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Thursday, May 21, 2020

Эффективность Использования Облачных Серверов и Оптимизация их Стоимости



Моя первая за последние 20+ лет публичная презентация на русском языке!

Friday, April 17, 2020

My Presentation For ICPE/WOSP-C 2020 Virtual Conference is Scheduled - "Performance Anomaly and Change Point Detection for Large-Scale System Management"


Postmortem Update:
The workshop went very well. See my video presentation here: https://youtu.be/yjdgZrTyVLU
And abstract was published at ACM digital library
________________________________________

10:35 Tuesday, April 21st, from 9:00 to 11:00 MDT
https://wosp-c.github.io/wosp-c-20/

Title: Performance Anomaly and Change Point Detection for Large-Scale System Management (invited presentation)


ABSTRACT
We begin by presenting a short overview of the classical Statistical Process Control based Anomaly Detection techniques and tools including Multivariate Adaptive Statistical Filtering,  Statistical Exception Detection System, Exception Value meta-metric based Change Point Detection, control chart, business driven massive prediction and methods of using them to manage large-scale systems (with real examples of applying that to large financial companies) such as on-prem servers fleet, or massive clouds. Then we will turn to the presentation of modern techniques of anomaly and normality detection, such as deep learning and entropy-based anomalous pattern detection (also successfully tested against a large amount of real performance data of a large bank). 

Igor Trubin's BIO (English and по Русски)



I. A. TRUBIN
PhD, IT Manager, Capital One Bank, USA;
Director, Computer Measurement Group, USA
E-mail: Igor@Trub.in

I.A. TRUBIN
                Igor Trubin has started in 1979 as an IBM/370 system engineer. In 1986 he got his PhD. in Robotics at St. Petersburg Technical University (Russia) and then worked as a professor teaching CAD/CAM, Robotics for about 12 years. He published 30 papers and made several presentations for conferences related to the Robotics and Artificial Intelligent fields. In 1999 he moved to the US and worked at Capital One bank as a Capacity Planner. His first www.CMG.org paper was written and presented in 2001. The next one, "Exception Detection System Based on MASF Technique," won a Best Paper award at CMG 2002 and was presented at UKCMG 2003 in Oxford, England. He made other tech. presentations at IBM z/Series Expo, Southern and Central Europe CMG and ran several workshops covering his original method of Anomaly and Change Point Detection (www.Perfomalist.com). He is an author of the online class “Performance Anomaly Detection” (https://cmg1.teachable.com). After working more than 2 years as the Capacity team lead for IBM, he had worked for SunTrust Bank for 3 years and then at IBM for 2+ years as Sr. IT Architect. Now he works for Capital One bank as IT Manager at the Cloud Engineering department and since 2015 he is a member of CMG.org Board of Directors. He runs his tech blog at www.Trub.in and YouTube channel https://www.youtube.com/iTrubin

И.А. Трубин

К.т.н, ИТ манаджер, банк Capital One, США

Член совета директоров некомерческой компании Computer Measurement Group, США

Ел.почта: Igor@Trub.in

                Он начал карьеру в 1979 году в качестве системного инженера IBM / 370. В 1986 году он получил кандидатскую степень в области робототехники в Санкт-Петербургском политехническом университете (Россия), а затем около 12 лет работал преподавателем кафедры Автоматы в области робототехники. Он опубликовал более 30 статей и сделал несколько презентаций для конференций, связанных с областями робототехники и искусственного интеллекта. В 1999 году он переехал в США и работал в банке Capital One в качестве планировщика производственных мощностей ИТ отдела. Его первая статья в www.CMG.org была написана и представлена ​​в 2001 году. Следующая, «Система обнаружения аномалей на основе технологии MASF», получила награду «Лучший доклад» на www.CMG.org 2002 и была представлена ​​на UKCMG 2003 в Оксфорде, Англия. Он выступил с докладами на IBM z / Series Expo, CMG.org в Южной и Центральной Европе в Канаде (ICPE/WOSP-C 2020)  и провел несколько семинаров и мастер классов, посвященных его оригинальному методу обнаружения аномалий и точек изменения. Автор идеи бесплатного профилера www.Perfomalist.com. Автор курса  «Обнаружение аномалий производительности» (https://cmg1.teachable.com ). Проработал 2 года руководителем группы Capacity Planning в IBM, работал в SunTrust Bank в течение 3 лет, а затем в IBM более 2 лет в качестве старшего ИТ-архитектора. Сейчас он работает в банке Capital One в качестве ИТ-менеджера в отделе облачной инженерии, а с 2015 года он является членом совета директоров www.CMG.org. Он ведет свой технический блог на www.Trub.in


Monday, February 17, 2020

#CMGImpact2020 conference was great!


Board Of Directors meeting

My presentation about optimizing our cloud

feedback from LinkedIn is HERE
and HERE

Me, Anoush, Chris, Elizabeth 

and Boris

Tuesday, February 4, 2020

Reporting By Exception

Reporting is an important part of System Management and should be done also by exception.

During one of my passed job interview, one manager showed me some monthly capacity management report that consisted of several hundreds pages mostly with pretty busy charts. It looked overwhelming. If the common interest is in to report of systems only if they have issues currently or, based on some modeling, will have them soon. Plus that is suppose to be a regularly updated web report. I got that job...

Another challenge is how to built charts for that type of report. There are two ways to do that:

1. OLTP: like modern portal does; by querying on a fly some PDB and using on-line graph generator.
2. Batch: during off hours some batch job should pre-build all charts and the web report should just have links to those gif files.

Almost all known (at least by me) modern capacity/availability management tools uses the 1st approach (Generating charts on a fly). I have to use that time by time and I HATE that as the time to build more or less detailed charts (e.g. couple of week history of a few metrics) could take minutes and minutes! Plus the input web form to choose metrics, time-frames, systems and other options is usually very complicated and requires long earning curve.

The second one (regularly updated pre-built set of charts) is the fastest way to get report , but that approach has the following problem.

In one my other past job we used that approach to pre-built charts almost for every systems (servers, DBs and so on) and only for few main metrics (as getting that for every metrics is impossible task!). As a result we often had problems with nightly jobs plus a few times our Capacity Management environment had our own Capacity problem (BTW I mentioned that challenge in my 2004 CMG paper about Disk Subsystem Capacity Management)

Finally, I have found the better solution, which is using 2nd approach but on exception basis (Using SEDS) That requires generating much less number of charts/reports over-nightly and more metrics could be represented.

The optimum is always between two extremes. Generating reports on a fly is still not a bad idea.
I guess that approach could be used to compile exception report like health check of particular application or server. The input web form should give you options to select from a few choses like server or application name (e.g. based on CMDB server-application mapping), plus based on exception database (e.g. with SEDS type of exceptions-issues), that list of servers/applications and metrics (subsystems) could be filtered-out, showing systems/subsystems that had exceptions (anomalies) only.

For instance, if core part of SEDS-lite application (check my previous post about SEDS-lite project) should be written on "R", the presentation layer could be just some .NET application to take pre-built charts like IT-control charts or other trend/run/forecast charts and published them on the web using some simple GUI to choose server or application names...

#SEDS-Lite goes online. New web app to catch perfomalies will be announced at #CMGIMPACT2020 "Meeting of the Minds: AI, ML, and DL"

The SEDS/SETDS method was developed long ago and was implemented as a products/reportings by different folks for different companies. All that is reported and discussed in this blog.

Several years ago I offered to community the way to develop an open-source based tool to use the method and published the following CMG paper about that:

SEDS-Lite: Using Open Source Tools (R, BIRT, MySQL) to Report and Analyze Performance Data 


Finally the group of my friends-developers has started implementing that as a web app. 
At the upcoming CMGIMPACT2020 conference they plan to announce the version v1.0 of the tool, which covers the following:

Functionality
1. VISUALIZATION. Weekly (Monthly in v2+) data profiling to visualize patterns, anomalies and short term seasonality via IT-Control Charts. (v1.0)
2. ANALYSIS. Anomalies and Change Points Detection in date-time stamped data. (v2+)
INPUTCSV file with timestamp data (time series observations of a dynamic object). The example of the input file can be downloaded form HERE.

