SIOT Excel Regression Model And Linear Regression Model Worksheet Please SELECT AND ANSWER 5 questionsPLEASE PROVIDE WELL EDITED ANSWERS ON THE SPACE BELOW

SIOT Excel Regression Model And Linear Regression Model Worksheet Please SELECT AND ANSWER 5 questionsPLEASE PROVIDE WELL EDITED ANSWERS ON THE SPACE BELOW EACH PROBLEM or in an EXCEL FILE •

Please SELECT AND ANSWER 5 out of the 9 problems. (TOTAL 100)
Consists of numerical problems. PLEASE PROVIDE WELL EDITED ANSWERS
ON THE SPACE BELOW EACH PROBLEM or in an EXCEL FILE
1
PROBLEMS
Problem 1 (20 points)
The excel file Golfing Statistics provides data for a portion of the 2010
professional season for the top 25 golfers.
a. Find the multiple regression model for predicting earnings/event
as a function of the remaining variables. Please plot in Excel the
regression results.
b. Find the multiple regression model for predicting earnings/event
as a function of Events and Avg.Score. Please plot in excel the
results of the regression.
c. Find the linear regression model for predicting earnings/event as
a function of Avg.Score. Please plot in excel the results of the
regression.
2
Problem 2 (20 points)
Please use the Excel file Credit Risk Data
1. Credit Risk is the label you want to predict.
2. Please use Rapid Miner and develop a machine learning model
using
a. deep learning algorithm
b. and one more algorithm of your choice.
3. Please submit all your work: (Create a powerpoint with
Results screenshots rapid miner processes and the predictions).
3
Problem 4 (20 points)
The excel file National Football League provides various data on
professional football for one season.
a. Find the multiple regression model for predicting Points/Game
as a function of the remaining variables. Please plot in Excel the
regression results.
b. Find the multiple regression model for predicting Points/Game
as a function of Yards per game and Rushing Yards per game
Please plot in excel the results of the regression.
4
Problem 5 (20 points)
Please use the Excel file National Football League.
1. Points/Game is the label you want to predict.
2. Please use Rapid Miner and develop a machine learning model
using
a. deep learning algorithm
b. Linear regression
c. and one more algorithm of your choice.
3. Please submit all your work: (Create a powerpoint with Results
screenshots rapid miner processes and the predictions.)
5
Problem 6 (20 points)
The Morton Supply Company produces clothing, footwear, and
accessories for dancing and gymnastics. They produce three models of
pointe shoes used by ballerinas to balance on the tips of their toes. The
shoes are produced from four materials: cardstock, satin, plain fabric,
and leather. The number of square inches of each type of material
used in each model of shoe, the amount of material available, and the
profit/model are shown below:
Materials
(measured
in square
inches)
Card Stock
Satin
Plain Fabric
Leather
Profit Per
Model
Model
1
12
24
45
11
$50
Model
2
10
20
40
11
$44
Model
3
14
15
30
10
$40
Material
Available
1200
2000
7500
1000
a. Develop and solve an optimization model to find the number of
each model to produce to maximize the total profit.
b. What constraints are binding?
6
PROBLEM 7 (20 points)
Malloy Milling grinds calcined alumina to a standard granular size.
The mill produces two different size products from the same raw
material. Regular Grind can be produced at a rate of 10,000 pounds
per hour and has a demand of 400 tons per week with a price per ton
of $900. Super Grind can be produced at a rate of 6,000 pounds per
hour and has demand of 200 tons per week with a price of $1,900 per
ton. A minimum of 700 tons has to be ground every week to make
room in the raw material storage bins for previously purchased
incoming raw material by rail. The mill operates 24/7 for a total of
168 hours/week.
a. Develop and solve a linear optimization model to determine the
number of tons of each product to produce each week to
maximize revenue.
b. What impact will changing the required minimum number of
tons per week (currently 700) have on the solution? Select a
value and rerun your model and explain the results.
