 Monday 11.23 11.57 0.9706137 0
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## 411 2010-11-16 Tuesday 10.69 10.71 0.9981326 0
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## 425 2011-02-23 Wednesday 8.49 9.17 0.9258451 0
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## 430 2011-03-30 Wednesday 8.97 8.87 1.0112740 1
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## 432 2011-04-06 Wednesday 8.40 8.45 0.9940828 0
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## 451 2011-07-01 Friday 8.94 8.91 1.0033670 1
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## 466 2011-08-30 Tuesday 5.52 5.55 0.9945946 0
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## 470 2011-10-07 Friday 5.21 5.35 0.9738318 0
## 471 2011-10-13 Thursday 6.30 6.23 1.0112360 1
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## 473 2011-10-19 Wednesday 5.76 6.02 0.9568106 0
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## 475 2011-11-01 Tuesday 5.50 5.77 0.9532062 0
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## 477 2011-11-14 Monday 4.98 5.01 0.9940120 0
## 478 2011-11-16 Wednesday 4.50 4.78 0.9414226 0
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## 481 2011-12-13 Tuesday 5.19 5.63 0.9218472 0
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## 484 2011-12-28 Wednesday 5.19 5.40 0.9611111 0
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## 486 2012-01-17 Tuesday 5.88 5.97 0.9849246 0
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## 491 2012-02-01 Wednesday 8.90 8.44 1.0545024 1
## 492 2012-02-08 Wednesday 9.10 9.24 0.9848485 0
## 493 2012-02-09 Thursday 8.96 9.10 0.9846154 0
## 494 2012-02-10 Friday 8.85 8.96 0.9877232 0
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## 496 2012-03-01 Thursday 7.41 7.41 1.0000000 0
## 497 2012-03-02 Friday 7.63 7.41 1.0296896 1
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## 499 2012-03-13 Tuesday 6.96 6.89 1.0101597 1
## 500 2012-03-16 Friday 7.15 7.58 0.9432718 0
## 501 2012-03-19 Monday 7.19 7.15 1.0055944 1
## 502 2012-03-23 Friday 7.55 7.33 1.0300136 1
## 503 2012-03-30 Friday 7.59 7.89 0.9619772 0
## 504 2012-04-05 Thursday 7.78 7.86 0.9898219 0
## 505 2012-04-09 Monday 7.75 7.78 0.9961440 0
## 506 2012-04-10 Tuesday 7.47 7.75 0.9638710 0
## 507 2012-04-13 Friday 7.84 7.89 0.9936629 0
## 508 2012-04-17 Tuesday 8.18 8.13 1.0061501 1
## 509 2012-04-20 Friday 9.34 9.51 0.9821241 0
## 510 2012-04-23 Monday 9.03 9.34 0.9668094 0
## 511 2012-04-25 Wednesday 9.60 9.31 1.0311493 1
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## 513 2012-04-30 Monday 10.26 10.31 0.9951503 0
## 514 2012-05-04 Friday 10.70 10.71 0.9990663 0
## 515 2012-05-25 Friday 12.30 12.16 1.0115132 1
## 516 2012-06-05 Tuesday 11.62 11.18 1.0393560 1
## 517 2012-06-26 Tuesday 12.88 12.65 1.0181818 1
## 518 2012-06-27 Wednesday 13.31 12.88 1.0333851 1
## 519 2012-06-28 Thursday 13.40 13.31 1.0067618 1
## 520 2012-07-19 Thursday 12.50 13.42 0.9314456 0
## 521 2012-07-25 Wednesday 11.15 11.59 0.9620362 0
## 522 2012-07-27 Friday 11.35 11.19 1.0142985 1
## 523 2012-07-30 Monday 11.29 11.35 0.9947137 0
## 524 2012-07-31 Tuesday 11.46 11.29 1.0150576 1
## 525 2012-08-06 Monday 10.81 10.89 0.9926538 0
## 526 2012-08-07 Tuesday 9.94 10.81 0.9195190 0
## 527 2012-08-14 Tuesday 10.12 10.12 1.0000000 0
## 528 2012-08-17 Friday 10.08 9.91 1.0171544 1
## 529 2012-08-20 Monday 10.59 10.08 1.0505952 1
## 530 2012-08-23 Thursday 11.04 11.61 0.9509044 0
## 531 2012-08-28 Tuesday 10.81 11.04 0.9791667 0
## 532 2012-08-29 Wednesday 10.45 10.81 0.9666975 0
## 533 2012-08-30 Thursday 10.40 10.45 0.9952153 0
## 534 2012-09-10 Monday 12.00 12.14 0.9884679 0
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## 536 2012-09-27 Thursday 10.36 10.50 0.9866667 0
## 537 2012-10-09 Tuesday 11.30 11.57 0.9766638 0
## 538 2012-10-12 Friday 11.36 11.17 1.0170098 1
## 539 2012-10-16 Tuesday 11.58 11.42 1.0140105 1
## 540 2012-10-31 Wednesday 12.18 11.92 1.0218121 1
## 541 2012-11-14 Wednesday 12.01 12.59 0.9539317 0
## 542 2012-11-16 Friday 11.76 12.06 0.9751244 0
## 543 2012-11-26 Monday 12.92 12.50 1.0336000 1
## 544 2012-11-30 Friday 12.89 13.00 0.9915385 0
## 545 2012-12-03 Monday 12.66 12.89 0.9821567 0
## 546 2012-12-05 Wednesday 12.11 12.38 0.9781906 0
## 547 2012-12-12 Wednesday 12.70 12.88 0.9860248 0
## 548 2012-12-17 Monday 12.79 12.83 0.9968823 0
## 549 2012-12-18 Tuesday 12.95 12.79 1.0125098 1
## 550 2012-12-21 Friday 13.44 13.54 0.9926145 0
## 551 2012-12-26 Wednesday 13.23 13.33 0.9924981 0
## 552 2012-12-31 Monday 13.50 12.79 1.0555121 1
## 553 2013-01-03 Thursday 13.66 13.98 0.9771102 0
## 554 2013-01-04 Friday 14.73 13.66 1.0783309 1
## 555 2013-01-10 Thursday 15.14 15.13 1.0006609 1
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## 559 2013-01-29 Tuesday 14.42 15.03 0.9594145 0
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## 561 2013-02-06 Wednesday 14.56 14.09 1.0333570 1
## 562 2013-02-21 Thursday 13.37 13.33 1.0030008 1
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## 565 2013-02-27 Wednesday 13.41 13.26 1.0113122 1
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## 567 2013-03-07 Thursday 14.82 14.57 1.0171585 1
## 568 2013-03-08 Friday 14.92 14.82 1.0067476 1
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## 572 2013-04-09 Tuesday 15.70 15.84 0.9911616 0
## 573 2013-04-10 Wednesday 15.78 15.70 1.0050955 1
## 574 2013-04-16 Tuesday 16.37 15.59 1.0500321 1
## 575 2013-04-17 Wednesday 16.52 16.37 1.0091630 1
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## 577 2013-04-23 Tuesday 16.30 15.52 1.0502577 1
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## 579 2013-04-30 Tuesday 16.90 16.81 1.0053540 1
## 580 2013-05-09 Thursday 17.38 17.34 1.0023067 1
## 581 2013-05-15 Wednesday 18.81 18.10 1.0392265 1
## 582 2013-05-20 Monday 18.59 19.01 0.9779064 0
## 583 2013-05-24 Friday 18.21 18.19 1.0010994 1
## 584 2013-05-30 Thursday 17.67 17.83 0.9910264 0
## 585 2013-06-04 Tuesday 17.65 17.73 0.9954879 0
## 586 2013-06-10 Monday 17.26 17.02 1.0141011 1
## 587 2013-06-12 Wednesday 16.88 16.92 0.9976359 0
## 588 2013-06-14 Friday 16.93 17.01 0.9952969 0
## 589 2013-06-18 Tuesday 17.22 16.95 1.0159291 1
## 590 2013-06-20 Thursday 16.73 17.06 0.9806566 0
## 591 2013-06-21 Friday 16.34 16.73 0.9766886 0
## 592 2013-06-25 Tuesday 16.46 16.13 1.0204588 1
## 593 2013-07-02 Tuesday 16.43 16.80 0.9779762 0
## 594 2013-07-10 Wednesday 17.17 17.36 0.9890552 0
## 595 2013-07-12 Friday 17.56 17.37 1.0109383 1
## 596 2013-07-16 Tuesday 17.95 17.76 1.0106983 1
## 597 2013-07-19 Friday 18.23 18.42 0.9896851 0
## 598 2013-07-23 Tuesday 18.05 18.15 0.9944903 0
## 599 2013-07-30 Tuesday 19.20 19.23 0.9984400 0
## 600 2013-08-07 Wednesday 18.87 18.92 0.9973573 0
## 601 2013-08-08 Thursday 18.98 18.87 1.0058293 1
## 602 2013-08-21 Wednesday 15.81 15.80 1.0006329 1
## 603 2013-08-26 Monday 16.21 16.16 1.0030940 1
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## 605 2013-09-10 Tuesday 18.12 17.47 1.0372068 1
## 606 2013-09-12 Thursday 17.63 17.72 0.9949210 0
## 607 2013-09-17 Tuesday 18.72 18.07 1.0359712 1
## 608 2013-09-23 Monday 18.86 18.89 0.9984120 0
## 609 2013-10-03 Thursday 20.48 19.84 1.0322581 1
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## 612 2013-10-23 Wednesday 21.40 21.95 0.9749430 0
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## 623 2013-12-19 Thursday 26.12 26.23 0.9958064 0
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## 998 2019-01-04 Friday 32.04 30.06 1.0658683 1
## 999 2019-01-10 Thursday 32.04 33.42 0.9587074 0
## 1000 2019-01-25 Friday 34.98 33.66 1.0392157 1
## 1001 2019-01-31 Thursday 35.77 36.34 0.9843148 0
## 1002 2019-02-05 Tuesday 36.93 36.78 1.0040783 1
## 1003 2019-02-22 Friday 35.49 34.98 1.0145798 1
## 1004 2019-02-25 Monday 35.90 35.49 1.0115525 1
## 1005 2019-03-01 Friday 34.64 35.63 0.9722144 0
## 1006 2019-03-04 Monday 33.72 34.64 0.9734412 0
## 1007 2019-03-06 Wednesday 32.76 33.23 0.9858561 0
## 1008 2019-03-07 Thursday 32.22 32.76 0.9835166 0
## 1009 2019-03-13 Wednesday 31.84 30.92 1.0297542 1
## 1010 2019-03-14 Thursday 32.13 31.84 1.0091081 1
## 1011 2019-03-20 Wednesday 30.96 31.59 0.9800569 0
## 1012 2019-03-21 Thursday 31.45 30.96 1.0158269 1
## 1013 2019-03-22 Friday 30.57 31.45 0.9720190 0
## 1014 2019-03-26 Tuesday 30.21 30.21 1.0000000 0
## 1015 2019-03-27 Wednesday 30.94 30.21 1.0241643 1
## 1016 2019-03-29 Friday 31.76 30.90 1.0278317 1
## 1017 2019-04-10 Wednesday 34.02 33.31 1.0213149 1
## 1018 2019-04-15 Monday 33.75 34.69 0.9729029 0
## 1019 2019-04-22 Monday 33.48 34.37 0.9741054 0
## 1020 2019-04-24 Wednesday 33.99 33.97 1.0005888 1
## 1021 2019-04-29 Monday 33.77 33.06 1.0214761 1
## 1022 2019-05-06 Monday 34.75 34.79 0.9988502 0
## 1023 2019-05-07 Tuesday 33.91 34.75 0.9758273 0
## 1024 2019-05-08 Wednesday 33.75 33.91 0.9952816 0
## 1025 2019-05-10 Friday 33.99 33.95 1.0011782 1
## 1026 2019-05-16 Thursday 32.32 32.16 1.0049751 1
## 1027 2019-05-22 Wednesday 29.92 31.30 0.9559106 0
## 1028 2019-06-10 Monday 30.76 30.92 0.9948254 0
## 1029 2019-06-14 Friday 32.68 33.09 0.9876095 0
## 1030 2019-06-19 Wednesday 33.21 32.52 1.0212177 1
## 1031 2019-06-21 Friday 31.57 32.15 0.9819595 0
## 1032 2019-06-26 Wednesday 31.46 31.26 1.0063979 1
## 1033 2019-07-10 Wednesday 32.94 32.36 1.0179233 1
## 1034 2019-07-11 Thursday 33.03 32.94 1.0027322 1
## 1035 2019-07-19 Friday 33.08 33.74 0.9804386 0
## 1036 2019-07-23 Tuesday 33.73 32.90 1.0252279 1
## 1037 2019-08-05 Monday 28.53 29.45 0.9687606 0
## 1038 2019-08-06 Tuesday 28.36 28.53 0.9940414 0
## 1039 2019-08-07 Wednesday 28.63 28.36 1.0095204 1
## 1040 2019-08-14 Wednesday 26.10 27.51 0.9487459 0
## 1041 2019-08-16 Friday 25.79 25.41 1.0149548 1
## 1042 2019-08-23 Friday 25.42 26.53 0.9581605 0
## 1043 2019-09-06 Friday 27.79 27.69 1.0036114 1
## 1044 2019-09-19 Thursday 28.30 28.60 0.9895105 0
## 1045 2019-09-26 Thursday 27.19 27.44 0.9908892 0
## 1046 2019-09-30 Monday 26.97 27.01 0.9985190 0
## 1047 2019-10-03 Thursday 25.27 25.37 0.9960583 0
## 1048 2019-10-07 Monday 25.83 25.83 1.0000000 0
## 1049 2019-10-08 Tuesday 26.26 25.83 1.0166473 1
## 1050 2019-10-09 Wednesday 27.07 26.26 1.0308454 1
## 1051 2019-10-10 Thursday 27.18 27.07 1.0040635 1
## 1052 2019-10-21 Monday 28.62 28.22 1.0141744 1
## 1053 2019-10-22 Tuesday 28.26 28.62 0.9874213 0
## 1054 2019-10-25 Friday 30.86 29.41 1.0493030 1
## 1055 2019-10-28 Monday 31.36 30.86 1.0162022 1
## 1056 2019-10-31 Thursday 30.06 30.29 0.9924067 0
## 1057 2019-11-01 Friday 30.56 30.06 1.0166334 1
## 1058 2019-11-06 Wednesday 30.96 31.18 0.9929442 0
## 1059 2019-11-07 Thursday 30.89 30.96 0.9977390 0
## 1060 2019-11-08 Friday 30.76 30.89 0.9957916 0
## 1061 2019-11-14 Thursday 28.77 28.66 1.0038381 1
## 1062 2019-11-15 Friday 28.86 28.77 1.0031283 1
## 1063 2019-11-19 Tuesday 29.29 28.60 1.0241259 1
## 1064 2019-12-02 Monday 28.08 28.74 0.9770355 0
## 1065 2019-12-05 Thursday 27.24 27.38 0.9948868 0
## 1066 2019-12-09 Monday 27.49 27.73 0.9913451 0
## 1067 2019-12-10 Tuesday 27.00 27.49 0.9821753 0
## 1068 2019-12-12 Thursday 27.72 26.86 1.0320178 1
## 1069 2019-12-13 Friday 27.48 27.72 0.9913420 0
## 1070 2019-12-16 Monday 27.92 27.48 1.0160116 1
## 1071 2019-12-18 Wednesday 28.00 28.28 0.9900990 0
## 1072 2019-12-24 Tuesday 29.18 29.30 0.9959045 0
## 1073 2019-12-26 Thursday 29.67 29.18 1.0167923 1
## 1074 2019-12-27 Friday 28.44 29.67 0.9585440 0
## 1075 2020-01-13 Monday 27.39 27.32 1.0025622 1
## 1076 2020-01-22 Wednesday 27.32 27.20 1.0044117 1
## 1077 2020-01-23 Thursday 28.80 27.32 1.0541727 1
## 1078 2020-01-27 Monday 26.11 27.64 0.9446455 0
## 1079 2020-02-07 Friday 28.38 28.30 1.0028269 1
## 1080 2020-02-13 Thursday 30.09 30.47 0.9875287 0
## 1081 2020-02-14 Friday 29.20 30.09 0.9704221 0
## 1082 2020-02-18 Tuesday 28.63 29.20 0.9804794 0
## 1083 2020-02-21 Friday 27.82 28.51 0.9757980 0
## 1084 2020-02-24 Monday 25.45 27.82 0.9148095 0
## 1085 2020-02-25 Tuesday 23.12 25.45 0.9084479 0
## 1086 2020-02-27 Thursday 20.60 22.31 0.9233528 0
## 1087 2020-03-06 Friday 15.97 16.04 0.9956358 0
## 1088 2020-03-09 Monday 14.75 15.97 0.9236068 0
## 1089 2020-03-11 Wednesday 16.26 17.00 0.9564706 0
## 1090 2020-03-12 Thursday 13.45 16.26 0.8271833 0
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## 615 3 2 224
## 616 4 3 121
## 617 4 3 121
## 618 1 0 955
## 619 2 1 408
## 620 2 1 408
## 621 1 0 955
## 622 6 5 30
## 623 2 1 408
## 624 2 1 408
## 625 5 4 61
## 626 6 5 30
## 627 6 5 30
## 628 6 5 30
## 629 6 5 30
## 630 4 3 121
## 631 4 3 121
## 632 3 2 224
## 633 1 0 955
## 634 6 5 30
## 635 6 5 30
## 636 1 0 955
## 637 5 4 61
## 638 5 4 61
## 639 5 4 61
## 640 1 0 955
## 641 1 0 955
## 642 1 0 955
## 643 3 2 224
## 644 3 2 224
## 645 3 2 224
## 646 3 2 224
## 647 3 2 224
## 648 1 0 955
## 649 3 2 224
## 650 3 2 224
## 651 5 4 61
## 652 2 1 408
## 653 9 8 4
## 654 9 8 4
## 655 9 8 4
## 656 3 2 224
## 657 3 2 224
## 658 3 2 224
## 659 11 10 1
## 660 11 10 1
## 661 11 10 1
## 662 11 10 1
## 663 2 1 408
## 664 7 6 14
## 665 7 6 14
## 666 7 6 14
## 667 3 2 224
## 668 1 0 955
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## 676 3 2 224
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## 679 2 1 408
## 680 2 1 408
## 681 2 1 408
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## 683 2 1 408
## 684 2 1 408
## 685 2 1 408
## 686 1 0 955
## 687 2 1 408
## 688 1 0 955
## 689 1 0 955
## 690 7 6 14
## 691 5 4 61
## 692 5 4 61
## 693 2 1 408
## 694 2 1 408
## 695 2 1 408
## 696 4 3 121
## 697 4 3 121
## 698 3 2 224
## 699 3 2 224
## 700 2 1 408
## 701 5 4 61
## 702 5 4 61
## 703 7 6 14
## 704 1 0 955
## 705 2 1 408
## 706 2 1 408
## 707 2 1 408
## 708 6 5 30
## 709 6 5 30
## 710 6 5 30
## 711 2 1 408
## 712 1 0 955
## 713 1 0 955
## 714 2 1 408
## 715 1 0 955
## 716 3 2 224
## 717 6 5 30
## 718 6 5 30
## 719 4 3 121
## 720 4 3 121
## 721 1 0 955
## 722 1 0 955
## 723 9 8 4
## 724 9 8 4
## 725 9 8 4
## 726 9 8 4
## 727 9 8 4
## 728 1 0 955
## 729 3 2 224
## 730 1 0 955
## 731 6 5 30
## 732 6 5 30
## 733 6 5 30
## 734 2 1 408
## 735 2 1 408
## 736 2 1 408
## 737 2 1 408
## 738 3 2 224
## 739 1 0 955
## 740 3 2 224
## 741 5 4 61
## 742 5 4 61
## 743 1 0 955
## 744 1 0 955
## 745 1 0 955
## 746 2 1 408
## 747 4 3 121
## 748 4 3 121
## 749 4 3 121
## 750 1 0 955
## 751 3 2 224
## 752 3 2 224
## 753 4 3 121
## 754 3 2 224
## 755 3 2 224
## 756 4 3 121
## 757 1 0 955
## 758 1 0 955
## 759 4 3 121
## 760 4 3 121
## 761 9 8 4
## 762 9 8 4
## 763 1 0 955
## 764 2 1 408
## 765 2 1 408
## 766 1 0 955
## 767 5 4 61
## 768 5 4 61
## 769 3 2 224
## 770 1 0 955
## 771 4 3 121
## 772 1 0 955
## 773 1 0 955
## 774 2 1 408
## 775 2 1 408
## 776 2 1 408
## 777 3 2 224
## 778 3 2 224
## 779 3 2 224
## 780 1 0 955
## 781 3 2 224
## 782 3 2 224
## 783 1 0 955
## 784 5 4 61
## 785 5 4 61
## 786 1 0 955
## 787 1 0 955
## 788 2 1 408
## 789 2 1 408
## 790 3 2 224
## 791 3 2 224
## 792 2 1 408
## 793 2 1 408
## 794 5 4 61
## 795 3 2 224
## 796 3 2 224
## 797 3 2 224
## 798 3 2 224
## 799 7 6 14
## 800 7 6 14
## 801 3 2 224
## 802 2 1 408
## 803 2 1 408
## 804 4 3 121
## 805 6 5 30
## 806 6 5 30
## 807 1 0 955
## 808 1 0 955
## 809 3 2 224
## 810 4 3 121
## 811 5 4 61
## 812 2 1 408
## 813 4 3 121
## 814 4 3 121
## 815 4 3 121
## 816 2 1 408
## 817 5 4 61
## 818 5 4 61
## 819 5 4 61
## 820 5 4 61
## 821 5 4 61
## 822 1 0 955
## 823 2 1 408
## 824 2 1 408
## 825 1 0 955
## 826 3 2 224
## 827 2 1 408
## 828 3 2 224
## 829 3 2 224
## 830 2 1 408
## 831 4 3 121
## 832 1 0 955
## 833 1 0 955
## 834 5 4 61
## 835 2 1 408
## 836 3 2 224
## 837 3 2 224
## 838 1 0 955
## 839 1 0 955
## 840 1 0 955
## 841 4 3 121
## 842 1 0 955
## 843 1 0 955
## 844 5 4 61
## 845 5 4 61
## 846 4 3 121
## 847 3 2 224
## 848 3 2 224
## 849 3 2 224
## 850 3 2 224
## 851 2 1 408
## 852 2 1 408
## 853 3 2 224
## 854 2 1 408
## 855 4 3 121
## 856 1 0 955
## 857 5 4 61
## 858 1 0 955
## 859 2 1 408
## 860 2 1 408
## 861 4 3 121
## 862 4 3 121
## 863 4 3 121
## 864 2 1 408
## 865 5 4 61
## 866 5 4 61
## 867 1 0 955
## 868 2 1 408
## 869 1 0 955
## 870 3 2 224
## 871 1 0 955
## 872 5 4 61
## 873 5 4 61
## 874 5 4 61
## 875 2 1 408
## 876 2 1 408
## 877 7 6 14
## 878 7 6 14
## 879 7 6 14
## 880 3 2 224
## 881 1 0 955
## 882 5 4 61
## 883 5 4 61
## 884 1 0 955
## 885 7 6 14
## 886 7 6 14
## 887 7 6 14
## 888 5 4 61
## 889 1 0 955
## 890 1 0 955
## 891 1 0 955
## 892 1 0 955
## 893 2 1 408
## 894 3 2 224
## 895 3 2 224
## 896 8 7 4
## 897 8 7 4
## 898 8 7 4
## 899 8 7 4
## 900 4 3 121
## 901 1 0 955
## 902 1 0 955
## 903 2 1 408
## 904 2 1 408
## 905 1 0 955
## 906 1 0 955
## 907 1 0 955
## 908 2 1 408
## 909 2 1 408
## 910 3 2 224
## 911 3 2 224
## 912 1 0 955
## 913 4 3 121
## 914 2 1 408
## 915 2 1 408
## 916 4 3 121
## 917 2 1 408
## 918 1 0 955
## 919 2 1 408
## 920 2 1 408
## 921 1 0 955
## 922 4 3 121
## 923 1 0 955
## 924 4 3 121
## 925 4 3 121
## 926 5 4 61
## 927 4 3 121
## 928 2 1 408
## 929 2 1 408
## 930 2 1 408
## 931 4 3 121
## 932 3 2 224
## 933 3 2 224
## 934 1 0 955
## 935 2 1 408
## 936 1 0 955
## 937 1 0 955
## 938 5 4 61
## 939 5 4 61
## 940 5 4 61
## 941 6 5 30
## 942 6 5 30
## 943 7 6 14
## 944 7 6 14
## 945 1 0 955
## 946 2 1 408
## 947 2 1 408
## 948 1 0 955
## 949 2 1 408
## 950 4 3 121
## 951 2 1 408
## 952 1 0 955
## 953 1 0 955
## 954 2 1 408
## 955 1 0 955
## 956 2 1 408
## 957 2 1 408
## 958 2 1 408
## 959 3 2 224
## 960 3 2 224
## 961 1 0 955
## 962 3 2 224
## 963 2 1 408
## 964 2 1 408
## 965 2 1 408
## 966 1 0 955
## 967 2 1 408
## 968 4 3 121
## 969 4 3 121
## 970 6 5 30
## 971 3 2 224
## 972 1 0 955
## 973 1 0 955
## 974 2 1 408
## 975 2 1 408
## 976 1 0 955
## 977 3 2 224
## 978 3 2 224
## 979 3 2 224
## 980 3 2 224
## 981 8 7 4
## 982 1 0 955
## 983 2 1 408
## 984 1 0 955
## 985 1 0 955
## 986 3 2 224
## 987 2 1 408
## 988 4 3 121
## 989 4 3 121
## 990 1 0 955
## 991 1 0 955
## 992 1 0 955
## 993 4 3 121
## 994 1 0 955
## 995 1 0 955
## 996 2 1 408
## 997 1 0 955
## 998 3 2 224
## 999 1 0 955
## 1000 4 3 121
## 1001 4 3 121
## 1002 4 3 121
## 1003 4 3 121
## 1004 4 3 121
## 1005 1 0 955
## 1006 1 0 955
## 1007 1 0 955
## 1008 1 0 955
## 1009 3 2 224
## 1010 3 2 224
## 1011 2 1 408
## 1012 2 1 408
## 1013 1 0 955
## 1014 2 1 408
## 1015 2 1 408
## 1016 7 6 14
## 1017 3 2 224
## 1018 3 2 224
## 1019 3 2 224
## 1020 3 2 224
## 1021 3 2 224
## 1022 1 0 955
## 1023 1 0 955
## 1024 3 2 224
## 1025 3 2 224
## 1026 2 1 408
## 1027 1 0 955
## 1028 1 0 955
## 1029 1 0 955
## 1030 2 1 408
## 1031 2 1 408
## 1032 5 4 61
## 1033 4 3 121
## 1034 4 3 121
## 1035 1 0 955
## 1036 3 2 224
## 1037 1 0 955
## 1038 3 2 224
## 1039 3 2 224
## 1040 1 0 955
## 1041 3 2 224
## 1042 1 0 955
## 1043 10 9 2
## 1044 1 0 955
## 1045 1 0 955
## 1046 1 0 955
## 1047 2 1 408
## 1048 7 6 14
## 1049 7 6 14
## 1050 7 6 14
## 1051 7 6 14
## 1052 3 2 224
## 1053 5 4 61
## 1054 5 4 61
## 1055 5 4 61
## 1056 4 3 121
## 1057 4 3 121
## 1058 1 0 955
## 1059 1 0 955
## 1060 1 0 955
## 1061 3 2 224
## 1062 3 2 224
## 1063 2 1 408
## 1064 1 0 955
## 1065 2 1 408
## 1066 1 0 955
## 1067 1 0 955
## 1068 2 1 408
## 1069 3 2 224
## 1070 3 2 224
## 1071 4 3 121
## 1072 2 1 408
## 1073 2 1 408
## 1074 1 0 955
## 1075 6 5 30
## 1076 3 2 224
## 1077 3 2 224
## 1078 2 1 408
## 1079 5 4 61
## 1080 1 0 955
## 1081 1 0 955
## 1082 1 0 955
## 1083 1 0 955
## 1084 1 0 955
## 1085 1 0 955
## 1086 1 0 955
## 1087 1 0 955
## 1088 2 1 408
## 1089 1 0 955
## 1090 2 1 408
## RandomForest_round KNN_round Rpart_round GLM_round IncreasingDaysThisCycle
## 1 1 1 0 0 0
## 2 1 2 1 1 1
## 3 1 1 1 1 1
## 4 1 1 1 1 1
## 5 0 0 0 0 0
## 6 2 3 2 2 2
## 7 2 2 2 2 2
## 8 15 15 14 15 15
## 9 15 14 14 15 15
## 10 1 1 1 1 1
## 11 2 2 2 2 2
## 12 2 2 2 2 2
## 13 2 2 2 2 2
## 14 0 0 0 0 0
## 15 8 4 9 8 8
## 16 8 6 9 8 8
## 17 8 6 9 8 8
## 18 8 4 9 8 8
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 3 2 3 3 3
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 2 3 2 2 2
## 26 2 1 2 2 2
## 27 0 0 0 0 0
## 28 4 3 4 4 4
## 29 4 3 4 4 4
## 30 0 0 0 0 0
## 31 2 2 2 2 2
## 32 3 2 3 3 3
## 33 3 2 3 3 3
## 34 0 0 0 0 0
## 35 1 2 1 1 1
## 36 7 6 6 7 7
## 37 1 1 1 1 1
## 38 1 2 1 1 1
## 39 1 2 1 1 1
## 40 1 2 1 1 1
## 41 0 0 0 0 0
## 42 0 0 0 0 0
## 43 1 1 1 1 1
## 44 2 2 2 2 2
## 45 2 2 2 2 2
## 46 0 0 0 0 0
## 47 4 3 4 4 4
## 48 5 4 5 5 5
## 49 5 4 5 5 5
## 50 1 2 1 1 1
## 51 2 2 2 2 2
## 52 1 2 1 1 1
## 53 0 0 0 0 0
## 54 4 2 4 4 4
## 55 4 4 4 4 4
## 56 4 4 4 4 4
## 57 0 0 0 0 0
## 58 5 4 5 5 5
## 59 5 2 5 5 5
## 60 5 4 5 5 5
## 61 0 0 0 0 0
## 62 0 0 0 0 0
## 63 3 3 3 3 3
## 64 3 4 3 3 3
## 65 3 2 3 3 3
## 66 1 2 1 1 1
## 67 1 1 1 1 1
## 68 2 2 2 2 2
## 69 0 0 0 0 0
## 70 0 0 0 0 0
## 71 0 0 0 0 0
## 72 1 1 1 1 1
## 73 1 1 1 1 1
## 74 3 3 3 3 3
## 75 0 0 0 0 0
## 76 2 2 2 2 2
## 77 0 0 0 0 0
## 78 2 2 2 2 2
## 79 2 2 2 2 2
## 80 3 3 3 3 3
## 81 3 3 3 3 3
## 82 3 3 3 3 3
## 83 3 3 3 3 3
## 84 1 1 1 1 1
## 85 0 0 0 0 0
## 86 5 3 5 5 5
## 87 5 5 5 5 5
## 88 1 1 1 1 1
## 89 1 1 1 1 1
## 90 2 3 2 2 2
## 91 2 1 2 2 2
## 92 3 2 3 3 3
## 93 3 4 3 3 3
## 94 0 0 0 0 0
## 95 2 3 2 2 2
## 96 0 0 0 0 0
## 97 0 0 0 0 0
## 98 2 2 2 2 2
## 99 2 2 2 2 2
## 100 0 0 0 0 0
## 101 1 1 1 1 1
## 102 1 1 1 1 1
## 103 0 0 0 0 0
## 104 0 0 0 0 0
## 105 2 2 2 2 2
## 106 2 2 2 2 2
## 107 2 2 2 2 2
## 108 1 1 1 1 1
## 109 0 0 0 0 0
## 110 1 2 1 1 1
## 111 2 2 2 2 2
## 112 0 0 0 0 0
## 113 0 0 0 0 0
## 114 0 0 0 0 0
## 115 1 2 1 1 1
## 116 3 3 3 3 3
## 117 0 0 0 0 0
## 118 0 0 0 0 0
## 119 0 0 0 0 0
## 120 0 0 0 0 0
## 121 0 0 0 0 0
## 122 4 3 4 4 4
## 123 0 0 0 0 0
## 124 0 0 0 0 0
## 125 0 0 0 0 0
## 126 0 0 0 0 0
## 127 1 0 1 1 1
## 128 1 2 1 1 1
## 129 0 0 0 0 0
## 130 0 0 0 0 0
## 131 0 0 0 0 0
## 132 3 3 3 3 3
## 133 3 3 3 3 3
## 134 2 2 2 2 2
## 135 0 0 0 0 0
## 136 1 1 1 1 1
## 137 0 0 0 0 0
## 138 1 1 1 1 1
## 139 0 0 0 0 0
## 140 5 5 5 5 5
## 141 5 5 5 5 5
## 142 5 5 5 5 5
## 143 2 2 2 2 2
## 144 2 2 2 2 2
## 145 0 0 0 0 0
## 146 2 2 2 2 2
## 147 0 0 0 0 0
## 148 1 1 1 1 1
## 149 0 0 0 0 0
## 150 3 3 3 3 3
## 151 3 2 3 3 3
## 152 1 1 1 1 1
## 153 4 2 4 4 4
## 154 4 2 4 4 4
## 155 0 0 0 0 0
## 156 1 1 1 1 1
## 157 2 3 2 2 2
## 158 2 2 2 2 2
## 159 0 0 0 0 0
## 160 0 0 0 0 0
## 161 7 5 6 7 7
## 162 7 5 6 7 7
## 163 1 1 1 1 1
## 164 2 2 2 2 2
## 165 3 3 3 3 3
## 166 3 2 3 3 3
## 167 0 0 0 0 0
## 168 1 2 1 1 1
## 169 0 0 0 0 0
## 170 3 3 3 3 3
## 171 0 0 0 0 0
## 172 0 0 0 0 0
## 173 0 0 0 0 0
## 174 2 3 2 2 2
## 175 2 1 2 2 2
## 176 1 1 1 1 1
## 177 1 1 1 1 1
## 178 2 1 2 2 2
## 179 0 0 0 0 0
## 180 3 3 3 3 3
## 181 1 1 1 1 1
## 182 0 0 0 0 0
## 183 0 0 0 0 0
## 184 0 0 0 0 0
## 185 1 1 1 1 1
## 186 3 3 3 3 3
## 187 1 1 1 1 1
## 188 1 1 1 1 1
## 189 0 0 0 0 0
## 190 3 3 3 3 3
## 191 0 0 0 0 0
## 192 1 1 1 1 1
## 193 0 0 0 0 0
## 194 0 0 0 0 0
## 195 5 2 5 5 5
## 196 5 4 5 5 5
## 197 4 4 4 4 4
## 198 4 4 4 4 4
## 199 1 1 1 1 1
## 200 1 2 1 1 1
## 201 0 0 0 0 0
## 202 1 1 1 1 1
## 203 1 1 1 1 1
## 204 0 0 0 0 0
## 205 0 0 0 0 0
## 206 0 0 0 0 0
## 207 3 2 3 3 3
## 208 3 3 3 3 3
## 209 3 3 3 3 3
## 210 3 1 3 3 3
## 211 0 0 0 0 0
## 212 1 1 1 1 1
## 213 3 3 3 3 3
## 214 3 3 3 3 3
## 215 3 2 3 3 3
## 216 3 3 3 3 3
## 217 3 3 3 3 3
## 218 1 1 1 1 1
## 219 0 0 0 0 0
## 220 1 1 1 1 1
## 221 0 0 0 0 0
## 222 3 3 3 3 3
## 223 3 3 3 3 3
## 224 2 2 2 2 2
## 225 6 5 6 6 6
## 226 4 4 4 4 4
## 227 4 4 4 4 4
## 228 4 3 4 4 4
## 229 4 3 4 4 4
## 230 0 0 0 0 0
## 231 0 0 0 0 0
## 232 1 1 1 1 1
## 233 0 0 0 0 0
## 234 3 4 3 3 3
## 235 1 1 1 1 1
## 236 0 0 0 0 0
## 237 2 2 2 2 2
## 238 1 1 1 1 1
## 239 0 0 0 0 0
## 240 2 2 2 2 2
## 241 5 2 5 5 5
## 242 5 4 5 5 5
## 243 5 4 5 5 5
## 244 5 4 5 5 5
## 245 1 1 1 1 1
## 246 3 3 3 3 3
## 247 3 2 3 3 3
## 248 0 0 0 0 0
## 249 1 2 1 1 1
## 250 1 1 1 1 1
## 251 0 0 0 0 0
## 252 5 4 5 5 5
## 253 5 4 5 5 5
## 254 5 4 5 5 5
## 255 1 1 1 1 1
## 256 2 2 2 2 2
## 257 0 0 0 0 0
## 258 1 1 1 1 1
## 259 0 0 0 0 0
## 260 3 3 3 3 3
## 261 3 3 3 3 3
## 262 3 3 3 3 3
## 263 2 2 2 2 2
## 264 2 2 2 2 2
## 265 2 1 2 2 2
## 266 2 1 2 2 2
## 267 0 0 0 0 0
## 268 1 1 1 1 1
## 269 2 2 2 2 2
## 270 0 0 0 0 0
## 271 2 1 2 2 2
## 272 2 1 2 2 2
## 273 0 0 0 0 0
## 274 0 0 0 0 0
## 275 1 1 1 1 1
## 276 4 5 4 4 4
## 277 4 4 4 4 4
## 278 2 2 2 2 2
## 279 0 0 0 0 0
## 280 5 5 5 5 5
## 281 3 3 3 3 3
## 282 3 3 3 3 3
## 283 4 4 4 4 4
## 284 4 4 4 4 4
## 285 4 4 4 4 4
## 286 4 3 4 4 4
## 287 0 0 0 0 0
## 288 0 0 0 0 0
## 289 3 2 3 3 3
## 290 3 3 3 3 3
## 291 3 4 3 3 3
## 292 3 3 3 3 3
## 293 1 1 1 1 1
## 294 2 2 2 2 2
## 295 2 2 2 2 2
## 296 2 3 2 2 2
## 297 0 0 0 0 0
## 298 0 0 0 0 0
## 299 0 0 0 0 0
## 300 1 1 1 1 1
## 301 1 1 1 1 1
## 302 1 1 1 1 1
## 303 1 1 1 1 1
## 304 1 1 1 1 1
## 305 1 1 1 1 1
## 306 1 1 1 1 1
## 307 1 1 1 1 1
## 308 6 5 6 6 6
## 309 2 2 2 2 2
## 310 1 1 1 1 1
## 311 2 1 2 2 2
## 312 5 4 5 5 5
## 313 5 3 5 5 5
## 314 9 3 9 9 9
## 315 9 6 9 9 9
## 316 9 6 9 9 9
## 317 9 6 9 9 9
## 318 9 6 9 9 9
## 319 1 1 1 1 1
## 320 2 1 2 2 2
## 321 0 0 0 0 0
## 322 3 3 3 3 3
## 323 3 3 3 3 3
## 324 3 3 3 3 3
## 325 3 2 3 3 3
## 326 2 2 2 2 2
## 327 0 0 0 0 0
## 328 1 0 1 1 1
## 329 3 3 3 3 3
## 330 3 3 3 3 3
## 331 3 2 3 3 3
## 332 1 1 1 1 1
## 333 0 0 0 0 0
## 334 0 0 0 0 0
## 335 1 1 1 1 1
## 336 1 1 1 1 1
## 337 1 1 1 1 1
## 338 3 3 3 3 3
## 339 4 5 4 4 4
## 340 4 3 4 4 4
## 341 3 3 3 3 3
## 342 3 2 3 3 3
## 343 3 3 3 3 3
## 344 3 2 3 3 3
## 345 4 3 4 4 4
## 346 2 2 2 2 2
## 347 1 1 1 1 1
## 348 2 2 2 2 2
## 349 0 0 0 0 0
## 350 0 0 0 0 0
## 351 3 2 3 3 3
## 352 3 3 3 3 3
## 353 0 0 0 0 0
## 354 2 2 2 2 2
## 355 0 0 0 0 0
## 356 1 1 1 1 1
## 357 1 2 1 1 1
## 358 0 0 0 0 0
## 359 2 3 2 2 2
## 360 2 2 2 2 2
## 361 1 1 1 1 1
## 362 1 1 1 1 1
## 363 1 1 1 1 1
## 364 1 1 1 1 1
## 365 1 1 1 1 1
## 366 1 1 1 1 1
## 367 1 1 1 1 1
## 368 1 1 1 1 1
## 369 4 4 4 4 4
## 370 4 4 4 4 4
## 371 0 0 0 0 0
## 372 0 0 0 0 0
## 373 1 1 1 1 1
## 374 1 1 1 1 1
## 375 3 3 3 3 3
## 376 0 0 0 0 0
## 377 0 0 0 0 0
## 378 1 1 1 1 1
## 379 0 0 0 0 0
## 380 0 0 0 0 0
## 381 2 3 2 2 2
## 382 2 2 2 2 2
## 383 2 3 2 2 2
## 384 2 2 2 2 2
## 385 1 1 1 1 1
## 386 0 0 0 0 0
## 387 5 3 5 5 5
## 388 5 4 5 5 5
## 389 0 0 0 0 0
## 390 1 1 1 1 1
## 391 4 3 4 4 4
## 392 4 4 4 4 4
## 393 4 1 4 4 4
## 394 0 0 0 0 0
## 395 2 2 2 2 2
## 396 2 2 2 2 2
## 397 0 0 0 0 0
## 398 2 2 2 2 2
## 399 2 2 2 2 2
## 400 1 1 1 1 1
## 401 1 1 1 1 1
## 402 2 2 2 2 2
## 403 2 2 2 2 2
## 404 1 1 1 1 1
## 405 1 1 1 1 1
## 406 4 4 4 4 4
## 407 0 0 0 0 0
## 408 0 0 0 0 0
## 409 1 1 1 1 1
## 410 1 1 1 1 1
## 411 4 4 4 4 4
## 412 4 3 4 4 4
## 413 1 1 1 1 1
## 414 0 0 0 0 0
## 415 1 1 1 1 1
## 416 1 1 1 1 1
## 417 2 1 2 2 2
## 418 2 1 2 2 2
## 419 2 2 2 2 2
## 420 4 4 4 4 4
## 421 4 3 4 4 4
## 422 4 4 4 4 4
## 423 0 0 0 0 0
## 424 0 0 0 0 0
## 425 0 0 0 0 0
## 426 2 2 2 2 2
## 427 2 2 2 2 2
## 428 2 3 2 2 2
## 429 1 1 1 1 1
## 430 1 1 1 1 1
## 431 0 0 0 0 0
## 432 0 0 0 0 0
## 433 2 2 2 2 2
## 434 2 2 2 2 2
## 435 2 2 2 2 2
## 436 3 3 3 3 3
## 437 1 1 1 1 1
## 438 0 0 0 0 0
## 439 1 3 1 1 1
## 440 0 0 0 0 0
## 441 0 0 0 0 0
## 442 1 0 1 1 1
## 443 1 1 1 1 1
## 444 0 0 0 0 0
## 445 2 2 2 2 2
## 446 1 1 1 1 1
## 447 1 1 1 1 1
## 448 3 3 3 3 3
## 449 3 3 3 3 3
## 450 1 2 1 1 1
## 451 2 2 2 2 2
## 452 1 0 1 1 1
## 453 0 0 0 0 0
## 454 0 0 0 0 0
## 455 0 0 0 0 0
## 456 0 0 0 0 0
## 457 0 0 0 0 0
## 458 1 0 1 1 1
## 459 1 1 1 1 1
## 460 0 0 0 0 0
## 461 0 0 0 0 0
## 462 1 2 1 1 1
## 463 1 1 1 1 1
## 464 2 2 2 2 2
## 465 2 2 2 2 2
## 466 1 1 1 1 1
## 467 0 0 0 0 0
## 468 4 5 4 4 4
## 469 3 2 3 3 3
## 470 4 3 4 4 4
## 471 4 3 4 4 4
## 472 1 1 1 1 1
## 473 1 1 1 1 1
## 474 3 2 3 3 3
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## 1002 3 2 3 3 3
## 1003 3 3 3 3 3
## 1004 3 3 3 3 3
## 1005 0 0 0 0 0
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## 1031 1 2 1 1 1
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## 1033 3 3 3 3 3
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## 1039 2 2 2 2 2
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## 1042 0 0 0 0 0
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## 1044 0 0 0 0 0
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## 1047 1 1 1 1 1
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## 1050 6 5 6 6 6
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## 1052 2 2 2 2 2
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## 1055 4 3 4 4 4
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## 1057 3 3 3 3 3
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## 1062 2 3 2 2 2
## 1063 1 1 1 1 1
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## 1065 1 2 1 1 1
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## 1067 0 0 0 0 0
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## 1070 2 3 2 2 2
## 1071 3 2 3 3 3
## 1072 1 1 1 1 1
## 1073 1 2 1 1 1
## 1074 0 0 0 0 0
## 1075 5 5 5 5 5
## 1076 2 2 2 2 2
## 1077 2 2 2 2 2
## 1078 1 1 1 1 1
## 1079 4 4 4 4 4
## 1080 0 0 0 0 0
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## 1082 0 0 0 0 0
## 1083 0 0 0 0 0
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## 1088 1 1 1 1 1
## 1089 0 0 0 0 0
## 1090 1 2 1 1 1The above used the cumulative counts with the subsequent step vectors to get the predicted result for number of increasing days in the observation. How well does the machine learning do when removing those subsequent vectors to predict the number of days increasing with each observation? Keep the day of the week but remove the count/group of count columns other than the incrDaysThisCycle and the nTimesIncrDayCountsOccurs columns.
sAAL_1 <- sAAL[,c(1:4,13:14)]
colnames(sAAL_1)## [1] "DayOfWeek" "stockDayValue"
## [3] "lag1" "today2lag1"
## [5] "incrDaysThisCycle" "nTimesIncrDayCountsOccurs"set.seed(12356789)
inTrain <- createDataPartition(y=sAAL_1$incrDaysThisCycle, p=0.7, list=FALSE)
trainingSet <- sAAL_1[inTrain,]
testingSet <- sAAL_1[-inTrain,]rfMod <- train(incrDaysThisCycle ~ ., method='rf', data=(trainingSet),
trControl=trainControl(method='cv'), number=5)plot(rfMod)
predRF <- predict(rfMod, testingSet)
predDF <- data.frame(predRF, type=testingSet$incrDaysThisCycle)
predDF## predRF type
## 2005-09-28 -7.084999e-15 0
## 2005-10-07 1.000000e+00 1
## 2005-10-10 1.000000e+00 1
## 2005-10-14 1.000000e+00 1
## 2005-10-19 -7.199574e-15 0
## 2005-10-21 2.000000e+00 2
## 2005-10-24 2.000000e+00 2
## 2005-10-28 1.500000e+01 15
## 2005-11-14 1.498000e+01 15
## 2005-11-16 1.000000e+00 1
## 2005-11-22 2.000000e+00 2
## 2005-11-23 1.996000e+00 2
## 2005-12-06 2.000000e+00 2
## 2005-12-12 -6.998846e-15 0
## 2005-12-13 7.271067e+00 8
## 2005-12-14 7.104700e+00 8
## 2005-12-16 7.192200e+00 8
## 2005-12-23 7.740333e+00 8
## 2005-12-27 -7.586820e-15 0
## 2005-12-29 -7.373657e-15 0
## 2006-01-05 3.000000e+00 3
## 2006-01-06 -8.482992e-15 0
## 2006-01-09 -7.008616e-15 0
## 2006-01-19 -7.406520e-15 0
## 2006-01-23 2.000000e+00 2
## 2006-01-24 2.000000e+00 2
## 2006-01-26 -7.410073e-15 0
## 2006-01-27 3.994000e+00 4
## 2006-02-01 4.000000e+00 4
## 2006-02-03 -8.451906e-15 0
## 2006-02-07 2.000000e+00 2
## 2006-02-10 3.000000e+00 3
## 2006-02-15 3.000000e+00 3
## 2006-03-03 -8.459011e-15 0
## 2006-03-09 1.000000e+00 1
## 2006-03-20 7.740233e+00 7
## 2006-03-24 1.000000e+00 1
## 2006-03-28 1.000000e+00 1
## 2006-03-29 1.000000e+00 1
## 2006-03-30 1.000000e+00 1
## 2006-04-10 -7.006840e-15 0
## 2006-04-11 -7.587708e-15 0
## 2006-04-12 1.000000e+00 1
## 2006-04-17 2.000000e+00 2
## 2006-04-18 1.996000e+00 2
## 2006-04-20 -7.432277e-15 0
## 2006-04-27 4.000000e+00 4
## 2006-05-02 5.000000e+00 5
## 2006-05-05 5.000000e+00 5
## 2006-05-12 1.000000e+00 1
## 2006-05-25 2.000000e+00 2
## 2006-05-31 1.000000e+00 1
## 2006-06-02 -8.480328e-15 0
## 2006-06-05 4.000000e+00 4
## 2006-06-06 4.000000e+00 4
## 2006-06-08 4.000000e+00 4
## 2006-06-12 -6.978418e-15 0
## 2006-06-19 5.000000e+00 5
## 2006-06-28 5.000000e+00 5
## 2006-06-30 5.000000e+00 5
## 2006-07-12 -7.075229e-15 0
## 2006-07-13 -7.214673e-15 0
## 2006-07-21 3.000000e+00 3
## 2006-07-24 3.000000e+00 3
## 2006-07-26 3.000000e+00 3
## 2006-07-27 1.000000e+00 1
## 2006-07-28 1.000000e+00 1
## 2006-08-01 2.000000e+00 2
## 2006-08-04 -8.453682e-15 0
## 2006-08-09 -7.195133e-15 0
## 2006-08-10 -7.424283e-15 0
## 2006-08-21 1.000000e+00 1
## 2006-08-22 1.000000e+00 1
## 2006-08-25 3.000000e+00 3
## 2006-08-31 -7.400303e-15 0
## 2006-09-08 2.000000e+00 2
## 2006-09-15 -8.473222e-15 0
## 2006-09-18 2.000000e+00 2
## 2006-09-20 2.000000e+00 2
## 2006-09-22 3.000000e+00 3
## 2006-09-25 3.000000e+00 3
## 2006-09-26 3.000000e+00 3
## 2006-10-02 3.000000e+00 3
## 2006-10-12 1.000000e+00 1
## 2006-10-16 -7.012169e-15 0
## 2006-10-17 5.000000e+00 5
## 2006-10-18 5.000000e+00 5
## 2006-10-27 1.000000e+00 1
## 2006-10-30 1.000000e+00 1
## 2006-11-06 2.000000e+00 2
## 2006-11-13 2.000000e+00 2
## 2006-11-17 3.000000e+00 3
## 2006-11-20 3.000000e+00 3
## 2006-11-27 -6.850520e-15 0
## 2006-12-08 2.000000e+00 2
## 2006-12-14 -7.126744e-15 0
## 2006-12-15 -8.436807e-15 0
## 2006-12-27 2.000000e+00 2
## 2007-01-04 2.000000e+00 2
## 2007-01-08 -6.868284e-15 0
## 2007-01-12 1.000000e+00 1
## 2007-01-16 1.000000e+00 1
## 2007-01-17 -6.797229e-15 0
## 2007-01-22 -6.880718e-15 0
## 2007-01-24 2.000000e+00 2
## 2007-01-31 2.000000e+00 2
## 2007-02-01 2.000000e+00 2
## 2007-02-05 1.000000e+00 1
## 2007-02-06 -7.326584e-15 0
## 2007-02-08 1.000000e+00 1
## 2007-02-13 2.000000e+00 2
## 2007-02-20 -7.382539e-15 0
## 2007-02-23 -8.461676e-15 0
## 2007-03-01 -7.258194e-15 0
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## 2014-02-21 5.000000e+00 5
## 2014-02-25 5.000000e+00 5
## 2014-02-26 -7.214673e-15 0
## 2014-03-03 4.000000e+00 4
## 2014-03-06 4.000000e+00 4
## 2014-03-07 4.000000e+00 4
## 2014-03-12 -7.218226e-15 0
## 2014-03-18 -7.586820e-15 0
## 2014-03-19 -7.218226e-15 0
## 2014-03-24 2.000000e+00 2
## 2014-03-25 2.000000e+00 2
## 2014-03-28 2.000000e+00 2
## 2014-03-31 2.000000e+00 2
## 2014-04-01 2.000000e+00 2
## 2014-04-04 -8.490098e-15 0
## 2014-04-07 2.000000e+00 2
## 2014-04-16 2.000000e+00 2
## 2014-04-22 4.000000e+00 4
## 2014-04-28 1.000000e+00 1
## 2014-05-01 7.431333e+00 8
## 2014-05-02 7.935967e+00 8
## 2014-05-06 7.789867e+00 8
## 2014-05-15 2.000000e+00 2
## 2014-05-16 2.000000e+00 2
## 2014-05-19 2.000000e+00 2
## 2014-05-20 1.001000e+01 10
## 2014-05-22 1.000000e+01 10
## 2014-06-02 1.001000e+01 10
## 2014-06-03 1.001000e+01 10
## 2014-06-09 1.000000e+00 1
## 2014-06-12 6.000000e+00 6
## 2014-06-13 6.000000e+00 6
## 2014-06-17 5.994000e+00 6
## 2014-06-26 2.000000e+00 2
## 2014-06-27 -8.478551e-15 0
## 2014-06-30 1.000000e+00 1
## 2014-07-16 -7.204903e-15 0
## 2014-07-17 1.000000e+00 1
## 2014-07-21 -7.006840e-15 0
## 2014-07-22 1.000000e+00 1
## 2014-08-04 -7.023715e-15 0
## 2014-08-08 2.000000e+00 2
## 2014-08-11 2.000000e+00 2
## 2014-08-21 1.000000e+00 1
## 2014-08-22 1.000000e+00 1
## 2014-08-27 1.000000e+00 1
## 2014-08-29 1.000000e+00 1
## 2014-09-18 1.000000e+00 1
## 2014-09-24 1.000000e+00 1
## 2014-09-25 1.000000e+00 1
## 2014-09-26 9.980000e-01 1
## 2014-09-29 1.000000e+00 1
## 2014-10-01 -7.198686e-15 0
## 2014-10-02 1.000000e+00 1
## 2014-10-07 -7.585932e-15 0
## 2014-10-10 -8.411938e-15 0
## 2014-10-13 5.994000e+00 6
## 2014-10-30 4.000000e+00 4
## 2014-11-03 4.000000e+00 4
## 2014-11-13 1.000000e+00 1
## 2014-11-17 1.000000e+00 1
## 2014-11-19 1.000000e+00 1
## 2014-11-28 3.000000e+00 3
## 2014-12-02 3.000000e+00 3
## 2014-12-09 2.000000e+00 2
## 2014-12-11 2.000000e+00 2
## 2014-12-15 1.000000e+00 1
## 2014-12-17 4.000000e+00 4
## 2014-12-18 4.000000e+00 4
## 2015-01-02 6.000000e+00 6
## 2015-01-06 -7.450041e-15 0
## 2015-01-07 1.000000e+00 1
## 2015-01-08 1.000000e+00 1
## 2015-01-13 1.000000e+00 1
## 2015-01-15 5.000000e+00 5
## 2015-01-20 5.000000e+00 5
## 2015-01-23 5.000000e+00 5
## 2015-01-29 1.000000e+00 1
## 2015-01-30 -8.391510e-15 0
## 2015-02-02 -7.003287e-15 0
## 2015-02-03 1.000000e+00 1
## 2015-02-05 -7.334577e-15 0
## 2015-02-11 2.000000e+00 2
## 2015-02-18 5.000000e+00 5
## 2015-02-23 5.000000e+00 5
## 2015-02-27 3.000000e+00 3
## 2015-03-03 3.000000e+00 3
## 2015-03-06 -8.477663e-15 0
## 2015-03-09 -6.989076e-15 0
## 2015-03-10 7.336267e+00 8
## 2015-03-11 7.351633e+00 8
## 2015-03-12 7.763333e+00 8
## 2015-03-16 7.350933e+00 8
## 2015-03-20 7.769900e+00 8
## 2015-03-23 -6.893153e-15 0
## 2015-03-30 2.000000e+00 2
## 2015-04-06 -7.013945e-15 0
## 2015-04-20 5.000000e+00 5
## 2015-04-23 5.000000e+00 5
## 2015-04-24 5.000000e+00 5
## 2015-05-01 1.000000e+00 1
## 2015-05-11 1.000000e+00 1
## 2015-05-14 1.000000e+00 1
## 2015-05-27 1.000000e+00 1
## 2015-06-01 2.000000e+00 2
## 2015-06-02 -7.579715e-15 0
## 2015-06-10 2.000000e+00 2
## 2015-06-16 4.000000e+00 4
## 2015-06-22 4.000000e+00 4
## 2015-06-23 -7.585932e-15 0
## 2015-06-24 -7.212009e-15 0
## 2015-06-25 -7.303491e-15 0
## 2015-06-29 1.000000e+00 1
## 2015-07-02 3.000000e+00 3
## 2015-07-08 3.000000e+00 3
## 2015-07-10 3.000000e+00 3
## 2015-07-14 -7.585932e-15 0
## 2015-07-24 2.000000e+00 2
## 2015-07-28 2.000000e+00 2
## 2015-07-31 3.000000e+00 3
## 2015-08-07 2.000000e+00 2
## 2015-08-10 2.000000e+00 2
## 2015-08-17 3.000000e+00 3
## 2015-08-19 -7.156942e-15 0
## 2015-08-24 -6.999734e-15 0
## 2015-08-28 3.000000e+00 3
## 2015-09-02 3.000000e+00 3
## 2015-09-09 7.657467e+00 8
## 2015-09-15 7.797133e+00 8
## 2015-09-18 -8.477663e-15 0
## 2015-09-22 1.000000e+00 1
## 2015-09-23 1.000000e+00 1
## 2015-09-24 -7.417178e-15 0
## 2015-10-08 4.000000e+00 4
## 2015-10-12 4.000000e+00 4
## 2015-10-19 2.000000e+00 2
## 2015-10-28 -7.199574e-15 0
## 2015-10-29 3.000000e+00 3
## 2015-11-06 -8.475887e-15 0
## 2015-11-17 -7.586820e-15 0
## 2015-11-18 1.000000e+00 1
## 2015-11-20 1.000000e+00 1
## 2015-11-23 1.000000e+00 1
## 2015-11-24 2.000000e+00 2
## 2015-11-27 2.000000e+00 2
## 2015-12-07 2.000000e+00 2
## 2015-12-11 -8.420820e-15 0
## 2015-12-15 2.000000e+00 2
## 2015-12-16 2.000000e+00 2
## 2015-12-17 -7.409184e-15 0
## 2015-12-21 4.000000e+00 4
## 2015-12-24 4.000000e+00 4
## 2015-12-30 -7.212009e-15 0
## 2016-01-04 -7.017498e-15 0
## 2016-01-05 1.000000e+00 1
## 2016-01-06 1.000000e+00 1
## 2016-01-11 2.000000e+00 2
## 2016-01-12 2.000000e+00 2
## 2016-01-13 1.000000e+00 1
## 2016-01-14 1.000000e+00 1
## 2016-01-15 4.000000e+00 4
## 2016-01-25 2.000000e+00 2
## 2016-01-29 2.000000e+00 2
## 2016-02-04 2.000000e+00 2
## 2016-02-10 2.000000e+00 2
## 2016-02-12 6.000000e+00 6
## 2016-02-18 6.000000e+00 6
## 2016-02-29 2.000000e+00 2
## 2016-03-08 1.000000e+00 1
## 2016-03-16 1.000000e+00 1
## 2016-03-28 3.000000e+00 3
## 2016-04-11 5.000000e+00 5
## 2016-04-14 5.000000e+00 5
## 2016-05-04 -7.178258e-15 0
## 2016-05-19 -7.433165e-15 0
## 2016-05-24 2.000000e+00 2
## 2016-05-31 3.000000e+00 3
## 2016-06-09 4.000000e+00 4
## 2016-06-14 1.000000e+00 1
## 2016-06-16 3.000000e+00 3
## 2016-06-17 3.000000e+00 3
## 2016-06-20 3.000000e+00 3
## 2016-06-22 1.000000e+00 1
## 2016-06-29 4.000000e+00 4
## 2016-07-06 4.000000e+00 4
## 2016-07-07 4.000000e+00 4
## 2016-07-08 4.000000e+00 4
## 2016-07-11 4.000000e+00 4
## 2016-07-20 -7.166712e-15 0
## 2016-07-21 1.000000e+00 1
## 2016-07-28 1.000000e+00 1
## 2016-08-02 -7.566392e-15 0
## 2016-08-05 2.000000e+00 2
## 2016-08-09 1.000000e+00 1
## 2016-08-12 2.000000e+00 2
## 2016-08-15 2.000000e+00 2
## 2016-08-18 1.000000e+00 1
## 2016-08-24 3.000000e+00 3
## 2016-08-26 -8.498091e-15 0
## 2016-08-31 -7.205792e-15 0
## 2016-09-01 4.000000e+00 4
## 2016-09-14 1.000000e+00 1
## 2016-09-23 2.000000e+00 2
## 2016-10-06 2.000000e+00 2
## 2016-10-14 -8.504308e-15 0
## 2016-10-24 -6.992629e-15 0
## 2016-10-25 -7.578826e-15 0
## 2016-10-27 3.000000e+00 3
## 2016-11-01 -7.583267e-15 0
## 2016-11-02 -7.163159e-15 0
## 2016-11-03 4.000000e+00 4
## 2016-11-08 4.000000e+00 4
## 2016-11-11 3.000000e+00 3
## 2016-11-16 2.000000e+00 2
## 2016-11-18 2.000000e+00 2
## 2016-11-23 2.000000e+00 2
## 2016-11-25 2.000000e+00 2
## 2016-11-29 9.980000e-01 1
## 2016-12-01 1.000000e+00 1
## 2016-12-07 2.000000e+00 2
## 2016-12-09 1.000000e+00 1
## 2016-12-12 3.000000e+00 3
## 2016-12-30 -8.474998e-15 0
## 2017-01-05 4.000000e+00 4
## 2017-01-12 -7.376322e-15 0
## 2017-01-18 1.000000e+00 1
## 2017-01-19 1.000000e+00 1
## 2017-01-25 3.000000e+00 3
## 2017-01-26 3.000000e+00 3
## 2017-02-08 3.000000e+00 3
## 2017-02-14 1.000000e+00 1
## 2017-02-24 4.000000e+00 4
## 2017-02-27 4.000000e+00 4
## 2017-03-06 -7.017498e-15 0
## 2017-03-08 1.000000e+00 1
## 2017-03-13 -7.011280e-15 0
## 2017-03-15 2.000000e+00 2
## 2017-03-20 -6.943779e-15 0
## 2017-03-22 4.000000e+00 4
## 2017-03-27 4.000000e+00 4
## 2017-03-28 4.000000e+00 4
## 2017-03-30 1.004000e+00 1
## 2017-04-03 1.000000e+00 1
## 2017-04-05 6.000000e+00 6
## 2017-04-06 6.000000e+00 6
## 2017-04-10 6.000000e+00 6
## 2017-04-25 2.000000e+00 2
## 2017-04-28 -8.467893e-15 0
## 2017-05-08 4.000000e+00 4
## 2017-05-09 4.000000e+00 4
## 2017-05-11 -7.394085e-15 0
## 2017-05-19 6.000000e+00 6
## 2017-05-24 6.000000e+00 6
## 2017-05-25 6.000000e+00 6
## 2017-06-01 4.000000e+00 4
## 2017-06-09 -8.445689e-15 0
## 2017-06-12 -7.008616e-15 0
## 2017-06-13 -7.435830e-15 0
## 2017-06-14 -7.092993e-15 0
## 2017-06-16 1.000000e+00 1
## 2017-06-20 2.000000e+00 2
## 2017-06-22 2.000000e+00 2
## 2017-06-29 7.577300e+00 7
## 2017-07-05 7.301500e+00 7
## 2017-07-06 7.656400e+00 7
## 2017-07-07 7.707000e+00 7
## 2017-07-12 3.000000e+00 3
## 2017-07-17 -6.926903e-15 0
## 2017-07-18 -7.439382e-15 0
## 2017-07-25 1.000000e+00 1
## 2017-08-01 1.000000e+00 1
## 2017-08-15 -7.520207e-15 0
## 2017-08-16 -7.118750e-15 0
## 2017-08-17 -7.318590e-15 0
## 2017-08-18 1.000000e+00 1
## 2017-08-24 1.000000e+00 1
## 2017-08-31 2.000000e+00 2
## 2017-09-01 2.000000e+00 2
## 2017-09-07 -7.415402e-15 0
## 2017-09-12 3.000000e+00 3
## 2017-09-27 1.000000e+00 1
## 2017-09-28 1.000000e+00 1
## 2017-10-04 3.000000e+00 3
## 2017-10-06 1.000000e+00 1
## 2017-10-11 -7.037926e-15 0
## 2017-10-13 1.000000e+00 1
## 2017-10-24 1.000000e+00 1
## 2017-10-26 -7.234213e-15 0
## 2017-11-17 3.000000e+00 3
## 2017-11-24 -8.459011e-15 0
## 2017-11-28 3.000000e+00 3
## 2017-11-30 3.000000e+00 3
## 2017-12-11 4.000000e+00 4
## 2017-12-15 3.000000e+00 3
## 2017-12-22 1.000000e+00 1
## 2017-12-27 1.000000e+00 1
## 2018-01-04 1.000000e+00 1
## 2018-01-11 3.000000e+00 3
## 2018-01-22 2.000000e+00 2
## 2018-01-23 2.000000e+00 2
## 2018-01-24 -6.932233e-15 0
## 2018-01-30 1.000000e+00 1
## 2018-02-01 -7.263523e-15 0
## 2018-02-08 -7.219114e-15 0
## 2018-02-09 4.000000e+00 4
## 2018-02-14 4.000000e+00 4
## 2018-02-15 4.000000e+00 4
## 2018-02-21 5.000000e+00 5
## 2018-02-22 5.000000e+00 5
## 2018-03-07 6.000000e+00 6
## 2018-03-12 6.000000e+00 6
## 2018-03-13 -7.382539e-15 0
## 2018-03-20 1.000000e+00 1
## 2018-03-26 1.000000e+00 1
## 2018-03-27 -7.482903e-15 0
## 2018-03-29 1.000000e+00 1
## 2018-04-05 3.000000e+00 3
## 2018-04-18 1.000000e+00 1
## 2018-04-20 -8.460788e-15 0
## 2018-04-23 -6.996181e-15 0
## 2018-04-30 1.000000e+00 1
## 2018-05-02 -7.191581e-15 0
## 2018-05-03 1.000000e+00 1
## 2018-05-07 1.000000e+00 1
## 2018-05-08 1.000000e+00 1
## 2018-05-11 2.000000e+00 2
## 2018-05-16 2.000000e+00 2
## 2018-05-17 -7.417178e-15 0
## 2018-05-23 2.000000e+00 2
## 2018-06-05 1.000000e+00 1
## 2018-06-06 1.000000e+00 1
## 2018-06-19 1.000000e+00 1
## 2018-06-21 -7.433165e-15 0
## 2018-06-29 1.000000e+00 1
## 2018-07-05 3.000000e+00 3
## 2018-07-06 3.000000e+00 3
## 2018-07-17 5.000000e+00 5
## 2018-07-26 2.000000e+00 2
## 2018-07-27 -8.497203e-15 0
## 2018-08-01 -7.181811e-15 0
## 2018-08-02 1.000000e+00 1
## 2018-08-03 1.000000e+00 1
## 2018-08-09 -7.432277e-15 0
## 2018-08-27 2.000000e+00 2
## 2018-08-30 2.000000e+00 2
## 2018-09-04 2.000000e+00 2
## 2018-09-07 2.000000e+00 2
## 2018-09-20 7.748367e+00 7
## 2018-10-01 -7.007728e-15 0
## 2018-10-02 1.000000e+00 1
## 2018-10-04 -7.420731e-15 0
## 2018-10-18 -7.362999e-15 0
## 2018-10-23 2.000000e+00 2
## 2018-11-07 1.000000e+00 1
## 2018-11-13 3.000000e+00 3
## 2018-11-14 3.000000e+00 3
## 2018-11-15 -7.428724e-15 0
## 2018-11-19 -7.022827e-15 0
## 2018-12-03 -7.009504e-15 0
## 2018-12-10 3.000000e+00 3
## 2018-12-13 -7.343459e-15 0
## 2018-12-14 -8.447465e-15 0
## 2018-12-24 1.000000e+00 1
## 2018-12-27 -7.429612e-15 0
## 2019-01-04 2.000000e+00 2
## 2019-01-10 -7.371881e-15 0
## 2019-01-25 3.000000e+00 3
## 2019-01-31 3.000000e+00 3
## 2019-02-05 3.000000e+00 3
## 2019-02-22 3.000000e+00 3
## 2019-02-25 3.000000e+00 3
## 2019-03-01 -8.485657e-15 0
## 2019-03-04 -7.023715e-15 0
## 2019-03-06 -7.216450e-15 0
## 2019-03-07 -7.423395e-15 0
## 2019-03-13 2.000000e+00 2
## 2019-03-14 2.000000e+00 2
## 2019-03-20 1.000000e+00 1
## 2019-03-21 1.000000e+00 1
## 2019-03-22 -8.431478e-15 0
## 2019-03-26 1.000000e+00 1
## 2019-03-27 1.000000e+00 1
## 2019-03-29 5.994000e+00 6
## 2019-04-10 2.000000e+00 2
## 2019-04-15 2.000000e+00 2
## 2019-04-22 2.000000e+00 2
## 2019-04-24 2.000000e+00 2
## 2019-04-29 2.000000e+00 2
## 2019-05-06 -6.978418e-15 0
## 2019-05-07 -7.585932e-15 0
## 2019-05-08 2.000000e+00 2
## 2019-05-10 2.000000e+00 2
## 2019-05-16 1.000000e+00 1
## 2019-05-22 -7.116974e-15 0
## 2019-06-10 -6.997958e-15 0
## 2019-06-14 -8.474998e-15 0
## 2019-06-19 1.000000e+00 1
## 2019-06-21 1.016000e+00 1
## 2019-06-26 4.000000e+00 4
## 2019-07-10 3.000000e+00 3
## 2019-07-11 3.000000e+00 3
## 2019-07-19 -8.461676e-15 0
## 2019-07-23 2.000000e+00 2
## 2019-08-05 -7.027268e-15 0
## 2019-08-06 2.000000e+00 2
## 2019-08-07 2.000000e+00 2
## 2019-08-14 -7.116974e-15 0
## 2019-08-16 2.000000e+00 2
## 2019-08-23 -8.446577e-15 0
## 2019-09-06 9.000000e+00 9
## 2019-09-19 -7.417178e-15 0
## 2019-09-26 -7.418954e-15 0
## 2019-09-30 -6.990852e-15 0
## 2019-10-03 1.000000e+00 1
## 2019-10-07 5.994000e+00 6
## 2019-10-08 6.000000e+00 6
## 2019-10-09 6.000000e+00 6
## 2019-10-10 6.000000e+00 6
## 2019-10-21 2.000000e+00 2
## 2019-10-22 4.000000e+00 4
## 2019-10-25 4.000000e+00 4
## 2019-10-28 4.000000e+00 4
## 2019-10-31 3.000000e+00 3
## 2019-11-01 3.000000e+00 3
## 2019-11-06 -7.188028e-15 0
## 2019-11-07 -7.364775e-15 0
## 2019-11-08 -8.441248e-15 0
## 2019-11-14 2.000000e+00 2
## 2019-11-15 2.000000e+00 2
## 2019-11-19 1.000000e+00 1
## 2019-12-02 -7.030820e-15 0
## 2019-12-05 9.980000e-01 1
## 2019-12-09 -7.010392e-15 0
## 2019-12-10 -7.588596e-15 0
## 2019-12-12 1.000000e+00 1
## 2019-12-13 2.000000e+00 2
## 2019-12-16 2.000000e+00 2
## 2019-12-18 3.000000e+00 3
## 2019-12-24 1.000000e+00 1
## 2019-12-26 1.000000e+00 1
## 2019-12-27 -8.434142e-15 0
## 2020-01-13 5.000000e+00 5
## 2020-01-22 2.000000e+00 2
## 2020-01-23 2.000000e+00 2
## 2020-01-27 1.000000e+00 1
## 2020-02-07 4.000000e+00 4
## 2020-02-13 -7.418066e-15 0
## 2020-02-14 -8.444800e-15 0
## 2020-02-18 -7.589485e-15 0
## 2020-02-21 -8.467893e-15 0
## 2020-02-24 -6.983747e-15 0
## 2020-02-25 -7.485568e-15 0
## 2020-02-27 -7.340795e-15 0
## 2020-03-06 -8.490986e-15 0
## 2020-03-09 1.000000e+00 1
## 2020-03-11 -7.155165e-15 0
## 2020-03-12 1.000000e+00 1sum <- sum(predRF==testingSet$incrDaysThisCycle)
length <- length(testingSet$incrDaysThisCycle)
accuracy_rfMod <- (sum/length)
accuracy_rfMod## [1] 0.459633results <- c(round(accuracy_rfMod,2), round(100,2))
results <- as.factor(results)
results <- t(data.frame(results))
colnames(results) <- colnames(predDF)
Results <- rbind(predDF, results)
Results## predRF type
## 2005-09-28 -7.0849992539479e-15 0
## 2005-10-07 1 1
## 2005-10-10 1 1
## 2005-10-14 1 1
## 2005-10-19 -7.19957427008922e-15 0
## 2005-10-21 2 2
## 2005-10-24 2 2
## 2005-10-28 15 15
## 2005-11-14 14.98 15
## 2005-11-16 1 1
## 2005-11-22 2 2
## 2005-11-23 1.996 2
## 2005-12-06 2 2
## 2005-12-12 -6.99884594723699e-15 0
## 2005-12-13 7.27106666666667 8
## 2005-12-14 7.1047 8
## 2005-12-16 7.1922 8
## 2005-12-23 7.74033333333333 8
## 2005-12-27 -7.58682006107847e-15 0
## 2005-12-29 -7.37365724035044e-15 0
## 2006-01-05 3 3
## 2006-01-06 -8.4829920865559e-15 0
## 2006-01-09 -7.00861590985369e-15 0
## 2006-01-19 -7.40651984187934e-15 0
## 2006-01-23 2 2
## 2006-01-24 2 2
## 2006-01-26 -7.41007255555814e-15 0
## 2006-01-27 3.994 4
## 2006-02-01 4 4
## 2006-02-03 -8.45190584186639e-15 0
## 2006-02-07 2 2
## 2006-02-10 3 3
## 2006-02-15 3 3
## 2006-03-03 -8.45901126922399e-15 0
## 2006-03-09 1 1
## 2006-03-20 7.74023333333333 7
## 2006-03-24 1 1
## 2006-03-28 1 1
## 2006-03-29 1 1
## 2006-03-30 1 1
## 2006-04-10 -7.00683955301429e-15 0
## 2006-04-11 -7.58770823949817e-15 0
## 2006-04-12 1 1
## 2006-04-17 2 2
## 2006-04-18 1.996 2
## 2006-04-20 -7.43227701605065e-15 0
## 2006-04-27 4 4
## 2006-05-02 5 5
## 2006-05-05 5 5
## 2006-05-12 1 1
## 2006-05-25 2 2
## 2006-05-31 1 1
## 2006-06-02 -8.4803275512968e-15 0
## 2006-06-05 4 4
## 2006-06-06 4 4
## 2006-06-08 4 4
## 2006-06-12 -6.97841784358388e-15 0
## 2006-06-19 5 5
## 2006-06-28 5 5
## 2006-06-30 5 5
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## 2014-11-19 1 1
## 2014-11-28 3 3
## 2014-12-02 3 3
## 2014-12-09 2 2
## 2014-12-11 2 2
## 2014-12-15 1 1
## 2014-12-17 4 4
## 2014-12-18 4 4
## 2015-01-02 6 6
## 2015-01-06 -7.45004058444465e-15 0
## 2015-01-07 1 1
## 2015-01-08 1 1
## 2015-01-13 1 1
## 2015-01-15 5 5
## 2015-01-20 5 5
## 2015-01-23 5 5
## 2015-01-29 1 1
## 2015-01-30 -8.39150970932678e-15 0
## 2015-02-02 -7.00328683933549e-15 0
## 2015-02-03 1 1
## 2015-02-05 -7.33457738988363e-15 0
## 2015-02-11 2 2
## 2015-02-18 5 5
## 2015-02-23 5 5
## 2015-02-27 3 3
## 2015-03-03 3 3
## 2015-03-06 -8.4776630160377e-15 0
## 2015-03-09 -6.98907598462029e-15 0
## 2015-03-10 7.33626666666667 8
## 2015-03-11 7.35163333333333 8
## 2015-03-12 7.76333333333333 8
## 2015-03-16 7.35093333333333 8
## 2015-03-20 7.7699 8
## 2015-03-23 -6.89315271529267e-15 0
## 2015-03-30 2 2
## 2015-04-06 -7.01394498037189e-15 0
## 2015-04-20 5 5
## 2015-04-23 5 5
## 2015-04-24 5 5
## 2015-05-01 1 1
## 2015-05-11 1 1
## 2015-05-14 1 1
## 2015-05-27 1 1
## 2015-06-01 2 2
## 2015-06-02 -7.57971463372087e-15 0
## 2015-06-10 2 2
## 2015-06-16 4 4
## 2015-06-22 4 4
## 2015-06-23 -7.58593188265877e-15 0
## 2015-06-24 -7.21200876796502e-15 0
## 2015-06-25 -7.30349114519413e-15 0
## 2015-06-29 1 1
## 2015-07-02 3 3
## 2015-07-08 3 3
## 2015-07-10 3 3
## 2015-07-14 -7.58593188265877e-15 0
## 2015-07-24 2 2
## 2015-07-28 2 2
## 2015-07-31 3 3
## 2015-08-07 2 2
## 2015-08-10 2 2
## 2015-08-17 3 3
## 2015-08-19 -7.15694170594361e-15 0
## 2015-08-24 -6.99973412565669e-15 0
## 2015-08-28 3 3
## 2015-09-02 3 3
## 2015-09-09 7.65746666666667 8
## 2015-09-15 7.79713333333333 8
## 2015-09-18 -8.4776630160377e-15 0
## 2015-09-22 1 1
## 2015-09-23 1 1
## 2015-09-24 -7.41717798291575e-15 0
## 2015-10-08 4 4
## 2015-10-12 4 4
## 2015-10-19 2 2
## 2015-10-28 -7.19957427008922e-15 0
## 2015-10-29 3 3
## 2015-11-06 -8.47588665919829e-15 0
## 2015-11-17 -7.58682006107847e-15 0
## 2015-11-18 1 1
## 2015-11-20 1 1
## 2015-11-23 1 1
## 2015-11-24 2 2
## 2015-11-27 2 2
## 2015-12-07 2 2
## 2015-12-11 -8.42081959717689e-15 0
## 2015-12-15 2 2
## 2015-12-16 2 2
## 2015-12-17 -7.40918437713845e-15 0
## 2015-12-21 4 4
## 2015-12-24 4 4
## 2015-12-30 -7.21200876796502e-15 0
## 2016-01-04 -7.01749769405069e-15 0
## 2016-01-05 1 1
## 2016-01-06 1 1
## 2016-01-11 2 2
## 2016-01-12 2 2
## 2016-01-13 1 1
## 2016-01-14 1 1
## 2016-01-15 4 4
## 2016-01-25 2 2
## 2016-01-29 2 2
## 2016-02-04 2 2
## 2016-02-10 2 2
## 2016-02-12 6 6
## 2016-02-18 6 6
## 2016-02-29 2 2
## 2016-03-08 1 1
## 2016-03-16 1 1
## 2016-03-28 3 3
## 2016-04-11 5 5
## 2016-04-14 5 5
## 2016-05-04 -7.17825798801641e-15 0
## 2016-05-19 -7.43316519447035e-15 0
## 2016-05-24 2 2
## 2016-05-31 3 3
## 2016-06-09 4 4
## 2016-06-14 1 1
## 2016-06-16 3 3
## 2016-06-17 3 3
## 2016-06-20 3 3
## 2016-06-22 1 1
## 2016-06-29 4 4
## 2016-07-06 4 4
## 2016-07-07 4 4
## 2016-07-08 4 4
## 2016-07-11 4 4
## 2016-07-20 -7.16671166856031e-15 0
## 2016-07-21 1 1
## 2016-07-28 1 1
## 2016-08-02 -7.56639195742537e-15 0
## 2016-08-05 2 2
## 2016-08-09 1 1
## 2016-08-12 2 2
## 2016-08-15 2 2
## 2016-08-18 1 1
## 2016-08-24 3 3
## 2016-08-26 -8.4980911196908e-15 0
## 2016-08-31 -7.20579151902712e-15 0
## 2016-09-01 4 4
## 2016-09-14 1 1
## 2016-09-23 2 2
## 2016-10-06 2 2
## 2016-10-14 -8.5043083686287e-15 0
## 2016-10-24 -6.99262869829909e-15 0
## 2016-10-25 -7.57882645530117e-15 0
## 2016-10-27 3 3
## 2016-11-01 -7.58326734739967e-15 0
## 2016-11-02 -7.16315895488151e-15 0
## 2016-11-03 4 4
## 2016-11-08 4 4
## 2016-11-11 3 3
## 2016-11-16 2 2
## 2016-11-18 2 2
## 2016-11-23 2 2
## 2016-11-25 2 2
## 2016-11-29 0.998 1
## 2016-12-01 1 1
## 2016-12-07 2 2
## 2016-12-09 1 1
## 2016-12-12 3 3
## 2016-12-30 -8.47499848077859e-15 0
## 2017-01-05 4 4
## 2017-01-12 -7.37632177560954e-15 0
## 2017-01-18 1 1
## 2017-01-19 1 1
## 2017-01-25 3 3
## 2017-01-26 3 3
## 2017-02-08 3 3
## 2017-02-14 1 1
## 2017-02-24 4 4
## 2017-02-27 4 4
## 2017-03-06 -7.01749769405069e-15 0
## 2017-03-08 1 1
## 2017-03-13 -7.01128044511279e-15 0
## 2017-03-15 2 2
## 2017-03-20 -6.94377888521558e-15 0
## 2017-03-22 4 4
## 2017-03-27 4 4
## 2017-03-28 4 4
## 2017-03-30 1.004 1
## 2017-04-03 1 1
## 2017-04-05 6 6
## 2017-04-06 6 6
## 2017-04-10 6 6
## 2017-04-25 2 2
## 2017-04-28 -8.46789305342099e-15 0
## 2017-05-08 4 4
## 2017-05-09 4 4
## 2017-05-11 -7.39408534400354e-15 0
## 2017-05-19 6 6
## 2017-05-24 6 6
## 2017-05-25 6 6
## 2017-06-01 4 4
## 2017-06-09 -8.44568859292849e-15 0
## 2017-06-12 -7.00861590985369e-15 0
## 2017-06-13 -7.43582972972945e-15 0
## 2017-06-14 -7.0929928597252e-15 0
## 2017-06-16 1 1
## 2017-06-20 2 2
## 2017-06-22 2 2
## 2017-06-29 7.5773 7
## 2017-07-05 7.3015 7
## 2017-07-06 7.6564 7
## 2017-07-07 7.707 7
## 2017-07-12 3 3
## 2017-07-17 -6.92690349524128e-15 0
## 2017-07-18 -7.43938244340825e-15 0
## 2017-07-25 1 1
## 2017-08-01 1 1
## 2017-08-15 -7.52020667960096e-15 0
## 2017-08-16 -7.1187500338965e-15 0
## 2017-08-17 -7.31859017832903e-15 0
## 2017-08-18 1 1
## 2017-08-24 1 1
## 2017-08-31 2 2
## 2017-09-01 2 2
## 2017-09-07 -7.41540162607635e-15 0
## 2017-09-12 3 3
## 2017-09-27 1 1
## 2017-09-28 1 1
## 2017-10-04 3 3
## 2017-10-06 1 1
## 2017-10-11 -7.03792579770379e-15 0
## 2017-10-13 1 1
## 2017-10-24 1 1
## 2017-10-26 -7.23421322845752e-15 0
## 2017-11-17 3 3
## 2017-11-24 -8.45901126922399e-15 0
## 2017-11-28 3 3
## 2017-11-30 3 3
## 2017-12-11 4 4
## 2017-12-15 3 3
## 2017-12-22 1 1
## 2017-12-27 1 1
## 2018-01-04 1 1
## 2018-01-11 3 3
## 2018-01-22 2 2
## 2018-01-23 2 2
## 2018-01-24 -6.93223256575948e-15 0
## 2018-01-30 1 1
## 2018-02-01 -7.26352311630762e-15 0
## 2018-02-08 -7.21911419532262e-15 0
## 2018-02-09 4 4
## 2018-02-14 4 4
## 2018-02-15 4 4
## 2018-02-21 5 5
## 2018-02-22 5 5
## 2018-03-07 6 6
## 2018-03-12 6 6
## 2018-03-13 -7.38253902454744e-15 0
## 2018-03-20 1 1
## 2018-03-26 1 1
## 2018-03-27 -7.48290318597356e-15 0
## 2018-03-29 1 1
## 2018-04-05 3 3
## 2018-04-18 1 1
## 2018-04-20 -8.46078762606339e-15 0
## 2018-04-23 -6.99618141197789e-15 0
## 2018-04-30 1 1
## 2018-05-02 -7.19158066431191e-15 0
## 2018-05-03 1 1
## 2018-05-07 1 1
## 2018-05-08 1 1
## 2018-05-11 2 2
## 2018-05-16 2 2
## 2018-05-17 -7.41717798291575e-15 0
## 2018-05-23 2 2
## 2018-06-05 1 1
## 2018-06-06 1 1
## 2018-06-19 1 1
## 2018-06-21 -7.43316519447035e-15 0
## 2018-06-29 1 1
## 2018-07-05 3 3
## 2018-07-06 3 3
## 2018-07-17 5 5
## 2018-07-26 2 2
## 2018-07-27 -8.4972029412711e-15 0
## 2018-08-01 -7.18181070169521e-15 0
## 2018-08-02 1 1
## 2018-08-03 1 1
## 2018-08-09 -7.43227701605065e-15 0
## 2018-08-27 2 2
## 2018-08-30 2 2
## 2018-09-04 2 2
## 2018-09-07 2 2
## 2018-09-20 7.74836666666667 7
## 2018-10-01 -7.00772773143399e-15 0
## 2018-10-02 1 1
## 2018-10-04 -7.42073069659455e-15 0
## 2018-10-18 -7.36299909931404e-15 0
## 2018-10-23 2 2
## 2018-11-07 1 1
## 2018-11-13 3 3
## 2018-11-14 3 3
## 2018-11-15 -7.42872430237185e-15 0
## 2018-11-19 -7.02282676456889e-15 0
## 2018-12-03 -7.00950408827339e-15 0
## 2018-12-10 3 3
## 2018-12-13 -7.34345917408064e-15 0
## 2018-12-14 -8.44746494976789e-15 0
## 2018-12-24 1 1
## 2018-12-27 -7.42961248079155e-15 0
## 2019-01-04 2 2
## 2019-01-10 -7.37188088351104e-15 0
## 2019-01-25 3 3
## 2019-01-31 3 3
## 2019-02-05 3 3
## 2019-02-22 3 3
## 2019-02-25 3 3
## 2019-03-01 -8.485656621815e-15 0
## 2019-03-04 -7.02371494298859e-15 0
## 2019-03-06 -7.21644966006352e-15 0
## 2019-03-07 -7.42339523185365e-15 0
## 2019-03-13 2 2
## 2019-03-14 2 2
## 2019-03-20 1 1
## 2019-03-21 1 1
## 2019-03-22 -8.43147773821329e-15 0
## 2019-03-26 1 1
## 2019-03-27 1 1
## 2019-03-29 5.994 6
## 2019-04-10 2 2
## 2019-04-15 2 2
## 2019-04-22 2 2
## 2019-04-24 2 2
## 2019-04-29 2 2
## 2019-05-06 -6.97841784358388e-15 0
## 2019-05-07 -7.58593188265877e-15 0
## 2019-05-08 2 2
## 2019-05-10 2 2
## 2019-05-16 1 1
## 2019-05-22 -7.1169736770571e-15 0
## 2019-06-10 -6.99795776881729e-15 0
## 2019-06-14 -8.47499848077859e-15 0
## 2019-06-19 1 1
## 2019-06-21 1.016 1
## 2019-06-26 4 4
## 2019-07-10 3 3
## 2019-07-11 3 3
## 2019-07-19 -8.46167580448309e-15 0
## 2019-07-23 2 2
## 2019-08-05 -7.02726765666739e-15 0
## 2019-08-06 2 2
## 2019-08-07 2 2
## 2019-08-14 -7.1169736770571e-15 0
## 2019-08-16 2 2
## 2019-08-23 -8.44657677134819e-15 0
## 2019-09-06 9 9
## 2019-09-19 -7.41717798291575e-15 0
## 2019-09-26 -7.41895433975515e-15 0
## 2019-09-30 -6.99085234145969e-15 0
## 2019-10-03 1 1
## 2019-10-07 5.994 6
## 2019-10-08 6 6
## 2019-10-09 6 6
## 2019-10-10 6 6
## 2019-10-21 2 2
## 2019-10-22 4 4
## 2019-10-25 4 4
## 2019-10-28 4 4
## 2019-10-31 3 3
## 2019-11-01 3 3
## 2019-11-06 -7.18802795063311e-15 0
## 2019-11-07 -7.36477545615344e-15 0
## 2019-11-08 -8.44124770082999e-15 0
## 2019-11-14 2 2
## 2019-11-15 2 2
## 2019-11-19 1 1
## 2019-12-02 -7.03082037034619e-15 0
## 2019-12-05 0.998 1
## 2019-12-09 -7.01039226669309e-15 0
## 2019-12-10 -7.58859641791787e-15 0
## 2019-12-12 1 1
## 2019-12-13 2 2
## 2019-12-16 2 2
## 2019-12-18 3 3
## 2019-12-24 1 1
## 2019-12-26 1 1
## 2019-12-27 -8.43414227347239e-15 0
## 2020-01-13 5 5
## 2020-01-22 2 2
## 2020-01-23 2 2
## 2020-01-27 1 1
## 2020-02-07 4 4
## 2020-02-13 -7.41806616133545e-15 0
## 2020-02-14 -8.44480041450879e-15 0
## 2020-02-18 -7.58948459633757e-15 0
## 2020-02-21 -8.46789305342099e-15 0
## 2020-02-24 -6.98374691410209e-15 0
## 2020-02-25 -7.48556772123266e-15 0
## 2020-02-27 -7.34079463882154e-15 0
## 2020-03-06 -8.4909856923332e-15 0
## 2020-03-09 1 1
## 2020-03-11 -7.15516534910421e-15 0
## 2020-03-12 1 1
## results 0.46 100knnMod <- train(incrDaysThisCycle ~ .,
method='knn', preProcess=c('center','scale'),
tuneLength=10, trControl=trainControl(method='cv'), data=trainingSet)plot(knnMod)
rpartMod <- train(incrDaysThisCycle ~ ., method='rpart', tuneLength=9, data=trainingSet) glmMod <- train(incrDaysThisCycle ~ .,
method='glm', data=trainingSet) predKNN <- predict(knnMod, testingSet)
predRPART <- predict(rpartMod, testingSet)predGLM <- predict(glmMod, testingSet)length=length(testingSet$incrDaysThisCycle)sumKNN <- sum(predKNN==testingSet$incrDaysThisCycle)
sumRPart <- sum(predRPART==testingSet$incrDaysThisCycle)sumGLM <- sum(predGLM==testingSet$incrDaysThisCycle)accuracy_KNN <- sumKNN/length
accuracy_RPART <- sumRPart/length accuracy_GLM <- sumGLM/length predDF2 <- data.frame(predRF,predKNN,predRPART,predGLM,
TYPE=testingSet$incrDaysThisCycle)
colnames(predDF2) <- c('RandomForest','KNN','Rpart','GLM','TrueValue')
results <- c(round(accuracy_rfMod,2),
round(accuracy_KNN,2),
round(accuracy_RPART,2),
round(accuracy_GLM,2),
round(100,2))
results <- as.factor(results)
results <- t(data.frame(results))
colnames(results) <- c('RandomForest','KNN','Rpart','GLM','TrueValue')
Results <- rbind(predDF2, results)
Results## RandomForest KNN Rpart
## 2005-09-28 -7.0849992539479e-15 0.142857142857143 0
## 2005-10-07 1 1.14285714285714 1
## 2005-10-10 1 1.28571428571429 1
## 2005-10-14 1 1.28571428571429 1
## 2005-10-19 -7.19957427008922e-15 0 0
## 2005-10-21 2 2.85714285714286 2
## 2005-10-24 2 2.42857142857143 2
## 2005-10-28 15 5 14.4
## 2005-11-14 14.98 5.28571428571429 14.4
## 2005-11-16 1 1 1
## 2005-11-22 2 2 2
## 2005-11-23 1.996 2 2
## 2005-12-06 2 2.57142857142857 2
## 2005-12-12 -6.99884594723699e-15 0 0
## 2005-12-13 7.27106666666667 6.71428571428571 6.56198347107438
## 2005-12-14 7.1047 5.42857142857143 6.56198347107438
## 2005-12-16 7.1922 5.85714285714286 6.56198347107438
## 2005-12-23 7.74033333333333 7.14285714285714 6.56198347107438
## 2005-12-27 -7.58682006107847e-15 0 0
## 2005-12-29 -7.37365724035044e-15 0 0
## 2006-01-05 3 3.42857142857143 3
## 2006-01-06 -8.4829920865559e-15 0 0
## 2006-01-09 -7.00861590985369e-15 0 0
## 2006-01-19 -7.40651984187934e-15 0 0
## 2006-01-23 2 2.28571428571429 2
## 2006-01-24 2 2.71428571428571 2
## 2006-01-26 -7.41007255555814e-15 0 0
## 2006-01-27 3.994 3.28571428571429 4.37091988130564
## 2006-02-01 4 4.28571428571429 4.37091988130564
## 2006-02-03 -8.45190584186639e-15 0 0
## 2006-02-07 2 2.14285714285714 2
## 2006-02-10 3 2.71428571428571 3
## 2006-02-15 3 2.85714285714286 3
## 2006-03-03 -8.45901126922399e-15 0 0
## 2006-03-09 1 1 1
## 2006-03-20 7.74023333333333 5 6.56198347107438
## 2006-03-24 1 1 1
## 2006-03-28 1 1 1
## 2006-03-29 1 1 1
## 2006-03-30 1 1 1
## 2006-04-10 -7.00683955301429e-15 0 0
## 2006-04-11 -7.58770823949817e-15 0 0
## 2006-04-12 1 1 1
## 2006-04-17 2 2.28571428571429 2
## 2006-04-18 1.996 2 2
## 2006-04-20 -7.43227701605065e-15 0 0
## 2006-04-27 4 4.14285714285714 4.37091988130564
## 2006-05-02 5 3.85714285714286 4.37091988130564
## 2006-05-05 5 5.42857142857143 4.37091988130564
## 2006-05-12 1 1 1
## 2006-05-25 2 2.14285714285714 2
## 2006-05-31 1 1 1
## 2006-06-02 -8.4803275512968e-15 0 0
## 2006-06-05 4 3.28571428571429 4.37091988130564
## 2006-06-06 4 3.85714285714286 4.37091988130564
## 2006-06-08 4 4.28571428571429 4.37091988130564
## 2006-06-12 -6.97841784358388e-15 0 0
## 2006-06-19 5 3.71428571428571 4.37091988130564
## 2006-06-28 5 3.42857142857143 4.37091988130564
## 2006-06-30 5 4.71428571428571 4.37091988130564
## 2006-07-12 -7.0752292913312e-15 0 0
## 2006-07-13 -7.21467330322412e-15 0 0
## 2006-07-21 3 2.85714285714286 3
## 2006-07-24 3 3.71428571428571 3
## 2006-07-26 3 3.42857142857143 3
## 2006-07-27 1 1.42857142857143 1
## 2006-07-28 1 1 1
## 2006-08-01 2 1.85714285714286 2
## 2006-08-04 -8.45368219870579e-15 0 0
## 2006-08-09 -7.19513337799072e-15 0 0
## 2006-08-10 -7.42428341027335e-15 0 0
## 2006-08-21 1 1.28571428571429 1
## 2006-08-22 1 1 1
## 2006-08-25 3 2.85714285714286 3
## 2006-08-31 -7.40030259294144e-15 0 0
## 2006-09-08 2 2.14285714285714 2
## 2006-09-15 -8.47322212393919e-15 0 0
## 2006-09-18 2 2 2
## 2006-09-20 2 2.14285714285714 2
## 2006-09-22 3 3.14285714285714 3
## 2006-09-25 3 2.85714285714286 3
## 2006-09-26 3 3.28571428571429 3
## 2006-10-02 3 3.14285714285714 3
## 2006-10-12 1 1 1
## 2006-10-16 -7.01216862353249e-15 0 0
## 2006-10-17 5 4.28571428571429 4.37091988130564
## 2006-10-18 5 5.14285714285714 4.37091988130564
## 2006-10-27 1 1 1
## 2006-10-30 1 1 1
## 2006-11-06 2 2.42857142857143 2
## 2006-11-13 2 2.71428571428571 2
## 2006-11-17 3 3.14285714285714 3
## 2006-11-20 3 4 3
## 2006-11-27 -6.85052015114707e-15 0 0
## 2006-12-08 2 1.71428571428571 2
## 2006-12-14 -7.1267436396738e-15 0 0
## 2006-12-15 -8.43680680873149e-15 0 0
## 2006-12-27 2 2.28571428571429 2
## 2007-01-04 2 3 2
## 2007-01-08 -6.86828371954107e-15 0 0
## 2007-01-12 1 1.28571428571429 1
## 2007-01-16 1 1.57142857142857 1
## 2007-01-17 -6.79722944596506e-15 0 0
## 2007-01-22 -6.88071821741687e-15 0 0
## 2007-01-24 2 2.42857142857143 2
## 2007-01-31 2 1.85714285714286 2
## 2007-02-01 2 3 2
## 2007-02-05 1 1.14285714285714 1
## 2007-02-06 -7.32658378410633e-15 0 0
## 2007-02-08 1 1.71428571428571 1
## 2007-02-13 2 2.14285714285714 2
## 2007-02-20 -7.38253902454744e-15 0 0
## 2007-02-23 -8.46167580448309e-15 0 0
## 2007-03-01 -7.25819404578942e-15 0 0
## 2007-03-14 1 1.28571428571429 1
## 2007-03-20 3 3.28571428571429 3
## 2007-03-22 -7.33901828198213e-15 0 0
## 2007-03-23 -8.47499848077859e-15 0 0
## 2007-03-27 -7.40563166345964e-15 0 0
## 2007-03-28 -7.18536341537401e-15 0 0
## 2007-04-10 -7.53708206957526e-15 0 0
## 2007-04-18 4 3.71428571428571 4.37091988130564
## 2007-04-19 -7.39053263032474e-15 0 0
## 2007-04-24 -7.58682006107847e-15 0 0
## 2007-04-26 -7.34523553092004e-15 0 0
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## 2013-02-26 13.004 5.57142857142857 14.4
## 2013-02-27 13.004 4.42857142857143 14.4
## 2013-03-04 13.004 3.875 14.4
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## 2013-03-08 13.004 5.14285714285714 14.4
## 2013-03-11 13.004 3.85714285714286 14.4
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## 2013-10-22 5 5.42857142857143 4.37091988130564
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## 2013-12-19 1 1.42857142857143 1
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## 2014-01-06 4 5 4.37091988130564
## 2014-01-17 5 5.71428571428571 4.37091988130564
## 2014-01-21 5 6.71428571428571 4.37091988130564
## 2014-01-22 5 5.14285714285714 4.37091988130564
## 2014-01-23 5 5.71428571428571 4.37091988130564
## 2014-01-27 3 3 3
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## 2014-02-25 5 6.14285714285714 4.37091988130564
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## 2014-03-06 4 4.57142857142857 4.37091988130564
## 2014-03-07 4 5.57142857142857 4.37091988130564
## 2014-03-12 -7.21822601690292e-15 0 0
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## 2014-04-04 -8.4900975139135e-15 0 0
## 2014-04-07 2 2.42857142857143 2
## 2014-04-16 2 2.42857142857143 2
## 2014-04-22 4 3.42857142857143 4.37091988130564
## 2014-04-28 1 1 1
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## 2014-05-02 7.93596666666667 6.57142857142857 6.56198347107438
## 2014-05-06 7.78986666666667 7.85714285714286 6.56198347107438
## 2014-05-15 2 2 2
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## 2014-05-19 2 2 2
## 2014-05-20 10.01 6.42857142857143 10
## 2014-05-22 10 6.57142857142857 10
## 2014-06-02 10.01 5.14285714285714 10
## 2014-06-03 10.01 6.28571428571429 10
## 2014-06-09 1 1 1
## 2014-06-12 6 3.42857142857143 6.56198347107438
## 2014-06-13 6 6.85714285714286 6.56198347107438
## 2014-06-17 5.994 5.14285714285714 6.56198347107438
## 2014-06-26 2 2 2
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## 2014-09-26 0.998 1 1
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## 2014-10-02 1 1 1
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## 2014-10-13 5.994 2 6.56198347107438
## 2014-10-30 4 5.71428571428571 4.37091988130564
## 2014-11-03 4 4.28571428571429 4.37091988130564
## 2014-11-13 1 1 1
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## 2014-11-19 1 1 1
## 2014-11-28 3 3.57142857142857 3
## 2014-12-02 3 3.57142857142857 3
## 2014-12-09 2 2.14285714285714 2
## 2014-12-11 2 2.71428571428571 2
## 2014-12-15 1 1 1
## 2014-12-17 4 4 4.37091988130564
## 2014-12-18 4 4.14285714285714 4.37091988130564
## 2015-01-02 6 4.71428571428571 6.56198347107438
## 2015-01-06 -7.45004058444465e-15 0 0
## 2015-01-07 1 1 1
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## 2015-01-13 1 1.14285714285714 1
## 2015-01-15 5 4 4.37091988130564
## 2015-01-20 5 4.57142857142857 4.37091988130564
## 2015-01-23 5 4.71428571428571 4.37091988130564
## 2015-01-29 1 1.28571428571429 1
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## 2015-02-23 5 5 4.37091988130564
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## 2015-03-06 -8.4776630160377e-15 0 0
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## 2015-03-11 7.35163333333333 4.42857142857143 6.56198347107438
## 2015-03-12 7.76333333333333 4.14285714285714 6.56198347107438
## 2015-03-16 7.35093333333333 4.71428571428571 6.56198347107438
## 2015-03-20 7.7699 5 6.56198347107438
## 2015-03-23 -6.89315271529267e-15 0 0
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## 2015-04-24 5 5.14285714285714 4.37091988130564
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## 2015-06-22 4 4.28571428571429 4.37091988130564
## 2015-06-23 -7.58593188265877e-15 0 0
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## 2015-07-08 3 3.28571428571429 3
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## 2015-07-14 -7.58593188265877e-15 0 0
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## 2015-08-10 2 2 2
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## 2015-09-09 7.65746666666667 6.28571428571429 6.56198347107438
## 2015-09-15 7.79713333333333 5.57142857142857 6.56198347107438
## 2015-09-18 -8.4776630160377e-15 0 0
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## 2015-09-24 -7.41717798291575e-15 0 0
## 2015-10-08 4 4.85714285714286 4.37091988130564
## 2015-10-12 4 4 4.37091988130564
## 2015-10-19 2 2.42857142857143 2
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## 2015-12-11 -8.42081959717689e-15 0 0
## 2015-12-15 2 2 2
## 2015-12-16 2 2 2
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## 2015-12-21 4 4.71428571428571 4.37091988130564
## 2015-12-24 4 4.71428571428571 4.37091988130564
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## 2016-01-04 -7.01749769405069e-15 0 0
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## 2016-01-14 1 1 1
## 2016-01-15 4 3.28571428571429 4.37091988130564
## 2016-01-25 2 2.14285714285714 2
## 2016-01-29 2 2.14285714285714 2
## 2016-02-04 2 2.14285714285714 2
## 2016-02-10 2 2 2
## 2016-02-12 6 5.28571428571429 6.56198347107438
## 2016-02-18 6 6.42857142857143 6.56198347107438
## 2016-02-29 2 2 2
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## 2016-04-11 5 5.28571428571429 4.37091988130564
## 2016-04-14 5 5.28571428571429 4.37091988130564
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## 2016-07-06 4 3.42857142857143 4.37091988130564
## 2016-07-07 4 6.71428571428571 4.37091988130564
## 2016-07-08 4 5.71428571428571 4.37091988130564
## 2016-07-11 4 5.28571428571429 4.37091988130564
## 2016-07-20 -7.16671166856031e-15 0 0
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## 2016-08-18 1 1 1
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## 2016-11-03 4 5.14285714285714 4.37091988130564
## 2016-11-08 4 4.42857142857143 4.37091988130564
## 2016-11-11 3 3.28571428571429 3
## 2016-11-16 2 2.42857142857143 2
## 2016-11-18 2 2 2
## 2016-11-23 2 2 2
## 2016-11-25 2 2.14285714285714 2
## 2016-11-29 0.998 1 1
## 2016-12-01 1 1 1
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## 2016-12-09 1 1.14285714285714 1
## 2016-12-12 3 2.85714285714286 3
## 2016-12-30 -8.47499848077859e-15 0 0
## 2017-01-05 4 3.71428571428571 4.37091988130564
## 2017-01-12 -7.37632177560954e-15 0 0
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## 2017-01-19 1 1 1
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## 2017-01-26 3 3.14285714285714 3
## 2017-02-08 3 3.14285714285714 3
## 2017-02-14 1 1 1
## 2017-02-24 4 3.42857142857143 4.37091988130564
## 2017-02-27 4 3.14285714285714 4.37091988130564
## 2017-03-06 -7.01749769405069e-15 0 0
## 2017-03-08 1 1 1
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## 2017-03-15 2 2 2
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## 2017-03-22 4 4.42857142857143 4.37091988130564
## 2017-03-27 4 4.71428571428571 4.37091988130564
## 2017-03-28 4 3.85714285714286 4.37091988130564
## 2017-03-30 1.004 1 1
## 2017-04-03 1 1 1
## 2017-04-05 6 5.71428571428571 6.56198347107438
## 2017-04-06 6 6.42857142857143 6.56198347107438
## 2017-04-10 6 5.57142857142857 6.56198347107438
## 2017-04-25 2 2.14285714285714 2
## 2017-04-28 -8.46789305342099e-15 0 0
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## 2017-05-09 4 3.85714285714286 4.37091988130564
## 2017-05-11 -7.39408534400354e-15 0 0
## 2017-05-19 6 4.57142857142857 6.56198347107438
## 2017-05-24 6 4.14285714285714 6.56198347107438
## 2017-05-25 6 4.57142857142857 6.56198347107438
## 2017-06-01 4 4.28571428571429 4.37091988130564
## 2017-06-09 -8.44568859292849e-15 0 0
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## 2017-06-29 7.5773 4.14285714285714 6.56198347107438
## 2017-07-05 7.3015 5.42857142857143 6.56198347107438
## 2017-07-06 7.6564 5.42857142857143 6.56198347107438
## 2017-07-07 7.707 5.42857142857143 6.56198347107438
## 2017-07-12 3 3.71428571428571 3
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## 2017-12-11 4 4.57142857142857 4.37091988130564
## 2017-12-15 3 4.57142857142857 3
## 2017-12-22 1 1 1
## 2017-12-27 1 1 1
## 2018-01-04 1 1 1
## 2018-01-11 3 4.14285714285714 3
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## 2018-01-23 2 2.14285714285714 2
## 2018-01-24 -6.93223256575948e-15 0 0
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## 2018-02-14 4 3.57142857142857 4.37091988130564
## 2018-02-15 4 4.42857142857143 4.37091988130564
## 2018-02-21 5 5.28571428571429 4.37091988130564
## 2018-02-22 5 5 4.37091988130564
## 2018-03-07 6 5.42857142857143 6.56198347107438
## 2018-03-12 6 5.14285714285714 6.56198347107438
## 2018-03-13 -7.38253902454744e-15 0 0
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## 2018-07-06 3 3.57142857142857 3
## 2018-07-17 5 6.28571428571429 4.37091988130564
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## 2018-09-07 2 2.14285714285714 2
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## 2018-10-23 2 2 2
## 2018-11-07 1 1.71428571428571 1
## 2018-11-13 3 3.14285714285714 3
## 2018-11-14 3 3.14285714285714 3
## 2018-11-15 -7.42872430237185e-15 0 0
## 2018-11-19 -7.02282676456889e-15 0 0
## 2018-12-03 -7.00950408827339e-15 0 0
## 2018-12-10 3 3.28571428571429 3
## 2018-12-13 -7.34345917408064e-15 0 0
## 2018-12-14 -8.44746494976789e-15 0 0
## 2018-12-24 1 1.14285714285714 1
## 2018-12-27 -7.42961248079155e-15 0 0
## 2019-01-04 2 2.42857142857143 2
## 2019-01-10 -7.37188088351104e-15 0 0
## 2019-01-25 3 3.42857142857143 3
## 2019-01-31 3 3.71428571428571 3
## 2019-02-05 3 3.28571428571429 3
## 2019-02-22 3 3.71428571428571 3
## 2019-02-25 3 3.57142857142857 3
## 2019-03-01 -8.485656621815e-15 0 0
## 2019-03-04 -7.02371494298859e-15 0 0
## 2019-03-06 -7.21644966006352e-15 0 0
## 2019-03-07 -7.42339523185365e-15 0 0
## 2019-03-13 2 2 2
## 2019-03-14 2 2 2
## 2019-03-20 1 1 1
## 2019-03-21 1 1 1
## 2019-03-22 -8.43147773821329e-15 0 0
## 2019-03-26 1 1 1
## 2019-03-27 1 1.14285714285714 1
## 2019-03-29 5.994 7.57142857142857 6.56198347107438
## 2019-04-10 2 2 2
## 2019-04-15 2 2.42857142857143 2
## 2019-04-22 2 2.28571428571429 2
## 2019-04-24 2 2 2
## 2019-04-29 2 2.28571428571429 2
## 2019-05-06 -6.97841784358388e-15 0 0
## 2019-05-07 -7.58593188265877e-15 0 0
## 2019-05-08 2 2.14285714285714 2
## 2019-05-10 2 2.28571428571429 2
## 2019-05-16 1 1 1
## 2019-05-22 -7.1169736770571e-15 0 0
## 2019-06-10 -6.99795776881729e-15 0 0
## 2019-06-14 -8.47499848077859e-15 0 0
## 2019-06-19 1 1 1
## 2019-06-21 1.016 1 1
## 2019-06-26 4 4.28571428571429 4.37091988130564
## 2019-07-10 3 3.57142857142857 3
## 2019-07-11 3 3 3
## 2019-07-19 -8.46167580448309e-15 0 0
## 2019-07-23 2 2 2
## 2019-08-05 -7.02726765666739e-15 0 0
## 2019-08-06 2 2.14285714285714 2
## 2019-08-07 2 2 2
## 2019-08-14 -7.1169736770571e-15 0 0
## 2019-08-16 2 2.28571428571429 2
## 2019-08-23 -8.44657677134819e-15 0 0
## 2019-09-06 9 7 9
## 2019-09-19 -7.41717798291575e-15 0 0
## 2019-09-26 -7.41895433975515e-15 0 0
## 2019-09-30 -6.99085234145969e-15 0 0
## 2019-10-03 1 1.42857142857143 1
## 2019-10-07 5.994 5.57142857142857 6.56198347107438
## 2019-10-08 6 9 6.56198347107438
## 2019-10-09 6 5.42857142857143 6.56198347107438
## 2019-10-10 6 7 6.56198347107438
## 2019-10-21 2 2.57142857142857 2
## 2019-10-22 4 3 4.37091988130564
## 2019-10-25 4 5.42857142857143 4.37091988130564
## 2019-10-28 4 4.42857142857143 4.37091988130564
## 2019-10-31 3 3.28571428571429 3
## 2019-11-01 3 3.42857142857143 3
## 2019-11-06 -7.18802795063311e-15 0 0
## 2019-11-07 -7.36477545615344e-15 0 0
## 2019-11-08 -8.44124770082999e-15 0 0
## 2019-11-14 2 2 2
## 2019-11-15 2 2.28571428571429 2
## 2019-11-19 1 1 1
## 2019-12-02 -7.03082037034619e-15 0 0
## 2019-12-05 0.998 1.14285714285714 1
## 2019-12-09 -7.01039226669309e-15 0 0
## 2019-12-10 -7.58859641791787e-15 0 0
## 2019-12-12 1 1.14285714285714 1
## 2019-12-13 2 2.28571428571429 2
## 2019-12-16 2 2.57142857142857 2
## 2019-12-18 3 3.42857142857143 3
## 2019-12-24 1 1 1
## 2019-12-26 1 1 1
## 2019-12-27 -8.43414227347239e-15 0 0
## 2020-01-13 5 5.71428571428571 4.37091988130564
## 2020-01-22 2 2 2
## 2020-01-23 2 2.28571428571429 2
## 2020-01-27 1 1.71428571428571 1
## 2020-02-07 4 5.85714285714286 4.37091988130564
## 2020-02-13 -7.41806616133545e-15 0 0
## 2020-02-14 -8.44480041450879e-15 0 0
## 2020-02-18 -7.58948459633757e-15 0 0
## 2020-02-21 -8.46789305342099e-15 0 0
## 2020-02-24 -6.98374691410209e-15 0 0
## 2020-02-25 -7.48556772123266e-15 0 0
## 2020-02-27 -7.34079463882154e-15 0 0
## 2020-03-06 -8.4909856923332e-15 0 0
## 2020-03-09 1 2 1
## 2020-03-11 -7.15516534910421e-15 0 0
## 2020-03-12 1 0.857142857142857 1
## results 0.46 0.49 0.81
## GLM TrueValue
## 2005-09-28 -0.499281993874109 0
## 2005-10-07 2.06499633636992 1
## 2005-10-10 1.96010855375541 1
## 2005-10-14 2.0910719890904 1
## 2005-10-19 -0.521761570472275 0
## 2005-10-21 2.97563276736764 2
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## 2005-10-28 4.05917592165138 15
## 2005-11-14 3.95112555279935 15
## 2005-11-16 2.11373622465478 1
## 2005-11-22 2.94809439634255 2
## 2005-11-23 3.02467378642584 2
## 2005-12-06 2.98363151062476 2
## 2005-12-12 -0.62117362204446 0
## 2005-12-13 3.95604009536786 8
## 2005-12-14 4.06503795689229 8
## 2005-12-16 4.10803277412871 8
## 2005-12-23 4.09136620409658 8
## 2005-12-27 -0.557463764589348 0
## 2005-12-29 -0.480115643838056 0
## 2006-01-05 3.53217138518227 3
## 2006-01-06 -0.516561098925044 0
## 2006-01-09 -0.620270297922092 0
## 2006-01-19 -0.522357587502168 0
## 2006-01-23 2.864392619544 2
## 2006-01-24 2.98428423913639 2
## 2006-01-26 -0.528458718810532 0
## 2006-01-27 3.69756146403227 4
## 2006-02-01 3.76989962159747 4
## 2006-02-03 -0.528268856804672 0
## 2006-02-07 2.90603475219129 2
## 2006-02-10 3.45477200399229 3
## 2006-02-15 3.53564548624552 3
## 2006-03-03 -0.547234915262741 0
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## 2006-03-20 3.99766370520247 7
## 2006-03-24 2.10655807772416 1
## 2006-03-28 1.98726171387708 1
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## 2006-04-27 3.8738057642501 4
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## 2006-06-02 -0.482775537232035 0
## 2006-06-05 3.61338071674864 4
## 2006-06-06 3.83288871709204 4
## 2006-06-08 3.83125775436168 4
## 2006-06-12 -0.775254175647508 0
## 2006-06-19 3.89933632026881 5
## 2006-06-28 3.92983517894749 5
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## 2006-09-15 -0.476435911624779 0
## 2006-09-18 2.83576233415826 2
## 2006-09-20 3.08481457698698 2
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## 2006-09-26 3.48162862817552 3
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## 2006-10-12 2.16479540100924 1
## 2006-10-16 -0.626881353218161 0
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## 2006-10-18 4.04849465690284 5
## 2006-10-27 2.15363105718818 1
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## 2006-11-06 3.05962375023103 2
## 2006-11-13 3.04364675676615 2
## 2006-11-17 3.48849698375559 3
## 2006-11-20 3.46220494723755 3
## 2006-11-27 -0.764121097901594 0
## 2006-12-08 3.07818159220017 2
## 2006-12-14 -0.543959591200947 0
## 2006-12-15 -0.463294307157998 0
## 2006-12-27 3.14283496300144 2
## 2007-01-04 3.21764337572914 2
## 2007-01-08 -0.564911604741711 0
## 2007-01-12 2.16859739958644 1
## 2007-01-16 2.20384347203412 1
## 2007-01-17 -0.602753866184232 0
## 2007-01-22 -0.619393875897651 0
## 2007-01-24 3.066586786315 2
## 2007-01-31 3.23030599053653 2
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## 2007-02-06 -0.488626296912888 0
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## 2007-02-13 3.02272539008988 2
## 2007-02-20 -0.506843196010578 0
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## 2007-03-01 -0.444827426407192 0
## 2007-03-14 2.07387388666793 1
## 2007-03-20 3.50137825423961 3
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## 2007-09-04 3.76965958625503 4
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## 2016-08-09 2.06607567508663 1
## 2016-08-12 2.99030192394984 2
## 2016-08-15 2.9190636879711 2
## 2016-08-18 2.1330414709359 1
## 2016-08-24 3.51528046741672 3
## 2016-08-26 -0.512973074757702 0
## 2016-08-31 -0.509664616563517 0
## 2016-09-01 3.78069429124904 4
## 2016-09-14 2.08840181879029 1
## 2016-09-23 3.00745394202593 2
## 2016-10-06 3.02595113738019 2
## 2016-10-14 -0.511573594820915 0
## 2016-10-24 -0.601321475221452 0
## 2016-10-25 -0.54494492102635 0
## 2016-10-27 3.53667171650752 3
## 2016-11-01 -0.577148673263099 0
## 2016-11-02 -0.469024367200142 0
## 2016-11-03 3.77674534427006 4
## 2016-11-08 3.7419506295284 4
## 2016-11-11 3.53877504215594 3
## 2016-11-16 3.01966810670184 2
## 2016-11-18 3.04825294517769 2
## 2016-11-23 3.05495953174377 2
## 2016-11-25 3.052661358103 2
## 2016-11-29 2.11253766762193 1
## 2016-12-01 2.12043248080746 1
## 2016-12-07 3.16505331034705 2
## 2016-12-09 2.24325594378981 1
## 2016-12-12 3.29150378883358 3
## 2016-12-30 -0.488978370445221 0
## 2017-01-05 3.76933423502923 4
## 2017-01-12 -0.474039197326961 0
## 2017-01-18 2.21464783868298 1
## 2017-01-19 2.14100540556626 1
## 2017-01-25 3.55689565440476 3
## 2017-01-26 3.6266251863019 3
## 2017-02-08 3.52303076035551 3
## 2017-02-14 2.04639740036687 1
## 2017-02-24 3.81263588603341 4
## 2017-02-27 3.68712195897916 4
## 2017-03-06 -0.661448782784609 0
## 2017-03-08 2.16207098765074 1
## 2017-03-13 -0.668792373332733 0
## 2017-03-15 3.07233825360482 2
## 2017-03-20 -0.593360836712979 0
## 2017-03-22 3.79748558910076 4
## 2017-03-27 3.67192374857991 4
## 2017-03-28 3.77711075111478 4
## 2017-03-30 2.17627615299618 1
## 2017-04-03 2.02616126473578 1
## 2017-04-05 4.04816630501433 6
## 2017-04-06 4.04422357524556 6
## 2017-04-10 3.92278602790497 6
## 2017-04-25 2.97764444506562 2
## 2017-04-28 -0.541110266189677 0
## 2017-05-08 3.70311285132337 4
## 2017-05-09 3.85841875987624 4
## 2017-05-11 -0.489996730028992 0
## 2017-05-19 4.05365618487342 6
## 2017-05-24 4.0499325296243 6
## 2017-05-25 4.10859616384463 6
## 2017-06-01 3.85579913612096 4
## 2017-06-09 -0.512432361950289 0
## 2017-06-12 -0.612319992506289 0
## 2017-06-13 -0.510788726960744 0
## 2017-06-14 -0.439163206498499 0
## 2017-06-16 2.1384576706172 1
## 2017-06-20 2.88452922637338 2
## 2017-06-22 3.07282309494903 2
## 2017-06-29 4.1150001714487 7
## 2017-07-05 4.15260435761162 7
## 2017-07-06 4.14561285459439 7
## 2017-07-07 4.14922419974748 7
## 2017-07-12 3.67530346788971 3
## 2017-07-17 -0.575881180299241 0
## 2017-07-18 -0.538492564067477 0
## 2017-07-25 2.06622701596436 1
## 2017-08-01 2.13820219581764 1
## 2017-08-15 -0.527534905899796 0
## 2017-08-16 -0.444730356741965 0
## 2017-08-17 -0.578815499035871 0
## 2017-08-18 2.12093996294833 1
## 2017-08-24 2.09450303148654 1
## 2017-08-31 3.05292685192149 2
## 2017-09-01 3.05241937304773 2
## 2017-09-07 -0.481861700731745 0
## 2017-09-12 3.48148070124985 3
## 2017-09-27 2.12643984087251 1
## 2017-09-28 2.19576094636467 1
## 2017-10-04 3.55759006786031 3
## 2017-10-06 2.20359822960646 1
## 2017-10-11 -0.436835973327187 0
## 2017-10-13 2.17010828134554 1
## 2017-10-24 2.16017207675111 1
## 2017-10-26 -0.575625589052034 0
## 2017-11-17 3.50488134513306 3
## 2017-11-24 -0.459085536487597 0
## 2017-11-28 3.51058178887362 3
## 2017-11-30 3.60659381017825 3
## 2017-12-11 3.71515155797167 4
## 2017-12-15 3.57752447090806 3
## 2017-12-22 2.15589440401854 1
## 2017-12-27 2.15676037090694 1
## 2018-01-04 2.19557790274852 1
## 2018-01-11 3.70490977541244 3
## 2018-01-22 2.94490478047052 2
## 2018-01-23 3.01428896567834 2
## 2018-01-24 -0.621373175115122 0
## 2018-01-30 2.10391375178803 1
## 2018-02-01 -0.452569776756184 0
## 2018-02-08 -0.597492027505948 0
## 2018-02-09 3.79647011818118 4
## 2018-02-14 3.8436909013331 4
## 2018-02-15 3.86215530082909 4
## 2018-02-21 4.04408821920013 5
## 2018-02-22 3.99209390003518 5
## 2018-03-07 4.09608548778699 6
## 2018-03-12 3.96381495074081 6
## 2018-03-13 -0.504418147367407 0
## 2018-03-20 2.15640502096845 1
## 2018-03-26 2.09314572200864 1
## 2018-03-27 -0.557832764913874 0
## 2018-03-29 2.2359676732731 1
## 2018-04-05 3.55001690931283 3
## 2018-04-18 2.27309943195557 1
## 2018-04-20 -0.464281640633686 0
## 2018-04-23 -0.582863223793536 0
## 2018-04-30 1.99609199827852 1
## 2018-05-02 -0.514186461274686 0
## 2018-05-03 2.13942583727966 1
## 2018-05-07 1.99732239195434 1
## 2018-05-08 2.10865392844822 1
## 2018-05-11 3.04295533274858 2
## 2018-05-16 3.07877659178854 2
## 2018-05-17 -0.480363542742714 0
## 2018-05-23 3.02675957066165 2
## 2018-06-05 2.04872208857715 1
## 2018-06-06 2.15791784742826 1
## 2018-06-19 2.02917367364661 1
## 2018-06-21 -0.491699060844324 0
## 2018-06-29 2.11219545518259 1
## 2018-07-05 3.51379146831917 3
## 2018-07-06 3.49745541577292 3
## 2018-07-17 3.87119299418522 5
## 2018-07-26 3.10408512726964 2
## 2018-07-27 -0.496134307045171 0
## 2018-08-01 -0.537116299238828 0
## 2018-08-02 2.12359862996007 1
## 2018-08-03 2.14808793332312 1
## 2018-08-09 -0.497118268934579 0
## 2018-08-27 2.92098963552263 2
## 2018-08-30 3.01350537510121 2
## 2018-09-04 2.96559563011346 2
## 2018-09-07 3.00012662471189 2
## 2018-09-20 4.08651715359804 7
## 2018-10-01 -0.683987659364181 0
## 2018-10-02 2.01326980152515 1
## 2018-10-04 -0.517378594449474 0
## 2018-10-18 -0.558137547258067 0
## 2018-10-23 2.93567667966497 2
## 2018-11-07 2.21680309780078 1
## 2018-11-13 3.4763711022975 3
## 2018-11-14 3.52366479967446 3
## 2018-11-15 -0.489267036392617 0
## 2018-11-19 -0.652854676900591 0
## 2018-12-03 -0.623372188365187 0
## 2018-12-10 3.37353646669834 3
## 2018-12-13 -0.57487156063844 0
## 2018-12-14 -0.503759791731239 0
## 2018-12-24 1.93805800800349 1
## 2018-12-27 -0.503201441782606 0
## 2019-01-04 3.0617103761884 2
## 2019-01-10 -0.552349728488403 0
## 2019-01-25 3.54088178044065 3
## 2019-01-31 3.46971871604707 3
## 2019-02-05 3.43813388698231 3
## 2019-02-22 3.5078240027913 3
## 2019-02-25 3.38646675060758 3
## 2019-03-01 -0.53989327429441 0
## 2019-03-04 -0.656913174295736 0
## 2019-03-06 -0.505508024569749 0
## 2019-03-07 -0.515133338046555 0
## 2019-03-13 3.03555533564597 2
## 2019-03-14 3.0059227327233 2
## 2019-03-20 2.09212189296683 1
## 2019-03-21 2.13419313877533 1
## 2019-03-22 -0.543303668400709 0
## 2019-03-26 2.04248003253954 1
## 2019-03-27 2.14702911403191 1
## 2019-03-29 4.01906866811216 6
## 2019-04-10 3.03536717359043 2
## 2019-04-15 2.82853151656519 2
## 2019-04-22 2.83022146101926 2
## 2019-04-24 3.0055363499209 2
## 2019-04-29 2.90082338911723 2
## 2019-05-06 -0.614774384627244 0
## 2019-05-07 -0.592688446758723 0
## 2019-05-08 2.99695322932844 2
## 2019-05-10 2.99108041863816 2
## 2019-05-16 2.12360559677902 1
## 2019-05-22 -0.550231037292765 0
## 2019-06-10 -0.631318364911981 0
## 2019-06-14 -0.518434979756542 0
## 2019-06-19 2.15400193607417 1
## 2019-06-21 2.08030713614839 1
## 2019-06-26 3.78271370466944 4
## 2019-07-10 3.51720945305544 3
## 2019-07-11 3.49161470256256 3
## 2019-07-19 -0.528403832990493 0
## 2019-07-23 2.96590537433786 2
## 2019-08-05 -0.667063728718913 0
## 2019-08-06 2.90815128061937 2
## 2019-08-07 2.99880549865512 2
## 2019-08-14 -0.555830842651638 0
## 2019-08-16 2.97739488414299 2
## 2019-08-23 -0.560701558322735 0
## 2019-09-06 4.03331812992792 9
## 2019-09-19 -0.515059962819645 0
## 2019-09-26 -0.51606121718681 0
## 2019-09-30 -0.637495802798178 0
## 2019-10-03 2.09271486394181 1
## 2019-10-07 3.8483515865897 6
## 2019-10-08 3.92416747853261 6
## 2019-10-09 4.01325315901824 6
## 2019-10-10 3.98459693320932 6
## 2019-10-21 2.86991787861484 2
## 2019-10-22 3.67806962903195 4
## 2019-10-25 3.81346716630849 4
## 2019-10-28 3.6608372391202 4
## 2019-10-31 3.46980641243819 3
## 2019-11-01 3.49011629895597 3
## 2019-11-06 -0.499601685938776 0
## 2019-11-07 -0.498939899570333 0
## 2019-11-08 -0.511808168981038 0
## 2019-11-14 2.9880368196002 2
## 2019-11-15 2.97750516102424 2
## 2019-11-19 2.06567417218433 1
## 2019-12-02 -0.657714468859713 0
## 2019-12-05 2.09680464957578 1
## 2019-12-09 -0.643263572053243 0
## 2019-12-10 -0.593436359678748 0
## 2019-12-12 2.1333697675212 1
## 2019-12-13 2.96128827068971 2
## 2019-12-16 2.86885035736504 2
## 2019-12-18 3.46771279080686 3
## 2019-12-24 2.03480151727259 1
## 2019-12-26 2.12782557180804 1
## 2019-12-27 -0.561387160808827 0
## 2020-01-13 3.77917612760119 5
## 2020-01-22 2.98912846910066 2
## 2020-01-23 3.03686882695058 2
## 2020-01-27 1.91471690880944 1
## 2020-02-07 3.75303066208382 4
## 2020-02-13 -0.513667948306208 0
## 2020-02-14 -0.546345408504741 0
## 2020-02-18 -0.592840407011948 0
## 2020-02-21 -0.541111639610385 0
## 2020-02-24 -0.727034990314399 0
## 2020-02-25 -0.66354204328549 0
## 2020-02-27 -0.571966805408699 0
## 2020-03-06 -0.550924710832838 0
## 2020-03-09 1.9284347202075 1
## 2020-03-11 -0.542236314808473 0
## 2020-03-12 2.03902518059881 1
## results 0 100When looking at the above table, the errors are based on an exact match, but the values you notice as I do, are rounded up to the true value if greater than zero and zero if less than zero will give very near perfect results for predicting the number of days the cycle will be increasing. Lets test this out.
