Descriptive Statiatics & Graphs

Problem Set 1

The next tab contains data on a sample of 1080 salespeople from a large electronics retail company. The dataset contains the following variables:

Sales: Total sales (in $) by each salesperson last year
Department: What department (home electronics, computers, etc) the salesperson works in.
Year born: The year in which the salesperson was born
Training Hours: Number of hours of training the individual has received during career.
Gender: Salesperson's Gender
Experience: Number of years the individual has worked with your company.
Education: Level of education completed by salesperson
Marital Status: Salesperson's Marital Status

Use the data provided to answer the following questions. Problem 1.1 comes from material in week 1, Problems 1.2 and 1.3 relate to material from week 2, and problems 1.4 and 1.5 is related to the concepts and topics from week 3. Should you encounter any difficulties with these problems, the optional problems below are very similar to the questions in this problem set, and the answers to these questions can be found in the back of the textbook. You can also request that the tutor work extensively with you on the optional problems.

Problem 1.1

Use the data to determine the following:

(a) Which of the variables are categorical and which are numerical?
(b) Which of the categorical variables are nominal and which are ordinal?
(c) Which of the numerical variables are ratio and which are interval?

Problem 1.2

Use the salesperson data to do the following:

(a) Create a summary table and an ordered summary table of the departments the salespeople work in.
(b) Construct a bar chart, a pie chart, and a Pareto diagram.
(c) Which graphical method do you think is best to portray these data?
(d) Based on this data, what conclusions can you make about the departments your salespeople work in?

Excel tips:
The easiest way to create the frequency summary table is with the COUNTIF command. The command works like this: =COUNTIF(x,y), where x is the set of cells you want to look in for a particular value, and y is the value you are looking for. For example, =COUNTIF(E:E, "Female") would look in the E column for all instances of the term "Female", count them up, and give you the number.

Excel doesn't have a "canned" option to create a Pareto Diagram, so this is what you need to do: First, construct a column chart with data for both percentage and cumulative percentage. Then, click on one of the columns that represents data from one of the cumulative percentages, choose "change series chart type," and set it to line.

Problem 1.3

Use the data to do the following:

(a) Construct a frequency distribution and a percentage distribution of the years of experience of your sales force.
(b) Construct a histogram and a percentage polygon.
(c) Plot a cumulative percentage polygon.

Excel tips:
As a general rule of thumb, the fewer times you type out a formula, the better. If you can accomplish a task by writing one formula and then filling it down with the fill bar, do it that way so you can minimize your chances of making mistakes. One feature that is very useful for accomplishing this task is making use of relative and absolute cell references. Say, for example, in cell C1 you have the expression =A1+B1. If you fill C1 down to C2, C2 will have the equation =A2+B2...when filling down, Excel viewed your cell references as relative, as if you said in C1 to make C1 equal to the sum of the two cells to the left of it. When you fill down to C2, Excel said that C2 should equal the sum of the two cells to the left of it, in this case A2 and B2. In some cases this is exactly what you want Excel to do, but in others you do not want relative cell references. For example, cell D1 may have total nationwide sales for your company, A1:A51 may have the names of the 50 states (plus DC!), and B1:B51 may have total sales within each state. In column C you want to have the percentage of total sales within that state. If in C1 you type =B1/D1, you will get the correct result, but then if you fill D1 down to D51, you will get error messages (or wrong answers) everywhere else. The easiest fix is to use an absolute reference in your equation, which you accomplish with the dollar sign ($). The $ is essentially a way of "locking" in either a row or column in a cell reference. If you type in C1 =B1/D$1, and then fill down, Excel will "lock in" the first row in the reference, so all of your formulae will compute correctly! With knowledge and appropriate application of relative and absolute references, it is possible to create the table in part (a) by typing exactly 4 equations (and filling them down) and nothing else!

Problem 1.4

Use the salesperson data to do the following:

(a) Compute the mean, median, first quartile, and third quartile for the sales variable.
(b) Compute the variance, standard deviation, range, interquartile range, coefficient of variation, skewness, and Z scores for the sales variable.
(c) Are the data skewed? If so, how?
(d) Based on the results of (a) through (c), what conclusions can you reach concerning sales?
(e) Calculate the proportion of sales that are +/- 1, +/- 2, and +/- 3 standard deviations of the mean.
(f) Compare and contrast your findings with what would be expected on the basis of the empirical rule.

Excel Tips:
Excel has built-in functions to calculate the mean (AVERAGE), median (MEDIAN), quartiles (QUARTILE), variance (VAR for samples, VARP for populations), and standard deviation (STDEV for samples, STDEVP for populations). You might also think to use the MIN and MAX commands in calculating range. Search the Excel helpfile for the appropriate syntax of these commands. You should note that the method Excel uses to calculate quartiles differs slightly from the method outlined in the book.

I mentioned the COUNTIF command above, and you may have thought to use COUNTIF to accomplish part (e). However, a single COUNTIF command cannot handle more than one condition, so if you want to use COUNTIF you should absolutely (hint hint) think outside the box a bit. Or, if you are using Excel 2007 or later, there is a COUNTIFS command that handles multiple conditions.

Problem 1.5

Use the sales data to do the following:

(a) Compute the covariance between sales and hours of training.
(b) Compute the coefficient of correlation between sales and hours of training.
(c) Construct a scatterplot between sales and hours of training with sales on the Y-Axis.
(d) Which of (a)-(c) do you think is the most valuable means to understand the relationship between sales and hours of training?
(e) What conclusions can you reach about the relationship between sales and hours of training? What sorts of business implications does this have?

Excel Tips:
Excel has built-in functions to calculate the covariance (COVAR) and correlation coefficient (CORREL). Search the Excel helpfile for the appropriate syntax of these commands.

