2 analysis, issues! analysis traditions -3 3 packages! Rcmdr -3 4 library! packages 1 5 packages! DAAG 1 6 comment character 2 7 operator! arithmetic 2 8 assignment 3 9 datasets (in DAAG, except as noted)! fossilfuel 3 10 data frames 4 11 datasets (in DAAG, except as noted)! fossilfuel 4 12 working directory 4 13 workspace 4 14 mean 5 15 object! saving 5 16 vector! character! number of characters 5 17 working directory 5 18 workspace 5 19 data! summary 6 20 datasets (in DAAG, except as noted)! cars ({\itshape datasets}) 6 21 plots! histogram 6 22 vector! character! number of characters 6 23 working directory 7 24 data! input 8 25 data frames! reading 8 26 datasets (in DAAG, except as noted)! fossilfuel 8 27 file names 8 28 library! packages 8 29 vector! logical 8 30 vector! numeric 8 31 working directory 8 32 workspace 8 33 data! input 9 34 data frames 9 35 data frames! reading 9 36 datasets (in DAAG, except as noted)! fossilfuel 9 37 library 9 38 library! packages 9 39 packages! base 9 40 packages! DAAG 9 41 packages! MASS 9 42 packages! stats 9 43 search path 9 44 workspace 9 45 concatenation 10 46 datasets (in DAAG, except as noted)! airquality ({\itshape datasets}) 10 47 library! packages 10 48 time series 10 49 vector! logical 10 50 vector! numeric 10 51 workspace 10 52 vector! logical 11 53 datasets (in DAAG, except as noted)! cfseal 12 54 examples, analyses and analysis issues! seal growth (cross-sectional data) 12 55 missing values 12 56 operator! arithmetic 12 57 examples, analyses and analysis issues! seal growth (cross-sectional data) 13 58 factor 13 59 factor! levels 13 60 factor! ordered 14 61 missing values 13 62 arguments (to functions) 14 63 datasets (in DAAG, except as noted)! cars ({\itshape datasets}) 14 64 datasets (in DAAG, except as noted)! Cars93 ({\itshape MASS}) 14 65 datasets (in DAAG, except as noted)! Cars93.summary 14 66 datasets (in DAAG, except as noted)! jobs 14 67 examples, analyses and analysis issues! jobs, by region of Canada 14 68 factor 14 69 factor! levels 14 70 time series 14 71 vector! logical 14 72 vector! numeric 14 73 data frames 15 74 datasets (in DAAG, except as noted)! cars ({\itshape datasets}) 15 75 datasets (in DAAG, except as noted)! Cars93 ({\itshape MASS}) 15 76 datasets (in DAAG, except as noted)! Cars93.summary 15 77 lists 15 78 data frames 16 79 data frames! as databases 16 80 datasets (in DAAG, except as noted)! cars ({\itshape datasets}) 16 81 datasets (in DAAG, except as noted)! Cars93 ({\itshape MASS}) 16 82 datasets (in DAAG, except as noted)! Cars93.summary 16 83 library 16 84 NA NA 85 workspace 16 86 concatenation 17 87 data frames! joining (cbind, rbind) 18 88 datasets (in DAAG, except as noted)! fossilfuel 17 89 datasets (in DAAG, except as noted)! jobs 17 90 examples, analyses and analysis issues! jobs, by region of Canada 17 91 factor 17 92 factor! levels 17 93 matrix 17 94 matrix! names of rows \& columns 17 95 vector! logical 17 96 arguments (to functions) 18 97 datasets (in DAAG, except as noted)! fossilfuel 18 98 function! common useful functions 18 99 matrix 18 100 matrix! names of rows \& columns 18 101 mean 18 102 vector! logical 18 103 workspace 18 104 data! summary 19 105 data frames 19 106 datasets (in DAAG, except as noted)! jobs 20 107 datasets (in DAAG, except as noted)! tinting 19 108 examples, analyses and analysis issues! tinting of car windows 19 109 function! common useful functions 19 110 missing values 19 111 operator! arithmetic 19 112 tables,! of frequencies 19 113 data frames 20 114 datasets (in DAAG, except as noted)! tinting 20 115 examples, analyses and analysis issues! jobs, by region of Canada 20 116 examples, analyses and analysis issues! tinting of car windows 20 117 function! generic 21 118 function! methods for generic functions 21 119 function! utility functions 20 120 printing 20 121 tables,! of frequencies 20 122 working directory 20 123 workspace 20 124 datasets (in DAAG, except as noted)! elasticband 21 125 examples, analyses and analysis issues! elastic bands, distancs vs stretch 21 126 function 21 127 function! issues for writing and use 21 128 standard deviation 21 129 datasets (in DAAG, except as noted)! fossilfuel 22 130 function 22 131 function! issues for writing and use 22 132 operator 22 133 vector! logical 22 134 datasets (in DAAG, except as noted)! science 23 135 examples, analyses and analysis issues! science, school survey 23 136 matrix! number of rows \& columns 23 137 missing values 23 138 datasets (in DAAG, except as noted)! austpop 24 139 datasets (in DAAG, except as noted)! primates 25 140 examples, analyses and analysis issues! population growth! Australian states 24 141 printing! digits 24 142 vector! numeric 24 143 datasets (in DAAG, except as noted)! primates 25 144 character size (on plots) 26 145 parameters! graphics 26 146 parameters 26 147 character size (on plots) 27 148 factor 27 149 factor! levels 27 150 parameters 28 151 datasets (in DAAG, except as noted)! primates 30 152 datasets (in DAAG, except as noted)! trees ({\itshape datasets}) 29 153 function! generic 29 154 function! methods for generic functions 29 155 graphs! good practice 30 156 lattice (lattice plots)! character and point size 30 157 lattice (lattice plots)! layout 30 158 packages! grid 30 159 parameters 30 160 plots! axes 30 161 datasets (in DAAG, except as noted)! ais 31 162 examples, analyses and analysis issues! Australian athletes, morphology and biochemistry 31 163 factor 31 164 factor! levels 31 165 lattice (lattice plots)! key 31 166 lattice (lattice plots)! layout 31 167 density! estimate and/or plot 32 168 plots! normal probability 32 169 plots! quantile-quantile (QQ) 32 170 tests! Box 32 171 data! management strategies 33 172 datasets (in DAAG, except as noted)! fossilfuel 33 173 graphs! good practice 33 174 file names 34 175 working directory 33 176 workspace 33 177 analysis, issues! presentation issues 34 178 data frames! reading 34 179 printing! digits 34 180 datasets (in DAAG, except as noted)! fossilfuel 35 181 factor 35 182 factor! levels 35 183 matrix 35 184 missing values 35 185 operator! assignment 35 186 plots! identifying points 35 187 workspace 35 188 data! input 36 189 data frames 36 190 data frames! reading 36 191 function! generic 36 192 lists 36 193 printing! digits 36 194 search path 36 195 vector! logical 36 196 analysis, issues! presentation issues 37 197 examples, analyses and analysis issues! house prices 37 198 packages! stats 37 199 data! summary 38 200 datasets (in DAAG, except as noted)! ais 38 201 datasets (in DAAG, except as noted)! Manitoba.lakes 38 202 datasets (in DAAG, except as noted)! orings 38 203 datasets (in DAAG, except as noted)! possum 38 204 datasets (in DAAG, except as noted)! rainforest 38 205 examples, analyses and analysis issues! Australian athletes, morphology and biochemistry 38 206 examples, analyses and analysis issues! house prices 38 207 examples, analyses and analysis issues! Manitoban (Canada) lake elevations \& areas 38 208 examples, analyses and analysis issues! possums, morphometric data 38 209 examples, analyses and analysis