Data granularity hourly (v1.0); minutely, daily (v2+)

OUTPUT:
- IT-Control Chart (see example below)  (v1.0)
- Data cube with  summarized data (168 rows/weekhours - v1.0)
- List of anomalies and change points (v2+)
Requirement: 
Input data should consist of at least 3 weeks of history as the method requires comparing the last 7 days of data (actual) with at least 2 weeks long learning/reference data set (baseline). The size of the history is limited by about 5 years. Unlimited size of input data will be implemented in v.2.

Additional resources:
How to read IT-Control Chart (on-line article)
- Online class "Performance Anomaly Detection"

Project contributors:
Anfisa Trubina
- Philip Trubin


If you are interested, please attend the following session (in person or streaming):


Time and Day: 5:15PM Monday, February 10


Monday, February 3, 2020

#XAI: my experience of arguing with #NeuralNet which I have built.

By reading the following paper I have learnt about XAI - eXplainable AI . Great idea, but very challenging.

Why asking an AI to explain itself can make things worse

That reading reminded me my personal interaction with AI. I  have shared my experience with building and applying Neural Network (NN) to recognize a different type of computer's workload, such as OLTP and others in my last year CMG Impact conference:

Catching Anomaly and Normality in Cloud by Neural Net and Entropy Calculation

I shared there the interesting observation that my NN model was not agreed with some of my labels in the training set:



What about you? Are you with me or with AI?





Sunday, February 2, 2020

#Python program to build IT-#ControlChart for www.CMG.org on-line class "Performance Anomaly Detection" (#CMGnews)

What is IT-Control Chart? 

How to read IT-Control Chart (on-line article)

In my online class (linked above) you can find explanation how to build this type of Control Charts using R, BIRT SQL and even just a spreadsheet. Now I am adding there an additional exercise about how to build that using Python.

The code is below:

import pandas as pd
import matplotlib.pyplot as plt
import matplotlib
import statistics as stat
import time
from datetime import datetime

start = time.time()
pd.set_option('display.max_columns', 100)

df = pd.read_csv('/home/ec2-user/environment/NAMEOFFILEHERE', index_col=0, parse_dates=True, header=None)
df.index = pd.to_datetime(df.index, errors='ignore')
df.index += pd.to_timedelta(df[1], unit='h')
df['week_day'] = df.index
df['week_day'] = df['week_day'].dt.dayofweek
df['week_hour'] = df.index.hour

j = 0
k = 0
for j in df['week_day']:
    k += 1
    if j == 6:
        break

i = 0
average_list = []
for i in range(168):
    average = df.resample('168H', base=i + (k - 1)).asfreq().bfill().mean()
    average_list.append(average[2])
    i += 1

std_dev = stat.stdev(average_list)
UCL = [x + std_dev for x in average_list]
LCL = [x - std_dev for x in average_list]
value = [x for x in df[2][-168:]]
week_d = [x for x in df['week_day'][-168:]]

df1 = pd.DataFrame(data=week_d)
df1['value'] = value
df1 = df1.sort_values(by=[0], ascending=True, kind='mergesort')
v1 = list(df1['value'][0:144])
v2 = list(df1['value'][144:169])
v3 = list(v2 + v1)

print(time.time() - start)

fig = plt.figure()
ax = plt.axes()
plt.plot(average_list, label='Average')
plt.plot(UCL, label='UCL')
plt.plot(LCL, label='LCL')
plt.plot(v3, label='Value', color='k')
ax.set(xlabel='Week Hours', ylabel='Value', title='Weekly performance chart')
ax.grid()
plt.legend()
plt.show()
fig.savefig('Plot')

INPUTCSV file with timestamp data (time series observations of a dynamic object) 

Requirement: 
Input data should consist of at least 3 weeks of history as the method requires comparing the last 7 days of data (actual) with at least 2 weeks long learning/reference data set (baseline). 

Data granularityhourly

Project Contributors:
Philip Trubin

Real Data Input example (with some anomalies - find them!):

