binary.com Interview Question I - Lasso, Elastic-Net and Ridge Regression

suppressPackageStartupMessages(library('BBmisc'))
#'@ suppressPackageStartupMessages(library('rmsfuns'))

pkgs <- c('knitr', 'kableExtra', 'tint', 'devtools', 'lubridate', 'data.table', 'feather', 'quantmod', 'tidyquant', 'tidyr', 'timetk', 'plyr', 'stringr', 'magrittr', 'dplyr', 'tidyverse', 'memoise', 'htmltools', 'formattable', 'zoo', 'forecast', 'glmnet')

suppressAll(lib(pkgs))
#'@ load_pkg(pkgs)

funs <- c('glmPrice.R')
l_ply(funs, function(x) source(paste0('./function/', x)))
.cl = FALSE

options(warn = -1)#, digits.secs = 6)
rm(pkgs, funs)

1 Introduction

Due to I don’t know if my initial models in these studies are effective or not. Today, I am trying to recall the Lasso, Elastic-Net and also Ridge models and compare with ARIMA model. That was the initial models I built in order to predict the stock price of LAD since few years ago.

Glmnet Vignette provides examples for statistical modelling while Stock Prediction with R glmnet and tm packages applied Lasso regression for stock price prediction.

• 热门数据挖掘模型应用入门（一）: LASSO 回归

Source : shinyApp

You are feel free to browse over shinyApp.

2 Data

mbase <- readRDS('data/LAD_Full.rds') %>% 
  tk_tbl

mbase %>% 
  kable(caption = 'OHLCVA of LAD') %>% 
  kable_styling(bootstrap_options = c('striped', 'hover', 'condensed', 'responsive')) %>%
  scroll_box(width = '100%', height = '400px')

