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HistogramsQuality Control in ManufacturingSample
#TimeDiameter (cm)#112:00 AM9.959#212:05
AM9.945#312:10 AM10.011#412:15 AM10.027#512:20
AM10.084#612:25 AM9.964#712:30 AM9.911#812:35
AM9.979#912:40 AM10.020#1012:45 AM10.010#1112:50
AM9.993#1212:55 AM9.991#131:00 AM9.960#141:05
AM10.072#151:10 AM10.052#161:15 AM9.960#171:20
AM10.090#181:25 AM10.061#191:30 AM9.906#201:35
AM10.033#211:40 AM10.057#221:45 AM10.048#231:50
AM10.055#241:55 AM10.026#252:00 AM9.955#262:05
AM9.952#272:10 AM9.956#282:15 AM9.996#292:20
AM10.012#302:25 AM9.931#312:30 AM10.077#322:35
AM9.941#332:40 AM9.945#342:45 AM9.958#352:50
AM9.921#362:55 AM10.008#373:00 AM9.963#383:05
AM9.961#393:10 AM10.047#403:15 AM9.975#413:20
AM10.109#423:25 AM9.942#433:30 AM9.967#443:35
AM10.036#453:40 AM10.011#463:45 AM9.977#473:50
AM9.968#483:55 AM10.015#494:00 AM9.947#504:05
AM9.903#514:10 AM9.901#524:15 AM9.930#534:20
AM9.982#544:25 AM10.094#554:30 AM9.907#564:35
AM9.935#574:40 AM10.030#584:45 AM10.085#594:50
AM9.932#604:55 AM10.165#615:00 AM9.920#625:05
AM10.103#635:10 AM9.911#645:15 AM10.048#655:20
AM9.945#665:25 AM10.001#675:30 AM10.111#685:35
AM9.963#695:40 AM9.944#705:45 AM9.966#715:50
AM10.171#725:55 AM10.019#736:00 AM10.130#746:05
AM10.066#756:10 AM9.931#766:15 AM10.131#776:20
AM10.122#786:25 AM10.046#796:30 AM9.911#806:35
AM9.957#816:40 AM9.985#826:45 AM10.056#836:50
AM9.977#846:55 AM10.161#857:00 AM10.045#867:05
AM9.951#877:10 AM10.051#887:15 AM10.099#897:20
AM9.930#907:25 AM9.904#917:30 AM9.985#927:35
AM10.075#937:40 AM10.029#947:45 AM10.016#957:50
AM9.951#967:55 AM10.010#978:00 AM10.036#988:05
AM10.040#998:10 AM9.992#1008:15 AM10.073#1018:20
AM10.036#1028:25 AM9.982#1038:30 AM10.005#1048:35
AM9.958#1058:40 AM10.046#1068:45 AM9.956#1078:50
AM9.945#1088:55 AM10.058#1099:00 AM10.024#1109:05
AM9.964#1119:10 AM9.913#1129:15 AM10.070#1139:20
AM10.176#1149:25 AM9.973#1159:30 AM9.949#1169:35
AM10.044#1179:40 AM9.976#1189:45 AM10.056#1199:50
AM10.165#1209:55 AM9.957#12110:00 AM10.020#12210:05
AM10.094#12310:10 AM10.061#12410:15 AM10.027#12510:20
AM10.080#12610:25 AM9.987#12710:30 AM10.103#12810:35
AM9.923#12910:40 AM9.952#13010:45 AM10.054#13110:50
AM10.049#13210:55 AM9.984#13311:00 AM9.931#13411:05
AM10.111#13511:10 AM10.081#13611:15 AM10.109#13711:20
AM10.025#13811:25 AM10.035#13911:30 AM9.996#14011:35
AM10.006#14111:40 AM10.066#14211:45 AM10.025#14311:50
AM10.056#14411:55 AM10.150#14512:00 PM10.088#14612:05
PM9.982#14712:10 PM9.930#14812:15 PM10.027#14912:20
PM10.096#15012:25 PM10.120#15112:30 PM9.995#15212:35
PM9.951#15312:40 PM10.003#15412:45 PM9.957#15512:50
PM10.015#15612:55 PM9.939#1571:00 PM10.105#1581:05
PM10.004#1591:10 PM9.965#1601:15 PM10.118#1611:20
PM9.994#1621:25 PM9.933#1631:30 PM9.991#1641:35
PM9.941#1651:40 PM9.996#1661:45 PM9.892#1671:50
PM9.944#1681:55 PM10.079#1692:00 PM9.935#1702:05
PM9.985#1712:10 PM10.052#1722:15 PM9.991#1732:20
PM9.982#1742:25 PM10.036#1752:30 PM10.127#1762:35
PM9.921#1772:40 PM10.129#1782:45 PM9.916#1792:50
PM10.011#1802:55 PM10.014#1813:00 PM10.042#1823:05
PM10.088#1833:10 PM9.987#1843:15 PM10.195#1853:20
PM10.142#1863:25 PM9.987#1873:30 PM9.985#1883:35
PM9.994#1893:40 PM10.118#1903:45 PM9.974#1913:50
PM9.932#1923:55 PM9.935#1934:00 PM9.986#1944:05
PM9.950#1954:10 PM9.977#1964:15 PM9.986#1974:20
PM10.076#1984:25 PM10.012#1994:30 PM9.922#2004:35
PM9.936#2014:40 PM10.103#2024:45 PM10.039#2034:50
PM10.143#2044:55 PM9.975#2055:00 PM10.174#2065:05
PM10.044#2075:10 PM10.015#2085:15 PM9.982#2095:20
PM9.922#2105:25 PM9.968#2115:30 PM9.909#2125:35
PM9.986#2135:40 PM9.982#2145:45 PM9.955#2155:50
PM9.993#2165:55 PM10.053#2176:00 PM10.078#2186:05
PM9.967#2196:10 PM9.949#2206:15 PM10.154#2216:20
PM9.925#2226:25 PM9.902#2236:30 PM9.996#2246:35
PM9.961#2256:40 PM10.148#2266:45 PM9.964#2276:50
PM9.999#2286:55 PM9.940#2297:00 PM10.115#2307:05
PM10.077#2317:10 PM10.053#2327:15 PM9.964#2337:20
PM10.065#2347:25 PM9.954#2357:30 PM9.946#2367:35
PM10.099#2377:40 PM9.940#2387:45 PM10.041#2397:50
PM9.986#2407:55 PM10.077#2418:00 PM9.955#2428:05
PM10.008#2438:10 PM9.997#2448:15 PM9.907#2458:20
PM10.062#2468:25 PM9.994#2478:30 PM9.957#2488:35
PM10.130#2498:40 PM10.039#2508:45 PM9.930#2518:50
PM10.075#2528:55 PM10.178#2539:00 PM10.025#2549:05
PM9.774#2559:10 PM10.034#2569:15 PM10.127#2579:20
PM9.923#2589:25 PM10.068#2599:30 PM9.941#2609:35
PM9.905#2619:40 PM10.050#2629:45 PM10.027#2639:50
PM9.914#2649:55 PM10.113#26510:00 PM9.997#26610:05
PM10.035#26710:10 PM9.967#26810:15 PM9.920#26910:20
PM9.926#27010:25 PM9.720#27110:30 PM9.810#27210:35
PM9.750#27310:40 PM9.740#27410:45 PM9.760#27510:50
PM9.736#27610:55 PM9.735#27711:00 PM9.750#27811:05
PM9.850#27911:10 PM9.710#28011:15 PM9.725#28111:20
PM9.801#28211:25 PM9.775#28311:30 PM9.789#28411:35
PM9.782#28511:40 PM9.786#28611:45 PM9.782#28711:50
PM9.775#28811:55 PM9.750
Step #1: First understand the data and try to determine what the
data is trying to tell you.
