Index
A
Abrasion.jmp 216
Abstract Mathematics 100
Add Multiple Columns Command 33
Add Rows 112
Add Statistics Column command 57
Adjusted RSquare 225
AdverseR.jmp 216
Alcohol.jmp 314, 337, 338
Alias Matrix 440, 455
Alias Optimal Designs 455
aliasing 439
alpha level 106, 148
alternative hypothesis 105, 147
Analgesics.jmp 173, 244
Analysis of Covariance 386, 390
analysis of variance 182, 188
Analysis of Variance table 354
Analyze a Screening Model 433
Analyze menu 22
Animals.jmp 32, 407
ANOVA 182, 217, 235
ANOVA table 223
Anscombe.jmp 266
Assuming unequal variances 185
Assumptions 102
attributes charts 549
Augmentation (DOE) 472
Automess.jmp 51, 137
average 141, 144
B
BabySleep.jmp 205, 210
Balanced (DOE) 472
Balanced Data means comparisons 226
balanced design 221, 432, 471
Bartlett’s test 237, 238
beta level 106, 148
Big Class.jmp 60, 137
binomial model 337
biplot 503
Birth Death.jmp 128, 165, 278
bivariate density estimation 482
bivariate distributions 480
bivariate outliers 491
Bivariate platform 208
Blood Pressure by Time.jmp 205, 210
Body Measurements.jmp 374
Bonferroni’s adjustment 104
Box Corrosion Split-Plot Design.jmp 466
box plots 139, 140, 180
BP Study.jmp 34
Braces.jmp 559
Brown-Forsythe test 237, 238
brush tool 18
Building Formulas 90
built-in script 155
Business of Statistics 97
C
C Total 224
Candy.jmp 301
Canonical Curvature table 459
canonical plot 503
capability analysis 564
CP, CPK, CPL and CPU 565
goal plot 569
indices 565
Long Term Sigma 573
PP, PPK 569
process capability 564
Short Term Sigma 573
Capability.jmp 570
Car Poll.jmp 306
Cars.jmp 215
Cassini.jmp 276
Cassub.jmp 150
categorical distributions, multivariate 303
categorical responses 283
and Count Data 283
large sample sizes 289
Simulated 286
standard error of the mean 292
Variability in the Estimates 288
Center points (DOE) 472
centering and scaling 149
Central Composite Design (CCD) 457, 463
Central Limit Theorem 133, 165, 167, 170, 194, 293
Central Limit Theorem.jmp 170
Cereal.jmp 174
ceteris paribus 103
Chamber.jmp 211, 215
Cheese Taste.jmp 53
Cheese.jmp 343
cherts 502
cherts.jmp 502
Children’s Popularity.jmp 342
chi-square 293, 303
formula for 315
test 281
univariate categorical 296
Cities.jmp 375
clipboard 46
Clips1.jmp 562
Cluster analysis 508
clusters 484
Coating.jmp 168
Cochran-Mantel-Haenszel test 336
Coding (DOE) 472
Col Shuffle Command 86
collinearity 358, 361, 365
exact singularity 362
example 364
longley data 364
Color Clusters 510
Color or Mark by Column 118
columns
Selecting and Deselecting 30
common causes 545
Companies.jmp 55, 215
Comparing the normal and Student’s t distributions 153
comparison circles 227, 228, 233
interpreting 229
conditional distributions 136
Conditional Expressions 72
confidence interval 106, 120, 145, 146, 161, 183, 223
fiducial 327
for parameter estimates 356
for slope 356
Confidence.jsl 120
Confounding 439
Confounding Structure 439
Constant Expressions 90
Context Menu Commands 50
contingency table 305, 308
continuous values 21
contour graph 482
Contour Grid 461
Contour Profiler 461
control charts 112, 545, 548
C charts 557
common causes 551
for attributes 551, 553, 557
for variables 550, 552
in control 564
Levey-Jennings charts 561
NP charts 557
P charts 557
presummarize charts 560
stable 551, 564
Tailoring the Horizontal Axis 564
tests for special causes 552, 564
U Charts 557
unstable 551
UWMA charts 561
coordinate exchange 440
copy and paste 46
Copy command 46
Copy With Column Names 46
correlation 487, 488, 489
coefficients 489
many variables 490
multivariate 486
Correspondence Analysis 303, 318, 319
Corrsim.jmp 487
CP, CPK, CPL and CPU 565
