Machine Learning Question

Description

Your assignment is to analyze the dataset contained in EmployeeData.csv

Download EmployeeData.csv deliver a report, and upload all project files as described below. You can read more about this dataset here. You are required to model the probability of attrition and draw insights from your analysis. In your report, be sure to support your responses.

A large company named Canterra employs, at any given point in time, around 4000 employees. However, every year, around 15% of its employees leave the company and need to be replaced with the talent pool available in the job market.

The dataset contains 18 variables (columns) for 4410 employees. The variables are as follows:

Age (in years)
Attrition: Whether the employee left the previous year (Yes, No)
BusinessTravel: How frequently the employees travelled for business purposes last year
DistanceFromHome: Distance from home to location of work (in miles)
Education: Education (1 =’Below College’, 2= ‘College’, 3= ‘Bachelor’, 4= ‘Master’, 5= ‘Doctor’)
EmployeeID
Gender (Female, Male)
JobLevel: Job level at company (scale of 1 to 5, level 1 is lowest and 5 is highest)
MaritalStatus: Marital status of the employee (Single, Married, Divorced)
Income: Annual Income (in $)
NumCompaniesWorked: Number of companies they worked at previously
StandardHours: Standard hours of work for the employee
TotalWorkingYears: Total number of years the employee has worked so far
TrainingTimesLastYear: Number of times training was conducted for this employee last year
YearsAtCompany: Total number of years spent at the company by the employee
YearsWithCurrManager: Number of years under current manager
EnvironmentSatisfaction: Satisfaction with Work Environment (1= ‘Low’, 2= ‘Medium’, 3= ‘High’, 4= ‘Very High’)
JobSatisfaction: Job Satisfaction (1= ‘Low’, 2= ‘Medium’, 3= ‘High’, 4= ‘Very High’)

Key Requirements and Questions

Pre-process the data and prepare it for running the following classification models (KNN and SVM). (15 points)
Run a K-Nearest Neighbor model to build a predictive model for employees’ attrition. Try out different values of k to find an optimal model. (25 points)
Run a Support Vector Machines model to build a predictive model for employees’ attrition. Try out different model settings to find an optimal model. (25 points)
Compare the best KNN and SVM models by their model evaluation metrics. Which is a better model, and why? (10 points)
Summarize your findings, discuss the pros and cons of your proposed models, and provide your recommendations to management based on insights generated from the above model. (15 points)

Deliverables

A written report answering the questions and explaining your findings (submitted as a PDF document). This report should clearly define the problem statement, data processing steps, your approach and any assumptions you make, the results of analyses you have performed, and the managerial insights you have gained by performing these analyses. In writing it, imagine that you are a consultant submitting the report to your client. This report should not be more than 3 pages long. If needed, you can have up to 2 pages of an appendix with supporting exhibits. Include your names on top of the first page, or add a cover page with the names.
Your fully-functional and annotated R code(s) with proper name(s). In your R file(s), highlight the different steps/questions by including annotations or section titles. Also, make sure your submitted code can be executed (with no errors) by just reading the EmployeeData.csv file.

Rubric:

Your project will be graded based on:

Timeliness:

Submitting the complete assignment on or before the deadline. (faculty may not accept late submissions or penalize them in other ways.)

Analysis and Recommendations:

Clearly stating the scope and objectives.
Answering all study questions clearly and completely.
Demonstrating appropriate use of concepts and techniques.
Depth of the analysis.
Clarity and quality of the findings and recommendations

To summarize:

Correctness of your approach, your code, answering the questions, and following the steps. (90 points)
Format of the report and your R code. (10 points)