7/2/2011,0,236274

7/2/2011,1,215359

7/2/2011,2,170011

7/2/2011,3,147487

7/2/2011,4,121084

7/2/2011,5,136020

7/2/2011,6,189700
7/2/2011,7,228583
7/2/2011,8,347453
7/2/2011,9,414155
7/2/2011,10,457458
7/2/2011,11,495242
7/2/2011,12,453131
7/2/2011,13,408085
7/2/2011,14,373257
7/2/2011,15,343477
7/2/2011,16,322669
7/2/2011,17,292909
7/2/2011,18,263687
7/2/2011,19,245790
7/2/2011,20,232283
7/2/2011,21,217625
7/2/2011,22,204756
7/2/2011,23,181162
7/3/2011,0,176436
7/3/2011,1,182406
7/3/2011,2,147018
7/3/2011,3,123865
7/3/2011,4,109693
7/3/2011,5,95760
7/3/2011,6,87702
7/3/2011,7,104948
7/3/2011,8,158494
7/3/2011,9,215676
7/3/2011,10,261784
7/3/2011,11,292384
7/3/2011,12,305834
7/3/2011,13,303057
7/3/2011,14,281982
7/3/2011,15,262277
7/3/2011,16,249154
7/3/2011,17,238406
7/3/2011,18,227125
7/3/2011,19,220714
7/3/2011,20,213530
7/3/2011,21,204178
7/3/2011,22,196790
7/3/2011,23,182526
7/4/2011,0,196202
7/4/2011,1,172209
7/4/2011,2,134825
7/4/2011,3,109645
7/4/2011,4,93404
7/4/2011,5,100247
7/4/2011,6,121180
7/4/2011,7,174944
7/4/2011,8,227506
7/4/2011,9,301132
7/4/2011,10,362816
7/4/2011,11,386195
7/4/2011,12,393362
7/4/2011,13,369729
7/4/2011,14,334953
7/4/2011,15,304147
7/4/2011,16,290952
7/4/2011,17,273861
7/4/2011,18,258680
7/4/2011,19,256868
7/4/2011,20,251926
7/4/2011,21,240483
7/4/2011,22,233947
7/4/2011,23,215188
7/5/2011,0,204744
7/5/2011,1,180852
7/5/2011,2,140052
7/5/2011,3,107279
7/5/2011,4,96609
7/5/2011,5,128636
7/5/2011,6,213678
7/5/2011,7,321314
7/5/2011,8,492115
7/5/2011,9,614931
7/5/2011,10,671388
7/5/2011,11,713293
7/5/2011,12,673945
7/5/2011,13,633352
7/5/2011,14,543563
7/5/2011,15,548667
7/5/2011,16,544380
7/5/2011,17,517645
7/5/2011,18,488814
7/5/2011,19,464351
7/5/2011,20,432792
7/5/2011,21,386765
7/5/2011,22,300229
7/5/2011,23,288898
7/6/2011,0,302997
7/6/2011,1,325454
7/6/2011,2,191158
7/6/2011,3,150090
7/6/2011,4,123467
7/6/2011,5,164964
7/6/2011,6,251043
7/6/2011,7,373991
7/6/2011,8,494016
7/6/2011,9,645233
7/6/2011,10,623496
7/6/2011,11,643339
7/6/2011,12,654124
7/6/2011,13,574419
7/6/2011,14,527124
7/6/2011,15,500807
7/6/2011,16,492555
7/6/2011,17,471795
7/6/2011,18,441779
7/6/2011,19,418441
7/6/2011,20,389628
7/6/2011,21,325325
7/6/2011,22,329815
7/6/2011,23,384277
7/7/2011,0,282377
7/7/2011,1,231127
7/7/2011,2,178641
7/7/2011,3,138091
7/7/2011,4,108072
7/7/2011,5,152101
7/7/2011,6,256383
7/7/2011,7,371560
7/7/2011,8,517412
7/7/2011,9,594557
7/7/2011,10,634668
7/7/2011,11,625657
7/7/2011,12,617950
7/7/2011,13,551033
7/7/2011,14,505200
7/7/2011,15,487201
7/7/2011,16,488535
7/7/2011,17,473922
7/7/2011,18,444115
7/7/2011,19,421506
7/7/2011,20,398926
7/7/2011,21,356832
7/7/2011,22,327934
7/7/2011,23,330521
7/8/2011,0,250918
7/8/2011,1,231082
7/8/2011,2,210586
7/8/2011,3,165018
7/8/2011,4,132290
7/8/2011,5,178257
7/8/2011,6,271813
7/8/2011,7,401643
7/8/2011,8,531506
7/8/2011,9,666072
7/8/2011,10,662439
7/8/2011,11,595545
7/8/2011,12,684340
7/8/2011,13,565814
7/8/2011,14,518600
7/8/2011,15,492592
7/8/2011,16,486388
7/8/2011,17,469233
7/8/2011,18,429798
7/8/2011,19,389113
7/8/2011,20,349400
7/8/2011,21,310016
7/8/2011,22,280399
7/8/2011,23,241865
7/9/2011,0,231308
7/9/2011,1,207186
7/9/2011,2,170746
7/9/2011,3,136559
7/9/2011,4,106963
7/9/2011,5,130312
7/9/2011,6,183899
7/9/2011,7,219573
7/9/2011,8,336262
7/9/2011,9,390148
7/9/2011,10,447867
7/9/2011,11,464399
7/9/2011,12,426269
7/9/2011,13,395823
7/9/2011,14,377374
7/9/2011,15,349734
7/9/2011,16,327048
7/9/2011,17,313865
7/9/2011,18,292739
7/9/2011,19,274715
7/9/2011,20,257026
7/9/2011,21,238622
7/9/2011,22,220233
7/9/2011,23,179980
7/10/2011,0,147203
7/10/2011,1,111892
7/10/2011,2,84060
7/10/2011,3,57898
7/10/2011,4,44035
7/10/2011,5,36059
7/10/2011,6,49512
7/10/2011,7,95848
7/10/2011,8,155721
7/10/2011,9,228228
7/10/2011,10,285545
7/10/2011,11,309933
7/10/2011,12,318698
7/10/2011,13,313947
7/10/2011,14,302073
7/10/2011,15,288939
7/10/2011,16,282140
7/10/2011,17,275836
7/10/2011,18,270937
7/10/2011,19,270707
7/10/2011,20,274519
7/10/2011,21,278195
7/10/2011,22,272684
7/10/2011,23,426815
7/11/2011,0,304381
7/11/2011,1,186166
7/11/2011,2,142649
7/11/2011,3,104711
7/11/2011,4,97987
7/11/2011,5,121898
7/11/2011,6,186577
7/11/2011,7,291348
7/11/2011,8,435377
7/11/2011,9,552656
7/11/2011,10,596704
7/11/2011,11,624739
7/11/2011,12,610168
7/11/2011,13,571738
7/11/2011,14,552393
7/11/2011,15,527844
7/11/2011,16,511908
7/11/2011,17,479943
7/11/2011,18,450240
7/11/2011,19,429908
7/11/2011,20,400182
7/11/2011,21,367341
7/11/2011,22,346587
7/11/2011,23,305728
7/12/2011,0,250948
7/12/2011,1,205612
7/12/2011,2,160735
7/12/2011,3,108461
7/12/2011,4,87269
7/12/2011,5,125339
7/12/2011,6,222153
7/12/2011,7,340917
7/12/2011,8,465321
7/12/2011,9,592088
7/12/2011,10,601358
7/12/2011,11,615333
7/12/2011,12,560490
7/12/2011,13,535492
7/12/2011,14,502187
7/12/2011,15,469304
7/12/2011,16,463702
7/12/2011,17,444736
7/12/2011,18,419590
7/12/2011,19,406488
7/12/2011,20,383933
7/12/2011,21,358634
7/12/2011,22,341880
7/12/2011,23,282369
7/13/2011,0,261984
7/13/2011,1,210893
7/13/2011,2,159956
7/13/2011,3,128582
7/13/2011,4,108094
7/13/2011,5,144337
7/13/2011,6,231274
7/13/2011,7,340658
7/13/2011,8,446917
7/13/2011,9,558809
7/13/2011,10,581075
7/13/2011,11,577923
7/13/2011,12,549112
7/13/2011,13,514929
7/13/2011,14,482446
7/13/2011,15,459949
7/13/2011,16,453904
7/13/2011,17,440743
7/13/2011,18,420033
7/13/2011,19,402951
7/13/2011,20,379418
7/13/2011,21,353610
7/13/2011,22,345701
7/13/2011,23,283484
7/14/2011,0,254327
7/14/2011,1,214285
7/14/2011,2,160603
7/14/2011,3,116824
7/14/2011,4,107839
7/14/2011,5,132780
7/14/2011,6,237326
7/14/2011,7,336104
7/14/2011,8,474771
7/14/2011,9,552879
7/14/2011,10,582951
7/14/2011,11,570339
7/14/2011,12,556751
7/14/2011,13,504706
7/14/2011,14,468375
7/14/2011,15,459239
7/14/2011,16,455589
7/14/2011,17,440965
7/14/2011,18,417639
7/14/2011,19,394090
7/14/2011,20,377510
7/14/2011,21,354382
7/14/2011,22,284388
7/14/2011,23,360510
7/15/2011,0,295398
7/15/2011,1,253833
7/15/2011,2,217287
7/15/2011,3,190119
7/15/2011,4,143690
7/15/2011,5,185701
7/15/2011,6,308901
7/15/2011,7,458706
7/15/2011,8,594040
7/15/2011,9,724413
7/15/2011,10,725400
7/15/2011,11,689345
7/15/2011,12,653548
7/15/2011,13,591930
7/15/2011,14,546305
7/15/2011,15,514751
7/15/2011,16,499650
7/15/2011,17,478745
7/15/2011,18,447736
7/15/2011,19,411092
7/15/2011,20,363140
7/15/2011,21,318111
7/15/2011,22,288969
7/15/2011,23,227829
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7/17/2011,0,11254
7/17/2011,5,39
7/17/2011,6,1422
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7/17/2011,11,108722
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7/26/2011,0,226711
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8/5/2011,0,261812
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8/6/2011,0,215951
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8/7/2011,0,211363
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8/10/2011,0,269352
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8/11/2011,0,259466
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8/11/2011,3,127924
8/11/2011,4,112807
8/11/2011,5,146076
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8/11/2011,22,325198
8/11/2011,23,276038
8/12/2011,0,259422
8/12/2011,1,239262
8/12/2011,2,180233
8/12/2011,3,151565
8/12/2011,4,142560
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8/13/2011,0,223641