c. If the price per ton for Regular Grind is increased to $1,100, how
will the solution be affected. (please rerun you model)
d. If the price per ton for Super Grind is decreased to $1,400
because of low demand, how the solution will change. (please
rerun your model)
7
TO
FROM
HOSPITAL HOSPITAL HOSPITAL HOSPITAL SUPPLY
1
2
3
4
BANK 1
$8
$9
$11
$16
50
BANK 2
$12
$7
$5
$8
80
BANK 3
$14
$10
$6
$7
120
70
40
50
250
DEMAND 90
PROBLEM 8 (20 points)
The three blood banks in Seminole County, Florida are coordinated
through a central office that facilitates blood delivery to four hospitals
in the region. The cost to ship a standard container of blood from each
bank to each hospital is shown in the table above. Also given are the
biweekly number of containers available at each bank and the
biweekly number of containers of blood needed at each hospital.
1. How many shipments should be made biweekly from each blood
bank to each hospital so that total shipment costs are minimized?
2. What is the optimal cost?
Problem 9 (20 Points)
In determining automobile-mileage ratings, it was found that the mpg
(X) for a certain model is normally distributed, with a mean of 33 mpg
and a standard deviation of 1.7 mpg. Find the Following:
a. P(X < 30) b. P (28 < X < 32) c. P ( X > 35)
d. P( X > 31)
8
e. The mileage rating that the upper 5% of cars achieve.
Problem 10 (20 points)
The distribution of the SAT scores in math for an incoming class of
business students has a mean of 590 and standard deviation of 22.
Assume that the scores are normally distributed.
a. Find the probability that an individual’s SAT score is less than
550.
b. Find the probability that an individual’s SAT score is between
550 and 600.
c. Find the probability that an individual’s SAT score is greater
than 620.
d. What percentage of students will have scored better that 700?
e. Find the standardized values for students scoring 550, 600, 650,
and 700 on the test.
9
Credit Risk Data
Loan Purpose Checking Savings Months CustomerMonths Employed Gender Marital Status Age
Small Appliance
13
12
M
Single 23
$0
$739
$0 $1,230
Furniture
25
0
M
Divorced 32
$0
$389
New Car
19
119
M
Single 38
$638
$347
Furniture
13
14
M
Single 36
$963 $4,754
Education
40
45
M
Single 31
$2,827
$0
Furniture
11
13
M
Married 25
$0
$229
New Car
13
16
M
Married 26
$0
$533
Business
14
2
M
Single 27
$6,509
$493
Small Appliance
37
9
M
Single 25
$966
$0
Small Appliance
25
4
F
Divorced 43
$0
$989
Business
49
0
M
Single 32
$0 $3,305
New Car
11
15
M
Single 34
$322
$578
Business
10
14
M
Married 26
$0
$821
New Car
25
63
M
Single 44
$396
$228
New Car
13
26
M
Single 46
$0
$129
Used Car
31
8
M
Divorced 39
$652
$732
Furniture
49
4
F
Divorced 25