predRF_round <- predict(rfMod, testingSet)
predRF_round <- ifelse(predRF_round<0,0,round(predRF,0))
predDF_round <- data.frame(predRF_round, IncreasingDaysThisCycle=testingSet$incrDaysThisCycle)
predDF_round## predRF_round IncreasingDaysThisCycle
## 2005-09-28 0 0
## 2005-10-07 1 1
## 2005-10-10 1 1
## 2005-10-14 1 1
## 2005-10-19 0 0
## 2005-10-21 2 2
## 2005-10-24 2 2
## 2005-10-28 15 15
## 2005-11-14 15 15
## 2005-11-16 1 1
## 2005-11-22 2 2
## 2005-11-23 2 2
## 2005-12-06 2 2
## 2005-12-12 0 0
## 2005-12-13 7 8
## 2005-12-14 7 8
## 2005-12-16 7 8
## 2005-12-23 8 8
## 2005-12-27 0 0
## 2005-12-29 0 0
## 2006-01-05 3 3
## 2006-01-06 0 0
## 2006-01-09 0 0
## 2006-01-19 0 0
## 2006-01-23 2 2
## 2006-01-24 2 2
## 2006-01-26 0 0
## 2006-01-27 4 4
## 2006-02-01 4 4
## 2006-02-03 0 0
## 2006-02-07 2 2
## 2006-02-10 3 3
## 2006-02-15 3 3
## 2006-03-03 0 0
## 2006-03-09 1 1
## 2006-03-20 8 7
## 2006-03-24 1 1
## 2006-03-28 1 1
## 2006-03-29 1 1
## 2006-03-30 1 1
## 2006-04-10 0 0
## 2006-04-11 0 0
## 2006-04-12 1 1
## 2006-04-17 2 2
## 2006-04-18 2 2
## 2006-04-20 0 0
## 2006-04-27 4 4
## 2006-05-02 5 5
## 2006-05-05 5 5
## 2006-05-12 1 1
## 2006-05-25 2 2
## 2006-05-31 1 1
## 2006-06-02 0 0
## 2006-06-05 4 4
## 2006-06-06 4 4
## 2006-06-08 4 4
## 2006-06-12 0 0
## 2006-06-19 5 5
## 2006-06-28 5 5
## 2006-06-30 5 5
## 2006-07-12 0 0
## 2006-07-13 0 0
## 2006-07-21 3 3
## 2006-07-24 3 3
## 2006-07-26 3 3
## 2006-07-27 1 1
## 2006-07-28 1 1
## 2006-08-01 2 2
## 2006-08-04 0 0
## 2006-08-09 0 0
## 2006-08-10 0 0
## 2006-08-21 1 1
## 2006-08-22 1 1
## 2006-08-25 3 3
## 2006-08-31 0 0
## 2006-09-08 2 2
## 2006-09-15 0 0
## 2006-09-18 2 2
## 2006-09-20 2 2
## 2006-09-22 3 3
## 2006-09-25 3 3
## 2006-09-26 3 3
## 2006-10-02 3 3
## 2006-10-12 1 1
## 2006-10-16 0 0
## 2006-10-17 5 5
## 2006-10-18 5 5
## 2006-10-27 1 1
## 2006-10-30 1 1
## 2006-11-06 2 2
## 2006-11-13 2 2
## 2006-11-17 3 3
## 2006-11-20 3 3
## 2006-11-27 0 0
## 2006-12-08 2 2
## 2006-12-14 0 0
## 2006-12-15 0 0
## 2006-12-27 2 2
## 2007-01-04 2 2
## 2007-01-08 0 0
## 2007-01-12 1 1
## 2007-01-16 1 1
## 2007-01-17 0 0
## 2007-01-22 0 0
## 2007-01-24 2 2
## 2007-01-31 2 2
## 2007-02-01 2 2
## 2007-02-05 1 1
## 2007-02-06 0 0
## 2007-02-08 1 1
## 2007-02-13 2 2
## 2007-02-20 0 0
## 2007-02-23 0 0
## 2007-03-01 0 0
## 2007-03-14 1 1
## 2007-03-20 3 3
## 2007-03-22 0 0
## 2007-03-23 0 0
## 2007-03-27 0 0
## 2007-03-28 0 0
## 2007-04-10 0 0
## 2007-04-18 4 4
## 2007-04-19 0 0
## 2007-04-24 0 0
## 2007-04-26 0 0
## 2007-04-27 0 0
## 2007-04-30 1 1
## 2007-05-03 1 1
## 2007-05-07 0 0
## 2007-05-08 0 0
## 2007-05-09 0 0
## 2007-05-22 3 3
## 2007-05-23 3 3
## 2007-05-30 2 2
## 2007-06-05 0 0
## 2007-06-07 1 1
## 2007-06-12 0 0
## 2007-06-14 1 1
## 2007-06-15 0 0
## 2007-06-29 5 5
## 2007-07-02 5 5
## 2007-07-06 5 5
## 2007-07-11 2 2
## 2007-07-13 2 2
## 2007-07-31 0 0
## 2007-08-06 2 2
## 2007-08-09 0 0
## 2007-08-13 1 1
## 2007-08-14 0 0
## 2007-08-20 3 3
## 2007-08-22 3 3
## 2007-08-23 1 1
## 2007-08-29 4 4
## 2007-09-04 4 4
## 2007-09-06 0 0
## 2007-09-11 1 1
## 2007-09-13 2 2
## 2007-09-17 2 2
## 2007-09-20 0 0
## 2007-09-27 0 0
## 2007-10-03 7 7
## 2007-10-09 7 7
## 2007-10-12 1 1
## 2007-10-15 2 2
## 2007-10-23 3 3
## 2007-10-24 3 3
## 2007-10-26 0 0
## 2007-10-29 1 1
## 2007-11-07 0 0
## 2007-11-12 3 3
## 2007-11-15 0 0
## 2007-11-16 0 0
## 2007-11-19 0 0
## 2007-11-21 2 2
## 2007-11-23 2 2
## 2007-11-28 1 1
## 2007-11-30 1 1
## 2007-12-06 2 2
## 2007-12-14 0 0
## 2007-12-20 3 3
## 2007-12-21 1 1
## 2007-12-26 0 0
## 2007-12-28 0 0
## 2007-12-31 0 0
## 2008-01-09 1 1
## 2008-01-14 3 3
## 2008-01-18 1 1
## 2008-01-23 1 1
## 2008-01-24 0 0
## 2008-02-05 3 3
## 2008-02-11 0 0
## 2008-02-20 1 1
## 2008-03-10 0 0
## 2008-03-12 0 0
## 2008-03-17 5 5
## 2008-03-24 5 5
## 2008-04-03 4 4
## 2008-04-07 4 4
## 2008-04-09 1 1
## 2008-04-10 1 1
## 2008-04-14 0 0
## 2008-04-30 1 1
## 2008-05-01 1 1
## 2008-05-06 0 0
## 2008-05-07 0 0
## 2008-05-12 0 0
## 2008-05-13 3 3
## 2008-05-14 3 3
## 2008-05-15 3 3
## 2008-05-16 3 3
## 2008-05-22 0 0
## 2008-05-28 1 1
## 2008-06-02 3 3
## 2008-06-05 3 3
## 2008-06-12 3 3
## 2008-06-13 3 3
## 2008-06-17 3 3
## 2008-06-18 1 1
## 2008-06-23 0 0
## 2008-06-24 1 1
## 2008-07-01 0 0
## 2008-07-03 3 3
## 2008-07-16 3 3
## 2008-07-21 2 2
## 2008-07-31 6 6
## 2008-08-07 4 4
## 2008-08-08 4 4
## 2008-08-11 4 4
## 2008-08-12 4 4
## 2008-08-13 0 0
## 2008-08-19 0 0
## 2008-08-21 1 1
## 2008-08-25 0 0
## 2008-08-29 3 3
## 2008-09-04 1 1
## 2008-09-08 0 0
## 2008-09-12 2 2
## 2008-09-15 1 1
## 2008-10-02 0 0
## 2008-10-10 2 2
## 2008-10-16 5 5
## 2008-10-17 5 5
## 2008-10-20 5 5
## 2008-10-22 5 5
## 2008-10-23 1 1
## 2008-10-30 3 3
## 2008-11-03 3 3
## 2008-11-05 0 0
## 2008-11-10 1 1
## 2008-11-11 1 1
## 2008-11-18 0 0
## 2008-11-21 5 5
## 2008-11-24 5 5
## 2008-11-25 5 5
## 2008-12-09 1 1
## 2008-12-15 2 2
## 2008-12-22 0 0
## 2008-12-24 1 1
## 2008-12-26 0 0
## 2008-12-29 3 3
## 2009-01-07 3 3
## 2009-01-08 3 3
## 2009-01-21 2 2
## 2009-01-22 2 2
## 2009-01-23 2 2
## 2009-01-30 2 2
## 2009-02-04 0 0
## 2009-02-05 1 1
## 2009-02-11 2 2
## 2009-02-18 0 0
## 2009-02-20 2 2
## 2009-02-24 2 2
## 2009-02-26 0 0
## 2009-03-02 0 0
## 2009-03-04 1 1
## 2009-03-10 4 4
## 2009-03-12 4 4
## 2009-03-17 2 2
## 2009-03-19 0 0
## 2009-03-31 5 5
## 2009-04-07 3 3
## 2009-04-09 3 3
## 2009-04-20 4 4
## 2009-04-21 4 4
## 2009-04-23 4 4
## 2009-04-30 4 4
## 2009-05-12 0 0
## 2009-05-20 0 0
## 2009-05-28 3 3
## 2009-05-29 3 3
## 2009-06-01 3 3
## 2009-06-02 3 3
## 2009-06-08 1 1
## 2009-06-11 2 2
## 2009-06-12 2 2
## 2009-06-16 2 2
## 2009-06-19 0 0
## 2009-06-22 0 0
## 2009-06-26 0 0
## 2009-06-29 1 1
## 2009-07-01 1 1
## 2009-07-02 1 1
## 2009-07-08 1 1
## 2009-07-09 1 1
## 2009-07-10 1 1
## 2009-07-17 1 1
## 2009-07-20 1 1
## 2009-07-24 6 6
## 2009-08-05 2 2
## 2009-08-07 1 1
## 2009-08-11 2 2
## 2009-08-19 5 5
## 2009-08-26 5 5
## 2009-09-01 9 9
## 2009-09-08 9 9
## 2009-09-10 9 9
## 2009-09-11 9 9
## 2009-09-14 9 9
## 2009-09-21 1 1
## 2009-09-25 2 2
## 2009-09-28 0 0
## 2009-10-02 3 3
## 2009-10-05 3 3
## 2009-10-08 3 3
## 2009-10-12 3 3
## 2009-10-15 2 2
## 2009-10-21 0 0
## 2009-10-28 1 1
## 2009-11-05 3 3
## 2009-11-06 3 3
## 2009-11-09 3 3
## 2009-11-11 1 1
## 2009-12-08 0 0
## 2009-12-17 0 0
## 2009-12-30 1 1
## 2010-01-04 1 1
## 2010-01-05 1 1
## 2010-01-14 3 3
## 2010-01-28 4 4
## 2010-02-02 4 4
## 2010-02-08 3 3
## 2010-02-09 3 3
## 2010-02-12 3 3
## 2010-02-16 3 3
## 2010-02-24 4 4
## 2010-02-25 2 2
## 2010-03-05 1 1
## 2010-03-10 2 2
## 2010-03-15 0 0
## 2010-03-16 0 0
## 2010-03-19 3 3
## 2010-03-22 3 3
## 2010-03-25 0 0
## 2010-03-30 2 2
## 2010-04-06 0 0
## 2010-04-08 1 1
## 2010-04-12 1 1
## 2010-04-15 0 0
## 2010-04-28 2 2
## 2010-04-29 2 2
## 2010-04-30 1 1
## 2010-05-05 1 1
## 2010-05-07 1 1
## 2010-05-14 1 1
## 2010-05-18 1 1
## 2010-05-19 1 1
## 2010-05-20 1 1
## 2010-05-21 1 1
## 2010-05-26 4 4
## 2010-05-27 4 4
## 2010-06-03 0 0
## 2010-06-04 0 0
## 2010-06-07 1 1
## 2010-06-08 1 1
## 2010-06-16 3 3
## 2010-06-18 0 0
## 2010-06-21 0 0
## 2010-06-23 1 1
## 2010-06-24 0 0
## 2010-06-28 0 0
## 2010-06-30 2 2
## 2010-07-06 2 2
## 2010-07-07 2 2
## 2010-07-08 2 2
## 2010-07-12 1 1
## 2010-07-16 0 0
## 2010-07-19 5 5
## 2010-07-21 5 5
## 2010-08-20 0 0
## 2010-08-25 1 1
## 2010-08-31 4 4
## 2010-09-01 4 4
## 2010-09-03 4 4
## 2010-09-08 0 0
## 2010-09-17 2 2
## 2010-09-21 2 2
## 2010-09-22 0 0
## 2010-09-23 2 2
## 2010-10-01 2 2
## 2010-10-05 1 1
## 2010-10-07 1 1
## 2010-10-12 2 2
## 2010-10-13 2 2
## 2010-10-15 1 1
## 2010-10-19 1 1
## 2010-10-26 4 4
## 2010-10-29 0 0
## 2010-11-08 0 0
## 2010-11-12 1 1
## 2010-11-15 1 1
## 2010-11-16 4 4
## 2010-11-22 4 4
## 2010-11-24 1 1
## 2010-11-29 0 0
## 2010-12-06 1 1
## 2010-12-10 1 1
## 2010-12-17 2 2
## 2010-12-21 2 2
## 2010-12-28 2 2
## 2011-01-04 4 4
## 2011-01-10 4 4
## 2011-01-24 4 4
## 2011-01-31 0 0
## 2011-02-22 0 0
## 2011-02-23 0 0
## 2011-02-28 2 2
## 2011-03-02 2 2
## 2011-03-11 2 2
## 2011-03-29 1 1
## 2011-03-30 1 1
## 2011-04-04 0 0
## 2011-04-06 0 0
## 2011-04-18 2 2
## 2011-04-21 2 2
## 2011-04-29 2 2
## 2011-05-05 3 3
## 2011-05-13 1 1
## 2011-05-17 0 0
## 2011-05-19 1 1
## 2011-05-25 0 0
## 2011-05-27 0 0
## 2011-06-01 1 1
## 2011-06-02 1 1
## 2011-06-03 0 0
## 2011-06-09 2 2
## 2011-06-14 1 1
## 2011-06-15 1 1
## 2011-06-17 3 3
## 2011-06-20 3 3
## 2011-06-23 1 1
## 2011-07-01 2 2
## 2011-07-07 1 1
## 2011-07-12 0 0
## 2011-07-13 0 0
## 2011-07-18 0 0
## 2011-07-19 0 0
## 2011-07-20 0 0
## 2011-07-28 1 1
## 2011-08-02 1 1
## 2011-08-05 0 0
## 2011-08-18 0 0
## 2011-08-22 1 1
## 2011-08-23 1 1
## 2011-08-25 2 2
## 2011-08-26 2 2
## 2011-08-30 1 1
## 2011-09-08 0 0
## 2011-09-13 4 4
## 2011-10-06 3 3
## 2011-10-07 4 4
## 2011-10-13 4 4
## 2011-10-17 1 1
## 2011-10-19 1 1
## 2011-10-28 3 3
## 2011-11-01 0 0
## 2011-11-10 1 1
## 2011-11-14 0 0
## 2011-11-16 0 0
## 2011-11-29 5 5
## 2011-12-09 2 2
## 2011-12-13 3 3
## 2011-12-15 3 3
## 2011-12-23 0 0
## 2011-12-28 1 1
## 2011-12-29 1 1
## 2012-01-17 3 3
## 2012-01-18 3 3
## 2012-01-19 3 3
## 2012-01-24 5 5
## 2012-01-31 3 3
## 2012-02-01 3 3
## 2012-02-08 0 0
## 2012-02-09 0 0
## 2012-02-10 1 1
## 2012-02-16 1 1
## 2012-03-01 1 1
## 2012-03-02 1 1
## 2012-03-12 3 3
## 2012-03-13 3 3
## 2012-03-16 2 2
## 2012-03-19 2 2
## 2012-03-23 2 2
## 2012-03-30 0 0
## 2012-04-05 0 0
## 2012-04-09 0 0
## 2012-04-10 2 2
## 2012-04-13 4 4
## 2012-04-17 4 4
## 2012-04-20 0 0
## 2012-04-23 4 4
## 2012-04-25 4 4
## 2012-04-27 4 4
## 2012-04-30 0 0
## 2012-05-04 1 1
## 2012-05-25 6 6
## 2012-06-05 2 2
## 2012-06-26 3 3
## 2012-06-27 3 3
## 2012-06-28 3 3
## 2012-07-19 0 0
## 2012-07-25 2 2
## 2012-07-27 2 2
## 2012-07-30 1 1
## 2012-07-31 1 1
## 2012-08-06 0 0
## 2012-08-07 1 1
## 2012-08-14 1 1
## 2012-08-17 4 4
## 2012-08-20 4 4
## 2012-08-23 1 1
## 2012-08-28 0 0
## 2012-08-29 0 0
## 2012-08-30 1 1
## 2012-09-10 0 0
## 2012-09-13 0 0
## 2012-09-27 4 4
## 2012-10-09 1 1
## 2012-10-12 5 5
## 2012-10-16 5 5
## 2012-10-31 2 2
## 2012-11-14 1 1
## 2012-11-16 2 2
## 2012-11-26 2 2
## 2012-11-30 0 0
## 2012-12-03 0 0
## 2012-12-05 4 4
## 2012-12-12 1 1
## 2012-12-17 3 3
## 2012-12-18 3 3
## 2012-12-21 0 0
## 2012-12-26 0 0
## 2012-12-31 2 2
## 2013-01-03 3 3
## 2013-01-04 3 3
## 2013-01-10 1 1
## 2013-01-11 0 0
## 2013-01-14 0 0
## 2013-01-22 2 2
## 2013-01-29 0 0
## 2013-02-05 3 3
## 2013-02-06 3 3
## 2013-02-21 2 2
## 2013-02-25 13 13
## 2013-02-26 13 13
## 2013-02-27 13 13
## 2013-03-04 13 13
## 2013-03-07 13 13
## 2013-03-08 13 13
## 2013-03-11 13 13
## 2013-03-12 13 13
## 2013-03-18 3 3
## 2013-04-09 2 2
## 2013-04-10 2 2
## 2013-04-16 2 2
## 2013-04-17 2 2
## 2013-04-19 0 0
## 2013-04-23 2 2
## 2013-04-24 2 2
## 2013-04-30 3 3
## 2013-05-09 3 3
## 2013-05-15 3 3
## 2013-05-20 0 0
## 2013-05-24 2 2
## 2013-05-30 0 0
## 2013-06-04 0 0
## 2013-06-10 2 2
## 2013-06-12 1 1
## 2013-06-14 2 2
## 2013-06-18 2 2
## 2013-06-20 0 0
## 2013-06-21 0 0
## 2013-06-25 1 1
## 2013-07-02 4 4
## 2013-07-10 5 5
## 2013-07-12 5 5
## 2013-07-16 5 5
## 2013-07-19 0 0
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## 2013-08-07 1 1
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## 2013-09-10 2 2
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## 2013-10-23 1 1
## 2013-10-25 0 0
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## 2013-10-31 2 2
## 2013-11-08 3 3
## 2013-11-14 3 3
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## 2013-12-23 1 1
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## 2014-04-28 1 1
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## 2014-05-02 8 8
## 2014-05-06 8 8
## 2014-05-15 2 2
## 2014-05-16 2 2
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## 2014-05-20 10 10
## 2014-05-22 10 10
## 2014-06-02 10 10
## 2014-06-03 10 10
## 2014-06-09 1 1
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## 2014-06-13 6 6
## 2014-06-17 6 6
## 2014-06-26 2 2
## 2014-06-27 0 0
## 2014-06-30 1 1
## 2014-07-16 0 0
## 2014-07-17 1 1
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## 2014-07-22 1 1
## 2014-08-04 0 0
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## 2014-08-11 2 2
## 2014-08-21 1 1
## 2014-08-22 1 1
## 2014-08-27 1 1
## 2014-08-29 1 1
## 2014-09-18 1 1
## 2014-09-24 1 1
## 2014-09-25 1 1
## 2014-09-26 1 1
## 2014-09-29 1 1
## 2014-10-01 0 0
## 2014-10-02 1 1
## 2014-10-07 0 0
## 2014-10-10 0 0
## 2014-10-13 6 6
## 2014-10-30 4 4
## 2014-11-03 4 4
## 2014-11-13 1 1
## 2014-11-17 1 1
## 2014-11-19 1 1
## 2014-11-28 3 3
## 2014-12-02 3 3
## 2014-12-09 2 2
## 2014-12-11 2 2
## 2014-12-15 1 1
## 2014-12-17 4 4
## 2014-12-18 4 4
## 2015-01-02 6 6
## 2015-01-06 0 0
## 2015-01-07 1 1
## 2015-01-08 1 1
## 2015-01-13 1 1
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## 2015-01-20 5 5
## 2015-01-23 5 5
## 2015-01-29 1 1
## 2015-01-30 0 0
## 2015-02-02 0 0
## 2015-02-03 1 1
## 2015-02-05 0 0
## 2015-02-11 2 2
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## 2015-02-23 5 5
## 2015-02-27 3 3
## 2015-03-03 3 3
## 2015-03-06 0 0
## 2015-03-09 0 0
## 2015-03-10 7 8
## 2015-03-11 7 8
## 2015-03-12 8 8
## 2015-03-16 7 8
## 2015-03-20 8 8
## 2015-03-23 0 0
## 2015-03-30 2 2
## 2015-04-06 0 0
## 2015-04-20 5 5
## 2015-04-23 5 5
## 2015-04-24 5 5
## 2015-05-01 1 1
## 2015-05-11 1 1
## 2015-05-14 1 1
## 2015-05-27 1 1
## 2015-06-01 2 2
## 2015-06-02 0 0
## 2015-06-10 2 2
## 2015-06-16 4 4
## 2015-06-22 4 4
## 2015-06-23 0 0
## 2015-06-24 0 0
## 2015-06-25 0 0
## 2015-06-29 1 1
## 2015-07-02 3 3
## 2015-07-08 3 3
## 2015-07-10 3 3
## 2015-07-14 0 0
## 2015-07-24 2 2
## 2015-07-28 2 2
## 2015-07-31 3 3
## 2015-08-07 2 2
## 2015-08-10 2 2
## 2015-08-17 3 3
## 2015-08-19 0 0
## 2015-08-24 0 0
## 2015-08-28 3 3
## 2015-09-02 3 3
## 2015-09-09 8 8
## 2015-09-15 8 8
## 2015-09-18 0 0
## 2015-09-22 1 1
## 2015-09-23 1 1
## 2015-09-24 0 0
## 2015-10-08 4 4
## 2015-10-12 4 4
## 2015-10-19 2 2
## 2015-10-28 0 0
## 2015-10-29 3 3
## 2015-11-06 0 0
## 2015-11-17 0 0
## 2015-11-18 1 1
## 2015-11-20 1 1
## 2015-11-23 1 1
## 2015-11-24 2 2
## 2015-11-27 2 2
## 2015-12-07 2 2
## 2015-12-11 0 0
## 2015-12-15 2 2
## 2015-12-16 2 2
## 2015-12-17 0 0
## 2015-12-21 4 4
## 2015-12-24 4 4
## 2015-12-30 0 0
## 2016-01-04 0 0
## 2016-01-05 1 1
## 2016-01-06 1 1
## 2016-01-11 2 2
## 2016-01-12 2 2
## 2016-01-13 1 1
## 2016-01-14 1 1
## 2016-01-15 4 4
## 2016-01-25 2 2
## 2016-01-29 2 2
## 2016-02-04 2 2
## 2016-02-10 2 2
## 2016-02-12 6 6
## 2016-02-18 6 6
## 2016-02-29 2 2
## 2016-03-08 1 1
## 2016-03-16 1 1
## 2016-03-28 3 3
## 2016-04-11 5 5
## 2016-04-14 5 5
## 2016-05-04 0 0
## 2016-05-19 0 0
## 2016-05-24 2 2
## 2016-05-31 3 3
## 2016-06-09 4 4
## 2016-06-14 1 1
## 2016-06-16 3 3
## 2016-06-17 3 3
## 2016-06-20 3 3
## 2016-06-22 1 1
## 2016-06-29 4 4
## 2016-07-06 4 4
## 2016-07-07 4 4
## 2016-07-08 4 4
## 2016-07-11 4 4
## 2016-07-20 0 0
## 2016-07-21 1 1
## 2016-07-28 1 1
## 2016-08-02 0 0
## 2016-08-05 2 2
## 2016-08-09 1 1
## 2016-08-12 2 2
## 2016-08-15 2 2
## 2016-08-18 1 1
## 2016-08-24 3 3
## 2016-08-26 0 0
## 2016-08-31 0 0
## 2016-09-01 4 4
## 2016-09-14 1 1
## 2016-09-23 2 2
## 2016-10-06 2 2
## 2016-10-14 0 0
## 2016-10-24 0 0
## 2016-10-25 0 0
## 2016-10-27 3 3
## 2016-11-01 0 0
## 2016-11-02 0 0
## 2016-11-03 4 4
## 2016-11-08 4 4
## 2016-11-11 3 3
## 2016-11-16 2 2
## 2016-11-18 2 2
## 2016-11-23 2 2
## 2016-11-25 2 2
## 2016-11-29 1 1
## 2016-12-01 1 1
## 2016-12-07 2 2
## 2016-12-09 1 1
## 2016-12-12 3 3
## 2016-12-30 0 0
## 2017-01-05 4 4
## 2017-01-12 0 0
## 2017-01-18 1 1
## 2017-01-19 1 1
## 2017-01-25 3 3
## 2017-01-26 3 3
## 2017-02-08 3 3
## 2017-02-14 1 1
## 2017-02-24 4 4
## 2017-02-27 4 4
## 2017-03-06 0 0
## 2017-03-08 1 1
## 2017-03-13 0 0
## 2017-03-15 2 2
## 2017-03-20 0 0
## 2017-03-22 4 4
## 2017-03-27 4 4
## 2017-03-28 4 4
## 2017-03-30 1 1
## 2017-04-03 1 1
## 2017-04-05 6 6
## 2017-04-06 6 6
## 2017-04-10 6 6
## 2017-04-25 2 2
## 2017-04-28 0 0
## 2017-05-08 4 4
## 2017-05-09 4 4
## 2017-05-11 0 0
## 2017-05-19 6 6
## 2017-05-24 6 6
## 2017-05-25 6 6
## 2017-06-01 4 4
## 2017-06-09 0 0
## 2017-06-12 0 0
## 2017-06-13 0 0
## 2017-06-14 0 0
## 2017-06-16 1 1
## 2017-06-20 2 2
## 2017-06-22 2 2
## 2017-06-29 8 7
## 2017-07-05 7 7
## 2017-07-06 8 7
## 2017-07-07 8 7
## 2017-07-12 3 3
## 2017-07-17 0 0
## 2017-07-18 0 0
## 2017-07-25 1 1
## 2017-08-01 1 1
## 2017-08-15 0 0
## 2017-08-16 0 0
## 2017-08-17 0 0
## 2017-08-18 1 1
## 2017-08-24 1 1
## 2017-08-31 2 2
## 2017-09-01 2 2
## 2017-09-07 0 0
## 2017-09-12 3 3
## 2017-09-27 1 1
## 2017-09-28 1 1
## 2017-10-04 3 3
## 2017-10-06 1 1
## 2017-10-11 0 0
## 2017-10-13 1 1
## 2017-10-24 1 1
## 2017-10-26 0 0
## 2017-11-17 3 3
## 2017-11-24 0 0
## 2017-11-28 3 3
## 2017-11-30 3 3
## 2017-12-11 4 4
## 2017-12-15 3 3
## 2017-12-22 1 1
## 2017-12-27 1 1
## 2018-01-04 1 1
## 2018-01-11 3 3
## 2018-01-22 2 2
## 2018-01-23 2 2
## 2018-01-24 0 0
## 2018-01-30 1 1
## 2018-02-01 0 0
## 2018-02-08 0 0
## 2018-02-09 4 4
## 2018-02-14 4 4
## 2018-02-15 4 4
## 2018-02-21 5 5
## 2018-02-22 5 5
## 2018-03-07 6 6
## 2018-03-12 6 6
## 2018-03-13 0 0
## 2018-03-20 1 1
## 2018-03-26 1 1
## 2018-03-27 0 0
## 2018-03-29 1 1
## 2018-04-05 3 3
## 2018-04-18 1 1
## 2018-04-20 0 0
## 2018-04-23 0 0
## 2018-04-30 1 1
## 2018-05-02 0 0
## 2018-05-03 1 1
## 2018-05-07 1 1
## 2018-05-08 1 1
## 2018-05-11 2 2
## 2018-05-16 2 2
## 2018-05-17 0 0
## 2018-05-23 2 2
## 2018-06-05 1 1
## 2018-06-06 1 1
## 2018-06-19 1 1
## 2018-06-21 0 0
## 2018-06-29 1 1
## 2018-07-05 3 3
## 2018-07-06 3 3
## 2018-07-17 5 5
## 2018-07-26 2 2
## 2018-07-27 0 0
## 2018-08-01 0 0
## 2018-08-02 1 1
## 2018-08-03 1 1
## 2018-08-09 0 0
## 2018-08-27 2 2
## 2018-08-30 2 2
## 2018-09-04 2 2
## 2018-09-07 2 2
## 2018-09-20 8 7
## 2018-10-01 0 0
## 2018-10-02 1 1
## 2018-10-04 0 0
## 2018-10-18 0 0
## 2018-10-23 2 2
## 2018-11-07 1 1
## 2018-11-13 3 3
## 2018-11-14 3 3
## 2018-11-15 0 0
## 2018-11-19 0 0
## 2018-12-03 0 0
## 2018-12-10 3 3
## 2018-12-13 0 0
## 2018-12-14 0 0
## 2018-12-24 1 1
## 2018-12-27 0 0
## 2019-01-04 2 2
## 2019-01-10 0 0
## 2019-01-25 3 3
## 2019-01-31 3 3
## 2019-02-05 3 3
## 2019-02-22 3 3
## 2019-02-25 3 3
## 2019-03-01 0 0
## 2019-03-04 0 0
## 2019-03-06 0 0
## 2019-03-07 0 0
## 2019-03-13 2 2
## 2019-03-14 2 2
## 2019-03-20 1 1
## 2019-03-21 1 1
## 2019-03-22 0 0
## 2019-03-26 1 1
## 2019-03-27 1 1
## 2019-03-29 6 6
## 2019-04-10 2 2
## 2019-04-15 2 2
## 2019-04-22 2 2
## 2019-04-24 2 2
## 2019-04-29 2 2
## 2019-05-06 0 0
## 2019-05-07 0 0
## 2019-05-08 2 2
## 2019-05-10 2 2
## 2019-05-16 1 1
## 2019-05-22 0 0
## 2019-06-10 0 0
## 2019-06-14 0 0
## 2019-06-19 1 1
## 2019-06-21 1 1
## 2019-06-26 4 4
## 2019-07-10 3 3
## 2019-07-11 3 3
## 2019-07-19 0 0
## 2019-07-23 2 2
## 2019-08-05 0 0
## 2019-08-06 2 2
## 2019-08-07 2 2
## 2019-08-14 0 0
## 2019-08-16 2 2
## 2019-08-23 0 0
## 2019-09-06 9 9
## 2019-09-19 0 0
## 2019-09-26 0 0
## 2019-09-30 0 0
## 2019-10-03 1 1
## 2019-10-07 6 6
## 2019-10-08 6 6
## 2019-10-09 6 6
## 2019-10-10 6 6
## 2019-10-21 2 2
## 2019-10-22 4 4
## 2019-10-25 4 4
## 2019-10-28 4 4
## 2019-10-31 3 3
## 2019-11-01 3 3
## 2019-11-06 0 0
## 2019-11-07 0 0
## 2019-11-08 0 0
## 2019-11-14 2 2
## 2019-11-15 2 2
## 2019-11-19 1 1
## 2019-12-02 0 0
## 2019-12-05 1 1
## 2019-12-09 0 0
## 2019-12-10 0 0
## 2019-12-12 1 1
## 2019-12-13 2 2
## 2019-12-16 2 2
## 2019-12-18 3 3
## 2019-12-24 1 1
## 2019-12-26 1 1
## 2019-12-27 0 0
## 2020-01-13 5 5
## 2020-01-22 2 2
## 2020-01-23 2 2
## 2020-01-27 1 1
## 2020-02-07 4 4
## 2020-02-13 0 0
## 2020-02-14 0 0
## 2020-02-18 0 0
## 2020-02-21 0 0
## 2020-02-24 0 0
## 2020-02-25 0 0
## 2020-02-27 0 0
## 2020-03-06 0 0
## 2020-03-09 1 1
## 2020-03-11 0 0
## 2020-03-12 1 1sum <- sum(predRF_round==testingSet$incrDaysThisCycle)
length <- length(testingSet$incrDaysThisCycle)
accuracy_rfMod_round <- (sum/length)
accuracy_rfMod_round## [1] 0.9889908results_round <- c(round(accuracy_rfMod_round,2), round(100,2))
results_round <- as.factor(results_round)
results_round <- t(data.frame(results_round))
colnames(results_round) <- colnames(predDF_round)
Results_round <- rbind(predDF_round, results_round)
Results_round## predRF_round IncreasingDaysThisCycle
## 2005-09-28 0 0
## 2005-10-07 1 1
## 2005-10-10 1 1
## 2005-10-14 1 1
## 2005-10-19 0 0
## 2005-10-21 2 2
## 2005-10-24 2 2
## 2005-10-28 15 15
## 2005-11-14 15 15
## 2005-11-16 1 1
## 2005-11-22 2 2
## 2005-11-23 2 2
## 2005-12-06 2 2
## 2005-12-12 0 0
## 2005-12-13 7 8
## 2005-12-14 7 8
## 2005-12-16 7 8
## 2005-12-23 8 8
## 2005-12-27 0 0
## 2005-12-29 0 0
## 2006-01-05 3 3
## 2006-01-06 0 0
## 2006-01-09 0 0
## 2006-01-19 0 0
## 2006-01-23 2 2
## 2006-01-24 2 2
## 2006-01-26 0 0
## 2006-01-27 4 4
## 2006-02-01 4 4
## 2006-02-03 0 0
## 2006-02-07 2 2
## 2006-02-10 3 3
## 2006-02-15 3 3
## 2006-03-03 0 0
## 2006-03-09 1 1
## 2006-03-20 8 7
## 2006-03-24 1 1
## 2006-03-28 1 1
## 2006-03-29 1 1
## 2006-03-30 1 1
## 2006-04-10 0 0
## 2006-04-11 0 0
## 2006-04-12 1 1
## 2006-04-17 2 2
## 2006-04-18 2 2
## 2006-04-20 0 0
## 2006-04-27 4 4
## 2006-05-02 5 5
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## 2017-03-08 1 1
## 2017-03-13 0 0
## 2017-03-15 2 2
## 2017-03-20 0 0
## 2017-03-22 4 4
## 2017-03-27 4 4
## 2017-03-28 4 4
## 2017-03-30 1 1
## 2017-04-03 1 1
## 2017-04-05 6 6
## 2017-04-06 6 6
## 2017-04-10 6 6
## 2017-04-25 2 2
## 2017-04-28 0 0
## 2017-05-08 4 4
## 2017-05-09 4 4
## 2017-05-11 0 0
## 2017-05-19 6 6
## 2017-05-24 6 6
## 2017-05-25 6 6
## 2017-06-01 4 4
## 2017-06-09 0 0
## 2017-06-12 0 0
## 2017-06-13 0 0
## 2017-06-14 0 0
## 2017-06-16 1 1
## 2017-06-20 2 2
## 2017-06-22 2 2
## 2017-06-29 8 7
## 2017-07-05 7 7
## 2017-07-06 8 7
## 2017-07-07 8 7
## 2017-07-12 3 3
## 2017-07-17 0 0
## 2017-07-18 0 0
## 2017-07-25 1 1
## 2017-08-01 1 1
## 2017-08-15 0 0
## 2017-08-16 0 0
## 2017-08-17 0 0
## 2017-08-18 1 1
## 2017-08-24 1 1
## 2017-08-31 2 2
## 2017-09-01 2 2
## 2017-09-07 0 0
## 2017-09-12 3 3
## 2017-09-27 1 1
## 2017-09-28 1 1
## 2017-10-04 3 3
## 2017-10-06 1 1
## 2017-10-11 0 0
## 2017-10-13 1 1
## 2017-10-24 1 1
## 2017-10-26 0 0
## 2017-11-17 3 3
## 2017-11-24 0 0
## 2017-11-28 3 3
## 2017-11-30 3 3
## 2017-12-11 4 4
## 2017-12-15 3 3
## 2017-12-22 1 1
## 2017-12-27 1 1
## 2018-01-04 1 1
## 2018-01-11 3 3
## 2018-01-22 2 2
## 2018-01-23 2 2
## 2018-01-24 0 0
## 2018-01-30 1 1
## 2018-02-01 0 0
## 2018-02-08 0 0
## 2018-02-09 4 4
## 2018-02-14 4 4
## 2018-02-15 4 4
## 2018-02-21 5 5
## 2018-02-22 5 5
## 2018-03-07 6 6
## 2018-03-12 6 6
## 2018-03-13 0 0
## 2018-03-20 1 1
## 2018-03-26 1 1
## 2018-03-27 0 0
## 2018-03-29 1 1
## 2018-04-05 3 3
## 2018-04-18 1 1
## 2018-04-20 0 0
## 2018-04-23 0 0
## 2018-04-30 1 1
## 2018-05-02 0 0
## 2018-05-03 1 1
## 2018-05-07 1 1
## 2018-05-08 1 1
## 2018-05-11 2 2
## 2018-05-16 2 2
## 2018-05-17 0 0
## 2018-05-23 2 2
## 2018-06-05 1 1
## 2018-06-06 1 1
## 2018-06-19 1 1
## 2018-06-21 0 0
## 2018-06-29 1 1
## 2018-07-05 3 3
## 2018-07-06 3 3
## 2018-07-17 5 5
## 2018-07-26 2 2
## 2018-07-27 0 0
## 2018-08-01 0 0
## 2018-08-02 1 1
## 2018-08-03 1 1
## 2018-08-09 0 0
## 2018-08-27 2 2
## 2018-08-30 2 2
## 2018-09-04 2 2
## 2018-09-07 2 2
## 2018-09-20 8 7
## 2018-10-01 0 0
## 2018-10-02 1 1
## 2018-10-04 0 0
## 2018-10-18 0 0
## 2018-10-23 2 2
## 2018-11-07 1 1
## 2018-11-13 3 3
## 2018-11-14 3 3
## 2018-11-15 0 0
## 2018-11-19 0 0
## 2018-12-03 0 0
## 2018-12-10 3 3
## 2018-12-13 0 0
## 2018-12-14 0 0
## 2018-12-24 1 1
## 2018-12-27 0 0
## 2019-01-04 2 2
## 2019-01-10 0 0
## 2019-01-25 3 3
## 2019-01-31 3 3
## 2019-02-05 3 3
## 2019-02-22 3 3
## 2019-02-25 3 3
## 2019-03-01 0 0
## 2019-03-04 0 0
## 2019-03-06 0 0
## 2019-03-07 0 0
## 2019-03-13 2 2
## 2019-03-14 2 2
## 2019-03-20 1 1
## 2019-03-21 1 1
## 2019-03-22 0 0
## 2019-03-26 1 1
## 2019-03-27 1 1
## 2019-03-29 6 6
## 2019-04-10 2 2
## 2019-04-15 2 2
## 2019-04-22 2 2
## 2019-04-24 2 2
## 2019-04-29 2 2
## 2019-05-06 0 0
## 2019-05-07 0 0
## 2019-05-08 2 2
## 2019-05-10 2 2
## 2019-05-16 1 1
## 2019-05-22 0 0
## 2019-06-10 0 0
## 2019-06-14 0 0
## 2019-06-19 1 1
## 2019-06-21 1 1
## 2019-06-26 4 4
## 2019-07-10 3 3
## 2019-07-11 3 3
## 2019-07-19 0 0
## 2019-07-23 2 2
## 2019-08-05 0 0
## 2019-08-06 2 2
## 2019-08-07 2 2
## 2019-08-14 0 0
## 2019-08-16 2 2
## 2019-08-23 0 0
## 2019-09-06 9 9
## 2019-09-19 0 0
## 2019-09-26 0 0
## 2019-09-30 0 0
## 2019-10-03 1 1
## 2019-10-07 6 6
## 2019-10-08 6 6
## 2019-10-09 6 6
## 2019-10-10 6 6
## 2019-10-21 2 2
## 2019-10-22 4 4
## 2019-10-25 4 4
## 2019-10-28 4 4
## 2019-10-31 3 3
## 2019-11-01 3 3
## 2019-11-06 0 0
## 2019-11-07 0 0
## 2019-11-08 0 0
## 2019-11-14 2 2
## 2019-11-15 2 2
## 2019-11-19 1 1
## 2019-12-02 0 0
## 2019-12-05 1 1
## 2019-12-09 0 0
## 2019-12-10 0 0
## 2019-12-12 1 1
## 2019-12-13 2 2
## 2019-12-16 2 2
## 2019-12-18 3 3
## 2019-12-24 1 1
## 2019-12-26 1 1
## 2019-12-27 0 0
## 2020-01-13 5 5
## 2020-01-22 2 2
## 2020-01-23 2 2
## 2020-01-27 1 1
## 2020-02-07 4 4
## 2020-02-13 0 0
## 2020-02-14 0 0
## 2020-02-18 0 0
## 2020-02-21 0 0
## 2020-02-24 0 0
## 2020-02-25 0 0
## 2020-02-27 0 0
## 2020-03-06 0 0
## 2020-03-09 1 1
## 2020-03-11 0 0
## 2020-03-12 1 1
## results_round 0.99 100knnMod_round <- train(incrDaysThisCycle ~ .,
method='knn', preProcess=c('center','scale'),
tuneLength=10, trControl=trainControl(method='cv'), data=trainingSet)rpartMod_round <- train(incrDaysThisCycle ~ ., method='rpart', tuneLength=9, data=trainingSet) glmMod_round <- train(incrDaysThisCycle ~ .,
method='glm', data=trainingSet) predKNN <- predict(knnMod_round, testingSet)
predKNN_round <- ifelse(predKNN<0,0,round(predKNN,0))
predRPART <- predict(rpartMod_round, testingSet)
predRPART_round <- ifelse(predRPART<0,0,round(predRPART,0))predGLM <- predict(glmMod_round, testingSet)
predGLM_round <- ifelse(predGLM<0,0,round(predGLM,0))length=length(testingSet$incrDaysThisCycle)sumKNN_round <- sum(predKNN_round==testingSet$incrDaysThisCycle)
sumRPart_round <- sum(predRPART_round==testingSet$incrDaysThisCycle)sumGLM_round <- sum(predGLM_round==testingSet$incrDaysThisCycle)accuracy_KNN_round <- sumKNN_round/length
accuracy_RPART_round <- sumRPart_round/length accuracy_GLM_round <- sumGLM_round/length predDF2_round <- data.frame(predRF_round,predKNN_round,predRPART_round,predGLM_round,
IncreasingDaysThisCycle=testingSet$incrDaysThisCycle)
colnames(predDF2_round) <- c('RandomForest_round','KNN_round','Rpart_round','GLM_round','IncreasingDaysThisCycle')
results_round <- c(round(accuracy_rfMod_round,2),
round(accuracy_KNN_round,2),
round(accuracy_RPART_round,2),
round(accuracy_GLM_round,2),
round(100,2))
results_round <- as.factor(results_round)
results_round <- t(data.frame(results_round))
colnames(results_round) <- c('RandomForest_round','KNN_round','Rpart_round','GLM_round','IncreasingDaysThisCycle')
Results_round <- rbind(predDF2_round, results_round)
Results_round## RandomForest_round KNN_round Rpart_round GLM_round
## 2005-09-28 0 0 0 0
## 2005-10-07 1 1 1 2
## 2005-10-10 1 1 1 2
## 2005-10-14 1 1 1 2
## 2005-10-19 0 0 0 0
## 2005-10-21 2 3 2 3
## 2005-10-24 2 2 2 3
## 2005-10-28 15 5 14 4
## 2005-11-14 15 5 14 4
## 2005-11-16 1 1 1 2
## 2005-11-22 2 2 2 3
## 2005-11-23 2 2 2 3
## 2005-12-06 2 3 2 3
## 2005-12-12 0 0 0 0
## 2005-12-13 7 7 7 4
## 2005-12-14 7 5 7 4
## 2005-12-16 7 6 7 4
## 2005-12-23 8 7 7 4
## 2005-12-27 0 0 0 0
## 2005-12-29 0 0 0 0
## 2006-01-05 3 3 3 4
## 2006-01-06 0 0 0 0
## 2006-01-09 0 0 0 0
## 2006-01-19 0 0 0 0
## 2006-01-23 2 2 2 3
## 2006-01-24 2 3 2 3
## 2006-01-26 0 0 0 0
## 2006-01-27 4 3 4 4
## 2006-02-01 4 4 4 4
## 2006-02-03 0 0 0 0
## 2006-02-07 2 2 2 3
## 2006-02-10 3 3 3 3
## 2006-02-15 3 3 3 4
## 2006-03-03 0 0 0 0
## 2006-03-09 1 1 1 2
## 2006-03-20 8 5 7 4
## 2006-03-24 1 1 1 2
## 2006-03-28 1 1 1 2
## 2006-03-29 1 1 1 2
## 2006-03-30 1 1 1 2
## 2006-04-10 0 0 0 0
## 2006-04-11 0 0 0 0
## 2006-04-12 1 1 1 2
## 2006-04-17 2 2 2 3
## 2006-04-18 2 2 2 3
## 2006-04-20 0 0 0 0
## 2006-04-27 4 4 4 4
## 2006-05-02 5 4 4 4
## 2006-05-05 5 5 4 4
## 2006-05-12 1 1 1 2
## 2006-05-25 2 2 2 3
## 2006-05-31 1 1 1 2
## 2006-06-02 0 0 0 0
## 2006-06-05 4 3 4 4
## 2006-06-06 4 4 4 4
## 2006-06-08 4 4 4 4
## 2006-06-12 0 0 0 0
## 2006-06-19 5 4 4 4
## 2006-06-28 5 3 4 4
## 2006-06-30 5 5 4 4
## 2006-07-12 0 0 0 0
## 2006-07-13 0 0 0 0
## 2006-07-21 3 3 3 3
## 2006-07-24 3 4 3 3
## 2006-07-26 3 3 3 4
## 2006-07-27 1 1 1 2
## 2006-07-28 1 1 1 2
## 2006-08-01 2 2 2 3
## 2006-08-04 0 0 0 0
## 2006-08-09 0 0 0 0
## 2006-08-10 0 0 0 0
## 2006-08-21 1 1 1 2
## 2006-08-22 1 1 1 2
## 2006-08-25 3 3 3 3
## 2006-08-31 0 0 0 0
## 2006-09-08 2 2 2 3
## 2006-09-15 0 0 0 0
## 2006-09-18 2 2 2 3
## 2006-09-20 2 2 2 3
## 2006-09-22 3 3 3 4
## 2006-09-25 3 3 3 3
## 2006-09-26 3 3 3 3
## 2006-10-02 3 3 3 3
## 2006-10-12 1 1 1 2
## 2006-10-16 0 0 0 0
## 2006-10-17 5 4 4 4
## 2006-10-18 5 5 4 4
## 2006-10-27 1 1 1 2
## 2006-10-30 1 1 1 2
## 2006-11-06 2 2 2 3
## 2006-11-13 2 3 2 3
## 2006-11-17 3 3 3 3
## 2006-11-20 3 4 3 3
## 2006-11-27 0 0 0 0
## 2006-12-08 2 2 2 3
## 2006-12-14 0 0 0 0
## 2006-12-15 0 0 0 0
## 2006-12-27 2 2 2 3
## 2007-01-04 2 3 2 3
## 2007-01-08 0 0 0 0
## 2007-01-12 1 1 1 2
## 2007-01-16 1 2 1 2
## 2007-01-17 0 0 0 0
## 2007-01-22 0 0 0 0
## 2007-01-24 2 2 2 3
## 2007-01-31 2 2 2 3
## 2007-02-01 2 3 2 3
## 2007-02-05 1 1 1 2
## 2007-02-06 0 0 0 0
## 2007-02-08 1 2 1 2
## 2007-02-13 2 2 2 3
## 2007-02-20 0 0 0 0
## 2007-02-23 0 0 0 0
## 2007-03-01 0 0 0 0
## 2007-03-14 1 1 1 2
## 2007-03-20 3 3 3 4
## 2007-03-22 0 0 0 0
## 2007-03-23 0 0 0 0
## 2007-03-27 0 0 0 0
## 2007-03-28 0 0 0 0
## 2007-04-10 0 0 0 0
## 2007-04-18 4 4 4 4
## 2007-04-19 0 0 0 0
## 2007-04-24 0 0 0 0
## 2007-04-26 0 0 0 0
## 2007-04-27 0 0 0 0
## 2007-04-30 1 1 1 2
## 2007-05-03 1 1 1 2
## 2007-05-07 0 0 0 0
## 2007-05-08 0 0 0 0
## 2007-05-09 0 0 0 0
## 2007-05-22 3 3 3 4
## 2007-05-23 3 3 3 4
## 2007-05-30 2 2 2 3
## 2007-06-05 0 0 0 0
## 2007-06-07 1 2 1 2
## 2007-06-12 0 0 0 0
## 2007-06-14 1 1 1 2
## 2007-06-15 0 0 0 0
## 2007-06-29 5 5 4 4
## 2007-07-02 5 6 4 4
## 2007-07-06 5 6 4 4
## 2007-07-11 2 2 2 3
## 2007-07-13 2 2 2 3
## 2007-07-31 0 0 0 0
## 2007-08-06 2 2 2 3
## 2007-08-09 0 0 0 0
## 2007-08-13 1 1 1 2
## 2007-08-14 0 0 0 0
## 2007-08-20 3 3 3 3
## 2007-08-22 3 7 3 4
## 2007-08-23 1 1 1 2
## 2007-08-29 4 5 4 4
## 2007-09-04 4 4 4 4
## 2007-09-06 0 0 0 0
## 2007-09-11 1 1 1 2
## 2007-09-13 2 2 2 3
## 2007-09-17 2 2 2 3
## 2007-09-20 0 0 0 0
## 2007-09-27 0 0 0 0
## 2007-10-03 7 6 7 4
## 2007-10-09 7 7 7 4
## 2007-10-12 1 1 1 2
## 2007-10-15 2 2 2 3
## 2007-10-23 3 4 3 3
## 2007-10-24 3 4 3 3
## 2007-10-26 0 0 0 0
## 2007-10-29 1 1 1 2
## 2007-11-07 0 0 0 0
## 2007-11-12 3 5 3 3
## 2007-11-15 0 0 0 0
## 2007-11-16 0 0 0 0
## 2007-11-19 0 0 0 0
## 2007-11-21 2 3 2 3
## 2007-11-23 2 3 2 3
## 2007-11-28 1 1 1 2
## 2007-11-30 1 1 1 2
## 2007-12-06 2 2 2 3
## 2007-12-14 0 0 0 0
## 2007-12-20 3 3 3 3
## 2007-12-21 1 1 1 2
## 2007-12-26 0 0 0 0
## 2007-12-28 0 0 0 0
## 2007-12-31 0 0 0 0
## 2008-01-09 1 1 1 2
## 2008-01-14 3 3 3 3
## 2008-01-18 1 1 1 2
## 2008-01-23 1 1 1 2
## 2008-01-24 0 0 0 0
## 2008-02-05 3 3 3 3
## 2008-02-11 0 0 0 0
## 2008-02-20 1 1 1 2
## 2008-03-10 0 0 0 0
## 2008-03-12 0 0 0 0
## 2008-03-17 5 3 4 4
## 2008-03-24 5 4 4 4
## 2008-04-03 4 4 4 4
## 2008-04-07 4 4 4 4
## 2008-04-09 1 1 1 2
## 2008-04-10 1 1 1 2
## 2008-04-14 0 0 0 0
## 2008-04-30 1 1 1 2
## 2008-05-01 1 2 1 2
## 2008-05-06 0 0 0 0
## 2008-05-07 0 0 0 0
## 2008-05-12 0 0 0 0
## 2008-05-13 3 3 3 3
## 2008-05-14 3 3 3 3
## 2008-05-15 3 3 3 3
## 2008-05-16 3 3 3 3
## 2008-05-22 0 0 0 0
## 2008-05-28 1 2 1 2
## 2008-06-02 3 3 3 3
## 2008-06-05 3 4 3 3
## 2008-06-12 3 2 3 4
## 2008-06-13 3 4 3 3
## 2008-06-17 3 4 3 3
## 2008-06-18 1 1 1 2
## 2008-06-23 0 1 0 0
## 2008-06-24 1 1 1 2
## 2008-07-01 0 0 0 0
## 2008-07-03 3 4 3 3
## 2008-07-16 3 2 3 3
## 2008-07-21 2 2 2 3
## 2008-07-31 6 5 7 4
## 2008-08-07 4 4 4 4
## 2008-08-08 4 3 4 4
## 2008-08-11 4 4 4 4
## 2008-08-12 4 3 4 4
## 2008-08-13 0 0 0 0
## 2008-08-19 0 0 0 0
## 2008-08-21 1 2 1 2
## 2008-08-25 0 0 0 0
## 2008-08-29 3 4 3 3
## 2008-09-04 1 2 1 2
## 2008-09-08 0 0 0 0
## 2008-09-12 2 2 2 3
## 2008-09-15 1 1 1 2
## 2008-10-02 0 0 0 0
## 2008-10-10 2 2 2 3
## 2008-10-16 5 2 4 4
## 2008-10-17 5 3 4 4
## 2008-10-20 5 4 4 4
## 2008-10-22 5 4 4 4
## 2008-10-23 1 2 1 2
## 2008-10-30 3 4 3 3
## 2008-11-03 3 4 3 3
## 2008-11-05 0 0 0 0
## 2008-11-10 1 1 1 2
## 2008-11-11 1 1 1 2
## 2008-11-18 0 0 0 0
## 2008-11-21 5 5 4 4
## 2008-11-24 5 3 4 4
## 2008-11-25 5 4 4 4
## 2008-12-09 1 1 1 2
## 2008-12-15 2 2 2 3
## 2008-12-22 0 0 0 0
## 2008-12-24 1 1 1 2
## 2008-12-26 0 0 0 0
## 2008-12-29 3 2 3 3
## 2009-01-07 3 3 3 3
## 2009-01-08 3 3 3 3
## 2009-01-21 2 2 2 3
## 2009-01-22 2 2 2 3
## 2009-01-23 2 2 2 3
## 2009-01-30 2 2 2 3
## 2009-02-04 0 0 0 0
## 2009-02-05 1 1 1 2
## 2009-02-11 2 2 2 3
## 2009-02-18 0 0 0 0
## 2009-02-20 2 1 2 3
## 2009-02-24 2 2 2 3
## 2009-02-26 0 0 0 0
## 2009-03-02 0 0 0 0
## 2009-03-04 1 1 1 2
## 2009-03-10 4 3 4 3
## 2009-03-12 4 4 4 4
## 2009-03-17 2 3 2 3
## 2009-03-19 0 0 0 0
## 2009-03-31 5 4 4 4
## 2009-04-07 3 2 3 3
## 2009-04-09 3 4 3 3
## 2009-04-20 4 3 4 4
## 2009-04-21 4 4 4 3
## 2009-04-23 4 4 4 4
## 2009-04-30 4 3 4 4
## 2009-05-12 0 0 0 0
## 2009-05-20 0 0 0 0
## 2009-05-28 3 3 3 3
## 2009-05-29 3 4 3 3
## 2009-06-01 3 3 3 3
## 2009-06-02 3 3 3 3
## 2009-06-08 1 1 1 2
## 2009-06-11 2 2 2 3
## 2009-06-12 2 3 2 3
## 2009-06-16 2 3 2 3
## 2009-06-19 0 0 0 0
## 2009-06-22 0 0 0 0
## 2009-06-26 0 0 0 0
## 2009-06-29 1 1 1 2
## 2009-07-01 1 1 1 2
## 2009-07-02 1 1 1 2
## 2009-07-08 1 1 1 2
## 2009-07-09 1 1 1 2
## 2009-07-10 1 1 1 2
## 2009-07-17 1 1 1 2
## 2009-07-20 1 1 1 2
## 2009-07-24 6 3 7 4
## 2009-08-05 2 3 2 3
## 2009-08-07 1 1 1 2
## 2009-08-11 2 2 2 3
## 2009-08-19 5 4 4 4
## 2009-08-26 5 3 4 4
## 2009-09-01 9 2 9 4
## 2009-09-08 9 3 9 4
## 2009-09-10 9 4 9 4
## 2009-09-11 9 5 9 4
## 2009-09-14 9 4 9 4
## 2009-09-21 1 1 1 2
## 2009-09-25 2 2 2 3
## 2009-09-28 0 0 0 0
## 2009-10-02 3 4 3 3
## 2009-10-05 3 4 3 3
## 2009-10-08 3 3 3 3
## 2009-10-12 3 4 3 3
## 2009-10-15 2 2 2 3
## 2009-10-21 0 0 0 0
## 2009-10-28 1 1 1 2
## 2009-11-05 3 4 3 3
## 2009-11-06 3 3 3 3
## 2009-11-09 3 4 3 3
## 2009-11-11 1 1 1 2
## 2009-12-08 0 0 0 0
## 2009-12-17 0 0 0 0
## 2009-12-30 1 1 1 2
## 2010-01-04 1 1 1 2
## 2010-01-05 1 2 1 2
## 2010-01-14 3 3 3 3
## 2010-01-28 4 5 4 4
## 2010-02-02 4 5 4 4
## 2010-02-08 3 3 3 3
## 2010-02-09 3 3 3 3
## 2010-02-12 3 3 3 3
## 2010-02-16 3 3 3 3
## 2010-02-24 4 4 4 4
## 2010-02-25 2 2 2 3
## 2010-03-05 1 1 1 2
## 2010-03-10 2 2 2 3
## 2010-03-15 0 0 0 0
## 2010-03-16 0 0 0 0
## 2010-03-19 3 3 3 3
## 2010-03-22 3 3 3 3
## 2010-03-25 0 0 0 0
## 2010-03-30 2 2 2 3
## 2010-04-06 0 0 0 0
## 2010-04-08 1 2 1 2
## 2010-04-12 1 1 1 2
## 2010-04-15 0 0 0 0
## 2010-04-28 2 3 2 3
## 2010-04-29 2 2 2 3
## 2010-04-30 1 1 1 2
## 2010-05-05 1 1 1 2
## 2010-05-07 1 1 1 2
## 2010-05-14 1 1 1 2
## 2010-05-18 1 1 1 2
## 2010-05-19 1 1 1 2
## 2010-05-20 1 1 1 2
## 2010-05-21 1 1 1 2
## 2010-05-26 4 4 4 4
## 2010-05-27 4 4 4 4
## 2010-06-03 0 0 0 0
## 2010-06-04 0 0 0 0
## 2010-06-07 1 1 1 2
## 2010-06-08 1 1 1 2
## 2010-06-16 3 3 3 3
## 2010-06-18 0 0 0 0
## 2010-06-21 0 0 0 0
## 2010-06-23 1 1 1 2
## 2010-06-24 0 0 0 0
## 2010-06-28 0 0 0 0
## 2010-06-30 2 2 2 3
## 2010-07-06 2 2 2 3
## 2010-07-07 2 3 2 3
## 2010-07-08 2 2 2 3
## 2010-07-12 1 1 1 2
## 2010-07-16 0 0 0 0
## 2010-07-19 5 4 4 4
## 2010-07-21 5 4 4 4
## 2010-08-20 0 0 0 0
## 2010-08-25 1 1 1 2
## 2010-08-31 4 3 4 4
## 2010-09-01 4 4 4 4
## 2010-09-03 4 4 4 4
## 2010-09-08 0 0 0 0
## 2010-09-17 2 2 2 3
## 2010-09-21 2 2 2 3
## 2010-09-22 0 0 0 0
## 2010-09-23 2 2 2 3
## 2010-10-01 2 2 2 3
## 2010-10-05 1 1 1 2
## 2010-10-07 1 1 1 2
## 2010-10-12 2 2 2 3
## 2010-10-13 2 2 2 3
## 2010-10-15 1 1 1 2
## 2010-10-19 1 1 1 2
## 2010-10-26 4 5 4 4
## 2010-10-29 0 0 0 0
## 2010-11-08 0 0 0 0
## 2010-11-12 1 1 1 2
## 2010-11-15 1 1 1 2
## 2010-11-16 4 4 4 4
## 2010-11-22 4 4 4 4
## 2010-11-24 1 1 1 2
## 2010-11-29 0 0 0 0
## 2010-12-06 1 1 1 2
## 2010-12-10 1 1 1 2
## 2010-12-17 2 2 2 3
## 2010-12-21 2 2 2 3
## 2010-12-28 2 2 2 3
## 2011-01-04 4 4 4 4
## 2011-01-10 4 4 4 4
## 2011-01-24 4 4 4 4
## 2011-01-31 0 0 0 0
## 2011-02-22 0 0 0 0
## 2011-02-23 0 0 0 0
## 2011-02-28 2 2 2 3
## 2011-03-02 2 2 2 3
## 2011-03-11 2 2 2 3
## 2011-03-29 1 1 1 2
## 2011-03-30 1 1 1 2
## 2011-04-04 0 0 0 0
## 2011-04-06 0 0 0 0
## 2011-04-18 2 2 2 3
## 2011-04-21 2 2 2 3
## 2011-04-29 2 2 2 3
## 2011-05-05 3 3 3 3
## 2011-05-13 1 1 1 2
## 2011-05-17 0 0 0 0
## 2011-05-19 1 1 1 2
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## 2020-03-12 1 1 1 2
## results_round 0.99 0.8 0.91 0.45
## IncreasingDaysThisCycle
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## 2018-03-13 0
## 2018-03-20 1
## 2018-03-26 1
## 2018-03-27 0
## 2018-03-29 1
## 2018-04-05 3
## 2018-04-18 1
## 2018-04-20 0
## 2018-04-23 0
## 2018-04-30 1
## 2018-05-02 0
## 2018-05-03 1
## 2018-05-07 1
## 2018-05-08 1
## 2018-05-11 2
## 2018-05-16 2
## 2018-05-17 0
## 2018-05-23 2
## 2018-06-05 1
## 2018-06-06 1
## 2018-06-19 1
## 2018-06-21 0
## 2018-06-29 1
## 2018-07-05 3
## 2018-07-06 3
## 2018-07-17 5
## 2018-07-26 2
## 2018-07-27 0
## 2018-08-01 0
## 2018-08-02 1
## 2018-08-03 1
## 2018-08-09 0
## 2018-08-27 2
## 2018-08-30 2
## 2018-09-04 2
## 2018-09-07 2
## 2018-09-20 7
## 2018-10-01 0
## 2018-10-02 1
## 2018-10-04 0
## 2018-10-18 0
## 2018-10-23 2
## 2018-11-07 1
## 2018-11-13 3
## 2018-11-14 3
## 2018-11-15 0
## 2018-11-19 0
## 2018-12-03 0
## 2018-12-10 3
## 2018-12-13 0
## 2018-12-14 0
## 2018-12-24 1
## 2018-12-27 0
## 2019-01-04 2
## 2019-01-10 0
## 2019-01-25 3
## 2019-01-31 3
## 2019-02-05 3
## 2019-02-22 3
## 2019-02-25 3
## 2019-03-01 0
## 2019-03-04 0
## 2019-03-06 0
## 2019-03-07 0
## 2019-03-13 2
## 2019-03-14 2
## 2019-03-20 1
## 2019-03-21 1
## 2019-03-22 0
## 2019-03-26 1
## 2019-03-27 1
## 2019-03-29 6
## 2019-04-10 2
## 2019-04-15 2
## 2019-04-22 2
## 2019-04-24 2
## 2019-04-29 2
## 2019-05-06 0
## 2019-05-07 0
## 2019-05-08 2
## 2019-05-10 2
## 2019-05-16 1
## 2019-05-22 0
## 2019-06-10 0
## 2019-06-14 0
## 2019-06-19 1
## 2019-06-21 1
## 2019-06-26 4
## 2019-07-10 3
## 2019-07-11 3
## 2019-07-19 0
## 2019-07-23 2
## 2019-08-05 0
## 2019-08-06 2
## 2019-08-07 2
## 2019-08-14 0
## 2019-08-16 2
## 2019-08-23 0
## 2019-09-06 9
## 2019-09-19 0
## 2019-09-26 0
## 2019-09-30 0
## 2019-10-03 1
## 2019-10-07 6
## 2019-10-08 6
## 2019-10-09 6
## 2019-10-10 6
## 2019-10-21 2
## 2019-10-22 4
## 2019-10-25 4
## 2019-10-28 4
## 2019-10-31 3
## 2019-11-01 3
## 2019-11-06 0
## 2019-11-07 0
## 2019-11-08 0
## 2019-11-14 2
## 2019-11-15 2
## 2019-11-19 1
## 2019-12-02 0
## 2019-12-05 1
## 2019-12-09 0
## 2019-12-10 0
## 2019-12-12 1
## 2019-12-13 2
## 2019-12-16 2
## 2019-12-18 3
## 2019-12-24 1
## 2019-12-26 1
## 2019-12-27 0
## 2020-01-13 5
## 2020-01-22 2
## 2020-01-23 2
## 2020-01-27 1
## 2020-02-07 4
## 2020-02-13 0
## 2020-02-14 0
## 2020-02-18 0
## 2020-02-21 0
## 2020-02-24 0
## 2020-02-25 0
## 2020-02-27 0
## 2020-03-06 0
## 2020-03-09 1
## 2020-03-11 0
## 2020-03-12 1
## results_round 100Lets compare this to the table we just saw earlier when the values weren’t rounded or zero if less than zero.
Results## RandomForest KNN Rpart
## 2005-09-28 -7.0849992539479e-15 0.142857142857143 0
## 2005-10-07 1 1.14285714285714 1
## 2005-10-10 1 1.28571428571429 1
## 2005-10-14 1 1.28571428571429 1
## 2005-10-19 -7.19957427008922e-15 0 0
## 2005-10-21 2 2.85714285714286 2
## 2005-10-24 2 2.42857142857143 2
## 2005-10-28 15 5 14.4
## 2005-11-14 14.98 5.28571428571429 14.4
## 2005-11-16 1 1 1
## 2005-11-22 2 2 2
## 2005-11-23 1.996 2 2
## 2005-12-06 2 2.57142857142857 2
## 2005-12-12 -6.99884594723699e-15 0 0
## 2005-12-13 7.27106666666667 6.71428571428571 6.56198347107438
## 2005-12-14 7.1047 5.42857142857143 6.56198347107438
## 2005-12-16 7.1922 5.85714285714286 6.56198347107438
## 2005-12-23 7.74033333333333 7.14285714285714 6.56198347107438
## 2005-12-27 -7.58682006107847e-15 0 0
## 2005-12-29 -7.37365724035044e-15 0 0
## 2006-01-05 3 3.42857142857143 3
## 2006-01-06 -8.4829920865559e-15 0 0
## 2006-01-09 -7.00861590985369e-15 0 0
## 2006-01-19 -7.40651984187934e-15 0 0
## 2006-01-23 2 2.28571428571429 2
## 2006-01-24 2 2.71428571428571 2
## 2006-01-26 -7.41007255555814e-15 0 0
## 2006-01-27 3.994 3.28571428571429 4.37091988130564
## 2006-02-01 4 4.28571428571429 4.37091988130564
## 2006-02-03 -8.45190584186639e-15 0 0
## 2006-02-07 2 2.14285714285714 2
## 2006-02-10 3 2.71428571428571 3
## 2006-02-15 3 2.85714285714286 3
## 2006-03-03 -8.45901126922399e-15 0 0
## 2006-03-09 1 1 1
## 2006-03-20 7.74023333333333 5 6.56198347107438
## 2006-03-24 1 1 1
## 2006-03-28 1 1 1
## 2006-03-29 1 1 1
## 2006-03-30 1 1 1
## 2006-04-10 -7.00683955301429e-15 0 0
## 2006-04-11 -7.58770823949817e-15 0 0
## 2006-04-12 1 1 1
## 2006-04-17 2 2.28571428571429 2
## 2006-04-18 1.996 2 2
## 2006-04-20 -7.43227701605065e-15 0 0
## 2006-04-27 4 4.14285714285714 4.37091988130564
## 2006-05-02 5 3.85714285714286 4.37091988130564
## 2006-05-05 5 5.42857142857143 4.37091988130564
## 2006-05-12 1 1 1
## 2006-05-25 2 2.14285714285714 2
## 2006-05-31 1 1 1
## 2006-06-02 -8.4803275512968e-15 0 0
## 2006-06-05 4 3.28571428571429 4.37091988130564
## 2006-06-06 4 3.85714285714286 4.37091988130564
## 2006-06-08 4 4.28571428571429 4.37091988130564
## 2006-06-12 -6.97841784358388e-15 0 0
## 2006-06-19 5 3.71428571428571 4.37091988130564
## 2006-06-28 5 3.42857142857143 4.37091988130564
## 2006-06-30 5 4.71428571428571 4.37091988130564
## 2006-07-12 -7.0752292913312e-15 0 0
## 2006-07-13 -7.21467330322412e-15 0 0
## 2006-07-21 3 2.85714285714286 3
## 2006-07-24 3 3.71428571428571 3
## 2006-07-26 3 3.42857142857143 3
## 2006-07-27 1 1.42857142857143 1
## 2006-07-28 1 1 1
## 2006-08-01 2 1.85714285714286 2
## 2006-08-04 -8.45368219870579e-15 0 0
## 2006-08-09 -7.19513337799072e-15 0 0
## 2006-08-10 -7.42428341027335e-15 0 0
## 2006-08-21 1 1.28571428571429 1
## 2006-08-22 1 1 1
## 2006-08-25 3 2.85714285714286 3
## 2006-08-31 -7.40030259294144e-15 0 0
## 2006-09-08 2 2.14285714285714 2
## 2006-09-15 -8.47322212393919e-15 0 0
## 2006-09-18 2 2 2
## 2006-09-20 2 2.14285714285714 2
## 2006-09-22 3 3.14285714285714 3
## 2006-09-25 3 2.85714285714286 3
## 2006-09-26 3 3.28571428571429 3
## 2006-10-02 3 3.14285714285714 3
## 2006-10-12 1 1 1
## 2006-10-16 -7.01216862353249e-15 0 0
## 2006-10-17 5 4.28571428571429 4.37091988130564
## 2006-10-18 5 5.14285714285714 4.37091988130564
## 2006-10-27 1 1 1
## 2006-10-30 1 1 1
## 2006-11-06 2 2.42857142857143 2
## 2006-11-13 2 2.71428571428571 2
## 2006-11-17 3 3.14285714285714 3
## 2006-11-20 3 4 3
## 2006-11-27 -6.85052015114707e-15 0 0
## 2006-12-08 2 1.71428571428571 2
## 2006-12-14 -7.1267436396738e-15 0 0
## 2006-12-15 -8.43680680873149e-15 0 0
## 2006-12-27 2 2.28571428571429 2
## 2007-01-04 2 3 2
## 2007-01-08 -6.86828371954107e-15 0 0
## 2007-01-12 1 1.28571428571429 1
## 2007-01-16 1 1.57142857142857 1
## 2007-01-17 -6.79722944596506e-15 0 0
## 2007-01-22 -6.88071821741687e-15 0 0
## 2007-01-24 2 2.42857142857143 2
## 2007-01-31 2 1.85714285714286 2
## 2007-02-01 2 3 2
## 2007-02-05 1 1.14285714285714 1
## 2007-02-06 -7.32658378410633e-15 0 0
## 2007-02-08 1 1.71428571428571 1
## 2007-02-13 2 2.14285714285714 2
## 2007-02-20 -7.38253902454744e-15 0 0
## 2007-02-23 -8.46167580448309e-15 0 0
## 2007-03-01 -7.25819404578942e-15 0 0
## 2007-03-14 1 1.28571428571429 1
## 2007-03-20 3 3.28571428571429 3
## 2007-03-22 -7.33901828198213e-15 0 0
## 2007-03-23 -8.47499848077859e-15 0 0
## 2007-03-27 -7.40563166345964e-15 0 0
## 2007-03-28 -7.18536341537401e-15 0 0
## 2007-04-10 -7.53708206957526e-15 0 0
## 2007-04-18 4 3.71428571428571 4.37091988130564
## 2007-04-19 -7.39053263032474e-15 0 0
## 2007-04-24 -7.58682006107847e-15 0 0
## 2007-04-26 -7.34523553092004e-15 0 0
## 2007-04-27 -8.44657677134819e-15 0 0
## 2007-04-30 1 1 1
## 2007-05-03 1 1 1
## 2007-05-07 -7.02282676456889e-15 0 0
## 2007-05-08 -7.58682006107847e-15 0 0
## 2007-05-09 -7.15782988436331e-15 0 0
## 2007-05-22 3 3.28571428571429 3
## 2007-05-23 3 3.42857142857143 3
## 2007-05-30 2 2 2
## 2007-06-05 -7.58504370423907e-15 0 0
## 2007-06-07 1 1.71428571428571 1
## 2007-06-12 -7.59126095317697e-15 0 0
## 2007-06-14 1 1 1
## 2007-06-15 -8.44924130660729e-15 0 0
## 2007-06-29 5 4.85714285714286 4.37091988130564
## 2007-07-02 5 6.14285714285714 4.37091988130564
## 2007-07-06 5 5.85714285714286 4.37091988130564
## 2007-07-11 2 2.14285714285714 2
## 2007-07-13 2 2.14285714285714 2
## 2007-07-31 -7.56994467110417e-15 0 0
## 2007-08-06 2 1.85714285714286 2
## 2007-08-09 -7.33813010356244e-15 0 0
## 2007-08-13 1 1.14285714285714 1
## 2007-08-14 -7.59126095317697e-15 0 0
## 2007-08-20 3 3 3
## 2007-08-22 3 7 3
## 2007-08-23 1 1.42857142857143 1
## 2007-08-29 4 4.57142857142857 4.37091988130564
## 2007-09-04 4 4.14285714285714 4.37091988130564
## 2007-09-06 -7.41806616133545e-15 0 0
## 2007-09-11 1 1.28571428571429 1
## 2007-09-13 2 2 2
## 2007-09-17 2 1.85714285714286 2
## 2007-09-20 -7.40740802029904e-15 0 0
## 2007-09-27 -7.42161887501425e-15 0 0
## 2007-10-03 7.04676666666667 6 6.56198347107438
## 2007-10-09 7.01746666666667 7.28571428571429 6.56198347107438
## 2007-10-12 1 1.14285714285714 1
## 2007-10-15 2 2 2
## 2007-10-23 3 3.85714285714286 3
## 2007-10-24 3 3.57142857142857 3
## 2007-10-26 -8.43591863031179e-15 0 0
## 2007-10-29 1 1 1
## 2007-11-07 -7.18269888011491e-15 0 0
## 2007-11-12 3 5.28571428571429 3
## 2007-11-15 -7.42517158869305e-15 0 0
## 2007-11-16 -8.45101766344669e-15 0 0
## 2007-11-19 -6.99351687671879e-15 0 0
## 2007-11-21 2 2.57142857142857 2
## 2007-11-23 2 2.57142857142857 2
## 2007-11-28 1.01 1.42857142857143 1
## 2007-11-30 1 1.28571428571429 1
## 2007-12-06 2 2.14285714285714 2
## 2007-12-14 -8.4892093354938e-15 0 0
## 2007-12-20 3 3.42857142857143 3
## 2007-12-21 1 1 1
## 2007-12-26 -7.20312698376802e-15 0 0
## 2007-12-28 -8.4883211570741e-15 0 0
## 2007-12-31 -6.90381085632907e-15 0 0
## 2008-01-09 1 1 1
## 2008-01-14 3 3 3
## 2008-01-18 1 1 1
## 2008-01-23 1 1 1
## 2008-01-24 -7.40296712820054e-15 0 0
## 2008-02-05 3 3.28571428571429 3
## 2008-02-11 -7.01216862353249e-15 0 0
## 2008-02-20 1 1 1
## 2008-03-10 -7.00239866091579e-15 0 0
## 2008-03-12 -7.0681238639736e-15 0 0
## 2008-03-17 5 3.42857142857143 4.37091988130564
## 2008-03-24 5 4.14285714285714 4.37091988130564
## 2008-04-03 4 3.57142857142857 4.37091988130564
## 2008-04-07 4 3.85714285714286 4.37091988130564
## 2008-04-09 1 1.42857142857143 1
## 2008-04-10 1 1.14285714285714 1
## 2008-04-14 -7.01305680195219e-15 0 0
## 2008-04-30 1 1.14285714285714 1
## 2008-05-01 1 1.57142857142857 1
## 2008-05-06 -7.59392548843607e-15 0 0
## 2008-05-07 -7.01749769405069e-15 0 0
## 2008-05-12 -7.00950408827339e-15 0 0
## 2008-05-13 3 3.42857142857143 3
## 2008-05-14 3 2.71428571428571 3
## 2008-05-15 3 3.42857142857143 3
## 2008-05-16 3 3.42857142857143 3
## 2008-05-22 0.00399999999999276 0 0
## 2008-05-28 1 2.14285714285714 1
## 2008-06-02 3 3.14285714285714 3
## 2008-06-05 3 3.71428571428571 3
## 2008-06-12 3 2 3
## 2008-06-13 3 3.57142857142857 3
## 2008-06-17 3 4.14285714285714 3
## 2008-06-18 1 1.42857142857143 1
## 2008-06-23 -6.3948846218409e-15 0.714285714285714 0
## 2008-06-24 1 1 1
## 2008-07-01 -7.22000237374232e-15 0 0
## 2008-07-03 3 3.57142857142857 3
## 2008-07-16 2.99 2.42857142857143 3
## 2008-07-21 2 1.85714285714286 2
## 2008-07-31 6 5.28571428571429 6.56198347107438
## 2008-08-07 4 3.57142857142857 4.37091988130564
## 2008-08-08 4 2.71428571428571 4.37091988130564
## 2008-08-11 4 4.28571428571429 4.37091988130564
## 2008-08-12 4 3.14285714285714 4.37091988130564
## 2008-08-13 -7.18269888011491e-15 0 0
## 2008-08-19 -7.39230898716414e-15 0 0
## 2008-08-21 1 2 1
## 2008-08-25 -7.01305680195219e-15 0 0
## 2008-08-29 3 3.71428571428571 3
## 2008-09-04 1 2 1
## 2008-09-08 -7.02815583508709e-15 0 0
## 2008-09-12 2 2.42857142857143 2
## 2008-09-15 1 1 1
## 2008-10-02 -7.35322913669734e-15 0 0
## 2008-10-10 2 2 2
## 2008-10-16 5 2.14285714285714 4.37091988130564
## 2008-10-17 5 2.85714285714286 4.37091988130564
## 2008-10-20 5 4 4.37091988130564
## 2008-10-22 5 3.57142857142857 4.37091988130564
## 2008-10-23 1 1.85714285714286 1
## 2008-10-30 3 3.85714285714286 3
## 2008-11-03 3 3.85714285714286 3
## 2008-11-05 -7.04147851138259e-15 0 0
## 2008-11-10 1 1 1
## 2008-11-11 1 1 1
## 2008-11-18 -7.55040474587076e-15 0 0
## 2008-11-21 5 4.57142857142857 4.37091988130564
## 2008-11-24 5 3 4.37091988130564
## 2008-11-25 5 4.14285714285714 4.37091988130564
## 2008-12-09 1 0.857142857142857 1
## 2008-12-15 2 1.85714285714286 2
## 2008-12-22 -7.01660951563099e-15 0 0
## 2008-12-24 1 1 1
## 2008-12-26 -8.4821039081362e-15 0 0
## 2008-12-29 3 2.42857142857143 3
## 2009-01-07 3 3.28571428571429 3
## 2009-01-08 3 3.42857142857143 3
## 2009-01-21 2 2.28571428571429 2
## 2009-01-22 2 2 2
## 2009-01-23 2 2.28571428571429 2
## 2009-01-30 2 1.71428571428571 2
## 2009-02-04 -6.96331881044898e-15 0 0
## 2009-02-05 1.006 1.14285714285714 1
## 2009-02-11 2 2.42857142857143 2
## 2009-02-18 -6.83542111801216e-15 0 0
## 2009-02-20 2 1.14285714285714 2
## 2009-02-24 2 2.42857142857143 2
## 2009-02-26 -7.17292891749821e-15 0 0
## 2009-03-02 -6.73860967026485e-15 0.142857142857143 0
## 2009-03-04 1 1.28571428571429 1
## 2009-03-10 4 3.14285714285714 4.37091988130564
## 2009-03-12 4 3.57142857142857 4.37091988130564
## 2009-03-17 2 2.71428571428571 2
## 2009-03-19 -6.96331881044898e-15 0.142857142857143 0
## 2009-03-31 4.996 4.14285714285714 4.37091988130564
## 2009-04-07 3 2.42857142857143 3
## 2009-04-09 3 3.57142857142857 3
## 2009-04-20 4.016 3.28571428571429 4.37091988130564
## 2009-04-21 4 3.57142857142857 4.37091988130564
## 2009-04-23 4 4.42857142857143 4.37091988130564
## 2009-04-30 4 2.57142857142857 4.37091988130564
## 2009-05-12 -7.37454541877014e-15 0 0
## 2009-05-20 0.00199999999999313 0 0
## 2009-05-28 3 3.28571428571429 3
## 2009-05-29 3 3.85714285714286 3
## 2009-06-01 3 3 3
## 2009-06-02 3 3.14285714285714 3
## 2009-06-08 1 1.14285714285714 1
## 2009-06-11 1.998 2.14285714285714 2
## 2009-06-12 1.998 2.57142857142857 2
## 2009-06-16 1.99 2.57142857142857 2
## 2009-06-19 -8.39062153090708e-15 0 0
## 2009-06-22 -6.78568312650896e-15 0 0
## 2009-06-26 -7.99538213414053e-15 0 0
## 2009-06-29 1.006 1.14285714285714 1
## 2009-07-01 1 1 1
## 2009-07-02 1 1.28571428571429 1
## 2009-07-08 1 1.14285714285714 1
## 2009-07-09 1.002 1 1
## 2009-07-10 1.006 1 1
## 2009-07-17 1.002 1 1
## 2009-07-20 1 1.14285714285714 1
## 2009-07-24 5.988 3.14285714285714 6.56198347107438
## 2009-08-05 2 3 2
## 2009-08-07 1 1 1
## 2009-08-11 2 1.85714285714286 2
## 2009-08-19 5 3.85714285714286 4.37091988130564
## 2009-08-26 5 3.42857142857143 4.37091988130564
## 2009-09-01 9 2.14285714285714 9
## 2009-09-08 9 3.42857142857143 9
## 2009-09-10 9 4.14285714285714 9
## 2009-09-11 9 4.57142857142857 9
## 2009-09-14 9 3.85714285714286 9
## 2009-09-21 1 1.28571428571429 1
## 2009-09-25 2 2.28571428571429 2
## 2009-09-28 -7.00417501775519e-15 0 0
## 2009-10-02 3 3.71428571428571 3
## 2009-10-05 3 3.71428571428571 3
## 2009-10-08 3 3.14285714285714 3
## 2009-10-12 3 3.71428571428571 3
## 2009-10-15 2 2.28571428571429 2
## 2009-10-21 -6.84075018853036e-15 0 0
## 2009-10-28 1 1 1
## 2009-11-05 3 3.57142857142857 3
## 2009-11-06 3 3.14285714285714 3
## 2009-11-09 3 3.57142857142857 3
## 2009-11-11 1 1 1
## 2009-12-08 -7.48645589965236e-15 0 0
## 2009-12-17 -7.22266690900142e-15 0 0
## 2009-12-30 1 1 1
## 2010-01-04 1 1.14285714285714 1
## 2010-01-05 1 2.28571428571429 1
## 2010-01-14 3 3.28571428571429 3
## 2010-01-28 4 5.14285714285714 4.37091988130564
## 2010-02-02 4 4.85714285714286 4.37091988130564
## 2010-02-08 3 2.85714285714286 3
## 2010-02-09 3 3.28571428571429 3
## 2010-02-12 3 2.85714285714286 3
## 2010-02-16 3 3.28571428571429 3
## 2010-02-24 4 3.85714285714286 4.37091988130564
## 2010-02-25 2 2.14285714285714 2
## 2010-03-05 1 1 1
## 2010-03-10 2 2.14285714285714 2
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## 2010-05-26 4 3.57142857142857 4.37091988130564
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## 2010-07-19 5 3.71428571428571 4.37091988130564
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## 2010-08-20 -8.4838802649756e-15 0 0
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## 2010-09-01 4 4 4.37091988130564
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## 2010-09-08 -7.19690973483011e-15 0 0
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## 2010-11-22 4 3.57142857142857 4.37091988130564
## 2010-11-24 1 1 1
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## 2010-12-21 2 2.14285714285714 2
## 2010-12-28 2 2.28571428571429 2
## 2011-01-04 4 4.14285714285714 4.37091988130564
## 2011-01-10 4 3.57142857142857 4.37091988130564
## 2011-01-24 4 3.85714285714286 4.37091988130564
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## 2011-08-26 2 2.85714285714286 2
## 2011-08-30 1 1 1
## 2011-09-08 0.00399999999999276 0 0
## 2011-09-13 4 3.57142857142857 4.37091988130564
## 2011-10-06 3 3.57142857142857 3
## 2011-10-07 4 3 4.37091988130564
## 2011-10-13 4 3.85714285714286 4.37091988130564
## 2011-10-17 1 1 1
## 2011-10-19 1 1.14285714285714 1
## 2011-10-28 3 3.42857142857143 3
## 2011-11-01 -7.53352935589646e-15 0 0
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## 2011-11-16 -6.89581725055177e-15 0 0
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## 2011-12-09 2 2.71428571428571 2
## 2011-12-13 3 2.14285714285714 3
## 2011-12-15 3 3.42857142857143 3
## 2011-12-23 -8.45723491238459e-15 0 0
## 2011-12-28 1 1.28571428571429 1
## 2011-12-29 1 1 1
## 2012-01-17 3 2.57142857142857 3
## 2012-01-18 3 3.42857142857143 3
## 2012-01-19 3 3.28571428571429 3
## 2012-01-24 5 3.71428571428571 4.37091988130564
## 2012-01-31 3 3.71428571428571 3
## 2012-02-01 3 3.57142857142857 3
## 2012-02-08 -7.19868609166952e-15 0 0
## 2012-02-09 -7.39852623610204e-15 0 0
## 2012-02-10 1 1 1
## 2012-02-16 1 1 1
## 2012-03-01 1 1 1
## 2012-03-02 1 1 1
## 2012-03-12 3 3.14285714285714 3
## 2012-03-13 3 3.28571428571429 3
## 2012-03-16 2 2.14285714285714 2
## 2012-03-19 2 2 2
## 2012-03-23 2 2.14285714285714 2
## 2012-03-30 -8.4838802649756e-15 0 0
## 2012-04-05 -7.39586170084294e-15 0 0
## 2012-04-09 -7.00950408827339e-15 0 0
## 2012-04-10 2 2.28571428571429 2
## 2012-04-13 4 3.85714285714286 4.37091988130564
## 2012-04-17 4 3.85714285714286 4.37091988130564
## 2012-04-20 -8.4705575886801e-15 0 0
## 2012-04-23 4 3.71428571428571 4.37091988130564
## 2012-04-25 4 4.14285714285714 4.37091988130564
## 2012-04-27 4 3.57142857142857 4.37091988130564
## 2012-04-30 -7.01483315879159e-15 0 0
## 2012-05-04 1 1 1
## 2012-05-25 6 5.28571428571429 6.56198347107438
## 2012-06-05 2 2.42857142857143 2
## 2012-06-26 3 3.42857142857143 3
## 2012-06-27 3 3.14285714285714 3
## 2012-06-28 3 3.42857142857143 3
## 2012-07-19 -7.35056460143824e-15 0 0
## 2012-07-25 2 2 2
## 2012-07-27 2 2.14285714285714 2
## 2012-07-30 1 1 1
## 2012-07-31 1 1 1
## 2012-08-06 -7.01483315879159e-15 0 0
## 2012-08-07 1 1.28571428571429 1
## 2012-08-14 1.008 1 1
## 2012-08-17 4 3.85714285714286 4.37091988130564
## 2012-08-20 4 4.14285714285714 4.37091988130564
## 2012-08-23 1 1 1
## 2012-08-28 -7.59836638053457e-15 0 0
## 2012-08-29 -7.18269888011491e-15 0 0
## 2012-08-30 1 1 1
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## 2012-09-13 -7.35500549353674e-15 0 0
## 2012-09-27 4 5.14285714285714 4.37091988130564
## 2012-10-09 1 1 1
## 2012-10-12 5 5.14285714285714 4.37091988130564
## 2012-10-16 5 5.42857142857143 4.37091988130564
## 2012-10-31 2 2.14285714285714 2
## 2012-11-14 1 1.14285714285714 1
## 2012-11-16 2 2.14285714285714 2
## 2012-11-26 2 2.14285714285714 2
## 2012-11-30 -8.494538406012e-15 0 0
## 2012-12-03 -7.01838587247039e-15 0 0
## 2012-12-05 4 3 4.37091988130564
## 2012-12-12 1 1 1
## 2012-12-17 3 3.28571428571429 3
## 2012-12-18 3 3.42857142857143 3
## 2012-12-21 -8.4900975139135e-15 0 0
## 2012-12-26 -7.20312698376802e-15 0 0
## 2012-12-31 2 2.57142857142857 2
## 2013-01-03 3 3.14285714285714 3
## 2013-01-04 3 2.85714285714286 3
## 2013-01-10 1 1 1
## 2013-01-11 -8.4892093354938e-15 0 0
## 2013-01-14 -7.01483315879159e-15 0 0
## 2013-01-22 2 2.42857142857143 2
## 2013-01-29 -7.59925455895427e-15 0 0
## 2013-02-05 3 3.28571428571429 3
## 2013-02-06 3 3 3
## 2013-02-21 2 2.42857142857143 2
## 2013-02-25 13.004 3 14.4
## 2013-02-26 13.004 5.57142857142857 14.4
## 2013-02-27 13.004 4.42857142857143 14.4
## 2013-03-04 13.004 3.875 14.4
## 2013-03-07 13.004 5.57142857142857 14.4
## 2013-03-08 13.004 5.14285714285714 14.4
## 2013-03-11 13.004 3.85714285714286 14.4
## 2013-03-12 13.004 5.42857142857143 14.4
## 2013-03-18 3 3.42857142857143 3
## 2013-04-09 2 2.42857142857143 2
## 2013-04-10 2 2 2
## 2013-04-16 2 2.57142857142857 2
## 2013-04-17 2 2.14285714285714 2
## 2013-04-19 -8.4900975139135e-15 0 0
## 2013-04-23 2 2.57142857142857 2
## 2013-04-24 2 2.14285714285714 2
## 2013-04-30 3 3.28571428571429 3
## 2013-05-09 3 3.42857142857143 3
## 2013-05-15 3 3.71428571428571 3
## 2013-05-20 -7.02904401350679e-15 0 0
## 2013-05-24 2 2.57142857142857 2
## 2013-05-30 -7.42872430237185e-15 0 0
## 2013-06-04 -7.58504370423907e-15 0 0
## 2013-06-10 2 2.42857142857143 2
## 2013-06-12 1 1.14285714285714 1
## 2013-06-14 2 2.42857142857143 2
## 2013-06-18 2 2.71428571428571 2
## 2013-06-20 -7.41184891239755e-15 0 0
## 2013-06-21 -8.4909856923332e-15 0 0
## 2013-06-25 1 1.42857142857143 1
## 2013-07-02 4 4.42857142857143 4.37091988130564
## 2013-07-10 5 4 4.37091988130564
## 2013-07-12 5 4 4.37091988130564
## 2013-07-16 5 4.85714285714286 4.37091988130564
## 2013-07-19 -8.4865448002347e-15 0 0
## 2013-07-23 4 4.57142857142857 4.37091988130564
## 2013-07-30 2 2.71428571428571 2
## 2013-08-07 1 1.42857142857143 1
## 2013-08-08 1 1.28571428571429 1
## 2013-08-21 3 3 3
## 2013-08-26 1 1 1
## 2013-08-29 5 3.71428571428571 4.37091988130564
## 2013-09-10 2 3 2
## 2013-09-12 3 3.14285714285714 3
## 2013-09-17 3 3.42857142857143 3
## 2013-09-23 3 3.28571428571429 3
## 2013-10-03 4 4 4.37091988130564
## 2013-10-15 5 6.71428571428571 4.37091988130564
## 2013-10-22 5 5.42857142857143 4.37091988130564
## 2013-10-23 1 1.14285714285714 1
## 2013-10-25 -8.46434033974219e-15 0 0
## 2013-10-30 2 2.42857142857143 2
## 2013-10-31 2 2.57142857142857 2
## 2013-11-08 3 5 3
## 2013-11-14 3 5.71428571428571 3
## 2013-11-20 -7.19602155641041e-15 0 0
## 2013-11-22 1 1.28571428571429 1
## 2013-11-26 1 1.28571428571429 1
## 2013-11-29 -8.46256398290279e-15 0 0
## 2013-12-10 5 6.57142857142857 4.37091988130564
## 2013-12-19 1 1.42857142857143 1
## 2013-12-23 1 1.14285714285714 1
## 2014-01-06 4 5 4.37091988130564
## 2014-01-17 5 5.71428571428571 4.37091988130564
## 2014-01-21 5 6.71428571428571 4.37091988130564
## 2014-01-22 5 5.14285714285714 4.37091988130564
## 2014-01-23 5 5.71428571428571 4.37091988130564
## 2014-01-27 3 3 3
## 2014-01-30 3 3 3
## 2014-02-03 2 2.28571428571429 2
## 2014-02-11 -7.58770823949817e-15 0 0
## 2014-02-21 5 6.28571428571429 4.37091988130564
## 2014-02-25 5 6.14285714285714 4.37091988130564
## 2014-02-26 -7.21467330322412e-15 0 0
## 2014-03-03 4 4 4.37091988130564
## 2014-03-06 4 4.57142857142857 4.37091988130564
## 2014-03-07 4 5.57142857142857 4.37091988130564
## 2014-03-12 -7.21822601690292e-15 0 0
## 2014-03-18 -7.58682006107847e-15 0 0
## 2014-03-19 -7.21822601690292e-15 0 0
## 2014-03-24 2 2.28571428571429 2
## 2014-03-25 2 2 2
## 2014-03-28 2 2.28571428571429 2
## 2014-03-31 2 2.42857142857143 2
## 2014-04-01 2 2 2
## 2014-04-04 -8.4900975139135e-15 0 0
## 2014-04-07 2 2.42857142857143 2
## 2014-04-16 2 2.42857142857143 2
## 2014-04-22 4 3.42857142857143 4.37091988130564
## 2014-04-28 1 1 1
## 2014-05-01 7.43133333333334 5.28571428571429 6.56198347107438
## 2014-05-02 7.93596666666667 6.57142857142857 6.56198347107438
## 2014-05-06 7.78986666666667 7.85714285714286 6.56198347107438
## 2014-05-15 2 2 2
## 2014-05-16 2 2.28571428571429 2
## 2014-05-19 2 2 2
## 2014-05-20 10.01 6.42857142857143 10
## 2014-05-22 10 6.57142857142857 10
## 2014-06-02 10.01 5.14285714285714 10
## 2014-06-03 10.01 6.28571428571429 10
## 2014-06-09 1 1 1
## 2014-06-12 6 3.42857142857143 6.56198347107438
## 2014-06-13 6 6.85714285714286 6.56198347107438
## 2014-06-17 5.994 5.14285714285714 6.56198347107438
## 2014-06-26 2 2 2
## 2014-06-27 -8.47855119445739e-15 0 0
## 2014-06-30 1 1 1
## 2014-07-16 -7.20490334060742e-15 0 0
## 2014-07-17 1 1.14285714285714 1
## 2014-07-21 -7.00683955301429e-15 0 0
## 2014-07-22 1 1 1
## 2014-08-04 -7.02371494298859e-15 0 0
## 2014-08-08 2 2.28571428571429 2
## 2014-08-11 2 2.28571428571429 2
## 2014-08-21 1 1 1
## 2014-08-22 1 1 1
## 2014-08-27 1 1 1
## 2014-08-29 1 1 1
## 2014-09-18 1 1 1
## 2014-09-24 1 1 1
## 2014-09-25 1 1.14285714285714 1
## 2014-09-26 0.998 1 1
## 2014-09-29 1 1 1
## 2014-10-01 -7.19868609166952e-15 0 0
## 2014-10-02 1 1 1
## 2014-10-07 -7.58593188265877e-15 0 0
## 2014-10-10 -8.41193781297989e-15 0 0
## 2014-10-13 5.994 2 6.56198347107438
## 2014-10-30 4 5.71428571428571 4.37091988130564
## 2014-11-03 4 4.28571428571429 4.37091988130564
## 2014-11-13 1 1 1
## 2014-11-17 1 1 1
## 2014-11-19 1 1 1
## 2014-11-28 3 3.57142857142857 3
## 2014-12-02 3 3.57142857142857 3
## 2014-12-09 2 2.14285714285714 2
## 2014-12-11 2 2.71428571428571 2
## 2014-12-15 1 1 1
## 2014-12-17 4 4 4.37091988130564
## 2014-12-18 4 4.14285714285714 4.37091988130564
## 2015-01-02 6 4.71428571428571 6.56198347107438
## 2015-01-06 -7.45004058444465e-15 0 0
## 2015-01-07 1 1 1
## 2015-01-08 1 1.14285714285714 1
## 2015-01-13 1 1.14285714285714 1
## 2015-01-15 5 4 4.37091988130564
## 2015-01-20 5 4.57142857142857 4.37091988130564
## 2015-01-23 5 4.71428571428571 4.37091988130564
## 2015-01-29 1 1.28571428571429 1
## 2015-01-30 -8.39150970932678e-15 0 0
## 2015-02-02 -7.00328683933549e-15 0 0
## 2015-02-03 1 1 1
## 2015-02-05 -7.33457738988363e-15 0 0
## 2015-02-11 2 2.28571428571429 2
## 2015-02-18 5 4.57142857142857 4.37091988130564
## 2015-02-23 5 5 4.37091988130564
## 2015-02-27 3 3 3
## 2015-03-03 3 3.14285714285714 3
## 2015-03-06 -8.4776630160377e-15 0 0
## 2015-03-09 -6.98907598462029e-15 0 0
## 2015-03-10 7.33626666666667 4.71428571428571 6.56198347107438
## 2015-03-11 7.35163333333333 4.42857142857143 6.56198347107438
## 2015-03-12 7.76333333333333 4.14285714285714 6.56198347107438
## 2015-03-16 7.35093333333333 4.71428571428571 6.56198347107438
## 2015-03-20 7.7699 5 6.56198347107438
## 2015-03-23 -6.89315271529267e-15 0 0
## 2015-03-30 2 2.28571428571429 2
## 2015-04-06 -7.01394498037189e-15 0 0
## 2015-04-20 5 4 4.37091988130564
## 2015-04-23 5 4.28571428571429 4.37091988130564
## 2015-04-24 5 5.14285714285714 4.37091988130564
## 2015-05-01 1 1 1
## 2015-05-11 1 1 1
## 2015-05-14 1 1 1
## 2015-05-27 1 1 1
## 2015-06-01 2 2.85714285714286 2
## 2015-06-02 -7.57971463372087e-15 0 0
## 2015-06-10 2 2.14285714285714 2
## 2015-06-16 4 4.42857142857143 4.37091988130564
## 2015-06-22 4 4.28571428571429 4.37091988130564
## 2015-06-23 -7.58593188265877e-15 0 0
## 2015-06-24 -7.21200876796502e-15 0 0
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## 2015-07-02 3 3.28571428571429 3
## 2015-07-08 3 3.28571428571429 3
## 2015-07-10 3 4 3
## 2015-07-14 -7.58593188265877e-15 0 0
## 2015-07-24 2 2.57142857142857 2
## 2015-07-28 2 2 2
## 2015-07-31 3 2.85714285714286 3
## 2015-08-07 2 2.14285714285714 2
## 2015-08-10 2 2 2
## 2015-08-17 3 2.85714285714286 3
## 2015-08-19 -7.15694170594361e-15 0 0
## 2015-08-24 -6.99973412565669e-15 0 0
## 2015-08-28 3 2.85714285714286 3
## 2015-09-02 3 4.28571428571429 3
## 2015-09-09 7.65746666666667 6.28571428571429 6.56198347107438
## 2015-09-15 7.79713333333333 5.57142857142857 6.56198347107438
## 2015-09-18 -8.4776630160377e-15 0 0
## 2015-09-22 1 1.42857142857143 1
## 2015-09-23 1 1 1
## 2015-09-24 -7.41717798291575e-15 0 0
## 2015-10-08 4 4.85714285714286 4.37091988130564
## 2015-10-12 4 4 4.37091988130564
## 2015-10-19 2 2.42857142857143 2
## 2015-10-28 -7.19957427008922e-15 0 0
## 2015-10-29 3 3.28571428571429 3
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## 2015-11-20 1 1 1
## 2015-11-23 1 1 1
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## 2015-12-07 2 2.42857142857143 2
## 2015-12-11 -8.42081959717689e-15 0 0
## 2015-12-15 2 2 2
## 2015-12-16 2 2 2
## 2015-12-17 -7.40918437713845e-15 0 0
## 2015-12-21 4 4.71428571428571 4.37091988130564
## 2015-12-24 4 4.71428571428571 4.37091988130564
## 2015-12-30 -7.21200876796502e-15 0 0
## 2016-01-04 -7.01749769405069e-15 0 0
## 2016-01-05 1 1 1
## 2016-01-06 1 1 1
## 2016-01-11 2 2.28571428571429 2
## 2016-01-12 2 2 2
## 2016-01-13 1 1.42857142857143 1
## 2016-01-14 1 1 1
## 2016-01-15 4 3.28571428571429 4.37091988130564
## 2016-01-25 2 2.14285714285714 2
## 2016-01-29 2 2.14285714285714 2
## 2016-02-04 2 2.14285714285714 2
## 2016-02-10 2 2 2
## 2016-02-12 6 5.28571428571429 6.56198347107438
## 2016-02-18 6 6.42857142857143 6.56198347107438
## 2016-02-29 2 2 2
## 2016-03-08 1 1 1
## 2016-03-16 1 1 1
## 2016-03-28 3 3 3
## 2016-04-11 5 5.28571428571429 4.37091988130564
## 2016-04-14 5 5.28571428571429 4.37091988130564
## 2016-05-04 -7.17825798801641e-15 0 0
## 2016-05-19 -7.43316519447035e-15 0 0
## 2016-05-24 2 2 2
## 2016-05-31 3 3.28571428571429 3
## 2016-06-09 4 4.85714285714286 4.37091988130564
## 2016-06-14 1 1.57142857142857 1
## 2016-06-16 3 2.57142857142857 3
## 2016-06-17 3 3.14285714285714 3
## 2016-06-20 3 3.28571428571429 3
## 2016-06-22 1 1 1
## 2016-06-29 4 5.28571428571429 4.37091988130564
## 2016-07-06 4 3.42857142857143 4.37091988130564
## 2016-07-07 4 6.71428571428571 4.37091988130564
## 2016-07-08 4 5.71428571428571 4.37091988130564
## 2016-07-11 4 5.28571428571429 4.37091988130564
## 2016-07-20 -7.16671166856031e-15 0 0
## 2016-07-21 1 1.14285714285714 1
## 2016-07-28 1 1 1
## 2016-08-02 -7.56639195742537e-15 0 0
## 2016-08-05 2 2.42857142857143 2
## 2016-08-09 1 1 1
## 2016-08-12 2 2.14285714285714 2
## 2016-08-15 2 2.42857142857143 2
## 2016-08-18 1 1 1
## 2016-08-24 3 3.42857142857143 3
## 2016-08-26 -8.4980911196908e-15 0 0
## 2016-08-31 -7.20579151902712e-15 0 0
## 2016-09-01 4 4.14285714285714 4.37091988130564
## 2016-09-14 1 1 1
## 2016-09-23 2 2.42857142857143 2
## 2016-10-06 2 2.14285714285714 2
## 2016-10-14 -8.5043083686287e-15 0 0
## 2016-10-24 -6.99262869829909e-15 0 0
## 2016-10-25 -7.57882645530117e-15 0 0
## 2016-10-27 3 3.28571428571429 3
## 2016-11-01 -7.58326734739967e-15 0 0
## 2016-11-02 -7.16315895488151e-15 0 0
## 2016-11-03 4 5.14285714285714 4.37091988130564
## 2016-11-08 4 4.42857142857143 4.37091988130564
## 2016-11-11 3 3.28571428571429 3
## 2016-11-16 2 2.42857142857143 2
## 2016-11-18 2 2 2
## 2016-11-23 2 2 2
## 2016-11-25 2 2.14285714285714 2
## 2016-11-29 0.998 1 1
## 2016-12-01 1 1 1
## 2016-12-07 2 2.71428571428571 2
## 2016-12-09 1 1.14285714285714 1
## 2016-12-12 3 2.85714285714286 3
## 2016-12-30 -8.47499848077859e-15 0 0
## 2017-01-05 4 3.71428571428571 4.37091988130564
## 2017-01-12 -7.37632177560954e-15 0 0
## 2017-01-18 1 1 1
## 2017-01-19 1 1 1
## 2017-01-25 3 3.28571428571429 3
## 2017-01-26 3 3.14285714285714 3
## 2017-02-08 3 3.14285714285714 3
## 2017-02-14 1 1 1
## 2017-02-24 4 3.42857142857143 4.37091988130564
## 2017-02-27 4 3.14285714285714 4.37091988130564
## 2017-03-06 -7.01749769405069e-15 0 0
## 2017-03-08 1 1 1
## 2017-03-13 -7.01128044511279e-15 0 0
## 2017-03-15 2 2 2
## 2017-03-20 -6.94377888521558e-15 0 0
## 2017-03-22 4 4.42857142857143 4.37091988130564
## 2017-03-27 4 4.71428571428571 4.37091988130564
## 2017-03-28 4 3.85714285714286 4.37091988130564
## 2017-03-30 1.004 1 1
## 2017-04-03 1 1 1
## 2017-04-05 6 5.71428571428571 6.56198347107438
## 2017-04-06 6 6.42857142857143 6.56198347107438
## 2017-04-10 6 5.57142857142857 6.56198347107438
## 2017-04-25 2 2.14285714285714 2
## 2017-04-28 -8.46789305342099e-15 0 0
## 2017-05-08 4 4 4.37091988130564
## 2017-05-09 4 3.85714285714286 4.37091988130564
## 2017-05-11 -7.39408534400354e-15 0 0
## 2017-05-19 6 4.57142857142857 6.56198347107438
## 2017-05-24 6 4.14285714285714 6.56198347107438
## 2017-05-25 6 4.57142857142857 6.56198347107438
## 2017-06-01 4 4.28571428571429 4.37091988130564
## 2017-06-09 -8.44568859292849e-15 0 0
## 2017-06-12 -7.00861590985369e-15 0 0
## 2017-06-13 -7.43582972972945e-15 0 0
## 2017-06-14 -7.0929928597252e-15 0 0
## 2017-06-16 1 1 1
## 2017-06-20 2 2 2
## 2017-06-22 2 2.14285714285714 2
## 2017-06-29 7.5773 4.14285714285714 6.56198347107438
## 2017-07-05 7.3015 5.42857142857143 6.56198347107438
## 2017-07-06 7.6564 5.42857142857143 6.56198347107438
## 2017-07-07 7.707 5.42857142857143 6.56198347107438
## 2017-07-12 3 3.71428571428571 3
## 2017-07-17 -6.92690349524128e-15 0 0
## 2017-07-18 -7.43938244340825e-15 0 0
## 2017-07-25 1 1 1
## 2017-08-01 1 1.14285714285714 1
## 2017-08-15 -7.52020667960096e-15 0 0
## 2017-08-16 -7.1187500338965e-15 0 0
## 2017-08-17 -7.31859017832903e-15 0 0
## 2017-08-18 1 1 1
## 2017-08-24 1 1 1
## 2017-08-31 2 2 2
## 2017-09-01 2 2.14285714285714 2
## 2017-09-07 -7.41540162607635e-15 0 0
## 2017-09-12 3 3.28571428571429 3
## 2017-09-27 1 1 1
## 2017-09-28 1 1 1
## 2017-10-04 3 3.14285714285714 3
## 2017-10-06 1 1 1
## 2017-10-11 -7.03792579770379e-15 0 0
## 2017-10-13 1 1 1
## 2017-10-24 1 1 1
## 2017-10-26 -7.23421322845752e-15 0 0
## 2017-11-17 3 3.42857142857143 3
## 2017-11-24 -8.45901126922399e-15 0 0
## 2017-11-28 3 3.14285714285714 3
## 2017-11-30 3 3.85714285714286 3
## 2017-12-11 4 4.57142857142857 4.37091988130564
## 2017-12-15 3 4.57142857142857 3
## 2017-12-22 1 1 1
## 2017-12-27 1 1 1
## 2018-01-04 1 1 1
## 2018-01-11 3 4.14285714285714 3
## 2018-01-22 2 2.57142857142857 2
## 2018-01-23 2 2.14285714285714 2
## 2018-01-24 -6.93223256575948e-15 0 0
## 2018-01-30 1 1 1
## 2018-02-01 -7.26352311630762e-15 0 0
## 2018-02-08 -7.21911419532262e-15 0 0
## 2018-02-09 4 4 4.37091988130564
## 2018-02-14 4 3.57142857142857 4.37091988130564
## 2018-02-15 4 4.42857142857143 4.37091988130564
## 2018-02-21 5 5.28571428571429 4.37091988130564
## 2018-02-22 5 5 4.37091988130564
## 2018-03-07 6 5.42857142857143 6.56198347107438
## 2018-03-12 6 5.14285714285714 6.56198347107438
## 2018-03-13 -7.38253902454744e-15 0 0
## 2018-03-20 1 1.14285714285714 1
## 2018-03-26 1 1 1
## 2018-03-27 -7.48290318597356e-15 0 0
## 2018-03-29 1 1.28571428571429 1
## 2018-04-05 3 2.85714285714286 3
## 2018-04-18 1 1 1
## 2018-04-20 -8.46078762606339e-15 0 0
## 2018-04-23 -6.99618141197789e-15 0 0
## 2018-04-30 1 1 1
## 2018-05-02 -7.19158066431191e-15 0 0
## 2018-05-03 1 1 1
## 2018-05-07 1 1 1
## 2018-05-08 1 1 1
## 2018-05-11 2 2.28571428571429 2
## 2018-05-16 2 2.14285714285714 2
## 2018-05-17 -7.41717798291575e-15 0 0
## 2018-05-23 2 2 2
## 2018-06-05 1 1 1
## 2018-06-06 1 1 1
## 2018-06-19 1 1 1
## 2018-06-21 -7.43316519447035e-15 0 0
## 2018-06-29 1 1 1
## 2018-07-05 3 3.42857142857143 3
## 2018-07-06 3 3.57142857142857 3
## 2018-07-17 5 6.28571428571429 4.37091988130564
## 2018-07-26 2 2.42857142857143 2
## 2018-07-27 -8.4972029412711e-15 0 0
## 2018-08-01 -7.18181070169521e-15 0 0
## 2018-08-02 1 1 1
## 2018-08-03 1 1 1
## 2018-08-09 -7.43227701605065e-15 0 0
## 2018-08-27 2 2.42857142857143 2
## 2018-08-30 2 2 2
## 2018-09-04 2 2.28571428571429 2
## 2018-09-07 2 2.14285714285714 2
## 2018-09-20 7.74836666666667 6.42857142857143 6.56198347107438
## 2018-10-01 -7.00772773143399e-15 0 0
## 2018-10-02 1 1 1
## 2018-10-04 -7.42073069659455e-15 0 0
## 2018-10-18 -7.36299909931404e-15 0 0
## 2018-10-23 2 2 2
## 2018-11-07 1 1.71428571428571 1
## 2018-11-13 3 3.14285714285714 3
## 2018-11-14 3 3.14285714285714 3
## 2018-11-15 -7.42872430237185e-15 0 0
## 2018-11-19 -7.02282676456889e-15 0 0
## 2018-12-03 -7.00950408827339e-15 0 0
## 2018-12-10 3 3.28571428571429 3
## 2018-12-13 -7.34345917408064e-15 0 0
## 2018-12-14 -8.44746494976789e-15 0 0
## 2018-12-24 1 1.14285714285714 1
## 2018-12-27 -7.42961248079155e-15 0 0
## 2019-01-04 2 2.42857142857143 2
## 2019-01-10 -7.37188088351104e-15 0 0
## 2019-01-25 3 3.42857142857143 3
## 2019-01-31 3 3.71428571428571 3
## 2019-02-05 3 3.28571428571429 3
## 2019-02-22 3 3.71428571428571 3
## 2019-02-25 3 3.57142857142857 3
## 2019-03-01 -8.485656621815e-15 0 0
## 2019-03-04 -7.02371494298859e-15 0 0
## 2019-03-06 -7.21644966006352e-15 0 0
## 2019-03-07 -7.42339523185365e-15 0 0
## 2019-03-13 2 2 2
## 2019-03-14 2 2 2
## 2019-03-20 1 1 1
## 2019-03-21 1 1 1
## 2019-03-22 -8.43147773821329e-15 0 0
## 2019-03-26 1 1 1
## 2019-03-27 1 1.14285714285714 1
## 2019-03-29 5.994 7.57142857142857 6.56198347107438
## 2019-04-10 2 2 2
## 2019-04-15 2 2.42857142857143 2
## 2019-04-22 2 2.28571428571429 2
## 2019-04-24 2 2 2
## 2019-04-29 2 2.28571428571429 2
## 2019-05-06 -6.97841784358388e-15 0 0
## 2019-05-07 -7.58593188265877e-15 0 0
## 2019-05-08 2 2.14285714285714 2
## 2019-05-10 2 2.28571428571429 2
## 2019-05-16 1 1 1
## 2019-05-22 -7.1169736770571e-15 0 0
## 2019-06-10 -6.99795776881729e-15 0 0
## 2019-06-14 -8.47499848077859e-15 0 0
## 2019-06-19 1 1 1
## 2019-06-21 1.016 1 1
## 2019-06-26 4 4.28571428571429 4.37091988130564
## 2019-07-10 3 3.57142857142857 3
## 2019-07-11 3 3 3
## 2019-07-19 -8.46167580448309e-15 0 0
## 2019-07-23 2 2 2
## 2019-08-05 -7.02726765666739e-15 0 0
## 2019-08-06 2 2.14285714285714 2
## 2019-08-07 2 2 2
## 2019-08-14 -7.1169736770571e-15 0 0
## 2019-08-16 2 2.28571428571429 2
## 2019-08-23 -8.44657677134819e-15 0 0
## 2019-09-06 9 7 9
## 2019-09-19 -7.41717798291575e-15 0 0
## 2019-09-26 -7.41895433975515e-15 0 0
## 2019-09-30 -6.99085234145969e-15 0 0
## 2019-10-03 1 1.42857142857143 1
## 2019-10-07 5.994 5.57142857142857 6.56198347107438
## 2019-10-08 6 9 6.56198347107438
## 2019-10-09 6 5.42857142857143 6.56198347107438
## 2019-10-10 6 7 6.56198347107438
## 2019-10-21 2 2.57142857142857 2
## 2019-10-22 4 3 4.37091988130564
## 2019-10-25 4 5.42857142857143 4.37091988130564
## 2019-10-28 4 4.42857142857143 4.37091988130564
## 2019-10-31 3 3.28571428571429 3
## 2019-11-01 3 3.42857142857143 3
## 2019-11-06 -7.18802795063311e-15 0 0
## 2019-11-07 -7.36477545615344e-15 0 0
## 2019-11-08 -8.44124770082999e-15 0 0
## 2019-11-14 2 2 2
## 2019-11-15 2 2.28571428571429 2
## 2019-11-19 1 1 1
## 2019-12-02 -7.03082037034619e-15 0 0
## 2019-12-05 0.998 1.14285714285714 1
## 2019-12-09 -7.01039226669309e-15 0 0
## 2019-12-10 -7.58859641791787e-15 0 0
## 2019-12-12 1 1.14285714285714 1
## 2019-12-13 2 2.28571428571429 2
## 2019-12-16 2 2.57142857142857 2
## 2019-12-18 3 3.42857142857143 3
## 2019-12-24 1 1 1
## 2019-12-26 1 1 1
## 2019-12-27 -8.43414227347239e-15 0 0
## 2020-01-13 5 5.71428571428571 4.37091988130564
## 2020-01-22 2 2 2
## 2020-01-23 2 2.28571428571429 2
## 2020-01-27 1 1.71428571428571 1
## 2020-02-07 4 5.85714285714286 4.37091988130564
## 2020-02-13 -7.41806616133545e-15 0 0
## 2020-02-14 -8.44480041450879e-15 0 0
## 2020-02-18 -7.58948459633757e-15 0 0
## 2020-02-21 -8.46789305342099e-15 0 0
## 2020-02-24 -6.98374691410209e-15 0 0
## 2020-02-25 -7.48556772123266e-15 0 0
## 2020-02-27 -7.34079463882154e-15 0 0
## 2020-03-06 -8.4909856923332e-15 0 0
## 2020-03-09 1 2 1
## 2020-03-11 -7.15516534910421e-15 0 0
## 2020-03-12 1 0.857142857142857 1
## results 0.46 0.49 0.81
## GLM TrueValue
## 2005-09-28 -0.499281993874109 0
## 2005-10-07 2.06499633636992 1
## 2005-10-10 1.96010855375541 1
## 2005-10-14 2.0910719890904 1
## 2005-10-19 -0.521761570472275 0
## 2005-10-21 2.97563276736764 2
## 2005-10-24 2.84536631454527 2
## 2005-10-28 4.05917592165138 15
## 2005-11-14 3.95112555279935 15
## 2005-11-16 2.11373622465478 1
## 2005-11-22 2.94809439634255 2
## 2005-11-23 3.02467378642584 2
## 2005-12-06 2.98363151062476 2
## 2005-12-12 -0.62117362204446 0
## 2005-12-13 3.95604009536786 8
## 2005-12-14 4.06503795689229 8
## 2005-12-16 4.10803277412871 8
## 2005-12-23 4.09136620409658 8
## 2005-12-27 -0.557463764589348 0
## 2005-12-29 -0.480115643838056 0
## 2006-01-05 3.53217138518227 3
## 2006-01-06 -0.516561098925044 0
## 2006-01-09 -0.620270297922092 0
## 2006-01-19 -0.522357587502168 0
## 2006-01-23 2.864392619544 2
## 2006-01-24 2.98428423913639 2
## 2006-01-26 -0.528458718810532 0
## 2006-01-27 3.69756146403227 4
## 2006-02-01 3.76989962159747 4
## 2006-02-03 -0.528268856804672 0
## 2006-02-07 2.90603475219129 2
## 2006-02-10 3.45477200399229 3
## 2006-02-15 3.53564548624552 3
## 2006-03-03 -0.547234915262741 0
## 2006-03-09 2.0920745939859 1
## 2006-03-20 3.99766370520247 7
## 2006-03-24 2.10655807772416 1
## 2006-03-28 1.98726171387708 1
## 2006-03-29 2.14474150588871 1
## 2006-03-30 2.12189261565831 1
## 2006-04-10 -0.687509617513856 0
## 2006-04-11 -0.564468259803712 0
## 2006-04-12 2.13754592428134 1
## 2006-04-17 2.79704439609869 2
## 2006-04-18 2.94727679627975 2
## 2006-04-20 -0.495949187172136 0
## 2006-04-27 3.8738057642501 4
## 2006-05-02 3.97826255780983 5
## 2006-05-05 3.9867624363669 5
## 2006-05-12 2.09407269969079 1
## 2006-05-25 3.0329016388624 2
## 2006-05-31 2.27282551384412 1
## 2006-06-02 -0.482775537232035 0
## 2006-06-05 3.61338071674864 4
## 2006-06-06 3.83288871709204 4
## 2006-06-08 3.83125775436168 4
## 2006-06-12 -0.775254175647508 0
## 2006-06-19 3.89933632026881 5
## 2006-06-28 3.92983517894749 5
## 2006-06-30 4.09366594898523 5
## 2006-07-12 -0.476777017303348 0
## 2006-07-13 -0.667287897959451 0
## 2006-07-21 3.44654641859985 3
## 2006-07-24 3.47881241848295 3
## 2006-07-26 3.55717501261021 3
## 2006-07-27 1.99111913610638 1
## 2006-07-28 2.16576074471152 1
## 2006-08-01 2.84723078562753 2
## 2006-08-04 -0.549296683100881 0
## 2006-08-09 -0.520048825862466 0
## 2006-08-10 -0.480333024774132 0
## 2006-08-21 1.91822864862436 1
## 2006-08-22 2.13812142946658 1
## 2006-08-25 3.46065755309975 3
## 2006-08-31 -0.523567556981166 0
## 2006-09-08 3.02148173401099 2
## 2006-09-15 -0.476435911624779 0
## 2006-09-18 2.83576233415826 2
## 2006-09-20 3.08481457698698 2
## 2006-09-22 3.51947053809926 3
## 2006-09-25 3.48835545831082 3
## 2006-09-26 3.48162862817552 3
## 2006-10-02 3.48991705452146 3
## 2006-10-12 2.16479540100924 1
## 2006-10-16 -0.626881353218161 0
## 2006-10-17 3.87507742051246 5
## 2006-10-18 4.04849465690284 5
## 2006-10-27 2.15363105718818 1
## 2006-10-30 2.14866712937202 1
## 2006-11-06 3.05962375023103 2
## 2006-11-13 3.04364675676615 2
## 2006-11-17 3.48849698375559 3
## 2006-11-20 3.46220494723755 3
## 2006-11-27 -0.764121097901594 0
## 2006-12-08 3.07818159220017 2
## 2006-12-14 -0.543959591200947 0
## 2006-12-15 -0.463294307157998 0
## 2006-12-27 3.14283496300144 2
## 2007-01-04 3.21764337572914 2
## 2007-01-08 -0.564911604741711 0
## 2007-01-12 2.16859739958644 1
## 2007-01-16 2.20384347203412 1
## 2007-01-17 -0.602753866184232 0
## 2007-01-22 -0.619393875897651 0
## 2007-01-24 3.066586786315 2
## 2007-01-31 3.23030599053653 2
## 2007-02-01 3.18474132031532 2
## 2007-02-05 2.09070173189684 1
## 2007-02-06 -0.488626296912888 0
## 2007-02-08 2.2677350308211 1
## 2007-02-13 3.02272539008988 2
## 2007-02-20 -0.506843196010578 0
## 2007-02-23 -0.45764156649348 0
## 2007-03-01 -0.444827426407192 0
## 2007-03-14 2.07387388666793 1
## 2007-03-20 3.50137825423961 3
## 2007-03-22 -0.527309638972819 0
## 2007-03-23 -0.473703604561191 0
## 2007-03-27 -0.517825824598338 0
## 2007-03-28 -0.460598803011464 0
## 2007-04-10 -0.62497075016892 0
## 2007-04-18 3.87456563989528 4
## 2007-04-19 -0.535543015908071 0
## 2007-04-24 -0.551364753697805 0
## 2007-04-26 -0.63872250678772 0
## 2007-04-27 -0.591295972927052 0
## 2007-04-30 1.99107133282809 1
## 2007-05-03 2.09763423388863 1
## 2007-05-07 -0.659525455782217 0
## 2007-05-08 -0.585681563728713 0
## 2007-05-09 -0.483239864259779 0
## 2007-05-22 3.50013456682092 3
## 2007-05-23 3.50675524574883 3
## 2007-05-30 3.01233534053955 2
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## 2020-01-13 3.77917612760119 5
## 2020-01-22 2.98912846910066 2
## 2020-01-23 3.03686882695058 2
## 2020-01-27 1.91471690880944 1
## 2020-02-07 3.75303066208382 4
## 2020-02-13 -0.513667948306208 0
## 2020-02-14 -0.546345408504741 0
## 2020-02-18 -0.592840407011948 0
## 2020-02-21 -0.541111639610385 0
## 2020-02-24 -0.727034990314399 0
## 2020-02-25 -0.66354204328549 0
## 2020-02-27 -0.571966805408699 0
## 2020-03-06 -0.550924710832838 0
## 2020-03-09 1.9284347202075 1
## 2020-03-11 -0.542236314808473 0
## 2020-03-12 2.03902518059881 1
## results 0 100This certainly confirms that these algorithms are great for predicting the number of days that will continue to decrease with the features we selected and the models used in R, random forest, recursive partitioned trees, generalized linear models, and K-nearest neighbors for numeric data.