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8/13/2011,3,126537
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8/14/2011,0,144714
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8/30/2011,0,241843
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9/3/2011,0,216263
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9/4/2011,0,176220
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9/5/2011,0,191140
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9/5/2011,3,98599
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9/5/2011,23,270479
9/6/2011,0,216116
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9/6/2011,2,122664
9/6/2011,3,93478
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9/6/2011,23,305235
9/7/2011,0,255071
9/7/2011,1,228025
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9/7/2011,11,620649
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9/7/2011,13,575597
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9/7/2011,21,388914
9/7/2011,22,353755
9/7/2011,23,296132
9/8/2011,0,256120
9/8/2011,1,209969
9/8/2011,2,155062
9/8/2011,3,114650
9/8/2011,4,119395
9/8/2011,5,143217
9/8/2011,6,233672
9/8/2011,7,354136
9/8/2011,8,468266
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9/9/2011,9,630132
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9/10/2011,0,216983
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9/11/2011,0,164579
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9/11/2011,2,82869
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9/12/2011,0,339585
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9/12/2011,2,141126
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9/13/2011,0,231186
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9/13/2011,3,87815
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9/13/2011,6,226745
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9/14/2011,0,246414
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9/15/2011,0,262073
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9/16/2011,0,266318
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9/16/2011,22,274396
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9/17/2011,0,189326
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9/17/2011,2,113486
9/17/2011,3,95926
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9/17/2011,5,95208
9/17/2011,6,118811
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9/17/2011,8,282508
9/17/2011,9,369231
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9/17/2011,11,438827
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9/17/2011,22,211980
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9/18/2011,0,140909
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9/18/2011,2,80049
9/18/2011,3,59745
9/18/2011,4,49822
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9/19/2011,0,190931
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9/21/2011,0,219271
9/21/2011,1,169301
9/21/2011,2,145986
9/21/2011,3,106174
9/21/2011,4,95363
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9/21/2011,21,346852
9/21/2011,22,319086
9/21/2011,23,268348
9/22/2011,0,210099
9/22/2011,1,171194
9/22/2011,2,123570
9/22/2011,3,102386
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9/23/2011,0,231697
9/23/2011,1,189764
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9/23/2011,4,113891
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9/24/2011,0,205974
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9/26/2011,0,190123
9/26/2011,1,150581
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9/26/2011,3,89858
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9/26/2011,13,578237
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9/27/2011,0,224355
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9/27/2011,2,120375
9/27/2011,3,82594
9/27/2011,4,72806
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9/27/2011,6,243198
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9/27/2011,18,421690
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9/27/2011,20,378265
9/27/2011,21,356188
9/27/2011,22,340525
9/27/2011,23,333849
9/28/2011,0,288773
9/28/2011,1,216050
9/28/2011,2,149272
9/28/2011,3,116402
9/28/2011,4,123553
9/28/2011,5,153333
9/28/2011,6,207065
9/28/2011,7,323520
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9/28/2011,11,551971
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9/28/2011,19,385016
9/28/2011,20,364426
9/28/2011,21,345302
9/28/2011,22,335924
9/28/2011,23,289651
9/29/2011,0,248172
9/29/2011,1,199719
9/29/2011,2,150235
9/29/2011,3,105985
9/29/2011,4,97396
9/29/2011,5,132598
9/29/2011,6,221926
9/29/2011,7,330250
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9/29/2011,11,585103
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9/29/2011,20,391700
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9/29/2011,22,344409
9/29/2011,23,302493
9/30/2011,0,297234
9/30/2011,1,247304
9/30/2011,2,202547
9/30/2011,3,171602
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9/30/2011,5,178128
9/30/2011,6,296670
9/30/2011,7,467654
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9/30/2011,12,606270
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9/30/2011,17,501684
9/30/2011,18,457959
9/30/2011,19,418217
9/30/2011,20,370674
9/30/2011,21,336774
9/30/2011,22,329174
9/30/2011,23,339376
10/1/2011,0,261230
10/1/2011,1,245880
10/1/2011,2,179480
10/1/2011,3,156083
10/1/2011,4,90719
10/1/2011,5,73469
10/1/2011,6,158266
10/1/2011,7,228318
10/1/2011,8,355615
10/1/2011,9,468946
10/1/2011,10,513423
10/1/2011,11,529818
10/1/2011,12,511990
10/1/2011,13,477227
10/1/2011,14,435547
10/1/2011,15,388627
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10/1/2011,18,319743
10/1/2011,19,305747
10/1/2011,20,284971
10/1/2011,21,256240
10/1/2011,22,243958
10/1/2011,23,219004
10/2/2011,0,26774
10/2/2011,1,150
10/2/2011,2,151
10/2/2011,3,163
10/2/2011,4,2453
10/2/2011,5,3460
10/2/2011,6,66359
10/2/2011,7,197163
10/2/2011,8,232467
10/2/2011,9,288837
10/2/2011,10,344283
10/2/2011,11,382835
10/2/2011,12,382657
10/2/2011,13,373314
10/2/2011,14,367070
10/2/2011,15,337409
10/2/2011,16,314959
10/2/2011,17,315705
10/2/2011,18,311927
10/2/2011,19,325846
10/2/2011,20,335675
10/2/2011,21,333402
10/2/2011,22,311423
10/2/2011,23,265384
10/3/2011,0,210531
10/3/2011,1,166255
10/3/2011,2,126839
10/3/2011,3,85974
10/3/2011,4,75432
10/3/2011,5,98028
10/3/2011,6,161632
10/3/2011,7,273889
10/3/2011,8,426761
10/3/2011,9,564482
10/3/2011,10,638041
10/3/2011,11,653711
10/3/2011,12,634793
10/3/2011,13,605232
10/3/2011,14,574774
10/3/2011,15,540189
10/3/2011,16,542890
10/3/2011,17,515910
10/3/2011,18,476566
10/3/2011,19,461392
10/3/2011,20,440001
10/3/2011,21,426527
10/3/2011,22,404489
10/3/2011,23,341210
10/4/2011,0,278368
10/4/2011,1,230860
10/4/2011,2,164803
10/4/2011,3,128065
10/4/2011,4,116117
10/4/2011,5,135993
10/4/2011,6,214020
10/4/2011,7,349783
10/4/2011,8,480181
10/4/2011,9,590326
10/4/2011,10,612617
10/4/2011,11,616076
10/4/2011,12,585208
10/4/2011,13,540009
10/4/2011,14,504384
10/4/2011,15,492069
10/4/2011,16,488553
10/4/2011,17,465796
10/4/2011,18,441051
10/4/2011,19,427466
10/4/2011,20,416058
10/4/2011,21,396828
10/4/2011,22,358282
10/4/2011,23,297236
10/5/2011,0,268503
10/5/2011,1,217513
10/5/2011,2,152222
10/5/2011,3,118477
10/5/2011,4,123691
