The data below represents 40 samples taking from an assembly
The data below represents 40 samples taking from an assembly line that makes widgets. The customers only want to buy widgets that are 34.5 +- 3 mm.
Find the % defective of this process assuming the data follows a normal distribution with mean = sample process mean obtained and a deviation=sample process deviation obtained.
Find the % defective of this process from just the given data.
Create a histogram of the data with peaks ranging anywhere from 7 to 9.
Recommendations
X1
X2
X3
X4
X5
X6
X7
X8
X9
1
31.08374
35.669
35.35345
33.65292
33.98178
37.45832
34.48269
33.13399
36.08996
2
37.46899
35.46282
35.5877
36.12313
35.83815
32.13961
35.43835
35.70467
38.61359
3
37.735
32.10694
35.69216
34.90569
36.22805
39.20259
31.84397
36.84248
32.59359
4
30.77148
31.6781
33.22578
36.3241
33.30976
34.6476
36.9087
33.95705
33.80614
5
31.89682
36.18526
32.68002
36.1802
33.79708
34.78489
34.77676
28.90064
35.43781
6
34.25797
31.53706
34.04755
42.0427
37.54375
37.1164
33.68405
31.801
38.48031
7
37.38052
35.13436
39.24667
31.31113
37.35091
36.85677
34.65931
32.69277
39.78858
8
32.29378
34.72648
36.08645
36.24089
37.09823
33.45795
40.51511
33.81712
37.74781
9
31.49342
35.42491
33.16015
37.0638
37.41851
36.23166
32.51458
33.5102
32.78135
10
35.5101
36.24955
38.17491
34.97785
34.33229
36.23716
36.52248
35.1275
35.1704
11
36.65479
33.41702
36.74489
36.61113
36.81114
37.81676
33.34885
34.73764
31.87616
12
34.32994
34.33135
34.71596
34.46183
33.29645
37.99545
38.59794
38.78129
37.95235
13
36.13211
36.33347
32.62042
36.62468
34.91681
35.45727
38.19
36.79389
38.41283
14
32.47748
37.25973
30.41921
36.96377
35.38698
33.2141
35.79215
36.64019
33.53546
15
34.69996
35.65591
36.21214
32.54465
37.30788
35.64643
33.18272
37.45496
35.32785
16
34.7416
39.92473
38.11449
34.47828
33.55501
34.53285
36.61721
34.3917
34.4936
17
31.50735
35.20445
34.39695
35.43994
39.72643
35.14363
35.92657
34.64733
35.93812
18
34.77953
36.34049
34.77866
33.41985
36.73409
33.09403
39.62718
38.87666
33.53327
19
36.84612
34.69014
31.94396
32.53233
35.73805
36.77721
38.02231
31.00132
36.10918
20
37.63385
35.90485
34.25471
33.35522
33.242
31.36945
39.94987
31.50505
34.58975
21
38.32287
34.61822
37.26632
34.88996
34.48949
37.16607
33.87886
32.9619
36.70755
22
34.95497
33.26049
29.42006
33.78986
33.11338
36.38413
32.949
33.01174
31.64851
23
35.40947
36.25087
35.83111
32.86727
37.16872
39.29028
32.9853
33.5158
36.34615
24
32.98887
32.72028
37.49483
35.15706
35.47034
38.5291
34.18646
35.71513
35.99286
25
40.52536
36.06664
34.95775
32.92244
31.9727
32.74319
32.41698
33.75882
36.59139
26
34.59609
31.06465
33.75193
35.77343
32.53384
33.00013
34.47564
36.75664
34.86597
27
33.65781
34.50351
33.58826
41.83144
35.31054
