matrix_container-class: an S4 class containing the training and classification...
In RTextTools: Automatic Text Classification via Supervised Learning
Description
Objects from the Class
Slots
Author(s)
Examples
Description
An S4 class containing all information necessary to train, classify, and generate analytics for a dataset.
Objects from the Class
Objects could in principle be created by calls of the
form new("matrix_container", ...).
The preferred form is to have them created via a call to
create_container.
Slots
training_matrixObject of class "matrix.csr":
stores the training set of the DocumentTermMatrix created by create_matrix
training_codesObject of class "factor":
stores the training labels for each document in the training_matrix slot of matrix_container-class
classification_matrixObject of class "matrix.csr":
stores the classification set of the DocumentTermMatrix created by create_matrix
testing_codesObject of class "factor":
if virgin=FALSE, stores the labels for each document in classification_matrix
column_namesObject of class "vector":
stores the column names of the DocumentTermMatrix created by create_matrix
virginObject of class "logical":
boolean specifying whether the classification set is virgin data (TRUE) or not (FALSE).
Author(s)
Timothy P. Jurka
Examples
1
2
3
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5
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7
8
9
10
11
12
13
14
library(RTextTools)
data(NYTimes)
data <- NYTimes[sample(1:3100,size=100,replace=FALSE),]
matrix <- create_matrix(cbind(data["Title"],data["Subject"]), language="english",
removeNumbers=TRUE, stemWords=FALSE, weighting=tm::weightTfIdf)
container <- create_container(matrix,data$Topic.Code,trainSize=1:75, testSize=76:100,
virgin=FALSE)
container@training_matrix
container@training_codes
container@classification_matrix
container@testing_codes
container@column_names
container@virgin
Example output
Loading required package: SparseM
Attaching package: 'SparseM'
The following object is masked from 'package:base':
backsolve
An object of class "matrix.csr"
Slot "ra":
[1] 1.4764125 0.7382062 0.7382062 0.5620993 1.1241986 0.7382062 0.7382062
[8] 0.4745612 0.4745612 0.4745612 0.4745612 0.4745612 0.4745612 0.3613495
[15] 0.4745612 0.2184924 0.4745612 0.4745612 0.4745612 0.4745612 0.4745612
[22] 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410
[29] 0.4152410 0.3527410 0.3161809 0.4152410 0.4152410 0.4152410 0.4152410
[36] 0.7054820 0.8304820 0.7054820 0.8304820 0.8304820 0.7054820 0.8304820
[43] 0.8304820 0.7054820 1.4764125 0.7382062 0.7382062 0.7382062 0.7382062
[50] 0.7382062 0.6270951 0.6270951 0.9491223 0.9491223 0.8062652 0.9491223
[57] 0.9491223 0.9491223 0.8062652 0.4745612 0.4745612 0.4031326 0.4031326
[64] 0.3613495 0.4745612 0.4745612 0.4745612 0.4031326 0.4031326 0.4031326
[71] 0.4745612 0.4745612 0.4031326 0.6270951 0.7382062 0.8525558 0.7382062
[78] 0.6270951 0.6270951 0.7382062 0.7382062 0.6323617 0.8304820 0.7054820
[85] 0.6323617 1.6609640 0.8304820 0.8304820 1.1073094 0.7203213 1.1073094
[92] 1.1073094 0.7739760 0.8431489 0.6643856 0.6643856 0.4058894 0.6643856
[99] 1.0117787 0.6643856 0.6643856 0.5643856 0.6643856 0.8304820 0.8304820
[106] 0.5804820 0.7054820 0.8304820 0.8304820 1.6609640 0.4745612 0.4745612
[113] 0.7226991 0.4031326 0.3613495 0.9491223 0.2184924 0.4031326 0.9491223
[120] 0.4745612 0.2740358 0.5110659 1.0221317 0.6649120 1.5331976 0.4341428
[127] 0.5110659 0.5110659 0.5110659 0.5110659 0.4429237 0.3095904 0.4429237
[134] 0.4429237 0.4429237 0.3762571 0.4429237 0.4078525 0.4429237 0.4429237
[141] 0.3762571 0.4429237 0.2557668 0.4429237 0.4152410 0.4152410 0.4152410
[148] 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410
[155] 0.4152410 0.4152410 0.3527410 0.4152410 0.3161809 0.4152410 0.6039869
[162] 0.5130778 0.6039869 0.3689903 0.6039869 0.6039869 0.6039869 0.6039869
[169] 0.6039869 0.6039869 0.6039869 0.5536547 0.5536547 0.5536547 0.5536547
[176] 0.5536547 0.5536547 0.5536547 0.5536547 0.4703213 0.5536547 0.5536547
[183] 0.4703213 0.5058894 0.5058894 0.5643856 0.5643856 0.5643856 1.1287712
[190] 1.3287712 0.6643856 2.2575425 1.5346005 1.1287712 1.3287712 1.3287712