10/5/2011,5,145191
10/5/2011,6,227890
10/5/2011,7,349124
10/5/2011,8,474844
10/5/2011,9,606994
10/5/2011,10,628967
10/5/2011,11,633593
10/5/2011,12,580305
10/5/2011,13,567528
10/5/2011,14,513532
10/5/2011,15,488799
10/5/2011,16,476567
10/5/2011,17,460504
10/5/2011,18,425811
10/5/2011,19,413663
10/5/2011,20,390435
10/5/2011,21,373955
10/5/2011,22,337817
10/5/2011,23,283437
10/6/2011,0,229098
10/6/2011,1,194325
10/6/2011,2,214891
10/6/2011,3,159932
10/6/2011,4,132278
10/6/2011,5,153241
10/6/2011,6,247498
10/6/2011,7,367805
10/6/2011,8,484701
10/6/2011,9,577685
10/6/2011,10,586766
10/6/2011,11,585044
10/6/2011,12,563602
10/6/2011,13,527631
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10/6/2011,16,504036
10/6/2011,17,479289
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10/6/2011,19,438050
10/6/2011,20,403660
10/6/2011,21,375107
10/6/2011,22,344691
10/6/2011,23,292663
10/7/2011,0,278610
10/7/2011,1,209801
10/7/2011,2,194978
10/7/2011,3,151013
10/7/2011,4,135226
10/7/2011,5,196765
10/7/2011,6,294911
10/7/2011,7,446626
10/7/2011,8,569728
10/7/2011,9,654535
10/7/2011,10,686331
10/7/2011,11,661919
10/7/2011,12,604458
10/7/2011,13,571549
10/7/2011,14,530455
10/7/2011,15,500111
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10/7/2011,17,464928
10/7/2011,18,426577
10/7/2011,19,404971
10/7/2011,20,379904
10/7/2011,21,339139
10/7/2011,22,309225
10/7/2011,23,266711
10/8/2011,0,224608
10/8/2011,1,172432
10/8/2011,2,129021
10/8/2011,3,92748
10/8/2011,4,77936
10/8/2011,5,74444
10/8/2011,6,97762
10/8/2011,7,171783
10/8/2011,8,268204
10/8/2011,9,356779
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10/8/2011,11,434020
10/8/2011,12,417564
10/8/2011,13,426394
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10/8/2011,16,350970
10/8/2011,17,331639
10/8/2011,18,300005
10/8/2011,19,295402
10/8/2011,20,265368
10/8/2011,21,251657
10/8/2011,22,218445
10/8/2011,23,195362
10/9/2011,0,150725
10/9/2011,1,115027
10/9/2011,2,90418
10/9/2011,3,71495
10/9/2011,4,48225
10/9/2011,5,65952
10/9/2011,6,63405
10/9/2011,7,100010
10/9/2011,8,153271
10/9/2011,9,224910
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10/9/2011,11,312339
10/9/2011,12,317205
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10/9/2011,18,297342
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10/9/2011,20,311974
10/9/2011,21,300451
10/9/2011,22,321885
10/9/2011,23,407618
10/10/2011,0,419210
10/10/2011,1,224290
10/10/2011,2,138377
10/10/2011,3,98970
10/10/2011,4,79119
10/10/2011,5,116760
10/10/2011,6,174504
10/10/2011,7,289366
10/10/2011,8,428287
10/10/2011,9,565755
10/10/2011,10,594158
10/10/2011,11,612563
10/10/2011,12,597513
10/10/2011,13,569332
10/10/2011,14,527322
10/10/2011,15,493115
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10/10/2011,17,459817
10/10/2011,18,416004
10/10/2011,19,401072
10/10/2011,20,382936
10/10/2011,21,358783
10/10/2011,22,325374
10/10/2011,23,269876
10/11/2011,0,224690
10/11/2011,1,183683
10/11/2011,2,132514
10/11/2011,3,94267
10/11/2011,4,83184
10/11/2011,5,112505
10/11/2011,6,206461
10/11/2011,7,323401
10/11/2011,8,454514
10/11/2011,9,573695
10/11/2011,10,585935
10/11/2011,11,596208
10/11/2011,12,584282
10/11/2011,13,563519
10/11/2011,14,525592
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10/11/2011,17,489020
10/11/2011,18,470711
10/11/2011,19,462879
10/11/2011,20,436447
10/11/2011,21,411265
10/11/2011,22,372297
10/11/2011,23,304876
10/12/2011,0,270839
10/12/2011,1,210126
10/12/2011,2,168884
10/12/2011,3,130765
10/12/2011,4,109283
10/12/2011,5,149280
10/12/2011,6,232856
10/12/2011,7,369366
10/12/2011,8,499813
10/12/2011,9,608486
10/12/2011,10,649220
10/12/2011,11,628605
10/12/2011,12,589370
10/12/2011,13,552798
10/12/2011,14,512365
10/12/2011,15,486134
10/12/2011,16,467440
10/12/2011,17,453394
10/12/2011,18,428922
10/12/2011,19,415370
10/12/2011,20,391077
10/12/2011,21,368176
10/12/2011,22,337022
10/12/2011,23,289250
10/13/2011,0,261966
10/13/2011,1,232807
10/13/2011,2,187615
10/13/2011,3,161632
10/13/2011,4,151006
10/13/2011,5,185199
10/13/2011,6,267505
10/13/2011,7,360030
10/13/2011,8,476250
10/13/2011,9,583615
10/13/2011,10,585207
10/13/2011,11,596901
10/13/2011,12,564085
10/13/2011,13,520425
10/13/2011,14,484374
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10/13/2011,16,486863
10/13/2011,17,483244
10/13/2011,18,470010
10/13/2011,19,448171
10/13/2011,20,436256
10/13/2011,21,405564
10/13/2011,22,367939
10/13/2011,23,307175
10/14/2011,0,290195
10/14/2011,1,237795
10/14/2011,2,206963
10/14/2011,3,183326
10/14/2011,4,142116
10/14/2011,5,184450
10/14/2011,6,303345
10/14/2011,7,458467
10/14/2011,8,606354
10/14/2011,9,723786
10/14/2011,10,743097
10/14/2011,11,708037
10/14/2011,12,664518
10/14/2011,13,623570
10/14/2011,14,568047
10/14/2011,15,542350
10/14/2011,16,533855
10/14/2011,17,498488
10/14/2011,18,454825
10/14/2011,19,412144
10/14/2011,20,366693
10/14/2011,21,334456
10/14/2011,22,301946
10/14/2011,23,260927
10/15/2011,0,244363
10/15/2011,1,192185
10/15/2011,2,171909
10/15/2011,3,151975
10/15/2011,4,138491
10/15/2011,5,154803
10/15/2011,6,180233
10/15/2011,7,224099
10/15/2011,8,340232
10/15/2011,9,454681
10/15/2011,10,488511
10/15/2011,11,497586
10/15/2011,12,480808
10/15/2011,13,445278
10/15/2011,14,396503
10/15/2011,15,366862
10/15/2011,16,349208
10/15/2011,17,332491
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10/15/2011,19,307730
10/15/2011,20,284694
10/15/2011,21,277070
10/15/2011,22,254167
10/15/2011,23,226316
10/16/2011,0,192522
10/16/2011,1,152311
10/16/2011,2,121974
10/16/2011,3,99061
10/16/2011,4,66419
10/16/2011,5,50907
10/16/2011,6,59251
10/16/2011,7,100945
10/16/2011,8,164606
10/16/2011,9,235390
10/16/2011,10,289589
10/16/2011,11,332492
10/16/2011,12,339184
10/16/2011,13,344468
10/16/2011,14,336282
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10/16/2011,17,317245
10/16/2011,18,293109
10/16/2011,19,305791
10/16/2011,20,320685
10/16/2011,21,312064
10/16/2011,22,294316
10/16/2011,23,250639
10/17/2011,0,188813
10/17/2011,1,141567
10/17/2011,2,125533
10/17/2011,3,81257
10/17/2011,4,62180
10/17/2011,5,87743
10/17/2011,6,155490
10/17/2011,7,267963
10/17/2011,8,408092
10/17/2011,9,541387
10/17/2011,10,597772
10/17/2011,11,596524
10/17/2011,12,588350
10/17/2011,13,557196
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10/17/2011,16,540997
10/17/2011,17,513691
10/17/2011,18,486231
10/17/2011,19,481651
10/17/2011,20,467904
10/17/2011,21,430751
10/17/2011,22,384163
10/17/2011,23,265342
10/18/2011,0,261864
10/18/2011,1,192986
10/18/2011,2,135416
10/18/2011,3,97348
10/18/2011,4,78622
10/18/2011,5,113465
10/18/2011,6,224063
10/18/2011,7,342319
10/18/2011,8,477785
10/18/2011,9,593000
10/18/2011,10,630031
10/18/2011,11,630878
10/18/2011,12,594986
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10/18/2011,17,460299
10/18/2011,18,445972
10/18/2011,19,440599
10/18/2011,20,418902
10/18/2011,21,382982
10/18/2011,22,358572
10/18/2011,23,289511
10/19/2011,0,258125
10/19/2011,1,209961
10/19/2011,2,166755
10/19/2011,3,128491
10/19/2011,4,123540
10/19/2011,5,166189
10/19/2011,6,244675
10/19/2011,7,330928
10/19/2011,8,457020
10/19/2011,9,587467
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10/19/2011,11,590584
10/19/2011,12,581063
10/19/2011,13,544001
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10/19/2011,15,486035