Data set

Sales Department Year Born Training Hours Gender Experience Education Marital Status
27459 Business Products 1982 124 Female 2 Some College Divorced
35538 Business Products 1983 121 Female 0 High School or Less Married
30327 Software 1974 425 Female 6 High School or Less Divorced
18863 Computers 1968 453 Female 10 High School or Less Divorced
34023 Business Products 1977 45 Male 0 Some Post-Grad Married
65205 Appliances 1972 96 Male 2 Some Post-Grad Divorced
31136 Home Entertainment 1982 417 Male 3 College Grad Divorced
43988 Home Entertainment 1963 253 Male 3 College Grad Married
19087 Mobile Devices 1989 249 Male 1 Some College Married
72276 Computers 1972 152 Male 1 High School or Less Divorced
42382 Appliances 1979 393 Male 7 Some College Divorced
47594 Software 1991 19 Male 0 High School or Less Married
38878 Computers 1973 234 Female 4 College Grad Divorced
45123 Mobile Devices 1985 104 Female 0 High School or Less Married
19525 Movies and Music 1974 287 Male 4 College Grad Widowed
22793 Software 1989 249 Male 0 High School or Less Widowed
16052 Business Products 1964 83 Female 3 Some College Single
34600 Software 1969 197 Female 2 High School or Less Married
16397 Mobile Devices 1978 81 Male 2 Some College Married
41172 Home Entertainment 1983 288 Female 7 College Grad Divorced
19370 Movies and Music 1967 483 Female 10 Some College Single
18843 Mobile Devices 1966 186 Female 3 High School or Less Divorced
16865 Appliances 1970 397 Female 12 Some College Married
24861 Mobile Devices 1974 367 Female 4 Some College Married
23968 Car Electronics 1971 118 Male 2 Some College Separated
57793 Movies and Music 1978 466 Male 9 High School or Less Married
20184 Home Entertainment 1971 93 Female 3 High School or Less Married
23872 Business Products 1990 37 Female 1 College Grad Divorced
42043 Movies and Music 1965 132 Female 3 Some College Separated
18058 Movies and Music 1971 108 Female 3 College Grad Married
31162 Software 1986 109 Female 3 High School or Less Married
19177 Computers 1976 160 Female 2 Some College Single
57518 Business Products 1974 100 Female 3 College Grad Widowed
18324 Movies and Music 1989 84 Female 0 College Grad Divorced
61621 Appliances 1984 163 Female 3 High School or Less Married
34729 Movies and Music 1983 11 Female 0 Some College Divorced
77921 Business Products 1987 455 Male 3 High School or Less Married
16282 Business Products 1986 150 Female 1 Some College Divorced
76744 Mobile Devices 1973 204 Male 3 Some College Married
19414 Business Products 1985 85 Female 0 Some College Divorced
31653 Home Entertainment 1977 76 Male 2 Post-Grad Degree Divorced
17951 Software 1969 155 Female 1 High School or Less Married
48460 Software 1973 44 Female 1 College Grad Divorced
90143 Software 1980 264 Female 5 High School or Less Divorced
32914 Software 1982 111 Male 0 Some Post-Grad Separated
30798 Appliances 1980 389 Male 9 Some Post-Grad Divorced
19459 Software 1975 290 Female 6 Post-Grad Degree Married
78760 Mobile Devices 1984 23 Male 0 Some College Divorced
19756 Home Entertainment 1980 74 Male 1 College Grad Married
161892 Business Products 1970 244 Female 7 Some College Divorced
17849 Mobile Devices 1968 483 Female 3 College Grad Married
19640 Appliances 1963 17 Female 0 College Grad Married
16729 Movies and Music 1977 375 Female 3 High School or Less Divorced
16641 Mobile Devices 1971 484 Female 16 High School or Less Divorced
27572 Home Entertainment 1984 202 Male 0 High School or Less Divorced
18243 Appliances 1983 265 Male 7 Some College Married
50945 Mobile Devices 1979 17 Female 0 Some College Separated
37814 Appliances 1967 35 Female 1 Some College Married
48080 Mobile Devices 1961 318 Male 7 Some College Married
58995 Computers 1989 63 Male 1 Some College Married
29320 Movies and Music 1983 314 Female 1 High School or Less Divorced
32926 Appliances 1979 44 Male 0 Post-Grad Degree Single
99993 Home Entertainment 1962 199 Female 5 College Grad Single
21719 Software 1964 237 Male 6 Some College Divorced
17772 Home Entertainment 1973 101 Female 2 Some College Married
19945 Home Entertainment 1977 353 Female 7 College Grad Married
16131 Home Entertainment 1986 26 Female 1 College Grad Divorced
17118 Software 1966 122 Female 2 College Grad Married
17898 Computers 1979 414 Male 3 Some College Widowed
41751 Computers 1964 65 Female 2 Some Post-Grad Separated
59166 Computers 1975 472 Female 12 Some College Married
32474 Movies and Music 1962 368 Female 5 College Grad Married
68939 Mobile Devices 1978 11 Female 0 College Grad Divorced
20349 Home Entertainment 1967 375 Female 8 Some College Married
29143 Home Entertainment 1983 142 Male 1 High School or Less Divorced
34431 Movies and Music 1976 478 Male 9 Some College Married
51668 Car Electronics 1975 378 Female 11 College Grad Married
17608 Mobile Devices 1961 235 Male 3 Some College Married
82711 Business Products 1969 330 Female 8 Post-Grad Degree Married
27406 Movies and Music 1970 238 Male 4 Some College Single
32828 Movies and Music 1979 19 Female 0 Some College Divorced
18577 Business Products 1973 356 Female 1 High School or Less Separated
31987 Car Electronics 1968 11 Female 0 College Grad Divorced
70084 Mobile Devices 1963 468 Male 13 High School or Less Divorced
16194 Home Entertainment 1984 305 Female 6 College Grad Divorced
22873 Computers 1969 387 Male 10 Some College Married
31313 Mobile Devices 1988 106 Female 0 High School or Less Married
18243 Software 1963 279 Female 1 Some College Single
36394 Home Entertainment 1972 453 Female 6 Some Post-Grad Separated
19573 Mobile Devices 1962 488 Female 14 Some College Married
38563 Mobile Devices 1976 362 Female 3 Some College Divorced
37681 Mobile Devices 1981 39 Male 1 College Grad Divorced
30397 Business Products 1985 52 Female 1 Some College Married
33818 Mobile Devices 1990 25 Male 1 Post-Grad Degree Divorced
35661 Movies and Music 1988 141 Female 1 Some College Married
35688 Software 1973 378 Female 3 High School or Less Married
30110 Mobile Devices 1972 244 Male 6 Some College Divorced
18102 Mobile Devices 1971 437 Male 5 Some College Divorced
24459 Home Entertainment 1983 333 Male 8 Some College Married
52383 Computers 1972 142 Male 2 Some Post-Grad Married
16472 Business Products 1972 422 Male 12 Some College Married
65823 Software 1977 349 Male 6 Some College Married
45896 Appliances 1969 405 Male 4 Post-Grad Degree Divorced
55671 Business Products 1971 132 Male 1 Some College Divorced
39976 Business Products 1976 333 Male 6 Some College Divorced
40295 Business Products 1990 43 Male 1 Some Post-Grad Divorced
38172 Movies and Music 1981 323 Male 7 High School or Less Divorced
49230 Computers 1970 346 Male 2 Some College Divorced
24283 Movies and Music 1970 375 Male 9 College Grad Single
20718 Business Products 1966 44 Female 1 College Grad Married
25831 Movies and Music 1967 24 Male 1 Some College Divorced
19825 Home Entertainment 1970 436 Male 1 Some College Married
70915 Mobile Devices 1961 85 Male 2 Some College Divorced
78063 Mobile Devices 1972 378 Female 5 Some College Divorced
70185 Movies and Music 1968 174 Female 1 High School or Less Married
20337 Movies and Music 1964 377 Female 10 Some College Separated
53802 Business Products 1984 58 Female 1 College Grad Divorced
37604 Business Products 1970 175 Female 4 College Grad Married
19129 Movies and Music 1978 18 Male 0 College Grad Married
74672 Software 1974 446 Male 9 Some College Married
67939 Computers 1983 113 Female 1 Some College Separated
30606 Business Products 1967 177 Male 3 High School or Less Separated
52467 Business Products 1979 425 Female 11 College Grad Divorced
35825 Home Entertainment 1975 129 Female 1 Some College Married
27852 Computers 1971 332 Male 10 Some College Divorced
33287 Mobile Devices 1972 491 Male 3 Some College Married
24253 Movies and Music 1990 208 Male 0 Some Post-Grad Divorced
18877 Mobile Devices 1974 104 Female 3 Some College Married
29979 Home Entertainment 1969 100 Male 2 Some College Divorced
17061 Mobile Devices 1970 169 Female 5 Some College Divorced
45154 Appliances 1988 23 Female 1 Some College Married
22250 Movies and Music 1961 392 Female 8 High School or Less Divorced
43606 Home Entertainment 1972 304 Female 9 College Grad Married