Create Web Report 544
Creating a New JMP Table 32
Crime.jmp 174, 515
crossed effects 403
crosshair tool 18
crosstabs 54, 307
cumulative distribution function 165
Current Stock Averages.jmp 79
Cursors
Arrow 30
Double arrow 31
I-beam 31
List check 31
Pointer 32
Selection 31
curvature analysis 459
Custom Designer 427, 440, 452, 463
Customize JMP 19
Cutting, Dragging, and Pasting Formulas 90
D
Data Mining 103
Exploratory Modeling 517
Neural Nets 531
Recursive Partitioning 519
with stepwise regression 369
Database > Open 45
Decathlon.jmp 420
Definitive Screening Designs 473
degrees of freedom 107, 152, 185, 220, 238
delimiters 41
demoKernel.jsl 172
demoLeastSquares.jsl 248
dendrogram 510, 512
Denim.jmp 419
density contours 483
Density Ellipse command 360
density estimation 481
density function 130, 131
Design Evaluation 440
Design of Experiments (DOE) 421
Classical designs 425
Factorial Designs 425
factors 424
Model reduction 452
response 424
Response Surface Designs 425
Screening Design 425
Dice Rolls.jmp 111
Diet.jmp 159
disclosure icons 16, 128
discriminant analysis 326, 327, 485, 502
biplot 503
canonical plot 503
discriminant scores 504
Stepwise variable selection 507
distribution
Bernoulli 284
categorical 129
continuous 129
double exponential 140
exponential 140, 164
F 189
Gaussian 133
multinomial 284
normal 134
Poisson 284
probability 130
simulation 117
uniform 163
unimodal 130
Distribution command 128
Distribution platform 125, 128, 134, 135, 139
DOE > Sample Size and Power 243
DOE Glossary
Augmentation 472
Balanced 472
Coding 472
Definitive Screening Designs 473
Effect Precision 473
Effect Size 473
Folding 473
Fractional Factorial 473
Optimality 473
Orthogonal 474
Plackett-Burman 474
Resolution 474
Response Surface 475
Robustness 474
Screening Designs 475
Space Filling 475
Split Plot 475
Taguchi 476
DOE platform 421
Dolphins.jmp 343
Doped Wafers.jmp 242
Drawing Marbles 114
Drug.jmp 221, 227, 231, 232, 240, 382, 393
dummy variables 381
E
Earth’s Ecliptic 150, 276
Effect Leverage Plots 356
Effect Precision (DOE) 473
Effect Screening 434
Effect Size (DOE) 473
effect sparsity 474
Effect Test table 204
eigenvalues 459
eigenvectors 459
EMP (Evaluating the Measurement Process) 574
Entering Count Data 312
Entering data 35
EWMA 563
exact nonparametric tests 239
Excel Files 47
expected value 313
Exponentially Weighted Moving Average (EWMA) chart 563
extreme values 143
F
F 255
Faces of Statistics 98
Factor Analysis 501
Factorial 473
F-distribution 220
fiducial confidence intervals 327
File > Export 49
first principal component 497
Fit Line command 251
Fit Mean command 251
Fit Model launch window 350
Fit Polynomial command 260
Fit Special command 264
Fit Y by X command 181
Fit Y by X Platform 182
Flipping Coins 114
Flrpaste.jmp 433
Folding (DOE) 473
Football.jmp 175
Formulation 473
Fractional Factorial (DOE) 473
F-ratio 255
F-ratio 188, 189, 204, 225
Frequencies 129
frequency counts 130
F-statistic 220, 254
F-test 188, 189, 193, 217, 219, 354
Full Factorial Design 442
G
G2 and X2
testing with 305
G2 Likelihood Ratio Chi-Square 294, 296
Galton, Francis 245, 269, 272
Galton.jmp 269
Gauge R&R 574
general linear models 377, 379, 382
Effect Tests 391
Interaction effects 400
Parameters and Means 385
prediction equation 389
Regressor Construction 384
Separate Slopes 396
generalized linear models 337
Geometric Moving Average (GMA) chart 563
GLIM 337
GMA 563
goal plot 569
Goodness of Fit 165
Gosset, William 214
Gosset’s Corn.jmp 214
grabber tool 18
grand mean 188
Grandfather Clocks.jmp 373
Graph menu 22
group means 177, 189, 223
grouped t-test 196
Growth.jmp 250
H
hand tool 18