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10/19/2011,18,436579
10/19/2011,19,425203
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10/19/2011,22,335804
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10/20/2011,0,242586
10/20/2011,1,192752
10/20/2011,2,149692
10/20/2011,3,109759
10/20/2011,4,107523
10/20/2011,5,135833
10/20/2011,6,247280
10/20/2011,7,348473
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10/20/2011,9,586886
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10/20/2011,19,404904
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10/20/2011,22,333501
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10/21/2011,0,259484
10/21/2011,1,204810
10/21/2011,2,198208
10/21/2011,3,148188
10/21/2011,4,127575
10/21/2011,5,161614
10/21/2011,6,271374
10/21/2011,7,410421
10/21/2011,8,538778
10/21/2011,9,625800
10/21/2011,10,647296
10/21/2011,11,647475
10/21/2011,12,599677
10/21/2011,13,555174
10/21/2011,14,525169
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10/21/2011,16,495323
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10/21/2011,19,405287
10/21/2011,20,367544
10/21/2011,21,328435
10/21/2011,22,284865
10/21/2011,23,256261
10/22/2011,0,217318
10/22/2011,1,170572
10/22/2011,2,136714
10/22/2011,3,105694
10/22/2011,4,85595
10/22/2011,5,95067
10/22/2011,6,158361
10/22/2011,7,218677
10/22/2011,8,338555
10/22/2011,9,417642
10/22/2011,10,467414
10/22/2011,11,496448
10/22/2011,12,466646
10/22/2011,13,438108
10/22/2011,14,416775
10/22/2011,15,364354
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10/22/2011,17,330154
10/22/2011,18,300748
10/22/2011,19,289685
10/22/2011,20,281392
10/22/2011,21,258790
10/22/2011,22,241389
10/22/2011,23,213784
10/23/2011,0,209023
10/23/2011,1,178898
10/23/2011,2,119866
10/23/2011,3,141137
10/23/2011,4,92840
10/23/2011,5,77963
10/23/2011,6,95727
10/23/2011,7,130694
10/23/2011,8,207263
10/23/2011,9,288314
10/23/2011,10,357159
10/23/2011,11,344726
10/23/2011,12,360371
10/23/2011,13,336174
10/23/2011,14,317992
10/23/2011,15,304058
10/23/2011,16,305957
10/23/2011,17,300353
10/23/2011,18,302705
10/23/2011,19,310620
10/23/2011,20,314273
10/23/2011,21,298553
10/23/2011,22,273994
10/23/2011,23,233356
10/24/2011,0,204158
10/24/2011,1,150872
10/24/2011,2,113532
10/24/2011,3,82758
10/24/2011,4,85642
10/24/2011,5,101231
10/24/2011,6,166313
10/24/2011,7,288248
10/24/2011,8,412253
10/24/2011,9,534873
10/24/2011,10,597480
10/24/2011,11,618440
10/24/2011,12,599455
10/24/2011,13,561203
10/24/2011,14,533123
10/24/2011,15,506097
10/24/2011,16,497013
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10/24/2011,18,448039
10/24/2011,19,443006
10/24/2011,20,422896
10/24/2011,21,388718
10/24/2011,22,350081
10/24/2011,23,287174
10/25/2011,0,241591
10/25/2011,1,176565
10/25/2011,2,134439
10/25/2011,3,93779
10/25/2011,4,87115
10/25/2011,5,120339
10/25/2011,6,226470
10/25/2011,7,338330
10/25/2011,8,481173
10/25/2011,9,567983
10/25/2011,10,586322
10/25/2011,11,601871
10/25/2011,12,555638
10/25/2011,13,531817
10/25/2011,14,487191
10/25/2011,15,468552
10/25/2011,16,486035
10/25/2011,17,461453
10/25/2011,18,435597
10/25/2011,19,425104
10/25/2011,20,414956
10/25/2011,21,379684
10/25/2011,22,338182
10/25/2011,23,275327
10/26/2011,0,245646
10/26/2011,1,179825
10/26/2011,2,156343
10/26/2011,3,110005
10/26/2011,4,116988
10/26/2011,5,132326
10/26/2011,6,219610
10/26/2011,7,359322
10/26/2011,8,444887
10/26/2011,9,560846
10/26/2011,10,581976
10/26/2011,11,588204
10/26/2011,12,550452
10/26/2011,13,527203
10/26/2011,14,481787
10/26/2011,15,456632
10/26/2011,16,465476
10/26/2011,17,459998
10/26/2011,18,451736
10/26/2011,19,426974
10/26/2011,20,412878
10/26/2011,21,382616
10/26/2011,22,345897
10/26/2011,23,285841
10/27/2011,0,243649
10/27/2011,1,192086
10/27/2011,2,173144
10/27/2011,3,122552
10/27/2011,4,105356
10/27/2011,5,130824
10/27/2011,6,247453
10/27/2011,7,342589
10/27/2011,8,471830
10/27/2011,9,548640
10/27/2011,10,575111
10/27/2011,11,583884
10/27/2011,12,542382
10/27/2011,13,499669
10/27/2011,14,461338
10/27/2011,15,468243
10/27/2011,16,463954
10/27/2011,17,452254
10/27/2011,18,434773
10/27/2011,19,413868
10/27/2011,20,389832
10/27/2011,21,370828
10/27/2011,22,336727
10/27/2011,23,282613
10/28/2011,0,265462
10/28/2011,1,228892
10/28/2011,2,190819
10/28/2011,3,142667
10/28/2011,4,129674
10/28/2011,5,165368
10/28/2011,6,286739
10/28/2011,7,441566
10/28/2011,8,548730
10/28/2011,9,655937
10/28/2011,10,682954
10/28/2011,11,670033
10/28/2011,12,620940
10/28/2011,13,582324
10/28/2011,14,550491
10/28/2011,15,527596
10/28/2011,16,510602
10/28/2011,17,472063
10/28/2011,18,439072
10/28/2011,19,404298
10/28/2011,20,359772
10/28/2011,21,316831
10/28/2011,22,286473
10/28/2011,23,243910
10/29/2011,0,229725
10/29/2011,1,188852
10/29/2011,2,161798
10/29/2011,3,122887
10/29/2011,4,111062
10/29/2011,5,121979
10/29/2011,6,170794
10/29/2011,7,244446
10/29/2011,8,384046
10/29/2011,9,431592
10/29/2011,10,514036
10/29/2011,11,542931
10/29/2011,12,526551
10/29/2011,13,543152
10/29/2011,14,511409
10/29/2011,15,428461
10/29/2011,16,371747
10/29/2011,17,336501
10/29/2011,18,312605
10/29/2011,19,318737
10/29/2011,20,286772
10/29/2011,21,246772
10/29/2011,22,216620
10/29/2011,23,188162
10/30/2011,0,196457
10/30/2011,1,171665
10/30/2011,2,144426
10/30/2011,3,129099
10/30/2011,4,104554
10/30/2011,5,76034
10/30/2011,6,90883
10/30/2011,7,133292
10/30/2011,8,146807
10/30/2011,9,214408
10/30/2011,10,280319
10/30/2011,11,329578
10/30/2011,12,338195
10/30/2011,13,339525
10/30/2011,14,330877
10/30/2011,15,315168
10/30/2011,16,309938
10/30/2011,17,309210
10/30/2011,18,309872
10/30/2011,19,316238
10/30/2011,20,327692
10/30/2011,21,313335
10/30/2011,22,293075
10/30/2011,23,246077
10/31/2011,0,213006
10/31/2011,1,155485
10/31/2011,2,116617
10/31/2011,3,87601
10/31/2011,4,87703
10/31/2011,5,112767
10/31/2011,6,181079
10/31/2011,7,310275
10/31/2011,8,441758
10/31/2011,9,571684
10/31/2011,10,631240
10/31/2011,11,657051
10/31/2011,12,640267
10/31/2011,13,606302
10/31/2011,14,572686
10/31/2011,15,532191
10/31/2011,16,516481
10/31/2011,17,475999
10/31/2011,18,438608
10/31/2011,19,427113
10/31/2011,20,401555
10/31/2011,21,387428
10/31/2011,22,351212
10/31/2011,23,226191
11/1/2011,0,257541
11/1/2011,1,209605
11/1/2011,2,155148
11/1/2011,3,109794
11/1/2011,4,101968
11/1/2011,5,134215
11/1/2011,6,250745
11/1/2011,7,374157
11/1/2011,8,526344
11/1/2011,9,640032
11/1/2011,10,674226
11/1/2011,11,690113
11/1/2011,12,648284
11/1/2011,13,606757
11/1/2011,14,564855
11/1/2011,15,541316
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11/1/2011,19,490700
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11/2/2011,1,204143
11/2/2011,2,155208
11/2/2011,3,118260
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11/2/2011,7,363057
11/2/2011,8,474468
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11/2/2011,11,650355
11/2/2011,12,627922
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11/2/2011,14,538592
11/2/2011,15,511994
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11/3/2011,0,277492
11/3/2011,1,222672
11/3/2011,2,156110
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11/4/2011,0,287805
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11/6/2011,0,180693
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11/29/2011,4,108885
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11/29/2011,7,353614
11/29/2011,8,503729