61258 Mobile Devices 1973 422 Female 10 College Grad Married
54432 Mobile Devices 1988 230 Female 1 College Grad Single
72451 Movies and Music 1981 422 Female 9 High School or Less Married
17184 Home Entertainment 1963 478 Female 6 Some Post-Grad Married
17076 Home Entertainment 1972 67 Female 0 College Grad Married
69799 Mobile Devices 1975 459 Male 15 Some College Married
17752 Appliances 1964 478 Female 4 Some College Married
47968 Computers 1976 320 Female 9 Some College Divorced
26014 Home Entertainment 1965 30 Male 1 Some College Married
65703 Mobile Devices 1968 499 Male 7 Some College Separated
150841 Home Entertainment 1967 328 Male 8 Some College Widowed
37181 Computers 1965 406 Male 1 Some College Married
42159 Mobile Devices 1984 168 Female 5 Some College Married
28945 Movies and Music 1968 11 Female 0 Some College Separated
19894 Mobile Devices 1978 145 Male 4 Some College Single
41858 Business Products 1990 13 Male 0 Some College Divorced
40589 Appliances 1966 201 Female 4 Some College Married
48542 Home Entertainment 1982 278 Male 6 Some College Married
27683 Computers 1964 401 Male 12 High School or Less Divorced
18052 Mobile Devices 1964 34 Male 1 High School or Less Married
85874 Computers 1964 448 Male 1 Some College Divorced
30442 Mobile Devices 1985 144 Male 4 High School or Less Married
17085 Mobile Devices 1963 233 Male 5 Some College Separated
19253 Business Products 1983 384 Female 1 High School or Less Married
18236 Movies and Music 1989 25 Female 1 Some College Married
33426 Home Entertainment 1968 96 Female 2 College Grad Single
87638 Business Products 1987 151 Male 0 College Grad Married
16101 Computers 1962 300 Male 6 Some Post-Grad Separated
19685 Home Entertainment 1963 371 Female 1 High School or Less Single
19028 Home Entertainment 1981 235 Male 2 High School or Less Married
84090 Mobile Devices 1982 232 Male 1 College Grad Divorced
46938 Business Products 1967 70 Male 1 Some College Divorced
39382 Software 1970 14 Female 0 Some College Separated
46454 Business Products 1984 105 Female 2 Some College Divorced
56190 Business Products 1982 376 Female 1 Some College Married
30442 Business Products 1968 442 Female 6 College Grad Divorced
16130 Business Products 1979 190 Female 6 College Grad Single
17873 Movies and Music 1986 170 Male 2 Some College Divorced
47216 Mobile Devices 1976 480 Male 9 Some College Divorced
32032 Car Electronics 1978 134 Male 2 High School or Less Divorced
47106 Movies and Music 1962 212 Male 6 Some College Married
38788 Home Entertainment 1965 119 Female 0 Some College Married
86217 Movies and Music 1963 497 Female 14 Some College Divorced
82407 Software 1972 314 Male 1 High School or Less Married
18473 Mobile Devices 1969 160 Female 1 Some College Married
35054 Appliances 1981 315 Female 6 Some College Widowed
17968 Home Entertainment 1978 360 Male 3 Some College Married
42723 Business Products 1975 104 Female 2 Some College Married
96362 Computers 1967 312 Female 8 Some College Widowed
33586 Home Entertainment 1980 208 Female 5 College Grad Married
17734 Movies and Music 1982 136 Male 4 Some College Divorced
19750 Appliances 1970 351 Female 10 Some College Single
76594 Movies and Music 1985 486 Male 4 Post-Grad Degree Divorced
16182 Appliances 1969 358 Female 6 High School or Less Single
22947 Business Products 1981 197 Female 1 Some College Widowed
35444 Mobile Devices 1969 21 Male 1 Some College Divorced
27255 Mobile Devices 1975 373 Female 6 Some Post-Grad Married
66110 Mobile Devices 1985 228 Male 1 Some College Married
39114 Mobile Devices 1963 234 Female 1 Some Post-Grad Married
28766 Appliances 1986 118 Male 0 High School or Less Married
16965 Mobile Devices 1980 373 Female 8 Some College Divorced
31814 Mobile Devices 1976 455 Male 11 College Grad Divorced
32491 Software 1979 268 Female 0 Some College Divorced
45065 Home Entertainment 1988 73 Female 1 Some College Single
34284 Movies and Music 1986 401 Male 3 Some College Divorced
57423 Home Entertainment 1966 383 Male 2 Post-Grad Degree Separated
46506 Mobile Devices 1985 25 Female 1 College Grad Divorced
35345 Mobile Devices 1982 142 Female 3 College Grad Single
20731 Car Electronics 1989 51 Female 1 Some Post-Grad Married
17791 Appliances 1964 89 Male 0 Some Post-Grad Married
25942 Software 1966 279 Male 7 Some College Divorced
19220 Home Entertainment 1967 184 Female 5 Some College Divorced
38787 Appliances 1969 440 Female 13 Some College Married
27092 Movies and Music 1968 109 Male 3 High School or Less Married
24292 Software 1971 321 Male 5 High School or Less Separated
23004 Business Products 1990 252 Female 0 Some College Married
30754 Software 1981 287 Male 7 College Grad Widowed
42226 Business Products 1982 169 Female 4 Some College Married
60055 Home Entertainment 1963 447 Male 4 Some College Married
32059 Business Products 1979 464 Female 11 High School or Less Married
20093 Home Entertainment 1962 156 Female 2 Post-Grad Degree Separated
34910 Mobile Devices 1962 446 Female 15 Some College Married
25755 Movies and Music 1977 466 Female 5 High School or Less Divorced
18765 Appliances 1986 161 Male 4 Some College Married
30129 Movies and Music 1985 228 Male 3 Some College Married
32328 Computers 1978 321 Female 6 College Grad Single
39289 Mobile Devices 1962 412 Female 8 Some College Divorced
44674 Business Products 1964 495 Male 17 Some College Separated
37582 Mobile Devices 1967 147 Male 2 Some College Widowed
32347 Home Entertainment 1971 264 Female 7 College Grad Divorced
32771 Computers 1976 364 Female 1 Some College Divorced
18318 Software 1975 117 Male 3 High School or Less Married
19915 Mobile Devices 1972 441 Female 8 High School or Less Divorced
40699 Software 1972 294 Female 8 Some College Married
87519 Appliances 1975 250 Female 3 Some College Married
29635 Mobile Devices 1986 207 Male 3 High School or Less Divorced
19123 Appliances 1962 422 Female 8 Some College Divorced
127963 Movies and Music 1980 240 Male 5 Some College Divorced
62011 Home Entertainment 1984 226 Female 2 Some College Married
18107 Appliances 1961 497 Female 17 Some College Divorced
87591 Home Entertainment 1974 432 Female 6 College Grad Married
38530 Business Products 1985 177 Female 3 College Grad Divorced
19461 Home Entertainment 1985 56 Male 0 Some College Married
34944 Movies and Music 1973 474 Male 13 Some Post-Grad Married
46775 Software 1961 498 Male 4 College Grad Single
39031 Mobile Devices 1971 468 Female 8 High School or Less Married
35139 Home Entertainment 1988 47 Male 1 Post-Grad Degree Divorced
16450 Movies and Music 1971 160 Male 2 Some College Married
59857 Appliances 1962 132 Male 2 High School or Less Divorced
52682 Car Electronics 1967 424 Female 12 High School or Less Divorced
23587 Home Entertainment 1972 17 Male 0 Some College Widowed
41915 Computers 1972 476 Male 13 Some College Married
23583 Mobile Devices 1988 124 Female 0 Some Post-Grad Married
16866 Mobile Devices 1979 28 Female 0 Some College Married
86696 Mobile Devices 1972 98 Female 3 High School or Less Divorced
21175 Home Entertainment 1976 479 Male 6 Some College Divorced
36521 Appliances 1974 182 Female 4 Some College Divorced
62990 Mobile Devices 1962 371 Female 2 College Grad Divorced
17169 Appliances 1965 157 Female 1 Some College Married
107762 Computers 1982 322 Male 3 College Grad Divorced
27947 Appliances 1974 427 Male 13 Some College Divorced
23380 Appliances 1975 478 Female 14 High School or Less Married
79831 Home Entertainment 1984 152 Female 2 Some College Married
66425 Movies and Music 1971 354 Female 4 Some College Married
17497 Home Entertainment 1986 137 Female 2 College Grad Widowed
18050 Home Entertainment 1974 498 Male 5 Post-Grad Degree Married
36922 Appliances 1965 95 Female 2 Some College Married
34560 Business Products 1965 430 Male 11 High School or Less Married
26072 Appliances 1988 46 Female 1 College Grad Married
19092 Business Products 1972 382 Female 7 High School or Less Married
64477 Home Entertainment 1961 292 Male 6 High School or Less Divorced
33076 Movies and Music 1978 469 Female 11 Some College Married
16673 Computers 1978 183 Male 3 Some College Divorced
19132 Appliances 1978 80 Female 0 Some College Divorced
