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Expert answer:Statistics homework help needed on sampling from D

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Answer & Explanation:Hello,The attached data file and problem are giving me some difficulty. I am hoping to get some help on it.ThanksDavidcase_7.1.docxc07_01.xlsx
case_7.1.docx

c07_01.xlsx

Unformatted Attachment Preview

The file C07_01.xlsx contains a large data set of 10,000 customer transactions for a
fictional chain of video stores in the United States. Each row corresponds to a
different customer and lists (1) a customer ID number (1−10,000), (2) the state
where the customer lives, (3) the city where the customer lives, (4) the customer’s
gender, (5) the customer’s favorite type of movie (drama, comedy, science fiction, or
action), (6) the customer’s next favorite type of movie, (7) the number of times the
customer has rented movies in the past year, and (8) the total dollar amount the
customer has spent on movie rentals during the past year. The data are sorted by
state, then city, then gender. We assume that this data set represents the entire
population of customers for this video chain. (Of course, national chains would have
significantly larger customer populations, but this data set is large enough to
illustrate the ideas.)
Imagine that only the data in columns A through D are readily available for this
population. The company is interested in summary statistics of the data in columns
E through H, such as the percentage of customers whose favorite movie type is
drama or the average amount spent annually per customer, but it will have to do
some work to obtain the data in columns E through H for any particular customer.
Therefore, the company wants to perform sampling. The question is: What form—
simple random sampling, systematic sampling, stratified sampling, cluster sampling,
or even some type of multistage sampling—is most appropriate?
Your job is to investigate the possibilities and to write a report on your findings. For
any sampling method, any sample size, and any quantity of interest (such as average
dollar amount spent annually), you should be concerned with sampling cost and
accuracy. One way to judge the latter is to generate several random samples from a
particular method and calculate the mean and standard deviation of your point
estimates from these samples. For example, you might generate 10 systematic
samples, calculate the average amount spent (an X) for each sample, and then
calculate the mean and standard deviation of these 10 Xs. If your sampling method
is accurate, the mean of the Xs should be close to the population average, and the
standard deviation should be small. By doing this for several sampling methods and
possibly several sample sizes, you can experiment to see what is most cost-efficient
for the company. You can make any reasonable assumptions about the cost of
sampling with any particular method.
This is fictitious data.
Customer
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
State
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
City
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Gender
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
First Choice
Comedy
SciFi
Action
Action
Action
SciFi
SciFi
SciFi
SciFi
SciFi
Action
SciFi
SciFi
Action
Action
Action
SciFi
Action
SciFi
SciFi
SciFi