$708
$683
New Car
13
33
M
Single 31
$207
$0
Repairs
28
116
M
Single 47
$287 $12,348
Education
7
2
F
Divorced 23
$0 $17,545
Furniture
34
16
F
Divorced 22
$101 $3,871
Furniture
13
5
F
Divorced 26
$0
$0
Furniture
25
23
M
Married 19
$0
$485
Furniture
37
23
F
Divorced 27
$0 $10,723
New Car
11
15
M
Single 39
$141
$245
Business
22
33
M
Single 26
$0
$0
Used Car
19
58
M
Single 50
$2,484
$0
Used Car
49
46
M
Single 34
$237
$236
Small Appliance
37
24
M
Single 23
$0
$485
Small Appliance
19
12
M
Single 23
$335 $1,708
Education
37
7
M
Single 46
$3,565
$0
Small Appliance
31
32
M
Single 35
$0
$407
Small Appliance
13
2
F
Divorced 28
$16,647
$895
Business
16
34
M
Single 25
$0
$150
Business
49
46
F
Divorced 36
$0
$490
Small Appliance
5
41
M
Single 41
$0
$162
Furniture
25
1
M
Divorced 54
$940
$715
Small Appliance
9
40
F
Divorced 43
$0
$323
Small Appliance
49
42
M
Married 33
$0
$128
New Car
13
74
M
Single 34
$218
$0
Other
49
0
M
Single 39
$0
$109
Used Car
25
26
M
Single 34
$16,935
$189
Small Appliance
37
60
M
Single 30
$664
$537
Furniture
31
33
M
Single 48
$150 $6,520
Furniture
12
1
F
Divorced 19
$0
$138
Small Appliance
7
119
M
Married 29
$216
$0
Furniture
19
3
F
Divorced 26
$0
$660
New Car
17
75
M
Single 42
$0
$724
Business
25
8
M
Single 30
Small Appliance
Small Appliance
Furniture
Business
New Car
Used Car
Education
Furniture
New Car
New Car
Furniture
New Car
New Car
Small Appliance
New Car
Small Appliance
Small Appliance
Business
Used Car
Furniture
Furniture
New Car
Small Appliance
Business
Furniture
Small Appliance
New Car
Business
Business
Repairs
Business
New Car
Education
New Car
Education
New Car
Small Appliance
Used Car
Small Appliance
Small Appliance
Furniture
Education
Small Appliance
Repairs
Business
Small Appliance
Small Appliance
Small Appliance
New Car
Small Appliance
Furniture
Small Appliance
$0
$897
$265
$947
$4,256
$0
$870
$917
$162
$595
$0
$789
$0
$0
$0
$746
$461
$140
$0
$659
$0
$717
$0
$667
$580
$0
$0
$763
$0 $1,366
$0
$552
$0 $14,643
$758 $2,665
$399
$0
$513
$442
$0 $8,357
$0
$0
$565
$863
$0
$322
$0
$800
$0
$656
$166
$922
$9,783
$885
$674 $2,886
$0
$626
$15,328
$0
$0
$904
$713
$784
$0
$806
$0 $3,281
$0
$759
$0
$680
$0
$104
$303
$899
$900 $1,732
$0
$706
$1,257
$0
$0
$576
$273
$904
$522
$194
$0
$710
$0 $5,564
$0
$192
$0
$637
$514
$405
$457
$318
$5,133
$698
19
25
16
28
22
25
37
13
19
19
37
29
11
13
19
25
16
13
31
7
25
22
10
28
13
37
13
13
49
43
25
12
61
19
19
16
25
37
13
37
31
10
7
7
25
25
25
46
13
49
19
19
5
5
36
6
10
28
114
16
32
5
60
10
8
46
17
4
115
31
0
0
5
9
81
28
69
85
2
3
32
0
9
6
17
3
20
59
3
25
3
11
14
65
14
2
79
1
93
13
21
13
108
14
M
M
F
M
M
M
M
F
M
F
M
M
M
F
M
M
M
M
F
M
M
M
M
M
M
M
F
F
M
M
M
M
M
F
F
M
F
M
M
F
M
F
F
M
M
F
M
M
F
F
M