27970 Home Entertainment 1975 221 Male 2 College Grad Widowed
19589 Business Products 1982 393 Male 9 High School or Less Married
42622 Business Products 1966 315 Female 4 College Grad Single
38092 Mobile Devices 1981 483 Male 6 High School or Less Married
39445 Mobile Devices 1968 307 Male 9 College Grad Single
38609 Home Entertainment 1973 298 Female 3 Some College Widowed
17589 Car Electronics 1963 470 Male 13 Some College Married
23743 Home Entertainment 1981 156 Male 3 Some College Married
19008 Car Electronics 1966 365 Female 4 Some College Divorced
40492 Mobile Devices 1963 482 Male 13 Some College Married
27664 Mobile Devices 1980 313 Male 9 College Grad Married
39008 Software 1976 414 Female 9 Some College Divorced
26683 Home Entertainment 1962 486 Female 16 College Grad Married
16781 Appliances 1985 310 Male 3 High School or Less Married
40386 Mobile Devices 1963 200 Male 4 College Grad Married
70070 Mobile Devices 1971 480 Female 8 High School or Less Separated
44857 Mobile Devices 1977 447 Male 11 Some College Divorced
49474 Movies and Music 1975 482 Female 7 Some College Divorced
23773 Computers 1965 456 Female 13 Some College Divorced
66726 Mobile Devices 1977 127 Female 2 High School or Less Married
18545 Appliances 1966 393 Male 1 Some College Married
23123 Mobile Devices 1977 279 Female 4 College Grad Divorced
37738 Computers 1983 295 Male 6 Post-Grad Degree Married
34526 Home Entertainment 1982 352 Female 2 High School or Less Divorced
75748 Computers 1963 293 Female 4 High School or Less Married
26895 Mobile Devices 1966 318 Female 5 Some College Divorced
18563 Business Products 1972 147 Male 1 Some College Married
18742 Appliances 1981 296 Male 1 Some College Single
16440 Movies and Music 1972 471 Male 6 Some College Divorced
30285 Mobile Devices 1969 420 Female 8 Some College Widowed
36636 Car Electronics 1964 478 Female 8 Some College Single
34273 Business Products 1965 39 Male 0 College Grad Married
20889 Mobile Devices 1969 299 Female 8 College Grad Married
35900 Computers 1979 93 Male 2 College Grad Married
79463 Car Electronics 1969 390 Male 9 Some College Married
53427 Business Products 1962 384 Male 5 High School or Less Married
30336 Mobile Devices 1969 334 Female 0 College Grad Divorced
34663 Software 1978 324 Male 2 Some College Married
19040 Movies and Music 1966 480 Female 6 High School or Less Married
28676 Home Entertainment 1978 234 Male 1 Some College Married
55925 Home Entertainment 1961 89 Female 2 Some College Single
19546 Mobile Devices 1961 396 Male 0 High School or Less Married
71317 Mobile Devices 1963 34 Female 0 Some College Married
60277 Software 1978 179 Male 5 Some College Married
39661 Movies and Music 1974 203 Male 6 High School or Less Divorced
29261 Home Entertainment 1985 59 Female 1 Some College Married
93338 Movies and Music 1986 16 Male 0 Some College Married
16530 Car Electronics 1977 419 Male 11 Some College Divorced
34139 Software 1972 399 Male 5 Some College Single
16753 Business Products 1971 293 Male 7 High School or Less Divorced
57189 Computers 1963 327 Male 8 Some College Married
66004 Mobile Devices 1991 23 Male 0 High School or Less Single
33148 Mobile Devices 1986 106 Male 0 Some College Married
16055 Software 1968 174 Male 2 Some College Divorced
33783 Business Products 1983 249 Male 6 College Grad Married
19738 Home Entertainment 1980 219 Male 5 Some College Married
50898 Mobile Devices 1973 199 Female 2 Some College Married
18977 Home Entertainment 1984 91 Male 1 Some College Divorced
16681 Home Entertainment 1980 235 Male 3 Some College Widowed
124576 Mobile Devices 1977 59 Female 0 High School or Less Married
33173 Mobile Devices 1963 223 Male 6 Post-Grad Degree Married
16749 Computers 1990 176 Male 1 Some College Separated
21726 Appliances 1989 162 Male 0 High School or Less Married
31764 Business Products 1979 177 Male 0 Some College Married
29937 Movies and Music 1989 75 Female 1 Some College Single
99581 Home Entertainment 1977 164 Female 3 Some College Divorced
42197 Movies and Music 1966 489 Female 5 High School or Less Divorced
76541 Appliances 1968 378 Male 9 High School or Less Divorced
39829 Business Products 1988 353 Female 1 Some College Divorced
65487 Home Entertainment 1987 368 Female 4 College Grad Married
103783 Mobile Devices 1964 435 Female 10 College Grad Divorced
42399 Appliances 1975 455 Female 7 College Grad Married
41895 Business Products 1971 464 Female 9 High School or Less Married
27097 Home Entertainment 1968 184 Female 5 Some College Divorced
28588 Mobile Devices 1973 406 Male 12 Some College Single
18127 Mobile Devices 1981 186 Male 3 Some College Married
17149 Mobile Devices 1990 19 Male 0 Some College Divorced
25446 Mobile Devices 1981 210 Female 2 Some College Divorced
90098 Car Electronics 1967 352 Female 7 Some College Married
18689 Mobile Devices 1965 328 Female 8 Some College Divorced
35333 Software 1972 261 Male 1 High School or Less Single
87906 Business Products 1983 77 Male 1 College Grad Married
16124 Computers 1980 54 Female 1 Some College Widowed
41510 Business Products 1981 466 Male 2 Some College Married
48166 Mobile Devices 1983 157 Female 4 Some College Divorced
53361 Mobile Devices 1971 397 Male 10 Some College Married
34622 Business Products 1973 474 Female 8 Some College Married
63144 Mobile Devices 1965 304 Female 7 Some Post-Grad Divorced
22608 Mobile Devices 1968 325 Female 2 Some College Separated
71724 Computers 1974 472 Female 7 High School or Less Divorced
17140 Appliances 1976 214 Female 1 High School or Less Married
27816 Movies and Music 1961 434 Female 9 High School or Less Married
75846 Software 1976 400 Male 12 Some College Widowed
57123 Software 1988 282 Female 2 High School or Less Divorced
19351 Movies and Music 1981 475 Female 2 High School or Less Separated
28709 Home Entertainment 1990 185 Female 1 Some College Widowed
44353 Software 1986 168 Female 5 College Grad Separated
72778 Software 1965 159 Male 2 College Grad Married
37306 Mobile Devices 1966 316 Female 4 College Grad Single
16485 Appliances 1966 450 Male 13 High School or Less Married
42381 Mobile Devices 1974 499 Female 12 Some College Married
18002 Mobile Devices 1964 40 Male 1 College Grad Married
65090 Home Entertainment 1964 184 Male 1 Some Post-Grad Married
81463 Appliances 1978 463 Female 2 College Grad Married
37108 Mobile Devices 1979 463 Male 7 High School or Less Married
38011 Movies and Music 1964 110 Female 1 High School or Less Married
73534 Computers 1971 357 Female 7 College Grad Divorced
22614 Software 1983 499 Female 3 High School or Less Married
41577 Home Entertainment 1961 111 Male 3 Some College Divorced
24849 Appliances 1978 214 Female 5 Some College Divorced
28332 Mobile Devices 1963 106 Female 0 Some College Married
47546 Home Entertainment 1979 446 Male 12 College Grad Divorced
19546 Computers 1976 329 Male 0 Some College Divorced
18884 Mobile Devices 1973 319 Male 0 College Grad Divorced
29468 Mobile Devices 1961 260 Female 2 Some College Widowed
120892 Movies and Music 1972 308 Female 2 High School or Less Divorced
17030 Computers 1963 302 Male 2 Some College Divorced
19133 Mobile Devices 1976 47 Female 1 Some College Married
19537 Mobile Devices 1972 460 Male 15 High School or Less Married
24769 Movies and Music 1971 71 Male 1 College Grad Married
88470 Software 1982 328 Male 2 Some College Married
33402 Mobile Devices 1971 350 Female 8 Some College Married
50446 Business Products 1984 115 Male 2 High School or Less Divorced
21412 Business Products 1966 420 Female 2 Post-Grad Degree Married
25482 Mobile Devices 1964 364 Female 7 Some Post-Grad Divorced
17715 Business Products 1967 393 Female 8 High School or Less Married
110312 Home Entertainment 1977 339 Female 1 College Grad Married
35920 Business Products 1972 354 Male 8 High School or Less Divorced
65247 Home Entertainment 1967 311 Female 4 Some College Married
19697 Appliances 1971 481 Female 8 College Grad Single
36247 Home Entertainment 1965 177 Female 2 College Grad Married
43922 Mobile Devices 1981 320 Female 6 Some College Divorced
67582 Computers 1974 384 Female 10 Some College Single
32288 Mobile Devices 1982 48 Male 0 Some College Divorced
55629 Movies and Music 1970 153 Female 3 Some College Divorced