hierarchical clustering 508
high-leverage points 391
histogram 23, 128, 129, 135, 136, 137
Home Window (JMP on Windows) 10
Honestly Significant Difference (HSD) 232
Hot Dogs.jmp 175
Hotelling-Lawley trace 418
Hothand.jmp 334
HSD 232, 233
HTML, interactive 49
Htwt12.jmp 179
Htwt15.jmp 192, 213
I
Importing Data 39
Importing Microsoft Excel Files 44
Importing Text Files 41
Independence
expected values 313
testing for 309, 314
Independent Groups 177, 179
indicator variables 381
Individual Measurement charts 552
inference 144
Initialize Data 86
interaction plot 449
interactions 379
Interactive Teaching Modules 123
interquartile range 139, 140, 235
inverse prediction 327, 328
Iris.jmp 481, 516
iterative proportional fitting 285
J
jackknifed distances 496
JMP Data Tables 27, 29, 47
JMP Main Menu 10
JMP Starter 10
Join command 52
JSON 48
Juggling Data Tables 51
K
Kendall’s tau 24
Kernel Density Estimates 172
kernel smoothers 482
Kolmogorov-Smirnov test 165, 239
KSL 165
Lilliefors 165
Kruskal-Wallis test 240
KSL test 165
kurtosis 143
L
L1 (median least absolute values estimator) 142
lack-of-fit test 394, 401
lasso tool 18
Launch an Analysis Platform 14
law of large numbers 113
LD50 327, 328
Leaf Report 527
Least Significant Difference (LSD) 230, 233
least squares 141, 247, 345, 347
demonstration 248
least squares means 393
Lenth’s PSE 436
Levels of Uncertainty 101
Levene’s test 237, 238
leverage plots 355, 361, 364, 390, 391, 392
effect 356
schematic 392
Levi Strauss Run-Up.jmp 243
likelihood 294
likelihood ratio chi-square 295, 298, 309, 310
Likelihood Ratio Tests 295
Lilliefors test 165
linear dependency 362
linear models
coding scheme 381
kinds of effects 380
linear regression
models 347
Linnerud.jmp 349, 359
Linnrand.jmp 369
Lipid Data.jmp 521, 541
loading plot 500
local variables 87, 114
log odds-ratio 322
logistic regression 284, 285, 321, 324, 502
Degrees of Fit 325
logit 322
log-likelihood 294, 309
log-linear models 284
Longley.jmp 364
LSD (Least Significant Difference) 230
LSMeans Plot command 405
M
MAD (median minimum absolute deviation estimator) 142
magnifier tool 18
Mahalanobis distance 493
Main Effects Only 452
Make Alias Optimal Design 455
Make into Data Table command 50
Make into Matrix 50
Mann-Whitney U-test 24, 213
marginal homogeneity 309
Mark Clusters 510, 512
matched pairs 177, 196, 200, 209
Matched Pairs platform 24, 208, 269
maximum likelihood 102, 309
maximum likelihood estimator 141, 294
Mb-dist.jmp 297
Mbtied.jmp 318, 319
mean 130, 132, 141, 142, 143
mean square 220, 225
error 188
Means and StdDev command 236
Means Comparisons 230
unbalanced data 227
means diamonds 183, 222, 228, 236
overlap marks 226
Means/Anova command 222
Means/Anova/Pooled t command 23, 183, 185
Mechanics of Fit 577
Categorical Responses 586
median 132, 142
Median rank scores 239
Median test 211
Mesh Plot command 484
Method of Moments 418
Michelson.jmp 243
Minimum-Aberration 473
Mixture Design 473
Mixtures, Modes, and Clusters 484
modeling types 21, 23, 129
modes 484
moments 129, 130, 143, 146, 151
Monte Carlo 109, 289, 291, 292
mosaic plots 54, 307, 308
movies.jmp 173, 242, 277
moving average 79
using the summation function 79
moving average charts 560
Moving data out of JMP 47
moving range charts 553
multinomial distribution 284
multiple comparisons 217
adjusting for 232
multiple regression 345
Effect Tests 356
example 348
Hidden Leverage Point 366
predicted values 351
prediction formula 352
stepwise 369
N
Navigating Platforms 22
nested effects 379, 406, 407, 408
Neural Nets
hidden nodes 532
Overfitting 534
Validation 533
Neural platform 531
New Column Command 36