OHLCVA of LAD

index	LAD.Open	LAD.High	LAD.Low	LAD.Close	LAD.Volume	LAD.Adjusted
2007-01-03	28.14	28.14	27.00	27.22	333700	22.678728
2007-01-04	27.09	27.12	26.65	27.12	148600	22.595413
2007-01-05	26.97	26.98	26.48	26.59	116100	22.153835
2007-01-08	26.59	26.59	26.00	26.41	164800	22.003865
2007-01-09	26.43	26.64	26.20	26.48	125900	22.062186
2007-01-10	26.48	26.53	26.21	26.46	71200	22.045523
2007-01-11	26.43	26.82	26.35	26.76	183300	22.414066
2007-01-12	26.70	26.92	26.53	26.92	59700	22.548081
2007-01-16	26.70	26.96	26.51	26.61	71400	22.288427
2007-01-17	26.55	26.82	26.45	26.65	101200	22.321930
2007-01-18	26.56	26.68	26.41	26.53	71800	22.221419
2007-01-19	26.53	27.34	26.30	27.26	98900	22.832864
2007-01-22	27.26	27.26	26.76	26.84	170400	22.481074
2007-01-23	26.75	27.18	26.61	27.03	140600	22.640217
2007-01-24	27.10	27.50	27.06	27.47	78500	23.008758
2007-01-25	27.44	27.44	26.89	27.03	129700	22.640217
2007-01-26	27.15	27.33	26.83	27.20	80400	22.782609
2007-01-29	27.12	27.73	27.12	27.68	79900	23.184654
2007-01-30	27.80	29.10	27.66	28.64	259200	23.988745
2007-01-31	28.64	28.93	28.21	28.74	156100	24.072505
2007-02-01	28.74	29.12	28.56	28.75	271200	24.080882
2007-02-02	28.85	30.04	28.85	30.01	521500	25.136253
2007-02-05	29.90	30.08	29.70	29.92	303100	25.060869
2007-02-06	30.07	30.50	30.00	30.44	208100	25.496419
2007-02-07	30.68	31.22	30.44	31.10	142600	26.049232
2007-02-08	31.10	31.56	31.06	31.34	124200	26.250255
2007-02-09	31.40	31.43	30.79	30.91	211200	25.890089
2007-02-12	31.06	31.16	30.52	31.02	155700	25.982225
2007-02-13	30.98	31.23	30.72	31.00	77600	25.965472
2007-02-14	30.97	31.00	29.78	30.00	298600	25.127876
2007-02-15	29.92	29.98	29.48	29.53	444700	24.734207
2007-02-16	30.47	31.19	28.43	29.61	995300	24.801215
2007-02-20	29.61	29.91	29.46	29.80	388900	24.960357
2007-02-21	29.72	30.15	28.84	29.78	242600	24.943606
2007-02-22	29.93	30.30	29.75	30.29	206500	25.370780
2007-02-23	30.30	30.36	30.00	30.00	120100	25.127876
2007-02-26	30.20	30.54	29.93	30.36	134300	25.429411
2007-02-27	30.36	30.36	28.82	28.93	195800	24.231649
2007-02-28	28.91	29.88	28.63	29.45	217200	24.667199
2007-03-01	29.39	29.59	28.37	29.34	209200	24.575063
2007-03-02	29.19	29.29	28.53	28.71	167000	24.047377
2007-03-05	28.71	29.26	28.11	28.11	123800	23.544821
2007-03-06	28.60	29.34	28.43	29.03	107200	24.315409
2007-03-07	29.10	29.10	28.25	28.30	174300	23.703963
2007-03-08	28.75	28.84	28.04	28.13	154000	23.561571
2007-03-09	28.38	28.69	27.99	28.27	101700	23.678836
2007-03-12	28.06	28.33	27.93	28.30	112200	23.703963
2007-03-13	28.30	28.30	26.83	26.91	240300	22.539705
2007-03-14	26.96	27.13	26.33	26.53	376400	22.221419
2007-03-15	26.63	28.29	26.62	27.20	188300	22.782609
2007-03-16	27.20	27.20	26.61	26.65	246700	22.321930
2007-03-19	26.65	27.07	26.06	26.92	170000	22.548081
2007-03-20	26.95	27.05	26.75	27.01	144200	22.623465
2007-03-21	26.12	27.52	26.12	27.35	92700	22.908248
2007-03-22	27.48	27.49	26.84	27.10	128400	22.698849
2007-03-23	27.20	27.38	27.00	27.19	108500	22.774232
2007-03-26	27.19	27.67	26.98	27.66	153500	23.167902
2007-03-27	27.66	27.66	26.87	27.01	114700	22.623465
2007-03-28	27.01	27.25	26.81	26.86	194600	22.497826
2007-03-29	27.00	27.40	26.84	27.23	89500	22.807735
2007-03-30	27.20	27.46	26.96	27.41	72500	22.958503
2007-04-02	27.45	27.59	27.27	27.47	97200	23.008758
2007-04-03	27.20	28.00	27.19	27.67	124100	23.176278
2007-04-04	27.72	27.78	27.56	27.58	58200	23.100894
2007-04-05	27.56	27.72	27.45	27.56	65000	23.084142
2007-04-09	27.64	27.68	27.37	27.46	172300	23.000382
2007-04-10	27.37	27.50	27.28	27.29	49800	22.857992
2007-04-11	27.29	27.29	26.26	26.55	198800	22.238170
2007-04-12	26.42	26.68	26.02	26.66	315300	22.448680
2007-04-13	26.66	26.66	26.01	26.52	86400	22.330795
2007-04-16	26.60	27.21	26.53	27.04	101800	22.768654
2007-04-17	28.04	29.02	27.95	29.00	850000	24.419044
2007-04-18	29.00	29.00	27.96	28.27	1938400	23.804358
2007-04-19	28.18	28.18	27.75	27.85	341400	23.450703
2007-04-20	28.30	28.48	28.10	28.44	421100	23.947505
2007-04-23	28.48	28.74	28.09	28.12	249000	23.678053
2007-04-24	28.09	28.29	27.91	28.21	177000	23.753835
2007-04-25	28.31	28.76	28.22	28.47	247400	23.972765
2007-04-26	28.44	28.47	28.06	28.31	105300	23.838039
2007-04-27	28.06	28.12	27.41	27.44	595200	23.105469
2007-04-30	27.44	27.44	26.81	26.95	246500	22.692871
2007-05-01	26.95	27.45	26.30	27.45	307400	23.113889
2007-05-02	27.36	27.86	27.06	27.63	188300	23.265454
2007-05-03	27.68	27.72	27.22	27.28	188800	22.970743
2007-05-04	27.38	27.68	27.29	27.50	152100	23.155990
2007-05-07	27.53	27.59	27.35	27.45	64100	23.113889
2007-05-08	27.45	27.55	27.06	27.55	138100	23.198091
2007-05-09	27.41	27.53	27.21	27.51	75600	23.164411
2007-05-10	27.36	27.37	26.92	27.24	140200	22.937061
2007-05-11	27.38	27.39	27.05	27.36	110400	23.038106
2007-05-14	27.36	27.36	26.80	26.81	249700	22.574985
2007-05-15	26.78	26.95	26.50	26.54	185400	22.347636
2007-05-16	26.60	26.60	26.37	26.49	138900	22.305534
2007-05-17	26.40	26.52	26.25	26.35	315400	22.187649
2007-05-18	26.36	26.99	26.24	26.60	230300	22.398158
2007-05-21	26.51	27.13	26.51	26.71	121500	22.490781
2007-05-22	26.65	26.78	26.22	26.51	130200	22.322375
2007-05-23	26.57	26.94	26.53	26.53	171900	22.339216
2007-05-24	26.50	26.75	25.99	26.19	127600	22.052924
2007-05-25	26.30	26.45	26.20	26.20	75600	22.061344
2007-05-29	26.30	26.62	26.16	26.29	73000	22.137127
2007-05-30	26.18	26.44	25.85	26.43	192100	22.255012
2007-05-31	26.44	26.92	26.40	26.88	134000	22.633927
2007-06-01	26.91	27.36	26.90	27.25	48500	22.945481
2007-06-04	27.25	27.51	26.78	27.46	168900	23.122308
2007-06-05	27.34	27.40	27.01	27.14	179500	22.852857
2007-06-06	26.89	26.90	26.12	26.27	467000	22.120286
2007-06-07	26.27	26.41	26.00	26.33	219300	22.170808
2007-06-08	26.34	26.41	26.06	26.33	175600	22.170808
2007-06-11	26.25	26.27	25.68	25.81	160100	21.732949
2007-06-12	25.81	25.81	25.22	25.40	137400	21.387714
2007-06-13	25.52	25.77	25.46	25.66	136300	21.606644
2007-06-14	25.70	25.91	25.67	25.77	96800	21.699268
2007-06-15	26.26	27.58	26.16	27.21	393400	22.911799
2007-06-18	27.20	27.21	26.73	26.90	101700	22.650768
2007-06-19	26.80	27.07	26.38	26.72	128800	22.499202
2007-06-20	26.84	27.19	26.30	26.56	166000	22.364476
2007-06-21	26.56	26.66	26.26	26.35	125900	22.187649
2007-06-22	26.30	26.31	25.70	25.96	160200	21.859254
2007-06-25	25.96	26.23	25.49	25.58	149200	21.539281
2007-06-26	25.66	26.42	25.49	25.86	154600	21.775052
2007-06-27	25.70	26.19	25.60	26.18	172400	22.044503
2007-06-28	26.23	26.31	25.80	25.82	86300	21.741369
2007-06-29	26.71	26.71	25.30	25.34	142500	21.337193
2007-07-02	25.36	26.19	25.08	25.70	288300	21.640326
2007-07-03	25.68	25.68	25.27	25.34	66700	21.337193
2007-07-05	25.28	25.36	24.83	25.28	140100	21.286671
2007-07-06	25.20	25.21	24.52	24.67	213500	20.773028
2007-07-09	24.66	25.29	24.60	25.28	208700	21.286671
2007-07-10	25.06	25.11	24.28	24.30	197400	20.461474
2007-07-11	24.33	24.45	24.03	24.35	254400	20.503577
2007-07-12	24.30	24.73	24.30	24.43	140700	20.689897
2007-07-13	24.32	24.70	23.89	24.46	255200	20.715303
2007-07-16	24.31	25.03	24.26	24.68	223300	20.901623
2007-07-17	24.55	24.87	23.88	23.97	565300	20.300319
2007-07-18	23.87	24.42	23.82	23.93	203500	20.266444
2007-07-19	24.04	24.19	23.69	24.08	97900	20.393479
2007-07-20	24.02	24.16	23.81	23.99	236100	20.317258
2007-07-23	24.15	24.21	23.69	23.75	180200	20.114001
2007-07-24	23.55	23.64	22.83	22.99	453600	19.470352
2007-07-25	23.07	23.48	22.94	23.30	425000	19.732893
2007-07-26	22.97	23.06	21.83	22.50	263200	19.055369
2007-07-27	20.83	22.04	19.82	19.92	607800	16.870353
2007-07-30	19.42	20.50	18.76	20.30	626800	17.192177
2007-07-31	20.50	20.87	20.15	20.59	486700	17.437780
2007-08-01	20.71	20.71	19.64	20.10	527300	17.022797
2007-08-02	20.10	20.63	19.63	19.91	479300	16.861884
2007-08-03	19.96	19.96	18.51	18.72	393600	15.854066
2007-08-06	18.70	19.20	18.15	18.89	695000	15.998040
2007-08-07	18.71	18.83	17.72	18.50	517200	15.667748
2007-08-08	18.59	20.22	18.59	20.10	506100	17.022797
2007-08-09	20.50	22.24	20.45	20.92	962700	17.717259
2007-08-10	20.60	21.02	19.73	20.47	480100	17.336151
2007-08-13	20.65	20.83	19.23	19.74	288600	16.717910
2007-08-14	19.75	19.86	18.74	18.81	126600	15.930288
2007-08-15	18.87	19.32	18.36	18.48	235800	15.650809
2007-08-16	18.52	20.02	18.39	19.90	350400	16.853415
2007-08-17	19.92	20.84	19.92	20.50	210300	17.361558
2007-08-20	20.55	20.79	20.13	20.44	129600	17.310745
2007-08-21	20.40	20.40	19.11	19.12	199700	16.192830
2007-08-22	19.36	19.53	19.01	19.23	243800	16.285988
2007-08-23	19.29	19.29	18.26	18.40	180000	15.583057
2007-08-24	18.51	18.51	17.72	17.99	274800	15.235826
2007-08-27	17.97	18.14	17.66	17.85	160700	15.117260
2007-08-28	17.80	17.86	17.30	17.36	248900	14.702276
2007-08-29	17.42	18.11	17.17	17.93	192400	15.185012
2007-08-30	17.72	18.11	17.54	17.82	145900	15.091852
2007-08-31	18.11	18.11	17.53	17.91	163200	15.168074
2007-09-04	17.80	18.49	17.77	17.93	223700	15.185012
2007-09-05	17.94	18.82	17.56	17.82	214600	15.091852
2007-09-06	18.00	18.71	17.41	17.64	203700	14.939409
2007-09-07	17.48	17.82	17.32	17.65	275000	14.947878
2007-09-10	17.80	17.80	16.97	17.42	163400	14.753090
2007-09-11	17.52	17.75	17.05	17.23	261200	14.592178
2007-09-12	17.19	17.19	16.71	16.85	158200	14.270354
2007-09-13	16.90	17.68	16.54	17.23	129100	14.592178
2007-09-14	17.09	17.45	16.70	17.32	110200	14.668399
2007-09-17	17.30	17.30	16.85	16.91	106200	14.321168
2007-09-18	16.95	18.10	16.74	17.82	420700	15.091852
2007-09-19	18.07	19.30	17.76	19.21	397400	16.269050
2007-09-20	19.00	19.11	18.54	18.72	127200	15.854066
2007-09-21	18.90	19.34	18.49	18.68	231700	15.820191
2007-09-24	18.65	18.65	17.96	18.08	167400	15.312048
2007-09-25	17.73	17.79	16.74	17.08	257400	14.465142
2007-09-26	17.13	17.70	17.11	17.56	193900	14.871656
2007-09-27	17.61	17.61	16.75	16.91	195600	14.321168
2007-09-28	16.89	17.54	16.85	17.06	152400	14.448204
2007-10-01	17.12	18.28	17.00	18.11	180600	15.337455
2007-10-02	18.01	20.53	17.93	19.80	490600	16.768724
2007-10-03	19.56	21.31	19.17	19.94	395000	16.887292
2007-10-04	19.94	20.02	19.01	19.50	230200	16.514653
2007-10-05	19.70	20.70	19.43	20.53	229700	17.386966
2007-10-08	20.39	20.50	19.39	19.44	194900	16.463839
2007-10-09	19.47	20.20	19.39	19.98	171300	16.921167
2007-10-10	19.86	19.89	19.41	19.54	172100	16.548530
2007-10-11	19.48	19.60	19.00	19.38	210500	16.531468
2007-10-12	19.37	19.37	18.87	19.25	163400	16.420577
2007-10-15	19.12	19.22	18.37	18.49	205600	15.772284
2007-10-16	18.48	18.52	18.01	18.15	204000	15.482258
2007-10-17	18.36	18.36	17.51	17.81	200600	15.192232
2007-10-18	17.76	17.86	17.29	17.34	168500	14.791314
2007-10-19	17.29	17.42	16.51	16.64	256800	14.194202
2007-10-22	16.50	17.18	16.50	17.00	347100	14.501289
2007-10-23	17.19	17.22	16.27	16.34	262600	13.938297
2007-10-24	16.25	16.69	15.84	16.02	351100	13.665332
2007-10-25	16.21	16.71	15.92	15.99	194600	13.639741
2007-10-26	16.36	16.63	15.61	15.99	462900	13.639741
2007-10-29	16.25	16.30	15.89	16.09	331100	13.725043
2007-10-30	16.15	16.37	15.76	16.14	236700	13.767693
2007-10-31	16.20	17.36	16.20	16.98	249500	14.484228
2007-11-01	16.56	16.56	15.63	15.70	276600	13.392366
2007-11-02	16.08	16.34	15.41	16.15	222200	13.776224
2007-11-05	16.02	16.39	15.96	16.11	248100	13.742104
2007-11-06	16.00	16.49	15.87	16.45	146300	14.032130
2007-11-07	16.35	16.35	15.55	15.61	214900	13.315595
2007-11-08	16.47	16.69	15.54	16.50	363700	14.074780
2007-11-09	16.31	16.44	15.67	15.85	246000	13.520319
2007-11-12	15.92	17.24	15.82	16.78	263000	14.313625
2007-11-13	16.87	17.65	16.87	17.41	165500	14.851025
2007-11-14	17.55	17.84	16.89	17.16	204300	14.637771
2007-11-15	17.16	17.16	16.66	16.89	122600	14.407456
2007-11-16	16.96	17.13	16.24	16.50	296000	14.074780
2007-11-19	16.37	16.41	15.88	16.18	272000	13.801815
2007-11-20	16.08	16.55	15.77	16.29	172800	13.895647
2007-11-21	16.22	16.35	15.67	15.73	291000	13.417957
2007-11-23	16.01	18.69	16.01	18.24	254700	15.559029
2007-11-26	18.16	18.50	16.32	16.37	356800	13.963889
2007-11-27	16.32	16.49	15.69	15.76	284100	13.443548
2007-11-28	15.76	16.68	15.76	16.07	267300	13.707982
2007-11-29	16.20	16.51	15.66	15.68	180700	13.375306
2007-11-30	16.17	16.36	15.51	15.60	245300	13.307065
2007-12-03	15.70	16.15	15.12	15.15	182600	12.923207
2007-12-04	15.00	15.55	14.81	15.16	170200	12.931737
2007-12-05	15.47	15.51	14.69	14.90	163500	12.709953
2007-12-06	14.90	15.59	14.85	15.55	152100	13.264414
2007-12-07	15.56	16.25	15.40	16.06	155200	13.699452
2007-12-10	16.02	16.38	15.70	16.18	148400	13.801815
2007-12-11	16.24	16.50	15.50	15.67	147000	13.366776
2007-12-12	16.09	16.28	15.29	15.70	179800	13.392366
2007-12-13	15.52	15.63	14.90	15.31	140400	13.059690
2007-12-14	15.08	15.16	14.39	14.44	153600	12.317565
2007-12-17	14.29	14.80	14.02	14.57	162700	12.428457
2007-12-18	14.75	15.00	14.21	15.00	465900	12.795255
2007-12-19	14.89	14.99	14.51	14.65	112400	12.496698
2007-12-20	14.86	14.90	14.00	14.30	204200	12.198143
2007-12-21	14.61	14.72	14.30	14.66	288000	12.505229
2007-12-24	14.87	14.94	14.53	14.56	44100	12.419927
2007-12-26	14.58	14.69	14.07	14.22	178100	12.129902
2007-12-27	14.30	14.45	13.83	13.87	124500	11.831345
2007-12-28	14.10	14.30	13.25	13.33	219900	11.370716
2007-12-31	13.38	14.14	13.21	13.73	240900	11.711923
2008-01-02	13.74	14.12	13.55	13.63	222300	11.626621
2008-01-03	13.60	14.09	12.66	12.78	292300	10.901557
2008-01-04	12.67	12.85	11.89	12.10	329600	10.321506
2008-01-07	12.26	12.83	12.01	12.52	340000	10.679773
2008-01-08	12.56	12.96	12.14	12.23	275500	10.432397
2008-01-09	12.25	12.88	12.13	12.80	269900	10.918617
2008-01-10	12.70	13.68	12.56	13.46	275600	11.481608
2008-01-11	13.39	13.51	13.01	13.04	168600	11.123341
2008-01-14	13.19	13.19	12.53	12.89	123600	11.114719
2008-01-15	12.82	12.90	12.28	12.33	172500	10.631845
2008-01-16	12.32	12.81	12.32	12.54	275300	10.812923
2008-01-17	12.63	12.78	12.16	12.46	150900	10.743941
2008-01-18	12.36	12.78	11.78	11.89	177500	10.252444
2008-01-22	11.41	12.45	11.32	11.90	325100	10.261067
2008-01-23	11.50	13.50	11.34	13.06	414300	11.261306
2008-01-24	13.07	14.19	13.07	13.73	299900	11.839029
2008-01-25	13.99	14.23	13.07	13.19	179200	11.373401
2008-01-28	13.19	14.46	13.06	14.44	279000	12.451244
2008-01-29	14.55	14.96	14.01	14.92	229600	12.865136
2008-01-30	14.95	15.59	14.53	14.97	174800	12.908250
2008-01-31	14.76	15.46	14.69	15.24	238700	13.141064
2008-02-01	15.47	15.72	15.02	15.55	122500	13.408369
2008-02-04	15.49	15.52	14.60	15.03	204900	12.959986
2008-02-05	14.01	14.23	13.07	13.54	425800	11.675197
2008-02-06	13.75	14.15	13.45	13.62	205600	11.744179
2008-02-07	13.61	14.50	13.48	14.10	163500	12.158071
2008-02-08	14.00	14.02	13.30	13.57	192600	11.701065
2008-02-11	13.73	13.95	13.23	13.66	102600	11.778670
2008-02-12	13.73	14.04	13.57	14.00	104000	12.071843
2008-02-13	14.12	14.12	13.80	14.10	97600	12.158071
2008-02-14	14.08	14.28	13.25	13.59	209800	11.718311
2008-02-15	13.51	13.85	13.26	13.81	80400	11.908012
2008-02-19	14.09	14.23	13.63	14.04	261500	12.106334
2008-02-20	13.99	14.88	13.78	14.67	306600	12.649567
2008-02-21	10.54	11.23	9.78	10.03	2312900	8.648613
2008-02-22	10.10	10.28	9.53	10.13	722600	8.734841
2008-02-25	10.10	10.33	9.77	10.29	496000	8.872805
2008-02-26	10.24	10.78	10.20	10.67	387200	9.200469
2008-02-27	10.66	11.00	10.58	10.88	440600	9.381547
2008-02-28	10.89	10.97	10.54	10.67	522300	9.200469
2008-02-29	10.34	10.92	10.12	10.28	810100	8.864182
2008-03-03	10.25	11.47	10.07	11.10	759100	9.571248
2008-03-04	10.96	10.96	9.67	10.03	689500	8.648613
2008-03-05	10.14	10.57	9.52	9.71	670100	8.372686
2008-03-06	9.62	9.66	9.09	9.14	503500	7.881189
2008-03-07	9.03	9.51	8.91	9.36	457100	8.070889
2008-03-10	9.45	9.73	9.02	9.07	177400	7.820830
2008-03-11	9.39	9.63	8.98	9.50	267000	8.191608
2008-03-12	9.50	9.84	9.38	9.59	233600	8.269213
2008-03-13	9.49	10.13	9.32	10.00	271200	8.622745
2008-03-14	10.14	10.14	9.51	9.63	235700	8.303704
2008-03-17	9.35	10.30	9.30	9.68	161900	8.346818
2008-03-18	9.92	9.92	9.34	9.74	429400	8.398554
2008-03-19	9.85	10.09	9.79	9.79	264400	8.441668
2008-03-20	9.79	10.57	9.79	10.40	569900	8.967655
2008-03-24	10.55	11.24	10.55	11.19	409700	9.648852
2008-03-25	11.29	11.46	11.07	11.46	244700	9.881666
2008-03-26	11.44	11.52	11.03	11.23	228100	9.683343
2008-03-27	11.20	11.20	10.34	10.45	203800	9.010769
2008-03-28	10.45	10.58	10.08	10.29	108100	8.872805
2008-03-31	10.62	10.72	10.10	10.16	199300	8.760709
2008-04-01	10.32	10.46	9.71	10.30	229200	8.881428
2008-04-02	9.84	10.94	9.75	10.48	258000	9.036637
2008-04-03	10.35	10.35	9.94	10.03	292700	8.648613
2008-04-04	9.98	10.27	9.70	9.91	294200	8.545140
2008-04-07	9.91	10.48	9.86	9.92	204400	8.553763
2008-04-08	9.82	10.18	9.82	10.03	108000	8.648613
2008-04-09	10.19	10.21	9.88	9.94	256500	8.571008
2008-04-10	9.90	9.92	9.56	9.75	439400	8.407177
2008-04-11	9.53	9.68	9.05	9.05	430900	7.917268
2008-04-14	9.05	9.15	8.48	8.49	301800	7.427360
2008-04-15	8.51	9.29	8.51	8.98	339800	7.856029
2008-04-16	9.05	9.47	9.03	9.18	218800	8.030997
2008-04-17	9.25	9.25	8.74	8.81	207500	7.707308
2008-04-18	8.96	9.23	8.34	8.62	616700	7.541089
2008-04-21	8.30	8.58	8.28	8.49	248700	7.427360
2008-04-22	8.48	8.48	8.13	8.27	224200	7.234896
2008-04-23	8.32	8.33	7.72	7.84	361300	6.858716
2008-04-24	7.82	8.08	7.59	7.90	560800	6.911207
2008-04-25	7.96	8.08	7.66	7.85	168000	6.867465
2008-04-28	7.95	8.02	7.78	7.97	306400	6.972445
2008-04-29	8.03	8.12	7.79	7.90	350900	6.911207
2008-04-30	8.20	9.99	8.20	9.00	1548100	7.873526
2008-05-01	8.95	9.66	8.95	9.29	840800	8.127229
2008-05-02	9.23	9.35	9.06	9.07	654500	7.934765
2008-05-05	9.10	9.48	8.85	9.41	306500	8.232209
2008-05-06	9.37	9.37	8.70	8.76	329000	7.663566
2008-05-07	8.75	8.96	8.27	8.45	268500	7.392366
2008-05-08	8.46	8.54	7.98	8.05	351100	7.042432
2008-05-09	8.11	8.11	7.59	7.62	375000	6.666252
2008-05-12	7.69	7.92	7.52	7.71	630000	6.744988
2008-05-13	7.80	8.06	7.80	8.00	358300	6.998690
2008-05-14	8.04	8.15	7.95	8.07	400500	7.059928
2008-05-15	8.05	8.05	7.73	7.94	529100	6.946200
2008-05-16	8.79	8.79	8.10	8.34	1037500	7.296135
2008-05-19	8.26	8.72	8.15	8.60	373300	7.523592
2008-05-20	8.54	8.54	8.01	8.04	324700	7.033684
2008-05-21	8.12	8.17	7.46	7.54	248100	6.596265
2008-05-22	7.56	7.77	7.50	7.67	283600	6.709994
2008-05-23	7.60	7.70	7.32	7.37	125100	6.447543
2008-05-27	7.39	7.65	7.31	7.65	164600	6.692498
2008-05-28	7.65	7.76	7.26	7.39	359400	6.465040
2008-05-29	7.40	7.40	7.17	7.20	284500	6.298821
2008-05-30	7.19	7.19	6.82	6.83	348700	5.975132
2008-06-02	7.04	7.04	6.51	6.96	642900	6.088860
2008-06-03	6.99	7.05	6.41	6.59	497700	5.765171
2008-06-04	6.60	6.93	6.60	6.89	578100	6.027622
2008-06-05	6.89	7.53	6.86	7.28	600400	6.368808
2008-06-06	7.25	7.25	6.73	6.94	656700	6.071364
2008-06-09	7.24	7.24	6.70	6.76	465400	5.913893
2008-06-10	6.70	6.71	6.30	6.32	276700	5.528965
2008-06-11	6.28	6.28	6.05	6.17	283800	5.397740
2008-06-12	6.21	6.58	6.14	6.27	339400	5.485223
2008-06-13	6.35	6.49	6.24	6.49	272800	5.677687
2008-06-16	6.49	7.00	6.47	6.93	424900	6.062615
2008-06-17	7.01	7.02	6.31	6.34	222700	5.546462
2008-06-18	6.21	6.21	5.72	5.82	513200	5.091547
2008-06-19	5.84	6.14	5.73	6.08	305100	5.319004
2008-06-20	6.09	6.09	5.68	5.88	507300	5.144037
2008-06-23	5.93	5.97	5.55	5.61	372700	4.907832
2008-06-24	5.63	6.02	5.33	5.63	337100	4.925328
2008-06-25	5.63	6.17	5.63	6.07	341400	5.310256
2008-06-26	6.00	6.00	5.65	5.69	714100	4.977818
2008-06-27	5.65	5.87	5.34	5.39	1729000	4.715367
2008-06-30	5.42	5.42	4.89	4.92	510000	4.304194
2008-07-01	4.75	5.22	4.70	4.92	456100	4.304194
2008-07-02	4.50	4.73	3.51	4.72	567000	4.129227
2008-07-03	4.64	4.71	4.50	4.71	228700	4.120479
2008-07-07	4.73	4.82	4.39	4.50	334100	3.936763
2008-07-08	4.37	4.93	4.25	4.93	396200	4.312943
2008-07-09	4.77	4.97	4.42	4.79	400100	4.190466
2008-07-10	4.83	4.83	4.36	4.70	301300	4.111730
2008-07-11	4.55	4.56	4.14	4.14	229300	3.733018
2008-07-14	4.18	4.59	4.10	4.25	234300	3.832205
2008-07-15	4.15	4.22	3.75	3.88	459900	3.498578
2008-07-16	3.87	4.32	3.82	4.08	427700	3.678917
2008-07-17	3.95	4.53	3.95	4.23	685800	3.814171
2008-07-18	4.30	4.31	3.91	4.10	207100	3.696950
2008-07-21	4.14	4.19	3.85	3.95	354300	3.561696
2008-07-22	3.95	4.41	3.88	4.28	296700	3.859256
2008-07-23	4.36	5.00	3.96	4.15	791100	3.742035
2008-07-24	4.20	4.22	3.90	4.01	348400	3.615798
2008-07-25	4.08	4.43	3.86	4.09	421400	3.687934
2008-07-28	4.07	4.20	3.52	3.81	447400	3.435459
2008-07-29	3.82	4.54	3.79	4.39	522200	3.958442
2008-07-30	4.45	4.74	4.26	4.51	410300	4.066646
2008-07-31	4.40	4.80	4.31	4.65	257100	4.192883
2008-08-01	4.67	4.81	4.48	4.68	144400	4.219934
2008-08-04	4.76	4.76	4.25	4.41	271800	3.976476
2008-08-05	4.40	4.95	4.32	4.90	270300	4.418307
2008-08-06	4.74	4.95	4.50	4.95	285500	4.463391
2008-08-07	4.95	4.95	4.05	4.50	412100	4.057629
2008-08-08	4.55	5.60	4.46	5.39	530600	4.860137
2008-08-11	5.30	5.74	5.00	5.16	382600	4.652747
2008-08-12	5.10	6.49	5.10	6.15	596300	5.545426
2008-08-13	6.30	6.30	5.56	5.70	355700	5.139663
2008-08-14	5.72	6.13	5.55	5.90	201600	5.320002
2008-08-15	6.10	6.76	5.81	6.16	268100	5.554443
2008-08-18	6.11	6.31	5.70	5.75	170700	5.184748
2008-08-19	5.63	5.95	5.28	5.59	280000	5.040477
2008-08-20	5.63	5.95	5.29	5.78	137900	5.211799
2008-08-21	5.65	5.86	5.55	5.67	45000	5.112612
2008-08-22	5.60	5.90	5.60	5.74	80100	5.175731
2008-08-25	5.85	5.85	5.45	5.46	71500	4.923256
2008-08-26	5.43	5.92	5.24	5.48	151000	4.941290
2008-08-27	5.41	5.44	5.13	5.21	118800	4.697832
2008-08-28	5.16	5.22	4.93	4.97	329300	4.481425
2008-08-29	4.88	5.03	4.65	4.85	178900	4.373222
2008-09-02	5.00	5.15	4.77	4.87	192600	4.391256
2008-09-03	4.81	5.07	4.75	4.96	239600	4.472408
2008-09-04	4.86	5.00	4.63	4.82	158000	4.346171
2008-09-05	4.70	5.00	4.70	4.88	156700	4.400273
2008-09-08	5.00	5.02	4.82	4.98	197100	4.490442
2008-09-09	4.91	5.28	4.85	5.16	306400	4.652747
2008-09-10	5.20	5.25	4.85	4.91	127400	4.427324
2008-09-11	4.85	5.25	4.85	5.20	189600	4.688815
2008-09-12	5.20	5.39	5.06	5.39	160900	4.860137
2008-09-15	5.11	5.23	4.76	4.77	99000	4.301086
2008-09-16	4.81	5.08	4.75	5.06	154000	4.562578
2008-09-17	4.76	5.03	4.25	4.55	239600	4.102714
2008-09-18	4.46	5.33	4.45	5.21	328000	4.697832
2008-09-19	5.46	6.45	5.35	6.03	375400	5.437223
2008-09-22	5.77	5.88	5.10	5.34	130500	4.815053
2008-09-23	5.26	5.64	4.60	4.82	130200	4.346171
2008-09-24	5.07	5.29	4.72	4.91	87400	4.427324
2008-09-25	4.92	5.23	4.64	4.69	77200	4.228951
2008-09-26	4.69	4.77	4.49	4.58	81400	4.129764
2008-09-29	4.48	4.57	3.70	4.50	216700	4.057629
2008-09-30	4.40	4.45	4.18	4.31	121200	3.886306
2008-10-01	4.31	4.32	3.56	3.78	209400	3.408408
2008-10-02	3.75	3.78	2.87	3.10	533900	2.795255
2008-10-03	3.61	3.63	3.21	3.27	256500	2.948543
2008-10-06	3.15	3.15	2.56	3.08	227100	2.777221
2008-10-07	3.25	3.34	2.66	2.66	168100	2.398509
2008-10-08	2.75	2.77	2.51	2.61	144100	2.353425
2008-10-09	2.72	2.86	2.14	2.14	148800	1.929628
2008-10-10	2.15	2.35	1.76	2.19	296000	2.021955
2008-10-13	2.35	2.57	2.13	2.42	50700	2.234306
2008-10-14	2.57	3.48	2.49	2.72	255300	2.511286
2008-10-15	2.62	2.75	2.42	2.58	55500	2.382028
2008-10-16	2.73	3.00	2.38	2.43	128700	2.243539
2008-10-17	2.40	2.88	2.40	2.50	114400	2.308167
2008-10-20	2.52	2.65	2.50	2.50	61400	2.308167
2008-10-21	2.54	2.70	2.50	2.58	64500	2.382028
2008-10-22	2.65	2.65	2.41	2.41	120800	2.225073
2008-10-23	2.34	2.57	2.28	2.36	44800	2.178910
2008-10-24	2.30	2.39	2.08	2.14	70700	1.975791
2008-10-27	2.10	2.35	1.53	1.55	174300	1.431064
2008-10-28	1.70	1.83	1.60	1.60	308700	1.477227
2008-10-29	1.75	3.78	1.75	3.56	357400	3.286830
2008-10-30	3.23	3.60	2.97	3.60	232500	3.323761
2008-10-31	3.43	4.99	3.00	4.10	289500	3.785394
2008-11-03	4.19	4.41	3.75	4.08	289400	3.766929
2008-11-04	4.08	4.55	4.00	4.55	279100	4.200865
2008-11-05	4.83	4.83	3.95	4.30	129300	3.970048
2008-11-06	4.25	4.25	3.65	3.83	128300	3.536112
2008-11-07	3.83	3.96	3.54	3.65	106800	3.369924
2008-11-10	3.65	3.82	3.29	3.40	49700	3.139108
2008-11-11	3.25	3.38	2.90	3.28	112400	3.028315
2008-11-12	3.25	3.25	2.98	3.08	97500	2.843662
2008-11-13	3.05	3.85	2.86	3.85	124400	3.554577
2008-11-14	3.75	3.82	3.29	3.50	152900	3.231434
2008-11-17	3.43	3.65	3.11	3.22	149700	2.972919
2008-11-18	3.17	3.28	2.77	3.27	204900	3.019083
2008-11-19	3.20	3.22	2.50	2.52	116200	2.326633
2008-11-20	2.50	2.53	2.09	2.26	158200	2.086583
2008-11-21	2.22	2.40	2.07	2.20	162500	2.031187
2008-11-24	2.31	2.31	1.91	2.03	264400	1.874232
2008-11-25	2.10	2.15	1.89	2.06	266400	1.901930
2008-11-26	2.00	2.60	2.00	2.47	132300	2.280469
2008-11-28	2.40	2.72	2.40	2.66	43800	2.455890
2008-12-01	2.48	2.59	2.27	2.27	67300	2.095816
2008-12-02	2.27	2.65	2.10	2.65	188900	2.446657
2008-12-03	2.50	2.85	2.50	2.60	113100	2.400494
2008-12-04	2.66	2.83	2.66	2.72	91100	2.511286
2008-12-05	2.62	3.76	2.42	3.39	179300	3.129875
2008-12-08	3.43	4.17	3.43	3.97	155500	3.665370
2008-12-09	3.99	4.08	3.77	3.90	207200	3.600741
2008-12-10	3.93	4.09	3.78	3.91	157500	3.609974
2008-12-11	3.84	4.00	3.74	3.85	123500	3.554577
2008-12-12	3.50	3.59	2.53	2.87	216000	2.649776
2008-12-15	2.86	3.04	2.84	2.84	90800	2.622078
2008-12-16	2.96	3.50	2.90	3.39	224700	3.129875
2008-12-17	3.30	3.92	3.24	3.69	150900	3.406855
2008-12-18	3.70	3.75	3.27	3.29	104100	3.037548
2008-12-19	3.32	3.83	2.84	3.83	576300	3.536112
2008-12-22	3.74	3.74	3.30	3.54	271100	3.268365
2008-12-23	3.63	3.78	3.44	3.78	71200	3.489949
2008-12-24	3.72	3.72	3.54	3.61	12700	3.332993
2008-12-26	3.56	3.66	3.48	3.48	73900	3.212969
2008-12-29	3.54	3.59	3.06	3.25	90200	3.000617
2008-12-30	3.27	3.60	3.19	3.40	86900	3.139108
2008-12-31	3.40	3.51	3.25	3.26	130000	3.009850
2009-01-02	3.28	3.45	3.23	3.30	101600	3.046781
2009-01-05	3.10	3.27	3.03	3.27	142200	3.019083
2009-01-06	3.17	3.90	3.02	3.83	192100	3.536112
2009-01-07	3.71	3.85	3.60	3.85	162100	3.554577
2009-01-08	3.76	3.83	3.70	3.80	68000	3.508414
2009-01-09	3.70	3.80	3.50	3.68	91700	3.397622
2009-01-12	3.55	3.61	3.42	3.49	72100	3.222201
2009-01-13	3.62	3.62	3.33	3.45	88800	3.185271
2009-01-14	3.40	3.44	3.19	3.25	129100	3.000617
2009-01-15	3.35	3.45	3.19	3.25	203500	3.000617
2009-01-16	3.20	3.50	2.95	3.40	123100	3.139108
2009-01-20	3.31	3.45	3.15	3.22	131800	2.972919
2009-01-21	3.24	3.47	2.99	3.47	79800	3.203736
2009-01-22	3.32	3.35	3.00	3.12	44200	2.880593
2009-01-23	3.24	3.24	2.91	2.95	47800	2.723637