34691 Computers 1966 408 Male 8 High School or Less Divorced
46962 Mobile Devices 1965 229 Male 4 High School or Less Married
18584 Software 1965 80 Female 2 High School or Less Married
79327 Home Entertainment 1969 41 Female 0 Some Post-Grad Divorced
18159 Business Products 1984 460 Male 2 College Grad Married
17171 Movies and Music 1973 445 Male 8 High School or Less Widowed
39949 Movies and Music 1984 421 Male 4 Post-Grad Degree Divorced
40564 Home Entertainment 1973 286 Male 8 Some College Married
31499 Mobile Devices 1987 48 Male 0 High School or Less Separated
37319 Mobile Devices 1977 262 Female 6 High School or Less Separated
19990 Home Entertainment 1964 195 Male 1 High School or Less Married
30812 Computers 1978 222 Male 3 Some College Married
44995 Business Products 1981 215 Female 4 Some College Married
16038 Computers 1971 316 Male 3 Some College Married
31131 Home Entertainment 1974 16 Male 0 College Grad Widowed
87649 Software 1987 229 Female 0 Some College Divorced
19210 Home Entertainment 1975 156 Male 3 High School or Less Divorced
36245 Computers 1977 345 Male 9 Some College Divorced
41475 Appliances 1978 243 Male 3 High School or Less Married
31812 Computers 1972 245 Female 1 Some College Divorced
35284 Business Products 1973 360 Female 7 Some College Married
81004 Computers 1985 151 Female 4 College Grad Divorced
35550 Car Electronics 1978 21 Female 0 Some College Divorced
55468 Mobile Devices 1990 118 Female 0 College Grad Widowed
19211 Business Products 1982 165 Female 1 Some College Divorced
27596 Appliances 1968 490 Female 11 Some College Divorced
46753 Appliances 1989 146 Male 0 High School or Less Divorced
19766 Home Entertainment 1985 10 Female 0 Some College Married
24644 Car Electronics 1976 380 Male 6 College Grad Divorced
34450 Business Products 1972 195 Male 3 High School or Less Married
17885 Computers 1965 286 Female 1 Some College Married
17016 Software 1962 317 Male 1 Some College Widowed
64652 Computers 1969 462 Female 2 College Grad Divorced
39204 Business Products 1974 143 Male 1 College Grad Married
21804 Computers 1969 161 Male 5 Some College Divorced
76464 Mobile Devices 1968 84 Male 1 Some College Married
44512 Home Entertainment 1963 135 Female 2 Some College Married
39999 Appliances 1971 440 Male 12 Some Post-Grad Separated
29401 Car Electronics 1986 427 Male 5 College Grad Divorced
16894 Movies and Music 1983 102 Male 3 High School or Less Divorced
38185 Mobile Devices 1975 156 Female 4 High School or Less Married
19986 Software 1970 485 Female 9 Some College Divorced
24624 Mobile Devices 1987 148 Female 2 College Grad Married
76547 Mobile Devices 1977 10 Female 0 Post-Grad Degree Married
87604 Movies and Music 1982 34 Male 1 Some College Divorced
48309 Mobile Devices 1963 106 Female 1 Some College Single
65735 Mobile Devices 1961 33 Female 1 Some College Divorced
34547 Home Entertainment 1962 58 Male 0 College Grad Married
22859 Home Entertainment 1972 493 Female 14 Some College Divorced
77771 Mobile Devices 1966 167 Female 2 Some College Married
31419 Software 1968 299 Female 8 Some College Married
42016 Computers 1986 66 Male 1 Some College Married
79706 Software 1961 278 Female 4 Some College Divorced
40108 Movies and Music 1972 21 Male 0 Post-Grad Degree Married
25660 Mobile Devices 1976 48 Female 1 Some College Married
35093 Appliances 1976 335 Female 2 Some College Divorced
96988 Appliances 1982 371 Female 3 College Grad Separated
28777 Business Products 1966 425 Male 3 Some College Divorced
37433 Home Entertainment 1966 435 Male 4 College Grad Married
21823 Home Entertainment 1969 93 Male 1 High School or Less Divorced
28677 Business Products 1970 463 Male 12 Some College Widowed
22136 Car Electronics 1982 102 Female 0 High School or Less Separated
36044 Mobile Devices 1975 482 Male 4 Some College Married
57630 Computers 1970 351 Male 2 College Grad Divorced
37551 Home Entertainment 1972 483 Female 12 High School or Less Divorced
62420 Home Entertainment 1983 408 Male 8 College Grad Divorced
27927 Mobile Devices 1975 40 Female 0 Some College Separated
32012 Appliances 1978 427 Male 10 Some College Divorced
19767 Mobile Devices 1974 434 Male 6 Some College Married
38376 Home Entertainment 1980 168 Female 4 College Grad Married
36388 Computers 1970 54 Female 1 Some College Married
23990 Mobile Devices 1969 241 Male 2 College Grad Married
27264 Software 1982 447 Female 9 Some College Single
19408 Home Entertainment 1963 145 Female 1 High School or Less Divorced
93171 Home Entertainment 1963 407 Male 3 Some College Married
18814 Movies and Music 1977 255 Male 6 Some Post-Grad Divorced
36687 Business Products 1968 332 Female 5 College Grad Married
35426 Home Entertainment 1968 326 Male 9 Some College Widowed
27112 Movies and Music 1962 156 Male 4 Some College Divorced
33315 Home Entertainment 1965 260 Male 4 Some College Divorced
47702 Home Entertainment 1985 400 Male 5 Some College Separated
35017 Software 1986 113 Male 1 College Grad Divorced
32889 Software 1984 200 Male 4 Some College Married
29540 Home Entertainment 1969 386 Male 6 College Grad Divorced
27875 Home Entertainment 1970 159 Male 0 High School or Less Separated
27757 Car Electronics 1985 28 Male 1 Some College Separated
52056 Computers 1962 148 Male 3 High School or Less Divorced
35305 Movies and Music 1982 251 Male 1 College Grad Married
32256 Home Entertainment 1962 488 Female 9 High School or Less Married
30893 Home Entertainment 1984 252 Female 2 College Grad Single
74701 Computers 1968 453 Male 2 High School or Less Divorced
16069 Car Electronics 1987 75 Female 2 High School or Less Widowed
19528 Computers 1980 285 Female 5 Some College Married
77776 Software 1987 114 Female 2 Some College Separated
45757 Computers 1982 370 Male 5 Some College Divorced
54371 Mobile Devices 1985 142 Male 0 Some College Married
25180 Movies and Music 1966 382 Male 1 Some College Single
20122 Movies and Music 1987 419 Female 1 Some College Married
17696 Computers 1968 408 Female 10 Some College Divorced
16520 Software 1963 344 Male 0 Some College Married
17623 Business Products 1990 197 Male 0 High School or Less Divorced
32996 Movies and Music 1971 95 Female 2 High School or Less Married
57265 Movies and Music 1967 465 Female 7 Some Post-Grad Married
50169 Mobile Devices 1979 80 Female 1 Some College Divorced
29982 Home Entertainment 1974 76 Male 2 Some College Single
103635 Home Entertainment 1970 165 Male 2 Some College Divorced
32210 Home Entertainment 1983 267 Female 6 Some College Divorced
33632 Mobile Devices 1988 281 Male 2 College Grad Married
19306 Movies and Music 1968 451 Female 13 Some Post-Grad Married
34122 Mobile Devices 1967 339 Male 2 Some College Married
93189 Movies and Music 1968 416 Female 12 Some College Divorced
18788 Business Products 1970 234 Female 1 College Grad Divorced
126488 Movies and Music 1969 473 Female 10 Some College Single
71555 Business Products 1980 191 Male 1 Some College Married
17544 Mobile Devices 1981 391 Male 1 High School or Less Divorced
113982 Software 1974 42 Male 1 College Grad Married
19900 Home Entertainment 1976 312 Male 7 Some College Divorced
17350 Business Products 1980 301 Female 5 Some College Married
18955 Business Products 1982 338 Male 4 High School or Less Separated
46462 Computers 1974 277 Male 6 Some College Separated
17362 Movies and Music 1986 134 Male 2 Some College Married
32471 Home Entertainment 1966 178 Male 1 College Grad Married
19775 Software 1986 201 Female 3 College Grad Married
24940 Business Products 1967 158 Male 3 Some College Divorced
32431 Home Entertainment 1989 43 Male 1 Some College Married
21024 Mobile Devices 1963 56 Male 1 Some College Separated
73468 Movies and Music 1985 24 Male 0 High School or Less Widowed
38524 Movies and Music 1965 149 Male 4 Some Post-Grad Divorced
42192 Computers 1980 320 Female 0 High School or Less Married
53274 Home Entertainment 1985 78 Male 0 Some Post-Grad Married
69372 Movies and Music 1976 395 Male 10 Some College Married
39995 Mobile Devices 1983 151 Male 2 High School or Less Separated
39160 Mobile Devices 1977 423 Female 12 Some College Married
19695 Home Entertainment 1977 427 Male 11 High School or Less Married