36.69208
32.77244
33.20627
35.02187
28
32.53277
34.65942
35.52159
36.22886
35.05178
32.86841
35.6136
34.79315
30.88827
29
37.02577
33.03088
32.14972
39.13032
33.94403
33.95171
34.33647
34.59274
37.62521
30
35.54364
31.26975
33.226
31.97911
35.94731
30.94243
32.78534
36.93004
36.16711
31
32.43846
37.24083
33.09876
35.55251
34.80033
32.2171
33.3764
34.69829
36.05503
32
34.33712
34.36252
35.58179
39.20101
34.39872
35.76949
38.31214
33.58656
37.7835
33
33.32076
37.80344
34.24528
33.6067
35.89444
33.7851
37.38479
34.07854
38.98892
34
38.24219
34.37698
37.54435
35.7222
33.85896
33.11739
34.63257
37.14574
35.63858
35
37.48019
35.10588
35.8095
35.89737
35.13802
33.04888
36.40232
38.36104
37.21622
36
33.84414
34.27264
34.3991
36.78117
34.26403
31.97198
31.27722
35.14933
33.51778
37
33.46044
33.37498
33.88084
35.40053
35.76054
33.25707
32.22808
34.96106
36.03693
38
32.64028
35.16198
35.30923
34.17786
37.6596
35.36712
35.42534
35.28488
37.29228
39
32.76444
35.88662
33.88878
31.07241
36.1294
34.25418
32.30712
34.56793
32.55209
40
34.37319
32.84496
34.86397
35.36871
36.86046
33.50335
38.12522
35.92701
32.42381
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | |
| 1 | 31.08374 | 35.669 | 35.35345 | 33.65292 | 33.98178 | 37.45832 | 34.48269 | 33.13399 | 36.08996 |
| 2 | 37.46899 | 35.46282 | 35.5877 | 36.12313 | 35.83815 | 32.13961 | 35.43835 | 35.70467 | 38.61359 |
| 3 | 37.735 | 32.10694 | 35.69216 | 34.90569 | 36.22805 | 39.20259 | 31.84397 | 36.84248 | 32.59359 |
| 4 | 30.77148 | 31.6781 | 33.22578 | 36.3241 | 33.30976 | 34.6476 | 36.9087 | 33.95705 | 33.80614 |
| 5 | 31.89682 | 36.18526 | 32.68002 | 36.1802 | 33.79708 | 34.78489 | 34.77676 | 28.90064 | 35.43781 |
| 6 | 34.25797 | 31.53706 | 34.04755 | 42.0427 | 37.54375 | 37.1164 | 33.68405 | 31.801 | 38.48031 |
| 7 | 37.38052 | 35.13436 | 39.24667 | 31.31113 | 37.35091 | 36.85677 | 34.65931 | 32.69277 | 39.78858 |
| 8 | 32.29378 | 34.72648 | 36.08645 | 36.24089 | 37.09823 | 33.45795 | 40.51511 | 33.81712 | 37.74781 |
| 9 | 31.49342 | 35.42491 | 33.16015 | 37.0638 | 37.41851 | 36.23166 | 32.51458 | 33.5102 | 32.78135 |
| 10 | 35.5101 | 36.24955 | 38.17491 | 34.97785 | 34.33229 | 36.23716 | 36.52248 | 35.1275 | 35.1704 |
| 11 | 36.65479 | 33.41702 | 36.74489 | 36.61113 | 36.81114 | 37.81676 | 33.34885 | 34.73764 | 31.87616 |
| 12 | 34.32994 | 34.33135 | 34.71596 | 34.46183 | 33.29645 | 37.99545 | 38.59794 | 38.78129 | 37.95235 |
| 13 | 36.13211 | 36.33347 | 32.62042 | 36.62468 | 34.91681 | 35.45727 | 38.19 | 36.79389 | 38.41283 |
| 14 | 32.47748 | 37.25973 | 30.41921 | 36.96377 | 35.38698 | 33.2141 | 35.79215 | 36.64019 | 33.53546 |
| 15 | 34.69996 | 35.65591 | 36.21214 | 32.54465 | 37.30788 | 35.64643 | 33.18272 | 37.45496 | 35.32785 |