2009-01-26	3.04	3.25	3.04	3.25	86900	3.000617
2009-01-27	3.15	3.48	3.12	3.36	93900	3.102177
2009-01-28	3.51	3.51	3.27	3.45	46600	3.185271
2009-01-29	3.29	3.42	3.20	3.30	75600	3.046781
2009-01-30	3.20	3.28	2.97	3.06	60200	2.825197
2009-02-02	2.94	2.96	2.78	2.82	132100	2.603613
2009-02-03	2.78	2.94	2.78	2.82	87400	2.603613
2009-02-04	2.81	2.96	2.63	2.64	59800	2.437425
2009-02-05	2.68	2.76	2.57	2.63	70500	2.428192
2009-02-06	2.63	3.41	2.63	3.34	98500	3.083711
2009-02-09	3.24	3.39	3.05	3.27	55200	3.019083
2009-02-10	3.19	3.40	3.16	3.40	85000	3.139108
2009-02-11	3.37	3.37	3.18	3.31	61500	3.056013
2009-02-12	3.30	3.37	3.11	3.28	98400	3.028315
2009-02-13	3.28	3.40	3.25	3.30	60100	3.046781
2009-02-17	3.30	3.39	3.25	3.33	109800	3.074479
2009-02-18	3.30	3.30	3.00	3.18	53900	2.935989
2009-02-19	3.14	3.18	2.75	2.80	65800	2.585147
2009-02-20	2.75	3.17	2.66	2.95	85100	2.723637
2009-02-23	2.93	3.10	2.78	2.78	43300	2.566682
2009-02-24	2.74	3.10	2.74	3.10	55300	2.862127
2009-02-25	2.99	3.09	2.90	2.95	50600	2.723637
2009-02-26	2.93	3.09	2.62	2.71	56000	2.502053
2009-02-27	2.65	3.06	2.62	2.64	78000	2.437425
2009-03-02	2.60	2.78	2.51	2.51	50300	2.317400
2009-03-03	2.47	2.67	2.47	2.56	59000	2.363563
2009-03-04	2.52	2.60	2.38	2.45	63200	2.262004
2009-03-05	2.40	2.44	2.01	2.03	66800	1.874232
2009-03-06	2.05	2.15	1.98	1.98	121600	1.828068
2009-03-09	2.04	2.19	2.00	2.06	27400	1.901930
2009-03-10	2.10	2.55	2.10	2.32	52800	2.141979
2009-03-11	2.28	2.75	2.28	2.75	33500	2.538984
2009-03-12	2.75	3.27	2.71	3.27	85300	3.019083
2009-03-13	3.18	3.27	2.87	2.87	35000	2.649776
2009-03-16	2.62	3.06	2.53	2.75	71600	2.538984
2009-03-17	2.80	2.95	2.69	2.89	99400	2.668241
2009-03-18	2.90	2.95	2.79	2.90	141200	2.677474
2009-03-19	2.91	3.03	2.67	2.93	176300	2.705172
2009-03-20	2.93	3.03	2.81	3.03	247900	2.797499
2009-03-23	3.11	3.20	2.99	3.19	135200	2.945221
2009-03-24	3.24	3.30	3.03	3.21	346500	2.963687
2009-03-25	3.13	3.24	2.62	2.76	137400	2.548217
2009-03-26	2.77	2.99	2.65	2.99	148300	2.760568
2009-03-27	2.85	3.00	2.50	2.50	142000	2.308167
2009-03-30	2.52	2.76	2.26	2.45	118800	2.262004
2009-03-31	2.50	2.52	2.25	2.25	118700	2.077350
2009-04-01	2.17	2.36	2.16	2.20	105100	2.031187
2009-04-02	2.32	2.32	2.15	2.22	130300	2.049653
2009-04-03	2.25	2.38	2.17	2.35	211200	2.169677
2009-04-06	2.36	2.36	2.10	2.10	169200	1.938860
2009-04-07	2.14	2.26	1.89	1.92	315400	1.772672
2009-04-08	1.92	1.95	1.85	1.85	163600	1.708044
2009-04-09	2.00	2.05	1.88	2.02	195900	1.864999
2009-04-13	2.04	2.05	1.95	1.98	517900	1.828068
2009-04-14	2.02	2.10	1.95	2.03	352000	1.874232
2009-04-15	2.00	2.08	1.90	2.08	293800	1.920395
2009-04-16	2.08	2.50	2.07	2.49	333300	2.298935
2009-04-17	2.45	2.79	2.45	2.64	239600	2.437425
2009-04-20	2.58	2.64	2.45	2.49	224400	2.298935
2009-04-21	2.45	2.65	2.40	2.65	164100	2.446657
2009-04-22	2.55	2.76	2.52	2.70	191400	2.492821
2009-04-23	2.70	2.75	2.61	2.71	82700	2.502053
2009-04-24	2.67	2.88	2.67	2.82	98300	2.603613
2009-04-27	2.75	2.85	2.70	2.75	82800	2.538984
2009-04-28	2.70	2.94	2.68	2.81	148000	2.594380
2009-04-29	2.85	3.30	2.84	3.29	280000	3.037548
2009-04-30	3.31	3.50	2.71	2.92	332100	2.695939
2009-05-01	2.92	3.55	2.90	3.55	227700	3.277597
2009-05-04	3.45	4.30	3.39	4.30	303200	3.970048
2009-05-05	4.15	4.95	4.12	4.77	400200	4.403983
2009-05-06	4.88	4.99	4.74	4.96	252800	4.579404
2009-05-07	4.95	5.06	4.25	4.59	268600	4.237795
2009-05-08	4.56	4.80	4.27	4.70	235000	4.339354
2009-05-11	4.56	5.21	4.50	4.90	210400	4.524008
2009-05-12	4.93	5.25	4.77	5.20	265900	4.800988
2009-05-13	5.00	5.24	4.22	4.54	318600	4.191632
2009-05-14	4.57	5.18	4.44	5.15	121400	4.754825
2009-05-15	4.65	5.15	4.65	4.98	252100	4.597869
2009-05-18	4.95	6.03	4.86	6.03	317300	5.567300
2009-05-19	5.83	6.18	5.83	6.04	116500	5.576532
2009-05-20	5.91	6.20	5.77	5.97	119000	5.511903
2009-05-21	5.80	5.96	5.55	5.73	55700	5.290319
2009-05-22	5.68	5.69	5.40	5.54	63000	5.114899
2009-05-26	5.43	6.49	5.31	6.37	222000	5.881210
2009-05-27	6.21	6.59	5.71	5.71	153200	5.271854
2009-05-28	5.71	5.89	5.32	5.89	149400	5.438042
2009-05-29	5.87	6.05	5.51	5.51	257500	5.087201
2009-06-01	5.80	6.20	5.78	6.20	197800	5.724255
2009-06-02	6.15	6.50	5.80	6.42	215100	5.927373
2009-06-03	6.39	6.42	6.06	6.35	62800	5.862745
2009-06-04	6.24	6.96	6.13	6.96	135300	6.425938
2009-06-05	6.90	8.29	6.90	8.29	370400	7.653882
2009-06-08	8.33	9.48	7.91	9.21	598700	8.503288
2009-06-09	9.22	9.29	7.85	8.49	346000	7.838536
2009-06-10	8.66	9.06	8.50	8.90	191200	8.217075
2009-06-11	8.93	9.00	8.58	8.89	156200	8.207843
2009-06-12	8.85	8.85	8.60	8.70	144100	8.032422
2009-06-15	8.63	8.63	7.81	8.38	124400	7.736977
2009-06-16	8.36	8.65	7.84	7.96	166300	7.349204
2009-06-17	8.03	8.08	7.56	8.08	161300	7.459996
2009-06-18	8.03	8.16	7.53	7.61	233600	7.026061
2009-06-19	7.81	8.03	7.50	7.94	116500	7.330739
2009-06-22	7.76	7.92	6.81	6.96	130800	6.425938
2009-06-23	6.97	7.80	6.80	7.28	203200	6.721383
2009-06-24	7.28	8.47	7.04	8.07	309100	7.450764
2009-06-25	8.10	8.78	8.10	8.69	393400	8.023189
2009-06-26	8.80	9.43	8.65	9.24	2550000	8.530986
2009-06-29	9.01	9.39	8.72	9.19	499900	8.484822
2009-06-30	9.37	9.58	9.08	9.24	256500	8.530986
2009-07-01	9.33	10.00	9.25	9.98	310200	9.214203
2009-07-02	9.84	9.84	9.27	9.75	253900	9.001852
2009-07-06	9.52	10.15	9.50	9.80	439300	9.048016
2009-07-07	9.80	9.93	8.86	8.96	295400	8.272471
2009-07-08	8.99	9.55	8.96	9.13	223600	8.429427
2009-07-09	9.24	9.29	8.78	8.81	138400	8.133982
2009-07-10	8.61	9.07	8.61	8.83	94500	8.152447
2009-07-13	8.86	9.17	8.43	8.95	176200	8.263238
2009-07-14	8.94	9.88	8.94	9.78	361200	9.029550
2009-07-15	9.98	10.00	9.67	9.98	229700	9.214203
2009-07-16	10.00	10.04	9.81	9.99	153200	9.223436
2009-07-17	10.01	10.23	9.75	10.20	312400	9.417322
2009-07-20	10.20	10.25	9.95	10.24	139100	9.454253
2009-07-21	10.24	10.38	9.90	10.05	117000	9.278832
2009-07-22	10.03	10.61	9.99	10.26	154900	9.472718
2009-07-23	10.20	10.99	10.00	10.53	559800	9.722000
2009-07-24	10.51	10.75	10.30	10.75	266900	9.925119
2009-07-27	10.57	11.11	10.32	11.08	233900	10.229797
2009-07-28	11.08	11.24	10.67	10.75	129100	9.925119
2009-07-29	10.68	10.80	10.23	10.49	114200	9.685069
2009-07-30	10.60	11.04	10.40	10.78	217600	9.952817
2009-07-31	11.29	12.98	11.14	11.99	736900	11.069970
2009-08-03	12.21	13.21	12.21	13.10	613600	12.094797
2009-08-04	12.66	13.05	12.62	13.01	334400	12.011702
2009-08-05	13.06	13.17	12.47	12.92	271500	11.928608
2009-08-06	12.83	13.08	12.27	12.83	325800	11.845514
2009-08-07	13.10	13.79	12.91	13.35	388400	12.325613
2009-08-10	13.58	13.70	13.00	13.61	250800	12.565662
2009-08-11	13.41	13.49	12.70	12.86	220800	11.873212
2009-08-12	12.95	13.45	12.90	13.33	274900	12.307148
2009-08-13	13.50	13.58	13.10	13.47	247000	12.436405
2009-08-14	13.56	13.56	12.90	13.10	259000	12.094797
2009-08-17	12.53	12.66	11.71	12.10	284100	11.171530
2009-08-18	12.31	13.48	12.19	13.20	366700	12.187123
2009-08-19	13.07	13.62	12.70	13.24	396700	12.224053
2009-08-20	13.26	14.63	13.20	14.44	340300	13.331973
2009-08-21	14.64	14.94	14.12	14.69	330600	13.562790
2009-08-24	14.76	15.00	14.33	14.42	208200	13.313509
2009-08-25	14.68	14.89	14.31	14.42	260200	13.313509
2009-08-26	14.36	14.64	13.80	14.31	288100	13.211950
2009-08-27	14.24	14.38	13.66	14.15	138000	13.064226
2009-08-28	14.01	14.95	13.79	13.85	325700	12.787247
2009-08-31	13.61	13.92	12.77	12.81	465800	11.827049
2009-09-01	12.61	13.20	12.20	12.45	653600	11.494673
2009-09-02	12.52	12.96	12.10	12.56	297900	11.596232
2009-09-03	12.67	12.73	12.00	12.36	252200	11.411578
2009-09-04	12.32	13.43	12.32	13.14	178800	12.131727
2009-09-08	13.49	14.19	12.86	13.99	319600	12.916504
2009-09-09	14.02	14.84	13.67	14.40	359400	13.295043
2009-09-10	14.51	15.34	14.02	15.02	418800	13.867469
2009-09-11	15.01	15.85	15.00	15.60	384000	14.402964
2009-09-14	15.59	15.65	14.40	14.83	277400	13.692048
2009-09-15	15.01	15.51	14.84	15.48	190100	14.292171
2009-09-16	15.50	16.00	15.50	15.96	267300	14.735340
2009-09-17	15.93	16.22	15.69	15.87	287500	14.652245
2009-09-18	15.78	16.19	15.42	16.19	218500	14.947691
2009-09-21	15.86	15.93	14.71	14.94	348300	13.793607
2009-09-22	15.23	15.59	14.91	15.24	182800	14.070587
2009-09-23	15.30	15.84	14.99	15.27	175100	14.098286
2009-09-24	15.50	15.71	15.02	15.32	233800	14.144448
2009-09-25	15.29	16.49	15.23	15.60	307000	14.402964
2009-09-28	15.86	16.33	15.67	16.11	201800	14.873830
2009-09-29	15.97	16.25	15.92	16.10	151100	14.864597
2009-09-30	16.15	16.15	15.06	15.59	347400	14.393731
2009-10-01	15.42	15.42	13.68	13.72	307300	12.667222
2009-10-02	13.36	14.05	13.02	13.15	405600	12.140959
2009-10-05	13.10	14.00	13.08	13.78	289000	12.722617
2009-10-06	13.45	13.61	12.58	12.67	714200	11.697792
2009-10-07	12.44	12.64	11.78	11.90	641000	10.986876
2009-10-08	11.91	12.07	10.80	10.88	1594200	10.045144
2009-10-09	10.97	11.50	10.80	11.25	4514800	10.386752
2009-10-12	11.36	11.77	11.04	11.35	797200	10.479080
2009-10-13	11.21	11.45	11.15	11.36	539500	10.488312
2009-10-14	11.45	12.45	11.41	12.08	957000	11.153064
2009-10-15	12.02	12.29	11.68	12.27	485900	11.328485
2009-10-16	12.16	12.24	11.78	12.00	291500	11.079203
2009-10-19	12.11	12.23	11.69	12.04	327500	11.116133
2009-10-20	12.04	12.19	11.79	12.06	311700	11.134599
2009-10-21	12.06	12.84	12.01	12.08	381700	11.153064
2009-10-22	12.00	12.41	11.76	12.17	239900	11.236158
2009-10-23	12.24	12.41	11.63	11.76	593100	10.857619
2009-10-26	11.86	12.13	11.61	11.64	792500	10.746827
2009-10-27	11.65	12.47	10.52	10.62	1139500	9.805094
2009-10-28	10.52	10.60	9.50	9.52	794900	8.789501
2009-10-29	9.92	10.23	9.53	9.93	413700	9.168040
2009-10-30	9.67	9.67	8.06	8.34	1963200	7.700046
2009-11-02	8.55	8.88	8.03	8.16	1156200	7.533858
2009-11-03	8.03	8.84	7.84	8.64	921900	7.977026
2009-11-04	8.86	9.09	8.28	8.33	723500	7.690813
2009-11-05	8.53	8.90	8.52	8.69	480700	8.023189
2009-11-06	8.69	9.09	8.51	8.77	415200	8.097051
2009-11-09	8.97	9.28	8.84	9.27	404500	8.558684
2009-11-10	9.18	9.58	8.99	9.44	604500	8.715639
2009-11-11	9.53	9.72	9.18	9.33	323300	8.614080
2009-11-12	9.33	9.35	8.77	8.79	293600	8.115516
2009-11-13	8.70	8.88	8.40	8.56	353600	7.903165
2009-11-16	8.64	9.03	8.64	8.71	349200	8.041655
2009-11-17	8.74	8.88	8.30	8.45	316200	7.801605
2009-11-18	8.50	8.67	8.43	8.50	224900	7.847769
2009-11-19	8.39	8.46	8.01	8.01	348100	7.395368
2009-11-20	7.90	8.12	7.77	8.00	331800	7.386135
2009-11-23	8.13	8.39	7.99	8.12	322800	7.496927
2009-11-24	8.17	8.20	7.85	7.88	317800	7.275343
2009-11-25	7.90	7.96	7.80	7.83	155400	7.229180
2009-11-27	7.56	7.62	7.39	7.47	124800	6.896803
2009-11-30	7.36	7.38	7.07	7.26	272900	6.702918
2009-12-01	7.47	7.47	7.04	7.19	381400	6.638289
2009-12-02	7.18	7.47	7.16	7.26	200500	6.702918
2009-12-03	7.34	7.47	7.22	7.26	193900	6.702918
2009-12-04	7.26	7.68	7.25	7.65	509400	7.062992
2009-12-07	7.65	8.01	7.65	7.89	343200	7.284576
2009-12-08	7.90	7.91	7.51	7.69	523700	7.099922
2009-12-09	7.58	7.63	7.25	7.51	423800	6.933735
2009-12-10	7.55	7.64	7.25	7.34	552200	6.776779
2009-12-11	7.52	7.60	7.17	7.36	623400	6.795244
2009-12-14	7.53	7.61	7.25	7.45	457500	6.878338
2009-12-15	7.50	7.50	7.30	7.31	271700	6.749081
2009-12-16	7.42	7.44	7.17	7.40	627500	6.832175
2009-12-17	7.34	7.50	7.25	7.28	544800	6.721383
2009-12-18	7.32	7.56	7.23	7.41	1258900	6.841407
2009-12-21	7.49	7.75	7.46	7.69	493900	7.099922
2009-12-22	7.68	7.94	7.63	7.63	450100	7.044526
2009-12-23	7.71	7.89	7.49	7.85	390000	7.247645
2009-12-24	7.84	7.93	7.76	7.81	136000	7.210714
2009-12-28	7.91	7.96	7.74	7.94	276500	7.330739
2009-12-29	7.91	8.38	7.90	8.26	558400	7.626185
2009-12-30	8.28	8.36	8.09	8.35	285800	7.709279
2009-12-31	8.37	8.54	8.22	8.22	356700	7.589254
2010-01-04	8.27	8.41	8.03	8.06	498000	7.441532
2010-01-05	8.49	9.16	8.30	8.86	1136700	8.180144
2010-01-06	8.86	9.55	8.86	9.35	723500	8.632546
2010-01-07	9.37	9.37	8.85	9.05	696700	8.355566
2010-01-08	8.98	9.23	8.98	9.23	229000	8.521753
2010-01-11	9.28	9.42	9.20	9.24	234400	8.530986
2010-01-12	9.17	9.22	9.04	9.14	260700	8.438660
2010-01-13	9.12	9.44	9.05	9.26	258500	8.549452
2010-01-14	9.24	9.24	8.83	8.88	335100	8.198610
2010-01-15	8.92	8.94	8.42	8.68	299000	8.013957
2010-01-19	8.68	8.84	8.57	8.79	282600	8.115516
2010-01-20	8.77	8.77	8.28	8.45	275100	7.801605
2010-01-21	8.51	8.57	8.15	8.18	364300	7.552323
2010-01-22	8.12	8.37	7.85	8.20	432300	7.570788
2010-01-25	8.26	8.28	7.67	7.91	382500	7.303041
2010-01-26	7.93	8.31	7.82	8.01	258400	7.395368
2010-01-27	7.94	8.08	7.83	8.04	324600	7.423066
2010-01-28	8.10	8.10	7.72	7.83	286000	7.229180
2010-01-29	7.91	8.07	7.65	7.80	354600	7.201482
2010-02-01	7.78	7.93	7.65	7.88	213700	7.275343
2010-02-02	7.87	8.17	7.76	8.10	234200	7.478462
2010-02-03	8.04	8.23	7.70	7.83	216600	7.229180
2010-02-04	7.21	7.25	5.91	6.00	2046300	5.539601
2010-02-05	6.04	6.11	5.40	5.82	1057700	5.373413
2010-02-08	5.94	5.94	5.46	5.52	551900	5.096433
2010-02-09	5.67	5.73	5.37	5.39	654200	4.976408
2010-02-10	5.43	5.46	5.18	5.29	622500	4.884082
2010-02-11	5.28	5.63	5.25	5.60	804300	5.170294
2010-02-12	5.59	5.76	5.45	5.75	680800	5.308785
2010-02-16	5.89	6.01	5.75	5.96	443400	5.502671
2010-02-17	6.04	6.23	5.80	6.17	536800	5.696557
2010-02-18	6.08	6.34	6.08	6.31	440000	5.825814
2010-02-19	6.24	6.36	6.10	6.23	276400	5.751953
2010-02-22	6.16	6.51	6.04	6.50	508100	6.001235
2010-02-23	6.50	6.62	6.32	6.46	512600	5.964304
2010-02-24	6.49	6.60	6.45	6.59	307700	6.084329
2010-02-25	6.45	6.70	6.05	6.68	789100	6.167423
2010-02-26	6.61	6.72	6.31	6.38	466200	5.890443
2010-03-01	6.42	6.90	6.31	6.84	463300	6.315146
2010-03-02	6.85	6.99	6.71	6.84	368600	6.315146
2010-03-03	6.77	7.00	6.71	6.76	328500	6.241284
2010-03-04	6.84	6.97	6.68	6.73	319600	6.213586
2010-03-05	6.73	6.79	6.62	6.71	312300	6.195121
2010-03-08	6.73	6.77	6.52	6.54	410200	6.038165
2010-03-09	6.50	6.54	6.40	6.43	209700	5.936606
2010-03-10	6.40	6.60	6.37	6.51	309200	6.010468
2010-03-11	6.46	6.63	6.35	6.60	215800	6.093561
2010-03-12	6.63	6.73	6.42	6.59	282700	6.084329
2010-03-15	6.51	6.55	6.27	6.45	278100	5.955071
2010-03-16	6.51	6.77	6.40	6.69	252400	6.176656
2010-03-17	6.75	7.07	6.69	7.07	463400	6.527497
2010-03-18	7.13	7.13	6.87	6.89	232300	6.361309
2010-03-19	6.69	7.00	6.60	6.69	446600	6.176656
2010-03-22	6.60	6.81	6.52	6.80	155400	6.278215
2010-03-23	6.82	7.07	6.60	7.06	206900	6.518264
2010-03-24	7.01	7.11	6.80	6.84	269500	6.315146
2010-03-25	6.84	6.99	6.66	6.69	219500	6.176656
2010-03-26	6.76	6.89	6.69	6.83	155900	6.305913
2010-03-29	6.86	7.01	6.71	6.71	195600	6.195121
2010-03-30	6.78	6.82	6.56	6.60	149300	6.093561
2010-03-31	6.59	6.59	6.40	6.40	324900	5.908908
2010-04-01	6.48	7.05	6.48	6.90	523200	6.370542
2010-04-05	6.99	7.08	6.84	6.95	396800	6.416705
2010-04-06	6.90	7.00	6.75	6.79	269700	6.268982
2010-04-07	6.82	7.20	6.80	7.19	465700	6.638289
2010-04-08	7.16	7.46	7.07	7.44	359600	6.869106
2010-04-09	7.42	7.75	7.36	7.60	439900	7.016828
2010-04-12	7.62	8.43	7.60	8.04	732500	7.423066
2010-04-13	8.04	8.04	7.75	7.80	397000	7.201482
2010-04-14	7.89	8.29	7.87	8.27	328900	7.635418
2010-04-15	8.21	8.50	8.19	8.41	292700	7.764674
2010-04-16	8.40	8.43	8.07	8.09	389300	7.469229
2010-04-19	8.15	8.22	7.71	7.97	210800	7.358437
2010-04-20	8.00	8.17	7.90	8.04	157100	7.423066
2010-04-21	8.21	8.43	7.95	8.40	177300	7.755442
2010-04-22	8.32	9.16	8.17	9.03	349900	8.337100
2010-04-23	9.10	9.36	9.00	9.11	213800	8.410961
2010-04-26	9.19	9.28	9.05	9.15	167200	8.447892
2010-04-27	9.06	9.07	8.28	8.41	359700	7.764674
2010-04-28	8.56	9.00	7.83	7.87	607300	7.266110
2010-04-29	8.32	8.46	7.91	8.43	715700	7.783140
2010-04-30	8.37	8.43	7.97	7.98	543500	7.367670
2010-05-03	8.28	8.93	8.26	8.86	516400	8.180144
2010-05-04	8.66	8.70	8.25	8.36	327700	7.718511
2010-05-05	8.17	8.48	7.96	8.06	291300	7.441532
2010-05-06	8.03	8.27	7.10	8.05	823000	7.432299
2010-05-07	8.01	8.35	7.55	7.62	539400	7.035294
2010-05-10	8.30	8.50	8.17	8.38	305700	7.736977
2010-05-11	8.21	8.57	8.14	8.41	268900	7.764674
2010-05-12	8.45	8.75	8.35	8.75	172800	8.126902
2010-05-13	8.86	8.86	8.50	8.59	290600	7.978296
2010-05-14	8.44	8.48	8.01	8.17	321500	7.588205
2010-05-17	8.22	8.88	8.03	8.84	461800	8.210493
2010-05-18	8.82	8.94	8.10	8.15	279200	7.569629
2010-05-19	8.13	8.20	7.69	7.87	205900	7.309568
2010-05-20	7.59	7.61	7.10	7.12	324600	6.612976
2010-05-21	6.95	7.76	6.87	7.58	401200	7.040219
2010-05-24	7.62	7.79	7.40	7.54	220100	7.003068
2010-05-25	7.20	7.95	7.19	7.89	599100	7.328144
2010-05-26	7.96	8.24	7.71	7.76	213800	7.207402
2010-05-27	8.05	8.34	7.95	8.30	224600	7.708948
2010-05-28	8.28	8.35	7.99	8.17	264300	7.588205
2010-06-01	8.00	8.15	7.60	7.60	278300	7.058795
2010-06-02	7.62	7.94	7.43	7.92	270600	7.356008
2010-06-03	7.89	8.37	7.89	8.35	209200	7.755387
2010-06-04	7.94	8.14	7.90	7.95	239000	7.383871
2010-06-07	8.06	8.06	7.51	7.53	223500	6.993780
2010-06-08	7.67	7.69	7.30	7.37	549500	6.845174
2010-06-09	7.48	7.70	7.09	7.14	251400	6.631552
2010-06-10	7.37	7.56	7.25	7.54	208800	7.003068
2010-06-11	7.35	7.64	7.29	7.61	155200	7.068083
2010-06-14	7.65	8.00	7.65	7.86	213600	7.300280
2010-06-15	7.86	8.13	7.74	8.09	262300	7.513902
2010-06-16	7.97	8.16	7.83	7.93	248100	7.365295
2010-06-17	7.93	7.93	7.64	7.75	96300	7.198114
2010-06-18	7.79	7.90	7.70	7.73	155500	7.179538
2010-06-21	7.99	7.99	7.29	7.36	325000	6.835886
2010-06-22	7.34	7.51	6.96	6.99	394000	6.492234
2010-06-23	7.01	7.31	6.92	7.11	418600	6.603689
2010-06-24	7.04	7.17	6.84	6.87	220100	6.380779
2010-06-25	6.81	7.03	6.77	6.85	340100	6.362203
2010-06-28	6.72	6.99	6.69	6.69	120700	6.213597
2010-06-29	6.59	6.59	6.09	6.15	299300	5.712051
2010-06-30	6.17	6.35	6.09	6.18	317100	5.739915
2010-07-01	6.19	6.36	6.07	6.31	263400	5.860658
2010-07-02	6.32	6.34	6.17	6.23	250800	5.786354
2010-07-06	6.34	6.50	5.87	5.91	242400	5.489142
2010-07-07	5.93	6.12	5.88	6.11	149500	5.674900
2010-07-08	6.21	6.28	6.00	6.22	140900	5.777066
2010-07-09	6.22	6.54	6.13	6.53	108400	6.064991
2010-07-12	6.44	6.67	6.39	6.49	98000	6.027839
2010-07-13	6.66	6.80	6.61	6.78	176100	6.297189
2010-07-14	6.70	6.88	6.68	6.76	120400	6.278613
2010-07-15	6.80	6.87	6.54	6.70	121900	6.222885
2010-07-16	6.63	6.67	6.36	6.44	122000	5.981400
2010-07-19	6.46	6.59	6.36	6.59	113400	6.120719
2010-07-20	6.42	6.96	6.36	6.94	136900	6.445795
2010-07-21	7.00	7.11	6.60	6.64	181300	6.167158
2010-07-22	6.83	7.41	6.81	7.37	245900	6.845174
2010-07-23	7.36	8.14	7.31	8.12	323900	7.541765
2010-07-26	8.22	8.29	8.06	8.20	206000	7.616068
2010-07-27	8.29	8.49	8.25	8.48	182500	7.876129
2010-07-28	8.36	8.73	8.02	8.07	282100	7.495326
2010-07-29	8.06	8.08	7.70	7.93	311800	7.365295
2010-07-30	8.07	8.84	8.05	8.80	559800	8.173342
2010-08-02	9.02	9.25	8.60	8.64	314000	8.024736
2010-08-03	8.62	8.66	8.11	8.23	291100	7.643932
2010-08-04	8.25	8.51	8.20	8.49	166700	7.885417
2010-08-05	8.40	8.65	8.27	8.56	135900	7.950433
2010-08-06	8.38	8.72	8.22	8.67	257800	8.052599
2010-08-09	8.79	8.93	8.55	8.90	159900	8.266220
2010-08-10	8.76	8.76	8.44	8.52	141900	7.913281
2010-08-11	8.25	8.29	7.81	7.86	230000	7.343375
2010-08-12	7.75	8.13	7.66	7.89	252400	7.371403
2010-08-13	7.86	7.97	7.65	7.83	140000	7.315347
2010-08-16	7.78	8.11	7.73	7.92	182600	7.399431
2010-08-17	8.05	8.10	7.92	7.94	203400	7.418117
2010-08-18	7.96	8.21	7.80	8.18	113300	7.642342
2010-08-19	8.09	8.19	7.74	7.82	117900	7.306004
2010-08-20	7.78	7.98	7.50	7.95	186600	7.427459
2010-08-23	7.96	8.15	7.85	7.85	199700	7.334032
2010-08-24	7.62	7.99	7.51	7.84	145200	7.324690
2010-08-25	7.76	7.97	7.54	7.88	161800	7.362061
2010-08-26	7.89	8.15	7.70	7.71	144100	7.203234
2010-08-27	7.86	8.15	7.69	8.13	234400	7.595628
2010-08-30	8.07	8.15	7.79	7.79	231700	7.277976
2010-08-31	7.76	7.89	7.58	7.64	308800	7.137835
2010-09-01	7.82	8.16	7.78	8.16	166300	7.623656
2010-09-02	8.18	8.31	8.04	8.19	133400	7.651684
2010-09-03	8.28	8.47	8.20	8.44	158700	7.885252
2010-09-07	8.41	8.42	8.08	8.30	123600	7.754455
2010-09-08	8.30	8.44	8.07	8.12	129100	7.586286
2010-09-09	8.29	8.35	7.99	8.10	147200	7.567601
2010-09-10	8.13	8.32	8.04	8.20	205300	7.661027
2010-09-13	8.33	8.71	8.23	8.58	188600	8.016051
2010-09-14	8.56	8.72	8.42	8.58	222200	8.016051
2010-09-15	8.54	8.86	8.37	8.80	140700	8.221591
2010-09-16	8.75	8.82	8.68	8.80	131100	8.221591
2010-09-17	8.91	8.96	8.48	8.85	213700	8.268304
2010-09-20	8.90	9.25	8.75	9.23	210100	8.623327
2010-09-21	9.20	9.29	9.02	9.20	217300	8.595299
2010-09-22	9.26	9.42	9.13	9.27	155600	8.660698
2010-09-23	9.13	9.47	9.09	9.20	186500	8.595299
2010-09-24	9.37	9.63	9.25	9.59	228000	8.959665
2010-09-27	9.63	9.75	9.43	9.48	220200	8.856895
2010-09-28	9.48	9.94	9.30	9.90	269900	9.249289
2010-09-29	9.81	9.89	9.64	9.69	207800	9.053092
2010-09-30	9.78	9.88	9.44	9.59	158300	8.959665
2010-10-01	9.70	9.87	9.56	9.70	142300	9.062435
2010-10-04	9.61	9.91	9.49	9.51	294900	8.884923
2010-10-05	9.63	9.93	9.51	9.92	186100	9.267975
2010-10-06	9.88	10.00	9.76	9.97	143500	9.314688
2010-10-07	10.00	10.05	9.81	9.86	197100	9.211918
2010-10-08	9.84	10.43	9.76	10.36	172700	9.679054
2010-10-11	10.35	10.64	10.12	10.12	207100	9.454829
2010-10-12	10.12	10.51	9.91	10.44	245500	9.753795
2010-10-13	10.53	10.58	10.23	10.48	204900	9.791166
2010-10-14	10.49	10.54	10.31	10.49	143400	9.800509
2010-10-15	10.57	10.59	10.30	10.40	142400	9.716425
2010-10-18	10.34	10.68	10.34	10.55	112500	9.856566
2010-10-19	10.32	10.49	9.78	9.85	214300	9.202576
2010-10-20	9.95	10.32	9.95	10.10	163800	9.436144
2010-10-21	10.21	10.29	9.62	9.76	226800	9.118491
2010-10-22	9.83	9.90	9.68	9.80	124900	9.155862
2010-10-25	9.89	10.03	9.58	9.64	139200	9.006379
2010-10-26	9.56	10.04	9.45	9.96	213100	9.305346
2010-10-27	9.88	9.88	9.58	9.78	159100	9.137176
2010-10-28	10.21	11.26	10.16	10.91	1053400	10.192903
2010-10-29	10.77	10.93	10.54	10.90	332700	10.183560
2010-11-01	10.96	10.96	10.52	10.68	266700	9.978021
2010-11-02	10.80	11.08	10.74	11.07	331900	10.342387
2010-11-03	11.11	11.71	11.10	11.71	325600	10.940321
2010-11-04	12.00	12.95	11.90	12.52	682100	11.697081
2010-11-05	12.55	12.90	12.39	12.66	321300	11.827879
2010-11-08	12.65	13.44	12.62	13.10	392600	12.238959
2010-11-09	13.13	13.37	12.70	12.82	608300	12.023253
2010-11-10	12.73	13.30	12.55	13.27	392000	12.445287
2010-11-11	13.30	13.72	12.82	13.64	379100	12.792291
2010-11-12	13.51	13.61	12.42	12.57	406000	11.788790
2010-11-15	12.67	13.48	12.63	13.14	391900	12.323366
2010-11-16	12.95	12.97	12.49	12.74	224200	11.948225
2010-11-17	12.75	13.28	12.63	13.18	157600	12.360880
2010-11-18	13.45	14.20	13.38	13.99	750300	13.120539
2010-11-19	13.78	13.98	13.74	13.91	195700	13.045511
2010-11-22	13.91	14.12	13.63	13.96	174600	13.092403
2010-11-23	13.80	13.80	13.47	13.51	186800	12.670371
2010-11-24	13.54	14.01	13.54	13.98	216000	13.111160
2010-11-26	14.03	14.03	13.56	13.57	116100	12.726641
2010-11-29	13.38	13.59	13.19	13.40	346200	12.567206
2010-11-30	13.14	13.27	12.88	12.96	300700	12.154552
2010-12-01	13.31	13.45	12.95	12.97	223400	12.163931
2010-12-02	12.95	13.24	12.90	12.92	240500	12.117038
2010-12-03	12.80	12.99	12.62	12.79	290800	11.995117
2010-12-06	12.76	13.08	12.76	12.98	213900	12.173309
2010-12-07	13.15	13.38	12.94	13.00	205600	12.192066
2010-12-08	13.09	13.26	13.02	13.05	169200	12.238959
2010-12-09	13.24	13.27	12.85	13.17	162300	12.351501
2010-12-10	13.17	13.73	13.02	13.73	392000	12.876697
2010-12-13	13.87	13.99	13.11	13.12	235100	12.304608
2010-12-14	13.13	13.35	13.11	13.20	73000	12.379636
2010-12-15	13.13	13.35	13.00	13.05	106300	12.238959
2010-12-16	13.05	13.40	12.94	13.34	89000	12.510936
2010-12-17	13.32	13.32	12.94	13.10	224800	12.285852
2010-12-20	12.99	13.16	12.50	12.60	389900	11.816926
2010-12-21	12.96	14.07	12.90	14.01	472200	13.139296
2010-12-22	14.05	14.34	14.04	14.21	269500	13.326866
2010-12-23	14.22	14.40	14.22	14.32	102600	13.430030
2010-12-27	14.23	14.25	14.07	14.16	88300	13.279974
2010-12-28	14.14	14.19	14.00	14.10	190200	13.223703
2010-12-29	14.10	14.30	14.06	14.30	132400	13.411273
2010-12-30	14.28	14.44	14.21	14.36	129000	13.467544
2010-12-31	14.25	14.45	14.20	14.29	112400	13.401894
2011-01-03	14.50	14.96	14.37	14.82	309100	13.898955
2011-01-04	14.81	14.97	14.07	14.25	234600	13.364380
2011-01-05	14.14	14.65	14.10	14.62	109200	13.711385
2011-01-06	14.60	14.60	14.20	14.27	184300	13.383138
2011-01-07	14.38	14.74	14.23	14.48	352900	13.580086
2011-01-10	14.42	14.59	14.26	14.34	171300	13.448787
2011-01-11	14.52	14.67	14.20	14.65	215900	13.739520
2011-01-12	14.82	15.08	14.70	14.90	296100	13.973983
2011-01-13	14.92	15.02	14.82	14.95	108600	14.020876
2011-01-14	14.88	15.02	14.85	14.98	101300	14.049011
2011-01-18	14.98	15.05	14.87	14.93	131900	14.002119
2011-01-19	14.88	14.92	14.59	14.74	205500	13.823927
2011-01-20	14.62	15.05	14.60	14.76	223800	13.842685
2011-01-21	14.90	14.90	14.55	14.60	131800	13.692629
2011-01-24	14.63	14.69	14.40	14.60	116600	13.692629
2011-01-25	14.44	14.53	14.09	14.31	103400	13.420652
2011-01-26	14.33	14.94	13.99	14.89	159700	13.964605
2011-01-27	14.93	15.61	14.73	15.56	252000	14.592966
2011-01-28	15.54	15.54	13.74	14.11	699300	13.233081
2011-01-31	14.23	14.40	13.44	13.50	193100	12.660992
2011-02-01	13.56	13.90	13.50	13.64	127600	12.792291
2011-02-02	13.65	13.65	13.40	13.52	183100	12.679749
2011-02-03	13.56	13.93	13.53	13.92	213400	13.054889
2011-02-04	13.92	14.03	13.72	13.96	90000	13.092403
2011-02-07	13.98	14.40	13.89	14.32	134400	13.430030
2011-02-08	14.33	14.69	14.19	14.66	90300	13.748899
2011-02-09	14.56	15.11	14.42	14.86	231100	13.936469
2011-02-10	14.65	14.95	14.65	14.92	94200	13.992741
2011-02-11	14.95	15.61	14.94	15.55	237100	14.583587
2011-02-14	15.55	15.82	14.94	14.99	206100	14.058390
2011-02-15	14.95	15.12	14.83	14.86	164000	13.936469
2011-02-16	15.00	15.30	14.98	15.07	116200	14.133418
2011-02-17	15.02	15.18	14.96	15.00	99800	14.067769
2011-02-18	15.05	15.13	14.85	14.96	85900	14.030255
2011-02-22	14.69	14.83	14.34	14.79	214800	13.870820
2011-02-23	14.67	15.01	14.17	14.37	309000	13.476922
2011-02-24	15.49	16.07	15.13	15.22	925200	14.274096
2011-02-25	15.45	15.64	15.34	15.46	290800	14.499180
2011-02-28	15.60	15.60	14.91	15.14	175900	14.199068
2011-03-01	15.45	15.45	14.41	14.46	237300	13.561329
2011-03-02	14.45	15.10	14.39	15.03	178400	14.095904
2011-03-03	15.23	15.60	15.15	15.24	192300	14.292853
2011-03-04	15.26	15.27	14.85	14.93	158600	14.002119
2011-03-07	15.17	15.17	14.50	14.62	154900	13.711385
2011-03-08	14.60	15.00	14.39	14.89	159700	13.964605
2011-03-09	14.82	15.06	14.62	15.00	92000	14.115167