Comedy
SciFi
SciFi
SciFi
SciFi
SciFi
Action
SciFi
Action
SciFi
Action
SciFi
Action
Action
Action
SciFi
SciFi
Action
SciFi
SciFi
SciFi
SciFi
Second Choice
Action
Drama
Comedy
Comedy
SciFi
Comedy
Action
Comedy
Action
Action
SciFi
Action
Action
SciFi
SciFi
SciFi
Action
Drama
Action
Action
Comedy
Action
Action
Action
Action
Action
Comedy
SciFi
Action
SciFi
Comedy
SciFi
Comedy
Comedy
SciFi
SciFi
Action
Comedy
SciFi
Action
Action
Action
Comedy
Purchases
42
43
22
31
20
21
31
28
38
41
11
38
36
22
9
20
40
37
36
34
30
32
34
40
34
35
30
18
35
13
26
15
35
18
14
12
40
37
17
37
28
30
32
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
Action
SciFi
SciFi
SciFi
Comedy
Action
SciFi
SciFi
SciFi
SciFi
Action
SciFi
SciFi
SciFi
SciFi
SciFi
Action
Action
Action
Action
Action
Action
SciFi
Action
Action
SciFi
SciFi
Comedy
SciFi
SciFi
Action
Action
SciFi
SciFi
SciFi
Action
SciFi
SciFi
Action
SciFi
SciFi
SciFi
SciFi
SciFi
SciFi
Action
Action
Action
Action
SciFi
Comedy
Action
Action
Action
Comedy
Action
Comedy
Drama
Action
Action
Drama
Comedy
Comedy
Comedy
SciFi
Comedy
Comedy
SciFi
SciFi
Comedy
Drama
Drama
Action
Drama
Comedy
Comedy
Action
Action
Action
SciFi
Action
Action
SciFi
Action
Action
Action
Action
Action
12
33
30
42
28
11
22
32
35
45
12
36
36
41
40
28
37
17
20
24
14
18
22
21
20
28
31
20
29
49
19
24
47
38
37
13
30
34
13
42
31
34
33
36
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
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108
109
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111
112
113
114
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121
122
123
124
125
126
127
128
129
130
131
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
Comedy
SciFi
Action
SciFi
Action
SciFi
Action
Action
SciFi
SciFi
SciFi
Action
Comedy
Action
Action
SciFi
SciFi
Drama
Comedy
Action
Action
SciFi
SciFi
SciFi
SciFi
SciFi
Action
SciFi
SciFi
SciFi
SciFi
SciFi
Action
Action
SciFi
SciFi
Action
Action
Action
SciFi
SciFi
SciFi
SciFi
SciFi
Action
Action
SciFi
Action
Comedy
Drama
Comedy
SciFi
Action
Comedy
Action
SciFi
SciFi
SciFi
SciFi
Comedy
Action
SciFi
SciFi
Comedy
SciFi
Action
Drama
Comedy
Action
Comedy
SciFi
Action
Action
Action
Action
Action
SciFi
SciFi
Action
Action
SciFi
SciFi
SciFi
Comedy
Comedy
Action
Action
Action
36
32
15
42
12
47
17
15
31
31
33
13
22
17
16
41
59
40
29
25
20
37
35
30
36
33
19
41
32
37
29
38
13
12
32
30
16
11
20
31
36
27
43
37
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
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148
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160
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166
167
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169
170
171
172
173
174
175
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
SciFi
SciFi
SciFi
SciFi
Comedy
SciFi
SciFi
SciFi
Action
SciFi
SciFi
Action
Comedy
Comedy
SciFi
Action
SciFi
SciFi
SciFi
Action
Action
SciFi
SciFi
SciFi
SciFi
SciFi
SciFi
SciFi
SciFi
Action
Action
SciFi
Action
SciFi
Action
Action
SciFi
SciFi
SciFi
Action
Comedy
SciFi
SciFi
Comedy
Action
Comedy
Action
Action
Drama
Comedy
Action
Action
SciFi
Action
Comedy
Comedy
Drama
SciFi
Action
Comedy
Action
Action
Action
SciFi
SciFi
Comedy
Comedy
Action
Action
Action
Action
Comedy
Action
Comedy
SciFi
Comedy
SciFi
Action
Comedy
SciFi
Comedy
Comedy
Action
Drama
Drama
Action
Action
SciFi
28
29
38
33
35
22
37
49
10
32
34
21
26
9
41
17
37
42
38
13
22