M
Married
Married
Divorced
Single
Divorced
Single
Single
Divorced
Single
Divorced
Single
Single
Single
Divorced
Single
Married
Single
Single
Divorced
Single
Single
Single
Single
Single
Single
Single
Divorced
Divorced
Single
Single
Single
Single
Single
Divorced
Divorced
Single
Divorced
Single
Single
Divorced
Divorced
Divorced
Divorced
Married
Divorced
Divorced
Single
Single
Divorced
Divorced
Single
Single
38
21
32
35
46
37
39
29
27
22
40
44
26
57
34
47
46
38
52
34
29
39
36
25
59
27
24
25
29
64
31
38
41
22
29
32
34
23
21
49
31
40
28
21
30
37
33
22
23
21
40
36
New Car
Retraining
Furniture
New Car
Education
Business
Furniture
New Car
Used Car
Small Appliance
Furniture
Business
Used Car
Furniture
Furniture
Small Appliance
Used Car
Large Appliance
Furniture
Furniture
Small Appliance
Small Appliance
Furniture
New Car
New Car
New Car
Furniture
Small Appliance
Business
Furniture
Small Appliance
Small Appliance
Small Appliance
Other
Business
Repairs
New Car
Furniture
Furniture
Small Appliance
Small Appliance
Furniture
Small Appliance
Business
Repairs
Small Appliance
Furniture
New Car
New Car
Used Car
New Car
Used Car
$0
$644
$305
$9,621
$0
$0
$0
$0
$0
$6,851
$13,496
$509
$0
$19,155
$0
$0
$374
$0
$828
$0
$829
$0
$0
$939
$0
$889
$876
$893
$12,760
$0
$0
$959
$0
$0
$0
$0
$698
$0
$0
$0
$12,974
$0
$317
$0
$0
$0
$192
$0
$0
$0
$0
$0
$369
$0
$492
$308
$127
$565
$12,632
$116
$178
$901
$650
$241
$609
$131
$544
$10,853
$0
$409
$391
$322
$583
$12,242
$479
$496
$466
$1,583
$1,533
$0
$4,873
$0
$717
$7,876
$4,449
$0
$104
$897
$4,033
$945
$836
$325
$19,568
$803
$10,980
$265
$609
$1,851
$199
$500
$509
$270
$457
$260
10
13
19
25
13
19
16
49
13
13
19
25
37
25
19
25
25
49
9
13
7
25
19
19
25
37
31
16
13
13
22
28
25
25
25
19
16
13
25
19
13
13
13
13
31
12
25
28
16
25
13
25
16
88
1
41
22
14
9
45
89
21
20
14
6
24
15
81
14
15
12
9
18
53
0
56
42
79
21
94
73
94
10
20
87
54
23
2
20
6
99
13
7
89
17
10
3
0
5
7
3
25
63
78
M
M
F
M
M
M
F
M
M
F
M
M
M
M
F
F
M
M
F
F
F
M
M
M
M
M
F
M
M
M
F
M
M
M
M
F
M
M
M
F
F
M
M
F
M
F
F
F
M
M
M
M
Single
Single
Divorced
Single
Single
Married
Divorced
Single
Single
Divorced
Single
Single
Single
Single
Divorced
Divorced
Single
Single
Divorced
Divorced
Divorced
Single
Single
Single
Single
Single
Divorced
Single
Single
Single
Divorced
Single
Single
Single
Married
Divorced
Married
Divorced
Single
Divorced
Divorced
Single
Single
Divorced
Divorced
Divorced
Divorced
Divorced
Single
Single
Single
Single
29
37
26
37
39
27
19
45
34
43
33
35
31
25
27
56
45
53
23
25
63
34
24
35
30
29
20
49
56
48
24
22
30
39
20
22
24
41
32
23
41
52
65
26
33
56
24
20
35
34
38
34
New Car
Small Appliance
New Car
Used Car
Education
Furniture
Large Appliance
Furniture
Furniture
Business