issues! rainforest trees 38 210 examples, analyses and analysis issues! space shuttle damage 38 211 missing values 38 212 plots! histogram 38 213 plots! identifying points 38 214 transformations! logarithmic 38 215 datasets (in DAAG, except as noted)! Manitoba.lakes 39 216 examples, analyses and analysis issues! Manitoban (Canada) lake elevations \& areas 39 217 transformations! logarithmic 39 218 datasets (in DAAG, except as noted)! Animals ({\itshape MASS}) 40 219 datasets (in DAAG, except as noted)! socsupport 40 220 examples, analyses and analysis issues! social support effects on depression 40 221 datasets (in DAAG, except as noted)! socsupport 41 222 examples, analyses and analysis issues! social support effects on depression 41 223 plots! box-and-whisker (boxplots)! outliers 41 224 transformations! logarithmic 41 225 datasets (in DAAG, except as noted)! austpop 42 226 examples, analyses and analysis issues! population growth! Australian states 42 227 analysis, issues! analysis of summary data 43 228 analysis, issues! analysis traditions 43 229 analysis, issues! assumptions 43 230 exploratory data analysis (EDA) 43 231 graphs! links with analysis 43 232 analysis, issues! analysis of summary data 44 233 analysis, issues! analysis traditions 44 234 data analysis! styles 44 235 datasets (in DAAG, except as noted)! possum 44 236 distribution! density 44 237 examples, analyses and analysis issues! possums, morphometric data 44 238 exploratory data analysis (EDA) 44 239 plots! histogram 44 240 smoother 44 241 distribution! density 45 242 distribution! skew 45 243 examples, analyses and analysis issues! possums, morphometric data 45 244 plots! histogram 45 245 distribution! density 46 246 distribution! skew 46 247 examples, analyses and analysis issues! possums, morphometric data 46 248 plots! histogram 46 249 stem-and-leaf plot 46 250 box-and-whisker plots (boxplots) 47 251 datasets (in DAAG, except as noted)! possum 47 252 distribution! density 47 253 examples, analyses and analysis issues! possums, morphometric data 47 254 lattice (lattice plots)! key 47 255 plots! identifying points 47 256 regression! outliers 47 257 box-and-whisker plots (boxplots) 48 258 datasets (in DAAG, except as noted)! measles 48 259 examples, analyses and analysis issues! measles, deaths in London 48 260 examples, analyses and analysis issues! possums, morphometric data 48 261 regression! outliers 48 262 time series 48 263 datasets (in DAAG, except as noted)! measles 49 264 examples, analyses and analysis issues! measles, deaths in London 49 265 lattice (lattice plots)! character and point size 49 266 datasets (in DAAG, except as noted)! milk 50 267 examples, analyses and analysis issues! measles, deaths in London 50 268 datasets (in DAAG, except as noted)! Animals ({\itshape MASS}) 51 269 datasets (in DAAG, except as noted)! fruitohms 51 270 examples, analyses and analysis issues! animal body \& brain weight 51 271 examples, analyses and analysis issues! electrical resistance of kiwifruit 51 272 smoother! lowess 51 273 transformations! logarithmic 51 274 box-and-whisker plots (boxplots) 52 275 datasets (in DAAG, except as noted)! cuckoos 52 276 examples, analyses and analysis issues! animal body \& brain weight 52 277 examples, analyses and analysis issues! cuckoo egg dimensions 52 278 plots! axes 52 279 transformations! logarithmic 52 280 box-and-whisker plots (boxplots) 53 281 datasets (in DAAG, except as noted)! cuckoos 53 282 examples, analyses and analysis issues! cuckoo egg dimensions 53 283 tests! Box 53 284 datasets (in DAAG, except as noted)! jobs 54 285 examples, analyses and analysis issues! jobs, by region of Canada 54 286 matrix! names of rows \& columns 54 287 time series 54 288 transformations! logarithmic 54 289 dates 55 290 examples, analyses and analysis issues! jobs, by region of Canada 55 291 lattice (lattice plots)! key 55 292 lattice (lattice plots)! layout 55 293 transformations! logarithmic 55 294 datasets (in DAAG, except as noted)! tinting 56 295 examples, analyses and analysis issues! jobs, by region of Canada 56 296 examples, analyses and analysis issues! tinting of car windows 56 297 lattice (lattice plots)! key 56 298 lattice (lattice plots)! layout 56 299 transformations! logarithmic 56 300 datasets (in DAAG, except as noted)! tinting 57 301 examples, analyses and analysis issues! tinting of car windows 57 302 lattice (lattice plots)! key 57 303 lattice (lattice plots)! parameter settings! use of par.settings in function call 57 304 analysis, issues! assumptions 58 305 datasets (in DAAG, except as noted)! tinting 58 306 distribution! skew 58 307 examples, analyses and analysis issues! tinting of car windows 58 308 lattice (lattice plots)! key 58 309 lattice (lattice plots)! parameter settings! use of par.settings in function call 58 310 regression! outliers 58 311 smoother 58 312 transformations! logarithmic 58 313 box-and-whisker plots (boxplots) 59 314 linear model (lm) 59 315 plots! histogram 59 316 transformations! logarithmic 59 317 datasets (in DAAG, except as noted)! nsw74psid1 60 318 datasets (in DAAG, except as noted)! stones 60 319 examples, analyses and analysis issues! labor training program, effectiveness 60 320 tables,! of frequencies 60 321 datasets (in DAAG, except as noted)! stones 61 322 tables,! of frequencies 61 323 tables,! of frequencies! adding across tables (Simpson's paradox) 61 324 arguments (to functions) 62 325 data frames! conversion to/from tables or matrices 62 326 datasets (in DAAG, except as noted)! stones 62 327 datasets (in DAAG, except as noted)! UCBAdmissions ({\itshape datasets}) 62 328 examples, analyses and analysis issues! University admission rates 62 329 linear model (lm)! model formulae 62 330 matrix 62 331 matrix! conversion to/from data frame 62 332 tables,! of frequencies 62 333 data frames 63 334 datasets (in DAAG, except as noted)! kiwishade 63 335 examples, analyses and analysis issues! kiwifruit shading 63 336 examples, analyses and analysis issues! University admission rates 63 337 tables,! of frequencies 63 338 tables,! of frequencies! adding across tables (Simpson's paradox) 63 339 datasets (in DAAG, except as noted)! kiwishade 64 340 examples, analyses and analysis issues! kiwifruit shading 64 341 datasets (in DAAG, except as noted)! kiwishade 65 342 examples, analyses and analysis issues! dengue incidence projections 65 343 examples, analyses and analysis issues! kiwifruit shading 65 344 factor! splitting by levels 65 345 lattice (lattice plots)! character and point size 65 346 lattice (lattice plots)! key 65 347 lattice (lattice plots)! layout 65 348 lattice (lattice plots)! panel function 65 349 panel function 65 350 datasets (in DAAG, except as noted)! cuckoos 66 351 factor! splitting by levels 66 352 inference 66 353 random sample 66 354 standard deviation 66 355 degrees of freedom 67 356 standard deviation 67 357 correlation! linear (Pearson) 68 358 correlation! rank (Spearman) 68 359 datasets (in DAAG, except as noted)! Animals ({\itshape MASS}) 68 360 examples, analyses and analysis issues! elastic bands, distancs vs stretch 68 