We can align the rounded table by indices with our sAAL testing set table to see what dates we can look at for clarity.
sAAL_1$Date <- row.names(sAAL_1)
testingSet$Date <- row.names(testingSet)
Results_round$Date <- row.names(Results_round)
AAL_1 <- merge(testingSet,Results_round, by.x='Date', by.y='Date')
tbl <- rbind(head(AAL_1),tail(AAL_1))
tbl## Date DayOfWeek stockDayValue lag1 today2lag1 incrDaysThisCycle
## 1 2005-09-28 Wednesday 20.50 19.30 1.0621762 0
## 2 2005-10-07 Friday 22.15 22.58 0.9809566 1
## 3 2005-10-10 Monday 22.21 22.15 1.0027088 1
## 4 2005-10-14 Friday 22.27 21.71 1.0257946 1
## 5 2005-10-19 Wednesday 21.38 21.49 0.9948813 0
## 6 2005-10-21 Friday 21.96 21.02 1.0447193 2
## 1085 2020-02-25 Tuesday 23.12 25.45 0.9084479 0
## 1086 2020-02-27 Thursday 20.60 22.31 0.9233528 0
## 1087 2020-03-06 Friday 15.97 16.04 0.9956358 0
## 1088 2020-03-09 Monday 14.75 15.97 0.9236068 1
## 1089 2020-03-11 Wednesday 16.26 17.00 0.9564706 0
## 1090 2020-03-12 Thursday 13.45 16.26 0.8271833 1
## nTimesIncrDayCountsOccurs RandomForest_round KNN_round Rpart_round
## 1 955 0 0 0
## 2 408 1 1 1
## 3 408 1 1 1
## 4 408 1 1 1
## 5 955 0 0 0
## 6 224 2 3 2
## 1085 955 0 0 0
## 1086 955 0 0 0
## 1087 955 0 0 0
## 1088 408 1 2 1
## 1089 955 0 0 0
## 1090 408 1 1 1
## GLM_round IncreasingDaysThisCycle
## 1 0 0
## 2 2 1
## 3 2 1
## 4 2 1
## 5 0 0
## 6 3 2
## 1085 0 0
## 1086 0 0
## 1087 0 0
## 1088 2 1
## 1089 0 0
## 1090 2 1Results_round$RandomForest_round <-
as.numeric(paste(Results_round$RandomForest_round))
Results_round$KNN_round <-
as.numeric(paste(Results_round$KNN_round))
Results_round$Rpart_round <-
as.numeric(paste(Results_round$Rpart_round))
Results_round$GLM_round <-
as.numeric(paste(Results_round$GLM_round))
Results_round$IncreasingDaysThisCycle <-
as.numeric(paste(Results_round$IncreasingDaysThisCycle))
Results_round$mostVoted <- ifelse(
(Results_round$RandomForest_round==Results_round$KNN_round | Results_round$RandomForest_round==Results_round$Rpart_round | Results_round$RandomForest_round==Results_round$GLM_round),
ifelse(Results_round$KNN_round==Results_round$Rpart_round | Results_round$KNN_round==Results_round$GLM_round,
Results_round$RandomForest_round,
ifelse(Results_round$Rpart_round ==Results_round$GLM_round,
Results_round$Rpart_round,
Results_round$RandomForest_round)),
ifelse(Results_round$KNN_round==Results_round$Rpart_round | Results_round$KNN_round==Results_round$GLM_round,
Results_round$KNN_round,
ifelse(Results_round$Rpart_round==Results_round$GLM_round,
Results_round$Rpart_round,
ifelse(Results_round$Rpart_round>Results_round$RandomForest_round,
Results_round$Rpart_round,
Results_round$RandomForest_round))
)
)
sMost <- sum(Results_round$mostVoted==Results_round$IncreasingDaysThisCycle)
lMost <- length(Results_round$IncreasingDaysThisCycle)-1
accMost <- sMost/lMostLets run these rounded models on the training set too, to then combine the predicted results of the training and testing models.
predRF_round1 <- predict(rfMod, trainingSet)
predRF_round1 <- ifelse(predRF_round1<0,0,round(predRF,0))
predDF_round1 <- data.frame(predRF_round1, IncreasingDaysThisCycle=trainingSet$incrDaysThisCycle)
predDF_round1## predRF_round1 IncreasingDaysThisCycle
## 2005-09-29 0 5
## 2005-09-30 1 5
## 2005-10-03 1 5
## 2005-10-04 1 5
## 2005-10-05 0 5
## 2005-10-06 2 5
## 2005-10-11 0 0
## 2005-10-12 0 0
## 2005-10-13 15 1
## 2005-10-17 0 0
## 2005-10-18 0 0
## 2005-10-20 2 2
## 2005-10-25 2 15
## 2005-10-26 0 15
## 2005-10-27 7 15
## 2005-10-31 7 15
## 2005-11-01 7 15
## 2005-11-02 8 15
## 2005-11-03 0 15
## 2005-11-04 0 15
## 2005-11-07 3 15
## 2005-11-08 0 15
## 2005-11-09 0 15
## 2005-11-10 0 15
## 2005-11-11 2 15
## 2005-11-15 2 15
## 2005-11-17 0 1
## 2005-11-18 0 0
## 2005-11-21 4 2
## 2005-11-25 0 1
## 2005-11-28 2 1
## 2005-11-29 3 2
## 2005-11-30 3 2
## 2005-12-01 0 2
## 2005-12-02 0 0
## 2005-12-05 8 2
## 2005-12-07 1 2
## 2005-12-08 1 1
## 2005-12-09 1 1
## 2005-12-15 1 8
## 2005-12-19 0 8
## 2005-12-20 0 8
## 2005-12-21 1 8
## 2005-12-22 2 8
## 2005-12-28 0 0
## 2005-12-30 0 3
## 2006-01-03 4 3
## 2006-01-04 5 3
## 2006-01-10 0 0
## 2006-01-11 1 1
## 2006-01-12 2 1
## 2006-01-13 0 0
## 2006-01-17 0 1
## 2006-01-18 4 1
## 2006-01-20 4 2
## 2006-01-25 0 0
## 2006-01-30 0 4
## 2006-01-31 5 4
## 2006-02-02 5 4
## 2006-02-06 0 0
## 2006-02-08 0 2
## 2006-02-09 0 2
## 2006-02-13 3 3
## 2006-02-14 3 3
## 2006-02-16 0 0
## 2006-02-17 0 0
## 2006-02-21 1 2
## 2006-02-22 2 2
## 2006-02-23 0 2
## 2006-02-24 0 0
## 2006-02-27 0 0
## 2006-02-28 0 0
## 2006-03-01 1 1
## 2006-03-02 3 1
## 2006-03-06 0 2
## 2006-03-07 2 2
## 2006-03-08 0 2
## 2006-03-10 2 1
## 2006-03-13 2 7
## 2006-03-14 3 7
## 2006-03-15 3 7
## 2006-03-16 3 7
## 2006-03-17 3 7
## 2006-03-21 1 7
## 2006-03-22 0 7
## 2006-03-23 0 0
## 2006-03-27 5 1
## 2006-03-31 1 1
## 2006-04-03 0 0
## 2006-04-04 0 0
## 2006-04-05 2 1
## 2006-04-06 3 1
## 2006-04-07 0 0
## 2006-04-13 0 1
## 2006-04-19 2 2
## 2006-04-21 0 4
## 2006-04-24 0 4
## 2006-04-25 2 4
## 2006-04-26 2 4
## 2006-04-28 0 5
## 2006-05-01 1 5
## 2006-05-03 1 5
## 2006-05-04 0 5
## 2006-05-08 0 1
## 2006-05-09 2 1
## 2006-05-10 0 0
## 2006-05-11 0 0
## 2006-05-15 1 1
## 2006-05-16 0 0
## 2006-05-17 1 2
## 2006-05-18 2 2
## 2006-05-19 0 2
## 2006-05-22 0 0
## 2006-05-23 0 0
## 2006-05-24 1 2
## 2006-05-26 3 2
## 2006-05-30 0 1
## 2006-06-01 0 0
## 2006-06-07 0 4
## 2006-06-09 0 4
## 2006-06-13 0 2
## 2006-06-14 4 2
## 2006-06-15 0 2
## 2006-06-16 0 5
## 2006-06-20 0 5
## 2006-06-21 0 5
## 2006-06-22 1 5
## 2006-06-23 1 5
## 2006-06-26 0 0
## 2006-06-27 0 0
## 2006-06-29 0 5
## 2006-07-03 3 5
## 2006-07-05 3 5
## 2006-07-06 2 5
## 2006-07-07 0 1
## 2006-07-10 1 1
## 2006-07-11 0 0
## 2006-07-14 1 3
## 2006-07-17 0 3
## 2006-07-18 5 3
## 2006-07-19 5 3
## 2006-07-20 0 0
## 2006-07-25 2 3
## 2006-07-31 0 0
## 2006-08-02 0 2
## 2006-08-03 2 2
## 2006-08-07 0 0
## 2006-08-08 0 0
## 2006-08-11 0 3
## 2006-08-14 3 3
## 2006-08-15 3 3
## 2006-08-16 1 3
## 2006-08-17 0 0
## 2006-08-18 0 0
## 2006-08-23 0 0
## 2006-08-24 0 0
## 2006-08-28 2 3
## 2006-08-29 2 3
## 2006-08-30 0 3
## 2006-09-01 0 1
## 2006-09-05 7 1
## 2006-09-06 7 2
## 2006-09-07 1 2
## 2006-09-11 2 3
## 2006-09-12 3 3
## 2006-09-13 3 3
## 2006-09-14 0 3
## 2006-09-19 1 2
## 2006-09-21 0 3
## 2006-09-27 0 0
## 2006-09-28 0 3
## 2006-09-29 0 3
## 2006-10-03 0 3
## 2006-10-04 2 1
## 2006-10-05 2 1
## 2006-10-06 0 0
## 2006-10-09 1 1
## 2006-10-10 2 1
## 2006-10-11 0 1
## 2006-10-13 0 0
## 2006-10-19 1 5
## 2006-10-20 0 5
## 2006-10-23 0 5
## 2006-10-24 0 5
## 2006-10-25 1 1
## 2006-10-26 3 1
## 2006-10-31 0 0
## 2006-11-01 0 0
## 2006-11-02 0 0
## 2006-11-03 3 2
## 2006-11-07 0 2
## 2006-11-08 0 0
## 2006-11-09 0 2
## 2006-11-10 0 2
## 2006-11-14 5 2
## 2006-11-15 5 2
## 2006-11-16 4 2
## 2006-11-21 4 3
## 2006-11-22 1 3
## 2006-11-24 0 0
## 2006-11-28 0 0
## 2006-11-29 0 0
## 2006-11-30 0 0
## 2006-12-01 0 1
## 2006-12-04 0 1
## 2006-12-05 0 1
## 2006-12-06 3 1
## 2006-12-07 3 2
## 2006-12-11 3 2
## 2006-12-12 0 0
## 2006-12-13 0 0
## 2006-12-18 1 1
## 2006-12-19 3 1
## 2006-12-20 0 0
## 2006-12-21 0 0
## 2006-12-22 3 2
## 2006-12-26 3 2
## 2006-12-28 0 0
## 2006-12-29 0 2
## 2007-01-03 1 2
## 2007-01-05 0 0
## 2007-01-09 3 2
## 2007-01-10 3 2
## 2007-01-11 2 2
## 2007-01-18 6 1
## 2007-01-19 4 1
## 2007-01-23 4 2
## 2007-01-25 4 2
## 2007-01-26 4 1
## 2007-01-29 0 1
## 2007-01-30 0 2
## 2007-02-02 1 1
## 2007-02-07 0 1
## 2007-02-09 3 2
## 2007-02-12 1 2
## 2007-02-14 0 0
## 2007-02-15 0 0
## 2007-02-16 0 0
## 2007-02-21 0 0
## 2007-02-22 0 0
## 2007-02-26 0 0
## 2007-02-27 5 1
## 2007-02-28 5 1
## 2007-03-02 0 0
## 2007-03-05 1 1
## 2007-03-06 3 1
## 2007-03-07 0 0
## 2007-03-08 0 0
## 2007-03-09 1 1
## 2007-03-12 1 1
## 2007-03-13 0 0
## 2007-03-15 5 1
## 2007-03-16 5 3
## 2007-03-19 5 3
## 2007-03-21 1 3
## 2007-03-26 0 0
## 2007-03-29 0 0
## 2007-03-30 0 0
## 2007-04-02 0 1
## 2007-04-03 3 1
## 2007-04-04 3 2
## 2007-04-05 3 2
## 2007-04-09 2 2
## 2007-04-11 0 0
## 2007-04-12 2 4
## 2007-04-13 2 4
## 2007-04-16 0 4
## 2007-04-17 1 4
## 2007-04-20 0 0
## 2007-04-23 0 0
## 2007-04-25 0 0
## 2007-05-01 2 1
## 2007-05-02 0 0
## 2007-05-04 0 1
## 2007-05-10 1 2
## 2007-05-11 4 2
## 2007-05-14 4 2
## 2007-05-15 2 3
## 2007-05-16 0 3
## 2007-05-17 5 3
## 2007-05-18 3 3
## 2007-05-21 3 3
## 2007-05-24 4 3
## 2007-05-25 4 2
## 2007-05-29 4 2
## 2007-05-31 0 0
## 2007-06-01 0 0
## 2007-06-04 0 0
## 2007-06-06 0 0
## 2007-06-08 3 1
## 2007-06-11 0 0
## 2007-06-13 3 1
## 2007-06-18 1 2
## 2007-06-19 2 2
## 2007-06-20 2 2
## 2007-06-21 0 0
## 2007-06-22 0 0
## 2007-06-25 0 0
## 2007-06-26 0 2
## 2007-06-27 1 2
## 2007-06-28 1 2
## 2007-07-03 1 5
## 2007-07-05 1 5
## 2007-07-09 1 5
## 2007-07-10 1 2
## 2007-07-12 1 2
## 2007-07-16 1 2
## 2007-07-17 6 2
## 2007-07-18 2 1
## 2007-07-19 1 1
## 2007-07-20 0 0
## 2007-07-23 5 1
## 2007-07-24 5 1
## 2007-07-25 0 0
## 2007-07-26 0 0
## 2007-07-27 0 0
## 2007-07-30 0 0
## 2007-08-01 9 2
## 2007-08-02 1 2
## 2007-08-03 2 2
## 2007-08-07 0 2
## 2007-08-08 3 2
## 2007-08-10 3 1
## 2007-08-15 3 1
## 2007-08-16 3 1
## 2007-08-17 2 3
## 2007-08-21 0 3
## 2007-08-24 1 1
## 2007-08-27 0 0
## 2007-08-28 3 4
## 2007-08-30 3 4
## 2007-08-31 1 4
## 2007-09-05 0 0
## 2007-09-07 0 0
## 2007-09-10 1 1
## 2007-09-12 1 2
## 2007-09-14 1 2
## 2007-09-18 3 2
## 2007-09-19 4 2
## 2007-09-21 0 0
## 2007-09-24 3 2
## 2007-09-25 3 2
## 2007-09-26 3 2
## 2007-09-28 3 7
## 2007-10-01 4 7
## 2007-10-02 2 7
## 2007-10-04 1 7
## 2007-10-05 2 7
## 2007-10-08 0 7
## 2007-10-10 0 0
## 2007-10-11 3 1
## 2007-10-16 3 2
## 2007-10-17 0 2
## 2007-10-18 0 0
## 2007-10-19 0 3
## 2007-10-22 1 3
## 2007-10-25 0 0
## 2007-10-30 0 1
## 2007-10-31 0 0
## 2007-11-01 0 0
## 2007-11-02 0 0
## 2007-11-05 0 0
## 2007-11-06 0 0
## 2007-11-08 0 0
## 2007-11-09 1 3
## 2007-11-13 1 3
## 2007-11-14 1 3
## 2007-11-20 1 2
## 2007-11-26 0 0
## 2007-11-27 4 1
## 2007-11-29 0 1
## 2007-12-03 0 0
## 2007-12-04 0 0
## 2007-12-05 0 0
## 2007-12-07 3 2
## 2007-12-10 0 2
## 2007-12-11 0 0
## 2007-12-12 1 1
## 2007-12-13 0 1
## 2007-12-17 0 3
## 2007-12-18 2 3
## 2007-12-19 2 3
## 2007-12-24 2 1
## 2007-12-27 0 0
## 2008-01-02 0 0
## 2008-01-03 0 0
## 2008-01-04 0 0
## 2008-01-07 0 0
## 2008-01-08 0 0
## 2008-01-10 1 1
## 2008-01-11 4 3
## 2008-01-15 4 3
## 2008-01-16 4 3
## 2008-01-17 0 1
## 2008-01-22 2 1
## 2008-01-25 2 1
## 2008-01-28 0 1
## 2008-01-29 2 3
## 2008-01-30 2 3
## 2008-01-31 1 3
## 2008-02-01 1 3
## 2008-02-04 2 3
## 2008-02-06 2 3
## 2008-02-07 1 3
## 2008-02-08 0 0
## 2008-02-12 4 1
## 2008-02-13 0 1
## 2008-02-14 0 1
## 2008-02-15 1 1
## 2008-02-19 1 1
## 2008-02-21 0 0
## 2008-02-22 4 2
## 2008-02-25 1 2
## 2008-02-26 0 2
## 2008-02-27 0 0
## 2008-02-28 0 0
## 2008-02-29 0 0
## 2008-03-03 2 2
## 2008-03-04 2 2
## 2008-03-05 4 2
## 2008-03-06 0 0
## 2008-03-07 0 0
## 2008-03-11 0 0
## 2008-03-13 0 0
## 2008-03-14 0 0
## 2008-03-18 2 5
## 2008-03-19 2 5
## 2008-03-20 2 5
## 2008-03-25 1 5
## 2008-03-26 0 0
## 2008-03-27 0 3
## 2008-03-28 0 3
## 2008-03-31 2 3
## 2008-04-01 2 3
## 2008-04-02 2 4
## 2008-04-04 3 4
## 2008-04-08 1 4
## 2008-04-11 0 0
## 2008-04-15 0 0
## 2008-04-16 0 0
## 2008-04-17 0 1
## 2008-04-18 1 1
## 2008-04-21 0 0
## 2008-04-22 0 0
## 2008-04-23 2 4
## 2008-04-24 1 4
## 2008-04-25 1 4
## 2008-04-28 3 4
## 2008-04-29 3 4
## 2008-05-02 0 0
## 2008-05-05 0 0
## 2008-05-08 1 1
## 2008-05-09 0 1
## 2008-05-19 0 0
## 2008-05-20 0 0
## 2008-05-21 0 0
## 2008-05-23 0 1
## 2008-05-27 1 1
## 2008-05-29 1 1
## 2008-05-30 0 0
## 2008-06-03 0 3
## 2008-06-04 1 3
## 2008-06-06 0 0
## 2008-06-09 0 0
## 2008-06-10 0 0
## 2008-06-11 0 0
## 2008-06-16 0 3
## 2008-06-19 4 1
## 2008-06-20 0 0
## 2008-06-25 4 1
## 2008-06-26 0 0
## 2008-06-27 1 1
## 2008-06-30 1 1
## 2008-07-02 3 3
## 2008-07-07 0 3
## 2008-07-08 1 3
## 2008-07-09 0 0
## 2008-07-10 0 0
## 2008-07-11 0 0
## 2008-07-14 0 0
## 2008-07-15 3 3
## 2008-07-17 3 3
## 2008-07-18 0 3
## 2008-07-22 1 2
## 2008-07-23 1 2
## 2008-07-24 3 1
## 2008-07-25 3 1
## 2008-07-28 3 6
## 2008-07-29 5 6
## 2008-07-30 3 6
## 2008-08-01 3 6
## 2008-08-04 0 6
## 2008-08-05 0 6
## 2008-08-06 1 4
## 2008-08-14 1 1
## 2008-08-15 1 1
## 2008-08-18 0 0
## 2008-08-20 0 0
## 2008-08-22 3 1
## 2008-08-26 0 0
## 2008-08-27 2 3
## 2008-08-28 2 3
## 2008-09-02 0 3
## 2008-09-03 0 0
## 2008-09-05 0 1
## 2008-09-09 0 0
## 2008-09-10 4 2
## 2008-09-11 4 2
## 2008-09-16 0 1
## 2008-09-17 4 1
## 2008-09-18 4 1
## 2008-09-19 0 0
## 2008-09-22 0 1
## 2008-09-23 1 1
## 2008-09-24 0 0
## 2008-09-25 0 0
## 2008-09-26 0 0
## 2008-09-29 3 2
## 2008-09-30 3 2
## 2008-10-01 0 2
## 2008-10-03 0 0
## 2008-10-06 0 0
## 2008-10-07 0 0
## 2008-10-08 0 0
## 2008-10-09 0 2
## 2008-10-13 1 2
## 2008-10-14 0 0
## 2008-10-15 4 5
## 2008-10-21 4 5
## 2008-10-24 1 1
## 2008-10-27 0 1
## 2008-10-28 0 1
## 2008-10-29 1 3
## 2008-10-31 0 3
## 2008-11-04 0 0
## 2008-11-06 0 0
## 2008-11-07 0 0
## 2008-11-12 5 1
## 2008-11-13 5 1
## 2008-11-14 2 1
## 2008-11-17 1 1
## 2008-11-19 0 0
## 2008-11-20 2 5
## 2008-11-26 0 5
## 2008-11-28 0 5
## 2008-12-01 4 5
## 2008-12-02 1 5
## 2008-12-03 3 5
## 2008-12-04 3 5
## 2008-12-05 0 5
## 2008-12-08 0 5
## 2008-12-10 2 1
## 2008-12-11 3 1
## 2008-12-12 3 1
## 2008-12-16 1 2
## 2008-12-17 0 2
## 2008-12-18 0 1
## 2008-12-19 2 1
## 2008-12-23 0 1
## 2008-12-30 3 3
## 2008-12-31 3 3
## 2009-01-02 2 3
## 2009-01-05 13 3
## 2009-01-06 13 3
## 2009-01-09 0 0
## 2009-01-12 0 0
## 2009-01-13 0 0
## 2009-01-14 13 2
## 2009-01-15 13 2
## 2009-01-16 13 2
## 2009-01-20 0 0
## 2009-01-26 0 0
## 2009-01-27 2 1
## 2009-01-28 2 1
## 2009-01-29 0 0
## 2009-02-02 0 2
## 2009-02-03 2 2
## 2009-02-06 2 1
## 2009-02-09 0 0
## 2009-02-10 0 0
## 2009-02-12 3 2
## 2009-02-13 0 2
## 2009-02-17 0 0
## 2009-02-19 0 0
## 2009-02-23 0 2
## 2009-02-25 0 0
## 2009-02-27 0 0
## 2009-03-03 2 1
## 2009-03-05 2 1
## 2009-03-06 0 1
## 2009-03-09 0 4
## 2009-03-11 1 4
## 2009-03-13 4 4
## 2009-03-16 5 2
## 2009-03-18 5 2
## 2009-03-20 5 1
## 2009-03-23 0 1
## 2009-03-24 4 2
## 2009-03-25 2 2
## 2009-03-26 1 2
## 2009-03-27 0 0
## 2009-03-30 3 5
## 2009-04-01 1 5
## 2009-04-02 5 5
## 2009-04-03 2 5
## 2009-04-06 3 5
## 2009-04-08 3 3
## 2009-04-13 3 3
## 2009-04-14 4 3
## 2009-04-15 5 3
## 2009-04-16 5 3
## 2009-04-17 1 3
## 2009-04-22 0 4
## 2009-04-24 2 4
## 2009-04-27 0 0
## 2009-04-28 3 1
## 2009-04-29 3 1
## 2009-05-01 0 4
## 2009-05-04 1 4
## 2009-05-05 1 4
## 2009-05-06 0 4
## 2009-05-07 0 0
## 2009-05-08 1 1
## 2009-05-11 1 1
## 2009-05-13 4 1
## 2009-05-14 5 1
## 2009-05-15 5 1
## 2009-05-18 5 1
## 2009-05-19 0 0
## 2009-05-21 0 0
## 2009-05-22 0 0
## 2009-05-26 0 0
## 2009-05-27 0 0
## 2009-06-03 5 0
## 2009-06-04 5 1
## 2009-06-05 0 1
## 2009-06-09 4 1
## 2009-06-10 4 2
## 2009-06-15 4 2
## 2009-06-17 0 2
## 2009-06-18 0 0
## 2009-06-23 0 0
## 2009-06-24 2 1
## 2009-06-25 2 1
## 2009-06-30 2 1
## 2009-07-06 0 0
## 2009-07-07 0 0
## 2009-07-13 0 1
## 2009-07-14 2 1
## 2009-07-15 2 1
## 2009-07-16 4 0
## 2009-07-21 0 0
## 2009-07-22 7 6
## 2009-07-23 8 6
## 2009-07-27 8 6
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## 2018-09-27 0 2
## 2018-09-28 0 0
## 2018-10-03 0 1
## 2018-10-05 0 0
## 2018-10-08 0 0
## 2018-10-09 0 0
## 2018-10-10 0 0
## 2018-10-11 0 0
## 2018-10-12 0 3
## 2018-10-15 0 3
## 2018-10-16 4 3
## 2018-10-17 0 3
## 2018-10-19 0 2
## 2018-10-22 0 2
## 2018-10-24 0 6
## 2018-10-25 1 6
## 2018-10-26 1 6
## 2018-10-29 0 6
## 2018-10-30 0 6
## 2018-10-31 0 6
## 2018-11-01 3 6
## 2018-11-02 0 0
## 2018-11-05 0 0
## 2018-11-06 0 1
## 2018-11-08 0 0
## 2018-11-09 0 3
## 2018-11-12 1 3
## 2018-11-16 0 0
## 2018-11-20 5 5
## 2018-11-21 5 5
## 2018-11-23 5 5
## 2018-11-26 2 5
## 2018-11-27 2 5
## 2018-11-28 0 5
## 2018-11-29 2 1
## 2018-11-30 0 1
## 2018-12-04 1 1
## 2018-12-06 0 1
## 2018-12-07 3 3
## 2018-12-11 3 3
## 2018-12-12 1 3
## 2018-12-17 4 1
## 2018-12-18 4 1
## 2018-12-19 0 0
## 2018-12-20 0 0
## 2018-12-21 0 0
## 2018-12-26 2 1
## 2018-12-28 0 2
## 2018-12-31 0 2
## 2019-01-02 7 2
## 2019-01-03 7 2
## 2019-01-07 1 2
## 2019-01-08 2 1
## 2019-01-09 3 1
## 2019-01-11 0 0
## 2019-01-14 0 4
## 2019-01-15 1 4
## 2019-01-16 0 4
## 2019-01-17 3 4
## 2019-01-18 0 4
## 2019-01-22 0 0
## 2019-01-23 0 3
## 2019-01-24 2 3
## 2019-01-28 2 3
## 2019-01-29 1 1
## 2019-01-30 1 1
## 2019-02-01 2 3
## 2019-02-04 0 3
## 2019-02-06 0 0
## 2019-02-07 0 0
## 2019-02-08 0 1
## 2019-02-11 0 1
## 2019-02-12 0 1
## 2019-02-13 1 1
## 2019-02-14 0 0
## 2019-02-15 1 1
## 2019-02-19 1 1
## 2019-02-20 0 0
## 2019-02-21 3 3
## 2019-02-26 0 3
## 2019-02-27 0 0
## 2019-02-28 0 0
## 2019-03-05 0 0
## 2019-03-08 5 1
## 2019-03-11 5 1
## 2019-03-12 4 2
## 2019-03-15 0 0
## 2019-03-18 1 1
## 2019-03-19 1 1
## 2019-03-25 0 0
## 2019-03-28 1 6
## 2019-04-01 1 6
## 2019-04-02 0 6
## 2019-04-03 0 6
## 2019-04-04 0 6
## 2019-04-05 3 6
## 2019-04-08 0 0
## 2019-04-09 3 2
## 2019-04-11 3 2
## 2019-04-12 0 0
## 2019-04-16 1 2
## 2019-04-17 3 2
## 2019-04-18 0 0
## 2019-04-23 3 2
## 2019-04-25 0 0
## 2019-04-26 3 2
## 2019-04-30 1 2
## 2019-05-01 0 2
## 2019-05-02 1 2
## 2019-05-03 0 2
## 2019-05-09 3 2
## 2019-05-13 3 1
## 2019-05-14 2 1
## 2019-05-15 6 1
## 2019-05-17 0 0
## 2019-05-20 4 1
## 2019-05-21 4 1
## 2019-05-23 0 0
## 2019-05-24 0 0
## 2019-05-28 0 0
## 2019-05-29 0 0
## 2019-05-30 0 0
## 2019-05-31 0 0
## 2019-06-03 1 4
## 2019-06-04 0 4
## 2019-06-05 2 4
## 2019-06-06 1 4
## 2019-06-07 0 4
## 2019-06-11 2 2
## 2019-06-12 5 2
## 2019-06-13 5 2
## 2019-06-17 0 0
## 2019-06-18 5 1
## 2019-06-20 0 0
## 2019-06-24 3 1
## 2019-06-25 3 4
## 2019-06-27 0 4
## 2019-06-28 1 4
## 2019-07-01 1 4
## 2019-07-02 0 1
## 2019-07-03 5 1
## 2019-07-05 5 1
## 2019-07-08 5 1
## 2019-07-09 1 3
## 2019-07-12 2 3
## 2019-07-15 0 1
## 2019-07-16 1 1
## 2019-07-17 0 1
## 2019-07-18 3 1
## 2019-07-22 3 2
## 2019-07-24 3 2
## 2019-07-25 0 0
## 2019-07-26 0 0
## 2019-07-29 0 0
## 2019-07-30 0 0
## 2019-07-31 0 0
## 2019-08-01 0 0
## 2019-08-02 0 0
## 2019-08-08 0 2
## 2019-08-09 0 0
## 2019-08-12 0 0
## 2019-08-13 0 0
## 2019-08-15 0 2
## 2019-08-19 1 2
## 2019-08-20 4 2
## 2019-08-21 4 2
## 2019-08-22 2 2
## 2019-08-26 0 0
## 2019-08-27 5 2
## 2019-08-28 3 2
## 2019-08-29 3 2
## 2019-08-30 4 9
## 2019-09-03 4 9
## 2019-09-04 4 9
## 2019-09-05 4 9
## 2019-09-09 0 9
## 2019-09-10 0 9
## 2019-09-11 3 9
## 2019-09-12 3 9
## 2019-09-13 3 9
## 2019-09-16 3 1
## 2019-09-17 1 1
## 2019-09-18 0 0
## 2019-09-20 0 0
## 2019-09-23 0 0
## 2019-09-24 0 1
## 2019-09-25 0 1
## 2019-09-27 0 0
## 2019-10-01 0 0
## 2019-10-02 0 0
## 2019-10-04 1 1
## 2019-10-11 1 6
## 2019-10-14 1 6
## 2019-10-15 1 6
## 2019-10-16 0 0
## 2019-10-17 1 2
## 2019-10-18 6 2
## 2019-10-23 2 4
## 2019-10-24 1 4
## 2019-10-29 0 0
## 2019-10-30 0 0
## 2019-11-04 5 3
## 2019-11-05 9 3
## 2019-11-11 0 0
## 2019-11-12 0 0
## 2019-11-13 9 2
## 2019-11-18 9 1
## 2019-11-20 0 0
## 2019-11-21 2 3
## 2019-11-22 0 3
## 2019-11-25 3 3
## 2019-11-26 3 3
## 2019-11-27 0 0
## 2019-11-29 0 0
## 2019-12-03 2 1
## 2019-12-04 0 1
## 2019-12-06 1 1
## 2019-12-11 3 1
## 2019-12-17 3 2
## 2019-12-19 3 3
## 2019-12-20 1 3
## 2019-12-23 0 3
## 2019-12-30 0 2
## 2019-12-31 1 2
## 2020-01-02 1 2
## 2020-01-03 0 0
## 2020-01-06 0 0
## 2020-01-07 4 2
## 2020-01-08 4 2
## 2020-01-09 3 2
## 2020-01-10 3 5
## 2020-01-14 3 5
## 2020-01-15 3 5
## 2020-01-16 4 5
## 2020-01-17 2 5
## 2020-01-21 1 2
## 2020-01-24 0 0
## 2020-01-28 0 1
## 2020-01-29 0 1
## 2020-01-30 3 1
## 2020-01-31 3 3
## 2020-02-03 0 3
## 2020-02-04 2 3
## 2020-02-05 0 3
## 2020-02-06 1 4
## 2020-02-10 1 4
## 2020-02-11 0 4
## 2020-02-12 2 4
## 2020-02-19 2 1
## 2020-02-20 1 1
## 2020-02-26 0 0
## 2020-02-28 0 0
## 2020-03-02 0 0
## 2020-03-03 1 1
## 2020-03-04 1 1
## 2020-03-05 0 0
## 2020-03-10 1 1
## 2020-03-13 4 1sum <- sum(predRF_round1==trainingSet$incrDaysThisCycle)
length <- length(trainingSet$incrDaysThisCycle)
accuracy_rfMod_round1 <- (sum/length)
accuracy_rfMod_round1## [1] 0.3652413results_round1 <- c(round(accuracy_rfMod_round1,2), round(100,2))
results_round1 <- as.factor(results_round1)
results_round1 <- t(data.frame(results_round1))
colnames(results_round1) <- colnames(predDF_round1)
Results_round1 <- rbind(predDF_round1, results_round1)
Results_round1## predRF_round1 IncreasingDaysThisCycle
## 2005-09-29 0 5
## 2005-09-30 1 5
## 2005-10-03 1 5
## 2005-10-04 1 5
## 2005-10-05 0 5
## 2005-10-06 2 5
## 2005-10-11 0 0
## 2005-10-12 0 0
## 2005-10-13 15 1
## 2005-10-17 0 0
## 2005-10-18 0 0
## 2005-10-20 2 2
## 2005-10-25 2 15
## 2005-10-26 0 15
## 2005-10-27 7 15
## 2005-10-31 7 15
## 2005-11-01 7 15
## 2005-11-02 8 15
## 2005-11-03 0 15
## 2005-11-04 0 15
## 2005-11-07 3 15
## 2005-11-08 0 15
## 2005-11-09 0 15
## 2005-11-10 0 15
## 2005-11-11 2 15
## 2005-11-15 2 15
## 2005-11-17 0 1
## 2005-11-18 0 0
## 2005-11-21 4 2
## 2005-11-25 0 1
## 2005-11-28 2 1
## 2005-11-29 3 2
## 2005-11-30 3 2
## 2005-12-01 0 2
## 2005-12-02 0 0
## 2005-12-05 8 2
## 2005-12-07 1 2
## 2005-12-08 1 1
## 2005-12-09 1 1
## 2005-12-15 1 8
## 2005-12-19 0 8
## 2005-12-20 0 8
## 2005-12-21 1 8
## 2005-12-22 2 8
## 2005-12-28 0 0
## 2005-12-30 0 3
## 2006-01-03 4 3
## 2006-01-04 5 3
## 2006-01-10 0 0
## 2006-01-11 1 1
## 2006-01-12 2 1
## 2006-01-13 0 0
## 2006-01-17 0 1
## 2006-01-18 4 1
## 2006-01-20 4 2
## 2006-01-25 0 0
## 2006-01-30 0 4
## 2006-01-31 5 4
## 2006-02-02 5 4
## 2006-02-06 0 0
## 2006-02-08 0 2
## 2006-02-09 0 2
## 2006-02-13 3 3
## 2006-02-14 3 3
## 2006-02-16 0 0
## 2006-02-17 0 0
## 2006-02-21 1 2
## 2006-02-22 2 2
## 2006-02-23 0 2
## 2006-02-24 0 0
## 2006-02-27 0 0
## 2006-02-28 0 0
## 2006-03-01 1 1
## 2006-03-02 3 1
## 2006-03-06 0 2
## 2006-03-07 2 2
## 2006-03-08 0 2
## 2006-03-10 2 1
## 2006-03-13 2 7
## 2006-03-14 3 7
## 2006-03-15 3 7
## 2006-03-16 3 7
## 2006-03-17 3 7
## 2006-03-21 1 7
## 2006-03-22 0 7
## 2006-03-23 0 0
## 2006-03-27 5 1
## 2006-03-31 1 1
## 2006-04-03 0 0
## 2006-04-04 0 0
## 2006-04-05 2 1
## 2006-04-06 3 1
## 2006-04-07 0 0
## 2006-04-13 0 1
## 2006-04-19 2 2
## 2006-04-21 0 4
## 2006-04-24 0 4
## 2006-04-25 2 4
## 2006-04-26 2 4
## 2006-04-28 0 5
## 2006-05-01 1 5
## 2006-05-03 1 5
## 2006-05-04 0 5
## 2006-05-08 0 1
## 2006-05-09 2 1
## 2006-05-10 0 0
## 2006-05-11 0 0
## 2006-05-15 1 1
## 2006-05-16 0 0
## 2006-05-17 1 2
## 2006-05-18 2 2
## 2006-05-19 0 2
## 2006-05-22 0 0
## 2006-05-23 0 0
## 2006-05-24 1 2
## 2006-05-26 3 2
## 2006-05-30 0 1
## 2006-06-01 0 0
## 2006-06-07 0 4
## 2006-06-09 0 4
## 2006-06-13 0 2
## 2006-06-14 4 2
## 2006-06-15 0 2
## 2006-06-16 0 5
## 2006-06-20 0 5
## 2006-06-21 0 5
## 2006-06-22 1 5
## 2006-06-23 1 5
## 2006-06-26 0 0
## 2006-06-27 0 0
## 2006-06-29 0 5
## 2006-07-03 3 5
## 2006-07-05 3 5
## 2006-07-06 2 5
## 2006-07-07 0 1
## 2006-07-10 1 1
## 2006-07-11 0 0
## 2006-07-14 1 3
## 2006-07-17 0 3
## 2006-07-18 5 3
## 2006-07-19 5 3
## 2006-07-20 0 0
## 2006-07-25 2 3
## 2006-07-31 0 0
## 2006-08-02 0 2
## 2006-08-03 2 2
## 2006-08-07 0 0
## 2006-08-08 0 0
## 2006-08-11 0 3
## 2006-08-14 3 3
## 2006-08-15 3 3
## 2006-08-16 1 3
## 2006-08-17 0 0
## 2006-08-18 0 0
## 2006-08-23 0 0
## 2006-08-24 0 0
## 2006-08-28 2 3
## 2006-08-29 2 3
## 2006-08-30 0 3
## 2006-09-01 0 1
## 2006-09-05 7 1
## 2006-09-06 7 2
## 2006-09-07 1 2
## 2006-09-11 2 3
## 2006-09-12 3 3
## 2006-09-13 3 3
## 2006-09-14 0 3
## 2006-09-19 1 2
## 2006-09-21 0 3
## 2006-09-27 0 0
## 2006-09-28 0 3
## 2006-09-29 0 3
## 2006-10-03 0 3
## 2006-10-04 2 1
## 2006-10-05 2 1
## 2006-10-06 0 0
## 2006-10-09 1 1
## 2006-10-10 2 1
## 2006-10-11 0 1
## 2006-10-13 0 0
## 2006-10-19 1 5
## 2006-10-20 0 5
## 2006-10-23 0 5
## 2006-10-24 0 5
## 2006-10-25 1 1
## 2006-10-26 3 1
## 2006-10-31 0 0
## 2006-11-01 0 0
## 2006-11-02 0 0
## 2006-11-03 3 2
## 2006-11-07 0 2
## 2006-11-08 0 0
## 2006-11-09 0 2
## 2006-11-10 0 2
## 2006-11-14 5 2
## 2006-11-15 5 2
## 2006-11-16 4 2
## 2006-11-21 4 3
## 2006-11-22 1 3
## 2006-11-24 0 0
## 2006-11-28 0 0
## 2006-11-29 0 0
## 2006-11-30 0 0
## 2006-12-01 0 1
## 2006-12-04 0 1
## 2006-12-05 0 1
## 2006-12-06 3 1
## 2006-12-07 3 2
## 2006-12-11 3 2
## 2006-12-12 0 0
## 2006-12-13 0 0
## 2006-12-18 1 1
## 2006-12-19 3 1
## 2006-12-20 0 0
## 2006-12-21 0 0
## 2006-12-22 3 2
## 2006-12-26 3 2
## 2006-12-28 0 0
## 2006-12-29 0 2
## 2007-01-03 1 2
## 2007-01-05 0 0
## 2007-01-09 3 2
## 2007-01-10 3 2
## 2007-01-11 2 2
## 2007-01-18 6 1
## 2007-01-19 4 1
## 2007-01-23 4 2
## 2007-01-25 4 2
## 2007-01-26 4 1
## 2007-01-29 0 1
## 2007-01-30 0 2
## 2007-02-02 1 1
## 2007-02-07 0 1
## 2007-02-09 3 2
## 2007-02-12 1 2
## 2007-02-14 0 0
## 2007-02-15 0 0
## 2007-02-16 0 0
## 2007-02-21 0 0
## 2007-02-22 0 0
## 2007-02-26 0 0
## 2007-02-27 5 1
## 2007-02-28 5 1
## 2007-03-02 0 0
## 2007-03-05 1 1
## 2007-03-06 3 1
## 2007-03-07 0 0
## 2007-03-08 0 0
## 2007-03-09 1 1
## 2007-03-12 1 1
## 2007-03-13 0 0
## 2007-03-15 5 1
## 2007-03-16 5 3
## 2007-03-19 5 3
## 2007-03-21 1 3
## 2007-03-26 0 0
## 2007-03-29 0 0
## 2007-03-30 0 0
## 2007-04-02 0 1
## 2007-04-03 3 1
## 2007-04-04 3 2
## 2007-04-05 3 2
## 2007-04-09 2 2
## 2007-04-11 0 0
## 2007-04-12 2 4
## 2007-04-13 2 4
## 2007-04-16 0 4
## 2007-04-17 1 4
## 2007-04-20 0 0
## 2007-04-23 0 0
## 2007-04-25 0 0
## 2007-05-01 2 1
## 2007-05-02 0 0
## 2007-05-04 0 1
## 2007-05-10 1 2
## 2007-05-11 4 2
## 2007-05-14 4 2
## 2007-05-15 2 3
## 2007-05-16 0 3
## 2007-05-17 5 3
## 2007-05-18 3 3
## 2007-05-21 3 3
## 2007-05-24 4 3
## 2007-05-25 4 2
## 2007-05-29 4 2
## 2007-05-31 0 0
## 2007-06-01 0 0
## 2007-06-04 0 0
## 2007-06-06 0 0
## 2007-06-08 3 1
## 2007-06-11 0 0
## 2007-06-13 3 1
## 2007-06-18 1 2
## 2007-06-19 2 2
## 2007-06-20 2 2
## 2007-06-21 0 0
## 2007-06-22 0 0
## 2007-06-25 0 0
## 2007-06-26 0 2
## 2007-06-27 1 2
## 2007-06-28 1 2
## 2007-07-03 1 5
## 2007-07-05 1 5
## 2007-07-09 1 5
## 2007-07-10 1 2
## 2007-07-12 1 2
## 2007-07-16 1 2
## 2007-07-17 6 2
## 2007-07-18 2 1
## 2007-07-19 1 1
## 2007-07-20 0 0
## 2007-07-23 5 1
## 2007-07-24 5 1
## 2007-07-25 0 0
## 2007-07-26 0 0
## 2007-07-27 0 0
## 2007-07-30 0 0
## 2007-08-01 9 2
## 2007-08-02 1 2
## 2007-08-03 2 2
## 2007-08-07 0 2
## 2007-08-08 3 2
## 2007-08-10 3 1
## 2007-08-15 3 1
## 2007-08-16 3 1
## 2007-08-17 2 3
## 2007-08-21 0 3
## 2007-08-24 1 1
## 2007-08-27 0 0
## 2007-08-28 3 4
## 2007-08-30 3 4
## 2007-08-31 1 4
## 2007-09-05 0 0
## 2007-09-07 0 0
## 2007-09-10 1 1
## 2007-09-12 1 2
## 2007-09-14 1 2
## 2007-09-18 3 2
## 2007-09-19 4 2
## 2007-09-21 0 0
## 2007-09-24 3 2
## 2007-09-25 3 2
## 2007-09-26 3 2
## 2007-09-28 3 7
## 2007-10-01 4 7
## 2007-10-02 2 7
## 2007-10-04 1 7
## 2007-10-05 2 7
## 2007-10-08 0 7
## 2007-10-10 0 0
## 2007-10-11 3 1
## 2007-10-16 3 2
## 2007-10-17 0 2
## 2007-10-18 0 0
## 2007-10-19 0 3
## 2007-10-22 1 3
## 2007-10-25 0 0
## 2007-10-30 0 1
## 2007-10-31 0 0
## 2007-11-01 0 0
## 2007-11-02 0 0
## 2007-11-05 0 0
## 2007-11-06 0 0
## 2007-11-08 0 0
## 2007-11-09 1 3
## 2007-11-13 1 3
## 2007-11-14 1 3
## 2007-11-20 1 2
## 2007-11-26 0 0
## 2007-11-27 4 1
## 2007-11-29 0 1
## 2007-12-03 0 0
## 2007-12-04 0 0
## 2007-12-05 0 0
## 2007-12-07 3 2
## 2007-12-10 0 2
## 2007-12-11 0 0
## 2007-12-12 1 1
## 2007-12-13 0 1
## 2007-12-17 0 3
## 2007-12-18 2 3
## 2007-12-19 2 3
## 2007-12-24 2 1
## 2007-12-27 0 0
## 2008-01-02 0 0
## 2008-01-03 0 0
## 2008-01-04 0 0
## 2008-01-07 0 0
## 2008-01-08 0 0
## 2008-01-10 1 1
## 2008-01-11 4 3
## 2008-01-15 4 3
## 2008-01-16 4 3
## 2008-01-17 0 1
## 2008-01-22 2 1
## 2008-01-25 2 1
## 2008-01-28 0 1
## 2008-01-29 2 3
## 2008-01-30 2 3
## 2008-01-31 1 3
## 2008-02-01 1 3
## 2008-02-04 2 3
## 2008-02-06 2 3
## 2008-02-07 1 3
## 2008-02-08 0 0
## 2008-02-12 4 1
## 2008-02-13 0 1
## 2008-02-14 0 1
## 2008-02-15 1 1
## 2008-02-19 1 1
## 2008-02-21 0 0
## 2008-02-22 4 2
## 2008-02-25 1 2
## 2008-02-26 0 2
## 2008-02-27 0 0
## 2008-02-28 0 0
## 2008-02-29 0 0
## 2008-03-03 2 2
## 2008-03-04 2 2
## 2008-03-05 4 2
## 2008-03-06 0 0
## 2008-03-07 0 0
## 2008-03-11 0 0
## 2008-03-13 0 0
## 2008-03-14 0 0
## 2008-03-18 2 5
## 2008-03-19 2 5
## 2008-03-20 2 5
## 2008-03-25 1 5
## 2008-03-26 0 0
## 2008-03-27 0 3
## 2008-03-28 0 3
## 2008-03-31 2 3
## 2008-04-01 2 3
## 2008-04-02 2 4
## 2008-04-04 3 4
## 2008-04-08 1 4
## 2008-04-11 0 0
## 2008-04-15 0 0
## 2008-04-16 0 0
## 2008-04-17 0 1
## 2008-04-18 1 1
## 2008-04-21 0 0
## 2008-04-22 0 0
## 2008-04-23 2 4
## 2008-04-24 1 4
## 2008-04-25 1 4
## 2008-04-28 3 4
## 2008-04-29 3 4
## 2008-05-02 0 0
## 2008-05-05 0 0
## 2008-05-08 1 1
## 2008-05-09 0 1
## 2008-05-19 0 0
## 2008-05-20 0 0
## 2008-05-21 0 0
## 2008-05-23 0 1
## 2008-05-27 1 1
## 2008-05-29 1 1
## 2008-05-30 0 0
## 2008-06-03 0 3
## 2008-06-04 1 3
## 2008-06-06 0 0
## 2008-06-09 0 0
## 2008-06-10 0 0
## 2008-06-11 0 0
## 2008-06-16 0 3
## 2008-06-19 4 1
## 2008-06-20 0 0
## 2008-06-25 4 1
## 2008-06-26 0 0
## 2008-06-27 1 1
## 2008-06-30 1 1
## 2008-07-02 3 3
## 2008-07-07 0 3
## 2008-07-08 1 3
## 2008-07-09 0 0
## 2008-07-10 0 0
## 2008-07-11 0 0
## 2008-07-14 0 0
## 2008-07-15 3 3
## 2008-07-17 3 3
## 2008-07-18 0 3
## 2008-07-22 1 2
## 2008-07-23 1 2
## 2008-07-24 3 1
## 2008-07-25 3 1
## 2008-07-28 3 6
## 2008-07-29 5 6
## 2008-07-30 3 6
## 2008-08-01 3 6
## 2008-08-04 0 6
## 2008-08-05 0 6
## 2008-08-06 1 4
## 2008-08-14 1 1
## 2008-08-15 1 1
## 2008-08-18 0 0
## 2008-08-20 0 0
## 2008-08-22 3 1
## 2008-08-26 0 0
## 2008-08-27 2 3
## 2008-08-28 2 3
## 2008-09-02 0 3
## 2008-09-03 0 0
## 2008-09-05 0 1
## 2008-09-09 0 0
## 2008-09-10 4 2
## 2008-09-11 4 2
## 2008-09-16 0 1
## 2008-09-17 4 1
## 2008-09-18 4 1
## 2008-09-19 0 0
## 2008-09-22 0 1
## 2008-09-23 1 1
## 2008-09-24 0 0
## 2008-09-25 0 0
## 2008-09-26 0 0
## 2008-09-29 3 2
## 2008-09-30 3 2
## 2008-10-01 0 2
## 2008-10-03 0 0
## 2008-10-06 0 0
## 2008-10-07 0 0
## 2008-10-08 0 0
## 2008-10-09 0 2
## 2008-10-13 1 2
## 2008-10-14 0 0
## 2008-10-15 4 5
## 2008-10-21 4 5
## 2008-10-24 1 1
## 2008-10-27 0 1
## 2008-10-28 0 1
## 2008-10-29 1 3
## 2008-10-31 0 3
## 2008-11-04 0 0
## 2008-11-06 0 0
## 2008-11-07 0 0
## 2008-11-12 5 1
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## 2018-02-06 0 2
## 2018-02-07 0 2
## 2018-02-12 0 4
## 2018-02-13 1 4
## 2018-02-16 0 5
## 2018-02-20 1 5
## 2018-02-23 0 5
## 2018-02-26 1 5
## 2018-02-27 0 0
## 2018-02-28 0 0
## 2018-03-01 0 0
## 2018-03-02 2 6
## 2018-03-05 2 6
## 2018-03-06 15 6
## 2018-03-08 15 6
## 2018-03-09 1 6
## 2018-03-14 0 0
## 2018-03-15 2 1
## 2018-03-16 2 1
## 2018-03-19 0 1
## 2018-03-21 0 0
## 2018-03-22 0 0
## 2018-03-23 7 1
## 2018-03-28 8 1
## 2018-04-02 0 3
## 2018-04-03 0 3
## 2018-04-04 3 3
## 2018-04-06 0 0
## 2018-04-09 0 0
## 2018-04-10 0 0
## 2018-04-11 2 1
## 2018-04-12 2 1
## 2018-04-13 0 1
## 2018-04-16 4 1
## 2018-04-17 4 1
## 2018-04-19 0 0
## 2018-04-24 0 0
## 2018-04-25 0 0
## 2018-04-26 3 1
## 2018-04-27 0 1
## 2018-05-01 1 1
## 2018-05-04 8 1
## 2018-05-09 1 2
## 2018-05-10 1 2
## 2018-05-14 1 2
## 2018-05-15 1 2
## 2018-05-18 0 1
## 2018-05-21 0 1
## 2018-05-22 0 0
## 2018-05-24 2 2
## 2018-05-25 2 2
## 2018-05-29 0 0
## 2018-05-30 4 3
## 2018-05-31 5 3
## 2018-06-01 5 3
## 2018-06-04 1 3
## 2018-06-07 0 0
## 2018-06-08 1 1
## 2018-06-11 0 1
## 2018-06-12 0 0
## 2018-06-13 4 1
## 2018-06-14 4 1
## 2018-06-15 0 0
## 2018-06-18 0 0
## 2018-06-20 5 1
## 2018-06-22 0 0
## 2018-06-25 0 0
## 2018-06-26 0 0
## 2018-06-27 0 0
## 2018-06-28 0 0
## 2018-07-02 3 1
## 2018-07-03 1 3
## 2018-07-09 1 3
## 2018-07-10 0 0
## 2018-07-11 0 5
## 2018-07-12 0 5
## 2018-07-13 0 5
## 2018-07-16 1 5
## 2018-07-18 1 5
## 2018-07-19 0 0
## 2018-07-20 0 1
## 2018-07-23 2 1
## 2018-07-24 0 2
## 2018-07-25 2 2
## 2018-07-30 2 1
## 2018-07-31 3 1
## 2018-08-06 0 0
## 2018-08-07 3 1
## 2018-08-08 3 1
## 2018-08-10 0 0
## 2018-08-13 0 3
## 2018-08-14 5 3
## 2018-08-15 5 3
## 2018-08-16 1 3
## 2018-08-17 1 2
## 2018-08-20 2 2
## 2018-08-21 2 2
## 2018-08-22 0 0
## 2018-08-23 0 0
## 2018-08-24 0 2
## 2018-08-28 2 2
## 2018-08-29 0 0
## 2018-08-31 0 2
## 2018-09-05 0 0
## 2018-09-06 0 0
## 2018-09-10 0 2
## 2018-09-11 1 2
## 2018-09-12 1 7
## 2018-09-13 0 7
## 2018-09-14 0 7
## 2018-09-17 2 7
## 2018-09-18 2 7
## 2018-09-19 2 7
## 2018-09-21 1 7
## 2018-09-24 0 0
## 2018-09-25 1 2
## 2018-09-26 2 2
## 2018-09-27 0 2
## 2018-09-28 0 0
## 2018-10-03 0 1
## 2018-10-05 0 0
## 2018-10-08 0 0
## 2018-10-09 0 0
## 2018-10-10 0 0
## 2018-10-11 0 0
## 2018-10-12 0 3
## 2018-10-15 0 3
## 2018-10-16 4 3
## 2018-10-17 0 3
## 2018-10-19 0 2
## 2018-10-22 0 2
## 2018-10-24 0 6
## 2018-10-25 1 6
## 2018-10-26 1 6
## 2018-10-29 0 6
## 2018-10-30 0 6
## 2018-10-31 0 6
## 2018-11-01 3 6
## 2018-11-02 0 0
## 2018-11-05 0 0
## 2018-11-06 0 1
## 2018-11-08 0 0
## 2018-11-09 0 3
## 2018-11-12 1 3
## 2018-11-16 0 0
## 2018-11-20 5 5
## 2018-11-21 5 5
## 2018-11-23 5 5
## 2018-11-26 2 5
## 2018-11-27 2 5
## 2018-11-28 0 5
## 2018-11-29 2 1
## 2018-11-30 0 1
## 2018-12-04 1 1
## 2018-12-06 0 1
## 2018-12-07 3 3
## 2018-12-11 3 3
## 2018-12-12 1 3
## 2018-12-17 4 1
## 2018-12-18 4 1
## 2018-12-19 0 0
## 2018-12-20 0 0
## 2018-12-21 0 0
## 2018-12-26 2 1
## 2018-12-28 0 2
## 2018-12-31 0 2
## 2019-01-02 7 2
## 2019-01-03 7 2
## 2019-01-07 1 2
## 2019-01-08 2 1
## 2019-01-09 3 1
## 2019-01-11 0 0
## 2019-01-14 0 4
## 2019-01-15 1 4
## 2019-01-16 0 4
## 2019-01-17 3 4
## 2019-01-18 0 4
## 2019-01-22 0 0
## 2019-01-23 0 3
## 2019-01-24 2 3
## 2019-01-28 2 3
## 2019-01-29 1 1
## 2019-01-30 1 1
## 2019-02-01 2 3
## 2019-02-04 0 3
## 2019-02-06 0 0
## 2019-02-07 0 0
## 2019-02-08 0 1
## 2019-02-11 0 1
## 2019-02-12 0 1
## 2019-02-13 1 1
## 2019-02-14 0 0
## 2019-02-15 1 1
## 2019-02-19 1 1
## 2019-02-20 0 0
## 2019-02-21 3 3
## 2019-02-26 0 3
## 2019-02-27 0 0
## 2019-02-28 0 0
## 2019-03-05 0 0
## 2019-03-08 5 1
## 2019-03-11 5 1
## 2019-03-12 4 2
## 2019-03-15 0 0
## 2019-03-18 1 1
## 2019-03-19 1 1
## 2019-03-25 0 0
## 2019-03-28 1 6
## 2019-04-01 1 6
## 2019-04-02 0 6
## 2019-04-03 0 6
## 2019-04-04 0 6
## 2019-04-05 3 6
## 2019-04-08 0 0
## 2019-04-09 3 2
## 2019-04-11 3 2
## 2019-04-12 0 0
## 2019-04-16 1 2
## 2019-04-17 3 2
## 2019-04-18 0 0
## 2019-04-23 3 2
## 2019-04-25 0 0
## 2019-04-26 3 2
## 2019-04-30 1 2
## 2019-05-01 0 2
## 2019-05-02 1 2
## 2019-05-03 0 2
## 2019-05-09 3 2
## 2019-05-13 3 1
## 2019-05-14 2 1
## 2019-05-15 6 1
## 2019-05-17 0 0
## 2019-05-20 4 1
## 2019-05-21 4 1
## 2019-05-23 0 0
## 2019-05-24 0 0
## 2019-05-28 0 0
## 2019-05-29 0 0
## 2019-05-30 0 0
## 2019-05-31 0 0
## 2019-06-03 1 4
## 2019-06-04 0 4
## 2019-06-05 2 4
## 2019-06-06 1 4
## 2019-06-07 0 4
## 2019-06-11 2 2
## 2019-06-12 5 2
## 2019-06-13 5 2
## 2019-06-17 0 0
## 2019-06-18 5 1
## 2019-06-20 0 0
## 2019-06-24 3 1
## 2019-06-25 3 4
## 2019-06-27 0 4
## 2019-06-28 1 4
## 2019-07-01 1 4
## 2019-07-02 0 1
## 2019-07-03 5 1
## 2019-07-05 5 1
## 2019-07-08 5 1
## 2019-07-09 1 3
## 2019-07-12 2 3
## 2019-07-15 0 1
## 2019-07-16 1 1
## 2019-07-17 0 1
## 2019-07-18 3 1
## 2019-07-22 3 2
## 2019-07-24 3 2
## 2019-07-25 0 0
## 2019-07-26 0 0
## 2019-07-29 0 0
## 2019-07-30 0 0
## 2019-07-31 0 0
## 2019-08-01 0 0
## 2019-08-02 0 0
## 2019-08-08 0 2
## 2019-08-09 0 0
## 2019-08-12 0 0
## 2019-08-13 0 0
## 2019-08-15 0 2
## 2019-08-19 1 2
## 2019-08-20 4 2
## 2019-08-21 4 2
## 2019-08-22 2 2
## 2019-08-26 0 0
## 2019-08-27 5 2
## 2019-08-28 3 2
## 2019-08-29 3 2
## 2019-08-30 4 9
## 2019-09-03 4 9
## 2019-09-04 4 9
## 2019-09-05 4 9
## 2019-09-09 0 9
## 2019-09-10 0 9
## 2019-09-11 3 9
## 2019-09-12 3 9
## 2019-09-13 3 9
## 2019-09-16 3 1
## 2019-09-17 1 1
## 2019-09-18 0 0
## 2019-09-20 0 0
## 2019-09-23 0 0
## 2019-09-24 0 1
## 2019-09-25 0 1
## 2019-09-27 0 0
## 2019-10-01 0 0
## 2019-10-02 0 0
## 2019-10-04 1 1
## 2019-10-11 1 6
## 2019-10-14 1 6
## 2019-10-15 1 6
## 2019-10-16 0 0
## 2019-10-17 1 2
## 2019-10-18 6 2
## 2019-10-23 2 4
## 2019-10-24 1 4
## 2019-10-29 0 0
## 2019-10-30 0 0
## 2019-11-04 5 3
## 2019-11-05 9 3
## 2019-11-11 0 0
## 2019-11-12 0 0
## 2019-11-13 9 2
## 2019-11-18 9 1
## 2019-11-20 0 0
## 2019-11-21 2 3
## 2019-11-22 0 3
## 2019-11-25 3 3
## 2019-11-26 3 3
## 2019-11-27 0 0
## 2019-11-29 0 0
## 2019-12-03 2 1
## 2019-12-04 0 1
## 2019-12-06 1 1
## 2019-12-11 3 1
## 2019-12-17 3 2
## 2019-12-19 3 3
## 2019-12-20 1 3
## 2019-12-23 0 3
## 2019-12-30 0 2
## 2019-12-31 1 2
## 2020-01-02 1 2
## 2020-01-03 0 0
## 2020-01-06 0 0
## 2020-01-07 4 2
## 2020-01-08 4 2
## 2020-01-09 3 2
## 2020-01-10 3 5
## 2020-01-14 3 5
## 2020-01-15 3 5
## 2020-01-16 4 5
## 2020-01-17 2 5
## 2020-01-21 1 2
## 2020-01-24 0 0
## 2020-01-28 0 1
## 2020-01-29 0 1
## 2020-01-30 3 1
## 2020-01-31 3 3
## 2020-02-03 0 3
## 2020-02-04 2 3
## 2020-02-05 0 3
## 2020-02-06 1 4
## 2020-02-10 1 4
## 2020-02-11 0 4
## 2020-02-12 2 4
## 2020-02-19 2 1
## 2020-02-20 1 1
## 2020-02-26 0 0
## 2020-02-28 0 0
## 2020-03-02 0 0
## 2020-03-03 1 1
## 2020-03-04 1 1
## 2020-03-05 0 0
## 2020-03-10 1 1
## 2020-03-13 4 1
## results_round1 0.37 100knnMod_round1 <- train(incrDaysThisCycle ~ .,
method='knn', preProcess=c('center','scale'),
tuneLength=10, trControl=trainControl(method='cv'), data=trainingSet)rpartMod_round1 <- train(incrDaysThisCycle ~ ., method='rpart', tuneLength=9, data=trainingSet) glmMod_round1 <- train(incrDaysThisCycle ~ .,
method='glm', data=trainingSet) predKNN <- predict(knnMod_round1, trainingSet)
predKNN_round1 <- ifelse(predKNN<0,0,round(predKNN,0))
predRPART <- predict(rpartMod_round1, trainingSet)
predRPART_round1 <- ifelse(predRPART<0,0,round(predRPART,0))predGLM <- predict(glmMod_round1, trainingSet)
predGLM_round1 <- ifelse(predGLM<0,0,round(predGLM,0))length=length(trainingSet$incrDaysThisCycle)sumKNN_round1 <- sum(predKNN_round1==trainingSet$incrDaysThisCycle)
sumRPart_round1 <- sum(predRPART_round1==trainingSet$incrDaysThisCycle)sumGLM_round1 <- sum(predGLM_round1==trainingSet$incrDaysThisCycle)accuracy_KNN_round1 <- sumKNN_round1/length
accuracy_RPART_round1 <- sumRPart_round1/length accuracy_GLM_round1 <- sumGLM_round1/length predDF2_round1 <- data.frame(predRF_round1,predKNN_round1,predRPART_round1,predGLM_round1,
IncreasingDaysThisCycle=trainingSet$incrDaysThisCycle)
colnames(predDF2_round1) <- c('RandomForest_round1','KNN_round1','Rpart_round1','GLM_round1','IncreasingDaysThisCycle')
results_round1 <- c(round(accuracy_rfMod_round1,2),
round(accuracy_KNN_round1,2),
round(accuracy_RPART_round1,2),
round(accuracy_GLM_round1,2),
round(100,2))
results_round1 <- as.factor(results_round1)
results_round1 <- t(data.frame(results_round1))
colnames(results_round1) <- c('RandomForest_round1','KNN_round1','Rpart_round1','GLM_round1','IncreasingDaysThisCycle')
Results_round1 <- rbind(predDF2_round1, results_round1)
Results_round1## RandomForest_round1 KNN_round1 Rpart_round1 GLM_round1
## 2005-09-29 0 5 4 4
## 2005-09-30 1 5 4 4
## 2005-10-03 1 6 4 4
## 2005-10-04 1 5 4 4
## 2005-10-05 0 5 4 4
## 2005-10-06 2 6 4 4
## 2005-10-11 0 0 0 0
## 2005-10-12 0 0 0 0
## 2005-10-13 15 1 1 2
## 2005-10-17 0 0 0 0
## 2005-10-18 0 0 0 0
## 2005-10-20 2 2 2 3
## 2005-10-25 2 6 14 4
## 2005-10-26 0 6 14 4
## 2005-10-27 7 6 14 4
## 2005-10-31 7 7 14 4
## 2005-11-01 7 8 14 4
## 2005-11-02 8 7 14 4
## 2005-11-03 0 7 14 4
## 2005-11-04 0 6 14 4
## 2005-11-07 3 6 14 4
## 2005-11-08 0 8 14 4
## 2005-11-09 0 6 14 4
## 2005-11-10 0 6 14 4
## 2005-11-11 2 7 14 4
## 2005-11-15 2 7 14 4
## 2005-11-17 0 1 1 2
## 2005-11-18 0 0 0 0
## 2005-11-21 4 2 2 3
## 2005-11-25 0 1 1 2
## 2005-11-28 2 1 1 2
## 2005-11-29 3 2 2 3
## 2005-11-30 3 2 2 3
## 2005-12-01 0 2 2 3
## 2005-12-02 0 0 0 0
## 2005-12-05 8 2 2 3
## 2005-12-07 1 2 2 3
## 2005-12-08 1 1 1 2
## 2005-12-09 1 1 1 2
## 2005-12-15 1 6 7 4
## 2005-12-19 0 6 7 4
## 2005-12-20 0 7 7 4
## 2005-12-21 1 6 7 4
## 2005-12-22 2 6 7 4
## 2005-12-28 0 0 0 0
## 2005-12-30 0 3 3 3
## 2006-01-03 4 3 3 3
## 2006-01-04 5 3 3 4
## 2006-01-10 0 0 0 0
## 2006-01-11 1 2 1 2
## 2006-01-12 2 1 1 2
## 2006-01-13 0 0 0 0
## 2006-01-17 0 1 1 2
## 2006-01-18 4 1 1 2
## 2006-01-20 4 3 2 3
## 2006-01-25 0 0 0 0
## 2006-01-30 0 6 4 4
## 2006-01-31 5 5 4 4
## 2006-02-02 5 5 4 4
## 2006-02-06 0 0 0 0
## 2006-02-08 0 2 2 3
## 2006-02-09 0 2 2 3
## 2006-02-13 3 4 3 3
## 2006-02-14 3 3 3 3
## 2006-02-16 0 0 0 0
## 2006-02-17 0 0 0 0
## 2006-02-21 1 2 2 3
## 2006-02-22 2 2 2 3
## 2006-02-23 0 2 2 3
## 2006-02-24 0 0 0 0
## 2006-02-27 0 0 0 0
## 2006-02-28 0 0 0 0
## 2006-03-01 1 1 1 2
## 2006-03-02 3 1 1 2
## 2006-03-06 0 2 2 3
## 2006-03-07 2 2 2 3
## 2006-03-08 0 2 2 3
## 2006-03-10 2 1 1 2
## 2006-03-13 2 6 7 4
## 2006-03-14 3 6 7 4
## 2006-03-15 3 6 7 4
## 2006-03-16 3 6 7 4
## 2006-03-17 3 5 7 4
## 2006-03-21 1 6 7 4
## 2006-03-22 0 6 7 4
## 2006-03-23 0 0 0 0
## 2006-03-27 5 1 1 2
## 2006-03-31 1 1 1 2
## 2006-04-03 0 0 0 0
## 2006-04-04 0 0 0 0
## 2006-04-05 2 1 1 2
## 2006-04-06 3 1 1 2
## 2006-04-07 0 0 0 0
## 2006-04-13 0 1 1 2
## 2006-04-19 2 2 2 3
## 2006-04-21 0 5 4 4
## 2006-04-24 0 4 4 4
## 2006-04-25 2 4 4 4
## 2006-04-26 2 4 4 4
## 2006-04-28 0 4 4 4
## 2006-05-01 1 5 4 4
## 2006-05-03 1 5 4 4
## 2006-05-04 0 4 4 4
## 2006-05-08 0 1 1 2
## 2006-05-09 2 3 1 2
## 2006-05-10 0 0 0 0
## 2006-05-11 0 0 0 0
## 2006-05-15 1 1 1 2
## 2006-05-16 0 0 0 0
## 2006-05-17 1 2 2 3
## 2006-05-18 2 2 2 3
## 2006-05-19 0 2 2 3
## 2006-05-22 0 0 0 0
## 2006-05-23 0 0 0 0
## 2006-05-24 1 2 2 3
## 2006-05-26 3 3 2 3
## 2006-05-30 0 1 1 2
## 2006-06-01 0 0 0 0
## 2006-06-07 0 4 4 4
## 2006-06-09 0 5 4 4
## 2006-06-13 0 2 2 3
## 2006-06-14 4 2 2 3
## 2006-06-15 0 2 2 3
## 2006-06-16 0 4 4 4
## 2006-06-20 0 4 4 4
## 2006-06-21 0 5 4 4
## 2006-06-22 1 4 4 4
## 2006-06-23 1 5 4 4
## 2006-06-26 0 0 0 0
## 2006-06-27 0 0 0 0
## 2006-06-29 0 5 4 4
## 2006-07-03 3 4 4 4
## 2006-07-05 3 6 4 4
## 2006-07-06 2 5 4 4
## 2006-07-07 0 1 1 2
## 2006-07-10 1 1 1 2
## 2006-07-11 0 0 0 0
## 2006-07-14 1 3 3 3
## 2006-07-17 0 3 3 3
## 2006-07-18 5 3 3 4
## 2006-07-19 5 4 3 4
## 2006-07-20 0 0 0 0
## 2006-07-25 2 3 3 4
## 2006-07-31 0 0 0 0
## 2006-08-02 0 2 2 3
## 2006-08-03 2 2 2 3
## 2006-08-07 0 0 0 0
## 2006-08-08 0 0 0 0
## 2006-08-11 0 3 3 3
## 2006-08-14 3 3 3 3
## 2006-08-15 3 4 3 4
## 2006-08-16 1 4 3 4
## 2006-08-17 0 0 0 0
## 2006-08-18 0 0 0 0
## 2006-08-23 0 0 0 0
## 2006-08-24 0 0 0 0
## 2006-08-28 2 3 3 3
## 2006-08-29 2 4 3 3
## 2006-08-30 0 4 3 4
## 2006-09-01 0 1 1 2
## 2006-09-05 7 1 1 2
## 2006-09-06 7 2 2 3
## 2006-09-07 1 2 2 3
## 2006-09-11 2 3 3 3
## 2006-09-12 3 4 3 4
## 2006-09-13 3 4 3 4
## 2006-09-14 0 3 3 4
## 2006-09-19 1 2 2 3
## 2006-09-21 0 3 3 3
## 2006-09-27 0 0 0 0
## 2006-09-28 0 4 3 3
## 2006-09-29 0 3 3 4
## 2006-10-03 0 3 3 4
## 2006-10-04 2 1 1 2
## 2006-10-05 2 1 1 2
## 2006-10-06 0 0 0 0
## 2006-10-09 1 1 1 2
## 2006-10-10 2 1 1 2
## 2006-10-11 0 1 1 2
## 2006-10-13 0 0 0 0
## 2006-10-19 1 4 4 4
## 2006-10-20 0 5 4 4
## 2006-10-23 0 5 4 4
## 2006-10-24 0 5 4 4
## 2006-10-25 1 1 1 2
## 2006-10-26 3 1 1 2
## 2006-10-31 0 0 0 0
## 2006-11-01 0 0 0 0
## 2006-11-02 0 0 0 0
## 2006-11-03 3 2 2 3
## 2006-11-07 0 2 2 3
## 2006-11-08 0 0 0 0
## 2006-11-09 0 2 2 3
## 2006-11-10 0 2 2 3
## 2006-11-14 5 2 2 3
## 2006-11-15 5 3 2 4
## 2006-11-16 4 2 2 3
## 2006-11-21 4 3 3 4
## 2006-11-22 1 3 3 4
## 2006-11-24 0 0 0 0
## 2006-11-28 0 0 0 0
## 2006-11-29 0 0 0 0
## 2006-11-30 0 0 0 0
## 2006-12-01 0 1 1 2
## 2006-12-04 0 1 1 2
## 2006-12-05 0 1 1 2
## 2006-12-06 3 2 1 2
## 2006-12-07 3 2 2 3
## 2006-12-11 3 2 2 3
## 2006-12-12 0 0 0 0
## 2006-12-13 0 0 0 0
## 2006-12-18 1 1 1 2
## 2006-12-19 3 1 1 2
## 2006-12-20 0 0 0 0
## 2006-12-21 0 0 0 0
## 2006-12-22 3 2 2 3
## 2006-12-26 3 2 2 3
## 2006-12-28 0 0 0 0
## 2006-12-29 0 2 2 3
## 2007-01-03 1 2 2 3
## 2007-01-05 0 0 0 0
## 2007-01-09 3 2 2 3
## 2007-01-10 3 2 2 3
## 2007-01-11 2 3 2 3
## 2007-01-18 6 1 1 2
## 2007-01-19 4 1 1 2
## 2007-01-23 4 2 2 3
## 2007-01-25 4 2 2 3
## 2007-01-26 4 1 1 2
## 2007-01-29 0 1 1 2
## 2007-01-30 0 2 2 3
## 2007-02-02 1 1 1 2
## 2007-02-07 0 1 1 2
## 2007-02-09 3 2 2 3
## 2007-02-12 1 3 2 3
## 2007-02-14 0 0 0 0
## 2007-02-15 0 0 0 0
## 2007-02-16 0 0 0 0
## 2007-02-21 0 0 0 0
## 2007-02-22 0 0 0 0
## 2007-02-26 0 0 0 0
## 2007-02-27 5 1 1 2
## 2007-02-28 5 1 1 2
## 2007-03-02 0 0 0 0
## 2007-03-05 1 1 1 2
## 2007-03-06 3 1 1 2
## 2007-03-07 0 0 0 0
## 2007-03-08 0 0 0 0
## 2007-03-09 1 1 1 2
## 2007-03-12 1 1 1 2
## 2007-03-13 0 0 0 0
## 2007-03-15 5 1 1 2
## 2007-03-16 5 3 3 4
## 2007-03-19 5 3 3 3
## 2007-03-21 1 3 3 4
## 2007-03-26 0 0 0 0
## 2007-03-29 0 0 0 0
## 2007-03-30 0 0 0 0
## 2007-04-02 0 1 1 2
## 2007-04-03 3 1 1 2
## 2007-04-04 3 2 2 3
## 2007-04-05 3 2 2 3
## 2007-04-09 2 2 2 3
## 2007-04-11 0 0 0 0
## 2007-04-12 2 4 4 4
## 2007-04-13 2 5 4 4
## 2007-04-16 0 4 4 4
## 2007-04-17 1 5 4 4
## 2007-04-20 0 0 0 0
## 2007-04-23 0 0 0 0
## 2007-04-25 0 0 0 0
## 2007-05-01 2 1 1 2
## 2007-05-02 0 0 0 0
## 2007-05-04 0 1 1 2
## 2007-05-10 1 3 2 3
## 2007-05-11 4 2 2 3
## 2007-05-14 4 2 2 3
## 2007-05-15 2 3 3 3
## 2007-05-16 0 3 3 4
## 2007-05-17 5 3 3 4
## 2007-05-18 3 3 3 3
## 2007-05-21 3 3 3 3
## 2007-05-24 4 3 3 4
## 2007-05-25 4 2 2 3
## 2007-05-29 4 3 2 3
## 2007-05-31 0 0 0 0
## 2007-06-01 0 0 0 0
## 2007-06-04 0 0 0 0
## 2007-06-06 0 0 0 0
## 2007-06-08 3 1 1 2
## 2007-06-11 0 0 0 0
## 2007-06-13 3 1 1 2
## 2007-06-18 1 2 2 3
## 2007-06-19 2 3 2 3
## 2007-06-20 2 2 2 3
## 2007-06-21 0 0 0 0
## 2007-06-22 0 0 0 0
## 2007-06-25 0 0 0 0
## 2007-06-26 0 2 2 3
## 2007-06-27 1 2 2 3
## 2007-06-28 1 2 2 3
## 2007-07-03 1 4 4 4
## 2007-07-05 1 5 4 4
## 2007-07-09 1 4 4 4
## 2007-07-10 1 2 2 3
## 2007-07-12 1 2 2 3
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## 2019-08-09 0
## 2019-08-12 0
## 2019-08-13 0
## 2019-08-15 2
## 2019-08-19 2
## 2019-08-20 2
## 2019-08-21 2
## 2019-08-22 2
## 2019-08-26 0
## 2019-08-27 2
## 2019-08-28 2
## 2019-08-29 2
## 2019-08-30 9
## 2019-09-03 9
## 2019-09-04 9
## 2019-09-05 9
## 2019-09-09 9
## 2019-09-10 9
## 2019-09-11 9
## 2019-09-12 9
## 2019-09-13 9
## 2019-09-16 1
## 2019-09-17 1
## 2019-09-18 0
## 2019-09-20 0
## 2019-09-23 0
## 2019-09-24 1
## 2019-09-25 1
## 2019-09-27 0
## 2019-10-01 0
## 2019-10-02 0
## 2019-10-04 1
## 2019-10-11 6
## 2019-10-14 6
## 2019-10-15 6
## 2019-10-16 0
## 2019-10-17 2
## 2019-10-18 2
## 2019-10-23 4
## 2019-10-24 4
## 2019-10-29 0
## 2019-10-30 0
## 2019-11-04 3
## 2019-11-05 3
## 2019-11-11 0
## 2019-11-12 0
## 2019-11-13 2
## 2019-11-18 1
## 2019-11-20 0
## 2019-11-21 3
## 2019-11-22 3
## 2019-11-25 3
## 2019-11-26 3
## 2019-11-27 0
## 2019-11-29 0
## 2019-12-03 1
## 2019-12-04 1
## 2019-12-06 1
## 2019-12-11 1
## 2019-12-17 2
## 2019-12-19 3
## 2019-12-20 3
## 2019-12-23 3
## 2019-12-30 2
## 2019-12-31 2
## 2020-01-02 2
## 2020-01-03 0
## 2020-01-06 0
## 2020-01-07 2
## 2020-01-08 2
## 2020-01-09 2
## 2020-01-10 5
## 2020-01-14 5
## 2020-01-15 5
## 2020-01-16 5
## 2020-01-17 5
## 2020-01-21 2
## 2020-01-24 0
## 2020-01-28 1
## 2020-01-29 1
## 2020-01-30 1
## 2020-01-31 3
## 2020-02-03 3
## 2020-02-04 3
## 2020-02-05 3
## 2020-02-06 4
## 2020-02-10 4
## 2020-02-11 4
## 2020-02-12 4
## 2020-02-19 1
## 2020-02-20 1
## 2020-02-26 0
## 2020-02-28 0
## 2020-03-02 0
## 2020-03-03 1
## 2020-03-04 1
## 2020-03-05 0
## 2020-03-10 1
## 2020-03-13 1
## results_round1 100We can align the rounded table by indices with our sAAL training set table to see what dates we can look at for clarity.
sAAL_1$Date <- row.names(sAAL_1)
trainingSet$Date <- row.names(trainingSet)
Results_round1$Date <- row.names(Results_round1)
AAL_1 <- merge(trainingSet,Results_round1, by.x='Date', by.y='Date')
tbl <- rbind(head(AAL_1),tail(AAL_1))
tbl## Date DayOfWeek stockDayValue lag1 today2lag1 incrDaysThisCycle
## 1 2005-09-29 Thursday 20.21 20.50 0.9858536 5
## 2 2005-09-30 Friday 21.01 20.21 1.0395844 5
## 3 2005-10-03 Monday 21.50 21.01 1.0233222 5
## 4 2005-10-04 Tuesday 22.16 21.50 1.0306977 5
## 5 2005-10-05 Wednesday 22.20 22.16 1.0018051 5
## 6 2005-10-06 Thursday 22.58 22.20 1.0171171 5
## 2544 2020-03-02 Monday 18.86 19.05 0.9900264 0
## 2545 2020-03-03 Tuesday 17.85 18.86 0.9464475 1
## 2546 2020-03-04 Wednesday 18.53 17.85 1.0380953 1
## 2547 2020-03-05 Thursday 16.04 18.53 0.8656233 0
## 2548 2020-03-10 Tuesday 17.00 14.75 1.1525424 1
## 2549 2020-03-13 Friday 14.31 13.45 1.0639405 1
## nTimesIncrDayCountsOccurs RandomForest_round1 KNN_round1 Rpart_round1
## 1 30 0 5 4
## 2 30 1 5 4
## 3 30 1 6 4
## 4 30 1 5 4
## 5 30 0 5 4
## 6 30 2 6 4
## 2544 955 0 0 0
## 2545 408 1 1 1
## 2546 408 1 1 1
## 2547 955 0 0 0
## 2548 408 1 2 1
## 2549 408 4 1 1
## GLM_round1 IncreasingDaysThisCycle
## 1 4 5
## 2 4 5
## 3 4 5
## 4 4 5
## 5 4 5
## 6 4 5
## 2544 0 0
## 2545 2 1
## 2546 2 1
## 2547 0 0
## 2548 2 1
## 2549 2 1Results_round1$RandomForest_round1 <-
as.numeric(paste(Results_round1$RandomForest_round1))
Results_round1$KNN_round1 <-
as.numeric(paste(Results_round1$KNN_round1))
Results_round1$Rpart_round1 <-
as.numeric(paste(Results_round1$Rpart_round1))
Results_round1$GLM_round1 <-
as.numeric(paste(Results_round1$GLM_round1))
Results_round1$IncreasingDaysThisCycle <-
as.numeric(paste(Results_round1$IncreasingDaysThisCycle))
Results_round1$mostVoted <- ifelse(
(Results_round1$RandomForest_round1==Results_round1$KNN_round1 | Results_round1$RandomForest_round1==Results_round1$Rpart_round1 | Results_round1$RandomForest_round1==Results_round1$GLM_round1),
ifelse(Results_round1$KNN_round1==Results_round1$Rpart_round1 | Results_round1$KNN_round1==Results_round1$GLM_round1,
Results_round1$RandomForest_round1,
ifelse(Results_round1$Rpart_round1 ==Results_round1$GLM_round1,
Results_round1$Rpart_round1,
Results_round1$RandomForest_round1)),
ifelse(Results_round1$KNN_round1==Results_round1$Rpart_round1 | Results_round1$KNN_round1==Results_round1$GLM_round1,
Results_round1$KNN_round1,
ifelse(Results_round1$Rpart_round1==Results_round1$GLM_round1,
Results_round1$Rpart_round1,
ifelse(Results_round1$Rpart_round1>
Results_round1$RandomForest_round1,
Results_round1$Rpart_round1,
Results_round1$RandomForest_round1))
)
)It turns out that using the training set the model was built on to predict the number of days increasing is worse than using the set aside testing set.
The model trained on the training set and tested on the training set:
tr_Results <- rbind(head(Results_round1),tail(Results_round1))
tr_Results## RandomForest_round1 KNN_round1 Rpart_round1 GLM_round1
## 2005-09-29 0.00 5.00 4.00 4.00
## 2005-09-30 1.00 5.00 4.00 4.00
## 2005-10-03 1.00 6.00 4.00 4.00
## 2005-10-04 1.00 5.00 4.00 4.00
## 2005-10-05 0.00 5.00 4.00 4.00
## 2005-10-06 2.00 6.00 4.00 4.00
## 2020-03-03 1.00 1.00 1.00 2.00
## 2020-03-04 1.00 1.00 1.00 2.00
## 2020-03-05 0.00 0.00 0.00 0.00
## 2020-03-10 1.00 2.00 1.00 2.00
## 2020-03-13 4.00 1.00 1.00 2.00
## results_round1 0.37 0.81 0.91 0.45
## IncreasingDaysThisCycle Date mostVoted
## 2005-09-29 5 2005-09-29 4.00
## 2005-09-30 5 2005-09-30 4.00
## 2005-10-03 5 2005-10-03 4.00
## 2005-10-04 5 2005-10-04 4.00
## 2005-10-05 5 2005-10-05 4.00
## 2005-10-06 5 2005-10-06 4.00
## 2020-03-03 1 2020-03-03 1.00
## 2020-03-04 1 2020-03-04 1.00
## 2020-03-05 0 2020-03-05 0.00
## 2020-03-10 1 2020-03-10 1.00
## 2020-03-13 1 2020-03-13 1.00
## results_round1 100 results_round1 0.91The model trained on the training set and tested on the testing set:
te_Results <- rbind(head(Results_round), tail(Results_round))
te_Results## RandomForest_round KNN_round Rpart_round GLM_round
## 2005-09-28 0.00 0.0 0.00 0.00
## 2005-10-07 1.00 1.0 1.00 2.00
## 2005-10-10 1.00 1.0 1.00 2.00
## 2005-10-14 1.00 1.0 1.00 2.00
## 2005-10-19 0.00 0.0 0.00 0.00
## 2005-10-21 2.00 3.0 2.00 3.00
## 2020-02-27 0.00 0.0 0.00 0.00
## 2020-03-06 0.00 0.0 0.00 0.00
## 2020-03-09 1.00 2.0 1.00 2.00
## 2020-03-11 0.00 0.0 0.00 0.00
## 2020-03-12 1.00 1.0 1.00 2.00
## results_round 0.99 0.8 0.91 0.45
## IncreasingDaysThisCycle Date mostVoted
## 2005-09-28 0 2005-09-28 0.00
## 2005-10-07 1 2005-10-07 1.00
## 2005-10-10 1 2005-10-10 1.00
## 2005-10-14 1 2005-10-14 1.00
## 2005-10-19 0 2005-10-19 0.00
## 2005-10-21 2 2005-10-21 2.00
## 2020-02-27 0 2020-02-27 0.00
## 2020-03-06 0 2020-03-06 0.00
## 2020-03-09 1 2020-03-09 1.00
## 2020-03-11 0 2020-03-11 0.00
## 2020-03-12 1 2020-03-12 1.00
## results_round 100 results_round 0.99It is the same model that takes the best model results by most voted among the four algorithms used on the training and testing sets. When the testing set was used the best model in prediction accuracy for increasing days in that cycle was random forest. And when this model was used on the training set the best model was recursive partitioned trees.
We can test out each of the 65 stocks we have records for. The stocks_65 table has the counts and groups of stock and daily stock values within the time period of that table. To modify the table to return the dates with respective counts and groups of counts within that report, the matrix_automateDateLagStocks2.Rmd file would have to have the date set in the beginning of the scipt, and ran with the number of lags or days in stock value pricing before each instance date within the time interval.It takes 10-20 minutes to produce the table csv ALL_65_stocks_countGroups_YYYY-MM-DD_YYYY_MM_DD_lagN.csv where the first ymd is the beginning of the time series and the 2nd is the date the script ran and lagN is the input number of days to lag behind each daily price ( the value N days earlier).
head(stocks_65)## stockName
## 1 AAL
## 2 AAL
## 3 AAL
## 4 AAL
## 5 AAL
## 6 AAL
## stockInfo
## 1 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## 2 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## 3 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## 4 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## 5 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## 6 American Airlines Group Inc. (AAL)\nNasdaqGS - NasdaqGS Real Time Price. Currency in USD
## stockExchange Date DayOfWeek Month Year MonthYear stockDayValue
## 1 Nasdaq 2005-09-28 Wednesday Sep 2005 Sep-2005 20.50
## 2 Nasdaq 2005-09-29 Thursday Sep 2005 Sep-2005 20.21
## 3 Nasdaq 2005-09-30 Friday Sep 2005 Sep-2005 21.01
## 4 Nasdaq 2005-10-03 Monday Oct 2005 Oct-2005 21.50
## 5 Nasdaq 2005-10-04 Tuesday Oct 2005 Oct-2005 22.16
## 6 Nasdaq 2005-10-05 Wednesday Oct 2005 Oct-2005 22.20
## startDayValue startDayDate finalDayValue finalDayDate lag1 today2lag1
## 1 19.3 2005-09-27 14.31 2020-03-13 19.30 1.0621762
## 2 19.3 2005-09-27 14.31 2020-03-13 20.50 0.9858536
## 3 19.3 2005-09-27 14.31 2020-03-13 20.21 1.0395844
## 4 19.3 2005-09-27 14.31 2020-03-13 21.01 1.0233222
## 5 19.3 2005-09-27 14.31 2020-03-13 21.50 1.0306977
## 6 19.3 2005-09-27 14.31 2020-03-13 22.16 1.0018051
## todayGrtrThanlag1 cumulativeSumTodayGrtrThanlag1 nRepeatsTodayGrtrThanlag1
## 1 1 1 2
## 2 0 1 2
## 3 1 2 1
## 4 1 3 1
## 5 1 4 1
## 6 1 5 1
## decrDaysThisCycle nTimesDecrDayCountsOccurs todayLessThanlag1
## 1 1 411 0
## 2 1 411 1
## 3 0 943 0
## 4 0 943 0
## 5 0 943 0
## 6 0 943 0
## cumulativeSumTodayLessThanlag1 nRepeatsTodayLessThanlag1 incrDaysThisCycle
## 1 0 1 0
## 2 1 6 5
## 3 1 6 5
## 4 1 6 5
## 5 1 6 5
## 6 1 6 5
## nTimesIncrDayCountsOccurs
## 1 955
## 2 30
## 3 30
## 4 30
## 5 30
## 6 30unique(stocks_65$stockName)## [1] AAL AAP ADDYY AMZN ARWR C COST CVX DLTR EPD
## [11] F FFIN FTR GOOG HD HMC HOFT HRB HST INO
## [21] JBLU JNJ JPM JWN KGJI KSS LUV M MGM MSFT
## [31] NFLX NKE NSANY NUS ONCY PCG ROST RRGB S SIG
## [41] T TEVA TGT TJX TM UBSI VZ WFC WM WMT
## [51] WWE XOM AMC ASCCY CSSEP FCAU GM GNBT GRPN PBYI
## [61] QSR SCE-PB SDC TMUS YELP
## 65 Levels: AAL AAP ADDYY AMC AMZN ARWR ASCCY C COST CSSEP CVX DLTR EPD ... YELPGo ahead and select one of the stocks in the list above and analyze where it is in a cycle of decreasing or increasing days as we did with the AAL stock.
Lets select the YELP stock, it has a limited number of observations that start March 2, 2012 through Mar 13, 2020.
sYELP <- subset(stocks_65, stocks_65$stockName=='YELP')
head(sYELP)## stockName stockInfo
## 288866 YELP Yelp Inc. (YELP)\nNYSE - NYSE Delayed Price. Currency in USD
## 288867 YELP Yelp Inc. (YELP)\nNYSE - NYSE Delayed Price. Currency in USD
## 288868 YELP Yelp Inc. (YELP)\nNYSE - NYSE Delayed Price. Currency in USD
## 288869 YELP Yelp Inc. (YELP)\nNYSE - NYSE Delayed Price. Currency in USD
## 288870 YELP Yelp Inc. (YELP)\nNYSE - NYSE Delayed Price. Currency in USD
## 288871 YELP Yelp Inc. (YELP)\nNYSE - NYSE Delayed Price. Currency in USD
## stockExchange Date DayOfWeek Month Year MonthYear stockDayValue
## 288866 NYSE 2012-03-05 Monday Mar 2012 Mar-2012 20.99
## 288867 NYSE 2012-03-06 Tuesday Mar 2012 Mar-2012 20.50
## 288868 NYSE 2012-03-07 Wednesday Mar 2012 Mar-2012 20.25
## 288869 NYSE 2012-03-08 Thursday Mar 2012 Mar-2012 20.00
## 288870 NYSE 2012-03-09 Friday Mar 2012 Mar-2012 19.80
## 288871 NYSE 2012-03-12 Monday Mar 2012 Mar-2012 22.49
## startDayValue startDayDate finalDayValue finalDayDate lag1 today2lag1
## 288866 24.58 2012-03-02 23.54 2020-03-13 24.58 0.8539463
## 288867 24.58 2012-03-02 23.54 2020-03-13 20.99 0.9766556
## 288868 24.58 2012-03-02 23.54 2020-03-13 20.50 0.9878049
## 288869 24.58 2012-03-02 23.54 2020-03-13 20.25 0.9876543
## 288870 24.58 2012-03-02 23.54 2020-03-13 20.00 0.9899999
## 288871 24.58 2012-03-02 23.54 2020-03-13 19.80 1.1358586
## todayGrtrThanlag1 cumulativeSumTodayGrtrThanlag1
## 288866 0 0
## 288867 0 0
## 288868 0 0
## 288869 0 0
## 288870 0 0
## 288871 1 1
## nRepeatsTodayGrtrThanlag1 decrDaysThisCycle nTimesDecrDayCountsOccurs
## 288866 5 4 25
## 288867 5 4 25
## 288868 5 4 25
## 288869 5 4 25
## 288870 5 4 25
## 288871 1 0 485
## todayLessThanlag1 cumulativeSumTodayLessThanlag1
## 288866 1 1
## 288867 1 2
## 288868 1 3
## 288869 1 4
## 288870 1 5
## 288871 0 5
## nRepeatsTodayLessThanlag1 incrDaysThisCycle nTimesIncrDayCountsOccurs
## 288866 1 0 494
## 288867 1 0 494
## 288868 1 0 494
## 288869 1 0 494
## 288870 3 2 131
## 288871 3 2 131str(sYELP)## 'data.frame': 2020 obs. of 25 variables:
## $ stockName : Factor w/ 65 levels "AAL","AAP","ADDYY",..: 65 65 65 65 65 65 65 65 65 65 ...
## $ stockInfo : Factor w/ 65 levels "adidas AG (ADDYY)\nOther OTC - Other OTC Delayed Price. Currency in USD",..: 65 65 65 65 65 65 65 65 65 65 ...
## $ stockExchange : Factor w/ 3 levels "Nasdaq","NYSE",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ Date : Factor w/ 5333 levels "1999-01-04","1999-01-05",..: 3314 3315 3316 3317 3318 3319 3320 3321 3322 3323 ...