Used Car
Small Appliance
Small Appliance
Used Car
Small Appliance
Repairs
Furniture
Used Car
New Car
New Car
New Car
Repairs
Furniture
Used Car
Small Appliance
New Car
Business
Small Appliance
Small Appliance
Business
Furniture
Furniture
Small Appliance
Small Appliance
Furniture
Used Car
Business
New Car
New Car
Furniture
New Car
Small Appliance
Furniture
Small Appliance
Business
Small Appliance
New Car
Education
New Car
New Car
New Car
Furniture
$942
$0
$3,329
$0
$0
$0
$0
$0
$0
$339
$0
$0
$0
$105
$0
$216
$113
$109
$0
$0
$8,176
$0
$468
$7,885
$0
$0
$0
$0
$0
$0
$0
$0
$0
$734
$0
$0
$172
$644
$0
$617
$0
$586
$0
$0
$0
$0
$0
$522
$585
$5,588
$0
$352
$3,036
$643
$0
$6,345
$922
$909
$775
$979
$948
$2,790
$309
$762
$970
$320
$861
$262
$692
$540
$470
$192
$12,230
$772
$14,186
$6,330
$18,716
$886
$750
$3,870
$3,273
$406
$461
$340
$6,490
$348
$506
$14,717
$0
$1,571
$0
$411
$544
$0
$835
$823
$5,180
$408
$821
$385
$2,223
$0
$605
$7,525
25
19
19
25
37
25
19
25
19
22
49
10
13
28
13
37
11
37
13
7
7
25
22
16
19
22
37
25
13
6
13
19
19
7
25
28
25
19
25
31
25
13
19
25
22
16
48
10
16
22
37
13
36
6
15
19
9
3
8
48
2
55
37
1
14
54
111
2
14
1
0
2
5
19
24
14
93
96
2
11
4
35
48
4
85
100
3
7
36
1
19
3
0
0
42
47
4
12
5
66
0
10
20
4
M
M
M
M
F
M
M
M
F
M
M
F
F
M
M
M
M
M
F
M
M
M
M
M
M
M
M
F
M
M
F
M
M
M
F
M
M
F
F
M
F
M
F
M
M
M
F
M
M
F
F
F
Single
Single
Single
Single
Divorced
Single
Married
Single
Divorced
Divorced
Single
Divorced
Divorced
Single
Single
Single
Divorced
Married
Divorced
Single
Married
Divorced
Single
Single
Single
Single
Divorced
Divorced
Married
Single
Divorced
Married
Single
Single
Divorced
Single
Single
Divorced
Divorced
Married
Divorced
Single
Divorced
Single
Single
Single
Divorced
Single
Single
Divorced
Divorced
Divorced
37
31
67
26
24
21
46
22
20
60
25
21
22
29
56
32
30
27
37
39
26
32
31
35
31
64
27
31
32
73
30
42
45
27
22
26
33
27
24
21
28
51
21
27
40
34
34
63
33
28
24
18
Small Appliance
Business
Other
Small Appliance
New Car
Small Appliance
New Car
Furniture
Business
Used Car
Used Car
Small Appliance
Small Appliance
Education
Small Appliance
Large Appliance
Education
Furniture
Business
New Car
Repairs
Furniture
Small Appliance
New Car
Small Appliance
Business
New Car
Small Appliance
Used Car
New Car
Small Appliance
Furniture
New Car
Used Car
Business
Furniture
Used Car
Small Appliance
Small Appliance
Business
Furniture
Small Appliance
Small Appliance
New Car
New Car
Used Car
Small Appliance
Business
Education
Furniture
Business
Other
$0 $3,529
$2,715 $1,435
$560
$887
$895
$243
$305 $4,553
$0
$418
$0
$771
$0
$463
$8,948
$110
$0 $10,099
$0 $13,428
$0
$208
$0
$552
$0 $3,105
$483
$415
$0 $1,238
$0
$238
$0
$127
$663
$0
$624
$785
$0
$718
$0
$493
$152
$757
$0 $9,125