nominal values 21
non-central t-distribution 159
nonparametric methods 217, 239
nonparametric multiple comparison 240
nonparametric statistics 24
Nonparametric tests 155, 211
Nonparametric-Wilcoxon command 213
normal density 136, 162
normal distribution 85, 133, 143, 145, 149, 164
elliptical contours 485
Normal Plot 435
normal plot 436
normal quantile plot 162, 164, 165, 167, 194, 236
and normality 194
Normal Quantile Plot command 195
normality 166
null hypothesis 105, 147, 166
Number of Center Points 472
Number of Replicate Runs 472
O
O’Brien’s test 237, 238
one-way layout 219
On-Time Arrivals.jmp 214
Open command 39
Open Database 45
Opening a JMP Data Table 12
Optimality (DOE) 473
Ordinal Logistic Regression 331
ordinal values 21
Orthogonal (DOE) 474
Outlier Analysis command 493
outliers 140, 142, 182, 198, 492, 496
bivariate 491
P
paired t-test 196, 200, 203, 207
interpretation rule 203
Partition Analysis
Candidates 524
Crossvalidation 528
growing trees 521
LogWorth 523
Partition Platform 519
Paste command 46
Paste With Column Names 46
Peanuts.jmp 532, 542
Pearson chi-square 293, 298, 310
Pendulum.jmp 91
Pillai's trace 418
Plackett-Burman (DOE) 474
Plot Residuals command 258, 262
Plotting Data 37
point estimate 144
Polycity.jmp 275
Polynomial Models 260, 261
Pitfalls 275
polytomous responses 330
pooled t-test 185
Popcorn.jmp 400
power 106, 148, 157
PowerPoint 49
practical difference 167
Prediction Profiler 437, 438, 447, 450, 460
Desirability 450
Maximize Desirability 450
Response Goal 451
Preferences 19
Presidential Elections.jmp 278
Pressure Cylinders 587
principal components 497, 499, 515
Probability and Randomness 102
probability distribution 102, 147
process capability 564
Process Screening 557
Product function 78
proof by contradiction 147
pure error 395, 396
p-value 106, 148, 151, 156
Animation 155
Q
quantile box plot 146, 147, 235
Quantile function 78
quantiles 129, 130, 132, 140, 142, 145, 235
quartiles 139
Question Mark tool 19
R
raking 285
Randdist.jmp 134, 135
Random 86
random effects 406, 409
Correlated Measurements-Multivariate Model 416
Mixed Model 409
Reduction to the Experimental Unit 414
Varieties of Analysis 418
Random Normal function 85
Random Number Functions 82
Random Uniform function 83, 111, 291
Randomize 472
rank ordering 211
rank scores 239
r-charts 552
Reactor 20
Custom.jmp 444
Reactor 32
Runs.jmp 452
regression 245, 247, 269, 270
clusters of points 275
Confidence Intervals on the Estimates 256
line 247
Parameter Estimates 255
properties 247
residuals 258, 262
statistical tables 252
switching variables 272
Testing the Slope 250, 252
three-dimensional view 257
to the mean 245
Why It’s Called Regression 269
regression definitions
coefficients, parameters 347
error, residual 348
intercept term 348
regressors, X’s 347
response, Y 347
REML report 469
repeated measures 406, 409, 410, 416
Replicates (DOE) 472
resampling methods 104
residual error 355
residual plot 351, 367
residual variance 188
residuals 167, 188, 219, 247, 258, 261, 262, 351, 352, 367
resizing graphs 18
Resolution (DOE) 474
response categories 283
response probabilities 305
response surface designs (DOE) 452, 456, 475
Response Surface report 459
Ro.jmp 366
Robustness (DOE) 474
robustness of the median 142
Rolling Dice 111
root mean square error 188, 225
rows
adding 34
excluding 258
Highlighting 15
Selecting and Deselecting 30
Roy's maximum root 418
RSquare 225
Adjusted 225
S
S charts 552
sample mean 132, 144
Sample Mean versus True Mean 107
sample median 132
sample quantile 132
sample size 160
Sample Size and Power 190
sample variance 132, 141
Sampling Candy 114