[197] 1.3287712 1.1287712 1.3287712 0.5402410 0.7054820 1.6609640 0.7054820
[204] 0.8304820 0.5804820 0.6323617 3.3219281 3.3219281 0.4341428 0.6649120
[211] 0.5110659 1.0221317 0.2352995 1.0221317 0.5110659 0.5110659 0.5110659
[218] 0.2951155 0.6643856 0.6643856 0.6643856 0.6643856 1.3287712 0.6643856
[225] 0.6643856 1.3287712 0.5536547 0.4703213 1.1073094 0.4703213 1.1073094
[232] 0.5536547 1.1073094 0.5536547 0.5536547 0.7382062 0.7382062 0.7382062
[239] 1.2541903 1.1241986 0.7382062 0.7382062 1.1073094 1.1073094 0.5536547
[246] 0.9406427 0.4703213 0.9406427 0.5536547 0.5536547 1.4109640 1.2647234
[253] 1.4109640 1.6609640 0.6270951 0.3691031 0.3691031 0.3691031 0.3691031
[260] 0.3691031 0.3691031 0.7382062 0.3691031 0.7382062 0.3691031 0.3691031
[267] 0.3691031 0.3691031 0.3691031 0.5643856 1.3287712 0.5643856 0.6643856
[274] 0.6643856 0.6643856 0.6643856 0.5643856 0.5643856 0.6039869 0.5130778
[281] 0.4598994 0.6039869 0.2780812 1.2079739 0.6039869 0.5130778 1.2079739
[288] 3.3219281 1.6609640 1.6609640 0.9491223 0.6174183 0.9491223 0.9491223
[295] 1.8982446 0.9491223 0.8304820 0.8304820 0.8304820 0.8304820 0.8304820
[302] 1.2647234 0.8304820 1.3287712 1.3287712 0.6643856 0.6643856 0.6643856
[309] 0.6643856 0.6643856 0.6643856 1.1073094 0.9406427 1.1073094 0.9406427
[316] 2.2146187 1.6609640 1.6609640 1.6609640 1.6609640 0.4703213 0.3197084
[323] 0.5536547 0.5536547 0.4703213 0.4703213 0.5536547 0.4703213 0.4215745
[330] 0.4215745 0.5536547 0.5536547 0.9491223 0.9491223 0.6634080 0.9491223
[337] 0.4369848 0.8062652 0.5480716 0.9491223 0.8062652 0.5798420 0.8062652
[344] 0.8062652 0.8062652 0.9491223 0.8682856 0.8682856 1.0221317 0.5110659
[351] 0.5110659 1.0221317 0.5110659 0.3891457 0.3891457 1.6609640 0.8304820
[358] 0.8304820 1.4109640 0.8304820 0.8304820 0.5804820 0.8304820 0.8304820
[365] 0.8304820 0.7054820 0.8304820 0.8304820 0.8304820 0.9197989 0.6039869
[372] 0.2780812 0.6039869 0.6039869 1.0261557 0.5130778 0.5130778 0.3487728
[379] 0.6039869 0.9197989 0.6039869 0.5130778 0.4598994 0.6039869 0.6039869
[386] 0.6039869 0.6039869 0.6039869 0.6039869 0.4598994 0.6039869 0.5130778
[393] 0.4598994 0.6039869 0.5130778 0.6039869 0.6039869 0.6039869 0.5130778
[400] 0.8304820 0.8304820 0.8304820 0.8304820 0.8304820 0.8304820 0.8304820
[407] 0.8304820 0.7382062 0.7382062 0.6270951 1.1241986 1.4764125 0.7382062
[414] 0.7382062 0.8304820 0.8304820 0.8304820 0.7054820 1.2647234 1.4109640
[421] 1.1073094 0.4703213 0.5536547 1.1073094 0.3869880 0.4703213 0.9406427
[428] 0.4703213 0.5536547 1.6609640 0.4795627 0.8304820 0.8304820 0.8304820
[435] 1.6609640 0.8304820 0.4795627 0.8304820 0.6323617 0.8304820 1.6609640
[442] 0.7054820 0.2740358 0.4745612 0.4031326 0.9491223 0.7226991 0.3317040
[449] 0.3317040 0.9491223 0.9491223 0.4745612 0.9491223 0.4745612 0.2899210
[456] 0.4745612 1.0840486 0.4745612 0.4745612 0.4031326 0.9491223 0.4745612
[463] 1.6609640 1.4109640 1.6609640 1.6609640 1.1073094 1.1073094 0.9406427
[470] 0.4703213 0.9406427 0.5536547 0.5536547 0.5536547 1.6609640 1.4109640
[477] 1.6609640 1.4109640 0.3163741 0.5375101 0.2687551 0.3163741 0.3163741
[484] 0.6634080 0.2687551 0.5375101 0.9491223 0.2687551 0.3163741 0.3163741
[491] 0.2687551 0.3163741 0.3163741 0.3836501 0.6643856 0.6643856 0.5643856
[498] 0.6643856 0.5643856 0.3058894 0.6643856 0.6643856 0.6643856 0.8304820
[505] 1.6609640 0.8304820 0.3823617 1.6609640 0.8304820 0.5536547 0.5536547
[512] 1.1073094 0.4703213 0.5536547 0.9406427 0.9406427 0.4703213 0.5536547
[519] 0.5536547 0.3601607 1.1073094 0.3601607 0.5536547 0.5536547 0.4703213
[526] 0.3197084 0.5536547 0.5536547 0.5536547 1.3287712 1.3287712 0.6643856
[533] 0.5643856 0.5643856 0.6643856 1.3287712 0.9406427 1.1073094 1.1073094
[540] 2.2146187 1.1073094 0.5536547 0.5536547 0.4703213 0.5536547 0.5536547
[547] 0.4703213 0.5536547 0.5536547 0.5536547 0.5536547 0.4703213 0.5536547
[554] 0.3572197 0.5110659 0.5110659 0.5110659 0.5110659 0.3891457 0.5110659
[561] 0.5110659 0.5110659 0.5110659 0.5110659 0.5110659 0.4341428 0.6191808
[568] 0.4429237 0.2557668 0.3762571 0.4429237 0.7525142 0.3095904 0.3095904
[575] 0.4429237 0.4429237 0.3762571 0.4429237 0.3762571 0.9491223 1.8982446