361 data analysis! strategies 69 362 datasets (in DAAG, except as noted)! cuckoos 69 363 datasets (in DAAG, except as noted)! tinting 69 364 designed experiments 69 365 data analysis! strategies 70 366 datasets (in DAAG, except as noted)! cuckoohosts 70 367 datasets (in DAAG, except as noted)! cuckoos 70 368 datasets (in DAAG, except as noted)! milk 70 369 examples, analyses and analysis issues! cuckoo egg dimensions! comparison with host eggs 70 370 analysis, issues! random sampling assumptions 71 371 data analysis! strategies 71 372 datasets (in DAAG, except as noted)! cuckoos 71 373 datasets (in DAAG, except as noted)! nsw74psid1 71 374 examples, analyses and analysis issues! cuckoo egg dimensions! comparison with host eggs 71 375 packages! survival 71 376 random sample 71 377 data analysis! strategies 72 378 datasets (in DAAG, except as noted)! socsupport 72 379 distribution! skew 72 380 examples, analyses and analysis issues! social support effects on depression 72 381 exploratory data analysis (EDA) 72 382 transformations! logarithmic 72 383 analysis, issues! deficiencies 73 384 analysis, issues! planning an analysis 73 385 data analysis! strategies 73 386 exploratory data analysis (EDA) 73 387 regression! outliers 73 388 analysis, issues! changes of plan 74 389 analysis, issues! deficiencies 74 390 analysis, issues! planning an analysis 74 391 analysis, issues! presentation issues 74 392 box-and-whisker plots (boxplots) 74 393 data analysis! strategies 74 394 distribution! density 74 395 distribution! skew 74 396 exploratory data analysis (EDA) 74 397 plots! histogram 74 398 regression! outliers 74 399 box-and-whisker plots (boxplots) 75 400 datasets (in DAAG, except as noted)! ais 75 401 datasets (in DAAG, except as noted)! cuckoohosts 75 402 datasets (in DAAG, except as noted)! possum 75 403 examples, analyses and analysis issues! possums, morphometric data 75 404 box-and-whisker plots (boxplots) 76 405 correlation! rank (Spearman) 76 406 datasets (in DAAG, except as noted)! Animals ({\itshape MASS}) 76 407 datasets (in DAAG, except as noted)! cuckoohosts 76 408 datasets (in DAAG, except as noted)! ex10.22 ({\itshape Devore5}) 76 409 datasets (in DAAG, except as noted)! kiwishade 76 410 distribution! density 76 411 distribution! skew 76 412 examples, analyses and analysis issues! Australian athletes, morphology and biochemistry 76 413 examples, analyses and analysis issues! tomato yields vs electrical conductivity 76 414 lattice (lattice plots)! layout 76 415 matrix! names of rows \& columns 76 416 mean! trimmed 76 417 packages! Devore6 76 418 standard deviation 76 419 transformations! logarithmic 77 420 analysis, issues! deficiencies 78 421 models! signal and noise 79 422 models! statistical vs deterministic 79 423 datasets (in DAAG, except as noted)! roller 80 424 fitted values 80 425 models! signal and noise 80 426 models! statistical vs deterministic 80 427 plots! axes 80 428 datasets (in DAAG, except as noted)! roller 81 429 fitted values 81 430 fixed effects 81 431 models! signal and noise 81 432 parameters 81 433 datasets (in DAAG, except as noted)! roller 82 434 models in R! model formulae 82 435 smoother! lowess 82 436 datasets (in DAAG, except as noted)! roller 83 437 fitted values 83 438 linear model (lm)! model formulae 83 439 models in R! model formulae 83 440 distribution! binomial 84 441 generalized linear model! family 84 442 generalized linear model! family! binomial 84 443 models in R! model formulae 84 444 distribution! binomial 85 445 distribution! cumulative probability 85 446 distribution! Poisson 85 447 generalized linear model! family! binomial 85 448 models in R! model formulae 85 449 standard deviation 85 450 density! estimate and/or plot 86 451 distribution! density 86 452 models in R! model formulae 86 453 plots! axes 86 454 standard deviation 86 455 datasets (in DAAG, except as noted)! roller 87 456 density! estimate and/or plot 87 457 distribution! cumulative probability 87 458 distribution! density 87 459 models in R! model formulae 87 460 standard deviation 87 461 box-and-whisker plots (boxplots) 88 462 distribution! binomial 88 463 distribution! heavy-tailed 88 464 distribution! Poisson 88 465 distribution! skew 88 466 generalized linear model! family! binomial 88 467 models in R! model formulae 88 468 random numbers 88 469 random numbers! seed 88 470 random sample 88 471 regression! outliers 88 472 factor! splitting by levels 89 473 models in R! model formulae 89 474 operator! assignment 89 475 printing! digits 89 476 random numbers 89 477 random numbers! seed 89 478 random sample 89 479 standard deviation 89 480 tests! permutation 89 481 models in R! model formulae 90 482 regression! robust 90 483 simulation 90 484 analysis, issues! deficiencies 91 485 analysis, issues! random sampling assumptions 91 486 designed experiments 91 487 models in R! model formulae 91 488 random sample 91 489 density! estimate and/or plot 92 490 distribution! density 92 491 distribution! skew 92 492 models in R! model formulae 92 493 plots! histogram 92 494 random numbers! seed 92 495 rounding 92 496 datasets (in DAAG, except as noted)! pair65 93 497 examples, analyses and analysis issues! elastic bands, distancs vs stretch 93 498 lattice (lattice plots)! layout 93 499 models in R! model formulae 93 500 plots! normal probability 93 501 random numbers 93 502 random numbers! seed 93 503 examples, analyses and analysis issues! elastic bands, distancs vs stretch 94 504 models in R! model formulae 94 505 plots! normal probability 94 506 analysis, issues! non-parametric methods 95 507 examples, analyses and analysis issues! University admission rates 95 508 linear model (lm)! influence 95 509 models in R! model formulae 95 510 regression! outliers 95 511 smoother! lowess 95 512 standard deviation 95 513 tables,! of frequencies 95 514 tables,! of frequencies! adding across tables (Simpson's paradox) 95 515 datasets (in DAAG, except as noted)! UCBAdmissions ({\itshape datasets}) 96 516 examples, analyses and analysis issues! University admission rates! contrived data 96 517 models in R! model formulae 96 518 tables,! of frequencies 96 519 tables,! of frequencies! adding across tables (Simpson's paradox) 96 520 analysis, issues! non-parametric methods 97 521 Bayesian inference 97 522 models! signal and noise 97 523 models in R! model formulae 97 524 chi-square statistic 98 525 density! estimate and/or plot 98 526 distribution! density 98 527 models in R! model formulae 98 528 random sample 98 529 simulation 98 530 standard deviation 98 531 distribution! Poisson 99 532 models in R! model formulae 99 533 simulation 99 534 models in R! model formulae 100 535 distribution! density 101 536 inference 101 537 inference! hypothesis testing 101 538 models in R! model formulae 101 539 parameters 101 540 random sample 101 541 sampling distribution 101 542 standard deviation 101 543 distribution! density 102 544 inference! maximum likelihood 102 545 models in R! model formulae 102 546 parameters 102 547 sampling distribution 102 548 standard deviation 102 549 standard error 102 550 datasets (in