2011-03-10	14.67	14.68	14.43	14.50	267400	13.644661
2011-03-11	14.30	14.35	13.91	13.91	281800	13.089465
2011-03-14	13.68	14.06	13.59	13.94	150200	13.117695
2011-03-15	13.43	14.07	13.28	14.01	155600	13.183566
2011-03-16	14.00	14.36	13.71	13.94	261000	13.117695
2011-03-17	14.24	14.34	13.84	13.89	170900	13.070645
2011-03-18	14.05	14.25	13.87	14.01	325100	13.183566
2011-03-21	14.19	14.45	14.17	14.37	176600	13.522330
2011-03-22	14.41	14.42	14.12	14.22	102400	13.381179
2011-03-23	14.21	14.63	14.10	14.56	182900	13.701122
2011-03-24	14.68	14.74	14.43	14.50	105500	13.644661
2011-03-25	14.60	14.74	14.35	14.41	178200	13.559970
2011-03-28	14.40	14.40	13.80	13.83	203600	13.014184
2011-03-29	13.80	14.00	13.63	13.91	202000	13.089465
2011-03-30	14.00	14.47	13.95	14.43	181900	13.578791
2011-03-31	14.41	14.70	14.25	14.58	117700	13.719942
2011-04-01	14.73	15.14	14.58	14.96	128500	14.077527
2011-04-04	14.96	15.23	14.95	15.09	117200	14.199858
2011-04-05	15.05	15.44	14.90	15.01	110400	14.124577
2011-04-06	15.15	15.27	14.82	14.96	84800	14.077527
2011-04-07	14.99	15.09	14.78	15.03	113000	14.143397
2011-04-08	15.16	15.16	14.53	14.72	78000	13.851684
2011-04-11	14.75	15.08	14.46	14.58	117900	13.719942
2011-04-12	14.50	14.50	14.12	14.15	153600	13.315307
2011-04-13	14.20	14.58	14.17	14.52	153800	13.663482
2011-04-14	14.35	15.00	14.35	14.90	113300	14.021065
2011-04-15	14.86	14.99	14.76	14.90	128900	14.021065
2011-04-18	14.53	15.30	14.53	15.19	177200	14.293959
2011-04-19	15.27	15.29	14.71	14.82	79600	13.945785
2011-04-20	15.13	15.37	15.03	15.37	71300	14.463341
2011-04-21	15.41	15.42	15.13	15.23	59600	14.331599
2011-04-25	15.22	15.32	14.95	15.13	69500	14.237499
2011-04-26	15.15	15.25	14.98	15.06	163500	14.171628
2011-04-27	16.47	17.79	15.80	16.86	949600	15.865448
2011-04-28	16.90	17.88	16.66	17.88	243200	16.825278
2011-04-29	17.92	18.27	17.69	18.19	435000	17.116993
2011-05-02	18.12	19.09	18.03	18.18	340800	17.107583
2011-05-03	18.11	18.12	16.94	17.37	332900	16.345364
2011-05-04	17.34	17.44	16.85	16.85	210400	15.856038
2011-05-05	16.68	17.29	16.45	16.50	162200	15.526684
2011-05-06	17.80	18.65	16.66	16.77	193500	15.780757
2011-05-09	16.59	17.15	16.43	17.02	113700	16.083143
2011-05-10	17.10	17.77	17.02	17.68	104900	16.706813
2011-05-11	17.65	17.65	17.25	17.43	120000	16.470574
2011-05-12	17.29	17.70	17.13	17.53	124000	16.565070
2011-05-13	17.55	17.77	17.04	17.06	141000	16.120940
2011-05-16	16.90	16.90	16.05	16.15	178200	15.261030
2011-05-17	16.12	16.53	16.02	16.45	192800	15.544518
2011-05-18	16.46	17.27	16.32	17.26	175000	16.309932
2011-05-19	17.32	17.40	17.00	17.20	162100	16.253235
2011-05-20	17.07	17.15	16.50	16.67	151300	15.752408
2011-05-23	16.87	17.39	16.67	17.22	217700	16.272133
2011-05-24	17.33	17.56	16.95	17.00	161500	16.064243
2011-05-25	16.99	17.35	16.83	17.25	103300	16.300482
2011-05-26	17.15	17.68	17.00	17.54	89500	16.574520
2011-05-27	17.61	18.34	17.25	18.32	241800	17.311584
2011-05-31	18.48	18.49	17.65	17.90	245300	16.914703
2011-06-01	17.93	18.61	17.29	17.38	291000	16.423325
2011-06-02	17.34	17.47	17.06	17.40	113900	16.442225
2011-06-03	17.05	17.32	16.75	16.87	147900	15.941400
2011-06-06	16.78	17.10	16.51	16.60	149100	15.686261
2011-06-07	16.92	18.21	16.92	17.86	222200	16.876905
2011-06-08	17.71	17.76	17.28	17.38	184500	16.423325
2011-06-09	17.47	17.71	17.35	17.47	146800	16.508371
2011-06-10	17.38	17.67	17.08	17.42	181500	16.461124
2011-06-13	17.47	17.75	17.28	17.44	123700	16.480024
2011-06-14	17.74	17.79	17.39	17.75	326000	16.772960
2011-06-15	17.48	17.64	17.07	17.15	133300	16.205986
2011-06-16	17.12	17.60	16.74	17.09	118300	16.149289
2011-06-17	17.29	17.66	17.01	17.08	207200	16.139839
2011-06-20	17.02	17.71	16.96	17.61	145100	16.640666
2011-06-21	17.67	18.17	17.66	18.10	178200	17.103694
2011-06-22	17.99	18.48	17.83	17.86	140100	16.876905
2011-06-23	17.62	18.88	17.37	18.80	306600	17.765162
2011-06-24	18.79	19.47	18.79	19.18	566800	18.124246
2011-06-27	19.25	19.55	18.70	19.38	180400	18.313236
2011-06-28	19.58	20.13	19.26	20.13	282700	19.021953
2011-06-29	20.31	20.31	19.41	19.44	215300	18.369935
2011-06-30	19.58	19.88	19.30	19.63	191400	18.549475
2011-07-01	19.65	19.96	19.49	19.66	215500	18.577824
2011-07-05	19.67	19.67	19.13	19.24	251800	18.180943
2011-07-06	19.15	19.76	18.72	19.63	205800	18.549475
2011-07-07	20.10	20.39	19.82	20.36	193000	19.239294
2011-07-08	19.90	20.26	19.21	20.16	178700	19.050302
2011-07-11	19.80	20.02	19.63	19.84	254900	18.747917
2011-07-12	19.75	20.25	19.75	20.00	195400	18.899109
2011-07-13	20.08	21.22	20.02	20.89	249300	19.740119
2011-07-14	21.11	21.11	20.00	20.04	435100	18.936908
2011-07-15	20.11	20.21	19.87	20.13	176200	19.021953
2011-07-18	20.02	20.20	19.70	20.13	145300	19.021953
2011-07-19	20.39	21.04	20.28	20.89	143500	19.740119
2011-07-20	20.97	21.18	20.01	20.26	99100	19.144798
2011-07-21	20.43	21.20	20.35	21.19	151600	20.023607
2011-07-22	21.19	21.80	20.77	21.72	231700	20.524432
2011-07-25	21.45	22.23	21.06	22.17	311800	20.949663
2011-07-26	22.15	22.17	21.42	21.73	330500	20.533882
2011-07-27	22.76	23.84	21.36	21.53	890700	20.344892
2011-07-28	21.58	21.81	20.68	20.74	376200	19.598376
2011-07-29	20.37	21.03	19.75	20.64	438800	19.503880
2011-08-01	21.02	21.29	20.32	20.70	254200	19.560579
2011-08-02	20.54	21.02	19.43	19.45	344300	18.379385
2011-08-03	19.50	20.14	18.89	19.91	283600	18.814063
2011-08-04	19.86	20.19	18.41	18.46	370800	17.443877
2011-08-05	18.94	19.02	17.52	18.42	399100	17.406080
2011-08-08	17.64	18.22	16.35	16.50	522200	15.591765
2011-08-09	16.34	17.60	15.40	17.60	639000	16.702074
2011-08-10	17.00	18.01	16.76	16.78	314000	15.923910
2011-08-11	16.95	18.15	16.83	17.85	225900	16.939319
2011-08-12	18.07	18.24	17.28	17.89	230000	16.977278
2011-08-15	18.06	19.09	17.39	17.73	382500	16.825441
2011-08-16	17.49	18.06	17.28	17.76	344100	16.853911
2011-08-17	17.92	17.98	17.12	17.33	181300	16.445849
2011-08-18	16.45	16.61	15.97	16.21	348000	15.382989
2011-08-19	15.85	16.48	15.83	16.11	321700	15.288092
2011-08-22	16.71	16.71	15.63	15.72	235900	14.917989
2011-08-23	15.81	17.49	15.72	17.49	253300	16.597686
2011-08-24	17.43	18.53	17.23	17.95	285000	17.034218
2011-08-25	18.14	18.34	16.85	16.88	156800	16.018806
2011-08-26	16.79	17.69	16.58	17.27	189900	16.388910
2011-08-29	17.56	18.49	17.56	18.45	138900	17.508709
2011-08-30	18.27	18.75	17.81	18.56	186000	17.613095
2011-08-31	18.77	19.34	18.49	18.87	243800	17.907281
2011-09-01	18.83	19.03	17.60	17.65	372000	16.749522
2011-09-02	17.12	17.69	16.55	16.72	231400	15.866969
2011-09-06	16.09	16.85	15.90	16.75	352500	15.895440
2011-09-07	17.13	17.47	16.54	16.74	390000	15.885949
2011-09-08	16.51	17.00	15.62	15.75	441600	14.946458
2011-09-09	15.66	15.79	14.56	14.93	493800	14.168294
2011-09-12	14.55	14.80	13.80	14.21	1115800	13.485027
2011-09-13	14.27	16.01	14.25	15.62	637100	14.823090
2011-09-14	15.75	16.97	15.64	16.80	584700	15.942888
2011-09-15	16.98	17.45	16.78	17.09	603700	16.218093
2011-09-16	17.19	17.72	16.96	17.10	2967400	16.227583
2011-09-19	16.63	17.52	16.27	17.23	531800	16.350950
2011-09-20	17.40	17.73	16.40	16.48	393800	15.639214
2011-09-21	16.55	16.63	15.44	15.47	534200	14.680744
2011-09-22	14.65	15.06	13.94	14.20	523800	13.475537
2011-09-23	14.17	15.25	14.17	14.62	374500	13.874109
2011-09-26	14.85	15.52	14.84	15.46	320000	14.671253
2011-09-27	15.67	16.21	15.03	15.21	412100	14.434008
2011-09-28	15.27	15.53	14.57	14.66	615600	13.912068
2011-09-29	15.08	15.28	13.84	14.74	479600	13.987987
2011-09-30	14.45	14.72	14.25	14.38	761100	13.646354
2011-10-03	14.22	14.43	13.57	13.91	630300	13.200332
2011-10-04	13.72	16.51	13.70	16.30	908600	15.468397
2011-10-05	16.26	16.74	15.51	16.26	365400	15.430439
2011-10-06	16.31	17.19	16.23	17.00	323900	16.132685
2011-10-07	17.16	17.46	16.12	16.54	401600	15.696154
2011-10-10	16.98	17.40	16.63	17.31	199200	16.426869
2011-10-11	17.02	17.79	16.38	17.74	440800	16.834931
2011-10-12	17.84	18.26	17.21	18.06	504600	17.138605
2011-10-13	18.01	18.75	17.56	18.45	498900	17.508709
2011-10-14	18.93	18.96	18.38	18.61	364100	17.660546
2011-10-17	18.39	18.92	17.55	17.63	328700	16.730542
2011-10-18	17.58	18.48	16.76	18.18	464700	17.252483
2011-10-19	18.12	18.79	17.77	18.11	411700	17.186055
2011-10-20	18.10	18.52	17.40	18.24	347300	17.309422
2011-10-21	18.68	19.89	18.46	19.42	561900	18.429220
2011-10-24	19.44	20.91	19.44	20.68	341700	19.624937
2011-10-25	20.45	20.81	20.02	20.35	642000	19.311773
2011-10-26	21.48	22.00	19.62	20.81	886700	19.748304
2011-10-27	21.89	23.23	20.96	22.22	836100	21.086367
2011-10-28	22.19	22.87	21.06	21.21	671500	20.127896
2011-10-31	20.79	21.33	20.15	20.57	522300	19.520548
2011-11-01	19.53	21.18	18.58	20.51	636400	19.463610
2011-11-02	21.06	21.81	20.71	21.61	396000	20.507490
2011-11-03	21.98	21.98	20.15	21.01	366600	19.938101
2011-11-04	20.65	20.96	20.31	20.70	336000	19.643917
2011-11-07	20.79	21.29	20.37	21.19	229900	20.108918
2011-11-08	21.05	21.74	20.03	20.92	290000	19.918492
2011-11-09	19.17	20.48	19.17	19.45	282300	18.518866
2011-11-10	19.99	20.15	19.23	19.66	349800	18.718812
2011-11-11	20.01	21.19	19.79	21.11	354800	20.099396
2011-11-14	20.88	21.50	20.88	21.43	405800	20.404076
2011-11-15	21.19	22.37	21.19	21.79	563600	20.746843
2011-11-16	21.45	22.02	21.18	21.26	317900	20.242215
2011-11-17	21.34	21.94	20.97	21.09	467200	20.080353
2011-11-18	21.14	22.15	20.84	21.88	292000	20.832532
2011-11-21	21.29	21.39	19.85	20.74	340100	19.747108
2011-11-22	20.75	21.10	20.14	20.91	161700	19.908970
2011-11-23	20.49	20.57	19.50	19.54	265300	18.604557
2011-11-25	19.49	19.99	19.25	19.27	147700	18.347483
2011-11-28	20.08	21.39	20.08	21.04	329200	20.032748
2011-11-29	21.09	21.09	20.20	20.64	279200	19.651895
2011-11-30	21.77	22.46	21.59	22.21	963700	21.146734
2011-12-01	22.22	23.21	21.24	23.18	469000	22.070298
2011-12-02	23.20	24.37	23.20	23.68	441300	22.546362
2011-12-05	24.13	24.67	23.72	24.16	407400	23.003382
2011-12-06	24.16	24.33	23.26	23.51	341700	22.384500
2011-12-07	23.70	24.01	22.85	23.55	542400	22.422584
2011-12-08	23.28	23.82	22.93	23.37	395500	22.251203
2011-12-09	23.46	24.62	23.02	24.49	598600	23.317584
2011-12-12	24.04	24.47	23.64	24.39	339600	23.222371
2011-12-13	24.56	24.85	22.08	22.44	501400	21.365725
2011-12-14	22.10	22.59	21.55	22.23	428700	21.165777
2011-12-15	22.73	23.13	22.34	22.41	265800	21.337160
2011-12-16	22.63	23.30	22.33	22.59	864300	21.508543
2011-12-19	22.82	23.00	21.65	21.73	275300	20.689714
2011-12-20	22.42	23.10	22.42	22.93	274700	21.832266
2011-12-21	23.00	23.14	21.73	22.65	338900	21.565670
2011-12-22	22.84	23.06	22.34	22.53	204900	21.451416
2011-12-23	22.68	22.70	22.25	22.53	111700	21.451416
2011-12-27	22.40	22.69	22.12	22.50	94800	21.422852
2011-12-28	22.51	22.75	22.26	22.36	150800	21.289555
2011-12-29	22.51	22.62	21.96	22.21	196600	21.146734
2011-12-30	22.22	22.37	21.86	21.86	231500	20.813491
2012-01-03	22.54	22.74	21.94	22.17	348900	21.108650
2012-01-04	21.96	22.09	21.15	21.27	549300	20.251736
2012-01-05	21.02	21.89	20.62	21.64	380000	20.604022
2012-01-06	21.64	21.94	21.15	21.17	271600	20.156523
2012-01-09	21.28	21.71	20.94	21.35	375600	20.327906
2012-01-10	21.72	22.20	21.24	21.35	259800	20.327906
2012-01-11	21.15	21.52	21.01	21.36	222000	20.337428
2012-01-12	21.45	21.59	21.07	21.57	137600	20.537374
2012-01-13	21.43	22.36	21.39	22.08	229400	21.022958
2012-01-17	22.42	23.03	22.22	22.71	376900	21.622797
2012-01-18	22.66	23.94	22.66	23.81	267100	22.670137
2012-01-19	23.86	23.86	23.31	23.41	215200	22.289287
2012-01-20	23.43	23.66	22.85	23.16	135600	22.051255
2012-01-23	23.20	23.53	22.87	23.35	187600	22.232160
2012-01-24	23.16	23.56	22.77	22.87	215900	21.775139
2012-01-25	22.68	22.88	22.09	22.63	234200	21.546627
2012-01-26	22.91	23.53	22.39	22.77	287300	21.679926
2012-01-27	22.64	23.50	22.57	23.44	217700	22.317851
2012-01-30	23.16	23.48	22.98	23.22	227200	22.108382
2012-01-31	23.37	23.42	22.14	22.21	272300	21.146734
2012-02-01	22.46	23.02	22.46	22.76	415500	21.670405
2012-02-02	22.76	23.66	22.70	23.48	556400	22.355935
2012-02-03	23.84	24.98	23.84	24.95	478000	23.755563
2012-02-06	24.88	25.62	24.82	24.89	848200	23.698434
2012-02-07	24.85	24.92	24.05	24.57	346500	23.393754
2012-02-08	24.70	24.85	23.93	24.12	182100	22.965298
2012-02-09	24.44	25.28	24.25	25.19	437100	23.984073
2012-02-10	24.83	26.12	24.76	25.67	614500	24.441094
2012-02-13	26.10	26.96	25.89	26.16	365400	24.907635
2012-02-14	26.04	26.49	25.23	26.28	510600	25.021891
2012-02-15	26.55	26.55	24.47	24.75	496000	23.565137
2012-02-16	24.78	25.71	24.68	25.43	248400	24.212583
2012-02-17	25.54	25.98	25.42	25.61	258600	24.383966
2012-02-21	25.63	25.77	24.85	25.01	412900	23.812690
2012-02-22	26.18	27.51	23.23	23.40	1245100	22.279765
2012-02-23	23.41	24.23	23.38	23.80	638000	22.660616
2012-02-24	24.05	24.05	23.40	23.77	476400	22.632053
2012-02-27	23.61	23.66	22.89	23.44	459900	22.317851
2012-02-28	23.49	25.39	23.36	25.03	1010800	23.831733
2012-02-29	25.05	25.07	23.52	23.61	616600	22.479713
2012-03-01	23.91	24.96	23.91	24.64	520600	23.460402
2012-03-02	24.76	25.50	24.73	25.20	689900	23.993595
2012-03-05	25.08	25.08	24.37	24.72	312500	23.536572
2012-03-06	24.48	24.48	23.80	24.07	393200	22.917690
2012-03-07	24.14	24.45	23.46	23.98	206600	22.898592
2012-03-08	24.25	24.66	24.13	24.62	207900	23.509732
2012-03-09	24.64	25.25	24.44	25.15	231700	24.015830
2012-03-12	25.03	25.21	24.73	25.14	278600	24.006280
2012-03-13	25.22	25.74	24.86	25.67	388400	24.512380
2012-03-14	25.57	25.74	25.21	25.42	278200	24.273654
2012-03-15	25.49	25.93	25.30	25.69	418900	24.531479
2012-03-16	25.68	25.68	25.00	25.22	620500	24.082673
2012-03-19	25.20	25.48	24.86	25.28	278600	24.139968
2012-03-20	25.00	25.69	25.00	25.52	201600	24.369145
2012-03-21	25.54	25.84	25.46	25.73	136600	24.569674
2012-03-22	25.36	25.63	25.07	25.54	285300	24.388243
2012-03-23	25.48	25.58	25.00	25.57	214300	24.416889
2012-03-26	25.72	26.54	25.56	26.50	407100	25.304950
2012-03-27	26.50	26.75	26.36	26.51	280100	25.314499
2012-03-28	26.48	26.70	25.66	26.00	235300	24.827498
2012-03-29	25.69	26.58	25.40	26.56	213600	25.362244
2012-03-30	26.73	26.74	26.11	26.20	274500	25.018480
2012-04-02	26.22	26.95	26.13	26.37	333100	25.180814
2012-04-03	26.20	27.21	26.20	27.14	377600	25.916088
2012-04-04	26.72	26.75	25.90	26.34	223400	25.152166
2012-04-05	26.24	27.24	26.16	26.69	348600	25.486382
2012-04-09	25.95	26.21	25.80	26.18	268600	24.999381
2012-04-10	26.15	26.25	24.19	24.47	634700	23.366495
2012-04-11	24.93	25.82	24.80	25.33	446900	24.187713
2012-04-12	25.37	25.99	25.34	25.80	190900	24.636517
2012-04-13	25.68	25.99	25.36	25.52	169500	24.369145
2012-04-16	25.78	26.00	25.10	25.82	143400	24.655615
2012-04-17	26.03	26.76	25.91	26.44	261900	25.247656
2012-04-18	26.34	26.34	25.68	26.05	396600	24.875243
2012-04-19	26.09	26.61	25.60	25.76	232500	24.598322
2012-04-20	26.06	26.13	25.62	25.85	222300	24.684263
2012-04-23	25.41	25.42	24.44	24.98	663100	23.853496
2012-04-24	25.09	25.76	24.75	25.00	532200	23.872595
2012-04-25	26.00	26.96	25.17	26.91	1049600	25.696461
2012-04-26	27.00	27.28	26.09	27.13	559700	25.906539
2012-04-27	27.46	27.97	27.00	27.66	482300	26.412638
2012-04-30	27.66	27.77	26.64	26.83	309000	25.620068
2012-05-01	27.07	27.99	26.85	26.94	349500	25.725108
2012-05-02	26.81	27.38	26.47	27.13	286000	25.906539
2012-05-03	27.14	27.66	26.45	26.80	445800	25.591421
2012-05-04	26.51	26.84	25.76	25.76	567200	24.598322
2012-05-07	25.52	26.22	25.08	25.61	484900	24.455086
2012-05-08	25.32	25.70	25.00	25.24	495300	24.101771
2012-05-09	24.69	25.51	24.48	25.01	309000	23.977141
2012-05-10	25.31	25.80	25.08	25.24	207200	24.197642
2012-05-11	24.95	25.80	24.95	25.13	253000	24.092184
2012-05-14	24.71	25.00	23.84	24.23	455700	23.229353
2012-05-15	24.33	25.16	24.26	24.53	317100	23.516964
2012-05-16	24.63	25.10	24.14	24.17	268800	23.171831
2012-05-17	24.30	24.37	22.06	22.14	1030200	21.225665
2012-05-18	22.23	24.21	22.14	23.88	762500	22.893806
2012-05-21	23.90	24.86	23.70	24.32	375700	23.315636
2012-05-22	24.36	24.91	24.17	24.44	226000	23.430681
2012-05-23	24.11	25.15	24.00	25.04	223000	24.005903
2012-05-24	25.11	25.36	24.81	25.32	171000	24.274338
2012-05-25	25.27	25.27	24.64	24.90	180500	23.871683
2012-05-29	25.26	25.26	23.96	24.65	472800	23.632008
2012-05-30	24.20	24.31	23.78	23.85	367000	22.865047
2012-05-31	23.89	24.79	23.78	24.42	341000	23.411507
2012-06-01	23.67	24.15	22.44	22.55	542200	21.618733
2012-06-04	22.80	22.99	21.65	22.17	595900	21.254427
2012-06-05	22.18	23.09	22.18	23.02	361700	22.069324
2012-06-06	23.54	24.47	23.32	24.39	382100	23.382745
2012-06-07	24.54	25.12	24.09	24.53	342700	23.516964
2012-06-08	24.42	25.02	24.03	24.86	205800	23.833336
2012-06-11	25.24	25.24	23.43	23.51	286200	22.539088
2012-06-12	23.80	24.46	23.66	24.44	249800	23.430681
2012-06-13	24.22	24.33	22.88	23.20	450700	22.241891
2012-06-14	23.13	23.82	22.83	23.62	372000	22.644546
2012-06-15	23.72	24.05	23.28	24.01	319900	23.018439
2012-06-18	23.69	23.86	22.99	23.45	365900	22.481566
2012-06-19	23.57	24.85	23.57	24.53	354500	23.516964
2012-06-20	24.52	24.72	23.96	24.08	129100	23.085548
2012-06-21	24.12	24.20	23.07	23.56	244600	22.587022
2012-06-22	23.82	24.02	23.26	23.88	363900	22.893806
2012-06-25	23.18	23.67	23.06	23.13	296700	22.174780
2012-06-26	23.12	23.74	22.18	22.27	416500	21.350297
2012-06-27	22.34	23.02	22.05	22.30	305900	21.379057
2012-06-28	22.01	22.66	21.45	22.40	281000	21.474928
2012-06-29	23.00	23.44	22.44	23.05	518400	22.098084
2012-07-02	23.18	23.18	22.08	22.75	419300	21.810474
2012-07-03	22.76	24.17	22.76	23.84	331600	22.855459
2012-07-05	23.85	24.99	23.85	24.79	214700	23.766227
2012-07-06	24.42	24.62	24.01	24.53	166600	23.516964
2012-07-09	24.37	24.55	23.98	24.44	231200	23.430681
2012-07-10	24.64	24.99	24.30	24.47	365100	23.459441
2012-07-11	24.52	24.89	24.28	24.61	244100	23.593660
2012-07-12	24.29	24.99	24.09	24.75	232600	23.727878
2012-07-13	24.96	25.50	24.66	25.34	185200	24.293513
2012-07-16	25.19	25.24	24.59	24.92	127000	23.890858
2012-07-17	25.17	25.40	24.39	24.92	102800	23.890858
2012-07-18	24.81	26.40	24.78	26.09	264100	25.012539
2012-07-19	26.04	26.50	26.02	26.36	275800	25.271389
2012-07-20	26.08	26.49	25.71	26.22	288300	25.137170
2012-07-23	25.51	26.22	25.31	25.93	380600	24.859147
2012-07-24	26.00	26.19	24.58	24.79	459100	23.766227
2012-07-25	26.12	27.92	25.90	26.98	1009700	25.865783
2012-07-26	27.71	27.80	26.43	26.50	481400	25.405607
2012-07-27	26.78	27.79	26.53	27.71	360100	26.565636
2012-07-30	27.69	27.85	27.46	27.62	299000	26.479354
2012-07-31	27.43	28.24	27.25	27.86	417400	26.709442
2012-08-01	28.17	30.00	27.73	28.49	7119800	27.313424
2012-08-02	28.57	29.20	27.53	28.21	1061700	27.044987
2012-08-03	28.74	29.09	28.34	28.59	510400	27.409295
2012-08-06	28.73	29.50	28.50	29.20	420100	27.994103
2012-08-07	29.23	29.56	28.82	29.04	325000	27.840711
2012-08-08	28.68	29.44	28.47	29.24	276400	28.129314
2012-08-09	29.28	29.51	28.66	29.36	262400	28.244757
2012-08-10	29.18	29.18	28.56	28.92	208800	27.821470
2012-08-13	29.09	29.14	28.08	28.56	374800	27.475144
2012-08-14	28.93	29.25	28.09	28.30	421000	27.225020
2012-08-15	28.32	28.82	28.08	28.67	277000	27.580966
2012-08-16	28.67	29.27	28.55	29.20	363700	28.090834
2012-08-17	29.22	29.47	28.97	29.26	273800	28.148555
2012-08-20	29.21	29.34	28.70	29.18	231300	28.071594
2012-08-21	29.25	29.49	28.65	28.69	217500	27.600207
2012-08-22	28.45	28.75	28.21	28.56	253100	27.475144
2012-08-23	28.61	28.61	27.80	28.36	320000	27.282742
2012-08-24	28.36	28.95	28.12	28.83	279700	27.734888
2012-08-27	28.88	28.89	28.37	28.41	291300	27.330842
2012-08-28	28.50	28.78	28.34	28.75	185200	27.657927
2012-08-29	28.81	29.27	28.63	29.20	380100	28.090834
2012-08-30	28.95	29.49	28.77	29.24	285000	28.129314
2012-08-31	29.49	29.49	28.76	29.21	214600	28.100453
2012-09-04	29.21	29.61	28.76	29.28	501600	28.167796
2012-09-05	29.37	29.40	28.82	29.22	258900	28.110073
2012-09-06	29.41	30.71	29.17	30.47	581800	29.312592
2012-09-07	30.50	31.07	30.40	31.06	985700	29.880181
2012-09-10	31.05	31.24	30.88	30.94	497200	29.764740
2012-09-11	31.02	31.87	30.75	30.99	528800	29.812840
2012-09-12	31.23	31.86	31.23	31.73	463200	30.524731
2012-09-13	31.74	32.38	31.34	32.17	601600	30.948016
2012-09-14	32.31	32.87	32.06	32.69	360400	31.448264
2012-09-17	32.65	32.87	32.21	32.44	325200	31.207761
2012-09-18	32.44	32.49	31.34	31.56	421300	30.361188
2012-09-19	31.62	32.10	31.36	31.80	204400	30.592072
2012-09-20	31.56	31.78	31.05	31.73	235600	30.524731
2012-09-21	32.20	32.62	31.73	32.58	776100	31.342446
2012-09-24	32.38	32.87	32.38	32.62	379800	31.380924
2012-09-25	32.69	32.79	32.50	32.70	633800	31.457886
2012-09-26	32.71	33.10	32.41	33.03	617200	31.775349
2012-09-27	33.02	34.00	33.01	33.72	506100	32.439142
2012-09-28	33.52	33.61	33.08	33.31	253800	32.044716
2012-10-01	33.50	34.12	33.45	33.66	384200	32.381420
2012-10-02	33.65	34.27	33.48	34.24	293900	32.939390
2012-10-03	34.38	35.04	34.25	34.82	567200	33.497357
2012-10-04	34.90	35.80	34.87	35.78	284000	34.420890
2012-10-05	36.02	36.43	35.68	35.87	329500	34.507472
2012-10-08	35.55	36.61	35.50	36.51	264700	35.123161
2012-10-09	36.64	36.75	35.79	36.17	349300	34.796076
2012-10-10	36.11	36.14	35.32	35.79	308600	34.430513
2012-10-11	36.12	36.15	35.38	35.43	268100	34.084187
2012-10-12	35.70	35.99	35.05	35.40	207900	34.055327
2012-10-15	35.63	35.68	34.60	35.49	300700	34.141909
2012-10-16	35.90	36.38	35.89	36.13	164700	34.757598
2012-10-17	36.26	36.64	35.96	36.35	171700	34.969238
2012-10-18	36.33	37.15	36.20	36.69	304300	35.296324
2012-10-19	36.50	36.60	35.62	35.96	186300	34.594053
2012-10-22	35.89	36.12	35.54	36.01	256900	34.642153
2012-10-23	35.53	36.06	34.82	36.00	504700	34.632535
2012-10-24	36.36	37.09	35.75	36.03	551200	34.661394
2012-10-25	36.38	36.38	32.67	33.36	1214100	32.092816
2012-10-26	33.36	34.13	32.79	33.95	290500	32.660405
2012-10-31	33.91	34.77	33.85	34.20	271100	32.900909
2012-11-01	34.34	35.28	33.76	34.93	394000	33.603179
2012-11-02	35.22	35.67	34.13	34.48	363500	33.170272
2012-11-05	34.44	34.91	34.00	34.87	234000	33.545457
2012-11-06	35.03	35.49	34.79	34.98	199400	33.651279
2012-11-07	34.40	35.00	33.45	34.22	266300	33.014531
2012-11-08	34.23	34.69	33.27	33.56	186200	32.377781
2012-11-09	33.29	33.29	32.53	32.79	289900	31.634906
2012-11-12	32.91	33.50	32.64	33.20	135900	32.030462
2012-11-13	33.03	33.94	32.70	33.34	181400	32.165530
2012-11-14	33.53	33.53	31.85	31.86	384700	30.737666
2012-11-15	31.87	32.33	31.70	31.89	341100	30.766608
2012-11-16	32.02	32.73	31.60	32.59	286900	31.441950
2012-11-19	33.00	34.05	32.95	33.46	171300	32.281302
2012-11-20	33.44	33.69	32.74	33.00	157500	31.837507
2012-11-21	33.07	33.81	32.91	33.60	137700	32.416369
2012-11-23	33.65	34.68	33.56	34.67	82200	33.448676
2012-11-26	34.69	34.71	33.45	33.93	204600	32.734746
2012-11-27	33.77	35.00	33.71	34.07	244600	32.869814
2012-11-28	33.91	35.24	33.47	35.11	340000	33.873179
2012-11-29	35.11	36.41	32.92	35.58	370000	34.326623
2012-11-30	35.73	35.87	35.14	35.78	284000	34.519575
2012-12-03	36.00	36.67	35.85	36.64	447200	35.349280
2012-12-04	36.59	36.99	36.14	36.47	283900	35.185270
2012-12-05	36.50	36.50	35.34	35.55	429400	34.297677
2012-12-06	35.14	35.80	35.02	35.36	243000	34.114372
2012-12-07	35.65	35.86	34.88	35.18	146000	33.940712
2012-12-10	35.18	35.49	34.87	35.12	125900	33.882825
2012-12-11	35.31	35.49	34.81	35.15	177900	33.911770
2012-12-12	35.30	35.50	34.55	34.84	207000	33.612689
2012-12-13	34.62	34.90	34.00	34.24	229200	33.128915
2012-12-14	34.59	35.36	34.33	34.79	221500	33.661067
2012-12-17	34.85	35.80	34.64	35.78	158300	34.618939
2012-12-18	35.80	36.80	35.80	36.03	236300	34.860827
2012-12-19	36.00	36.94	35.83	36.58	210400	35.392982
2012-12-20	36.75	37.37	36.40	37.28	343400	36.070264
2012-12-21	36.71	37.80	36.42	36.75	735500	35.557464
2012-12-24	36.84	36.99	36.45	36.61	125600	35.422008
2012-12-26	36.57	36.59	35.27	35.95	164600	34.783425
2012-12-27	35.91	36.40	35.02	36.30	172300	35.122066
2012-12-28	36.11	36.32	35.87	36.02	130500	34.851153
2012-12-31	36.00	37.74	36.00	37.42	258100	36.205721
2013-01-02	38.02	39.06	38.02	39.00	510200	37.734452
2013-01-03	39.75	40.85	38.81	40.16	548000	38.856809
2013-01-04	40.38	41.01	39.93	40.42	245100	39.108371
2013-01-07	40.15	40.24	38.94	38.99	174700	37.724778
2013-01-08	38.92	39.38	38.53	38.89	204700	37.628020
2013-01-09	39.10	39.78	39.00	39.46	252200	38.179524
2013-01-10	39.62	39.62	38.86	38.98	268900	37.715100
2013-01-11	39.07	39.14	38.29	38.64	184100	37.386133
2013-01-14	38.64	39.18	37.54	38.60	273200	37.347430
2013-01-15	38.34	40.27	38.08	39.73	227400	38.440763
2013-01-16	39.81	40.22	39.15	40.12	172600	38.818107
2013-01-17	40.14	40.40	39.33	39.72	390800	38.431089
2013-01-18	39.74	40.73	39.45	40.66	201800	39.340584
2013-01-22	40.60	41.00	40.27	41.00	151400	39.669552
2013-01-23	41.27	42.63	41.06	42.09	365200	40.724181
2013-01-24	42.15	42.71	40.75	41.16	234700	39.824359
2013-01-25	41.24	41.69	40.79	41.66	219500	40.308134
2013-01-28	41.72	43.47	41.53	42.83	438500	41.440170
2013-01-29	42.69	43.37	42.40	43.17	255700	41.769133
2013-01-30	43.12	43.21	41.82	42.00	259900	40.637102
2013-01-31	42.06	43.34	41.95	43.27	303400	41.865891
2013-02-01	43.49	44.44	43.26	43.77	301900	42.349666
2013-02-04	43.39	43.81	42.66	43.20	232200	41.798162
2013-02-05	43.30	44.80	43.13	44.36	151200	42.920520
2013-02-06	44.16	44.25	42.61	42.93	317500	41.536923
2013-02-07	43.01	43.28	42.19	42.80	154700	41.411141
2013-02-08	43.00	43.66	42.72	43.26	130000	41.856213
2013-02-11	43.32	43.32	42.40	42.58	108600	41.198282
2013-02-12	42.56	43.39	42.56	42.96	179400	41.565949
2013-02-13	43.07	43.93	42.80	43.00	166800	41.604652
2013-02-14	42.74	43.71	42.32	43.09	156000	41.691731
2013-02-15	43.11	44.76	42.55	42.69	467800	41.304710
2013-02-19	43.00	44.74	43.00	43.64	497500	42.223883
2013-02-20	44.21	44.74	39.02	41.16	1315900	39.824359
2013-02-21	41.32	41.58	40.22	40.56	562600	39.243831
2013-02-22	40.82	41.69	40.82	41.53	516300	40.182352
2013-02-25	41.89	42.18	40.29	40.32	326700	39.011617
2013-02-26	40.43	40.91	40.03	40.38	325200	39.069672
2013-02-27	40.40	41.69	40.40	41.09	313400	39.756631
2013-02-28	41.07	41.57	40.96	41.10	191900	39.766305
2013-03-01	40.86	42.58	40.58	42.51	463100	41.130551
2013-03-04	42.30	43.39	41.72	42.26	489800	40.888663
2013-03-05	42.78	43.50	42.43	43.11	174900	41.711083