Unformatted Attachment Preview

Age
Attrition
51 No
31 Yes
32 No
38 No
32 No
46 No
28 Yes
29 No
31 No
25 No
45 No
36 No
55 No
47 Yes
28 No
37 No
21 No
37 No
35 No
38 No
26 No
50 No
53 No
42 No
29 No
55 No
26 No
37 No
44 Yes
38 No
26 Yes
28 No
49 No
36 No
31 No
26 Yes
37 No
42 No
18 Yes
35 No
BusinessTravelDistanceFromHome
Education
EmployeeID Gender
Travel_Rarely
6
2
1 Female
Travel_Frequently
10
1
2 Female
Travel_Frequently
17
4
3 Male
Non-Travel
2
5
4 Male
Travel_Rarely
10
1
5 Male
Travel_Rarely
8
3
6 Female
Travel_Rarely
11
2
7 Male
Travel_Rarely
18
3
8 Male
Travel_Rarely
1
3
9 Male
Non-Travel
7
4
10 Female
Travel_Rarely
17
2
11 Male
Travel_Rarely
28
1
12 Male
Travel_Rarely
14
4
13 Female
Non-Travel
1
1
14 Male
Travel_Rarely
1
3
15 Male
Travel_Rarely
1
3
16 Male
Travel_Rarely
3
2
17 Male
Non-Travel
1
3
18 Male
Travel_Rarely
7
4
19 Male
Travel_Rarely
8
3
20 Female
Travel_Frequently
1
4
21 Male
Travel_Rarely
8
4
22 Male
Travel_Rarely
11
4
23 Female
Travel_Rarely
4
4
24 Male
Travel_Frequently
16
4
25 Male
Travel_Rarely
1
4
26 Female
Travel_Frequently
9
3
27 Female
Travel_Rarely
5
1
28 Male
Travel_Frequently
1
2
29 Male
Travel_Rarely
2
3
30 Female
Travel_Rarely
4
3
31 Male
Travel_Rarely
7
3
32 Male
Travel_Frequently
1
1
33 Female
Travel_Rarely
5
3
34 Male
Travel_Frequently
9
4
35 Male
Travel_Rarely
8
3
36 Male
Travel_Frequently
9
1
37 Male
Travel_Frequently
2
2
38 Male
Travel_Rarely
1
4
39 Male
Travel_Rarely
20
2
40 Male
36 No
51 No
41 No
18 No
28 No
31 No
39 No
36 No
32 No
38 No
58 No
31 No
31 No
45 No
31 No
33 No
39 No
43 No
49 No
52 Yes
27 No
32 No
27 No
31 No
32 No
28 Yes
30 No
31 No
39 No
39 Yes
33 No
47 No
43 No
27 No
54 No
43 No
45 No
40 No
29 Yes
29 No
30 No
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
8
2
29
7
9
8
5
5
2
5
2
20
7
3
16
9
1
7
1
7
15
1
13
24
7
9
13
2
19
1
4
4
14
2
1
7
3
2
29
8
10
3
3
1
3
3
1
4
4
3
2
3
1
4
1
4
3
4
4
3
1
4
3
2
3
3
4
3
1
4
1
2
3
3
3
4
2
1
4
3
3
3
41 Female
42 Male
43 Male
44 Male
45 Male
46 Male
47 Female
48 Male
49 Male
50 Female
51 Male
52 Female
53 Male
54 Female
55 Female
56 Male
57 Male
58 Male
59 Male
60 Female
61 Male
62 Male
63 Female
64 Male
65 Male
66 Male
67 Female
68 Female
69 Female
70 Female
71 Male
72 Female
73 Female
74 Male
75 Male
76 Female
77 Female
78 Male
79 Female
80 Male
81 Male
27 No
37 No
38 No
31 No
29 No
35 No
23 No
41 No
47 No
42 No
29 No
42 No
32 No
48 No
37 No
30 No
26 No
42 No
21 Yes
36 No
36 No
57 No
40 No
21 No
33 Yes
37 No
46 No
41 Yes
50 No
40 Yes
31 No
21 Yes
29 No
35 No
27 No
28 No
49 No
51 No
36 No
34 Yes
55 No
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
11
1
28
6
3
16
20
9
1
3
22
7
2
13
8
25
28
2
9
28
6
21
8
1
28
5
2
16
9
8
1
10
1
29
2
2
2
1
15
7
26
2
4
4
3
4
2
4
2
3
4
4
4
3
4
5
4
3
2
3
3
3
4
3
5
2
3
4
1
3
3
3
2
3
3
3
2
3
2
2
3
3
82 Male
83 Male
84 Male
85 Female
86 Male
87 Male
88 Male
89 Female
90 Female
91 Male
92 Male
93 Male
94 Male
95 Male
96 Male
97 Male
98 Female
99 Female
100 Female
101 Male
102 Female
103 Male
104 Male
105 Female
106 Female
107 Male
108 Female
109 Female
110 Female
111 Female
112 Male
113 Male
114 Female
115 Female
116 Male
117 Male
118 Male