## $ DayOfWeek : Factor w/ 5 levels "Friday","Monday",..: 2 4 5 3 1 2 4 5 3 1 ...
## $ Month : Factor w/ 12 levels "Apr","Aug","Dec",..: 8 8 8 8 8 8 8 8 8 8 ...
## $ Year : int 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 ...
## $ MonthYear : Factor w/ 255 levels "Apr-1999","Apr-2000",..: 163 163 163 163 163 163 163 163 163 163 ...
## $ stockDayValue : num 21 20.5 20.2 20 19.8 ...
## $ startDayValue : num 24.6 24.6 24.6 24.6 24.6 ...
## $ startDayDate : Factor w/ 24 levels "1999-01-04","1999-10-19",..: 17 17 17 17 17 17 17 17 17 17 ...
## $ finalDayValue : num 23.5 23.5 23.5 23.5 23.5 ...
## $ finalDayDate : Factor w/ 1 level "2020-03-13": 1 1 1 1 1 1 1 1 1 1 ...
## $ lag1 : num 24.6 21 20.5 20.2 20 ...
## $ today2lag1 : num 0.854 0.977 0.988 0.988 0.99 ...
## $ todayGrtrThanlag1 : int 0 0 0 0 0 1 1 0 0 0 ...
## $ cumulativeSumTodayGrtrThanlag1: int 0 0 0 0 0 1 2 2 2 2 ...
## $ nRepeatsTodayGrtrThanlag1 : int 5 5 5 5 5 1 4 4 4 4 ...
## $ decrDaysThisCycle : int 4 4 4 4 4 0 3 3 3 3 ...
## $ nTimesDecrDayCountsOccurs : int 25 25 25 25 25 485 74 74 74 74 ...
## $ todayLessThanlag1 : int 1 1 1 1 1 0 0 1 1 1 ...
## $ cumulativeSumTodayLessThanlag1: int 1 2 3 4 5 5 5 6 7 8 ...
## $ nRepeatsTodayLessThanlag1 : int 1 1 1 1 3 3 3 1 1 2 ...
## $ incrDaysThisCycle : int 0 0 0 0 2 2 2 0 0 1 ...
## $ nTimesIncrDayCountsOccurs : int 494 494 494 494 131 131 131 494 494 263 ...Lets change the date column to date and the year to a factor.
sYELP$Date <- as.Date(sYELP$Date)
sYELP$Year <- as.factor(sYELP$Year)Lets predict the number of decreasing days this cycle based on a select subset of the features displayed above.
sYELP1 <- sYELP[,c(4,5,9,14,15,19,20,21,24,25)]
colnames(sYELP1)## [1] "Date" "DayOfWeek"
## [3] "stockDayValue" "lag1"
## [5] "today2lag1" "decrDaysThisCycle"
## [7] "nTimesDecrDayCountsOccurs" "todayLessThanlag1"
## [9] "incrDaysThisCycle" "nTimesIncrDayCountsOccurs"Lets also add a lead column that will give the next day stock value for YELP using the dplyr package. We can then see how it predicts the next day value.
sYELP1$NextDayPrice <- lead(sYELP1$stockDayValue,1)
sYELP1 <- sYELP1[complete.cases(sYELP1$NextDayPrice),]
tail(sYELP1)## Date DayOfWeek stockDayValue lag1 today2lag1 decrDaysThisCycle
## 290879 2020-03-05 Thursday 29.14 31.39 0.9283211 3
## 290880 2020-03-06 Friday 28.94 29.14 0.9931367 3
## 290881 2020-03-09 Monday 26.40 28.94 0.9122322 3
## 290882 2020-03-10 Tuesday 27.81 26.40 1.0534091 2
## 290883 2020-03-11 Wednesday 24.00 27.81 0.8629990 2
## 290884 2020-03-12 Thursday 21.46 24.00 0.8941666 2
## nTimesDecrDayCountsOccurs todayLessThanlag1 incrDaysThisCycle
## 290879 74 1 0
## 290880 74 1 0
## 290881 74 1 1
## 290882 122 0 1
## 290883 122 1 0
## 290884 122 1 1
## nTimesIncrDayCountsOccurs NextDayPrice
## 290879 494 28.94
## 290880 494 26.40
## 290881 263 27.81
## 290882 263 24.00
## 290883 494 21.46
## 290884 263 23.54Since we used the next day price, the stock YELP doesn’t have information for the 13th of March 2020 in this data set and the table now extends through 3/12/2020. Make the row names the date and then remove the date column.
row.names(sYELP1) <- as.factor(sYELP1$Date)
sYELP1 <- sYELP1[,-c(1)]
head(sYELP1)## DayOfWeek stockDayValue lag1 today2lag1 decrDaysThisCycle
## 2012-03-05 Monday 20.99 24.58 0.8539463 4
## 2012-03-06 Tuesday 20.50 20.99 0.9766556 4
## 2012-03-07 Wednesday 20.25 20.50 0.9878049 4
## 2012-03-08 Thursday 20.00 20.25 0.9876543 4
## 2012-03-09 Friday 19.80 20.00 0.9899999 4
## 2012-03-12 Monday 22.49 19.80 1.1358586 0
## nTimesDecrDayCountsOccurs todayLessThanlag1 incrDaysThisCycle
## 2012-03-05 25 1 0
## 2012-03-06 25 1 0
## 2012-03-07 25 1 0
## 2012-03-08 25 1 0
## 2012-03-09 25 1 2
## 2012-03-12 485 0 2
## nTimesIncrDayCountsOccurs NextDayPrice
## 2012-03-05 494 20.50
## 2012-03-06 494 20.25
## 2012-03-07 494 20.00
## 2012-03-08 494 19.80
## 2012-03-09 131 22.49
## 2012-03-12 131 23.30Now to predict the number of decreasing days, then to predict the accuracy in next day price of the stock.
set.seed(12356789)
inTrain <- createDataPartition(y=sYELP1$decrDaysThisCycle, p=0.7, list=FALSE)
trainingSet <- sYELP1[inTrain,]
testingSet <- sYELP1[-inTrain,]rfMod <- train(decrDaysThisCycle ~ ., method='rf', data=(trainingSet),
trControl=trainControl(method='cv'), number=5)plot(rfMod)
predRF <- predict(rfMod, testingSet)
predDF <- data.frame(predRF, type=testingSet$decrDaysThisCycle)
predDF## predRF type
## 2012-03-06 3.990000e+00 4
## 2012-03-09 3.982000e+00 4
## 2012-03-13 3.000000e+00 3
## 2012-03-14 3.000000e+00 3
## 2012-03-20 1.000000e+00 1
## 2012-03-23 1.000000e+00 1
## 2012-04-04 3.000000e+00 3
## 2012-04-10 1.000000e+00 1
## 2012-04-26 -1.158185e-15 0
## 2012-05-04 -1.254108e-15 0
## 2012-05-17 1.998000e+00 2
## 2012-05-21 1.006000e+00 1
## 2012-05-30 3.000000e+00 3
## 2012-06-08 1.000000e+00 1
## 2012-06-12 -8.335554e-16 0
## 2012-06-13 -9.343637e-16 0
## 2012-06-14 -9.525714e-16 0
## 2012-06-19 1.994000e+00 2
## 2012-07-02 -1.040501e-15 0
## 2012-07-10 3.998000e+00 4
## 2012-07-13 2.000000e+00 2
## 2012-07-19 -1.169287e-15 0
## 2012-07-20 4.996000e+00 5
## 2012-07-30 2.000000e+00 2
## 2012-07-31 2.000000e+00 2
## 2012-08-01 1.994000e+00 2
## 2012-08-09 1.000000e+00 1
## 2012-08-14 8.000000e+00 8
## 2012-08-17 8.000000e+00 8
## 2012-08-20 8.000000e+00 8
## 2012-08-27 1.996000e+00 2
## 2012-08-28 2.000000e+00 2
## 2012-08-29 1.000000e+00 1
## 2012-08-31 -1.259437e-15 0
## 2012-09-06 2.000000e+00 2
## 2012-09-13 2.000000e+00 2
## 2012-09-14 2.000000e+00 2
## 2012-09-18 1.996000e+00 2
## 2012-09-20 -1.303846e-15 0
## 2012-09-24 2.000000e+00 2
## 2012-09-25 2.000000e+00 2
## 2012-09-26 -1.151967e-15 0
## 2012-10-02 1.000000e+00 1
## 2012-10-11 1.000000e+00 1
## 2012-10-16 1.000000e+00 1
## 2012-10-17 4.000000e+00 4
## 2012-10-18 4.000000e+00 4
## 2012-10-25 2.000000e+00 2
## 2012-11-02 4.000000e+00 4
## 2012-11-06 3.970000e+00 4
## 2012-11-07 2.998000e+00 3
## 2012-11-12 3.000000e+00 3
## 2012-11-14 1.002000e+00 1
## 2012-11-20 1.012000e+00 1
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## 2019-09-11 -7.820411e-16 0
## 2019-09-18 6.000000e+00 6
## 2019-09-19 6.000000e+00 6
## 2019-09-30 -1.036504e-15 0
## 2019-10-03 2.000000e+00 2
## 2019-10-07 3.998000e+00 4
## 2019-10-08 4.000000e+00 4
## 2019-10-11 -1.270095e-15 0
## 2019-10-15 -1.081801e-15 0
## 2019-10-21 -1.099565e-15 0
## 2019-10-22 2.000000e+00 2
## 2019-10-24 2.000000e+00 2
## 2019-10-25 -1.214140e-15 0
## 2019-11-04 4.000000e+00 4
## 2019-11-11 3.000000e+00 3
## 2019-11-19 2.996000e+00 3
## 2019-11-21 2.996000e+00 3
## 2019-11-26 -9.845458e-16 0
## 2019-12-03 -1.064038e-15 0
## 2019-12-04 4.990000e+00 5
## 2019-12-05 5.000000e+00 5
## 2019-12-06 5.000000e+00 5
## 2019-12-12 -1.142642e-15 0
## 2019-12-16 -1.065814e-15 0
## 2019-12-17 -1.032507e-15 0
## 2020-01-03 2.998000e+00 3
## 2020-01-10 -1.007194e-15 0
## 2020-01-15 6.000000e-03 0
## 2020-01-17 2.000000e+00 2
## 2020-01-21 1.996000e+00 2
## 2020-01-22 -9.059420e-16 0
## 2020-01-29 3.004000e+00 3
## 2020-02-04 -1.090239e-15 0
## 2020-02-11 -1.012523e-15 0
## 2020-02-19 2.996000e+00 3
## 2020-02-24 2.000000e+00 2
## 2020-03-03 1.000000e+00 1
## 2020-03-04 3.000000e+00 3sum <- sum(predRF==testingSet$decrDaysThisCycle)
length <- length(testingSet$decrDaysThisCycle)
accuracy_rfMod <- (sum/length)
accuracy_rfMod## [1] 0.3008264results <- c(round(accuracy_rfMod,2), round(100,2))
results <- as.factor(results)
results <- t(data.frame(results))
colnames(results) <- colnames(predDF)
Results <- rbind(predDF, results)
Results## predRF type
## 2012-03-06 3.99 4
## 2012-03-09 3.982 4
## 2012-03-13 3 3
## 2012-03-14 3 3
## 2012-03-20 1 1
## 2012-03-23 1 1
## 2012-04-04 3 3
## 2012-04-10 1 1
## 2012-04-26 -1.15818465928896e-15 0
## 2012-05-04 -1.25410792861658e-15 0
## 2012-05-17 1.998 2
## 2012-05-21 1.006 1
## 2012-05-30 3 3
## 2012-06-08 1 1
## 2012-06-12 -8.33555446888568e-16 0
## 2012-06-13 -9.34363697524532e-16 0
## 2012-06-14 -9.52571355128384e-16 0
## 2012-06-19 1.994 2
## 2012-07-02 -1.0405010186787e-15 0
## 2012-07-10 3.998 4
## 2012-07-13 2 2
## 2012-07-19 -1.16928688953521e-15 0
## 2012-07-20 4.996 5
## 2012-07-30 2 2
## 2012-07-31 2 2
## 2012-08-01 1.994 2
## 2012-08-09 1 1
## 2012-08-14 8 8
## 2012-08-17 8 8
## 2012-08-20 8 8
## 2012-08-27 1.996 2
## 2012-08-28 2 2
## 2012-08-29 1 1
## 2012-08-31 -1.25943699913478e-15 0
## 2012-09-06 2 2
## 2012-09-13 2 2
## 2012-09-14 2 2
## 2012-09-18 1.996 2
## 2012-09-20 -1.30384592011978e-15 0
## 2012-09-24 2 2
## 2012-09-25 2 2
## 2012-09-26 -1.15196741035106e-15 0
## 2012-10-02 1 1
## 2012-10-11 1 1
## 2012-10-16 1 1
## 2012-10-17 4 4
## 2012-10-18 4 4
## 2012-10-25 2 2
## 2012-11-02 4 4
## 2012-11-06 3.97 4
## 2012-11-07 2.998 3
## 2012-11-12 3 3
## 2012-11-14 1.002 1
## 2012-11-20 1.012 1
## 2012-12-04 2.988 3
## 2012-12-05 2.998 3
## 2012-12-06 3 3
## 2012-12-17 3 3
## 2012-12-18 3 3
## 2012-12-19 -9.77884440089838e-16 0
## 2012-12-21 1 1
## 2012-12-24 1 1
## 2012-12-31 1 1
## 2013-01-04 3 3
## 2013-01-08 2.996 3
## 2013-01-09 3 3
## 2013-01-16 4.99 5
## 2013-01-18 1 1
## 2013-01-22 1.004 1
## 2013-01-25 3 3
## 2013-01-31 2 2
## 2013-02-22 2 2
## 2013-02-25 2 2
## 2013-02-26 1.994 2
## 2013-03-01 -1.28652644093563e-15 0
## 2013-03-04 2.006 2
## 2013-03-06 1.996 2
## 2013-03-25 5.98 6
## 2013-03-26 -1.0653700144303e-15 0
## 2013-03-27 3 3
## 2013-04-05 2 2
## 2013-04-10 -1.17150733558447e-15 0
## 2013-04-11 -1.30384592011978e-15 0
## 2013-04-17 1 1
## 2013-04-19 2.996 3
## 2013-04-24 3 3
## 2013-05-03 4.002 4
## 2013-05-13 1 1
## 2013-05-14 1 1
## 2013-05-17 -1.28475008409623e-15 0
## 2013-05-20 -1.12976294985856e-15 0
## 2013-06-06 -1.29052324382428e-15 0
## 2013-06-10 3 3
## 2013-06-12 3 3
## 2013-06-14 -1.37934108579429e-15 0
## 2013-06-17 1 1
## 2013-06-25 -1.05693231944315e-15 0
## 2013-06-28 1 1
## 2013-07-10 1 1
## 2013-07-11 -9.96536186903541e-16 0
## 2013-07-15 1 1
## 2013-07-24 2.996 3
## 2013-07-25 -1.15996101612836e-15 0
## 2013-07-29 1 1
## 2013-08-09 1 1
## 2013-08-13 2.002 2
## 2013-08-21 -1.0964562591198e-15 0
## 2013-08-26 2 2
## 2013-09-04 -8.60200799479571e-16 0
## 2013-09-05 -1.0538236949742e-15 0
## 2013-09-09 1 1
## 2013-09-12 3 3
## 2013-09-16 3 3
## 2013-09-25 2.996 3
## 2013-09-27 3 3
## 2013-10-03 -9.31699162265431e-16 0
## 2013-10-09 3 3
## 2013-10-10 -1.12931886064871e-15 0
## 2013-10-11 -1.25277566098703e-15 0
## 2013-10-14 1 1
## 2013-10-16 1 1
## 2013-10-22 3 3
## 2013-10-28 2 2
## 2013-10-31 1 1
## 2013-11-05 2 2
## 2013-11-08 1 1
## 2013-11-11 0.998 1
## 2013-11-13 -1.00230934663159e-15 0
## 2013-11-15 2.988 3
## 2013-11-18 2.992 3
## 2013-11-20 3 3
## 2013-11-26 2.996 3
## 2013-11-27 3 3
## 2013-12-10 1 1
## 2013-12-23 1 1
## 2013-12-26 1 1
## 2014-01-15 1 1
## 2014-01-22 4.988 5
## 2014-01-28 1 1
## 2014-01-29 1 1
## 2014-01-31 1 1
## 2014-02-03 1 1
## 2014-02-24 -3.43725048423948e-16 0
## 2014-02-27 1 1
## 2014-03-03 -3.71702668644502e-16 0
## 2014-03-11 3 3
## 2014-03-19 6 6
## 2014-03-20 6 6
## 2014-03-21 6 6
## 2014-03-24 6 6
## 2014-03-26 6 6
## 2014-03-31 -7.49178497017056e-16 0
## 2014-04-01 3 3
## 2014-04-08 -1.02273745028469e-15 0
## 2014-04-09 2 2
## 2014-04-11 2 2
## 2014-04-14 -1.06581410364015e-15 0
## 2014-04-25 4 4
## 2014-05-01 1 1
## 2014-05-05 1 1
## 2014-05-13 2 2
## 2014-05-19 -9.40136857252583e-16 0
## 2014-05-20 -1.05782049786285e-15 0
## 2014-05-21 -1.03828057262945e-15 0
## 2014-05-28 1 1
## 2014-05-29 2 2
## 2014-05-30 2 2
## 2014-06-02 2 2
## 2014-06-05 -1.14841469667226e-15 0
## 2014-06-06 -1.32072131009409e-15 0
## 2014-06-16 1 1
## 2014-06-17 -7.55839835164807e-16 0
## 2014-06-24 1 1
## 2014-07-08 3 3
## 2014-07-14 3 3
## 2014-07-18 1 1
## 2014-07-29 -9.2281737806843e-16 0
## 2014-08-04 2 2
## 2014-08-05 1.998 2
## 2014-08-08 1 1
## 2014-08-12 1.008 1
## 2014-08-14 0.00599999999999938 0
## 2014-08-18 0.00399999999999947 0
## 2014-08-22 0.0199999999999995 0
## 2014-08-25 1.012 1
## 2014-09-02 2 2
## 2014-09-05 2 2
## 2014-09-09 2 2
## 2014-09-11 5 5
## 2014-09-23 -8.01581023779363e-16 0
## 2014-09-25 1 1
## 2014-09-26 3 3
## 2014-09-30 3 3
## 2014-10-01 3 3
## 2014-10-02 -9.9031893796564e-16 0
## 2014-10-06 1.992 2
## 2014-10-09 3 3
## 2014-10-15 -9.68114477473137e-16 0
## 2014-10-16 -1.02673425317334e-15 0
## 2014-10-21 2 2
## 2014-10-29 1 1
## 2014-11-04 2 2
## 2014-11-07 1 1
## 2014-11-14 2.996 3
## 2014-11-18 2.996 3
## 2014-12-08 2 2
## 2014-12-09 1 1
## 2014-12-10 1 1
## 2014-12-22 1 1
## 2014-12-26 2.006 2
## 2014-12-30 -1.16573417585641e-15 0
## 2014-12-31 -1.09912079437891e-15 0
## 2015-01-22 -1.00142116821189e-15 0
## 2015-02-09 1.996 2
## 2015-02-18 2 2
## 2015-02-26 -1.10222941884786e-15 0
## 2015-03-06 2.99 3
## 2015-03-09 2.996 3
## 2015-03-18 2.992 3
## 2015-03-23 -9.61009050115536e-16 0
## 2015-03-30 2 2
## 2015-04-01 2 2
## 2015-04-06 1 1
## 2015-04-17 3 3
## 2015-04-21 -1.08801856413265e-15 0
## 2015-04-22 1 1
## 2015-04-28 -1.17239551400417e-15 0
## 2015-05-06 2.996 3
## 2015-05-12 7 7
## 2015-05-13 7 7
## 2015-05-14 7 7
## 2015-05-15 7 7
## 2015-05-18 7 7
## 2015-05-29 1 1
## 2015-06-03 2 2
## 2015-06-10 4 4
## 2015-06-15 1 1
## 2015-06-17 1 1
## 2015-06-22 -1.0413891970984e-15 0
## 2015-06-25 4 4
## 2015-06-26 4 4
## 2015-06-29 4 4
## 2015-06-30 7 7
## 2015-07-07 7 7
## 2015-07-08 7 7
## 2015-07-09 7 7
## 2015-07-10 7 7
## 2015-07-14 1 1
## 2015-07-28 4 4
## 2015-07-29 4 4
## 2015-07-31 1 1
## 2015-08-03 1 1
## 2015-08-06 3 3
## 2015-08-12 1 1
## 2015-08-13 1 1
## 2015-08-17 5.998 6
## 2015-08-18 6 6
## 2015-08-25 5.966 6
## 2015-09-01 1 1
## 2015-09-04 1 1
## 2015-09-10 2 2
## 2015-09-17 10.2644333333333 9
## 2015-09-29 9.82576666666667 9
## 2015-10-05 1 1
## 2015-10-06 1 1
## 2015-10-08 -1.23279164654377e-15 0
## 2015-10-09 3 3
## 2015-10-19 3 3
## 2015-10-23 -1.30073729565083e-15 0
## 2015-10-27 2 2
## 2015-10-28 1.996 2
## 2015-11-20 1 1
## 2015-12-01 -1.08180131519475e-15 0
## 2015-12-03 2.996 3
## 2015-12-08 1 1
## 2015-12-15 3 3
## 2015-12-16 2.998 3
## 2015-12-22 -1.04360964314765e-15 0
## 2015-12-23 -1.21147536447097e-15 0
## 2015-12-30 1 1
## 2015-12-31 10.3566333333333 11
## 2016-01-06 10.8441 11
## 2016-01-15 9.7461 11
## 2016-01-19 10.0508 11
## 2016-01-26 2 2
## 2016-01-27 1.998 2
## 2016-02-03 2 2
## 2016-02-04 4.984 5
## 2016-02-05 4.986 5
## 2016-02-10 5 5
## 2016-02-18 0.998 1
## 2016-02-19 -1.01740837976649e-15 0
## 2016-02-24 1.998 2
## 2016-02-25 -8.80184813922824e-16 0
## 2016-03-04 1 1
## 2016-03-11 -1.22390986234677e-15 0
## 2016-03-15 1.004 1
## 2016-03-16 -1.08357767203415e-15 0
## 2016-03-23 3.996 4
## 2016-03-24 1.002 1
## 2016-03-31 1.998 2
## 2016-04-07 1.998 2
## 2016-04-08 2 2
## 2016-04-14 0.00199999999999903 0
## 2016-04-25 1 1
## 2016-04-26 3 3
## 2016-05-04 2 2
## 2016-05-10 2 2
## 2016-05-19 2 2
## 2016-05-23 1 1
## 2016-05-24 -1.0760281554667e-15 0
## 2016-05-27 -1.35180755478359e-15 0
## 2016-06-07 1 1
## 2016-06-08 -1.14619425062301e-15 0
## 2016-06-09 2.998 3
## 2016-06-13 3 3
## 2016-06-14 3.008 3
## 2016-06-17 -1.40465417075575e-15 0
## 2016-06-20 -1.09334763465085e-15 0
## 2016-06-21 1 1
## 2016-06-22 1 1
## 2016-06-23 2 2
## 2016-06-27 2.022 2
## 2016-07-25 -1.11199938146456e-15 0
## 2016-07-29 2 2
## 2016-08-03 -1.19637633133607e-15 0
## 2016-08-09 -9.03721542044877e-16 0
## 2016-08-12 1 1
## 2016-08-24 2.994 3
## 2016-08-29 1 1
## 2016-09-06 3 3
## 2016-09-12 1 1
## 2016-09-15 3 3
## 2016-09-16 3 3
## 2016-09-23 -1.17283960321402e-15 0
## 2016-09-26 -1.01385566608769e-15 0
## 2016-09-29 1 1
## 2016-10-03 -1.06492592522045e-15 0
## 2016-10-06 2 2
## 2016-10-11 3.998 4
## 2016-10-12 3.992 4
## 2016-10-25 3.996 4
## 2016-10-27 4 4
## 2016-10-28 4 4
## 2016-10-31 1 1
## 2016-11-02 1 1
## 2016-11-03 1 1
## 2016-11-04 0.00599999999999896 0
## 2016-11-07 -9.16600129130529e-16 0
## 2016-11-08 -9.82325332188339e-16 0
## 2016-11-17 -1.02273745028469e-15 0
## 2016-11-21 -9.2104102122903e-16 0
## 2016-11-25 2 2
## 2016-11-30 2.994 3
## 2016-12-02 3 3
## 2016-12-05 1.996 2
## 2016-12-08 2 2
## 2016-12-09 2 2
## 2016-12-14 1 1
## 2016-12-16 1 1
## 2017-01-12 1 1
## 2017-01-26 1.988 2
## 2017-02-02 4.99 5
## 2017-02-07 4.99 5
## 2017-02-14 7 7
## 2017-02-17 7 7
## 2017-02-24 7 7
## 2017-02-27 1.004 1
## 2017-02-28 1 1
## 2017-03-02 2 2
## 2017-03-07 1 1
## 2017-03-15 -1.06847863889925e-15 0
## 2017-03-21 6 6
## 2017-03-22 6 6
## 2017-03-31 0.998 1
## 2017-04-06 2 2
## 2017-04-13 2 2
## 2017-04-17 -1.11377573830396e-15 0
## 2017-04-18 1 1
## 2017-04-25 -1.00808250635964e-15 0
## 2017-05-02 1 1
## 2017-05-05 -1.10933484620546e-15 0
## 2017-05-08 2 2
## 2017-05-12 1 1
## 2017-05-18 1 1
## 2017-05-25 1 1
## 2017-05-30 -1.11510800593351e-15 0
## 2017-06-05 1 1
## 2017-06-09 1 1
## 2017-06-14 2 2
## 2017-06-22 -1.25277566098703e-15 0
## 2017-06-27 2 2
## 2017-07-05 1 1
## 2017-07-10 -1.07558406625685e-15 0
## 2017-07-11 -1.0547118733939e-15 0
## 2017-07-12 1 1
## 2017-07-14 1 1
## 2017-07-21 3.998 4
## 2017-07-24 3.946 4
## 2017-07-26 -1.04716235682645e-15 0
## 2017-07-27 -1.16529008664656e-15 0
## 2017-07-28 1 1
## 2017-07-31 1 1
## 2017-08-03 2 2
## 2017-08-10 2.996 3
## 2017-08-15 1 1
## 2017-08-25 1 1
## 2017-08-29 -1.12354570092066e-15 0
## 2017-08-30 1 1
## 2017-09-15 1 1
## 2017-09-25 4 4
## 2017-09-28 1.004 1
## 2017-10-02 -1.01607611213694e-15 0
## 2017-10-10 7 7
## 2017-10-16 7 7
## 2017-10-20 1 1
## 2017-10-31 2.988 3
## 2017-11-01 2.994 3
## 2017-11-02 3 3
## 2017-11-06 2.004 2
## 2017-11-15 1 1
## 2017-11-20 1 1
## 2017-11-21 1 1
## 2017-11-28 7.99 8
## 2017-11-29 7.99 8
## 2017-12-05 7.99 8
## 2017-12-06 7.99 8
## 2017-12-07 7.99 8
## 2017-12-11 -1.01696429055664e-15 0
## 2017-12-14 1 1
## 2017-12-18 3.982 4
## 2018-01-10 2 2
## 2018-01-12 1 1
## 2018-01-16 1 1
## 2018-01-17 1.996 2
## 2018-01-23 1 1
## 2018-01-25 -1.19326770686712e-15 0
## 2018-01-26 -1.36557432028894e-15 0
## 2018-01-31 -1.048494624456e-15 0
## 2018-02-01 2 2
## 2018-02-06 -1.10977893541531e-15 0
## 2018-02-26 4 4
## 2018-03-02 1 1
## 2018-03-06 -1.11288755988426e-15 0
## 2018-03-08 1 1
## 2018-03-09 -1.26076926676433e-15 0
## 2018-03-13 1 1
## 2018-03-15 7 7
## 2018-03-16 7 7
## 2018-03-26 1 1
## 2018-03-28 -1.00497388189069e-15 0
## 2018-04-03 -1.17061915716477e-15 0
## 2018-04-10 -1.18305365504057e-15 0
## 2018-04-17 3 3
## 2018-04-18 2.994 3
## 2018-04-20 3 3
## 2018-04-23 2 2
## 2018-04-30 1 1
## 2018-05-01 1 1
## 2018-05-02 1 1
## 2018-05-03 1 1
## 2018-05-09 2.98 3
## 2018-05-10 2.994 3
## 2018-05-16 -1.04716235682645e-15 0
## 2018-05-18 -1.31139543668723e-15 0
## 2018-05-22 1 1
## 2018-05-31 1 1
## 2018-06-06 2 2
## 2018-06-14 1 1
## 2018-06-15 1 1
## 2018-06-18 -1.0502709812954e-15 0
## 2018-06-28 -1.13997700168511e-15 0
## 2018-07-02 1 1
## 2018-07-03 1 1
## 2018-07-06 1 1
## 2018-07-10 1.996 2
## 2018-07-17 4.996 5
## 2018-07-19 5 5
## 2018-07-20 4.99 5
## 2018-07-26 3 3
## 2018-07-30 2.998 3
## 2018-08-01 -8.82849349181924e-16 0
## 2018-08-03 -1.10889075699561e-15 0
## 2018-08-06 2.004 2
## 2018-08-09 -6.20392626160537e-16 0
## 2018-08-13 1 1
## 2018-08-15 6 6
## 2018-08-22 6 6
## 2018-08-23 -1.26521015886283e-15 0
## 2018-08-29 1 1
## 2018-08-30 1 1
## 2018-08-31 2.996 3
## 2018-09-05 3 3
## 2018-09-18 1 1
## 2018-09-19 1 1
## 2018-09-21 2 2
## 2018-09-25 1 1
## 2018-09-28 2.994 3
## 2018-10-09 4.99 5
## 2018-10-16 2.982 3
## 2018-10-22 1.996 2
## 2018-10-29 2 2
## 2018-10-31 -1.09068309939175e-15 0
## 2018-11-05 -1.12487796855021e-15 0
## 2018-11-06 -1.20081722343457e-15 0
## 2018-11-08 2 2
## 2018-11-23 -1.28208554883713e-15 0
## 2018-11-26 1 1
## 2018-11-29 1 1
## 2018-12-10 -8.98836560736527e-16 0
## 2018-12-11 1 1
## 2018-12-14 2.996 3
## 2018-12-17 2.996 3
## 2018-12-18 3 3
## 2018-12-21 1.996 2
## 2018-12-28 1 1
## 2019-01-02 2 2
## 2019-01-08 -9.65894031423886e-16 0
## 2019-01-09 1 1
## 2019-01-11 1 1
## 2019-01-14 0.998 1
## 2019-01-15 -9.87654402706539e-16 0
## 2019-01-16 -8.77520278663724e-16 0
## 2019-01-17 0.00199999999999903 0
## 2019-01-29 2 2
## 2019-01-30 1 1
## 2019-02-05 3 3
## 2019-02-12 2 2
## 2019-02-19 2.994 3
## 2019-02-21 3 3
## 2019-02-25 10.0169 10
## 2019-02-26 10.0127333333333 10
## 2019-02-28 10.0441666666667 10
## 2019-03-05 10.0387666666667 10
## 2019-03-06 9.99833333333333 10
## 2019-03-18 3 3
## 2019-03-28 1 1
## 2019-04-01 -9.87654402706539e-16 0
## 2019-04-12 2.998 3
## 2019-04-16 -9.43689570931383e-16 0
## 2019-04-22 0.00599999999999908 0
## 2019-04-24 1 1
## 2019-04-26 -9.51239087498834e-16 0
## 2019-04-30 1.992 2
## 2019-05-01 2 2
## 2019-05-10 2.99 3
## 2019-05-14 -1.0715872633682e-15 0
## 2019-05-21 2 2
## 2019-06-11 1 1
## 2019-06-17 -1.10356168647741e-15 0
## 2019-06-24 1 1
## 2019-06-26 0.0159999999999993 0
## 2019-07-09 0.0139999999999994 0
## 2019-07-11 0.00399999999999937 0
## 2019-07-15 1 1
## 2019-07-17 4 4
## 2019-07-18 4 4
## 2019-07-24 1 1
## 2019-08-02 1 1
## 2019-08-06 -1.05160324892495e-15 0
## 2019-08-07 -1.06625819285e-15 0
## 2019-08-13 3 3
## 2019-08-15 -1.18838272555877e-15 0
## 2019-08-19 2.008 2
## 2019-08-28 -1.06936681731895e-15 0
## 2019-08-30 3 3
## 2019-09-10 -1.01252339845814e-15 0
## 2019-09-11 -7.8204109854596e-16 0
## 2019-09-18 6 6
## 2019-09-19 6 6
## 2019-09-30 -1.03650421579005e-15 0
## 2019-10-03 2 2
## 2019-10-07 3.998 4
## 2019-10-08 4 4
## 2019-10-11 -1.27009514017118e-15 0
## 2019-10-15 -1.08180131519475e-15 0
## 2019-10-21 -1.09956488358876e-15 0
## 2019-10-22 2 2
## 2019-10-24 2 2
## 2019-10-25 -1.21413989973007e-15 0
## 2019-11-04 4 4
## 2019-11-11 3 3
## 2019-11-19 2.996 3
## 2019-11-21 2.996 3
## 2019-11-26 -9.84545778237589e-16 0
## 2019-12-03 -1.06403774680075e-15 0
## 2019-12-04 4.99 5
## 2019-12-05 5 5
## 2019-12-06 5 5
## 2019-12-12 -1.14264153694421e-15 0
## 2019-12-16 -1.06581410364015e-15 0
## 2019-12-17 -1.0325074129014e-15 0
## 2020-01-03 2.998 3
## 2020-01-10 -1.00719432793994e-15 0
## 2020-01-15 0.00599999999999914 0
## 2020-01-17 2 2
## 2020-01-21 1.996 2
## 2020-01-22 -9.05941988094128e-16 0
## 2020-01-29 3.004 3
## 2020-02-04 -1.0902390101819e-15 0
## 2020-02-11 -1.01252339845814e-15 0
## 2020-02-19 2.996 3
## 2020-02-24 2 2
## 2020-03-03 1 1
## 2020-03-04 3 3
## results 0.3 100knnMod <- train(decrDaysThisCycle ~ .,
method='knn', preProcess=c('center','scale'),
tuneLength=10, trControl=trainControl(method='cv'), data=trainingSet)plot(knnMod)
rpartMod <- train(decrDaysThisCycle ~ ., method='rpart', tuneLength=9, data=trainingSet) glmMod <- train(decrDaysThisCycle ~ .,
method='glm', data=trainingSet) predKNN <- predict(knnMod, testingSet)
predRPART <- predict(rpartMod, testingSet)predGLM <- predict(glmMod, testingSet)length=length(testingSet$decrDaysThisCycle)sumKNN <- sum(predKNN==testingSet$decrDaysThisCycle)
sumRPart <- sum(predRPART==testingSet$decrDaysThisCycle)sumGLM <- sum(predGLM==testingSet$decrDaysThisCycle)accuracy_KNN <- sumKNN/length
accuracy_RPART <- sumRPart/length accuracy_GLM <- sumGLM/length predDF2 <- data.frame(predRF,predKNN,predRPART,predGLM,
TYPE=testingSet$decrDaysThisCycle)
colnames(predDF2) <- c('RandomForest','KNN','Rpart','GLM','TrueValue')
results <- c(round(accuracy_rfMod,2),
round(accuracy_KNN,2),
round(accuracy_RPART,2),
round(accuracy_GLM,2),
round(100,2))
results <- as.factor(results)
results <- t(data.frame(results))
colnames(results) <- c('RandomForest','KNN','Rpart','GLM','TrueValue')
Results <- rbind(predDF2, results)
Results## RandomForest KNN Rpart GLM
## 2012-03-06 3.99 5.2 4 4.41654819611789
## 2012-03-09 3.982 3.2 4 3.89724852476453
## 2012-03-13 3 2.4 3 3.28791137748239
## 2012-03-14 3 4 3 3.92381667125139
## 2012-03-20 1 1 1 1.12106526722855
## 2012-03-23 1 1.2 1 1.3072109671944
## 2012-04-04 3 4.2 3 3.69993196664257
## 2012-04-10 1 1.2 1 1.41266916574652
## 2012-04-26 -1.15818465928896e-15 0 0 -0.452819764655824
## 2012-05-04 -1.25410792861658e-15 0 0 -0.554119880886433
## 2012-05-17 1.998 3.2 2 3.22495659139115
## 2012-05-21 1.006 1 1 1.63595830445111
## 2012-05-30 3 2.8 3 3.43029352951083
## 2012-06-08 1 0.4 1 1.2030631348265
## 2012-06-12 -8.33555446888568e-16 0 0 -0.224021690889782
## 2012-06-13 -9.34363697524532e-16 0.2 0 -0.135159530048213
## 2012-06-14 -9.52571355128384e-16 0 0 0.0103222746595462
## 2012-06-19 1.994 0.6 2 3.35783284748428
## 2012-07-02 -1.0405010186787e-15 0 0 -0.439371581453153
## 2012-07-10 3.998 5.4 4 4.40282230073301
## 2012-07-13 2 2.8 2 3.51617750602203
## 2012-07-19 -1.16928688953521e-15 0 0 -0.664651493186763
## 2012-07-20 4.996 5.4 5 4.06308645730994
## 2012-07-30 2 2.2 2 3.11910981780276
## 2012-07-31 2 2.6 2 3.40341493741573
## 2012-08-01 1.994 3.6 2 3.26500853831038
## 2012-08-09 1 1 1 1.39734533852713
## 2012-08-14 8 5.4 7.45238095238095 4.69914292426322
## 2012-08-17 8 6.6 7.45238095238095 4.55468469253308
## 2012-08-20 8 6.8 7.45238095238095 4.68048979687643
## 2012-08-27 1.996 3.2 2 3.47423631712925
## 2012-08-28 2 1.8 2 3.37990725867635
## 2012-08-29 1 0.4 1 1.10848836991716
## 2012-08-31 -1.25943699913478e-15 0 0 -0.290123002320069
## 2012-09-06 2 2.8 2 3.36041763560902
## 2012-09-13 2 1.8 2 3.17715939907413
## 2012-09-14 2 1.6 2 3.05302074938274
## 2012-09-18 1.996 2.4 2 2.72437328063717
## 2012-09-20 -1.30384592011978e-15 0 0 -0.547929664495428
## 2012-09-24 2 2.2 2 3.50735270789961
## 2012-09-25 2 2.4 2 2.64135462630274
## 2012-09-26 -1.15196741035106e-15 0 0 -0.476404268753255
## 2012-10-02 1 1 1 1.11271481626609
## 2012-10-11 1 1 1 1.70787648017067
## 2012-10-16 1 1 1 1.44332780534918
## 2012-10-17 4 3.8 4 4.02144904137939
## 2012-10-18 4 7.4 4 4.422368588763
## 2012-10-25 2 4 2 3.45908000045449
## 2012-11-02 4 2.6 4 4.58871996572467
## 2012-11-06 3.97 5 4 3.93843484287195
## 2012-11-07 2.998 3.4 3 3.6695998390939
## 2012-11-12 3 2 3 3.51511012859404
## 2012-11-14 1.002 1 1 1.31922237408604
## 2012-11-20 1.012 0.6 1 1.59730544888093
## 2012-12-04 2.988 3 3 3.92688484464847
## 2012-12-05 2.998 3 3 3.87711082404679
## 2012-12-06 3 2.8 3 3.5492686145114
## 2012-12-17 3 4.4 3 3.96462336154769
## 2012-12-18 3 2.6 3 3.2493887516163
## 2012-12-19 -9.77884440089838e-16 0 0 -0.523429132702788
## 2012-12-21 1 1 1 1.55104761098905
## 2012-12-24 1 1.2 1 1.29720854845336
## 2012-12-31 1 1.2 1 1.28690881525869
## 2013-01-04 3 2.2 3 3.34142308035963
## 2013-01-08 2.996 3 3 3.9251373047454
## 2013-01-09 3 2.4 3 3.46195395117891
## 2013-01-16 4.99 6 5 4.55818772251961
## 2013-01-18 1 1 1 1.80313295653924
## 2013-01-22 1.004 1.2 1 1.21916509194044
## 2013-01-25 3 4.2 3 3.49987670548488
## 2013-01-31 2 2.8 2 3.11265973244273
## 2013-02-22 2 2.8 2 3.00001391212326
## 2013-02-25 2 2.6 2 3.51298382652468
## 2013-02-26 1.994 2.6 2 2.7358736684979
## 2013-03-01 -1.28652644093563e-15 0 0 -0.504043024568033
## 2013-03-04 2.006 1.4 2 3.08588902352154
## 2013-03-06 1.996 3.4 2 2.62994757687873
## 2013-03-25 5.98 2.6 6 3.80921695414651
## 2013-03-26 -1.0653700144303e-15 0 0 -0.580968295408387
## 2013-03-27 3 4 3 3.45649675505754
## 2013-04-05 2 2.4 2 2.80824264230336
## 2013-04-10 -1.17150733558447e-15 0 0 -0.593473503140289
## 2013-04-11 -1.30384592011978e-15 0 0 -0.534158530853193
## 2013-04-17 1 1 1 1.64124657980014
## 2013-04-19 2.996 5 3 3.72574453979792
## 2013-04-24 3 4 3 3.1080536132497
## 2013-05-03 4.002 3.8 4 4.35088905886796
## 2013-05-13 1 1 1 1.34775173978214
## 2013-05-14 1 1 1 1.60520467075252
## 2013-05-17 -1.28475008409623e-15 0 0 -0.497865005738585
## 2013-05-20 -1.12976294985856e-15 0 0 -0.446813985969121
## 2013-06-06 -1.29052324382428e-15 0 0 -0.519068632067185
## 2013-06-10 3 3.2 3 3.86387923977987
## 2013-06-12 3 3 3 3.02066206178617
## 2013-06-14 -1.37934108579429e-15 0 0 -0.517185160848975
## 2013-06-17 1 1 1 1.4709283607648
## 2013-06-25 -1.05693231944315e-15 0 0 -0.25960613011768
## 2013-06-28 1 1 1 1.6503808180208
## 2013-07-10 1 1 1 1.04046512606865
## 2013-07-11 -9.96536186903541e-16 0 0 -0.466507704347712
## 2013-07-15 1 1 1 1.05884394304205
## 2013-07-24 2.996 2.8 3 3.08337359914447
## 2013-07-25 -1.15996101612836e-15 0 0 -0.612189944789337
## 2013-07-29 1 1 1 1.40719309213059
## 2013-08-09 1 1 1 1.50686510834075
## 2013-08-13 2.002 2.8 2 2.99117914070592
## 2013-08-21 -1.0964562591198e-15 0 0 -0.656615664073211
## 2013-08-26 2 2.2 2 2.42676763850533
## 2013-09-04 -8.60200799479571e-16 0 0 -0.346559196088933
## 2013-09-05 -1.0538236949742e-15 0 0 -0.301371311939924
## 2013-09-09 1 1.4 1 0.951629562107645
## 2013-09-12 3 2.8 3 3.46119901868491
## 2013-09-16 3 2.4 3 3.11037841387591
## 2013-09-25 2.996 2.6 3 3.14200044817976
## 2013-09-27 3 2.4 3 3.38538405720198
## 2013-10-03 -9.31699162265431e-16 0.2 0 -0.683141335924609
## 2013-10-09 3 2 3 2.95660255239912
## 2013-10-10 -1.12931886064871e-15 0 0 -0.624552973333524
## 2013-10-11 -1.25277566098703e-15 0 0 -0.682574565041363
## 2013-10-14 1 0.6 1 1.23676844006343
## 2013-10-16 1 1.6 1 1.39959736035232
## 2013-10-22 3 4.2 3 3.08904515564585
## 2013-10-28 2 3.6 2 2.63393195861932
## 2013-10-31 1 1.2 1 1.41166774116698
## 2013-11-05 2 2.2 2 2.27184507069297
## 2013-11-08 1 1.2 1 1.5201163914207
## 2013-11-11 0.998 1.6 1 1.10651410139173
## 2013-11-13 -1.00230934663159e-15 0.2 0 -0.713460189106234
## 2013-11-15 2.988 2.6 3 2.76969837650424
## 2013-11-18 2.992 3.2 3 3.12307029779369
## 2013-11-20 3 2 3 3.10787345550896
## 2013-11-26 2.996 1.6 3 3.52842869955518
## 2013-11-27 3 2.6 3 3.48471996118792
## 2013-12-10 1 1.2 1 1.03783813162165
## 2013-12-23 1 0.4 1 1.18927852266693
## 2013-12-26 1 1.2 1 1.22594334351813
## 2014-01-15 1 1 1 0.627525688731033
## 2014-01-22 4.988 3 5 3.81435133978871
## 2014-01-28 1 1.2 1 1.15207599710359
## 2014-01-29 1 1.4 1 0.798322785085855
## 2014-01-31 1 1.4 1 1.0416382372169
## 2014-02-03 1 2.4 1 1.23590183122316
## 2014-02-24 -3.43725048423948e-16 0 0 -0.441892420943152
## 2014-02-27 1 0.2 1 1.2107514242155
## 2014-03-03 -3.71702668644502e-16 0.2 0 -0.720860877989637
## 2014-03-11 3 3.8 3 2.83881705605336
## 2014-03-19 6 2.8 6 3.5312188756809
## 2014-03-20 6 2.8 6 3.7545226618541
## 2014-03-21 6 3.4 6 3.85321691565984
## 2014-03-24 6 3.2 6 3.78514865471534
## 2014-03-26 6 2.6 6 3.51269562094291
## 2014-03-31 -7.49178497017056e-16 0 0 -0.571529557868325
## 2014-04-01 3 3 3 2.76709574142933
## 2014-04-08 -1.02273745028469e-15 0 0 -0.43550261896036
## 2014-04-09 2 1.8 2 2.0728190829934
## 2014-04-11 2 1.6 2 2.27389773690405
## 2014-04-14 -1.06581410364015e-15 0 0 -0.671913693383352
## 2014-04-25 4 2.8 4 3.70252252870452
## 2014-05-01 1 1.6 1 1.28270050421987
## 2014-05-05 1 0.8 1 0.753872811974462
## 2014-05-13 2 3.2 2 3.02716809235263
## 2014-05-19 -9.40136857252583e-16 0 0 -0.258379429571149
## 2014-05-20 -1.05782049786285e-15 0 0 -0.388095325008374
## 2014-05-21 -1.03828057262945e-15 0 0 -0.134402246536188
## 2014-05-28 1 1.2 1 1.5298606441995
## 2014-05-29 2 1.6 2 2.92178496510371
## 2014-05-30 2 2.4 2 2.85143332596339
## 2014-06-02 2 3 2 2.48145217859519
## 2014-06-05 -1.14841469667226e-15 0 0 -0.815490617454947
## 2014-06-06 -1.32072131009409e-15 0 0 -0.784788701433568
## 2014-06-16 1 1.8 1 0.782563780792834
## 2014-06-17 -7.55839835164807e-16 0 0 -0.664933331102253
## 2014-06-24 1 1.2 1 1.02554111233476
## 2014-07-08 3 3 3 2.66579137856696
## 2014-07-14 3 1.8 3 3.21969894857891
## 2014-07-18 1 1.6 1 1.56178089709938
## 2014-07-29 -9.2281737806843e-16 0 0 -0.299766326609043
## 2014-08-04 2 1.8 2 3.03460192345986
## 2014-08-05 1.998 3.4 2 2.99779830726122
## 2014-08-08 1 1.4 1 1.22765028997302
## 2014-08-12 1.008 1 1 2.16586333129073
## 2014-08-14 0.00599999999999938 0 0 0.245295241335644
## 2014-08-18 0.00399999999999947 0 0 0.287543505746747
## 2014-08-22 0.0199999999999995 0 0 0.2266772578444
## 2014-08-25 1.012 0 1 2.16131930062607
## 2014-09-02 2 2 2 2.51121771038237
## 2014-09-05 2 2.4 2 2.83769700323085
## 2014-09-09 2 3 2 2.43542820606356
## 2014-09-11 5 3 5 4.00811107098575
## 2014-09-23 -8.01581023779363e-16 0 0 -0.821226899322059
## 2014-09-25 1 1.4 1 0.884564656318213
## 2014-09-26 3 2.4 3 3.29023076311552
## 2014-09-30 3 4.2 3 3.3454953353014
## 2014-10-01 3 2.8 3 2.82773345434501
## 2014-10-02 -9.9031893796564e-16 0 0 -0.763081562482324
## 2014-10-06 1.992 3 2 3.01792286166821
## 2014-10-09 3 2.6 3 3.15795020494442
## 2014-10-15 -9.68114477473137e-16 0 0 -0.388063122107408
## 2014-10-16 -1.02673425317334e-15 0 0 -0.455016682915137
## 2014-10-21 2 1.6 2 3.05736138537216
## 2014-10-29 1 1.8 1 0.794912944724476
## 2014-11-04 2 3.4 2 2.82492947819927
## 2014-11-07 1 1 1 0.921266342999378
## 2014-11-14 2.996 2.8 3 3.37700099872378
## 2014-11-18 2.996 3.4 3 3.42586016597331
## 2014-12-08 2 2.4 2 2.69766510566287
## 2014-12-09 1 1 1 1.49224850247813
## 2014-12-10 1 1.6 1 0.901638452828156
## 2014-12-22 1 1 1 1.14589762632079
## 2014-12-26 2.006 1.8 2 2.46118573755588
## 2014-12-30 -1.16573417585641e-15 0 0 -0.657146169543687
## 2014-12-31 -1.09912079437891e-15 0 0 -0.689199499225842
## 2015-01-22 -1.00142116821189e-15 0 0 -0.112067972937106
## 2015-02-09 1.996 2.2 2 2.69144732611981
## 2015-02-18 2 2.2 2 3.19129634018514
## 2015-02-26 -1.10222941884786e-15 0 0 -0.699180700429814
## 2015-03-06 2.99 4.8 3 3.61502029330507
## 2015-03-09 2.996 4.2 3 3.68547424879701
## 2015-03-18 2.992 4.4 3 3.53126378163703
## 2015-03-23 -9.61009050115536e-16 0 0 -0.652930221045058
## 2015-03-30 2 1.4 2 2.86546184768936
## 2015-04-01 2 2.4 2 2.51645303116102
## 2015-04-06 1 1 1 1.35737582096745
## 2015-04-17 3 3.6 3 3.71482067168454
## 2015-04-21 -1.08801856413265e-15 0 0 -0.631311317073207
## 2015-04-22 1 1 1 1.31823047686476
## 2015-04-28 -1.17239551400417e-15 0 0 -0.711851162784146
## 2015-05-06 2.996 2.8 3 3.79652799882655
## 2015-05-12 7 2.8 7.45238095238095 4.09456649467265
## 2015-05-13 7 5.8 7.45238095238095 4.29683219575849
## 2015-05-14 7 6 7.45238095238095 4.33586918074476
## 2015-05-15 7 6 7.45238095238095 4.39270555679356
## 2015-05-18 7 5.6 7.45238095238095 4.42440754699721
## 2015-05-29 1 1 1 1.3318075568755
## 2015-06-03 2 2.6 2 3.16032939683289
## 2015-06-10 4 5.8 4 4.09250778864393
## 2015-06-15 1 1 1 1.30838073665078
## 2015-06-17 1 1.2 1 1.25627478929142
## 2015-06-22 -1.0413891970984e-15 0 0 -0.599594471336859
## 2015-06-25 4 5.8 4 4.17336318583298
## 2015-06-26 4 5.8 4 4.0498312285939
## 2015-06-29 4 2.4 4 3.70440275125594
## 2015-06-30 7 3.4 7.45238095238095 4.18057695740625
## 2015-07-07 7 4 7.45238095238095 4.37571020803841
## 2015-07-08 7 5.2 7.45238095238095 4.41300577643101
## 2015-07-09 7 5.6 7.45238095238095 4.49882045831644
## 2015-07-10 7 3.6 7.45238095238095 3.75400969734689
## 2015-07-14 1 1 1 1.305950524194
## 2015-07-28 4 3.8 4 3.45026184716316
## 2015-07-29 4 1.8 4 3.77904033803672
## 2015-07-31 1 1 1 1.47587422505031
## 2015-08-03 1 1 1 1.43688851473088
## 2015-08-06 3 6.8 3 3.93433524467327
## 2015-08-12 1 1 1 1.64780040252898
## 2015-08-13 1 1.2 1 1.28459552474699
## 2015-08-17 5.998 2.4 6 3.98513916857175
## 2015-08-18 6 7.4 6 4.59208190530213
## 2015-08-25 5.966 3.2 6 3.7916159307644
## 2015-09-01 1 1 1 1.49409146782693
## 2015-09-04 1 1 1 1.78963512921065
## 2015-09-10 2 2.6 2 2.92430696633589
## 2015-09-17 10.2644333333333 6.4 10 4.5807509882967
## 2015-09-29 9.82576666666667 3.6 10 4.09844122458167
## 2015-10-05 1 1 1 1.55087090029792
## 2015-10-06 1 1.2 1 1.1879229043993
## 2015-10-08 -1.23279164654377e-15 0 0 -0.416885432134541
## 2015-10-09 3 2.2 3 3.20418050034571
## 2015-10-19 3 4.2 3 3.95077472665856
## 2015-10-23 -1.30073729565083e-15 0 0 -0.304404721113452
## 2015-10-27 2 4.2 2 3.4523865020246
## 2015-10-28 1.996 2.6 2 2.99342470811357
## 2015-11-20 1 0.8 1 1.46978566158977
## 2015-12-01 -1.08180131519475e-15 0 0 -0.520608311160395
## 2015-12-03 2.996 3.6 3 3.85438850912975
## 2015-12-08 1 1 1 1.57780177607631
## 2015-12-15 3 4 3 3.48628888625994
## 2015-12-16 2.998 2.4 3 3.5507383133817
## 2015-12-22 -1.04360964314765e-15 0 0 -0.671137168353929
## 2015-12-23 -1.21147536447097e-15 0 0 -0.573983932929098
## 2015-12-30 1 1 1 1.36871186276534
## 2015-12-31 10.3566333333333 3 10 4.25966392869976
## 2016-01-06 10.8441 7.4 10 4.56166354372892
## 2016-01-15 9.7461 6.6 10 4.65379535814264
## 2016-01-19 10.0508 5.6 10 4.11419714426802
## 2016-01-26 2 1.8 2 3.20205362443002
## 2016-01-27 1.998 2.4 2 3.38104475712546
## 2016-02-03 2 2.8 2 2.93698838324181
## 2016-02-04 4.984 3 5 4.19201241743041
## 2016-02-05 4.986 4.4 5 4.61868765283895
## 2016-02-10 5 5.4 5 4.6277795846029
## 2016-02-18 0.998 1 1 1.22939480758066
## 2016-02-19 -1.01740837976649e-15 0 0 -0.502571412475676
## 2016-02-24 1.998 3.6 2 3.06246310025849
## 2016-02-25 -8.80184813922824e-16 0.2 0 -0.0505220165651754
## 2016-03-04 1 1 1 1.47854954494376
## 2016-03-11 -1.22390986234677e-15 0 0 -0.563134120064203
## 2016-03-15 1.004 1 1 1.27577323090239
## 2016-03-16 -1.08357767203415e-15 0 0 -0.548178680955633
## 2016-03-23 3.996 4.2 4 3.9463605774363
## 2016-03-24 1.002 1.2 1 1.7253717396222
## 2016-03-31 1.998 3.2 2 3.49427483642539
## 2016-04-07 1.998 3.2 2 3.51123487102322
## 2016-04-08 2 1.4 2 3.08234815270323
## 2016-04-14 0.00199999999999903 0 0 -0.0892445765283116
## 2016-04-25 1 1 1 1.45990569209305
## 2016-04-26 3 1.8 3 3.72140068117001
## 2016-05-04 2 2.2 2 3.45883499390931
## 2016-05-10 2 2.2 2 3.0868756844719
## 2016-05-19 2 2.4 2 2.89867259696492
## 2016-05-23 1 1.2 1 1.20722357904352
## 2016-05-24 -1.0760281554667e-15 0 0 -0.585224555811386
## 2016-05-27 -1.35180755478359e-15 0 0 -0.506421763335969
## 2016-06-07 1 1 1 1.13129262991562
## 2016-06-08 -1.14619425062301e-15 0 0 -0.612120267579414
## 2016-06-09 2.998 3.2 3 3.32354030588261
## 2016-06-13 3 3.2 3 3.92236533838637
## 2016-06-14 3.008 3.4 3 3.31201712768255
## 2016-06-17 -1.40465417075575e-15 0 0 -0.378508309732912
## 2016-06-20 -1.09334763465085e-15 0 0 -0.604856459415712
## 2016-06-21 1 1 1 1.45194210152722
## 2016-06-22 1 1 1 1.45700919632409
## 2016-06-23 2 2.4 2 2.99468391207864
## 2016-06-27 2.022 2 2 2.86742446668696
## 2016-07-25 -1.11199938146456e-15 0 0 -0.54260429492881
## 2016-07-29 2 2.2 2 2.95279851171877
## 2016-08-03 -1.19637633133607e-15 0 0 -0.597370630908664
## 2016-08-09 -9.03721542044877e-16 0 0 -0.189602635593881
## 2016-08-12 1 1.6 1 1.39448737908453
## 2016-08-24 2.994 3.4 3 2.99197088876725
## 2016-08-29 1 1 1 1.44511785878444
## 2016-09-06 3 2.8 3 3.50321272275974
## 2016-09-12 1 1.4 1 1.60534741136246
## 2016-09-15 3 2.8 3 3.34071260431028
## 2016-09-16 3 4.4 3 3.76522671169872
## 2016-09-23 -1.17283960321402e-15 0 0 -0.565999344810252
## 2016-09-26 -1.01385566608769e-15 0 0 -0.346415185219791
## 2016-09-29 1 1.2 1 1.09711637319311
## 2016-10-03 -1.06492592522045e-15 0 0 -0.55988363404725
## 2016-10-06 2 2.6 2 3.23905214531117
## 2016-10-11 3.998 4 4 4.16261230592196
## 2016-10-12 3.992 5.4 4 4.1150381645739
## 2016-10-25 3.996 4 4 4.24483557218366
## 2016-10-27 4 5.6 4 4.2832870377778
## 2016-10-28 4 4.6 4 3.80638661472033
## 2016-10-31 1 1 1 1.72437670458993
## 2016-11-02 1 1 1 1.57049487852435
## 2016-11-03 1 1 1 1.13384486040548
## 2016-11-04 0.00599999999999896 0 0 -0.445759507380802
## 2016-11-07 -9.16600129130529e-16 0 0 -0.483595387249634
## 2016-11-08 -9.82325332188339e-16 0 0 -0.594550039704426
## 2016-11-17 -1.02273745028469e-15 0 0 -0.383445786832032
## 2016-11-21 -9.2104102122903e-16 0 0 -0.415883709552039
## 2016-11-25 2 2 2 3.31076438091511
## 2016-11-30 2.994 3 3 3.68788706607299
## 2016-12-02 3 3.8 3 3.28300215914248
## 2016-12-05 1.996 2.4 2 3.17521114901559
## 2016-12-08 2 2.2 2 3.14396579110814
## 2016-12-09 2 2.2 2 3.28473805192311
## 2016-12-14 1 1.2 1 1.01477959264282
## 2016-12-16 1 1 1 1.44588267464637
## 2017-01-12 1 1 1 1.24824195032955
## 2017-01-26 1.988 2.2 2 3.42124417847452
## 2017-02-02 4.99 5.6 5 4.34839063413659
## 2017-02-07 4.99 4.4 5 4.33851816925335
## 2017-02-14 7 3 7.45238095238095 4.26410258450543
## 2017-02-17 7 5.6 7.45238095238095 4.50988888051932
## 2017-02-24 7 4.6 7.45238095238095 4.00625968191927
## 2017-02-27 1.004 1 1 1.69136040962035
## 2017-02-28 1 1.2 1 1.35957865945291
## 2017-03-02 2 2.2 2 3.29984221805072
## 2017-03-07 1 1.2 1 1.40625592279552
## 2017-03-15 -1.06847863889925e-15 0 0 -0.645292581668944
## 2017-03-21 6 4.8 6 4.47493794712955
## 2017-03-22 6 5.2 6 4.40426169350396
## 2017-03-31 0.998 1 1 1.73061840679351
## 2017-04-06 2 2 2 2.92122004414111
## 2017-04-13 2 2 2 2.58900361704803
## 2017-04-17 -1.11377573830396e-15 0 0 -0.578129958856736
## 2017-04-18 1 1.2 1 1.42889999145614
## 2017-04-25 -1.00808250635964e-15 0 0 -0.211640765059114
## 2017-05-02 1 1.2 1 1.33099774442706
## 2017-05-05 -1.10933484620546e-15 0 0 -0.59276380041993
## 2017-05-08 2 2.2 2 2.87033415972213
## 2017-05-12 1 1 1 1.41308199106182
## 2017-05-18 1 1 1 1.69883382254134
## 2017-05-25 1 1 1 1.6894716878383
## 2017-05-30 -1.11510800593351e-15 0 0 -0.572592449266735
## 2017-06-05 1 1.2 1 1.66482757298995
## 2017-06-09 1 1 1 1.46228705040909
## 2017-06-14 2 2.4 2 2.77847529454462
## 2017-06-22 -1.25277566098703e-15 0 0 -0.531029844650069
## 2017-06-27 2 3 2 2.8693272804054
## 2017-07-05 1 1.2 1 1.36903829074826
## 2017-07-10 -1.07558406625685e-15 0 0 -0.425411024400799
## 2017-07-11 -1.0547118733939e-15 0 0 -0.511583765946055
## 2017-07-12 1 1 1 1.42685180809146
## 2017-07-14 1 1 1 1.73306507543972
## 2017-07-21 3.998 4.4 4 4.32614419784416
## 2017-07-24 3.946 3 4 3.61389011665033
## 2017-07-26 -1.04716235682645e-15 0 0 -0.55490126479967
## 2017-07-27 -1.16529008664656e-15 0 0 -0.539562715388216
## 2017-07-28 1 1 1 1.50190541324054
## 2017-07-31 1 1 1 1.40957532070242
## 2017-08-03 2 2.4 2 3.4106804723061
## 2017-08-10 2.996 2.6 3 3.02443697817781
## 2017-08-15 1 1.2 1 1.22677066773282
## 2017-08-25 1 1 1 1.67777569804603
## 2017-08-29 -1.12354570092066e-15 0 0 -0.656350202520741
## 2017-08-30 1 1 1 1.33600748636952
## 2017-09-15 1 1 1 1.66402315679045
## 2017-09-25 4 5.6 4 4.24426605606496
## 2017-09-28 1.004 1.2 1 1.42934841507725
## 2017-10-02 -1.01607611213694e-15 0 0 -0.0769263658470249
## 2017-10-10 7 4.8 7.45238095238095 4.33057576090273
## 2017-10-16 7 6.2 7.45238095238095 4.43187022267905
## 2017-10-20 1 1 1 1.56556017623913
## 2017-10-31 2.988 2.8 3 3.62291442213849
## 2017-11-01 2.994 3.6 3 3.6896745032387
## 2017-11-02 3 3.2 3 3.13963917464431
## 2017-11-06 2.004 3.4 2 3.19858279569001
## 2017-11-15 1 1.2 1 0.996220085144677
## 2017-11-20 1 1 1 1.38683722382402
## 2017-11-21 1 1 1 0.917810922744353
## 2017-11-28 7.99 2.8 7.45238095238095 3.99673790159182
## 2017-11-29 7.99 3.2 7.45238095238095 4.29558696981531
## 2017-12-05 7.99 5 7.45238095238095 4.32366787639616
## 2017-12-06 7.99 4.8 7.45238095238095 4.31740668757388
## 2017-12-07 7.99 4.8 7.45238095238095 4.4229130784256
## 2017-12-11 -1.01696429055664e-15 0 0 -0.602023698372196
## 2017-12-14 1 1.2 1 0.985025196499437
## 2017-12-18 3.982 2.8 4 3.83165273531997
## 2018-01-10 2 1.8 2 2.48360019215638
## 2018-01-12 1 1 1 1.23823897209457
## 2018-01-16 1 1.2 1 1.17647130828878
## 2018-01-17 1.996 3.8 2 2.99869149727248
## 2018-01-23 1 1.2 1 1.24766672167951
## 2018-01-25 -1.19326770686712e-15 0 0 -0.572743275864992
## 2018-01-26 -1.36557432028894e-15 0 0 -0.617089704656883
## 2018-01-31 -1.048494624456e-15 0 0 -0.524053001436448
## 2018-02-01 2 1.6 2 2.76171652458328
## 2018-02-06 -1.10977893541531e-15 0 0 -0.662458227684274
## 2018-02-26 4 6.2 4 4.24402616430075
## 2018-03-02 1 1 1 1.67223713105413
## 2018-03-06 -1.11288755988426e-15 0 0 -0.619956556321605
## 2018-03-08 1 1.4 1 1.03595889021312
## 2018-03-09 -1.26076926676433e-15 0 0 -0.650963569543975
## 2018-03-13 1 1.2 1 1.20481492390003
## 2018-03-15 7 6 7.45238095238095 4.36519497800221
## 2018-03-16 7 5.8 7.45238095238095 4.3961851764446
## 2018-03-26 1 1.2 1 1.59060765428836
## 2018-03-28 -1.00497388189069e-15 0 0 -0.657386717245909
## 2018-04-03 -1.17061915716477e-15 0 0 -0.612020237212716
## 2018-04-10 -1.18305365504057e-15 0 0 -0.679557135287994
## 2018-04-17 3 2.6 3 3.26670837842565
## 2018-04-18 2.994 3.4 3 3.69418503998527
## 2018-04-20 3 2.2 3 3.1811365613099
## 2018-04-23 2 2.8 2 3.10945004272622
## 2018-04-30 1 1.2 1 1.62864923302004
## 2018-05-01 1 1.2 1 1.25388773113448
## 2018-05-02 1 1 1 1.56102176264846
## 2018-05-03 1 1 1 1.06006279372082
## 2018-05-09 2.98 3 3 3.32293827190405
## 2018-05-10 2.994 4.2 3 3.33943911316523
## 2018-05-16 -1.04716235682645e-15 0 0 -0.393297198447518
## 2018-05-18 -1.31139543668723e-15 0 0 -0.461055570157423
## 2018-05-22 1 1.2 1 1.1584074241787
## 2018-05-31 1 1 1 0.984879931561851
## 2018-06-06 2 2.4 2 3.1855887664717
## 2018-06-14 1 1 1 1.62092073722665
## 2018-06-15 1 1 1 1.11767075449655
## 2018-06-18 -1.0502709812954e-15 0 0 -0.621763423066113
## 2018-06-28 -1.13997700168511e-15 0 0 -0.650280952817611
## 2018-07-02 1 1 1 1.42908815691594
## 2018-07-03 1 1 1 1.2822003765801
## 2018-07-06 1 1 1 1.27214178923845
## 2018-07-10 1.996 2.6 2 3.28633379442436
## 2018-07-17 4.996 2.6 5 3.95283458410252
## 2018-07-19 5 3.6 5 4.36874728432795
## 2018-07-20 4.99 6.2 5 4.37080747710342
## 2018-07-26 3 2.8 3 3.13301150618147
## 2018-07-30 2.998 4 3 3.80216560338853
## 2018-08-01 -8.82849349181924e-16 0 0 -0.59668158778684
## 2018-08-03 -1.10889075699561e-15 0 0 -0.477373603850338
## 2018-08-06 2.004 3 2 2.98145553558908
## 2018-08-09 -6.20392626160537e-16 1 0 -0.667380145709983
## 2018-08-13 1 1 1 1.24251150283384
## 2018-08-15 6 5.8 6 4.2979099807349
## 2018-08-22 6 3 6 3.66282723078706
## 2018-08-23 -1.26521015886283e-15 0 0 -0.584177826069492
## 2018-08-29 1 1 1 1.567410101574
## 2018-08-30 1 1 1 1.20125624205821
## 2018-08-31 2.996 2.6 3 3.55280997408559
## 2018-09-05 3 2.8 3 3.67758473537019
## 2018-09-18 1 0.2 1 1.46150444493404
## 2018-09-19 1 1.2 1 1.43547370081084
## 2018-09-21 2 3.4 2 3.13659256609322
## 2018-09-25 1 1 1 1.49635910307683
## 2018-09-28 2.994 3.4 3 3.64548644969529
## 2018-10-09 4.99 5 5 4.04033849725438
## 2018-10-16 2.982 2.4 3 3.34183254026688
## 2018-10-22 1.996 2.8 2 3.14764090420431
## 2018-10-29 2 2 2 2.59318737634904
## 2018-10-31 -1.09068309939175e-15 0 0 -0.606911683534579
## 2018-11-05 -1.12487796855021e-15 0 0 -0.538252917848844
## 2018-11-06 -1.20081722343457e-15 0 0 -0.674631648751538
## 2018-11-08 2 2.8 2 2.1053671024368
## 2018-11-23 -1.28208554883713e-15 0 0 -0.443615269360981
## 2018-11-26 1 1 1 1.40309015532908
## 2018-11-29 1 1 1 1.39653974194937
## 2018-12-10 -8.98836560736527e-16 0 0 -0.52520854549243
## 2018-12-11 1 1.2 1 1.46120800745042
## 2018-12-14 2.996 3 3 3.73130598408024
## 2018-12-17 2.996 3.2 3 3.8679823979329
## 2018-12-18 3 3 3 3.21298518311352
## 2018-12-21 1.996 2.4 2 2.61115409972279
## 2018-12-28 1 1 1 1.37630907356452
## 2019-01-02 2 2.4 2 3.24300312247441
## 2019-01-08 -9.65894031423886e-16 0 0 -0.591582504685991
## 2019-01-09 1 1.2 1 1.33807351594312
## 2019-01-11 1 1 1 1.72930381874855
## 2019-01-14 0.998 1 1 1.17404818685199
## 2019-01-15 -9.87654402706539e-16 0 0 -0.526566059955579
## 2019-01-16 -8.77520278663724e-16 0 0 -0.562846370649727
## 2019-01-17 0.00199999999999903 0 0 -0.58628456003422
## 2019-01-29 2 3.2 2 2.74375995512224
## 2019-01-30 1 1 1 1.65675593085495
## 2019-02-05 3 2.8 3 3.74690832755424
## 2019-02-12 2 2.4 2 3.07320644402145
## 2019-02-19 2.994 3.2 3 3.66120127883642
## 2019-02-21 3 2.6 3 3.24972054244244
## 2019-02-25 10.0169 6 10 4.49332036474813
## 2019-02-26 10.0127333333333 4.4 10 4.46782034698805
## 2019-02-28 10.0441666666667 5.2 10 4.50086893833559
## 2019-03-05 10.0387666666667 4.6 10 4.437445295373
## 2019-03-06 9.99833333333333 6.4 10 4.39709278559014
## 2019-03-18 3 3 3 3.84261229892501
## 2019-03-28 1 1 1 1.67217139794329
## 2019-04-01 -9.87654402706539e-16 0 0 -0.557618293140921
## 2019-04-12 2.998 3 3 3.83465940942752
## 2019-04-16 -9.43689570931383e-16 0 0 -0.454535975265012
## 2019-04-22 0.00599999999999908 0 0 -0.299665481962579
## 2019-04-24 1 1 1 1.13463137421702
## 2019-04-26 -9.51239087498834e-16 0 0 -0.566310616839139
## 2019-04-30 1.992 2.4 2 3.24145412214109
## 2019-05-01 2 2.2 2 2.49494988921206
## 2019-05-10 2.99 2.4 3 3.60236118956333
## 2019-05-14 -1.0715872633682e-15 0 0 -0.596417279550278
## 2019-05-21 2 2.4 2 3.1418591709859
## 2019-06-11 1 1.2 1 1.43131575726032
## 2019-06-17 -1.10356168647741e-15 0 0 -0.501384553875442
## 2019-06-24 1 1 1 1.69264032735846
## 2019-06-26 0.0159999999999993 0 0 1.07629414734647
## 2019-07-09 0.0139999999999994 0.2 0 0.981035511411328
## 2019-07-11 0.00399999999999937 0.2 0 1.01596214038392
## 2019-07-15 1 1 1 1.31330186180311
## 2019-07-17 4 4.4 4 4.2420443594663
## 2019-07-18 4 4.8 4 4.26757502446052
## 2019-07-24 1 1 1 1.34806285851913
## 2019-08-02 1 1 1 1.54214861300301
## 2019-08-06 -1.05160324892495e-15 0 0 -0.596770758380459
## 2019-08-07 -1.06625819285e-15 0 0 -0.531189044681333
## 2019-08-13 3 2.8 3 3.61046344233375
## 2019-08-15 -1.18838272555877e-15 0 0 -0.607751175505021
## 2019-08-19 2.008 2.4 2 3.38326199791247
## 2019-08-28 -1.06936681731895e-15 0 0 -0.563843286936891
## 2019-08-30 3 2.8 3 3.83626117908551
## 2019-09-10 -1.01252339845814e-15 0 0 -0.192826305779211
## 2019-09-11 -7.8204109854596e-16 0 0 -0.0637919007888281
## 2019-09-18 6 6.4 6 4.38508719445333
## 2019-09-19 6 6.8 6 4.39242530418593
## 2019-09-30 -1.03650421579005e-15 0 0 -0.587610929949451
## 2019-10-03 2 2 2 2.79627018581433
## 2019-10-07 3.998 6.2 4 4.3000357587563
## 2019-10-08 4 4.4 4 4.29181623308789
## 2019-10-11 -1.27009514017118e-15 0 0 -0.522466245620171
## 2019-10-15 -1.08180131519475e-15 0 0 -0.536164513798117
## 2019-10-21 -1.09956488358876e-15 0 0 -0.556175501624546
## 2019-10-22 2 1.6 2 2.86888774483395
## 2019-10-24 2 2 2 2.62589655037037
## 2019-10-25 -1.21413989973007e-15 0 0 -0.598135366711394
## 2019-11-04 4 5.2 4 4.24693419015377
## 2019-11-11 3 3 3 3.37519619128576
## 2019-11-19 2.996 2.8 3 3.79313869686167
## 2019-11-21 2.996 2.2 3 3.33776025059522
## 2019-11-26 -9.84545778237589e-16 0 0 -0.652870002483667
## 2019-12-03 -1.06403774680075e-15 0 0 -0.599845018318707
## 2019-12-04 4.99 3 5 3.9195701464142
## 2019-12-05 5 5.6 5 4.46355301159637
## 2019-12-06 5 5.6 5 4.4644051392085
## 2019-12-12 -1.14264153694421e-15 0 0 -0.42065138863757
## 2019-12-16 -1.06581410364015e-15 0 0 -0.36384511068123
## 2019-12-17 -1.0325074129014e-15 0 0 -0.436211743823662
## 2020-01-03 2.998 3 3 3.82866340384515
## 2020-01-10 -1.00719432793994e-15 0 0 -0.303024750056402
## 2020-01-15 0.00599999999999914 0 0 -0.440312809755343
## 2020-01-17 2 2.2 2 3.25836084749795
## 2020-01-21 1.996 2.4 2 2.54416675338581
## 2020-01-22 -9.05941988094128e-16 0 0 -0.64239072336584
## 2020-01-29 3.004 3.2 3 3.73183327019342
## 2020-02-04 -1.0902390101819e-15 0 0 -0.598471155004801
## 2020-02-11 -1.01252339845814e-15 0 0 -0.544615430146924
## 2020-02-19 2.996 2.4 3 3.27572271113255
## 2020-02-24 2 2.2 2 2.94790519809786
## 2020-03-03 1 1 1 1.39270482055182
## 2020-03-04 3 2.6 3 3.40019705043408
## results 0.3 0.43 0.95 0
## TrueValue
## 2012-03-06 4
## 2012-03-09 4
## 2012-03-13 3
## 2012-03-14 3
## 2012-03-20 1
## 2012-03-23 1
## 2012-04-04 3
## 2012-04-10 1
## 2012-04-26 0
## 2012-05-04 0
## 2012-05-17 2
## 2012-05-21 1
## 2012-05-30 3
## 2012-06-08 1
## 2012-06-12 0
## 2012-06-13 0
## 2012-06-14 0
## 2012-06-19 2
## 2012-07-02 0
## 2012-07-10 4
## 2012-07-13 2
## 2012-07-19 0
## 2012-07-20 5
## 2012-07-30 2
## 2012-07-31 2
## 2012-08-01 2
## 2012-08-09 1
## 2012-08-14 8
## 2012-08-17 8
## 2012-08-20 8
## 2012-08-27 2
## 2012-08-28 2
## 2012-08-29 1
## 2012-08-31 0
## 2012-09-06 2
## 2012-09-13 2
## 2012-09-14 2
## 2012-09-18 2
## 2012-09-20 0
## 2012-09-24 2
## 2012-09-25 2
## 2012-09-26 0
## 2012-10-02 1
## 2012-10-11 1
## 2012-10-16 1
## 2012-10-17 4
## 2012-10-18 4
## 2012-10-25 2
## 2012-11-02 4
## 2012-11-06 4
## 2012-11-07 3
## 2012-11-12 3
## 2012-11-14 1
## 2012-11-20 1
## 2012-12-04 3
## 2012-12-05 3
## 2012-12-06 3
## 2012-12-17 3
## 2012-12-18 3
## 2012-12-19 0
## 2012-12-21 1
## 2012-12-24 1
## 2012-12-31 1
## 2013-01-04 3
## 2013-01-08 3
## 2013-01-09 3
## 2013-01-16 5
## 2013-01-18 1
## 2013-01-22 1
## 2013-01-25 3
## 2013-01-31 2
## 2013-02-22 2
## 2013-02-25 2
## 2013-02-26 2
## 2013-03-01 0
## 2013-03-04 2
## 2013-03-06 2
## 2013-03-25 6
## 2013-03-26 0
## 2013-03-27 3
## 2013-04-05 2
## 2013-04-10 0
## 2013-04-11 0
## 2013-04-17 1
## 2013-04-19 3
## 2013-04-24 3
## 2013-05-03 4
## 2013-05-13 1
## 2013-05-14 1
## 2013-05-17 0
## 2013-05-20 0
## 2013-06-06 0
## 2013-06-10 3
## 2013-06-12 3
## 2013-06-14 0
## 2013-06-17 1
## 2013-06-25 0
## 2013-06-28 1
## 2013-07-10 1
## 2013-07-11 0
## 2013-07-15 1
## 2013-07-24 3
## 2013-07-25 0
## 2013-07-29 1
## 2013-08-09 1
## 2013-08-13 2
## 2013-08-21 0
## 2013-08-26 2
## 2013-09-04 0
## 2013-09-05 0
## 2013-09-09 1
## 2013-09-12 3
## 2013-09-16 3
## 2013-09-25 3
## 2013-09-27 3
## 2013-10-03 0
## 2013-10-09 3
## 2013-10-10 0
## 2013-10-11 0
## 2013-10-14 1
## 2013-10-16 1
## 2013-10-22 3
## 2013-10-28 2
## 2013-10-31 1
## 2013-11-05 2
## 2013-11-08 1
## 2013-11-11 1
## 2013-11-13 0
## 2013-11-15 3
## 2013-11-18 3
## 2013-11-20 3
## 2013-11-26 3
## 2013-11-27 3
## 2013-12-10 1
## 2013-12-23 1
## 2013-12-26 1
## 2014-01-15 1
## 2014-01-22 5
## 2014-01-28 1
## 2014-01-29 1
## 2014-01-31 1
## 2014-02-03 1
## 2014-02-24 0
## 2014-02-27 1
## 2014-03-03 0
## 2014-03-11 3
## 2014-03-19 6
## 2014-03-20 6
## 2014-03-21 6
## 2014-03-24 6
## 2014-03-26 6
## 2014-03-31 0
## 2014-04-01 3
## 2014-04-08 0
## 2014-04-09 2
## 2014-04-11 2
## 2014-04-14 0
## 2014-04-25 4
## 2014-05-01 1
## 2014-05-05 1
## 2014-05-13 2
## 2014-05-19 0
## 2014-05-20 0
## 2014-05-21 0
## 2014-05-28 1
## 2014-05-29 2
## 2014-05-30 2
## 2014-06-02 2
## 2014-06-05 0
## 2014-06-06 0
## 2014-06-16 1
## 2014-06-17 0
## 2014-06-24 1
## 2014-07-08 3
## 2014-07-14 3
## 2014-07-18 1
## 2014-07-29 0
## 2014-08-04 2
## 2014-08-05 2
## 2014-08-08 1
## 2014-08-12 1
## 2014-08-14 0
## 2014-08-18 0
## 2014-08-22 0
## 2014-08-25 1
## 2014-09-02 2
## 2014-09-05 2
## 2014-09-09 2
## 2014-09-11 5
## 2014-09-23 0
## 2014-09-25 1
## 2014-09-26 3
## 2014-09-30 3
## 2014-10-01 3
## 2014-10-02 0
## 2014-10-06 2
## 2014-10-09 3
## 2014-10-15 0
## 2014-10-16 0
## 2014-10-21 2
## 2014-10-29 1
## 2014-11-04 2
## 2014-11-07 1
## 2014-11-14 3
## 2014-11-18 3
## 2014-12-08 2
## 2014-12-09 1
## 2014-12-10 1
## 2014-12-22 1
## 2014-12-26 2
## 2014-12-30 0
## 2014-12-31 0
## 2015-01-22 0
## 2015-02-09 2
## 2015-02-18 2
## 2015-02-26 0
## 2015-03-06 3
## 2015-03-09 3
## 2015-03-18 3
## 2015-03-23 0
## 2015-03-30 2
## 2015-04-01 2
## 2015-04-06 1
## 2015-04-17 3
## 2015-04-21 0
## 2015-04-22 1
## 2015-04-28 0
## 2015-05-06 3
## 2015-05-12 7
## 2015-05-13 7
## 2015-05-14 7
## 2015-05-15 7
## 2015-05-18 7
## 2015-05-29 1
## 2015-06-03 2
## 2015-06-10 4
## 2015-06-15 1
## 2015-06-17 1
## 2015-06-22 0
## 2015-06-25 4
## 2015-06-26 4
## 2015-06-29 4
## 2015-06-30 7
## 2015-07-07 7
## 2015-07-08 7
## 2015-07-09 7
## 2015-07-10 7
## 2015-07-14 1
## 2015-07-28 4
## 2015-07-29 4
## 2015-07-31 1
## 2015-08-03 1
## 2015-08-06 3
## 2015-08-12 1
## 2015-08-13 1
## 2015-08-17 6
## 2015-08-18 6
## 2015-08-25 6
## 2015-09-01 1
## 2015-09-04 1
## 2015-09-10 2
## 2015-09-17 9
## 2015-09-29 9
## 2015-10-05 1
## 2015-10-06 1
## 2015-10-08 0
## 2015-10-09 3
## 2015-10-19 3
## 2015-10-23 0
## 2015-10-27 2
## 2015-10-28 2
## 2015-11-20 1
## 2015-12-01 0
## 2015-12-03 3
## 2015-12-08 1
## 2015-12-15 3
## 2015-12-16 3
## 2015-12-22 0
## 2015-12-23 0
## 2015-12-30 1
## 2015-12-31 11
## 2016-01-06 11
## 2016-01-15 11
## 2016-01-19 11
## 2016-01-26 2
## 2016-01-27 2
## 2016-02-03 2
## 2016-02-04 5
## 2016-02-05 5
## 2016-02-10 5
## 2016-02-18 1
## 2016-02-19 0
## 2016-02-24 2
## 2016-02-25 0
## 2016-03-04 1
## 2016-03-11 0
## 2016-03-15 1
## 2016-03-16 0
## 2016-03-23 4
## 2016-03-24 1
## 2016-03-31 2
## 2016-04-07 2
## 2016-04-08 2
## 2016-04-14 0
## 2016-04-25 1
## 2016-04-26 3
## 2016-05-04 2
## 2016-05-10 2
## 2016-05-19 2
## 2016-05-23 1
## 2016-05-24 0
## 2016-05-27 0
## 2016-06-07 1
## 2016-06-08 0
## 2016-06-09 3
## 2016-06-13 3
## 2016-06-14 3
## 2016-06-17 0
## 2016-06-20 0
## 2016-06-21 1
## 2016-06-22 1
## 2016-06-23 2
## 2016-06-27 2
## 2016-07-25 0
## 2016-07-29 2
## 2016-08-03 0
## 2016-08-09 0
## 2016-08-12 1
## 2016-08-24 3
## 2016-08-29 1
## 2016-09-06 3
## 2016-09-12 1
## 2016-09-15 3
## 2016-09-16 3
## 2016-09-23 0
## 2016-09-26 0
## 2016-09-29 1
## 2016-10-03 0
## 2016-10-06 2
## 2016-10-11 4
## 2016-10-12 4
## 2016-10-25 4
## 2016-10-27 4
## 2016-10-28 4
## 2016-10-31 1
## 2016-11-02 1
## 2016-11-03 1
## 2016-11-04 0
## 2016-11-07 0
## 2016-11-08 0
## 2016-11-17 0
## 2016-11-21 0
## 2016-11-25 2
## 2016-11-30 3
## 2016-12-02 3
## 2016-12-05 2
## 2016-12-08 2
## 2016-12-09 2
## 2016-12-14 1
## 2016-12-16 1
## 2017-01-12 1
## 2017-01-26 2
## 2017-02-02 5
## 2017-02-07 5
## 2017-02-14 7
## 2017-02-17 7
## 2017-02-24 7
## 2017-02-27 1
## 2017-02-28 1
## 2017-03-02 2
## 2017-03-07 1
## 2017-03-15 0
## 2017-03-21 6
## 2017-03-22 6
## 2017-03-31 1
## 2017-04-06 2
## 2017-04-13 2
## 2017-04-17 0
## 2017-04-18 1
## 2017-04-25 0
## 2017-05-02 1
## 2017-05-05 0
## 2017-05-08 2
## 2017-05-12 1
## 2017-05-18 1
## 2017-05-25 1
## 2017-05-30 0
## 2017-06-05 1
## 2017-06-09 1
## 2017-06-14 2
## 2017-06-22 0
## 2017-06-27 2
## 2017-07-05 1
## 2017-07-10 0
## 2017-07-11 0
## 2017-07-12 1
## 2017-07-14 1
## 2017-07-21 4
## 2017-07-24 4
## 2017-07-26 0
## 2017-07-27 0
## 2017-07-28 1
## 2017-07-31 1
## 2017-08-03 2
## 2017-08-10 3
## 2017-08-15 1
## 2017-08-25 1
## 2017-08-29 0
## 2017-08-30 1
## 2017-09-15 1
## 2017-09-25 4
## 2017-09-28 1
## 2017-10-02 0
## 2017-10-10 7
## 2017-10-16 7
## 2017-10-20 1
## 2017-10-31 3
## 2017-11-01 3
## 2017-11-02 3
## 2017-11-06 2
## 2017-11-15 1
## 2017-11-20 1
## 2017-11-21 1
## 2017-11-28 8
## 2017-11-29 8
## 2017-12-05 8
## 2017-12-06 8
## 2017-12-07 8
## 2017-12-11 0
## 2017-12-14 1
## 2017-12-18 4
## 2018-01-10 2
## 2018-01-12 1
## 2018-01-16 1
## 2018-01-17 2
## 2018-01-23 1
## 2018-01-25 0
## 2018-01-26 0
## 2018-01-31 0
## 2018-02-01 2
## 2018-02-06 0
## 2018-02-26 4
## 2018-03-02 1
## 2018-03-06 0
## 2018-03-08 1
## 2018-03-09 0
## 2018-03-13 1
## 2018-03-15 7
## 2018-03-16 7
## 2018-03-26 1
## 2018-03-28 0
## 2018-04-03 0
## 2018-04-10 0
## 2018-04-17 3
## 2018-04-18 3
## 2018-04-20 3
## 2018-04-23 2
## 2018-04-30 1
## 2018-05-01 1
## 2018-05-02 1
## 2018-05-03 1
## 2018-05-09 3
## 2018-05-10 3
## 2018-05-16 0
## 2018-05-18 0
## 2018-05-22 1
## 2018-05-31 1
## 2018-06-06 2
## 2018-06-14 1
## 2018-06-15 1
## 2018-06-18 0
## 2018-06-28 0
## 2018-07-02 1
## 2018-07-03 1
## 2018-07-06 1
## 2018-07-10 2
## 2018-07-17 5
## 2018-07-19 5
## 2018-07-20 5
## 2018-07-26 3
## 2018-07-30 3
## 2018-08-01 0
## 2018-08-03 0
## 2018-08-06 2
## 2018-08-09 0
## 2018-08-13 1
## 2018-08-15 6
## 2018-08-22 6
## 2018-08-23 0
## 2018-08-29 1
## 2018-08-30 1
## 2018-08-31 3
## 2018-09-05 3
## 2018-09-18 1
## 2018-09-19 1
## 2018-09-21 2
## 2018-09-25 1
## 2018-09-28 3
## 2018-10-09 5
## 2018-10-16 3
## 2018-10-22 2
## 2018-10-29 2
## 2018-10-31 0
## 2018-11-05 0
## 2018-11-06 0
## 2018-11-08 2
## 2018-11-23 0
## 2018-11-26 1
## 2018-11-29 1
## 2018-12-10 0
## 2018-12-11 1
## 2018-12-14 3
## 2018-12-17 3
## 2018-12-18 3
## 2018-12-21 2
## 2018-12-28 1
## 2019-01-02 2
## 2019-01-08 0
## 2019-01-09 1
## 2019-01-11 1
## 2019-01-14 1
## 2019-01-15 0
## 2019-01-16 0
## 2019-01-17 0
## 2019-01-29 2
## 2019-01-30 1
## 2019-02-05 3
## 2019-02-12 2
## 2019-02-19 3
## 2019-02-21 3
## 2019-02-25 10
## 2019-02-26 10
## 2019-02-28 10
## 2019-03-05 10
## 2019-03-06 10
## 2019-03-18 3
## 2019-03-28 1
## 2019-04-01 0
## 2019-04-12 3
## 2019-04-16 0
## 2019-04-22 0
## 2019-04-24 1
## 2019-04-26 0
## 2019-04-30 2
## 2019-05-01 2
## 2019-05-10 3
## 2019-05-14 0
## 2019-05-21 2
## 2019-06-11 1
## 2019-06-17 0
## 2019-06-24 1
## 2019-06-26 0
## 2019-07-09 0
## 2019-07-11 0
## 2019-07-15 1
## 2019-07-17 4
## 2019-07-18 4
## 2019-07-24 1
## 2019-08-02 1
## 2019-08-06 0
## 2019-08-07 0
## 2019-08-13 3
## 2019-08-15 0
## 2019-08-19 2
## 2019-08-28 0
## 2019-08-30 3
## 2019-09-10 0
## 2019-09-11 0
## 2019-09-18 6
## 2019-09-19 6
## 2019-09-30 0
## 2019-10-03 2
## 2019-10-07 4
## 2019-10-08 4
## 2019-10-11 0
## 2019-10-15 0
## 2019-10-21 0
## 2019-10-22 2
## 2019-10-24 2
## 2019-10-25 0
## 2019-11-04 4
## 2019-11-11 3
## 2019-11-19 3
## 2019-11-21 3
## 2019-11-26 0
## 2019-12-03 0
## 2019-12-04 5
## 2019-12-05 5
## 2019-12-06 5
## 2019-12-12 0
## 2019-12-16 0
## 2019-12-17 0
## 2020-01-03 3
## 2020-01-10 0
## 2020-01-15 0
## 2020-01-17 2
## 2020-01-21 2
## 2020-01-22 0
## 2020-01-29 3
## 2020-02-04 0
## 2020-02-11 0
## 2020-02-19 3
## 2020-02-24 2
## 2020-03-03 1
## 2020-03-04 3
## results 100When looking at the above table, the errors are based on an exact match, but the values you notice as I do, are rounded up to the true value if greater than zero and zero if less than zero will give very near perfect results for predicting the number of days the cycle will be increasing. Lets test this out.
predRF_round <- predict(rfMod, testingSet)
predRF_round <- ifelse(predRF_round<0,0,round(predRF,0))
predDF_round <- data.frame(predRF_round, IncreasingDaysThisCycle=testingSet$decrDaysThisCycle)
predDF_round## predRF_round IncreasingDaysThisCycle
## 2012-03-06 4 4
## 2012-03-09 4 4
## 2012-03-13 3 3
## 2012-03-14 3 3
## 2012-03-20 1 1
## 2012-03-23 1 1
## 2012-04-04 3 3
## 2012-04-10 1 1
## 2012-04-26 0 0
## 2012-05-04 0 0
## 2012-05-17 2 2
## 2012-05-21 1 1
## 2012-05-30 3 3
## 2012-06-08 1 1
## 2012-06-12 0 0
## 2012-06-13 0 0
## 2012-06-14 0 0
## 2012-06-19 2 2
## 2012-07-02 0 0
## 2012-07-10 4 4
## 2012-07-13 2 2
## 2012-07-19 0 0
## 2012-07-20 5 5
## 2012-07-30 2 2
## 2012-07-31 2 2
## 2012-08-01 2 2
## 2012-08-09 1 1
## 2012-08-14 8 8
## 2012-08-17 8 8
## 2012-08-20 8 8
## 2012-08-27 2 2
## 2012-08-28 2 2
## 2012-08-29 1 1
## 2012-08-31 0 0
## 2012-09-06 2 2
## 2012-09-13 2 2
## 2012-09-14 2 2
## 2012-09-18 2 2
## 2012-09-20 0 0
## 2012-09-24 2 2
## 2012-09-25 2 2
## 2012-09-26 0 0
## 2012-10-02 1 1
## 2012-10-11 1 1
## 2012-10-16 1 1
## 2012-10-17 4 4
## 2012-10-18 4 4
## 2012-10-25 2 2
## 2012-11-02 4 4
## 2012-11-06 4 4
## 2012-11-07 3 3
## 2012-11-12 3 3
## 2012-11-14 1 1
## 2012-11-20 1 1
## 2012-12-04 3 3
## 2012-12-05 3 3
## 2012-12-06 3 3
## 2012-12-17 3 3
## 2012-12-18 3 3
## 2012-12-19 0 0
## 2012-12-21 1 1
## 2012-12-24 1 1
## 2012-12-31 1 1
## 2013-01-04 3 3
## 2013-01-08 3 3
## 2013-01-09 3 3
## 2013-01-16 5 5
## 2013-01-18 1 1
## 2013-01-22 1 1
## 2013-01-25 3 3
## 2013-01-31 2 2
## 2013-02-22 2 2
## 2013-02-25 2 2
## 2013-02-26 2 2
## 2013-03-01 0 0
## 2013-03-04 2 2
## 2013-03-06 2 2
## 2013-03-25 6 6
## 2013-03-26 0 0
## 2013-03-27 3 3
## 2013-04-05 2 2
## 2013-04-10 0 0
## 2013-04-11 0 0
## 2013-04-17 1 1
## 2013-04-19 3 3
## 2013-04-24 3 3
## 2013-05-03 4 4
## 2013-05-13 1 1
## 2013-05-14 1 1
## 2013-05-17 0 0
## 2013-05-20 0 0
## 2013-06-06 0 0
## 2013-06-10 3 3
## 2013-06-12 3 3
## 2013-06-14 0 0
## 2013-06-17 1 1
## 2013-06-25 0 0
## 2013-06-28 1 1
## 2013-07-10 1 1
## 2013-07-11 0 0
## 2013-07-15 1 1
## 2013-07-24 3 3
## 2013-07-25 0 0
## 2013-07-29 1 1
## 2013-08-09 1 1
## 2013-08-13 2 2
## 2013-08-21 0 0
## 2013-08-26 2 2
## 2013-09-04 0 0
## 2013-09-05 0 0
## 2013-09-09 1 1
## 2013-09-12 3 3
## 2013-09-16 3 3
## 2013-09-25 3 3
## 2013-09-27 3 3
## 2013-10-03 0 0
## 2013-10-09 3 3
## 2013-10-10 0 0
## 2013-10-11 0 0
## 2013-10-14 1 1
## 2013-10-16 1 1
## 2013-10-22 3 3
## 2013-10-28 2 2
## 2013-10-31 1 1
## 2013-11-05 2 2
## 2013-11-08 1 1
## 2013-11-11 1 1
## 2013-11-13 0 0
## 2013-11-15 3 3
## 2013-11-18 3 3
## 2013-11-20 3 3
## 2013-11-26 3 3
## 2013-11-27 3 3
## 2013-12-10 1 1
## 2013-12-23 1 1
## 2013-12-26 1 1
## 2014-01-15 1 1
## 2014-01-22 5 5
## 2014-01-28 1 1
## 2014-01-29 1 1
## 2014-01-31 1 1
## 2014-02-03 1 1
## 2014-02-24 0 0
## 2014-02-27 1 1
## 2014-03-03 0 0
## 2014-03-11 3 3
## 2014-03-19 6 6
## 2014-03-20 6 6
## 2014-03-21 6 6
## 2014-03-24 6 6
## 2014-03-26 6 6
## 2014-03-31 0 0
## 2014-04-01 3 3
## 2014-04-08 0 0
## 2014-04-09 2 2
## 2014-04-11 2 2
## 2014-04-14 0 0
## 2014-04-25 4 4
## 2014-05-01 1 1
## 2014-05-05 1 1
## 2014-05-13 2 2
## 2014-05-19 0 0
## 2014-05-20 0 0
## 2014-05-21 0 0
## 2014-05-28 1 1
## 2014-05-29 2 2
## 2014-05-30 2 2
## 2014-06-02 2 2
## 2014-06-05 0 0
## 2014-06-06 0 0
## 2014-06-16 1 1
## 2014-06-17 0 0
## 2014-06-24 1 1
## 2014-07-08 3 3
## 2014-07-14 3 3
## 2014-07-18 1 1
## 2014-07-29 0 0
## 2014-08-04 2 2
## 2014-08-05 2 2
## 2014-08-08 1 1
## 2014-08-12 1 1
## 2014-08-14 0 0
## 2014-08-18 0 0
## 2014-08-22 0 0
## 2014-08-25 1 1
## 2014-09-02 2 2
## 2014-09-05 2 2
## 2014-09-09 2 2
## 2014-09-11 5 5
## 2014-09-23 0 0
## 2014-09-25 1 1
## 2014-09-26 3 3
## 2014-09-30 3 3
## 2014-10-01 3 3
## 2014-10-02 0 0
## 2014-10-06 2 2
## 2014-10-09 3 3
## 2014-10-15 0 0
## 2014-10-16 0 0
## 2014-10-21 2 2
## 2014-10-29 1 1
## 2014-11-04 2 2
## 2014-11-07 1 1
## 2014-11-14 3 3
## 2014-11-18 3 3
## 2014-12-08 2 2
## 2014-12-09 1 1
## 2014-12-10 1 1
## 2014-12-22 1 1
## 2014-12-26 2 2
## 2014-12-30 0 0
## 2014-12-31 0 0
## 2015-01-22 0 0
## 2015-02-09 2 2
## 2015-02-18 2 2
## 2015-02-26 0 0
## 2015-03-06 3 3
## 2015-03-09 3 3
## 2015-03-18 3 3
## 2015-03-23 0 0
## 2015-03-30 2 2
## 2015-04-01 2 2
## 2015-04-06 1 1
## 2015-04-17 3 3
## 2015-04-21 0 0
## 2015-04-22 1 1
## 2015-04-28 0 0
## 2015-05-06 3 3
## 2015-05-12 7 7
## 2015-05-13 7 7
## 2015-05-14 7 7
## 2015-05-15 7 7
## 2015-05-18 7 7
## 2015-05-29 1 1
## 2015-06-03 2 2
## 2015-06-10 4 4
## 2015-06-15 1 1
## 2015-06-17 1 1
## 2015-06-22 0 0
## 2015-06-25 4 4
## 2015-06-26 4 4
## 2015-06-29 4 4
## 2015-06-30 7 7
## 2015-07-07 7 7
## 2015-07-08 7 7
## 2015-07-09 7 7
## 2015-07-10 7 7
## 2015-07-14 1 1
## 2015-07-28 4 4
## 2015-07-29 4 4
## 2015-07-31 1 1
## 2015-08-03 1 1
## 2015-08-06 3 3
## 2015-08-12 1 1
## 2015-08-13 1 1
## 2015-08-17 6 6
## 2015-08-18 6 6
## 2015-08-25 6 6
## 2015-09-01 1 1
## 2015-09-04 1 1
## 2015-09-10 2 2
## 2015-09-17 10 9
## 2015-09-29 10 9
## 2015-10-05 1 1
## 2015-10-06 1 1
## 2015-10-08 0 0
## 2015-10-09 3 3
## 2015-10-19 3 3
## 2015-10-23 0 0
## 2015-10-27 2 2
## 2015-10-28 2 2
## 2015-11-20 1 1
## 2015-12-01 0 0
## 2015-12-03 3 3
## 2015-12-08 1 1
## 2015-12-15 3 3
## 2015-12-16 3 3
## 2015-12-22 0 0
## 2015-12-23 0 0
## 2015-12-30 1 1
## 2015-12-31 10 11
## 2016-01-06 11 11
## 2016-01-15 10 11
## 2016-01-19 10 11
## 2016-01-26 2 2
## 2016-01-27 2 2
## 2016-02-03 2 2
## 2016-02-04 5 5
## 2016-02-05 5 5
## 2016-02-10 5 5
## 2016-02-18 1 1
## 2016-02-19 0 0
## 2016-02-24 2 2
## 2016-02-25 0 0
## 2016-03-04 1 1
## 2016-03-11 0 0
## 2016-03-15 1 1
## 2016-03-16 0 0
## 2016-03-23 4 4
## 2016-03-24 1 1
## 2016-03-31 2 2
## 2016-04-07 2 2
## 2016-04-08 2 2
## 2016-04-14 0 0
## 2016-04-25 1 1
## 2016-04-26 3 3
## 2016-05-04 2 2
## 2016-05-10 2 2
## 2016-05-19 2 2
## 2016-05-23 1 1
## 2016-05-24 0 0
## 2016-05-27 0 0
## 2016-06-07 1 1
## 2016-06-08 0 0
## 2016-06-09 3 3
## 2016-06-13 3 3
## 2016-06-14 3 3
## 2016-06-17 0 0
## 2016-06-20 0 0
## 2016-06-21 1 1
## 2016-06-22 1 1
## 2016-06-23 2 2
## 2016-06-27 2 2
## 2016-07-25 0 0
## 2016-07-29 2 2
## 2016-08-03 0 0
## 2016-08-09 0 0
## 2016-08-12 1 1
## 2016-08-24 3 3
## 2016-08-29 1 1
## 2016-09-06 3 3
## 2016-09-12 1 1
## 2016-09-15 3 3
## 2016-09-16 3 3
## 2016-09-23 0 0
## 2016-09-26 0 0
## 2016-09-29 1 1
## 2016-10-03 0 0
## 2016-10-06 2 2
## 2016-10-11 4 4
## 2016-10-12 4 4
## 2016-10-25 4 4
## 2016-10-27 4 4
## 2016-10-28 4 4
## 2016-10-31 1 1
## 2016-11-02 1 1
## 2016-11-03 1 1
## 2016-11-04 0 0
## 2016-11-07 0 0
## 2016-11-08 0 0
## 2016-11-17 0 0
## 2016-11-21 0 0
## 2016-11-25 2 2
## 2016-11-30 3 3
## 2016-12-02 3 3
## 2016-12-05 2 2
## 2016-12-08 2 2
## 2016-12-09 2 2
## 2016-12-14 1 1
## 2016-12-16 1 1
## 2017-01-12 1 1
## 2017-01-26 2 2
## 2017-02-02 5 5
## 2017-02-07 5 5
## 2017-02-14 7 7
## 2017-02-17 7 7
## 2017-02-24 7 7
## 2017-02-27 1 1
## 2017-02-28 1 1
## 2017-03-02 2 2
## 2017-03-07 1 1
## 2017-03-15 0 0
## 2017-03-21 6 6
## 2017-03-22 6 6
## 2017-03-31 1 1
## 2017-04-06 2 2
## 2017-04-13 2 2
## 2017-04-17 0 0
## 2017-04-18 1 1
## 2017-04-25 0 0
## 2017-05-02 1 1
## 2017-05-05 0 0
## 2017-05-08 2 2
## 2017-05-12 1 1
## 2017-05-18 1 1
## 2017-05-25 1 1
## 2017-05-30 0 0
## 2017-06-05 1 1
## 2017-06-09 1 1
## 2017-06-14 2 2
## 2017-06-22 0 0
## 2017-06-27 2 2
## 2017-07-05 1 1
## 2017-07-10 0 0
## 2017-07-11 0 0
## 2017-07-12 1 1
## 2017-07-14 1 1
## 2017-07-21 4 4
## 2017-07-24 4 4
## 2017-07-26 0 0
## 2017-07-27 0 0
## 2017-07-28 1 1
## 2017-07-31 1 1
## 2017-08-03 2 2
## 2017-08-10 3 3
## 2017-08-15 1 1
## 2017-08-25 1 1
## 2017-08-29 0 0
## 2017-08-30 1 1
## 2017-09-15 1 1
## 2017-09-25 4 4
## 2017-09-28 1 1
## 2017-10-02 0 0
## 2017-10-10 7 7
## 2017-10-16 7 7
## 2017-10-20 1 1
## 2017-10-31 3 3
## 2017-11-01 3 3
## 2017-11-02 3 3
## 2017-11-06 2 2
## 2017-11-15 1 1
## 2017-11-20 1 1
## 2017-11-21 1 1
## 2017-11-28 8 8
## 2017-11-29 8 8
## 2017-12-05 8 8
## 2017-12-06 8 8
## 2017-12-07 8 8
## 2017-12-11 0 0
## 2017-12-14 1 1
## 2017-12-18 4 4
## 2018-01-10 2 2
## 2018-01-12 1 1
## 2018-01-16 1 1
## 2018-01-17 2 2
## 2018-01-23 1 1
## 2018-01-25 0 0
## 2018-01-26 0 0
## 2018-01-31 0 0
## 2018-02-01 2 2
## 2018-02-06 0 0
## 2018-02-26 4 4
## 2018-03-02 1 1
## 2018-03-06 0 0
## 2018-03-08 1 1
## 2018-03-09 0 0
## 2018-03-13 1 1
## 2018-03-15 7 7
## 2018-03-16 7 7
## 2018-03-26 1 1
## 2018-03-28 0 0
## 2018-04-03 0 0
## 2018-04-10 0 0
## 2018-04-17 3 3
## 2018-04-18 3 3
## 2018-04-20 3 3
## 2018-04-23 2 2
## 2018-04-30 1 1
## 2018-05-01 1 1
## 2018-05-02 1 1
## 2018-05-03 1 1
## 2018-05-09 3 3
## 2018-05-10 3 3
## 2018-05-16 0 0
## 2018-05-18 0 0
## 2018-05-22 1 1
## 2018-05-31 1 1
## 2018-06-06 2 2
## 2018-06-14 1 1
## 2018-06-15 1 1
## 2018-06-18 0 0
## 2018-06-28 0 0
## 2018-07-02 1 1
## 2018-07-03 1 1
## 2018-07-06 1 1
## 2018-07-10 2 2
## 2018-07-17 5 5
## 2018-07-19 5 5
## 2018-07-20 5 5
## 2018-07-26 3 3
## 2018-07-30 3 3
## 2018-08-01 0 0
## 2018-08-03 0 0
## 2018-08-06 2 2
## 2018-08-09 0 0
## 2018-08-13 1 1
## 2018-08-15 6 6
## 2018-08-22 6 6
## 2018-08-23 0 0
## 2018-08-29 1 1
## 2018-08-30 1 1
## 2018-08-31 3 3
## 2018-09-05 3 3
## 2018-09-18 1 1
## 2018-09-19 1 1
## 2018-09-21 2 2
## 2018-09-25 1 1
## 2018-09-28 3 3
## 2018-10-09 5 5
## 2018-10-16 3 3
## 2018-10-22 2 2
## 2018-10-29 2 2
## 2018-10-31 0 0
## 2018-11-05 0 0
## 2018-11-06 0 0
## 2018-11-08 2 2
## 2018-11-23 0 0
## 2018-11-26 1 1
## 2018-11-29 1 1
## 2018-12-10 0 0
## 2018-12-11 1 1
## 2018-12-14 3 3
## 2018-12-17 3 3
## 2018-12-18 3 3
## 2018-12-21 2 2
## 2018-12-28 1 1
## 2019-01-02 2 2
## 2019-01-08 0 0
## 2019-01-09 1 1
## 2019-01-11 1 1
## 2019-01-14 1 1
## 2019-01-15 0 0
## 2019-01-16 0 0
## 2019-01-17 0 0
## 2019-01-29 2 2
## 2019-01-30 1 1
## 2019-02-05 3 3
## 2019-02-12 2 2
## 2019-02-19 3 3
## 2019-02-21 3 3
## 2019-02-25 10 10
## 2019-02-26 10 10
## 2019-02-28 10 10
## 2019-03-05 10 10
## 2019-03-06 10 10
## 2019-03-18 3 3
## 2019-03-28 1 1
## 2019-04-01 0 0
## 2019-04-12 3 3
## 2019-04-16 0 0
## 2019-04-22 0 0
## 2019-04-24 1 1
## 2019-04-26 0 0
## 2019-04-30 2 2
## 2019-05-01 2 2
## 2019-05-10 3 3
## 2019-05-14 0 0
## 2019-05-21 2 2
## 2019-06-11 1 1
## 2019-06-17 0 0
## 2019-06-24 1 1
## 2019-06-26 0 0
## 2019-07-09 0 0
## 2019-07-11 0 0
## 2019-07-15 1 1
## 2019-07-17 4 4
## 2019-07-18 4 4
## 2019-07-24 1 1
## 2019-08-02 1 1
## 2019-08-06 0 0
## 2019-08-07 0 0
## 2019-08-13 3 3
## 2019-08-15 0 0
## 2019-08-19 2 2
## 2019-08-28 0 0
## 2019-08-30 3 3
## 2019-09-10 0 0
## 2019-09-11 0 0
## 2019-09-18 6 6
## 2019-09-19 6 6
## 2019-09-30 0 0
## 2019-10-03 2 2
## 2019-10-07 4 4
## 2019-10-08 4 4
## 2019-10-11 0 0
## 2019-10-15 0 0
## 2019-10-21 0 0
## 2019-10-22 2 2
## 2019-10-24 2 2
## 2019-10-25 0 0
## 2019-11-04 4 4
## 2019-11-11 3 3
## 2019-11-19 3 3
## 2019-11-21 3 3
## 2019-11-26 0 0
## 2019-12-03 0 0
## 2019-12-04 5 5
## 2019-12-05 5 5
## 2019-12-06 5 5
## 2019-12-12 0 0
## 2019-12-16 0 0
## 2019-12-17 0 0
## 2020-01-03 3 3
## 2020-01-10 0 0
## 2020-01-15 0 0
## 2020-01-17 2 2
## 2020-01-21 2 2
## 2020-01-22 0 0
## 2020-01-29 3 3
## 2020-02-04 0 0
## 2020-02-11 0 0
## 2020-02-19 3 3
## 2020-02-24 2 2
## 2020-03-03 1 1
## 2020-03-04 3 3sum <- sum(predRF_round==testingSet$decrDaysThisCycle)
length <- length(testingSet$decrDaysThisCycle)
accuracy_rfMod_round <- (sum/length)
accuracy_rfMod_round## [1] 0.9917355results_round <- c(round(accuracy_rfMod_round,2), round(100,2))
results_round <- as.factor(results_round)
results_round <- t(data.frame(results_round))
colnames(results_round) <- colnames(predDF_round)
Results_round <- rbind(predDF_round, results_round)
Results_round## predRF_round IncreasingDaysThisCycle
## 2012-03-06 4 4
## 2012-03-09 4 4
## 2012-03-13 3 3
## 2012-03-14 3 3
## 2012-03-20 1 1
## 2012-03-23 1 1
## 2012-04-04 3 3
## 2012-04-10 1 1
## 2012-04-26 0 0
## 2012-05-04 0 0
## 2012-05-17 2 2
## 2012-05-21 1 1
## 2012-05-30 3 3
## 2012-06-08 1 1
## 2012-06-12 0 0
## 2012-06-13 0 0
## 2012-06-14 0 0
## 2012-06-19 2 2
## 2012-07-02 0 0
## 2012-07-10 4 4
## 2012-07-13 2 2
## 2012-07-19 0 0
## 2012-07-20 5 5
## 2012-07-30 2 2
## 2012-07-31 2 2
## 2012-08-01 2 2
## 2012-08-09 1 1
## 2012-08-14 8 8
## 2012-08-17 8 8
## 2012-08-20 8 8
## 2012-08-27 2 2
## 2012-08-28 2 2
## 2012-08-29 1 1
## 2012-08-31 0 0
## 2012-09-06 2 2
## 2012-09-13 2 2
## 2012-09-14 2 2
## 2012-09-18 2 2
## 2012-09-20 0 0
## 2012-09-24 2 2
## 2012-09-25 2 2
## 2012-09-26 0 0
## 2012-10-02 1 1
## 2012-10-11 1 1
## 2012-10-16 1 1
## 2012-10-17 4 4
## 2012-10-18 4 4
## 2012-10-25 2 2
## 2012-11-02 4 4
## 2012-11-06 4 4
## 2012-11-07 3 3
## 2012-11-12 3 3
## 2012-11-14 1 1
## 2012-11-20 1 1
## 2012-12-04 3 3
## 2012-12-05 3 3
## 2012-12-06 3 3
## 2012-12-17 3 3
## 2012-12-18 3 3
## 2012-12-19 0 0
## 2012-12-21 1 1
## 2012-12-24 1 1
## 2012-12-31 1 1
## 2013-01-04 3 3
## 2013-01-08 3 3
## 2013-01-09 3 3
## 2013-01-16 5 5
## 2013-01-18 1 1
## 2013-01-22 1 1
## 2013-01-25 3 3
## 2013-01-31 2 2
## 2013-02-22 2 2
## 2013-02-25 2 2
## 2013-02-26 2 2
## 2013-03-01 0 0
## 2013-03-04 2 2
## 2013-03-06 2 2
## 2013-03-25 6 6
## 2013-03-26 0 0
## 2013-03-27 3 3
## 2013-04-05 2 2
## 2013-04-10 0 0
## 2013-04-11 0 0
## 2013-04-17 1 1
## 2013-04-19 3 3
## 2013-04-24 3 3
## 2013-05-03 4 4
## 2013-05-13 1 1
## 2013-05-14 1 1
## 2013-05-17 0 0
## 2013-05-20 0 0
## 2013-06-06 0 0
## 2013-06-10 3 3
## 2013-06-12 3 3
## 2013-06-14 0 0
## 2013-06-17 1 1
## 2013-06-25 0 0
## 2013-06-28 1 1
## 2013-07-10 1 1
## 2013-07-11 0 0
## 2013-07-15 1 1
## 2013-07-24 3 3
## 2013-07-25 0 0
## 2013-07-29 1 1
## 2013-08-09 1 1
## 2013-08-13 2 2
## 2013-08-21 0 0
## 2013-08-26 2 2
## 2013-09-04 0 0
## 2013-09-05 0 0
## 2013-09-09 1 1
## 2013-09-12 3 3
## 2013-09-16 3 3
## 2013-09-25 3 3
## 2013-09-27 3 3
## 2013-10-03 0 0
## 2013-10-09 3 3
## 2013-10-10 0 0
## 2013-10-11 0 0
## 2013-10-14 1 1
## 2013-10-16 1 1
## 2013-10-22 3 3
## 2013-10-28 2 2
## 2013-10-31 1 1
## 2013-11-05 2 2
## 2013-11-08 1 1
## 2013-11-11 1 1
## 2013-11-13 0 0
## 2013-11-15 3 3
## 2013-11-18 3 3
## 2013-11-20 3 3
## 2013-11-26 3 3
## 2013-11-27 3 3
## 2013-12-10 1 1
## 2013-12-23 1 1
## 2013-12-26 1 1
## 2014-01-15 1 1
## 2014-01-22 5 5
## 2014-01-28 1 1
## 2014-01-29 1 1
## 2014-01-31 1 1
## 2014-02-03 1 1
## 2014-02-24 0 0
## 2014-02-27 1 1
## 2014-03-03 0 0
## 2014-03-11 3 3
## 2014-03-19 6 6
## 2014-03-20 6 6
## 2014-03-21 6 6
## 2014-03-24 6 6
## 2014-03-26 6 6
## 2014-03-31 0 0
## 2014-04-01 3 3
## 2014-04-08 0 0
## 2014-04-09 2 2
## 2014-04-11 2 2
## 2014-04-14 0 0
## 2014-04-25 4 4
## 2014-05-01 1 1
## 2014-05-05 1 1
## 2014-05-13 2 2
## 2014-05-19 0 0
## 2014-05-20 0 0
## 2014-05-21 0 0
## 2014-05-28 1 1
## 2014-05-29 2 2
## 2014-05-30 2 2
## 2014-06-02 2 2
## 2014-06-05 0 0
## 2014-06-06 0 0
## 2014-06-16 1 1
## 2014-06-17 0 0
## 2014-06-24 1 1
## 2014-07-08 3 3
## 2014-07-14 3 3
## 2014-07-18 1 1
## 2014-07-29 0 0
## 2014-08-04 2 2
## 2014-08-05 2 2
## 2014-08-08 1 1
## 2014-08-12 1 1
## 2014-08-14 0 0
## 2014-08-18 0 0
## 2014-08-22 0 0
## 2014-08-25 1 1
## 2014-09-02 2 2
## 2014-09-05 2 2
## 2014-09-09 2 2
## 2014-09-11 5 5
## 2014-09-23 0 0
## 2014-09-25 1 1
## 2014-09-26 3 3
## 2014-09-30 3 3
## 2014-10-01 3 3
## 2014-10-02 0 0
## 2014-10-06 2 2
## 2014-10-09 3 3
## 2014-10-15 0 0
## 2014-10-16 0 0
## 2014-10-21 2 2
## 2014-10-29 1 1
## 2014-11-04 2 2
## 2014-11-07 1 1
## 2014-11-14 3 3
## 2014-11-18 3 3
## 2014-12-08 2 2
## 2014-12-09 1 1
## 2014-12-10 1 1
## 2014-12-22 1 1
## 2014-12-26 2 2
## 2014-12-30 0 0
## 2014-12-31 0 0
## 2015-01-22 0 0
## 2015-02-09 2 2
## 2015-02-18 2 2
## 2015-02-26 0 0
## 2015-03-06 3 3
## 2015-03-09 3 3
## 2015-03-18 3 3
## 2015-03-23 0 0
## 2015-03-30 2 2
## 2015-04-01 2 2
## 2015-04-06 1 1
## 2015-04-17 3 3
## 2015-04-21 0 0
## 2015-04-22 1 1
## 2015-04-28 0 0
## 2015-05-06 3 3
## 2015-05-12 7 7
## 2015-05-13 7 7
## 2015-05-14 7 7
## 2015-05-15 7 7
## 2015-05-18 7 7
## 2015-05-29 1 1
## 2015-06-03 2 2
## 2015-06-10 4 4
## 2015-06-15 1 1
## 2015-06-17 1 1
## 2015-06-22 0 0
## 2015-06-25 4 4
## 2015-06-26 4 4
## 2015-06-29 4 4
## 2015-06-30 7 7
## 2015-07-07 7 7
## 2015-07-08 7 7
## 2015-07-09 7 7
## 2015-07-10 7 7
## 2015-07-14 1 1
## 2015-07-28 4 4
## 2015-07-29 4 4
## 2015-07-31 1 1
## 2015-08-03 1 1
## 2015-08-06 3 3
## 2015-08-12 1 1
## 2015-08-13 1 1
## 2015-08-17 6 6
## 2015-08-18 6 6
## 2015-08-25 6 6
## 2015-09-01 1 1
## 2015-09-04 1 1
## 2015-09-10 2 2
## 2015-09-17 10 9
## 2015-09-29 10 9
## 2015-10-05 1 1
## 2015-10-06 1 1
## 2015-10-08 0 0
## 2015-10-09 3 3
## 2015-10-19 3 3
## 2015-10-23 0 0
## 2015-10-27 2 2
## 2015-10-28 2 2
## 2015-11-20 1 1
## 2015-12-01 0 0
## 2015-12-03 3 3
## 2015-12-08 1 1
## 2015-12-15 3 3
## 2015-12-16 3 3
## 2015-12-22 0 0
## 2015-12-23 0 0
## 2015-12-30 1 1
## 2015-12-31 10 11
## 2016-01-06 11 11
## 2016-01-15 10 11
## 2016-01-19 10 11
## 2016-01-26 2 2
## 2016-01-27 2 2
## 2016-02-03 2 2
## 2016-02-04 5 5
## 2016-02-05 5 5
## 2016-02-10 5 5
## 2016-02-18 1 1
## 2016-02-19 0 0
## 2016-02-24 2 2
## 2016-02-25 0 0
## 2016-03-04 1 1
## 2016-03-11 0 0
## 2016-03-15 1 1
## 2016-03-16 0 0
## 2016-03-23 4 4
## 2016-03-24 1 1
## 2016-03-31 2 2
## 2016-04-07 2 2
## 2016-04-08 2 2
## 2016-04-14 0 0
## 2016-04-25 1 1
## 2016-04-26 3 3
## 2016-05-04 2 2
## 2016-05-10 2 2
## 2016-05-19 2 2
## 2016-05-23 1 1
## 2016-05-24 0 0
## 2016-05-27 0 0
## 2016-06-07 1 1
## 2016-06-08 0 0
## 2016-06-09 3 3
## 2016-06-13 3 3
## 2016-06-14 3 3
## 2016-06-17 0 0
## 2016-06-20 0 0
## 2016-06-21 1 1
## 2016-06-22 1 1
## 2016-06-23 2 2
## 2016-06-27 2 2
## 2016-07-25 0 0
## 2016-07-29 2 2
## 2016-08-03 0 0
## 2016-08-09 0 0
## 2016-08-12 1 1
## 2016-08-24 3 3
## 2016-08-29 1 1
## 2016-09-06 3 3
## 2016-09-12 1 1
## 2016-09-15 3 3
## 2016-09-16 3 3
## 2016-09-23 0 0
## 2016-09-26 0 0
## 2016-09-29 1 1
## 2016-10-03 0 0
## 2016-10-06 2 2
## 2016-10-11 4 4
## 2016-10-12 4 4
## 2016-10-25 4 4
## 2016-10-27 4 4
## 2016-10-28 4 4
## 2016-10-31 1 1
## 2016-11-02 1 1
## 2016-11-03 1 1
## 2016-11-04 0 0
## 2016-11-07 0 0
## 2016-11-08 0 0
## 2016-11-17 0 0
## 2016-11-21 0 0
## 2016-11-25 2 2
## 2016-11-30 3 3
## 2016-12-02 3 3
## 2016-12-05 2 2
## 2016-12-08 2 2
## 2016-12-09 2 2
## 2016-12-14 1 1
## 2016-12-16 1 1
## 2017-01-12 1 1
## 2017-01-26 2 2
## 2017-02-02 5 5
## 2017-02-07 5 5
## 2017-02-14 7 7
## 2017-02-17 7 7
## 2017-02-24 7 7
## 2017-02-27 1 1
## 2017-02-28 1 1
## 2017-03-02 2 2
## 2017-03-07 1 1
## 2017-03-15 0 0
## 2017-03-21 6 6
## 2017-03-22 6 6
## 2017-03-31 1 1
## 2017-04-06 2 2
## 2017-04-13 2 2
## 2017-04-17 0 0
## 2017-04-18 1 1
## 2017-04-25 0 0
## 2017-05-02 1 1
## 2017-05-05 0 0
## 2017-05-08 2 2
## 2017-05-12 1 1
## 2017-05-18 1 1
## 2017-05-25 1 1
## 2017-05-30 0 0
## 2017-06-05 1 1
## 2017-06-09 1 1
## 2017-06-14 2 2
## 2017-06-22 0 0
## 2017-06-27 2 2
## 2017-07-05 1 1
## 2017-07-10 0 0
## 2017-07-11 0 0
## 2017-07-12 1 1
## 2017-07-14 1 1
## 2017-07-21 4 4
## 2017-07-24 4 4
## 2017-07-26 0 0
## 2017-07-27 0 0
## 2017-07-28 1 1
## 2017-07-31 1 1
## 2017-08-03 2 2
## 2017-08-10 3 3
## 2017-08-15 1 1
## 2017-08-25 1 1
## 2017-08-29 0 0
## 2017-08-30 1 1
## 2017-09-15 1 1
## 2017-09-25 4 4
## 2017-09-28 1 1
## 2017-10-02 0 0
## 2017-10-10 7 7
## 2017-10-16 7 7
## 2017-10-20 1 1
## 2017-10-31 3 3
## 2017-11-01 3 3
## 2017-11-02 3 3
## 2017-11-06 2 2
## 2017-11-15 1 1
## 2017-11-20 1 1
## 2017-11-21 1 1
## 2017-11-28 8 8
## 2017-11-29 8 8
## 2017-12-05 8 8
## 2017-12-06 8 8
## 2017-12-07 8 8
## 2017-12-11 0 0
## 2017-12-14 1 1
## 2017-12-18 4 4
## 2018-01-10 2 2
## 2018-01-12 1 1
## 2018-01-16 1 1
## 2018-01-17 2 2
## 2018-01-23 1 1
## 2018-01-25 0 0
## 2018-01-26 0 0
## 2018-01-31 0 0
## 2018-02-01 2 2
## 2018-02-06 0 0
## 2018-02-26 4 4
## 2018-03-02 1 1
## 2018-03-06 0 0
## 2018-03-08 1 1
## 2018-03-09 0 0
## 2018-03-13 1 1
## 2018-03-15 7 7
## 2018-03-16 7 7
## 2018-03-26 1 1
## 2018-03-28 0 0
## 2018-04-03 0 0
## 2018-04-10 0 0
## 2018-04-17 3 3
## 2018-04-18 3 3
## 2018-04-20 3 3
## 2018-04-23 2 2
## 2018-04-30 1 1
## 2018-05-01 1 1
## 2018-05-02 1 1
## 2018-05-03 1 1
## 2018-05-09 3 3
## 2018-05-10 3 3
## 2018-05-16 0 0
## 2018-05-18 0 0
## 2018-05-22 1 1
## 2018-05-31 1 1
## 2018-06-06 2 2
## 2018-06-14 1 1
## 2018-06-15 1 1
## 2018-06-18 0 0
## 2018-06-28 0 0
## 2018-07-02 1 1
## 2018-07-03 1 1
## 2018-07-06 1 1
## 2018-07-10 2 2
## 2018-07-17 5 5
## 2018-07-19 5 5
## 2018-07-20 5 5
## 2018-07-26 3 3
## 2018-07-30 3 3
## 2018-08-01 0 0
## 2018-08-03 0 0
## 2018-08-06 2 2
## 2018-08-09 0 0
## 2018-08-13 1 1
## 2018-08-15 6 6
## 2018-08-22 6 6
## 2018-08-23 0 0
## 2018-08-29 1 1
## 2018-08-30 1 1
## 2018-08-31 3 3
## 2018-09-05 3 3
## 2018-09-18 1 1
## 2018-09-19 1 1
## 2018-09-21 2 2
## 2018-09-25 1 1
## 2018-09-28 3 3
## 2018-10-09 5 5
## 2018-10-16 3 3
## 2018-10-22 2 2
## 2018-10-29 2 2
## 2018-10-31 0 0
## 2018-11-05 0 0
## 2018-11-06 0 0
## 2018-11-08 2 2
## 2018-11-23 0 0
## 2018-11-26 1 1
## 2018-11-29 1 1
## 2018-12-10 0 0
## 2018-12-11 1 1
## 2018-12-14 3 3
## 2018-12-17 3 3
## 2018-12-18 3 3
## 2018-12-21 2 2
## 2018-12-28 1 1
## 2019-01-02 2 2
## 2019-01-08 0 0
## 2019-01-09 1 1
## 2019-01-11 1 1
## 2019-01-14 1 1
## 2019-01-15 0 0
## 2019-01-16 0 0
## 2019-01-17 0 0
## 2019-01-29 2 2
## 2019-01-30 1 1
## 2019-02-05 3 3
## 2019-02-12 2 2
## 2019-02-19 3 3
## 2019-02-21 3 3
## 2019-02-25 10 10
## 2019-02-26 10 10
## 2019-02-28 10 10
## 2019-03-05 10 10
## 2019-03-06 10 10
## 2019-03-18 3 3
## 2019-03-28 1 1
## 2019-04-01 0 0
## 2019-04-12 3 3
## 2019-04-16 0 0
## 2019-04-22 0 0
## 2019-04-24 1 1
## 2019-04-26 0 0
## 2019-04-30 2 2
## 2019-05-01 2 2
## 2019-05-10 3 3
## 2019-05-14 0 0
## 2019-05-21 2 2
## 2019-06-11 1 1
## 2019-06-17 0 0
## 2019-06-24 1 1
## 2019-06-26 0 0
## 2019-07-09 0 0
## 2019-07-11 0 0
## 2019-07-15 1 1
## 2019-07-17 4 4
## 2019-07-18 4 4
## 2019-07-24 1 1
## 2019-08-02 1 1
## 2019-08-06 0 0
## 2019-08-07 0 0
## 2019-08-13 3 3
## 2019-08-15 0 0
## 2019-08-19 2 2
## 2019-08-28 0 0
## 2019-08-30 3 3
## 2019-09-10 0 0
## 2019-09-11 0 0
## 2019-09-18 6 6
## 2019-09-19 6 6
## 2019-09-30 0 0
## 2019-10-03 2 2
## 2019-10-07 4 4
## 2019-10-08 4 4
## 2019-10-11 0 0
## 2019-10-15 0 0
## 2019-10-21 0 0
## 2019-10-22 2 2
## 2019-10-24 2 2
## 2019-10-25 0 0
## 2019-11-04 4 4
## 2019-11-11 3 3
## 2019-11-19 3 3
## 2019-11-21 3 3
## 2019-11-26 0 0
## 2019-12-03 0 0
## 2019-12-04 5 5
## 2019-12-05 5 5
## 2019-12-06 5 5
## 2019-12-12 0 0
## 2019-12-16 0 0
## 2019-12-17 0 0
## 2020-01-03 3 3
## 2020-01-10 0 0
## 2020-01-15 0 0
## 2020-01-17 2 2
## 2020-01-21 2 2
## 2020-01-22 0 0
## 2020-01-29 3 3
## 2020-02-04 0 0
## 2020-02-11 0 0
## 2020-02-19 3 3
## 2020-02-24 2 2
## 2020-03-03 1 1
## 2020-03-04 3 3
## results_round 0.99 100knnMod_round <- train(decrDaysThisCycle ~ .,
method='knn', preProcess=c('center','scale'),