2013-03-06	43.30	43.89	43.09	43.70	173000	42.281937
2013-03-07	43.74	44.51	43.47	44.15	328500	42.717336
2013-03-08	44.51	45.10	43.93	45.02	210600	43.559103
2013-03-11	44.69	45.40	44.34	44.83	260900	43.375270
2013-03-12	44.52	45.14	44.38	45.07	222700	43.607480
2013-03-13	44.96	45.84	44.96	45.28	183500	43.810665
2013-03-14	45.27	46.37	45.27	46.01	166400	44.516976
2013-03-15	45.99	46.58	45.62	46.03	337600	44.536327
2013-03-18	45.46	45.63	44.62	45.48	142600	44.004175
2013-03-19	45.53	45.81	44.39	45.07	115400	43.607480
2013-03-20	45.39	45.79	44.80	45.71	120200	44.226711
2013-03-21	45.35	45.86	44.32	44.98	120500	43.520400
2013-03-22	45.17	45.94	45.00	45.88	171500	44.391197
2013-03-25	45.97	46.56	45.85	46.18	177300	44.681461
2013-03-26	46.50	46.62	45.95	46.37	168700	44.865294
2013-03-27	46.25	47.24	46.10	47.13	263000	45.600634
2013-03-28	47.44	47.63	46.92	47.48	295600	45.939275
2013-04-01	47.50	47.66	46.75	47.17	302500	45.639334
2013-04-02	47.34	47.59	46.90	47.31	303800	45.774794
2013-04-03	47.35	47.46	44.02	44.61	468200	43.162408
2013-04-04	44.59	44.86	43.90	44.79	280600	43.336567
2013-04-05	43.75	44.72	42.61	44.61	275800	43.162408
2013-04-08	44.64	45.25	44.52	45.13	146500	43.665534
2013-04-09	45.32	45.68	44.94	44.97	176700	43.510726
2013-04-10	45.09	45.76	44.76	45.69	265200	44.207360
2013-04-11	45.77	47.59	45.58	47.01	246400	45.484526
2013-04-12	46.91	47.19	45.82	46.40	169900	44.894323
2013-04-15	45.92	46.13	43.50	43.82	314300	42.398042
2013-04-16	44.25	45.13	44.25	44.87	319000	43.413969
2013-04-17	44.58	44.60	42.03	43.19	443700	41.788485
2013-04-18	43.56	43.90	42.57	43.37	376300	41.962644
2013-04-19	43.49	44.26	42.48	44.09	382300	42.659281
2013-04-22	44.11	44.59	43.27	44.38	245100	42.939872
2013-04-23	44.84	46.06	44.38	45.93	500000	44.439574
2013-04-24	49.12	49.12	44.80	47.37	943700	45.832844
2013-04-25	47.68	49.00	47.68	48.94	772900	47.351898
2013-04-26	48.90	49.33	48.15	48.67	432000	47.090659
2013-04-29	48.80	49.68	48.32	49.25	285900	47.651839
2013-04-30	49.38	49.99	48.84	49.52	197700	47.913078
2013-05-01	49.12	49.32	47.10	47.11	492100	45.581283
2013-05-02	47.55	49.85	47.31	49.62	450300	48.009832
2013-05-03	49.62	50.97	49.21	49.33	374800	47.729245
2013-05-06	49.50	50.46	49.35	50.13	310400	48.503285
2013-05-07	50.36	51.19	50.12	51.19	298300	49.528885
2013-05-08	51.22	51.99	50.85	51.17	345200	49.635586
2013-05-09	50.94	51.20	50.13	50.41	222900	48.898377
2013-05-10	50.51	51.53	50.39	50.59	218100	49.072980
2013-05-13	50.48	51.20	50.06	51.02	211800	49.490086
2013-05-14	51.14	52.30	50.99	52.29	284500	50.722004
2013-05-15	52.16	53.27	51.94	52.09	231500	50.528000
2013-05-16	52.07	52.67	50.52	50.94	235200	49.412483
2013-05-17	51.30	52.73	50.94	52.14	237800	50.576500
2013-05-20	51.93	53.58	51.80	52.81	240100	51.226411
2013-05-21	52.80	53.12	52.30	52.95	155300	51.362212
2013-05-22	52.92	53.91	51.40	51.85	197900	50.295195
2013-05-23	50.83	51.88	49.95	51.35	336100	49.810189
2013-05-24	50.86	52.53	50.86	52.39	171200	50.819004
2013-05-28	53.42	54.20	52.80	53.01	336500	51.420411
2013-05-29	52.49	52.88	52.01	52.38	178100	50.809305
2013-05-30	52.35	52.99	52.13	52.29	190200	50.722004
2013-05-31	52.01	53.00	51.82	52.09	169200	50.528000
2013-06-03	52.16	54.35	51.64	54.31	389200	52.681431
2013-06-04	54.35	57.04	53.78	54.45	438700	52.817233
2013-06-05	54.20	54.48	51.62	51.82	431200	50.266096
2013-06-06	51.74	52.63	51.54	52.59	185100	51.013007
2013-06-07	52.88	55.00	52.82	54.81	188500	53.166438
2013-06-10	55.33	56.32	54.87	55.92	276400	54.243150
2013-06-11	55.05	55.42	54.57	54.84	334300	53.195537
2013-06-12	56.89	56.89	53.53	53.55	332300	51.944219
2013-06-13	53.49	55.29	53.18	55.15	200000	53.496243
2013-06-14	55.16	55.62	53.84	54.31	267300	52.681431
2013-06-17	55.19	55.54	54.13	54.77	285000	53.127637
2013-06-18	55.00	56.16	54.80	56.04	171800	54.359554
2013-06-19	56.19	56.36	55.30	55.33	194800	53.670845
2013-06-20	54.25	54.49	53.05	53.57	485800	51.963620
2013-06-21	53.80	54.09	51.55	52.23	528800	50.663802
2013-06-24	51.41	51.41	48.18	50.12	604100	48.617073
2013-06-25	50.61	51.56	50.32	50.97	405800	49.441586
2013-06-26	51.60	53.01	50.98	52.71	255800	51.129408
2013-06-27	53.08	54.54	52.91	53.96	299100	52.341924
2013-06-28	53.65	54.09	53.30	53.31	739100	51.711418
2013-07-01	53.81	54.90	53.60	54.03	243400	52.409825
2013-07-02	54.00	55.52	53.70	55.40	351300	53.738746
2013-07-03	55.12	55.34	54.46	55.21	132900	53.554441
2013-07-05	56.10	57.13	55.06	57.09	224800	55.378067
2013-07-08	57.51	58.76	57.46	58.21	229000	56.464481
2013-07-09	58.75	59.76	58.39	59.20	292200	57.424796
2013-07-10	59.37	59.49	57.90	59.22	173000	57.444197
2013-07-11	60.34	60.34	58.37	59.22	216400	57.444197
2013-07-12	59.12	59.19	57.62	58.13	312100	56.386882
2013-07-15	58.11	59.58	58.11	59.23	209000	57.453896
2013-07-16	59.38	59.63	57.50	58.23	144000	56.483882
2013-07-17	58.00	59.08	57.62	58.91	190800	57.143492
2013-07-18	59.00	59.81	59.00	59.40	303100	57.618800
2013-07-19	59.23	59.41	58.57	59.04	150300	57.269594
2013-07-22	59.08	60.00	58.77	58.85	210900	57.085289
2013-07-23	59.24	62.10	59.09	61.31	842900	59.471525
2013-07-24	61.21	61.39	58.35	59.14	920200	57.366594
2013-07-25	58.75	61.40	58.44	61.33	449100	59.490926
2013-07-26	60.90	61.16	59.85	60.50	250800	58.685813
2013-07-29	60.46	61.98	60.46	61.58	271800	59.733429
2013-07-30	61.85	64.46	61.36	64.23	489000	62.303966
2013-07-31	64.80	65.88	64.51	65.24	512900	63.283675
2013-08-01	64.77	65.39	64.50	65.20	412600	63.244873
2013-08-02	65.20	66.24	64.96	65.94	421400	63.962689
2013-08-05	66.00	67.50	66.00	67.26	423400	65.243106
2013-08-06	67.24	67.84	66.58	67.49	370300	65.466205
2013-08-07	67.09	67.66	65.60	66.18	377100	64.319383
2013-08-08	66.60	67.40	66.42	66.80	336900	64.921955
2013-08-09	66.80	68.12	66.71	68.05	298300	66.136811
2013-08-12	66.99	68.61	66.40	68.58	392300	66.651910
2013-08-13	68.75	69.66	68.09	68.95	441700	67.011502
2013-08-14	68.76	70.22	68.59	69.52	346200	67.565477
2013-08-15	68.72	68.75	66.66	66.84	324400	64.960823
2013-08-16	66.34	68.30	66.13	67.13	404400	65.242671
2013-08-19	67.10	68.18	66.63	66.71	240100	64.834481
2013-08-20	67.04	68.77	66.76	68.39	294600	66.467249
2013-08-21	68.00	68.63	65.51	66.78	464200	64.902513
2013-08-22	67.16	67.59	66.22	66.56	210500	64.688697
2013-08-23	67.00	67.00	65.81	66.51	217500	64.640107
2013-08-26	66.43	67.19	65.88	66.33	239700	64.465167
2013-08-27	65.23	65.55	64.20	64.33	307300	62.521396
2013-08-28	64.09	65.97	63.55	65.15	255400	63.318342
2013-08-29	65.19	66.86	64.94	66.49	172300	64.620665
2013-08-30	66.52	66.64	64.53	65.62	247700	63.775129
2013-09-03	66.86	68.27	66.00	66.51	273000	64.640107
2013-09-04	66.86	68.26	66.84	67.85	345900	65.942430
2013-09-05	68.19	69.19	67.55	68.25	329700	66.331186
2013-09-06	68.74	68.95	66.25	67.31	264200	65.417611
2013-09-09	67.81	68.89	67.64	68.67	249400	66.739376
2013-09-10	69.26	70.66	68.86	70.22	314200	68.245801
2013-09-11	70.40	71.39	70.28	70.63	280000	68.644270
2013-09-12	70.65	70.91	69.12	69.48	220000	67.526608
2013-09-13	69.67	70.50	69.36	70.18	227500	68.206925
2013-09-16	71.67	71.98	70.84	70.99	319400	68.994150
2013-09-17	71.23	71.63	70.71	71.29	305800	69.285718
2013-09-18	71.19	72.09	70.71	71.96	327400	69.936880
2013-09-19	72.44	72.44	71.55	72.18	239100	70.150696
2013-09-20	72.67	72.67	71.76	72.01	350300	69.985477
2013-09-23	72.23	72.43	69.71	71.24	365900	69.237121
2013-09-24	71.25	71.90	70.22	71.35	190100	69.344029
2013-09-25	71.91	72.99	71.02	72.85	403600	70.801857
2013-09-26	73.18	73.58	71.68	72.09	288200	70.063222
2013-09-27	71.36	73.33	71.22	72.85	316300	70.801857
2013-09-30	71.88	73.37	71.56	72.96	220300	70.908765
2013-10-01	72.87	74.25	72.26	73.67	334600	71.598803
2013-10-02	72.81	73.19	72.09	73.02	293300	70.967076
2013-10-03	72.88	73.14	71.07	72.03	233900	70.004912
2013-10-04	71.86	72.81	70.91	72.66	142200	70.617204
2013-10-07	71.68	72.52	70.32	70.60	238700	68.615115
2013-10-08	70.65	70.81	66.75	67.03	440000	65.145484
2013-10-09	66.94	67.33	65.15	66.20	380100	64.338817
2013-10-10	67.50	69.13	67.03	68.96	346300	67.021223
2013-10-11	68.89	71.26	68.89	70.84	314400	68.848365
2013-10-14	70.04	71.52	69.43	71.47	211900	69.460658
2013-10-15	71.50	71.98	70.04	70.27	190500	68.294391
2013-10-16	70.91	71.65	70.51	71.06	216900	69.062181
2013-10-17	70.91	71.09	69.49	69.80	773100	67.837611
2013-10-18	70.00	71.08	69.42	70.82	475400	68.828931
2013-10-21	70.76	72.61	70.59	72.44	347000	70.403388
2013-10-22	73.12	74.94	68.53	69.00	1149200	67.060100
2013-10-23	64.99	65.70	60.45	63.31	2561200	61.530072
2013-10-24	63.94	65.53	63.30	64.66	1276500	62.842120
2013-10-25	63.60	65.28	62.76	63.74	428500	61.947984
2013-10-28	63.83	64.42	63.26	64.17	410600	62.365891
2013-10-29	64.51	64.86	63.36	63.52	343600	61.734168
2013-10-30	63.40	63.80	61.63	62.05	545300	60.305495
2013-10-31	61.86	63.55	61.63	62.85	317900	61.083002
2013-11-01	62.84	63.88	62.47	63.88	308800	62.084047
2013-11-04	63.90	65.18	63.90	64.86	525400	63.036494
2013-11-05	64.79	65.64	63.80	64.70	347200	62.880989
2013-11-06	65.07	65.60	63.29	63.55	295800	61.887675
2013-11-07	63.88	64.15	61.64	62.41	337200	60.777495
2013-11-08	62.40	63.31	62.01	62.42	300200	60.787232
2013-11-11	62.17	62.68	61.50	62.46	336100	60.826187
2013-11-12	62.39	63.77	62.02	63.53	310200	61.868198
2013-11-13	63.24	65.54	63.24	65.44	282200	63.728240
2013-11-14	65.46	65.48	63.50	63.94	174900	62.267473
2013-11-15	63.86	64.44	62.81	64.42	208000	62.734917
2013-11-18	64.57	65.34	63.56	63.81	275900	62.140876
2013-11-19	63.85	64.81	62.75	63.00	184700	61.352063
2013-11-20	63.14	64.44	62.81	63.13	188200	61.478663
2013-11-21	63.37	65.51	62.93	65.39	207500	63.679545
2013-11-22	65.56	65.67	64.72	65.53	149700	63.815882
2013-11-25	65.68	66.00	64.64	65.35	160800	63.640590
2013-11-26	65.03	65.97	65.00	65.73	187500	64.010655
2013-11-27	65.78	66.77	65.40	66.62	139000	64.877374
2013-11-29	67.12	67.19	65.93	66.08	85100	64.351499
2013-12-02	65.92	66.57	64.78	65.16	144200	63.455565
2013-12-03	64.98	66.20	64.98	66.08	251400	64.351499
2013-12-04	65.83	67.45	65.64	66.62	213400	64.877374
2013-12-05	66.28	68.66	66.00	68.10	203300	66.318657
2013-12-06	68.50	69.35	67.69	68.24	224100	66.454994
2013-12-09	68.16	68.92	67.81	68.32	148600	66.532903
2013-12-10	68.01	68.90	67.68	68.05	227600	66.269969
2013-12-11	68.04	68.41	67.19	67.63	201500	65.860950
2013-12-12	67.51	68.11	67.01	67.69	156600	65.919385
2013-12-13	68.04	68.09	67.28	67.64	135100	65.870690
2013-12-16	68.09	69.33	67.97	68.53	197000	66.737409
2013-12-17	68.39	69.43	68.17	68.53	130800	66.737409
2013-12-18	68.38	70.02	66.41	70.02	305800	68.188432
2013-12-19	70.00	71.08	69.79	70.41	173100	68.568237
2013-12-20	70.39	70.95	68.45	68.71	500300	66.912701
2013-12-23	68.86	69.53	68.86	69.02	251600	67.214590
2013-12-24	68.95	70.34	68.52	69.69	82400	67.867070
2013-12-26	70.03	70.84	69.68	70.00	114900	68.168958
2013-12-27	70.34	70.44	68.46	69.03	181200	67.224330
2013-12-30	68.86	69.61	67.67	69.31	190700	67.497005
2013-12-31	69.54	69.97	68.79	69.42	181400	67.604128
2014-01-02	69.23	69.68	68.07	68.49	285100	66.698455
2014-01-03	68.39	68.50	66.79	67.15	365800	65.393509
2014-01-06	67.14	67.50	66.25	66.48	270700	64.741037
2014-01-07	66.67	67.92	66.34	67.26	197800	65.500633
2014-01-08	67.25	67.31	66.13	66.85	240600	65.101354
2014-01-09	66.95	67.18	65.21	65.82	225500	64.098297
2014-01-10	65.80	65.98	64.70	65.34	220600	63.630850
2014-01-13	65.24	65.75	63.17	63.33	206700	61.673432
2014-01-14	64.06	64.06	62.29	63.80	303900	62.131136
2014-01-15	63.52	63.52	58.14	60.03	1247900	58.459750
2014-01-16	59.59	60.26	58.33	59.87	597100	58.303935
2014-01-17	60.00	61.68	60.00	61.41	402600	59.803653
2014-01-21	61.61	62.05	60.75	61.09	302700	59.492024
2014-01-22	61.51	61.66	60.84	61.40	242300	59.793916
2014-01-23	61.20	61.37	59.89	59.98	464700	58.411059
2014-01-24	59.82	59.82	57.77	58.00	429900	56.482851
2014-01-27	58.23	58.64	56.11	57.10	388200	55.606392
2014-01-28	57.26	58.02	56.33	57.20	439900	55.703778
2014-01-29	56.74	57.25	55.21	55.55	434600	54.096937
2014-01-30	55.92	57.84	55.53	57.35	355600	55.849852
2014-01-31	56.19	57.11	55.50	56.29	303400	54.817582
2014-02-03	56.33	57.01	53.57	54.17	367400	52.753034
2014-02-04	54.17	57.30	54.16	56.50	511000	55.022088
2014-02-05	56.17	56.52	54.31	54.96	402700	53.522370
2014-02-06	55.43	58.58	55.14	58.13	618700	56.609452
2014-02-07	58.54	59.34	57.70	58.21	343800	56.687357
2014-02-10	58.34	58.83	57.63	57.68	327000	56.171222
2014-02-11	57.61	58.18	57.19	57.53	201600	56.025144
2014-02-12	57.51	57.97	56.13	56.59	232600	55.109734
2014-02-13	56.22	58.21	55.84	58.04	363600	56.521806
2014-02-14	57.95	59.02	57.19	58.67	456300	57.135324
2014-02-18	59.00	59.42	58.24	58.99	741000	57.446957
2014-02-19	60.00	64.59	59.18	62.54	998000	60.904096
2014-02-20	62.63	62.63	60.43	61.33	807700	59.725748
2014-02-21	61.40	61.40	60.34	60.49	358200	58.907720
2014-02-24	60.00	61.17	59.13	60.51	504800	58.927194
2014-02-25	60.53	62.50	60.41	61.90	395200	60.280838
2014-02-26	62.95	63.56	61.63	62.12	258900	60.495080
2014-02-27	62.02	63.24	61.64	63.10	241900	61.449445
2014-02-28	63.31	63.58	63.00	63.42	322000	61.761075
2014-03-03	63.03	63.66	61.87	62.19	275600	60.563249
2014-03-04	62.76	66.05	62.76	65.79	485000	64.069083
2014-03-05	65.88	66.44	65.13	65.79	321300	64.195933
2014-03-06	65.77	66.67	65.60	66.55	337700	64.937520
2014-03-07	67.33	67.98	66.66	67.05	254600	65.425405
2014-03-10	67.10	68.06	66.57	68.04	324000	66.391416
2014-03-11	67.89	68.56	66.62	66.94	290900	65.318070
2014-03-12	66.30	67.84	66.25	67.16	256100	65.532741
2014-03-13	67.12	67.38	64.40	64.81	248300	63.239674
2014-03-14	64.57	65.43	64.04	65.26	146100	63.678775
2014-03-17	65.78	66.40	65.17	65.88	170400	64.283748
2014-03-18	65.96	66.85	65.90	66.49	131000	64.878969
2014-03-19	66.64	66.65	65.28	65.99	124600	64.391084
2014-03-20	65.67	66.64	65.29	66.17	143200	64.566723
2014-03-21	66.61	68.20	66.19	67.47	251800	65.835227
2014-03-24	68.00	68.22	66.53	67.21	283100	65.581525
2014-03-25	67.53	68.10	65.42	65.93	233200	64.332540
2014-03-26	66.35	67.04	64.65	65.20	242100	63.620224
2014-03-27	65.12	65.42	63.56	63.99	228000	62.439547
2014-03-28	64.21	66.12	64.04	64.80	235100	63.229922
2014-03-31	65.25	66.72	64.82	66.46	314700	64.849697
2014-04-01	66.76	68.34	66.76	68.30	200100	66.645118
2014-04-02	68.35	70.02	68.16	69.76	248600	68.069742
2014-04-03	70.00	70.69	69.90	70.15	287500	68.450292
2014-04-04	70.58	70.88	67.48	68.10	194400	66.449960
2014-04-07	67.54	68.17	64.95	65.69	297300	64.098357
2014-04-08	65.70	66.89	65.36	66.38	277600	64.771633
2014-04-09	66.66	68.36	66.31	68.11	207600	66.459719
2014-04-10	68.27	68.43	66.33	66.40	226200	64.791153
2014-04-11	65.27	66.03	64.37	64.75	234100	63.181130
2014-04-14	65.73	67.06	64.99	65.78	217500	64.186173
2014-04-15	65.84	67.30	65.25	67.00	286100	65.376614
2014-04-16	67.80	68.02	66.95	67.51	123800	65.874259
2014-04-17	67.60	69.09	67.40	68.36	191100	66.703662
2014-04-21	68.31	68.60	67.40	67.99	123200	66.342624
2014-04-22	68.11	68.19	67.35	68.06	209900	66.410928
2014-04-23	68.19	70.50	68.19	70.11	365400	68.411260
2014-04-24	71.73	72.00	68.27	71.44	566800	69.709036
2014-04-25	71.26	71.49	70.07	71.47	353600	69.738308
2014-04-28	71.97	72.98	70.31	72.45	516300	70.694559
2014-04-29	72.71	73.86	71.82	73.63	439100	71.845969
2014-04-30	73.62	74.41	72.55	74.28	241100	72.480221
2014-05-01	74.30	76.24	73.80	75.83	452700	73.992668
2014-05-02	76.00	77.09	75.28	76.49	505700	74.636672
2014-05-05	75.87	76.30	75.04	75.22	277000	73.397447
2014-05-06	75.00	75.00	72.66	72.85	285100	71.084869
2014-05-07	72.82	73.44	70.66	71.85	357700	70.263417
2014-05-08	71.78	74.07	71.24	71.30	307800	69.725567
2014-05-09	71.04	72.40	70.40	72.40	372500	70.801275
2014-05-12	72.50	76.18	72.50	76.00	530100	74.321779
2014-05-13	76.45	76.69	73.94	74.15	992300	72.512632
2014-05-14	74.16	74.46	72.86	73.05	237500	71.436924
2014-05-15	72.46	72.69	71.70	72.27	304600	70.674141
2014-05-16	72.20	74.05	72.20	74.03	300900	72.395279
2014-05-19	73.59	75.48	73.40	74.56	305700	72.913575
2014-05-20	74.17	74.36	73.07	74.02	318400	72.385498
2014-05-21	74.43	75.85	74.19	75.51	276600	73.842601
2014-05-22	76.04	77.41	75.85	76.03	217300	74.351116
2014-05-23	76.11	77.82	76.08	77.68	235200	75.964682
2014-05-27	78.58	79.98	78.53	78.82	324200	77.079508
2014-05-28	78.48	78.67	77.75	78.21	189600	76.482977
2014-05-29	78.28	78.82	77.26	78.60	169100	76.864365
2014-05-30	78.65	79.32	77.99	78.43	550000	76.698121
2014-06-02	78.59	78.59	77.02	77.73	206100	76.013581
2014-06-03	77.53	80.59	77.14	78.85	403400	77.108844
2014-06-04	78.26	79.88	77.91	79.56	168500	77.803165
2014-06-05	79.60	80.28	78.24	79.80	206500	78.037871
2014-06-06	80.20	81.02	79.30	79.68	266600	77.920518
2014-06-09	79.57	80.40	79.41	80.39	284900	78.614839
2014-06-10	80.17	81.05	79.97	80.54	609900	78.761529
2014-06-11	80.10	80.44	78.66	79.16	246200	77.412004
2014-06-12	78.79	79.65	75.88	76.38	418500	74.693385
2014-06-13	76.41	77.13	75.73	76.68	259800	74.986764
2014-06-16	83.99	88.62	82.40	86.53	1640200	84.619256
2014-06-17	86.29	88.91	84.77	88.68	606500	86.721782
2014-06-18	88.77	90.50	88.68	90.25	387900	88.257113
2014-06-19	90.32	92.18	89.57	92.00	400700	89.968470
2014-06-20	91.91	92.50	91.59	92.35	492500	90.310739
2014-06-23	93.09	93.87	92.12	92.39	247800	90.349857
2014-06-24	92.54	92.76	89.67	89.88	400500	87.895280
2014-06-25	89.45	92.57	89.00	92.32	352500	90.281403
2014-06-26	92.12	93.25	90.78	92.74	208000	90.692127
2014-06-27	92.44	93.54	92.35	93.23	182100	91.171312
2014-06-30	93.29	94.31	92.73	94.07	505500	91.992760
2014-07-01	93.84	94.99	93.67	94.37	310600	92.286138
2014-07-02	94.73	96.38	94.51	96.07	308600	93.948596
2014-07-03	96.21	96.72	95.55	96.37	250600	94.241975
2014-07-07	96.41	97.20	95.78	95.93	292300	93.811688
2014-07-08	95.92	96.56	95.00	95.63	280900	93.518310
2014-07-09	95.67	96.85	95.67	96.06	229400	93.938815
2014-07-10	93.48	95.36	93.20	94.40	337200	92.315475
2014-07-11	94.39	94.81	93.54	93.70	309700	91.630927
2014-07-14	95.00	95.32	93.88	94.20	306900	92.119887
2014-07-15	94.52	94.71	92.50	92.99	239700	90.936606
2014-07-16	93.80	93.80	92.11	92.48	176800	90.437874
2014-07-17	91.69	91.69	89.66	89.86	379700	87.875725
2014-07-18	89.87	91.78	89.87	91.42	327100	89.401275
2014-07-21	91.06	91.39	90.16	90.49	252000	88.491811
2014-07-22	90.92	93.18	90.22	90.43	568600	88.433138
2014-07-23	93.95	97.00	93.00	94.59	882900	92.501274
2014-07-24	94.79	96.28	94.64	95.22	327000	93.117367
2014-07-25	94.51	95.04	92.64	92.68	313800	90.633454
2014-07-28	92.77	93.09	91.48	92.19	274100	90.154276
2014-07-29	92.18	92.18	89.79	90.52	568900	88.521147
2014-07-30	90.92	91.57	90.41	91.04	212600	89.029669
2014-07-31	89.57	90.39	88.34	88.85	418000	86.888026
2014-08-01	88.81	90.18	87.40	88.55	285400	86.594655
2014-08-04	89.04	90.32	88.72	90.13	359700	88.139760
2014-08-05	89.32	91.03	89.18	89.89	174600	87.905062
2014-08-06	89.10	90.86	88.88	89.71	290600	87.885467
2014-08-07	90.14	91.75	88.17	88.52	436700	86.719666
2014-08-08	88.40	90.49	88.27	90.17	162100	88.336110
2014-08-11	90.60	91.43	90.17	90.98	195500	89.129641
2014-08-12	90.59	91.15	89.93	91.01	264300	89.159030
2014-08-13	90.68	92.75	90.57	92.45	214700	90.569738
2014-08-14	93.01	94.34	92.97	93.47	194600	91.568997
2014-08-15	92.93	92.95	89.10	90.09	414500	88.257735
2014-08-18	91.02	91.18	89.76	90.00	307700	88.169569
2014-08-19	90.65	90.69	88.80	89.00	288600	87.189907
2014-08-20	88.80	88.81	88.10	88.39	256600	86.592313
2014-08-21	88.28	88.86	86.27	86.61	369300	84.848516
2014-08-22	86.61	87.00	84.98	85.12	434700	83.388822
2014-08-25	85.57	87.41	85.51	87.04	193600	85.269771
2014-08-26	87.42	89.06	87.41	88.60	230900	86.798041
2014-08-27	88.64	88.64	87.04	87.28	136800	85.504888
2014-08-28	87.00	87.22	85.36	86.90	137600	85.132619
2014-08-29	86.74	87.54	86.65	87.42	135100	85.642040
2014-09-02	87.73	89.99	87.42	89.23	219600	87.415233
2014-09-03	89.94	91.20	89.59	90.70	335600	88.855330
2014-09-04	90.83	92.78	90.83	91.66	350000	89.795812
2014-09-05	91.50	91.83	90.35	91.43	200400	89.570486
2014-09-08	91.29	91.29	88.76	89.60	252400	87.777703
2014-09-09	89.59	90.24	88.59	89.17	231500	87.356448
2014-09-10	89.05	89.59	85.00	86.52	456800	84.760343
2014-09-11	85.67	86.50	85.46	85.72	257800	83.976618
2014-09-12	85.73	85.99	82.08	82.97	417000	81.282548
2014-09-15	82.97	83.11	79.97	80.23	604700	78.598276
2014-09-16	80.23	81.98	80.02	80.97	281600	79.323224
2014-09-17	80.97	83.44	80.97	83.02	299900	81.331526
2014-09-18	83.23	83.59	81.39	81.87	246700	80.204921
2014-09-19	82.02	82.64	80.68	81.11	308600	79.460376
2014-09-22	80.50	80.84	79.23	79.77	246100	78.147625
2014-09-23	79.61	79.73	76.33	76.54	546300	74.983321
2014-09-24	76.70	77.30	76.32	77.05	263900	75.482951
2014-09-25	76.90	76.91	75.21	75.89	281500	74.346540
2014-09-26	76.15	76.64	75.78	76.43	240500	74.875558
2014-09-29	75.66	77.63	75.28	77.36	312900	75.786644
2014-09-30	77.26	77.63	75.50	75.69	347300	74.150610
2014-10-01	75.22	75.22	72.32	73.43	604600	71.936572
2014-10-02	76.01	82.44	75.58	80.79	905900	79.146884
2014-10-03	81.70	85.05	81.37	84.10	576500	82.389563
2014-10-06	84.34	84.61	81.18	81.86	259500	80.195122
2014-10-07	81.40	81.87	78.95	78.98	291600	77.373699
2014-10-08	79.07	81.82	78.02	81.68	455800	80.018783
2014-10-09	81.57	82.96	79.69	79.74	363600	78.118236
2014-10-10	79.36	81.88	78.49	80.86	358900	79.215460
2014-10-13	67.50	69.78	63.05	64.01	2144800	62.708159
2014-10-14	64.44	66.76	63.72	66.03	1138700	64.687073
2014-10-15	66.33	69.84	65.54	69.31	743200	67.900363
2014-10-16	67.68	70.84	67.38	70.08	637400	68.654706
2014-10-17	71.25	72.12	69.48	70.48	561400	69.046573
2014-10-20	70.27	71.42	69.18	70.21	338700	68.782060
2014-10-21	70.71	71.80	69.93	70.77	480700	69.330668
2014-10-22	70.64	71.68	68.43	68.69	381700	67.292977
2014-10-23	69.60	72.37	69.44	71.99	480200	70.525857
2014-10-24	72.25	73.83	70.97	73.77	291300	72.269654
2014-10-27	73.61	73.61	71.30	71.87	246000	70.408302
2014-10-28	72.79	75.91	72.59	75.76	417600	74.219186
2014-10-29	75.96	76.83	74.05	74.73	331600	73.210136
2014-10-30	73.05	75.97	72.19	75.40	388100	73.866507
2014-10-31	76.93	78.89	76.05	77.62	415800	76.041358
2014-11-03	77.65	78.36	74.76	75.22	594300	73.690168
2014-11-04	75.17	76.03	73.11	74.14	405600	72.632131
2014-11-05	75.20	77.01	72.76	73.90	590300	72.397015
2014-11-06	72.06	75.65	71.79	75.42	412200	73.886097
2014-11-07	75.61	75.85	74.24	75.65	396800	74.111423
2014-11-10	75.76	76.69	74.29	75.87	350500	74.326950
2014-11-11	75.68	76.99	75.46	76.81	333900	75.247827
2014-11-12	76.52	78.60	76.52	78.22	309900	76.629154
2014-11-13	78.48	78.94	75.01	75.62	357300	74.082034
2014-11-14	75.63	75.65	74.65	75.13	332600	73.601994
2014-11-17	74.86	75.15	73.01	73.22	305100	71.730844
2014-11-18	73.40	75.26	73.40	73.99	256600	72.485181
2014-11-19	73.69	74.05	72.25	72.84	312100	71.513211
2014-11-20	72.40	74.68	71.82	73.24	271900	71.905927
2014-11-21	74.80	75.15	73.79	73.98	312800	72.632453
2014-11-24	74.05	74.54	71.49	72.58	467600	71.257953
2014-11-25	73.01	74.61	73.01	74.32	218800	72.966256
2014-11-26	74.31	74.90	73.43	73.49	186300	72.151373
2014-11-28	73.79	74.09	72.52	73.51	160500	72.171013
2014-12-01	73.27	73.87	71.57	72.42	273300	71.100864
2014-12-02	72.71	75.14	72.65	74.96	524000	73.594598
2014-12-03	75.07	78.44	75.07	78.27	325600	76.844304
2014-12-04	77.99	79.11	77.36	79.06	273400	77.619915
2014-12-05	79.17	80.00	77.86	79.03	217700	77.590463
2014-12-08	78.97	79.88	78.70	79.23	313000	77.786824
2014-12-09	78.28	80.35	77.83	80.26	294800	78.798061
2014-12-10	79.76	81.58	79.07	80.90	573600	79.426403
2014-12-11	81.68	83.90	81.43	82.82	394900	81.311428
2014-12-12	81.82	85.70	81.82	84.28	422700	82.744834
2014-12-15	85.00	85.96	82.59	83.52	462300	81.998675
2014-12-16	83.05	84.07	81.27	81.39	340300	79.907476
2014-12-17	81.43	83.98	80.21	83.93	255800	82.401210
2014-12-18	85.32	85.71	83.60	85.53	249000	83.972065
2014-12-19	85.75	88.83	84.35	86.94	623200	85.356385
2014-12-22	87.14	87.51	86.14	86.86	191600	85.277840
2014-12-23	87.59	90.44	86.60	89.13	212900	87.506489
2014-12-24	89.52	89.62	87.83	88.53	100900	86.917420
2014-12-26	88.90	89.71	86.95	88.07	179100	86.465799
2014-12-29	87.86	88.41	86.96	88.22	245600	86.613069
2014-12-30	87.72	88.80	86.96	88.06	105500	86.455979
2014-12-31	88.28	88.92	86.61	86.69	273900	85.110939
2015-01-02	87.07	88.50	85.08	87.25	190600	85.660736
2015-01-05	86.36	87.22	84.03	84.65	311400	83.108097
2015-01-06	84.90	86.97	83.52	85.11	278000	83.559717
2015-01-07	85.58	86.54	84.20	86.09	197700	84.521862
2015-01-08	86.78	89.16	86.24	86.74	278000	85.160024
2015-01-09	86.49	87.02	85.67	86.20	139200	84.629859
2015-01-12	86.21	86.63	84.07	86.39	210000	84.816400
2015-01-13	87.16	87.43	84.32	85.21	215400	83.657894
2015-01-14	83.80	85.10	81.40	83.76	233500	82.234309
2015-01-15	83.63	84.12	79.84	80.98	300600	79.504948
2015-01-16	80.41	82.97	80.41	82.41	264700	80.908900
2015-01-20	82.41	82.78	79.90	81.49	212300	80.005653
2015-01-21	81.06	84.40	80.91	84.19	180300	82.656476
2015-01-22	85.16	87.05	83.91	86.49	218900	84.914577
2015-01-23	86.80	88.48	86.14	87.94	309300	86.338170
2015-01-26	88.75	90.97	88.00	89.78	558100	88.144651
2015-01-27	88.53	89.68	88.01	88.38	413400	86.770150
2015-01-28	88.85	88.97	86.32	86.82	320200	85.238568
2015-01-29	86.92	88.53	86.92	87.87	379000	86.269445
2015-01-30	87.40	87.69	84.59	84.70	364900	83.157181
2015-02-02	85.18	85.92	82.57	85.14	348300	83.589169
2015-02-03	86.70	89.01	85.72	88.89	341000	87.270863
2015-02-04	88.82	88.95	87.60	88.01	228200	86.406895
2015-02-05	88.50	90.68	88.35	89.08	284200	87.457404
2015-02-06	89.37	91.81	89.20	91.14	273500	89.479879
2015-02-09	89.29	90.00	88.05	88.15	281400	86.544344
2015-02-10	88.51	89.32	87.23	88.73	205300	87.113781
2015-02-11	88.74	88.79	86.19	87.01	180600	85.425110
2015-02-12	87.28	88.64	86.32	88.15	166000	86.544344
2015-02-13	88.07	89.36	87.23	89.13	180800	87.506489
2015-02-17	89.16	89.33	87.91	88.19	108100	86.583616
2015-02-18	87.84	88.55	86.62	87.63	288100	86.033812
2015-02-19	87.14	88.66	87.09	88.51	149000	86.897787
2015-02-20	88.52	89.57	87.88	89.01	210600	87.388680
2015-02-23	89.04	89.41	88.23	89.28	202900	87.653758
2015-02-24	89.43	90.03	88.38	89.35	351000	87.722483
2015-02-25	92.81	95.90	91.19	93.14	750600	91.443449