[582] 1.8982446 0.9491223 0.9491223 0.7054820 0.5402410 1.6609640 0.8304820
[589] 0.8304820 0.3823617 0.8304820 0.7144394 0.4341428 0.5110659 0.5110659
[596] 0.5110659 0.5110659 0.4341428 0.5110659 0.7782913 0.5110659 0.5110659
[603] 0.8304820 0.8304820 1.6609640 0.8304820 1.6609640 0.8304820 1.1073094
[610] 0.5536547 1.1073094 0.5536547 0.5536547 0.5536547 0.5536547 0.5536547
[617] 0.4215745 0.5536547 0.5536547 0.4703213 0.2549078 0.5536547 1.1073094
[624] 0.5536547 0.4215745 0.5536547 0.5536547 0.5536547 0.3197084 1.8982446
[631] 0.9491223 0.9491223 0.7226991 0.9491223 0.9491223
Slot "ja":
[1] 298 306 307 502 557 607 649 152 228 231 277 281 303 312 337 411 473 499
[19] 518 690 691 50 86 142 165 266 300 304 321 334 373 399 453 462 571 685
[37] 133 226 245 325 358 407 434 560 78 236 247 248 370 371 419 552 95 183
[55] 270 323 346 395 419 107 155 232 256 282 320 361 418 506 512 567 631 655
[73] 681 19 58 189 398 412 542 543 671 140 193 291 322 500 535 675 22 76
[91] 259 429 481 502 32 103 141 255 312 437 527 570 590 49 89 392 430 431
[109] 505 628 44 74 83 175 274 366 411 510 618 636 687 4 60 76 177 469
[127] 496 574 622 638 36 101 119 215 223 224 352 411 470 471 596 626 687 688
[145] 28 29 37 208 213 220 276 287 295 369 457 541 549 550 592 659 6 11
[163] 26 141 179 204 421 515 520 545 620 30 31 96 97 363 488 526 546 549
[181] 572 579 585 137 140 194 196 224 229 305 578 98 105 256 80 504 525 625
[199] 672 76 123 250 290 463 481 536 93 664 16 56 218 350 411 444 584 663
[217] 686 687 14 143 227 261 415 458 576 603 18 138 171 299 318 329 379 611
[235] 633 263 389 390 483 557 580 637 13 61 120 151 164 232 494 539 79 274
[253] 378 489 8 66 139 235 237 238 241 258 284 357 404 405 406 474 662 54
[271] 65 79 198 362 433 522 566 643 27 190 234 339 411 447 461 565 575 12
[289] 587 653 48 56 110 268 601 648 64 69 70 439 484 592 646 45 108 200
[307] 367 387 442 501 551 115 151 252 380 624 111 476 582 594 19 105 125 158
[325] 162 343 348 412 480 554 606 627 59 62 101 374 411 482 687 35 42 141
[343] 328 372 378 568 11 75 127 173 356 449 556 557 592 68 166 180 459 533
[361] 581 101 264 317 509 542 544 630 651 140 342 411 422 467 506 566 685 687
[379] 85 137 214 229 234 244 273 309 497 650 82 137 150 168 322 333 334 340
[397] 401 591 597 118 280 289 332 456 586 654 665 40 100 196 314 426 493 553
[415] 160 169 211 285 326 610 217 243 360 385 392 514 565 567 680 84 105 126
[433] 278 446 677 172 189 209 314 315 443 678 105 113 161 272 282 392 403 445
[451] 486 503 41 57 141 294 326 354 438 570 583 683 90 260 589 614 24 33
[469] 43 270 286 523 524 531 257 596 605 625 1 8 9 17 39 72 144 420
[487] 495 514 598 599 610 644 670 105 129 132 138 147 402 411 475 490 562 25
[505] 249 316 411 492 555 310 311 365 376 409 420 427 459 487 23 56 63 76
[523] 87 117 161 189 239 265 577 34 53 104 290 380 381 423 168 185 368 417
[541] 559 88 94 135 205 301 302 388 397 472 530 666 682 101 197 210 221 230
[559] 312 313 413 425 588 647 658 669 72 176 189 226 246 267 403 481 529 569
[577] 585 609 643 71 167 181 240 498 9 56 124 188 331 411 508 72 75 91
[595] 102 116 297 402 428 480 616 619 212 391 416 440 537 629 2 10 73 92
[613] 130 199 253 511 554 561 279 285 411 424 435 513 536 564 613 679 687 269
[631] 344 345 373 466 563
Slot "ia":
[1] 1 8 22 37 45 53 60 74 82 89 95 104 111 122 131 145 161 172 184
[20] 192 195 200 207 209 219 227 236 243 251 255 270 279 288 291 297 304 312 317
[39] 321 333 340 347 356 362 370 379 389 400 408 415 421 430 436 443 453 463 467
[58] 475 479 494 504 510 519 530 537 542 554 567 580 585 592 603 609 619 630 636
Slot "dimension":
[1] 75 691
[1] 6 16 16 29 19 12 1 19 12 20 16 8 3 20 16 28 19 19 10 19 29 20 7 12 10
[26] 2 2 16 3 19 3 19 3 26 24 16 15 20 20 24 19 6 14 19 12 10 30 17 19 19
[51] 5 20 19 20 19 2 12 29 16 16 19 16 20 15 30 19 16 20 19 7 20 19 20 28 12
Levels: 1 2 3 5 6 7 8 10 12 14 15 16 17 19 20 24 26 28 29 30
An object of class "matrix.csr"
Slot "ra":
[1] 0.4795627 0.8304820 0.8304820 0.6323617 1.6609640 0.8304820 0.7054820
[8] 1.0221317 1.0221317 0.5110659 1.0221317 0.5110659 0.5110659 0.8682856
[15] 1.0221317 0.3908151 0.3908151 0.3908151 0.3319915 0.3319915 0.3908151
[22] 0.3908151 0.3908151 0.3319915 0.3908151 0.3908151 0.3908151 0.9959746