tuneLength=10, trControl=trainControl(method='cv'), data=trainingSet)rpartMod_round <- train(decrDaysThisCycle ~ ., method='rpart', tuneLength=9, data=trainingSet) glmMod_round <- train(decrDaysThisCycle ~ .,
method='glm', data=trainingSet) predKNN <- predict(knnMod_round, testingSet)
predKNN_round <- ifelse(predKNN<0,0,round(predKNN,0))
predRPART <- predict(rpartMod_round, testingSet)
predRPART_round <- ifelse(predRPART<0,0,round(predRPART,0))predGLM <- predict(glmMod_round, testingSet)
predGLM_round <- ifelse(predGLM<0,0,round(predGLM,0))length=length(testingSet$decrDaysThisCycle)sumKNN_round <- sum(predKNN_round==testingSet$decrDaysThisCycle)
sumRPart_round <- sum(predRPART_round==testingSet$decrDaysThisCycle)sumGLM_round <- sum(predGLM_round==testingSet$decrDaysThisCycle)accuracy_KNN_round <- sumKNN_round/length
accuracy_RPART_round <- sumRPart_round/length accuracy_GLM_round <- sumGLM_round/length predDF2_round <- data.frame(predRF_round,predKNN_round,predRPART_round,predGLM_round,
DecreasingDaysThisCycle=testingSet$decrDaysThisCycle)
colnames(predDF2_round) <- c('RandomForest_round','KNN_round','Rpart_round','GLM_round','DecreasingDaysThisCycle')
results_round <- c(round(accuracy_rfMod_round,2),
round(accuracy_KNN_round,2),
round(accuracy_RPART_round,2),
round(accuracy_GLM_round,2),
round(100,2))
results_round <- as.factor(results_round)
results_round <- t(data.frame(results_round))
colnames(results_round) <- c('RandomForest_round','KNN_round','Rpart_round','GLM_round','DecreasingDaysThisCycle')
Results_round <- rbind(predDF2_round, results_round)
Results_round## RandomForest_round KNN_round Rpart_round GLM_round
## 2012-03-06 4 5 4 4
## 2012-03-09 4 3 4 4
## 2012-03-13 3 2 3 3
## 2012-03-14 3 4 3 4
## 2012-03-20 1 1 1 1
## 2012-03-23 1 1 1 1
## 2012-04-04 3 4 3 4
## 2012-04-10 1 1 1 1
## 2012-04-26 0 0 0 0
## 2012-05-04 0 0 0 0
## 2012-05-17 2 3 2 3
## 2012-05-21 1 1 1 2
## 2012-05-30 3 3 3 3
## 2012-06-08 1 0 1 1
## 2012-06-12 0 0 0 0
## 2012-06-13 0 0 0 0
## 2012-06-14 0 0 0 0
## 2012-06-19 2 1 2 3
## 2012-07-02 0 0 0 0
## 2012-07-10 4 5 4 4
## 2012-07-13 2 3 2 4
## 2012-07-19 0 0 0 0
## 2012-07-20 5 5 5 4
## 2012-07-30 2 2 2 3
## 2012-07-31 2 3 2 3
## 2012-08-01 2 4 2 3
## 2012-08-09 1 1 1 1
## 2012-08-14 8 5 7 5
## 2012-08-17 8 7 7 5
## 2012-08-20 8 7 7 5
## 2012-08-27 2 3 2 3
## 2012-08-28 2 2 2 3
## 2012-08-29 1 0 1 1
## 2012-08-31 0 0 0 0
## 2012-09-06 2 3 2 3
## 2012-09-13 2 2 2 3
## 2012-09-14 2 2 2 3
## 2012-09-18 2 2 2 3
## 2012-09-20 0 0 0 0
## 2012-09-24 2 2 2 4
## 2012-09-25 2 2 2 3
## 2012-09-26 0 0 0 0
## 2012-10-02 1 1 1 1
## 2012-10-11 1 1 1 2
## 2012-10-16 1 1 1 1
## 2012-10-17 4 4 4 4
## 2012-10-18 4 7 4 4
## 2012-10-25 2 4 2 3
## 2012-11-02 4 3 4 5
## 2012-11-06 4 5 4 4
## 2012-11-07 3 3 3 4
## 2012-11-12 3 2 3 4
## 2012-11-14 1 1 1 1
## 2012-11-20 1 1 1 2
## 2012-12-04 3 3 3 4
## 2012-12-05 3 3 3 4
## 2012-12-06 3 3 3 4
## 2012-12-17 3 4 3 4
## 2012-12-18 3 3 3 3
## 2012-12-19 0 0 0 0
## 2012-12-21 1 1 1 2
## 2012-12-24 1 1 1 1
## 2012-12-31 1 1 1 1
## 2013-01-04 3 2 3 3
## 2013-01-08 3 3 3 4
## 2013-01-09 3 2 3 3
## 2013-01-16 5 6 5 5
## 2013-01-18 1 1 1 2
## 2013-01-22 1 1 1 1
## 2013-01-25 3 4 3 3
## 2013-01-31 2 3 2 3
## 2013-02-22 2 3 2 3
## 2013-02-25 2 3 2 4
## 2013-02-26 2 3 2 3
## 2013-03-01 0 0 0 0
## 2013-03-04 2 1 2 3
## 2013-03-06 2 3 2 3
## 2013-03-25 6 3 6 4
## 2013-03-26 0 0 0 0
## 2013-03-27 3 4 3 3
## 2013-04-05 2 2 2 3
## 2013-04-10 0 0 0 0
## 2013-04-11 0 0 0 0
## 2013-04-17 1 1 1 2
## 2013-04-19 3 5 3 4
## 2013-04-24 3 4 3 3
## 2013-05-03 4 4 4 4
## 2013-05-13 1 1 1 1
## 2013-05-14 1 1 1 2
## 2013-05-17 0 0 0 0
## 2013-05-20 0 0 0 0
## 2013-06-06 0 0 0 0
## 2013-06-10 3 3 3 4
## 2013-06-12 3 3 3 3
## 2013-06-14 0 0 0 0
## 2013-06-17 1 1 1 1
## 2013-06-25 0 0 0 0
## 2013-06-28 1 1 1 2
## 2013-07-10 1 1 1 1
## 2013-07-11 0 0 0 0
## 2013-07-15 1 1 1 1
## 2013-07-24 3 3 3 3
## 2013-07-25 0 0 0 0
## 2013-07-29 1 1 1 1
## 2013-08-09 1 1 1 2
## 2013-08-13 2 3 2 3
## 2013-08-21 0 0 0 0
## 2013-08-26 2 2 2 2
## 2013-09-04 0 0 0 0
## 2013-09-05 0 0 0 0
## 2013-09-09 1 1 1 1
## 2013-09-12 3 3 3 3
## 2013-09-16 3 2 3 3
## 2013-09-25 3 3 3 3
## 2013-09-27 3 2 3 3
## 2013-10-03 0 0 0 0
## 2013-10-09 3 2 3 3
## 2013-10-10 0 0 0 0
## 2013-10-11 0 0 0 0
## 2013-10-14 1 1 1 1
## 2013-10-16 1 2 1 1
## 2013-10-22 3 4 3 3
## 2013-10-28 2 4 2 3
## 2013-10-31 1 1 1 1
## 2013-11-05 2 2 2 2
## 2013-11-08 1 1 1 2
## 2013-11-11 1 2 1 1
## 2013-11-13 0 0 0 0
## 2013-11-15 3 3 3 3
## 2013-11-18 3 3 3 3
## 2013-11-20 3 2 3 3
## 2013-11-26 3 2 3 4
## 2013-11-27 3 3 3 3
## 2013-12-10 1 1 1 1
## 2013-12-23 1 0 1 1
## 2013-12-26 1 1 1 1
## 2014-01-15 1 1 1 1
## 2014-01-22 5 3 5 4
## 2014-01-28 1 1 1 1
## 2014-01-29 1 1 1 1
## 2014-01-31 1 1 1 1
## 2014-02-03 1 2 1 1
## 2014-02-24 0 0 0 0
## 2014-02-27 1 0 1 1
## 2014-03-03 0 0 0 0
## 2014-03-11 3 4 3 3
## 2014-03-19 6 3 6 4
## 2014-03-20 6 3 6 4
## 2014-03-21 6 3 6 4
## 2014-03-24 6 3 6 4
## 2014-03-26 6 3 6 4
## 2014-03-31 0 0 0 0
## 2014-04-01 3 3 3 3
## 2014-04-08 0 0 0 0
## 2014-04-09 2 2 2 2
## 2014-04-11 2 2 2 2
## 2014-04-14 0 0 0 0
## 2014-04-25 4 3 4 4
## 2014-05-01 1 2 1 1
## 2014-05-05 1 1 1 1
## 2014-05-13 2 3 2 3
## 2014-05-19 0 0 0 0
## 2014-05-20 0 0 0 0
## 2014-05-21 0 0 0 0
## 2014-05-28 1 1 1 2
## 2014-05-29 2 2 2 3
## 2014-05-30 2 2 2 3
## 2014-06-02 2 3 2 2
## 2014-06-05 0 0 0 0
## 2014-06-06 0 0 0 0
## 2014-06-16 1 2 1 1
## 2014-06-17 0 0 0 0
## 2014-06-24 1 1 1 1
## 2014-07-08 3 3 3 3
## 2014-07-14 3 2 3 3
## 2014-07-18 1 2 1 2
## 2014-07-29 0 0 0 0
## 2014-08-04 2 2 2 3
## 2014-08-05 2 3 2 3
## 2014-08-08 1 1 1 1
## 2014-08-12 1 1 1 2
## 2014-08-14 0 0 0 0
## 2014-08-18 0 0 0 0
## 2014-08-22 0 0 0 0
## 2014-08-25 1 0 1 2
## 2014-09-02 2 2 2 3
## 2014-09-05 2 2 2 3
## 2014-09-09 2 3 2 2
## 2014-09-11 5 3 5 4
## 2014-09-23 0 0 0 0
## 2014-09-25 1 1 1 1
## 2014-09-26 3 2 3 3
## 2014-09-30 3 4 3 3
## 2014-10-01 3 3 3 3
## 2014-10-02 0 0 0 0
## 2014-10-06 2 3 2 3
## 2014-10-09 3 3 3 3
## 2014-10-15 0 0 0 0
## 2014-10-16 0 0 0 0
## 2014-10-21 2 2 2 3
## 2014-10-29 1 2 1 1
## 2014-11-04 2 3 2 3
## 2014-11-07 1 1 1 1
## 2014-11-14 3 3 3 3
## 2014-11-18 3 3 3 3
## 2014-12-08 2 2 2 3
## 2014-12-09 1 1 1 1
## 2014-12-10 1 2 1 1
## 2014-12-22 1 1 1 1
## 2014-12-26 2 2 2 2
## 2014-12-30 0 0 0 0
## 2014-12-31 0 0 0 0
## 2015-01-22 0 0 0 0
## 2015-02-09 2 2 2 3
## 2015-02-18 2 2 2 3
## 2015-02-26 0 0 0 0
## 2015-03-06 3 5 3 4
## 2015-03-09 3 4 3 4
## 2015-03-18 3 4 3 4
## 2015-03-23 0 0 0 0
## 2015-03-30 2 1 2 3
## 2015-04-01 2 2 2 3
## 2015-04-06 1 1 1 1
## 2015-04-17 3 4 3 4
## 2015-04-21 0 0 0 0
## 2015-04-22 1 1 1 1
## 2015-04-28 0 0 0 0
## 2015-05-06 3 3 3 4
## 2015-05-12 7 3 7 4
## 2015-05-13 7 6 7 4
## 2015-05-14 7 6 7 4
## 2015-05-15 7 6 7 4
## 2015-05-18 7 6 7 4
## 2015-05-29 1 1 1 1
## 2015-06-03 2 3 2 3
## 2015-06-10 4 6 4 4
## 2015-06-15 1 1 1 1
## 2015-06-17 1 1 1 1
## 2015-06-22 0 0 0 0
## 2015-06-25 4 6 4 4
## 2015-06-26 4 6 4 4
## 2015-06-29 4 2 4 4
## 2015-06-30 7 3 7 4
## 2015-07-07 7 4 7 4
## 2015-07-08 7 5 7 4
## 2015-07-09 7 6 7 4
## 2015-07-10 7 4 7 4
## 2015-07-14 1 1 1 1
## 2015-07-28 4 4 4 3
## 2015-07-29 4 2 4 4
## 2015-07-31 1 1 1 1
## 2015-08-03 1 1 1 1
## 2015-08-06 3 7 3 4
## 2015-08-12 1 1 1 2
## 2015-08-13 1 1 1 1
## 2015-08-17 6 2 6 4
## 2015-08-18 6 7 6 5
## 2015-08-25 6 3 6 4
## 2015-09-01 1 1 1 1
## 2015-09-04 1 1 1 2
## 2015-09-10 2 3 2 3
## 2015-09-17 10 6 10 5
## 2015-09-29 10 4 10 4
## 2015-10-05 1 1 1 2
## 2015-10-06 1 1 1 1
## 2015-10-08 0 0 0 0
## 2015-10-09 3 2 3 3
## 2015-10-19 3 4 3 4
## 2015-10-23 0 0 0 0
## 2015-10-27 2 4 2 3
## 2015-10-28 2 3 2 3
## 2015-11-20 1 1 1 1
## 2015-12-01 0 0 0 0
## 2015-12-03 3 4 3 4
## 2015-12-08 1 1 1 2
## 2015-12-15 3 4 3 3
## 2015-12-16 3 2 3 4
## 2015-12-22 0 0 0 0
## 2015-12-23 0 0 0 0
## 2015-12-30 1 1 1 1
## 2015-12-31 10 3 10 4
## 2016-01-06 11 7 10 5
## 2016-01-15 10 7 10 5
## 2016-01-19 10 6 10 4
## 2016-01-26 2 2 2 3
## 2016-01-27 2 2 2 3
## 2016-02-03 2 3 2 3
## 2016-02-04 5 3 5 4
## 2016-02-05 5 4 5 5
## 2016-02-10 5 5 5 5
## 2016-02-18 1 1 1 1
## 2016-02-19 0 0 0 0
## 2016-02-24 2 4 2 3
## 2016-02-25 0 0 0 0
## 2016-03-04 1 1 1 1
## 2016-03-11 0 0 0 0
## 2016-03-15 1 1 1 1
## 2016-03-16 0 0 0 0
## 2016-03-23 4 4 4 4
## 2016-03-24 1 1 1 2
## 2016-03-31 2 3 2 3
## 2016-04-07 2 3 2 4
## 2016-04-08 2 1 2 3
## 2016-04-14 0 0 0 0
## 2016-04-25 1 1 1 1
## 2016-04-26 3 2 3 4
## 2016-05-04 2 2 2 3
## 2016-05-10 2 2 2 3
## 2016-05-19 2 2 2 3
## 2016-05-23 1 1 1 1
## 2016-05-24 0 0 0 0
## 2016-05-27 0 0 0 0
## 2016-06-07 1 1 1 1
## 2016-06-08 0 0 0 0
## 2016-06-09 3 3 3 3
## 2016-06-13 3 3 3 4
## 2016-06-14 3 3 3 3
## 2016-06-17 0 0 0 0
## 2016-06-20 0 0 0 0
## 2016-06-21 1 1 1 1
## 2016-06-22 1 1 1 1
## 2016-06-23 2 2 2 3
## 2016-06-27 2 2 2 3
## 2016-07-25 0 0 0 0
## 2016-07-29 2 2 2 3
## 2016-08-03 0 0 0 0
## 2016-08-09 0 0 0 0
## 2016-08-12 1 2 1 1
## 2016-08-24 3 3 3 3
## 2016-08-29 1 1 1 1
## 2016-09-06 3 3 3 4
## 2016-09-12 1 1 1 2
## 2016-09-15 3 3 3 3
## 2016-09-16 3 4 3 4
## 2016-09-23 0 0 0 0
## 2016-09-26 0 0 0 0
## 2016-09-29 1 1 1 1
## 2016-10-03 0 0 0 0
## 2016-10-06 2 3 2 3
## 2016-10-11 4 4 4 4
## 2016-10-12 4 5 4 4
## 2016-10-25 4 4 4 4
## 2016-10-27 4 6 4 4
## 2016-10-28 4 5 4 4
## 2016-10-31 1 1 1 2
## 2016-11-02 1 1 1 2
## 2016-11-03 1 1 1 1
## 2016-11-04 0 0 0 0
## 2016-11-07 0 0 0 0
## 2016-11-08 0 0 0 0
## 2016-11-17 0 0 0 0
## 2016-11-21 0 0 0 0
## 2016-11-25 2 2 2 3
## 2016-11-30 3 3 3 4
## 2016-12-02 3 4 3 3
## 2016-12-05 2 2 2 3
## 2016-12-08 2 2 2 3
## 2016-12-09 2 2 2 3
## 2016-12-14 1 1 1 1
## 2016-12-16 1 1 1 1
## 2017-01-12 1 1 1 1
## 2017-01-26 2 2 2 3
## 2017-02-02 5 6 5 4
## 2017-02-07 5 4 5 4
## 2017-02-14 7 3 7 4
## 2017-02-17 7 6 7 5
## 2017-02-24 7 5 7 4
## 2017-02-27 1 1 1 2
## 2017-02-28 1 1 1 1
## 2017-03-02 2 2 2 3
## 2017-03-07 1 1 1 1
## 2017-03-15 0 0 0 0
## 2017-03-21 6 5 6 4
## 2017-03-22 6 5 6 4
## 2017-03-31 1 1 1 2
## 2017-04-06 2 2 2 3
## 2017-04-13 2 2 2 3
## 2017-04-17 0 0 0 0
## 2017-04-18 1 1 1 1
## 2017-04-25 0 0 0 0
## 2017-05-02 1 1 1 1
## 2017-05-05 0 0 0 0
## 2017-05-08 2 2 2 3
## 2017-05-12 1 1 1 1
## 2017-05-18 1 1 1 2
## 2017-05-25 1 1 1 2
## 2017-05-30 0 0 0 0
## 2017-06-05 1 1 1 2
## 2017-06-09 1 1 1 1
## 2017-06-14 2 2 2 3
## 2017-06-22 0 0 0 0
## 2017-06-27 2 3 2 3
## 2017-07-05 1 1 1 1
## 2017-07-10 0 0 0 0
## 2017-07-11 0 0 0 0
## 2017-07-12 1 1 1 1
## 2017-07-14 1 1 1 2
## 2017-07-21 4 4 4 4
## 2017-07-24 4 3 4 4
## 2017-07-26 0 0 0 0
## 2017-07-27 0 0 0 0
## 2017-07-28 1 1 1 2
## 2017-07-31 1 1 1 1
## 2017-08-03 2 2 2 3
## 2017-08-10 3 3 3 3
## 2017-08-15 1 1 1 1
## 2017-08-25 1 1 1 2
## 2017-08-29 0 0 0 0
## 2017-08-30 1 1 1 1
## 2017-09-15 1 1 1 2
## 2017-09-25 4 6 4 4
## 2017-09-28 1 1 1 1
## 2017-10-02 0 0 0 0
## 2017-10-10 7 5 7 4
## 2017-10-16 7 6 7 4
## 2017-10-20 1 1 1 2
## 2017-10-31 3 3 3 4
## 2017-11-01 3 4 3 4
## 2017-11-02 3 3 3 3
## 2017-11-06 2 3 2 3
## 2017-11-15 1 1 1 1
## 2017-11-20 1 1 1 1
## 2017-11-21 1 1 1 1
## 2017-11-28 8 3 7 4
## 2017-11-29 8 3 7 4
## 2017-12-05 8 5 7 4
## 2017-12-06 8 5 7 4
## 2017-12-07 8 5 7 4
## 2017-12-11 0 0 0 0
## 2017-12-14 1 1 1 1
## 2017-12-18 4 3 4 4
## 2018-01-10 2 2 2 2
## 2018-01-12 1 1 1 1
## 2018-01-16 1 1 1 1
## 2018-01-17 2 4 2 3
## 2018-01-23 1 1 1 1
## 2018-01-25 0 0 0 0
## 2018-01-26 0 0 0 0
## 2018-01-31 0 0 0 0
## 2018-02-01 2 2 2 3
## 2018-02-06 0 0 0 0
## 2018-02-26 4 6 4 4
## 2018-03-02 1 1 1 2
## 2018-03-06 0 0 0 0
## 2018-03-08 1 1 1 1
## 2018-03-09 0 0 0 0
## 2018-03-13 1 1 1 1
## 2018-03-15 7 6 7 4
## 2018-03-16 7 6 7 4
## 2018-03-26 1 1 1 2
## 2018-03-28 0 0 0 0
## 2018-04-03 0 0 0 0
## 2018-04-10 0 0 0 0
## 2018-04-17 3 3 3 3
## 2018-04-18 3 3 3 4
## 2018-04-20 3 2 3 3
## 2018-04-23 2 3 2 3
## 2018-04-30 1 1 1 2
## 2018-05-01 1 1 1 1
## 2018-05-02 1 1 1 2
## 2018-05-03 1 1 1 1
## 2018-05-09 3 3 3 3
## 2018-05-10 3 4 3 3
## 2018-05-16 0 0 0 0
## 2018-05-18 0 0 0 0
## 2018-05-22 1 1 1 1
## 2018-05-31 1 1 1 1
## 2018-06-06 2 2 2 3
## 2018-06-14 1 1 1 2
## 2018-06-15 1 1 1 1
## 2018-06-18 0 0 0 0
## 2018-06-28 0 0 0 0
## 2018-07-02 1 1 1 1
## 2018-07-03 1 1 1 1
## 2018-07-06 1 1 1 1
## 2018-07-10 2 3 2 3
## 2018-07-17 5 3 5 4
## 2018-07-19 5 4 5 4
## 2018-07-20 5 6 5 4
## 2018-07-26 3 3 3 3
## 2018-07-30 3 4 3 4
## 2018-08-01 0 0 0 0
## 2018-08-03 0 0 0 0
## 2018-08-06 2 3 2 3
## 2018-08-09 0 1 0 0
## 2018-08-13 1 1 1 1
## 2018-08-15 6 6 6 4
## 2018-08-22 6 3 6 4
## 2018-08-23 0 0 0 0
## 2018-08-29 1 1 1 2
## 2018-08-30 1 1 1 1
## 2018-08-31 3 3 3 4
## 2018-09-05 3 3 3 4
## 2018-09-18 1 0 1 1
## 2018-09-19 1 1 1 1
## 2018-09-21 2 3 2 3
## 2018-09-25 1 1 1 1
## 2018-09-28 3 3 3 4
## 2018-10-09 5 5 5 4
## 2018-10-16 3 2 3 3
## 2018-10-22 2 3 2 3
## 2018-10-29 2 2 2 3
## 2018-10-31 0 0 0 0
## 2018-11-05 0 0 0 0
## 2018-11-06 0 0 0 0
## 2018-11-08 2 3 2 2
## 2018-11-23 0 0 0 0
## 2018-11-26 1 1 1 1
## 2018-11-29 1 1 1 1
## 2018-12-10 0 0 0 0
## 2018-12-11 1 1 1 1
## 2018-12-14 3 3 3 4
## 2018-12-17 3 3 3 4
## 2018-12-18 3 3 3 3
## 2018-12-21 2 2 2 3
## 2018-12-28 1 1 1 1
## 2019-01-02 2 2 2 3
## 2019-01-08 0 0 0 0
## 2019-01-09 1 1 1 1
## 2019-01-11 1 1 1 2
## 2019-01-14 1 1 1 1
## 2019-01-15 0 0 0 0
## 2019-01-16 0 0 0 0
## 2019-01-17 0 0 0 0
## 2019-01-29 2 3 2 3
## 2019-01-30 1 1 1 2
## 2019-02-05 3 3 3 4
## 2019-02-12 2 2 2 3
## 2019-02-19 3 3 3 4
## 2019-02-21 3 3 3 3
## 2019-02-25 10 6 10 4
## 2019-02-26 10 4 10 4
## 2019-02-28 10 5 10 5
## 2019-03-05 10 5 10 4
## 2019-03-06 10 6 10 4
## 2019-03-18 3 3 3 4
## 2019-03-28 1 1 1 2
## 2019-04-01 0 0 0 0
## 2019-04-12 3 3 3 4
## 2019-04-16 0 0 0 0
## 2019-04-22 0 0 0 0
## 2019-04-24 1 1 1 1
## 2019-04-26 0 0 0 0
## 2019-04-30 2 2 2 3
## 2019-05-01 2 2 2 2
## 2019-05-10 3 2 3 4
## 2019-05-14 0 0 0 0
## 2019-05-21 2 2 2 3
## 2019-06-11 1 1 1 1
## 2019-06-17 0 0 0 0
## 2019-06-24 1 1 1 2
## 2019-06-26 0 0 0 1
## 2019-07-09 0 0 0 1
## 2019-07-11 0 0 0 1
## 2019-07-15 1 1 1 1
## 2019-07-17 4 4 4 4
## 2019-07-18 4 5 4 4
## 2019-07-24 1 1 1 1
## 2019-08-02 1 1 1 2
## 2019-08-06 0 0 0 0
## 2019-08-07 0 0 0 0
## 2019-08-13 3 3 3 4
## 2019-08-15 0 0 0 0
## 2019-08-19 2 2 2 3
## 2019-08-28 0 0 0 0
## 2019-08-30 3 3 3 4
## 2019-09-10 0 0 0 0
## 2019-09-11 0 0 0 0
## 2019-09-18 6 6 6 4
## 2019-09-19 6 7 6 4
## 2019-09-30 0 0 0 0
## 2019-10-03 2 2 2 3
## 2019-10-07 4 6 4 4
## 2019-10-08 4 4 4 4
## 2019-10-11 0 0 0 0
## 2019-10-15 0 0 0 0
## 2019-10-21 0 0 0 0
## 2019-10-22 2 2 2 3
## 2019-10-24 2 2 2 3
## 2019-10-25 0 0 0 0
## 2019-11-04 4 5 4 4
## 2019-11-11 3 3 3 3
## 2019-11-19 3 3 3 4
## 2019-11-21 3 2 3 3
## 2019-11-26 0 0 0 0
## 2019-12-03 0 0 0 0
## 2019-12-04 5 3 5 4
## 2019-12-05 5 6 5 4
## 2019-12-06 5 6 5 4
## 2019-12-12 0 0 0 0
## 2019-12-16 0 0 0 0
## 2019-12-17 0 0 0 0
## 2020-01-03 3 3 3 4
## 2020-01-10 0 0 0 0
## 2020-01-15 0 0 0 0
## 2020-01-17 2 2 2 3
## 2020-01-21 2 2 2 3
## 2020-01-22 0 0 0 0
## 2020-01-29 3 3 3 4
## 2020-02-04 0 0 0 0
## 2020-02-11 0 0 0 0
## 2020-02-19 3 2 3 3
## 2020-02-24 2 2 2 3
## 2020-03-03 1 1 1 1
## 2020-03-04 3 3 3 3
## results_round 0.99 0.69 0.98 0.59
## DecreasingDaysThisCycle
## 2012-03-06 4
## 2012-03-09 4
## 2012-03-13 3
## 2012-03-14 3
## 2012-03-20 1
## 2012-03-23 1
## 2012-04-04 3
## 2012-04-10 1
## 2012-04-26 0
## 2012-05-04 0
## 2012-05-17 2
## 2012-05-21 1
## 2012-05-30 3
## 2012-06-08 1
## 2012-06-12 0
## 2012-06-13 0
## 2012-06-14 0
## 2012-06-19 2
## 2012-07-02 0
## 2012-07-10 4
## 2012-07-13 2
## 2012-07-19 0
## 2012-07-20 5
## 2012-07-30 2
## 2012-07-31 2
## 2012-08-01 2
## 2012-08-09 1
## 2012-08-14 8
## 2012-08-17 8
## 2012-08-20 8
## 2012-08-27 2
## 2012-08-28 2
## 2012-08-29 1
## 2012-08-31 0
## 2012-09-06 2
## 2012-09-13 2
## 2012-09-14 2
## 2012-09-18 2
## 2012-09-20 0
## 2012-09-24 2
## 2012-09-25 2
## 2012-09-26 0
## 2012-10-02 1
## 2012-10-11 1
## 2012-10-16 1
## 2012-10-17 4
## 2012-10-18 4
## 2012-10-25 2
## 2012-11-02 4
## 2012-11-06 4
## 2012-11-07 3
## 2012-11-12 3
## 2012-11-14 1
## 2012-11-20 1
## 2012-12-04 3
## 2012-12-05 3
## 2012-12-06 3
## 2012-12-17 3
## 2012-12-18 3
## 2012-12-19 0
## 2012-12-21 1
## 2012-12-24 1
## 2012-12-31 1
## 2013-01-04 3
## 2013-01-08 3
## 2013-01-09 3
## 2013-01-16 5
## 2013-01-18 1
## 2013-01-22 1
## 2013-01-25 3
## 2013-01-31 2
## 2013-02-22 2
## 2013-02-25 2
## 2013-02-26 2
## 2013-03-01 0
## 2013-03-04 2
## 2013-03-06 2
## 2013-03-25 6
## 2013-03-26 0
## 2013-03-27 3
## 2013-04-05 2
## 2013-04-10 0
## 2013-04-11 0
## 2013-04-17 1
## 2013-04-19 3
## 2013-04-24 3
## 2013-05-03 4
## 2013-05-13 1
## 2013-05-14 1
## 2013-05-17 0
## 2013-05-20 0
## 2013-06-06 0
## 2013-06-10 3
## 2013-06-12 3
## 2013-06-14 0
## 2013-06-17 1
## 2013-06-25 0
## 2013-06-28 1
## 2013-07-10 1
## 2013-07-11 0
## 2013-07-15 1
## 2013-07-24 3
## 2013-07-25 0
## 2013-07-29 1
## 2013-08-09 1
## 2013-08-13 2
## 2013-08-21 0
## 2013-08-26 2
## 2013-09-04 0
## 2013-09-05 0
## 2013-09-09 1
## 2013-09-12 3
## 2013-09-16 3
## 2013-09-25 3
## 2013-09-27 3
## 2013-10-03 0
## 2013-10-09 3
## 2013-10-10 0
## 2013-10-11 0
## 2013-10-14 1
## 2013-10-16 1
## 2013-10-22 3
## 2013-10-28 2
## 2013-10-31 1
## 2013-11-05 2
## 2013-11-08 1
## 2013-11-11 1
## 2013-11-13 0
## 2013-11-15 3
## 2013-11-18 3
## 2013-11-20 3
## 2013-11-26 3
## 2013-11-27 3
## 2013-12-10 1
## 2013-12-23 1
## 2013-12-26 1
## 2014-01-15 1
## 2014-01-22 5
## 2014-01-28 1
## 2014-01-29 1
## 2014-01-31 1
## 2014-02-03 1
## 2014-02-24 0
## 2014-02-27 1
## 2014-03-03 0
## 2014-03-11 3
## 2014-03-19 6
## 2014-03-20 6
## 2014-03-21 6
## 2014-03-24 6
## 2014-03-26 6
## 2014-03-31 0
## 2014-04-01 3
## 2014-04-08 0
## 2014-04-09 2
## 2014-04-11 2
## 2014-04-14 0
## 2014-04-25 4
## 2014-05-01 1
## 2014-05-05 1
## 2014-05-13 2
## 2014-05-19 0
## 2014-05-20 0
## 2014-05-21 0
## 2014-05-28 1
## 2014-05-29 2
## 2014-05-30 2
## 2014-06-02 2
## 2014-06-05 0
## 2014-06-06 0
## 2014-06-16 1
## 2014-06-17 0
## 2014-06-24 1
## 2014-07-08 3
## 2014-07-14 3
## 2014-07-18 1
## 2014-07-29 0
## 2014-08-04 2
## 2014-08-05 2
## 2014-08-08 1
## 2014-08-12 1
## 2014-08-14 0
## 2014-08-18 0
## 2014-08-22 0
## 2014-08-25 1
## 2014-09-02 2
## 2014-09-05 2
## 2014-09-09 2
## 2014-09-11 5
## 2014-09-23 0
## 2014-09-25 1
## 2014-09-26 3
## 2014-09-30 3
## 2014-10-01 3
## 2014-10-02 0
## 2014-10-06 2
## 2014-10-09 3
## 2014-10-15 0
## 2014-10-16 0
## 2014-10-21 2
## 2014-10-29 1
## 2014-11-04 2
## 2014-11-07 1
## 2014-11-14 3
## 2014-11-18 3
## 2014-12-08 2
## 2014-12-09 1
## 2014-12-10 1
## 2014-12-22 1
## 2014-12-26 2
## 2014-12-30 0
## 2014-12-31 0
## 2015-01-22 0
## 2015-02-09 2
## 2015-02-18 2
## 2015-02-26 0
## 2015-03-06 3
## 2015-03-09 3
## 2015-03-18 3
## 2015-03-23 0
## 2015-03-30 2
## 2015-04-01 2
## 2015-04-06 1
## 2015-04-17 3
## 2015-04-21 0
## 2015-04-22 1
## 2015-04-28 0
## 2015-05-06 3
## 2015-05-12 7
## 2015-05-13 7
## 2015-05-14 7
## 2015-05-15 7
## 2015-05-18 7
## 2015-05-29 1
## 2015-06-03 2
## 2015-06-10 4
## 2015-06-15 1
## 2015-06-17 1
## 2015-06-22 0
## 2015-06-25 4
## 2015-06-26 4
## 2015-06-29 4
## 2015-06-30 7
## 2015-07-07 7
## 2015-07-08 7
## 2015-07-09 7
## 2015-07-10 7
## 2015-07-14 1
## 2015-07-28 4
## 2015-07-29 4
## 2015-07-31 1
## 2015-08-03 1
## 2015-08-06 3
## 2015-08-12 1
## 2015-08-13 1
## 2015-08-17 6
## 2015-08-18 6
## 2015-08-25 6
## 2015-09-01 1
## 2015-09-04 1
## 2015-09-10 2
## 2015-09-17 9
## 2015-09-29 9
## 2015-10-05 1
## 2015-10-06 1
## 2015-10-08 0
## 2015-10-09 3
## 2015-10-19 3
## 2015-10-23 0
## 2015-10-27 2
## 2015-10-28 2
## 2015-11-20 1
## 2015-12-01 0
## 2015-12-03 3
## 2015-12-08 1
## 2015-12-15 3
## 2015-12-16 3
## 2015-12-22 0
## 2015-12-23 0
## 2015-12-30 1
## 2015-12-31 11
## 2016-01-06 11
## 2016-01-15 11
## 2016-01-19 11
## 2016-01-26 2
## 2016-01-27 2
## 2016-02-03 2
## 2016-02-04 5
## 2016-02-05 5
## 2016-02-10 5
## 2016-02-18 1
## 2016-02-19 0
## 2016-02-24 2
## 2016-02-25 0
## 2016-03-04 1
## 2016-03-11 0
## 2016-03-15 1
## 2016-03-16 0
## 2016-03-23 4
## 2016-03-24 1
## 2016-03-31 2
## 2016-04-07 2
## 2016-04-08 2
## 2016-04-14 0
## 2016-04-25 1
## 2016-04-26 3
## 2016-05-04 2
## 2016-05-10 2
## 2016-05-19 2
## 2016-05-23 1
## 2016-05-24 0
## 2016-05-27 0
## 2016-06-07 1
## 2016-06-08 0
## 2016-06-09 3
## 2016-06-13 3
## 2016-06-14 3
## 2016-06-17 0
## 2016-06-20 0
## 2016-06-21 1
## 2016-06-22 1
## 2016-06-23 2
## 2016-06-27 2
## 2016-07-25 0
## 2016-07-29 2
## 2016-08-03 0
## 2016-08-09 0
## 2016-08-12 1
## 2016-08-24 3
## 2016-08-29 1
## 2016-09-06 3
## 2016-09-12 1
## 2016-09-15 3
## 2016-09-16 3
## 2016-09-23 0
## 2016-09-26 0
## 2016-09-29 1
## 2016-10-03 0
## 2016-10-06 2
## 2016-10-11 4
## 2016-10-12 4
## 2016-10-25 4
## 2016-10-27 4
## 2016-10-28 4
## 2016-10-31 1
## 2016-11-02 1
## 2016-11-03 1
## 2016-11-04 0
## 2016-11-07 0
## 2016-11-08 0
## 2016-11-17 0
## 2016-11-21 0
## 2016-11-25 2
## 2016-11-30 3
## 2016-12-02 3
## 2016-12-05 2
## 2016-12-08 2
## 2016-12-09 2
## 2016-12-14 1
## 2016-12-16 1
## 2017-01-12 1
## 2017-01-26 2
## 2017-02-02 5
## 2017-02-07 5
## 2017-02-14 7
## 2017-02-17 7
## 2017-02-24 7
## 2017-02-27 1
## 2017-02-28 1
## 2017-03-02 2
## 2017-03-07 1
## 2017-03-15 0
## 2017-03-21 6
## 2017-03-22 6
## 2017-03-31 1
## 2017-04-06 2
## 2017-04-13 2
## 2017-04-17 0
## 2017-04-18 1
## 2017-04-25 0
## 2017-05-02 1
## 2017-05-05 0
## 2017-05-08 2
## 2017-05-12 1
## 2017-05-18 1
## 2017-05-25 1
## 2017-05-30 0
## 2017-06-05 1
## 2017-06-09 1
## 2017-06-14 2
## 2017-06-22 0
## 2017-06-27 2
## 2017-07-05 1
## 2017-07-10 0
## 2017-07-11 0
## 2017-07-12 1
## 2017-07-14 1
## 2017-07-21 4
## 2017-07-24 4
## 2017-07-26 0
## 2017-07-27 0
## 2017-07-28 1
## 2017-07-31 1
## 2017-08-03 2
## 2017-08-10 3
## 2017-08-15 1
## 2017-08-25 1
## 2017-08-29 0
## 2017-08-30 1
## 2017-09-15 1
## 2017-09-25 4
## 2017-09-28 1
## 2017-10-02 0
## 2017-10-10 7
## 2017-10-16 7
## 2017-10-20 1
## 2017-10-31 3
## 2017-11-01 3
## 2017-11-02 3
## 2017-11-06 2
## 2017-11-15 1
## 2017-11-20 1
## 2017-11-21 1
## 2017-11-28 8
## 2017-11-29 8
## 2017-12-05 8
## 2017-12-06 8
## 2017-12-07 8
## 2017-12-11 0
## 2017-12-14 1
## 2017-12-18 4
## 2018-01-10 2
## 2018-01-12 1
## 2018-01-16 1
## 2018-01-17 2
## 2018-01-23 1
## 2018-01-25 0
## 2018-01-26 0
## 2018-01-31 0
## 2018-02-01 2
## 2018-02-06 0
## 2018-02-26 4
## 2018-03-02 1
## 2018-03-06 0
## 2018-03-08 1
## 2018-03-09 0
## 2018-03-13 1
## 2018-03-15 7
## 2018-03-16 7
## 2018-03-26 1
## 2018-03-28 0
## 2018-04-03 0
## 2018-04-10 0
## 2018-04-17 3
## 2018-04-18 3
## 2018-04-20 3
## 2018-04-23 2
## 2018-04-30 1
## 2018-05-01 1
## 2018-05-02 1
## 2018-05-03 1
## 2018-05-09 3
## 2018-05-10 3
## 2018-05-16 0
## 2018-05-18 0
## 2018-05-22 1
## 2018-05-31 1
## 2018-06-06 2
## 2018-06-14 1
## 2018-06-15 1
## 2018-06-18 0
## 2018-06-28 0
## 2018-07-02 1
## 2018-07-03 1
## 2018-07-06 1
## 2018-07-10 2
## 2018-07-17 5
## 2018-07-19 5
## 2018-07-20 5
## 2018-07-26 3
## 2018-07-30 3
## 2018-08-01 0
## 2018-08-03 0
## 2018-08-06 2
## 2018-08-09 0
## 2018-08-13 1
## 2018-08-15 6
## 2018-08-22 6
## 2018-08-23 0
## 2018-08-29 1
## 2018-08-30 1
## 2018-08-31 3
## 2018-09-05 3
## 2018-09-18 1
## 2018-09-19 1
## 2018-09-21 2
## 2018-09-25 1
## 2018-09-28 3
## 2018-10-09 5
## 2018-10-16 3
## 2018-10-22 2
## 2018-10-29 2
## 2018-10-31 0
## 2018-11-05 0
## 2018-11-06 0
## 2018-11-08 2
## 2018-11-23 0
## 2018-11-26 1
## 2018-11-29 1
## 2018-12-10 0
## 2018-12-11 1
## 2018-12-14 3
## 2018-12-17 3
## 2018-12-18 3
## 2018-12-21 2
## 2018-12-28 1
## 2019-01-02 2
## 2019-01-08 0
## 2019-01-09 1
## 2019-01-11 1
## 2019-01-14 1
## 2019-01-15 0
## 2019-01-16 0
## 2019-01-17 0
## 2019-01-29 2
## 2019-01-30 1
## 2019-02-05 3
## 2019-02-12 2
## 2019-02-19 3
## 2019-02-21 3
## 2019-02-25 10
## 2019-02-26 10
## 2019-02-28 10
## 2019-03-05 10
## 2019-03-06 10
## 2019-03-18 3
## 2019-03-28 1
## 2019-04-01 0
## 2019-04-12 3
## 2019-04-16 0
## 2019-04-22 0
## 2019-04-24 1
## 2019-04-26 0
## 2019-04-30 2
## 2019-05-01 2
## 2019-05-10 3
## 2019-05-14 0
## 2019-05-21 2
## 2019-06-11 1
## 2019-06-17 0
## 2019-06-24 1
## 2019-06-26 0
## 2019-07-09 0
## 2019-07-11 0
## 2019-07-15 1
## 2019-07-17 4
## 2019-07-18 4
## 2019-07-24 1
## 2019-08-02 1
## 2019-08-06 0
## 2019-08-07 0
## 2019-08-13 3
## 2019-08-15 0
## 2019-08-19 2
## 2019-08-28 0
## 2019-08-30 3
## 2019-09-10 0
## 2019-09-11 0
## 2019-09-18 6
## 2019-09-19 6
## 2019-09-30 0
## 2019-10-03 2
## 2019-10-07 4
## 2019-10-08 4
## 2019-10-11 0
## 2019-10-15 0
## 2019-10-21 0
## 2019-10-22 2
## 2019-10-24 2
## 2019-10-25 0
## 2019-11-04 4
## 2019-11-11 3
## 2019-11-19 3
## 2019-11-21 3
## 2019-11-26 0
## 2019-12-03 0
## 2019-12-04 5
## 2019-12-05 5
## 2019-12-06 5
## 2019-12-12 0
## 2019-12-16 0
## 2019-12-17 0
## 2020-01-03 3
## 2020-01-10 0
## 2020-01-15 0
## 2020-01-17 2
## 2020-01-21 2
## 2020-01-22 0
## 2020-01-29 3
## 2020-02-04 0
## 2020-02-11 0
## 2020-02-19 3
## 2020-02-24 2
## 2020-03-03 1
## 2020-03-04 3
## results_round 100Lets compare this to the table we just saw earlier when the values weren’t rounded or zero if less than zero.
Results## RandomForest KNN Rpart GLM
## 2012-03-06 3.99 5.2 4 4.41654819611789
## 2012-03-09 3.982 3.2 4 3.89724852476453
## 2012-03-13 3 2.4 3 3.28791137748239
## 2012-03-14 3 4 3 3.92381667125139
## 2012-03-20 1 1 1 1.12106526722855
## 2012-03-23 1 1.2 1 1.3072109671944
## 2012-04-04 3 4.2 3 3.69993196664257
## 2012-04-10 1 1.2 1 1.41266916574652
## 2012-04-26 -1.15818465928896e-15 0 0 -0.452819764655824
## 2012-05-04 -1.25410792861658e-15 0 0 -0.554119880886433
## 2012-05-17 1.998 3.2 2 3.22495659139115
## 2012-05-21 1.006 1 1 1.63595830445111
## 2012-05-30 3 2.8 3 3.43029352951083
## 2012-06-08 1 0.4 1 1.2030631348265
## 2012-06-12 -8.33555446888568e-16 0 0 -0.224021690889782
## 2012-06-13 -9.34363697524532e-16 0.2 0 -0.135159530048213
## 2012-06-14 -9.52571355128384e-16 0 0 0.0103222746595462
## 2012-06-19 1.994 0.6 2 3.35783284748428
## 2012-07-02 -1.0405010186787e-15 0 0 -0.439371581453153
## 2012-07-10 3.998 5.4 4 4.40282230073301
## 2012-07-13 2 2.8 2 3.51617750602203
## 2012-07-19 -1.16928688953521e-15 0 0 -0.664651493186763
## 2012-07-20 4.996 5.4 5 4.06308645730994
## 2012-07-30 2 2.2 2 3.11910981780276
## 2012-07-31 2 2.6 2 3.40341493741573
## 2012-08-01 1.994 3.6 2 3.26500853831038
## 2012-08-09 1 1 1 1.39734533852713
## 2012-08-14 8 5.4 7.45238095238095 4.69914292426322
## 2012-08-17 8 6.6 7.45238095238095 4.55468469253308
## 2012-08-20 8 6.8 7.45238095238095 4.68048979687643
## 2012-08-27 1.996 3.2 2 3.47423631712925
## 2012-08-28 2 1.8 2 3.37990725867635
## 2012-08-29 1 0.4 1 1.10848836991716
## 2012-08-31 -1.25943699913478e-15 0 0 -0.290123002320069
## 2012-09-06 2 2.8 2 3.36041763560902
## 2012-09-13 2 1.8 2 3.17715939907413
## 2012-09-14 2 1.6 2 3.05302074938274
## 2012-09-18 1.996 2.4 2 2.72437328063717
## 2012-09-20 -1.30384592011978e-15 0 0 -0.547929664495428
## 2012-09-24 2 2.2 2 3.50735270789961
## 2012-09-25 2 2.4 2 2.64135462630274
## 2012-09-26 -1.15196741035106e-15 0 0 -0.476404268753255
## 2012-10-02 1 1 1 1.11271481626609
## 2012-10-11 1 1 1 1.70787648017067
## 2012-10-16 1 1 1 1.44332780534918
## 2012-10-17 4 3.8 4 4.02144904137939
## 2012-10-18 4 7.4 4 4.422368588763
## 2012-10-25 2 4 2 3.45908000045449
## 2012-11-02 4 2.6 4 4.58871996572467
## 2012-11-06 3.97 5 4 3.93843484287195
## 2012-11-07 2.998 3.4 3 3.6695998390939
## 2012-11-12 3 2 3 3.51511012859404
## 2012-11-14 1.002 1 1 1.31922237408604
## 2012-11-20 1.012 0.6 1 1.59730544888093
## 2012-12-04 2.988 3 3 3.92688484464847
## 2012-12-05 2.998 3 3 3.87711082404679
## 2012-12-06 3 2.8 3 3.5492686145114
## 2012-12-17 3 4.4 3 3.96462336154769
## 2012-12-18 3 2.6 3 3.2493887516163
## 2012-12-19 -9.77884440089838e-16 0 0 -0.523429132702788
## 2012-12-21 1 1 1 1.55104761098905
## 2012-12-24 1 1.2 1 1.29720854845336
## 2012-12-31 1 1.2 1 1.28690881525869
## 2013-01-04 3 2.2 3 3.34142308035963
## 2013-01-08 2.996 3 3 3.9251373047454
## 2013-01-09 3 2.4 3 3.46195395117891
## 2013-01-16 4.99 6 5 4.55818772251961
## 2013-01-18 1 1 1 1.80313295653924
## 2013-01-22 1.004 1.2 1 1.21916509194044
## 2013-01-25 3 4.2 3 3.49987670548488
## 2013-01-31 2 2.8 2 3.11265973244273
## 2013-02-22 2 2.8 2 3.00001391212326
## 2013-02-25 2 2.6 2 3.51298382652468
## 2013-02-26 1.994 2.6 2 2.7358736684979
## 2013-03-01 -1.28652644093563e-15 0 0 -0.504043024568033
## 2013-03-04 2.006 1.4 2 3.08588902352154
## 2013-03-06 1.996 3.4 2 2.62994757687873
## 2013-03-25 5.98 2.6 6 3.80921695414651
## 2013-03-26 -1.0653700144303e-15 0 0 -0.580968295408387
## 2013-03-27 3 4 3 3.45649675505754
## 2013-04-05 2 2.4 2 2.80824264230336
## 2013-04-10 -1.17150733558447e-15 0 0 -0.593473503140289
## 2013-04-11 -1.30384592011978e-15 0 0 -0.534158530853193
## 2013-04-17 1 1 1 1.64124657980014
## 2013-04-19 2.996 5 3 3.72574453979792
## 2013-04-24 3 4 3 3.1080536132497
## 2013-05-03 4.002 3.8 4 4.35088905886796
## 2013-05-13 1 1 1 1.34775173978214
## 2013-05-14 1 1 1 1.60520467075252
## 2013-05-17 -1.28475008409623e-15 0 0 -0.497865005738585
## 2013-05-20 -1.12976294985856e-15 0 0 -0.446813985969121
## 2013-06-06 -1.29052324382428e-15 0 0 -0.519068632067185
## 2013-06-10 3 3.2 3 3.86387923977987
## 2013-06-12 3 3 3 3.02066206178617
## 2013-06-14 -1.37934108579429e-15 0 0 -0.517185160848975
## 2013-06-17 1 1 1 1.4709283607648
## 2013-06-25 -1.05693231944315e-15 0 0 -0.25960613011768
## 2013-06-28 1 1 1 1.6503808180208
## 2013-07-10 1 1 1 1.04046512606865
## 2013-07-11 -9.96536186903541e-16 0 0 -0.466507704347712
## 2013-07-15 1 1 1 1.05884394304205
## 2013-07-24 2.996 2.8 3 3.08337359914447
## 2013-07-25 -1.15996101612836e-15 0 0 -0.612189944789337
## 2013-07-29 1 1 1 1.40719309213059
## 2013-08-09 1 1 1 1.50686510834075
## 2013-08-13 2.002 2.8 2 2.99117914070592
## 2013-08-21 -1.0964562591198e-15 0 0 -0.656615664073211
## 2013-08-26 2 2.2 2 2.42676763850533
## 2013-09-04 -8.60200799479571e-16 0 0 -0.346559196088933
## 2013-09-05 -1.0538236949742e-15 0 0 -0.301371311939924
## 2013-09-09 1 1.4 1 0.951629562107645
## 2013-09-12 3 2.8 3 3.46119901868491
## 2013-09-16 3 2.4 3 3.11037841387591
## 2013-09-25 2.996 2.6 3 3.14200044817976
## 2013-09-27 3 2.4 3 3.38538405720198
## 2013-10-03 -9.31699162265431e-16 0.2 0 -0.683141335924609
## 2013-10-09 3 2 3 2.95660255239912
## 2013-10-10 -1.12931886064871e-15 0 0 -0.624552973333524
## 2013-10-11 -1.25277566098703e-15 0 0 -0.682574565041363
## 2013-10-14 1 0.6 1 1.23676844006343
## 2013-10-16 1 1.6 1 1.39959736035232
## 2013-10-22 3 4.2 3 3.08904515564585
## 2013-10-28 2 3.6 2 2.63393195861932
## 2013-10-31 1 1.2 1 1.41166774116698
## 2013-11-05 2 2.2 2 2.27184507069297
## 2013-11-08 1 1.2 1 1.5201163914207
## 2013-11-11 0.998 1.6 1 1.10651410139173
## 2013-11-13 -1.00230934663159e-15 0.2 0 -0.713460189106234
## 2013-11-15 2.988 2.6 3 2.76969837650424
## 2013-11-18 2.992 3.2 3 3.12307029779369
## 2013-11-20 3 2 3 3.10787345550896
## 2013-11-26 2.996 1.6 3 3.52842869955518
## 2013-11-27 3 2.6 3 3.48471996118792
## 2013-12-10 1 1.2 1 1.03783813162165
## 2013-12-23 1 0.4 1 1.18927852266693
## 2013-12-26 1 1.2 1 1.22594334351813
## 2014-01-15 1 1 1 0.627525688731033
## 2014-01-22 4.988 3 5 3.81435133978871
## 2014-01-28 1 1.2 1 1.15207599710359
## 2014-01-29 1 1.4 1 0.798322785085855
## 2014-01-31 1 1.4 1 1.0416382372169
## 2014-02-03 1 2.4 1 1.23590183122316
## 2014-02-24 -3.43725048423948e-16 0 0 -0.441892420943152
## 2014-02-27 1 0.2 1 1.2107514242155
## 2014-03-03 -3.71702668644502e-16 0.2 0 -0.720860877989637
## 2014-03-11 3 3.8 3 2.83881705605336
## 2014-03-19 6 2.8 6 3.5312188756809
## 2014-03-20 6 2.8 6 3.7545226618541
## 2014-03-21 6 3.4 6 3.85321691565984
## 2014-03-24 6 3.2 6 3.78514865471534
## 2014-03-26 6 2.6 6 3.51269562094291
## 2014-03-31 -7.49178497017056e-16 0 0 -0.571529557868325
## 2014-04-01 3 3 3 2.76709574142933
## 2014-04-08 -1.02273745028469e-15 0 0 -0.43550261896036
## 2014-04-09 2 1.8 2 2.0728190829934
## 2014-04-11 2 1.6 2 2.27389773690405
## 2014-04-14 -1.06581410364015e-15 0 0 -0.671913693383352
## 2014-04-25 4 2.8 4 3.70252252870452
## 2014-05-01 1 1.6 1 1.28270050421987
## 2014-05-05 1 0.8 1 0.753872811974462
## 2014-05-13 2 3.2 2 3.02716809235263
## 2014-05-19 -9.40136857252583e-16 0 0 -0.258379429571149
## 2014-05-20 -1.05782049786285e-15 0 0 -0.388095325008374
## 2014-05-21 -1.03828057262945e-15 0 0 -0.134402246536188
## 2014-05-28 1 1.2 1 1.5298606441995
## 2014-05-29 2 1.6 2 2.92178496510371
## 2014-05-30 2 2.4 2 2.85143332596339
## 2014-06-02 2 3 2 2.48145217859519
## 2014-06-05 -1.14841469667226e-15 0 0 -0.815490617454947
## 2014-06-06 -1.32072131009409e-15 0 0 -0.784788701433568
## 2014-06-16 1 1.8 1 0.782563780792834
## 2014-06-17 -7.55839835164807e-16 0 0 -0.664933331102253
## 2014-06-24 1 1.2 1 1.02554111233476
## 2014-07-08 3 3 3 2.66579137856696
## 2014-07-14 3 1.8 3 3.21969894857891
## 2014-07-18 1 1.6 1 1.56178089709938
## 2014-07-29 -9.2281737806843e-16 0 0 -0.299766326609043
## 2014-08-04 2 1.8 2 3.03460192345986
## 2014-08-05 1.998 3.4 2 2.99779830726122
## 2014-08-08 1 1.4 1 1.22765028997302
## 2014-08-12 1.008 1 1 2.16586333129073
## 2014-08-14 0.00599999999999938 0 0 0.245295241335644
## 2014-08-18 0.00399999999999947 0 0 0.287543505746747
## 2014-08-22 0.0199999999999995 0 0 0.2266772578444
## 2014-08-25 1.012 0 1 2.16131930062607
## 2014-09-02 2 2 2 2.51121771038237
## 2014-09-05 2 2.4 2 2.83769700323085
## 2014-09-09 2 3 2 2.43542820606356
## 2014-09-11 5 3 5 4.00811107098575
## 2014-09-23 -8.01581023779363e-16 0 0 -0.821226899322059
## 2014-09-25 1 1.4 1 0.884564656318213
## 2014-09-26 3 2.4 3 3.29023076311552
## 2014-09-30 3 4.2 3 3.3454953353014
## 2014-10-01 3 2.8 3 2.82773345434501
## 2014-10-02 -9.9031893796564e-16 0 0 -0.763081562482324
## 2014-10-06 1.992 3 2 3.01792286166821
## 2014-10-09 3 2.6 3 3.15795020494442
## 2014-10-15 -9.68114477473137e-16 0 0 -0.388063122107408
## 2014-10-16 -1.02673425317334e-15 0 0 -0.455016682915137
## 2014-10-21 2 1.6 2 3.05736138537216
## 2014-10-29 1 1.8 1 0.794912944724476
## 2014-11-04 2 3.4 2 2.82492947819927
## 2014-11-07 1 1 1 0.921266342999378
## 2014-11-14 2.996 2.8 3 3.37700099872378
## 2014-11-18 2.996 3.4 3 3.42586016597331
## 2014-12-08 2 2.4 2 2.69766510566287
## 2014-12-09 1 1 1 1.49224850247813
## 2014-12-10 1 1.6 1 0.901638452828156
## 2014-12-22 1 1 1 1.14589762632079
## 2014-12-26 2.006 1.8 2 2.46118573755588
## 2014-12-30 -1.16573417585641e-15 0 0 -0.657146169543687
## 2014-12-31 -1.09912079437891e-15 0 0 -0.689199499225842
## 2015-01-22 -1.00142116821189e-15 0 0 -0.112067972937106
## 2015-02-09 1.996 2.2 2 2.69144732611981
## 2015-02-18 2 2.2 2 3.19129634018514
## 2015-02-26 -1.10222941884786e-15 0 0 -0.699180700429814
## 2015-03-06 2.99 4.8 3 3.61502029330507
## 2015-03-09 2.996 4.2 3 3.68547424879701
## 2015-03-18 2.992 4.4 3 3.53126378163703
## 2015-03-23 -9.61009050115536e-16 0 0 -0.652930221045058
## 2015-03-30 2 1.4 2 2.86546184768936
## 2015-04-01 2 2.4 2 2.51645303116102
## 2015-04-06 1 1 1 1.35737582096745
## 2015-04-17 3 3.6 3 3.71482067168454
## 2015-04-21 -1.08801856413265e-15 0 0 -0.631311317073207
## 2015-04-22 1 1 1 1.31823047686476
## 2015-04-28 -1.17239551400417e-15 0 0 -0.711851162784146
## 2015-05-06 2.996 2.8 3 3.79652799882655
## 2015-05-12 7 2.8 7.45238095238095 4.09456649467265
## 2015-05-13 7 5.8 7.45238095238095 4.29683219575849
## 2015-05-14 7 6 7.45238095238095 4.33586918074476
## 2015-05-15 7 6 7.45238095238095 4.39270555679356
## 2015-05-18 7 5.6 7.45238095238095 4.42440754699721
## 2015-05-29 1 1 1 1.3318075568755
## 2015-06-03 2 2.6 2 3.16032939683289
## 2015-06-10 4 5.8 4 4.09250778864393
## 2015-06-15 1 1 1 1.30838073665078
## 2015-06-17 1 1.2 1 1.25627478929142
## 2015-06-22 -1.0413891970984e-15 0 0 -0.599594471336859
## 2015-06-25 4 5.8 4 4.17336318583298
## 2015-06-26 4 5.8 4 4.0498312285939
## 2015-06-29 4 2.4 4 3.70440275125594
## 2015-06-30 7 3.4 7.45238095238095 4.18057695740625
## 2015-07-07 7 4 7.45238095238095 4.37571020803841
## 2015-07-08 7 5.2 7.45238095238095 4.41300577643101
## 2015-07-09 7 5.6 7.45238095238095 4.49882045831644
## 2015-07-10 7 3.6 7.45238095238095 3.75400969734689
## 2015-07-14 1 1 1 1.305950524194
## 2015-07-28 4 3.8 4 3.45026184716316
## 2015-07-29 4 1.8 4 3.77904033803672
## 2015-07-31 1 1 1 1.47587422505031
## 2015-08-03 1 1 1 1.43688851473088
## 2015-08-06 3 6.8 3 3.93433524467327
## 2015-08-12 1 1 1 1.64780040252898
## 2015-08-13 1 1.2 1 1.28459552474699
## 2015-08-17 5.998 2.4 6 3.98513916857175
## 2015-08-18 6 7.4 6 4.59208190530213
## 2015-08-25 5.966 3.2 6 3.7916159307644
## 2015-09-01 1 1 1 1.49409146782693
## 2015-09-04 1 1 1 1.78963512921065
## 2015-09-10 2 2.6 2 2.92430696633589
## 2015-09-17 10.2644333333333 6.4 10 4.5807509882967
## 2015-09-29 9.82576666666667 3.6 10 4.09844122458167
## 2015-10-05 1 1 1 1.55087090029792
## 2015-10-06 1 1.2 1 1.1879229043993
## 2015-10-08 -1.23279164654377e-15 0 0 -0.416885432134541
## 2015-10-09 3 2.2 3 3.20418050034571
## 2015-10-19 3 4.2 3 3.95077472665856
## 2015-10-23 -1.30073729565083e-15 0 0 -0.304404721113452
## 2015-10-27 2 4.2 2 3.4523865020246
## 2015-10-28 1.996 2.6 2 2.99342470811357
## 2015-11-20 1 0.8 1 1.46978566158977
## 2015-12-01 -1.08180131519475e-15 0 0 -0.520608311160395
## 2015-12-03 2.996 3.6 3 3.85438850912975
## 2015-12-08 1 1 1 1.57780177607631
## 2015-12-15 3 4 3 3.48628888625994
## 2015-12-16 2.998 2.4 3 3.5507383133817
## 2015-12-22 -1.04360964314765e-15 0 0 -0.671137168353929
## 2015-12-23 -1.21147536447097e-15 0 0 -0.573983932929098
## 2015-12-30 1 1 1 1.36871186276534
## 2015-12-31 10.3566333333333 3 10 4.25966392869976
## 2016-01-06 10.8441 7.4 10 4.56166354372892
## 2016-01-15 9.7461 6.6 10 4.65379535814264
## 2016-01-19 10.0508 5.6 10 4.11419714426802
## 2016-01-26 2 1.8 2 3.20205362443002
## 2016-01-27 1.998 2.4 2 3.38104475712546
## 2016-02-03 2 2.8 2 2.93698838324181
## 2016-02-04 4.984 3 5 4.19201241743041
## 2016-02-05 4.986 4.4 5 4.61868765283895
## 2016-02-10 5 5.4 5 4.6277795846029
## 2016-02-18 0.998 1 1 1.22939480758066
## 2016-02-19 -1.01740837976649e-15 0 0 -0.502571412475676
## 2016-02-24 1.998 3.6 2 3.06246310025849
## 2016-02-25 -8.80184813922824e-16 0.2 0 -0.0505220165651754
## 2016-03-04 1 1 1 1.47854954494376
## 2016-03-11 -1.22390986234677e-15 0 0 -0.563134120064203
## 2016-03-15 1.004 1 1 1.27577323090239
## 2016-03-16 -1.08357767203415e-15 0 0 -0.548178680955633
## 2016-03-23 3.996 4.2 4 3.9463605774363
## 2016-03-24 1.002 1.2 1 1.7253717396222
## 2016-03-31 1.998 3.2 2 3.49427483642539
## 2016-04-07 1.998 3.2 2 3.51123487102322
## 2016-04-08 2 1.4 2 3.08234815270323
## 2016-04-14 0.00199999999999903 0 0 -0.0892445765283116
## 2016-04-25 1 1 1 1.45990569209305
## 2016-04-26 3 1.8 3 3.72140068117001
## 2016-05-04 2 2.2 2 3.45883499390931
## 2016-05-10 2 2.2 2 3.0868756844719
## 2016-05-19 2 2.4 2 2.89867259696492
## 2016-05-23 1 1.2 1 1.20722357904352
## 2016-05-24 -1.0760281554667e-15 0 0 -0.585224555811386
## 2016-05-27 -1.35180755478359e-15 0 0 -0.506421763335969
## 2016-06-07 1 1 1 1.13129262991562
## 2016-06-08 -1.14619425062301e-15 0 0 -0.612120267579414
## 2016-06-09 2.998 3.2 3 3.32354030588261
## 2016-06-13 3 3.2 3 3.92236533838637
## 2016-06-14 3.008 3.4 3 3.31201712768255
## 2016-06-17 -1.40465417075575e-15 0 0 -0.378508309732912
## 2016-06-20 -1.09334763465085e-15 0 0 -0.604856459415712
## 2016-06-21 1 1 1 1.45194210152722
## 2016-06-22 1 1 1 1.45700919632409
## 2016-06-23 2 2.4 2 2.99468391207864
## 2016-06-27 2.022 2 2 2.86742446668696
## 2016-07-25 -1.11199938146456e-15 0 0 -0.54260429492881
## 2016-07-29 2 2.2 2 2.95279851171877
## 2016-08-03 -1.19637633133607e-15 0 0 -0.597370630908664
## 2016-08-09 -9.03721542044877e-16 0 0 -0.189602635593881
## 2016-08-12 1 1.6 1 1.39448737908453
## 2016-08-24 2.994 3.4 3 2.99197088876725
## 2016-08-29 1 1 1 1.44511785878444
## 2016-09-06 3 2.8 3 3.50321272275974
## 2016-09-12 1 1.4 1 1.60534741136246
## 2016-09-15 3 2.8 3 3.34071260431028
## 2016-09-16 3 4.4 3 3.76522671169872
## 2016-09-23 -1.17283960321402e-15 0 0 -0.565999344810252
## 2016-09-26 -1.01385566608769e-15 0 0 -0.346415185219791
## 2016-09-29 1 1.2 1 1.09711637319311
## 2016-10-03 -1.06492592522045e-15 0 0 -0.55988363404725
## 2016-10-06 2 2.6 2 3.23905214531117
## 2016-10-11 3.998 4 4 4.16261230592196
## 2016-10-12 3.992 5.4 4 4.1150381645739
## 2016-10-25 3.996 4 4 4.24483557218366
## 2016-10-27 4 5.6 4 4.2832870377778
## 2016-10-28 4 4.6 4 3.80638661472033
## 2016-10-31 1 1 1 1.72437670458993
## 2016-11-02 1 1 1 1.57049487852435
## 2016-11-03 1 1 1 1.13384486040548
## 2016-11-04 0.00599999999999896 0 0 -0.445759507380802
## 2016-11-07 -9.16600129130529e-16 0 0 -0.483595387249634
## 2016-11-08 -9.82325332188339e-16 0 0 -0.594550039704426
## 2016-11-17 -1.02273745028469e-15 0 0 -0.383445786832032
## 2016-11-21 -9.2104102122903e-16 0 0 -0.415883709552039
## 2016-11-25 2 2 2 3.31076438091511
## 2016-11-30 2.994 3 3 3.68788706607299
## 2016-12-02 3 3.8 3 3.28300215914248
## 2016-12-05 1.996 2.4 2 3.17521114901559
## 2016-12-08 2 2.2 2 3.14396579110814
## 2016-12-09 2 2.2 2 3.28473805192311
## 2016-12-14 1 1.2 1 1.01477959264282
## 2016-12-16 1 1 1 1.44588267464637
## 2017-01-12 1 1 1 1.24824195032955
## 2017-01-26 1.988 2.2 2 3.42124417847452
## 2017-02-02 4.99 5.6 5 4.34839063413659
## 2017-02-07 4.99 4.4 5 4.33851816925335
## 2017-02-14 7 3 7.45238095238095 4.26410258450543
## 2017-02-17 7 5.6 7.45238095238095 4.50988888051932
## 2017-02-24 7 4.6 7.45238095238095 4.00625968191927
## 2017-02-27 1.004 1 1 1.69136040962035
## 2017-02-28 1 1.2 1 1.35957865945291
## 2017-03-02 2 2.2 2 3.29984221805072
## 2017-03-07 1 1.2 1 1.40625592279552
## 2017-03-15 -1.06847863889925e-15 0 0 -0.645292581668944
## 2017-03-21 6 4.8 6 4.47493794712955
## 2017-03-22 6 5.2 6 4.40426169350396
## 2017-03-31 0.998 1 1 1.73061840679351
## 2017-04-06 2 2 2 2.92122004414111
## 2017-04-13 2 2 2 2.58900361704803
## 2017-04-17 -1.11377573830396e-15 0 0 -0.578129958856736
## 2017-04-18 1 1.2 1 1.42889999145614
## 2017-04-25 -1.00808250635964e-15 0 0 -0.211640765059114
## 2017-05-02 1 1.2 1 1.33099774442706
## 2017-05-05 -1.10933484620546e-15 0 0 -0.59276380041993
## 2017-05-08 2 2.2 2 2.87033415972213
## 2017-05-12 1 1 1 1.41308199106182
## 2017-05-18 1 1 1 1.69883382254134
## 2017-05-25 1 1 1 1.6894716878383
## 2017-05-30 -1.11510800593351e-15 0 0 -0.572592449266735
## 2017-06-05 1 1.2 1 1.66482757298995
## 2017-06-09 1 1 1 1.46228705040909
## 2017-06-14 2 2.4 2 2.77847529454462
## 2017-06-22 -1.25277566098703e-15 0 0 -0.531029844650069
## 2017-06-27 2 3 2 2.8693272804054
## 2017-07-05 1 1.2 1 1.36903829074826
## 2017-07-10 -1.07558406625685e-15 0 0 -0.425411024400799
## 2017-07-11 -1.0547118733939e-15 0 0 -0.511583765946055
## 2017-07-12 1 1 1 1.42685180809146
## 2017-07-14 1 1 1 1.73306507543972
## 2017-07-21 3.998 4.4 4 4.32614419784416
## 2017-07-24 3.946 3 4 3.61389011665033
## 2017-07-26 -1.04716235682645e-15 0 0 -0.55490126479967
## 2017-07-27 -1.16529008664656e-15 0 0 -0.539562715388216
## 2017-07-28 1 1 1 1.50190541324054
## 2017-07-31 1 1 1 1.40957532070242
## 2017-08-03 2 2.4 2 3.4106804723061
## 2017-08-10 2.996 2.6 3 3.02443697817781
## 2017-08-15 1 1.2 1 1.22677066773282
## 2017-08-25 1 1 1 1.67777569804603
## 2017-08-29 -1.12354570092066e-15 0 0 -0.656350202520741
## 2017-08-30 1 1 1 1.33600748636952
## 2017-09-15 1 1 1 1.66402315679045
## 2017-09-25 4 5.6 4 4.24426605606496
## 2017-09-28 1.004 1.2 1 1.42934841507725
## 2017-10-02 -1.01607611213694e-15 0 0 -0.0769263658470249
## 2017-10-10 7 4.8 7.45238095238095 4.33057576090273
## 2017-10-16 7 6.2 7.45238095238095 4.43187022267905
## 2017-10-20 1 1 1 1.56556017623913
## 2017-10-31 2.988 2.8 3 3.62291442213849
## 2017-11-01 2.994 3.6 3 3.6896745032387
## 2017-11-02 3 3.2 3 3.13963917464431
## 2017-11-06 2.004 3.4 2 3.19858279569001
## 2017-11-15 1 1.2 1 0.996220085144677
## 2017-11-20 1 1 1 1.38683722382402
## 2017-11-21 1 1 1 0.917810922744353
## 2017-11-28 7.99 2.8 7.45238095238095 3.99673790159182
## 2017-11-29 7.99 3.2 7.45238095238095 4.29558696981531
## 2017-12-05 7.99 5 7.45238095238095 4.32366787639616
## 2017-12-06 7.99 4.8 7.45238095238095 4.31740668757388
## 2017-12-07 7.99 4.8 7.45238095238095 4.4229130784256
## 2017-12-11 -1.01696429055664e-15 0 0 -0.602023698372196
## 2017-12-14 1 1.2 1 0.985025196499437
## 2017-12-18 3.982 2.8 4 3.83165273531997
## 2018-01-10 2 1.8 2 2.48360019215638
## 2018-01-12 1 1 1 1.23823897209457
## 2018-01-16 1 1.2 1 1.17647130828878
## 2018-01-17 1.996 3.8 2 2.99869149727248
## 2018-01-23 1 1.2 1 1.24766672167951
## 2018-01-25 -1.19326770686712e-15 0 0 -0.572743275864992
## 2018-01-26 -1.36557432028894e-15 0 0 -0.617089704656883
## 2018-01-31 -1.048494624456e-15 0 0 -0.524053001436448
## 2018-02-01 2 1.6 2 2.76171652458328
## 2018-02-06 -1.10977893541531e-15 0 0 -0.662458227684274
## 2018-02-26 4 6.2 4 4.24402616430075
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## 2018-03-09 -1.26076926676433e-15 0 0 -0.650963569543975
## 2018-03-13 1 1.2 1 1.20481492390003
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## 2019-02-19 2.994 3.2 3 3.66120127883642
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## 2019-02-28 10.0441666666667 5.2 10 4.50086893833559
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## 2019-03-06 9.99833333333333 6.4 10 4.39709278559014
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## 2019-04-01 -9.87654402706539e-16 0 0 -0.557618293140921
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## 2019-08-19 2.008 2.4 2 3.38326199791247
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## 2019-10-03 2 2 2 2.79627018581433
## 2019-10-07 3.998 6.2 4 4.3000357587563
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## 2019-10-22 2 1.6 2 2.86888774483395
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## 2019-11-04 4 5.2 4 4.24693419015377
## 2019-11-11 3 3 3 3.37519619128576
## 2019-11-19 2.996 2.8 3 3.79313869686167
## 2019-11-21 2.996 2.2 3 3.33776025059522
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## 2019-12-03 -1.06403774680075e-15 0 0 -0.599845018318707
## 2019-12-04 4.99 3 5 3.9195701464142
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## 2020-01-03 2.998 3 3 3.82866340384515
## 2020-01-10 -1.00719432793994e-15 0 0 -0.303024750056402
## 2020-01-15 0.00599999999999914 0 0 -0.440312809755343
## 2020-01-17 2 2.2 2 3.25836084749795
## 2020-01-21 1.996 2.4 2 2.54416675338581
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## 2020-02-11 -1.01252339845814e-15 0 0 -0.544615430146924
## 2020-02-19 2.996 2.4 3 3.27572271113255
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## 2020-03-03 1 1 1 1.39270482055182
## 2020-03-04 3 2.6 3 3.40019705043408
## results 0.3 0.43 0.95 0
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## 2018-05-16 0
## 2018-05-18 0
## 2018-05-22 1
## 2018-05-31 1
## 2018-06-06 2
## 2018-06-14 1
## 2018-06-15 1
## 2018-06-18 0
## 2018-06-28 0
## 2018-07-02 1
## 2018-07-03 1
## 2018-07-06 1
## 2018-07-10 2
## 2018-07-17 5
## 2018-07-19 5
## 2018-07-20 5
## 2018-07-26 3
## 2018-07-30 3
## 2018-08-01 0
## 2018-08-03 0
## 2018-08-06 2
## 2018-08-09 0
## 2018-08-13 1
## 2018-08-15 6
## 2018-08-22 6
## 2018-08-23 0
## 2018-08-29 1
## 2018-08-30 1
## 2018-08-31 3
## 2018-09-05 3
## 2018-09-18 1
## 2018-09-19 1
## 2018-09-21 2
## 2018-09-25 1
## 2018-09-28 3
## 2018-10-09 5
## 2018-10-16 3
## 2018-10-22 2
## 2018-10-29 2
## 2018-10-31 0
## 2018-11-05 0
## 2018-11-06 0
## 2018-11-08 2
## 2018-11-23 0
## 2018-11-26 1
## 2018-11-29 1
## 2018-12-10 0
## 2018-12-11 1
## 2018-12-14 3
## 2018-12-17 3
## 2018-12-18 3
## 2018-12-21 2
## 2018-12-28 1
## 2019-01-02 2
## 2019-01-08 0
## 2019-01-09 1
## 2019-01-11 1
## 2019-01-14 1
## 2019-01-15 0
## 2019-01-16 0
## 2019-01-17 0
## 2019-01-29 2
## 2019-01-30 1
## 2019-02-05 3
## 2019-02-12 2
## 2019-02-19 3
## 2019-02-21 3
## 2019-02-25 10
## 2019-02-26 10
## 2019-02-28 10
## 2019-03-05 10
## 2019-03-06 10
## 2019-03-18 3
## 2019-03-28 1
## 2019-04-01 0
## 2019-04-12 3
## 2019-04-16 0
## 2019-04-22 0
## 2019-04-24 1
## 2019-04-26 0
## 2019-04-30 2
## 2019-05-01 2
## 2019-05-10 3
## 2019-05-14 0
## 2019-05-21 2
## 2019-06-11 1
## 2019-06-17 0
## 2019-06-24 1
## 2019-06-26 0
## 2019-07-09 0
## 2019-07-11 0
## 2019-07-15 1
## 2019-07-17 4
## 2019-07-18 4
## 2019-07-24 1
## 2019-08-02 1
## 2019-08-06 0
## 2019-08-07 0
## 2019-08-13 3
## 2019-08-15 0
## 2019-08-19 2
## 2019-08-28 0
## 2019-08-30 3
## 2019-09-10 0
## 2019-09-11 0
## 2019-09-18 6
## 2019-09-19 6
## 2019-09-30 0
## 2019-10-03 2
## 2019-10-07 4
## 2019-10-08 4
## 2019-10-11 0
## 2019-10-15 0
## 2019-10-21 0
## 2019-10-22 2
## 2019-10-24 2
## 2019-10-25 0
## 2019-11-04 4
## 2019-11-11 3
## 2019-11-19 3
## 2019-11-21 3
## 2019-11-26 0
## 2019-12-03 0
## 2019-12-04 5
## 2019-12-05 5
## 2019-12-06 5
## 2019-12-12 0
## 2019-12-16 0
## 2019-12-17 0
## 2020-01-03 3
## 2020-01-10 0
## 2020-01-15 0
## 2020-01-17 2
## 2020-01-21 2
## 2020-01-22 0
## 2020-01-29 3
## 2020-02-04 0
## 2020-02-11 0
## 2020-02-19 3
## 2020-02-24 2
## 2020-03-03 1
## 2020-03-04 3
## results 100This certainly confirms that these algorithms are great for predicting the number of days that will continue to decrease with the features we selected and the models used in R, random forest, recursive partitioned trees, generalized linear models, and K-nearest neighbors for numeric data.
We can align the rounded table by indices with our sAAL testing set table to see what dates we can look at for clarity.
sYELP1$Date <- row.names(sYELP1)
testingSet$Date <- row.names(testingSet)
Results_round$Date <- row.names(Results_round)
sYELP1 <- merge(testingSet,Results_round, by.x='Date', by.y='Date')
tbl <- rbind(head(sYELP1),tail(sYELP1))
tbl## Date DayOfWeek stockDayValue lag1 today2lag1 decrDaysThisCycle
## 1 2012-03-06 Tuesday 20.50 20.99 0.9766556 4
## 2 2012-03-09 Friday 19.80 20.00 0.9899999 4
## 3 2012-03-13 Tuesday 23.30 22.49 1.0360160 3
## 4 2012-03-14 Wednesday 22.32 23.30 0.9579400 3
## 5 2012-03-20 Tuesday 22.90 22.99 0.9960853 1
## 6 2012-03-23 Friday 23.18 23.22 0.9982774 1
## 600 2020-02-04 Tuesday 34.02 32.94 1.0327869 0
## 601 2020-02-11 Tuesday 34.76 34.20 1.0163742 0
## 602 2020-02-19 Wednesday 34.04 34.57 0.9846688 3
## 603 2020-02-24 Monday 32.42 34.00 0.9535294 2
## 604 2020-03-03 Tuesday 30.59 31.65 0.9665087 1
## 605 2020-03-04 Wednesday 31.39 30.59 1.0261523 3
## nTimesDecrDayCountsOccurs todayLessThanlag1 incrDaysThisCycle
## 1 25 1 0
## 2 25 1 2
## 3 74 0 2
## 4 74 1 0
## 5 273 1 2
## 6 273 1 3
## 600 485 0 3
## 601 485 0 4
## 602 74 1 1
## 603 122 1 1
## 604 273 1 1
## 605 74 0 1
## nTimesIncrDayCountsOccurs NextDayPrice RandomForest_round KNN_round
## 1 494 20.25 4 5
## 2 131 22.49 4 3
## 3 131 22.32 3 2
## 4 494 21.75 3 4
## 5 131 23.12 1 1
## 6 75 24.60 1 1
## 600 75 34.66 0 0
## 601 29 35.36 0 0
## 602 263 34.64 3 2
## 603 263 33.51 2 2
## 604 263 31.39 1 1
## 605 263 29.14 3 3
## Rpart_round GLM_round DecreasingDaysThisCycle
## 1 4 4 4
## 2 4 4 4
## 3 3 3 3
## 4 3 4 3
## 5 1 1 1
## 6 1 1 1
## 600 0 0 0
## 601 0 0 0
## 602 3 3 3
## 603 2 3 2
## 604 1 1 1
## 605 3 3 3Results_round$RandomForest_round <-
as.numeric(paste(Results_round$RandomForest_round))
Results_round$KNN_round <-
as.numeric(paste(Results_round$KNN_round))
Results_round$Rpart_round <-
as.numeric(paste(Results_round$Rpart_round))
Results_round$GLM_round <-
as.numeric(paste(Results_round$GLM_round))
Results_round$DecreasingDaysThisCycle <-
as.numeric(paste(Results_round$DecreasingDaysThisCycle))
Results_round$mostVoted <- ifelse(
(Results_round$RandomForest_round==Results_round$KNN_round | Results_round$RandomForest_round==Results_round$Rpart_round | Results_round$RandomForest_round==Results_round$GLM_round),
ifelse(Results_round$KNN_round==Results_round$Rpart_round | Results_round$KNN_round==Results_round$GLM_round,
Results_round$RandomForest_round,
ifelse(Results_round$Rpart_round ==Results_round$GLM_round,
Results_round$Rpart_round,
Results_round$RandomForest_round)),
ifelse(Results_round$KNN_round==Results_round$Rpart_round | Results_round$KNN_round==Results_round$GLM_round,
Results_round$KNN_round,
ifelse(Results_round$Rpart_round==Results_round$GLM_round,
Results_round$Rpart_round,
ifelse(Results_round$Rpart_round>Results_round$RandomForest_round,
Results_round$Rpart_round,
Results_round$RandomForest_round))
)
)
sMost <- sum(Results_round$mostVoted==Results_round$DecreasingDaysThisCycle)
lMost <- length(Results_round$DecreasingDaysThisCycle)-1
accMost <- sMost/lMost
accMost## [1] 0.9867769Results_round## RandomForest_round KNN_round Rpart_round GLM_round
## 2012-03-06 4.00 5.00 4.00 4.00
## 2012-03-09 4.00 3.00 4.00 4.00
## 2012-03-13 3.00 2.00 3.00 3.00
## 2012-03-14 3.00 4.00 3.00 4.00
## 2012-03-20 1.00 1.00 1.00 1.00
## 2012-03-23 1.00 1.00 1.00 1.00
## 2012-04-04 3.00 4.00 3.00 4.00
## 2012-04-10 1.00 1.00 1.00 1.00
## 2012-04-26 0.00 0.00 0.00 0.00
## 2012-05-04 0.00 0.00 0.00 0.00
## 2012-05-17 2.00 3.00 2.00 3.00
## 2012-05-21 1.00 1.00 1.00 2.00
## 2012-05-30 3.00 3.00 3.00 3.00
## 2012-06-08 1.00 0.00 1.00 1.00
## 2012-06-12 0.00 0.00 0.00 0.00
## 2012-06-13 0.00 0.00 0.00 0.00
## 2012-06-14 0.00 0.00 0.00 0.00
## 2012-06-19 2.00 1.00 2.00 3.00
## 2012-07-02 0.00 0.00 0.00 0.00
## 2012-07-10 4.00 5.00 4.00 4.00
## 2012-07-13 2.00 3.00 2.00 4.00
## 2012-07-19 0.00 0.00 0.00 0.00
## 2012-07-20 5.00 5.00 5.00 4.00
## 2012-07-30 2.00 2.00 2.00 3.00
## 2012-07-31 2.00 3.00 2.00 3.00
## 2012-08-01 2.00 4.00 2.00 3.00
## 2012-08-09 1.00 1.00 1.00 1.00
## 2012-08-14 8.00 5.00 7.00 5.00
## 2012-08-17 8.00 7.00 7.00 5.00
## 2012-08-20 8.00 7.00 7.00 5.00
## 2012-08-27 2.00 3.00 2.00 3.00
## 2012-08-28 2.00 2.00 2.00 3.00
## 2012-08-29 1.00 0.00 1.00 1.00
## 2012-08-31 0.00 0.00 0.00 0.00
## 2012-09-06 2.00 3.00 2.00 3.00
## 2012-09-13 2.00 2.00 2.00 3.00
## 2012-09-14 2.00 2.00 2.00 3.00
## 2012-09-18 2.00 2.00 2.00 3.00
## 2012-09-20 0.00 0.00 0.00 0.00
## 2012-09-24 2.00 2.00 2.00 4.00
## 2012-09-25 2.00 2.00 2.00 3.00
## 2012-09-26 0.00 0.00 0.00 0.00
## 2012-10-02 1.00 1.00 1.00 1.00
## 2012-10-11 1.00 1.00 1.00 2.00
## 2012-10-16 1.00 1.00 1.00 1.00
## 2012-10-17 4.00 4.00 4.00 4.00
## 2012-10-18 4.00 7.00 4.00 4.00
## 2012-10-25 2.00 4.00 2.00 3.00
## 2012-11-02 4.00 3.00 4.00 5.00
## 2012-11-06 4.00 5.00 4.00 4.00
## 2012-11-07 3.00 3.00 3.00 4.00
## 2012-11-12 3.00 2.00 3.00 4.00
## 2012-11-14 1.00 1.00 1.00 1.00
## 2012-11-20 1.00 1.00 1.00 2.00
## 2012-12-04 3.00 3.00 3.00 4.00
## 2012-12-05 3.00 3.00 3.00 4.00
## 2012-12-06 3.00 3.00 3.00 4.00
## 2012-12-17 3.00 4.00 3.00 4.00
## 2012-12-18 3.00 3.00 3.00 3.00
## 2012-12-19 0.00 0.00 0.00 0.00
## 2012-12-21 1.00 1.00 1.00 2.00
## 2012-12-24 1.00 1.00 1.00 1.00
## 2012-12-31 1.00 1.00 1.00 1.00
## 2013-01-04 3.00 2.00 3.00 3.00
## 2013-01-08 3.00 3.00 3.00 4.00
## 2013-01-09 3.00 2.00 3.00 3.00
## 2013-01-16 5.00 6.00 5.00 5.00
## 2013-01-18 1.00 1.00 1.00 2.00
## 2013-01-22 1.00 1.00 1.00 1.00
## 2013-01-25 3.00 4.00 3.00 3.00
## 2013-01-31 2.00 3.00 2.00 3.00
## 2013-02-22 2.00 3.00 2.00 3.00
## 2013-02-25 2.00 3.00 2.00 4.00
## 2013-02-26 2.00 3.00 2.00 3.00
## 2013-03-01 0.00 0.00 0.00 0.00
## 2013-03-04 2.00 1.00 2.00 3.00
## 2013-03-06 2.00 3.00 2.00 3.00
## 2013-03-25 6.00 3.00 6.00 4.00
## 2013-03-26 0.00 0.00 0.00 0.00
## 2013-03-27 3.00 4.00 3.00 3.00
## 2013-04-05 2.00 2.00 2.00 3.00
## 2013-04-10 0.00 0.00 0.00 0.00
## 2013-04-11 0.00 0.00 0.00 0.00
## 2013-04-17 1.00 1.00 1.00 2.00
## 2013-04-19 3.00 5.00 3.00 4.00
## 2013-04-24 3.00 4.00 3.00 3.00
## 2013-05-03 4.00 4.00 4.00 4.00
## 2013-05-13 1.00 1.00 1.00 1.00
## 2013-05-14 1.00 1.00 1.00 2.00
## 2013-05-17 0.00 0.00 0.00 0.00
## 2013-05-20 0.00 0.00 0.00 0.00
## 2013-06-06 0.00 0.00 0.00 0.00
## 2013-06-10 3.00 3.00 3.00 4.00
## 2013-06-12 3.00 3.00 3.00 3.00
## 2013-06-14 0.00 0.00 0.00 0.00
## 2013-06-17 1.00 1.00 1.00 1.00
## 2013-06-25 0.00 0.00 0.00 0.00
## 2013-06-28 1.00 1.00 1.00 2.00
## 2013-07-10 1.00 1.00 1.00 1.00
## 2013-07-11 0.00 0.00 0.00 0.00
## 2013-07-15 1.00 1.00 1.00 1.00
## 2013-07-24 3.00 3.00 3.00 3.00
## 2013-07-25 0.00 0.00 0.00 0.00
## 2013-07-29 1.00 1.00 1.00 1.00
## 2013-08-09 1.00 1.00 1.00 2.00
## 2013-08-13 2.00 3.00 2.00 3.00
## 2013-08-21 0.00 0.00 0.00 0.00
## 2013-08-26 2.00 2.00 2.00 2.00
## 2013-09-04 0.00 0.00 0.00 0.00
## 2013-09-05 0.00 0.00 0.00 0.00
## 2013-09-09 1.00 1.00 1.00 1.00
## 2013-09-12 3.00 3.00 3.00 3.00
## 2013-09-16 3.00 2.00 3.00 3.00
## 2013-09-25 3.00 3.00 3.00 3.00
## 2013-09-27 3.00 2.00 3.00 3.00
## 2013-10-03 0.00 0.00 0.00 0.00
## 2013-10-09 3.00 2.00 3.00 3.00
## 2013-10-10 0.00 0.00 0.00 0.00
## 2013-10-11 0.00 0.00 0.00 0.00
## 2013-10-14 1.00 1.00 1.00 1.00
## 2013-10-16 1.00 2.00 1.00 1.00
## 2013-10-22 3.00 4.00 3.00 3.00
## 2013-10-28 2.00 4.00 2.00 3.00
## 2013-10-31 1.00 1.00 1.00 1.00
## 2013-11-05 2.00 2.00 2.00 2.00
## 2013-11-08 1.00 1.00 1.00 2.00
## 2013-11-11 1.00 2.00 1.00 1.00
## 2013-11-13 0.00 0.00 0.00 0.00
## 2013-11-15 3.00 3.00 3.00 3.00
## 2013-11-18 3.00 3.00 3.00 3.00
## 2013-11-20 3.00 2.00 3.00 3.00
## 2013-11-26 3.00 2.00 3.00 4.00
## 2013-11-27 3.00 3.00 3.00 3.00
## 2013-12-10 1.00 1.00 1.00 1.00
## 2013-12-23 1.00 0.00 1.00 1.00
## 2013-12-26 1.00 1.00 1.00 1.00
## 2014-01-15 1.00 1.00 1.00 1.00
## 2014-01-22 5.00 3.00 5.00 4.00
## 2014-01-28 1.00 1.00 1.00 1.00
## 2014-01-29 1.00 1.00 1.00 1.00
## 2014-01-31 1.00 1.00 1.00 1.00
## 2014-02-03 1.00 2.00 1.00 1.00
## 2014-02-24 0.00 0.00 0.00 0.00
## 2014-02-27 1.00 0.00 1.00 1.00
## 2014-03-03 0.00 0.00 0.00 0.00
## 2014-03-11 3.00 4.00 3.00 3.00
## 2014-03-19 6.00 3.00 6.00 4.00
## 2014-03-20 6.00 3.00 6.00 4.00
## 2014-03-21 6.00 3.00 6.00 4.00
## 2014-03-24 6.00 3.00 6.00 4.00
## 2014-03-26 6.00 3.00 6.00 4.00
## 2014-03-31 0.00 0.00 0.00 0.00
## 2014-04-01 3.00 3.00 3.00 3.00
## 2014-04-08 0.00 0.00 0.00 0.00
## 2014-04-09 2.00 2.00 2.00 2.00
## 2014-04-11 2.00 2.00 2.00 2.00
## 2014-04-14 0.00 0.00 0.00 0.00
## 2014-04-25 4.00 3.00 4.00 4.00
## 2014-05-01 1.00 2.00 1.00 1.00
## 2014-05-05 1.00 1.00 1.00 1.00
## 2014-05-13 2.00 3.00 2.00 3.00
## 2014-05-19 0.00 0.00 0.00 0.00
## 2014-05-20 0.00 0.00 0.00 0.00
## 2014-05-21 0.00 0.00 0.00 0.00
## 2014-05-28 1.00 1.00 1.00 2.00
## 2014-05-29 2.00 2.00 2.00 3.00
## 2014-05-30 2.00 2.00 2.00 3.00
## 2014-06-02 2.00 3.00 2.00 2.00
## 2014-06-05 0.00 0.00 0.00 0.00
## 2014-06-06 0.00 0.00 0.00 0.00
## 2014-06-16 1.00 2.00 1.00 1.00
## 2014-06-17 0.00 0.00 0.00 0.00
## 2014-06-24 1.00 1.00 1.00 1.00
## 2014-07-08 3.00 3.00 3.00 3.00
## 2014-07-14 3.00 2.00 3.00 3.00
## 2014-07-18 1.00 2.00 1.00 2.00
## 2014-07-29 0.00 0.00 0.00 0.00
## 2014-08-04 2.00 2.00 2.00 3.00
## 2014-08-05 2.00 3.00 2.00 3.00
## 2014-08-08 1.00 1.00 1.00 1.00
## 2014-08-12 1.00 1.00 1.00 2.00
## 2014-08-14 0.00 0.00 0.00 0.00
## 2014-08-18 0.00 0.00 0.00 0.00
## 2014-08-22 0.00 0.00 0.00 0.00
## 2014-08-25 1.00 0.00 1.00 2.00
## 2014-09-02 2.00 2.00 2.00 3.00
## 2014-09-05 2.00 2.00 2.00 3.00
## 2014-09-09 2.00 3.00 2.00 2.00
## 2014-09-11 5.00 3.00 5.00 4.00
## 2014-09-23 0.00 0.00 0.00 0.00
## 2014-09-25 1.00 1.00 1.00 1.00
## 2014-09-26 3.00 2.00 3.00 3.00
## 2014-09-30 3.00 4.00 3.00 3.00
## 2014-10-01 3.00 3.00 3.00 3.00
## 2014-10-02 0.00 0.00 0.00 0.00
## 2014-10-06 2.00 3.00 2.00 3.00
## 2014-10-09 3.00 3.00 3.00 3.00
## 2014-10-15 0.00 0.00 0.00 0.00
## 2014-10-16 0.00 0.00 0.00 0.00
## 2014-10-21 2.00 2.00 2.00 3.00
## 2014-10-29 1.00 2.00 1.00 1.00
## 2014-11-04 2.00 3.00 2.00 3.00
## 2014-11-07 1.00 1.00 1.00 1.00
## 2014-11-14 3.00 3.00 3.00 3.00
## 2014-11-18 3.00 3.00 3.00 3.00
## 2014-12-08 2.00 2.00 2.00 3.00
## 2014-12-09 1.00 1.00 1.00 1.00
## 2014-12-10 1.00 2.00 1.00 1.00
## 2014-12-22 1.00 1.00 1.00 1.00
## 2014-12-26 2.00 2.00 2.00 2.00
## 2014-12-30 0.00 0.00 0.00 0.00
## 2014-12-31 0.00 0.00 0.00 0.00
## 2015-01-22 0.00 0.00 0.00 0.00
## 2015-02-09 2.00 2.00 2.00 3.00
## 2015-02-18 2.00 2.00 2.00 3.00
## 2015-02-26 0.00 0.00 0.00 0.00
## 2015-03-06 3.00 5.00 3.00 4.00
## 2015-03-09 3.00 4.00 3.00 4.00
## 2015-03-18 3.00 4.00 3.00 4.00
## 2015-03-23 0.00 0.00 0.00 0.00
## 2015-03-30 2.00 1.00 2.00 3.00
## 2015-04-01 2.00 2.00 2.00 3.00
## 2015-04-06 1.00 1.00 1.00 1.00
## 2015-04-17 3.00 4.00 3.00 4.00
## 2015-04-21 0.00 0.00 0.00 0.00
## 2015-04-22 1.00 1.00 1.00 1.00
## 2015-04-28 0.00 0.00 0.00 0.00
## 2015-05-06 3.00 3.00 3.00 4.00
## 2015-05-12 7.00 3.00 7.00 4.00
## 2015-05-13 7.00 6.00 7.00 4.00
## 2015-05-14 7.00 6.00 7.00 4.00
## 2015-05-15 7.00 6.00 7.00 4.00
## 2015-05-18 7.00 6.00 7.00 4.00
## 2015-05-29 1.00 1.00 1.00 1.00
## 2015-06-03 2.00 3.00 2.00 3.00
## 2015-06-10 4.00 6.00 4.00 4.00
## 2015-06-15 1.00 1.00 1.00 1.00
## 2015-06-17 1.00 1.00 1.00 1.00
## 2015-06-22 0.00 0.00 0.00 0.00
## 2015-06-25 4.00 6.00 4.00 4.00
## 2015-06-26 4.00 6.00 4.00 4.00
## 2015-06-29 4.00 2.00 4.00 4.00
## 2015-06-30 7.00 3.00 7.00 4.00
## 2015-07-07 7.00 4.00 7.00 4.00
## 2015-07-08 7.00 5.00 7.00 4.00
## 2015-07-09 7.00 6.00 7.00 4.00
## 2015-07-10 7.00 4.00 7.00 4.00
## 2015-07-14 1.00 1.00 1.00 1.00
## 2015-07-28 4.00 4.00 4.00 3.00
## 2015-07-29 4.00 2.00 4.00 4.00
## 2015-07-31 1.00 1.00 1.00 1.00
## 2015-08-03 1.00 1.00 1.00 1.00
## 2015-08-06 3.00 7.00 3.00 4.00
## 2015-08-12 1.00 1.00 1.00 2.00
## 2015-08-13 1.00 1.00 1.00 1.00
## 2015-08-17 6.00 2.00 6.00 4.00
## 2015-08-18 6.00 7.00 6.00 5.00
## 2015-08-25 6.00 3.00 6.00 4.00
## 2015-09-01 1.00 1.00 1.00 1.00
## 2015-09-04 1.00 1.00 1.00 2.00
## 2015-09-10 2.00 3.00 2.00 3.00
## 2015-09-17 10.00 6.00 10.00 5.00
## 2015-09-29 10.00 4.00 10.00 4.00
## 2015-10-05 1.00 1.00 1.00 2.00
## 2015-10-06 1.00 1.00 1.00 1.00
## 2015-10-08 0.00 0.00 0.00 0.00
## 2015-10-09 3.00 2.00 3.00 3.00
## 2015-10-19 3.00 4.00 3.00 4.00
## 2015-10-23 0.00 0.00 0.00 0.00
## 2015-10-27 2.00 4.00 2.00 3.00
## 2015-10-28 2.00 3.00 2.00 3.00
## 2015-11-20 1.00 1.00 1.00 1.00
## 2015-12-01 0.00 0.00 0.00 0.00
## 2015-12-03 3.00 4.00 3.00 4.00
## 2015-12-08 1.00 1.00 1.00 2.00
## 2015-12-15 3.00 4.00 3.00 3.00
## 2015-12-16 3.00 2.00 3.00 4.00
## 2015-12-22 0.00 0.00 0.00 0.00
## 2015-12-23 0.00 0.00 0.00 0.00
## 2015-12-30 1.00 1.00 1.00 1.00
## 2015-12-31 10.00 3.00 10.00 4.00
## 2016-01-06 11.00 7.00 10.00 5.00
## 2016-01-15 10.00 7.00 10.00 5.00
## 2016-01-19 10.00 6.00 10.00 4.00
## 2016-01-26 2.00 2.00 2.00 3.00
## 2016-01-27 2.00 2.00 2.00 3.00
## 2016-02-03 2.00 3.00 2.00 3.00
## 2016-02-04 5.00 3.00 5.00 4.00
## 2016-02-05 5.00 4.00 5.00 5.00
## 2016-02-10 5.00 5.00 5.00 5.00
## 2016-02-18 1.00 1.00 1.00 1.00
## 2016-02-19 0.00 0.00 0.00 0.00
## 2016-02-24 2.00 4.00 2.00 3.00
## 2016-02-25 0.00 0.00 0.00 0.00
## 2016-03-04 1.00 1.00 1.00 1.00
## 2016-03-11 0.00 0.00 0.00 0.00
## 2016-03-15 1.00 1.00 1.00 1.00
## 2016-03-16 0.00 0.00 0.00 0.00
## 2016-03-23 4.00 4.00 4.00 4.00
## 2016-03-24 1.00 1.00 1.00 2.00
## 2016-03-31 2.00 3.00 2.00 3.00
## 2016-04-07 2.00 3.00 2.00 4.00
## 2016-04-08 2.00 1.00 2.00 3.00
## 2016-04-14 0.00 0.00 0.00 0.00
## 2016-04-25 1.00 1.00 1.00 1.00
## 2016-04-26 3.00 2.00 3.00 4.00
## 2016-05-04 2.00 2.00 2.00 3.00
## 2016-05-10 2.00 2.00 2.00 3.00
## 2016-05-19 2.00 2.00 2.00 3.00
## 2016-05-23 1.00 1.00 1.00 1.00
## 2016-05-24 0.00 0.00 0.00 0.00
## 2016-05-27 0.00 0.00 0.00 0.00
## 2016-06-07 1.00 1.00 1.00 1.00
## 2016-06-08 0.00 0.00 0.00 0.00
## 2016-06-09 3.00 3.00 3.00 3.00
## 2016-06-13 3.00 3.00 3.00 4.00
## 2016-06-14 3.00 3.00 3.00 3.00
## 2016-06-17 0.00 0.00 0.00 0.00
## 2016-06-20 0.00 0.00 0.00 0.00
## 2016-06-21 1.00 1.00 1.00 1.00
## 2016-06-22 1.00 1.00 1.00 1.00
## 2016-06-23 2.00 2.00 2.00 3.00
## 2016-06-27 2.00 2.00 2.00 3.00
## 2016-07-25 0.00 0.00 0.00 0.00
## 2016-07-29 2.00 2.00 2.00 3.00
## 2016-08-03 0.00 0.00 0.00 0.00
## 2016-08-09 0.00 0.00 0.00 0.00
## 2016-08-12 1.00 2.00 1.00 1.00
## 2016-08-24 3.00 3.00 3.00 3.00
## 2016-08-29 1.00 1.00 1.00 1.00
## 2016-09-06 3.00 3.00 3.00 4.00
## 2016-09-12 1.00 1.00 1.00 2.00
## 2016-09-15 3.00 3.00 3.00 3.00
## 2016-09-16 3.00 4.00 3.00 4.00
## 2016-09-23 0.00 0.00 0.00 0.00
## 2016-09-26 0.00 0.00 0.00 0.00
## 2016-09-29 1.00 1.00 1.00 1.00
## 2016-10-03 0.00 0.00 0.00 0.00
## 2016-10-06 2.00 3.00 2.00 3.00
## 2016-10-11 4.00 4.00 4.00 4.00
## 2016-10-12 4.00 5.00 4.00 4.00
## 2016-10-25 4.00 4.00 4.00 4.00
## 2016-10-27 4.00 6.00 4.00 4.00
## 2016-10-28 4.00 5.00 4.00 4.00
## 2016-10-31 1.00 1.00 1.00 2.00
## 2016-11-02 1.00 1.00 1.00 2.00
## 2016-11-03 1.00 1.00 1.00 1.00
## 2016-11-04 0.00 0.00 0.00 0.00
## 2016-11-07 0.00 0.00 0.00 0.00
## 2016-11-08 0.00 0.00 0.00 0.00
## 2016-11-17 0.00 0.00 0.00 0.00
## 2016-11-21 0.00 0.00 0.00 0.00
## 2016-11-25 2.00 2.00 2.00 3.00
## 2016-11-30 3.00 3.00 3.00 4.00
## 2016-12-02 3.00 4.00 3.00 3.00
## 2016-12-05 2.00 2.00 2.00 3.00
## 2016-12-08 2.00 2.00 2.00 3.00
## 2016-12-09 2.00 2.00 2.00 3.00
## 2016-12-14 1.00 1.00 1.00 1.00
## 2016-12-16 1.00 1.00 1.00 1.00
## 2017-01-12 1.00 1.00 1.00 1.00
## 2017-01-26 2.00 2.00 2.00 3.00
## 2017-02-02 5.00 6.00 5.00 4.00
## 2017-02-07 5.00 4.00 5.00 4.00
## 2017-02-14 7.00 3.00 7.00 4.00
## 2017-02-17 7.00 6.00 7.00 5.00
## 2017-02-24 7.00 5.00 7.00 4.00
## 2017-02-27 1.00 1.00 1.00 2.00
## 2017-02-28 1.00 1.00 1.00 1.00
## 2017-03-02 2.00 2.00 2.00 3.00
## 2017-03-07 1.00 1.00 1.00 1.00
## 2017-03-15 0.00 0.00 0.00 0.00
## 2017-03-21 6.00 5.00 6.00 4.00
## 2017-03-22 6.00 5.00 6.00 4.00
## 2017-03-31 1.00 1.00 1.00 2.00
## 2017-04-06 2.00 2.00 2.00 3.00
## 2017-04-13 2.00 2.00 2.00 3.00
## 2017-04-17 0.00 0.00 0.00 0.00
## 2017-04-18 1.00 1.00 1.00 1.00
## 2017-04-25 0.00 0.00 0.00 0.00
## 2017-05-02 1.00 1.00 1.00 1.00
## 2017-05-05 0.00 0.00 0.00 0.00
## 2017-05-08 2.00 2.00 2.00 3.00
## 2017-05-12 1.00 1.00 1.00 1.00
## 2017-05-18 1.00 1.00 1.00 2.00
## 2017-05-25 1.00 1.00 1.00 2.00
## 2017-05-30 0.00 0.00 0.00 0.00
## 2017-06-05 1.00 1.00 1.00 2.00
## 2017-06-09 1.00 1.00 1.00 1.00
## 2017-06-14 2.00 2.00 2.00 3.00
## 2017-06-22 0.00 0.00 0.00 0.00
## 2017-06-27 2.00 3.00 2.00 3.00
## 2017-07-05 1.00 1.00 1.00 1.00
## 2017-07-10 0.00 0.00 0.00 0.00
## 2017-07-11 0.00 0.00 0.00 0.00
## 2017-07-12 1.00 1.00 1.00 1.00
## 2017-07-14 1.00 1.00 1.00 2.00
## 2017-07-21 4.00 4.00 4.00 4.00
## 2017-07-24 4.00 3.00 4.00 4.00
## 2017-07-26 0.00 0.00 0.00 0.00
## 2017-07-27 0.00 0.00 0.00 0.00
## 2017-07-28 1.00 1.00 1.00 2.00
## 2017-07-31 1.00 1.00 1.00 1.00
## 2017-08-03 2.00 2.00 2.00 3.00
## 2017-08-10 3.00 3.00 3.00 3.00
## 2017-08-15 1.00 1.00 1.00 1.00
## 2017-08-25 1.00 1.00 1.00 2.00
## 2017-08-29 0.00 0.00 0.00 0.00
## 2017-08-30 1.00 1.00 1.00 1.00
## 2017-09-15 1.00 1.00 1.00 2.00
## 2017-09-25 4.00 6.00 4.00 4.00
## 2017-09-28 1.00 1.00 1.00 1.00
## 2017-10-02 0.00 0.00 0.00 0.00
## 2017-10-10 7.00 5.00 7.00 4.00
## 2017-10-16 7.00 6.00 7.00 4.00
## 2017-10-20 1.00 1.00 1.00 2.00
## 2017-10-31 3.00 3.00 3.00 4.00
## 2017-11-01 3.00 4.00 3.00 4.00
## 2017-11-02 3.00 3.00 3.00 3.00
## 2017-11-06 2.00 3.00 2.00 3.00
## 2017-11-15 1.00 1.00 1.00 1.00
## 2017-11-20 1.00 1.00 1.00 1.00
## 2017-11-21 1.00 1.00 1.00 1.00
## 2017-11-28 8.00 3.00 7.00 4.00
## 2017-11-29 8.00 3.00 7.00 4.00
## 2017-12-05 8.00 5.00 7.00 4.00
## 2017-12-06 8.00 5.00 7.00 4.00
## 2017-12-07 8.00 5.00 7.00 4.00
## 2017-12-11 0.00 0.00 0.00 0.00
## 2017-12-14 1.00 1.00 1.00 1.00
## 2017-12-18 4.00 3.00 4.00 4.00
## 2018-01-10 2.00 2.00 2.00 2.00
## 2018-01-12 1.00 1.00 1.00 1.00
## 2018-01-16 1.00 1.00 1.00 1.00
## 2018-01-17 2.00 4.00 2.00 3.00
## 2018-01-23 1.00 1.00 1.00 1.00
## 2018-01-25 0.00 0.00 0.00 0.00
## 2018-01-26 0.00 0.00 0.00 0.00
## 2018-01-31 0.00 0.00 0.00 0.00
## 2018-02-01 2.00 2.00 2.00 3.00
## 2018-02-06 0.00 0.00 0.00 0.00
## 2018-02-26 4.00 6.00 4.00 4.00
## 2018-03-02 1.00 1.00 1.00 2.00
## 2018-03-06 0.00 0.00 0.00 0.00
## 2018-03-08 1.00 1.00 1.00 1.00
## 2018-03-09 0.00 0.00 0.00 0.00
## 2018-03-13 1.00 1.00 1.00 1.00
## 2018-03-15 7.00 6.00 7.00 4.00
## 2018-03-16 7.00 6.00 7.00 4.00
## 2018-03-26 1.00 1.00 1.00 2.00
## 2018-03-28 0.00 0.00 0.00 0.00
## 2018-04-03 0.00 0.00 0.00 0.00
## 2018-04-10 0.00 0.00 0.00 0.00
## 2018-04-17 3.00 3.00 3.00 3.00
## 2018-04-18 3.00 3.00 3.00 4.00
## 2018-04-20 3.00 2.00 3.00 3.00
## 2018-04-23 2.00 3.00 2.00 3.00
## 2018-04-30 1.00 1.00 1.00 2.00
## 2018-05-01 1.00 1.00 1.00 1.00
## 2018-05-02 1.00 1.00 1.00 2.00
## 2018-05-03 1.00 1.00 1.00 1.00
## 2018-05-09 3.00 3.00 3.00 3.00
## 2018-05-10 3.00 4.00 3.00 3.00
## 2018-05-16 0.00 0.00 0.00 0.00
## 2018-05-18 0.00 0.00 0.00 0.00
## 2018-05-22 1.00 1.00 1.00 1.00
## 2018-05-31 1.00 1.00 1.00 1.00
## 2018-06-06 2.00 2.00 2.00 3.00
## 2018-06-14 1.00 1.00 1.00 2.00
## 2018-06-15 1.00 1.00 1.00 1.00
## 2018-06-18 0.00 0.00 0.00 0.00
## 2018-06-28 0.00 0.00 0.00 0.00
## 2018-07-02 1.00 1.00 1.00 1.00
## 2018-07-03 1.00 1.00 1.00 1.00
## 2018-07-06 1.00 1.00 1.00 1.00
## 2018-07-10 2.00 3.00 2.00 3.00
## 2018-07-17 5.00 3.00 5.00 4.00
## 2018-07-19 5.00 4.00 5.00 4.00
## 2018-07-20 5.00 6.00 5.00 4.00
## 2018-07-26 3.00 3.00 3.00 3.00
## 2018-07-30 3.00 4.00 3.00 4.00
## 2018-08-01 0.00 0.00 0.00 0.00
## 2018-08-03 0.00 0.00 0.00 0.00
## 2018-08-06 2.00 3.00 2.00 3.00
## 2018-08-09 0.00 1.00 0.00 0.00
## 2018-08-13 1.00 1.00 1.00 1.00
## 2018-08-15 6.00 6.00 6.00 4.00
## 2018-08-22 6.00 3.00 6.00 4.00
## 2018-08-23 0.00 0.00 0.00 0.00
## 2018-08-29 1.00 1.00 1.00 2.00
## 2018-08-30 1.00 1.00 1.00 1.00
## 2018-08-31 3.00 3.00 3.00 4.00
## 2018-09-05 3.00 3.00 3.00 4.00
## 2018-09-18 1.00 0.00 1.00 1.00
## 2018-09-19 1.00 1.00 1.00 1.00
## 2018-09-21 2.00 3.00 2.00 3.00
## 2018-09-25 1.00 1.00 1.00 1.00
## 2018-09-28 3.00 3.00 3.00 4.00
## 2018-10-09 5.00 5.00 5.00 4.00
## 2018-10-16 3.00 2.00 3.00 3.00
## 2018-10-22 2.00 3.00 2.00 3.00
## 2018-10-29 2.00 2.00 2.00 3.00
## 2018-10-31 0.00 0.00 0.00 0.00
## 2018-11-05 0.00 0.00 0.00 0.00
## 2018-11-06 0.00 0.00 0.00 0.00
## 2018-11-08 2.00 3.00 2.00 2.00
## 2018-11-23 0.00 0.00 0.00 0.00
## 2018-11-26 1.00 1.00 1.00 1.00
## 2018-11-29 1.00 1.00 1.00 1.00
## 2018-12-10 0.00 0.00 0.00 0.00
## 2018-12-11 1.00 1.00 1.00 1.00
## 2018-12-14 3.00 3.00 3.00 4.00
## 2018-12-17 3.00 3.00 3.00 4.00
## 2018-12-18 3.00 3.00 3.00 3.00
## 2018-12-21 2.00 2.00 2.00 3.00
## 2018-12-28 1.00 1.00 1.00 1.00
## 2019-01-02 2.00 2.00 2.00 3.00
## 2019-01-08 0.00 0.00 0.00 0.00
## 2019-01-09 1.00 1.00 1.00 1.00
## 2019-01-11 1.00 1.00 1.00 2.00
## 2019-01-14 1.00 1.00 1.00 1.00
## 2019-01-15 0.00 0.00 0.00 0.00
## 2019-01-16 0.00 0.00 0.00 0.00
## 2019-01-17 0.00 0.00 0.00 0.00
## 2019-01-29 2.00 3.00 2.00 3.00
## 2019-01-30 1.00 1.00 1.00 2.00
## 2019-02-05 3.00 3.00 3.00 4.00
## 2019-02-12 2.00 2.00 2.00 3.00
## 2019-02-19 3.00 3.00 3.00 4.00
## 2019-02-21 3.00 3.00 3.00 3.00
## 2019-02-25 10.00 6.00 10.00 4.00
## 2019-02-26 10.00 4.00 10.00 4.00
## 2019-02-28 10.00 5.00 10.00 5.00
## 2019-03-05 10.00 5.00 10.00 4.00
## 2019-03-06 10.00 6.00 10.00 4.00
## 2019-03-18 3.00 3.00 3.00 4.00
## 2019-03-28 1.00 1.00 1.00 2.00
## 2019-04-01 0.00 0.00 0.00 0.00
## 2019-04-12 3.00 3.00 3.00 4.00
## 2019-04-16 0.00 0.00 0.00 0.00
## 2019-04-22 0.00 0.00 0.00 0.00
## 2019-04-24 1.00 1.00 1.00 1.00
## 2019-04-26 0.00 0.00 0.00 0.00
## 2019-04-30 2.00 2.00 2.00 3.00
## 2019-05-01 2.00 2.00 2.00 2.00
## 2019-05-10 3.00 2.00 3.00 4.00
## 2019-05-14 0.00 0.00 0.00 0.00
## 2019-05-21 2.00 2.00 2.00 3.00
## 2019-06-11 1.00 1.00 1.00 1.00
## 2019-06-17 0.00 0.00 0.00 0.00
## 2019-06-24 1.00 1.00 1.00 2.00
## 2019-06-26 0.00 0.00 0.00 1.00
## 2019-07-09 0.00 0.00 0.00 1.00
## 2019-07-11 0.00 0.00 0.00 1.00
## 2019-07-15 1.00 1.00 1.00 1.00
## 2019-07-17 4.00 4.00 4.00 4.00
## 2019-07-18 4.00 5.00 4.00 4.00
## 2019-07-24 1.00 1.00 1.00 1.00
## 2019-08-02 1.00 1.00 1.00 2.00
## 2019-08-06 0.00 0.00 0.00 0.00
## 2019-08-07 0.00 0.00 0.00 0.00
## 2019-08-13 3.00 3.00 3.00 4.00
## 2019-08-15 0.00 0.00 0.00 0.00
## 2019-08-19 2.00 2.00 2.00 3.00
## 2019-08-28 0.00 0.00 0.00 0.00
## 2019-08-30 3.00 3.00 3.00 4.00
## 2019-09-10 0.00 0.00 0.00 0.00
## 2019-09-11 0.00 0.00 0.00 0.00
## 2019-09-18 6.00 6.00 6.00 4.00
## 2019-09-19 6.00 7.00 6.00 4.00
## 2019-09-30 0.00 0.00 0.00 0.00
## 2019-10-03 2.00 2.00 2.00 3.00
## 2019-10-07 4.00 6.00 4.00 4.00
## 2019-10-08 4.00 4.00 4.00 4.00
## 2019-10-11 0.00 0.00 0.00 0.00
## 2019-10-15 0.00 0.00 0.00 0.00
## 2019-10-21 0.00 0.00 0.00 0.00
## 2019-10-22 2.00 2.00 2.00 3.00
## 2019-10-24 2.00 2.00 2.00 3.00
## 2019-10-25 0.00 0.00 0.00 0.00
## 2019-11-04 4.00 5.00 4.00 4.00
## 2019-11-11 3.00 3.00 3.00 3.00
## 2019-11-19 3.00 3.00 3.00 4.00
## 2019-11-21 3.00 2.00 3.00 3.00
## 2019-11-26 0.00 0.00 0.00 0.00
## 2019-12-03 0.00 0.00 0.00 0.00
## 2019-12-04 5.00 3.00 5.00 4.00
## 2019-12-05 5.00 6.00 5.00 4.00
## 2019-12-06 5.00 6.00 5.00 4.00
## 2019-12-12 0.00 0.00 0.00 0.00
## 2019-12-16 0.00 0.00 0.00 0.00
## 2019-12-17 0.00 0.00 0.00 0.00
## 2020-01-03 3.00 3.00 3.00 4.00
## 2020-01-10 0.00 0.00 0.00 0.00
## 2020-01-15 0.00 0.00 0.00 0.00
## 2020-01-17 2.00 2.00 2.00 3.00
## 2020-01-21 2.00 2.00 2.00 3.00
## 2020-01-22 0.00 0.00 0.00 0.00
## 2020-01-29 3.00 3.00 3.00 4.00
## 2020-02-04 0.00 0.00 0.00 0.00
## 2020-02-11 0.00 0.00 0.00 0.00
## 2020-02-19 3.00 2.00 3.00 3.00
## 2020-02-24 2.00 2.00 2.00 3.00
## 2020-03-03 1.00 1.00 1.00 1.00
## 2020-03-04 3.00 3.00 3.00 3.00
## results_round 0.99 0.69 0.98 0.59
## DecreasingDaysThisCycle Date mostVoted
## 2012-03-06 4 2012-03-06 4.00
## 2012-03-09 4 2012-03-09 4.00
## 2012-03-13 3 2012-03-13 3.00
## 2012-03-14 3 2012-03-14 3.00
## 2012-03-20 1 2012-03-20 1.00
## 2012-03-23 1 2012-03-23 1.00
## 2012-04-04 3 2012-04-04 3.00
## 2012-04-10 1 2012-04-10 1.00
## 2012-04-26 0 2012-04-26 0.00
## 2012-05-04 0 2012-05-04 0.00
## 2012-05-17 2 2012-05-17 2.00
## 2012-05-21 1 2012-05-21 1.00
## 2012-05-30 3 2012-05-30 3.00
## 2012-06-08 1 2012-06-08 1.00
## 2012-06-12 0 2012-06-12 0.00
## 2012-06-13 0 2012-06-13 0.00
## 2012-06-14 0 2012-06-14 0.00
## 2012-06-19 2 2012-06-19 2.00
## 2012-07-02 0 2012-07-02 0.00
## 2012-07-10 4 2012-07-10 4.00
## 2012-07-13 2 2012-07-13 2.00
## 2012-07-19 0 2012-07-19 0.00
## 2012-07-20 5 2012-07-20 5.00
## 2012-07-30 2 2012-07-30 2.00
## 2012-07-31 2 2012-07-31 2.00
## 2012-08-01 2 2012-08-01 2.00
## 2012-08-09 1 2012-08-09 1.00
## 2012-08-14 8 2012-08-14 5.00
## 2012-08-17 8 2012-08-17 7.00
## 2012-08-20 8 2012-08-20 7.00
## 2012-08-27 2 2012-08-27 2.00
## 2012-08-28 2 2012-08-28 2.00
## 2012-08-29 1 2012-08-29 1.00
## 2012-08-31 0 2012-08-31 0.00
## 2012-09-06 2 2012-09-06 2.00
## 2012-09-13 2 2012-09-13 2.00
## 2012-09-14 2 2012-09-14 2.00
## 2012-09-18 2 2012-09-18 2.00
## 2012-09-20 0 2012-09-20 0.00
## 2012-09-24 2 2012-09-24 2.00
## 2012-09-25 2 2012-09-25 2.00
## 2012-09-26 0 2012-09-26 0.00
## 2012-10-02 1 2012-10-02 1.00
## 2012-10-11 1 2012-10-11 1.00
## 2012-10-16 1 2012-10-16 1.00
## 2012-10-17 4 2012-10-17 4.00
## 2012-10-18 4 2012-10-18 4.00
## 2012-10-25 2 2012-10-25 2.00
## 2012-11-02 4 2012-11-02 4.00
## 2012-11-06 4 2012-11-06 4.00
## 2012-11-07 3 2012-11-07 3.00
## 2012-11-12 3 2012-11-12 3.00
## 2012-11-14 1 2012-11-14 1.00
## 2012-11-20 1 2012-11-20 1.00
## 2012-12-04 3 2012-12-04 3.00
## 2012-12-05 3 2012-12-05 3.00
## 2012-12-06 3 2012-12-06 3.00
## 2012-12-17 3 2012-12-17 3.00
## 2012-12-18 3 2012-12-18 3.00
## 2012-12-19 0 2012-12-19 0.00
## 2012-12-21 1 2012-12-21 1.00
## 2012-12-24 1 2012-12-24 1.00
## 2012-12-31 1 2012-12-31 1.00
## 2013-01-04 3 2013-01-04 3.00
## 2013-01-08 3 2013-01-08 3.00
## 2013-01-09 3 2013-01-09 3.00
## 2013-01-16 5 2013-01-16 5.00
## 2013-01-18 1 2013-01-18 1.00
## 2013-01-22 1 2013-01-22 1.00
## 2013-01-25 3 2013-01-25 3.00
## 2013-01-31 2 2013-01-31 2.00
## 2013-02-22 2 2013-02-22 2.00
## 2013-02-25 2 2013-02-25 2.00
## 2013-02-26 2 2013-02-26 2.00
## 2013-03-01 0 2013-03-01 0.00
## 2013-03-04 2 2013-03-04 2.00
## 2013-03-06 2 2013-03-06 2.00
## 2013-03-25 6 2013-03-25 6.00
## 2013-03-26 0 2013-03-26 0.00
## 2013-03-27 3 2013-03-27 3.00
## 2013-04-05 2 2013-04-05 2.00
## 2013-04-10 0 2013-04-10 0.00
## 2013-04-11 0 2013-04-11 0.00
## 2013-04-17 1 2013-04-17 1.00
## 2013-04-19 3 2013-04-19 3.00
## 2013-04-24 3 2013-04-24 3.00
## 2013-05-03 4 2013-05-03 4.00
## 2013-05-13 1 2013-05-13 1.00
## 2013-05-14 1 2013-05-14 1.00
## 2013-05-17 0 2013-05-17 0.00
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## 2019-09-11 0 2019-09-11 0.00
## 2019-09-18 6 2019-09-18 6.00
## 2019-09-19 6 2019-09-19 6.00
## 2019-09-30 0 2019-09-30 0.00
## 2019-10-03 2 2019-10-03 2.00
## 2019-10-07 4 2019-10-07 4.00
## 2019-10-08 4 2019-10-08 4.00
## 2019-10-11 0 2019-10-11 0.00
## 2019-10-15 0 2019-10-15 0.00
## 2019-10-21 0 2019-10-21 0.00
## 2019-10-22 2 2019-10-22 2.00
## 2019-10-24 2 2019-10-24 2.00
## 2019-10-25 0 2019-10-25 0.00
## 2019-11-04 4 2019-11-04 4.00
## 2019-11-11 3 2019-11-11 3.00
## 2019-11-19 3 2019-11-19 3.00
## 2019-11-21 3 2019-11-21 3.00
## 2019-11-26 0 2019-11-26 0.00
## 2019-12-03 0 2019-12-03 0.00
## 2019-12-04 5 2019-12-04 5.00
## 2019-12-05 5 2019-12-05 5.00
## 2019-12-06 5 2019-12-06 5.00
## 2019-12-12 0 2019-12-12 0.00
## 2019-12-16 0 2019-12-16 0.00
## 2019-12-17 0 2019-12-17 0.00
## 2020-01-03 3 2020-01-03 3.00
## 2020-01-10 0 2020-01-10 0.00
## 2020-01-15 0 2020-01-15 0.00
## 2020-01-17 2 2020-01-17 2.00
## 2020-01-21 2 2020-01-21 2.00
## 2020-01-22 0 2020-01-22 0.00
## 2020-01-29 3 2020-01-29 3.00
## 2020-02-04 0 2020-02-04 0.00
## 2020-02-11 0 2020-02-11 0.00
## 2020-02-19 3 2020-02-19 3.00
## 2020-02-24 2 2020-02-24 2.00
## 2020-03-03 1 2020-03-03 1.00
## 2020-03-04 3 2020-03-04 3.00
## results_round 100 results_round 0.99The accuracy in prediction is about the same for decreasing days in the cycle as the target instead of the increasing days in the cycle that was the target when predicting the AAL stock increasing days by select features.