2015-02-26	93.46	93.98	90.47	92.21	608300	90.530388
2015-02-27	92.55	94.87	91.96	94.46	492400	92.739405
2015-03-02	94.88	95.98	94.61	95.31	410100	93.573920
2015-03-03	95.24	95.42	92.02	93.25	356700	91.551446
2015-03-04	92.54	92.60	91.19	92.32	310900	90.638385
2015-03-05	92.67	92.98	90.88	91.86	185400	90.186765
2015-03-06	91.27	92.10	89.37	89.58	221000	87.948297
2015-03-09	89.30	90.10	88.09	90.02	217300	88.380277
2015-03-10	89.10	89.63	87.61	88.42	198700	86.809423
2015-03-11	88.28	89.51	87.67	89.36	230300	87.891345
2015-03-12	89.84	92.59	89.79	92.19	223200	90.674835
2015-03-13	92.33	92.64	90.56	92.14	214400	90.625654
2015-03-16	92.52	94.28	92.52	94.07	244700	92.523934
2015-03-17	94.07	95.80	94.07	95.24	280700	93.674703
2015-03-18	94.75	95.90	93.05	95.49	205200	93.920594
2015-03-19	95.22	97.90	95.22	96.68	242600	95.091039
2015-03-20	97.25	97.71	95.56	97.30	358500	95.700852
2015-03-23	97.62	99.50	97.32	97.81	243100	96.202464
2015-03-24	97.81	98.68	96.78	98.45	188700	96.831945
2015-03-25	99.06	99.06	94.97	95.12	319000	93.556680
2015-03-26	95.00	95.05	93.51	94.33	232000	92.779663
2015-03-27	94.42	97.25	94.42	96.67	162000	95.081201
2015-03-30	97.16	99.98	96.94	99.07	233700	97.441758
2015-03-31	98.23	100.25	97.61	99.41	558000	97.776174
2015-04-01	99.28	99.28	95.98	96.96	290000	95.366436
2015-04-02	97.31	100.64	96.85	99.63	341400	97.992552
2015-04-06	99.63	101.40	99.09	99.67	262100	98.031895
2015-04-07	99.57	100.61	98.77	99.02	205200	97.392577
2015-04-08	99.32	101.49	99.32	101.47	189900	99.802315
2015-04-09	101.40	102.10	99.18	100.54	135100	98.887599
2015-04-10	100.52	101.66	100.52	101.20	155200	99.536748
2015-04-13	101.39	101.75	100.38	101.09	174000	99.428555
2015-04-14	101.09	101.34	99.81	100.17	193200	98.523678
2015-04-15	100.99	101.73	100.27	101.04	305500	99.379382
2015-04-16	101.09	101.46	100.61	101.14	203500	99.477737
2015-04-17	100.60	101.35	99.50	101.35	252900	99.684284
2015-04-20	101.35	104.70	100.84	104.51	383600	102.792352
2015-04-21	104.36	105.44	102.35	102.50	409200	100.815385
2015-04-22	105.00	106.87	101.88	102.54	531400	100.854729
2015-04-23	102.90	105.30	102.81	104.91	436900	103.185780
2015-04-24	105.37	107.34	104.62	107.06	444600	105.300438
2015-04-27	107.33	109.33	104.14	104.58	396800	102.861202
2015-04-28	104.34	104.85	102.73	103.10	250200	101.405523
2015-04-29	102.63	103.09	101.04	101.50	217800	99.831821
2015-04-30	100.96	101.36	98.82	99.73	335900	98.090914
2015-05-01	100.10	102.76	100.10	102.52	287100	100.835053
2015-05-04	102.99	105.41	102.96	104.46	385300	102.743171
2015-05-05	104.47	105.00	103.26	103.45	327700	101.749769
2015-05-06	104.00	104.24	101.22	103.12	263700	101.425198
2015-05-07	103.19	106.20	102.87	105.79	313000	104.051314
2015-05-08	106.71	107.90	105.82	106.17	272900	104.425066
2015-05-11	106.11	106.80	105.10	105.28	204400	103.549694
2015-05-12	104.80	104.80	102.66	104.09	263400	102.379250
2015-05-13	103.93	104.96	102.44	103.03	201200	101.531763
2015-05-14	103.68	104.23	102.01	103.93	181400	102.418677
2015-05-15	103.93	104.78	103.29	104.42	122800	102.901549
2015-05-18	104.50	106.70	104.11	106.12	157500	104.576833
2015-05-19	106.43	107.48	105.46	106.36	295700	104.813341
2015-05-20	106.65	107.90	106.46	107.51	516600	105.946619
2015-05-21	107.08	108.65	106.25	106.89	313600	105.335632
2015-05-22	107.33	108.63	104.87	105.09	363800	103.561804
2015-05-26	104.85	105.09	103.10	104.05	285700	102.536934
2015-05-27	104.33	107.55	103.03	107.21	448100	105.650979
2015-05-28	107.58	107.78	106.01	107.52	194500	105.956468
2015-05-29	107.38	107.40	105.93	106.45	190600	104.902028
2015-06-01	107.00	108.16	105.41	107.25	220300	105.690398
2015-06-02	106.37	109.00	106.37	108.15	220500	106.577312
2015-06-03	108.19	111.49	107.62	110.27	410500	108.666478
2015-06-04	110.15	112.00	109.63	110.17	341800	108.567934
2015-06-05	110.26	113.80	108.78	113.17	383900	111.524309
2015-06-08	113.25	115.08	111.85	112.05	304600	110.420600
2015-06-09	112.00	112.93	110.21	111.06	242900	109.444991
2015-06-10	111.52	112.91	111.11	112.28	165600	110.647252
2015-06-11	112.58	112.89	110.60	110.91	208100	109.297179
2015-06-12	110.84	112.51	110.50	112.36	334100	110.726090
2015-06-15	111.96	113.06	111.17	112.24	344100	110.607832
2015-06-16	112.44	114.57	111.81	112.43	324300	110.795072
2015-06-17	112.93	113.41	111.40	111.94	276200	110.312199
2015-06-18	112.45	112.85	111.40	112.09	381000	110.460012
2015-06-19	112.20	113.01	111.39	112.80	398900	111.159694
2015-06-22	113.39	114.22	112.71	113.11	165500	111.465184
2015-06-23	114.04	117.11	113.79	116.20	289700	114.510246
2015-06-24	116.08	117.14	114.28	115.27	294500	113.593770
2015-06-25	115.85	116.80	113.99	114.69	249200	113.022210
2015-06-26	114.78	115.40	114.12	114.51	272800	112.844827
2015-06-29	113.92	114.67	111.70	111.97	275800	110.341762
2015-06-30	112.83	113.79	111.78	113.16	302300	111.514460
2015-07-01	114.37	115.52	113.88	114.59	233000	112.923658
2015-07-02	114.64	115.18	113.68	113.71	225000	112.056457
2015-07-06	112.95	114.91	112.06	113.47	192800	111.819949
2015-07-07	113.53	113.56	109.79	111.14	362200	109.523830
2015-07-08	110.06	111.32	109.34	110.55	280400	108.942413
2015-07-09	111.59	112.31	110.12	110.96	267400	109.346447
2015-07-10	112.17	113.27	111.89	112.29	225900	110.657108
2015-07-13	113.58	115.85	113.58	115.16	329300	113.485376
2015-07-14	115.06	115.49	114.23	114.71	159500	113.041916
2015-07-15	114.67	115.96	113.81	115.48	221400	113.800723
2015-07-16	116.26	118.57	115.52	116.88	349900	115.180358
2015-07-17	116.80	117.00	115.83	116.77	223600	115.071957
2015-07-20	116.65	118.03	116.43	117.22	235800	115.515418
2015-07-21	116.64	116.64	110.75	112.40	746700	110.765509
2015-07-22	115.01	120.11	110.84	117.72	969100	116.008147
2015-07-23	116.99	117.76	115.08	116.87	443800	115.170509
2015-07-24	117.79	117.99	112.84	113.57	451200	111.918494
2015-07-27	112.30	113.31	108.76	113.07	646100	111.425765
2015-07-28	113.63	114.41	111.45	112.59	252600	110.952741
2015-07-29	113.16	117.41	112.75	116.23	361100	114.539816
2015-07-30	115.81	119.67	115.81	118.11	258000	116.392475
2015-07-31	118.58	122.01	117.82	119.69	327800	117.949501
2015-08-03	120.12	121.53	117.56	118.40	283900	116.678259
2015-08-04	118.60	120.64	118.08	118.99	264700	117.259676
2015-08-05	119.97	120.81	119.52	119.80	257300	118.256669
2015-08-06	120.40	120.40	116.52	118.45	253400	116.924054
2015-08-07	118.45	118.71	116.12	116.66	363900	115.157121
2015-08-10	117.66	119.06	116.75	117.50	379700	115.986296
2015-08-11	116.75	117.78	115.06	117.53	240600	116.015908
2015-08-12	116.53	117.33	111.85	115.10	454400	113.617212
2015-08-13	115.03	116.91	113.24	115.04	288800	113.557988
2015-08-14	114.79	116.45	113.62	116.14	322000	114.643815
2015-08-17	115.76	115.77	113.75	114.94	292400	113.459277
2015-08-18	115.11	115.82	114.15	114.69	220500	113.212498
2015-08-19	114.39	114.40	111.86	112.71	238000	111.258002
2015-08-20	111.66	111.85	108.06	108.27	320500	106.875199
2015-08-21	106.00	107.04	103.57	104.85	416700	103.499259
2015-08-24	98.54	104.98	98.29	101.89	552800	100.577392
2015-08-25	105.40	107.39	103.60	103.78	357400	102.443044
2015-08-26	106.40	106.49	103.26	106.10	261900	104.733156
2015-08-27	107.02	109.44	105.74	106.85	336100	105.473494
2015-08-28	106.39	108.70	106.39	107.40	188700	106.016411
2015-08-31	107.29	108.62	106.07	106.60	136900	105.226714
2015-09-01	104.69	106.14	103.88	105.00	311800	103.647328
2015-09-02	106.39	107.76	105.21	107.76	251000	106.371774
2015-09-03	107.73	108.96	106.43	107.36	226700	105.976926
2015-09-04	106.07	107.94	105.50	106.99	177600	105.611690
2015-09-08	108.20	109.80	107.59	109.57	220600	108.158454
2015-09-09	109.73	112.00	109.57	109.87	326600	108.454593
2015-09-10	109.72	110.48	108.35	109.05	219900	107.645157
2015-09-11	108.56	108.76	107.40	108.66	159500	107.260181
2015-09-14	108.83	109.43	108.20	108.77	123200	107.368757
2015-09-15	109.32	111.44	108.80	111.24	178300	109.806939
2015-09-16	111.33	113.32	110.71	113.11	199900	111.652851
2015-09-17	113.21	117.88	112.80	115.48	295800	113.992322
2015-09-18	114.19	116.23	113.02	113.35	372700	111.889757
2015-09-21	114.29	116.93	114.06	115.44	233700	113.952836
2015-09-22	114.21	114.77	111.26	111.97	334700	110.527538
2015-09-23	112.26	112.88	110.86	112.53	147800	111.080321
2015-09-24	111.53	112.51	107.20	109.39	366000	107.980773
2015-09-25	110.00	111.63	107.94	108.44	268300	107.043014
2015-09-28	108.06	108.62	101.25	102.15	502300	100.834045
2015-09-29	102.32	105.77	101.34	105.44	349000	104.081662
2015-09-30	106.76	108.22	104.78	108.11	426100	106.717264
2015-10-01	107.87	109.06	106.41	108.82	203700	107.418116
2015-10-02	107.24	111.93	106.57	111.83	271400	110.389342
2015-10-05	113.20	113.84	111.49	113.65	199200	112.185895
2015-10-06	113.59	114.35	109.69	110.47	270500	109.046861
2015-10-07	110.89	111.65	108.07	109.75	326800	108.336136
2015-10-08	109.95	111.49	108.60	109.68	326000	108.267038
2015-10-09	109.41	109.41	106.31	106.95	447500	105.572204
2015-10-12	106.95	108.46	105.75	107.67	218600	106.282930
2015-10-13	106.92	108.00	106.00	106.66	263700	105.285947
2015-10-14	107.05	108.68	105.81	106.63	555000	105.256327
2015-10-15	107.05	108.00	106.83	107.84	450700	106.450738
2015-10-16	108.35	108.35	104.38	106.02	499400	104.654184
2015-10-19	105.76	106.47	104.80	105.89	444000	104.525862
2015-10-20	105.74	106.65	104.38	106.56	613000	105.187229
2015-10-21	103.82	112.98	102.01	110.46	962900	109.036988
2015-10-22	111.46	115.64	110.73	113.44	578100	111.978601
2015-10-23	114.76	116.49	113.70	116.20	357500	114.703040
2015-10-26	117.06	118.28	114.10	117.06	342100	115.551962
2015-10-27	116.75	116.82	112.69	113.14	266200	111.682463
2015-10-28	113.75	116.29	111.75	116.26	351100	114.762272
2015-10-29	116.60	116.60	112.49	113.81	251500	112.343830
2015-10-30	113.66	118.44	112.52	117.39	287100	115.877712
2015-11-02	117.66	118.37	115.34	117.44	218700	115.927071
2015-11-03	117.52	118.97	116.09	118.33	263800	116.805605
2015-11-04	118.12	120.82	117.00	120.61	340900	119.257801
2015-11-05	120.69	121.00	118.43	120.63	286500	119.277574
2015-11-06	120.19	121.79	119.59	120.48	483900	119.129262
2015-11-09	120.00	120.33	118.42	118.99	327400	117.655961
2015-11-10	119.70	120.98	118.88	119.79	351600	118.446995
2015-11-11	120.28	121.81	119.26	120.34	428000	118.990824
2015-11-12	119.52	120.77	116.51	116.80	253500	115.490519
2015-11-13	116.10	116.24	111.84	112.10	306200	110.843208
2015-11-16	111.69	114.42	111.55	114.33	218000	113.048210
2015-11-17	114.93	118.74	114.70	116.15	244500	114.847805
2015-11-18	116.13	119.34	116.05	118.88	532500	117.547194
2015-11-19	119.33	120.33	117.70	118.38	235700	117.052799
2015-11-20	119.37	120.62	118.90	120.13	171800	118.783180
2015-11-23	119.89	123.10	119.13	122.15	233600	120.780537
2015-11-24	121.21	124.64	121.16	123.75	253400	122.362597
2015-11-25	123.75	126.50	123.75	125.36	279300	123.954548
2015-11-27	125.88	126.56	124.73	125.86	68700	124.448942
2015-11-30	125.87	126.28	123.53	124.24	202300	122.847102
2015-12-01	125.17	126.56	124.50	126.06	246700	124.646697
2015-12-02	126.41	126.54	123.57	123.94	147800	122.550469
2015-12-03	124.52	124.53	121.20	121.77	232100	120.404792
2015-12-04	121.97	124.68	121.97	123.96	198900	122.570242
2015-12-07	123.47	124.65	122.33	123.10	164100	121.719883
2015-12-08	121.49	124.46	121.24	123.95	141300	122.560352
2015-12-09	124.10	124.61	120.90	121.32	317400	119.959840
2015-12-10	121.32	122.54	120.12	121.39	266000	120.029055
2015-12-11	119.70	119.94	116.12	116.36	256400	115.055450
2015-12-14	116.35	116.79	110.86	113.50	488600	112.227513
2015-12-15	114.92	115.77	110.74	111.78	392200	110.526796
2015-12-16	112.57	113.87	110.56	113.68	313600	112.405496
2015-12-17	113.81	114.64	111.20	111.28	208900	110.032401
2015-12-18	110.24	110.30	104.74	106.44	906200	105.246668
2015-12-21	107.66	108.21	104.74	106.59	380700	105.394980
2015-12-22	107.40	108.57	105.67	108.19	308600	106.977048
2015-12-23	108.23	109.76	107.58	109.67	225400	108.440451
2015-12-24	109.46	110.30	108.53	109.43	102000	108.203144
2015-12-28	109.24	109.60	107.00	107.73	164600	106.522206
2015-12-29	108.63	110.33	108.05	108.99	222400	107.768074
2015-12-30	109.09	109.82	107.50	107.60	157700	106.393659
2015-12-31	106.91	108.40	106.48	106.67	193900	105.474085
2016-01-04	104.24	105.38	102.60	103.06	380700	101.904557
2016-01-05	103.18	103.75	98.44	98.84	781300	97.731868
2016-01-06	91.33	95.26	87.00	89.06	1611800	88.061516
2016-01-07	86.96	91.32	85.74	87.91	638200	86.924415
2016-01-08	88.59	90.67	86.05	86.29	617500	85.322575
2016-01-11	86.73	88.16	86.08	87.50	440700	86.519008
2016-01-12	88.00	88.12	83.62	85.38	930500	84.422773
2016-01-13	85.38	85.93	79.76	80.70	659400	79.795242
2016-01-14	80.72	82.90	77.44	80.89	617900	79.983114
2016-01-15	78.75	79.85	77.25	78.13	516200	77.254056
2016-01-19	78.47	79.04	73.90	74.95	677600	74.109707
2016-01-20	73.86	78.94	73.35	77.73	609500	76.858546
2016-01-21	77.99	79.17	76.48	76.54	455300	75.681885
2016-01-22	77.70	78.89	77.07	78.27	332000	77.392485
2016-01-25	77.92	79.30	77.48	77.98	340500	77.105743
2016-01-26	78.06	78.92	76.03	78.78	470900	77.896770
2016-01-27	78.19	78.91	75.98	76.75	479700	75.889530
2016-01-28	77.29	77.99	72.95	73.79	526300	72.962716
2016-01-29	74.37	77.01	73.78	76.57	423700	75.711548
2016-02-01	75.75	77.05	74.68	76.42	277300	75.563228
2016-02-02	75.62	75.99	72.39	74.23	395700	73.397786
2016-02-03	74.90	75.35	72.30	74.44	404900	73.605431
2016-02-04	74.45	77.07	72.95	76.29	322700	75.434688
2016-02-05	76.00	77.28	75.05	75.32	489000	74.475562
2016-02-08	74.23	76.31	73.85	75.70	407900	74.851299
2016-02-09	74.70	78.76	74.26	76.38	390700	75.523675
2016-02-10	76.85	79.96	76.85	77.60	333500	76.729999
2016-02-11	76.45	78.63	75.80	77.79	326800	76.917871
2016-02-12	78.90	79.90	77.71	79.08	317000	78.193409
2016-02-16	80.00	82.74	79.80	82.60	480100	81.673942
2016-02-17	83.16	86.47	83.16	85.86	486200	84.897395
2016-02-18	86.65	87.18	85.11	85.87	533700	84.907285
2016-02-19	85.40	86.07	83.80	84.97	608800	84.017374
2016-02-22	86.09	88.39	86.09	87.04	642100	86.064166
2016-02-23	86.86	88.95	86.78	87.16	487200	86.182824
2016-02-24	89.00	95.69	85.87	94.02	1106700	92.965907
2016-02-25	94.49	94.90	91.71	94.23	561500	93.173559
2016-02-26	95.01	95.01	93.04	93.73	401100	92.679165
2016-02-29	93.84	94.78	92.66	92.72	492100	91.680486
2016-03-01	93.71	95.31	92.45	95.26	696900	94.192010
2016-03-02	95.42	95.90	93.42	94.58	288500	93.519634
2016-03-03	95.28	97.42	94.46	97.13	395500	96.041040
2016-03-04	97.59	99.14	96.38	96.83	318700	95.744408
2016-03-07	96.39	97.48	95.19	96.38	234800	95.299449
2016-03-08	95.53	96.21	93.54	93.55	330600	92.501183
2016-03-09	93.76	94.82	92.20	94.25	381300	93.392992
2016-03-10	94.52	94.86	91.23	91.99	399300	91.153540
2016-03-11	92.72	94.88	92.19	94.80	319300	93.937994
2016-03-14	94.20	94.43	92.08	92.76	235900	91.916542
2016-03-15	92.20	92.41	89.24	90.58	322000	89.756364
2016-03-16	90.57	90.67	89.01	90.46	259100	89.637453
2016-03-17	89.99	90.72	89.24	90.36	353200	89.538364
2016-03-18	90.86	92.47	90.56	91.31	474300	90.479722
2016-03-21	90.87	91.29	89.47	89.74	409100	88.923999
2016-03-22	89.41	89.62	88.02	88.16	279600	87.358371
2016-03-23	87.86	87.98	86.73	86.73	322400	85.941374
2016-03-24	86.68	88.06	85.19	88.05	324700	87.249371
2016-03-28	87.79	88.33	86.85	87.37	239000	86.575554
2016-03-29	87.08	91.17	86.69	90.98	326200	90.152729
2016-03-30	91.37	92.22	90.96	91.71	333700	90.876087
2016-03-31	91.92	92.17	86.81	87.33	609900	86.535917
2016-04-01	86.18	86.97	83.63	84.48	511500	83.711833
2016-04-04	84.28	84.28	80.48	81.56	684700	80.818378
2016-04-05	81.08	83.78	80.21	82.53	401700	81.779560
2016-04-06	82.74	83.67	82.08	82.97	255600	82.215561
2016-04-07	82.83	83.69	79.35	79.86	539300	79.133839
2016-04-08	80.29	80.67	79.14	79.68	349500	78.955476
2016-04-11	80.23	83.21	79.79	81.26	515700	80.521111
2016-04-12	81.57	84.32	81.41	84.18	411200	83.414558
2016-04-13	84.75	88.46	84.58	88.35	497500	87.546638
2016-04-14	88.10	90.15	87.40	88.98	343600	88.170915
2016-04-15	88.87	89.68	88.00	89.03	256400	88.220456
2016-04-18	88.67	90.71	87.99	90.44	375700	89.617638
2016-04-19	90.48	91.20	90.01	90.82	325100	89.994180
2016-04-20	91.01	93.16	91.01	92.50	527200	91.658904
2016-04-21	88.16	89.98	79.00	79.14	2638000	78.420385
2016-04-22	78.97	82.99	78.50	82.14	880900	81.393106
2016-04-25	81.69	82.31	80.26	80.39	410000	79.659019
2016-04-26	80.91	85.50	80.40	85.36	575200	84.583828
2016-04-27	85.47	86.03	84.83	85.31	371700	84.534280
2016-04-28	85.37	86.65	83.81	83.96	437200	83.196557
2016-04-29	84.05	84.46	82.75	83.02	402300	82.265102
2016-05-02	83.68	84.13	82.40	83.35	352600	82.592103
2016-05-03	82.35	84.06	82.00	83.37	401200	82.611925
2016-05-04	82.57	83.86	82.13	82.35	342700	81.601196
2016-05-05	82.24	83.32	81.36	81.38	293500	80.640015
2016-05-06	81.09	83.42	81.00	83.32	364200	82.562377
2016-05-09	83.39	85.08	83.35	84.04	285000	83.275831
2016-05-10	84.27	84.90	83.26	84.74	212400	83.969463
2016-05-11	83.53	84.66	80.34	80.39	359500	79.894728
2016-05-12	80.50	80.86	78.51	78.86	651400	78.374156
2016-05-13	78.50	79.98	78.10	78.60	340700	78.115755
2016-05-16	78.80	79.40	78.18	78.26	269300	77.777854
2016-05-17	78.08	80.26	77.88	79.24	362000	78.751812
2016-05-18	78.76	79.33	78.00	78.29	275500	77.807668
2016-05-19	78.00	79.27	77.29	77.33	272600	76.853583
2016-05-20	77.44	80.03	77.10	79.96	259200	79.467377
2016-05-23	80.22	80.47	77.54	77.58	198800	77.102043
2016-05-24	77.78	79.61	77.12	78.98	217400	78.493419
2016-05-25	78.90	81.96	78.90	81.69	249700	81.186722
2016-05-26	82.25	82.74	81.25	81.37	152700	80.868694
2016-05-27	81.59	83.10	81.54	82.16	262200	81.653828
2016-05-31	82.18	82.92	81.80	82.34	240100	81.832712
2016-06-01	81.79	83.01	79.54	81.98	279000	81.474936
2016-06-02	81.60	82.93	81.56	82.62	152600	82.110993
2016-06-03	82.20	82.20	78.98	79.14	429900	78.652429
2016-06-06	78.87	79.44	77.60	79.08	438400	78.592801
2016-06-07	79.14	80.59	79.10	80.05	434500	79.556827
2016-06-08	80.22	80.82	78.61	79.12	220500	78.632556
2016-06-09	78.60	79.18	76.43	77.37	352600	76.893337
2016-06-10	75.86	76.40	74.81	74.91	265300	74.448494
2016-06-13	74.49	75.44	74.12	74.99	365900	74.527995
2016-06-14	74.88	75.35	73.50	74.01	356100	73.554037
2016-06-15	74.26	75.58	73.67	74.21	495100	73.752802
2016-06-16	73.64	75.11	72.40	74.98	452900	74.518062
2016-06-17	75.16	77.45	74.64	75.50	426900	75.034855
2016-06-20	76.60	77.77	76.02	76.24	334800	75.770294
2016-06-21	75.00	76.06	72.49	73.21	377700	72.758963
2016-06-22	73.50	73.79	71.70	71.76	280700	71.317899
2016-06-23	72.46	74.34	72.46	73.76	247900	73.305577
2016-06-24	70.37	71.60	70.25	71.18	599200	70.741471
2016-06-27	70.26	70.67	68.70	69.23	390700	68.803487
2016-06-28	70.10	71.04	69.42	70.11	255000	69.678063
2016-06-29	70.73	71.99	70.50	71.61	158800	71.168822
2016-06-30	71.88	72.34	69.89	71.07	327600	70.632148
2016-07-01	71.10	74.48	71.04	72.30	484000	71.854573
2016-07-05	71.75	72.15	69.36	70.41	416300	69.976218
2016-07-06	70.15	72.27	69.61	72.01	205200	71.566359
2016-07-07	72.41	73.96	72.30	73.44	278900	72.987549
2016-07-08	74.44	77.55	74.44	77.14	380300	76.664751
2016-07-11	77.79	78.81	77.49	78.02	235100	77.539327
2016-07-12	78.72	79.81	78.39	79.29	287200	78.801507
2016-07-13	79.58	79.96	78.20	79.63	209600	79.139408
2016-07-14	80.62	81.65	80.16	80.28	314700	79.785405
2016-07-15	80.86	80.99	79.98	80.63	277100	80.133248
2016-07-18	80.63	82.83	80.31	82.39	308900	81.882407
2016-07-19	81.98	82.63	80.60	81.04	467500	80.540725
2016-07-20	81.15	82.98	81.15	82.29	387000	81.783024
2016-07-21	82.30	85.08	82.20	83.36	382600	82.846432
2016-07-22	83.55	83.94	82.08	83.73	157000	83.214155
2016-07-25	83.81	84.55	81.81	82.19	436000	81.683642
2016-07-26	82.20	83.43	81.63	83.19	309200	82.677481
2016-07-27	83.67	83.87	82.51	83.38	325400	82.866305
2016-07-28	86.14	86.76	83.07	85.73	610900	85.201833
2016-07-29	85.78	86.61	85.18	86.29	322600	85.758381
2016-08-01	86.29	86.71	84.48	85.81	593600	85.281335
2016-08-02	85.61	85.67	82.13	82.53	578200	82.021543
2016-08-03	82.13	83.81	80.62	83.79	276300	83.273783
2016-08-04	83.53	85.99	83.26	83.83	210400	83.313537
2016-08-05	84.73	86.33	83.85	84.23	306400	83.711074
2016-08-08	84.51	84.81	83.67	83.83	182500	83.313537
2016-08-09	83.60	83.91	81.98	82.42	256600	81.912220
2016-08-10	82.39	82.65	81.62	81.98	154000	81.722818
2016-08-11	82.74	84.97	82.74	83.82	233100	83.557042
2016-08-12	83.75	84.43	82.65	83.46	175300	83.198171
2016-08-15	84.00	85.38	83.99	84.82	171500	84.553905
2016-08-16	84.54	85.15	83.81	83.99	158800	83.726507
2016-08-17	83.73	83.90	82.31	82.77	292300	82.510333
2016-08-18	82.80	82.89	81.55	82.81	341100	82.550208
2016-08-19	82.36	83.43	82.12	82.79	160400	82.530275
2016-08-22	82.74	82.74	81.42	81.68	229900	81.423756
2016-08-23	82.37	83.34	82.03	82.15	179200	81.892283
2016-08-24	81.96	83.10	80.42	80.83	277500	80.576424
2016-08-25	80.34	81.76	79.84	81.02	176700	80.765823
2016-08-26	81.07	82.09	79.91	80.61	176600	80.357113
2016-08-29	80.52	81.84	80.52	81.71	123900	81.453661
2016-08-30	81.46	83.05	81.42	81.66	231100	81.403822
2016-08-31	81.97	82.90	81.35	82.77	286600	82.510333
2016-09-01	82.53	84.32	82.53	83.00	245200	82.739615
2016-09-02	83.16	84.99	82.63	84.54	198000	84.274784
2016-09-06	84.67	85.40	84.04	85.15	230400	84.882871
2016-09-07	85.18	87.21	85.18	87.12	393700	86.846692
2016-09-08	86.80	88.25	86.09	86.24	327100	85.969448
2016-09-09	85.41	85.41	83.02	83.21	274700	82.948955
2016-09-12	82.31	86.38	82.10	85.53	342300	85.261677
2016-09-13	84.80	89.99	84.80	89.23	898400	88.950074
2016-09-14	89.52	91.75	88.29	91.33	557300	91.043484
2016-09-15	91.19	91.78	89.91	91.50	336000	91.212949
2016-09-16	91.42	91.94	89.64	90.53	463700	90.245991
2016-09-19	90.69	92.50	90.59	91.87	329600	91.581791
2016-09-20	92.00	92.38	90.65	91.19	204500	90.903924
2016-09-21	90.42	91.75	90.10	91.05	300300	90.764364
2016-09-22	91.58	93.27	91.58	93.19	280900	92.897649
2016-09-23	92.57	93.60	91.77	91.80	298200	91.512011
2016-09-26	91.37	91.51	89.45	89.51	219900	89.229194
2016-09-27	89.92	90.80	89.08	90.67	200200	90.385551
2016-09-28	91.07	91.49	89.36	90.94	178300	90.654708
2016-09-29	91.40	94.31	90.64	93.60	579500	93.306359
2016-09-30	93.60	95.67	92.24	95.52	294400	95.220334
2016-10-03	94.82	95.60	93.87	94.17	197100	93.874571
2016-10-04	93.97	95.12	92.75	93.65	324200	93.356205
2016-10-05	93.96	97.83	93.60	95.48	350100	95.180466
2016-10-06	95.15	95.80	93.94	95.26	257700	94.961155
2016-10-07	95.25	96.04	93.59	94.72	212300	94.422848
2016-10-10	95.20	96.47	94.97	96.06	228300	95.758641
2016-10-11	96.19	96.90	94.25	94.49	189300	94.193567
2016-10-12	94.84	96.37	94.17	96.35	223700	96.047732
2016-10-13	95.24	96.95	94.37	95.93	320000	95.629051
2016-10-14	96.63	97.34	95.38	96.01	222900	95.708802
2016-10-17	95.98	96.50	95.35	95.72	244500	95.419711
2016-10-18	96.70	96.70	93.37	93.37	321800	93.077085
2016-10-19	93.88	96.38	92.48	95.21	537700	94.911309
2016-10-20	88.11	90.17	85.71	86.73	1263800	86.457916
2016-10-21	85.82	88.60	85.25	88.50	544800	88.222360
2016-10-24	88.77	90.25	87.55	88.56	293400	88.282170
2016-10-25	88.20	89.02	85.87	86.46	225500	86.188759
2016-10-26	86.00	87.36	86.00	86.97	183700	86.697161
2016-10-27	87.09	87.09	85.12	85.44	200000	85.171963
2016-10-28	84.00	86.67	83.11	85.35	424000	85.082241
2016-10-31	85.44	86.06	84.47	85.78	292500	85.510892
2016-11-01	85.74	86.22	82.68	82.98	248400	82.719681
2016-11-02	82.67	83.09	79.50	80.42	430500	80.167707
2016-11-03	80.95	81.08	78.81	79.04	301000	78.792039
2016-11-04	79.05	80.65	78.81	79.14	236600	78.891724
2016-11-07	79.99	81.01	79.08	79.69	252400	79.440001
2016-11-08	78.96	78.96	77.08	77.71	312000	77.709999
2016-11-09	76.23	79.84	75.85	79.76	418300	79.760002
2016-11-10	80.88	82.68	79.28	81.67	514700	81.669998
2016-11-11	81.99	83.50	81.14	83.34	336600	83.339996
2016-11-14	84.18	87.45	83.76	86.92	483800	86.919998
2016-11-15	87.50	88.21	84.31	86.01	337400	86.010002
2016-11-16	85.39	87.28	85.05	86.23	265100	86.230003
2016-11-17	86.23	86.98	85.28	86.96	262200	86.959999
2016-11-18	86.95	87.18	85.58	86.95	236100	86.949997
2016-11-21	87.47	88.99	87.29	88.80	291700	88.800003
2016-11-22	89.27	90.79	88.59	90.74	352200	90.739998
2016-11-23	90.71	91.73	89.86	91.48	304400	91.480003
2016-11-25	91.82	93.54	91.26	92.53	139300	92.529999
2016-11-28	92.50	94.32	91.55	92.12	545100	92.120003
2016-11-29	92.51	93.58	91.24	91.69	269300	91.690002
2016-11-30	92.30	93.08	91.31	91.90	273500	91.900002
2016-12-01	91.82	95.33	90.60	93.62	494300	93.620003
2016-12-02	94.22	94.59	90.25	90.51	349100	90.510002
2016-12-05	91.20	94.07	91.18	93.46	249300	93.459999
2016-12-06	93.60	96.66	93.10	96.45	269300	96.449997
2016-12-07	96.46	99.61	96.46	99.35	284800	99.349998
2016-12-08	98.95	101.43	98.69	101.33	318400	101.330002
2016-12-09	101.10	101.57	100.07	100.54	332000	100.540001
2016-12-12	99.51	101.06	97.65	98.22	233200	98.220001
2016-12-13	97.97	99.08	97.81	98.32	222800	98.320000
2016-12-14	98.50	98.55	95.78	95.99	268900	95.989998
2016-12-15	96.25	98.46	95.50	97.27	290200	97.269997
2016-12-16	97.60	97.89	96.31	97.43	602700	97.430000
2016-12-19	97.52	99.25	97.29	99.22	168500	99.220001
2016-12-20	98.86	101.54	98.86	101.49	195300	101.489998
2016-12-21	101.71	101.89	100.54	100.95	136600	100.949997
2016-12-22	101.16	101.34	98.40	98.50	145200	98.500000
2016-12-23	97.96	99.33	96.84	97.49	199800	97.489998
2016-12-27	98.00	99.15	97.84	98.72	135900	98.720001
2016-12-28	98.82	100.08	95.72	96.66	129400	96.660004
2016-12-29	96.83	98.25	95.55	96.61	109100	96.610001
2016-12-30	96.76	97.15	95.04	96.83	195700	96.830002
2017-01-03	98.39	99.10	96.39	98.08	172400	98.080002
2017-01-04	98.69	103.12	98.69	102.93	498900	102.930000
2017-01-05	101.82	102.43	100.25	102.23	280100	102.230003
2017-01-06	102.69	102.69	99.22	99.60	169800	99.599998
2017-01-09	99.55	100.40	98.26	99.81	148200	99.809998
2017-01-10	99.74	102.73	99.74	100.94	222600	100.940002
2017-01-11	100.67	102.11	99.87	102.08	270200	102.080002
2017-01-12	101.87	103.13	99.08	103.02	294000	103.019997
2017-01-13	102.94	104.44	100.96	101.33	327900	101.330002
2017-01-17	101.53	105.32	101.01	101.67	368600	101.669998
2017-01-18	101.66	101.69	100.02	101.44	233000	101.440002
2017-01-19	100.98	102.32	99.02	99.52	254300	99.519997
2017-01-20	99.40	100.11	97.08	99.41	246500	99.410004