119 Male
120 Male
121 Male
122 Male
24 No
30 No
26 Yes
22 No
36 No
30 Yes
37 No
40 No
42 No
37 No
43 No
40 No
54 No
34 No
31 No
43 No
43 No
25 No
37 No
31 No
39 No
56 No
30 No
41 No
28 No
25 Yes
52 No
45 No
52 No
42 No
30 No
60 No
46 No
42 No
24 Yes
34 Yes
38 No
40 No
26 No
30 No
29 No
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
1
3
14
16
1
3
10
6
2
9
10
6
9
28
10
14
27
7
1
24
26
20
5
7
7
5
26
2
12
10
25
10
19
18
27
5
3
26
3
15
8
3
3
3
5
3
2
1
2
3
1
2
2
3
3
4
3
4
2
3
1
4
4
4
3
3
2
2
3
3
3
3
3
4
4
2
3
3
4
2
3
3
123 Female
124 Female
125 Male
126 Male
127 Female
128 Male
129 Male
130 Male
131 Female
132 Male
133 Female
134 Female
135 Female
136 Male
137 Male
138 Female
139 Male
140 Male
141 Male
142 Male
143 Female
144 Female
145 Female
146 Female
147 Male
148 Female
149 Female
150 Female
151 Male
152 Female
153 Male
154 Female
155 Female
156 Male
157 Male
158 Male
159 Female
160 Female
161 Female
162 Female
163 Female
29 Yes
19 Yes
30 No
57 No
50 No
30 No
60 No
47 No
46 No
35 No
54 No
34 No
46 No
31 No
33 Yes
33 Yes
30 No
35 No
31 Yes
34 Yes
42 No
36 No
22 Yes
48 No
55 No
41 No
35 No
40 No
39 No
31 No
42 No
45 No
26 Yes
29 No
33 No
31 No
18 Yes
40 No
41 No
26 No
35 No
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Frequently
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Non-Travel
Non-Travel
Travel_Rarely
Travel_Rarely
19
4
2
2
10
10
16
1
4
15
2
8
2
7
10
5
2
12
22
17
2
3
7
6
1
3
22
15
12
1
5
2
2
5
16
2
2
1
23
9
16
4
3
4
2
4
2
3
3
1
2
4
2
3
3
3
4
3
2
2
1
4
4
3
3
3
2
3
3
1
4
3
1
1
3
3
4
3
4
3
4
4
164 Male
165 Male
166 Female
167 Male
168 Female
169 Male
170 Female
171 Male
172 Male
173 Female
174 Male
175 Male
176 Male
177 Male
178 Female
179 Male
180 Male
181 Female
182 Female
183 Male
184 Female
185 Male
186 Female
187 Male
188 Female
189 Female
190 Female
191 Female
192 Male
193 Male
194 Male
195 Female
196 Female
197 Male
198 Female
199 Female
200 Male
201 Female
202 Male
203 Male
204 Male
34 No
26 Yes
37 No
46 No
41 No
37 No
52 No
32 Yes
24 No
38 No
37 No
49 No
24 No
26 No
24 No
50 No
25 No
24 Yes
30 Yes
34 No
31 Yes
35 No
31 No
27 No
37 No
20 No
42 No
43 No
38 No
43 No
48 No
44 No
34 No
27 Yes
21 No
44 No
22 No
33 No
32 No
30 No
53 No
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Non-Travel
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
26
1
8
4
24
7
2
7
22
5
1
21
1
19
7
2
2
2
9
6
9
2
1
22
9
17
28
10
2
4
8
29
13
27
16
2
2
13
1
4
24
3
3
1
1
1
2
1
2
3
3
4
1
3
4
3
2
3
3
3
2
1
3
3
4
4
4
4
5
4
3
1
4
4
3
2
2
2
4
1
5
3
205 Male
206 Female
207 Male
208 Male
209 Male
210 Male
211 Male
212 Female
213 Female
214 Female
215 Female
216 Male
217 Female
218 Female
219 Female
220 Male
221 Male
222 Male
223 Male
224 Male
225 Female
226 Female
227 Female
228 Male
229 Female
230 Female
231 Female
232 Female
233 Male
234 Female
235 Male
236 Male
237 Female
238 Male
239 Male
240 Male
241 Female
242 Female
243 Female
244 Male
245 Female
34 No
45 Yes
26 No
37 No
29 No
35 No
33 No
54 No
36 No
27 No
20 Yes
33 Yes
35 No
23 No
25 No
38 No
29 No
48 No
27 No
37 No
50 No
34 No
24 Yes
39 No
32 No
50 Yes
38 No
27 No
32 No
47 No
40 No
53 No
41 No