[29] 0.3319915 0.3319915 0.7054820 0.8304820 0.8304820 0.8304820 0.8304820
[36] 1.6609640 0.8304820 1.1073094 0.9406427 1.1073094 1.1073094 0.9406427
[43] 0.9406427 1.4764125 1.4764125 0.7382062 0.7382062 0.7382062 0.7382062
[50] 0.7382062 0.5110659 0.5110659 0.5110659 1.0221317 0.5110659 0.5110659
[57] 0.4341428 0.5110659 0.5110659 0.4341428 1.0221317 0.6039869 0.6039869
[64] 0.3487728 0.6039869 0.6039869 0.4221687 1.2079739 0.6039869 1.2079739
[71] 0.9491223 0.9491223 0.9491223 0.9491223 0.9491223 0.8062652 0.8062652
[78] 0.4429237 0.2557668 0.4429237 0.3762571 0.4429237 0.3762571 0.3095904
[85] 0.3095904 0.4429237 0.3762571 0.4429237 0.3372596 0.4429237 0.3762571
[92] 0.4429237 0.5643856 0.6643856 1.3287712 0.5643856 0.6643856 1.1287712
[99] 0.5058894 0.6643856 0.7739760 0.3601607 0.4215745 1.1073094 0.9406427
[106] 0.5536547 0.4703213 0.5536547 0.5536547 0.6643856 0.6643856 1.1287712
[113] 0.9287712 0.6643856 0.6643856 0.5058894 0.6643856 0.4031326 0.9491223
[120] 0.4745612 0.9491223 0.9491223 0.3613495 0.4745612 0.9491223 0.4745612
[127] 0.4031326 0.3836501 0.5643856 0.5643856 0.6643856 0.5643856 0.6643856
[134] 0.5643856 0.6643856 0.5058894 0.5058894 0.9491223 0.9491223 0.8062652
[141] 0.9491223 0.9491223 0.9491223 0.9491223 0.4341428 0.7782913 0.5110659
[148] 0.4341428 0.5110659 0.7782913 1.0221317 0.2352995 0.4341428 0.2951155
[155] 0.3691031 0.6270951 0.2254941 0.7382062 0.3691031 0.3691031 0.3691031
[162] 0.3691031 0.2810496 0.3691031 0.3691031 0.7382062 0.3691031 0.3691031
[169] 0.3691031 0.6643856 0.7673003 1.3287712 0.6643856 0.5643856 0.6643856
[176] 0.6643856 0.6643856 0.3689903 0.6039869 0.6039869 1.2079739 0.6039869
[183] 0.6039869 0.6039869 0.6039869 0.6039869 0.6039869 1.1073094 1.1073094
[190] 1.1073094 1.1073094 1.1073094 1.1073094 0.9491223 0.8062652 0.9491223
[197] 0.9491223 1.6125303 0.8062652 0.6649120 0.3891457 0.5110659 0.5110659
[204] 0.8682856 0.5110659 1.0221317 0.5110659 1.0221317 0.5536547 1.1073094
[211] 0.5536547 0.5536547 0.5536547 0.4703213 0.5536547 0.4703213 0.5536547
[218] 0.9406427 0.5110659 0.5110659 0.4341428 0.4341428 0.3891457 0.5110659
[225] 0.5110659 0.5110659 0.5110659 0.5110659 0.5110659 0.5110659 0.5110659
Slot "ja":
[1] 189 271 283 314 441 540 666 38 134 216 330 349 516 538 635 55 77 106
[19] 164 194 251 336 353 358 377 394 632 674 678 684 123 136 145 410 621 634
[37] 668 335 376 528 593 674 681 81 292 347 393 547 573 602 131 351 359 364
[55] 382 383 427 432 460 597 640 153 154 189 219 222 481 521 652 667 20 112
[73] 308 338 464 538 552 128 189 242 243 262 299 392 403 408 483 491 502 507
[91] 512 519 54 67 99 144 146 182 234 608 72 76 322 436 482 485 560 600
[109] 617 3 170 267 403 451 452 536 657 43 47 157 187 288 373 534 548 604
[127] 684 105 162 190 225 291 296 343 386 480 554 184 275 302 400 641 645 673
[145] 16 83 109 135 178 274 355 411 469 687 5 98 141 159 186 233 319 324
[163] 326 327 341 414 455 468 517 52 105 191 195 430 558 642 689 141 148 156
[181] 163 202 203 293 396 660 676 46 149 192 384 465 656 15 42 121 201 328
[199] 372 56 83 207 254 286 375 448 450 532 7 21 51 122 206 260 454 510
[217] 612 669 114 174 175 182 282 477 478 479 595 615 623 639 661
Slot "ia":
[1] 1 8 16 31 38 44 51 62 71 78 93 101 110 118 128 138 145 155 170
[20] 178 188 194 200 209 219 232
Slot "dimension":
[1] 25 691
[1] 19 3 13 1 13 16 17 20 16 20 3 20 16 4 20 21 20 19 18 19 29 19 3 19 3
Levels: 1 3 4 13 16 17 18 19 20 21 29
[1] "accord" "acquitted" "adds"
[4] "advisers" "advisor" "african"
[7] "agony" "agree" "agreement"
[10] "agriculture" "aid" "aids"
[13] "air" "airlines" "albanians"
[16] "albany" "amb" "amount"
[19] "analysis" "analyst" "angola"
[22] "announced" "appeal" "approves"
[25] "arabs" "argue" "ariel"
[28] "art" "artworks" "asia"
[31] "asian" "ask" "assault"
[34] "atlantic" "atrocities" "attack"
[37] "auctions" "authority" "avoid"
[40] "back" "bailout" "balkans"
[43] "ban" "band" "base"
[46] "baseball" "bass" "batters"
[49] "battle" "bay" "begun"
[52] "belgrade" "bell" "benefit"
[55] "benefits" "bill" "billion"
[58] "biting" "bloomberg" "bob"
[61] "boeing" "bonus" "bradley"
[64] "break" "breast" "britain"
[67] "broader" "brooklyn" "budget"
[70] "budgets" "buried" "bush"