DAAG, except as noted)! pair65 103 551 models in R! model formulae 103 552 standard error 103 553 standard deviation! difference of means (SED) 103 554 datasets (in DAAG, except as noted)! cuckoos 104 555 factor! splitting by levels 104 556 models in R! model formulae 104 557 sampling distribution 104 558 standard deviation 104 559 standard error 104 560 standard deviation! median 104 561 datasets (in DAAG, except as noted)! pair65 105 562 degrees of freedom 105 563 density! estimate and/or plot 105 564 distribution! density 105 565 distribution! heavy-tailed 105 566 models in R! model formulae 105 567 standard deviation 105 568 standard error 105 569 density! estimate and/or plot 106 570 distribution! density 106 571 models in R! model formulae 106 572 standard deviation 106 573 standard error 106 574 confidence interval 107 575 inference! confidence intervals 107 576 models in R! model formulae 107 577 sampling distribution 107 578 confidence interval 108 579 datasets (in DAAG, except as noted)! pair65 108 580 models in R! model formulae 108 581 standard deviation 108 582 tests! t-statistic! two-sample 108 583 confidence interval 109 584 inference! confidence intervals 109 585 inference! hypothesis testing 109 586 models in R! model formulae 109 587 packages! nlme 109 588 standard error 109 589 tests! t-statistic! two-sample 109 590 datasets (in DAAG, except as noted)! mignonette 110 591 datasets (in DAAG, except as noted)! pair65 110 592 examples, analyses and analysis issues! selfed plants vs crossed plants (Darwin's data) 110 593 inference! confidence intervals 110 594 models in R! model formulae 110 595 standard error 110 596 standard deviation! difference of means (SED) 110 597 tests! t-statistic! one-sample 110 598 tests! t-statistic! two-sample 110 599 degrees of freedom 111 600 models in R! model formulae 111 601 variance! heterogeneity 111 602 analysis, issues! significance tests 112 603 confidence interval 112 604 degrees of freedom 112 605 inference! confidence intervals 112 606 inference! hypothesis testing 112 607 models in R! model formulae 112 608 standard deviation 112 609 standard error 112 610 confidence interval 113 611 correlation! linear (Pearson) 113 612 distribution! binomial 113 613 distribution! skew 113 614 generalized linear model! family! binomial 113 615 inference! confidence intervals 113 616 models in R! model formulae 113 617 packages! survival 113 618 standard error 113 619 analysis, issues! significance tests 114 620 confidence interval 114 621 inference! confidence intervals 114 622 models in R! model formulae 114 623 chi-square statistic 115 624 datasets (in DAAG, except as noted)! nsw74psid3 115 625 models in R! model formulae 115 626 chi-square statistic 116 627 degrees of freedom 116 628 matrix 116 629 models in R! model formulae 116 630 chi-square statistic 117 631 datasets (in DAAG, except as noted)! rareplants 117 632 examples, analyses and analysis issues! rare plants \& habitat type 117 633 models in R! model formulae 117 634 random sample 117 635 chi-square statistic 118 636 datasets (in DAAG, except as noted)! rareplants 118 637 examples, analyses and analysis issues! rare plants \& habitat type 118 638 models in R! model formulae 118 639 models in R! multinomial ( MASS:multinom) 118 640 plots! axes 118 641 chi-square statistic 119 642 examples, analyses and analysis issues! rare plants \& habitat type 119 643 models in R! model formulae 119 644 confounding 120 645 datasets (in DAAG, except as noted)! rice 120 646 discriminant analysis! logistic 120 647 examples, analyses and analysis issues! rice varieties \& treatments, weight data 120 648 generalized linear model! logistic regression 120 649 models in R! model formulae 120 650 operator! assignment 120 651 analysis of variance! decomposition (anova) 121 652 box-and-whisker plots (boxplots) 121 653 datasets (in DAAG, except as noted)! rice 121 654 degrees of freedom 121 655 distribution! density 121 656 examples, analyses and analysis issues! rice varieties \& treatments, weight data 121 657 models in R! model formulae 121 658 one-way layout 121 659 plots! histogram 121 660 contrasts, factor 122 661 datasets (in DAAG, except as noted)! rice 122 662 examples, analyses and analysis issues! rice varieties \& treatments, weight data 122 663 models in R! model formulae 122 664 analysis, issues! presentation issues 123 665 confidence interval 123 666 datasets (in DAAG, except as noted)! rice 123 667 examples, analyses and analysis issues! rice varieties \& treatments, weight data 123 668 factor! reordering levels 123 669 models in R! model formulae 123 670 one-way layout 123 671 standard error 123 672 datasets (in DAAG, except as noted)! rice 124 673 degrees of freedom 124 674 designed experiments 124 675 examples, analyses and analysis issues! rice varieties \& treatments, weight data 124 676 inference! multiple comparisons 124 677 models in R! model formulae 124 678 standard error 124 679 standard deviation! difference of means (SED) 124 680 analysis, issues! presentation issues 125 681 datasets (in DAAG, except as noted)! rice 125 682 designed experiments 125 683 examples, analyses and analysis issues! rice varieties \& treatments, weight data 125 684 interaction plot 125 685 models in R! model formulae 125 686 transformations! logarithmic 125 687 analysis, issues! presentation issues 126 688 confidence interval 126 689 datasets (in DAAG, except as noted)! modelcars 126 690 examples, analyses and analysis issues! model cars 126 691 models in R! model formulae 126 692 one-way layout 126 693 standard deviation 126 694 standard error 126 695 standard deviation! difference of means (SED) 126 696 linear model (lm)! terms 127 697 models in R! model formulae 127 698 regression! polynomial 127 699 degrees of freedom 128 700 models in R! model formulae 128 701 standard error 128 702 standard deviation! difference of means (SED) 128 703 degrees of freedom 129 704 linear model (lm) 129 705 models in R! model formulae 129 706 packages! lme4 129 707 permutation tests 129 708 tests! permutation 129 709 tests! t-statistic! one-sample 129 710 tests! t-statistic! two-sample 129 711 models in R! model formulae 130 712 tests! permutation 130 713 tests! t-statistic! two-sample 130 714 bootstrap 131 715 datasets (in DAAG, except as noted)! two65 131 716 density! estimate and/or plot 131 717 distribution! density 131 718 models in R! model formulae 131 719 standard error 131 720 standard deviation! median 131 721 tests! permutation 131 722 bootstrap 132 723 datasets (in DAAG, except as noted)! cuckoos 132 724 factor! splitting by levels 132 725 models in R! model formulae 132 726 packages! boot 132 727 standard deviation 132 728 standard error 132 729 standard deviation! median 132 730 bootstrap 133 731 confidence interval 133 732 datasets (in DAAG, except as noted)! cuckoos 133 733 inference! confidence intervals 133 734 models in R! model formulae 133 735 packages! boot 133 736 regression! outliers 133 737 Bayesian inference 134 738 bootstrap 134 739 datasets (in DAAG, except as noted)! possum 134 740 examples, analyses