60 No
27 No
41 No
50 No
28 Yes
36 No
38 No
44 No
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Non-Travel
1
19
7
4
2
10
8
5
8
9
1
15
2
2
11
16
2
16
4
16
5
18
17
12
2
4
9
10
1
2
3
7
6
8
29
3
9
2
10
1
8
5
4
2
3
3
5
3
2
3
3
3
4
1
3
3
3
4
3
3
3
3
1
2
5
3
2
4
3
3
3
4
1
3
2
1
3
3
4
4
3
2
246 Male
247 Male
248 Male
249 Male
250 Female
251 Female
252 Male
253 Female
254 Male
255 Male
256 Male
257 Female
258 Male
259 Male
260 Male
261 Male
262 Male
263 Male
264 Male
265 Male
266 Male
267 Male
268 Female
269 Female
270 Male
271 Male
272 Male
273 Male
274 Male
275 Female
276 Female
277 Male
278 Male
279 Female
280 Male
281 Male
282 Male
283 Male
284 Female
285 Female
286 Male
47 No
30 No
29 No
42 Yes
43 No
34 No
23 No
39 No
56 No
40 No
27 No
29 No
53 No
35 No
32 No
38 No
34 No
52 No
33 Yes
25 No
45 No
23 No
47 Yes
34 No
55 Yes
36 No
52 No
26 No
29 No
26 Yes
34 No
54 No
27 No
37 No
38 No
34 No
35 No
30 No
40 No
34 No
42 No
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Non-Travel
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
27
8
1
10
26
2
13
2
2
9
10
20
9
5
4
10
20
21
1
8
2
23
4
12
7
7
1
2
10
15
14
18
13
2
2
2
5
20
10
10
9
3
3
2
1
1
5
3
4
4
3
3
3
3
1
4
3
3
5
2
3
3
1
3
3
3
2
4
2
2
2
4
4
2
4
4
3
4
3
4
3
4
287 Male
288 Male
289 Female
290 Female
291 Male
292 Male
293 Male
294 Female
295 Male
296 Male
297 Female
298 Female
299 Female
300 Male
301 Male
302 Male
303 Female
304 Male
305 Male
306 Male
307 Male
308 Female
309 Male
310 Male
311 Male
312 Male
313 Male
314 Male
315 Male
316 Male
317 Male
318 Female
319 Female
320 Male
321 Female
322 Male
323 Male
324 Male
325 Male
326 Male
327 Male
23 Yes
24 No
52 No
50 No
29 Yes
33 No
33 Yes
47 No
36 No
29 No
58 Yes
35 No
42 No
28 Yes
36 No
32 No
40 No
30 No
45 No
42 No
38 No
34 No
49 Yes
55 Yes
43 No
27 No
35 No
28 No
34 No
26 Yes
27 No
51 No
44 No
25 No
33 No
35 No
36 No
32 No
30 No
53 No
45 No
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
2
1
29
8
2
3
23
6
6
10
24
10
15
19
2
3
9
7
10
20
4
7
7
16
25
2
1
1
2
22
1
16
24
17
8
6
10
3
4
6
1
3
5
3
4
4
4
5
4
3
3
3
4
1
4
3
1
3
3
4
2
3
4
2
3
2
4
3
2
5
4
3
3
5
3
4
4
4
4
5
3
5
328 Female
329 Female
330 Male
331 Male
332 Female
333 Male
334 Male
335 Male
336 Female
337 Male
338 Female
339 Female
340 Male
341 Female
342 Male
343 Male
344 Male
345 Male
346 Male
347 Male
348 Male
349 Male
350 Female
351 Male
352 Male
353 Male
354 Male
355 Female
356 Male
357 Female
358 Female
359 Male
360 Female
361 Male
362 Male
363 Female
364 Male
365 Female
366 Male
367 Male
368 Male
32 No
52 No
37 No
28 No
22 No
44 No
42 No
36 No
25 No
35 No
35 Yes
32 No
25 No
49 No
24 No
32 No
38 No
42 No
31 No
29 Yes
53 No
35 No
37 No
53 No
43 No
47 No
37 No
50 No
39 No
33 No
32 Yes
29 No
44 No
28 No
58 Yes
43 No
20 Yes
21 Yes
36 No
47 No
22 Yes
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Non-Travel
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
10
1
24
21
2
22
13
14
11
9
8
21
5
9
2
12
22
18
16
3
9
1
13
1
1
15
1
17
1
7
9
5
26
24
9
7
11
1
26
2
15
3
1
2
4
2
3
4
3
3
2
2
3
3
3
5
5
2
1
3
3
3
3
4
1
3
4
5
3
3
3
1
4
2
5
2
4
3
3
4
3
4
369 Female
370 Male
371 Female
372 Female
373 Male