[73] "cabinet" "california" "calls"
[76] "campaign" "can" "canada"
[79] "cancer" "capriati" "capture"
[82] "car" "care" "case"
[85] "cause" "certain" "challenger"
[88] "chandrababu" "changed" "changing"
[91] "character" "charges" "charming"
[94] "chief" "child" "childhoods"
[97] "children" "china" "cholesterol"
[100] "cities" "city" "civility"
[103] "clearer" "clears" "clinton"
[106] "clock" "close" "closings"
[109] "clout" "coast" "colin"
[112] "colleagues" "committee" "companies"
[115] "company" "compassion" "competes"
[118] "computers" "concerned" "concerns"
[121] "conflict" "confront" "congress"
[124] "conservation" "contain" "contempt"
[127] "control" "convention" "coordinate"
[130] "corruption" "cost" "counterintelligence"
[133] "counts" "court" "courts"
[136] "courtship" "crash" "creates"
[139] "creation" "crime" "crisis"
[142] "cuba" "customers" "cut"
[145] "cuts" "cutting" "czar"
[148] "danes" "day" "daytona"
[151] "deal" "death" "debate"
[154] "debates" "decades" "decide"
[157] "deemed" "defecting" "defector"
[160] "delay" "democratic" "democrats"
[163] "denmark" "despite" "detentions"
[166] "development" "diana" "dies"
[169] "dim" "dimension" "disabled"
[172] "disband" "districts" "doctor"
[175] "doctors" "documents" "dole"
[178] "dollars" "donors" "draws"
[181] "driver" "drug" "drugs"
[184] "drumbeats" "duras" "easing"
[187] "eat" "effort" "election"
[190] "elections" "embargo" "embrace"
[193] "employees" "end" "ending"
[196] "ends" "enemies" "equal"
[199] "espy" "estimate" "ethnic"
[202] "euro" "europeans" "eve"
[205] "examining" "exhausted" "expand"
[208] "expect" "face" "faceless"
[211] "fails" "family" "famous"
[214] "fate" "fears" "federal"
[217] "fees" "felons" "fence"
[220] "fevered" "fighting" "final"
[223] "find" "finds" "fire"
[226] "first" "fleet" "flesh"
[229] "flight" "foe" "following"
[232] "force" "former" "found"
[235] "france" "free" "freeze"
[238] "freezing" "frequently" "friends"
[241] "fund" "funding" "funds"
[244] "future" "game" "gave"
[247] "gay" "gays" "gaza"
[250] "gephardt" "get" "giant"
[253] "gifts" "giving" "goals"
[256] "goes" "going" "gold"
[259] "gore" "government" "grounds"
[262] "groups" "growth" "grozny"
[265] "gruff" "guant" "guard"
[268] "gulf" "gun" "guns"
[271] "hamas" "hamptons" "harder"
[274] "health" "heartbeats" "heated"
[277] "heir" "held" "help"
[280] "helpful" "helps" "high"
[283] "hinder" "holocaust" "hopes"
[286] "house" "houses" "hudson"
[289] "human" "hurdle" "hurt"
[292] "hussein" "identity" "imf"
[295] "imminent" "impact" "inauguration"
[298] "income" "increasing" "indefinitely"
[301] "india" "indian" "information"
[304] "inmates" "inquiry" "integrating"
[307] "integration" "intel" "investigation"
[310] "iran" "iranians" "iraq"
[313] "iraqi" "israel" "israeli"
[316] "israelis" "issue" "jobs"
[319] "jong" "jump" "keep"
[322] "killed" "killing" "kim"
[325] "knicks" "korea" "korean"
[328] "kosovo" "labor" "lacks"
[331] "land" "language" "lap"
[334] "last" "law" "laws"
[337] "leaders" "leaks" "leave"
[340] "legend" "lets" "levels"
[343] "lewinsky" "license" "licensing"
[346] "life" "lifts" "light"
[349] "limit" "limiting" "line"
[352] "lingering" "living" "loans"
[355] "lobby" "local" "looted"
[358] "lose" "low" "lower"
[361] "lowest" "lumpectomies" "lust"
[364] "lynch" "makes" "managed"
[367] "many" "marguerite" "market"
[370] "marriage" "marry" "massacre"
[373] "may" "mayoral" "medical"
[376] "meet" "meeting" "men"
[379] "mentally" "merger" "merges"
[382] "merril" "merrill" "mets"
[385] "mexico" "midterm" "military"
[388] "miniser" "minorities" "minority"
[391] "modern" "money" "mood"
[394] "mother" "murderer" "must"
[397] "naidu" "nail" "namo"
[400] "naragansett" "nascar" "nation"
[403] "national" "nations" "nazi"
[406] "nazis" "nba" "nearing"
[409] "negociate" "negotiate" "new"
[412] "news" "night" "north"
[415] "northwest" "norway" "novelist"
[418] "november" "now" "nuclear"
[421] "numbers" "nyc" "nynex"
[424] "obtain" "occupation" "offensive"
[427] "offer" "office" "officially"
[430] "oil" "oilmen" "online"
[433] "options" "orlando" "oscars"
[436] "overhaul" "overview" "package"
[439] "pain" "pair" "palestinian"
[442] "panel" "parliament" "parole"
[445] "parties" "partner" "party"