Describe the data in a single paragraph
ANSWER:
Determine if you want to tell a story by time or by diameter. If
we assume that the first story is about the distribution of
diameters per day then our histogram will have the X Axis in
categories with the diameter of the rods. This means we will
have to develop bins or categories.
Question: How would you determine the number of bins and
the range of each bin?
ANSWER:
Create a histogram titled "Frequency of Diameters for a 24
hour period"
Question: What does this histogram tell you? Are diameters
symmetric or skewed. Does it look normally distributed? Is the
average diameter close to 10 cm?
ANSWER:
In manufacturing they use a lot of control charts to determine if
a process, such as the manufacture of rods is in control or not.
To create a control chart you simply plot a Scatter chart (no
lines - just data points). The X Axis is time and Y axis is
diameter. Create a control chart for the rod diameters .
Using this very basic control chart what do you notice now?
ANSWER:
The following is a series of measurements of a motor armature
that were taken over one day (24 hours every 5 minutes) at a
company that manufactures small motors. The average target
thickness is 10 cm. If the rod is too thin the motor will fail
earlier and might be returned for warranty. If the rod is too
thick the company will have reduced profit as the raw material
for the rod is expensive.
An armature is the rod that spins in a motor and it is very
critical that this rod is of a certain thickness .
StatisticsStore A
Respondent#Age CategoryIncome#Desserts Out per MonthStore
B
Respondent#Age CategoryIncome#Desserts Out per Month#122-
255,0004#130-3575,0000#230-35100,0005#1030-
3575,0004#326-3075,0003#10018-2110,0006#418-
2140,0000#1130-35100,0005#530-35100,00012#1218-
2130,00010#626-3050,0008#1322-255,0009#730-
3520,0001#1418-2130,0000#830-35100,00018#1518-
2130,0000#930-3520,00014#16over 35100,0001#1030-
35100,0004#1730-35100,0007#1130-3575,0000#1826-
3050,0005#1218-2130,0000#1930-35100,00016#1322-
2530,0004#230-3530,00013#1418-2130,0000#2018-
2120,0009#1518-215,0000#2130-3575,00012#16over
3550,0001#2226-3010,0001#1730-3540,0001#2318-
215,00011#1826-3020,00010#2430-3540,0000#1930-
35100,00011#2530-3530,00015#2018-2130,0000#2622-
2550,0002#2130-3530,0003#27over 3510,0004#2226-
3075,0001#28over 3540,00011#2318-215,0000#2922-
2530,00014#2422-2520,0000#326-305,0003#2518-
2110,0000#30over 3540,0009#2622-255,00013#3118-
2110,0000#2726-3075,0005#3218-2110,0008#28over
3520,0004#3326-3040,0000#2922-255,00014#3422-
2530,00016#30over 35100,00012#3522-2530,0003#3118-
2110,0000#3622-2520,0006#3218-2110,0000#3726-
305,0007#3326-30100,00011#3818-2120,00020#3422-
2510,0003#3930-355,0007#3522-2550,00013#418-
2120,0000#3622-2520,0006#4022-255,0006#3726-
3020,0006#4130-3540,0002#3818-2110,0000#4218-
2140,0007#3930-3575,0001#43over 3510,0005#4022-
2530,00020#4422-25100,0002#4130-35100,0002#45over
3550,00023#4218-215,0000#4618-2110,0006#4322-
2510,0008#4718-2110,00018#4422-2520,00020#4826-
305,0001#4530-3520,0009#4922-2510,0002#4618-
2120,0000#530-35100,0004#4718-215,0000#5022-
25100,0003#4826-305,00010#5122-2530,0004#4922-
255,00015#5222-2530,00011#5022-2550,00014#5322-
2520,0002#5122-2540,00020#5418-2130,00019#5222-
2550,00013#55over 3520,00018#5322-255,0003#5626-
3030,00019#5418-2140,0000#5718-2110,0005#5530-
35100,0003#5818-2140,00011#5626-3050,00020#5930-
35100,0002#5718-2130,0000#626-3020,00010#5818-
2130,0000#6026-3020,0000#5930-35100,0007#6118-
2120,00013#6026-3030,0005#6226-3040,0004#6118-
2110,0000#63over 3550,0002#6226-3075,00018#6430-
3530,0009#63over 35100,0008#6518-2110,0008#6430-
355,0000#6622-2575,0009#6518-2130,0000#6730-
35100,0007#6622-25100,0007#68over 35100,00014#6730-
355,0002#69over 3520,0000#68over 3550,0006#730-
3575,0008#6926-3020,0001#70over 3550,0001#7026-
3050,0007#7126-30100,0002#7126-3030,0003#7218-
2120,00023#7218-2120,0000#7330-3575,00017#7330-
3540,00010#7426-3010,0004#7426-3030,0003#7518-
215,00016#7518-215,0000#76over 3510,0002#76over
3510,00020#7726-3030,0008#7726-3020,00025#7818-
215,00019#7818-215,0000#7922-255,0000#7922-
2550,0005#830-35100,0009#80over 3520,0001#80over
35100,0007#8118-2130,0000#8118-2140,00014#8230-
35100,00014#8230-3540,0001#8326-305,0002#8326-
3030,00017#8430-35100,0009#8430-35100,0002#8526-
3020,00017#8530-3530,00016#8618-2140,0000#8618-
215,0009#8718-2130,0000#8718-2120,0001#8818-
2130,0000#8818-2130,0004#8926-305,00018#8926-
30100,0001#90over 3510,0008#930-3530,0004#9122-
2575,00013#90over 35100,00020#9218-2110,0000#9122-
2520,0005#9326-3020,00011#9218-2130,0002#9426-
3040,00022#9326-30100,00013#9518-2110,0000#9426-
3020,0000#9622-2575,00017#9518-2110,0006#9718-
2130,0000#9622-255,00017#9822-2575,00012#9718-
2110,0000#9922-25100,00016#9822-2520,0003#10018-
215,0000#9922-25100,0000
You own 2 dessert cafe's and for the last month you have
surveyed 100 people that came into your cafe. In the survey
you asked them their Age category, income category and how
many desserts they had last month at any restaurant. You have
compiled all the data below for Store A and Store B.
Now you need to run some statistical analysis.
Step #1: First generate some basic statistics on the two stores
with respect to the number of Desserts that are eaten out in a
month.
Use Excel Data Analysis - Descriptive Statistics for each store
and compare in a paragraph or two what you found by looking
at the statistical output for the stores.
ANSWER:
Step #2: You are thinking of making your cafe a little higher
end as you expect that the people with higher incomes eat more
desserts than the ones with lower incomes.
For Store A only what is the probability that a customer will
have an income over $75,000 and what is the average number of
desserts that customers that are in the $75,000 income or greater
eat in one month? What are the same numbers for Customers
who make less than $30,000 per year?
Is there data to support your assumption that higher income go
out for dessert more often? Explain.
ANSWER: .
Step #3: You are thinking of making your cafe cater to a
younger crowd as you expect that younger people have more
disposable income and eat out more as older customers stay at
home with their families more or have less disposable income.
For Store B only what is the probability that a customer will be
25 or under and what is the average and total number of
desserts that customers in this age group eat in one month?
What are the same numbers for Customers who are over 35?
Is there data to support your assumption that younger people go
out for dessert more often? Explain.