11/29/2011,9,602377
11/29/2011,10,624197
11/29/2011,11,616583
11/29/2011,12,581014
11/29/2011,13,605283
11/29/2011,14,573739
11/29/2011,15,531294
11/29/2011,16,512872
11/29/2011,17,512189
11/29/2011,18,460229
11/29/2011,19,457008
11/29/2011,20,433318
11/29/2011,21,406452
11/29/2011,22,368397
11/29/2011,23,313402
11/30/2011,0,260838
11/30/2011,1,212427
11/30/2011,2,159218
11/30/2011,3,111502
11/30/2011,4,104759
11/30/2011,5,144663
11/30/2011,6,245412
11/30/2011,7,417719
11/30/2011,8,564992
11/30/2011,9,649050
11/30/2011,10,665999
11/30/2011,11,653432
11/30/2011,12,624227
11/30/2011,13,585003
11/30/2011,14,547099
11/30/2011,15,517734
11/30/2011,16,515790
11/30/2011,17,516685
11/30/2011,18,556518
11/30/2011,19,524553
11/30/2011,20,470256
11/30/2011,21,451729
11/30/2011,22,408942
11/30/2011,23,327909
12/1/2011,0,276396
12/1/2011,1,232385
12/1/2011,2,172743
12/1/2011,3,121275
12/1/2011,4,105582
12/1/2011,5,158170
12/1/2011,6,284759
12/1/2011,7,427395
12/1/2011,8,581689
12/1/2011,9,685407
12/1/2011,10,706029
12/1/2011,11,683434
12/1/2011,12,650032
12/1/2011,13,605115
12/1/2011,14,548144
12/1/2011,15,553743
12/1/2011,16,530078
12/1/2011,17,527118
12/1/2011,18,498714
12/1/2011,19,472521
12/1/2011,20,455806
12/1/2011,21,430895
12/1/2011,22,398896
12/1/2011,23,326400
12/2/2011,0,262364
12/2/2011,1,213464
12/2/2011,2,174524
12/2/2011,3,125905
12/2/2011,4,104633
12/2/2011,5,158922
12/2/2011,6,296831
12/2/2011,7,459500
12/2/2011,8,597106
12/2/2011,9,706576
12/2/2011,10,713007
12/2/2011,11,718651
12/2/2011,12,672696
12/2/2011,13,613845
12/2/2011,14,583507
12/2/2011,15,576322
12/2/2011,16,560326
12/2/2011,17,562920
12/2/2011,18,540930
12/2/2011,19,469642
12/2/2011,20,384368
12/2/2011,21,352113
12/2/2011,22,312941
12/2/2011,23,263085
12/3/2011,0,207399
12/3/2011,1,162240
12/3/2011,2,123537
12/3/2011,3,76929
12/3/2011,4,65828
12/3/2011,5,78209
12/3/2011,6,137729
12/3/2011,7,229950
12/3/2011,8,347458
12/3/2011,9,436047
12/3/2011,10,507535
12/3/2011,11,518572
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12/3/2011,14,452747
12/3/2011,15,414649
12/3/2011,16,403046
12/3/2011,17,375406
12/3/2011,18,339640
12/3/2011,19,316467
12/3/2011,20,287934
12/3/2011,21,265229
12/3/2011,22,242442
12/3/2011,23,210071
12/4/2011,0,172689
12/4/2011,1,157283
12/4/2011,2,120815
12/4/2011,3,97204
12/4/2011,4,73584
12/4/2011,5,74809
12/4/2011,6,108359
12/4/2011,7,155793
12/4/2011,8,249865
12/4/2011,9,303009
12/4/2011,10,342990
12/4/2011,11,365773
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12/4/2011,14,353870
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12/4/2011,19,352112
12/4/2011,20,354290
12/4/2011,21,339284
12/4/2011,22,313370
12/4/2011,23,257312
12/5/2011,0,227745
12/5/2011,1,176814
12/5/2011,2,121232
12/5/2011,3,83277
12/5/2011,4,82362
12/5/2011,5,112803
12/5/2011,6,183510
12/5/2011,7,336676
12/5/2011,8,473568
12/5/2011,9,584731
12/5/2011,10,649988
12/5/2011,11,678855
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12/5/2011,13,624507
12/5/2011,14,593159
12/5/2011,15,574769
12/5/2011,16,555705
12/5/2011,17,531651
12/5/2011,18,502491
12/5/2011,19,486207
12/5/2011,20,461149
12/5/2011,21,422924
12/5/2011,22,386138
12/5/2011,23,318586
12/6/2011,0,263380
12/6/2011,1,202456
12/6/2011,2,141982
12/6/2011,3,96824
12/6/2011,4,93466
12/6/2011,5,140490
12/6/2011,6,250588
12/6/2011,7,390119
12/6/2011,8,566394
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12/6/2011,10,673671
12/6/2011,11,688167
12/6/2011,12,630342
12/6/2011,13,602600
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12/6/2011,17,497703
12/6/2011,18,459582
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12/6/2011,20,428413
12/6/2011,21,403537
12/6/2011,22,364638
12/6/2011,23,300583
12/7/2011,0,257936
12/7/2011,1,196858
12/7/2011,2,144369
12/7/2011,3,95458
12/7/2011,4,95508
12/7/2011,5,137306
12/7/2011,6,228252
12/7/2011,7,388844
12/7/2011,8,500974
12/7/2011,9,587583
12/7/2011,10,611282
12/7/2011,11,613741
12/7/2011,12,575704
12/7/2011,13,535505
12/7/2011,14,508527
12/7/2011,15,489731
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12/7/2011,17,468288
12/7/2011,18,444547
12/7/2011,19,426972
12/7/2011,20,417376
12/7/2011,21,389696
12/7/2011,22,353913
12/7/2011,23,292625
12/8/2011,0,256757
12/8/2011,1,198828
12/8/2011,2,150689
12/8/2011,3,101979
12/8/2011,4,95087
12/8/2011,5,143189
12/8/2011,6,251612
12/8/2011,7,371654
12/8/2011,8,505454
12/8/2011,9,599567
12/8/2011,10,614233
12/8/2011,11,612641
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12/8/2011,13,548521
12/8/2011,14,503315
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12/8/2011,22,369388
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12/9/2011,0,275346
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12/9/2011,2,212561
12/9/2011,3,167229
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12/9/2011,5,180407
12/9/2011,6,305673
12/9/2011,7,448036
12/9/2011,8,607626
12/9/2011,9,692221
12/9/2011,10,718038
12/9/2011,11,682013
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12/9/2011,19,429778
12/9/2011,20,402641
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12/9/2011,22,300349
12/9/2011,23,248159
12/10/2011,0,215129
12/10/2011,1,181400
12/10/2011,2,136665
12/10/2011,3,90235
12/10/2011,4,71862
12/10/2011,5,90328
12/10/2011,6,167461
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12/10/2011,8,402566
12/10/2011,9,469230
12/10/2011,10,522431
12/10/2011,11,548463
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12/10/2011,14,441156
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12/10/2011,18,341438
12/10/2011,19,304351
12/10/2011,20,297039
12/10/2011,21,261117
12/10/2011,22,239090
12/10/2011,23,197905
12/11/2011,0,162833
12/11/2011,1,123185
12/11/2011,2,90008
12/11/2011,3,70280
12/11/2011,4,55059
12/11/2011,5,55644
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12/11/2011,7,169080
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12/11/2011,10,332555
12/11/2011,11,361473
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12/11/2011,13,361327
12/11/2011,14,350639
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12/11/2011,17,324075
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12/11/2011,19,324504
12/11/2011,20,335771
12/11/2011,21,323196
12/11/2011,22,300242
12/11/2011,23,350183
12/12/2011,0,313284
12/12/2011,1,169964
12/12/2011,2,130916
12/12/2011,3,88466
12/12/2011,4,77170
12/12/2011,5,101479
12/12/2011,6,179890
12/12/2011,7,299900
12/12/2011,8,444555
12/12/2011,9,579024
12/12/2011,10,632586
12/12/2011,11,644311
12/12/2011,12,633004
12/12/2011,13,604566
12/12/2011,14,560345
12/12/2011,15,541220
12/12/2011,16,530870
12/12/2011,17,509966
12/12/2011,18,479165
12/12/2011,19,460051
12/12/2011,20,433246
12/12/2011,21,404198
12/12/2011,22,366032
12/12/2011,23,296185
12/13/2011,0,250324
12/13/2011,1,192034
12/13/2011,2,137533
12/13/2011,3,91675
12/13/2011,4,90020
12/13/2011,5,135449
12/13/2011,6,246937
12/13/2011,7,373033
12/13/2011,8,513986
12/13/2011,9,604349
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12/13/2011,11,627867
12/13/2011,12,586550
12/13/2011,13,554557
12/13/2011,14,513454
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12/13/2011,17,474583
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12/13/2011,19,442265
12/13/2011,20,419478
12/13/2011,21,393287
12/13/2011,22,347987
12/13/2011,23,287215