374 Female
375 Female
376 Male
377 Female
378 Female
379 Female
380 Male
381 Female
382 Female
383 Male
384 Male
385 Male
386 Female
387 Female
388 Male
389 Male
390 Male
391 Female
392 Male
393 Male
394 Female
395 Female
396 Female
397 Female
398 Male
399 Female
400 Female
401 Male
402 Female
403 Male
404 Male
405 Male
406 Male
407 Male
408 Male
409 Female
41 Yes
28 No
39 Yes
27 No
34 No
42 No
33 No
58 No
31 No
35 No
49 No
48 No
31 No
36 No
38 No
32 No
25 Yes
40 No
26 No
41 No
36 No
19 Yes
20 Yes
31 No
40 No
32 No
36 Yes
33 No
37 Yes
45 No
29 No
35 No
52 No
58 Yes
53 No
30 No
38 No
35 No
39 No
40 Yes
47 No
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Frequently
23
10
10
1
12
11
2
2
1
2
25
1
1
2
6
18
1
1
11
1
9
15
29
1
1
24
10
1
10
8
29
1
5
9
9
3
4
1
1
2
7
3
3
4
3
2
1
3
4
3
1
2
4
2
4
3
3
2
4
3
4
3
3
3
4
3
3
3
4
4
1
1
3
4
2
3
4
3
2
1
4
4
410 Female
411 Female
412 Female
413 Male
414 Male
415 Male
416 Female
417 Male
418 Female
419 Male
420 Female
421 Male
422 Female
423 Male
424 Male
425 Male
426 Male
427 Male
428 Male
429 Male
430 Female
431 Male
432 Female
433 Male
434 Male
435 Male
436 Male
437 Female
438 Female
439 Male
440 Male
441 Male
442 Male
443 Female
444 Male
445 Male
446 Male
447 Female
448 Male
449 Male
450 Male
36 No
31 Yes
33 No
29 Yes
33 No
45 No
50 No
33 No
41 No
27 No
45 No
47 No
30 Yes
50 No
38 No
46 No
24 No
35 Yes
31 No
18 No
54 No
35 No
30 No
20 Yes
30 Yes
26 No
22 No
48 No
48 No
41 No
39 No
27 No
35 No
42 No
50 No
59 No
37 Yes
55 No
41 No
38 No
26 Yes
Non-Travel
Non-Travel
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Rarely
Non-Travel
28
28
15
3
2
26
10
1
11
20
2
18
2
1
13
28
28
24
5
5
23
6
4
2
8
1
8
2
3
2
2
3
24
23
27
16
15
26
19
24
21
1
4
3
5
2
1
1
3
3
4
3
4
3
3
3
3
3
3
2
4
3
4
3
2
4
3
3
4
3
3
3
3
3
4
3
4
3
2
1
2
1
451 Male
452 Male
453 Male
454 Male
455 Male
456 Female
457 Female
458 Male
459 Male
460 Male
461 Female
462 Female
463 Male
464 Female
465 Male
466 Female
467 Female
468 Male
469 Male
470 Male
471 Female
472 Female
473 Female
474 Female
475 Male
476 Female
477 Male
478 Male
479 Male
480 Male
481 Male
482 Male
483 Male
484 Male
485 Male
486 Female
487 Male
488 Female
489 Male
490 Female
491 Female
52 Yes
44 No
50 No
36 Yes
39 No
33 No
45 No
32 No
34 No
59 No
45 No
53 No
36 Yes
26 Yes
34 No
28 No
38 No
50 No
37 No
40 No
26 No
46 No
54 No
56 No
36 No
55 No
43 No
20 Yes
21 Yes
46 No
51 Yes
28 Yes
26 No
30 No
41 No
38 No
40 No
27 No
55 No
28 No
44 Yes
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
5
16
2
2
11
9
7
15
6
5
16
8
7
2
2
10
9
5
1
2
3
2
5
1
4
2
25
8
1
12
23
19
5
8
1
5
1
11
23
1
18
4
3
2
4
3
2
2
3
4
3
1
2
2
3
2
3
4
4
3
3
3
1
3
2
2
3
2
3
4
3
3
4
4
3
4
3
4
3
5
3
4
492 Female
493 Female
494 Male
495 Male
496 Male
497 Male
498 Male
499 Male
500 Male
501 Male
502 Male
503 Male
504 Female
505 Male
506 Male
507 Male
508 Male
509 Male
510 Male
511 Male
512 Male
513 Female
514 Female
515 Female
516 Female
517 Female
518 Male
519 Male
520 Male
521 Female
522 Female
523 Female
524 Female
525 Female
526 Female
527 Male
528 Male
529 Female
530 Male
531 Male
532 Female
33 No
35 Yes
33 Yes
28 No
34 No
37 No