ANSWER:
Pivot Tables CountrySalespersonOrder AmountOrder DateSale
DateOrderIDCanadaBuchanan$440.007/16/099/26/0910248Cana
daSuyama$1,863.407/10/097/21/0910249USAPeacock$1,552.60
7/12/098/3/0910250USALeverling$654.067/15/099/5/0910251U
SAPeacock$3,597.907/11/0910/19/0910252USALeverling$1,44
4.807/16/0910/4/0910253CanadaBuchanan$556.627/23/098/11/0
910254CanadaDodsworth$2,490.507/15/0911/11/0910255USAL
everling$517.807/17/099/3/0910256USAPeacock$1,119.907/22/
098/29/0910257USADavolio$1,614.887/23/099/11/0910258USA
Peacock$100.807/25/0910/18/0910259USAPeacock$1,504.657/2
9/098/11/0910260USAPeacock$448.007/30/099/24/0910261US
ACallahan$584.007/25/098/7/0910262CanadaDodsworth$1,873.
807/31/098/20/0910263CanadaSuyama$695.628/23/0910/25/091
0264USAFuller$1,176.008/12/0911/29/0910265USALeverling$
346.567/31/0911/3/0910266USAPeacock$3,536.608/6/0910/8/0
910267USACallahan$1,101.208/2/0911/30/0910268CanadaBuch
anan$642.208/9/0910/1/0910269USADavolio$1,376.008/2/0911
/23/0910270CanadaSuyama$48.008/30/0910/9/0910271CanadaS
uyama$1,456.008/6/0910/1/0910272USALeverling$2,037.288/1
2/099/15/0910273CanadaSuyama$538.608/16/0911/18/0910274
USADavolio$291.848/9/0910/27/0910275USACallahan$420.008
/14/0912/1/0910276USAFuller$1,200.808/13/0911/12/0910277
USACallahan$1,488.808/16/0911/27/0910278USACallahan$351
.008/16/0910/28/0910279USAFuller$613.209/12/099/30/091028
0USAPeacock$86.508/21/0912/11/0910281USAPeacock$155.40
8/21/0911/24/0910282USALeverling$1,414.808/23/0910/8/0910
283USAPeacock$1,170.378/27/0910/1/0910284USADavolio$1,7
43.368/26/0910/12/0910285USACallahan$3,016.008/30/0911/16
/0910286USACallahan$819.008/28/0911/5/0910287USAPeacoc
k$80.109/3/0910/27/0910288CanadaKing$479.408/28/0912/22/0
910289USACallahan$2,169.009/3/0911/1/0910290Suyama$497.
529/4/0912/28/0910291USADavolio$1,296.009/2/0911/11/0910
292USADavolio$848.709/11/0912/1/0910293USAPeacock$1,88
7.609/5/0912/20/0910294USAFuller$121.609/10/0910/10/09102
95CanadaSuyama$1,050.609/11/099/30/0910296CanadaBuchana
n$1,420.009/10/0910/10/0910297CanadaSuyama$2,645.009/11/
0911/19/0910298USAPeacock$349.509/13/0910/25/0910299US
AFuller$608.009/18/0912/9/0910300CountrySalespersonOrder
AmountOrder DateSale
DateOrderIDUSACallahan$755.009/17/0910/23/0910301USAPe
acock$2,708.8010/9/091/5/1010302CanadaKing$1,117.809/18/0
910/9/0910303USADavolio$954.409/17/0911/7/0910304USACa
llahan$3,741.3010/9/0911/26/0910305USADavolio$498.509/23/
0912/21/0910306USAFuller$424.009/25/0912/1/0910307Canada
King$88.809/24/0910/12/0910308USALeverling$1,762.0010/23
/092/16/1010309USACallahan$336.009/27/091/22/1010310USA
Davolio$268.809/26/091/4/1010311USAFuller$1,614.8010/3/09
12/27/0910312USAFuller$182.4010/4/0910/14/0910313USADa
volio$2,094.3010/4/0912/24/0910314USAPeacock$516.8010/3/
0910/17/0910315USADavolio$2,835.0010/8/091/29/1010316Ca
nadaSuyama$288.0010/10/091/9/1010317USACallahan$240.401
0/4/0910/19/0910318CanadaKing$1,191.2010/11/0910/22/09103
19CanadaBuchanan$516.0010/18/0912/6/0910320USALeverling
$144.0010/11/0910/28/0910321CanadaKing$112.0010/23/091/2
3/1010322USAPeacock$164.4010/14/092/3/1010323CanadaDod
sworth$5,275.7110/10/0911/11/0910324USADavolio$1,497.001
0/14/0912/31/0910325USAPeacock$982.0010/14/091/12/101032
6USAFuller$1,810.0010/14/0912/25/0910327USAPeacock$1,16
8.0010/17/091/16/1010328USAPeacock$4,578.4310/23/0911/23
/0910329USALeverling$1,649.0010/28/092/11/1010330Canada
Dodsworth$88.5010/21/0912/11/0910331USALeverling$1,786.8
810/21/0911/23/0910332CanadaBuchanan$877.2010/25/0912/13
/0910333USACallahan$144.8010/28/092/20/1010334CanadaKin
g$2,036.1610/24/092/4/1010335CanadaKing$285.1210/25/091/2
4/1010336USAPeacock$2,467.0010/29/091/7/1010337USAPeac
ock$934.5010/29/091/31/1010338USAFuller$3,354.0011/4/0911
/16/0910339USADavolio$2,436.1811/8/093/4/1010340CanadaK
ing$352.6011/5/091/17/1010341USAPeacock$1,840.6411/4/092
/20/1010342USAPeacock$1,584.0011/6/0912/21/0910343USAP
eacock$2,296.0011/5/091/26/1010344USAFuller$2,924.8011/11
/0911/27/0910345USALeverling$1,618.8811/8/091/21/1010346
USAPeacock$814.4211/8/091/17/1010347USAPeacock$363.601
1/15/0911/29/0910348CanadaKing$141.6011/15/093/2/1010349
CanadaSuyama$642.0612/3/092/1/1010350USADavolio$5,398.7
211/20/0912/23/0910351USALeverling$136.3011/18/0912/3/09
10352CanadaKing$8,593.2811/25/092/10/1010353USACallahan
$568.8011/20/092/26/1010354CanadaSuyama$480.0011/20/091
2/29/0910355CanadaSuyama$1,106.4011/27/092/7/1010356USA
Davolio$1,167.6812/2/092/18/1010357CanadaBuchanan$429.40
11/27/091/1/1010358CanadaBuchanan$3,471.6811/26/093/13/10
10359USAPeacock$7,390.2012/2/093/26/1010360USADavolio$
2,046.2412/3/092/10/1010361USALeverling$1,549.6011/28/093
/14/1010362USAPeacock$447.2012/4/093/1/1010363USADavol
io$950.0012/4/0912/27/0910364USALeverling$403.2012/2/093/
4/1010365USACallahan$136.0012/30/094/4/1010366CanadaKin
g$834.2012/2/093/22/1010367USAFuller$1,689.7812/2/0912/12
/0910368USACallahan$2,390.4012/9/094/5/1010369CanadaSuy
ama$1,117.6012/27/092/26/1010370USADavolio$72.9612/24/09
1/9/1010371CanadaBuchanan$9,210.9012/9/091/2/1010372USA
Peacock$1,366.4012/11/092/28/1010373USADavolio$459.0012/
9/091/29/1010374USALeverling$338.0012/9/093/8/1010375US
ADavolio$399.0012/13/091/30/1010376USADavolio$863.6012/
13/0912/27/0910377CanadaBuchanan$103.2012/19/093/23/1010
378USAFuller$863.2812/13/094/4/1010379USACallahan$1,313.
821/16/101/30/1010380USALeverling$112.0012/13/091/1/1010
381USAPeacock$2,900.0012/16/092/15/1010382USACallahan$
899.0012/18/094/12/1010383USALeverling$2,222.4012/20/091/
29/1010384USADavolio$691.2012/23/094/15/1010385CanadaD
odsworth$166.0012/25/091/7/1010386USADavolio$1,058.4012/
20/092/21/1010387USAFuller$1,228.8012/20/093/4/1010388US
APeacock$1,832.8012/24/094/18/1010389CanadaSuyama$2,090
.8812/26/091/30/1010390USALeverling$86.4012/31/093/31/101
0391USAFuller$1,440.001/1/102/7/1010392USADavolio$2,556.