and analysis issues! possums, morphometric data 134 741 inference! Bayesian 134 742 inference! confidence intervals 134 743 inference! maximum likelihood 134 744 models in R! model formulae 134 745 packages! boot 134 746 analysis, issues! prior information 135 747 Bayesian inference 135 748 datasets (in DAAG, except as noted)! pair65 135 749 degrees of freedom 135 750 density! posterior 135 751 distribution! density 135 752 inference! Bayesian 135 753 inference! maximum likelihood 135 754 models in R! model formulae 135 755 standard deviation 135 756 analysis, issues! prior information 136 757 Bayesian inference 136 758 density! posterior 136 759 distribution! density 136 760 inference! Bayesian 136 761 inference! hypothesis testing 136 762 inference! maximum likelihood 136 763 models in R! model formulae 136 764 parameters 136 765 simulation 136 766 analysis, issues! prior information 137 767 analysis, issues! significance tests 137 768 Bayesian inference 137 769 designed experiments 137 770 graphs! good practice 137 771 models in R! model formulae 137 772 Bayesian inference 138 773 designed experiments 138 774 inference 138 775 inference! Bayesian 138 776 inference! hypothesis testing 138 777 models in R! model formulae 138 778 confidence interval 139 779 datasets (in DAAG, except as noted)! nsw74demo 139 780 distribution! heavy-tailed 139 781 factor! splitting by levels 139 782 inference! confidence intervals 139 783 models in R! model formulae 139 784 plots! quantile-quantile (QQ) 139 785 random sample 139 786 regression! outliers 139 787 standard deviation 139 788 time series! autocorrelation function 139 789 datasets (in DAAG, except as noted)! acupuncture 140 790 datasets (in DAAG, except as noted)! nsw74demo 140 791 datasets (in DAAG, except as noted)! nsw74psid1 140 792 datasets (in DAAG, except as noted)! rareplants 140 793 datasets (in DAAG, except as noted)! UCBAdmissions ({\itshape datasets}) 140 794 density! estimate and/or plot 140 795 examples, analyses and analysis issues! labor training program, effectiveness 140 796 examples, analyses and analysis issues! rare plants \& habitat type 140 797 models in R! model formulae 140 798 datasets (in DAAG, except as noted)! two65 141 799 datasets (in DAAG, except as noted)! UCBAdmissions ({\itshape datasets}) 141 800 density! estimate and/or plot 141 801 examples, analyses and analysis issues! University admission rates 141 802 examples, analyses and analysis issues! University admission rates! contrived data 141 803 models in R! model formulae 141 804 plots! mosaic plots (multi-way tables) 141 805 tables,! of frequencies 141 806 tables,! of frequencies! adding across tables (Simpson's paradox) 141 807 bootstrap 142 808 confidence interval 142 809 datasets (in DAAG, except as noted)! mignonette 142 810 datasets (in DAAG, except as noted)! possum 142 811 examples, analyses and analysis issues! possums, morphometric data 142 812 examples, analyses and analysis issues! selfed plants vs crossed plants (Darwin's data) 142 813 inference! confidence intervals 142 814 models in R! model formulae 142 815 packages! boot 142 816 simulation 142 817 standard deviation 142 818 standard error 142 819 tables,! of frequencies 142 820 tables,! of frequencies! adding across tables (Simpson's paradox) 142 821 datasets (in DAAG, except as noted)! pair65 143 822 inference! maximum likelihood 143 823 models in R! model formulae 143 824 standard deviation 143 825 linear model (lm)! terms 144 826 models in R! model formulae 144 827 datasets (in DAAG, except as noted)! roller 145 828 linear model (lm)! model formulae 145 829 models in R! model formulae 145 830 printing! digits 145 831 standard error 145 832 datasets (in DAAG, except as noted)! roller 146 833 linear model (lm)! terms 146 834 models in R! model formulae 146 835 standard deviation 146 836 standard error 146 837 datasets (in DAAG, except as noted)! roller 147 838 linear model (lm)! diagnostics 147 839 models in R! model formulae 147 840 rounding 147 841 datasets (in DAAG, except as noted)! roller 148 842 examples, analyses and analysis issues! iron slag measurements 148 843 fitted values 148 844 inference! multiple comparisons 148 845 lattice (lattice plots)! layout 148 846 models in R! model formulae 148 847 plots! normal probability 148 848 datasets (in DAAG, except as noted)! ironslag 149 849 examples, analyses and analysis issues! iron slag measurements 149 850 fitted values 149 851 models in R! model formulae 149 852 smoother! lowess 149 853 datasets (in DAAG, except as noted)! roller 150 854 examples, analyses and analysis issues! iron slag measurements 150 855 fitted values 150 856 models in R! model formulae 150 857 variance! heterogeneity 150 858 datasets (in DAAG, except as noted)! softbacks 151 859 degrees of freedom 151 860 linear model (lm)! diagnostics 151 861 linear model (lm)! influence 151 862 models in R! model formulae 151 863 standard error 151 864 datasets (in DAAG, except as noted)! softbacks 152 865 linear model (lm)! Cook's distance 152 866 linear model (lm)! diagnostics 152 867 linear model (lm)! influence 152 868 models in R! model formulae 152 869 confidence interval 153 870 confidence interval! predicted values 153 871 graphs! good practice 153 872 inference! confidence intervals 153 873 linear model (lm)! diagnostics 153 874 linear model (lm)! influence 153 875 linear model (lm)! leverage 153 876 models in R! model formulae 153 877 packages! lqs 153 878 parameters 153 879 regression! outliers 153 880 regression! resistant 153 881 regression! robust 153 882 standard error 153 883 standard deviation! regression coefficient 153 884 confidence interval 154 885 confidence interval! predicted values 154 886 datasets (in DAAG, except as noted)! roller 154 887 fitted values 154 888 inference! confidence intervals 154 889 models in R! model formulae 154 890 standard error 154 891 standard deviation! predicted values 154 892 standard deviation! regression coefficient 154 893 fitted values 155 894 linear model (lm)! design 155 895 models in R! model formulae 155 896 standard deviation! predicted values 155 897 designed experiments 156 898 fitted values 156 899 linear model (lm)! design 156 900 models in R! model formulae 156 901 standard error 156 902 standard deviation! predicted values 156 903 density! estimate and/or plot 157 904 distribution! density 157 905 models in R! model formulae 157 906 plots! axes 157 907 simulation 157 908 analysis, issues! random sampling assumptions 158 909 cross-validation 158 910 models in R! model formulae 158 911 parameters 158 912 predictive accuracy 158 913 random sample 158 914 cross-validation 159 915 datasets (in DAAG, except as noted)! houseprices 159 916 examples, analyses and analysis issues! house prices 159 917 models in R! model formulae 159 918 examples, analyses and analysis issues! house prices 160 919 models in R! model formulae 160 920 bootstrap 161 921 cross-validation 161 922 datasets (in DAAG, except as noted)! houseprices 161 923 examples, analyses and analysis issues! house prices 161 924 models in R! model formulae 161 925 