SAS Transport Files 48
SAS V7
Data Set 48
saturated design 435
saturated model 394
Save As command 47
Save Residuals command 262
Save Selection As Command 49
scatterplot 269
Scatterplot 3D 494
scatterplots 24
Score Summaries report 506
Scores.jmp 173, 244
scree plot 510
Screening Designs (DOE) 475
Examples 452
Screening for Interactions 442
second principal component 497
Select Misclassified Rows 505
Selecting Expressions 91
selection tool 19
Shapiro-Wilk W test 165, 212
Shewhart control chart 545
Shewhart, Walter 545
shortest half 140
signed-rank test 211
Significance 475
significance level 106, 148
significant difference 159
Simprob.jmp 292
Simpson’s paradox 334, 336
SimulatedClusters.jmp 509
Singularity Details report 363
skewness 143
Sleeping Animals.jmp 374
Slope.jmp 275
smooth curve 481
Socioeconomic.jmp 515
Solubility.jmp 279, 490
Sort by Column command 50
Space Filling (DOE) 475
sparse table 306
Spearman’s correlation 24
special causes 545
Special Tools 18
Specifying Response Surface Effects Manually 462
Spline Fit 265
Split command 416
Split Plot Designs
whole plots 464
Split Plot designs (DOE) 475
easy to change factors 465
hard to change factors 465
subplot, split plot 465
whole plots 465
split plots 410
spread 132
Spring.jmp 321, 326, 331
Springs for Continuous Responses 579
Stack command 52, 53
stacked data 203
standard deviation 107, 130, 141, 143, 144, 163
standard error 107, 184, 223, 289
standard error of the mean 132, 144
statistical inference 144, 177
Statistical Process Control 545
Statistical Quality Control 545
Statistical Significance 105, 160
Statistical Terms 104
statistical thinking 95
statistics 95, 131, 132, 134, 545
Biased, Unbiased 107
stem-and-leaf plot 137
stepwise regression 369, 370
Student’s t-distribution 145, 152
Student’s t-statistic 152
Student’s t-test 152, 184, 199
one-sided 187
Subgroup button 58
Subset command 51
Sum function 78
sum of squares 190
Summarize Down Columns or Across Rows 77
Summary command 55
Summary of Fit table 223
Summary Statistics 55
Summation Function 78
sum-to-zero coding 382
Surface Effects 461
Surface Plot 540
Surface Plot command 541
Surface Profiler command 540
Survey Data 306
T
Table Styles 50
Table Variables 87
Taguchi (DOE) 476
Teeth.jmp 511
Test Mean command 23, 199, 200
testing for normality 166
Testing Hypotheses 147
Text Export Files 47
Therm.jmp 197
time series 545
Tip of the Day 9
Titanic.jmp 343, 420
TOST method 168
Transformed Fits 263
Triangle Probability.jsl 115
true mean 107
t-statistic 154
t-test 23, 160, 168, 185
grouped 196
paired 196
Tukey-Kramer Honestly Significant Difference 232
Two-Sided versus One-Sided 105
Two-Tailed versus One-Tailed 105
Two-way Analysis of Variance 400
two-way tables 303, 312
entering 314
Type I error 148, 157, 232
Type II error 148, 157, 159
Typing.jmp 30
U
U charts 559
unbiased estimator 107
unequal variance
testing means 238
tests 238
UnEqual Variance command 237
Uniformly Weighted Moving Average (UWMA) Charts 561
UWMA 562
V
validate experimental results 452
validating statistical assumptions 177
Van der Waerden rank scores 239
van der Waerden rank scores 211
van der Waerden score 162
variability 132
variables charts 549
variance 107, 131, 132, 141, 143
variance components 469
Variance Components Analysis 574
W
W statistic 165
Washers.jmp 558
Western Electric Rules 552
Westgard Rules 552
whiskers 139
whole-model test 390
Wilcoxon rank scores 211, 239
Wilcoxon Rank Sum test 24, 213, 214, 239
Wilcoxon signed-rank test 155, 200, 211
Wilk’s lambda 418
Working with Graphs and Reports 48
World Demographics.jmp 516
X
XBar charts 552
Z
z-atistic 149
z-test 149–151