951/3/102/14/1010393USADavolio$442.001/3/104/4/1010394Ca
nadaSuyama$2,122.921/3/103/19/1010395USADavolio$1,903.8
01/6/101/17/1010396CanadaBuchanan$716.721/2/102/5/101039
7USAFuller$2,505.601/9/103/14/1010398USACallahan$1,765.6
01/8/104/25/1010399USADavolio$3,063.001/16/103/16/101040
0USADavolio$3,868.601/10/101/24/1010401USACallahan$2,71
3.501/10/104/11/1010402USAPeacock$855.011/9/102/14/10104
03USAFuller$1,591.251/8/104/23/1010404USADavolio$400.00
1/22/105/4/1010405CanadaKing$1,830.781/13/103/2/1010406U
SAFuller$1,194.001/30/105/11/1010407USACallahan$1,622.40
1/14/104/10/1010408USALeverling$319.201/14/101/30/101040
9USALeverling$802.001/15/104/7/1010410CanadaDodsworth$9
66.801/21/103/22/1010411USACallahan$334.801/15/104/22/101
0412USALeverling$2,123.201/16/104/11/1010413USAFuller$2
24.831/17/104/2/1010414USALeverling$102.401/24/103/17/101
0415USACallahan$720.001/27/102/17/1010416USAPeacock$11
,188.401/28/103/3/1010417USAPeacock$1,814.801/24/104/28/1
010418USAPeacock$2,097.601/30/105/17/1010419USALeverlin
g$1,707.841/27/105/26/1010420USACallahan$1,194.271/27/105
/17/1010421USAFuller$49.801/31/102/21/1010422CanadaSuya
ma$1,020.002/24/104/7/1010423CanadaKing$9,194.561/27/105/
7/1010424CanadaSuyama$360.002/14/104/29/1010425USAPeac
ock$338.202/6/105/13/1010426USAPeacock$651.003/3/104/25/
1010427CanadaKing$192.002/4/105/19/1010428USALeverling$
1,441.372/7/105/5/1010429USAPeacock$4,899.202/3/105/3/101
0430USAPeacock$1,892.252/7/104/4/1010431USALeverling$48
5.002/7/105/15/1010432USALeverling$851.203/4/104/28/10104
33USALeverling$321.122/13/105/28/1010434USACallahan$631
.602/7/103/16/1010435USALeverling$1,994.522/11/106/4/1010
436USACallahan$393.002/12/104/15/1010437USALeverling$45
4.002/14/103/29/1010438CanadaSuyama$1,078.002/10/103/5/10
10439USAPeacock$4,924.132/28/106/20/1010440USALeverling
$1,755.003/14/103/30/1010441USALeverling$1,792.002/18/105
/27/1010442USACallahan$517.442/14/104/17/1010443USALev
erling$1,031.702/21/105/18/1010444USALeverling$174.902/20/
103/14/1010445CanadaSuyama$246.242/19/106/13/1010446US
APeacock$914.403/7/106/8/1010447USAPeacock$443.402/24/1
04/28/1010448USALeverling$1,838.202/27/106/17/1010449US
ACallahan$425.123/11/106/2/1010450USAPeacock$3,849.663/1
2/103/29/1010451USACallahan$2,018.502/26/105/24/1010452U
SADavolio$407.702/26/106/25/1010453USAPeacock$331.202/2
5/106/2/1010454USACallahan$2,684.003/3/106/22/1010455US
ACallahan$557.602/28/105/14/1010456USAFuller$1,584.003/3/
104/5/1010457CanadaKing$3,891.003/4/105/23/1010458USAPe
acock$1,659.202/28/105/1/1010459USACallahan$176.103/3/10
5/25/1010460USADavolio$1,538.703/5/104/3/1010461USAFull
er$156.003/18/105/16/1010462CanadaBuchanan$713.303/6/106/
8/1010463USAPeacock$1,609.283/14/106/24/1010464USADavo
lio$2,518.003/14/106/27/1010465USAPeacock$216.003/13/105/
4/1010466USACallahan$235.203/11/104/28/1010467USALeverl
ing$717.603/12/104/22/1010468USADavolio$956.673/14/105/1
8/1010469USAPeacock$1,820.804/30/103/14/1010470USAFulle
r$1,328.003/18/103/31/1010471USACallahan$1,036.803/19/106
/28/1010472USADavolio$230.403/21/106/22/1010473CanadaBu
chanan$1,249.103/21/106/25/1010474CanadaDodsworth$1,505.
184/4/108/2/1010475USACallahan$180.483/24/105/2/1010476C
anadaBuchanan$558.003/25/105/5/1010477USAFuller$471.203/
26/107/8/1010478USALeverling$10,495.603/21/106/1/1010479
CanadaSuyama$756.003/24/107/10/1010480USACallahan$1,472
.003/25/104/11/1010481USADavolio$147.004/10/105/7/101048
2CanadaKing$668.804/25/108/15/1010483USALeverling$386.2
04/1/107/20/1010484USAPeacock$1,584.003/31/107/12/101048
5USADavolio$1,272.004/2/105/13/1010486USAFuller$889.703/
28/106/17/1010487USACallahan$1,512.004/2/105/20/1010488C
anadaSuyama$439.204/9/106/26/1010489CanadaKing$3,163.20
4/3/108/1/1010490USACallahan$259.504/8/106/25/1010491US
ALeverling$851.204/11/105/31/1010492USAPeacock$608.404/1
0/106/8/1010493USAPeacock$912.004/9/105/7/1010494USALe
verling$278.004/11/107/16/1010495CanadaKing$190.004/7/105
/30/1010496CanadaKing$1,380.604/7/106/1/1010497USACallah
an$575.004/11/104/30/1010498USAPeacock$1,412.004/16/106/
20/1010499CanadaSuyama$523.264/17/107/16/1010500Canada
Dodsworth$149.004/16/104/30/1010501USAFuller$816.304/29/
106/30/1010502CanadaSuyama$2,048.504/16/107/7/1010503US
APeacock$1,388.504/18/108/2/1010504USALeverling$147.904/
21/105/25/1010505CanadaDodsworth$415.805/2/105/29/101050
6CanadaKing$749.064/22/108/12/1010507USADavolio$240.005
/13/109/6/1010508USAPeacock$136.804/29/107/4/1010509Can
adaSuyama$4,707.544/28/108/11/1010510USAPeacock$2,550.0
04/21/107/31/1010511CanadaKing$525.304/24/107/27/1010512
CanadaKing$1,942.004/28/105/31/1010513USALeverling$8,623
.455/16/105/29/1010514USAFuller$9,921.305/23/108/12/10105
15USAFuller$2,381.055/1/108/29/1010516USALeverling$352.0
04/29/106/20/1010517USAPeacock$4,150.055/5/105/19/101051
8CanadaSuyama$2,314.205/1/106/22/1010519CanadaKing$200.