3 Modelling

3.1 Lasso, Elastic-Net and Ridge

Below I tried to model Lasso, Elastic-Net and also Ridge models.

# ----------- eval=FALSE --------------
#'@ pr <- glmPrice(mbase, fordate = xts::last(mbase$Date)+days(1))
timeID <- mbase$index
timeID0 <- timeID %>% xts::first() %m+% years(1)
timeID %<>% .[. > timeID0]
fit <- list()
prd <- list()
prc <- vector('list', length(timeID))

for(d in (1:length(timeID))) {
  for(i in 0:10) {
    smp <- mbase %>% dplyr::filter(index <= timeID[d])
    x <- as.matrix(smp[c('LAD.Open', 'LAD.High', 'LAD.Low')])
    y <- as.matrix(smp['LAD.Close'])
    #'@ y <- as.matrix(lead(smp$LAD.Close))
    fit[[i+1]] <- cv.glmnet(x = x, y = y, alpha = i/10, 
                            type.measure = 'mse', maxit = 100)
    prd[[i+1]] <- predict(fit[[i+1]], newx = tail(x, 1), n.ahead = 1, 
                          type='link', s='lambda.1se')
  }
  prc[[d]] <- prd %>% cbind %>% 
    data.frame(index = tail(smp$index, 1), alpha = 0:10) %>% 
    .[, 1:3] %>% 
    tbl_df %>% 
    unnest %>% 
    dplyr::rename(Price = '.')
}

dr <- dir('C:/Users/scibr/Documents/GitHub/englianhu/data (binary.com-interview-question excludes fx subfolder)', pattern = '[0-9]{8}')
md <- llply(dr, function(x) {
    pth <- paste0('C:/Users/scibr/Documents/GitHub/englianhu/data (binary.com-interview-question excludes fx subfolder)/', x, '/fitgaum.best.rds')
    readRDS(pth) %>% 
      head(1)
  })
names(md) <- dr

#'@ md$`20160201`[[1]]$yhat[[1]] %>% tail

3.2 Auto ARIMA

Transforming subsets of data in R with by, ddply and data.table compares the efficiency of transform dataset.

Here I try to use auto.arima to compare with the models states at previous section.

tmID <- mbase$index
tmID %<>% .[. > ymd('2015-01-02')]

at.ar <- llply(tmID, function(dt) {
  smp <- mbase[c('index', 'LAD.Close')] %>% 
    dplyr::filter((index < dt) & (index >= dt %m-% years(1)))
  dat <- smp %>% 
    tk_xts %>% 
    auto.arima %>% 
    forecast(h=1)
  data.frame(index = xts::last(smp$index), Price.T1 = dat)
  }) %>% 
  bind_rows %>% 
  tbl_df

4 MSE

Here I compare the Lasso/Elastic-net/Ridge models with Auto.Arima model.

dr <- dir('C:/Users/scibr/Documents/GitHub/englianhu/data (binary.com-interview-question excludes fx subfolder)', pattern = '[0-9]{8}')
comp <- llply(dr, function(x) {
    pth <- paste0('C:/Users/scibr/Documents/GitHub/englianhu/data (binary.com-interview-question excludes fx subfolder)/', x, '/fitgaum.mse1.rds')
    readRDS(pth) %>% 
      head(1) %>% 
      dplyr::rename(Submodel = model, Model = .id)
  })
names(comp) <- dr

comp %<>% 
    ldply %>% 
    tbl_df %>% 
    dplyr::rename(index = .id, MSE.1 = mse) %>% 
    mutate(index = ymd(index), 
           Model = factor(Model), 
           Submodel = factor(Submodel))
comp %>% 
  kable(caption = 'MSE of daily Opened and Closed Transaction Orders') %>% 
  kable_styling(bootstrap_options = c('striped', 'hover', 'condensed', 'responsive')) %>%
  scroll_box(width = '100%', height = '400px')