$0
$364
$498
$598
$0
$374
$156
$0
$1,336
$0
$0
$508
$0
$956
$0
$636
$2,641
$0
$0 $1,519
$0
$922
$0
$180
$0
$701
$0
$296
$887
$519
$0
$800
$0
$736
$0 $11,838
$0
$364
$18,408
$212
$497
$888
$0
$999
$946
$0
$986
$578
$8,122
$136
$0
$734
$778
$861
$645
$855
14
49
25
13
7
19
25
11
31
16
7
13
13
16
19
13
13
31
19
37
19
13
49
13
13
37
10
13
37
13
25
22
13
40
19
5
22
16
7
49
13
7
5
13
16
25
16
28
22
37
49
25
0
14
20
4
2
4
0
13
90
108
0
23
15
19
6
0
2
35
57
9
0
21
45
24
12
14
19
58
11
3
4
41
71
74
29
2
108
8
42
2
6
70
35
9
3
0
83
1
4
111
21
17
F
M
M
M
F
M
M
M
M
M
F
M
F
F
M
F
F
F
M
F
F
M
M
F
F
M
M
F
M
M
F
F
F
M
M
F
M
M
M
F
F
M
M
F
F
M
M
F
M
M
M
M
Divorced
Divorced
Single
Married
Divorced
Single
Single
Single
Single
Single
Divorced
Single
Divorced
Divorced
Married
Divorced
Divorced
Divorced
Single
Divorced
Divorced
Single
Single
Divorced
Divorced
Divorced
Single
Divorced
Single
Single
Divorced
Divorced
Divorced
Single
Single
Divorced
Single
Single
Married
Divorced
Divorced
Single
Single
Divorced
Divorced
Single
Single
Divorced
Divorced
Single
Single
Single
63
37
38
22
31
31
42
24
65
22
22
51
23
30
32
21
52
22
41
53
54
37
27
25
34
29
27
32
29
32
28
25
51
44
33
22
35
30
27
23
19
44
41
35
25
28
34
31
32
41
22
28
Furniture
New Car
New Car
Business
Used Car
Business
Small Appliance
New Car
New Car
Furniture
Repairs
Small Appliance
Small Appliance
Furniture
Furniture
Furniture
Furniture
Other
Education
Small Appliance
New Car
Business
Business
Education
New Car
Used Car
Used Car
New Car
New Car
New Car
Small Appliance
New Car
New Car
Furniture
Retraining
New Car
Education
Education
Furniture
New Car
Small Appliance
Business
New Car
Small Appliance
New Car
Furniture
New Car
Furniture
Small Appliance
Small Appliance
Furniture
New Car
$0
$682
$19,812
$0
$0
$859
$0
$0
$0
$0
$0
$0
$795
$0
$0
$0
$0
$852
$0
$0
$425
$0
$0
$0
$11,072
$0
$219
$8,060
$0
$0
$0
$0
$1,613
$757
$0
$0
$977
$197
$0
$0
$0
$0
$0
$256
$296
$0
$0
$0
$298
$0
$8,636
$0
$4,486
$2,017
$0
$500
$859
$3,305
$1,218
$9,016
$11,587
$8,944
$807
$867
$16,804
$347
$836
$142
$169
$3,613
$403
$836
$0
$11,481
$3,285
$164
$891
$0
$841
$607
$486
$108
$0
$113
$0
$208
$603
$343
$463
$0
$299
$490
$6,628
$859
$750
$954
$591
$13,970
$857
$5,857
$3,326
$726
$214
$207
10
37
25
25
31
25
13
49
22
25
25
31
49
16
16
7
19
61
7
25
19
25
7
13
61
37
43
19
12
25
43
25
25
25
13
19
10
37
19
13
37
19
13
10
37
13
11
19
73
19
11
13
3
85
37
1
89
26
38
22
46
66
75
27
40
5
4
53
6
83
5
0
7
18
21
65
17
49
0
71
22
52
28
31
118
36
35
22
61
17
11
15
65
23
14
13
103
24
34
20
15
7
3
119
F
M
M
M
M
M
M
M
F
M
M
F
M
F
M
F
M
F
F
M
F
M
M
F
M
M
M
F
M
M
F
F
M
M
M
F
F
M
M
F
M
M
M
M
M
F
M
M
M
F
F
M
Divorced
Single
Single
Single
Single
Single
Single