005/1/107/18/1010520USACallahan$225.505/2/108/25/1010521
USAPeacock$2,318.245/6/108/18/1010522CanadaKing$2,444.3
15/30/107/17/1010523USADavolio$3,192.655/7/108/13/101052
4USADavolio$818.405/23/108/28/1010525USAPeacock$1,151.4
05/15/106/16/1010526CanadaKing$1,503.005/7/105/23/1010527
CanadaSuyama$392.205/9/106/27/1010528CanadaBuchanan$94
6.005/9/108/1/1010529USALeverling$4,180.005/12/108/25/101
0530CanadaKing$110.005/19/109/2/1010531CanadaKing$796.3
55/12/107/30/1010532USACallahan$2,222.205/22/108/19/10105
33USACallahan$465.705/14/106/24/1010534USAPeacock$1,94
0.855/21/107/31/1010535USALeverling$1,645.006/6/109/5/101
0536USADavolio$1,823.805/19/108/13/1010537CanadaDodswo
rth$139.805/16/107/23/1010538CanadaSuyama$355.505/23/106/
18/1010539USALeverling$10,191.706/13/108/14/1010540USAF
uller$1,946.525/29/106/23/1010541USADavolio$469.115/26/10
6/26/1010542USACallahan$1,504.505/23/107/4/1010543USAPe
acock$417.205/30/107/7/1010544USACallahan$210.006/26/109
/24/1010545USADavolio$2,812.005/27/109/9/1010546USALeve
rling$1,792.806/2/108/27/1010547USALeverling$240.106/2/107
/18/1010548CanadaBuchanan$3,554.275/30/106/13/1010549Can
adaKing$683.306/6/107/19/1010550USAPeacock$1,677.306/6/1
09/24/1010551USAFuller$880.506/5/109/1/1010552USAFuller$
1,546.306/3/108/8/1010553USAPeacock$1,728.526/5/108/28/10
10554CanadaSuyama$2,944.406/4/108/17/1010555USAFuller$8
35.206/13/108/10/1010556CanadaDodsworth$1,152.506/6/109/1
0/1010557USADavolio$2,142.906/10/109/30/1010558CanadaSu
yama$520.416/13/107/19/1010559USACallahan$1,072.426/9/10
8/3/1010560USAFuller$2,844.506/9/109/25/1010561USADavoli
o$488.706/12/107/27/1010562USAFuller$965.006/24/109/3/101
0563USAPeacock$1,234.056/16/109/5/1010564USACallahan$6
39.906/18/107/20/1010565CanadaDodsworth$1,761.006/18/107/
2/1010566USADavolio$2,519.006/17/106/28/1010567USALeve
rling$155.007/9/1010/27/1010568CanadaBuchanan$890.007/11/
108/25/1010569USALeverling$2,465.256/19/107/29/1010570US
ACallahan$550.597/4/108/17/1010571USALeverling$1,501.086
/25/1010/2/1010572CanadaKing$2,082.006/20/1010/11/1010573
USAPeacock$764.306/30/107/11/1010574CanadaBuchanan$2,1
47.406/30/109/13/1010575USALeverling$838.456/30/1010/7/10
10576CanadaDodsworth$569.006/30/107/21/1010577USAPeaco
ck$477.007/25/109/29/1010578USADavolio$317.757/4/109/27/
1010579USAPeacock$1,013.747/1/107/19/1010580USALeverlin
g$310.007/2/109/2/1010581USALeverling$330.007/14/109/26/1
010582USAFuller$2,237.507/4/108/7/1010583USAPeacock$593
.757/4/108/29/1010584CanadaKing$142.507/10/1011/4/1010585
CanadaDodsworth$23.807/9/1010/18/1010586USADavolio$807.
388/16/107/9/1010587USAFuller$3,120.007/10/1010/6/1010588
USACallahan$72.007/14/109/21/1010589USAPeacock$1,101.00
7/14/108/29/1010590USADavolio$812.507/16/109/13/1010591
USALeverling$516.467/16/1010/15/1010592CanadaKing$1,994.
408/13/109/14/1010593USALeverling$565.507/16/1010/27/101
0594USAFuller$4,725.007/14/1010/30/1010595USACallahan$1,
180.888/12/109/14/1010596CanadaKing$718.087/18/1010/26/10
10597USADavolio$2,388.507/18/1011/11/1010598CanadaSuya
ma$493.007/21/1010/19/1010599USAPeacock$479.807/21/1010
/22/1010600CanadaKing$2,285.007/22/1010/5/1010601USACall
ahan7/22/108/28/1010602USACallahan$1,483.008/8/1010/31/10
10603USADavolio$230.857/29/1010/17/1010604USADavolio$4
,109.697/29/1010/31/1010605USAPeacock$1,130.407/31/109/22
/1010606CanadaBuchanan$6,475.407/25/109/3/1010607USAPea
cock$1,064.008/1/1011/21/1010608CanadaKing$424.007/30/10
8/14/1010609USACallahan$299.258/6/109/27/1010610CanadaS
uyama$808.008/1/108/30/1010611USADavolio$6,375.008/1/101
1/25/1010612USAPeacock$353.208/1/108/31/1010613USACalla
han$464.008/1/1011/10/1010614USAFuller$120.008/6/1011/4/1
010615USADavolio$4,806.998/5/1011/1/1010616USAPeacock$
1,402.508/4/1011/25/1010617USADavolio$2,697.508/8/1010/29
/1010618USALeverling$1,260.008/7/1011/15/1010619USAFulle
r$57.508/14/1010/11/1010620USAPeacock$758.508/11/108/30/
1010621USAPeacock$560.008/11/1011/13/1010622USACallaha
n$1,336.958/12/1011/5/1010623USAPeacock$1,393.248/19/101
0/19/1010624USALeverling$479.758/14/1011/6/1010625USAD
avolio$1,503.608/20/1010/11/1010626USACallahan$1,185.758/
21/1010/18/1010627USAPeacock$450.008/20/1010/17/1010628
USAPeacock$2,775.058/20/109/17/1010629USADavolio$903.60
8/19/109/14/1010630USACallahan$55.808/15/109/25/1010631U
SACallahan$589.008/19/1011/17/1010632CanadaKing$5,510.59
8/18/109/25/1010633USAPeacock$4,985.508/21/109/17/101063
4USACallahan$1,326.228/21/1010/15/1010635USAPeacock$62
9.508/26/109/12/1010636CanadaSuyama$2,761.948/26/1010/25/
1010637USALeverling$2,720.059/1/109/28/1010638CanadaKin
g$500.008/27/1010/31/1010639USAPeacock$708.758/28/1010/2
/1010640USAPeacock$2,054.008/26/1010/20/1010641CanadaKi
ng$696.009/5/1012/22/1010642CanadaSuyama$814.509/2/1011/
10/1010643USALeverling$1,371.809/1/109/14/1010644USAPea
cock$1,535.009/2/1011/14/1010645CanadaDodsworth$1,446.00
9/3/109/28/1010646USAPeacock$636.009/3/1011/7/1010647Ca
nadaBuchanan$372.379/9/1012/7/1010648CanadaBuchanan$1,4
34.008/29/1011/13/1010649CanadaBuchanan$1,779.209/3/1011/
24/1010650USACallahan$397.809/11/1012/14/1010651USAPea
cock$318.849/8/1011/3/1010652USADavolio$1,083.159/19/101
/8/1110653CanadaBuchanan$601.839/11/109/27/1010654USAD
avolio$154.409/11/1011/1/1010655CanadaSuyama$604.219/10/
1010/25/1010656USAFuller$4,371.609/15/1012/31/1010657US
APeacock$4,464.609/8/1010/15/1010658CanadaKing$1,227.029
/10/1012/21/1010659USACallahan$1,701.0010/15/101/29/11106
60CanadaKing$562.609/15/1010/5/1010661USALeverling$125.