38
25
33
39
35
42
30
33
22
16
30
14
27
24
20
30
26
41
32
27
43
35
23
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
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199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
SciFi
SciFi
SciFi
SciFi
SciFi
SciFi
Action
SciFi
Action
Action
SciFi
Action
Action
SciFi
SciFi
SciFi
SciFi
Action
SciFi
Action
Action
SciFi
Drama
SciFi
Action
SciFi
Drama
SciFi
Drama
Drama
SciFi
Drama
SciFi
Action
SciFi
SciFi
SciFi
Drama
Drama
Action
SciFi
Action
SciFi
Action
Action
Comedy
Action
Action
Action
Action
SciFi
Comedy
SciFi
SciFi
Action
Comedy
SciFi
Action
Action
Drama
Action
SciFi
Comedy
SciFi
Drama
Comedy
Action
Action
SciFi
Drama
SciFi
Action
SciFi
SciFi
Drama
SciFi
Drama
SciFi
Action
Action
Drama
Action
SciFi
Drama
Action
Drama
Drama
Drama
35
31
24
37
37
31
19
27
13
18
29
15
13
29
41
49
33
14
32
15
37
28
34
27
26
27
9
38
14
19
41
20
28
29
34
33
23
36
14
25
32
25
39
21
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
Action
Drama
Drama
Drama
SciFi
Drama
SciFi
Drama
Drama
Drama
Action
Drama
Drama
Drama
Drama
Action
Drama
Action
Drama
Drama
Action
Drama
Action
Drama
SciFi
Drama
Drama
SciFi
Drama
Drama
SciFi
SciFi
Action
Drama
Drama
Drama
Drama
Action
Drama
SciFi
Action
Action
Action
Drama
SciFi
SciFi
Action
SciFi
Action
SciFi
Action
Action
Action
SciFi
SciFi
Action
Action
SciFi
Action
Drama
Action
Drama
SciFi
SciFi
Drama
Action
Drama
Action
Drama
Action
Action
Action
Action
SciFi
Action
Action
SciFi
SciFi
SciFi
SciFi
SciFi
SciFi
SciFi
Drama
SciFi
SciFi
SciFi
SciFi
26
13
34
16
25
14
51
33
30
20
21
38
31
12
39
37
34
25
18
13
25
43
31
31
27
37
37
24
42
12
20
35
40
15
14
14
17
28
18
34
30
34
30
9
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
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287
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289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
Drama
Drama
Drama
Drama
Drama
Drama
Drama
Drama
Action
SciFi
Drama
Action
Drama
Action
SciFi
SciFi
SciFi
Action
Action
Drama
Drama
Drama
Drama
SciFi
Action
Drama
Drama
Drama
Action
Drama
Drama
Drama
Action
Drama
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SciFi
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Drama
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Action
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SciFi
SciFi
Action
SciFi
Action
Drama
Action
Drama
SciFi
SciFi
Action
SciFi
SciFi
Action
Drama
SciFi
Action
SciFi
SciFi
Action
Action
SciFi
Drama
SciFi
Drama
SciFi
Action
Action
Drama
Drama
SciFi
SciFi
Action
Drama
30
11
32
11
14
23
17
41
30
35
16
27
27
21
31
26
38
29
26
19
34
16
12
39
39
11
44
17
37
40
42
9
21
15
36
12
48
33
24
30
16
14
40
33
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
Action
Drama
Action
Drama
SciFi
Drama
Drama
Drama
Drama
Action
Drama
Drama
Drama
Action
SciFi
Drama
Action
Action
Drama
Drama
Drama
Action
Drama
Drama
Drama
Drama
Drama
Drama
Drama
Drama
Drama
Action
Drama
SciFi
Drama
SciFi
Drama
SciFi
Drama
SciFi
Drama
SciFi
Action
Drama
Drama
SciFi
SciFi
Action
Drama
Action
Comedy
SciFi
SciFi
Drama
SciFi
SciFi
Action
SciFi
Drama
SciFi
SciFi
Drama
Action
Action
Action
Drama
SciFi
Action
SciFi
SciFi
Action
Action
SciFi
Action
Action
SciFi
Action
Drama
SciFi
Action
SciFi
Drama
Action
Action
SciFi
Action
SciFi
Action
26
17
26
31
25
40
8
10
22
25
9
14
28
27
32
17
30
28
37
34
41
22
14
47
15
15
42
38
15
34
36
33
31