Now, lets see how well these algorithms predict the NextDayPrice. But first remove the added predictive measures just done.
sYELP1 <- sYELP[,c(4,5,9,14,15,19,20,21,24,25)]
sYELP1$NextDayPrice <- lead(sYELP1$stockDayValue,1)
sYELP1 <- sYELP1[complete.cases(sYELP1$NextDayPrice),]
row.names(sYELP1) <- as.factor(sYELP1$Date)
sYELP1 <- sYELP1[,-c(1)]Now, we can see how well the next day price is predicted.
set.seed(12356789)
inTrain <- createDataPartition(y=sYELP1$NextDayPrice, p=0.7, list=FALSE)
trainingSet <- sYELP1[inTrain,]
testingSet <- sYELP1[-inTrain,]rfMod <- train(NextDayPrice ~ ., method='rf', data=(trainingSet),
trControl=trainControl(method='cv'), number=5)plot(rfMod)
predRF <- predict(rfMod, testingSet)
predDF <- data.frame(predRF, nextDayPrice=testingSet$NextDayPrice)
predDF## predRF nextDayPrice
## 2012-03-16 21.85275 22.99
## 2012-03-21 23.44335 23.22
## 2012-03-23 23.51716 24.60
## 2012-03-27 26.73156 28.09
## 2012-03-29 27.36484 26.89
## 2012-04-02 26.96272 26.70
## 2012-04-12 26.50815 26.33
## 2012-04-13 25.49692 25.87
## 2012-04-19 23.62690 23.10
## 2012-04-24 20.59442 21.13
## 2012-04-25 21.28897 21.20
## 2012-04-26 21.39161 21.90
## 2012-05-04 21.33528 21.41
## 2012-05-11 20.17666 20.04
## 2012-05-22 19.61389 18.32
## 2012-05-29 16.65153 16.61
## 2012-06-20 20.08548 21.00
## 2012-06-25 22.91552 22.04
## 2012-06-26 22.76131 22.79
## 2012-07-03 25.43444 26.16
## 2012-07-09 24.60876 22.63
## 2012-07-11 21.52866 22.14
## 2012-07-12 21.78514 21.64
## 2012-07-18 23.16843 24.00
## 2012-07-23 22.58773 22.51
## 2012-08-03 23.82152 25.43
## 2012-08-07 26.21300 26.46
## 2012-08-08 26.10273 25.73
## 2012-08-22 18.21623 18.19
## 2012-09-12 25.03431 23.95
## 2012-09-25 25.70208 25.68
## 2012-09-28 27.00187 27.76
## 2012-10-03 28.31028 28.89
## 2012-10-05 27.35450 28.27
## 2012-10-08 27.31120 27.43
## 2012-10-09 27.32595 25.61
## 2012-10-10 26.70605 25.73
## 2012-10-11 25.42030 25.24
## 2012-10-18 24.80692 24.61
## 2012-10-22 23.61323 24.00
## 2012-10-23 23.73888 25.77
## 2012-10-25 23.44300 23.17
## 2012-11-05 18.79582 18.25
## 2012-11-07 18.50307 17.77
## 2012-11-12 16.88190 17.21
## 2012-11-26 19.21358 20.24
## 2012-12-05 18.61026 18.09
## 2012-12-17 18.62450 18.06
## 2012-12-21 19.07286 18.44
## 2012-12-28 19.05575 18.85
## 2012-12-31 19.01620 19.70
## 2013-01-02 19.76131 20.15
## 2013-01-09 20.96266 22.19
## 2013-01-22 20.80195 20.34
## 2013-01-29 20.78301 20.46
## 2013-02-01 19.74486 20.34
## 2013-02-05 21.33222 22.38
## 2013-02-07 21.64752 21.85
## 2013-02-22 22.38780 21.62
## 2013-02-25 21.43292 21.29
## 2013-02-26 21.50692 21.86
## 2013-02-27 22.08193 22.19
## 2013-03-04 23.47170 23.02
## 2013-03-05 22.60664 23.02
## 2013-03-15 24.67680 24.50
## 2013-03-18 24.33363 24.28
## 2013-03-20 23.33808 24.00
## 2013-03-21 22.42874 23.79
## 2013-03-26 24.49020 23.72
## 2013-03-28 22.53192 22.89
## 2013-04-02 23.19942 23.05
## 2013-04-09 25.11176 25.75
## 2013-04-18 26.62588 25.50
## 2013-04-23 25.18417 24.97
## 2013-04-25 25.94468 25.45
## 2013-04-29 25.66675 26.03
## 2013-05-02 30.75113 31.12
## 2013-05-06 30.59960 30.67
## 2013-05-07 30.45038 29.91
## 2013-05-10 30.79316 30.92
## 2013-05-23 29.43234 29.34
## 2013-05-24 29.62564 29.95
## 2013-05-31 29.64424 28.15
## 2013-06-06 29.22084 30.11
## 2013-06-13 29.98241 30.84
## 2013-06-14 30.70180 31.75
## 2013-06-27 34.83382 34.77
## 2013-07-03 34.84284 34.99
## 2013-07-08 35.00479 37.24
## 2013-07-09 37.02856 36.90
## 2013-07-17 40.17796 39.75
## 2013-07-19 41.23008 40.99
## 2013-07-24 39.95878 41.52
## 2013-07-30 42.87436 41.80
## 2013-08-01 50.66501 57.02
## 2013-08-06 52.48805 52.08
## 2013-08-16 48.91560 49.23
## 2013-08-23 51.53239 51.26
## 2013-08-27 50.85845 51.67
## 2013-08-29 52.89618 51.98
## 2013-09-12 62.57984 62.91
## 2013-09-25 67.98046 68.45
## 2013-09-26 66.89939 68.05
## 2013-10-02 71.02425 71.02
## 2013-10-04 71.29001 69.93
## 2013-10-08 63.11296 63.47
## 2013-10-24 67.80351 68.00
## 2013-10-29 69.07002 67.05
## 2013-11-15 68.64682 64.43
## 2013-11-20 62.69163 63.93
## 2013-11-22 61.64791 58.20
## 2013-11-25 58.53372 61.92
## 2013-11-26 60.02732 61.54
## 2013-11-29 58.92648 59.96
## 2013-12-04 62.42923 62.62
## 2013-12-09 65.15281 65.53
## 2013-12-10 65.61284 63.10
## 2013-12-31 68.51740 67.92
## 2014-01-02 66.78082 67.66
## 2014-01-06 70.58732 72.66
## 2014-01-07 72.92276 78.42
## 2014-01-16 81.28179 82.36
## 2014-01-17 80.91045 82.21
## 2014-01-23 77.84231 75.99
## 2014-01-27 73.96123 76.09
## 2014-01-28 75.66379 71.95
## 2014-02-04 77.48239 75.23
## 2014-02-05 76.63257 89.46
## 2014-02-06 82.77185 89.41
## 2014-02-10 91.74864 92.78
## 2014-02-12 91.86315 91.97
## 2014-02-14 91.68678 91.74
## 2014-02-18 90.85309 90.00
## 2014-02-25 94.96604 95.45
## 2014-02-26 95.42589 97.39
## 2014-02-27 95.20073 94.42
## 2014-03-06 94.48494 97.25
## 2014-03-12 90.32774 87.37
## 2014-03-17 90.99916 90.11
## 2014-03-20 83.92863 83.43
## 2014-03-27 78.79693 76.44
## 2014-03-31 77.54314 80.18
## 2014-04-01 78.77250 75.63
## 2014-04-02 72.95335 70.61
## 2014-04-04 67.88316 66.00
## 2014-04-11 63.10831 61.94
## 2014-04-30 58.29329 64.02
## 2014-05-02 59.55670 60.19
## 2014-05-07 54.56607 53.29
## 2014-05-12 54.01911 55.53
## 2014-05-19 57.47826 57.38
## 2014-05-22 61.37551 61.54
## 2014-05-27 64.04979 63.42
## 2014-05-28 63.79321 68.56
## 2014-05-29 66.52691 66.15
## 2014-06-02 64.88521 64.67
## 2014-06-03 64.42027 64.58
## 2014-06-04 65.29658 65.00
## 2014-06-11 66.70079 65.84
## 2014-06-17 75.14081 77.01
## 2014-06-23 77.13743 75.83
## 2014-06-27 77.78523 76.68
## 2014-06-30 77.08048 77.63
## 2014-07-09 69.46056 70.91
## 2014-07-11 71.15748 71.11
## 2014-07-14 70.48095 69.02
## 2014-07-16 63.87367 66.53
## 2014-07-17 69.02791 68.35
## 2014-07-23 69.68181 69.77
## 2014-07-28 70.08524 69.48
## 2014-08-01 68.51842 68.57
## 2014-08-07 67.66466 68.00
## 2014-08-13 72.52203 74.90
## 2014-08-21 80.60675 81.60
## 2014-08-22 80.28828 82.60
## 2014-08-25 80.96683 82.39
## 2014-08-26 82.37620 82.86
## 2014-09-02 83.10427 83.29
## 2014-09-03 81.40938 81.91
## 2014-09-05 81.20438 82.43
## 2014-09-11 80.47075 81.78
## 2014-09-17 76.09848 76.07
## 2014-09-26 70.57882 69.54
## 2014-09-29 66.27914 68.25
## 2014-09-30 66.89505 67.11
## 2014-10-01 68.61372 69.07
## 2014-10-02 69.94862 69.44
## 2014-10-08 68.32299 69.62
## 2014-10-10 65.36845 62.12
## 2014-10-24 57.63623 57.21
## 2014-10-27 57.22975 59.11
## 2014-10-31 60.47282 61.32
## 2014-11-05 57.31949 58.78
## 2014-11-14 57.88126 58.00
## 2014-11-17 56.75365 57.46
## 2014-11-26 57.88696 57.09
## 2014-12-16 50.90284 51.90
## 2014-12-17 51.78883 52.49
## 2014-12-24 52.47230 52.94
## 2014-12-29 54.15521 54.24
## 2015-01-02 53.71511 52.53
## 2015-01-06 52.13704 52.21
## 2015-01-07 52.42791 53.83
## 2015-01-09 54.88536 54.02
## 2015-01-12 53.33279 53.18
## 2015-01-14 52.38846 50.12
## 2015-01-15 50.23276 51.39
## 2015-01-22 55.49778 55.19
## 2015-01-28 52.94382 52.93
## 2015-02-04 57.69757 57.47
## 2015-02-06 48.71535 42.17
## 2015-02-12 47.17725 47.53
## 2015-02-19 47.52727 47.79
## 2015-02-27 47.67859 47.86
## 2015-03-02 48.02228 48.58
## 2015-03-03 47.98742 47.79
## 2015-03-05 47.37275 47.05
## 2015-03-10 45.71523 45.73
## 2015-03-13 46.15143 46.71
## 2015-03-16 46.27016 47.22
## 2015-03-18 46.23253 45.18
## 2015-03-19 44.67918 44.94
## 2015-03-23 47.21191 47.04
## 2015-03-25 45.37371 45.71
## 2015-03-30 46.91072 47.35
## 2015-04-01 46.09164 47.14
## 2015-04-06 47.08554 46.99
## 2015-04-17 47.89560 48.25
## 2015-05-01 39.18280 39.61
## 2015-05-05 38.41130 38.22
## 2015-05-06 39.32018 47.01
## 2015-05-07 46.57048 49.93
## 2015-05-08 48.68928 48.62
## 2015-05-13 47.12566 47.35
## 2015-05-18 45.75127 46.46
## 2015-05-26 45.09272 45.52
## 2015-05-28 47.75929 47.91
## 2015-06-11 43.72671 44.04
## 2015-06-12 44.03674 44.00
## 2015-06-16 44.04983 44.60
## 2015-06-24 44.78822 44.88
## 2015-06-26 43.90997 42.47
## 2015-07-01 42.02338 38.18
## 2015-07-09 33.97328 34.73
## 2015-07-13 35.66960 35.99
## 2015-07-14 35.67888 35.00
## 2015-07-20 34.33402 35.57
## 2015-07-24 33.68856 33.73
## 2015-07-28 33.12774 25.06
## 2015-08-03 25.88235 26.18
## 2015-08-05 25.02059 25.38
## 2015-08-19 24.77913 24.01
## 2015-08-20 23.11198 23.09
## 2015-08-21 22.58828 22.98
## 2015-08-24 22.58696 22.75
## 2015-08-26 23.81294 23.98
## 2015-08-28 23.84516 24.28
## 2015-09-01 23.91266 24.28
## 2015-09-02 24.01805 24.17
## 2015-09-03 24.16316 24.21
## 2015-09-17 24.50435 24.75
## 2015-09-18 24.37021 24.23
## 2015-09-21 23.66635 23.35
## 2015-09-24 21.92370 22.17
## 2015-10-09 24.73694 22.74
## 2015-10-14 22.04751 22.61
## 2015-10-15 22.87858 22.65
## 2015-10-22 22.90998 22.56
## 2015-10-23 23.09028 24.43
## 2015-10-29 22.46367 22.25
## 2015-11-02 24.32891 24.12
## 2015-11-05 25.36020 25.50
## 2015-11-09 25.31345 25.16
## 2015-11-10 24.95129 24.98
## 2015-11-11 25.09802 25.90
## 2015-11-12 26.24066 27.10
## 2015-11-13 26.85594 27.44
## 2015-11-16 27.88787 27.54
## 2015-11-18 28.43279 28.06
## 2015-11-19 28.01259 31.21
## 2015-11-23 30.65836 30.01
## 2015-11-25 29.80727 30.18
## 2015-12-02 30.75451 30.63
## 2015-12-09 30.40730 30.83
## 2015-12-11 29.17180 29.58
## 2015-12-18 26.94880 26.25
## 2015-12-21 26.87293 27.93
## 2015-12-23 28.62310 28.40
## 2016-01-04 26.79182 26.62
## 2016-01-05 26.28246 25.91
## 2016-01-19 21.14021 21.14
## 2016-01-20 20.68081 20.98
## 2016-01-26 21.98494 21.59
## 2016-01-28 21.54053 20.95
## 2016-02-09 15.96924 15.36
## 2016-02-10 16.01425 15.23
## 2016-02-17 18.64439 17.64
## 2016-02-24 19.45074 19.00
## 2016-02-25 19.37917 19.86
## 2016-03-01 21.31615 21.20
## 2016-03-03 21.64643 21.62
## 2016-03-10 20.69864 20.63
## 2016-03-14 20.75687 19.92
## 2016-03-18 20.64017 20.50
## 2016-03-21 20.23344 20.31
## 2016-03-22 20.12720 19.30
## 2016-03-23 19.54244 19.54
## 2016-03-24 19.40499 18.97
## 2016-04-04 19.62803 19.42
## 2016-04-06 19.90675 19.59
## 2016-04-08 19.91545 19.49
## 2016-04-11 19.90499 19.68
## 2016-04-13 20.83600 20.64
## 2016-04-19 21.28088 21.15
## 2016-04-21 21.74223 21.52
## 2016-04-25 21.25036 21.15
## 2016-04-27 20.72535 21.01
## 2016-05-05 21.94338 26.50
## 2016-05-09 25.97059 26.32
## 2016-05-12 25.49956 25.32
## 2016-05-13 24.97562 25.18
## 2016-05-17 25.18109 24.98
## 2016-05-20 24.94851 24.90
## 2016-05-23 25.13643 25.38
## 2016-05-25 25.46364 25.66
## 2016-05-31 25.83431 26.19
## 2016-06-02 26.72899 26.61
## 2016-06-03 26.77177 27.18
## 2016-06-15 26.42423 26.77
## 2016-06-16 27.03048 26.92
## 2016-06-17 27.11151 28.44
## 2016-06-21 28.44756 28.30
## 2016-06-22 28.66951 29.73
## 2016-06-28 27.62039 29.20
## 2016-07-05 29.81125 29.50
## 2016-07-06 29.93870 30.04
## 2016-07-26 30.01386 30.29
## 2016-08-12 38.15150 37.37
## 2016-08-18 38.42431 38.56
## 2016-08-19 38.10938 37.85
## 2016-08-24 37.15537 37.25
## 2016-09-08 37.61356 37.39
## 2016-09-09 37.34928 37.93
## 2016-09-12 38.20232 36.90
## 2016-09-14 38.03424 38.14
## 2016-09-15 37.87175 37.95
## 2016-09-20 37.03905 38.52
## 2016-09-21 38.27260 38.46
## 2016-09-22 38.53839 39.38
## 2016-10-03 42.68210 42.10
## 2016-10-04 42.52431 42.16
## 2016-10-07 40.99674 41.11
## 2016-10-11 38.93149 38.82
## 2016-10-12 38.54277 37.51
## 2016-10-13 37.32048 36.50
## 2016-10-17 36.52335 35.80
## 2016-10-18 35.38313 35.08
## 2016-10-19 34.25502 34.35
## 2016-10-21 33.43555 34.48
## 2016-10-24 33.84364 33.95
## 2016-10-25 33.32675 33.49
## 2016-10-26 33.00908 32.74
## 2016-11-01 32.82234 35.71
## 2016-11-03 35.72515 36.14
## 2016-11-04 36.40805 37.21
## 2016-11-11 36.03917 35.72
## 2016-11-14 35.96718 36.62
## 2016-11-17 38.11041 38.29
## 2016-11-22 38.62281 38.99
## 2016-11-25 39.11537 38.06
## 2016-12-01 36.22404 36.15
## 2016-12-06 35.87413 36.11
## 2016-12-12 35.09267 35.91
## 2016-12-15 35.78324 35.83
## 2016-12-16 35.64251 35.61
## 2016-12-22 39.27996 38.00
## 2017-01-09 40.46023 40.40
## 2017-01-20 41.43249 41.53
## 2017-01-30 42.20508 41.78
## 2017-02-02 41.90390 42.32
## 2017-02-08 41.75449 41.49
## 2017-02-09 41.45733 35.83
## 2017-02-22 33.87051 33.47
## 2017-02-27 33.99657 33.70
## 2017-03-08 34.27420 34.38
## 2017-03-13 34.73063 33.77
## 2017-03-23 32.35950 32.48
## 2017-03-27 32.12414 31.81
## 2017-03-31 32.70650 32.63
## 2017-04-06 33.44334 33.23
## 2017-04-07 32.84330 32.74
## 2017-04-10 33.04799 33.37
## 2017-04-11 32.89142 32.16
## 2017-04-12 31.80165 32.03
## 2017-04-20 33.69363 33.49
## 2017-04-21 33.84698 33.89
## 2017-04-26 34.72159 36.01
## 2017-05-01 35.89610 35.98
## 2017-05-02 35.73029 35.20
## 2017-05-03 35.29030 35.30
## 2017-05-04 35.64927 35.68
## 2017-05-08 35.64381 34.70
## 2017-05-22 28.03049 27.78
## 2017-05-24 27.78775 28.07
## 2017-06-06 29.57046 30.21
## 2017-06-12 29.76652 30.72
## 2017-06-16 30.73483 30.28
## 2017-06-19 30.08720 29.44
## 2017-06-29 30.10545 30.02
## 2017-07-10 30.38992 31.11
## 2017-07-19 31.82907 32.40
## 2017-07-24 32.38366 32.00
## 2017-07-26 33.04822 32.76
## 2017-07-28 33.10425 32.53
## 2017-08-02 31.67110 31.37
## 2017-08-03 31.74543 40.05
## 2017-08-08 41.25379 41.55
## 2017-08-11 42.16390 42.53
## 2017-08-23 41.91188 41.75
## 2017-08-24 42.41635 42.14
## 2017-08-28 42.60956 42.32
## 2017-08-30 42.67388 42.60
## 2017-09-06 43.42167 43.74
## 2017-09-07 44.32548 43.75
## 2017-09-11 43.98442 43.85
## 2017-09-12 43.43491 42.95
## 2017-09-13 42.79851 42.91
## 2017-09-18 43.69926 43.85
## 2017-09-20 43.64278 43.61
## 2017-09-28 43.08846 43.30
## 2017-09-29 43.82317 44.09
## 2017-10-04 46.61738 46.39
## 2017-10-06 46.05607 45.63
## 2017-10-13 43.22628 43.52
## 2017-10-16 43.08162 43.20
## 2017-10-20 44.38434 43.60
## 2017-10-23 44.01617 43.68
## 2017-10-24 44.42318 44.02
## 2017-11-01 45.46403 45.98
## 2017-11-02 46.16730 46.07
## 2017-11-03 45.78546 45.65
## 2017-11-10 46.16266 45.90
## 2017-11-13 45.88806 45.91
## 2017-11-17 47.01798 47.18
## 2017-11-27 47.92664 47.44
## 2017-12-06 41.89072 40.79
## 2017-12-14 42.81514 42.43
## 2017-12-15 42.74620 43.81
## 2017-12-22 42.64383 42.12
## 2018-01-05 43.54070 43.67
## 2018-01-18 42.81670 42.85
## 2018-01-29 44.23272 43.53
## 2018-02-09 39.33997 38.97
## 2018-02-13 39.38961 41.37
## 2018-02-14 42.06353 41.97
## 2018-02-15 41.44613 41.73
## 2018-02-23 43.28066 43.83
## 2018-02-27 43.21065 43.56
## 2018-03-06 45.04834 45.68
## 2018-03-07 45.49958 45.57
## 2018-03-08 46.44795 46.62
## 2018-03-09 46.79538 46.81
## 2018-03-13 45.86077 46.44
## 2018-03-19 44.93465 45.07
## 2018-03-28 42.51217 41.75
## 2018-04-04 42.75838 42.33
## 2018-04-11 44.56874 44.00
## 2018-04-18 44.13038 44.65
## 2018-04-23 43.94991 43.89
## 2018-05-01 44.69803 45.38
## 2018-05-03 45.16652 45.61
## 2018-05-08 47.71471 47.92
## 2018-05-15 43.71215 44.03
## 2018-05-18 46.82244 46.45
## 2018-05-24 43.09695 42.59
## 2018-06-06 42.35753 41.35
## 2018-06-08 41.42825 41.87
## 2018-06-11 42.67807 42.64
## 2018-06-13 41.65976 41.16
## 2018-06-14 41.07560 40.93
## 2018-06-27 38.91944 39.12
## 2018-06-28 39.73097 39.18
## 2018-07-02 39.73951 39.30
## 2018-07-06 40.60081 40.00
## 2018-07-13 40.39943 40.30
## 2018-07-16 40.77615 40.75
## 2018-07-18 40.25939 39.69
## 2018-07-20 38.83516 38.64
## 2018-07-24 39.03231 38.99
## 2018-07-25 38.82007 40.18
## 2018-07-27 38.13337 37.27
## 2018-08-03 38.18402 38.75
## 2018-08-15 46.21431 46.35
## 2018-08-17 44.78561 44.74
## 2018-08-27 46.80610 46.74
## 2018-08-29 46.92537 46.82
## 2018-09-07 45.27767 45.25
## 2018-09-11 45.77087 45.72
## 2018-09-12 46.67328 45.94
## 2018-09-14 46.25316 46.28
## 2018-09-17 46.26848 49.97
## 2018-10-08 44.71481 44.63
## 2018-10-12 43.21971 42.96
## 2018-10-16 43.22674 43.93
## 2018-10-19 43.05847 42.99
## 2018-11-01 43.40530 43.10
## 2018-11-08 43.14671 31.93
## 2018-11-12 33.51886 33.67
## 2018-11-27 31.86070 32.44
## 2018-12-06 34.69116 34.59
## 2018-12-07 34.84231 35.64
## 2018-12-20 32.94506 32.10
## 2018-12-24 32.85179 34.14
## 2018-12-26 34.12713 34.95
## 2018-12-31 34.64109 34.57
## 2019-01-04 34.70990 34.83
## 2019-01-07 35.00392 35.51
## 2019-01-09 35.53957 34.31
## 2019-01-22 35.71230 35.47
## 2019-01-28 36.54531 36.22
## 2019-02-06 36.82228 36.25
## 2019-02-12 38.59961 38.46
## 2019-02-13 39.53255 38.19
## 2019-02-14 39.14355 39.94
## 2019-02-21 38.45173 38.54
## 2019-02-25 37.87646 37.90
## 2019-02-28 36.89225 37.13
## 2019-03-01 36.68207 36.74
## 2019-03-07 33.70354 34.74
## 2019-03-12 33.70753 34.55
## 2019-03-14 35.04614 35.10
## 2019-03-15 34.67481 34.88
## 2019-03-19 33.68329 34.60
## 2019-03-20 34.42603 34.89
## 2019-03-21 34.55506 34.36
## 2019-03-22 34.78872 34.71
## 2019-03-27 34.91318 34.68
## 2019-03-28 34.55004 34.50
## 2019-03-29 34.83794 35.03
## 2019-04-01 35.36909 35.36
## 2019-04-10 35.59513 35.72
## 2019-04-12 34.70229 35.42
## 2019-04-22 37.31730 38.12
## 2019-04-24 38.86287 39.51
## 2019-04-25 39.17447 39.52
## 2019-04-26 40.36802 40.06
## 2019-05-01 41.03186 40.19
## 2019-05-22 31.57455 31.63
## 2019-05-24 31.98328 31.46
## 2019-05-29 31.07825 31.23
## 2019-06-07 31.76947 31.95
## 2019-06-19 33.02477 33.14
## 2019-06-26 33.58237 33.95
## 2019-06-27 34.33012 34.18
## 2019-07-05 35.28197 34.99
## 2019-07-15 35.89750 35.62
## 2019-07-18 33.69018 34.08
## 2019-07-19 33.70396 33.87
## 2019-07-29 35.73993 35.55
## 2019-07-30 35.35840 35.05
## 2019-07-31 34.32161 34.93
## 2019-08-02 35.10320 33.53
## 2019-08-12 34.43493 34.62
## 2019-08-15 33.39006 33.17
## 2019-08-16 33.21847 32.92
## 2019-08-23 32.38936 32.03
## 2019-08-30 33.15596 33.21
## 2019-09-03 32.71912 32.84
## 2019-09-06 33.07777 33.23
## 2019-09-10 34.06713 34.60
## 2019-09-11 34.74039 36.52
## 2019-09-12 36.52012 37.44
## 2019-09-24 34.48479 34.96
## 2019-10-07 32.88152 32.75
## 2019-10-09 31.48928 32.22
## 2019-10-22 33.61399 33.53
## 2019-10-23 32.95826 33.51
## 2019-10-30 34.43546 34.51
## 2019-11-01 34.65372 34.24
## 2019-11-05 32.90434 32.71
## 2019-11-18 34.24419 34.35
## 2019-11-21 34.27181 35.26
## 2019-11-27 35.05092 34.68
## 2019-12-02 33.82569 33.66
## 2019-12-11 32.90691 33.39
## 2019-12-12 33.64174 33.55
## 2019-12-13 33.76395 33.78
## 2019-12-16 34.12728 34.00
## 2019-12-20 34.07549 34.21
## 2019-12-23 34.35185 34.06
## 2019-12-26 34.79605 34.85
## 2019-12-31 34.11788 34.77
## 2020-01-10 35.53191 36.23
## 2020-01-29 34.67837 34.77
## 2020-02-04 34.15307 34.66
## 2020-02-07 34.32450 34.20
## 2020-02-11 34.97176 35.36
## 2020-02-13 35.99384 35.23
## 2020-02-19 34.04413 34.64
## 2020-02-20 34.00272 34.00
## 2020-02-27 31.43517 31.27
## 2020-03-02 31.46620 30.59
## 2020-03-04 30.77505 29.14
## 2020-03-09 27.38778 27.81sum <- sum(predRF==testingSet$NextDayPrice)
length <- length(testingSet$NextDayPrice)
accuracy_rfMod <- (sum/length)
accuracy_rfMod## [1] 0results <- c(round(accuracy_rfMod,2), round(100,2))
results <- as.factor(results)
results <- t(data.frame(results))
colnames(results) <- colnames(predDF)
Results <- rbind(predDF, results)
Results## predRF nextDayPrice
## 2012-03-16 21.8527515231 22.99
## 2012-03-21 23.4433496296334 23.219999
## 2012-03-23 23.5171571670001 24.6
## 2012-03-27 26.7315608579667 28.09
## 2012-03-29 27.3648435893667 26.889999
## 2012-04-02 26.9627240613667 26.700001
## 2012-04-12 26.5081473320333 26.33
## 2012-04-13 25.4969236192 25.870001
## 2012-04-19 23.6269034890667 23.1
## 2012-04-24 20.5944217580667 21.129999
## 2012-04-25 21.2889651799667 21.200001
## 2012-04-26 21.3916120998333 21.9
## 2012-05-04 21.3352766541238 21.41
## 2012-05-11 20.1766577361667 20.040001
## 2012-05-22 19.6138927228333 18.32
## 2012-05-29 16.6515347609333 16.610001
## 2012-06-20 20.0854815850334 21
## 2012-06-25 22.9155171123334 22.040001
## 2012-06-26 22.7613093761001 22.790001
## 2012-07-03 25.4344445799667 26.16
## 2012-07-09 24.6087567422334 22.629999
## 2012-07-11 21.5286605817334 22.139999
## 2012-07-12 21.7851445682333 21.639999
## 2012-07-18 23.1684302918667 24
## 2012-07-23 22.5877293654667 22.51
## 2012-08-03 23.8215202886 25.43
## 2012-08-07 26.2130035106667 26.459999
## 2012-08-08 26.1027298571667 25.73
## 2012-08-22 18.2162299556 18.190001
## 2012-09-12 25.0343093901 23.950001
## 2012-09-25 25.7020756728 25.68
## 2012-09-28 27.001871156 27.76
## 2012-10-03 28.3102780652333 28.889999
## 2012-10-05 27.3545024159 28.27
## 2012-10-08 27.3111955584667 27.43
## 2012-10-09 27.3259489885667 25.610001
## 2012-10-10 26.7060549194333 25.73
## 2012-10-11 25.420298464 25.24
## 2012-10-18 24.8069210840334 24.610001
## 2012-10-22 23.6132347371 24
## 2012-10-23 23.7388757895667 25.77
## 2012-10-25 23.4430023027334 23.17
## 2012-11-05 18.7958237824667 18.25
## 2012-11-07 18.5030689915 17.77
## 2012-11-12 16.8819036967 17.209999
## 2012-11-26 19.2135751367333 20.24
## 2012-12-05 18.6102622804667 18.09
## 2012-12-17 18.6244979056 18.059999
## 2012-12-21 19.0728561936666 18.440001
## 2012-12-28 19.0557485291333 18.85
## 2012-12-31 19.0161974055666 19.700001
## 2013-01-02 19.7613138706 20.15
## 2013-01-09 20.9626635338 22.190001
## 2013-01-22 20.8019539310333 20.34
## 2013-01-29 20.7830123604334 20.459999
## 2013-02-01 19.7448611049333 20.34
## 2013-02-05 21.3322236462905 22.379999
## 2013-02-07 21.6475249415333 21.85
## 2013-02-22 22.3878008825 21.620001
## 2013-02-25 21.4329193252334 21.290001
## 2013-02-26 21.5069223587 21.860001
## 2013-02-27 22.0819285846 22.190001
## 2013-03-04 23.4717024681667 23.02
## 2013-03-05 22.6066412439667 23.02
## 2013-03-15 24.6768002346 24.5
## 2013-03-18 24.3336276279667 24.280001
## 2013-03-20 23.3380781172333 24
## 2013-03-21 22.4287356807 23.790001
## 2013-03-26 24.4902037373048 23.719999
## 2013-03-28 22.5319182301334 22.889999
## 2013-04-02 23.1994227932667 23.049999
## 2013-04-09 25.1117647320667 25.75
## 2013-04-18 26.6258820097333 25.5
## 2013-04-23 25.1841714352667 24.969999
## 2013-04-25 25.9446791177667 25.450001
## 2013-04-29 25.6667451419667 26.030001
## 2013-05-02 30.7511255153333 31.120001
## 2013-05-06 30.5995976222333 30.67
## 2013-05-07 30.4503846158333 29.91
## 2013-05-10 30.7931603901333 30.92
## 2013-05-23 29.4323400601 29.34
## 2013-05-24 29.6256425740334 29.950001
## 2013-05-31 29.6442441480333 28.15
## 2013-06-06 29.2208351965666 30.110001
## 2013-06-13 29.9824076059334 30.84
## 2013-06-14 30.7018042019333 31.75
## 2013-06-27 34.8338152748333 34.77
## 2013-07-03 34.8428423935 34.990002
## 2013-07-08 35.0047855605667 37.240002
## 2013-07-09 37.0285621747 36.900002
## 2013-07-17 40.1779637575333 39.75
## 2013-07-19 41.2300803368333 40.990002
## 2013-07-24 39.9587846494667 41.52
## 2013-07-30 42.8743627331 41.799999
## 2013-08-01 50.6650126915668 57.02
## 2013-08-06 52.4880494620999 52.080002
## 2013-08-16 48.9155996030333 49.23
## 2013-08-23 51.5323901967333 51.259998
## 2013-08-27 50.8584459283 51.669998
## 2013-08-29 52.8961819374667 51.98
## 2013-09-12 62.5798434800667 62.91
## 2013-09-25 67.9804589177666 68.449997
## 2013-09-26 66.8993887879 68.050003
## 2013-10-02 71.0242509183667 71.019997
## 2013-10-04 71.2900143811667 69.93
## 2013-10-08 63.1129649967668 63.470001
## 2013-10-24 67.8035080304667 68
## 2013-10-29 69.0700246224666 67.050003
## 2013-11-15 68.6468244290667 64.43
## 2013-11-20 62.6916251960334 63.93
## 2013-11-22 61.6479064736668 58.200001
## 2013-11-25 58.5337230737 61.919998
## 2013-11-26 60.0273199920333 61.540001
## 2013-11-29 58.9264837434333 59.959999
## 2013-12-04 62.4292272080667 62.619999
## 2013-12-09 65.1528056931001 65.529999
## 2013-12-10 65.6128383489666 63.099998
## 2013-12-31 68.5174039968 67.919998
## 2014-01-02 66.7808226841999 67.660004
## 2014-01-06 70.5873192642 72.660004
## 2014-01-07 72.9227634990333 78.419998
## 2014-01-16 81.2817899251998 82.360001
## 2014-01-17 80.9104458304667 82.209999
## 2014-01-23 77.8423058809334 75.989998
## 2014-01-27 73.9612341391001 76.089996
## 2014-01-28 75.663785221 71.949997
## 2014-02-04 77.4823876693333 75.230003
## 2014-02-05 76.6325718782333 89.459999
## 2014-02-06 82.7718537667999 89.410004
## 2014-02-10 91.7486408151334 92.779999
## 2014-02-12 91.8631514175666 91.970001
## 2014-02-14 91.6867760355332 91.739998
## 2014-02-18 90.8530893478 90
## 2014-02-25 94.9660390402001 95.449997
## 2014-02-26 95.4258926340667 97.389999
## 2014-02-27 95.2007289143667 94.419998
## 2014-03-06 94.4849443988668 97.25
## 2014-03-12 90.3277375169 87.370003
## 2014-03-17 90.9991580275334 90.110001
## 2014-03-20 83.9286272508333 83.43
## 2014-03-27 78.7969283101998 76.440002
## 2014-03-31 77.5431427005333 80.18
## 2014-04-01 78.7725008654666 75.629997
## 2014-04-02 72.9533523748667 70.610001
## 2014-04-04 67.8831627321 66
## 2014-04-11 63.1083095072334 61.939999
## 2014-04-30 58.2932876922001 64.019997
## 2014-05-02 59.5567001411667 60.189999
## 2014-05-07 54.5660710398667 53.290001
## 2014-05-12 54.0191070244334 55.529999
## 2014-05-19 57.4782637652667 57.380001
## 2014-05-22 61.3755099007 61.540001
## 2014-05-27 64.0497927432667 63.419998
## 2014-05-28 63.7932106822 68.559998
## 2014-05-29 66.5269070498668 66.150002
## 2014-06-02 64.8852094369667 64.669998
## 2014-06-03 64.4202650712667 64.580002
## 2014-06-04 65.2965845244333 65
## 2014-06-11 66.7007944369334 65.839996
## 2014-06-17 75.1408064425666 77.010002
## 2014-06-23 77.1374335425333 75.830002
## 2014-06-27 77.7852263459332 76.68
## 2014-06-30 77.0804776074666 77.629997
## 2014-07-09 69.4605588968001 70.910004
## 2014-07-11 71.1574815726667 71.110001
## 2014-07-14 70.4809548679 69.019997
## 2014-07-16 63.8736681531333 66.529999
## 2014-07-17 69.0279076522333 68.349998
## 2014-07-23 69.6818058326001 69.769997
## 2014-07-28 70.0852356115333 69.480003
## 2014-08-01 68.5184230446333 68.57
## 2014-08-07 67.6646575027667 68
## 2014-08-13 72.5220304099334 74.900002
## 2014-08-21 80.6067549330665 81.599998
## 2014-08-22 80.2882837258667 82.599998
## 2014-08-25 80.9668336051 82.389999
## 2014-08-26 82.3761986544333 82.860001
## 2014-09-02 83.1042688434 83.290001
## 2014-09-03 81.4093785009999 81.910004
## 2014-09-05 81.2043803101999 82.43
## 2014-09-11 80.4707472005 81.779999
## 2014-09-17 76.0984796542667 76.07
## 2014-09-26 70.5788178533667 69.540001
## 2014-09-29 66.2791428704666 68.25
## 2014-09-30 66.8950538438332 67.110001
## 2014-10-01 68.613718151 69.07
## 2014-10-02 69.9486219094332 69.440002
## 2014-10-08 68.3229943998 69.620003
## 2014-10-10 65.3684514875667 62.119999
## 2014-10-24 57.6362332039001 57.209999
## 2014-10-27 57.2297470482667 59.110001
## 2014-10-31 60.4728152349668 61.32
## 2014-11-05 57.3194917683333 58.779999
## 2014-11-14 57.8812598597668 58
## 2014-11-17 56.7536549374334 57.459999
## 2014-11-26 57.8869570365333 57.09
## 2014-12-16 50.9028405747333 51.900002
## 2014-12-17 51.7888269159668 52.490002
## 2014-12-24 52.4722989300001 52.939999
## 2014-12-29 54.1552082354001 54.240002
## 2015-01-02 53.7151117485334 52.529999
## 2015-01-06 52.1370425956667 52.209999
## 2015-01-07 52.4279057323334 53.830002
## 2015-01-09 54.8853628953667 54.02
## 2015-01-12 53.3327900265334 53.18
## 2015-01-14 52.3884612837667 50.119999
## 2015-01-15 50.2327624489 51.389999
## 2015-01-22 55.4977755047 55.189999
## 2015-01-28 52.9438150363667 52.93
## 2015-02-04 57.6975713570667 57.470001
## 2015-02-06 48.7153497984 42.169998
## 2015-02-12 47.1772546198 47.529999
## 2015-02-19 47.5272702765001 47.790001
## 2015-02-27 47.6785855398 47.860001
## 2015-03-02 48.0222829753333 48.580002
## 2015-03-03 47.9874242129333 47.790001
## 2015-03-05 47.372753608 47.049999
## 2015-03-10 45.7152298756999 45.73
## 2015-03-13 46.1514349445333 46.709999
## 2015-03-16 46.2701583098 47.220001
## 2015-03-18 46.2325300199 45.18
## 2015-03-19 44.6791785103666 44.939999
## 2015-03-23 47.2119146600524 47.040001
## 2015-03-25 45.3737066288333 45.709999
## 2015-03-30 46.9107227972 47.349998
## 2015-04-01 46.0916445176666 47.139999
## 2015-04-06 47.0855356602 46.990002
## 2015-04-17 47.8956046296333 48.25
## 2015-05-01 39.1827986005334 39.610001
## 2015-05-05 38.4112953912 38.220001
## 2015-05-06 39.3201827098333 47.009998
## 2015-05-07 46.5704773021 49.93
## 2015-05-08 48.6892760019 48.619999
## 2015-05-13 47.1256631690667 47.349998
## 2015-05-18 45.7512653332 46.459999
## 2015-05-26 45.0927202392 45.52
## 2015-05-28 47.7592878351857 47.91
## 2015-06-11 43.7267112617 44.040001
## 2015-06-12 44.0367401383333 44
## 2015-06-16 44.0498289396 44.599998
## 2015-06-24 44.7882234547666 44.880001
## 2015-06-26 43.9099725036 42.470001
## 2015-07-01 42.0233834887 38.18
## 2015-07-09 33.9732830455 34.73
## 2015-07-13 35.6695994472334 35.990002
## 2015-07-14 35.6788821704334 35
## 2015-07-20 34.3340242097334 35.57
## 2015-07-24 33.6885581813667 33.73
## 2015-07-28 33.1277435374667 25.059999
## 2015-08-03 25.8823466009666 26.18
## 2015-08-05 25.0205927633667 25.379999
## 2015-08-19 24.7791323795 24.01
## 2015-08-20 23.1119829948334 23.09
## 2015-08-21 22.5882820487667 22.98
## 2015-08-24 22.5869562741 22.75
## 2015-08-26 23.8129386720334 23.98
## 2015-08-28 23.8451582437667 24.280001
## 2015-09-01 23.9126613274 24.280001
## 2015-09-02 24.0180529922999 24.17
## 2015-09-03 24.1631619231334 24.209999
## 2015-09-17 24.5043477120334 24.75
## 2015-09-18 24.3702057400667 24.23
## 2015-09-21 23.6663481987667 23.35
## 2015-09-24 21.9236992070667 22.17
## 2015-10-09 24.7369388618666 22.74
## 2015-10-14 22.0475116643 22.610001
## 2015-10-15 22.8785816314 22.65
## 2015-10-22 22.909979311 22.559999
## 2015-10-23 23.0902839517334 24.43
## 2015-10-29 22.4636700384333 22.25
## 2015-11-02 24.3289104645 24.120001
## 2015-11-05 25.3602021546334 25.5
## 2015-11-09 25.3134455791333 25.16
## 2015-11-10 24.9512939738333 24.98
## 2015-11-11 25.0980219913666 25.9
## 2015-11-12 26.2406638013 27.1
## 2015-11-13 26.8559441097667 27.440001
## 2015-11-16 27.8878713310999 27.540001
## 2015-11-18 28.4327939400333 28.059999
## 2015-11-19 28.0125943829 31.209999
## 2015-11-23 30.6583609059334 30.01
## 2015-11-25 29.8072667302333 30.18
## 2015-12-02 30.7545133310333 30.629999
## 2015-12-09 30.4073031887667 30.83
## 2015-12-11 29.1718018161667 29.58
## 2015-12-18 26.9487989549667 26.25
## 2015-12-21 26.8729267851333 27.93
## 2015-12-23 28.6231009347333 28.4
## 2016-01-04 26.7918211273334 26.620001
## 2016-01-05 26.2824592019334 25.91
## 2016-01-19 21.1402115496 21.139999
## 2016-01-20 20.6808137274 20.98
## 2016-01-26 21.984939198 21.59
## 2016-01-28 21.5405266259667 20.950001
## 2016-02-09 15.9692424345 15.36
## 2016-02-10 16.014248092 15.23
## 2016-02-17 18.6443882703667 17.639999
## 2016-02-24 19.4507355625333 19
## 2016-02-25 19.3791736544 19.860001
## 2016-03-01 21.3161512297334 21.200001
## 2016-03-03 21.6464346463667 21.620001
## 2016-03-10 20.6986414883666 20.629999
## 2016-03-14 20.7568688705667 19.92
## 2016-03-18 20.6401687385 20.5
## 2016-03-21 20.2334393339334 20.309999
## 2016-03-22 20.1271979543667 19.299999
## 2016-03-23 19.5424447485667 19.540001
## 2016-03-24 19.4049948872 18.969999
## 2016-04-04 19.6280281349667 19.42
## 2016-04-06 19.9067470810667 19.59
## 2016-04-08 19.9154482691333 19.49
## 2016-04-11 19.9049940838 19.68
## 2016-04-13 20.8359977853667 20.639999
## 2016-04-19 21.2808806289333 21.15
## 2016-04-21 21.7422317128333 21.52
## 2016-04-25 21.2503647058666 21.15
## 2016-04-27 20.7253463933 21.01
## 2016-05-05 21.9433794620334 26.5
## 2016-05-09 25.9705936030333 26.32
## 2016-05-12 25.4995627178 25.32
## 2016-05-13 24.9756229071 25.18
## 2016-05-17 25.1810870050666 24.98
## 2016-05-20 24.9485085394333 24.9
## 2016-05-23 25.1364304592333 25.379999
## 2016-05-25 25.4636441261 25.66
## 2016-05-31 25.8343078133667 26.190001
## 2016-06-02 26.7289851629667 26.610001
## 2016-06-03 26.7717695753333 27.18
## 2016-06-15 26.4242342763333 26.77
## 2016-06-16 27.0304823259666 26.92
## 2016-06-17 27.1115135325333 28.440001
## 2016-06-21 28.4475624959334 28.299999
## 2016-06-22 28.6695100498 29.73
## 2016-06-28 27.6203916014 29.200001
## 2016-07-05 29.8112475064 29.5
## 2016-07-06 29.9386963270333 30.040001
## 2016-07-26 30.0138645737 30.290001
## 2016-08-12 38.1514961105 37.369999
## 2016-08-18 38.4243132802667 38.560001
## 2016-08-19 38.1093756350667 37.849998
## 2016-08-24 37.1553718573 37.25
## 2016-09-08 37.6135630080334 37.389999
## 2016-09-09 37.3492787033333 37.93
## 2016-09-12 38.2023222536001 36.900002
## 2016-09-14 38.0342367525 38.139999
## 2016-09-15 37.8717529456333 37.950001
## 2016-09-20 37.0390504310333 38.52
## 2016-09-21 38.2725980859 38.459999
## 2016-09-22 38.5383924156 39.380001
## 2016-10-03 42.6821035284999 42.099998
## 2016-10-04 42.5243058813333 42.16
## 2016-10-07 40.9967441878333 41.110001
## 2016-10-11 38.9314942257334 38.82
## 2016-10-12 38.5427687732 37.509998
## 2016-10-13 37.3204801319 36.5
## 2016-10-17 36.5233526623 35.799999
## 2016-10-18 35.3831258819 35.080002
## 2016-10-19 34.2550200771334 34.349998
## 2016-10-21 33.4355452638001 34.48
## 2016-10-24 33.8436350215666 33.950001
## 2016-10-25 33.3267529885 33.490002
## 2016-10-26 33.0090786200333 32.740002
## 2016-11-01 32.8223369827 35.709999
## 2016-11-03 35.7251455012667 36.139999
## 2016-11-04 36.4080504382 37.209999
## 2016-11-11 36.0391697683334 35.720001
## 2016-11-14 35.9671769851667 36.619999
## 2016-11-17 38.1104062160667 38.290001
## 2016-11-22 38.6228110897 38.990002
## 2016-11-25 39.1153743766333 38.060001
## 2016-12-01 36.2240363766333 36.150002
## 2016-12-06 35.8741349383667 36.110001
## 2016-12-12 35.0926681735 35.91
## 2016-12-15 35.7832444017 35.830002
## 2016-12-16 35.6425103281 35.610001
## 2016-12-22 39.2799594136667 38
## 2017-01-09 40.4602259748 40.400002
## 2017-01-20 41.4324910638667 41.529999
## 2017-01-30 42.2050766755667 41.779999
## 2017-02-02 41.9038982561 42.32
## 2017-02-08 41.7544914067333 41.490002
## 2017-02-09 41.4573278012333 35.830002
## 2017-02-22 33.8705061330334 33.470001
## 2017-02-27 33.9965704505 33.700001
## 2017-03-08 34.2742033468 34.380001
## 2017-03-13 34.7306263264667 33.77
## 2017-03-23 32.3594981685333 32.48
## 2017-03-27 32.1241395794333 31.809999
## 2017-03-31 32.706502335 32.630001
## 2017-04-06 33.4433394123333 33.23
## 2017-04-07 32.8432960693667 32.740002
## 2017-04-10 33.047993013 33.369999
## 2017-04-11 32.8914177013334 32.16
## 2017-04-12 31.8016471853333 32.029999
## 2017-04-20 33.6936273333333 33.490002
## 2017-04-21 33.8469843486 33.889999
## 2017-04-26 34.7215906151 36.009998
## 2017-05-01 35.8960957550333 35.98
## 2017-05-02 35.7302863334 35.200001
## 2017-05-03 35.2902984423333 35.299999
## 2017-05-04 35.6492687879 35.68
## 2017-05-08 35.6438130812 34.700001
## 2017-05-22 28.0304879694333 27.780001
## 2017-05-24 27.7877535249667 28.07
## 2017-06-06 29.5704643650333 30.209999
## 2017-06-12 29.7665212178333 30.719999
## 2017-06-16 30.7348328096667 30.280001
## 2017-06-19 30.0871974354 29.440001
## 2017-06-29 30.1054529305333 30.02
## 2017-07-10 30.3899195192667 31.110001
## 2017-07-19 31.8290700288667 32.400002
## 2017-07-24 32.3836566608333 32
## 2017-07-26 33.0482213518667 32.759998
## 2017-07-28 33.1042488895333 32.529999
## 2017-08-02 31.6710965455 31.370001
## 2017-08-03 31.7454349386 40.049999
## 2017-08-08 41.2537903549667 41.549999
## 2017-08-11 42.1638968350666 42.529999
## 2017-08-23 41.9118787299334 41.75
## 2017-08-24 42.4163460176667 42.139999
## 2017-08-28 42.6095595983333 42.32
## 2017-08-30 42.6738821443667 42.599998
## 2017-09-06 43.4216693440333 43.740002
## 2017-09-07 44.3254763417333 43.75
## 2017-09-11 43.984417793 43.849998
## 2017-09-12 43.4349105629333 42.950001
## 2017-09-13 42.7985057822333 42.91
## 2017-09-18 43.6992640494 43.849998
## 2017-09-20 43.6427795983 43.610001
## 2017-09-28 43.0884552031666 43.299999
## 2017-09-29 43.8231679308667 44.09
## 2017-10-04 46.6173823131333 46.389999
## 2017-10-06 46.0560712852667 45.630001
## 2017-10-13 43.2262809260333 43.52
## 2017-10-16 43.0816176424333 43.200001
## 2017-10-20 44.3843392832333 43.599998
## 2017-10-23 44.0161719259 43.68
## 2017-10-24 44.4231753907333 44.02
## 2017-11-01 45.4640341523999 45.98
## 2017-11-02 46.1673044308 46.07
## 2017-11-03 45.7854566553666 45.650002
## 2017-11-10 46.1626605734333 45.900002
## 2017-11-13 45.8880630378667 45.91
## 2017-11-17 47.0179804364333 47.18
## 2017-11-27 47.9266441972333 47.439999
## 2017-12-06 41.8907206406333 40.790001
## 2017-12-14 42.8151442636666 42.43
## 2017-12-15 42.7461995556667 43.810001
## 2017-12-22 42.6438316837666 42.119999
## 2018-01-05 43.5407034658667 43.669998
## 2018-01-18 42.8167008075999 42.849998
## 2018-01-29 44.2327186624333 43.529999
## 2018-02-09 39.3399711700333 38.970001
## 2018-02-13 39.3896095277333 41.369999
## 2018-02-14 42.0635294677333 41.970001
## 2018-02-15 41.4461296332666 41.73
## 2018-02-23 43.2806616587333 43.830002
## 2018-02-27 43.2106511446 43.560001
## 2018-03-06 45.0483448459 45.68
## 2018-03-07 45.4995781416666 45.57
## 2018-03-08 46.4479525034999 46.619999
## 2018-03-09 46.7953825983 46.810001
## 2018-03-13 45.8607668761333 46.439999
## 2018-03-19 44.9346544822667 45.07
## 2018-03-28 42.5121654965333 41.75
## 2018-04-04 42.7583831406 42.330002
## 2018-04-11 44.5687436494667 44
## 2018-04-18 44.1303750879 44.650002
## 2018-04-23 43.9499105653 43.889999
## 2018-05-01 44.6980284445333 45.380001
## 2018-05-03 45.1665207322666 45.610001
## 2018-05-08 47.7147116944 47.919998
## 2018-05-15 43.7121456008666 44.029999
## 2018-05-18 46.8224380163666 46.450001
## 2018-05-24 43.0969455864667 42.59
## 2018-06-06 42.3575345983667 41.349998
## 2018-06-08 41.4282493332333 41.869999
## 2018-06-11 42.6780664160666 42.639999
## 2018-06-13 41.6597569755667 41.16
## 2018-06-14 41.0756023633667 40.93
## 2018-06-27 38.9194443278 39.119999
## 2018-06-28 39.7309657013333 39.18
## 2018-07-02 39.7395081555 39.299999
## 2018-07-06 40.6008053172334 40
## 2018-07-13 40.3994291523334 40.299999
## 2018-07-16 40.7761509518334 40.75
## 2018-07-18 40.2593876041 39.689999
## 2018-07-20 38.8351611649 38.639999
## 2018-07-24 39.0323091422333 38.990002
## 2018-07-25 38.8200710539 40.18
## 2018-07-27 38.1333702461 37.27
## 2018-08-03 38.1840204450667 38.75
## 2018-08-15 46.2143089855333 46.349998
## 2018-08-17 44.7856065894333 44.740002
## 2018-08-27 46.8061030620333 46.740002
## 2018-08-29 46.9253743193333 46.82
## 2018-09-07 45.2776713211 45.25
## 2018-09-11 45.7708692953666 45.720001
## 2018-09-12 46.6732847032 45.939999
## 2018-09-14 46.2531594792666 46.279999
## 2018-09-17 46.2684795933333 49.970001
## 2018-10-08 44.7148083305667 44.630001
## 2018-10-12 43.2197146707 42.959999
## 2018-10-16 43.2267407343 43.93
## 2018-10-19 43.0584700147 42.990002
## 2018-11-01 43.4053022162667 43.099998
## 2018-11-08 43.1467147816333 31.93
## 2018-11-12 33.5188566511667 33.669998
## 2018-11-27 31.8606958323334 32.439999
## 2018-12-06 34.6911610665667 34.59
## 2018-12-07 34.8423074393 35.639999
## 2018-12-20 32.9450577369 32.099998
## 2018-12-24 32.8517891242667 34.139999
## 2018-12-26 34.1271275838333 34.950001
## 2018-12-31 34.6410875924 34.57
## 2019-01-04 34.7099007493 34.830002
## 2019-01-07 35.0039183698667 35.509998
## 2019-01-09 35.5395749920667 34.310001
## 2019-01-22 35.7123035104 35.470001
## 2019-01-28 36.5453075548667 36.220001
## 2019-02-06 36.8222760542334 36.25
## 2019-02-12 38.5996133954333 38.459999
## 2019-02-13 39.5325470510667 38.189999
## 2019-02-14 39.1435457192 39.939999
## 2019-02-21 38.4517349431 38.540001
## 2019-02-25 37.8764645422 37.900002
## 2019-02-28 36.8922532919667 37.130001
## 2019-03-01 36.6820683442667 36.740002
## 2019-03-07 33.7035373262334 34.740002
## 2019-03-12 33.7075281602 34.549999
## 2019-03-14 35.046143936 35.099998
## 2019-03-15 34.6748067784667 34.880001
## 2019-03-19 33.6832911792667 34.599998
## 2019-03-20 34.4260310592 34.889999
## 2019-03-21 34.5550579211667 34.360001
## 2019-03-22 34.7887182449666 34.709999
## 2019-03-27 34.9131786994 34.68
## 2019-03-28 34.5500433621 34.5
## 2019-03-29 34.8379426351667 35.029999
## 2019-04-01 35.3690906692667 35.360001
## 2019-04-10 35.5951285365 35.720001
## 2019-04-12 34.7022877006667 35.419998
## 2019-04-22 37.3173001746667 38.119999
## 2019-04-24 38.8628699139333 39.509998
## 2019-04-25 39.1744685882333 39.52
## 2019-04-26 40.3680247621667 40.060001
## 2019-05-01 41.0318609442 40.189999
## 2019-05-22 31.5745546807666 31.629999
## 2019-05-24 31.9832824192 31.459999
## 2019-05-29 31.0782489854667 31.23
## 2019-06-07 31.7694725817666 31.950001
## 2019-06-19 33.0247666014333 33.139999
## 2019-06-26 33.5823705827 33.950001
## 2019-06-27 34.3301201067667 34.18
## 2019-07-05 35.2819675846667 34.990002
## 2019-07-15 35.8974968747667 35.619999
## 2019-07-18 33.6901845211667 34.080002
## 2019-07-19 33.7039645195667 33.869999
## 2019-07-29 35.7399277024 35.549999
## 2019-07-30 35.3584035289667 35.049999
## 2019-07-31 34.3216057324667 34.93
## 2019-08-02 35.1032021761334 33.529999
## 2019-08-12 34.4349330378667 34.619999
## 2019-08-15 33.3900635439667 33.169998
## 2019-08-16 33.2184708256 32.919998
## 2019-08-23 32.3893620430334 32.029999
## 2019-08-30 33.1559627360334 33.209999
## 2019-09-03 32.7191237520334 32.84
## 2019-09-06 33.0777746438667 33.23
## 2019-09-10 34.0671280925 34.599998
## 2019-09-11 34.7403870230667 36.52
## 2019-09-12 36.5201211706333 37.439999
## 2019-09-24 34.4847866588666 34.959999
## 2019-10-07 32.8815217617667 32.75
## 2019-10-09 31.4892842014666 32.220001
## 2019-10-22 33.6139905427 33.529999
## 2019-10-23 32.9582594777333 33.509998
## 2019-10-30 34.4354641278333 34.509998
## 2019-11-01 34.6537170438667 34.240002
## 2019-11-05 32.9043422203 32.709999
## 2019-11-18 34.2441862604 34.349998
## 2019-11-21 34.2718121132 35.259998
## 2019-11-27 35.0509203790667 34.68
## 2019-12-02 33.8256945482 33.66
## 2019-12-11 32.9069079697 33.389999
## 2019-12-12 33.6417353716667 33.549999
## 2019-12-13 33.7639467200333 33.779999
## 2019-12-16 34.1272843226334 34
## 2019-12-20 34.0754916047333 34.209999
## 2019-12-23 34.3518455460333 34.060001
## 2019-12-26 34.7960519294667 34.849998
## 2019-12-31 34.1178770807667 34.77
## 2020-01-10 35.5319101971333 36.23
## 2020-01-29 34.6783671981667 34.77
## 2020-02-04 34.1530748402667 34.66
## 2020-02-07 34.3244970365666 34.200001
## 2020-02-11 34.9717566107 35.360001
## 2020-02-13 35.9938440144666 35.23
## 2020-02-19 34.0441333275667 34.639999
## 2020-02-20 34.0027201361333 34
## 2020-02-27 31.4351719537 31.27
## 2020-03-02 31.4662001675333 30.59
## 2020-03-04 30.7750547568333 29.139999
## 2020-03-09 27.3877826918 27.809999
## results 0 100knnMod <- train(NextDayPrice ~ .,
method='knn', preProcess=c('center','scale'),
tuneLength=10, trControl=trainControl(method='cv'), data=trainingSet)plot(knnMod)
rpartMod <- train(NextDayPrice ~ ., method='rpart', tuneLength=9, data=trainingSet) glmMod <- train(NextDayPrice ~ .,
method='glm', data=trainingSet) predKNN <- predict(knnMod, testingSet)
predRPART <- predict(rpartMod, testingSet)predGLM <- predict(glmMod, testingSet)length=length(testingSet$NextDayPrice)sumKNN <- sum(predKNN==testingSet$NextDayPrice)
sumRPart <- sum(predRPART==testingSet$NextDayPrice)sumGLM <- sum(predGLM==testingSet$NextDayPrice)accuracy_KNN <- sumKNN/length
accuracy_RPART <- sumRPart/length accuracy_GLM <- sumGLM/length predDF2 <- data.frame(predRF,predKNN,predRPART,predGLM,
TYPE=testingSet$NextDayPrice)
colnames(predDF2) <- c('RandomForest','KNN','Rpart','GLM','TrueValue')
results <- c(round(accuracy_rfMod,2),
round(accuracy_KNN,2),
round(accuracy_RPART,2),
round(accuracy_GLM,2),
round(100,2))
results <- as.factor(results)
results <- t(data.frame(results))
colnames(results) <- c('RandomForest','KNN','Rpart','GLM','TrueValue')
Results <- rbind(predDF2, results)
Results## RandomForest KNN Rpart GLM
## 2012-03-16 21.8527515231 23.6080002 20.9650825454545 21.7814565517811
## 2012-03-21 23.4433496296334 23.334 20.9650825454545 23.7786820694221
## 2012-03-23 23.5171571670001 30.818 20.9650825454545 24.4637223628292
## 2012-03-27 26.7315608579667 31.8979998 27.9981278173516 28.460641384726
## 2012-03-29 27.3648435893667 31.0059998 27.9981278173516 27.2643439441957
## 2012-04-02 26.9627240613667 27.9959992 27.9981278173516 25.939775591441
## 2012-04-12 26.5081473320333 28.3899998 27.9981278173516 26.9660616579355
## 2012-04-13 25.4969236192 30.8579998 27.9981278173516 25.8904877948612
## 2012-04-19 23.6269034890667 30.0299994 20.9650825454545 23.8634765600345
## 2012-04-24 20.5944217580667 22.6640004 20.9650825454545 20.8380706947259
## 2012-04-25 21.2889651799667 30.874 20.9650825454545 22.140347491964
## 2012-04-26 21.3916120998333 23.208 20.9650825454545 22.1386636235722
## 2012-05-04 21.3352766541238 22.1039996 20.9650825454545 21.9681765141924
## 2012-05-11 20.1766577361667 21.8099996 20.9650825454545 19.6286239164327
## 2012-05-22 19.6138927228333 22.9079998 20.9650825454545 19.4019427198856
## 2012-05-29 16.6515347609333 20.4500002 20.9650825454545 16.3579786851369
## 2012-06-20 20.0854815850334 21.2300008 20.9650825454545 20.2134185778226
## 2012-06-25 22.9155171123334 30.1120002 20.9650825454545 22.9454471998828
## 2012-06-26 22.7613093761001 26.5280004 20.9650825454545 23.0822933265096
## 2012-07-03 25.4344445799667 29.996 27.9981278173516 25.710234956902
## 2012-07-09 24.6087567422334 23.2060006 27.9981278173516 23.912832611038
## 2012-07-11 21.5286605817334 24.2220002 20.9650825454545 21.3538953933577
## 2012-07-12 21.7851445682333 24.9539998 20.9650825454545 21.0407264449663
## 2012-07-18 23.1684302918667 26.4740002 20.9650825454545 23.8639106956632
## 2012-07-23 22.5877293654667 27.0179996 20.9650825454545 22.5005757454607
## 2012-08-03 23.8215202886 22.33 20.9650825454545 24.1457172040362
## 2012-08-07 26.2130035106667 27.9540002 27.9981278173516 26.7850062385313
## 2012-08-08 26.1027298571667 30.512 27.9981278173516 26.3626289539162
## 2012-08-22 18.2162299556 24.8299998 20.9650825454545 18.8120435469584
## 2012-09-12 25.0343093901 23.1160004 27.9981278173516 24.9311136346292
## 2012-09-25 25.7020756728 28.0579992 27.9981278173516 26.4617836955097
## 2012-09-28 27.001871156 26.5300002 27.9981278173516 27.8628091553745
## 2012-10-03 28.3102780652333 30.3200004 27.9981278173516 28.7112283028014
## 2012-10-05 27.3545024159 28.5500004 27.9981278173516 27.3766615397148
## 2012-10-08 27.3111955584667 28.2480004 27.9981278173516 27.360520444061
## 2012-10-09 27.3259489885667 25.9879996 27.9981278173516 26.6005573077158
## 2012-10-10 26.7060549194333 26.7259998 27.9981278173516 25.6270693570103
## 2012-10-11 25.420298464 30.0359998 27.9981278173516 25.1989443543546
## 2012-10-18 24.8069210840334 25.0920002 27.9981278173516 23.9025368703918
## 2012-10-22 23.6132347371 22.8200006 20.9650825454545 23.3862558756113
## 2012-10-23 23.7388757895667 27.6180002 20.9650825454545 24.1296339131607
## 2012-10-25 23.4430023027334 22.0939998 20.9650825454545 23.3829178527853
## 2012-11-05 18.7958237824667 23.8319996 20.9650825454545 18.2840177365141
## 2012-11-07 18.5030689915 24.238 20.9650825454545 17.1130700955869
## 2012-11-12 16.8819036967 27.8400004 20.9650825454545 17.2818144885921
## 2012-11-26 19.2135751367333 28.1760004 20.9650825454545 19.9423503435242
## 2012-12-05 18.6102622804667 20.2900006 20.9650825454545 17.9053817680437
## 2012-12-17 18.6244979056 19.584 20.9650825454545 18.156600543574
## 2012-12-21 19.0728561936666 27.6079998 20.9650825454545 18.9763151502304
## 2012-12-28 19.0557485291333 27.6079998 20.9650825454545 18.8484865594128
## 2012-12-31 19.0161974055666 20.0039992 20.9650825454545 20.2837305274913
## 2013-01-02 19.7613138706 24.4299998 20.9650825454545 20.4720193752848
## 2013-01-09 20.9626635338 24.1139998 20.9650825454545 20.7905539490091
## 2013-01-22 20.8019539310333 22.7299998 20.9650825454545 21.3818085991857
## 2013-01-29 20.7830123604334 22.0259998 20.9650825454545 20.0862914379507
## 2013-02-01 19.7448611049333 23.2479994 20.9650825454545 19.6508019690073
## 2013-02-05 21.3322236462905 22.5280006 20.9650825454545 22.0140968523812
## 2013-02-07 21.6475249415333 24.3399996 20.9650825454545 22.2068869700472
## 2013-02-22 22.3878008825 23.254 20.9650825454545 21.58047941358
## 2013-02-25 21.4329193252334 22.7960002 20.9650825454545 20.9222060067743
## 2013-02-26 21.5069223587 22.8379996 20.9650825454545 22.2742714624965
## 2013-02-27 22.0819285846 22.2160002 20.9650825454545 22.6954472073551
## 2013-03-04 23.4717024681667 27.4120004 20.9650825454545 22.7770827063733
## 2013-03-05 22.6066412439667 24.3199996 20.9650825454545 22.3383725123655
## 2013-03-15 24.6768002346 24.1420006 27.9981278173516 24.5191834971961
## 2013-03-18 24.3336276279667 26.9580004 27.9981278173516 23.8215522183486
## 2013-03-20 23.3380781172333 23.814 20.9650825454545 23.2712432701707
## 2013-03-21 22.4287356807 25.7299998 20.9650825454545 23.2981319197384
## 2013-03-26 24.4902037373048 26.9360004 20.9650825454545 24.5261482907636
## 2013-03-28 22.5319182301334 24.996 20.9650825454545 22.8969596593817
## 2013-04-02 23.1994227932667 24.1 20.9650825454545 23.5908672118994
## 2013-04-09 25.1117647320667 26.3099996 27.9981278173516 25.5276804195466
## 2013-04-18 26.6258820097333 24.3399996 27.9981278173516 26.1652929053995
## 2013-04-23 25.1841714352667 24.1359996 27.9981278173516 24.5118381836682
## 2013-04-25 25.9446791177667 25.866 27.9981278173516 26.3222035872585
## 2013-04-29 25.6667451419667 26.3399998 27.9981278173516 26.0852461842042
## 2013-05-02 30.7511255153333 32.4019998 35.1029891793478 30.6051995454228
## 2013-05-06 30.5995976222333 31.2179996 27.9981278173516 29.78826001277
## 2013-05-07 30.4503846158333 31.6219996 27.9981278173516 29.7830306895422
## 2013-05-10 30.7931603901333 31.47 27.9981278173516 30.7278593694342
## 2013-05-23 29.4323400601 31.008 27.9981278173516 28.9160010023821
## 2013-05-24 29.6256425740334 32.0760002 27.9981278173516 30.4861321505503
## 2013-05-31 29.6442441480333 28.7420002 27.9981278173516 28.7641078619492
## 2013-06-06 29.2208351965666 28.852 27.9981278173516 29.9507788867742
## 2013-06-13 29.9824076059334 29.7359992 27.9981278173516 30.3819399964401
## 2013-06-14 30.7018042019333 27.9839996 27.9981278173516 31.534662070269
## 2013-06-27 34.8338152748333 35.4460006 35.1029891793478 35.1226456800167
## 2013-07-03 34.8428423935 33.4300004 35.1029891793478 35.06407650233
## 2013-07-08 35.0047855605667 34.1680002 35.1029891793478 35.6737994999952
## 2013-07-09 37.0285621747 33.3999992 35.1029891793478 36.5628825349185
## 2013-07-17 40.1779637575333 37.619999 42.6434158168317 39.6621586647269
## 2013-07-19 41.2300803368333 44.0359994 42.6434158168317 40.6082691257933
## 2013-07-24 39.9587846494667 43.4620004 42.6434158168317 40.4675174369466
## 2013-07-30 42.8743627331 41.5879998 42.6434158168317 43.1883962285027
## 2013-08-01 50.6650126915668 35.2759998 55.2323077307692 51.6576296470528
## 2013-08-06 52.4880494620999 44.8680008 55.2323077307692 52.3083625448619
## 2013-08-16 48.9155996030333 44.732001 47.1672581370968 49.202194401652
## 2013-08-23 51.5323901967333 46.3059998 55.2323077307692 50.869715514699
## 2013-08-27 50.8584459283 52.5960002 55.2323077307692 52.3104482433789
## 2013-08-29 52.8961819374667 48.95 55.2323077307692 53.6090580628145
## 2013-09-12 62.5798434800667 64.3420006 66.9224110178571 62.8529892212826
## 2013-09-25 67.9804589177666 70.513999 66.9224110178571 67.8038643005673
## 2013-09-26 66.8993887879 69.0000008 66.9224110178571 67.4882946658836
## 2013-10-02 71.0242509183667 71.4740006 66.9224110178571 71.6743878498491
## 2013-10-04 71.2900143811667 69.16 77.41711525 72.0414927091168
## 2013-10-08 63.1129649967668 65.0840014 66.9224110178571 64.0808102413485
## 2013-10-24 67.8035080304667 67.0800002 66.9224110178571 67.0615354301987
## 2013-10-29 69.0700246224666 57.668 66.9224110178571 68.0679405904157
## 2013-11-15 68.6468244290667 61.828 66.9224110178571 69.6841915601556
## 2013-11-20 62.6916251960334 63.856 66.9224110178571 62.2414860931837
## 2013-11-22 61.6479064736668 62.4559996 66.9224110178571 61.485887071857
## 2013-11-25 58.5337230737 61.06 55.2323077307692 58.6283539518698
## 2013-11-26 60.0273199920333 60.5880012 66.9224110178571 60.3622330445588
## 2013-11-29 58.9264837434333 60.635999 55.2323077307692 59.6571021860031
## 2013-12-04 62.4292272080667 63.5960008 66.9224110178571 62.5167036603795
## 2013-12-09 65.1528056931001 65.6740004 66.9224110178571 64.4839771908069
## 2013-12-10 65.6128383489666 66.0060014 66.9224110178571 65.3514590966909
## 2013-12-31 68.5174039968 65.6340012 66.9224110178571 67.9869795678658
## 2014-01-02 66.7808226841999 69.0000008 66.9224110178571 67.0855923082096
## 2014-01-06 70.5873192642 67.7399986 77.41711525 72.1324584860437
## 2014-01-07 72.9227634990333 73.5779998 77.41711525 73.3523892096385
## 2014-01-16 81.2817899251998 72.0179992 77.41711525 81.7069368339263
## 2014-01-17 80.9104458304667 78.3080004 77.41711525 81.2050193446648
## 2014-01-23 77.8423058809334 68.0280006 77.41711525 78.5396510838079
## 2014-01-27 73.9612341391001 68.1419998 77.41711525 72.6756357463787
## 2014-01-28 75.663785221 66.6460006 77.41711525 75.1029797081782
## 2014-02-04 77.4823876693333 68.1400008 77.41711525 76.8224336195716
## 2014-02-05 76.6325718782333 71.4740006 77.41711525 75.878814848395
## 2014-02-06 82.7718537667999 65.9199988 92.0127780555555 87.5196873138891
## 2014-02-10 91.7486408151334 74.7359986 92.0127780555555 91.5038162840196
## 2014-02-12 91.8631514175666 80.8980012 92.0127780555555 91.3053634917519
## 2014-02-14 91.6867760355332 85.9320006 92.0127780555555 90.3607041394763
## 2014-02-18 90.8530893478 83.0880006 92.0127780555555 90.816924942704
## 2014-02-25 94.9660390402001 84.1400008 92.0127780555555 95.2222166181112
## 2014-02-26 95.4258926340667 80.1220002 92.0127780555555 95.7197634720791
## 2014-02-27 95.2007289143667 79.7579986 92.0127780555555 96.859356673458
## 2014-03-06 94.4849443988668 81.4259994 92.0127780555555 96.3327453827091
## 2014-03-12 90.3277375169 79.215999 92.0127780555555 91.0464174353379
## 2014-03-17 90.9991580275334 74.7359986 92.0127780555555 89.3701189028288
## 2014-03-20 83.9286272508333 70.4000008 77.41711525 83.6432633699451
## 2014-03-27 78.7969283101998 72.5580002 77.41711525 77.3649880133014
## 2014-03-31 77.5431427005333 68.487999 77.41711525 77.4848854904669
## 2014-04-01 78.7725008654666 69.0600008 77.41711525 79.0558681169859
## 2014-04-02 72.9533523748667 65.3279992 77.41711525 74.8242523173924
## 2014-04-04 67.8831627321 67.4920012 66.9224110178571 66.6118871834039
## 2014-04-11 63.1083095072334 62.7080008 66.9224110178571 62.4195671181174
## 2014-04-30 58.2932876922001 57.8479996 55.2323077307692 58.8767736735731
## 2014-05-02 59.5567001411667 65.7220016 55.2323077307692 60.614341629919
## 2014-05-07 54.5660710398667 50.3199996 55.2323077307692 53.4245522820864
## 2014-05-12 54.0191070244334 50.8660004 55.2323077307692 55.8880831685293
## 2014-05-19 57.4782637652667 55.2159996 55.2323077307692 57.7585549704689
## 2014-05-22 61.3755099007 55.11 55.2323077307692 60.9157762588794
## 2014-05-27 64.0497927432667 63.6420006 66.9224110178571 63.2181897658048
## 2014-05-28 63.7932106822 61.1580002 66.9224110178571 63.920651541224
## 2014-05-29 66.5269070498668 58.9059996 66.9224110178571 66.8987234817985
## 2014-06-02 64.8852094369667 66.1480012 66.9224110178571 64.8081245806785
## 2014-06-03 64.4202650712667 53.1839994 66.9224110178571 64.0184860700825
## 2014-06-04 65.2965845244333 60.6920008 66.9224110178571 65.6793508708465
## 2014-06-11 66.7007944369334 59.777999 66.9224110178571 66.3172846111994
## 2014-06-17 75.1408064425666 73.1139998 77.41711525 75.1892337927387
## 2014-06-23 77.1374335425333 65.8480002 77.41711525 76.6819965646197
## 2014-06-27 77.7852263459332 70.1159996 77.41711525 76.3783454453889
## 2014-06-30 77.0804776074666 70.6060006 77.41711525 77.8042129118707
## 2014-07-09 69.4605588968001 72.896 66.9224110178571 69.8866842185217
## 2014-07-11 71.1574815726667 70.084001 66.9224110178571 70.5621403227865
## 2014-07-14 70.4809548679 63.6420004 66.9224110178571 69.7194051830442
## 2014-07-16 63.8736681531333 60.8299988 66.9224110178571 66.998882976262
## 2014-07-17 69.0279076522333 68.11 66.9224110178571 66.6374001622613
## 2014-07-23 69.6818058326001 63.441999 66.9224110178571 69.285033402072
## 2014-07-28 70.0852356115333 67.4379996 66.9224110178571 70.0215680939369
## 2014-08-01 68.5184230446333 69.7520002 66.9224110178571 66.3139566950694
## 2014-08-07 67.6646575027667 63.5840004 66.9224110178571 67.8499116196354
## 2014-08-13 72.5220304099334 68.0939994 77.41711525 74.0827403313444
## 2014-08-21 80.6067549330665 76.811998 77.41711525 80.4262404553936
## 2014-08-22 80.2882837258667 77.0319998 77.41711525 81.4667594164943
## 2014-08-25 80.9668336051 75.7219994 77.41711525 81.7780832744715
## 2014-08-26 82.3761986544333 73.8200014 77.41711525 83.0067920656472
## 2014-09-02 83.1042688434 77.0860002 77.41711525 83.9523601968507
## 2014-09-03 81.4093785009999 64.4079986 77.41711525 82.2996535150378
## 2014-09-05 81.2043803101999 70.1159996 77.41711525 81.7136393190853
## 2014-09-11 80.4707472005 69.0000008 77.41711525 80.935917705139
## 2014-09-17 76.0984796542667 75.815999 77.41711525 75.8633914409989
## 2014-09-26 70.5788178533667 64.418 66.9224110178571 69.3779910535655
## 2014-09-29 66.2791428704666 70.7839996 66.9224110178571 68.6463000345899
## 2014-09-30 66.8950538438332 64.368001 66.9224110178571 67.3940249284126
## 2014-10-01 68.613718151 63.2940004 66.9224110178571 67.5256625279708
## 2014-10-02 69.9486219094332 71.3300002 66.9224110178571 69.5407437194455
## 2014-10-08 68.3229943998 73.905999 66.9224110178571 68.5072494345081
## 2014-10-10 65.3684514875667 60.8459998 66.9224110178571 65.2221281635884
## 2014-10-24 57.6362332039001 55.2360002 55.2323077307692 58.453299387838
## 2014-10-27 57.2297470482667 50.814001 55.2323077307692 58.0449924364611
## 2014-10-31 60.4728152349668 63.1720008 55.2323077307692 60.4428956552749
## 2014-11-05 57.3194917683333 64.8939996 55.2323077307692 57.7936734129008
## 2014-11-14 57.8812598597668 49.613999 55.2323077307692 58.2516411522642
## 2014-11-17 56.7536549374334 48.8900004 55.2323077307692 57.1852419976679
## 2014-11-26 57.8869570365333 55.1139992 55.2323077307692 57.2397181799318
## 2014-12-16 50.9028405747333 42.3720002 47.1672581370968 51.6201825788466
## 2014-12-17 51.7888269159668 48.5539992 55.2323077307692 52.4302208737547
## 2014-12-24 52.4722989300001 48.632 55.2323077307692 52.0244067502817
## 2014-12-29 54.1552082354001 52.3800002 55.2323077307692 53.8835086991856
## 2015-01-02 53.7151117485334 49.400001 55.2323077307692 54.3754858793218
## 2015-01-06 52.1370425956667 49.2160004 55.2323077307692 51.5539714327993
## 2015-01-07 52.4279057323334 50.5160004 55.2323077307692 52.614438476083
## 2015-01-09 54.8853628953667 44.0359994 55.2323077307692 54.8859402049431
## 2015-01-12 53.3327900265334 46.4659998 55.2323077307692 53.1505418928212
## 2015-01-14 52.3884612837667 43.4160004 55.2323077307692 51.1060783351573
## 2015-01-15 50.2327624489 39.1160004 47.1672581370968 50.5731631688638
## 2015-01-22 55.4977755047 49.3439996 55.2323077307692 55.2232215268348
## 2015-01-28 52.9438150363667 48.2900002 55.2323077307692 52.1136973408713
## 2015-02-04 57.6975713570667 57.7599998 55.2323077307692 57.3806647070955
## 2015-02-06 48.7153497984 40.0699992 47.1672581370968 45.0944276366432
## 2015-02-12 47.1772546198 40.8979994 47.1672581370968 47.5187346055938
## 2015-02-19 47.5272702765001 45.25 47.1672581370968 47.5012260966481
## 2015-02-27 47.6785855398 45.8040002 47.1672581370968 47.7237907060796
## 2015-03-02 48.0222829753333 46.458001 47.1672581370968 48.5749342679023
## 2015-03-03 47.9874242129333 48.5759992 47.1672581370968 47.9486887941907
## 2015-03-05 47.372753608 43.1120004 47.1672581370968 46.6721569145256
## 2015-03-10 45.7152298756999 43.986001 47.1672581370968 45.8768017637226
## 2015-03-13 46.1514349445333 42.9919998 47.1672581370968 47.5430523970468
## 2015-03-16 46.2701583098 44.6879998 47.1672581370968 47.4120397999075
## 2015-03-18 46.2325300199 43.3800002 47.1672581370968 45.7904497893931
## 2015-03-19 44.6791785103666 40.9519996 47.1672581370968 44.393444663686
## 2015-03-23 47.2119146600524 43.6559998 47.1672581370968 47.6031288578631
## 2015-03-25 45.3737066288333 45.9940004 47.1672581370968 44.8788121262965
## 2015-03-30 46.9107227972 41.8960006 47.1672581370968 46.6928953179516
## 2015-04-01 46.0916445176666 45.9240006 47.1672581370968 46.1286481909238
## 2015-04-06 47.0855356602 45.230001 47.1672581370968 47.1755462968183
## 2015-04-17 47.8956046296333 46.486 47.1672581370968 47.3304258010855
## 2015-05-01 39.1827986005334 43.7159988 42.6434158168317 38.3814728943381
## 2015-05-05 38.4112953912 37.336 35.1029891793478 38.0921016862077
## 2015-05-06 39.3201827098333 41.0920002 35.1029891793478 38.7090246511621
## 2015-05-07 46.5704773021 35.2759998 47.1672581370968 47.1552852262322
## 2015-05-08 48.6892760019 44.0180002 47.1672581370968 49.4561799141067
## 2015-05-13 47.1256631690667 42.4259994 47.1672581370968 47.0923134543408
## 2015-05-18 45.7512653332 41.9640002 47.1672581370968 45.9201428883039
## 2015-05-26 45.0927202392 42.5640008 47.1672581370968 44.833270890334
## 2015-05-28 47.7592878351857 47.4439992 47.1672581370968 48.3075099902653
## 2015-06-11 43.7267112617 42.2839998 42.6434158168317 43.5992167606478
## 2015-06-12 44.0367401383333 42.9720002 42.6434158168317 43.2731024551194
## 2015-06-16 44.0498289396 43.235999 42.6434158168317 44.0878425907165
## 2015-06-24 44.7882234547666 42.6200004 47.1672581370968 44.1667058060632
## 2015-06-26 43.9099725036 43.5040002 42.6434158168317 43.4186011076468
## 2015-07-01 42.0233834887 40.4699996 42.6434158168317 41.6839992873242
## 2015-07-09 33.9732830455 37.5440002 35.1029891793478 34.1744499561205
## 2015-07-13 35.6695994472334 33.7000008 35.1029891793478 36.1541092185688
## 2015-07-14 35.6788821704334 33.12 35.1029891793478 35.9181268713228
## 2015-07-20 34.3340242097334 33.8320002 35.1029891793478 34.7777306083915
## 2015-07-24 33.6885581813667 32.3460004 35.1029891793478 33.5140355322215
## 2015-07-28 33.1277435374667 32.5899998 35.1029891793478 32.6234344153884
## 2015-08-03 25.8823466009666 27.8339996 27.9981278173516 26.740608326181
## 2015-08-05 25.0205927633667 26.8060002 27.9981278173516 25.1606484359704
## 2015-08-19 24.7791323795 29.1739998 27.9981278173516 24.3968959467836
## 2015-08-20 23.1119829948334 28.5039996 20.9650825454545 23.3628056867176
## 2015-08-21 22.5882820487667 24.99 20.9650825454545 22.297739423595
## 2015-08-24 22.5869562741 26.9580004 20.9650825454545 22.2837372108744
## 2015-08-26 23.8129386720334 24.686 20.9650825454545 24.019928311668
## 2015-08-28 23.8451582437667 26.97 20.9650825454545 24.6322329821251
## 2015-09-01 23.9126613274 25.3399998 20.9650825454545 24.2862047318831
## 2015-09-02 24.0180529922999 25.5459998 20.9650825454545 23.5731949933127
## 2015-09-03 24.1631619231334 26.8359996 20.9650825454545 24.9766121655426
## 2015-09-17 24.5043477120334 27.197999 27.9981278173516 24.8244319279284
## 2015-09-18 24.3702057400667 21.7939996 27.9981278173516 24.3255696467179
## 2015-09-21 23.6663481987667 22.1059996 20.9650825454545 23.9472290790692
## 2015-09-24 21.9236992070667 27.197999 20.9650825454545 22.3001921024828
## 2015-10-09 24.7369388618666 24.5720002 27.9981278173516 24.1377772424591
## 2015-10-14 22.0475116643 26.118 20.9650825454545 22.5151048678742
## 2015-10-15 22.8785816314 22.8540002 20.9650825454545 23.4026202099423
## 2015-10-22 22.909979311 23.208 20.9650825454545 23.4503933748724
## 2015-10-23 23.0902839517334 24.7340002 20.9650825454545 23.3629918363181
## 2015-10-29 22.4636700384333 25.7239998 20.9650825454545 22.3998025381524
## 2015-11-02 24.3289104645 25.1159994 20.9650825454545 24.6699745433584
## 2015-11-05 25.3602021546334 26.456 27.9981278173516 25.9483309787509
## 2015-11-09 25.3134455791333 27.8339996 27.9981278173516 25.7867643896065
## 2015-11-10 24.9512939738333 27.8960002 27.9981278173516 24.6680706955402
## 2015-11-11 25.0980219913666 29.0199994 27.9981278173516 26.2484582178502
## 2015-11-12 26.2406638013 25.716 27.9981278173516 26.7801402533517
## 2015-11-13 26.8559441097667 21.5720002 27.9981278173516 27.8285527013563
## 2015-11-16 27.8878713310999 33.2299998 27.9981278173516 28.3423871417463
## 2015-11-18 28.4327939400333 30.512 27.9981278173516 28.1197634307567
## 2015-11-19 28.0125943829 29.456 27.9981278173516 28.8544138242645
## 2015-11-23 30.6583609059334 32.3960002 27.9981278173516 31.2085294693053
## 2015-11-25 29.8072667302333 30.315999 27.9981278173516 29.7210205622277
## 2015-12-02 30.7545133310333 30.7779994 27.9981278173516 30.4828072438733
## 2015-12-09 30.4073031887667 33.4300004 27.9981278173516 30.6818031039537
## 2015-12-11 29.1718018161667 28.664 27.9981278173516 28.7484432660777
## 2015-12-18 26.9487989549667 28.5060002 27.9981278173516 26.2241715902033
## 2015-12-21 26.8729267851333 27.7740002 27.9981278173516 27.0606387211697
## 2015-12-23 28.6231009347333 29.39 27.9981278173516 28.9024527497014
## 2016-01-04 26.7918211273334 25.6139998 27.9981278173516 27.625203624827
## 2016-01-05 26.2824592019334 28.7599998 27.9981278173516 26.6738434288793
## 2016-01-19 21.1402115496 25.55 20.9650825454545 21.8144342130216
## 2016-01-20 20.6808137274 22.286 20.9650825454545 20.4722971710895
## 2016-01-26 21.984939198 26.7459994 20.9650825454545 20.8443616676067
## 2016-01-28 21.5405266259667 23.7319994 20.9650825454545 21.5703765524371
## 2016-02-09 15.9692424345 21.0140004 20.9650825454545 14.9432153453414
## 2016-02-10 16.014248092 19.8380004 20.9650825454545 14.4244165672082
## 2016-02-17 18.6443882703667 22.1119996 20.9650825454545 17.6245329072646
## 2016-02-24 19.4507355625333 23.7239996 20.9650825454545 19.3291838338967
## 2016-02-25 19.3791736544 21.9059996 20.9650825454545 19.7915291319337
## 2016-03-01 21.3161512297334 25.5080008 20.9650825454545 21.5735616834004
## 2016-03-03 21.6464346463667 23.5779998 20.9650825454545 21.6760912542383
## 2016-03-10 20.6986414883666 26.7079998 20.9650825454545 20.4861232346475
## 2016-03-14 20.7568688705667 24.6919998 20.9650825454545 20.8678190329261
## 2016-03-18 20.6401687385 21.406 20.9650825454545 19.7529541823785
## 2016-03-21 20.2334393339334 22.0180004 20.9650825454545 19.625767445453
## 2016-03-22 20.1271979543667 20.8439998 20.9650825454545 19.4721233508525
## 2016-03-23 19.5424447485667 21.732 20.9650825454545 19.285052803705
## 2016-03-24 19.4049948872 27.5040002 20.9650825454545 19.0325518911681
## 2016-04-04 19.6280281349667 22.4819998 20.9650825454545 19.1103433426851
## 2016-04-06 19.9067470810667 22.0159998 20.9650825454545 18.8303218495857
## 2016-04-08 19.9154482691333 26.0700002 20.9650825454545 20.072031025186
## 2016-04-11 19.9049940838 26.2199996 20.9650825454545 20.2891700117055
## 2016-04-13 20.8359977853667 24.65 20.9650825454545 21.1451546939446
## 2016-04-19 21.2808806289333 23.1099996 20.9650825454545 22.2656775825509
## 2016-04-21 21.7422317128333 21.7500002 20.9650825454545 22.4168630197863
## 2016-04-25 21.2503647058666 25.3499992 20.9650825454545 21.9714437055253
## 2016-04-27 20.7253463933 21.8220006 20.9650825454545 20.1319042303425
## 2016-05-05 21.9433794620334 23.962 20.9650825454545 21.6837967626175
## 2016-05-09 25.9705936030333 27.8339996 27.9981278173516 26.6701865624723
## 2016-05-12 25.4995627178 27.0740006 27.9981278173516 24.7815240647378
## 2016-05-13 24.9756229071 23.1559998 27.9981278173516 24.6268833200864
## 2016-05-17 25.1810870050666 26.7459994 27.9981278173516 24.167969833033
## 2016-05-20 24.9485085394333 24.1879998 27.9981278173516 24.5222622332702
## 2016-05-23 25.1364304592333 22.4999996 27.9981278173516 26.2056187109167
## 2016-05-25 25.4636441261 29.23 27.9981278173516 25.5016086714928
## 2016-05-31 25.8343078133667 31.3180002 27.9981278173516 26.1775293848987
## 2016-06-02 26.7289851629667 25.7459998 27.9981278173516 27.4226384368633
## 2016-06-03 26.7717695753333 27.5020002 27.9981278173516 27.3932567764638
## 2016-06-15 26.4242342763333 25.9099998 27.9981278173516 26.250085510961
## 2016-06-16 27.0304823259666 27.1499998 27.9981278173516 28.1773393830439
## 2016-06-17 27.1115135325333 27.5020002 27.9981278173516 27.6988446590851
## 2016-06-21 28.4475624959334 32.436 27.9981278173516 28.6644243023277
## 2016-06-22 28.6695100498 33.4300004 27.9981278173516 28.9500829245671
## 2016-06-28 27.6203916014 32.944 27.9981278173516 28.8283485931866
## 2016-07-05 29.8112475064 31.772 27.9981278173516 30.9600574043646
## 2016-07-06 29.9386963270333 33.192 27.9981278173516 30.2574376985938
## 2016-07-26 30.0138645737 32.436 27.9981278173516 30.7462650917417
## 2016-08-12 38.1514961105 33.7159996 35.1029891793478 38.3554524743579
## 2016-08-18 38.4243132802667 37.516 35.1029891793478 38.3908898409342
## 2016-08-19 38.1093756350667 33.8700002 35.1029891793478 37.6458826347516
## 2016-08-24 37.1553718573 34.7720002 35.1029891793478 37.4586504514581
## 2016-09-08 37.6135630080334 36.5640006 35.1029891793478 37.4192549368774
## 2016-09-09 37.3492787033333 37.7880002 35.1029891793478 37.4211969434151
## 2016-09-12 38.2023222536001 37.9119996 35.1029891793478 37.3213885074399
## 2016-09-14 38.0342367525 37.976 35.1029891793478 37.7718465693427
## 2016-09-15 37.8717529456333 36.0180002 35.1029891793478 37.3526432418113
## 2016-09-20 37.0390504310333 37.9600008 35.1029891793478 37.3725814118009
## 2016-09-21 38.2725980859 38.6939994 35.1029891793478 37.7098578408797
## 2016-09-22 38.5383924156 37.0499998 35.1029891793478 39.8809412879576
## 2016-10-03 42.6821035284999 42.5799996 42.6434158168317 42.755713590091
## 2016-10-04 42.5243058813333 41.068 42.6434158168317 43.0448534262069
## 2016-10-07 40.9967441878333 41.4580012 42.6434158168317 40.7353736197018
## 2016-10-11 38.9314942257334 37.3980004 35.1029891793478 38.6556267710667
## 2016-10-12 38.5427687732 38.834 35.1029891793478 37.7521525089841
## 2016-10-13 37.3204801319 34.4960006 35.1029891793478 36.6388266159731
## 2016-10-17 36.5233526623 37.236 35.1029891793478 35.3370117859168
## 2016-10-18 35.3831258819 35.5919998 35.1029891793478 34.9440118518344
## 2016-10-19 34.2550200771334 34.046 35.1029891793478 34.0300628549235
## 2016-10-21 33.4355452638001 36.33 35.1029891793478 33.3647890811987
## 2016-10-24 33.8436350215666 36.2679998 35.1029891793478 33.1296339507887
## 2016-10-25 33.3267529885 32.8560002 35.1029891793478 33.0808690324129
## 2016-10-26 33.0090786200333 32.8779998 35.1029891793478 32.4294751108957
## 2016-11-01 32.8223369827 34.3779998 35.1029891793478 33.2980546495325
## 2016-11-03 35.7251455012667 34.3379994 35.1029891793478 36.9985199354254
## 2016-11-04 36.4080504382 36.6780002 35.1029891793478 36.9194745132755
## 2016-11-11 36.0391697683334 35.814 35.1029891793478 35.5759610537239
## 2016-11-14 35.9671769851667 35.1020004 35.1029891793478 36.5115701497667
## 2016-11-17 38.1104062160667 40.3660004 35.1029891793478 38.3224834978622
## 2016-11-22 38.6228110897 35.4140008 35.1029891793478 39.2523803612601
## 2016-11-25 39.1153743766333 37.3380004 35.1029891793478 37.6168334976121
## 2016-12-01 36.2240363766333 35.0280006 35.1029891793478 35.4545760372854
## 2016-12-06 35.8741349383667 36.0860006 35.1029891793478 35.5307725506018
## 2016-12-12 35.0926681735 34.3499998 35.1029891793478 35.4278114116629
## 2016-12-15 35.7832444017 38.3020006 35.1029891793478 36.1878344160479
## 2016-12-16 35.6425103281 35.0260002 35.1029891793478 35.5973113978172
## 2016-12-22 39.2799594136667 36.5959998 35.1029891793478 37.471566691477
## 2017-01-09 40.4602259748 41.228 42.6434158168317 40.9498836184842
## 2017-01-20 41.4324910638667 46.1020006 42.6434158168317 41.5030689476081
## 2017-01-30 42.2050766755667 42.6599998 42.6434158168317 42.4022255131696
## 2017-02-02 41.9038982561 43.363999 42.6434158168317 41.7321075278911
## 2017-02-08 41.7544914067333 37.0880006 42.6434158168317 41.3559969836175
## 2017-02-09 41.4573278012333 39.3360002 42.6434158168317 40.3357939894339
## 2017-02-22 33.8705061330334 36.4679998 35.1029891793478 33.3491935987387
## 2017-02-27 33.9965704505 34.0819996 35.1029891793478 33.4753005979829
## 2017-03-08 34.2742033468 33.7940006 35.1029891793478 34.7631438929795
## 2017-03-13 34.7306263264667 35.0560002 35.1029891793478 34.6237732751078
## 2017-03-23 32.3594981685333 35.2739996 35.1029891793478 32.0702527713327
## 2017-03-27 32.1241395794333 36.282 35.1029891793478 31.6925123887608
## 2017-03-31 32.706502335 33.3060002 35.1029891793478 32.0509195504241
## 2017-04-06 33.4433394123333 31.0019996 35.1029891793478 32.9094898816292
## 2017-04-07 32.8432960693667 32.7359996 35.1029891793478 32.3393832180156
## 2017-04-10 33.047993013 33.8320002 35.1029891793478 32.979342300997
## 2017-04-11 32.8914177013334 30.3419994 35.1029891793478 32.2578409737345
## 2017-04-12 31.8016471853333 31.2719996 35.1029891793478 31.317572298244
## 2017-04-20 33.6936273333333 35.7180006 35.1029891793478 34.1335223847839
## 2017-04-21 33.8469843486 34.0960002 35.1029891793478 34.094485765149
## 2017-04-26 34.7215906151 40.428 35.1029891793478 35.1436361367299
## 2017-05-01 35.8960957550333 34.0420006 35.1029891793478 36.4668093201901
## 2017-05-02 35.7302863334 33.12 35.1029891793478 35.9268536565165
## 2017-05-03 35.2902984423333 36.8080002 35.1029891793478 36.4638313298913
## 2017-05-04 35.6492687879 36.378 35.1029891793478 36.1764654222801
## 2017-05-08 35.6438130812 39.5720008 35.1029891793478 35.1835040430101
## 2017-05-22 28.0304879694333 27.9959992 27.9981278173516 27.1743221260063
## 2017-05-24 27.7877535249667 32.4600002 27.9981278173516 27.8601043852095
## 2017-06-06 29.5704643650333 29.8599998 27.9981278173516 30.937510465375
## 2017-06-12 29.7665212178333 30.1059994 27.9981278173516 29.5665778492203
## 2017-06-16 30.7348328096667 31.2380004 27.9981278173516 30.8229583176233
## 2017-06-19 30.0871974354 34.3419998 27.9981278173516 29.1725965039123
## 2017-06-29 30.1054529305333 31.5479992 27.9981278173516 31.2897340621254
## 2017-07-10 30.3899195192667 33.7359996 27.9981278173516 31.0998727893475
## 2017-07-19 31.8290700288667 32.9119998 35.1029891793478 31.7969368823298
## 2017-07-24 32.3836566608333 37.9119996 35.1029891793478 32.4739257606458
## 2017-07-26 33.0482213518667 35.7900002 35.1029891793478 33.2374505265684
## 2017-07-28 33.1042488895333 32.3399994 35.1029891793478 32.9929844530647
## 2017-08-02 31.6710965455 30.3 35.1029891793478 31.3925408684035
## 2017-08-03 31.7454349386 32.6639998 27.9981278173516 32.1260415407258
## 2017-08-08 41.2537903549667 40.9620002 42.6434158168317 40.844800529173
## 2017-08-11 42.1638968350666 41.5100006 42.6434158168317 42.5629134383924
## 2017-08-23 41.9118787299334 40.7059992 42.6434158168317 41.8519136406092
## 2017-08-24 42.4163460176667 43.304 42.6434158168317 42.503448153713
## 2017-08-28 42.6095595983333 42.0379996 42.6434158168317 43.3592827940255
## 2017-08-30 42.6738821443667 40.6459992 42.6434158168317 42.6060999715049
## 2017-09-06 43.4216693440333 40.104001 42.6434158168317 44.1051697358064
## 2017-09-07 44.3254763417333 43.6000002 42.6434158168317 44.4226792769102
## 2017-09-11 43.984417793 43.1660012 42.6434158168317 44.4256892315437
## 2017-09-12 43.4349105629333 45.2480004 42.6434158168317 42.7214531953708
## 2017-09-13 42.7985057822333 43.6260012 42.6434158168317 42.0518101083593
## 2017-09-18 43.6992640494 42.0379996 42.6434158168317 44.7184501965608
## 2017-09-20 43.6427795983 41.6859992 42.6434158168317 43.1626100025494
## 2017-09-28 43.0884552031666 40.0500002 42.6434158168317 43.8435340749884
## 2017-09-29 43.8231679308667 43.3880006 42.6434158168317 43.82349908821
## 2017-10-04 46.6173823131333 42.228 47.1672581370968 46.5894807368869
## 2017-10-06 46.0560712852667 39.3140004 47.1672581370968 46.0224287009818
## 2017-10-13 43.2262809260333 42.2799992 42.6434158168317 42.8726389116852
## 2017-10-16 43.0816176424333 40.5060008 42.6434158168317 42.8783531810357
## 2017-10-20 44.3843392832333 42.9720002 42.6434158168317 43.7800227549918
## 2017-10-23 44.0161719259 38.5319996 42.6434158168317 44.9965962180609
## 2017-10-24 44.4231753907333 39.2620004 42.6434158168317 44.5652775148912
## 2017-11-01 45.4640341523999 44.308001 47.1672581370968 45.0241818302945
## 2017-11-02 46.1673044308 44.6400002 47.1672581370968 46.0546858317481
## 2017-11-03 45.7854566553666 45.8339996 47.1672581370968 44.764743984097
## 2017-11-10 46.1626605734333 44.1579994 47.1672581370968 45.8167051097176
## 2017-11-13 45.8880630378667 46.458001 47.1672581370968 46.6187117123648
## 2017-11-17 47.0179804364333 45.996 47.1672581370968 47.489070786153
## 2017-11-27 47.9266441972333 46.458001 47.1672581370968 48.1104255304708
## 2017-12-06 41.8907206406333 42.4259994 42.6434158168317 41.2871401909453
## 2017-12-14 42.8151442636666 39.9239992 42.6434158168317 43.3959445999237
## 2017-12-15 42.7461995556667 41.1660006 42.6434158168317 43.0174458589134
## 2017-12-22 42.6438316837666 41.9 42.6434158168317 42.3490974830072
## 2018-01-05 43.5407034658667 42.7220002 42.6434158168317 43.748084198953
## 2018-01-18 42.8167008075999 40.6599998 42.6434158168317 42.2392670754296
## 2018-01-29 44.2327186624333 42.9080008 42.6434158168317 44.3686391333089
## 2018-02-09 39.3399711700333 39.1080008 35.1029891793478 38.3658363234846
## 2018-02-13 39.3896095277333 39.0839998 35.1029891793478 39.9618075734955
## 2018-02-14 42.0635294677333 43.3759994 42.6434158168317 41.7856432562536
## 2018-02-15 41.4461296332666 40.791999 42.6434158168317 41.8273034210673
## 2018-02-23 43.2806616587333 42.751999 42.6434158168317 43.2189660159479
## 2018-02-27 43.2106511446 41.9180002 42.6434158168317 42.7295571114102
## 2018-03-06 45.0483448459 43.2859994 42.6434158168317 45.3428866026082
## 2018-03-07 45.4995781416666 40.6459992 47.1672581370968 45.3395392513906
## 2018-03-08 46.4479525034999 42.9799996 47.1672581370968 46.7806628233738
## 2018-03-09 46.7953825983 44.7840004 47.1672581370968 47.1339651297701
## 2018-03-13 45.8607668761333 44.0560006 47.1672581370968 46.6142561552872
## 2018-03-19 44.9346544822667 41.9640002 47.1672581370968 44.8799636885346
## 2018-03-28 42.5121654965333 46.1139998 42.6434158168317 41.8672796101762
## 2018-04-04 42.7583831406 45.5979996 42.6434158168317 42.583607629166
## 2018-04-11 44.5687436494667 46.6679992 42.6434158168317 44.3870150856451
## 2018-04-18 44.1303750879 41.5600006 42.6434158168317 43.8068762307468
## 2018-04-23 43.9499105653 41.2720002 42.6434158168317 43.0491637296757
## 2018-05-01 44.6980284445333 44.0560006 42.6434158168317 45.2817042673772
## 2018-05-03 45.1665207322666 41.224 42.6434158168317 46.3516326270109
## 2018-05-08 47.7147116944 51.6500002 47.1672581370968 48.4792443432007
## 2018-05-15 43.7121456008666 39.7440004 42.6434158168317 44.1040638175968
## 2018-05-18 46.8224380163666 42.7280008 47.1672581370968 47.0631000337257
## 2018-05-24 43.0969455864667 40.9519996 42.6434158168317 42.5882087977568
## 2018-06-06 42.3575345983667 40.0220002 42.6434158168317 41.0786202402296
## 2018-06-08 41.4282493332333 42.314 42.6434158168317 41.2693530225479
## 2018-06-11 42.6780664160666 40.4820008 42.6434158168317 42.6114055037562
## 2018-06-13 41.6597569755667 44.0120006 42.6434158168317 41.741609846058
## 2018-06-14 41.0756023633667 38.996 42.6434158168317 40.5632158640114
## 2018-06-27 38.9194443278 35.5900002 35.1029891793478 39.3106140604971
## 2018-06-28 39.7309657013333 40.246 35.1029891793478 39.9593017870916
## 2018-07-02 39.7395081555 40.6140006 35.1029891793478 39.6082162874089
## 2018-07-06 40.6008053172334 39.6019996 42.6434158168317 40.5673533897366
## 2018-07-13 40.3994291523334 38.4019996 42.6434158168317 40.9482870941703
## 2018-07-16 40.7761509518334 40.9080002 42.6434158168317 41.013295671029
## 2018-07-18 40.2593876041 39.7319998 42.6434158168317 39.7024043419154
## 2018-07-20 38.8351611649 38.3500008 35.1029891793478 38.3851954481227
## 2018-07-24 39.0323091422333 34.3280004 35.1029891793478 38.6623908107024
## 2018-07-25 38.8200710539 36.34 35.1029891793478 39.5279868263807
## 2018-07-27 38.1333702461 35.296 35.1029891793478 37.1411899337137
## 2018-08-03 38.1840204450667 37.8800004 35.1029891793478 38.7154787337105
## 2018-08-15 46.2143089855333 42.5339996 47.1672581370968 45.9436223116595
## 2018-08-17 44.7856065894333 43.872 47.1672581370968 44.465552416463
## 2018-08-27 46.8061030620333 45.230001 47.1672581370968 46.9405718283717
## 2018-08-29 46.9253743193333 45.4939992 47.1672581370968 46.2103233675684
## 2018-09-07 45.2776713211 46.1059998 47.1672581370968 43.940017857161
## 2018-09-11 45.7708692953666 38.1660002 47.1672581370968 46.0375247070152
## 2018-09-12 46.6732847032 40.2380006 47.1672581370968 46.37925295484
## 2018-09-14 46.2531594792666 45.044001 47.1672581370968 46.7516946249051
## 2018-09-17 46.2684795933333 44.2559996 47.1672581370968 47.1053803917134
## 2018-10-08 44.7148083305667 41.5119996 47.1672581370968 44.5099807578895
## 2018-10-12 43.2197146707 42.932 42.6434158168317 43.498377008824
## 2018-10-16 43.2267407343 44.9080002 42.6434158168317 43.6352570434956
## 2018-10-19 43.0584700147 42.1840006 42.6434158168317 42.4508052211002
## 2018-11-01 43.4053022162667 40.8979994 42.6434158168317 43.637877785021
## 2018-11-08 43.1467147816333 40.6599998 42.6434158168317 42.7790740268535
## 2018-11-12 33.5188566511667 30.8199998 35.1029891793478 32.8284390755973
## 2018-11-27 31.8606958323334 32.3599998 27.9981278173516 32.7083762139214
## 2018-12-06 34.6911610665667 35.0660002 35.1029891793478 35.3221207756501
## 2018-12-07 34.8423074393 32.8440006 35.1029891793478 35.4011996091387
## 2018-12-20 32.9450577369 33.2319998 35.1029891793478 32.5154141961906
## 2018-12-24 32.8517891242667 32.2740004 35.1029891793478 33.1292571461461
## 2018-12-26 34.1271275838333 29.5379996 35.1029891793478 34.7669088165522
## 2018-12-31 34.6410875924 36.4279998 35.1029891793478 33.8352636287609
## 2019-01-04 34.7099007493 34.3420002 35.1029891793478 35.3265573973528
## 2019-01-07 35.0039183698667 34.8819994 35.1029891793478 35.7677348150099
## 2019-01-09 35.5395749920667 36.8839996 35.1029891793478 35.6481998550672
## 2019-01-22 35.7123035104 36.3379998 35.1029891793478 36.82967830734
## 2019-01-28 36.5453075548667 35.1919998 35.1029891793478 35.9390117643699
## 2019-02-06 36.8222760542334 35.7960002 35.1029891793478 36.140960109232
## 2019-02-12 38.5996133954333 35.1259994 35.1029891793478 37.7283303235019
## 2019-02-13 39.5325470510667 37.9800002 35.1029891793478 37.5464656580543
## 2019-02-14 39.1435457192 37.2440008 35.1029891793478 38.3926746266037
## 2019-02-21 38.4517349431 40.946 35.1029891793478 38.1442044139936
## 2019-02-25 37.8764645422 32.9900002 35.1029891793478 38.2018531578722
## 2019-02-28 36.8922532919667 32.8359994 35.1029891793478 37.0658530784535
## 2019-03-01 36.6820683442667 31.7759992 35.1029891793478 36.7846282003867
## 2019-03-07 33.7035373262334 33.0779992 35.1029891793478 34.6582223569952
## 2019-03-12 33.7075281602 33.8240008 35.1029891793478 34.3526483684481
## 2019-03-14 35.046143936 36.8880002 35.1029891793478 35.4030636801881
## 2019-03-15 34.6748067784667 33.8700002 35.1029891793478 34.2274494980155
## 2019-03-19 33.6832911792667 35.2940002 35.1029891793478 33.8923541721229
## 2019-03-20 34.4260310592 37.0980008 35.1029891793478 34.5764253820519
## 2019-03-21 34.5550579211667 33.4699998 35.1029891793478 34.308825154769
## 2019-03-22 34.7887182449666 37.3739996 35.1029891793478 35.511426687081
## 2019-03-27 34.9131786994 33.4300004 35.1029891793478 35.077694571518
## 2019-03-28 34.5500433621 33.4699998 35.1029891793478 34.1028251592541
## 2019-03-29 34.8379426351667 36.0480004 35.1029891793478 35.7459367978465
## 2019-04-01 35.3690906692667 35.6900002 35.1029891793478 35.8832419953405
## 2019-04-10 35.5951285365 35.5639996 35.1029891793478 35.0102270880337
## 2019-04-12 34.7022877006667 33.4840002 35.1029891793478 34.5948401730167
## 2019-04-22 37.3173001746667 35.7379998 35.1029891793478 37.7705175426418
## 2019-04-24 38.8628699139333 41.1700006 35.1029891793478 39.2480168054994
## 2019-04-25 39.1744685882333 41.0079992 35.1029891793478 40.2797600449188
## 2019-04-26 40.3680247621667 39.0480006 35.1029891793478 40.2534261447797
## 2019-05-01 41.0318609442 44.4940002 35.1029891793478 40.1892174199775
## 2019-05-22 31.5745546807666 31.6639998 35.1029891793478 31.2615446787761
## 2019-05-24 31.9832824192 30.9000002 35.1029891793478 30.6161971683357
## 2019-05-29 31.0782489854667 33.07 27.9981278173516 30.999690803999
## 2019-06-07 31.7694725817666 31.6700004 27.9981278173516 31.9762979897484
## 2019-06-19 33.0247666014333 33.4300004 35.1029891793478 33.442555619431
## 2019-06-26 33.5823705827 37.7339996 35.1029891793478 32.7011167576548
## 2019-06-27 34.3301201067667 38.7500008 35.1029891793478 33.7206815679045
## 2019-07-05 35.2819675846667 35.2300004 35.1029891793478 34.598483364253
## 2019-07-15 35.8974968747667 35.372 35.1029891793478 36.3744030971637
## 2019-07-18 33.6901845211667 32.1980008 35.1029891793478 33.5429417984381
## 2019-07-19 33.7039645195667 32.3460004 35.1029891793478 33.0295967012272
## 2019-07-29 35.7399277024 33.176 35.1029891793478 36.3136011428504
## 2019-07-30 35.3584035289667 38.2519996 35.1029891793478 35.0662551432149
## 2019-07-31 34.3216057324667 34.338 35.1029891793478 34.1537780247785
## 2019-08-02 35.1032021761334 34.1 35.1029891793478 34.6183717987699
## 2019-08-12 34.4349330378667 33.8639996 35.1029891793478 34.2078786875742
## 2019-08-15 33.3900635439667 34.894 35.1029891793478 33.7294622783578
## 2019-08-16 33.2184708256 30.846 35.1029891793478 32.4033579478206
## 2019-08-23 32.3893620430334 32.9300004 35.1029891793478 32.5928421753277
## 2019-08-30 33.1559627360334 31.9720004 35.1029891793478 32.5270850601306
## 2019-09-03 32.7191237520334 33.1840004 35.1029891793478 32.4155642661254
## 2019-09-06 33.0777746438667 35.4080002 35.1029891793478 33.823768005273
## 2019-09-10 34.0671280925 33.9100008 35.1029891793478 34.6936610226362
## 2019-09-11 34.7403870230667 40.428 35.1029891793478 35.1471662871108
## 2019-09-12 36.5201211706333 38.9220004 35.1029891793478 37.1280628228948
## 2019-09-24 34.4847866588666 34.3280004 35.1029891793478 35.1849109345601
## 2019-10-07 32.8815217617667 32.7839996 35.1029891793478 32.3498939960592
## 2019-10-09 31.4892842014666 32.9119998 35.1029891793478 31.5615064786496
## 2019-10-22 33.6139905427 32.064 35.1029891793478 33.230457748376
## 2019-10-23 32.9582594777333 33.0039996 35.1029891793478 32.6276642538986
## 2019-10-30 34.4354641278333 33.8819994 35.1029891793478 34.1060376972441
## 2019-11-01 34.6537170438667 38.1399996 35.1029891793478 33.6054916288598
## 2019-11-05 32.9043422203 32.6 35.1029891793478 32.3277585929881
## 2019-11-18 34.2441862604 38.562 35.1029891793478 34.059804277477
## 2019-11-21 34.2718121132 36.1260008 35.1029891793478 34.2659769184259
## 2019-11-27 35.0509203790667 36.2159996 35.1029891793478 34.4246195471224
## 2019-12-02 33.8256945482 33.5219994 35.1029891793478 34.2420974364255
## 2019-12-11 32.9069079697 30.6940002 35.1029891793478 33.3023971681685
## 2019-12-12 33.6417353716667 34.7600004 35.1029891793478 34.242623381702
## 2019-12-13 33.7639467200333 34.0960002 35.1029891793478 34.3018198420003
## 2019-12-16 34.1272843226334 34.7419996 35.1029891793478 34.6597024482013
## 2019-12-20 34.0754916047333 35.466001 35.1029891793478 34.1062333793678
## 2019-12-23 34.3518455460333 33.9819996 35.1029891793478 33.6406213355391
## 2019-12-26 34.7960519294667 35.3420002 35.1029891793478 35.3918439945076
## 2019-12-31 34.1178770807667 35.7419998 35.1029891793478 33.652491072819
## 2020-01-10 35.5319101971333 34.0960002 35.1029891793478 36.026812400365
## 2020-01-29 34.6783671981667 34.4619998 35.1029891793478 34.3808270593728
## 2020-02-04 34.1530748402667 34.45 35.1029891793478 34.8837578767772
## 2020-02-07 34.3244970365666 35.5140006 35.1029891793478 34.8099310615382
## 2020-02-11 34.9717566107 35.5420008 35.1029891793478 35.7187256792698
## 2020-02-13 35.9938440144666 35.0799994 35.1029891793478 35.8943439182156
## 2020-02-19 34.0441333275667 34.77 35.1029891793478 34.0452661918094
## 2020-02-20 34.0027201361333 34.5239996 35.1029891793478 33.4830400278218
## 2020-02-27 31.4351719537 28.902 27.9981278173516 30.6467679439609
## 2020-03-02 31.4662001675333 27.7579998 27.9981278173516 31.0802646951386
## 2020-03-04 30.7750547568333 31.7599998 27.9981278173516 30.0078322608295
## 2020-03-09 27.3877826918 29.6099994 27.9981278173516 26.6939184912848
## results 0 0 0 0
## TrueValue
## 2012-03-16 22.99
## 2012-03-21 23.219999
## 2012-03-23 24.6
## 2012-03-27 28.09
## 2012-03-29 26.889999
## 2012-04-02 26.700001
## 2012-04-12 26.33
## 2012-04-13 25.870001
## 2012-04-19 23.1
## 2012-04-24 21.129999
## 2012-04-25 21.200001
## 2012-04-26 21.9
## 2012-05-04 21.41
## 2012-05-11 20.040001
## 2012-05-22 18.32
## 2012-05-29 16.610001
## 2012-06-20 21
## 2012-06-25 22.040001
## 2012-06-26 22.790001
## 2012-07-03 26.16
## 2012-07-09 22.629999
## 2012-07-11 22.139999
## 2012-07-12 21.639999
## 2012-07-18 24
## 2012-07-23 22.51
## 2012-08-03 25.43
## 2012-08-07 26.459999
## 2012-08-08 25.73
## 2012-08-22 18.190001
## 2012-09-12 23.950001
## 2012-09-25 25.68
## 2012-09-28 27.76
## 2012-10-03 28.889999
## 2012-10-05 28.27
## 2012-10-08 27.43
## 2012-10-09 25.610001
## 2012-10-10 25.73
## 2012-10-11 25.24
## 2012-10-18 24.610001
## 2012-10-22 24
## 2012-10-23 25.77
## 2012-10-25 23.17
## 2012-11-05 18.25
## 2012-11-07 17.77
## 2012-11-12 17.209999
## 2012-11-26 20.24
## 2012-12-05 18.09
## 2012-12-17 18.059999
## 2012-12-21 18.440001
## 2012-12-28 18.85
## 2012-12-31 19.700001
## 2013-01-02 20.15
## 2013-01-09 22.190001
## 2013-01-22 20.34
## 2013-01-29 20.459999
## 2013-02-01 20.34
## 2013-02-05 22.379999
## 2013-02-07 21.85
## 2013-02-22 21.620001
## 2013-02-25 21.290001
## 2013-02-26 21.860001
## 2013-02-27 22.190001
## 2013-03-04 23.02
## 2013-03-05 23.02
## 2013-03-15 24.5
## 2013-03-18 24.280001
## 2013-03-20 24
## 2013-03-21 23.790001
## 2013-03-26 23.719999
## 2013-03-28 22.889999
## 2013-04-02 23.049999
## 2013-04-09 25.75
## 2013-04-18 25.5
## 2013-04-23 24.969999
## 2013-04-25 25.450001
## 2013-04-29 26.030001
## 2013-05-02 31.120001
## 2013-05-06 30.67
## 2013-05-07 29.91
## 2013-05-10 30.92
## 2013-05-23 29.34
## 2013-05-24 29.950001
## 2013-05-31 28.15
## 2013-06-06 30.110001
## 2013-06-13 30.84
## 2013-06-14 31.75
## 2013-06-27 34.77
## 2013-07-03 34.990002
## 2013-07-08 37.240002
## 2013-07-09 36.900002
## 2013-07-17 39.75
## 2013-07-19 40.990002
## 2013-07-24 41.52
## 2013-07-30 41.799999
## 2013-08-01 57.02
## 2013-08-06 52.080002
## 2013-08-16 49.23
## 2013-08-23 51.259998
## 2013-08-27 51.669998
## 2013-08-29 51.98
## 2013-09-12 62.91
## 2013-09-25 68.449997
## 2013-09-26 68.050003
## 2013-10-02 71.019997
## 2013-10-04 69.93
## 2013-10-08 63.470001
## 2013-10-24 68
## 2013-10-29 67.050003
## 2013-11-15 64.43
## 2013-11-20 63.93
## 2013-11-22 58.200001
## 2013-11-25 61.919998
## 2013-11-26 61.540001
## 2013-11-29 59.959999
## 2013-12-04 62.619999
## 2013-12-09 65.529999
## 2013-12-10 63.099998
## 2013-12-31 67.919998
## 2014-01-02 67.660004
## 2014-01-06 72.660004
## 2014-01-07 78.419998
## 2014-01-16 82.360001
## 2014-01-17 82.209999
## 2014-01-23 75.989998
## 2014-01-27 76.089996
## 2014-01-28 71.949997
## 2014-02-04 75.230003
## 2014-02-05 89.459999
## 2014-02-06 89.410004
## 2014-02-10 92.779999
## 2014-02-12 91.970001
## 2014-02-14 91.739998
## 2014-02-18 90
## 2014-02-25 95.449997
## 2014-02-26 97.389999
## 2014-02-27 94.419998
## 2014-03-06 97.25
## 2014-03-12 87.370003
## 2014-03-17 90.110001
## 2014-03-20 83.43
## 2014-03-27 76.440002
## 2014-03-31 80.18
## 2014-04-01 75.629997
## 2014-04-02 70.610001
## 2014-04-04 66
## 2014-04-11 61.939999
## 2014-04-30 64.019997
## 2014-05-02 60.189999
## 2014-05-07 53.290001
## 2014-05-12 55.529999
## 2014-05-19 57.380001
## 2014-05-22 61.540001
## 2014-05-27 63.419998
## 2014-05-28 68.559998
## 2014-05-29 66.150002
## 2014-06-02 64.669998
## 2014-06-03 64.580002
## 2014-06-04 65
## 2014-06-11 65.839996
## 2014-06-17 77.010002
## 2014-06-23 75.830002
## 2014-06-27 76.68
## 2014-06-30 77.629997
## 2014-07-09 70.910004
## 2014-07-11 71.110001
## 2014-07-14 69.019997
## 2014-07-16 66.529999
## 2014-07-17 68.349998
## 2014-07-23 69.769997
## 2014-07-28 69.480003
## 2014-08-01 68.57
## 2014-08-07 68
## 2014-08-13 74.900002
## 2014-08-21 81.599998
## 2014-08-22 82.599998
## 2014-08-25 82.389999
## 2014-08-26 82.860001
## 2014-09-02 83.290001
## 2014-09-03 81.910004
## 2014-09-05 82.43
## 2014-09-11 81.779999
## 2014-09-17 76.07
## 2014-09-26 69.540001
## 2014-09-29 68.25
## 2014-09-30 67.110001
## 2014-10-01 69.07
## 2014-10-02 69.440002
## 2014-10-08 69.620003
## 2014-10-10 62.119999
## 2014-10-24 57.209999
## 2014-10-27 59.110001
## 2014-10-31 61.32
## 2014-11-05 58.779999
## 2014-11-14 58
## 2014-11-17 57.459999
## 2014-11-26 57.09
## 2014-12-16 51.900002
## 2014-12-17 52.490002
## 2014-12-24 52.939999
## 2014-12-29 54.240002
## 2015-01-02 52.529999
## 2015-01-06 52.209999
## 2015-01-07 53.830002
## 2015-01-09 54.02
## 2015-01-12 53.18
## 2015-01-14 50.119999
## 2015-01-15 51.389999
## 2015-01-22 55.189999
## 2015-01-28 52.93
## 2015-02-04 57.470001
## 2015-02-06 42.169998
## 2015-02-12 47.529999
## 2015-02-19 47.790001
## 2015-02-27 47.860001
## 2015-03-02 48.580002
## 2015-03-03 47.790001
## 2015-03-05 47.049999
## 2015-03-10 45.73
## 2015-03-13 46.709999
## 2015-03-16 47.220001
## 2015-03-18 45.18
## 2015-03-19 44.939999
## 2015-03-23 47.040001
## 2015-03-25 45.709999
## 2015-03-30 47.349998
## 2015-04-01 47.139999
## 2015-04-06 46.990002
## 2015-04-17 48.25
## 2015-05-01 39.610001
## 2015-05-05 38.220001
## 2015-05-06 47.009998
## 2015-05-07 49.93
## 2015-05-08 48.619999
## 2015-05-13 47.349998
## 2015-05-18 46.459999
## 2015-05-26 45.52
## 2015-05-28 47.91
## 2015-06-11 44.040001
## 2015-06-12 44
## 2015-06-16 44.599998
## 2015-06-24 44.880001
## 2015-06-26 42.470001
## 2015-07-01 38.18
## 2015-07-09 34.73
## 2015-07-13 35.990002
## 2015-07-14 35
## 2015-07-20 35.57
## 2015-07-24 33.73
## 2015-07-28 25.059999
## 2015-08-03 26.18
## 2015-08-05 25.379999
## 2015-08-19 24.01
## 2015-08-20 23.09
## 2015-08-21 22.98
## 2015-08-24 22.75
## 2015-08-26 23.98
## 2015-08-28 24.280001
## 2015-09-01 24.280001
## 2015-09-02 24.17
## 2015-09-03 24.209999
## 2015-09-17 24.75
## 2015-09-18 24.23
## 2015-09-21 23.35
## 2015-09-24 22.17
## 2015-10-09 22.74
## 2015-10-14 22.610001
## 2015-10-15 22.65
## 2015-10-22 22.559999
## 2015-10-23 24.43
## 2015-10-29 22.25
## 2015-11-02 24.120001
## 2015-11-05 25.5
## 2015-11-09 25.16
## 2015-11-10 24.98
## 2015-11-11 25.9
## 2015-11-12 27.1
## 2015-11-13 27.440001
## 2015-11-16 27.540001
## 2015-11-18 28.059999
## 2015-11-19 31.209999
## 2015-11-23 30.01
## 2015-11-25 30.18
## 2015-12-02 30.629999
## 2015-12-09 30.83
## 2015-12-11 29.58
## 2015-12-18 26.25
## 2015-12-21 27.93
## 2015-12-23 28.4
## 2016-01-04 26.620001
## 2016-01-05 25.91
## 2016-01-19 21.139999
## 2016-01-20 20.98
## 2016-01-26 21.59
## 2016-01-28 20.950001
## 2016-02-09 15.36
## 2016-02-10 15.23
## 2016-02-17 17.639999
## 2016-02-24 19
## 2016-02-25 19.860001
## 2016-03-01 21.200001
## 2016-03-03 21.620001
## 2016-03-10 20.629999
## 2016-03-14 19.92
## 2016-03-18 20.5
## 2016-03-21 20.309999
## 2016-03-22 19.299999
## 2016-03-23 19.540001
## 2016-03-24 18.969999
## 2016-04-04 19.42
## 2016-04-06 19.59
## 2016-04-08 19.49
## 2016-04-11 19.68
## 2016-04-13 20.639999
## 2016-04-19 21.15
## 2016-04-21 21.52
## 2016-04-25 21.15
## 2016-04-27 21.01
## 2016-05-05 26.5
## 2016-05-09 26.32
## 2016-05-12 25.32
## 2016-05-13 25.18
## 2016-05-17 24.98
## 2016-05-20 24.9
## 2016-05-23 25.379999
## 2016-05-25 25.66
## 2016-05-31 26.190001
## 2016-06-02 26.610001
## 2016-06-03 27.18
## 2016-06-15 26.77
## 2016-06-16 26.92
## 2016-06-17 28.440001
## 2016-06-21 28.299999
## 2016-06-22 29.73
## 2016-06-28 29.200001
## 2016-07-05 29.5
## 2016-07-06 30.040001
## 2016-07-26 30.290001
## 2016-08-12 37.369999
## 2016-08-18 38.560001
## 2016-08-19 37.849998
## 2016-08-24 37.25
## 2016-09-08 37.389999
## 2016-09-09 37.93
## 2016-09-12 36.900002
## 2016-09-14 38.139999
## 2016-09-15 37.950001
## 2016-09-20 38.52
## 2016-09-21 38.459999
## 2016-09-22 39.380001
## 2016-10-03 42.099998
## 2016-10-04 42.16
## 2016-10-07 41.110001
## 2016-10-11 38.82
## 2016-10-12 37.509998
## 2016-10-13 36.5
## 2016-10-17 35.799999
## 2016-10-18 35.080002
## 2016-10-19 34.349998
## 2016-10-21 34.48
## 2016-10-24 33.950001
## 2016-10-25 33.490002
## 2016-10-26 32.740002
## 2016-11-01 35.709999
## 2016-11-03 36.139999
## 2016-11-04 37.209999
## 2016-11-11 35.720001
## 2016-11-14 36.619999
## 2016-11-17 38.290001
## 2016-11-22 38.990002
## 2016-11-25 38.060001
## 2016-12-01 36.150002
## 2016-12-06 36.110001
## 2016-12-12 35.91
## 2016-12-15 35.830002
## 2016-12-16 35.610001
## 2016-12-22 38
## 2017-01-09 40.400002
## 2017-01-20 41.529999
## 2017-01-30 41.779999
## 2017-02-02 42.32
## 2017-02-08 41.490002
## 2017-02-09 35.830002
## 2017-02-22 33.470001
## 2017-02-27 33.700001
## 2017-03-08 34.380001
## 2017-03-13 33.77
## 2017-03-23 32.48
## 2017-03-27 31.809999
## 2017-03-31 32.630001
## 2017-04-06 33.23
## 2017-04-07 32.740002
## 2017-04-10 33.369999
## 2017-04-11 32.16
## 2017-04-12 32.029999
## 2017-04-20 33.490002
## 2017-04-21 33.889999
## 2017-04-26 36.009998
## 2017-05-01 35.98
## 2017-05-02 35.200001
## 2017-05-03 35.299999
## 2017-05-04 35.68
## 2017-05-08 34.700001
## 2017-05-22 27.780001
## 2017-05-24 28.07
## 2017-06-06 30.209999
## 2017-06-12 30.719999
## 2017-06-16 30.280001
## 2017-06-19 29.440001
## 2017-06-29 30.02
## 2017-07-10 31.110001
## 2017-07-19 32.400002
## 2017-07-24 32
## 2017-07-26 32.759998
## 2017-07-28 32.529999
## 2017-08-02 31.370001
## 2017-08-03 40.049999
## 2017-08-08 41.549999
## 2017-08-11 42.529999
## 2017-08-23 41.75
## 2017-08-24 42.139999
## 2017-08-28 42.32
## 2017-08-30 42.599998
## 2017-09-06 43.740002
## 2017-09-07 43.75
## 2017-09-11 43.849998
## 2017-09-12 42.950001
## 2017-09-13 42.91
## 2017-09-18 43.849998
## 2017-09-20 43.610001
## 2017-09-28 43.299999
## 2017-09-29 44.09
## 2017-10-04 46.389999
## 2017-10-06 45.630001
## 2017-10-13 43.52
## 2017-10-16 43.200001
## 2017-10-20 43.599998
## 2017-10-23 43.68
## 2017-10-24 44.02
## 2017-11-01 45.98
## 2017-11-02 46.07
## 2017-11-03 45.650002
## 2017-11-10 45.900002
## 2017-11-13 45.91
## 2017-11-17 47.18
## 2017-11-27 47.439999
## 2017-12-06 40.790001
## 2017-12-14 42.43
## 2017-12-15 43.810001
## 2017-12-22 42.119999
## 2018-01-05 43.669998
## 2018-01-18 42.849998
## 2018-01-29 43.529999
## 2018-02-09 38.970001
## 2018-02-13 41.369999
## 2018-02-14 41.970001
## 2018-02-15 41.73
## 2018-02-23 43.830002
## 2018-02-27 43.560001
## 2018-03-06 45.68
## 2018-03-07 45.57
## 2018-03-08 46.619999
## 2018-03-09 46.810001
## 2018-03-13 46.439999
## 2018-03-19 45.07
## 2018-03-28 41.75
## 2018-04-04 42.330002
## 2018-04-11 44
## 2018-04-18 44.650002
## 2018-04-23 43.889999
## 2018-05-01 45.380001
## 2018-05-03 45.610001
## 2018-05-08 47.919998
## 2018-05-15 44.029999
## 2018-05-18 46.450001
## 2018-05-24 42.59
## 2018-06-06 41.349998
## 2018-06-08 41.869999
## 2018-06-11 42.639999
## 2018-06-13 41.16
## 2018-06-14 40.93
## 2018-06-27 39.119999
## 2018-06-28 39.18
## 2018-07-02 39.299999
## 2018-07-06 40
## 2018-07-13 40.299999
## 2018-07-16 40.75
## 2018-07-18 39.689999
## 2018-07-20 38.639999
## 2018-07-24 38.990002
## 2018-07-25 40.18
## 2018-07-27 37.27
## 2018-08-03 38.75
## 2018-08-15 46.349998
## 2018-08-17 44.740002
## 2018-08-27 46.740002
## 2018-08-29 46.82
## 2018-09-07 45.25
## 2018-09-11 45.720001
## 2018-09-12 45.939999
## 2018-09-14 46.279999
## 2018-09-17 49.970001
## 2018-10-08 44.630001
## 2018-10-12 42.959999
## 2018-10-16 43.93
## 2018-10-19 42.990002
## 2018-11-01 43.099998
## 2018-11-08 31.93
## 2018-11-12 33.669998
## 2018-11-27 32.439999
## 2018-12-06 34.59
## 2018-12-07 35.639999
## 2018-12-20 32.099998
## 2018-12-24 34.139999
## 2018-12-26 34.950001
## 2018-12-31 34.57
## 2019-01-04 34.830002
## 2019-01-07 35.509998
## 2019-01-09 34.310001
## 2019-01-22 35.470001
## 2019-01-28 36.220001
## 2019-02-06 36.25
## 2019-02-12 38.459999
## 2019-02-13 38.189999
## 2019-02-14 39.939999
## 2019-02-21 38.540001
## 2019-02-25 37.900002
## 2019-02-28 37.130001
## 2019-03-01 36.740002
## 2019-03-07 34.740002
## 2019-03-12 34.549999
## 2019-03-14 35.099998
## 2019-03-15 34.880001
## 2019-03-19 34.599998
## 2019-03-20 34.889999
## 2019-03-21 34.360001
## 2019-03-22 34.709999
## 2019-03-27 34.68
## 2019-03-28 34.5
## 2019-03-29 35.029999
## 2019-04-01 35.360001
## 2019-04-10 35.720001
## 2019-04-12 35.419998
## 2019-04-22 38.119999
## 2019-04-24 39.509998
## 2019-04-25 39.52
## 2019-04-26 40.060001
## 2019-05-01 40.189999
## 2019-05-22 31.629999
## 2019-05-24 31.459999
## 2019-05-29 31.23
## 2019-06-07 31.950001
## 2019-06-19 33.139999
## 2019-06-26 33.950001
## 2019-06-27 34.18
## 2019-07-05 34.990002
## 2019-07-15 35.619999
## 2019-07-18 34.080002
## 2019-07-19 33.869999
## 2019-07-29 35.549999
## 2019-07-30 35.049999
## 2019-07-31 34.93
## 2019-08-02 33.529999
## 2019-08-12 34.619999
## 2019-08-15 33.169998
## 2019-08-16 32.919998
## 2019-08-23 32.029999
## 2019-08-30 33.209999
## 2019-09-03 32.84
## 2019-09-06 33.23
## 2019-09-10 34.599998
## 2019-09-11 36.52
## 2019-09-12 37.439999
## 2019-09-24 34.959999
## 2019-10-07 32.75
## 2019-10-09 32.220001
## 2019-10-22 33.529999
## 2019-10-23 33.509998
## 2019-10-30 34.509998
## 2019-11-01 34.240002
## 2019-11-05 32.709999
## 2019-11-18 34.349998
## 2019-11-21 35.259998
## 2019-11-27 34.68
## 2019-12-02 33.66
## 2019-12-11 33.389999
## 2019-12-12 33.549999
## 2019-12-13 33.779999
## 2019-12-16 34
## 2019-12-20 34.209999
## 2019-12-23 34.060001
## 2019-12-26 34.849998
## 2019-12-31 34.77
## 2020-01-10 36.23
## 2020-01-29 34.77
## 2020-02-04 34.66
## 2020-02-07 34.200001
## 2020-02-11 35.360001
## 2020-02-13 35.23
## 2020-02-19 34.639999
## 2020-02-20 34
## 2020-02-27 31.27
## 2020-03-02 30.59
## 2020-03-04 29.139999
## 2020-03-09 27.809999
## results 100When looking at the above table, the errors are based on an exact match, but the values you notice as I do, are rounded up to the true value if greater than zero and zero if less than zero will give very near perfect results for predicting the number of days the cycle will be increasing. Lets test this out. Lets round the NextDayPrice column too, for better accuracy in the testing and training set only.