random numbers 161 926 standard deviation 161 927 bootstrap 162 928 confidence interval 162 929 datasets (in DAAG, except as noted)! houseprices 162 930 examples, analyses and analysis issues! house prices 162 931 models in R! model formulae 162 932 packages! boot 162 933 random numbers! seed 162 934 standard error 162 935 analysis, issues! random sampling assumptions 163 936 bootstrap 163 937 cross-validation 163 938 datasets (in DAAG, except as noted)! houseprices 163 939 examples, analyses and analysis issues! house prices 163 940 models in R! model formulae 163 941 packages! boot 163 942 data mining 164 943 distribution! skew 164 944 examples, analyses and analysis issues! house prices 164 945 generalized linear model! family 164 946 models in R! model formulae 164 947 predictive accuracy 164 948 time series 164 949 transformations! logarithmic 164 950 transformations! power 164 951 models in R! model formulae 165 952 tests! Box 165 953 datasets (in DAAG, except as noted)! cfseal 166 954 examples, analyses and analysis issues! seal growth (cross-sectional data) 166 955 models in R! model formulae 166 956 standard error 166 957 examples, analyses and analysis issues! seal growth (cross-sectional data) 167 958 models in R! model formulae 167 959 standard error 167 960 datasets (in DAAG, except as noted)! roller 168 961 linear model (lm)! model matrix 168 962 models in R! model formulae 168 963 regression! polynomial 168 964 datasets (in DAAG, except as noted)! roller 169 965 linear model (lm)! model matrix 169 966 models in R! model formulae 169 967 data frames 170 968 datasets (in DAAG, except as noted)! cars ({\itshape datasets}) 170 969 datasets (in DAAG, except as noted)! elastic1 170 970 datasets (in DAAG, except as noted)! elastic2 170 971 datasets (in DAAG, except as noted)! elasticband 170 972 datasets (in DAAG, except as noted)! oddbooks 170 973 examples, analyses and analysis issues! elastic bands, distancs vs stretch 170 974 models in R! model formulae 170 975 regression! polynomial 170 976 regression! robust 170 977 transformations! logarithmic 170 978 datasets (in DAAG, except as noted)! elastic1 171 979 datasets (in DAAG, except as noted)! elastic2 171 980 datasets (in DAAG, except as noted)! ironslag 171 981 datasets (in DAAG, except as noted)! nsw74demo 171 982 density! estimate and/or plot 171 983 distribution! density 171 984 examples, analyses and analysis issues! elastic bands, distancs vs stretch 171 985 models in R! model formulae 171 986 parameters 171 987 smoother! lowess 171 988 standard error 171 989 datasets (in DAAG, except as noted)! elastic1 172 990 datasets (in DAAG, except as noted)! elastic2 172 991 datasets (in DAAG, except as noted)! leafshape, leafshape17 172 992 datasets (in DAAG, except as noted)! softbacks 172 993 examples, analyses and analysis issues! elastic bands, distancs vs stretch 172 994 examples, analyses and analysis issues! plant architecture \& leafshape 172 995 models in R! model formulae 172 996 datasets (in DAAG, except as noted)! allbacks 173 997 datasets (in DAAG, except as noted)! softbacks 173 998 examples, analyses and analysis issues! books! weight vs book dimensions, hardbacks vs softbacks 173 999 models in R! model formulae 173 1000 datasets (in DAAG, except as noted)! softbacks 174 1001 examples, analyses and analysis issues! books! weight vs book dimensions, hardbacks vs softbacks 174 1002 models in R! model formulae 174 1003 parameters 174 1004 standard deviation 174 1005 standard error 174 1006 analysis of variance! decomposition (anova) 175 1007 confidence interval 175 1008 datasets (in DAAG, except as noted)! allbacks 175 1009 examples, analyses and analysis issues! books! weight vs book dimensions, hardbacks vs softbacks 175 1010 linear model (lm)! model matrix 175 1011 models in R! model formulae 175 1012 datasets (in DAAG, except as noted)! allbacks 176 1013 examples, analyses and analysis issues! books! weight vs book dimensions, hardbacks vs softbacks 176 1014 linear model (lm)! diagnostics 176 1015 models in R! model formulae 176 1016 standard error 176 1017 datasets (in DAAG, except as noted)! allbacks 177 1018 examples, analyses and analysis issues! books! weight vs book dimensions, hardbacks vs softbacks 177 1019 linear model (lm)! Cook's distance 177 1020 linear model (lm)! diagnostics 177 1021 linear model (lm)! influence 177 1022 models in R! model formulae 177 1023 standard error 177 1024 datasets (in DAAG, except as noted)! litters 178 1025 examples, analyses and analysis issues! brain vs body weight \& litter size in mice 178 1026 linear model (lm)! diagnostics 178 1027 models in R! model formulae 178 1028 datasets (in DAAG, except as noted)! litters 179 1029 examples, analyses and analysis issues! brain vs body weight \& litter size in mice 179 1030 models in R! model formulae 179 1031 plots! axes 179 1032 examples, analyses and analysis issues! brain vs body weight \& litter size in mice 180 1033 linear model (lm)! terms 180 1034 models in R! model formulae 180 1035 examples, analyses and analysis issues! brain vs body weight \& litter size in mice 181 1036 linear model (lm)! term plots 181 1037 linear model (lm)! terms 181 1038 models in R! model formulae 181 1039 time series! partial autocorrelation function 181 1040 datasets (in DAAG, except as noted)! litters 182 1041 examples, analyses and analysis issues! brain vs body weight \& litter size in mice 182 1042 linear model (lm)! term plots 182 1043 linear model (lm)! terms 182 1044 models in R! model formulae 182 1045 time series! partial autocorrelation function 182 1046 datasets (in DAAG, except as noted)! litters 183 1047 hat matrix 183 1048 linear model (lm)! Cook's distance 183 1049 linear model (lm)! influence 183 1050 linear model (lm)! leverage 183 1051 linear model (lm)! model matrix 183 1052 models in R! model formulae 183 1053 packages! lqs 183 1054 regression! outliers 183 1055 regression! resistant 183 1056 regression! robust 183 1057 datasets (in DAAG, except as noted)! allbacks 184 1058 datasets (in DAAG, except as noted)! litters 184 1059 linear model (lm)! influence 184 1060 linear model (lm)! leverage 184 1061 models in R! model formulae 184 1062 principal components analysis (PCA)! scores! in regression 184 1063 regression! resistant 184 1064 standard error 184 1065 datasets (in DAAG, except as noted)! allbacks 185 1066 linear model (lm)! influence 185 1067 linear model (lm)! leverage 185 1068 models in R! model formulae 185 1069 packages! car 185 1070 parameters 185 1071 regression! outliers 185 1072 regression! resistant 185 1073 regression! robust 185 1074 distribution! skew 186 1075 linear model (lm)! influence 186 1076 linear model (lm)! strategy for model fitting 186 1077 models in R! model formulae 186 1078 predictive accuracy 186 1079 regression! outliers 186 1080 datasets (in DAAG, except as noted)! hills 187 1081 examples, analyses and analysis issues! hill race record times 187 1082 linear model (lm)! Cook's distance 187 1083 linear model (lm)! influence 187 1084 linear model (lm)! strategy for model fitting 187 1085 linear