009/18/1012/29/1010662USAFuller$1,930.4010/3/1012/20/1010
663USADavolio$1,288.399/19/1010/12/1010664USADavolio$1,
295.009/17/1012/16/1010665CanadaKing$4,666.949/22/1010/21
/1010666CanadaKing$1,536.809/19/1012/24/1010667USADavol
io$625.279/23/1010/8/1010668USAFuller$570.009/22/1010/17/
1010669USAPeacock$2,301.759/18/1012/26/1010670USADavol
io$920.109/24/1010/11/1010671CanadaDodsworth$3,815.259/2
6/101/4/1110672USAFuller$412.359/19/1011/20/1010673USAP
eacock$45.009/30/1012/15/1010674CanadaBuchanan$1,423.009
/23/1011/18/1010675USAFuller$534.859/29/1012/8/1010676US
ADavolio$813.369/26/1010/19/1010677CanadaKing$5,256.5010
/16/1011/2/1010678USACallahan$660.009/30/1011/22/1010679
USADavolio$1,261.889/26/1011/21/1010680USALeverling$1,2
87.409/30/1010/27/1010681USALeverling$375.5010/1/1012/3/1
010682USAFuller$63.0010/1/10/10683USALeverling$1,768.00
9/30/101/3/1110684USAPeacock$801.1010/3/101/20/1110685U
SAFuller$1,404.4510/8/1012/1/1010686CanadaDodsworth$4,96
0.9010/30/1011/27/1010687USAPeacock$3,160.6010/7/1010/26
/1010688USADavolio$472.5010/7/101/2/1110689USADavolio$
862.5010/3/101/11/1110690USAFuller$10,164.8010/22/101/11/
1110691USAPeacock$878.0010/13/1012/10/1010692USALeverl
ing$2,071.2010/10/101/25/1110693USACallahan$4,825.0010/9/
1012/21/1010694CanadaKing$642.0010/14/1012/10/1010695US
ACallahan$996.0010/14/101/2/1110696USALeverling$805.4310
/14/1010/26/1010697USAPeacock$3,436.4510/17/102/4/111069
8USALeverling$114.0010/13/1010/25/1010699USALeverling$1
,638.4010/16/101/11/1110700CanadaSuyama$2,864.5010/15/10
12/29/1010701USAPeacock$330.0010/21/1012/20/1010702Cana
daSuyama$2,545.0010/20/101/19/1110703CanadaSuyama$595.5
011/7/101/14/1110704CanadaDodsworth$378.0011/18/1012/10/
1010705USACallahan$1,893.0010/21/1012/30/1010706USAPea
cock$1,641.0010/23/101/26/1110707CanadaSuyama$180.4011/5
/1012/1/1010708USADavolio$3,424.0011/20/102/7/1110709US
ADavolio$93.5010/23/1011/12/1010710CanadaBuchanan$4,451.
7010/29/1012/8/1010711USALeverling$1,233.4810/31/1012/12/
1010712USADavolio$2,827.9010/24/102/21/1110713CanadaBu
chanan$2,205.7510/27/101/14/1110714USALeverling$1,296.00
10/29/102/18/1110715USAPeacock$706.0010/27/102/11/111071
6USADavolio$1,270.7510/29/101/28/1110717USADavolio$3,46
3.0010/29/1012/11/1010718USACallahan$844.2511/5/102/5/111
0719USACallahan$550.0011/5/1011/30/1010720CanadaBuchana
n$923.8710/31/101/11/1110721USACallahan$1,570.0011/4/101
2/20/1010722USALeverling$468.4511/25/1012/28/1010723USA
Callahan$638.5011/5/1012/22/1010724USAPeacock$287.8011/5
/102/14/1110725USAPeacock$655.0012/5/101/21/1110726USA
Fuller$1,624.5012/5/103/5/1110727USAPeacock$1,296.7511/11
/101/20/1110728USACallahan$1,850.0011/14/101/25/1110729C
anadaBuchanan$484.2511/14/103/12/1110730CanadaKing$1,89
0.5011/14/1011/26/1010731USALeverling$360.0011/7/1012/29/
1010732USADavolio$1,459.0011/10/10/10733USAFuller$1,498
.3511/12/101/6/1110734CanadaSuyama$536.4011/21/1012/5/10
10735CanadaDodsworth$997.0011/21/103/19/1110736USAFulle
r$139.8011/18/102/7/1110737USAFuller$52.3511/18/103/9/111
0738USALeverling$240.0011/17/1012/12/1010739USAPeacock
$1,416.0011/25/1012/9/1010740USAPeacock$228.0011/18/1012
/11/1010741USALeverling$3,118.0011/18/102/13/1110742USA
Davolio$319.2011/21/101/8/1110743CanadaSuyama$736.0011/2
4/102/12/1110744CanadaDodsworth$4,529.8011/27/101/26/111
0745USADavolio$2,311.7011/21/102/10/1110746CanadaSuyam
a$1,912.8511/26/103/23/1110747USALeverling$2,196.0011/28/
1012/12/1010748USAPeacock$1,080.0012/19/103/31/1110749C
anadaDodsworth$1,590.5611/24/101/7/1110750USALeverling$1
,631.4812/3/1012/30/1010751USAFuller$252.0011/28/101/4/11
10752USALeverling$88.0011/27/103/25/1110753CanadaSuyam
a$55.2011/27/1012/15/1010754USAPeacock$1,948.5011/28/102
/15/1110755USACallahan$1,990.0012/2/103/25/1110756Canada
Suyama$3,082.0012/15/103/21/1110757USALeverling$1,644.60
12/4/103/30/1110758USALeverling$320.0012/12/102/16/11107
59USAPeacock$2,917.0012/10/102/12/1110760CanadaBuchana
n$507.0012/8/1012/21/1010761USALeverling$4,337.0012/9/10
2/6/1110762USALeverling$616.0012/8/102/12/1110763Canada
Suyama$2,286.0012/8/102/9/1110764USALeverling$1,515.6012
/9/104/7/1110765USAPeacock$2,310.0012/9/103/9/1110766US
APeacock$28.0012/15/103/26/1110767USALeverling$1,477.001
2/15/102/15/1110768USALeverling$1,684.2712/12/1012/24/101
0769USACallahan$236.2512/17/101/6/1110770CanadaDodswort
h$344.001/2/101/25/1010771USALeverling$3,603.2212/19/101/
15/1110772USADavolio$2,030.4012/16/103/11/1110773USAPe
acock$868.7512/12/101/2/1110774CanadaKing$228.0012/26/10
4/6/1110775USADavolio$6,635.2712/18/104/1/1110776Canada
King$224.001/21/112/6/1110777USALeverling$96.5012/24/103
/9/1110778USALeverling$1,335.004/20/1110779USAFuller$72
0.0012/25/102/22/1110780USAFuller$975.8812/19/101/11/1110
781CanadaDodsworth$12.5012/22/104/2/1110782USAPeacock$
1,442.5012/19/103/5/1110783USAPeacock$1,488.0012/22/102/1
1/1110784USADavolio$387.5012/24/101/24/1110785USACalla
han$1,531.0812/23/104/2/1110786USAFuller$2,622.7612/26/10
3/27/1110787USADavolio$731.501/19/114/13/1110788USADav
olio$3,687.0012/31/101/19/1110789CanadaSuyama$722.5012/2
6/102/22/1110790CanadaSuyama$1,829.761/1/114/21/1110791
USADavolio$399.8512/31/104/14/1110792USALeverling$191.1
01/8/112/3/1110793CanadaSuyama$314.761/2/112/24/1110794
USACallahan$2,158.001/20/112/7/1110795USALeverling$2,341
.361/14/114/19/1110796CanadaKing$420.001/5/111/23/1110797
USAFuller$446.601/5/113/29/1110798CanadaDodsworth$1,553.
501/5/113/9/1110799USADavolio$1,468.931/5/113/9/1110800U
SAPeacock$3,026.8512/31/104/27/1110801USAPeacock$2,942.
811/2/113/16/1110802USAPeacock$1,193.011/6/114/22/111080
3CanadaSuyama$2,278.401/7/113/30/1110804USAFuller$2,775.