sYELP1 <- sYELP[,c(4,5,9,14,15,19,20,21,24,25)]
sYELP1$NextDayPrice <- lead(sYELP1$stockDayValue,1)
sYELP1 <- sYELP1[complete.cases(sYELP1$NextDayPrice),]
row.names(sYELP1) <- as.factor(sYELP1$Date)
sYELP1 <- sYELP1[,-c(1)]set.seed(12356789)
inTrain <- createDataPartition(y=sYELP1$NextDayPrice, p=0.7, list=FALSE)
trainingSet <- sYELP1[inTrain,]
testingSet <- sYELP1[-inTrain,]
trainingSet$NextDayPrice <- round(trainingSet$NextDayPrice,0)
testingSet$NextDayPrice <- round(testingSet$NextDayPrice,0)rfMod <- train(NextDayPrice ~ ., method='rf', data=(trainingSet),
trControl=trainControl(method='cv'), number=5)predRF_round <- predict(rfMod, testingSet)
predRF_round <- ifelse(predRF_round<0,0,round(predRF,0))
predDF_round <- data.frame(predRF_round, NextDayPrice=testingSet$NextDayPrice)
predDF_round## predRF_round NextDayPrice
## 2012-03-16 22 23
## 2012-03-21 23 23
## 2012-03-23 24 25
## 2012-03-27 27 28
## 2012-03-29 27 27
## 2012-04-02 27 27
## 2012-04-12 27 26
## 2012-04-13 25 26
## 2012-04-19 24 23
## 2012-04-24 21 21
## 2012-04-25 21 21
## 2012-04-26 21 22
## 2012-05-04 21 21
## 2012-05-11 20 20
## 2012-05-22 20 18
## 2012-05-29 17 17
## 2012-06-20 20 21
## 2012-06-25 23 22
## 2012-06-26 23 23
## 2012-07-03 25 26
## 2012-07-09 25 23
## 2012-07-11 22 22
## 2012-07-12 22 22
## 2012-07-18 23 24
## 2012-07-23 23 23
## 2012-08-03 24 25
## 2012-08-07 26 26
## 2012-08-08 26 26
## 2012-08-22 18 18
## 2012-09-12 25 24
## 2012-09-25 26 26
## 2012-09-28 27 28
## 2012-10-03 28 29
## 2012-10-05 27 28
## 2012-10-08 27 27
## 2012-10-09 27 26
## 2012-10-10 27 26
## 2012-10-11 25 25
## 2012-10-18 25 25
## 2012-10-22 24 24
## 2012-10-23 24 26
## 2012-10-25 23 23
## 2012-11-05 19 18
## 2012-11-07 19 18
## 2012-11-12 17 17
## 2012-11-26 19 20
## 2012-12-05 19 18
## 2012-12-17 19 18
## 2012-12-21 19 18
## 2012-12-28 19 19
## 2012-12-31 19 20
## 2013-01-02 20 20
## 2013-01-09 21 22
## 2013-01-22 21 20
## 2013-01-29 21 20
## 2013-02-01 20 20
## 2013-02-05 21 22
## 2013-02-07 22 22
## 2013-02-22 22 22
## 2013-02-25 21 21
## 2013-02-26 22 22
## 2013-02-27 22 22
## 2013-03-04 23 23
## 2013-03-05 23 23
## 2013-03-15 25 24
## 2013-03-18 24 24
## 2013-03-20 23 24
## 2013-03-21 22 24
## 2013-03-26 24 24
## 2013-03-28 23 23
## 2013-04-02 23 23
## 2013-04-09 25 26
## 2013-04-18 27 26
## 2013-04-23 25 25
## 2013-04-25 26 25
## 2013-04-29 26 26
## 2013-05-02 31 31
## 2013-05-06 31 31
## 2013-05-07 30 30
## 2013-05-10 31 31
## 2013-05-23 29 29
## 2013-05-24 30 30
## 2013-05-31 30 28
## 2013-06-06 29 30
## 2013-06-13 30 31
## 2013-06-14 31 32
## 2013-06-27 35 35
## 2013-07-03 35 35
## 2013-07-08 35 37
## 2013-07-09 37 37
## 2013-07-17 40 40
## 2013-07-19 41 41
## 2013-07-24 40 42
## 2013-07-30 43 42
## 2013-08-01 51 57
## 2013-08-06 52 52
## 2013-08-16 49 49
## 2013-08-23 52 51
## 2013-08-27 51 52
## 2013-08-29 53 52
## 2013-09-12 63 63
## 2013-09-25 68 68
## 2013-09-26 67 68
## 2013-10-02 71 71
## 2013-10-04 71 70
## 2013-10-08 63 63
## 2013-10-24 68 68
## 2013-10-29 69 67
## 2013-11-15 69 64
## 2013-11-20 63 64
## 2013-11-22 62 58
## 2013-11-25 59 62
## 2013-11-26 60 62
## 2013-11-29 59 60
## 2013-12-04 62 63
## 2013-12-09 65 66
## 2013-12-10 66 63
## 2013-12-31 69 68
## 2014-01-02 67 68
## 2014-01-06 71 73
## 2014-01-07 73 78
## 2014-01-16 81 82
## 2014-01-17 81 82
## 2014-01-23 78 76
## 2014-01-27 74 76
## 2014-01-28 76 72
## 2014-02-04 77 75
## 2014-02-05 77 89
## 2014-02-06 83 89
## 2014-02-10 92 93
## 2014-02-12 92 92
## 2014-02-14 92 92
## 2014-02-18 91 90
## 2014-02-25 95 95
## 2014-02-26 95 97
## 2014-02-27 95 94
## 2014-03-06 94 97
## 2014-03-12 90 87
## 2014-03-17 91 90
## 2014-03-20 84 83
## 2014-03-27 79 76
## 2014-03-31 78 80
## 2014-04-01 79 76
## 2014-04-02 73 71
## 2014-04-04 68 66
## 2014-04-11 63 62
## 2014-04-30 58 64
## 2014-05-02 60 60
## 2014-05-07 55 53
## 2014-05-12 54 56
## 2014-05-19 57 57
## 2014-05-22 61 62
## 2014-05-27 64 63
## 2014-05-28 64 69
## 2014-05-29 67 66
## 2014-06-02 65 65
## 2014-06-03 64 65
## 2014-06-04 65 65
## 2014-06-11 67 66
## 2014-06-17 75 77
## 2014-06-23 77 76
## 2014-06-27 78 77
## 2014-06-30 77 78
## 2014-07-09 69 71
## 2014-07-11 71 71
## 2014-07-14 70 69
## 2014-07-16 64 67
## 2014-07-17 69 68
## 2014-07-23 70 70
## 2014-07-28 70 69
## 2014-08-01 69 69
## 2014-08-07 68 68
## 2014-08-13 73 75
## 2014-08-21 81 82
## 2014-08-22 80 83
## 2014-08-25 81 82
## 2014-08-26 82 83
## 2014-09-02 83 83
## 2014-09-03 81 82
## 2014-09-05 81 82
## 2014-09-11 80 82
## 2014-09-17 76 76
## 2014-09-26 71 70
## 2014-09-29 66 68
## 2014-09-30 67 67
## 2014-10-01 69 69
## 2014-10-02 70 69
## 2014-10-08 68 70
## 2014-10-10 65 62
## 2014-10-24 58 57
## 2014-10-27 57 59
## 2014-10-31 60 61
## 2014-11-05 57 59
## 2014-11-14 58 58
## 2014-11-17 57 57
## 2014-11-26 58 57
## 2014-12-16 51 52
## 2014-12-17 52 52
## 2014-12-24 52 53
## 2014-12-29 54 54
## 2015-01-02 54 53
## 2015-01-06 52 52
## 2015-01-07 52 54
## 2015-01-09 55 54
## 2015-01-12 53 53
## 2015-01-14 52 50
## 2015-01-15 50 51
## 2015-01-22 55 55
## 2015-01-28 53 53
## 2015-02-04 58 57
## 2015-02-06 49 42
## 2015-02-12 47 48
## 2015-02-19 48 48
## 2015-02-27 48 48
## 2015-03-02 48 49
## 2015-03-03 48 48
## 2015-03-05 47 47
## 2015-03-10 46 46
## 2015-03-13 46 47
## 2015-03-16 46 47
## 2015-03-18 46 45
## 2015-03-19 45 45
## 2015-03-23 47 47
## 2015-03-25 45 46
## 2015-03-30 47 47
## 2015-04-01 46 47
## 2015-04-06 47 47
## 2015-04-17 48 48
## 2015-05-01 39 40
## 2015-05-05 38 38
## 2015-05-06 39 47
## 2015-05-07 47 50
## 2015-05-08 49 49
## 2015-05-13 47 47
## 2015-05-18 46 46
## 2015-05-26 45 46
## 2015-05-28 48 48
## 2015-06-11 44 44
## 2015-06-12 44 44
## 2015-06-16 44 45
## 2015-06-24 45 45
## 2015-06-26 44 42
## 2015-07-01 42 38
## 2015-07-09 34 35
## 2015-07-13 36 36
## 2015-07-14 36 35
## 2015-07-20 34 36
## 2015-07-24 34 34
## 2015-07-28 33 25
## 2015-08-03 26 26
## 2015-08-05 25 25
## 2015-08-19 25 24
## 2015-08-20 23 23
## 2015-08-21 23 23
## 2015-08-24 23 23
## 2015-08-26 24 24
## 2015-08-28 24 24
## 2015-09-01 24 24
## 2015-09-02 24 24
## 2015-09-03 24 24
## 2015-09-17 25 25
## 2015-09-18 24 24
## 2015-09-21 24 23
## 2015-09-24 22 22
## 2015-10-09 25 23
## 2015-10-14 22 23
## 2015-10-15 23 23
## 2015-10-22 23 23
## 2015-10-23 23 24
## 2015-10-29 22 22
## 2015-11-02 24 24
## 2015-11-05 25 26
## 2015-11-09 25 25
## 2015-11-10 25 25
## 2015-11-11 25 26
## 2015-11-12 26 27
## 2015-11-13 27 27
## 2015-11-16 28 28
## 2015-11-18 28 28
## 2015-11-19 28 31
## 2015-11-23 31 30
## 2015-11-25 30 30
## 2015-12-02 31 31
## 2015-12-09 30 31
## 2015-12-11 29 30
## 2015-12-18 27 26
## 2015-12-21 27 28
## 2015-12-23 29 28
## 2016-01-04 27 27
## 2016-01-05 26 26
## 2016-01-19 21 21
## 2016-01-20 21 21
## 2016-01-26 22 22
## 2016-01-28 22 21
## 2016-02-09 16 15
## 2016-02-10 16 15
## 2016-02-17 19 18
## 2016-02-24 19 19
## 2016-02-25 19 20
## 2016-03-01 21 21
## 2016-03-03 22 22
## 2016-03-10 21 21
## 2016-03-14 21 20
## 2016-03-18 21 20
## 2016-03-21 20 20
## 2016-03-22 20 19
## 2016-03-23 20 20
## 2016-03-24 19 19
## 2016-04-04 20 19
## 2016-04-06 20 20
## 2016-04-08 20 19
## 2016-04-11 20 20
## 2016-04-13 21 21
## 2016-04-19 21 21
## 2016-04-21 22 22
## 2016-04-25 21 21
## 2016-04-27 21 21
## 2016-05-05 22 26
## 2016-05-09 26 26
## 2016-05-12 25 25
## 2016-05-13 25 25
## 2016-05-17 25 25
## 2016-05-20 25 25
## 2016-05-23 25 25
## 2016-05-25 25 26
## 2016-05-31 26 26
## 2016-06-02 27 27
## 2016-06-03 27 27
## 2016-06-15 26 27
## 2016-06-16 27 27
## 2016-06-17 27 28
## 2016-06-21 28 28
## 2016-06-22 29 30
## 2016-06-28 28 29
## 2016-07-05 30 30
## 2016-07-06 30 30
## 2016-07-26 30 30
## 2016-08-12 38 37
## 2016-08-18 38 39
## 2016-08-19 38 38
## 2016-08-24 37 37
## 2016-09-08 38 37
## 2016-09-09 37 38
## 2016-09-12 38 37
## 2016-09-14 38 38
## 2016-09-15 38 38
## 2016-09-20 37 39
## 2016-09-21 38 38
## 2016-09-22 39 39
## 2016-10-03 43 42
## 2016-10-04 43 42
## 2016-10-07 41 41
## 2016-10-11 39 39
## 2016-10-12 39 38
## 2016-10-13 37 36
## 2016-10-17 37 36
## 2016-10-18 35 35
## 2016-10-19 34 34
## 2016-10-21 33 34
## 2016-10-24 34 34
## 2016-10-25 33 33
## 2016-10-26 33 33
## 2016-11-01 33 36
## 2016-11-03 36 36
## 2016-11-04 36 37
## 2016-11-11 36 36
## 2016-11-14 36 37
## 2016-11-17 38 38
## 2016-11-22 39 39
## 2016-11-25 39 38
## 2016-12-01 36 36
## 2016-12-06 36 36
## 2016-12-12 35 36
## 2016-12-15 36 36
## 2016-12-16 36 36
## 2016-12-22 39 38
## 2017-01-09 40 40
## 2017-01-20 41 42
## 2017-01-30 42 42
## 2017-02-02 42 42
## 2017-02-08 42 41
## 2017-02-09 41 36
## 2017-02-22 34 33
## 2017-02-27 34 34
## 2017-03-08 34 34
## 2017-03-13 35 34
## 2017-03-23 32 32
## 2017-03-27 32 32
## 2017-03-31 33 33
## 2017-04-06 33 33
## 2017-04-07 33 33
## 2017-04-10 33 33
## 2017-04-11 33 32
## 2017-04-12 32 32
## 2017-04-20 34 33
## 2017-04-21 34 34
## 2017-04-26 35 36
## 2017-05-01 36 36
## 2017-05-02 36 35
## 2017-05-03 35 35
## 2017-05-04 36 36
## 2017-05-08 36 35
## 2017-05-22 28 28
## 2017-05-24 28 28
## 2017-06-06 30 30
## 2017-06-12 30 31
## 2017-06-16 31 30
## 2017-06-19 30 29
## 2017-06-29 30 30
## 2017-07-10 30 31
## 2017-07-19 32 32
## 2017-07-24 32 32
## 2017-07-26 33 33
## 2017-07-28 33 33
## 2017-08-02 32 31
## 2017-08-03 32 40
## 2017-08-08 41 42
## 2017-08-11 42 43
## 2017-08-23 42 42
## 2017-08-24 42 42
## 2017-08-28 43 42
## 2017-08-30 43 43
## 2017-09-06 43 44
## 2017-09-07 44 44
## 2017-09-11 44 44
## 2017-09-12 43 43
## 2017-09-13 43 43
## 2017-09-18 44 44
## 2017-09-20 44 44
## 2017-09-28 43 43
## 2017-09-29 44 44
## 2017-10-04 47 46
## 2017-10-06 46 46
## 2017-10-13 43 44
## 2017-10-16 43 43
## 2017-10-20 44 44
## 2017-10-23 44 44
## 2017-10-24 44 44
## 2017-11-01 45 46
## 2017-11-02 46 46
## 2017-11-03 46 46
## 2017-11-10 46 46
## 2017-11-13 46 46
## 2017-11-17 47 47
## 2017-11-27 48 47
## 2017-12-06 42 41
## 2017-12-14 43 42
## 2017-12-15 43 44
## 2017-12-22 43 42
## 2018-01-05 44 44
## 2018-01-18 43 43
## 2018-01-29 44 44
## 2018-02-09 39 39
## 2018-02-13 39 41
## 2018-02-14 42 42
## 2018-02-15 41 42
## 2018-02-23 43 44
## 2018-02-27 43 44
## 2018-03-06 45 46
## 2018-03-07 45 46
## 2018-03-08 46 47
## 2018-03-09 47 47
## 2018-03-13 46 46
## 2018-03-19 45 45
## 2018-03-28 43 42
## 2018-04-04 43 42
## 2018-04-11 45 44
## 2018-04-18 44 45
## 2018-04-23 44 44
## 2018-05-01 45 45
## 2018-05-03 45 46
## 2018-05-08 48 48
## 2018-05-15 44 44
## 2018-05-18 47 46
## 2018-05-24 43 43
## 2018-06-06 42 41
## 2018-06-08 41 42
## 2018-06-11 43 43
## 2018-06-13 42 41
## 2018-06-14 41 41
## 2018-06-27 39 39
## 2018-06-28 40 39
## 2018-07-02 40 39
## 2018-07-06 41 40
## 2018-07-13 40 40
## 2018-07-16 41 41
## 2018-07-18 40 40
## 2018-07-20 39 39
## 2018-07-24 39 39
## 2018-07-25 39 40
## 2018-07-27 38 37
## 2018-08-03 38 39
## 2018-08-15 46 46
## 2018-08-17 45 45
## 2018-08-27 47 47
## 2018-08-29 47 47
## 2018-09-07 45 45
## 2018-09-11 46 46
## 2018-09-12 47 46
## 2018-09-14 46 46
## 2018-09-17 46 50
## 2018-10-08 45 45
## 2018-10-12 43 43
## 2018-10-16 43 44
## 2018-10-19 43 43
## 2018-11-01 43 43
## 2018-11-08 43 32
## 2018-11-12 34 34
## 2018-11-27 32 32
## 2018-12-06 35 35
## 2018-12-07 35 36
## 2018-12-20 33 32
## 2018-12-24 33 34
## 2018-12-26 34 35
## 2018-12-31 35 35
## 2019-01-04 35 35
## 2019-01-07 35 36
## 2019-01-09 36 34
## 2019-01-22 36 35
## 2019-01-28 37 36
## 2019-02-06 37 36
## 2019-02-12 39 38
## 2019-02-13 40 38
## 2019-02-14 39 40
## 2019-02-21 38 39
## 2019-02-25 38 38
## 2019-02-28 37 37
## 2019-03-01 37 37
## 2019-03-07 34 35
## 2019-03-12 34 35
## 2019-03-14 35 35
## 2019-03-15 35 35
## 2019-03-19 34 35
## 2019-03-20 34 35
## 2019-03-21 35 34
## 2019-03-22 35 35
## 2019-03-27 35 35
## 2019-03-28 35 34
## 2019-03-29 35 35
## 2019-04-01 35 35
## 2019-04-10 36 36
## 2019-04-12 35 35
## 2019-04-22 37 38
## 2019-04-24 39 40
## 2019-04-25 39 40
## 2019-04-26 40 40
## 2019-05-01 41 40
## 2019-05-22 32 32
## 2019-05-24 32 31
## 2019-05-29 31 31
## 2019-06-07 32 32
## 2019-06-19 33 33
## 2019-06-26 34 34
## 2019-06-27 34 34
## 2019-07-05 35 35
## 2019-07-15 36 36
## 2019-07-18 34 34
## 2019-07-19 34 34
## 2019-07-29 36 36
## 2019-07-30 35 35
## 2019-07-31 34 35
## 2019-08-02 35 34
## 2019-08-12 34 35
## 2019-08-15 33 33
## 2019-08-16 33 33
## 2019-08-23 32 32
## 2019-08-30 33 33
## 2019-09-03 33 33
## 2019-09-06 33 33
## 2019-09-10 34 35
## 2019-09-11 35 37
## 2019-09-12 37 37
## 2019-09-24 34 35
## 2019-10-07 33 33
## 2019-10-09 31 32
## 2019-10-22 34 34
## 2019-10-23 33 34
## 2019-10-30 34 35
## 2019-11-01 35 34
## 2019-11-05 33 33
## 2019-11-18 34 34
## 2019-11-21 34 35
## 2019-11-27 35 35
## 2019-12-02 34 34
## 2019-12-11 33 33
## 2019-12-12 34 34
## 2019-12-13 34 34
## 2019-12-16 34 34
## 2019-12-20 34 34
## 2019-12-23 34 34
## 2019-12-26 35 35
## 2019-12-31 34 35
## 2020-01-10 36 36
## 2020-01-29 35 35
## 2020-02-04 34 35
## 2020-02-07 34 34
## 2020-02-11 35 35
## 2020-02-13 36 35
## 2020-02-19 34 35
## 2020-02-20 34 34
## 2020-02-27 31 31
## 2020-03-02 31 31
## 2020-03-04 31 29
## 2020-03-09 27 28sum <- sum(predRF_round==testingSet$NextDayPrice)
length <- length(testingSet$NextDayPrice)
accuracy_rfMod_round <- (sum/length)
accuracy_rfMod_round## [1] 0.513245results_round <- c(round(accuracy_rfMod_round,2), round(100,2))
results_round <- as.factor(results_round)
results_round <- t(data.frame(results_round))
colnames(results_round) <- colnames(predDF_round)
Results_round <- rbind(predDF_round, results_round)
Results_round## predRF_round NextDayPrice
## 2012-03-16 22 23
## 2012-03-21 23 23
## 2012-03-23 24 25
## 2012-03-27 27 28
## 2012-03-29 27 27
## 2012-04-02 27 27
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## 2015-02-04 58 57
## 2015-02-06 49 42
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## 2015-07-09 34 35
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## 2015-08-03 26 26
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## 2015-12-23 29 28
## 2016-01-04 27 27
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## 2016-10-18 35 35
## 2016-10-19 34 34
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## 2016-11-01 33 36
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## 2016-11-04 36 37
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## 2016-11-17 38 38
## 2016-11-22 39 39
## 2016-11-25 39 38
## 2016-12-01 36 36
## 2016-12-06 36 36
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## 2016-12-22 39 38
## 2017-01-09 40 40
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## 2017-02-08 42 41
## 2017-02-09 41 36
## 2017-02-22 34 33
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## 2017-03-08 34 34
## 2017-03-13 35 34
## 2017-03-23 32 32
## 2017-03-27 32 32
## 2017-03-31 33 33
## 2017-04-06 33 33
## 2017-04-07 33 33
## 2017-04-10 33 33
## 2017-04-11 33 32
## 2017-04-12 32 32
## 2017-04-20 34 33
## 2017-04-21 34 34
## 2017-04-26 35 36
## 2017-05-01 36 36
## 2017-05-02 36 35
## 2017-05-03 35 35
## 2017-05-04 36 36
## 2017-05-08 36 35
## 2017-05-22 28 28
## 2017-05-24 28 28
## 2017-06-06 30 30
## 2017-06-12 30 31
## 2017-06-16 31 30
## 2017-06-19 30 29
## 2017-06-29 30 30
## 2017-07-10 30 31
## 2017-07-19 32 32
## 2017-07-24 32 32
## 2017-07-26 33 33
## 2017-07-28 33 33
## 2017-08-02 32 31
## 2017-08-03 32 40
## 2017-08-08 41 42
## 2017-08-11 42 43
## 2017-08-23 42 42
## 2017-08-24 42 42
## 2017-08-28 43 42
## 2017-08-30 43 43
## 2017-09-06 43 44
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## 2017-09-13 43 43
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## 2017-09-28 43 43
## 2017-09-29 44 44
## 2017-10-04 47 46
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## 2017-10-13 43 44
## 2017-10-16 43 43
## 2017-10-20 44 44
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## 2017-11-01 45 46
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## 2017-11-03 46 46
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## 2017-11-17 47 47
## 2017-11-27 48 47
## 2017-12-06 42 41
## 2017-12-14 43 42
## 2017-12-15 43 44
## 2017-12-22 43 42
## 2018-01-05 44 44
## 2018-01-18 43 43
## 2018-01-29 44 44
## 2018-02-09 39 39
## 2018-02-13 39 41
## 2018-02-14 42 42
## 2018-02-15 41 42
## 2018-02-23 43 44
## 2018-02-27 43 44
## 2018-03-06 45 46
## 2018-03-07 45 46
## 2018-03-08 46 47
## 2018-03-09 47 47
## 2018-03-13 46 46
## 2018-03-19 45 45
## 2018-03-28 43 42
## 2018-04-04 43 42
## 2018-04-11 45 44
## 2018-04-18 44 45
## 2018-04-23 44 44
## 2018-05-01 45 45
## 2018-05-03 45 46
## 2018-05-08 48 48
## 2018-05-15 44 44
## 2018-05-18 47 46
## 2018-05-24 43 43
## 2018-06-06 42 41
## 2018-06-08 41 42
## 2018-06-11 43 43
## 2018-06-13 42 41
## 2018-06-14 41 41
## 2018-06-27 39 39
## 2018-06-28 40 39
## 2018-07-02 40 39
## 2018-07-06 41 40
## 2018-07-13 40 40
## 2018-07-16 41 41
## 2018-07-18 40 40
## 2018-07-20 39 39
## 2018-07-24 39 39
## 2018-07-25 39 40
## 2018-07-27 38 37
## 2018-08-03 38 39
## 2018-08-15 46 46
## 2018-08-17 45 45
## 2018-08-27 47 47
## 2018-08-29 47 47
## 2018-09-07 45 45
## 2018-09-11 46 46
## 2018-09-12 47 46
## 2018-09-14 46 46
## 2018-09-17 46 50
## 2018-10-08 45 45
## 2018-10-12 43 43
## 2018-10-16 43 44
## 2018-10-19 43 43
## 2018-11-01 43 43
## 2018-11-08 43 32
## 2018-11-12 34 34
## 2018-11-27 32 32
## 2018-12-06 35 35
## 2018-12-07 35 36
## 2018-12-20 33 32
## 2018-12-24 33 34
## 2018-12-26 34 35
## 2018-12-31 35 35
## 2019-01-04 35 35
## 2019-01-07 35 36
## 2019-01-09 36 34
## 2019-01-22 36 35
## 2019-01-28 37 36
## 2019-02-06 37 36
## 2019-02-12 39 38
## 2019-02-13 40 38
## 2019-02-14 39 40
## 2019-02-21 38 39
## 2019-02-25 38 38
## 2019-02-28 37 37
## 2019-03-01 37 37
## 2019-03-07 34 35
## 2019-03-12 34 35
## 2019-03-14 35 35
## 2019-03-15 35 35
## 2019-03-19 34 35
## 2019-03-20 34 35
## 2019-03-21 35 34
## 2019-03-22 35 35
## 2019-03-27 35 35
## 2019-03-28 35 34
## 2019-03-29 35 35
## 2019-04-01 35 35
## 2019-04-10 36 36
## 2019-04-12 35 35
## 2019-04-22 37 38
## 2019-04-24 39 40
## 2019-04-25 39 40
## 2019-04-26 40 40
## 2019-05-01 41 40
## 2019-05-22 32 32
## 2019-05-24 32 31
## 2019-05-29 31 31
## 2019-06-07 32 32
## 2019-06-19 33 33
## 2019-06-26 34 34
## 2019-06-27 34 34
## 2019-07-05 35 35
## 2019-07-15 36 36
## 2019-07-18 34 34
## 2019-07-19 34 34
## 2019-07-29 36 36
## 2019-07-30 35 35
## 2019-07-31 34 35
## 2019-08-02 35 34
## 2019-08-12 34 35
## 2019-08-15 33 33
## 2019-08-16 33 33
## 2019-08-23 32 32
## 2019-08-30 33 33
## 2019-09-03 33 33
## 2019-09-06 33 33
## 2019-09-10 34 35
## 2019-09-11 35 37
## 2019-09-12 37 37
## 2019-09-24 34 35
## 2019-10-07 33 33
## 2019-10-09 31 32
## 2019-10-22 34 34
## 2019-10-23 33 34
## 2019-10-30 34 35
## 2019-11-01 35 34
## 2019-11-05 33 33
## 2019-11-18 34 34
## 2019-11-21 34 35
## 2019-11-27 35 35
## 2019-12-02 34 34
## 2019-12-11 33 33
## 2019-12-12 34 34
## 2019-12-13 34 34
## 2019-12-16 34 34
## 2019-12-20 34 34
## 2019-12-23 34 34
## 2019-12-26 35 35
## 2019-12-31 34 35
## 2020-01-10 36 36
## 2020-01-29 35 35
## 2020-02-04 34 35
## 2020-02-07 34 34
## 2020-02-11 35 35
## 2020-02-13 36 35
## 2020-02-19 34 35
## 2020-02-20 34 34
## 2020-02-27 31 31
## 2020-03-02 31 31
## 2020-03-04 31 29
## 2020-03-09 27 28
## results_round 0.51 100knnMod_round <- train(NextDayPrice ~ .,
method='knn', preProcess=c('center','scale'),
tuneLength=10, trControl=trainControl(method='cv'), data=trainingSet)rpartMod_round <- train(NextDayPrice ~ ., method='rpart', tuneLength=9, data=trainingSet) glmMod_round <- train(NextDayPrice ~ .,
method='glm', data=trainingSet) predKNN <- predict(knnMod_round, testingSet)
predKNN_round <- ifelse(predKNN<0,0,round(predKNN,0))
predRPART <- predict(rpartMod_round, testingSet)
predRPART_round <- ifelse(predRPART<0,0,round(predRPART,0))predGLM <- predict(glmMod_round, testingSet)
predGLM_round <- ifelse(predGLM<0,0,round(predGLM,0))length=length(testingSet$NextDayPrice)sumKNN_round <- sum(predKNN_round==testingSet$NextDayPrice)
sumRPart_round <- sum(predRPART_round==testingSet$NextDayPrice)sumGLM_round <- sum(predGLM_round==testingSet$NextDayPrice)accuracy_KNN_round <- sumKNN_round/length
accuracy_RPART_round <- sumRPart_round/length accuracy_GLM_round <- sumGLM_round/length predDF2_round <- data.frame(predRF_round,predKNN_round,predRPART_round,predGLM_round,
NextDayPrice=testingSet$NextDayPrice)
colnames(predDF2_round) <- c('RandomForest_round','KNN_round','Rpart_round','GLM_round','NextDayPrice')
results_round <- c(round(accuracy_rfMod_round,2),
round(accuracy_KNN_round,2),
round(accuracy_RPART_round,2),
round(accuracy_GLM_round,2),
round(100,2))
results_round <- as.factor(results_round)
results_round <- t(data.frame(results_round))
colnames(results_round) <- c('RandomForest_round','KNN_round','Rpart_round','GLM_round','NextDayPrice')
Results_round <- rbind(predDF2_round, results_round)
Results_round## RandomForest_round KNN_round Rpart_round GLM_round NextDayPrice
## 2012-03-16 22 24 21 22 23
## 2012-03-21 23 23 21 24 23
## 2012-03-23 24 31 21 24 25
## 2012-03-27 27 32 28 29 28
## 2012-03-29 27 31 28 27 27
## 2012-04-02 27 28 28 26 27
## 2012-04-12 27 28 28 27 26
## 2012-04-13 25 31 28 26 26
## 2012-04-19 24 30 21 24 23
## 2012-04-24 21 23 21 21 21
## 2012-04-25 21 31 21 22 21
## 2012-04-26 21 23 21 22 22
## 2012-05-04 21 22 21 22 21
## 2012-05-11 20 22 21 20 20
## 2012-05-22 20 23 21 19 18
## 2012-05-29 17 20 21 16 17
## 2012-06-20 20 21 21 20 21
## 2012-06-25 23 30 21 23 22
## 2012-06-26 23 26 21 23 23
## 2012-07-03 25 30 28 26 26
## 2012-07-09 25 23 28 24 23
## 2012-07-11 22 24 21 21 22
## 2012-07-12 22 25 21 21 22
## 2012-07-18 23 27 21 24 24
## 2012-07-23 23 27 21 23 23
## 2012-08-03 24 22 21 24 25
## 2012-08-07 26 28 28 27 26
## 2012-08-08 26 30 28 26 26
## 2012-08-22 18 25 21 19 18
## 2012-09-12 25 23 28 25 24
## 2012-09-25 26 28 28 26 26
## 2012-09-28 27 27 28 28 28
## 2012-10-03 28 30 28 29 29
## 2012-10-05 27 29 28 27 28
## 2012-10-08 27 28 28 27 27
## 2012-10-09 27 26 28 27 26
## 2012-10-10 27 27 28 26 26
## 2012-10-11 25 30 28 25 25
## 2012-10-18 25 25 28 24 25
## 2012-10-22 24 23 21 23 24
## 2012-10-23 24 28 21 24 26
## 2012-10-25 23 22 21 23 23
## 2012-11-05 19 24 21 18 18
## 2012-11-07 19 24 21 17 18
## 2012-11-12 17 28 21 17 17
## 2012-11-26 19 28 21 20 20
## 2012-12-05 19 20 21 18 18
## 2012-12-17 19 20 21 18 18
## 2012-12-21 19 28 21 19 18
## 2012-12-28 19 28 21 19 19
## 2012-12-31 19 20 21 20 20
## 2013-01-02 20 24 21 20 20
## 2013-01-09 21 24 21 21 22
## 2013-01-22 21 23 21 21 20
## 2013-01-29 21 22 21 20 20
## 2013-02-01 20 23 21 20 20
## 2013-02-05 21 23 21 22 22
## 2013-02-07 22 24 21 22 22
## 2013-02-22 22 23 21 22 22
## 2013-02-25 21 23 21 21 21
## 2013-02-26 22 23 21 22 22
## 2013-02-27 22 22 21 23 22
## 2013-03-04 23 28 21 23 23
## 2013-03-05 23 24 21 22 23
## 2013-03-15 25 24 28 25 24
## 2013-03-18 24 27 28 24 24
## 2013-03-20 23 24 21 23 24
## 2013-03-21 22 26 21 23 24
## 2013-03-26 24 27 21 25 24
## 2013-03-28 23 25 21 23 23
## 2013-04-02 23 24 21 24 23
## 2013-04-09 25 26 28 26 26
## 2013-04-18 27 24 28 26 26
## 2013-04-23 25 24 28 25 25
## 2013-04-25 26 26 28 26 25
## 2013-04-29 26 27 28 26 26
## 2013-05-02 31 32 35 31 31
## 2013-05-06 31 31 28 30 31
## 2013-05-07 30 32 28 30 30
## 2013-05-10 31 32 28 31 31
## 2013-05-23 29 31 28 29 29
## 2013-05-24 30 32 28 30 30
## 2013-05-31 30 29 28 29 28
## 2013-06-06 29 29 28 30 30
## 2013-06-13 30 30 28 30 31
## 2013-06-14 31 28 28 32 32
## 2013-06-27 35 35 35 35 35
## 2013-07-03 35 33 35 35 35
## 2013-07-08 35 34 35 36 37
## 2013-07-09 37 33 35 37 37
## 2013-07-17 40 38 43 40 40
## 2013-07-19 41 44 43 41 41
## 2013-07-24 40 43 43 40 42
## 2013-07-30 43 41 43 43 42
## 2013-08-01 51 35 55 52 57
## 2013-08-06 52 45 55 52 52
## 2013-08-16 49 45 47 49 49
## 2013-08-23 52 46 55 51 51
## 2013-08-27 51 53 55 52 52
## 2013-08-29 53 49 55 54 52
## 2013-09-12 63 64 67 63 63
## 2013-09-25 68 70 67 68 68
## 2013-09-26 67 69 67 67 68
## 2013-10-02 71 71 67 72 71
## 2013-10-04 71 69 77 72 70
## 2013-10-08 63 65 67 64 63
## 2013-10-24 68 67 67 67 68
## 2013-10-29 69 58 67 68 67
## 2013-11-15 69 62 67 70 64
## 2013-11-20 63 64 67 62 64
## 2013-11-22 62 63 67 61 58
## 2013-11-25 59 61 55 59 62
## 2013-11-26 60 61 67 60 62
## 2013-11-29 59 61 55 60 60
## 2013-12-04 62 63 67 63 63
## 2013-12-09 65 66 67 65 66
## 2013-12-10 66 66 67 65 63
## 2013-12-31 69 66 67 68 68
## 2014-01-02 67 69 67 67 68
## 2014-01-06 71 68 77 72 73
## 2014-01-07 73 74 77 73 78
## 2014-01-16 81 72 77 82 82
## 2014-01-17 81 78 77 81 82
## 2014-01-23 78 68 77 79 76
## 2014-01-27 74 68 77 73 76
## 2014-01-28 76 67 77 75 72
## 2014-02-04 77 68 77 77 75
## 2014-02-05 77 71 77 76 89
## 2014-02-06 83 66 92 87 89
## 2014-02-10 92 75 92 92 93
## 2014-02-12 92 81 92 91 92
## 2014-02-14 92 86 92 90 92
## 2014-02-18 91 83 92 91 90
## 2014-02-25 95 84 92 95 95
## 2014-02-26 95 80 92 96 97
## 2014-02-27 95 80 92 97 94
## 2014-03-06 94 81 92 96 97
## 2014-03-12 90 79 92 91 87
## 2014-03-17 91 75 92 89 90
## 2014-03-20 84 71 77 84 83
## 2014-03-27 79 73 77 77 76
## 2014-03-31 78 68 77 78 80
## 2014-04-01 79 69 77 79 76
## 2014-04-02 73 65 77 75 71
## 2014-04-04 68 67 67 67 66
## 2014-04-11 63 63 67 62 62
## 2014-04-30 58 58 55 59 64
## 2014-05-02 60 66 55 61 60
## 2014-05-07 55 50 55 53 53
## 2014-05-12 54 51 55 56 56
## 2014-05-19 57 55 55 58 57
## 2014-05-22 61 55 55 61 62
## 2014-05-27 64 64 67 63 63
## 2014-05-28 64 61 67 64 69
## 2014-05-29 67 59 67 67 66
## 2014-06-02 65 66 67 65 65
## 2014-06-03 64 53 67 64 65
## 2014-06-04 65 60 67 66 65
## 2014-06-11 67 60 67 66 66
## 2014-06-17 75 73 77 75 77
## 2014-06-23 77 66 77 77 76
## 2014-06-27 78 70 77 76 77
## 2014-06-30 77 71 77 78 78
## 2014-07-09 69 73 67 70 71
## 2014-07-11 71 70 67 71 71
## 2014-07-14 70 64 67 70 69
## 2014-07-16 64 61 67 67 67
## 2014-07-17 69 68 67 67 68
## 2014-07-23 70 63 67 69 70
## 2014-07-28 70 67 67 70 69
## 2014-08-01 69 70 67 66 69
## 2014-08-07 68 63 67 68 68
## 2014-08-13 73 68 77 74 75
## 2014-08-21 81 77 77 80 82
## 2014-08-22 80 77 77 81 83
## 2014-08-25 81 76 77 82 82
## 2014-08-26 82 74 77 83 83
## 2014-09-02 83 77 77 84 83
## 2014-09-03 81 64 77 82 82
## 2014-09-05 81 70 77 82 82
## 2014-09-11 80 69 77 81 82
## 2014-09-17 76 76 77 76 76
## 2014-09-26 71 64 67 69 70
## 2014-09-29 66 71 67 69 68
## 2014-09-30 67 64 67 67 67
## 2014-10-01 69 63 67 68 69
## 2014-10-02 70 71 67 70 69
## 2014-10-08 68 74 67 68 70
## 2014-10-10 65 61 67 65 62
## 2014-10-24 58 55 55 58 57
## 2014-10-27 57 51 55 58 59
## 2014-10-31 60 63 55 60 61
## 2014-11-05 57 65 55 58 59
## 2014-11-14 58 50 55 58 58
## 2014-11-17 57 49 55 57 57
## 2014-11-26 58 55 55 57 57
## 2014-12-16 51 42 47 52 52
## 2014-12-17 52 49 55 52 52
## 2014-12-24 52 49 55 52 53
## 2014-12-29 54 52 55 54 54
## 2015-01-02 54 49 55 54 53
## 2015-01-06 52 49 55 52 52
## 2015-01-07 52 51 55 53 54
## 2015-01-09 55 44 55 55 54
## 2015-01-12 53 46 55 53 53
## 2015-01-14 52 44 55 51 50
## 2015-01-15 50 39 47 51 51
## 2015-01-22 55 49 55 55 55
## 2015-01-28 53 48 55 52 53
## 2015-02-04 58 58 55 57 57
## 2015-02-06 49 40 47 45 42
## 2015-02-12 47 41 47 48 48
## 2015-02-19 48 45 47 47 48
## 2015-02-27 48 46 47 48 48
## 2015-03-02 48 47 47 49 49
## 2015-03-03 48 49 47 48 48
## 2015-03-05 47 43 47 47 47
## 2015-03-10 46 44 47 46 46
## 2015-03-13 46 43 47 48 47
## 2015-03-16 46 45 47 47 47
## 2015-03-18 46 43 47 46 45
## 2015-03-19 45 41 47 44 45
## 2015-03-23 47 44 47 48 47
## 2015-03-25 45 46 47 45 46
## 2015-03-30 47 42 47 47 47
## 2015-04-01 46 46 47 46 47
## 2015-04-06 47 45 47 47 47
## 2015-04-17 48 47 47 47 48
## 2015-05-01 39 44 43 38 40
## 2015-05-05 38 37 35 38 38
## 2015-05-06 39 41 35 39 47
## 2015-05-07 47 35 47 47 50
## 2015-05-08 49 44 47 49 49
## 2015-05-13 47 43 47 47 47
## 2015-05-18 46 42 47 46 46
## 2015-05-26 45 43 47 45 46
## 2015-05-28 48 47 47 48 48
## 2015-06-11 44 42 43 44 44
## 2015-06-12 44 43 43 43 44
## 2015-06-16 44 43 43 44 45
## 2015-06-24 45 43 47 44 45
## 2015-06-26 44 44 43 43 42
## 2015-07-01 42 41 43 42 38
## 2015-07-09 34 37 35 34 35
## 2015-07-13 36 34 35 36 36
## 2015-07-14 36 33 35 36 35
## 2015-07-20 34 34 35 35 36
## 2015-07-24 34 32 35 34 34
## 2015-07-28 33 33 35 33 25
## 2015-08-03 26 28 28 27 26
## 2015-08-05 25 27 28 25 25
## 2015-08-19 25 29 28 24 24
## 2015-08-20 23 29 21 23 23
## 2015-08-21 23 25 21 22 23
## 2015-08-24 23 27 21 22 23
## 2015-08-26 24 25 21 24 24
## 2015-08-28 24 27 21 25 24
## 2015-09-01 24 25 21 24 24
## 2015-09-02 24 26 21 24 24
## 2015-09-03 24 27 21 25 24
## 2015-09-17 25 27 28 25 25
## 2015-09-18 24 22 28 24 24
## 2015-09-21 24 22 21 24 23
## 2015-09-24 22 27 21 22 22
## 2015-10-09 25 25 28 24 23
## 2015-10-14 22 26 21 22 23
## 2015-10-15 23 23 21 23 23
## 2015-10-22 23 23 21 23 23
## 2015-10-23 23 25 21 23 24
## 2015-10-29 22 26 21 22 22
## 2015-11-02 24 25 21 25 24
## 2015-11-05 25 26 28 26 26
## 2015-11-09 25 28 28 26 25
## 2015-11-10 25 28 28 25 25
## 2015-11-11 25 29 28 26 26
## 2015-11-12 26 26 28 27 27
## 2015-11-13 27 21 28 28 27
## 2015-11-16 28 33 28 28 28
## 2015-11-18 28 30 28 28 28
## 2015-11-19 28 30 28 29 31
## 2015-11-23 31 32 28 31 30
## 2015-11-25 30 30 28 30 30
## 2015-12-02 31 31 28 31 31
## 2015-12-09 30 33 28 31 31
## 2015-12-11 29 29 28 29 30
## 2015-12-18 27 28 28 26 26
## 2015-12-21 27 28 28 27 28
## 2015-12-23 29 29 28 29 28
## 2016-01-04 27 26 28 28 27
## 2016-01-05 26 29 28 27 26
## 2016-01-19 21 26 21 22 21
## 2016-01-20 21 22 21 20 21
## 2016-01-26 22 27 21 21 22
## 2016-01-28 22 24 21 22 21
## 2016-02-09 16 21 21 15 15
## 2016-02-10 16 20 21 14 15
## 2016-02-17 19 22 21 18 18
## 2016-02-24 19 24 21 19 19
## 2016-02-25 19 22 21 20 20
## 2016-03-01 21 26 21 22 21
## 2016-03-03 22 23 21 22 22
## 2016-03-10 21 27 21 20 21
## 2016-03-14 21 25 21 21 20
## 2016-03-18 21 21 21 20 20
## 2016-03-21 20 22 21 20 20
## 2016-03-22 20 21 21 19 19
## 2016-03-23 20 22 21 19 20
## 2016-03-24 19 28 21 19 19
## 2016-04-04 20 22 21 19 19
## 2016-04-06 20 22 21 19 20
## 2016-04-08 20 26 21 20 19
## 2016-04-11 20 26 21 20 20
## 2016-04-13 21 25 21 21 21
## 2016-04-19 21 23 21 22 21
## 2016-04-21 22 22 21 22 22
## 2016-04-25 21 25 21 22 21
## 2016-04-27 21 22 21 20 21
## 2016-05-05 22 24 21 22 26
## 2016-05-09 26 28 28 27 26
## 2016-05-12 25 27 28 25 25
## 2016-05-13 25 23 28 25 25
## 2016-05-17 25 27 28 24 25
## 2016-05-20 25 24 28 25 25
## 2016-05-23 25 23 28 26 25
## 2016-05-25 25 29 28 26 26
## 2016-05-31 26 31 28 26 26
## 2016-06-02 27 26 28 27 27
## 2016-06-03 27 27 28 27 27
## 2016-06-15 26 26 28 26 27
## 2016-06-16 27 27 28 28 27
## 2016-06-17 27 27 28 28 28
## 2016-06-21 28 32 28 29 28
## 2016-06-22 29 33 28 29 30
## 2016-06-28 28 33 28 29 29
## 2016-07-05 30 32 28 31 30
## 2016-07-06 30 33 28 30 30
## 2016-07-26 30 32 28 31 30
## 2016-08-12 38 34 35 38 37
## 2016-08-18 38 37 35 38 39
## 2016-08-19 38 34 35 38 38
## 2016-08-24 37 35 35 37 37
## 2016-09-08 38 37 35 37 37
## 2016-09-09 37 38 35 37 38
## 2016-09-12 38 38 35 37 37
## 2016-09-14 38 38 35 38 38
## 2016-09-15 38 36 35 37 38
## 2016-09-20 37 38 35 37 39
## 2016-09-21 38 39 35 38 38
## 2016-09-22 39 37 35 40 39
## 2016-10-03 43 43 43 43 42
## 2016-10-04 43 41 43 43 42
## 2016-10-07 41 41 43 41 41
## 2016-10-11 39 38 35 39 39
## 2016-10-12 39 39 35 38 38
## 2016-10-13 37 34 35 37 36
## 2016-10-17 37 37 35 35 36
## 2016-10-18 35 36 35 35 35
## 2016-10-19 34 34 35 34 34
## 2016-10-21 33 36 35 33 34
## 2016-10-24 34 36 35 33 34
## 2016-10-25 33 33 35 33 33
## 2016-10-26 33 33 35 32 33
## 2016-11-01 33 34 35 33 36
## 2016-11-03 36 34 35 37 36
## 2016-11-04 36 37 35 37 37
## 2016-11-11 36 36 35 36 36
## 2016-11-14 36 35 35 37 37
## 2016-11-17 38 40 35 38 38
## 2016-11-22 39 36 35 39 39
## 2016-11-25 39 37 35 38 38
## 2016-12-01 36 35 35 35 36
## 2016-12-06 36 36 35 36 36
## 2016-12-12 35 34 35 35 36
## 2016-12-15 36 38 35 36 36
## 2016-12-16 36 35 35 36 36
## 2016-12-22 39 37 35 37 38
## 2017-01-09 40 41 43 41 40
## 2017-01-20 41 46 43 41 42
## 2017-01-30 42 43 43 42 42
## 2017-02-02 42 43 43 42 42
## 2017-02-08 42 37 43 41 41
## 2017-02-09 41 39 43 40 36
## 2017-02-22 34 37 35 33 33
## 2017-02-27 34 34 35 34 34
## 2017-03-08 34 34 35 35 34
## 2017-03-13 35 35 35 35 34
## 2017-03-23 32 35 35 32 32
## 2017-03-27 32 36 35 32 32
## 2017-03-31 33 33 35 32 33
## 2017-04-06 33 31 35 33 33
## 2017-04-07 33 33 35 32 33
## 2017-04-10 33 34 35 33 33
## 2017-04-11 33 30 35 32 32
## 2017-04-12 32 31 35 31 32
## 2017-04-20 34 36 35 34 33
## 2017-04-21 34 34 35 34 34
## 2017-04-26 35 40 35 35 36
## 2017-05-01 36 34 35 37 36
## 2017-05-02 36 33 35 36 35
## 2017-05-03 35 37 35 36 35
## 2017-05-04 36 36 35 36 36
## 2017-05-08 36 39 35 35 35
## 2017-05-22 28 28 28 27 28
## 2017-05-24 28 32 28 28 28
## 2017-06-06 30 30 28 31 30
## 2017-06-12 30 30 28 30 31
## 2017-06-16 31 31 28 31 30
## 2017-06-19 30 34 28 29 29
## 2017-06-29 30 32 28 31 30
## 2017-07-10 30 34 28 31 31
## 2017-07-19 32 33 35 32 32
## 2017-07-24 32 38 35 33 32
## 2017-07-26 33 36 35 33 33
## 2017-07-28 33 32 35 33 33
## 2017-08-02 32 30 35 31 31
## 2017-08-03 32 33 28 32 40
## 2017-08-08 41 41 43 41 42
## 2017-08-11 42 41 43 43 43
## 2017-08-23 42 41 43 42 42
## 2017-08-24 42 43 43 42 42
## 2017-08-28 43 42 43 43 42
## 2017-08-30 43 41 43 43 43
## 2017-09-06 43 40 43 44 44
## 2017-09-07 44 43 43 44 44
## 2017-09-11 44 43 43 44 44
## 2017-09-12 43 45 43 43 43
## 2017-09-13 43 44 43 42 43
## 2017-09-18 44 42 43 45 44
## 2017-09-20 44 42 43 43 44
## 2017-09-28 43 40 43 44 43
## 2017-09-29 44 43 43 44 44
## 2017-10-04 47 42 47 47 46
## 2017-10-06 46 39 47 46 46
## 2017-10-13 43 42 43 43 44
## 2017-10-16 43 40 43 43 43
## 2017-10-20 44 43 43 44 44
## 2017-10-23 44 39 43 45 44
## 2017-10-24 44 39 43 45 44
## 2017-11-01 45 44 47 45 46
## 2017-11-02 46 45 47 46 46
## 2017-11-03 46 46 47 45 46
## 2017-11-10 46 44 47 46 46
## 2017-11-13 46 47 47 47 46
## 2017-11-17 47 46 47 47 47
## 2017-11-27 48 47 47 48 47
## 2017-12-06 42 43 43 41 41
## 2017-12-14 43 40 43 43 42
## 2017-12-15 43 41 43 43 44
## 2017-12-22 43 42 43 42 42
## 2018-01-05 44 43 43 44 44
## 2018-01-18 43 41 43 42 43
## 2018-01-29 44 43 43 44 44
## 2018-02-09 39 39 35 38 39
## 2018-02-13 39 39 35 40 41
## 2018-02-14 42 44 43 42 42
## 2018-02-15 41 41 43 42 42
## 2018-02-23 43 43 43 43 44
## 2018-02-27 43 42 43 43 44
## 2018-03-06 45 43 43 45 46
## 2018-03-07 45 41 47 45 46
## 2018-03-08 46 43 47 47 47
## 2018-03-09 47 45 47 47 47
## 2018-03-13 46 44 47 47 46
## 2018-03-19 45 42 47 45 45
## 2018-03-28 43 46 43 42 42
## 2018-04-04 43 46 43 43 42
## 2018-04-11 45 47 43 44 44
## 2018-04-18 44 42 43 44 45
## 2018-04-23 44 41 43 43 44
## 2018-05-01 45 44 43 45 45
## 2018-05-03 45 41 43 46 46
## 2018-05-08 48 52 47 48 48
## 2018-05-15 44 40 43 44 44
## 2018-05-18 47 43 47 47 46
## 2018-05-24 43 41 43 43 43
## 2018-06-06 42 40 43 41 41
## 2018-06-08 41 42 43 41 42
## 2018-06-11 43 41 43 43 43
## 2018-06-13 42 44 43 42 41
## 2018-06-14 41 39 43 41 41
## 2018-06-27 39 36 35 39 39
## 2018-06-28 40 40 35 40 39
## 2018-07-02 40 41 35 40 39
## 2018-07-06 41 40 43 41 40
## 2018-07-13 40 38 43 41 40
## 2018-07-16 41 41 43 41 41
## 2018-07-18 40 40 43 40 40
## 2018-07-20 39 38 35 38 39
## 2018-07-24 39 34 35 39 39
## 2018-07-25 39 36 35 40 40
## 2018-07-27 38 36 35 37 37
## 2018-08-03 38 38 35 39 39
## 2018-08-15 46 43 47 46 46
## 2018-08-17 45 44 47 44 45
## 2018-08-27 47 45 47 47 47
## 2018-08-29 47 45 47 46 47
## 2018-09-07 45 46 47 44 45
## 2018-09-11 46 38 47 46 46
## 2018-09-12 47 40 47 46 46
## 2018-09-14 46 45 47 47 46
## 2018-09-17 46 44 47 47 50
## 2018-10-08 45 42 47 45 45
## 2018-10-12 43 43 43 43 43
## 2018-10-16 43 45 43 44 44
## 2018-10-19 43 42 43 42 43
## 2018-11-01 43 41 43 44 43
## 2018-11-08 43 41 43 43 32
## 2018-11-12 34 31 35 33 34
## 2018-11-27 32 32 28 33 32
## 2018-12-06 35 35 35 35 35
## 2018-12-07 35 33 35 35 36
## 2018-12-20 33 33 35 33 32
## 2018-12-24 33 32 35 33 34
## 2018-12-26 34 29 35 35 35
## 2018-12-31 35 36 35 34 35
## 2019-01-04 35 34 35 35 35
## 2019-01-07 35 35 35 36 36
## 2019-01-09 36 37 35 36 34
## 2019-01-22 36 36 35 37 35
## 2019-01-28 37 35 35 36 36
## 2019-02-06 37 36 35 36 36
## 2019-02-12 39 35 35 38 38
## 2019-02-13 40 38 35 38 38
## 2019-02-14 39 37 35 38 40
## 2019-02-21 38 41 35 38 39
## 2019-02-25 38 33 35 38 38
## 2019-02-28 37 33 35 37 37
## 2019-03-01 37 32 35 37 37
## 2019-03-07 34 33 35 35 35
## 2019-03-12 34 34 35 34 35
## 2019-03-14 35 37 35 35 35
## 2019-03-15 35 34 35 34 35
## 2019-03-19 34 35 35 34 35
## 2019-03-20 34 37 35 35 35
## 2019-03-21 35 34 35 34 34
## 2019-03-22 35 37 35 35 35
## 2019-03-27 35 33 35 35 35
## 2019-03-28 35 34 35 34 34
## 2019-03-29 35 36 35 36 35
## 2019-04-01 35 36 35 36 35
## 2019-04-10 36 36 35 35 36
## 2019-04-12 35 33 35 35 35
## 2019-04-22 37 36 35 38 38
## 2019-04-24 39 41 35 39 40
## 2019-04-25 39 41 35 40 40
## 2019-04-26 40 39 35 40 40
## 2019-05-01 41 45 35 40 40
## 2019-05-22 32 32 35 31 32
## 2019-05-24 32 31 35 31 31
## 2019-05-29 31 33 28 31 31
## 2019-06-07 32 32 28 32 32
## 2019-06-19 33 33 35 33 33
## 2019-06-26 34 38 35 33 34
## 2019-06-27 34 39 35 34 34
## 2019-07-05 35 35 35 35 35
## 2019-07-15 36 35 35 36 36
## 2019-07-18 34 32 35 34 34
## 2019-07-19 34 32 35 33 34
## 2019-07-29 36 33 35 36 36
## 2019-07-30 35 38 35 35 35
## 2019-07-31 34 34 35 34 35
## 2019-08-02 35 34 35 35 34
## 2019-08-12 34 34 35 34 35
## 2019-08-15 33 35 35 34 33
## 2019-08-16 33 31 35 32 33
## 2019-08-23 32 33 35 33 32
## 2019-08-30 33 32 35 33 33
## 2019-09-03 33 33 35 32 33
## 2019-09-06 33 35 35 34 33
## 2019-09-10 34 34 35 35 35
## 2019-09-11 35 40 35 35 37
## 2019-09-12 37 39 35 37 37
## 2019-09-24 34 34 35 35 35
## 2019-10-07 33 33 35 32 33
## 2019-10-09 31 33 35 32 32
## 2019-10-22 34 32 35 33 34
## 2019-10-23 33 33 35 33 34
## 2019-10-30 34 34 35 34 35
## 2019-11-01 35 38 35 34 34
## 2019-11-05 33 33 35 32 33
## 2019-11-18 34 38 35 34 34
## 2019-11-21 34 36 35 34 35
## 2019-11-27 35 36 35 34 35
## 2019-12-02 34 34 35 34 34
## 2019-12-11 33 31 35 33 33
## 2019-12-12 34 35 35 34 34
## 2019-12-13 34 34 35 34 34
## 2019-12-16 34 35 35 35 34
## 2019-12-20 34 35 35 34 34
## 2019-12-23 34 34 35 34 34
## 2019-12-26 35 35 35 35 35
## 2019-12-31 34 36 35 34 35
## 2020-01-10 36 34 35 36 36
## 2020-01-29 35 34 35 34 35
## 2020-02-04 34 34 35 35 35
## 2020-02-07 34 35 35 35 34
## 2020-02-11 35 36 35 36 35
## 2020-02-13 36 35 35 36 35
## 2020-02-19 34 35 35 34 35
## 2020-02-20 34 35 35 33 34
## 2020-02-27 31 29 28 31 31
## 2020-03-02 31 28 35 31 31
## 2020-03-04 31 32 28 30 29
## 2020-03-09 27 29 28 27 28
## results_round 0.51 0.13 0.17 0.48 100Lets compare this to the table we just saw earlier when the values weren’t rounded or zero if less than zero.
Results## RandomForest KNN Rpart GLM
## 2012-03-16 21.8527515231 23.6080002 20.9650825454545 21.7814565517811
## 2012-03-21 23.4433496296334 23.334 20.9650825454545 23.7786820694221
## 2012-03-23 23.5171571670001 30.818 20.9650825454545 24.4637223628292
## 2012-03-27 26.7315608579667 31.8979998 27.9981278173516 28.460641384726
## 2012-03-29 27.3648435893667 31.0059998 27.9981278173516 27.2643439441957
## 2012-04-02 26.9627240613667 27.9959992 27.9981278173516 25.939775591441
## 2012-04-12 26.5081473320333 28.3899998 27.9981278173516 26.9660616579355
## 2012-04-13 25.4969236192 30.8579998 27.9981278173516 25.8904877948612
## 2012-04-19 23.6269034890667 30.0299994 20.9650825454545 23.8634765600345
## 2012-04-24 20.5944217580667 22.6640004 20.9650825454545 20.8380706947259
## 2012-04-25 21.2889651799667 30.874 20.9650825454545 22.140347491964
## 2012-04-26 21.3916120998333 23.208 20.9650825454545 22.1386636235722
## 2012-05-04 21.3352766541238 22.1039996 20.9650825454545 21.9681765141924
## 2012-05-11 20.1766577361667 21.8099996 20.9650825454545 19.6286239164327
## 2012-05-22 19.6138927228333 22.9079998 20.9650825454545 19.4019427198856
## 2012-05-29 16.6515347609333 20.4500002 20.9650825454545 16.3579786851369
## 2012-06-20 20.0854815850334 21.2300008 20.9650825454545 20.2134185778226
## 2012-06-25 22.9155171123334 30.1120002 20.9650825454545 22.9454471998828
## 2012-06-26 22.7613093761001 26.5280004 20.9650825454545 23.0822933265096
## 2012-07-03 25.4344445799667 29.996 27.9981278173516 25.710234956902
## 2012-07-09 24.6087567422334 23.2060006 27.9981278173516 23.912832611038
## 2012-07-11 21.5286605817334 24.2220002 20.9650825454545 21.3538953933577
## 2012-07-12 21.7851445682333 24.9539998 20.9650825454545 21.0407264449663
## 2012-07-18 23.1684302918667 26.4740002 20.9650825454545 23.8639106956632
## 2012-07-23 22.5877293654667 27.0179996 20.9650825454545 22.5005757454607
## 2012-08-03 23.8215202886 22.33 20.9650825454545 24.1457172040362
## 2012-08-07 26.2130035106667 27.9540002 27.9981278173516 26.7850062385313
## 2012-08-08 26.1027298571667 30.512 27.9981278173516 26.3626289539162
## 2012-08-22 18.2162299556 24.8299998 20.9650825454545 18.8120435469584
## 2012-09-12 25.0343093901 23.1160004 27.9981278173516 24.9311136346292
## 2012-09-25 25.7020756728 28.0579992 27.9981278173516 26.4617836955097
## 2012-09-28 27.001871156 26.5300002 27.9981278173516 27.8628091553745
## 2012-10-03 28.3102780652333 30.3200004 27.9981278173516 28.7112283028014
## 2012-10-05 27.3545024159 28.5500004 27.9981278173516 27.3766615397148
## 2012-10-08 27.3111955584667 28.2480004 27.9981278173516 27.360520444061
## 2012-10-09 27.3259489885667 25.9879996 27.9981278173516 26.6005573077158
## 2012-10-10 26.7060549194333 26.7259998 27.9981278173516 25.6270693570103
## 2012-10-11 25.420298464 30.0359998 27.9981278173516 25.1989443543546
## 2012-10-18 24.8069210840334 25.0920002 27.9981278173516 23.9025368703918
## 2012-10-22 23.6132347371 22.8200006 20.9650825454545 23.3862558756113
## 2012-10-23 23.7388757895667 27.6180002 20.9650825454545 24.1296339131607
## 2012-10-25 23.4430023027334 22.0939998 20.9650825454545 23.3829178527853
## 2012-11-05 18.7958237824667 23.8319996 20.9650825454545 18.2840177365141
## 2012-11-07 18.5030689915 24.238 20.9650825454545 17.1130700955869
## 2012-11-12 16.8819036967 27.8400004 20.9650825454545 17.2818144885921
## 2012-11-26 19.2135751367333 28.1760004 20.9650825454545 19.9423503435242
## 2012-12-05 18.6102622804667 20.2900006 20.9650825454545 17.9053817680437
## 2012-12-17 18.6244979056 19.584 20.9650825454545 18.156600543574
## 2012-12-21 19.0728561936666 27.6079998 20.9650825454545 18.9763151502304
## 2012-12-28 19.0557485291333 27.6079998 20.9650825454545 18.8484865594128
## 2012-12-31 19.0161974055666 20.0039992 20.9650825454545 20.2837305274913
## 2013-01-02 19.7613138706 24.4299998 20.9650825454545 20.4720193752848
## 2013-01-09 20.9626635338 24.1139998 20.9650825454545 20.7905539490091
## 2013-01-22 20.8019539310333 22.7299998 20.9650825454545 21.3818085991857
## 2013-01-29 20.7830123604334 22.0259998 20.9650825454545 20.0862914379507
## 2013-02-01 19.7448611049333 23.2479994 20.9650825454545 19.6508019690073
## 2013-02-05 21.3322236462905 22.5280006 20.9650825454545 22.0140968523812
## 2013-02-07 21.6475249415333 24.3399996 20.9650825454545 22.2068869700472
## 2013-02-22 22.3878008825 23.254 20.9650825454545 21.58047941358
## 2013-02-25 21.4329193252334 22.7960002 20.9650825454545 20.9222060067743
## 2013-02-26 21.5069223587 22.8379996 20.9650825454545 22.2742714624965
## 2013-02-27 22.0819285846 22.2160002 20.9650825454545 22.6954472073551
## 2013-03-04 23.4717024681667 27.4120004 20.9650825454545 22.7770827063733
## 2013-03-05 22.6066412439667 24.3199996 20.9650825454545 22.3383725123655
## 2013-03-15 24.6768002346 24.1420006 27.9981278173516 24.5191834971961
## 2013-03-18 24.3336276279667 26.9580004 27.9981278173516 23.8215522183486
## 2013-03-20 23.3380781172333 23.814 20.9650825454545 23.2712432701707
## 2013-03-21 22.4287356807 25.7299998 20.9650825454545 23.2981319197384
## 2013-03-26 24.4902037373048 26.9360004 20.9650825454545 24.5261482907636
## 2013-03-28 22.5319182301334 24.996 20.9650825454545 22.8969596593817
## 2013-04-02 23.1994227932667 24.1 20.9650825454545 23.5908672118994
## 2013-04-09 25.1117647320667 26.3099996 27.9981278173516 25.5276804195466
## 2013-04-18 26.6258820097333 24.3399996 27.9981278173516 26.1652929053995
## 2013-04-23 25.1841714352667 24.1359996 27.9981278173516 24.5118381836682
## 2013-04-25 25.9446791177667 25.866 27.9981278173516 26.3222035872585
## 2013-04-29 25.6667451419667 26.3399998 27.9981278173516 26.0852461842042
## 2013-05-02 30.7511255153333 32.4019998 35.1029891793478 30.6051995454228
## 2013-05-06 30.5995976222333 31.2179996 27.9981278173516 29.78826001277
## 2013-05-07 30.4503846158333 31.6219996 27.9981278173516 29.7830306895422
## 2013-05-10 30.7931603901333 31.47 27.9981278173516 30.7278593694342
## 2013-05-23 29.4323400601 31.008 27.9981278173516 28.9160010023821
## 2013-05-24 29.6256425740334 32.0760002 27.9981278173516 30.4861321505503
## 2013-05-31 29.6442441480333 28.7420002 27.9981278173516 28.7641078619492
## 2013-06-06 29.2208351965666 28.852 27.9981278173516 29.9507788867742
## 2013-06-13 29.9824076059334 29.7359992 27.9981278173516 30.3819399964401
## 2013-06-14 30.7018042019333 27.9839996 27.9981278173516 31.534662070269
## 2013-06-27 34.8338152748333 35.4460006 35.1029891793478 35.1226456800167
## 2013-07-03 34.8428423935 33.4300004 35.1029891793478 35.06407650233
## 2013-07-08 35.0047855605667 34.1680002 35.1029891793478 35.6737994999952
## 2013-07-09 37.0285621747 33.3999992 35.1029891793478 36.5628825349185
## 2013-07-17 40.1779637575333 37.619999 42.6434158168317 39.6621586647269
## 2013-07-19 41.2300803368333 44.0359994 42.6434158168317 40.6082691257933
## 2013-07-24 39.9587846494667 43.4620004 42.6434158168317 40.4675174369466
## 2013-07-30 42.8743627331 41.5879998 42.6434158168317 43.1883962285027
## 2013-08-01 50.6650126915668 35.2759998 55.2323077307692 51.6576296470528
## 2013-08-06 52.4880494620999 44.8680008 55.2323077307692 52.3083625448619
## 2013-08-16 48.9155996030333 44.732001 47.1672581370968 49.202194401652
## 2013-08-23 51.5323901967333 46.3059998 55.2323077307692 50.869715514699
## 2013-08-27 50.8584459283 52.5960002 55.2323077307692 52.3104482433789
## 2013-08-29 52.8961819374667 48.95 55.2323077307692 53.6090580628145
## 2013-09-12 62.5798434800667 64.3420006 66.9224110178571 62.8529892212826
## 2013-09-25 67.9804589177666 70.513999 66.9224110178571 67.8038643005673
## 2013-09-26 66.8993887879 69.0000008 66.9224110178571 67.4882946658836
## 2013-10-02 71.0242509183667 71.4740006 66.9224110178571 71.6743878498491
## 2013-10-04 71.2900143811667 69.16 77.41711525 72.0414927091168
## 2013-10-08 63.1129649967668 65.0840014 66.9224110178571 64.0808102413485
## 2013-10-24 67.8035080304667 67.0800002 66.9224110178571 67.0615354301987
## 2013-10-29 69.0700246224666 57.668 66.9224110178571 68.0679405904157
## 2013-11-15 68.6468244290667 61.828 66.9224110178571 69.6841915601556
## 2013-11-20 62.6916251960334 63.856 66.9224110178571 62.2414860931837
## 2013-11-22 61.6479064736668 62.4559996 66.9224110178571 61.485887071857
## 2013-11-25 58.5337230737 61.06 55.2323077307692 58.6283539518698
## 2013-11-26 60.0273199920333 60.5880012 66.9224110178571 60.3622330445588
## 2013-11-29 58.9264837434333 60.635999 55.2323077307692 59.6571021860031
## 2013-12-04 62.4292272080667 63.5960008 66.9224110178571 62.5167036603795
## 2013-12-09 65.1528056931001 65.6740004 66.9224110178571 64.4839771908069
## 2013-12-10 65.6128383489666 66.0060014 66.9224110178571 65.3514590966909
## 2013-12-31 68.5174039968 65.6340012 66.9224110178571 67.9869795678658
## 2014-01-02 66.7808226841999 69.0000008 66.9224110178571 67.0855923082096
## 2014-01-06 70.5873192642 67.7399986 77.41711525 72.1324584860437
## 2014-01-07 72.9227634990333 73.5779998 77.41711525 73.3523892096385
## 2014-01-16 81.2817899251998 72.0179992 77.41711525 81.7069368339263
## 2014-01-17 80.9104458304667 78.3080004 77.41711525 81.2050193446648
## 2014-01-23 77.8423058809334 68.0280006 77.41711525 78.5396510838079
## 2014-01-27 73.9612341391001 68.1419998 77.41711525 72.6756357463787
## 2014-01-28 75.663785221 66.6460006 77.41711525 75.1029797081782
## 2014-02-04 77.4823876693333 68.1400008 77.41711525 76.8224336195716
## 2014-02-05 76.6325718782333 71.4740006 77.41711525 75.878814848395
## 2014-02-06 82.7718537667999 65.9199988 92.0127780555555 87.5196873138891
## 2014-02-10 91.7486408151334 74.7359986 92.0127780555555 91.5038162840196
## 2014-02-12 91.8631514175666 80.8980012 92.0127780555555 91.3053634917519
## 2014-02-14 91.6867760355332 85.9320006 92.0127780555555 90.3607041394763
## 2014-02-18 90.8530893478 83.0880006 92.0127780555555 90.816924942704
## 2014-02-25 94.9660390402001 84.1400008 92.0127780555555 95.2222166181112
## 2014-02-26 95.4258926340667 80.1220002 92.0127780555555 95.7197634720791
## 2014-02-27 95.2007289143667 79.7579986 92.0127780555555 96.859356673458
## 2014-03-06 94.4849443988668 81.4259994 92.0127780555555 96.3327453827091
## 2014-03-12 90.3277375169 79.215999 92.0127780555555 91.0464174353379
## 2014-03-17 90.9991580275334 74.7359986 92.0127780555555 89.3701189028288
## 2014-03-20 83.9286272508333 70.4000008 77.41711525 83.6432633699451
## 2014-03-27 78.7969283101998 72.5580002 77.41711525 77.3649880133014
## 2014-03-31 77.5431427005333 68.487999 77.41711525 77.4848854904669
## 2014-04-01 78.7725008654666 69.0600008 77.41711525 79.0558681169859
## 2014-04-02 72.9533523748667 65.3279992 77.41711525 74.8242523173924
## 2014-04-04 67.8831627321 67.4920012 66.9224110178571 66.6118871834039
## 2014-04-11 63.1083095072334 62.7080008 66.9224110178571 62.4195671181174
## 2014-04-30 58.2932876922001 57.8479996 55.2323077307692 58.8767736735731
## 2014-05-02 59.5567001411667 65.7220016 55.2323077307692 60.614341629919
## 2014-05-07 54.5660710398667 50.3199996 55.2323077307692 53.4245522820864
## 2014-05-12 54.0191070244334 50.8660004 55.2323077307692 55.8880831685293
## 2014-05-19 57.4782637652667 55.2159996 55.2323077307692 57.7585549704689
## 2014-05-22 61.3755099007 55.11 55.2323077307692 60.9157762588794
## 2014-05-27 64.0497927432667 63.6420006 66.9224110178571 63.2181897658048
## 2014-05-28 63.7932106822 61.1580002 66.9224110178571 63.920651541224
## 2014-05-29 66.5269070498668 58.9059996 66.9224110178571 66.8987234817985
## 2014-06-02 64.8852094369667 66.1480012 66.9224110178571 64.8081245806785
## 2014-06-03 64.4202650712667 53.1839994 66.9224110178571 64.0184860700825
## 2014-06-04 65.2965845244333 60.6920008 66.9224110178571 65.6793508708465
## 2014-06-11 66.7007944369334 59.777999 66.9224110178571 66.3172846111994
## 2014-06-17 75.1408064425666 73.1139998 77.41711525 75.1892337927387
## 2014-06-23 77.1374335425333 65.8480002 77.41711525 76.6819965646197
## 2014-06-27 77.7852263459332 70.1159996 77.41711525 76.3783454453889
## 2014-06-30 77.0804776074666 70.6060006 77.41711525 77.8042129118707
## 2014-07-09 69.4605588968001 72.896 66.9224110178571 69.8866842185217
## 2014-07-11 71.1574815726667 70.084001 66.9224110178571 70.5621403227865
## 2014-07-14 70.4809548679 63.6420004 66.9224110178571 69.7194051830442
## 2014-07-16 63.8736681531333 60.8299988 66.9224110178571 66.998882976262
## 2014-07-17 69.0279076522333 68.11 66.9224110178571 66.6374001622613
## 2014-07-23 69.6818058326001 63.441999 66.9224110178571 69.285033402072
## 2014-07-28 70.0852356115333 67.4379996 66.9224110178571 70.0215680939369
## 2014-08-01 68.5184230446333 69.7520002 66.9224110178571 66.3139566950694
## 2014-08-07 67.6646575027667 63.5840004 66.9224110178571 67.8499116196354
## 2014-08-13 72.5220304099334 68.0939994 77.41711525 74.0827403313444
## 2014-08-21 80.6067549330665 76.811998 77.41711525 80.4262404553936
## 2014-08-22 80.2882837258667 77.0319998 77.41711525 81.4667594164943
## 2014-08-25 80.9668336051 75.7219994 77.41711525 81.7780832744715
## 2014-08-26 82.3761986544333 73.8200014 77.41711525 83.0067920656472
## 2014-09-02 83.1042688434 77.0860002 77.41711525 83.9523601968507
## 2014-09-03 81.4093785009999 64.4079986 77.41711525 82.2996535150378
## 2014-09-05 81.2043803101999 70.1159996 77.41711525 81.7136393190853
## 2014-09-11 80.4707472005 69.0000008 77.41711525 80.935917705139
## 2014-09-17 76.0984796542667 75.815999 77.41711525 75.8633914409989
## 2014-09-26 70.5788178533667 64.418 66.9224110178571 69.3779910535655
## 2014-09-29 66.2791428704666 70.7839996 66.9224110178571 68.6463000345899
## 2014-09-30 66.8950538438332 64.368001 66.9224110178571 67.3940249284126
## 2014-10-01 68.613718151 63.2940004 66.9224110178571 67.5256625279708
## 2014-10-02 69.9486219094332 71.3300002 66.9224110178571 69.5407437194455
## 2014-10-08 68.3229943998 73.905999 66.9224110178571 68.5072494345081
## 2014-10-10 65.3684514875667 60.8459998 66.9224110178571 65.2221281635884
## 2014-10-24 57.6362332039001 55.2360002 55.2323077307692 58.453299387838
## 2014-10-27 57.2297470482667 50.814001 55.2323077307692 58.0449924364611
## 2014-10-31 60.4728152349668 63.1720008 55.2323077307692 60.4428956552749
## 2014-11-05 57.3194917683333 64.8939996 55.2323077307692 57.7936734129008
## 2014-11-14 57.8812598597668 49.613999 55.2323077307692 58.2516411522642
## 2014-11-17 56.7536549374334 48.8900004 55.2323077307692 57.1852419976679
## 2014-11-26 57.8869570365333 55.1139992 55.2323077307692 57.2397181799318
## 2014-12-16 50.9028405747333 42.3720002 47.1672581370968 51.6201825788466
## 2014-12-17 51.7888269159668 48.5539992 55.2323077307692 52.4302208737547
## 2014-12-24 52.4722989300001 48.632 55.2323077307692 52.0244067502817
## 2014-12-29 54.1552082354001 52.3800002 55.2323077307692 53.8835086991856
## 2015-01-02 53.7151117485334 49.400001 55.2323077307692 54.3754858793218
## 2015-01-06 52.1370425956667 49.2160004 55.2323077307692 51.5539714327993
## 2015-01-07 52.4279057323334 50.5160004 55.2323077307692 52.614438476083
## 2015-01-09 54.8853628953667 44.0359994 55.2323077307692 54.8859402049431
## 2015-01-12 53.3327900265334 46.4659998 55.2323077307692 53.1505418928212
## 2015-01-14 52.3884612837667 43.4160004 55.2323077307692 51.1060783351573
## 2015-01-15 50.2327624489 39.1160004 47.1672581370968 50.5731631688638
## 2015-01-22 55.4977755047 49.3439996 55.2323077307692 55.2232215268348
## 2015-01-28 52.9438150363667 48.2900002 55.2323077307692 52.1136973408713
## 2015-02-04 57.6975713570667 57.7599998 55.2323077307692 57.3806647070955
## 2015-02-06 48.7153497984 40.0699992 47.1672581370968 45.0944276366432
## 2015-02-12 47.1772546198 40.8979994 47.1672581370968 47.5187346055938
## 2015-02-19 47.5272702765001 45.25 47.1672581370968 47.5012260966481
## 2015-02-27 47.6785855398 45.8040002 47.1672581370968 47.7237907060796
## 2015-03-02 48.0222829753333 46.458001 47.1672581370968 48.5749342679023
## 2015-03-03 47.9874242129333 48.5759992 47.1672581370968 47.9486887941907
## 2015-03-05 47.372753608 43.1120004 47.1672581370968 46.6721569145256
## 2015-03-10 45.7152298756999 43.986001 47.1672581370968 45.8768017637226
## 2015-03-13 46.1514349445333 42.9919998 47.1672581370968 47.5430523970468
## 2015-03-16 46.2701583098 44.6879998 47.1672581370968 47.4120397999075
## 2015-03-18 46.2325300199 43.3800002 47.1672581370968 45.7904497893931
## 2015-03-19 44.6791785103666 40.9519996 47.1672581370968 44.393444663686
## 2015-03-23 47.2119146600524 43.6559998 47.1672581370968 47.6031288578631
## 2015-03-25 45.3737066288333 45.9940004 47.1672581370968 44.8788121262965
## 2015-03-30 46.9107227972 41.8960006 47.1672581370968 46.6928953179516
## 2015-04-01 46.0916445176666 45.9240006 47.1672581370968 46.1286481909238
## 2015-04-06 47.0855356602 45.230001 47.1672581370968 47.1755462968183
## 2015-04-17 47.8956046296333 46.486 47.1672581370968 47.3304258010855
## 2015-05-01 39.1827986005334 43.7159988 42.6434158168317 38.3814728943381
## 2015-05-05 38.4112953912 37.336 35.1029891793478 38.0921016862077
## 2015-05-06 39.3201827098333 41.0920002 35.1029891793478 38.7090246511621
## 2015-05-07 46.5704773021 35.2759998 47.1672581370968 47.1552852262322
## 2015-05-08 48.6892760019 44.0180002 47.1672581370968 49.4561799141067
## 2015-05-13 47.1256631690667 42.4259994 47.1672581370968 47.0923134543408
## 2015-05-18 45.7512653332 41.9640002 47.1672581370968 45.9201428883039
## 2015-05-26 45.0927202392 42.5640008 47.1672581370968 44.833270890334
## 2015-05-28 47.7592878351857 47.4439992 47.1672581370968 48.3075099902653
## 2015-06-11 43.7267112617 42.2839998 42.6434158168317 43.5992167606478
## 2015-06-12 44.0367401383333 42.9720002 42.6434158168317 43.2731024551194
## 2015-06-16 44.0498289396 43.235999 42.6434158168317 44.0878425907165
## 2015-06-24 44.7882234547666 42.6200004 47.1672581370968 44.1667058060632
## 2015-06-26 43.9099725036 43.5040002 42.6434158168317 43.4186011076468
## 2015-07-01 42.0233834887 40.4699996 42.6434158168317 41.6839992873242
## 2015-07-09 33.9732830455 37.5440002 35.1029891793478 34.1744499561205
## 2015-07-13 35.6695994472334 33.7000008 35.1029891793478 36.1541092185688
## 2015-07-14 35.6788821704334 33.12 35.1029891793478 35.9181268713228
## 2015-07-20 34.3340242097334 33.8320002 35.1029891793478 34.7777306083915
## 2015-07-24 33.6885581813667 32.3460004 35.1029891793478 33.5140355322215
## 2015-07-28 33.1277435374667 32.5899998 35.1029891793478 32.6234344153884
## 2015-08-03 25.8823466009666 27.8339996 27.9981278173516 26.740608326181
## 2015-08-05 25.0205927633667 26.8060002 27.9981278173516 25.1606484359704
## 2015-08-19 24.7791323795 29.1739998 27.9981278173516 24.3968959467836
## 2015-08-20 23.1119829948334 28.5039996 20.9650825454545 23.3628056867176
## 2015-08-21 22.5882820487667 24.99 20.9650825454545 22.297739423595
## 2015-08-24 22.5869562741 26.9580004 20.9650825454545 22.2837372108744
## 2015-08-26 23.8129386720334 24.686 20.9650825454545 24.019928311668
## 2015-08-28 23.8451582437667 26.97 20.9650825454545 24.6322329821251
## 2015-09-01 23.9126613274 25.3399998 20.9650825454545 24.2862047318831
## 2015-09-02 24.0180529922999 25.5459998 20.9650825454545 23.5731949933127
## 2015-09-03 24.1631619231334 26.8359996 20.9650825454545 24.9766121655426
## 2015-09-17 24.5043477120334 27.197999 27.9981278173516 24.8244319279284
## 2015-09-18 24.3702057400667 21.7939996 27.9981278173516 24.3255696467179
## 2015-09-21 23.6663481987667 22.1059996 20.9650825454545 23.9472290790692
## 2015-09-24 21.9236992070667 27.197999 20.9650825454545 22.3001921024828
## 2015-10-09 24.7369388618666 24.5720002 27.9981278173516 24.1377772424591
## 2015-10-14 22.0475116643 26.118 20.9650825454545 22.5151048678742
## 2015-10-15 22.8785816314 22.8540002 20.9650825454545 23.4026202099423
## 2015-10-22 22.909979311 23.208 20.9650825454545 23.4503933748724
## 2015-10-23 23.0902839517334 24.7340002 20.9650825454545 23.3629918363181
## 2015-10-29 22.4636700384333 25.7239998 20.9650825454545 22.3998025381524
## 2015-11-02 24.3289104645 25.1159994 20.9650825454545 24.6699745433584
## 2015-11-05 25.3602021546334 26.456 27.9981278173516 25.9483309787509
## 2015-11-09 25.3134455791333 27.8339996 27.9981278173516 25.7867643896065
## 2015-11-10 24.9512939738333 27.8960002 27.9981278173516 24.6680706955402
## 2015-11-11 25.0980219913666 29.0199994 27.9981278173516 26.2484582178502
## 2015-11-12 26.2406638013 25.716 27.9981278173516 26.7801402533517
## 2015-11-13 26.8559441097667 21.5720002 27.9981278173516 27.8285527013563
## 2015-11-16 27.8878713310999 33.2299998 27.9981278173516 28.3423871417463
## 2015-11-18 28.4327939400333 30.512 27.9981278173516 28.1197634307567
## 2015-11-19 28.0125943829 29.456 27.9981278173516 28.8544138242645
## 2015-11-23 30.6583609059334 32.3960002 27.9981278173516 31.2085294693053
## 2015-11-25 29.8072667302333 30.315999 27.9981278173516 29.7210205622277
## 2015-12-02 30.7545133310333 30.7779994 27.9981278173516 30.4828072438733
## 2015-12-09 30.4073031887667 33.4300004 27.9981278173516 30.6818031039537
## 2015-12-11 29.1718018161667 28.664 27.9981278173516 28.7484432660777
## 2015-12-18 26.9487989549667 28.5060002 27.9981278173516 26.2241715902033
## 2015-12-21 26.8729267851333 27.7740002 27.9981278173516 27.0606387211697
## 2015-12-23 28.6231009347333 29.39 27.9981278173516 28.9024527497014
## 2016-01-04 26.7918211273334 25.6139998 27.9981278173516 27.625203624827
## 2016-01-05 26.2824592019334 28.7599998 27.9981278173516 26.6738434288793
## 2016-01-19 21.1402115496 25.55 20.9650825454545 21.8144342130216
## 2016-01-20 20.6808137274 22.286 20.9650825454545 20.4722971710895
## 2016-01-26 21.984939198 26.7459994 20.9650825454545 20.8443616676067
## 2016-01-28 21.5405266259667 23.7319994 20.9650825454545 21.5703765524371
## 2016-02-09 15.9692424345 21.0140004 20.9650825454545 14.9432153453414
## 2016-02-10 16.014248092 19.8380004 20.9650825454545 14.4244165672082
## 2016-02-17 18.6443882703667 22.1119996 20.9650825454545 17.6245329072646
## 2016-02-24 19.4507355625333 23.7239996 20.9650825454545 19.3291838338967
## 2016-02-25 19.3791736544 21.9059996 20.9650825454545 19.7915291319337
## 2016-03-01 21.3161512297334 25.5080008 20.9650825454545 21.5735616834004
## 2016-03-03 21.6464346463667 23.5779998 20.9650825454545 21.6760912542383
## 2016-03-10 20.6986414883666 26.7079998 20.9650825454545 20.4861232346475
## 2016-03-14 20.7568688705667 24.6919998 20.9650825454545 20.8678190329261
## 2016-03-18 20.6401687385 21.406 20.9650825454545 19.7529541823785
## 2016-03-21 20.2334393339334 22.0180004 20.9650825454545 19.625767445453
## 2016-03-22 20.1271979543667 20.8439998 20.9650825454545 19.4721233508525
## 2016-03-23 19.5424447485667 21.732 20.9650825454545 19.285052803705
## 2016-03-24 19.4049948872 27.5040002 20.9650825454545 19.0325518911681
## 2016-04-04 19.6280281349667 22.4819998 20.9650825454545 19.1103433426851
## 2016-04-06 19.9067470810667 22.0159998 20.9650825454545 18.8303218495857
## 2016-04-08 19.9154482691333 26.0700002 20.9650825454545 20.072031025186
## 2016-04-11 19.9049940838 26.2199996 20.9650825454545 20.2891700117055
## 2016-04-13 20.8359977853667 24.65 20.9650825454545 21.1451546939446
## 2016-04-19 21.2808806289333 23.1099996 20.9650825454545 22.2656775825509
## 2016-04-21 21.7422317128333 21.7500002 20.9650825454545 22.4168630197863
## 2016-04-25 21.2503647058666 25.3499992 20.9650825454545 21.9714437055253
## 2016-04-27 20.7253463933 21.8220006 20.9650825454545 20.1319042303425
## 2016-05-05 21.9433794620334 23.962 20.9650825454545 21.6837967626175
## 2016-05-09 25.9705936030333 27.8339996 27.9981278173516 26.6701865624723
## 2016-05-12 25.4995627178 27.0740006 27.9981278173516 24.7815240647378
## 2016-05-13 24.9756229071 23.1559998 27.9981278173516 24.6268833200864
## 2016-05-17 25.1810870050666 26.7459994 27.9981278173516 24.167969833033
## 2016-05-20 24.9485085394333 24.1879998 27.9981278173516 24.5222622332702
## 2016-05-23 25.1364304592333 22.4999996 27.9981278173516 26.2056187109167
## 2016-05-25 25.4636441261 29.23 27.9981278173516 25.5016086714928
## 2016-05-31 25.8343078133667 31.3180002 27.9981278173516 26.1775293848987
## 2016-06-02 26.7289851629667 25.7459998 27.9981278173516 27.4226384368633
## 2016-06-03 26.7717695753333 27.5020002 27.9981278173516 27.3932567764638
## 2016-06-15 26.4242342763333 25.9099998 27.9981278173516 26.250085510961
## 2016-06-16 27.0304823259666 27.1499998 27.9981278173516 28.1773393830439
## 2016-06-17 27.1115135325333 27.5020002 27.9981278173516 27.6988446590851
## 2016-06-21 28.4475624959334 32.436 27.9981278173516 28.6644243023277
## 2016-06-22 28.6695100498 33.4300004 27.9981278173516 28.9500829245671
## 2016-06-28 27.6203916014 32.944 27.9981278173516 28.8283485931866
## 2016-07-05 29.8112475064 31.772 27.9981278173516 30.9600574043646
## 2016-07-06 29.9386963270333 33.192 27.9981278173516 30.2574376985938
## 2016-07-26 30.0138645737 32.436 27.9981278173516 30.7462650917417
## 2016-08-12 38.1514961105 33.7159996 35.1029891793478 38.3554524743579
## 2016-08-18 38.4243132802667 37.516 35.1029891793478 38.3908898409342
## 2016-08-19 38.1093756350667 33.8700002 35.1029891793478 37.6458826347516
## 2016-08-24 37.1553718573 34.7720002 35.1029891793478 37.4586504514581
## 2016-09-08 37.6135630080334 36.5640006 35.1029891793478 37.4192549368774
## 2016-09-09 37.3492787033333 37.7880002 35.1029891793478 37.4211969434151
## 2016-09-12 38.2023222536001 37.9119996 35.1029891793478 37.3213885074399
## 2016-09-14 38.0342367525 37.976 35.1029891793478 37.7718465693427
## 2016-09-15 37.8717529456333 36.0180002 35.1029891793478 37.3526432418113
## 2016-09-20 37.0390504310333 37.9600008 35.1029891793478 37.3725814118009
## 2016-09-21 38.2725980859 38.6939994 35.1029891793478 37.7098578408797
## 2016-09-22 38.5383924156 37.0499998 35.1029891793478 39.8809412879576
## 2016-10-03 42.6821035284999 42.5799996 42.6434158168317 42.755713590091
## 2016-10-04 42.5243058813333 41.068 42.6434158168317 43.0448534262069
## 2016-10-07 40.9967441878333 41.4580012 42.6434158168317 40.7353736197018
## 2016-10-11 38.9314942257334 37.3980004 35.1029891793478 38.6556267710667
## 2016-10-12 38.5427687732 38.834 35.1029891793478 37.7521525089841
## 2016-10-13 37.3204801319 34.4960006 35.1029891793478 36.6388266159731
## 2016-10-17 36.5233526623 37.236 35.1029891793478 35.3370117859168
## 2016-10-18 35.3831258819 35.5919998 35.1029891793478 34.9440118518344
## 2016-10-19 34.2550200771334 34.046 35.1029891793478 34.0300628549235
## 2016-10-21 33.4355452638001 36.33 35.1029891793478 33.3647890811987
## 2016-10-24 33.8436350215666 36.2679998 35.1029891793478 33.1296339507887
## 2016-10-25 33.3267529885 32.8560002 35.1029891793478 33.0808690324129
## 2016-10-26 33.0090786200333 32.8779998 35.1029891793478 32.4294751108957
## 2016-11-01 32.8223369827 34.3779998 35.1029891793478 33.2980546495325
## 2016-11-03 35.7251455012667 34.3379994 35.1029891793478 36.9985199354254
## 2016-11-04 36.4080504382 36.6780002 35.1029891793478 36.9194745132755
## 2016-11-11 36.0391697683334 35.814 35.1029891793478 35.5759610537239
## 2016-11-14 35.9671769851667 35.1020004 35.1029891793478 36.5115701497667
## 2016-11-17 38.1104062160667 40.3660004 35.1029891793478 38.3224834978622
## 2016-11-22 38.6228110897 35.4140008 35.1029891793478 39.2523803612601
## 2016-11-25 39.1153743766333 37.3380004 35.1029891793478 37.6168334976121
## 2016-12-01 36.2240363766333 35.0280006 35.1029891793478 35.4545760372854
## 2016-12-06 35.8741349383667 36.0860006 35.1029891793478 35.5307725506018
## 2016-12-12 35.0926681735 34.3499998 35.1029891793478 35.4278114116629
## 2016-12-15 35.7832444017 38.3020006 35.1029891793478 36.1878344160479
## 2016-12-16 35.6425103281 35.0260002 35.1029891793478 35.5973113978172
## 2016-12-22 39.2799594136667 36.5959998 35.1029891793478 37.471566691477
## 2017-01-09 40.4602259748 41.228 42.6434158168317 40.9498836184842
## 2017-01-20 41.4324910638667 46.1020006 42.6434158168317 41.5030689476081
## 2017-01-30 42.2050766755667 42.6599998 42.6434158168317 42.4022255131696
## 2017-02-02 41.9038982561 43.363999 42.6434158168317 41.7321075278911
## 2017-02-08 41.7544914067333 37.0880006 42.6434158168317 41.3559969836175
## 2017-02-09 41.4573278012333 39.3360002 42.6434158168317 40.3357939894339
## 2017-02-22 33.8705061330334 36.4679998 35.1029891793478 33.3491935987387
## 2017-02-27 33.9965704505 34.0819996 35.1029891793478 33.4753005979829
## 2017-03-08 34.2742033468 33.7940006 35.1029891793478 34.7631438929795
## 2017-03-13 34.7306263264667 35.0560002 35.1029891793478 34.6237732751078
## 2017-03-23 32.3594981685333 35.2739996 35.1029891793478 32.0702527713327
## 2017-03-27 32.1241395794333 36.282 35.1029891793478 31.6925123887608
## 2017-03-31 32.706502335 33.3060002 35.1029891793478 32.0509195504241
## 2017-04-06 33.4433394123333 31.0019996 35.1029891793478 32.9094898816292
## 2017-04-07 32.8432960693667 32.7359996 35.1029891793478 32.3393832180156
## 2017-04-10 33.047993013 33.8320002 35.1029891793478 32.979342300997
## 2017-04-11 32.8914177013334 30.3419994 35.1029891793478 32.2578409737345
## 2017-04-12 31.8016471853333 31.2719996 35.1029891793478 31.317572298244
## 2017-04-20 33.6936273333333 35.7180006 35.1029891793478 34.1335223847839
## 2017-04-21 33.8469843486 34.0960002 35.1029891793478 34.094485765149
## 2017-04-26 34.7215906151 40.428 35.1029891793478 35.1436361367299
## 2017-05-01 35.8960957550333 34.0420006 35.1029891793478 36.4668093201901
## 2017-05-02 35.7302863334 33.12 35.1029891793478 35.9268536565165
## 2017-05-03 35.2902984423333 36.8080002 35.1029891793478 36.4638313298913
## 2017-05-04 35.6492687879 36.378 35.1029891793478 36.1764654222801
## 2017-05-08 35.6438130812 39.5720008 35.1029891793478 35.1835040430101
## 2017-05-22 28.0304879694333 27.9959992 27.9981278173516 27.1743221260063
## 2017-05-24 27.7877535249667 32.4600002 27.9981278173516 27.8601043852095
## 2017-06-06 29.5704643650333 29.8599998 27.9981278173516 30.937510465375
## 2017-06-12 29.7665212178333 30.1059994 27.9981278173516 29.5665778492203
## 2017-06-16 30.7348328096667 31.2380004 27.9981278173516 30.8229583176233
## 2017-06-19 30.0871974354 34.3419998 27.9981278173516 29.1725965039123
## 2017-06-29 30.1054529305333 31.5479992 27.9981278173516 31.2897340621254
## 2017-07-10 30.3899195192667 33.7359996 27.9981278173516 31.0998727893475
## 2017-07-19 31.8290700288667 32.9119998 35.1029891793478 31.7969368823298
## 2017-07-24 32.3836566608333 37.9119996 35.1029891793478 32.4739257606458
## 2017-07-26 33.0482213518667 35.7900002 35.1029891793478 33.2374505265684
## 2017-07-28 33.1042488895333 32.3399994 35.1029891793478 32.9929844530647
## 2017-08-02 31.6710965455 30.3 35.1029891793478 31.3925408684035
## 2017-08-03 31.7454349386 32.6639998 27.9981278173516 32.1260415407258
## 2017-08-08 41.2537903549667 40.9620002 42.6434158168317 40.844800529173
## 2017-08-11 42.1638968350666 41.5100006 42.6434158168317 42.5629134383924
## 2017-08-23 41.9118787299334 40.7059992 42.6434158168317 41.8519136406092
## 2017-08-24 42.4163460176667 43.304 42.6434158168317 42.503448153713
## 2017-08-28 42.6095595983333 42.0379996 42.6434158168317 43.3592827940255
## 2017-08-30 42.6738821443667 40.6459992 42.6434158168317 42.6060999715049
## 2017-09-06 43.4216693440333 40.104001 42.6434158168317 44.1051697358064
## 2017-09-07 44.3254763417333 43.6000002 42.6434158168317 44.4226792769102
## 2017-09-11 43.984417793 43.1660012 42.6434158168317 44.4256892315437
## 2017-09-12 43.4349105629333 45.2480004 42.6434158168317 42.7214531953708
## 2017-09-13 42.7985057822333 43.6260012 42.6434158168317 42.0518101083593
## 2017-09-18 43.6992640494 42.0379996 42.6434158168317 44.7184501965608
## 2017-09-20 43.6427795983 41.6859992 42.6434158168317 43.1626100025494
## 2017-09-28 43.0884552031666 40.0500002 42.6434158168317 43.8435340749884
## 2017-09-29 43.8231679308667 43.3880006 42.6434158168317 43.82349908821
## 2017-10-04 46.6173823131333 42.228 47.1672581370968 46.5894807368869
## 2017-10-06 46.0560712852667 39.3140004 47.1672581370968 46.0224287009818
## 2017-10-13 43.2262809260333 42.2799992 42.6434158168317 42.8726389116852
## 2017-10-16 43.0816176424333 40.5060008 42.6434158168317 42.8783531810357
## 2017-10-20 44.3843392832333 42.9720002 42.6434158168317 43.7800227549918
## 2017-10-23 44.0161719259 38.5319996 42.6434158168317 44.9965962180609
## 2017-10-24 44.4231753907333 39.2620004 42.6434158168317 44.5652775148912
## 2017-11-01 45.4640341523999 44.308001 47.1672581370968 45.0241818302945
## 2017-11-02 46.1673044308 44.6400002 47.1672581370968 46.0546858317481
## 2017-11-03 45.7854566553666 45.8339996 47.1672581370968 44.764743984097
## 2017-11-10 46.1626605734333 44.1579994 47.1672581370968 45.8167051097176
## 2017-11-13 45.8880630378667 46.458001 47.1672581370968 46.6187117123648
## 2017-11-17 47.0179804364333 45.996 47.1672581370968 47.489070786153
## 2017-11-27 47.9266441972333 46.458001 47.1672581370968 48.1104255304708
## 2017-12-06 41.8907206406333 42.4259994 42.6434158168317 41.2871401909453
## 2017-12-14 42.8151442636666 39.9239992 42.6434158168317 43.3959445999237
## 2017-12-15 42.7461995556667 41.1660006 42.6434158168317 43.0174458589134
## 2017-12-22 42.6438316837666 41.9 42.6434158168317 42.3490974830072
## 2018-01-05 43.5407034658667 42.7220002 42.6434158168317 43.748084198953
## 2018-01-18 42.8167008075999 40.6599998 42.6434158168317 42.2392670754296
## 2018-01-29 44.2327186624333 42.9080008 42.6434158168317 44.3686391333089
## 2018-02-09 39.3399711700333 39.1080008 35.1029891793478 38.3658363234846
## 2018-02-13 39.3896095277333 39.0839998 35.1029891793478 39.9618075734955
## 2018-02-14 42.0635294677333 43.3759994 42.6434158168317 41.7856432562536
## 2018-02-15 41.4461296332666 40.791999 42.6434158168317 41.8273034210673
## 2018-02-23 43.2806616587333 42.751999 42.6434158168317 43.2189660159479
## 2018-02-27 43.2106511446 41.9180002 42.6434158168317 42.7295571114102
## 2018-03-06 45.0483448459 43.2859994 42.6434158168317 45.3428866026082
## 2018-03-07 45.4995781416666 40.6459992 47.1672581370968 45.3395392513906
## 2018-03-08 46.4479525034999 42.9799996 47.1672581370968 46.7806628233738
## 2018-03-09 46.7953825983 44.7840004 47.1672581370968 47.1339651297701
## 2018-03-13 45.8607668761333 44.0560006 47.1672581370968 46.6142561552872
## 2018-03-19 44.9346544822667 41.9640002 47.1672581370968 44.8799636885346
## 2018-03-28 42.5121654965333 46.1139998 42.6434158168317 41.8672796101762
## 2018-04-04 42.7583831406 45.5979996 42.6434158168317 42.583607629166
## 2018-04-11 44.5687436494667 46.6679992 42.6434158168317 44.3870150856451
## 2018-04-18 44.1303750879 41.5600006 42.6434158168317 43.8068762307468
## 2018-04-23 43.9499105653 41.2720002 42.6434158168317 43.0491637296757
## 2018-05-01 44.6980284445333 44.0560006 42.6434158168317 45.2817042673772
## 2018-05-03 45.1665207322666 41.224 42.6434158168317 46.3516326270109
## 2018-05-08 47.7147116944 51.6500002 47.1672581370968 48.4792443432007
## 2018-05-15 43.7121456008666 39.7440004 42.6434158168317 44.1040638175968
## 2018-05-18 46.8224380163666 42.7280008 47.1672581370968 47.0631000337257
## 2018-05-24 43.0969455864667 40.9519996 42.6434158168317 42.5882087977568
## 2018-06-06 42.3575345983667 40.0220002 42.6434158168317 41.0786202402296
## 2018-06-08 41.4282493332333 42.314 42.6434158168317 41.2693530225479
## 2018-06-11 42.6780664160666 40.4820008 42.6434158168317 42.6114055037562
## 2018-06-13 41.6597569755667 44.0120006 42.6434158168317 41.741609846058
## 2018-06-14 41.0756023633667 38.996 42.6434158168317 40.5632158640114
## 2018-06-27 38.9194443278 35.5900002 35.1029891793478 39.3106140604971
## 2018-06-28 39.7309657013333 40.246 35.1029891793478 39.9593017870916
## 2018-07-02 39.7395081555 40.6140006 35.1029891793478 39.6082162874089
## 2018-07-06 40.6008053172334 39.6019996 42.6434158168317 40.5673533897366
## 2018-07-13 40.3994291523334 38.4019996 42.6434158168317 40.9482870941703
## 2018-07-16 40.7761509518334 40.9080002 42.6434158168317 41.013295671029
## 2018-07-18 40.2593876041 39.7319998 42.6434158168317 39.7024043419154
## 2018-07-20 38.8351611649 38.3500008 35.1029891793478 38.3851954481227
## 2018-07-24 39.0323091422333 34.3280004 35.1029891793478 38.6623908107024
## 2018-07-25 38.8200710539 36.34 35.1029891793478 39.5279868263807
## 2018-07-27 38.1333702461 35.296 35.1029891793478 37.1411899337137
## 2018-08-03 38.1840204450667 37.8800004 35.1029891793478 38.7154787337105
## 2018-08-15 46.2143089855333 42.5339996 47.1672581370968 45.9436223116595
## 2018-08-17 44.7856065894333 43.872 47.1672581370968 44.465552416463
## 2018-08-27 46.8061030620333 45.230001 47.1672581370968 46.9405718283717
## 2018-08-29 46.9253743193333 45.4939992 47.1672581370968 46.2103233675684
## 2018-09-07 45.2776713211 46.1059998 47.1672581370968 43.940017857161
## 2018-09-11 45.7708692953666 38.1660002 47.1672581370968 46.0375247070152
## 2018-09-12 46.6732847032 40.2380006 47.1672581370968 46.37925295484
## 2018-09-14 46.2531594792666 45.044001 47.1672581370968 46.7516946249051
## 2018-09-17 46.2684795933333 44.2559996 47.1672581370968 47.1053803917134
## 2018-10-08 44.7148083305667 41.5119996 47.1672581370968 44.5099807578895
## 2018-10-12 43.2197146707 42.932 42.6434158168317 43.498377008824
## 2018-10-16 43.2267407343 44.9080002 42.6434158168317 43.6352570434956
## 2018-10-19 43.0584700147 42.1840006 42.6434158168317 42.4508052211002
## 2018-11-01 43.4053022162667 40.8979994 42.6434158168317 43.637877785021
## 2018-11-08 43.1467147816333 40.6599998 42.6434158168317 42.7790740268535
## 2018-11-12 33.5188566511667 30.8199998 35.1029891793478 32.8284390755973
## 2018-11-27 31.8606958323334 32.3599998 27.9981278173516 32.7083762139214
## 2018-12-06 34.6911610665667 