MSE of daily Opened and Closed Transaction Orders

index	Model	Submodel	MSE.1
2015-01-02	fitgaum119	mse9	0.1209190
2015-01-05	fitgaum135	mse9	0.1211786
2015-01-06	fitgaum132	mse3	0.1210193
2015-01-07	fitgaum81	mse8	0.1221952
2015-01-08	fitgaum144	mse3	0.1220447
2015-01-09	fitgaum27	mse3	0.1210785
2015-01-12	fitgaum129	mse3	0.1211022
2015-01-13	fitgaum17	mse3	0.1214222
2015-01-14	fitgaum18	mse3	0.1215031
2015-01-15	fitgaum18	mse3	0.1208796
2015-01-16	fitgaum60	mse4	0.1211438
2015-01-20	fitgaum137	mse3	0.1198478
2015-01-21	fitgaum81	mse2	0.1189178
2015-01-22	fitgaum81	mse7	0.1171637
2015-01-23	fitgaum89	mse5	0.1164781
2015-01-26	fitgaum58	mse6	0.1152910
2015-01-27	fitgaum91	mse3	0.1153399
2015-01-28	fitgaum83	mse6	0.1136974
2015-01-29	fitgaum163	mse1	0.1119230
2015-01-30	fitgaum116	mse6	0.1100246
2015-02-02	fitgaum158	mse6	0.1073602
2015-02-03	fitgaum156	mse1	0.1073871
2015-02-04	fitgaum162	mse8	0.1053839
2015-02-05	fitgaum123	mse4	0.1032025
2015-02-06	fitgaum119	mse5	0.1012854
2015-02-09	fitgaum116	mse1	0.0988338
2015-02-10	fitgaum121	mse1	0.0988094
2015-02-11	fitgaum113	mse1	0.0975750
2015-02-12	fitgaum81	mse6	0.0960147
2015-02-13	fitgaum114	mse1	0.0947403
2015-02-17	fitgaum142	mse0	0.0914076
2015-02-18	fitgaum139	mse0	0.0913274
2015-02-19	fitgaum138	mse0	0.0901191
2015-02-20	fitgaum144	mse0	0.0889476
2015-02-23	fitgaum138	mse0	0.0872154
2015-02-24	fitgaum142	mse0	0.0872220
2015-02-25	fitgaum60	mse4	0.0861606
2015-02-26	fitgaum123	mse3	0.0841302
2015-02-27	fitgaum18	mse3	0.0852212
2015-03-02	fitgaum114	mse3	0.0822910
2015-03-03	fitgaum92	mse5	0.0840945
2015-03-04	fitgaum122	mse3	0.0820631
2015-03-05	fitgaum124	mse3	0.0816598
2015-03-06	fitgaum121	mse3	0.0812506
2015-03-09	fitgaum113	mse3	0.0803537
2015-03-10	fitgaum160	mse7	0.0802821
2015-03-11	fitgaum113	mse3	0.0798891
2015-03-12	fitgaum115	mse3	0.0793512
2015-03-13	fitgaum156	mse7	0.0789840
2015-03-16	fitgaum113	mse3	0.0776670
2015-03-17	fitgaum113	mse3	0.0779639
2015-03-18	fitgaum113	mse3	0.0777045
2015-03-19	fitgaum60	mse6	0.0774721
2015-03-20	fitgaum113	mse3	0.0773862
2015-03-23	fitgaum113	mse3	0.0767686
2015-03-24	fitgaum113	mse3	0.0774210
2015-03-25	fitgaum113	mse3	0.0775515
2015-03-26	fitgaum49	mse4	0.0766174
2015-03-27	fitgaum62	mse7	0.0762539
2015-03-30	fitgaum113	mse3	0.0747857
2015-03-31	fitgaum143	mse2	0.0753576
2015-04-01	fitgaum113	mse3	0.0755640
2015-04-02	fitgaum137	mse6	0.0754077
2015-04-06	fitgaum114	mse3	0.0747533
2015-04-07	fitgaum50	mse5	0.0753617
2015-04-08	fitgaum113	mse3	0.0751850
2015-04-09	fitgaum113	mse3	0.0752648
2015-04-10	fitgaum113	mse3	0.0754255
2015-04-13	fitgaum114	mse3	0.0741691
2015-04-14	fitgaum64	mse5	0.0749207
2015-04-15	fitgaum139	mse4	0.0746040
2015-04-16	fitgaum57	mse5	0.0744961
2015-04-17	fitgaum49	mse5	0.0745366
2015-04-20	fitgaum49	mse5	0.0745927
2015-04-21	fitgaum50	mse4	0.0757569
2015-04-22	fitgaum57	mse5	0.0758553
2015-04-23	fitgaum113	mse3	0.0761486
2015-04-24	fitgaum113	mse3	0.0768543
2015-04-27	fitgaum52	mse4	0.0771516
2015-04-28	fitgaum113	mse3	0.0787317
2015-04-29	fitgaum117	mse3	0.0792935
2015-04-30	fitgaum51	mse5	0.0796067
2015-05-01	fitgaum113	mse3	0.0800092
2015-05-04	fitgaum113	mse3	0.0806916
2015-05-05	fitgaum113	mse3	0.0817427
2015-05-06	fitgaum113	mse3	0.0824758
2015-05-07	fitgaum113	mse3	0.0828914
2015-05-08	fitgaum113	mse3	0.0835905
2015-05-11	fitgaum113	mse3	0.0837191
2015-05-12	fitgaum117	mse3	0.0847483
2015-05-13	fitgaum121	mse3	0.0854122
2015-05-14	fitgaum122	mse3	0.0858775
2015-05-15	fitgaum121	mse3	0.0862396
2015-05-18	fitgaum51	mse2	0.0868365
2015-05-19	fitgaum60	mse2	0.0874652
2015-05-20	fitgaum168	mse3	0.0883690
2015-05-21	fitgaum50	mse6	0.0895255
2015-05-22	fitgaum52	mse3	0.0899108
2015-05-26	fitgaum52	mse3	0.0911860
2015-05-27	fitgaum58	mse3	0.0916631
2015-05-28	fitgaum52	mse6	0.0929205
2015-05-29	fitgaum50	mse6	0.0940611
2015-06-01	fitgaum123	mse3	0.0943187
2015-06-02	fitgaum51	mse6	0.0954689
2015-06-03	fitgaum59	mse6	0.0965249
2015-06-04	fitgaum49	mse4	0.0978404
2015-06-05	fitgaum51	mse1	0.0997959
2015-06-08	fitgaum51	mse1	0.1013800
2015-06-09	fitgaum17	mse3	0.1036305
2015-06-10	fitgaum49	mse5	0.1049713
2015-06-11	fitgaum18	mse3	0.1070685
2015-06-12	fitgaum18	mse3	0.1087702
2015-06-15	fitgaum137	mse0	0.1105771
2015-06-16	fitgaum20	mse3	0.1114623
2015-06-17	fitgaum138	mse5	0.1134766
2015-06-18	fitgaum55	mse9	0.1146694
2015-06-19	fitgaum56	mse9	0.1167816
2015-06-22	fitgaum58	mse7	0.1196054
2015-06-23	fitgaum52	mse7	0.1211968
2015-06-24	fitgaum50	mse9	0.1243379
2015-06-25	fitgaum17	mse3	0.1272084
2015-06-26	fitgaum142	mse6	0.1294919
2015-06-29	fitgaum23	mse9	0.1319077
2015-06-30	fitgaum18	mse9	0.1337211
2015-07-01	fitgaum18	mse9	0.1358742
2015-07-02	fitgaum113	mse9	0.1372461
2015-07-06	fitgaum60	mse6	0.1391908
2015-07-07	fitgaum113	mse9	0.1414560
2015-07-08	fitgaum114	mse9	0.1430900
2015-07-09	fitgaum114	mse9	0.1446285
2015-07-10	fitgaum114	mse9	0.1462161
2015-07-13	fitgaum113	mse9	0.1486408
2015-07-14	fitgaum114	mse9	0.1504775
2015-07-15	fitgaum114	mse7	0.1526457
2015-07-16	fitgaum114	mse9	0.1551861
2015-07-17	fitgaum115	mse5	0.1577622
2015-07-20	fitgaum113	mse9	0.1611947
2015-07-21	fitgaum124	mse5	0.1625132
2015-07-22	fitgaum114	mse9	0.1649670
2015-07-23	fitgaum64	mse9	0.1668021
2015-07-24	fitgaum156	mse3	0.1699530
2015-07-27	fitgaum113	mse9	0.1724860
2015-07-28	fitgaum114	mse5	0.1734415
2015-07-29	fitgaum121	mse5	0.1750078
2015-07-30	fitgaum114	mse9	0.1775716
2015-07-31	fitgaum121	mse4	0.1795382
2015-08-03	fitgaum26	mse7	0.1834444
2015-08-04	fitgaum114	mse4	0.1847458
2015-08-05	fitgaum143	mse3	0.1880207
2015-08-06	fitgaum114	mse9	0.1916519
2015-08-07	fitgaum114	mse9	0.1943381
2015-08-10	fitgaum162	mse3	0.1969528
2015-08-11	fitgaum114	mse9	0.1988135
2015-08-12	fitgaum115	mse2	0.2006843
2015-08-13	fitgaum141	mse3	0.2020915
2015-08-14	fitgaum114	mse9	0.2047779
2015-08-17	fitgaum83	mse5	0.2064052
2015-08-18	fitgaum114	mse9	0.2086666
2015-08-19	fitgaum114	mse9	0.2104102
2015-08-20	fitgaum166	mse3	0.2108402
2015-08-21	fitgaum94	mse9	0.2112757
2015-08-24	fitgaum114	mse9	0.2132695
2015-08-25	fitgaum114	mse9	0.2126270
2015-08-26	fitgaum114	mse9	0.2128817
2015-08-27	fitgaum114	mse9	0.2134259
2015-08-28	fitgaum114	mse9	0.2137637
2015-08-31	fitgaum114	mse9	0.2148958
2015-09-01	fitgaum114	mse9	0.2147079
2015-09-02	fitgaum114	mse9	0.2142348
2015-09-03	fitgaum114	mse9	0.2148927
2015-09-04	fitgaum86	mse9	0.2146575
2015-09-08	fitgaum89	mse9	0.2159331
2015-09-09	fitgaum81	mse8	0.2173357
2015-09-10	fitgaum114	mse9	0.2185096
2015-09-11	fitgaum122	mse5	0.2177193
2015-09-14	fitgaum93	mse9	0.2190768
2015-09-15	fitgaum120	mse5	0.2188421
2015-09-16	fitgaum123	mse5	0.2187351
2015-09-17	fitgaum114	mse9	0.2202814
2015-09-18	fitgaum124	mse5	0.2202435
2015-09-21	fitgaum124	mse4	0.2214911
2015-09-22	fitgaum114	mse9	0.2224648
2015-09-23	fitgaum124	mse5	0.2221202
2015-09-24	fitgaum116	mse4	0.2216340
2015-09-25	fitgaum114	mse5	0.2206930
2015-09-28	fitgaum114	mse9	0.2197817
2015-09-29	fitgaum114	mse9	0.2191847
2015-09-30	fitgaum114	mse9	0.2180212
2015-10-01	fitgaum114	mse9	0.2168845
2015-10-02	fitgaum114	mse9	0.2153931
2015-10-05	fitgaum86	mse9	0.2151181
2015-10-06	fitgaum81	mse9	0.2153691
2015-10-07	fitgaum89	mse9	0.2151905
2015-10-08	fitgaum85	mse9	0.2148003
2015-10-09	fitgaum81	mse9	0.2140813
2015-10-12	fitgaum82	mse9	0.2130867
2015-10-13	fitgaum81	mse9	0.2126199
2015-10-14	fitgaum114	mse9	0.2089023
2015-10-15	fitgaum114	mse9	0.2051273
2015-10-16	fitgaum83	mse7	0.2020542
2015-10-19	fitgaum114	mse9	0.1970572
2015-10-20	fitgaum114	mse9	0.1965054
2015-10-21	fitgaum113	mse3	0.1921715
2015-10-22	fitgaum114	mse9	0.1904317
2015-10-23	fitgaum114	mse9	0.1876195
2015-10-26	fitgaum113	mse9	0.1840481
2015-10-27	fitgaum114	mse9	0.1846125
2015-10-28	fitgaum114	mse9	0.1824523
2015-10-29	fitgaum114	mse9	0.1811565
2015-10-30	fitgaum116	mse9	0.1795170
2015-11-02	fitgaum84	mse3	0.1776463
2015-11-03	fitgaum123	mse3	0.1784883
2015-11-04	fitgaum117	mse9	0.1762543
2015-11-05	fitgaum90	mse3	0.1769577
2015-11-06	fitgaum157	mse0	0.1758716
2015-11-09	fitgaum82	mse6	0.1703168
2015-11-10	fitgaum81	mse6	0.1710638
2015-11-11	fitgaum89	mse6	0.1706349
2015-11-12	fitgaum81	mse6	0.1704736
2015-11-13	fitgaum81	mse7	0.1695723
2015-11-16	fitgaum89	mse3	0.1651236
2015-11-17	fitgaum81	mse3	0.1648153
2015-11-18	fitgaum91	mse3	0.1633914
2015-11-19	fitgaum83	mse3	0.1621822
2015-11-20	fitgaum84	mse1	0.1577741
2015-11-23	fitgaum115	mse2	0.1547910
2015-11-24	fitgaum116	mse6	0.1553029
2015-11-25	fitgaum123	mse6	0.1537816
2015-11-27	fitgaum82	mse5	0.1493992
2015-11-30	fitgaum83	mse5	0.1484285
2015-12-01	fitgaum89	mse5	0.1492619
2015-12-02	fitgaum81	mse5	0.1480499
2015-12-03	fitgaum81	mse5	0.1465287
2015-12-04	fitgaum19	mse5	0.1439065
2015-12-07	fitgaum90	mse3	0.1415276
2015-12-08	fitgaum90	mse3	0.1420521
2015-12-09	fitgaum92	mse3	0.1411238
2015-12-10	fitgaum116	mse5	0.1404722
2015-12-11	fitgaum118	mse5	0.1394752
2015-12-14	fitgaum91	mse2	0.1360186
2015-12-15	fitgaum83	mse2	0.1366761
2015-12-16	fitgaum89	mse1	0.1342911
2015-12-17	fitgaum81	mse1	0.1332718
2015-12-18	fitgaum89	mse1	0.1312148
2015-12-21	fitgaum82	mse1	0.1289064
2015-12-22	fitgaum81	mse1	0.1285072
2015-12-23	fitgaum144	mse4	0.1276530
2015-12-24	fitgaum81	mse10	0.1265958
2015-12-28	fitgaum81	mse10	0.1248475
2015-12-29	fitgaum81	mse10	0.1243815
2015-12-30	fitgaum81	mse10	0.1231965
2015-12-31	fitgaum81	mse10	0.1219826
2016-01-04	fitgaum81	mse10	0.1196001
2016-01-05	fitgaum81	mse10	0.1191426
2016-01-06	fitgaum114	mse3	0.1164132
2016-01-07	fitgaum83	mse4	0.1155820
2016-01-08	fitgaum138	mse9	0.1152799
2016-01-11	fitgaum138	mse9	0.1142241
2016-01-12	fitgaum144	mse9	0.1151149
2016-01-13	fitgaum138	mse9	0.1150162
2016-01-14	fitgaum140	mse9	0.1155556
2016-01-15	fitgaum82	mse4	0.1167502
2016-01-19	fitgaum141	mse9	0.1149161
2016-01-20	fitgaum130	mse3	0.1182456
2016-01-21	fitgaum115	mse3	0.1199601
2016-01-22	fitgaum130	mse3	0.1209988
2016-01-25	fitgaum129	mse3	0.1214849
2016-01-26	fitgaum130	mse3	0.1244510
2016-01-27	fitgaum130	mse3	0.1264918
2016-01-28	fitgaum130	mse3	0.1285339
2016-01-29	fitgaum130	mse3	0.1305021
2016-02-01	fitgaum138	mse5	0.1322948
2016-02-02	fitgaum129	mse3	0.1356146
2016-02-03	fitgaum130	mse3	0.1376621
2016-02-04	fitgaum163	mse5	0.1396683
2016-02-05	fitgaum130	mse3	0.1430883
2016-02-08	fitgaum143	mse6	0.1431407
2016-02-09	fitgaum130	mse3	0.1483041
2016-02-10	fitgaum129	mse3	0.1513636
2016-02-11	fitgaum83	mse4	0.1528827
2016-02-12	fitgaum115	mse1	0.1547391
2016-02-16	fitgaum161	mse2	0.1548045
2016-02-17	fitgaum125	mse1	0.1570922
2016-02-18	fitgaum114	mse5	0.1575015
2016-02-19	fitgaum113	mse5	0.1577430
2016-02-22	fitgaum114	mse1	0.1579477
2016-02-23	fitgaum123	mse1	0.1583636
2016-02-24	fitgaum115	mse1	0.1586808
2016-02-25	fitgaum162	mse1	0.1593013
2016-02-26	fitgaum60	mse1	0.1589498
2016-02-29	fitgaum52	mse1	0.1589832
2016-03-01	fitgaum113	mse1	0.1593017
2016-03-02	fitgaum81	mse2	0.1590951
2016-03-03	fitgaum115	mse1	0.1593068
2016-03-04	fitgaum114	mse5	0.1589934
2016-03-07	fitgaum113	mse5	0.1584592
2016-03-08	fitgaum52	mse1	0.1581870
2016-03-09	fitgaum90	mse2	0.1576729
2016-03-10	fitgaum57	mse1	0.1576312
2016-03-11	fitgaum51	mse1	0.1572199
2016-03-14	fitgaum49	mse10	0.1562374
2016-03-15	fitgaum49	mse10	0.1562586
2016-03-16	fitgaum52	mse1	0.1563960
2016-03-17	fitgaum49	mse10	0.1569182
2016-03-18	fitgaum49	mse10	0.1574786
2016-03-21	fitgaum51	mse1	0.1580806
2016-03-22	fitgaum50	mse1	0.1581973
2016-03-23	fitgaum59	mse1	0.1584354
2016-03-24	fitgaum154	mse1	0.1590457
2016-03-28	fitgaum140	mse1	0.1612527
2016-03-29	fitgaum143	mse1	0.1613850
2016-03-30	fitgaum143	mse1	0.1614420
2016-03-31	fitgaum166	mse1	0.1624269
2016-04-01	fitgaum154	mse7	0.1642646
2016-04-04	fitgaum164	mse7	0.1656274
2016-04-05	fitgaum162	mse7	0.1666402
2016-04-06	fitgaum161	mse7	0.1676289
2016-04-07	fitgaum140	mse7	0.1699000
2016-04-08	fitgaum89	mse6	0.1724016
2016-04-11	fitgaum137	mse3	0.1752415
2016-04-12	fitgaum52	mse4	0.1766413
2016-04-13	fitgaum157	mse3	0.1775450
2016-04-14	fitgaum154	mse3	0.1783799
2016-04-15	fitgaum123	mse1	0.1797900
2016-04-18	fitgaum121	mse1	0.1818299
2016-04-19	fitgaum116	mse1	0.1818988
2016-04-20	fitgaum126	mse5	0.1821927
2016-04-21	fitgaum114	mse4	0.1828642
2016-04-22	fitgaum49	mse7	0.1850113
2016-04-25	fitgaum51	mse7	0.1887002
2016-04-26	fitgaum50	mse7	0.1898344
2016-04-27	fitgaum124	mse4	0.1905087
2016-04-28	fitgaum58	mse7	0.1905404
2016-04-29	fitgaum50	mse7	0.1920681
2016-05-02	fitgaum18	mse2	0.1945032
2016-05-03	fitgaum58	mse7	0.1957542
2016-05-04	fitgaum114	mse2	0.2000469
2016-05-05	fitgaum52	mse7	0.1976771
2016-05-06	fitgaum114	mse2	0.2032313
2016-05-09	fitgaum115	mse2	0.2057934
2016-05-10	fitgaum122	mse2	0.2063829
2016-05-11	fitgaum92	mse5	0.2078256
2016-05-12	fitgaum81	mse8	0.2097015
2016-05-13	fitgaum114	mse2	0.2109020
2016-05-16	fitgaum155	mse5	0.2143368
2016-05-17	fitgaum156	mse5	0.2152263
2016-05-18	fitgaum154	mse5	0.2162347
2016-05-19	fitgaum58	mse5	0.2185414
2016-05-20	fitgaum60	mse5	0.2200555
2016-05-23	fitgaum154	mse2	0.2240269
2016-05-24	fitgaum89	mse8	0.2259382
2016-05-25	fitgaum161	mse5	0.2267478
2016-05-26	fitgaum157	mse8	0.2278517
2016-05-27	fitgaum166	mse4	0.2293330
2016-05-31	fitgaum90	mse8	0.2326478
2016-06-01	fitgaum89	mse8	0.2328824
2016-06-02	fitgaum168	mse4	0.2336821
2016-06-03	fitgaum123	mse3	0.2360395
2016-06-06	fitgaum157	mse1	0.2393847
2016-06-07	fitgaum162	mse8	0.2396778
2016-06-08	fitgaum91	mse8	0.2397521
2016-06-09	fitgaum93	mse8	0.2408031
2016-06-10	fitgaum89	mse8	0.2423876
2016-06-13	fitgaum26	mse7	0.2456362
2016-06-14	fitgaum92	mse1	0.2484945
2016-06-15	fitgaum91	mse2	0.2506727
2016-06-16	fitgaum129	mse9	0.2534984
2016-06-17	fitgaum162	mse1	0.2536520
2016-06-20	fitgaum113	mse9	0.2568161
2016-06-21	fitgaum162	mse6	0.2589632
2016-06-22	fitgaum119	mse9	0.2599618
2016-06-23	fitgaum91	mse5	0.2602789
2016-06-24	fitgaum90	mse6	0.2627300
2016-06-27	fitgaum161	mse6	0.2657890
2016-06-28	fitgaum162	mse6	0.2675685
2016-06-29	fitgaum161	mse6	0.2691120
2016-06-30	fitgaum89	mse4	0.2691381
2016-07-01	fitgaum114	mse9	0.2758437
2016-07-05	fitgaum81	mse1	0.2766562
2016-07-06	fitgaum89	mse3	0.2793590
2016-07-07	fitgaum114	mse9	0.2815173
2016-07-08	fitgaum89	mse3	0.2810469
2016-07-11	fitgaum89	mse5	0.2835869
2016-07-12	fitgaum89	mse1	0.2843846
2016-07-13	fitgaum114	mse9	0.2855312
2016-07-14	fitgaum90	mse5	0.2821484
2016-07-15	fitgaum82	mse1	0.2825426
2016-07-18	fitgaum113	mse9	0.2842093
2016-07-19	fitgaum91	mse5	0.2807083
2016-07-20	fitgaum114	mse9	0.2837991
2016-07-21	fitgaum114	mse9	0.2829237
2016-07-22	fitgaum83	mse7	0.2825330
2016-07-25	fitgaum81	mse7	0.2795118
2016-07-26	fitgaum82	mse7	0.2788079
2016-07-27	fitgaum82	mse7	0.2781750
2016-07-28	fitgaum82	mse7	0.2769627
2016-07-29	fitgaum92	mse7	0.2768875
2016-08-01	fitgaum90	mse3	0.2754045
2016-08-02	fitgaum89	mse7	0.2747064
2016-08-03	fitgaum165	mse6	0.2729870
2016-08-04	fitgaum89	mse8	0.2665150
2016-08-05	fitgaum165	mse6	0.2705700
2016-08-08	fitgaum89	mse5	0.2637428
2016-08-09	fitgaum82	mse5	0.2628776
2016-08-10	fitgaum114	mse9	0.2658035
2016-08-11	fitgaum84	mse7	0.2642266
2016-08-12	fitgaum114	mse9	0.2626688
2016-08-15	fitgaum84	mse7	0.2597107
2016-08-16	fitgaum81	mse7	0.2589941
2016-08-17	fitgaum82	mse7	0.2583330
2016-08-18	fitgaum163	mse6	0.2571486
2016-08-19	fitgaum114	mse9	0.2559362
2016-08-22	fitgaum114	mse9	0.2556599
2016-08-23	fitgaum84	mse4	0.2512783
2016-08-24	fitgaum84	mse5	0.2512581
2016-08-25	fitgaum90	mse5	0.2514537
2016-08-26	fitgaum164	mse6	0.2544242
2016-08-29	fitgaum83	mse2	0.2548703
2016-08-30	fitgaum81	mse7	0.2544591
2016-08-31	fitgaum83	mse3	0.2540633
2016-09-01	fitgaum82	mse7	0.2540134
2016-09-02	fitgaum91	mse2	0.2533774
2016-09-06	fitgaum87	mse8	0.2477668
2016-09-07	fitgaum81	mse10	0.2532363
2016-09-08	fitgaum84	mse8	0.2464441
2016-09-09	fitgaum82	mse10	0.2513784
2016-09-12	fitgaum82	mse8	0.2446183
2016-09-13	fitgaum88	mse8	0.2440499
2016-09-14	fitgaum81	mse8	0.2424814
2016-09-15	fitgaum85	mse8	0.2418414
2016-09-16	fitgaum96	mse8	0.2408749
2016-09-19	fitgaum82	mse8	0.2374144
2016-09-20	fitgaum89	mse8	0.2367144
2016-09-21	fitgaum89	mse8	0.2356646
2016-09-22	fitgaum82	mse8	0.2336892
2016-09-23	fitgaum82	mse8	0.2321993
2016-09-26	fitgaum81	mse8	0.2299242
2016-09-27	fitgaum82	mse8	0.2290952
2016-09-28	fitgaum83	mse8	0.2282061
2016-09-29	fitgaum83	mse8	0.2268624
2016-09-30	fitgaum91	mse8	0.2260726
2016-10-03	fitgaum89	mse8	0.2245621
2016-10-04	fitgaum90	mse5	0.2259803
2016-10-05	fitgaum127	mse9	0.2268765
2016-10-06	fitgaum90	mse5	0.2241272
2016-10-07	fitgaum81	mse8	0.2197784
2016-10-10	fitgaum89	mse8	0.2175398
2016-10-11	fitgaum115	mse9	0.2205284
2016-10-12	fitgaum84	mse2	0.2191900
2016-10-13	fitgaum83	mse8	0.2151455
2016-10-14	fitgaum83	mse8	0.2143106
2016-10-17	fitgaum90	mse4	0.2146142
2016-10-18	fitgaum82	mse10	0.2166114
2016-10-19	fitgaum81	mse10	0.2158022
2016-10-20	fitgaum92	mse1	0.2140234
2016-10-21	fitgaum83	mse8	0.2087872
2016-10-24	fitgaum82	mse8	0.2064661
2016-10-25	fitgaum93	mse8	0.2056606
2016-10-26	fitgaum83	mse8	0.2050264
2016-10-27	fitgaum83	mse8	0.2021974
2016-10-28	fitgaum84	mse8	0.2001570
2016-10-31	fitgaum81	mse7	0.1978137
2016-11-01	fitgaum89	mse7	0.1970573
2016-11-02	fitgaum89	mse1	0.1959990
2016-11-03	fitgaum91	mse2	0.1944206
2016-11-04	fitgaum130	mse9	0.1918195
2016-11-07	fitgaum122	mse3	0.1815324
2016-11-08	fitgaum114	mse3	0.1809754
2016-11-09	fitgaum115	mse3	0.1807907
2016-11-10	fitgaum92	mse8	0.1751468
2016-11-11	fitgaum116	mse6	0.1734189
2016-11-14	fitgaum91	mse8	0.1636255
2016-11-15	fitgaum82	mse8	0.1630186
2016-11-16	fitgaum84	mse8	0.1628800
2016-11-17	fitgaum82	mse8	0.1607079
2016-11-18	fitgaum84	mse8	0.1578716
2016-11-21	fitgaum113	mse1	0.1472087
2016-11-22	fitgaum121	mse1	0.1466759
2016-11-23	fitgaum123	mse1	0.1464427
2016-11-25	fitgaum81	mse6	0.1367576
2016-11-28	fitgaum81	mse7	0.1267910
2016-11-29	fitgaum82	mse10	0.1264417
2016-11-30	fitgaum82	mse10	0.1260619
2016-12-01	fitgaum84	mse2	0.1198608
2016-12-02	fitgaum82	mse10	0.1143349
2016-12-05	fitgaum81	mse6	0.0979460
2016-12-06	fitgaum92	mse5	0.0974121
2016-12-07	fitgaum81	mse5	0.0973564
2016-12-08	fitgaum81	mse5	0.0930573
2016-12-09	fitgaum113	mse5	0.0883591
2016-12-12	fitgaum90	mse2	0.0743854
2016-12-13	fitgaum113	mse4	0.0757778
2016-12-14	fitgaum84	mse2	0.0750926
2016-12-15	fitgaum121	mse9	0.0740651
2016-12-16	fitgaum84	mse4	0.0706761
2016-12-19	fitgaum81	mse2	0.0648219
2016-12-20	fitgaum17	mse1	0.0645995
2016-12-21	fitgaum82	mse3	0.0656319
2016-12-22	fitgaum81	mse3	0.0649639
2016-12-23	fitgaum81	mse2	0.0639895
2016-12-27	fitgaum83	mse2	0.0605525
2016-12-28	fitgaum115	mse2	0.0607747
2016-12-29	fitgaum82	mse4	0.0595046
2016-12-30	fitgaum84	mse2	0.0576532
2017-01-03	fitgaum121	mse1	0.0546345
2017-01-04	fitgaum81	mse3	0.0545301
2017-01-05	fitgaum84	mse4	0.0540149
2017-01-06	fitgaum92	mse3	0.0543259
2017-01-09	fitgaum154	mse8	0.0557101
2017-01-10	fitgaum155	mse8	0.0561525
2017-01-11	fitgaum157	mse8	0.0570077
2017-01-12	fitgaum153	mse8	0.0578692
2017-01-13	fitgaum81	mse1	0.0587257
2017-01-17	fitgaum89	mse1	0.0598173
2017-01-18	fitgaum83	mse1	0.0608535
2017-01-19	fitgaum82	mse1	0.0615109
2017-01-20	fitgaum83	mse1	0.0617604

comp2 <- join_all(list(mbase[c('index', 'LAD.Close')], 
                      at.ar[c('index', 'Price.T1.Point.Forecast')], 
                      comp)) %>% 
  na.omit %>% 
  tbl_df

## Joining by: index
## Joining by: index

## MSE
comp2 %>% mutate(
    MSE.AR = mean((Price.T1.Point.Forecast - LAD.Close)^2), 
    MSE.Lasso = mean(MSE.1)) %>% 
  dplyr::select(MSE.AR, MSE.Lasso) %>% 
  unique %>% 
  kable(caption = 'MSE of daily Opened and Closed Transaction Orders') %>% 
  kable_styling(bootstrap_options = c('striped', 'hover', 'condensed', 'responsive'))

MSE of daily Opened and Closed Transaction Orders

MSE.AR	MSE.Lasso
0.0463261	0.1631293

5 Conclusion

From above table, we know that MSE.AR model is better model.

6 Appendix

6.1 Documenting File Creation

It’s useful to record some information about how your file was created.

• File creation date: 2018-10-20
• File latest updated date: 2018-10-31
• R version 3.5.1 (2018-07-02)
• R version (short form): 3.5.1
• rmarkdown package version: 1.10.14
• File version: 1.0.1
• Author Profile: ®γσ, Eng Lian Hu
• GitHub: Source Code
• Additional session information:

Additional session information:

Category	session_info	Category	Sys.info
version	R version 3.5.1 (2018-07-02)	sysname	Windows
os	Windows 10 x64	release	10 x64
system	x86_64, mingw32	version	build 17134
ui	RTerm	nodename	RSTUDIO-SCIBROK
language	en	machine	x86-64
collate	Japanese_Japan.932	login	scibr
ctype	Japanese_Japan.932	user	scibr
tz	Asia/Tokyo	effective_user	scibr
date	2018-10-31	Current time	2018-10-31 22:10:19 JST

6.2 Reference

1. Stock Market Forecasting Using LASSO Linear Regression Model by Sanjiban Sekhar Roy, Dishant Mital, Avik Basu, Ajith Abraham (2015)
2. Using LASSO from lars (or glmnet) package in R for variable selection by Juancentro (2014)
3. Difference between glmnet() and cv.glmnet() in R? by Amrita Sawant (2015)
4. Testing Kelly Criterion and Optimal f in R by Roy Wei (2012)
5. Portfolio Optimization and Monte Carlo Simulation by Magnus Erik Hvass Pedersen (2014)
6. Glmnet Vignette by Trevor Hastie and Junyang Qian (2014)
7. lasso怎么用算法实现？ by shuaihuang (2010)
8. The Sparse Matrix and {glmnet} by Manuel Amunategui (2014)
9. Regularization and Variable Selection via the Elastic Net by Hui Zou and Trevor Hastie
10. LASSO, Ridge, and Elastic Net
11. 热门数据挖掘模型应用入门（一）: LASSO回归 by 侯澄钧 (2016)
12. The Lasso Page
13. Shrinkage Estimation of Linear Regression Models with GARCH Errors
14. Iteratively Reweighted Adaptive Lasso for Conditional Heteroscedastic Time Series with Applications to AR-ARCH Type Processes

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