| 16 | 34.7416 | 39.92473 | 38.11449 | 34.47828 | 33.55501 | 34.53285 | 36.61721 | 34.3917 | 34.4936 |
| 17 | 31.50735 | 35.20445 | 34.39695 | 35.43994 | 39.72643 | 35.14363 | 35.92657 | 34.64733 | 35.93812 |
| 18 | 34.77953 | 36.34049 | 34.77866 | 33.41985 | 36.73409 | 33.09403 | 39.62718 | 38.87666 | 33.53327 |
| 19 | 36.84612 | 34.69014 | 31.94396 | 32.53233 | 35.73805 | 36.77721 | 38.02231 | 31.00132 | 36.10918 |
| 20 | 37.63385 | 35.90485 | 34.25471 | 33.35522 | 33.242 | 31.36945 | 39.94987 | 31.50505 | 34.58975 |
| 21 | 38.32287 | 34.61822 | 37.26632 | 34.88996 | 34.48949 | 37.16607 | 33.87886 | 32.9619 | 36.70755 |
| 22 | 34.95497 | 33.26049 | 29.42006 | 33.78986 | 33.11338 | 36.38413 | 32.949 | 33.01174 | 31.64851 |
| 23 | 35.40947 | 36.25087 | 35.83111 | 32.86727 | 37.16872 | 39.29028 | 32.9853 | 33.5158 | 36.34615 |
| 24 | 32.98887 | 32.72028 | 37.49483 | 35.15706 | 35.47034 | 38.5291 | 34.18646 | 35.71513 | 35.99286 |
| 25 | 40.52536 | 36.06664 | 34.95775 | 32.92244 | 31.9727 | 32.74319 | 32.41698 | 33.75882 | 36.59139 |
| 26 | 34.59609 | 31.06465 | 33.75193 | 35.77343 | 32.53384 | 33.00013 | 34.47564 | 36.75664 | 34.86597 |
| 27 | 33.65781 | 34.50351 | 33.58826 | 41.83144 | 35.31054 | 36.69208 | 32.77244 | 33.20627 | 35.02187 |
| 28 | 32.53277 | 34.65942 | 35.52159 | 36.22886 | 35.05178 | 32.86841 | 35.6136 | 34.79315 | 30.88827 |
| 29 | 37.02577 | 33.03088 | 32.14972 | 39.13032 | 33.94403 | 33.95171 | 34.33647 | 34.59274 | 37.62521 |
| 30 | 35.54364 | 31.26975 | 33.226 | 31.97911 | 35.94731 | 30.94243 | 32.78534 | 36.93004 | 36.16711 |
| 31 | 32.43846 | 37.24083 | 33.09876 | 35.55251 | 34.80033 | 32.2171 | 33.3764 | 34.69829 | 36.05503 |
| 32 | 34.33712 | 34.36252 | 35.58179 | 39.20101 | 34.39872 | 35.76949 | 38.31214 | 33.58656 | 37.7835 |
| 33 | 33.32076 | 37.80344 | 34.24528 | 33.6067 | 35.89444 | 33.7851 | 37.38479 | 34.07854 | 38.98892 |
| 34 | 38.24219 | 34.37698 | 37.54435 | 35.7222 | 33.85896 | 33.11739 | 34.63257 | 37.14574 | 35.63858 |
| 35 | 37.48019 | 35.10588 | 35.8095 | 35.89737 | 35.13802 | 33.04888 | 36.40232 | 38.36104 | 37.21622 |
| 36 | 33.84414 | 34.27264 | 34.3991 | 36.78117 | 34.26403 | 31.97198 | 31.27722 | 35.14933 | 33.51778 |
| 37 | 33.46044 | 33.37498 | 33.88084 | 35.40053 | 35.76054 | 33.25707 | 32.22808 | 34.96106 | 36.03693 |
| 38 | 32.64028 | 35.16198 | 35.30923 | 34.17786 | 37.6596 | 35.36712 | 35.42534 | 35.28488 | 37.29228 |
| 39 | 32.76444 | 35.88662 | 33.88878 | 31.07241 | 36.1294 | 34.25418 | 32.30712 | 34.56793 | 32.55209 |
| 40 | 34.37319 | 32.84496 | 34.86397 | 35.36871 | 36.86046 | 33.50335 | 38.12522 | 35.92701 | 32.42381 |
Solution
Take mean of all x1, to x6 and find the probability how they differ from 34.5 that will be your error
Probability deviating from themean