model (lm)! variable selection 187 1086 models in R! model formulae 187 1087 packages! dr 187 1088 datasets (in DAAG, except as noted)! hills 188 1089 examples, analyses and analysis issues! hill race record times 188 1090 lattice (lattice plots)! character and point size 188 1091 linear model (lm)! strategy for model fitting 188 1092 models in R! model formulae 188 1093 regression! outliers 188 1094 transformations! logarithmic 188 1095 datasets (in DAAG, except as noted)! hills 189 1096 examples, analyses and analysis issues! hill race record times 189 1097 linear model (lm)! strategy for model fitting 189 1098 models in R! model formulae 189 1099 regression! outliers 189 1100 transformations! logarithmic 189 1101 datasets (in DAAG, except as noted)! hills 190 1102 examples, analyses and analysis issues! hill race record times 190 1103 linear model (lm)! strategy for model fitting 190 1104 models in R! model formulae 190 1105 packages! lqs 190 1106 regression! outliers 190 1107 regression! resistant 190 1108 Akaike information criterion (AIC) 191 1109 datasets (in DAAG, except as noted)! hills 191 1110 examples, analyses and analysis issues! hill race record times 191 1111 linear model (lm)! strategy for model fitting 191 1112 models in R! model formulae 191 1113 Akaike information criterion (AIC) 192 1114 datasets (in DAAG, except as noted)! hills 192 1115 examples, analyses and analysis issues! hill race record times 192 1116 linear model (lm)! strategy for model fitting 192 1117 models in R! model formulae 192 1118 standard error 192 1119 standard deviation! regression coefficient 192 1120 linear model (lm)! strategy for model fitting 193 1121 models in R! model formulae 193 1122 predictive accuracy 193 1123 random sample 193 1124 Akaike information criterion (AIC) 194 1125 Bayesian Information Criterion (BIC) 194 1126 cross-validation 194 1127 inference! Bayesian 194 1128 inference! confidence intervals 194 1129 models in R! model formulae 194 1130 analysis, issues! random sampling assumptions 195 1131 cross-validation 195 1132 datasets (in DAAG, except as noted)! hills 195 1133 examples, analyses and analysis issues! hill race record times 195 1134 models in R! model formulae 195 1135 predictive accuracy 195 1136 analysis, issues! random sampling assumptions 196 1137 bootstrap 196 1138 cross-validation 196 1139 datasets (in DAAG, except as noted)! hills 196 1140 datasets (in DAAG, except as noted)! hills2000 196 1141 examples, analyses and analysis issues! books! weight vs book dimensions, biased sample of books 196 1142 examples, analyses and analysis issues! hill race record times 196 1143 models in R! model formulae 196 1144 predictive accuracy 196 1145 variance! heterogeneity 196 1146 examples, analyses and analysis issues! books! weight vs book dimensions, biased sample of books 197 1147 models in R! model formulae 197 1148 transformations! logarithmic 197 1149 density! estimate and/or plot 198 1150 distribution! density 198 1151 examples, analyses and analysis issues! books! weight vs book dimensions, biased sample of books 198 1152 models in R! model formulae 198 1153 density! estimate and/or plot 199 1154 distribution! density 199 1155 examples, analyses and analysis issues! books! weight vs book dimensions, biased sample of books 199 1156 models in R! model formulae 199 1157 transformations! logarithmic 199 1158 data analysis! strategies 200 1159 linear model (lm)! terms 200 1160 linear model (lm)! variable selection 200 1161 models in R! model formulae 200 1162 principal components analysis (PCA) 200 1163 models in R! model formulae 201 1164 packages! leaps 201 1165 simulation 201 1166 standard error 201 1167 cross-validation 202 1168 linear model (lm)! variable selection 202 1169 models in R! model formulae 202 1170 packages! lars 202 1171 datasets (in DAAG, except as noted)! carprice 203 1172 datasets (in DAAG, except as noted)! cars ({\itshape datasets}) 203 1173 datasets (in DAAG, except as noted)! Cars93 ({\itshape MASS}) 203 1174 examples, analyses and analysis issues! cars! car prices (contrived variables) 203 1175 models in R! model formulae 203 1176 datasets (in DAAG, except as noted)! carprice 204 1177 examples, analyses and analysis issues! cars! car prices (contrived variables) 204 1178 models in R! model formulae 204 1179 nonsense 204 1180 standard deviation 204 1181 datasets (in DAAG, except as noted)! carprice 205 1182 examples, analyses and analysis issues! cars! car prices (contrived variables) 205 1183 linear model (lm)! multicollinearity 205 1184 models in R! model formulae 205 1185 nonsense 205 1186 standard deviation 205 1187 standard error 205 1188 datasets (in DAAG, except as noted)! carprice 206 1189 examples, analyses and analysis issues! cars! car prices (contrived variables) 206 1190 linear model (lm)! model matrix 206 1191 linear model (lm)! multicollinearity 206 1192 linear model (lm)! variance inflation factor (VIF) 206 1193 models in R! model formulae 206 1194 standard error 206 1195 Food Frequency Questionnaire (FFQ) 207 1196 linear model (lm)! multicollinearity 207 1197 models in R! model formulae 207 1198 datasets (in DAAG, except as noted)! women ({\itshape datasets}) 208 1199 Food Frequency Questionnaire (FFQ) 208 1200 models in R! model formulae 208 1201 simulation 208 1202 standard deviation 208 1203 Food Frequency Questionnaire (FFQ) 209 1204 models in R! model formulae 209 1205 standard error 209 1206 datasets (in DAAG, except as noted)! hills 210 1207 models in R! model formulae 210 1208 models in R! model formulae 211 1209 examples, analyses and analysis issues! hill race record times 212 1210 models in R! model formulae 212 1211 packages! stats 212 1212 transformations! logarithmic 212 1213 variance! heterogeneity 212 1214 datasets (in DAAG, except as noted)! hills 213 1215 examples, analyses and analysis issues! hill race record times 213 1216 models in R! model formulae 213 1217 standard error 213 1218 analysis, issues! random sampling assumptions 214 1219 examples, analyses and analysis issues! hill race record times 214 1220 linear model (lm)! Cook's distance 214 1221 linear model (lm)! variable selection 214 1222 models in R! model formulae 214 1223 regression! outliers 214 1224 models in R! model formulae 215 1225 packages! stats 215 1226 datasets (in DAAG, except as noted)! allbacks 216 1227 datasets (in DAAG, except as noted)! cities 216 1228 datasets (in DAAG, except as noted)! hills 216 1229 datasets (in DAAG, except as noted)! hills2000 216 1230 datasets (in DAAG, except as noted)! women ({\itshape datasets}) 216 1231 examples, analyses and analysis issues! hill race record times 216 1232 examples, analyses and analysis issues! population growth! Canadian cities 216 1233 linear model (lm)! variance inflation factor (VIF) 216 1234 models in R! model formulae 216 1235 packages! lqs 216 1236 bootstrap 217 1237 cross-validation 217 1238 data frames 217 1239 datasets (in DAAG, except as noted)! hills 217 1240 datasets (in DAAG, except as noted)! hills2000 217 1241 datasets (in DAAG, except as noted)! litters 217 1242 examples, analyses