[448] "passes" "pataki" "patients"
[451] "peacekeeper" "peacekeeping" "pentagon"
[454] "people" "philippines" "phone"
[457] "pieces" "pilots" "plan"
[460] "planned" "planning" "plans"
[463] "platform" "played" "playoffs"
[466] "please" "plummets" "political"
[469] "politics" "poll" "polls"
[472] "poor" "portrayal" "possible"
[475] "post" "powell" "practices"
[478] "prescribing" "prescriptions" "president"
[481] "presidential" "primary" "private"
[484] "problems" "process" "profile"
[487] "program" "prosperity" "prostrate"
[490] "protect" "public" "pullout"
[493] "pulls" "pursued" "putin"
[496] "puts" "puzzle" "puzzled"
[499] "qaeda" "queens" "question"
[502] "race" "raise" "rallies"
[505] "ranchers" "rate" "rather"
[508] "reached" "rebel" "rebels"
[511] "received" "record" "recovery"
[514] "reduce" "refugee" "regulate"
[517] "released" "releases" "reliance"
[520] "relief" "remain" "removals"
[523] "repeal" "repealing" "repeat"
[526] "report" "republicans" "requirement"
[529] "revelation" "riches" "rifle"
[532] "rights" "rival" "river"
[535] "robbery" "role" "royal"
[538] "rules" "rumsfeld" "runs"
[541] "rushed" "russia" "russian"
[544] "russians" "rwandan" "sacrificed"
[547] "saddam" "safe" "sale"
[550] "sales" "savings" "say"
[553] "saying" "scandal" "scars"
[556] "school" "schools" "scrap"
[559] "screenwriter" "season" "secretary"
[562] "secrets" "see" "seeking"
[565] "seeks" "seen" "sent"
[568] "serbs" "service" "set"
[571] "several" "sex" "shadow"
[574] "shakeup" "sharon" "shut"
[577] "side" "sign" "slavery"
[580] "slips" "smaller" "soldier"
[583] "south" "speaker" "special"
[586] "spoken" "spread" "stalked"
[589] "standard" "standoff" "star"
[592] "state" "states" "statesman"
[595] "stealth" "still" "stock"
[598] "stockpile" "stockpiles" "stopped"
[601] "storm" "streets" "strike"
[604] "striped" "strong" "struggles"
[607] "students" "study" "suggest"
[610] "summit" "supply" "supporters"
[613] "supporting" "surveillance" "sway"
[616] "sworn" "system" "take"
[619] "taking" "talks" "tax"
[622] "team" "tech" "telephone"
[625] "tennis" "terrorist" "testing"
[628] "texas" "thoroughly" "threatens"
[631] "three" "ticking" "tight"
[634] "time" "tobacco" "together"
[637] "top" "track" "tracking"
[640] "trading" "tradition" "travel"
[643] "treatment" "treaty" "tribal"
[646] "trickles" "troops" "tropical"
[649] "try" "twa" "ultimatum"
[652] "uncertain" "underestimated" "understand"
[655] "unemployment" "unique" "unit"
[658] "unseen" "upon" "use"
[661] "used" "victim" "violent"
[664] "vipers" "voice" "vote"
[667] "voters" "wants" "war"
[670] "warheads" "washington" "way"
[673] "wedding" "welfare" "wendy"
[676] "whether" "whitewater" "will"
[679] "win" "wiring" "work"
[682] "world" "worth" "year"
[685] "years" "yields" "york"
[688] "yorkers" "yugoslavia" "zaqarwi"
[691] "zarqawi"
[1] FALSE
RTextTools documentation built on April 26, 2020, 9:05 a.m.
R Package Documentation
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Note that we can't provide technical support on individual packages. You should contact the package authors for that.
Description Objects from the Class Slots Author(s) Examples
Description
An S4 class containing all information necessary to train, classify, and generate analytics for a dataset.
Objects from the Class
Objects could in principle be created by calls of the
form new("matrix_container", ...).
The preferred form is to have them created via a call to
create_container.
Slots
training_matrixObject of class
"matrix.csr": stores the training set of theDocumentTermMatrixcreated bycreate_matrixtraining_codesObject of class
"factor": stores the training labels for each document in thetraining_matrixslot ofmatrix_container-classclassification_matrixObject of class
"matrix.csr": stores the classification set of theDocumentTermMatrixcreated bycreate_matrixtesting_codesObject of class
"factor": ifvirgin=FALSE, stores the labels for each document in classification_matrixcolumn_namesObject of class
"vector": stores the column names of theDocumentTermMatrixcreated bycreate_matrixvirginObject of class
"logical": boolean specifying whether the classification set is virgin data (TRUE) or not (FALSE).