Single
Divorced
Single
Single
Divorced
Single
Divorced
Single
Divorced
Single
Divorced
Divorced
Single
Divorced
Single
Single
Divorced
Single
Single
Single
Divorced
Single
Single
Divorced
Divorced
Married
Divorced
Married
Divorced
Divorced
Married
Single
Divorced
Single
Single
Single
Single
Single
Divorced
Single
Single
Married
Divorced
Divorced
Single
21
41
36
26
37
35
34
43
30
31
43
24
26
45
26
48
43
59
55
29
32
53
33
56
33
46
54
22
35
46
29
22
53
42
20
35
33
26
46
28
38
35
47
23
56
28
48
27
23
24
22
42
New Car
New Car
New Car
New Car
Furniture
Small Appliance
Furniture
New Car
Repairs
New Car
Small Appliance
Small Appliance
New Car
Used Car
New Car
Other
Used Car
Small Appliance
Used Car
New Car
Furniture
New Car
Business
Small Appliance
New Car
Education
Education
Furniture
New Car
Small Appliance
Furniture
Furniture
Furniture
Small Appliance
Business
Small Appliance
Small Appliance
Small Appliance
Small Appliance
Small Appliance
New Car
Furniture
Education
Repairs
Small Appliance
Furniture
Small Appliance
Small Appliance
Repairs
Small Appliance
Small Appliance
New Car
$0
$713
$19,766 $2,141
$0
$483
$0
$127
$0
$367
$0
$813
$4,089
$0
$0
$102
$271
$759
$949
$0
$0
$503
$911
$823
$0
$693
$0
$973
$0
$648
$0
$523
$271 $7,090
$0
$596
$0
$904
$0
$541
$0
$154
$4,802
$0
$177
$0
$0
$337
$0
$716
$996
$837
$705
$0
$0 $7,710
$0
$531
$5,960
$129
$0
$941
$759
$596
$0
$987
$651
$0
$257
$460
$955
$0
$0
$798
$8,249
$0
$0
$959
$956 $1,482
$382
$883
$0 $12,721
$842
$0
$3,111
$0
$0
$302
$0
$538
$2,846
$0
$231
$702
$0 $2,688
$17,366
$0
$0
$425
$332
$214
13
11
19
7
37
43
7
7
19
49
13
46
19
49
15
37
25
13
49
19
37
37
49
25
19
49
25
25
13
13
13
10
37
37
49
49
25
31
11
46
31
37
37
13
10
25
13
10
10
16
13
25
29
54
90
13
22
28
14
0
0
36
62
4
28
81
57
0
2
67
119
13
2
12
9
107
33
83
24
114
5
16
111
18
101
102
75
29
42
77
21
19
20
31
9
27
30
59
14
99
89
21
10
2
M
F
F
M
M
M
M
F
F
F
M
M
M
F
M
M
F
M
M
M
F
M
M
M
M
M
F
M
M
M
M
F
M
M
F
M
M
M
M
M
F
F
M
F
M
M
M
M
M
M
M
M
Single
Divorced
Divorced
Single
Single
Single
Married
Divorced
Divorced
Divorced
Single
Single
Single
Divorced
Divorced
Divorced
Divorced
Single
Single
Single
Divorced
Single
Single
Single
Single
Single
Divorced
Single
Single
Married
Single
Divorced
Single
Single
Divorced
Single
Single
Single
Single
Single
Divorced
Divorced
Single
Divorced
Single
Single
Single
Single
Single
Single
Single
Single
25
47
32
25
36
25
26
53
66
23
25
24
31
57
44
42
27
51
23
31
22
35
37
35
30
49
32
52
45
23
41
28
30
50
58
36
23
48
37
20
23
39
34
22
21
38
36
26
47
38
27
25
Small Appliance
New Car
Business
Small Appliance
Used Car
New Car
Furniture
New Car
Used Car
Small Applianc…
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