31
13
32
19
20
26
36
22
29
34
38
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Phoenix
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
M
F
F
F
F
F
F
F
F
F
F
F
F
Drama
Drama
Action
SciFi
SciFi
Action
Drama
Drama
Drama
Drama
SciFi
Drama
SciFi
SciFi
Drama
Drama
Drama
Drama
Drama
SciFi
Drama
Drama
SciFi
Drama
Action
Drama
Drama
SciFi
SciFi
Drama
Action
Drama
Action
Drama
Drama
Drama
Action
Action
Drama
Action
Drama
Drama
Action
SciFi
Action
SciFi
SciFi
Drama
Drama
SciFi
Action
SciFi
SciFi
Action
Drama
Action
Drama
Drama
SciFi
Action
SciFi
Action
SciFi
Drama
Action
Action
Action
SciFi
Drama
SciFi
Action
Action
Action
Action
Drama
Action
Drama
Action
Action
Action
Comedy
Comedy
Action
Comedy
Comedy
Action
Drama
Drama
50
15
25
33
29
28
39
11
16
37
32
39
26
41
18
36
13
36
10
29
36
31
28
16
25
21
34
35
31
32
30
44
32
11
10
16
20
22
9
27
14
15
34
48
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
Action
Drama
Drama
Drama
Action
Comedy
Action
Drama
Action
Action
Action
Drama
Action
Action
Action
Drama
Action
Action
Drama
Action
Drama
Action
Action
Drama
Drama
Action
Action
Action
Action
Drama
Drama
Action
Action
Action
Action
Drama
Drama
Comedy
Comedy
Drama
Drama
Action
Action
Action
Drama
SciFi
SciFi
Action
Comedy
Action
Comedy
Action
Drama
Drama
SciFi
Comedy
Comedy
Drama
Drama
Comedy
Drama
Comedy
SciFi
Comedy
Action
Drama
Comedy
Action
Action
Drama
Comedy
SciFi
Comedy
Action
Comedy
Drama
SciFi
Drama
Drama
Action
Action
SciFi
Drama
Action
Action
Drama
SciFi
Drama
29
32
37
13
23
41
23
13
36
31
14
10
19
38
35
13
33
19
32
31
11
29
18
13
16
43
21
18
18
12
8
35
15
34
34
7
11
19
24
10
9
39
18
28
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
Drama
Action
Action
Drama
Action
Action
Drama
Drama
Action
Action
Action
Action
Action
Action
Drama
Drama
Drama
Action
Action
Action
Drama
Action
Action
Action
Action
Drama
Action
Drama
Action
SciFi
Drama
Action
Action
Action
Comedy
Action
Comedy
Drama
Action
Drama
Action
Action
Drama
Comedy
Action
Comedy
Drama
Comedy
Drama
Comedy
Comedy
Comedy
Comedy
Drama
Drama
Drama
Comedy
Drama
Action
Action
Comedy
SciFi
Drama
Drama
Action
Drama
Comedy
Comedy
Comedy
SciFi
Comedy
Action
Drama
Drama
Action
Drama
Comedy
Drama
Drama
SciFi
Action
Action
Drama
Comedy
Comedy
Drama
SciFi
Drama
12
19
29
17
29
20
19
17
16
30
27
35
9
37
16
18
12
12
28
31
13
31
17
17
26
49
21
12
33
40
10
30
26
36
21
11
39
9
32
7
12
31
35
36
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
AZ
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
Tucson
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
F
Action
Action
Drama
Action
Action
Action
Drama
Action
Action
Comedy
Action
Drama
Drama
Drama
Action
Action
Action
Comedy
Drama
Action
Comedy
Action
Drama
Drama
Action
Action
Action
Action
Comedy
Action
Comedy
Comedy
Action
Action
Action
SciFi
Drama
Drama
Action
Drama
Drama
Action
Drama
Drama
Drama
Drama
Action
Drama
Comedy
Drama
SciFi
Comedy
Comedy
Drama
Drama
Action
Action
Comedy
SciFi
Comedy
Comedy
SciFi
Action
Comedy
SciFi
Drama
Comedy
Action
Comedy
Drama
Drama
Drama
Drama
Drama
Drama
Action
SciFi
Comedy
Comedy
Action
SciFi
Action
Drama
Action
Comedy
Comedy
Action
Action
25
38
8
36
21
24
35
15
25
26
34
12
9
9
16
19
17
20
11
25
18
33
12
12
18
34
33
22
21
29
26
40
12
26
17
39
31
9
31
12
12
19
17
12
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
…
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