Author(s)
Timothy P. Jurka
Examples
1 2 3 4 5 6 7 8 9 10 11 12 13 14 | library(RTextTools)
data(NYTimes)
data <- NYTimes[sample(1:3100,size=100,replace=FALSE),]
matrix <- create_matrix(cbind(data["Title"],data["Subject"]), language="english",
removeNumbers=TRUE, stemWords=FALSE, weighting=tm::weightTfIdf)
container <- create_container(matrix,data$Topic.Code,trainSize=1:75, testSize=76:100,
virgin=FALSE)
container@training_matrix
container@training_codes
container@classification_matrix
container@testing_codes
container@column_names
container@virgin
|
Example output
Loading required package: SparseM
Attaching package: 'SparseM'
The following object is masked from 'package:base':
backsolve
An object of class "matrix.csr"
Slot "ra":
[1] 1.4764125 0.7382062 0.7382062 0.5620993 1.1241986 0.7382062 0.7382062
[8] 0.4745612 0.4745612 0.4745612 0.4745612 0.4745612 0.4745612 0.3613495
[15] 0.4745612 0.2184924 0.4745612 0.4745612 0.4745612 0.4745612 0.4745612
[22] 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410
[29] 0.4152410 0.3527410 0.3161809 0.4152410 0.4152410 0.4152410 0.4152410
[36] 0.7054820 0.8304820 0.7054820 0.8304820 0.8304820 0.7054820 0.8304820
[43] 0.8304820 0.7054820 1.4764125 0.7382062 0.7382062 0.7382062 0.7382062
[50] 0.7382062 0.6270951 0.6270951 0.9491223 0.9491223 0.8062652 0.9491223
[57] 0.9491223 0.9491223 0.8062652 0.4745612 0.4745612 0.4031326 0.4031326
[64] 0.3613495 0.4745612 0.4745612 0.4745612 0.4031326 0.4031326 0.4031326
[71] 0.4745612 0.4745612 0.4031326 0.6270951 0.7382062 0.8525558 0.7382062
[78] 0.6270951 0.6270951 0.7382062 0.7382062 0.6323617 0.8304820 0.7054820
[85] 0.6323617 1.6609640 0.8304820 0.8304820 1.1073094 0.7203213 1.1073094
[92] 1.1073094 0.7739760 0.8431489 0.6643856 0.6643856 0.4058894 0.6643856
[99] 1.0117787 0.6643856 0.6643856 0.5643856 0.6643856 0.8304820 0.8304820
[106] 0.5804820 0.7054820 0.8304820 0.8304820 1.6609640 0.4745612 0.4745612
[113] 0.7226991 0.4031326 0.3613495 0.9491223 0.2184924 0.4031326 0.9491223
[120] 0.4745612 0.2740358 0.5110659 1.0221317 0.6649120 1.5331976 0.4341428
[127] 0.5110659 0.5110659 0.5110659 0.5110659 0.4429237 0.3095904 0.4429237
[134] 0.4429237 0.4429237 0.3762571 0.4429237 0.4078525 0.4429237 0.4429237
[141] 0.3762571 0.4429237 0.2557668 0.4429237 0.4152410 0.4152410 0.4152410
[148] 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410 0.4152410
[155] 0.4152410 0.4152410 0.3527410 0.4152410 0.3161809 0.4152410 0.6039869
[162] 0.5130778 0.6039869 0.3689903 0.6039869 0.6039869 0.6039869 0.6039869
[169] 0.6039869 0.6039869 0.6039869 0.5536547 0.5536547 0.5536547 0.5536547
[176] 0.5536547 0.5536547 0.5536547 0.5536547 0.4703213 0.5536547 0.5536547
[183] 0.4703213 0.5058894 0.5058894 0.5643856 0.5643856 0.5643856 1.1287712
[190] 1.3287712 0.6643856 2.2575425 1.5346005 1.1287712 1.3287712 1.3287712
[197] 1.3287712 1.1287712 1.3287712 0.5402410 0.7054820 1.6609640 0.7054820
[204] 0.8304820 0.5804820 0.6323617 3.3219281 3.3219281 0.4341428 0.6649120
[211] 0.5110659 1.0221317 0.2352995 1.0221317 0.5110659 0.5110659 0.5110659
[218] 0.2951155 0.6643856 0.6643856 0.6643856 0.6643856 1.3287712 0.6643856
[225] 0.6643856 1.3287712 0.5536547 0.4703213 1.1073094 0.4703213 1.1073094
[232] 0.5536547 1.1073094 0.5536547 0.5536547 0.7382062 0.7382062 0.7382062
[239] 1.2541903 1.1241986 0.7382062 0.7382062 1.1073094 1.1073094 0.5536547
[246] 0.9406427 0.4703213 0.9406427 0.5536547 0.5536547 1.4109640 1.2647234
[253] 1.4109640 1.6609640 0.6270951 0.3691031 0.3691031 0.3691031 0.3691031
[260] 0.3691031 0.3691031 0.7382062 0.3691031 0.7382062 0.3691031 0.3691031
[267] 0.3691031 0.3691031 0.3691031 0.5643856 1.3287712 0.5643856 0.6643856
[274] 0.6643856 0.6643856 0.6643856 0.5643856 0.5643856 0.6039869 0.5130778
[281] 0.4598994 0.6039869 0.2780812 1.2079739 0.6039869 0.5130778 1.2079739
[288] 3.3219281 1.6609640 1.6609640 0.9491223 0.6174183 0.9491223 0.9491223
[295] 1.8982446 0.9491223 0.8304820 0.8304820 0.8304820 0.8304820 0.8304820
[302] 1.2647234 0.8304820 1.3287712 1.3287712 0.6643856 0.6643856 0.6643856
[309] 0.6643856 0.6643856 0.6643856 1.1073094 0.9406427 1.1073094 0.9406427
[316] 2.2146187 1.6609640 1.6609640 1.6609640 1.6609640 0.4703213 0.3197084
[323] 0.5536547 0.5536547 0.4703213 0.4703213 0.5536547 0.4703213 0.4215745