001/9/111/23/1110805USALeverling$439.601/5/113/24/111080
6USAPeacock$18.401/30/115/11/1110807USAFuller$1,411.001
/9/112/7/1110808CanadaKing$140.001/7/112/25/1110809USAF
uller$187.001/7/112/17/1110810USACallahan$852.001/8/113/1
3/1110811CanadaBuchanan$1,692.801/12/114/17/1110812USA
Davolio$602.401/9/111/30/1110813USALeverling$1,788.451/14
/114/23/1110814USAFuller$40.001/14/114/13/1110815USAPea
cock$8,446.452/4/112/17/1110816USALeverling$10,952.841/13
/112/13/1110817CanadaKing$833.001/12/113/4/1110818USAFu
ller$477.001/16/114/10/1110819USALeverling$1,140.001/13/11
4/12/1110820USADavolio$678.001/15/112/10/1110821CanadaS
uyama$237.901/16/112/23/1110822CanadaBuchanan$2,826.001/
13/114/28/1110823USACallahan$250.801/30/113/8/1110824US
ADavolio$1,030.761/14/113/11/1110825CanadaSuyama2/6/113/
23/1110826USADavolio$843.002/6/113/3/1110827CanadaDods
worth$932.002/4/114/23/1110828CanadaDodsworth$1,764.001/
23/115/11/1110829USAPeacock$1,974.001/21/114/17/1110830
USALeverling$2,684.401/23/113/12/1110831USAFuller$475.11
1/19/114/6/1110832CanadaSuyama$906.931/23/114/9/1110833
USADavolio$1,432.711/19/113/11/1110834USADavolio$845.80
1/21/114/24/1110835CanadaKing$4,705.501/21/114/26/1110836
CanadaDodsworth$1,064.501/23/112/21/1110837USALeverling
$1,938.381/23/114/7/1110838USALeverling$827.551/22/113/5/
1110839USAPeacock$211.202/16/116/2/1110840CanadaBuchan
an$4,581.00/2/15/1110841USADavolio$975.001/29/115/4/1110
842USAPeacock$159.001/26/115/9/1110843USACallahan$735.
001/26/113/11/1110844USACallahan$3,812.701/30/113/15/1110
845USAFuller$1,112.001/23/113/15/1110846USAPeacock$4,93
1.922/10/114/1/1110847CanadaKing$931.501/29/113/1/1110848
CanadaDodsworth$967.821/30/113/10/1110849USADavolio$62
9.001/30/113/18/1110850CanadaBuchanan$2,603.002/2/114/5/1
110851USACallahan$2,984.001/30/112/20/1110852CanadaDods
worth$625.002/3/115/26/1110853USALeverling$2,966.502/5/11
3/18/1110854USALeverling$2,227.892/4/112/16/1110855USAL
everling$660.002/10/115/28/1110856USACallahan$2,048.222/6
/115/19/1110857USAFuller$649.002/3/115/18/1110858USADav
olio$1,078.692/2/115/25/1110859USALeverling$519.002/4/112/
15/1110860USAPeacock$3,523.402/17/113/21/1110861USACall
ahan$581.002/2/113/2/1110862USAPeacock$441.152/17/115/28
/1110863USAPeacock$282.002/9/113/19/1110864USAFuller$12
,387.502/12/113/5/1110865CanadaBuchanan$1,096.202/12/115/
28/1110866CanadaSuyama$98.402/11/113/21/1110867CanadaKi
ng$1,920.602/23/114/8/1110868CanadaBuchanan$1,630.002/9/1
15/31/1110869CanadaBuchanan$160.002/13/115/6/1110870Can
adaDodsworth$1,979.232/10/115/25/1110871CanadaBuchanan$
2,058.462/9/115/8/1110872USAPeacock$336.802/9/116/6/1110
873CanadaBuchanan$310.002/11/114/22/1110874USAPeacock$
709.553/3/114/11/1110875CanadaKing$917.002/12/113/8/11108
76USADavolio$1,955.132/19/114/13/1110877USAPeacock$1,53
9.002/12/113/3/1110878USALeverling$611.302/12/114/1/11108
79CanadaKing$1,500.002/18/115/27/1110880USAPeacock$150.
002/18/115/4/1110881USAPeacock$892.642/20/114/14/1110882
USACallahan$36.002/20/116/11/1110883USAPeacock$1,378.07
2/13/113/25/1110884CanadaSuyama$1,209.002/18/113/22/1110
885USADavolio$3,127.503/2/115/1/1110886USACallahan$70.0
02/16/113/27/1110887USADavolio$605.002/23/116/3/1110888
CanadaDodsworth$11,380.002/23/115/2/1110889CanadaKing$8
60.102/18/114/24/1110890CanadaKing$368.932/19/114/21/1110
891USAPeacock$2,090.002/19/114/4/1110892CanadaDodsworth
$5,502.112/20/114/14/1110893USADavolio$2,753.102/20/114/2
5/1110894USALeverling$6,379.402/23/113/19/1110895Canada
King$750.502/27/115/28/1110896USALeverling$10,835.242/25
/114/2/1110897USAPeacock$30.003/6/116/30/1110898CanadaB
uchanan$122.402/26/113/21/1110899USADavolio$33.753/4/113
/20/1110900USAPeacock$934.502/26/113/25/1110901USADavo
lio$863.433/3/113/16/1110902USALeverling$932.053/4/114/20/
1110903USALeverling$1,924.252/27/114/1/1110904CanadaDod
sworth$342.003/6/115/15/1110905USAPeacock$427.503/3/116/
9/1110906CanadaSuyama$108.502/27/114/27/1110907USAPeac
ock$663.103/6/114/29/1110908USADavolio$670.003/10/114/3/
1110909USADavolio$452.903/4/115/8/1110910USALeverling$
858.003/5/114/29/1110911USAFuller$6,200.553/18/114/5/1110
912USAPeacock$768.753/4/116/27/1110913CanadaSuyama$537
.503/2/114/4/1110914USAFuller$539.503/2/114/26/1110915US
ADavolio$686.703/9/116/26/1110916USAPeacock$365.893/11/
114/27/1110917USALeverling$1,447.503/11/114/17/1110918US
AFuller$1,122.803/4/114/26/1110919USAPeacock$390.003/9/1
16/19/1110920USADavolio$1,936.003/9/113/26/1110921Canad
aBuchanan$742.503/5/116/11/1110922CanadaKing$748.803/13/
114/15/1110923USALeverling$1,835.704/8/115/31/1110924US
ALeverling$475.153/13/116/21/1110925USAPeacock$514.403/1
1/115/22/1110926USAPeacock$800.004/8/114/30/1110927USA
Davolio$137.503/18/114/13/1110928CanadaSuyama$1,174.753/
12/115/9/1110929USAPeacock$2,255.503/18/114/17/1110930U
SAPeacock$799.203/19/117/7/1110931USACallahan$1,788.633/
24/115/28/1110932CanadaSuyama$920.603/16/114/9/1110933U
SALeverling$500.003/12/114/2/1110934USAPeacock$619.503/
18/114/10/1110935USALeverling$456.003/18/115/30/1110936C
anadaKing$644.803/13/117/6/1110937USALeverling$2,731.873
/16/115/9/1110938USAFuller$637.503/13/115/28/1110939USA
Callahan$360.003/23/116/4/1110940CanadaKing$4,011.753/20/
115/11/1110941CanadaDodsworth$560.003/18/115/27/1110942
USAPeacock$711.003/19/115/7/1110943CanadaSuyama$1,025.3
33/13/115/24/1110944USAPeacock$245.003/18/115/1/1110945
USADavolio$1,407.503/19/115/6/1110946USALeverling$220.0
03/16/116/12/1110947USALeverling$2,362.253/19/114/11/1110
948USAFuller$4,422.003/17/116/4/1110949USADavolio$110.0
03/23/115/4/1110950CanadaDodsworth$458.744/7/117/5/11109
51USADavolio$471.203/24/116/13/1110952CanadaDodsworth$
4,441.253/25/115/28/1110953CanadaBuchanan$1,659.533/20/11
7/10/1110954USACallahan$74.403/20/114/27/1110955CanadaS
uyama$677.003/20/116/11/1110956USACallahan$1,762.703/27/
115/2/1110957CanadaKing$781.003/27/116/3/1110958CanadaS
uyama$131.753/23/116/12/1110959USALeverling$265.354/8/11
5/15/1110960USACallahan$1,119.903/30/117/1/1110961USACa
llahan$3,584.003/23/116/21/1110962CanadaDodsworth$57.803/
26/117/21/1110963USALeverling$2,052.503/24/115/12/111096
4CanadaSuyama$848.003/30/116/1/1110965USAPeacock$1,098.