18357 Movies and Music 1977 227 Female 2 Some College Married
27069 Mobile Devices 1979 375 Male 6 High School or Less Separated
32953 Software 1968 324 Female 4 Some College Married
20431 Home Entertainment 1985 284 Male 3 High School or Less Widowed
22328 Movies and Music 1989 180 Male 1 Some College Married
79644 Software 1966 405 Male 2 College Grad Married
27302 Computers 1984 404 Female 4 Some College Divorced
138253 Mobile Devices 1963 380 Female 12 High School or Less Divorced
89721 Computers 1974 84 Female 2 High School or Less Divorced
25678 Business Products 1964 38 Female 0 College Grad Married
23546 Business Products 1977 419 Female 5 Some College Married
26629 Home Entertainment 1983 473 Female 8 Some College Married
29438 Business Products 1965 85 Male 1 Some College Married
34763 Mobile Devices 1967 373 Male 9 High School or Less Married
20708 Mobile Devices 1989 151 Female 0 Some College Married
27541 Mobile Devices 1971 324 Male 5 High School or Less Divorced
26645 Movies and Music 1967 86 Male 1 Some College Single
31134 Movies and Music 1980 228 Female 6 College Grad Married
23003 Movies and Music 1962 67 Female 1 Some College Married
55922 Car Electronics 1968 390 Female 4 Some College Married
62015 Movies and Music 1976 229 Male 6 High School or Less Divorced
27106 Mobile Devices 1966 348 Male 9 Some College Married
16771 Movies and Music 1974 244 Female 1 High School or Less Separated
49676 Business Products 1970 480 Female 15 High School or Less Married
18875 Home Entertainment 1970 144 Male 0 Some College Married
64127 Business Products 1972 362 Female 10 Some College Married
28401 Mobile Devices 1981 495 Female 10 Some College Married
32335 Movies and Music 1976 312 Female 2 Some College Married
22860 Movies and Music 1961 282 Male 4 College Grad Married
17669 Home Entertainment 1990 378 Male 1 College Grad Married
21171 Car Electronics 1973 335 Female 7 Some College Divorced
16923 Computers 1969 175 Female 0 Some College Married
38280 Mobile Devices 1978 78 Male 2 Some College Married
68645 Movies and Music 1968 479 Female 10 College Grad Married
58725 Home Entertainment 1971 392 Female 3 High School or Less Divorced
37448 Computers 1968 47 Male 0 Some College Married
51367 Movies and Music 1980 300 Female 5 Some College Divorced
39352 Appliances 1976 309 Male 0 High School or Less Divorced
43368 Movies and Music 1965 47 Female 0 College Grad Married
20171 Movies and Music 1976 74 Male 2 Some Post-Grad Divorced
73488 Mobile Devices 1973 405 Female 7 High School or Less Married
17416 Mobile Devices 1981 90 Male 1 Some College Married
39841 Software 1971 426 Female 1 Some College Divorced
30827 Software 1964 250 Female 6 College Grad Married
74529 Movies and Music 1968 161 Female 3 High School or Less Married
16483 Business Products 1985 169 Female 2 College Grad Married
70007 Business Products 1963 408 Female 2 Some College Divorced
47077 Movies and Music 1985 201 Female 6 Some College Married
47434 Mobile Devices 1978 325 Male 7 College Grad Married
60374 Mobile Devices 1962 155 Male 1 College Grad Married
36478 Home Entertainment 1972 154 Male 0 Some College Married
76557 Computers 1979 408 Male 11 Some College Married
48754 Movies and Music 1977 277 Female 7 High School or Less Divorced
21758 Home Entertainment 1964 87 Female 0 College Grad Married
21574 Computers 1962 465 Male 13 High School or Less Married
61390 Movies and Music 1971 208 Male 2 College Grad Single
39846 Software 1979 68 Female 0 High School or Less Married
19310 Software 1963 330 Female 9 Some College Divorced
19321 Business Products 1979 36 Female 1 High School or Less Married
33880 Home Entertainment 1971 333 Male 8 Some College Married
28890 Car Electronics 1969 151 Male 5 Some College Widowed
38808 Business Products 1962 174 Female 1 Some College Married
40461 Home Entertainment 1965 157 Female 3 Some College Married
16477 Appliances 1975 305 Female 3 College Grad Separated
99682 Business Products 1970 136 Male 3 High School or Less Separated
41342 Computers 1986 117 Female 2 Some College Divorced
18573 Business Products 1983 375 Female 3 Some College Divorced
82398 Business Products 1968 82 Female 1 Some College Married
32443 Home Entertainment 1967 198 Male 6 Some College Divorced
17635 Computers 1963 497 Male 8 College Grad Divorced
88870 Home Entertainment 1977 446 Female 12 Some College Divorced
30520 Movies and Music 1962 202 Male 1 Some Post-Grad Widowed
34877 Computers 1986 445 Female 3 High School or Less Divorced
21090 Software 1979 382 Male 0 Some College Married
20948 Home Entertainment 1969 184 Female 5 Some College Divorced
19880 Movies and Music 1969 484 Male 9 Some College Married
24001 Business Products 1977 173 Male 1 Some College Divorced
30395 Appliances 1983 167 Female 1 Some College Separated
24217 Appliances 1963 147 Female 2 Some College Divorced
28895 Movies and Music 1965 474 Male 4 Some College Divorced
26333 Movies and Music 1977 261 Female 5 College Grad Married
16331 Movies and Music 1974 204 Female 2 College Grad Single
48793 Appliances 1977 82 Female 0 College Grad Married
33071 Home Entertainment 1962 411 Male 12 Some Post-Grad Married
94433 Software 1980 492 Female 11 Some College Married
17665 Home Entertainment 1964 258 Female 6 Some College Married
36248 Movies and Music 1967 310 Female 9 Some College Married
29444 Appliances 1974 260 Male 1 Some College Married
47465 Mobile Devices 1984 359 Female 4 Post-Grad Degree Married
16647 Mobile Devices 1968 371 Female 11 Some College Married
22187 Home Entertainment 1989 352 Female 2 College Grad Married
41341 Movies and Music 1972 285 Male 2 College Grad Divorced
20660 Software 1963 116 Female 1 Some College Married
67513 Appliances 1967 458 Female 8 Some College Married
17346 Business Products 1971 42 Male 0 Some College Married
26095 Appliances 1986 337 Male 3 College Grad Married
23484 Movies and Music 1976 270 Male 6 Some College Divorced
17548 Home Entertainment 1963 434 Female 12 High School or Less Separated
19684 Home Entertainment 1973 149 Male 3 Some College Widowed
21297 Computers 1983 412 Male 7 Some College Married
30802 Mobile Devices 1969 274 Female 1 Some College Married
34109 Home Entertainment 1979 56 Female 0 College Grad Divorced
34853 Mobile Devices 1980 231 Male 2 High School or Less Divorced
34461 Mobile Devices 1974 124 Male 3 Some College Divorced
19846 Mobile Devices 1967 432 Female 8 Some College Single
16544 Mobile Devices 1972 115 Male 3 College Grad Married
19995 Movies and Music 1967 196 Male 3 High School or Less Married
26351 Mobile Devices 1968 28 Male 0 College Grad Married
17829 Movies and Music 1976 351 Female 2 Some College Divorced
19305 Movies and Music 1965 383 Male 3 High School or Less Married
43845 Business Products 1978 324 Male 2 High School or Less Married
19404 Mobile Devices 1989 250 Male 2 College Grad Married
19328 Home Entertainment 1961 10 Male 0 Some College Divorced
36618 Home Entertainment 1984 177 Male 5 Some Post-Grad Divorced
62589 Mobile Devices 1976 195 Female 1 Some College Married
16033 Computers 1974 492 Female 6 Some College Married
35361 Home Entertainment 1980 315 Female 8 High School or Less Married
39798 Home Entertainment 1977 336 Male 9 Some College Married
30126 Mobile Devices 1972 437 Female 5 College Grad Married
26692 Movies and Music 1978 359 Male 2 Some College Married
35351 Business Products 1972 186 Male 2 Some College Married
23866 Computers 1974 300 Male 7 Some College Married
82466 Mobile Devices 1981 350 Male 3 Some College Married
35126 Mobile Devices 1968 87 Male 1 Some College Single
64944 Home Entertainment 1971 20 Male 0 Some College Married
75448 Business Products 1987 301 Female 2 College Grad Divorced
39449 Business Products 1964 366 Female 11 High School or Less Divorced
17319 Business Products 1969 431 Female 10 High School or Less Married
19057 Mobile Devices 1988 19 Female 1 College Grad Married
161970 Movies and Music 1966 471 Female 5 High School or Less Divorced
74443 Mobile Devices 1988 21 Female 0 Some College Separated
20648 Business Products 1987 431 Male 2 Some College Divorced
26065 Mobile Devices 1975 88 Female 0 Some College Single
38444 Home Entertainment 1986 209 Female 3 Some College Widowed