25 Yes
26 Yes
33 Yes
42 No
28 Yes
50 Yes
33 No
34 No
48 No
45 No
52 No
38 No
29 No
28 No
46 No
38 No
43 No
39 Yes
40 No
21 No
39 No
36 No
31 No
28 No
35 No
49 No
34 No
29 No
42 No
29 No
38 No
28 No
18 Yes
33 Yes
41 No
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Frequently
Non-Travel
Non-Travel
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Non-Travel
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Rarely
Travel_Rarely
23
7
1
1
29
7
25
8
8
11
7
1
9
1
2
1
1
6
8
1
6
7
5
1
1
1
6
1
7
2
9
2
9
1
21
4
1
6
2
3
4
4
4
2
1
4
4
4
2
2
1
3
4
3
1
1
3
3
2
3
3
4
4
3
3
1
4
3
3
3
4
2
2
1
4
2
2
3
4
4
2
2
533 Female
534 Male
535 Female
536 Male
537 Male
538 Male
539 Female
540 Male
541 Male
542 Male
543 Male
544 Male
545 Female
546 Female
547 Male
548 Female
549 Male
550 Male
551 Female
552 Female
553 Male
554 Male
555 Female
556 Male
557 Male
558 Female
559 Male
560 Male
561 Male
562 Male
563 Female
564 Female
565 Male
566 Male
567 Female
568 Female
569 Female
570 Male
571 Male
572 Male
573 Male
31 Yes
37 No
27 No
34 No
35 No
29 Yes
40 No
42 Yes
42 No
35 No
24 No
28 Yes
26 No
30 No
40 No
35 No
34 No
35 No
43 Yes
32 No
56 No
29 No
19 No
45 No
37 No
20 No
44 Yes
53 No
29 No
22 Yes
46 No
44 No
33 No
41 Yes
30 No
40 No
50 No
28 No
46 No
35 No
24 Yes
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Non-Travel
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
10
23
6
1
6
6
2
2
1
5
7
15
1
7
26
18
6
3
5
11
3
26
23
22
14
6
6
6
23
22
2
20
28
12
20
9
25
6
8
4
28
3
3
2
1
3
3
4
4
2
3
4
4
4
2
4
5
2
3
3
2
2
1
4
3
4
3
2
4
3
4
3
3
4
3
3
3
4
3
4
4
4
574 Female
575 Male
576 Female
577 Female
578 Female
579 Male
580 Male
581 Male
582 Male
583 Male
584 Female
585 Male
586 Male
587 Female
588 Male
589 Female
590 Male
591 Female
592 Female
593 Female
594 Male
595 Male
596 Male
597 Female
598 Male
599 Male
600 Male
601 Male
602 Male
603 Male
604 Male
605 Male
606 Female
607 Male
608 Male
609 Male
610 Female
611 Male
612 Male
613 Male
614 Male
33 No
36 No
30 No
44 No
20 No
46 No
42 No
60 No
32 No
32 No
36 No
33 No
40 No
25 No
30 No
42 No
35 No
27 No
54 No
44 No
19 Yes
29 No
54 No
31 No
31 No
59 No
43 No
49 No
36 No
48 No
27 No
29 No
48 No
29 No
34 No
44 No
33 No
19 No
23 No
25 Yes
26 No
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Rarely
Travel_Frequently
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
9
9
29
3
18
9
5
2
10
9
3
26
1
6
9
8
1
7
9
4
2
19
9
21
24
3
11
14
5
1
6
17
1
3
9
4
8
2
2
1
9
2
2
3
4
4
1
4
2
3
3
2
2
3
2
3
2
1
3
2
4
2
4
4
3
1
4
2
4
2
4
4
4
1
3
4
3
2
4
3
1
3
615 Female
616 Male
617 Male
618 Male
619 Male
620 Female
621 Male
622 Male
623 Female
624 Female
625 Male
626 Male
627 Female
628 Female
629 Female
630 Male
631 Male
632 Male
633 Male
634 Male
635 Male
636 Male
637 Male
638 Male
639 Female
640 Male
641 Male
642 Male
643 Female
644 Female
645 Male
646 Male
647 Male
648 Female
649 Female
650 Female
651 Female
652 Male
653 Male
654 Male
655 Male
45 Yes
55 No
21 Yes
46 No
34 No
51 No
59 No
34 No
28 No
44 No
34 No
35 No
42 No
43 No
36 No
44 Yes
28 No
51 No
30 No
29 Yes
28 No
25 No
32 No
45 No
39 No
58 No
32 Yes
39 Yes
30 No
36 No
46 No
28 No
50 No