35.0660002 35.1029891793478 35.3221207756501
## 2018-12-07 34.8423074393 32.8440006 35.1029891793478 35.4011996091387
## 2018-12-20 32.9450577369 33.2319998 35.1029891793478 32.5154141961906
## 2018-12-24 32.8517891242667 32.2740004 35.1029891793478 33.1292571461461
## 2018-12-26 34.1271275838333 29.5379996 35.1029891793478 34.7669088165522
## 2018-12-31 34.6410875924 36.4279998 35.1029891793478 33.8352636287609
## 2019-01-04 34.7099007493 34.3420002 35.1029891793478 35.3265573973528
## 2019-01-07 35.0039183698667 34.8819994 35.1029891793478 35.7677348150099
## 2019-01-09 35.5395749920667 36.8839996 35.1029891793478 35.6481998550672
## 2019-01-22 35.7123035104 36.3379998 35.1029891793478 36.82967830734
## 2019-01-28 36.5453075548667 35.1919998 35.1029891793478 35.9390117643699
## 2019-02-06 36.8222760542334 35.7960002 35.1029891793478 36.140960109232
## 2019-02-12 38.5996133954333 35.1259994 35.1029891793478 37.7283303235019
## 2019-02-13 39.5325470510667 37.9800002 35.1029891793478 37.5464656580543
## 2019-02-14 39.1435457192 37.2440008 35.1029891793478 38.3926746266037
## 2019-02-21 38.4517349431 40.946 35.1029891793478 38.1442044139936
## 2019-02-25 37.8764645422 32.9900002 35.1029891793478 38.2018531578722
## 2019-02-28 36.8922532919667 32.8359994 35.1029891793478 37.0658530784535
## 2019-03-01 36.6820683442667 31.7759992 35.1029891793478 36.7846282003867
## 2019-03-07 33.7035373262334 33.0779992 35.1029891793478 34.6582223569952
## 2019-03-12 33.7075281602 33.8240008 35.1029891793478 34.3526483684481
## 2019-03-14 35.046143936 36.8880002 35.1029891793478 35.4030636801881
## 2019-03-15 34.6748067784667 33.8700002 35.1029891793478 34.2274494980155
## 2019-03-19 33.6832911792667 35.2940002 35.1029891793478 33.8923541721229
## 2019-03-20 34.4260310592 37.0980008 35.1029891793478 34.5764253820519
## 2019-03-21 34.5550579211667 33.4699998 35.1029891793478 34.308825154769
## 2019-03-22 34.7887182449666 37.3739996 35.1029891793478 35.511426687081
## 2019-03-27 34.9131786994 33.4300004 35.1029891793478 35.077694571518
## 2019-03-28 34.5500433621 33.4699998 35.1029891793478 34.1028251592541
## 2019-03-29 34.8379426351667 36.0480004 35.1029891793478 35.7459367978465
## 2019-04-01 35.3690906692667 35.6900002 35.1029891793478 35.8832419953405
## 2019-04-10 35.5951285365 35.5639996 35.1029891793478 35.0102270880337
## 2019-04-12 34.7022877006667 33.4840002 35.1029891793478 34.5948401730167
## 2019-04-22 37.3173001746667 35.7379998 35.1029891793478 37.7705175426418
## 2019-04-24 38.8628699139333 41.1700006 35.1029891793478 39.2480168054994
## 2019-04-25 39.1744685882333 41.0079992 35.1029891793478 40.2797600449188
## 2019-04-26 40.3680247621667 39.0480006 35.1029891793478 40.2534261447797
## 2019-05-01 41.0318609442 44.4940002 35.1029891793478 40.1892174199775
## 2019-05-22 31.5745546807666 31.6639998 35.1029891793478 31.2615446787761
## 2019-05-24 31.9832824192 30.9000002 35.1029891793478 30.6161971683357
## 2019-05-29 31.0782489854667 33.07 27.9981278173516 30.999690803999
## 2019-06-07 31.7694725817666 31.6700004 27.9981278173516 31.9762979897484
## 2019-06-19 33.0247666014333 33.4300004 35.1029891793478 33.442555619431
## 2019-06-26 33.5823705827 37.7339996 35.1029891793478 32.7011167576548
## 2019-06-27 34.3301201067667 38.7500008 35.1029891793478 33.7206815679045
## 2019-07-05 35.2819675846667 35.2300004 35.1029891793478 34.598483364253
## 2019-07-15 35.8974968747667 35.372 35.1029891793478 36.3744030971637
## 2019-07-18 33.6901845211667 32.1980008 35.1029891793478 33.5429417984381
## 2019-07-19 33.7039645195667 32.3460004 35.1029891793478 33.0295967012272
## 2019-07-29 35.7399277024 33.176 35.1029891793478 36.3136011428504
## 2019-07-30 35.3584035289667 38.2519996 35.1029891793478 35.0662551432149
## 2019-07-31 34.3216057324667 34.338 35.1029891793478 34.1537780247785
## 2019-08-02 35.1032021761334 34.1 35.1029891793478 34.6183717987699
## 2019-08-12 34.4349330378667 33.8639996 35.1029891793478 34.2078786875742
## 2019-08-15 33.3900635439667 34.894 35.1029891793478 33.7294622783578
## 2019-08-16 33.2184708256 30.846 35.1029891793478 32.4033579478206
## 2019-08-23 32.3893620430334 32.9300004 35.1029891793478 32.5928421753277
## 2019-08-30 33.1559627360334 31.9720004 35.1029891793478 32.5270850601306
## 2019-09-03 32.7191237520334 33.1840004 35.1029891793478 32.4155642661254
## 2019-09-06 33.0777746438667 35.4080002 35.1029891793478 33.823768005273
## 2019-09-10 34.0671280925 33.9100008 35.1029891793478 34.6936610226362
## 2019-09-11 34.7403870230667 40.428 35.1029891793478 35.1471662871108
## 2019-09-12 36.5201211706333 38.9220004 35.1029891793478 37.1280628228948
## 2019-09-24 34.4847866588666 34.3280004 35.1029891793478 35.1849109345601
## 2019-10-07 32.8815217617667 32.7839996 35.1029891793478 32.3498939960592
## 2019-10-09 31.4892842014666 32.9119998 35.1029891793478 31.5615064786496
## 2019-10-22 33.6139905427 32.064 35.1029891793478 33.230457748376
## 2019-10-23 32.9582594777333 33.0039996 35.1029891793478 32.6276642538986
## 2019-10-30 34.4354641278333 33.8819994 35.1029891793478 34.1060376972441
## 2019-11-01 34.6537170438667 38.1399996 35.1029891793478 33.6054916288598
## 2019-11-05 32.9043422203 32.6 35.1029891793478 32.3277585929881
## 2019-11-18 34.2441862604 38.562 35.1029891793478 34.059804277477
## 2019-11-21 34.2718121132 36.1260008 35.1029891793478 34.2659769184259
## 2019-11-27 35.0509203790667 36.2159996 35.1029891793478 34.4246195471224
## 2019-12-02 33.8256945482 33.5219994 35.1029891793478 34.2420974364255
## 2019-12-11 32.9069079697 30.6940002 35.1029891793478 33.3023971681685
## 2019-12-12 33.6417353716667 34.7600004 35.1029891793478 34.242623381702
## 2019-12-13 33.7639467200333 34.0960002 35.1029891793478 34.3018198420003
## 2019-12-16 34.1272843226334 34.7419996 35.1029891793478 34.6597024482013
## 2019-12-20 34.0754916047333 35.466001 35.1029891793478 34.1062333793678
## 2019-12-23 34.3518455460333 33.9819996 35.1029891793478 33.6406213355391
## 2019-12-26 34.7960519294667 35.3420002 35.1029891793478 35.3918439945076
## 2019-12-31 34.1178770807667 35.7419998 35.1029891793478 33.652491072819
## 2020-01-10 35.5319101971333 34.0960002 35.1029891793478 36.026812400365
## 2020-01-29 34.6783671981667 34.4619998 35.1029891793478 34.3808270593728
## 2020-02-04 34.1530748402667 34.45 35.1029891793478 34.8837578767772
## 2020-02-07 34.3244970365666 35.5140006 35.1029891793478 34.8099310615382
## 2020-02-11 34.9717566107 35.5420008 35.1029891793478 35.7187256792698
## 2020-02-13 35.9938440144666 35.0799994 35.1029891793478 35.8943439182156
## 2020-02-19 34.0441333275667 34.77 35.1029891793478 34.0452661918094
## 2020-02-20 34.0027201361333 34.5239996 35.1029891793478 33.4830400278218
## 2020-02-27 31.4351719537 28.902 27.9981278173516 30.6467679439609
## 2020-03-02 31.4662001675333 27.7579998 27.9981278173516 31.0802646951386
## 2020-03-04 30.7750547568333 31.7599998 27.9981278173516 30.0078322608295
## 2020-03-09 27.3877826918 29.6099994 27.9981278173516 26.6939184912848
## results 0 0 0 0
## TrueValue
## 2012-03-16 22.99
## 2012-03-21 23.219999
## 2012-03-23 24.6
## 2012-03-27 28.09
## 2012-03-29 26.889999
## 2012-04-02 26.700001
## 2012-04-12 26.33
## 2012-04-13 25.870001
## 2012-04-19 23.1
## 2012-04-24 21.129999
## 2012-04-25 21.200001
## 2012-04-26 21.9
## 2012-05-04 21.41
## 2012-05-11 20.040001
## 2012-05-22 18.32
## 2012-05-29 16.610001
## 2012-06-20 21
## 2012-06-25 22.040001
## 2012-06-26 22.790001
## 2012-07-03 26.16
## 2012-07-09 22.629999
## 2012-07-11 22.139999
## 2012-07-12 21.639999
## 2012-07-18 24
## 2012-07-23 22.51
## 2012-08-03 25.43
## 2012-08-07 26.459999
## 2012-08-08 25.73
## 2012-08-22 18.190001
## 2012-09-12 23.950001
## 2012-09-25 25.68
## 2012-09-28 27.76
## 2012-10-03 28.889999
## 2012-10-05 28.27
## 2012-10-08 27.43
## 2012-10-09 25.610001
## 2012-10-10 25.73
## 2012-10-11 25.24
## 2012-10-18 24.610001
## 2012-10-22 24
## 2012-10-23 25.77
## 2012-10-25 23.17
## 2012-11-05 18.25
## 2012-11-07 17.77
## 2012-11-12 17.209999
## 2012-11-26 20.24
## 2012-12-05 18.09
## 2012-12-17 18.059999
## 2012-12-21 18.440001
## 2012-12-28 18.85
## 2012-12-31 19.700001
## 2013-01-02 20.15
## 2013-01-09 22.190001
## 2013-01-22 20.34
## 2013-01-29 20.459999
## 2013-02-01 20.34
## 2013-02-05 22.379999
## 2013-02-07 21.85
## 2013-02-22 21.620001
## 2013-02-25 21.290001
## 2013-02-26 21.860001
## 2013-02-27 22.190001
## 2013-03-04 23.02
## 2013-03-05 23.02
## 2013-03-15 24.5
## 2013-03-18 24.280001
## 2013-03-20 24
## 2013-03-21 23.790001
## 2013-03-26 23.719999
## 2013-03-28 22.889999
## 2013-04-02 23.049999
## 2013-04-09 25.75
## 2013-04-18 25.5
## 2013-04-23 24.969999
## 2013-04-25 25.450001
## 2013-04-29 26.030001
## 2013-05-02 31.120001
## 2013-05-06 30.67
## 2013-05-07 29.91
## 2013-05-10 30.92
## 2013-05-23 29.34
## 2013-05-24 29.950001
## 2013-05-31 28.15
## 2013-06-06 30.110001
## 2013-06-13 30.84
## 2013-06-14 31.75
## 2013-06-27 34.77
## 2013-07-03 34.990002
## 2013-07-08 37.240002
## 2013-07-09 36.900002
## 2013-07-17 39.75
## 2013-07-19 40.990002
## 2013-07-24 41.52
## 2013-07-30 41.799999
## 2013-08-01 57.02
## 2013-08-06 52.080002
## 2013-08-16 49.23
## 2013-08-23 51.259998
## 2013-08-27 51.669998
## 2013-08-29 51.98
## 2013-09-12 62.91
## 2013-09-25 68.449997
## 2013-09-26 68.050003
## 2013-10-02 71.019997
## 2013-10-04 69.93
## 2013-10-08 63.470001
## 2013-10-24 68
## 2013-10-29 67.050003
## 2013-11-15 64.43
## 2013-11-20 63.93
## 2013-11-22 58.200001
## 2013-11-25 61.919998
## 2013-11-26 61.540001
## 2013-11-29 59.959999
## 2013-12-04 62.619999
## 2013-12-09 65.529999
## 2013-12-10 63.099998
## 2013-12-31 67.919998
## 2014-01-02 67.660004
## 2014-01-06 72.660004
## 2014-01-07 78.419998
## 2014-01-16 82.360001
## 2014-01-17 82.209999
## 2014-01-23 75.989998
## 2014-01-27 76.089996
## 2014-01-28 71.949997
## 2014-02-04 75.230003
## 2014-02-05 89.459999
## 2014-02-06 89.410004
## 2014-02-10 92.779999
## 2014-02-12 91.970001
## 2014-02-14 91.739998
## 2014-02-18 90
## 2014-02-25 95.449997
## 2014-02-26 97.389999
## 2014-02-27 94.419998
## 2014-03-06 97.25
## 2014-03-12 87.370003
## 2014-03-17 90.110001
## 2014-03-20 83.43
## 2014-03-27 76.440002
## 2014-03-31 80.18
## 2014-04-01 75.629997
## 2014-04-02 70.610001
## 2014-04-04 66
## 2014-04-11 61.939999
## 2014-04-30 64.019997
## 2014-05-02 60.189999
## 2014-05-07 53.290001
## 2014-05-12 55.529999
## 2014-05-19 57.380001
## 2014-05-22 61.540001
## 2014-05-27 63.419998
## 2014-05-28 68.559998
## 2014-05-29 66.150002
## 2014-06-02 64.669998
## 2014-06-03 64.580002
## 2014-06-04 65
## 2014-06-11 65.839996
## 2014-06-17 77.010002
## 2014-06-23 75.830002
## 2014-06-27 76.68
## 2014-06-30 77.629997
## 2014-07-09 70.910004
## 2014-07-11 71.110001
## 2014-07-14 69.019997
## 2014-07-16 66.529999
## 2014-07-17 68.349998
## 2014-07-23 69.769997
## 2014-07-28 69.480003
## 2014-08-01 68.57
## 2014-08-07 68
## 2014-08-13 74.900002
## 2014-08-21 81.599998
## 2014-08-22 82.599998
## 2014-08-25 82.389999
## 2014-08-26 82.860001
## 2014-09-02 83.290001
## 2014-09-03 81.910004
## 2014-09-05 82.43
## 2014-09-11 81.779999
## 2014-09-17 76.07
## 2014-09-26 69.540001
## 2014-09-29 68.25
## 2014-09-30 67.110001
## 2014-10-01 69.07
## 2014-10-02 69.440002
## 2014-10-08 69.620003
## 2014-10-10 62.119999
## 2014-10-24 57.209999
## 2014-10-27 59.110001
## 2014-10-31 61.32
## 2014-11-05 58.779999
## 2014-11-14 58
## 2014-11-17 57.459999
## 2014-11-26 57.09
## 2014-12-16 51.900002
## 2014-12-17 52.490002
## 2014-12-24 52.939999
## 2014-12-29 54.240002
## 2015-01-02 52.529999
## 2015-01-06 52.209999
## 2015-01-07 53.830002
## 2015-01-09 54.02
## 2015-01-12 53.18
## 2015-01-14 50.119999
## 2015-01-15 51.389999
## 2015-01-22 55.189999
## 2015-01-28 52.93
## 2015-02-04 57.470001
## 2015-02-06 42.169998
## 2015-02-12 47.529999
## 2015-02-19 47.790001
## 2015-02-27 47.860001
## 2015-03-02 48.580002
## 2015-03-03 47.790001
## 2015-03-05 47.049999
## 2015-03-10 45.73
## 2015-03-13 46.709999
## 2015-03-16 47.220001
## 2015-03-18 45.18
## 2015-03-19 44.939999
## 2015-03-23 47.040001
## 2015-03-25 45.709999
## 2015-03-30 47.349998
## 2015-04-01 47.139999
## 2015-04-06 46.990002
## 2015-04-17 48.25
## 2015-05-01 39.610001
## 2015-05-05 38.220001
## 2015-05-06 47.009998
## 2015-05-07 49.93
## 2015-05-08 48.619999
## 2015-05-13 47.349998
## 2015-05-18 46.459999
## 2015-05-26 45.52
## 2015-05-28 47.91
## 2015-06-11 44.040001
## 2015-06-12 44
## 2015-06-16 44.599998
## 2015-06-24 44.880001
## 2015-06-26 42.470001
## 2015-07-01 38.18
## 2015-07-09 34.73
## 2015-07-13 35.990002
## 2015-07-14 35
## 2015-07-20 35.57
## 2015-07-24 33.73
## 2015-07-28 25.059999
## 2015-08-03 26.18
## 2015-08-05 25.379999
## 2015-08-19 24.01
## 2015-08-20 23.09
## 2015-08-21 22.98
## 2015-08-24 22.75
## 2015-08-26 23.98
## 2015-08-28 24.280001
## 2015-09-01 24.280001
## 2015-09-02 24.17
## 2015-09-03 24.209999
## 2015-09-17 24.75
## 2015-09-18 24.23
## 2015-09-21 23.35
## 2015-09-24 22.17
## 2015-10-09 22.74
## 2015-10-14 22.610001
## 2015-10-15 22.65
## 2015-10-22 22.559999
## 2015-10-23 24.43
## 2015-10-29 22.25
## 2015-11-02 24.120001
## 2015-11-05 25.5
## 2015-11-09 25.16
## 2015-11-10 24.98
## 2015-11-11 25.9
## 2015-11-12 27.1
## 2015-11-13 27.440001
## 2015-11-16 27.540001
## 2015-11-18 28.059999
## 2015-11-19 31.209999
## 2015-11-23 30.01
## 2015-11-25 30.18
## 2015-12-02 30.629999
## 2015-12-09 30.83
## 2015-12-11 29.58
## 2015-12-18 26.25
## 2015-12-21 27.93
## 2015-12-23 28.4
## 2016-01-04 26.620001
## 2016-01-05 25.91
## 2016-01-19 21.139999
## 2016-01-20 20.98
## 2016-01-26 21.59
## 2016-01-28 20.950001
## 2016-02-09 15.36
## 2016-02-10 15.23
## 2016-02-17 17.639999
## 2016-02-24 19
## 2016-02-25 19.860001
## 2016-03-01 21.200001
## 2016-03-03 21.620001
## 2016-03-10 20.629999
## 2016-03-14 19.92
## 2016-03-18 20.5
## 2016-03-21 20.309999
## 2016-03-22 19.299999
## 2016-03-23 19.540001
## 2016-03-24 18.969999
## 2016-04-04 19.42
## 2016-04-06 19.59
## 2016-04-08 19.49
## 2016-04-11 19.68
## 2016-04-13 20.639999
## 2016-04-19 21.15
## 2016-04-21 21.52
## 2016-04-25 21.15
## 2016-04-27 21.01
## 2016-05-05 26.5
## 2016-05-09 26.32
## 2016-05-12 25.32
## 2016-05-13 25.18
## 2016-05-17 24.98
## 2016-05-20 24.9
## 2016-05-23 25.379999
## 2016-05-25 25.66
## 2016-05-31 26.190001
## 2016-06-02 26.610001
## 2016-06-03 27.18
## 2016-06-15 26.77
## 2016-06-16 26.92
## 2016-06-17 28.440001
## 2016-06-21 28.299999
## 2016-06-22 29.73
## 2016-06-28 29.200001
## 2016-07-05 29.5
## 2016-07-06 30.040001
## 2016-07-26 30.290001
## 2016-08-12 37.369999
## 2016-08-18 38.560001
## 2016-08-19 37.849998
## 2016-08-24 37.25
## 2016-09-08 37.389999
## 2016-09-09 37.93
## 2016-09-12 36.900002
## 2016-09-14 38.139999
## 2016-09-15 37.950001
## 2016-09-20 38.52
## 2016-09-21 38.459999
## 2016-09-22 39.380001
## 2016-10-03 42.099998
## 2016-10-04 42.16
## 2016-10-07 41.110001
## 2016-10-11 38.82
## 2016-10-12 37.509998
## 2016-10-13 36.5
## 2016-10-17 35.799999
## 2016-10-18 35.080002
## 2016-10-19 34.349998
## 2016-10-21 34.48
## 2016-10-24 33.950001
## 2016-10-25 33.490002
## 2016-10-26 32.740002
## 2016-11-01 35.709999
## 2016-11-03 36.139999
## 2016-11-04 37.209999
## 2016-11-11 35.720001
## 2016-11-14 36.619999
## 2016-11-17 38.290001
## 2016-11-22 38.990002
## 2016-11-25 38.060001
## 2016-12-01 36.150002
## 2016-12-06 36.110001
## 2016-12-12 35.91
## 2016-12-15 35.830002
## 2016-12-16 35.610001
## 2016-12-22 38
## 2017-01-09 40.400002
## 2017-01-20 41.529999
## 2017-01-30 41.779999
## 2017-02-02 42.32
## 2017-02-08 41.490002
## 2017-02-09 35.830002
## 2017-02-22 33.470001
## 2017-02-27 33.700001
## 2017-03-08 34.380001
## 2017-03-13 33.77
## 2017-03-23 32.48
## 2017-03-27 31.809999
## 2017-03-31 32.630001
## 2017-04-06 33.23
## 2017-04-07 32.740002
## 2017-04-10 33.369999
## 2017-04-11 32.16
## 2017-04-12 32.029999
## 2017-04-20 33.490002
## 2017-04-21 33.889999
## 2017-04-26 36.009998
## 2017-05-01 35.98
## 2017-05-02 35.200001
## 2017-05-03 35.299999
## 2017-05-04 35.68
## 2017-05-08 34.700001
## 2017-05-22 27.780001
## 2017-05-24 28.07
## 2017-06-06 30.209999
## 2017-06-12 30.719999
## 2017-06-16 30.280001
## 2017-06-19 29.440001
## 2017-06-29 30.02
## 2017-07-10 31.110001
## 2017-07-19 32.400002
## 2017-07-24 32
## 2017-07-26 32.759998
## 2017-07-28 32.529999
## 2017-08-02 31.370001
## 2017-08-03 40.049999
## 2017-08-08 41.549999
## 2017-08-11 42.529999
## 2017-08-23 41.75
## 2017-08-24 42.139999
## 2017-08-28 42.32
## 2017-08-30 42.599998
## 2017-09-06 43.740002
## 2017-09-07 43.75
## 2017-09-11 43.849998
## 2017-09-12 42.950001
## 2017-09-13 42.91
## 2017-09-18 43.849998
## 2017-09-20 43.610001
## 2017-09-28 43.299999
## 2017-09-29 44.09
## 2017-10-04 46.389999
## 2017-10-06 45.630001
## 2017-10-13 43.52
## 2017-10-16 43.200001
## 2017-10-20 43.599998
## 2017-10-23 43.68
## 2017-10-24 44.02
## 2017-11-01 45.98
## 2017-11-02 46.07
## 2017-11-03 45.650002
## 2017-11-10 45.900002
## 2017-11-13 45.91
## 2017-11-17 47.18
## 2017-11-27 47.439999
## 2017-12-06 40.790001
## 2017-12-14 42.43
## 2017-12-15 43.810001
## 2017-12-22 42.119999
## 2018-01-05 43.669998
## 2018-01-18 42.849998
## 2018-01-29 43.529999
## 2018-02-09 38.970001
## 2018-02-13 41.369999
## 2018-02-14 41.970001
## 2018-02-15 41.73
## 2018-02-23 43.830002
## 2018-02-27 43.560001
## 2018-03-06 45.68
## 2018-03-07 45.57
## 2018-03-08 46.619999
## 2018-03-09 46.810001
## 2018-03-13 46.439999
## 2018-03-19 45.07
## 2018-03-28 41.75
## 2018-04-04 42.330002
## 2018-04-11 44
## 2018-04-18 44.650002
## 2018-04-23 43.889999
## 2018-05-01 45.380001
## 2018-05-03 45.610001
## 2018-05-08 47.919998
## 2018-05-15 44.029999
## 2018-05-18 46.450001
## 2018-05-24 42.59
## 2018-06-06 41.349998
## 2018-06-08 41.869999
## 2018-06-11 42.639999
## 2018-06-13 41.16
## 2018-06-14 40.93
## 2018-06-27 39.119999
## 2018-06-28 39.18
## 2018-07-02 39.299999
## 2018-07-06 40
## 2018-07-13 40.299999
## 2018-07-16 40.75
## 2018-07-18 39.689999
## 2018-07-20 38.639999
## 2018-07-24 38.990002
## 2018-07-25 40.18
## 2018-07-27 37.27
## 2018-08-03 38.75
## 2018-08-15 46.349998
## 2018-08-17 44.740002
## 2018-08-27 46.740002
## 2018-08-29 46.82
## 2018-09-07 45.25
## 2018-09-11 45.720001
## 2018-09-12 45.939999
## 2018-09-14 46.279999
## 2018-09-17 49.970001
## 2018-10-08 44.630001
## 2018-10-12 42.959999
## 2018-10-16 43.93
## 2018-10-19 42.990002
## 2018-11-01 43.099998
## 2018-11-08 31.93
## 2018-11-12 33.669998
## 2018-11-27 32.439999
## 2018-12-06 34.59
## 2018-12-07 35.639999
## 2018-12-20 32.099998
## 2018-12-24 34.139999
## 2018-12-26 34.950001
## 2018-12-31 34.57
## 2019-01-04 34.830002
## 2019-01-07 35.509998
## 2019-01-09 34.310001
## 2019-01-22 35.470001
## 2019-01-28 36.220001
## 2019-02-06 36.25
## 2019-02-12 38.459999
## 2019-02-13 38.189999
## 2019-02-14 39.939999
## 2019-02-21 38.540001
## 2019-02-25 37.900002
## 2019-02-28 37.130001
## 2019-03-01 36.740002
## 2019-03-07 34.740002
## 2019-03-12 34.549999
## 2019-03-14 35.099998
## 2019-03-15 34.880001
## 2019-03-19 34.599998
## 2019-03-20 34.889999
## 2019-03-21 34.360001
## 2019-03-22 34.709999
## 2019-03-27 34.68
## 2019-03-28 34.5
## 2019-03-29 35.029999
## 2019-04-01 35.360001
## 2019-04-10 35.720001
## 2019-04-12 35.419998
## 2019-04-22 38.119999
## 2019-04-24 39.509998
## 2019-04-25 39.52
## 2019-04-26 40.060001
## 2019-05-01 40.189999
## 2019-05-22 31.629999
## 2019-05-24 31.459999
## 2019-05-29 31.23
## 2019-06-07 31.950001
## 2019-06-19 33.139999
## 2019-06-26 33.950001
## 2019-06-27 34.18
## 2019-07-05 34.990002
## 2019-07-15 35.619999
## 2019-07-18 34.080002
## 2019-07-19 33.869999
## 2019-07-29 35.549999
## 2019-07-30 35.049999
## 2019-07-31 34.93
## 2019-08-02 33.529999
## 2019-08-12 34.619999
## 2019-08-15 33.169998
## 2019-08-16 32.919998
## 2019-08-23 32.029999
## 2019-08-30 33.209999
## 2019-09-03 32.84
## 2019-09-06 33.23
## 2019-09-10 34.599998
## 2019-09-11 36.52
## 2019-09-12 37.439999
## 2019-09-24 34.959999
## 2019-10-07 32.75
## 2019-10-09 32.220001
## 2019-10-22 33.529999
## 2019-10-23 33.509998
## 2019-10-30 34.509998
## 2019-11-01 34.240002
## 2019-11-05 32.709999
## 2019-11-18 34.349998
## 2019-11-21 35.259998
## 2019-11-27 34.68
## 2019-12-02 33.66
## 2019-12-11 33.389999
## 2019-12-12 33.549999
## 2019-12-13 33.779999
## 2019-12-16 34
## 2019-12-20 34.209999
## 2019-12-23 34.060001
## 2019-12-26 34.849998
## 2019-12-31 34.77
## 2020-01-10 36.23
## 2020-01-29 34.77
## 2020-02-04 34.66
## 2020-02-07 34.200001
## 2020-02-11 35.360001
## 2020-02-13 35.23
## 2020-02-19 34.639999
## 2020-02-20 34
## 2020-02-27 31.27
## 2020-03-02 30.59
## 2020-03-04 29.139999
## 2020-03-09 27.809999
## results 100This certainly confirms that these algorithms are great for predicting the number of days that will continue to decrease with the features we selected and the models used in R, random forest, recursive partitioned trees, generalized linear models, and K-nearest neighbors for numeric data.
sYELP1$Date <- row.names(sYELP1)
testingSet$Date <- row.names(testingSet)
Results_round$Date <- row.names(Results_round)
sYELP1 <- merge(testingSet,Results_round, by.x='Date', by.y='Date')
tbl <- rbind(head(sYELP1),tail(sYELP1))
tbl## Date DayOfWeek stockDayValue lag1 today2lag1 decrDaysThisCycle
## 1 2012-03-16 Friday 21.74 21.75 0.9995402 3
## 2 2012-03-21 Wednesday 23.12 22.90 1.0096070 0
## 3 2012-03-23 Friday 23.18 23.22 0.9982774 1
## 4 2012-03-27 Tuesday 27.65 24.60 1.1239837 0
## 5 2012-03-29 Thursday 28.01 28.09 0.9971520 2
## 6 2012-04-02 Monday 27.12 26.89 1.0085534 3
## 599 2020-02-19 Wednesday 34.04 34.57 0.9846688 3
## 600 2020-02-20 Thursday 34.64 34.04 1.0176263 2
## 601 2020-02-27 Thursday 31.40 32.94 0.9532484 3
## 602 2020-03-02 Monday 31.65 31.27 1.0121522 1
## 603 2020-03-04 Wednesday 31.39 30.59 1.0261523 3
## 604 2020-03-09 Monday 26.40 28.94 0.9122322 3
## nTimesDecrDayCountsOccurs todayLessThanlag1 incrDaysThisCycle
## 1 74 1 1
## 2 485 0 2
## 3 273 1 3
## 4 485 0 3
## 5 122 1 0
## 6 74 0 1
## 599 74 1 1
## 600 122 0 1
## 601 74 1 0
## 602 273 0 1
## 603 74 0 1
## 604 74 1 1
## nTimesIncrDayCountsOccurs NextDayPrice.x RandomForest_round KNN_round
## 1 263 23 22 24
## 2 131 23 23 23
## 3 75 25 24 31
## 4 75 28 27 32
## 5 494 27 27 31
## 6 263 27 27 28
## 599 263 35 34 35
## 600 263 34 34 35
## 601 494 31 31 29
## 602 263 31 31 28
## 603 263 29 31 32
## 604 263 28 27 29
## Rpart_round GLM_round NextDayPrice.y
## 1 21 22 23
## 2 21 24 23
## 3 21 24 25
## 4 28 29 28
## 5 28 27 27
## 6 28 26 27
## 599 35 34 35
## 600 35 33 34
## 601 28 31 31
## 602 35 31 31
## 603 28 30 29
## 604 28 27 28Results_round$RandomForest_round <-
as.numeric(paste(Results_round$RandomForest_round))
Results_round$KNN_round <-
as.numeric(paste(Results_round$KNN_round))
Results_round$Rpart_round <-
as.numeric(paste(Results_round$Rpart_round))
Results_round$GLM_round <-
as.numeric(paste(Results_round$GLM_round))
Results_round$NextDayPrice <-
as.numeric(paste(Results_round$NextDayPrice))
Results_round$mostVoted <- ifelse(
(Results_round$RandomForest_round==Results_round$KNN_round | Results_round$RandomForest_round==Results_round$Rpart_round | Results_round$RandomForest_round==Results_round$GLM_round),
ifelse(Results_round$KNN_round==Results_round$Rpart_round | Results_round$KNN_round==Results_round$GLM_round,
Results_round$RandomForest_round,
ifelse(Results_round$Rpart_round ==Results_round$GLM_round,
Results_round$Rpart_round,
Results_round$RandomForest_round)),
ifelse(Results_round$KNN_round==Results_round$Rpart_round | Results_round$KNN_round==Results_round$GLM_round,
Results_round$KNN_round,
ifelse(Results_round$Rpart_round==Results_round$GLM_round,
Results_round$Rpart_round,
ifelse(Results_round$Rpart_round>Results_round$RandomForest_round,
Results_round$Rpart_round,
Results_round$RandomForest_round))
)
)
sMost <- sum(Results_round$mostVoted==Results_round$NextDayPrice)
lMost <- length(Results_round$NextDayPrice)-1
accMost <- sMost/lMost
accMost## [1] 0.455298Results_round## RandomForest_round KNN_round Rpart_round GLM_round NextDayPrice
## 2012-03-16 22.00 24.00 21.00 22.00 23
## 2012-03-21 23.00 23.00 21.00 24.00 23
## 2012-03-23 24.00 31.00 21.00 24.00 25
## 2012-03-27 27.00 32.00 28.00 29.00 28
## 2012-03-29 27.00 31.00 28.00 27.00 27
## 2012-04-02 27.00 28.00 28.00 26.00 27
## 2012-04-12 27.00 28.00 28.00 27.00 26
## 2012-04-13 25.00 31.00 28.00 26.00 26
## 2012-04-19 24.00 30.00 21.00 24.00 23
## 2012-04-24 21.00 23.00 21.00 21.00 21
## 2012-04-25 21.00 31.00 21.00 22.00 21
## 2012-04-26 21.00 23.00 21.00 22.00 22
## 2012-05-04 21.00 22.00 21.00 22.00 21
## 2012-05-11 20.00 22.00 21.00 20.00 20
## 2012-05-22 20.00 23.00 21.00 19.00 18
## 2012-05-29 17.00 20.00 21.00 16.00 17
## 2012-06-20 20.00 21.00 21.00 20.00 21
## 2012-06-25 23.00 30.00 21.00 23.00 22
## 2012-06-26 23.00 26.00 21.00 23.00 23
## 2012-07-03 25.00 30.00 28.00 26.00 26
## 2012-07-09 25.00 23.00 28.00 24.00 23
## 2012-07-11 22.00 24.00 21.00 21.00 22
## 2012-07-12 22.00 25.00 21.00 21.00 22
## 2012-07-18 23.00 27.00 21.00 24.00 24
## 2012-07-23 23.00 27.00 21.00 23.00 23
## 2012-08-03 24.00 22.00 21.00 24.00 25
## 2012-08-07 26.00 28.00 28.00 27.00 26
## 2012-08-08 26.00 30.00 28.00 26.00 26
## 2012-08-22 18.00 25.00 21.00 19.00 18
## 2012-09-12 25.00 23.00 28.00 25.00 24
## 2012-09-25 26.00 28.00 28.00 26.00 26
## 2012-09-28 27.00 27.00 28.00 28.00 28
## 2012-10-03 28.00 30.00 28.00 29.00 29
## 2012-10-05 27.00 29.00 28.00 27.00 28
## 2012-10-08 27.00 28.00 28.00 27.00 27
## 2012-10-09 27.00 26.00 28.00 27.00 26
## 2012-10-10 27.00 27.00 28.00 26.00 26
## 2012-10-11 25.00 30.00 28.00 25.00 25
## 2012-10-18 25.00 25.00 28.00 24.00 25
## 2012-10-22 24.00 23.00 21.00 23.00 24
## 2012-10-23 24.00 28.00 21.00 24.00 26
## 2012-10-25 23.00 22.00 21.00 23.00 23
## 2012-11-05 19.00 24.00 21.00 18.00 18
## 2012-11-07 19.00 24.00 21.00 17.00 18
## 2012-11-12 17.00 28.00 21.00 17.00 17
## 2012-11-26 19.00 28.00 21.00 20.00 20
## 2012-12-05 19.00 20.00 21.00 18.00 18
## 2012-12-17 19.00 20.00 21.00 18.00 18
## 2012-12-21 19.00 28.00 21.00 19.00 18
## 2012-12-28 19.00 28.00 21.00 19.00 19
## 2012-12-31 19.00 20.00 21.00 20.00 20
## 2013-01-02 20.00 24.00 21.00 20.00 20
## 2013-01-09 21.00 24.00 21.00 21.00 22
## 2013-01-22 21.00 23.00 21.00 21.00 20
## 2013-01-29 21.00 22.00 21.00 20.00 20
## 2013-02-01 20.00 23.00 21.00 20.00 20
## 2013-02-05 21.00 23.00 21.00 22.00 22
## 2013-02-07 22.00 24.00 21.00 22.00 22
## 2013-02-22 22.00 23.00 21.00 22.00 22
## 2013-02-25 21.00 23.00 21.00 21.00 21
## 2013-02-26 22.00 23.00 21.00 22.00 22
## 2013-02-27 22.00 22.00 21.00 23.00 22
## 2013-03-04 23.00 28.00 21.00 23.00 23
## 2013-03-05 23.00 24.00 21.00 22.00 23
## 2013-03-15 25.00 24.00 28.00 25.00 24
## 2013-03-18 24.00 27.00 28.00 24.00 24
## 2013-03-20 23.00 24.00 21.00 23.00 24
## 2013-03-21 22.00 26.00 21.00 23.00 24
## 2013-03-26 24.00 27.00 21.00 25.00 24
## 2013-03-28 23.00 25.00 21.00 23.00 23
## 2013-04-02 23.00 24.00 21.00 24.00 23
## 2013-04-09 25.00 26.00 28.00 26.00 26
## 2013-04-18 27.00 24.00 28.00 26.00 26
## 2013-04-23 25.00 24.00 28.00 25.00 25
## 2013-04-25 26.00 26.00 28.00 26.00 25
## 2013-04-29 26.00 27.00 28.00 26.00 26
## 2013-05-02 31.00 32.00 35.00 31.00 31
## 2013-05-06 31.00 31.00 28.00 30.00 31
## 2013-05-07 30.00 32.00 28.00 30.00 30
## 2013-05-10 31.00 32.00 28.00 31.00 31
## 2013-05-23 29.00 31.00 28.00 29.00 29
## 2013-05-24 30.00 32.00 28.00 30.00 30
## 2013-05-31 30.00 29.00 28.00 29.00 28
## 2013-06-06 29.00 29.00 28.00 30.00 30
## 2013-06-13 30.00 30.00 28.00 30.00 31
## 2013-06-14 31.00 28.00 28.00 32.00 32
## 2013-06-27 35.00 35.00 35.00 35.00 35
## 2013-07-03 35.00 33.00 35.00 35.00 35
## 2013-07-08 35.00 34.00 35.00 36.00 37
## 2013-07-09 37.00 33.00 35.00 37.00 37
## 2013-07-17 40.00 38.00 43.00 40.00 40
## 2013-07-19 41.00 44.00 43.00 41.00 41
## 2013-07-24 40.00 43.00 43.00 40.00 42
## 2013-07-30 43.00 41.00 43.00 43.00 42
## 2013-08-01 51.00 35.00 55.00 52.00 57
## 2013-08-06 52.00 45.00 55.00 52.00 52
## 2013-08-16 49.00 45.00 47.00 49.00 49
## 2013-08-23 52.00 46.00 55.00 51.00 51
## 2013-08-27 51.00 53.00 55.00 52.00 52
## 2013-08-29 53.00 49.00 55.00 54.00 52
## 2013-09-12 63.00 64.00 67.00 63.00 63
## 2013-09-25 68.00 70.00 67.00 68.00 68
## 2013-09-26 67.00 69.00 67.00 67.00 68
## 2013-10-02 71.00 71.00 67.00 72.00 71
## 2013-10-04 71.00 69.00 77.00 72.00 70
## 2013-10-08 63.00 65.00 67.00 64.00 63
## 2013-10-24 68.00 67.00 67.00 67.00 68
## 2013-10-29 69.00 58.00 67.00 68.00 67
## 2013-11-15 69.00 62.00 67.00 70.00 64
## 2013-11-20 63.00 64.00 67.00 62.00 64
## 2013-11-22 62.00 63.00 67.00 61.00 58
## 2013-11-25 59.00 61.00 55.00 59.00 62
## 2013-11-26 60.00 61.00 67.00 60.00 62
## 2013-11-29 59.00 61.00 55.00 60.00 60
## 2013-12-04 62.00 63.00 67.00 63.00 63
## 2013-12-09 65.00 66.00 67.00 65.00 66
## 2013-12-10 66.00 66.00 67.00 65.00 63
## 2013-12-31 69.00 66.00 67.00 68.00 68
## 2014-01-02 67.00 69.00 67.00 67.00 68
## 2014-01-06 71.00 68.00 77.00 72.00 73
## 2014-01-07 73.00 74.00 77.00 73.00 78
## 2014-01-16 81.00 72.00 77.00 82.00 82
## 2014-01-17 81.00 78.00 77.00 81.00 82
## 2014-01-23 78.00 68.00 77.00 79.00 76
## 2014-01-27 74.00 68.00 77.00 73.00 76
## 2014-01-28 76.00 67.00 77.00 75.00 72
## 2014-02-04 77.00 68.00 77.00 77.00 75
## 2014-02-05 77.00 71.00 77.00 76.00 89
## 2014-02-06 83.00 66.00 92.00 87.00 89
## 2014-02-10 92.00 75.00 92.00 92.00 93
## 2014-02-12 92.00 81.00 92.00 91.00 92
## 2014-02-14 92.00 86.00 92.00 90.00 92
## 2014-02-18 91.00 83.00 92.00 91.00 90
## 2014-02-25 95.00 84.00 92.00 95.00 95
## 2014-02-26 95.00 80.00 92.00 96.00 97
## 2014-02-27 95.00 80.00 92.00 97.00 94
## 2014-03-06 94.00 81.00 92.00 96.00 97
## 2014-03-12 90.00 79.00 92.00 91.00 87
## 2014-03-17 91.00 75.00 92.00 89.00 90
## 2014-03-20 84.00 71.00 77.00 84.00 83
## 2014-03-27 79.00 73.00 77.00 77.00 76
## 2014-03-31 78.00 68.00 77.00 78.00 80
## 2014-04-01 79.00 69.00 77.00 79.00 76
## 2014-04-02 73.00 65.00 77.00 75.00 71
## 2014-04-04 68.00 67.00 67.00 67.00 66
## 2014-04-11 63.00 63.00 67.00 62.00 62
## 2014-04-30 58.00 58.00 55.00 59.00 64
## 2014-05-02 60.00 66.00 55.00 61.00 60
## 2014-05-07 55.00 50.00 55.00 53.00 53
## 2014-05-12 54.00 51.00 55.00 56.00 56
## 2014-05-19 57.00 55.00 55.00 58.00 57
## 2014-05-22 61.00 55.00 55.00 61.00 62
## 2014-05-27 64.00 64.00 67.00 63.00 63
## 2014-05-28 64.00 61.00 67.00 64.00 69
## 2014-05-29 67.00 59.00 67.00 67.00 66
## 2014-06-02 65.00 66.00 67.00 65.00 65
## 2014-06-03 64.00 53.00 67.00 64.00 65
## 2014-06-04 65.00 60.00 67.00 66.00 65
## 2014-06-11 67.00 60.00 67.00 66.00 66
## 2014-06-17 75.00 73.00 77.00 75.00 77
## 2014-06-23 77.00 66.00 77.00 77.00 76
## 2014-06-27 78.00 70.00 77.00 76.00 77
## 2014-06-30 77.00 71.00 77.00 78.00 78
## 2014-07-09 69.00 73.00 67.00 70.00 71
## 2014-07-11 71.00 70.00 67.00 71.00 71
## 2014-07-14 70.00 64.00 67.00 70.00 69
## 2014-07-16 64.00 61.00 67.00 67.00 67
## 2014-07-17 69.00 68.00 67.00 67.00 68
## 2014-07-23 70.00 63.00 67.00 69.00 70
## 2014-07-28 70.00 67.00 67.00 70.00 69
## 2014-08-01 69.00 70.00 67.00 66.00 69
## 2014-08-07 68.00 63.00 67.00 68.00 68
## 2014-08-13 73.00 68.00 77.00 74.00 75
## 2014-08-21 81.00 77.00 77.00 80.00 82
## 2014-08-22 80.00 77.00 77.00 81.00 83
## 2014-08-25 81.00 76.00 77.00 82.00 82
## 2014-08-26 82.00 74.00 77.00 83.00 83
## 2014-09-02 83.00 77.00 77.00 84.00 83
## 2014-09-03 81.00 64.00 77.00 82.00 82
## 2014-09-05 81.00 70.00 77.00 82.00 82
## 2014-09-11 80.00 69.00 77.00 81.00 82
## 2014-09-17 76.00 76.00 77.00 76.00 76
## 2014-09-26 71.00 64.00 67.00 69.00 70
## 2014-09-29 66.00 71.00 67.00 69.00 68
## 2014-09-30 67.00 64.00 67.00 67.00 67
## 2014-10-01 69.00 63.00 67.00 68.00 69
## 2014-10-02 70.00 71.00 67.00 70.00 69
## 2014-10-08 68.00 74.00 67.00 68.00 70
## 2014-10-10 65.00 61.00 67.00 65.00 62
## 2014-10-24 58.00 55.00 55.00 58.00 57
## 2014-10-27 57.00 51.00 55.00 58.00 59
## 2014-10-31 60.00 63.00 55.00 60.00 61
## 2014-11-05 57.00 65.00 55.00 58.00 59
## 2014-11-14 58.00 50.00 55.00 58.00 58
## 2014-11-17 57.00 49.00 55.00 57.00 57
## 2014-11-26 58.00 55.00 55.00 57.00 57
## 2014-12-16 51.00 42.00 47.00 52.00 52
## 2014-12-17 52.00 49.00 55.00 52.00 52
## 2014-12-24 52.00 49.00 55.00 52.00 53
## 2014-12-29 54.00 52.00 55.00 54.00 54
## 2015-01-02 54.00 49.00 55.00 54.00 53
## 2015-01-06 52.00 49.00 55.00 52.00 52
## 2015-01-07 52.00 51.00 55.00 53.00 54
## 2015-01-09 55.00 44.00 55.00 55.00 54
## 2015-01-12 53.00 46.00 55.00 53.00 53
## 2015-01-14 52.00 44.00 55.00 51.00 50
## 2015-01-15 50.00 39.00 47.00 51.00 51
## 2015-01-22 55.00 49.00 55.00 55.00 55
## 2015-01-28 53.00 48.00 55.00 52.00 53
## 2015-02-04 58.00 58.00 55.00 57.00 57
## 2015-02-06 49.00 40.00 47.00 45.00 42
## 2015-02-12 47.00 41.00 47.00 48.00 48
## 2015-02-19 48.00 45.00 47.00 47.00 48
## 2015-02-27 48.00 46.00 47.00 48.00 48
## 2015-03-02 48.00 47.00 47.00 49.00 49
## 2015-03-03 48.00 49.00 47.00 48.00 48
## 2015-03-05 47.00 43.00 47.00 47.00 47
## 2015-03-10 46.00 44.00 47.00 46.00 46
## 2015-03-13 46.00 43.00 47.00 48.00 47
## 2015-03-16 46.00 45.00 47.00 47.00 47
## 2015-03-18 46.00 43.00 47.00 46.00 45
## 2015-03-19 45.00 41.00 47.00 44.00 45
## 2015-03-23 47.00 44.00 47.00 48.00 47
## 2015-03-25 45.00 46.00 47.00 45.00 46
## 2015-03-30 47.00 42.00 47.00 47.00 47
## 2015-04-01 46.00 46.00 47.00 46.00 47
## 2015-04-06 47.00 45.00 47.00 47.00 47
## 2015-04-17 48.00 47.00 47.00 47.00 48
## 2015-05-01 39.00 44.00 43.00 38.00 40
## 2015-05-05 38.00 37.00 35.00 38.00 38
## 2015-05-06 39.00 41.00 35.00 39.00 47
## 2015-05-07 47.00 35.00 47.00 47.00 50
## 2015-05-08 49.00 44.00 47.00 49.00 49
## 2015-05-13 47.00 43.00 47.00 47.00 47
## 2015-05-18 46.00 42.00 47.00 46.00 46
## 2015-05-26 45.00 43.00 47.00 45.00 46
## 2015-05-28 48.00 47.00 47.00 48.00 48
## 2015-06-11 44.00 42.00 43.00 44.00 44
## 2015-06-12 44.00 43.00 43.00 43.00 44
## 2015-06-16 44.00 43.00 43.00 44.00 45
## 2015-06-24 45.00 43.00 47.00 44.00 45
## 2015-06-26 44.00 44.00 43.00 43.00 42
## 2015-07-01 42.00 41.00 43.00 42.00 38
## 2015-07-09 34.00 37.00 35.00 34.00 35
## 2015-07-13 36.00 34.00 35.00 36.00 36
## 2015-07-14 36.00 33.00 35.00 36.00 35
## 2015-07-20 34.00 34.00 35.00 35.00 36
## 2015-07-24 34.00 32.00 35.00 34.00 34
## 2015-07-28 33.00 33.00 35.00 33.00 25
## 2015-08-03 26.00 28.00 28.00 27.00 26
## 2015-08-05 25.00 27.00 28.00 25.00 25
## 2015-08-19 25.00 29.00 28.00 24.00 24
## 2015-08-20 23.00 29.00 21.00 23.00 23
## 2015-08-21 23.00 25.00 21.00 22.00 23
## 2015-08-24 23.00 27.00 21.00 22.00 23
## 2015-08-26 24.00 25.00 21.00 24.00 24
## 2015-08-28 24.00 27.00 21.00 25.00 24
## 2015-09-01 24.00 25.00 21.00 24.00 24
## 2015-09-02 24.00 26.00 21.00 24.00 24
## 2015-09-03 24.00 27.00 21.00 25.00 24
## 2015-09-17 25.00 27.00 28.00 25.00 25
## 2015-09-18 24.00 22.00 28.00 24.00 24
## 2015-09-21 24.00 22.00 21.00 24.00 23
## 2015-09-24 22.00 27.00 21.00 22.00 22
## 2015-10-09 25.00 25.00 28.00 24.00 23
## 2015-10-14 22.00 26.00 21.00 22.00 23
## 2015-10-15 23.00 23.00 21.00 23.00 23
## 2015-10-22 23.00 23.00 21.00 23.00 23
## 2015-10-23 23.00 25.00 21.00 23.00 24
## 2015-10-29 22.00 26.00 21.00 22.00 22
## 2015-11-02 24.00 25.00 21.00 25.00 24
## 2015-11-05 25.00 26.00 28.00 26.00 26
## 2015-11-09 25.00 28.00 28.00 26.00 25
## 2015-11-10 25.00 28.00 28.00 25.00 25
## 2015-11-11 25.00 29.00 28.00 26.00 26
## 2015-11-12 26.00 26.00 28.00 27.00 27
## 2015-11-13 27.00 21.00 28.00 28.00 27
## 2015-11-16 28.00 33.00 28.00 28.00 28
## 2015-11-18 28.00 30.00 28.00 28.00 28
## 2015-11-19 28.00 30.00 28.00 29.00 31
## 2015-11-23 31.00 32.00 28.00 31.00 30
## 2015-11-25 30.00 30.00 28.00 30.00 30
## 2015-12-02 31.00 31.00 28.00 31.00 31
## 2015-12-09 30.00 33.00 28.00 31.00 31
## 2015-12-11 29.00 29.00 28.00 29.00 30
## 2015-12-18 27.00 28.00 28.00 26.00 26
## 2015-12-21 27.00 28.00 28.00 27.00 28
## 2015-12-23 29.00 29.00 28.00 29.00 28
## 2016-01-04 27.00 26.00 28.00 28.00 27
## 2016-01-05 26.00 29.00 28.00 27.00 26
## 2016-01-19 21.00 26.00 21.00 22.00 21
## 2016-01-20 21.00 22.00 21.00 20.00 21
## 2016-01-26 22.00 27.00 21.00 21.00 22
## 2016-01-28 22.00 24.00 21.00 22.00 21
## 2016-02-09 16.00 21.00 21.00 15.00 15
## 2016-02-10 16.00 20.00 21.00 14.00 15
## 2016-02-17 19.00 22.00 21.00 18.00 18
## 2016-02-24 19.00 24.00 21.00 19.00 19
## 2016-02-25 19.00 22.00 21.00 20.00 20
## 2016-03-01 21.00 26.00 21.00 22.00 21
## 2016-03-03 22.00 23.00 21.00 22.00 22
## 2016-03-10 21.00 27.00 21.00 20.00 21
## 2016-03-14 21.00 25.00 21.00 21.00 20
## 2016-03-18 21.00 21.00 21.00 20.00 20
## 2016-03-21 20.00 22.00 21.00 20.00 20
## 2016-03-22 20.00 21.00 21.00 19.00 19
## 2016-03-23 20.00 22.00 21.00 19.00 20
## 2016-03-24 19.00 28.00 21.00 19.00 19
## 2016-04-04 20.00 22.00 21.00 19.00 19
## 2016-04-06 20.00 22.00 21.00 19.00 20
## 2016-04-08 20.00 26.00 21.00 20.00 19
## 2016-04-11 20.00 26.00 21.00 20.00 20
## 2016-04-13 21.00 25.00 21.00 21.00 21
## 2016-04-19 21.00 23.00 21.00 22.00 21
## 2016-04-21 22.00 22.00 21.00 22.00 22
## 2016-04-25 21.00 25.00 21.00 22.00 21
## 2016-04-27 21.00 22.00 21.00 20.00 21
## 2016-05-05 22.00 24.00 21.00 22.00 26
## 2016-05-09 26.00 28.00 28.00 27.00 26
## 2016-05-12 25.00 27.00 28.00 25.00 25
## 2016-05-13 25.00 23.00 28.00 25.00 25
## 2016-05-17 25.00 27.00 28.00 24.00 25
## 2016-05-20 25.00 24.00 28.00 25.00 25
## 2016-05-23 25.00 23.00 28.00 26.00 25
## 2016-05-25 25.00 29.00 28.00 26.00 26
## 2016-05-31 26.00 31.00 28.00 26.00 26
## 2016-06-02 27.00 26.00 28.00 27.00 27
## 2016-06-03 27.00 27.00 28.00 27.00 27
## 2016-06-15 26.00 26.00 28.00 26.00 27
## 2016-06-16 27.00 27.00 28.00 28.00 27
## 2016-06-17 27.00 27.00 28.00 28.00 28
## 2016-06-21 28.00 32.00 28.00 29.00 28
## 2016-06-22 29.00 33.00 28.00 29.00 30
## 2016-06-28 28.00 33.00 28.00 29.00 29
## 2016-07-05 30.00 32.00 28.00 31.00 30
## 2016-07-06 30.00 33.00 28.00 30.00 30
## 2016-07-26 30.00 32.00 28.00 31.00 30
## 2016-08-12 38.00 34.00 35.00 38.00 37
## 2016-08-18 38.00 37.00 35.00 38.00 39
## 2016-08-19 38.00 34.00 35.00 38.00 38
## 2016-08-24 37.00 35.00 35.00 37.00 37
## 2016-09-08 38.00 37.00 35.00 37.00 37
## 2016-09-09 37.00 38.00 35.00 37.00 38
## 2016-09-12 38.00 38.00 35.00 37.00 37
## 2016-09-14 38.00 38.00 35.00 38.00 38
## 2016-09-15 38.00 36.00 35.00 37.00 38
## 2016-09-20 37.00 38.00 35.00 37.00 39
## 2016-09-21 38.00 39.00 35.00 38.00 38
## 2016-09-22 39.00 37.00 35.00 40.00 39
## 2016-10-03 43.00 43.00 43.00 43.00 42
## 2016-10-04 43.00 41.00 43.00 43.00 42
## 2016-10-07 41.00 41.00 43.00 41.00 41
## 2016-10-11 39.00 38.00 35.00 39.00 39
## 2016-10-12 39.00 39.00 35.00 38.00 38
## 2016-10-13 37.00 34.00 35.00 37.00 36
## 2016-10-17 37.00 37.00 35.00 35.00 36
## 2016-10-18 35.00 36.00 35.00 35.00 35
## 2016-10-19 34.00 34.00 35.00 34.00 34
## 2016-10-21 33.00 36.00 35.00 33.00 34
## 2016-10-24 34.00 36.00 35.00 33.00 34
## 2016-10-25 33.00 33.00 35.00 33.00 33
## 2016-10-26 33.00 33.00 35.00 32.00 33
## 2016-11-01 33.00 34.00 35.00 33.00 36
## 2016-11-03 36.00 34.00 35.00 37.00 36
## 2016-11-04 36.00 37.00 35.00 37.00 37
## 2016-11-11 36.00 36.00 35.00 36.00 36
## 2016-11-14 36.00 35.00 35.00 37.00 37
## 2016-11-17 38.00 40.00 35.00 38.00 38
## 2016-11-22 39.00 36.00 35.00 39.00 39
## 2016-11-25 39.00 37.00 35.00 38.00 38
## 2016-12-01 36.00 35.00 35.00 35.00 36
## 2016-12-06 36.00 36.00 35.00 36.00 36
## 2016-12-12 35.00 34.00 35.00 35.00 36
## 2016-12-15 36.00 38.00 35.00 36.00 36
## 2016-12-16 36.00 35.00 35.00 36.00 36
## 2016-12-22 39.00 37.00 35.00 37.00 38
## 2017-01-09 40.00 41.00 43.00 41.00 40
## 2017-01-20 41.00 46.00 43.00 41.00 42
## 2017-01-30 42.00 43.00 43.00 42.00 42
## 2017-02-02 42.00 43.00 43.00 42.00 42
## 2017-02-08 42.00 37.00 43.00 41.00 41
## 2017-02-09 41.00 39.00 43.00 40.00 36
## 2017-02-22 34.00 37.00 35.00 33.00 33
## 2017-02-27 34.00 34.00 35.00 34.00 34
## 2017-03-08 34.00 34.00 35.00 35.00 34
## 2017-03-13 35.00 35.00 35.00 35.00 34
## 2017-03-23 32.00 35.00 35.00 32.00 32
## 2017-03-27 32.00 36.00 35.00 32.00 32
## 2017-03-31 33.00 33.00 35.00 32.00 33
## 2017-04-06 33.00 31.00 35.00 33.00 33
## 2017-04-07 33.00 33.00 35.00 32.00 33
## 2017-04-10 33.00 34.00 35.00 33.00 33
## 2017-04-11 33.00 30.00 35.00 32.00 32
## 2017-04-12 32.00 31.00 35.00 31.00 32
## 2017-04-20 34.00 36.00 35.00 34.00 33
## 2017-04-21 34.00 34.00 35.00 34.00 34
## 2017-04-26 35.00 40.00 35.00 35.00 36
## 2017-05-01 36.00 34.00 35.00 37.00 36
## 2017-05-02 36.00 33.00 35.00 36.00 35
## 2017-05-03 35.00 37.00 35.00 36.00 35
## 2017-05-04 36.00 36.00 35.00 36.00 36
## 2017-05-08 36.00 39.00 35.00 35.00 35
## 2017-05-22 28.00 28.00 28.00 27.00 28
## 2017-05-24 28.00 32.00 28.00 28.00 28
## 2017-06-06 30.00 30.00 28.00 31.00 30
## 2017-06-12 30.00 30.00 28.00 30.00 31
## 2017-06-16 31.00 31.00 28.00 31.00 30
## 2017-06-19 30.00 34.00 28.00 29.00 29
## 2017-06-29 30.00 32.00 28.00 31.00 30
## 2017-07-10 30.00 34.00 28.00 31.00 31
## 2017-07-19 32.00 33.00 35.00 32.00 32
## 2017-07-24 32.00 38.00 35.00 33.00 32
## 2017-07-26 33.00 36.00 35.00 33.00 33
## 2017-07-28 33.00 32.00 35.00 33.00 33
## 2017-08-02 32.00 30.00 35.00 31.00 31
## 2017-08-03 32.00 33.00 28.00 32.00 40
## 2017-08-08 41.00 41.00 43.00 41.00 42
## 2017-08-11 42.00 41.00 43.00 43.00 43
## 2017-08-23 42.00 41.00 43.00 42.00 42
## 2017-08-24 42.00 43.00 43.00 42.00 42
## 2017-08-28 43.00 42.00 43.00 43.00 42
## 2017-08-30 43.00 41.00 43.00 43.00 43
## 2017-09-06 43.00 40.00 43.00 44.00 44
## 2017-09-07 44.00 43.00 43.00 44.00 44
## 2017-09-11 44.00 43.00 43.00 44.00 44
## 2017-09-12 43.00 45.00 43.00 43.00 43
## 2017-09-13 43.00 44.00 43.00 42.00 43
## 2017-09-18 44.00 42.00 43.00 45.00 44
## 2017-09-20 44.00 42.00 43.00 43.00 44
## 2017-09-28 43.00 40.00 43.00 44.00 43
## 2017-09-29 44.00 43.00 43.00 44.00 44
## 2017-10-04 47.00 42.00 47.00 47.00 46
## 2017-10-06 46.00 39.00 47.00 46.00 46
## 2017-10-13 43.00 42.00 43.00 43.00 44
## 2017-10-16 43.00 40.00 43.00 43.00 43
## 2017-10-20 44.00 43.00 43.00 44.00 44
## 2017-10-23 44.00 39.00 43.00 45.00 44
## 2017-10-24 44.00 39.00 43.00 45.00 44
## 2017-11-01 45.00 44.00 47.00 45.00 46
## 2017-11-02 46.00 45.00 47.00 46.00 46
## 2017-11-03 46.00 46.00 47.00 45.00 46
## 2017-11-10 46.00 44.00 47.00 46.00 46
## 2017-11-13 46.00 47.00 47.00 47.00 46
## 2017-11-17 47.00 46.00 47.00 47.00 47
## 2017-11-27 48.00 47.00 47.00 48.00 47
## 2017-12-06 42.00 43.00 43.00 41.00 41
## 2017-12-14 43.00 40.00 43.00 43.00 42
## 2017-12-15 43.00 41.00 43.00 43.00 44
## 2017-12-22 43.00 42.00 43.00 42.00 42
## 2018-01-05 44.00 43.00 43.00 44.00 44
## 2018-01-18 43.00 41.00 43.00 42.00 43
## 2018-01-29 44.00 43.00 43.00 44.00 44
## 2018-02-09 39.00 39.00 35.00 38.00 39
## 2018-02-13 39.00 39.00 35.00 40.00 41
## 2018-02-14 42.00 44.00 43.00 42.00 42
## 2018-02-15 41.00 41.00 43.00 42.00 42
## 2018-02-23 43.00 43.00 43.00 43.00 44
## 2018-02-27 43.00 42.00 43.00 43.00 44
## 2018-03-06 45.00 43.00 43.00 45.00 46
## 2018-03-07 45.00 41.00 47.00 45.00 46
## 2018-03-08 46.00 43.00 47.00 47.00 47
## 2018-03-09 47.00 45.00 47.00 47.00 47
## 2018-03-13 46.00 44.00 47.00 47.00 46
## 2018-03-19 45.00 42.00 47.00 45.00 45
## 2018-03-28 43.00 46.00 43.00 42.00 42
## 2018-04-04 43.00 46.00 43.00 43.00 42
## 2018-04-11 45.00 47.00 43.00 44.00 44
## 2018-04-18 44.00 42.00 43.00 44.00 45
## 2018-04-23 44.00 41.00 43.00 43.00 44
## 2018-05-01 45.00 44.00 43.00 45.00 45
## 2018-05-03 45.00 41.00 43.00 46.00 46
## 2018-05-08 48.00 52.00 47.00 48.00 48
## 2018-05-15 44.00 40.00 43.00 44.00 44
## 2018-05-18 47.00 43.00 47.00 47.00 46
## 2018-05-24 43.00 41.00 43.00 43.00 43
## 2018-06-06 42.00 40.00 43.00 41.00 41
## 2018-06-08 41.00 42.00 43.00 41.00 42
## 2018-06-11 43.00 41.00 43.00 43.00 43
## 2018-06-13 42.00 44.00 43.00 42.00 41
## 2018-06-14 41.00 39.00 43.00 41.00 41
## 2018-06-27 39.00 36.00 35.00 39.00 39
## 2018-06-28 40.00 40.00 35.00 40.00 39
## 2018-07-02 40.00 41.00 35.00 40.00 39
## 2018-07-06 41.00 40.00 43.00 41.00 40
## 2018-07-13 40.00 38.00 43.00 41.00 40
## 2018-07-16 41.00 41.00 43.00 41.00 41
## 2018-07-18 40.00 40.00 43.00 40.00 40
## 2018-07-20 39.00 38.00 35.00 38.00 39
## 2018-07-24 39.00 34.00 35.00 39.00 39
## 2018-07-25 39.00 36.00 35.00 40.00 40
## 2018-07-27 38.00 36.00 35.00 37.00 37
## 2018-08-03 38.00 38.00 35.00 39.00 39
## 2018-08-15 46.00 43.00 47.00 46.00 46
## 2018-08-17 45.00 44.00 47.00 44.00 45
## 2018-08-27 47.00 45.00 47.00 47.00 47
## 2018-08-29 47.00 45.00 47.00 46.00 47
## 2018-09-07 45.00 46.00 47.00 44.00 45
## 2018-09-11 46.00 38.00 47.00 46.00 46
## 2018-09-12 47.00 40.00 47.00 46.00 46
## 2018-09-14 46.00 45.00 47.00 47.00 46
## 2018-09-17 46.00 44.00 47.00 47.00 50
## 2018-10-08 45.00 42.00 47.00 45.00 45
## 2018-10-12 43.00 43.00 43.00 43.00 43
## 2018-10-16 43.00 45.00 43.00 44.00 44
## 2018-10-19 43.00 42.00 43.00 42.00 43
## 2018-11-01 43.00 41.00 43.00 44.00 43
## 2018-11-08 43.00 41.00 43.00 43.00 32
## 2018-11-12 34.00 31.00 35.00 33.00 34
## 2018-11-27 32.00 32.00 28.00 33.00 32
## 2018-12-06 35.00 35.00 35.00 35.00 35
## 2018-12-07 35.00 33.00 35.00 35.00 36
## 2018-12-20 33.00 33.00 35.00 33.00 32
## 2018-12-24 33.00 32.00 35.00 33.00 34
## 2018-12-26 34.00 29.00 35.00 35.00 35
## 2018-12-31 35.00 36.00 35.00 34.00 35
## 2019-01-04 35.00 34.00 35.00 35.00 35
## 2019-01-07 35.00 35.00 35.00 36.00 36
## 2019-01-09 36.00 37.00 35.00 36.00 34
## 2019-01-22 36.00 36.00 35.00 37.00 35
## 2019-01-28 37.00 35.00 35.00 36.00 36
## 2019-02-06 37.00 36.00 35.00 36.00 36
## 2019-02-12 39.00 35.00 35.00 38.00 38
## 2019-02-13 40.00 38.00 35.00 38.00 38
## 2019-02-14 39.00 37.00 35.00 38.00 40
## 2019-02-21 38.00 41.00 35.00 38.00 39
## 2019-02-25 38.00 33.00 35.00 38.00 38
## 2019-02-28 37.00 33.00 35.00 37.00 37
## 2019-03-01 37.00 32.00 35.00 37.00 37
## 2019-03-07 34.00 33.00 35.00 35.00 35
## 2019-03-12 34.00 34.00 35.00 34.00 35
## 2019-03-14 35.00 37.00 35.00 35.00 35
## 2019-03-15 35.00 34.00 35.00 34.00 35
## 2019-03-19 34.00 35.00 35.00 34.00 35
## 2019-03-20 34.00 37.00 35.00 35.00 35
## 2019-03-21 35.00 34.00 35.00 34.00 34
## 2019-03-22 35.00 37.00 35.00 35.00 35
## 2019-03-27 35.00 33.00 35.00 35.00 35
## 2019-03-28 35.00 34.00 35.00 34.00 34
## 2019-03-29 35.00 36.00 35.00 36.00 35
## 2019-04-01 35.00 36.00 35.00 36.00 35
## 2019-04-10 36.00 36.00 35.00 35.00 36
## 2019-04-12 35.00 33.00 35.00 35.00 35
## 2019-04-22 37.00 36.00 35.00 38.00 38
## 2019-04-24 39.00 41.00 35.00 39.00 40
## 2019-04-25 39.00 41.00 35.00 40.00 40
## 2019-04-26 40.00 39.00 35.00 40.00 40
## 2019-05-01 41.00 45.00 35.00 40.00 40
## 2019-05-22 32.00 32.00 35.00 31.00 32
## 2019-05-24 32.00 31.00 35.00 31.00 31
## 2019-05-29 31.00 33.00 28.00 31.00 31
## 2019-06-07 32.00 32.00 28.00 32.00 32
## 2019-06-19 33.00 33.00 35.00 33.00 33
## 2019-06-26 34.00 38.00 35.00 33.00 34
## 2019-06-27 34.00 39.00 35.00 34.00 34
## 2019-07-05 35.00 35.00 35.00 35.00 35
## 2019-07-15 36.00 35.00 35.00 36.00 36
## 2019-07-18 34.00 32.00 35.00 34.00 34
## 2019-07-19 34.00 32.00 35.00 33.00 34
## 2019-07-29 36.00 33.00 35.00 36.00 36
## 2019-07-30 35.00 38.00 35.00 35.00 35
## 2019-07-31 34.00 34.00 35.00 34.00 35
## 2019-08-02 35.00 34.00 35.00 35.00 34
## 2019-08-12 34.00 34.00 35.00 34.00 35
## 2019-08-15 33.00 35.00 35.00 34.00 33
## 2019-08-16 33.00 31.00 35.00 32.00 33
## 2019-08-23 32.00 33.00 35.00 33.00 32
## 2019-08-30 33.00 32.00 35.00 33.00 33
## 2019-09-03 33.00 33.00 35.00 32.00 33
## 2019-09-06 33.00 35.00 35.00 34.00 33
## 2019-09-10 34.00 34.00 35.00 35.00 35
## 2019-09-11 35.00 40.00 35.00 35.00 37
## 2019-09-12 37.00 39.00 35.00 37.00 37
## 2019-09-24 34.00 34.00 35.00 35.00 35
## 2019-10-07 33.00 33.00 35.00 32.00 33
## 2019-10-09 31.00 33.00 35.00 32.00 32
## 2019-10-22 34.00 32.00 35.00 33.00 34
## 2019-10-23 33.00 33.00 35.00 33.00 34
## 2019-10-30 34.00 34.00 35.00 34.00 35
## 2019-11-01 35.00 38.00 35.00 34.00 34
## 2019-11-05 33.00 33.00 35.00 32.00 33
## 2019-11-18 34.00 38.00 35.00 34.00 34
## 2019-11-21 34.00 36.00 35.00 34.00 35
## 2019-11-27 35.00 36.00 35.00 34.00 35
## 2019-12-02 34.00 34.00 35.00 34.00 34
## 2019-12-11 33.00 31.00 35.00 33.00 33
## 2019-12-12 34.00 35.00 35.00 34.00 34
## 2019-12-13 34.00 34.00 35.00 34.00 34
## 2019-12-16 34.00 35.00 35.00 35.00 34
## 2019-12-20 34.00 35.00 35.00 34.00 34
## 2019-12-23 34.00 34.00 35.00 34.00 34
## 2019-12-26 35.00 35.00 35.00 35.00 35
## 2019-12-31 34.00 36.00 35.00 34.00 35
## 2020-01-10 36.00 34.00 35.00 36.00 36
## 2020-01-29 35.00 34.00 35.00 34.00 35
## 2020-02-04 34.00 34.00 35.00 35.00 35
## 2020-02-07 34.00 35.00 35.00 35.00 34
## 2020-02-11 35.00 36.00 35.00 36.00 35
## 2020-02-13 36.00 35.00 35.00 36.00 35
## 2020-02-19 34.00 35.00 35.00 34.00 35
## 2020-02-20 34.00 35.00 35.00 33.00 34
## 2020-02-27 31.00 29.00 28.00 31.00 31
## 2020-03-02 31.00 28.00 35.00 31.00 31
## 2020-03-04 31.00 32.00 28.00 30.00 29
## 2020-03-09 27.00 29.00 28.00 27.00 28
## results_round 0.51 0.13 0.17 0.48 100
## Date mostVoted
## 2012-03-16 2012-03-16 22.00
## 2012-03-21 2012-03-21 23.00
## 2012-03-23 2012-03-23 24.00
## 2012-03-27 2012-03-27 28.00
## 2012-03-29 2012-03-29 27.00
## 2012-04-02 2012-04-02 28.00
## 2012-04-12 2012-04-12 27.00
## 2012-04-13 2012-04-13 28.00
## 2012-04-19 2012-04-19 24.00
## 2012-04-24 2012-04-24 21.00
## 2012-04-25 2012-04-25 21.00
## 2012-04-26 2012-04-26 21.00
## 2012-05-04 2012-05-04 21.00
## 2012-05-11 2012-05-11 20.00
## 2012-05-22 2012-05-22 21.00
## 2012-05-29 2012-05-29 21.00
## 2012-06-20 2012-06-20 20.00
## 2012-06-25 2012-06-25 23.00
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## 2019-02-25 2019-02-25 38.00
## 2019-02-28 2019-02-28 37.00
## 2019-03-01 2019-03-01 37.00
## 2019-03-07 2019-03-07 35.00
## 2019-03-12 2019-03-12 34.00
## 2019-03-14 2019-03-14 35.00
## 2019-03-15 2019-03-15 35.00
## 2019-03-19 2019-03-19 34.00
## 2019-03-20 2019-03-20 35.00
## 2019-03-21 2019-03-21 35.00
## 2019-03-22 2019-03-22 35.00
## 2019-03-27 2019-03-27 35.00
## 2019-03-28 2019-03-28 35.00
## 2019-03-29 2019-03-29 35.00
## 2019-04-01 2019-04-01 35.00
## 2019-04-10 2019-04-10 35.00
## 2019-04-12 2019-04-12 35.00
## 2019-04-22 2019-04-22 37.00
## 2019-04-24 2019-04-24 39.00
## 2019-04-25 2019-04-25 39.00
## 2019-04-26 2019-04-26 40.00
## 2019-05-01 2019-05-01 41.00
## 2019-05-22 2019-05-22 32.00
## 2019-05-24 2019-05-24 31.00
## 2019-05-29 2019-05-29 31.00
## 2019-06-07 2019-06-07 32.00
## 2019-06-19 2019-06-19 33.00
## 2019-06-26 2019-06-26 35.00
## 2019-06-27 2019-06-27 34.00
## 2019-07-05 2019-07-05 35.00
## 2019-07-15 2019-07-15 36.00
## 2019-07-18 2019-07-18 34.00
## 2019-07-19 2019-07-19 35.00
## 2019-07-29 2019-07-29 36.00
## 2019-07-30 2019-07-30 35.00
## 2019-07-31 2019-07-31 34.00
## 2019-08-02 2019-08-02 35.00
## 2019-08-12 2019-08-12 34.00
## 2019-08-15 2019-08-15 35.00
## 2019-08-16 2019-08-16 35.00
## 2019-08-23 2019-08-23 33.00
## 2019-08-30 2019-08-30 33.00
## 2019-09-03 2019-09-03 33.00
## 2019-09-06 2019-09-06 35.00
## 2019-09-10 2019-09-10 35.00
## 2019-09-11 2019-09-11 35.00
## 2019-09-12 2019-09-12 37.00
## 2019-09-24 2019-09-24 35.00
## 2019-10-07 2019-10-07 33.00
## 2019-10-09 2019-10-09 35.00
## 2019-10-22 2019-10-22 35.00
## 2019-10-23 2019-10-23 33.00
## 2019-10-30 2019-10-30 34.00
## 2019-11-01 2019-11-01 35.00
## 2019-11-05 2019-11-05 33.00
## 2019-11-18 2019-11-18 34.00
## 2019-11-21 2019-11-21 34.00
## 2019-11-27 2019-11-27 35.00
## 2019-12-02 2019-12-02 34.00
## 2019-12-11 2019-12-11 33.00
## 2019-12-12 2019-12-12 34.00
## 2019-12-13 2019-12-13 34.00
## 2019-12-16 2019-12-16 35.00
## 2019-12-20 2019-12-20 34.00
## 2019-12-23 2019-12-23 34.00
## 2019-12-26 2019-12-26 35.00
## 2019-12-31 2019-12-31 34.00
## 2020-01-10 2020-01-10 36.00
## 2020-01-29 2020-01-29 35.00
## 2020-02-04 2020-02-04 35.00
## 2020-02-07 2020-02-07 35.00
## 2020-02-11 2020-02-11 35.00
## 2020-02-13 2020-02-13 36.00
## 2020-02-19 2020-02-19 34.00
## 2020-02-20 2020-02-20 35.00
## 2020-02-27 2020-02-27 31.00
## 2020-03-02 2020-03-02 31.00
## 2020-03-04 2020-03-04 31.00
## 2020-03-09 2020-03-09 27.00
## results_round results_round 0.51Another modified machine could be to add a field that describes the increase or decrease the next day as whether or not the next day price increases by 2% and predict this as yes or no.
sYELP1 <- sYELP[,c(4,5,9,14,15,19,20,21,24,25)]
sYELP1$NextDayPrice <- lead(sYELP1$stockDayValue,1)
sYELP1 <- sYELP1[complete.cases(sYELP1$NextDayPrice),]
row.names(sYELP1) <- as.factor(sYELP1$Date)
sYELP1 <- sYELP1[,-c(1)]
sYELP1$NextDay2PercentIncrease <- ifelse(sYELP1$NextDayPrice/sYELP1$stockDayValue >1.02, 1,0)
#sYELP1 <- sYELP1[,-10]
sYELP1$NextDay2PercentIncrease <- as.factor(sYELP1$NextDay2PercentIncrease)set.seed(12356789)
inTrain <- createDataPartition(y=sYELP1$NextDay2PercentIncrease, p=0.7, list=FALSE)
trainingSet <- sYELP1[inTrain,]
testingSet <- sYELP1[-inTrain,]
NextDayPrice <- testingSet$NextDayPrice
trainingSet <- trainingSet[,-10]
testingSet <- testingSet[,-10]Some modifications to the data as a factor instead of numeric when copy and pasting the code above. The random forest is taking a tree approach to classification of the next day’s value as 1 for increased by 2% or a 0 for didn’t increase by 2%. Otherwise, the random forest would have done regression as done in previous two runs with the next day price value guess. Below is the caret random forest or you could use the random forest package. Make sure not to keep the round(,0) modification or all values will be NA. If you just run this, then no worries.
rfMod <- train(NextDay2PercentIncrease ~ ., method='rf', data=(trainingSet),
trControl=trainControl(method='cv'), number=5)
#rfMod <- randomForest(NextDay2PercentIncrease ~ ., data=trainingSet,
# importance=TRUE,
# proximity=TRUE,)predRF <- predict(rfMod, testingSet)
predDF <- data.frame(predRF, NextDay2PercentIncrease=testingSet$NextDay2PercentIncrease)
predDF## predRF NextDay2PercentIncrease
## 1 0 0
## 2 1 1
## 3 0 1
## 4 1 0
## 5 0 0
## 6 0 0
## 7 0 0
## 8 0 0
## 9 0 0
## 10 0 0
## 11 1 0
## 12 1 0
## 13 1 0
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## 30 0 1
## 31 0 0
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## 33 0 0
## 34 1 0
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## 275 0 0
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## 282 1 0
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## 287 0 0
## 288 1 1
## 289 1 1
## 290 1 1
## 291 0 0
## 292 0 0
## 293 0 1
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## 297 0 1
## 298 0 0
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## 300 0 0
## 301 1 0
## 302 0 0
## 303 0 1
## 304 0 0
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## 306 0 0
## 307 0 0
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## 309 1 1
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## 317 0 0
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## 321 0 0
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## 449 0 1
## 450 0 0
## 451 0 0
## 452 0 0
## 453 0 0
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## 455 0 0
## 456 0 0
## 457 0 0
## 458 0 0
## 459 0 0
## 460 0 0
## 461 0 0
## 462 0 0
## 463 0 1
## 464 0 1
## 465 0 0
## 466 0 0
## 467 0 0
## 468 0 0
## 469 0 0
## 470 0 0
## 471 0 0
## 472 0 0
## 473 0 0
## 474 0 0
## 475 0 0
## 476 0 0
## 477 0 1
## 478 0 0
## 479 0 0
## 480 0 0
## 481 0 0
## 482 0 0
## 483 0 0
## 484 0 1
## 485 0 0
## 486 0 0
## 487 0 0
## 488 0 0
## 489 0 0
## 490 0 0
## 491 0 0
## 492 0 1
## 493 0 0
## 494 0 0
## 495 0 0
## 496 0 0
## 497 0 0
## 498 0 0
## 499 0 1
## 500 0 0
## 501 0 0
## 502 0 1
## 503 0 1
## 504 0 0
## 505 0 0
## 506 0 0
## 507 0 0
## 508 0 0
## 509 0 1
## 510 0 0
## 511 0 0
## 512 0 0
## 513 0 0
## 514 0 0
## 515 0 0
## 516 0 0
## 517 0 0
## 518 0 0
## 519 0 1
## 520 0 0
## 521 0 1
## 522 0 0
## 523 0 0
## 524 0 0
## 525 0 0
## 526 0 0
## 527 0 0
## 528 0 0
## 529 0 0
## 530 0 0
## 531 0 0
## 532 0 0
## 533 0 0
## 534 0 0
## 535 0 0
## 536 0 0
## 537 0 0
## 538 0 1
## 539 0 1
## 540 0 0
## 541 0 0
## 542 0 0
## 543 0 0
## 544 0 0
## 545 0 0
## 546 0 0
## 547 0 0
## 548 0 0
## 549 0 1
## 550 0 0
## 551 0 0
## 552 0 0
## 553 0 0
## 554 0 0
## 555 0 0
## 556 0 0
## 557 0 0
## 558 0 1
## 559 0 0
## 560 0 0
## 561 0 0
## 562 0 0
## 563 0 0
## 564 0 0
## 565 0 0
## 566 0 0
## 567 0 0
## 568 0 0
## 569 0 0
## 570 0 0
## 571 0 0
## 572 0 0
## 573 0 0
## 574 0 0
## 575 0 0
## 576 0 0
## 577 0 0
## 578 0 0
## 579 0 1
## 580 0 0
## 581 0 0
## 582 0 0
## 583 0 0
## 584 0 0
## 585 0 0
## 586 0 1
## 587 0 0
## 588 0 0
## 589 0 0
## 590 0 0
## 591 0 0
## 592 0 0
## 593 0 0
## 594 0 0
## 595 0 0
## 596 0 0
## 597 0 0
## 598 0 0
## 599 0 0
## 600 0 0
## 601 0 0
## 602 0 0
## 603 0 0
## 604 1 1
## 605 1 1sum <- sum(predRF==testingSet$NextDay2PercentIncrease)
length <- length(testingSet$NextDay2PercentIncrease)
accuracy_rfMod <- (sum/length)
accuracy_rfMod## [1] 0.8results <- c(round(accuracy_rfMod,2), round(100,2))
results <- as.factor(results)
results <- t(data.frame(results))
colnames(results) <- colnames(predDF)
Results <- rbind(predDF, results)
Results## predRF NextDay2PercentIncrease
## 1 0 0
## 2 1 1
## 3 0 1
## 4 1 0
## 5 0 0
## 6 0 0
## 7 0 0
## 8 0 0
## 9 0 0
## 10 0 0
## 11 1 0
## 12 1 0
## 13 1 0
## 14 0 0
## 15 1 0
## 16 0 0
## 17 0 0
## 18 1 1
## 19 0 0
## 20 1 1
## 21 0 0
## 22 0 0
## 23 0 1
## 24 0 0
## 25 1 1
## 26 1 1
## 27 0 0
## 28 0 0
## 29 0 0
## 30 0 1
## 31 0 0
## 32 0 0
## 33 0 0
## 34 1 0
## 35 0 0
## 36 0 1
## 37 1 0
## 38 0 0
## 39 1 0
## 40 0 0
## 41 0 0
## 42 1 0
## 43 0 0
## 44 0 0
## 45 1 0
## 46 0 0
## 47 0 0
## 48 0 0
## 49 0 0
## 50 0 0
## 51 0 0
## 52 1 0
## 53 0 0
## 54 0 0
## 55 0 0
## 56 0 0
## 57 0 1
## 58 0 0
## 59 0 0
## 60 0 0
## 61 0 0
## 62 0 0
## 63 0 0
## 64 0 0
## 65 0 0
## 66 0 0
## 67 0 0
## 68 0 1
## 69 0 0
## 70 0 0
## 71 0 0
## 72 0 0
## 73 0 0
## 74 0 0
## 75 0 1
## 76 0 0
## 77 0 0
## 78 0 1
## 79 0 0
## 80 0 1
## 81 0 0
## 82 0 0
## 83 0 0
## 84 0 0
## 85 0 1
## 86 0 0
## 87 0 0
## 88 0 1
## 89 0 1
## 90 0 0
## 91 0 1
## 92 0 0
## 93 0 1
## 94 0 0
## 95 0 0
## 96 0 1
## 97 0 0
## 98 0 0
## 99 0 0
## 100 0 1
## 101 0 0
## 102 0 1
## 103 0 0
## 104 0 1
## 105 0 0
## 106 0 0
## 107 0 0
## 108 0 0
## 109 0 1
## 110 0 1
## 111 0 0
## 112 0 0
## 113 0 0
## 114 0 1
## 115 0 0
## 116 0 1
## 117 0 0
## 118 0 0
## 119 0 1
## 120 0 0
## 121 0 0
## 122 0 1
## 123 0 1
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## 126 0 0
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## 128 0 1
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## 149 0 1
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## 162 0 0
## 163 0 1
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## 182 1 0
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## 192 0 1
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## 215 0 1
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## 221 0 1
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## 230 0 1
## 231 0 0
## 232 0 0
## 233 0 1
## 234 0 0
## 235 0 0
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## 247 0 1
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## 259 0 0
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## 412 0 1
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## 414 0 1
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## results 0.8 100From the above, 80% is not bad. You could run this program just using the random forest for if the next day value will increase by 2% and be right 4 out of 5 days. Lets see the rest using the caret package for the classification. The metric was changed to ‘Accuracy’ or ‘Kappa’ to use the train() of the caret package to classify instead of regress the features on the target as was done earlier.
knnMod <- train(NextDay2PercentIncrease ~ .,
method='knn', preProcess=c('center','scale'),
tuneLength=10, metric='Accuracy',
trControl=trainControl(method='cv'), data=trainingSet)rpartMod <- train(NextDay2PercentIncrease ~ .,
method='rpart', tuneLength=9, metric='Accuracy',
data=trainingSet) glmMod <- train(NextDay2PercentIncrease ~ ., metric='Kappa',
method='glm', data=trainingSet) predKNN <- predict(knnMod, testingSet)
predKNN## [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1
## [38] 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 1 0 0 0 1 1 0 1 0 1 0 0 0 0 0 1 0 0 1 0 0 1
## [75] 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0
## [112] 0 0 0 0 1 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [149] 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0
## [186] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [223] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [260] 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0
## [297] 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [334] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [371] 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0
## [408] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## [445] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [482] 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [519] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [556] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [593] 0 0 0 0 0 0 0 0 0 0 0 0 1
## Levels: 0 1predRPART <- predict(rpartMod, testingSet)
predRPART## [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [38] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
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## [371] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [408] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [445] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [482] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [519] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [556] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [593] 0 0 0 0 0 0 0 0 0 0 0 0 0
## Levels: 0 1predGLM <- predict(glmMod, testingSet)
predGLM## [1] 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1
## [38] 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [75] 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0
## [112] 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [149] 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [186] 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [223] 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [260] 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0
## [297] 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0
## [334] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0
## [371] 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [408] 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1
## [445] 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0
## [482] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [519] 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0
## [556] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [593] 0 0 0 0 0 0 0 0 0 0 0 0 0
## Levels: 0 1length=length(testingSet$NextDay2PercentIncrease)
length## [1] 605sumKNN <- sum(predKNN==testingSet$NextDay2PercentIncrease)
sumRPart <- sum(predRPART==testingSet$NextDay2PercentIncrease)
sumKNN## [1] 487sumRPart## [1] 485sumGLM <- sum(predGLM==testingSet$NextDay2PercentIncrease)
sumGLM## [1] 471accuracy_KNN <- sumKNN/length
accuracy_RPART <- sumRPart/length
accuracy_KNN## [1] 0.8049587accuracy_RPART## [1] 0.8016529accuracy_GLM <- sumGLM/length
accuracy_GLM## [1] 0.7785124predDF2 <- data.frame(predRF,predKNN,predRPART,predGLM,
NextDay2PercentIncrease=testingSet$NextDay2PercentIncrease)
colnames(predDF2) <- c('RandomForest','KNN','Rpart','GLM','NextDay2PercentIncrease')
results <- c(round(accuracy_rfMod,2),
round(accuracy_KNN,2),
round(accuracy_RPART,2),
round(accuracy_GLM,2),
round(100,2))
results <- as.factor(results)
results <- t(data.frame(results))
colnames(results) <- c('RandomForest','KNN','Rpart','GLM',
'NextDay2PercentIncrease')
Results <- rbind(predDF2, results)
Results## RandomForest KNN Rpart GLM NextDay2PercentIncrease
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## 464 0 0 0 0 1
## 465 0 0 0 0 0
## 466 0 0 0 0 0
## 467 0 0 0 0 0
## 468 0 0 0 1 0
## 469 0 0 0 0 0
## 470 0 0 0 0 0
## 471 0 0 0 0 0
## 472 0 0 0 0 0
## 473 0 0 0 0 0
## 474 0 0 0 0 0
## 475 0 0 0 0 0
## 476 0 0 0 0 0
## 477 0 0 0 0 1
## 478 0 0 0 0 0
## 479 0 0 0 0 0
## 480 0 0 0 0 0
## 481 0 0 0 0 0
## 482 0 0 0 0 0
## 483 0 0 0 0 0
## 484 0 0 0 0 1
## 485 0 0 0 0 0
## 486 0 0 0 0 0
## 487 0 0 0 0 0
## 488 0 0 0 0 0
## 489 0 0 0 0 0
## 490 0 0 0 0 0
## 491 0 0 0 0 0
## 492 0 1 0 0 1
## 493 0 0 0 0 0
## 494 0 0 0 0 0
## 495 0 0 0 0 0
## 496 0 0 0 0 0
## 497 0 0 0 0 0
## 498 0 0 0 0 0
## 499 0 0 0 0 1
## 500 0 0 0 0 0
## 501 0 0 0 0 0
## 502 0 0 0 0 1
## 503 0 0 0 0 1
## 504 0 0 0 1 0
## 505 0 0 0 0 0
## 506 0 0 0 0 0
## 507 0 0 0 0 0
## 508 0 0 0 0 0
## 509 0 0 0 0 1
## 510 0 0 0 0 0
## 511 0 0 0 0 0
## 512 0 0 0 0 0
## 513 0 0 0 0 0
## 514 0 0 0 0 0
## 515 0 0 0 0 0
## 516 0 0 0 0 0
## 517 0 0 0 0 0
## 518 0 0 0 0 0
## 519 0 0 0 0 1
## 520 0 0 0 0 0
## 521 0 0 0 1 1
## 522 0 0 0 0 0
## 523 0 0 0 0 0
## 524 0 0 0 0 0
## 525 0 0 0 0 0
## 526 0 0 0 0 0
## 527 0 0 0 0 0
## 528 0 0 0 0 0
## 529 0 0 0 0 0
## 530 0 0 0 0 0
## 531 0 0 0 0 0
## 532 0 0 0 0 0
## 533 0 0 0 0 0
## 534 0 0 0 0 0
## 535 0 0 0 1 0
## 536 0 0 0 0 0
## 537 0 0 0 0 0
## 538 0 0 0 0 1
## 539 0 0 0 0 1
## 540 0 0 0 0 0
## 541 0 0 0 0 0
## 542 0 0 0 0 0
## 543 0 0 0 0 0
## 544 0 0 0 0 0
## 545 0 0 0 0 0
## 546 0 0 0 0 0
## 547 0 0 0 0 0
## 548 0 0 0 1 0
## 549 0 0 0 0 1
## 550 0 0 0 0 0
## 551 0 0 0 0 0
## 552 0 0 0 0 0
## 553 0 0 0 0 0
## 554 0 0 0 0 0
## 555 0 0 0 0 0
## 556 0 0 0 0 0
## 557 0 0 0 0 0
## 558 0 0 0 0 1
## 559 0 0 0 0 0
## 560 0 0 0 0 0
## 561 0 0 0 0 0
## 562 0 0 0 0 0
## 563 0 0 0 0 0
## 564 0 0 0 0 0
## 565 0 0 0 0 0
## 566 0 0 0 0 0
## 567 0 0 0 0 0
## 568 0 0 0 0 0
## 569 0 0 0 0 0
## 570 0 0 0 0 0
## 571 0 1 0 0 0
## 572 0 0 0 0 0
## 573 0 0 0 0 0
## 574 0 0 0 0 0
## 575 0 0 0 0 0
## 576 0 0 0 0 0
## 577 0 0 0 0 0
## 578 0 0 0 0 0
## 579 0 0 0 0 1
## 580 0 0 0 0 0
## 581 0 0 0 0 0
## 582 0 0 0 0 0
## 583 0 0 0 0 0
## 584 0 0 0 0 0
## 585 0 0 0 0 0
## 586 0 0 0 0 1
## 587 0 0 0 0 0
## 588 0 0 0 0 0
## 589 0 0 0 0 0
## 590 0 0 0 0 0
## 591 0 0 0 0 0
## 592 0 0 0 0 0
## 593 0 0 0 0 0
## 594 0 0 0 0 0
## 595 0 0 0 0 0
## 596 0 0 0 0 0
## 597 0 0 0 0 0
## 598 0 0 0 0 0
## 599 0 0 0 0 0
## 600 0 0 0 0 0
## 601 0 0 0 0 0
## 602 0 0 0 0 0
## 603 0 0 0 0 0
## 604 1 0 0 0 1
## 605 1 1 0 0 1
## results 0.8 0.8 0.8 0.78 100Lets now align these predicted values to the subset for the stock YELP made earlier.
sYELP1$Date <- row.names(sYELP1)
testingSet$Date <- row.names(testingSet)
predDF2$Date <- row.names(testingSet)
sYELP1 <- merge(testingSet,predDF2, by.x='Date', by.y='Date')
tbl <- rbind(head(sYELP1),tail(sYELP1))
tbl## Date DayOfWeek stockDayValue lag1 today2lag1 decrDaysThisCycle
## 1 2012-03-06 Tuesday 20.50 20.99 0.9766556 4
## 2 2012-03-09 Friday 19.80 20.00 0.9899999 4
## 3 2012-03-16 Friday 21.74 21.75 0.9995402 3
## 4 2012-03-21 Wednesday 23.12 22.90 1.0096070 0
## 5 2012-03-22 Thursday 23.22 23.12 1.0043252 1
## 6 2012-03-28 Wednesday 28.09 27.65 1.0159132 2
## 600 2020-02-21 Friday 34.00 34.64 0.9815243 2
## 601 2020-02-26 Wednesday 32.94 33.51 0.9829902 3
## 602 2020-03-02 Monday 31.65 31.27 1.0121522 1
## 603 2020-03-05 Thursday 29.14 31.39 0.9283211 3
## 604 2020-03-09 Monday 26.40 28.94 0.9122322 3
## 605 2020-03-12 Thursday 21.46 24.00 0.8941666 2
## nTimesDecrDayCountsOccurs todayLessThanlag1 incrDaysThisCycle
## 1 25 1 0
## 2 25 1 2
## 3 74 1 1
## 4 485 0 2
## 5 273 0 2
## 6 122 0 3
## 600 122 1 0
## 601 74 1 0
## 602 273 0 1
## 603 74 1 0
## 604 74 1 1
## 605 122 1 1
## nTimesIncrDayCountsOccurs NextDay2PercentIncrease.x RandomForest KNN Rpart
## 1 494 0 0 0 0
## 2 131 1 1 0 0
## 3 263 1 0 0 0
## 4 131 0 1 0 0
## 5 131 0 0 0 0
## 6 75 0 0 0 0
## 600 494 0 0 0 0
## 601 494 0 0 0 0
## 602 263 0 0 0 0
## 603 494 0 0 0 0
## 604 263 1 1 0 0
## 605 263 1 1 1 0
## GLM NextDay2PercentIncrease.y
## 1 0 0
## 2 0 1
## 3 0 1
## 4 0 0
## 5 0 0
## 6 0 0
## 600 0 0
## 601 0 0
## 602 0 0
## 603 0 0
## 604 0 1
## 605 0 1sYELP2 <- sYELP1
sYELP2$RandomForest <- as.numeric(paste(sYELP2$RandomForest))
sYELP2$Rpart <- as.numeric(paste(sYELP2$Rpart))
sYELP2$GLM <- as.numeric(paste(sYELP2$GLM))
sYELP2$NextDay2PercentIncrease.y <-
as.numeric(paste(sYELP2$NextDay2PercentIncrease.y))
sYELP2$KNN <- as.numeric(paste(sYELP2$KNN))
sYELP2$mostVoted <- ifelse(rowSums(sYELP2[,12:15])>=2,1,0)
sMost <- sum(sYELP2$mostVoted==sYELP2$NextDay2PercentIncrease.y)
lMost <- length(sYELP2$NextDay2PercentIncrease.y)
accMost <- sMost/lMost
results <- as.data.frame(c(round(accuracy_rfMod,2),
round(accuracy_KNN,2),
round(accuracy_RPART,2),
round(accuracy_GLM,2),
round(accMost,2),
round(100,2)))
colnames(results) <- 'Results'
row.names(results) <- c('RandomForest','KNN','Rpart','GLM','mostVoted',
'NextDay2PercentIncrease')
results## Results
## RandomForest 0.80
## KNN 0.80
## Rpart 0.80
## GLM 0.78
## mostVoted 0.80
## NextDay2PercentIncrease 100.00The above accuracy measures for random forest, recursive partitioning trees, k-nearest neighbors, and generalized linear models show that 78-80% of the time the next day can be predicted as either having a two percent increase or not. The following is the table of the first 30 predicted results on the testing set of 605 samples. Also, add back in the NextDayPrice extracted earlier so the results weren’t dependent on the next day price when predicting whether the next day would be increased by 2%.
sYELP2$NextDayPrice <- NextDayPrice
head(sYELP2,30)## Date DayOfWeek stockDayValue lag1 today2lag1 decrDaysThisCycle
## 1 2012-03-06 Tuesday 20.50 20.99 0.9766556 4
## 2 2012-03-09 Friday 19.80 20.00 0.9899999 4
## 3 2012-03-16 Friday 21.74 21.75 0.9995402 3
## 4 2012-03-21 Wednesday 23.12 22.90 1.0096070 0
## 5 2012-03-22 Thursday 23.22 23.12 1.0043252 1
## 6 2012-03-28 Wednesday 28.09 27.65 1.0159132 2
## 7 2012-04-10 Tuesday 25.81 25.22 1.0233941 1
## 8 2012-04-18 Wednesday 24.99 25.57 0.9773172 8
## 9 2012-04-23 Monday 22.27 23.10 0.9640693 8
## 10 2012-05-02 Wednesday 23.16 22.57 1.0261409 1
## 11 2012-05-08 Tuesday 20.81 21.41 0.9719757 1
## 12 2012-05-10 Thursday 20.05 20.98 0.9556720 1
## 13 2012-05-22 Tuesday 18.00 19.30 0.9326425 1
## 14 2012-05-25 Friday 18.19 18.89 0.9629435 3
## 15 2012-05-30 Wednesday 16.61 17.07 0.9730522 3
## 16 2012-05-31 Thursday 16.71 16.61 1.0060203 3
## 17 2012-06-04 Monday 15.22 15.69 0.9700446 3
## 18 2012-06-06 Wednesday 16.46 15.22 1.0814717 0
## 19 2012-06-08 Friday 19.64 17.52 1.1210045 1
## 20 2012-06-11 Monday 18.85 19.64 0.9597760 1
## 21 2012-06-18 Monday 21.15 21.13 1.0009466 0
## 22 2012-06-28 Thursday 22.51 22.79 0.9877139 1
## 23 2012-07-03 Tuesday 24.72 23.74 1.0412805 0
## 24 2012-07-12 Thursday 22.14 21.36 1.0365168 2
## 25 2012-07-16 Monday 21.43 21.64 0.9902958 2
## 26 2012-07-18 Wednesday 22.70 23.02 0.9860991 1
## 27 2012-07-20 Friday 24.05 24.00 1.0020833 5
## 28 2012-07-24 Tuesday 22.51 23.29 0.9665092 5
## 29 2012-07-31 Tuesday 19.96 20.62 0.9679921 2
## 30 2012-08-02 Thursday 22.00 18.82 1.1689692 0
## nTimesDecrDayCountsOccurs todayLessThanlag1 incrDaysThisCycle
## 1 25 1 0
## 2 25 1 2
## 3 74 1 1
## 4 485 0 2
## 5 273 0 2
## 6 122 0 3
## 7 273 0 2
## 8 3 1 0
## 9 3 1 0
## 10 273 0 1
## 11 273 1 1
## 12 273 1 1
## 13 273 1 2
## 14 74 1 0
## 15 74 1 1
## 16 74 0 1
## 17 74 1 0
## 18 485 0 3
## 19 273 0 3
## 20 273 1 6
## 21 485 0 6
## 22 273 1 4
## 23 485 0 4
## 24 122 0 1
## 25 122 1 1
## 26 273 1 2
## 27 10 0 2
## 28 10 1 0
## 29 122 1 0
## 30 485 0 5
## nTimesIncrDayCountsOccurs NextDay2PercentIncrease.x RandomForest KNN Rpart
## 1 494 0 0 0 0
## 2 131 1 1 0 0
## 3 263 1 0 0 0
## 4 131 0 1 0 0
## 5 131 0 0 0 0
## 6 75 0 0 0 0
## 7 131 0 0 0 0
## 8 494 0 0 0 0
## 9 494 0 0 0 0
## 10 263 0 0 0 0
## 11 263 0 1 1 0
## 12 263 0 1 1 0
## 13 131 0 1 1 0
## 14 494 0 0 0 0
## 15 263 0 1 0 0
## 16 263 0 0 0 0
## 17 494 0 0 0 0
## 18 75 1 1 1 0
## 19 75 0 0 0 0
## 20 9 1 1 0 0
## 21 9 0 0 0 0
## 22 29 0 0 0 0
## 23 29 1 0 0 0
## 24 263 0 0 0 0
## 25 263 1 1 1 0
## 26 131 1 1 0 0
## 27 131 0 0 0 0
## 28 494 0 0 0 0
## 29 494 0 0 0 0
## 30 10 1 0 0 0
## GLM NextDay2PercentIncrease.y mostVoted NextDayPrice
## 1 0 0 0 20.25
## 2 0 1 0 22.49
## 3 0 1 0 22.99
## 4 0 0 0 23.22
## 5 0 0 0 23.18
## 6 0 0 0 28.01
## 7 0 0 0 25.43
## 8 0 0 0 24.27
## 9 0 0 0 21.18
## 10 0 0 0 20.64
## 11 0 0 1 20.98
## 12 0 0 1 20.27
## 13 1 0 1 18.32
## 14 0 0 0 17.07
## 15 0 0 0 16.71
## 16 0 0 0 15.69
## 17 0 0 0 15.22
## 18 0 1 1 17.52
## 19 0 0 0 18.85
## 20 1 1 1 19.65
## 21 0 0 0 21.39
## 22 1 0 0 22.73
## 23 0 1 0 26.16
## 24 0 0 0 21.64
## 25 0 1 1 23.02
## 26 1 1 1 24.00
## 27 0 0 0 23.29
## 28 0 0 0 21.50
## 29 0 0 0 18.82
## 30 0 1 0 23.40tail(sYELP2,30)## Date DayOfWeek stockDayValue lag1 today2lag1 decrDaysThisCycle
## 576 2019-10-25 Friday 34.69 33.51 1.0352134 0
## 577 2019-10-29 Tuesday 34.32 34.91 0.9830994 1
## 578 2019-10-31 Thursday 34.51 34.85 0.9902439 1
## 579 2019-11-08 Friday 34.77 30.12 1.1543824 0
## 580 2019-11-15 Friday 34.61 34.27 1.0099212 0
## 581 2019-11-27 Wednesday 35.21 35.13 1.0022772 2
## 582 2019-11-29 Friday 34.68 35.21 0.9849475 2
## 583 2019-12-04 Wednesday 34.18 33.66 1.0154486 5
## 584 2019-12-06 Friday 33.38 33.42 0.9988032 5
## 585 2019-12-10 Tuesday 33.03 33.08 0.9984884 5
## 586 2019-12-11 Wednesday 32.71 33.03 0.9903118 5
## 587 2019-12-12 Thursday 33.39 32.71 1.0207888 0
## 588 2019-12-13 Friday 33.55 33.39 1.0047919 0
## 589 2019-12-17 Tuesday 34.00 33.78 1.0065128 0
## 590 2019-12-20 Friday 34.03 34.11 0.9976546 2
## 591 2019-12-23 Monday 34.21 34.03 1.0052895 1
## 592 2019-12-26 Thursday 34.66 34.06 1.0176159 0
## 593 2019-12-30 Monday 34.58 34.85 0.9922526 1
## 594 2019-12-31 Tuesday 34.83 34.58 1.0072296 3
## 595 2020-01-06 Monday 34.44 34.72 0.9919354 3
## 596 2020-01-16 Thursday 37.24 36.95 1.0078485 2
## 597 2020-01-21 Tuesday 35.33 36.51 0.9676802 2
## 598 2020-01-27 Monday 35.35 36.12 0.9786821 1
## 599 2020-01-30 Thursday 34.77 35.39 0.9824810 3
## 600 2020-02-21 Friday 34.00 34.64 0.9815243 2
## 601 2020-02-26 Wednesday 32.94 33.51 0.9829902 3
## 602 2020-03-02 Monday 31.65 31.27 1.0121522 1
## 603 2020-03-05 Thursday 29.14 31.39 0.9283211 3
## 604 2020-03-09 Monday 26.40 28.94 0.9122322 3
## 605 2020-03-12 Thursday 21.46 24.00 0.8941666 2
## nTimesDecrDayCountsOccurs todayLessThanlag1 incrDaysThisCycle
## 576 485 0 2
## 577 273 1 1
## 578 273 1 1
## 579 485 0 2
## 580 485 0 2
## 581 122 0 2
## 582 122 1 0
## 583 10 0 2
## 584 10 1 0
## 585 10 1 0
## 586 10 1 5
## 587 485 0 5
## 588 485 0 5
## 589 485 0 5
## 590 122 1 1
## 591 273 0 1
## 592 485 0 2
## 593 273 1 1
## 594 74 0 1
## 595 74 1 2
## 596 122 0 5
## 597 122 1 3
## 598 273 1 1
## 599 74 1 0
## 600 122 1 0
## 601 74 1 0
## 602 273 0 1
## 603 74 1 0
## 604 74 1 1
## 605 122 1 1
## nTimesIncrDayCountsOccurs NextDay2PercentIncrease.x RandomForest KNN Rpart
## 576 131 0 0 0 0
## 577 263 0 0 0 0
## 578 263 0 0 0 0
## 579 131 1 0 0 0
## 580 131 0 0 0 0
## 581 131 0 0 0 0
## 582 494 0 0 0 0
## 583 131 0 0 0 0
## 584 494 0 0 0 0
## 585 494 0 0 0 0
## 586 10 1 0 0 0
## 587 10 0 0 0 0
## 588 10 0 0 0 0
## 589 10 0 0 0 0
## 590 263 0 0 0 0
## 591 263 0 0 0 0
## 592 131 0 0 0 0
## 593 263 0 0 0 0
## 594 263 0 0 0 0
## 595 131 0 0 0 0
## 596 10 0 0 0 0
## 597 75 0 0 0 0
## 598 263 0 0 0 0
## 599 494 0 0 0 0
## 600 494 0 0 0 0
## 601 494 0 0 0 0
## 602 263 0 0 0 0
## 603 494 0 0 0 0
## 604 263 1 1 0 0
## 605 263 1 1 1 0
## GLM NextDay2PercentIncrease.y mostVoted NextDayPrice
## 576 0 0 0 34.91
## 577 0 0 0 34.85
## 578 0 0 0 35.06
## 579 0 1 0 36.06
## 580 0 0 0 34.78
## 581 0 0 0 34.68
## 582 0 0 0 33.47
## 583 0 0 0 33.42
## 584 0 0 0 33.08
## 585 0 0 0 32.71
## 586 0 1 0 33.39
## 587 0 0 0 33.55
## 588 0 0 0 33.78
## 589 0 0 0 34.14
## 590 0 0 0 34.21
## 591 0 0 0 34.06
## 592 0 0 0 34.85
## 593 0 0 0 34.83
## 594 0 0 0 34.77
## 595 0 0 0 34.57
## 596 0 0 0 36.51
## 597 0 0 0 35.81
## 598 0 0 0 35.41
## 599 0 0 0 32.60
## 600 0 0 0 32.42
## 601 0 0 0 31.40
## 602 0 0 0 30.59
## 603 0 0 0 28.94
## 604 0 1 0 27.81
## 605 0 1 1 23.54The above is the last 30 of the 605 testing set samples with the next day predictions in predicting whether the value would be 2% more than the previous day.