30333 Business Products 1962 97 Male 1 Some College Married
19107 Mobile Devices 1969 256 Female 5 Some College Divorced
31265 Appliances 1976 215 Female 0 High School or Less Widowed
19619 Business Products 1965 146 Female 4 High School or Less Married
36186 Business Products 1963 357 Female 7 Some College Married
34182 Mobile Devices 1969 480 Female 17 Some College Divorced
19407 Software 1968 78 Female 1 College Grad Divorced
19229 Home Entertainment 1981 275 Female 5 High School or Less Married
20110 Car Electronics 1976 82 Female 2 High School or Less Divorced
17533 Business Products 1987 142 Male 3 Some College Separated
35958 Home Entertainment 1971 415 Female 9 College Grad Divorced
37379 Home Entertainment 1980 30 Female 0 Some College Married
128961 Movies and Music 1972 142 Male 3 High School or Less Divorced
21555 Mobile Devices 1969 402 Male 7 High School or Less Divorced
29726 Business Products 1983 334 Female 4 Some Post-Grad Separated
72995 Car Electronics 1963 77 Female 2 Some College Widowed
17203 Mobile Devices 1963 473 Female 6 Some College Separated
38650 Appliances 1984 16 Male 0 Some College Married
39195 Software 1977 29 Male 1 Some College Divorced
33980 Mobile Devices 1964 76 Female 1 College Grad Divorced
49312 Home Entertainment 1983 287 Female 4 Some College Married
42523 Business Products 1973 279 Male 6 High School or Less Married
47323 Movies and Music 1968 259 Male 2 Some College Married
19807 Mobile Devices 1975 481 Female 7 Some Post-Grad Divorced
29819 Mobile Devices 1967 57 Female 0 Some College Married
67078 Mobile Devices 1966 342 Male 7 Some Post-Grad Divorced
43722 Appliances 1975 262 Female 3 College Grad Married
83944 Business Products 1964 468 Male 11 High School or Less Married
18927 Movies and Music 1978 75 Male 1 Some College Divorced
19267 Business Products 1975 436 Male 11 Some College Married
42745 Home Entertainment 1970 373 Female 0 High School or Less Divorced
104739 Mobile Devices 1981 274 Male 4 Some College Married
31650 Software 1973 60 Female 1 Some Post-Grad Divorced
48833 Software 1968 159 Male 3 Some College Single
61506 Mobile Devices 1961 27 Female 0 Some College Divorced
110066 Home Entertainment 1981 104 Female 2 High School or Less Divorced
23056 Movies and Music 1981 295 Female 7 High School or Less Widowed
16948 Appliances 1978 72 Female 2 Some College Married
22091 Movies and Music 1970 476 Male 9 College Grad Married
80245 Movies and Music 1966 259 Female 5 College Grad Widowed
37576 Home Entertainment 1989 58 Female 0 Some College Divorced
19381 Business Products 1961 305 Female 3 Some College Married
29804 Car Electronics 1967 294 Male 8 Some College Separated
52850 Mobile Devices 1977 231 Female 6 Some College Married
16018 Car Electronics 1987 73 Male 0 Some College Married
21715 Business Products 1968 317 Female 4 College Grad Divorced
19670 Computers 1963 440 Female 1 Some College Married
37848 Movies and Music 1988 223 Female 2 High School or Less Divorced
36912 Home Entertainment 1967 398 Female 1 Some College Single
30230 Home Entertainment 1974 236 Male 6 Some College Divorced
38368 Home Entertainment 1965 373 Female 1 Some College Married
18803 Home Entertainment 1980 211 Male 3 High School or Less Married
73057 Home Entertainment 1961 394 Male 8 Some College Divorced
16423 Mobile Devices 1980 311 Male 8 High School or Less Divorced
32470 Business Products 1979 345 Female 11 Some College Widowed
16961 Software 1968 148 Male 3 Some College Separated
28923 Appliances 1980 324 Male 2 High School or Less Married
53426 Movies and Music 1984 240 Female 6 College Grad Widowed
34543 Appliances 1980 392 Male 11 High School or Less Divorced
37390 Computers 1976 87 Male 1 Some College Divorced
37340 Software 1983 452 Male 7 Some Post-Grad Married
19824 Appliances 1985 251 Female 2 Some College Separated
31009 Home Entertainment 1986 86 Female 0 Some College Married
74756 Software 1989 334 Female 1 Post-Grad Degree Married
19979 Home Entertainment 1964 361 Male 8 College Grad Widowed
20081 Home Entertainment 1966 241 Female 1 Some College Divorced
92968 Mobile Devices 1976 322 Male 9 Some College Married
51579 Movies and Music 1963 130 Female 3 Some College Divorced
18700 Business Products 1962 60 Male 1 High School or Less Married
18080 Appliances 1966 153 Female 2 College Grad Widowed
87426 Software 1973 315 Female 1 College Grad Divorced
33110 Software 1984 337 Male 1 High School or Less Married
16376 Mobile Devices 1976 41 Male 0 Some College Divorced
33864 Software 1970 211 Female 6 High School or Less Married
64890 Appliances 1966 103 Male 3 Some College Married
74229 Business Products 1965 401 Female 6 Some College Married
56822 Mobile Devices 1976 458 Male 3 Some College Widowed
79492 Movies and Music 1984 184 Female 3 Some College Married
25105 Movies and Music 1968 493 Female 17 Some College Single
22464 Software 1962 108 Male 3 Some College Married
17822 Business Products 1967 17 Male 0 Some College Married
46676 Car Electronics 1971 117 Female 0 College Grad Married
17262 Home Entertainment 1969 141 Male 4 Some College Married
25386 Home Entertainment 1983 29 Female 0 Some College Married
43026 Business Products 1961 155 Female 1 Some College Married
60578 Computers 1970 184 Female 4 College Grad Married
18832 Computers 1983 101 Female 3 Some College Single
35669 Movies and Music 1968 417 Female 3 Some College Married
35719 Movies and Music 1964 484 Male 9 High School or Less Widowed
20749 Home Entertainment 1989 64 Female 0 High School or Less Married
37745 Movies and Music 1962 25 Male 0 High School or Less Married
35176 Business Products 1968 355 Male 10 Some College Separated
18143 Movies and Music 1967 16 Female 0 Some College Married
19313 Movies and Music 1974 401 Female 11 Some College Married
18905 Software 1967 434 Female 3 College Grad Single
88163 Mobile Devices 1971 206 Male 2 Some College Divorced
17340 Mobile Devices 1981 33 Female 0 Some College Married
34184 Movies and Music 1988 162 Female 3 Some College Divorced
38194 Home Entertainment 1990 357 Female 0 College Grad Married
19317 Mobile Devices 1973 155 Female 3 Some College Divorced
28941 Mobile Devices 1965 333 Male 2 Some College Married
47956 Computers 1972 381 Male 8 High School or Less Widowed
18935 Software 1977 425 Male 12 High School or Less Married
24551 Mobile Devices 1980 107 Male 1 College Grad Married
68241 Movies and Music 1987 167 Female 0 Post-Grad Degree Married
40539 Movies and Music 1964 166 Male 4 Some College Married
19346 Computers 1978 19 Male 0 College Grad Single
23908 Mobile Devices 1986 230 Female 1 College Grad Divorced
17626 Computers 1974 298 Male 7 College Grad Married
18841 Software 1984 70 Male 1 Some College Married
53177 Mobile Devices 1966 104 Female 1 High School or Less Divorced
56645 Business Products 1965 479 Male 17 Some College Married
73049 Appliances 1970 56 Male 1 Some College Divorced
107026 Business Products 1965 43 Male 1 College Grad Single
21783 Software 1962 308 Female 4 Some College Divorced
17560 Software 1977 427 Female 9 High School or Less Divorced
18368 Business Products 1987 346 Male 2 Some College Divorced
39269 Movies and Music 1976 342 Female 0 High School or Less Married
19248 Mobile Devices 1979 263 Female 1 Some College Married
18786 Mobile Devices 1964 400 Male 0 College Grad Widowed
56247 Movies and Music 1983 74 Male 1 Some College Married
37606 Software 1989 111 Female 1 Some College Married
114476 Computers 1985 452 Female 6 Some College Divorced
19528 Mobile Devices 1971 381 Female 10 High School or Less Married
16747 Mobile Devices 1961 69 Female 0 Some College Separated
17382 Movies and Music 1981 58 Male 1 Some College Widowed
49053 Movies and Music 1961 177 Female 0 Some Post-Grad Married
37353 Software 1987 133 Female 2 Some College Single
125276 Mobile Devices 1964 291 Female 3 Some Post-Grad Married
19687 Movies and Music 1968 498 Male 10 Some College Divorced
32963 Home Entertainment 1985 88 Male 1 Some Post-Grad Single
43850 Mobile Devices 1979 491 Male 11 High School or Less Divorced
87126 Movies and Music 1975 472 Male 7 Some College Married
70924 Home Entertainment 1976 304 Female 9 College Grad Widowed