40 Yes
52 Yes
30 No
39 No
31 No
41 No
31 Yes
44 Yes
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Non-Travel
Travel_Frequently
Travel_Rarely
12
27
20
1
13
14
4
14
2
3
1
9
23
7
2
21
2
21
2
29
1
18
10
19
29
27
5
18
9
1
4
1
20
8
3
6
26
1
6
3
5
3
3
2
4
4
3
2
4
3
4
3
3
4
2
4
4
3
4
4
4
4
2
4
3
1
3
3
2
1
3
3
3
2
1
2
4
1
2
3
1
3
656 Male
657 Female
658 Female
659 Male
660 Male
661 Male
662 Male
663 Female
664 Female
665 Male
666 Male
667 Male
668 Female
669 Female
670 Male
671 Female
672 Female
673 Male
674 Male
675 Female
676 Female
677 Male
678 Female
679 Male
680 Female
681 Male
682 Female
683 Male
684 Male
685 Male
686 Male
687 Male
688 Female
689 Male
690 Male
691 Female
692 Male
693 Male
694 Female
695 Male
696 Male
42 No
55 No
56 No
40 No
34 No
40 No
41 No
35 No
51 No
38 No
34 No
25 No
58 Yes
40 No
36 No
48 No
27 No
51 No
18 No
35 No
27 No
55 Yes
56 No
34 No
40 No
34 No
31 Yes
35 Yes
38 No
34 No
28 No
31 Yes
39 No
51 No
41 No
37 No
33 No
32 No
39 No
25 No
52 No
Non-Travel
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Frequently
4
11
3
1
3
4
1
1
18
2
4
6
1
14
16
2
2
4
1
1
26
19
24
1
3
5
2
1
7
10
2
15
17
20
1
2
2
1
29
7
2
3
3
2
1
2
3
4
2
2
4
3
2
4
4
2
1
3
1
4
4
4
3
4
2
3
3
2
2
3
4
3
2
4
3
3
2
3
4
2
4
1
697 Male
698 Male
699 Female
700 Male
701 Male
702 Male
703 Female
704 Male
705 Male
706 Female
707 Male
708 Female
709 Male
710 Female
711 Male
712 Male
713 Female
714 Female
715 Male
716 Female
717 Female
718 Male
719 Male
720 Male
721 Male
722 Male
723 Female
724 Male
725 Female
726 Female
727 Female
728 Male
729 Female
730 Male
731 Male
732 Female
733 Female
734 Male
735 Male
736 Male
737 Male
43 No
27 No
27 Yes
26 No
42 No
52 No
37 No
35 No
25 No
26 No
29 No
49 Yes
29 Yes
54 No
58 No
55 No
36 No
31 Yes
30 No
31 No
34 No
31 Yes
27 No
36 No
36 No
47 No
25 Yes
37 No
56 No
47 No
24 No
32 No
34 No
41 No
40 No
31 No
46 Yes
39 Yes
31 Yes
45 No
31 No
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
2
2
2
2
23
5
20
6
1
29
9
6
3
1
22
7
1
4
3
1
2
20
11
1
24
23
16
8
10
3
5
4
9
26
3
16
18
2
2
10
16
2
4
5
2
3
2
5
4
4
4
3
5
2
3
3
3
3
3
3
3
1
3
4
3
3
4
4
4
4
2
1
3
2
3
2
3
1
4
3
2
4
738 Male
739 Male
740 Female
741 Male
742 Female
743 Female
744 Male
745 Female
746 Male
747 Male
748 Male
749 Female
750 Female
751 Female
752 Female
753 Female
754 Male
755 Male
756 Male
757 Male
758 Female
759 Male
760 Male
761 Male
762 Female
763 Female
764 Male
765 Male
766 Male
767 Male
768 Male
769 Male
770 Male
771 Female
772 Male
773 Male
774 Male
775 Male
776 Male
777 Male
778 Male
31 Yes
45 No
48 No
34 Yes
40 No
28 No
44 No
53 No
49 No
40 No
44 No
33 No
34 No
30 No
42 No
44 No
30 No
57 No
49 No
34 No
28 Yes
29 Yes
34 Yes
35 No
24 Yes
24 No
44 No
29 No
30 No
55 No
33 No
47 No
28 Yes
28 No
28 No
49 No
29 No
28 No
33 No
32 No
54 No
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Frequently
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
7
1
24
7
25
1
5
2
7
2
5
10
10
1
8
5
8
2
7
2
2
28
7
7
3
10
5
10
1
20
7
8
1
8
9
5
8
5
15
7
10
4
2
3
4
4
2
3
4
3
4
1
3
4
2
4
3
3
1
3
4
3
3
1
4
3
3
2
2
2
3
2
4
3
4
3
4
1
1
4
3
3
779 Male
780 Female
781 Male
782 Male
783 Female