and analysis issues! hill race record times 217 1243 inference! confidence intervals 217 1244 linear model (lm) 217 1245 models in R! model formulae 217 1246 nonlinear model (nls: nls) 217 1247 regression! outliers 217 1248 models in R! model formulae 218 1249 contrasts, factor 219 1250 linear model (lm)! model formulae 219 1251 linear model (lm)! model matrix 219 1252 linear model (lm)! terms 219 1253 model formulae 219 1254 models in R! model formulae 219 1255 nonlinear model (nls: nls) 219 1256 contrasts, factor 220 1257 datasets (in DAAG, except as noted)! sugar 220 1258 examples, analyses and analysis issues! sugar weight, wild type vs GM plants 220 1259 factor 220 1260 linear model (lm)! model matrix 220 1261 contrasts, factor 221 1262 datasets (in DAAG, except as noted)! sugar 221 1263 examples, analyses and analysis issues! sugar weight, wild type vs GM plants 221 1264 factor 221 1265 linear model (lm)! model matrix 221 1266 contrasts, factor 222 1267 datasets (in DAAG, except as noted)! sugar 222 1268 examples, analyses and analysis issues! sugar weight, wild type vs GM plants 222 1269 factor 222 1270 inference! multiple comparisons 222 1271 standard error 222 1272 contrasts, factor 223 1273 datasets (in DAAG, except as noted)! sugar 223 1274 examples, analyses and analysis issues! sugar weight, wild type vs GM plants 223 1275 factor 223 1276 linear model (lm)! model matrix 223 1277 parameters 223 1278 standard error 223 1279 contrasts, factor 224 1280 datasets (in DAAG, except as noted)! appletaste 224 1281 datasets (in DAAG, except as noted)! rice 224 1282 examples, analyses and analysis issues! apple tasting 224 1283 examples, analyses and analysis issues! rice varieties \& treatments, weight data 224 1284 examples, analyses and analysis issues! sugar weight, wild type vs GM plants 224 1285 factor 224 1286 rounding 224 1287 datasets (in DAAG, except as noted)! rice 225 1288 examples, analyses and analysis issues! apple tasting 225 1289 examples, analyses and analysis issues! rice varieties \& treatments, weight data 225 1290 standard error 225 1291 designed experiments 226 1292 examples, analyses and analysis issues! apple tasting 226 1293 linear model (lm)! term plots 226 1294 linear model (lm)! terms 226 1295 time series! partial autocorrelation function 226 1296 datasets (in DAAG, except as noted)! leaftemp 227 1297 examples, analyses and analysis issues! CO$_2$ level and leaf temperature 227 1298 datasets (in DAAG, except as noted)! leaftemp 228 1299 examples, analyses and analysis issues! CO$_2$ level and leaf temperature 228 1300 datasets (in DAAG, except as noted)! leaftemp 229 1301 examples, analyses and analysis issues! CO$_2$ level and leaf temperature 229 1302 linear model (lm)! terms 229 1303 standard error 229 1304 examples, analyses and analysis issues! CO$_2$ level and leaf temperature 230 1305 datasets (in DAAG, except as noted)! seedrates 231 1306 examples, analyses and analysis issues! barley, grains per head vs planting density 231 1307 examples, analyses and analysis issues! CO$_2$ level and leaf temperature 231 1308 regression! polynomial 231 1309 datasets (in DAAG, except as noted)! seedrates 232 1310 examples, analyses and analysis issues! barley, grains per head vs planting density 232 1311 standard error 232 1312 datasets (in DAAG, except as noted)! seedrates 233 1313 linear model (lm)! terms 233 1314 regression! polynomial 233 1315 regression! spline 233 1316 linear model (lm) 234 1317 linear model (lm)! model matrix 234 1318 linear model (lm)! terms 234 1319 regression! polynomial 234 1320 datasets (in DAAG, except as noted)! fruitohms 235 1321 examples, analyses and analysis issues! electrical resistance of kiwifruit 235 1322 linear model (lm)! model matrix 235 1323 regression! polynomial 235 1324 regression! spline 235 1325 splines 235 1326 splines! knots 235 1327 datasets (in DAAG, except as noted)! fruitohms 236 1328 examples, analyses and analysis issues! electrical resistance of kiwifruit 236 1329 inference! confidence intervals 236 1330 regression! outliers 236 1331 regression! polynomial 236 1332 regression! spline 236 1333 splines 236 1334 splines! knots 236 1335 standard error 236 1336 linear model (lm) 238 1337 linear model (lm)! model matrix 238 1338 regression! spline 238 1339 splines 238 1340 datasets (in DAAG, except as noted)! fruitohms 239 1341 examples, analyses and analysis issues! electrical resistance of kiwifruit 239 1342 generalized linear model! family 239 1343 linear model (lm)! terms 239 1344 packages! gam 239 1345 packages! survival 239 1346 regression! generalized additive models 239 1347 regression! resistant 239 1348 regression! spline 239 1349 smoother! lowess 239 1350 splines 239 1351 splines! knots 239 1352 datasets (in DAAG, except as noted)! fruitohms 240 1353 examples, analyses and analysis issues! electrical resistance of kiwifruit 240 1354 packages! KernSmooth 240 1355 packages! monoProc 240 1356 regression! outliers 240 1357 regression! spline 240 1358 smoother! lowess 240 1359 splines 240 1360 datasets (in DAAG, except as noted)! dewpoint 241 1361 examples, analyses and analysis issues! dewpoint vs minimum \& maximum temperatures 241 1362 linear model (lm)! terms 241 1363 regression! spline 241 1364 splines 241 1365 splines! knots 241 1366 examples, analyses and analysis issues! dewpoint vs minimum \& maximum temperatures 242 1367 datasets (in DAAG, except as noted)! dewpoint 243 1368 examples, analyses and analysis issues! dewpoint vs minimum \& maximum temperatures 243 1369 lattice (lattice plots)! layout 243 1370 linear model (lm)! terms 243 1371 packages! locfit 243 1372 packages! mgcv 243 1373 regression! generalized additive models 243 1374 regression! spline 243 1375 splines 243 1376 data frames 244 1377 datasets (in DAAG, except as noted)! cars ({\itshape datasets}) 244 1378 datasets (in DAAG, except as noted)! cuckoos 244 1379 datasets (in DAAG, except as noted)! elastic1 244 1380 datasets (in DAAG, except as noted)! elastic2 244 1381 datasets (in DAAG, except as noted)! geophones 244 1382 datasets (in DAAG, except as noted)! roller 244 1383 datasets (in DAAG, except as noted)! sugar 244 1384 datasets (in DAAG, except as noted)! toycars 244 1385 examples, analyses and analysis issues! elastic bands, distancs vs stretch 244 1386 examples, analyses and analysis issues! geophones, thickness vs distance 244 1387 regression! polynomial 244 1388 regression! robust 244 1389 datasets (in DAAG, except as noted)! geophones 245 1390 datasets (in DAAG, except as noted)! ozone 245 1391 datasets (in DAAG, except as noted)! seedrates 245 1392 datasets (in DAAG, except as noted)! wages1833 245 1393 examples, analyses and analysis issues! Antarctic ozone measurements 245 1394 examples, analyses and analysis issues! geophones, thickness vs distance 245 1395 examples, analyses and analysis issues! wages (1833) in the UK cotton industry 245 1396 linear model (lm)! model matrix 245 1397 linear model (lm)! terms 245 1398 missing values 245 1399 packages! mgcv 245 1400 regression! outliers 245 1401 regression! polynomial 245