12/14/2011,0,249939
12/14/2011,1,191000
12/14/2011,2,141884
12/14/2011,3,103955
12/14/2011,4,103267
12/14/2011,5,148222
12/14/2011,6,233050
12/14/2011,7,445672
12/14/2011,8,587273
12/14/2011,9,637565
12/14/2011,10,664978
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12/14/2011,13,546859
12/14/2011,14,517891
12/14/2011,15,494285
12/14/2011,16,488617
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12/14/2011,19,437975
12/14/2011,20,427465
12/14/2011,21,425014
12/14/2011,22,371757
12/14/2011,23,320504
12/15/2011,0,277323
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12/15/2011,3,133434
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12/15/2011,5,192147
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12/15/2011,9,769759
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12/15/2011,11,725993
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12/16/2011,0,301092
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12/16/2011,4,141358
12/16/2011,5,207427
12/16/2011,6,315213
12/16/2011,7,508101
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12/16/2011,13,659710
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12/17/2011,2,141404
12/17/2011,3,104352
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12/18/2011,0,188299
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12/19/2011,0,206756
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12/22/2011,0,260941
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12/23/2011,0,281377
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12/25/2011,15,218919
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12/25/2011,17,192452
12/25/2011,18,196849
12/25/2011,19,198800
12/25/2011,20,209036
12/25/2011,21,204295
12/25/2011,22,199149
12/25/2011,23,185378
12/26/2011,0,185035
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12/26/2011,4,68946
12/26/2011,5,76406
12/26/2011,6,101406
12/26/2011,7,176110
12/26/2011,8,263782
12/26/2011,9,339421
12/26/2011,10,473866
12/26/2011,11,514251
12/26/2011,12,509025
12/26/2011,13,492424
12/26/2011,14,490730
12/26/2011,15,469953
12/26/2011,16,444919
12/26/2011,17,400446
12/26/2011,18,375839
12/26/2011,19,350094
12/26/2011,20,328830
12/26/2011,21,302794
12/26/2011,22,281970
12/26/2011,23,243903
12/27/2011,0,226297
12/27/2011,1,185945
12/27/2011,2,129799
12/27/2011,3,88540
12/27/2011,4,79374
12/27/2011,5,103532
12/27/2011,6,181362
12/27/2011,7,272823
12/27/2011,8,427837
12/27/2011,9,576792
12/27/2011,10,646970
12/27/2011,11,689162
12/27/2011,12,657617
12/27/2011,13,635634
12/27/2011,14,617773
12/27/2011,15,604800
12/27/2011,16,575467
12/27/2011,17,540830
12/27/2011,18,484723
12/27/2011,19,448928
12/27/2011,20,411004
12/27/2011,21,373766
12/27/2011,22,327715
12/27/2011,23,280137
12/28/2011,0,253114
12/28/2011,1,203934
12/28/2011,2,155170
12/28/2011,3,105842
12/28/2011,4,101631
12/28/2011,5,129984
12/28/2011,6,187320
12/28/2011,7,321679
12/28/2011,8,473619
12/28/2011,9,587089
12/28/2011,10,662258
12/28/2011,11,701929
12/28/2011,12,677615
12/28/2011,13,636650
12/28/2011,14,590955
12/28/2011,15,562698
12/28/2011,16,527511
12/28/2011,17,487545
12/28/2011,18,451537
12/28/2011,19,422791
12/28/2011,20,402796
12/28/2011,21,367115
12/28/2011,22,328754
12/28/2011,23,275063
12/29/2011,0,226148
12/29/2011,1,211052
12/29/2011,2,162675
12/29/2011,3,113053
12/29/2011,4,94415
12/29/2011,5,123874
12/29/2011,6,220957
12/29/2011,7,330817
12/29/2011,8,489053
12/29/2011,9,612160
12/29/2011,10,667294
12/29/2011,11,700420
12/29/2011,12,671156
12/29/2011,13,635270
12/29/2011,14,596300
12/29/2011,15,541661
12/29/2011,16,527767
12/29/2011,17,495997
12/29/2011,18,463507
12/29/2011,19,428917
12/29/2011,20,409580
12/29/2011,21,363693
12/29/2011,22,329620
12/29/2011,23,285291
12/30/2011,0,278468
12/30/2011,1,246821
12/30/2011,2,220546
12/30/2011,3,161380
12/30/2011,4,133902
12/30/2011,5,162028
12/30/2011,6,235222
12/30/2011,7,393281
12/30/2011,8,591938
12/30/2011,9,727168
12/30/2011,12,756708
12/30/2011,13,688806
12/30/2011,14,613124
12/30/2011,15,571069
12/30/2011,16,529071
12/30/2011,17,492784
12/30/2011,18,448429
12/30/2011,19,401373
12/30/2011,20,361293
12/30/2011,21,327902
12/30/2011,22,291479
12/30/2011,23,255876
12/31/2011,0,229782
12/31/2011,1,190668
12/31/2011,2,143974
12/31/2011,3,99112
12/31/2011,4,77198
12/31/2011,5,85249
12/31/2011,6,155739
12/31/2011,7,218754
12/31/2011,8,344507
12/31/2011,9,456089
12/31/2011,10,516946
12/31/2011,11,585216
12/31/2011,12,565301
12/31/2011,13,527370
12/31/2011,14,499820
12/31/2011,15,432279
12/31/2011,16,412550
12/31/2011,17,345620
12/31/2011,18,335598
12/31/2011,19,283535
12/31/2011,20,252985
12/31/2011,21,209828
12/31/2011,22,172105
12/31/2011,23,136893
1/1/2012,0,148644
1/1/2012,1,148399
1/1/2012,2,116722
1/1/2012,3,89992
1/1/2012,4,88866
1/1/2012,5,90343
1/1/2012,6,86109
1/1/2012,7,123871
1/1/2012,8,209876
1/1/2012,9,252702
1/1/2012,10,308547
1/1/2012,11,352114
1/1/2012,12,361656
1/1/2012,13,364567
1/1/2012,14,348020
1/1/2012,15,332724
1/1/2012,16,326546
1/1/2012,17,327152
1/1/2012,18,318964
1/1/2012,19,324363
1/1/2012,20,340323
1/1/2012,21,306108
1/1/2012,22,281172
1/1/2012,23,242104
1/2/2012,0,229361
1/2/2012,1,185956
1/2/2012,2,132645
1/2/2012,3,87875
1/2/2012,4,76452
1/2/2012,5,87321
1/2/2012,6,116737
1/2/2012,7,200019
1/2/2012,8,319018
1/2/2012,9,440396
1/2/2012,10,571296
1/2/2012,11,637828
1/2/2012,12,628834
1/2/2012,13,612867
1/2/2012,14,582019
1/2/2012,15,526364
1/2/2012,16,484142
1/2/2012,17,438527
1/2/2012,18,421232
1/2/2012,19,407227
1/2/2012,20,393783
1/2/2012,21,386278
1/2/2012,22,345131
1/2/2012,23,285801
1/3/2012,0,246580
1/3/2012,1,200426
1/3/2012,2,141701
1/3/2012,3,96945
1/3/2012,4,83508
1/3/2012,5,117002
1/3/2012,6,216967
1/3/2012,7,328523
1/3/2012,8,514715
1/3/2012,9,654588
1/3/2012,10,714348
1/3/2012,11,747388
1/3/2012,12,730848
1/3/2012,13,703804
1/3/2012,14,644387
1/3/2012,15,632831
1/3/2012,16,661947
1/3/2012,17,610499
1/3/2012,18,563010
1/3/2012,19,550300
1/3/2012,20,506546
1/3/2012,21,472750
1/3/2012,22,396477
1/3/2012,23,316812
1/4/2012,0,275124
1/4/2012,1,216090
1/4/2012,2,160916
1/4/2012,3,110833
1/4/2012,4,105631
1/4/2012,5,140943
1/4/2012,6,224728
1/4/2012,7,396877
1/4/2012,8,527952
1/4/2012,9,635385
1/4/2012,10,678892
1/4/2012,11,705699
1/4/2012,12,663327
1/4/2012,13,627307
1/4/2012,14,588992
1/4/2012,15,552072
1/4/2012,16,554539
1/4/2012,17,542600
1/4/2012,18,509076
1/4/2012,19,493554
1/4/2012,20,492381
1/4/2012,21,446279
1/4/2012,22,395707
1/4/2012,23,322847
1/5/2012,0,274394
1/5/2012,1,220163
1/5/2012,2,177660
1/5/2012,3,125067
1/5/2012,4,119304
1/5/2012,5,151481
1/5/2012,6,260914
1/5/2012,7,405905
1/5/2012,8,557035
1/5/2012,9,655067
1/5/2012,10,679069
1/5/2012,11,689816
1/5/2012,12,628695
1/5/2012,13,589100
1/5/2012,14,553751
1/5/2012,15,543070
1/5/2012,16,557172
1/5/2012,17,541829
1/5/2012,18,517213
1/5/2012,19,501209
1/5/2012,20,474925
1/5/2012,21,441983
1/5/2012,22,381906
1/5/2012,23,309054
1/6/2012,0,265739
1/6/2012,1,234666
1/6/2012,2,245508
1/6/2012,3,187802
1/6/2012,4,163600
1/6/2012,5,200539
1/6/2012,6,304036
1/6/2012,7,458294
1/6/2012,8,608580
1/6/2012,9,720793
1/6/2012,10,720410
1/6/2012,11,712835
1/6/2012,12,668047
1/6/2012,13,635850
1/6/2012,14,589764
1/6/2012,15,573298
1/6/2012,16,588212
1/6/2012,17,569793
1/6/2012,18,527920
1/6/2012,19,491713
1/6/2012,20,412756
1/6/2012,21,358906
1/6/2012,22,312534
1/6/2012,23,256334