784 Female
785 Male
786 Male
787 Male
788 Male
789 Male
790 Female
791 Female
792 Male
793 Female
794 Female
795 Male
796 Male
797 Female
798 Female
799 Male
800 Female
801 Male
802 Female
803 Male
804 Female
805 Female
806 Female
807 Male
808 Male
809 Male
810 Female
811 Male
812 Male
813 Female
814 Female
815 Male
816 Male
817 Female
818 Female
819 Female
29 Yes
44 No
39 No
46 No
35 No
23 No
40 Yes
34 No
31 Yes
50 No
34 No
42 No
37 No
29 No
33 No
45 No
42 No
40 No
33 No
40 No
24 No
40 No
45 No
35 No
32 No
36 No
48 No
29 No
33 No
30 Yes
38 No
35 No
30 No
35 Yes
53 Yes
38 Yes
32 No
48 No
34 No
55 No
34 No
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
5
26
6
4
23
2
2
2
29
6
25
1
2
1
1
3
1
10
9
5
10
7
4
10
22
9
12
23
9
1
9
7
14
2
19
2
10
2
3
11
2
3
1
1
2
4
4
3
3
3
3
5
3
2
3
1
3
4
1
3
5
2
3
3
1
4
3
4
4
1
3
3
2
3
3
3
3
4
5
3
1
2
820 Female
821 Male
822 Female
823 Male
824 Male
825 Female
826 Male
827 Male
828 Female
829 Male
830 Female
831 Female
832 Male
833 Female
834 Male
835 Male
836 Male
837 Female
838 Female
839 Male
840 Male
841 Male
842 Female
843 Male
844 Male
845 Female
846 Male
847 Female
848 Male
849 Male
850 Male
851 Male
852 Male
853 Female
854 Male
855 Female
856 Female
857 Male
858 Male
859 Female
860 Male
26 No
38 No
38 No
36 No
29 No
35 No
39 No
29 No
50 No
23 No
36 No
42 No
35 No
34 No
40 No
43 No
35 No
46 No
28 Yes
22 No
50 No
32 No
44 No
30 No
45 No
45 No
31 No
36 No
34 No
49 No
39 No
27 No
35 No
28 No
21 No
18 Yes
47 No
39 No
40 No
35 No
37 No
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
4
14
2
1
10
12
2
5
4
7
21
8
4
25
1
1
6
12
1
17
3
3
10
4
29
2
7
18
28
1
6
2
2
23
3
3
25
2
22
29
29
3
2
3
3
3
2
2
1
2
2
3
2
3
1
4
1
3
4
3
2
3
2
3
3
2
4
3
1
4
4
2
1
3
3
1
5
4
4
1
3
4
861 Male
862 Female
863 Female
864 Male
865 Male
866 Female
867 Female
868 Female
869 Female
870 Female
871 Male
872 Female
873 Female
874 Female
875 Male
876 Male
877 Female
878 Male
879 Female
880 Male
881 Male
882 Male
883 Male
884 Female
885 Female
886 Male
887 Male
888 Male
889 Male
890 Male
891 Male
892 Male
893 Female
894 Male
895 Female
896 Male
897 Male
898 Male
899 Male
900 Female
901 Male
39 No
45 No
38 No
35 Yes
37 No
40 No
44 No
48 No
35 Yes
24 No
27 No
27 No
40 Yes
29 No
36 No
25 No
39 No
49 No
50 No
20 No
34 No
36 No
49 No
36 No
36 No
54 No
43 No
35 Yes
38 No
29 No
33 No
32 No
31 No
49 No
38 No
47 No
49 No
41 No
20 No
33 No
36 No
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Frequently
Travel_Rarely
Travel_Rarely
Travel_Rarely
Travel_Rarely
Non-Travel
Travel_Rarely
2
28
2
2
22
8
2
10
9
15
10
7
16
20
23
5
10
4
2
18
10
1
6
8
2
24
2
17
19
1
7
5
28
2
29
1
21
24
1
18
2
3
3
4
3
3
3
2
4
3
3
4
3
4
1
3
1
3
2
2
4
3
3
2
4
2
3
4
4
2
2
3
4
4
4
2
4
3
4
3
2
2
902 Female
903 Female
904 Female
905 Male
906 Female
907 Female
908 Male
909 Female
910 Male
911 Male
912 Male
913 Male
914 Male
915 Female
916 Female
917 Male
918 Female
919 Male
920 Male
921 Female
922 Male
923 Female
924 Female
925 Male
926 Female
927 Male
928 Female
929 Male
930 Male
931 Male
932 Male
933 Male
934 Female
935 Male
936 Female
937 Male
938 Male
939 Female
940 Male
941 Female
942 Male