16340 Home Entertainment 1979 142 Male 2 College Grad Divorced
50622 Home Entertainment 1966 286 Male 0 High School or Less Married
24802 Movies and Music 1988 48 Female 1 Some College Widowed
34437 Mobile Devices 1975 399 Male 11 High School or Less Married
25909 Mobile Devices 1979 357 Male 8 Some Post-Grad Divorced
24036 Movies and Music 1966 465 Male 9 Some College Married
44924 Computers 1977 208 Female 6 Some College Married
24401 Mobile Devices 1984 323 Female 7 Some College Married
67445 Movies and Music 1966 315 Male 6 High School or Less Married
39466 Car Electronics 1975 348 Female 11 Some College Separated
24260 Mobile Devices 1975 93 Male 3 Some College Divorced
19813 Business Products 1970 65 Female 2 Some College Separated
30945 Software 1970 498 Male 12 Some College Married
43388 Computers 1979 470 Male 11 College Grad Divorced
18825 Business Products 1976 373 Female 9 College Grad Married
34823 Home Entertainment 1967 82 Male 2 Some College Separated
22459 Movies and Music 1961 496 Female 16 College Grad Married
34021 Movies and Music 1962 366 Female 1 College Grad Married
17426 Computers 1970 438 Female 2 Some College Divorced
27345 Computers 1974 487 Female 16 Some College Married
16744 Software 1978 184 Male 0 Some College Divorced
81503 Movies and Music 1975 271 Female 5 College Grad Single
26776 Computers 1975 423 Male 4 College Grad Divorced
35489 Home Entertainment 1978 61 Female 1 High School or Less Divorced
89159 Software 1984 442 Male 3 High School or Less Divorced
16047 Computers 1965 113 Female 2 High School or Less Widowed
17505 Appliances 1962 488 Female 15 Some College Married
19000 Software 1962 262 Female 5 Some College Married
22195 Mobile Devices 1968 411 Male 3 Some College Widowed
74628 Movies and Music 1980 180 Male 2 High School or Less Separated
19545 Mobile Devices 1975 271 Female 1 High School or Less Separated
19287 Mobile Devices 1975 386 Male 11 College Grad Married
56599 Business Products 1977 43 Female 0 Some College Married
36658 Computers 1978 252 Female 7 Some College Divorced
16921 Appliances 1966 293 Male 3 High School or Less Married
35623 Software 1965 364 Male 7 Some Post-Grad Married
31234 Business Products 1987 218 Male 3 College Grad Married
19563 Home Entertainment 1972 50 Female 0 High School or Less Married
109642 Business Products 1985 136 Female 2 College Grad Married
18693 Mobile Devices 1984 123 Female 3 High School or Less Separated
52003 Appliances 1963 323 Male 9 Some College Divorced
26053 Movies and Music 1975 244 Male 1 College Grad Married
20345 Mobile Devices 1968 410 Male 12 College Grad Married
18522 Business Products 1977 243 Male 3 Some College Separated
21279 Business Products 1973 69 Male 1 Some College Divorced
39662 Business Products 1965 364 Male 10 College Grad Married
31397 Mobile Devices 1970 188 Male 3 College Grad Divorced
61047 Movies and Music 1985 145 Male 2 High School or Less Married
37005 Software 1969 126 Female 1 High School or Less Married
30097 Business Products 1962 120 Female 1 Some College Married
36766 Movies and Music 1986 253 Male 0 College Grad Single
18540 Software 1974 410 Female 8 Some College Widowed
24457 Computers 1981 450 Female 6 Some Post-Grad Married
19723 Mobile Devices 1987 82 Female 2 Some College Married
24396 Business Products 1962 367 Female 8 College Grad Married
18519 Home Entertainment 1975 365 Male 11 Some College Divorced
18200 Mobile Devices 1961 279 Female 9 Some College Married
18469 Movies and Music 1970 362 Male 10 High School or Less Married
18935 Business Products 1972 238 Female 6 High School or Less Married
16964 Home Entertainment 1986 184 Male 5 High School or Less Divorced
36090 Home Entertainment 1965 82 Male 2 Some College Divorced
18203 Computers 1969 377 Female 3 High School or Less Divorced
21626 Mobile Devices 1988 14 Female 0 College Grad Divorced
26074 Business Products 1979 156 Female 3 College Grad Divorced
73034 Computers 1977 323 Female 9 Some College Divorced
54808 Computers 1968 45 Male 1 College Grad Married
17149 Mobile Devices 1982 351 Male 2 High School or Less Divorced
44094 Business Products 1980 71 Female 1 Some College Married
30918 Software 1977 449 Female 4 College Grad Single
21061 Mobile Devices 1981 101 Female 3 Some College Divorced
23125 Business Products 1966 399 Male 12 Some College Married
19647 Home Entertainment 1978 145 Female 4 Some College Divorced
95735 Home Entertainment 1984 126 Male 1 College Grad Divorced
47884 Movies and Music 1974 387 Female 12 Some College Separated
19504 Business Products 1966 355 Male 10 College Grad Married
17662 Home Entertainment 1963 214 Female 3 Some College Single
18187 Home Entertainment 1970 302 Female 6 High School or Less Separated
32288 Home Entertainment 1967 401 Female 9 College Grad Widowed
32696 Software 1964 313 Male 9 Some College Married
86730 Appliances 1967 308 Female 6 Some College Married
29452 Car Electronics 1983 489 Male 2 College Grad Married
19835 Movies and Music 1967 441 Female 13 Some College Married
56772 Home Entertainment 1983 283 Female 1 College Grad Divorced
46648 Computers 1961 280 Male 6 Some College Separated
72183 Appliances 1985 243 Male 1 Some College Married
21844 Software 1985 112 Male 0 Some Post-Grad Married
36135 Mobile Devices 1967 375 Male 9 Some College Married
28814 Mobile Devices 1981 290 Male 4 Some Post-Grad Divorced
42975 Mobile Devices 1986 248 Female 3 College Grad Widowed
39096 Mobile Devices 1965 268 Female 3 High School or Less Divorced
77879 Computers 1961 153 Female 3 Some Post-Grad Married
23450 Mobile Devices 1966 431 Female 11 High School or Less Divorced
18920 Home Entertainment 1980 376 Male 11 College Grad Divorced
68251 Home Entertainment 1962 330 Female 3 Some College Divorced
18558 Home Entertainment 1963 239 Male 1 Some College Widowed
36481 Business Products 1980 30 Female 0 Some College Single
18327 Computers 1973 160 Male 4 Post-Grad Degree Married
21542 Home Entertainment 1988 45 Female 1 Some College Single
38305 Mobile Devices 1975 471 Female 3 Some College Married
30820 Home Entertainment 1976 220 Male 4 College Grad Married
18581 Mobile Devices 1965 83 Male 2 College Grad Married
29128 Home Entertainment 1964 365 Male 2 Some College Married
47687 Movies and Music 1987 464 Female 4 Some College Divorced
37835 Mobile Devices 1976 89 Male 1 Some College Divorced
61710 Mobile Devices 1983 74 Female 1 Some College Married
17203 Movies and Music 1968 434 Female 12 Some College Married
16340 Computers 1979 325 Male 6 Some College Married
59523 Mobile Devices 1972 278 Male 6 College Grad Married
25430 Home Entertainment 1961 288 Male 8 College Grad Married
37047 Computers 1967 288 Female 5 College Grad Separated
107892 Business Products 1965 119 Female 1 High School or Less Married
35002 Home Entertainment 1976 301 Female 3 College Grad Married
19927 Home Entertainment 1965 286 Male 2 High School or Less Divorced
18822 Computers 1985 197 Male 2 Some College Single
21330 Home Entertainment 1990 69 Female 1 Some College Divorced
49254 Mobile Devices 1965 214 Female 2 High School or Less Separated
18834 Appliances 1984 81 Female 1 Some College Divorced
26586 Home Entertainment 1970 457 Male 11 Some College Married
23454 Appliances 1979 456 Male 7 Some Post-Grad Married
18031 Home Entertainment 1969 332 Female 3 College Grad Divorced
66367 Software 1978 138 Female 3 Some College Divorced
93993 Mobile Devices 1962 61 Male 1 Some College Married
18785 Mobile Devices 1968 35 Male 0 Some Post-Grad Divorced
28490 Mobile Devices 1981 114 Female 2 High School or Less Divorced
39092 Movies and Music 1972 477 Male 4 Some College Single
16718 Software 1969 94 Male 2 Some College Single
16602 Mobile Devices 1977 77 Female 1 High School or Less Married
18529 Mobile Devices 1984 459 Male 7 High School or Less Divorced
28485 Computers 1989 154 Male 0 Some College Divorced
33149 Mobile Devices 1978 175 Female 2 High School or Less Separated
64176 Home Entertainment 1974 230 Male 6 High School or Less Married
29427 Software 1980 394 Male 9 College Grad Married
18052 Mobile Devices 1973 279 Female 5 Some College Married
84356 Software 1977 132 Female 2 College Grad Widowed
44985 Movies and Music 1977 289 Male 4 Some College Separated
25403 Home E