464/8/114/22/1110966USAFuller$910.404/2/116/17/1110967US
ADavolio$1,408.004/1/117/25/1110968USADavolio$108.003/30
/117/2/1110969CanadaDodsworth$224.004/24/115/28/1110970
USAFuller$1,733.064/2/117/22/1110971USAPeacock$251.503/
26/114/19/1110972CanadaSuyama$291.553/27/115/7/1110973U
SALeverling$439.004/3/115/3/1110974USADavolio$717.503/27
/117/12/1110975USADavolio$912.004/3/115/22/1110976USAC
allahan$2,233.004/10/115/12/1110977CanadaDodsworth$1,303.
194/23/115/20/1110978USACallahan$4,813.503/31/115/31/1110
979USAPeacock$248.004/17/115/19/1110980USADavolio$11,8
10.004/2/115/28/1110981USAFuller$1,014.004/8/115/22/11109
82USAFuller$720.904/6/116/28/1110983USADavolio$1,809.75
4/3/117/21/1110984USAFuller$2,023.384/2/116/26/1110985US
ACallahan$2,220.004/21/117/30/1110986USACallahan$2,772.0
04/6/114/28/1110987USALeverling$3,574.804/10/114/21/11109
88USAFuller$1,353.604/2/117/1/1110989USAFuller$4,288.854/
7/117/5/1110990USADavolio$2,296.004/7/116/7/1110991USAD
avolio$69.604/3/114/23/1110992CanadaKing$4,895.444/10/114/
23/1110993USAFuller$940.504/9/115/11/1110994USA$1,196.0
04/6/114/17/1110995USAPeacock$560.004/10/115/22/1110996
USACallahan$1,885.004/13/117/16/1110997USACallahan$686.
004/17/117/23/1110998CanadaSuyama$1,197.954/10/116/24/11
10999USAFuller$903.754/14/116/23/1111000USAFuller$2,769.
004/14/116/27/1111001USAPeacock$1,811.104/16/117/17/1111
002USALeverling$326.004/8/115/15/1111003USALeverling$29
5.384/20/115/26/1111004USAFuller$586.004/10/114/22/111100
5USALeverling$329.694/15/115/23/1111006USACallahan$2,63
3.904/13/115/22/1111007USAFuller$616.504/10/116/5/1111009
USAFuller$645.004/21/117/6/1111010USALeverling$933.504/1
3/117/30/1111011USADavolio$2,825.304/17/115/27/1111012U
SAFuller$361.004/10/114/24/1111013USAFuller$243.184/15/11
7/25/1111014USAFuller$622.354/20/117/2/1111015CanadaDod
sworth$491.504/13/114/30/1111016CanadaDodsworth$6,750.00
4/20/118/9/1111017USAPeacock$1,575.004/16/116/13/1111018
USAFuller$632.404/16/118/1/1111020USALeverling$6,306.244
/21/117/21/1111021USADavolio$1,500.004/24/117/5/1111023U
SAPeacock$1,966.814/20/116/18/1111024Canada$270.004/24/1
17/9/1111025USAPeacock$1,030.004/28/118/20/1111026USAD
avolio$877.724/20/117/26/1111027USAFuller$2,160.004/22/11
8/13/1111028USAPeacock$1,286.804/27/117/8/1111029Canada
King$12,615.054/27/116/28/1111030CanadaSuyama$2,393.504/
24/115/6/1111031USAFuller$8,902.504/23/118/7/1111032Cana
daKing$3,232.804/23/116/9/1111033USACallahan$539.404/27/
116/20/1111034USAFuller$1,754.504/24/115/30/1111035USAC
allahan$1,692.004/22/116/3/1111036CanadaKing$60.004/27/11
5/7/1111037USADavolio$732.604/30/116/2/1111038USALeverl
ing$1,773.004/28/118/14/1111041USAFuller$405.755/1/117/30/
1111042CanadaBuchanan2104/29/117/3/1111043USAPeacock59
1.65/1/118/19/1111044USACallahan1485.84/24/118/5/1111046
CanadaKing817.875/1/116/2/1111047CanadaKing5254/30/116/2
6/1111048USALeverling13325/1/118/24/1111052USAFuller305
54/29/115/27/1111053USACallahan37405/1/116/13/1111056US
ALeverling455/1/117/25/1111057
&F: &A
Pivot Tables
As a Business Analyst you have extracted this data from the
sales order module of a client’s accounting system. You added
field names in row #1 and formatted them to just to make it a
little easier to read. You recall back from that most wonderful
BUSN 6251 course that the first step in any data analysis
process is to understand the data and make sure that the data has
no errors. After you do clean up the data, you will run a series
of pivot tables to tell a story behind the data.
In this spreadsheet
1. Freeze the first row with the field names – this is just to
make it easier to work with.
2. Also remember that big problem with dates, so you need to
format the two columns with dates into an acceptable format.
Explore the data and in the text box in your spreadsheet
describe in 1 or 2 sentences what the data is about. In your
description make sure you describe the number of data pieces
(rows), the date ranges, and any other information that helps
with the background of the story.
ANSWER:
Note: The only field that will not have any errors is the field
that is automatically generated by the accounting system and
that is the field called Order ID.
Now you are ready to start the Analysis of the data. Your
analysis is going to be presented to the client, so your tables
and charts must be “Client Ready".
Question 1: Is there a difference in sales between countries? –
need a table, a chart and one or two sentences explaining what
you found.
Put the table and chart beside this text box and put your
description below:
ANSWER:
Clean data using Auto filters. Look for odd answers like blanks,
typos, weird answers, etc. When you find the odd records or
rows of data
a) copy the row into the Table below and
b) then delete the row entirely that had the invalid data
Question 2: Is there a difference in sales between
Salespersons? – need a table, a chart and one or two sentences
explaining what you found.
Put the table and chart beside this text box and put your
description below:
ANSWER
Question 3: You need to calculate the bonuses for all the sales
staff. The bonus structure of the company is such that it is
divided into 3 categories (Top, Middle & Bottom,) so you first
need to create a table that sums up the total sales by
salesperson. Then, using this table, calculate the lower and
upper limits of the three groups. The bottom performers get $0
bonus, the middle performers get a $5,000 bonus, and the top
performers get a $10,000 bonus. Then you can use a VLookup
(best way or you could do it manually as there are only 9
salespersons, but you will get less marks!) to assign the
applicable bonus to each of the individual salespersons.
Put the tables beside this text box. Make sure your answer is
clear:
Question 4: Which staff are most efficient in collecting their
accounts receivable and who needs help? The order data is the
date the order was taken and the sale data is the date the order
was paid for – so you will need to find the number of
outstanding days for each order. For each salesperson, find their
% of their total sales that were collected in 30 days or less, 60
days or less, and greater than 60 days – need a table, a chart and
one or two sentences explaining what you found.
Put the tables beside this text box. Make sure your answer is
clear:

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