[330] 0.4215745 0.5536547 0.5536547 0.9491223 0.9491223 0.6634080 0.9491223
[337] 0.4369848 0.8062652 0.5480716 0.9491223 0.8062652 0.5798420 0.8062652
[344] 0.8062652 0.8062652 0.9491223 0.8682856 0.8682856 1.0221317 0.5110659
[351] 0.5110659 1.0221317 0.5110659 0.3891457 0.3891457 1.6609640 0.8304820
[358] 0.8304820 1.4109640 0.8304820 0.8304820 0.5804820 0.8304820 0.8304820
[365] 0.8304820 0.7054820 0.8304820 0.8304820 0.8304820 0.9197989 0.6039869
[372] 0.2780812 0.6039869 0.6039869 1.0261557 0.5130778 0.5130778 0.3487728
[379] 0.6039869 0.9197989 0.6039869 0.5130778 0.4598994 0.6039869 0.6039869
[386] 0.6039869 0.6039869 0.6039869 0.6039869 0.4598994 0.6039869 0.5130778
[393] 0.4598994 0.6039869 0.5130778 0.6039869 0.6039869 0.6039869 0.5130778
[400] 0.8304820 0.8304820 0.8304820 0.8304820 0.8304820 0.8304820 0.8304820
[407] 0.8304820 0.7382062 0.7382062 0.6270951 1.1241986 1.4764125 0.7382062
[414] 0.7382062 0.8304820 0.8304820 0.8304820 0.7054820 1.2647234 1.4109640
[421] 1.1073094 0.4703213 0.5536547 1.1073094 0.3869880 0.4703213 0.9406427
[428] 0.4703213 0.5536547 1.6609640 0.4795627 0.8304820 0.8304820 0.8304820
[435] 1.6609640 0.8304820 0.4795627 0.8304820 0.6323617 0.8304820 1.6609640
[442] 0.7054820 0.2740358 0.4745612 0.4031326 0.9491223 0.7226991 0.3317040
[449] 0.3317040 0.9491223 0.9491223 0.4745612 0.9491223 0.4745612 0.2899210
[456] 0.4745612 1.0840486 0.4745612 0.4745612 0.4031326 0.9491223 0.4745612
[463] 1.6609640 1.4109640 1.6609640 1.6609640 1.1073094 1.1073094 0.9406427
[470] 0.4703213 0.9406427 0.5536547 0.5536547 0.5536547 1.6609640 1.4109640
[477] 1.6609640 1.4109640 0.3163741 0.5375101 0.2687551 0.3163741 0.3163741
[484] 0.6634080 0.2687551 0.5375101 0.9491223 0.2687551 0.3163741 0.3163741
[491] 0.2687551 0.3163741 0.3163741 0.3836501 0.6643856 0.6643856 0.5643856
[498] 0.6643856 0.5643856 0.3058894 0.6643856 0.6643856 0.6643856 0.8304820
[505] 1.6609640 0.8304820 0.3823617 1.6609640 0.8304820 0.5536547 0.5536547
[512] 1.1073094 0.4703213 0.5536547 0.9406427 0.9406427 0.4703213 0.5536547
[519] 0.5536547 0.3601607 1.1073094 0.3601607 0.5536547 0.5536547 0.4703213
[526] 0.3197084 0.5536547 0.5536547 0.5536547 1.3287712 1.3287712 0.6643856
[533] 0.5643856 0.5643856 0.6643856 1.3287712 0.9406427 1.1073094 1.1073094
[540] 2.2146187 1.1073094 0.5536547 0.5536547 0.4703213 0.5536547 0.5536547
[547] 0.4703213 0.5536547 0.5536547 0.5536547 0.5536547 0.4703213 0.5536547
[554] 0.3572197 0.5110659 0.5110659 0.5110659 0.5110659 0.3891457 0.5110659
[561] 0.5110659 0.5110659 0.5110659 0.5110659 0.5110659 0.4341428 0.6191808
[568] 0.4429237 0.2557668 0.3762571 0.4429237 0.7525142 0.3095904 0.3095904
[575] 0.4429237 0.4429237 0.3762571 0.4429237 0.3762571 0.9491223 1.8982446
[582] 1.8982446 0.9491223 0.9491223 0.7054820 0.5402410 1.6609640 0.8304820
[589] 0.8304820 0.3823617 0.8304820 0.7144394 0.4341428 0.5110659 0.5110659
[596] 0.5110659 0.5110659 0.4341428 0.5110659 0.7782913 0.5110659 0.5110659
[603] 0.8304820 0.8304820 1.6609640 0.8304820 1.6609640 0.8304820 1.1073094
[610] 0.5536547 1.1073094 0.5536547 0.5536547 0.5536547 0.5536547 0.5536547
[617] 0.4215745 0.5536547 0.5536547 0.4703213 0.2549078 0.5536547 1.1073094
[624] 0.5536547 0.4215745 0.5536547 0.5536547 0.5536547 0.3197084 1.8982446
[631] 0.9491223 0.9491223 0.7226991 0.9491223 0.9491223
Slot "ja":
[1] 298 306 307 502 557 607 649 152 228 231 277 281 303 312 337 411 473 499
[19] 518 690 691 50 86 142 165 266 300 304 321 334 373 399 453 462 571 685
[37] 133 226 245 325 358 407 434 560 78 236 247 248 370 371 419 552 95 183
[55] 270 323 346 395 419 107 155 232 256 282 320 361 418 506 512 567 631 655
[73] 681 19 58 189 398 412 542 543 671 140 193 291 322 500 535 675 22 76
[91] 259 429 481 502 32 103 141 255 312 437 527 570 590 49 89 392 430 431
[109] 505 628 44 74 83 175 274 366 411 510 618 636 687 4 60 76 177 469
[127] 496 574 622 638 36 101 119 215 223 224 352 411 470 471 596 626 687 688
[145] 28 29 37 208 213 220 276 287 295 369 457 541 549 550 592 659 6 11
[163] 26 141 179 204 421 515 520 545 620 30 31 96 97 363 488 526 546 549
[181] 572 579 585 137 140 194 196 224 229 305 578 98 105 256 80 504 525 625
[199] 672 76 123 250 290 463 481 536 93 664 16 56 218 350 411 444 584 663
[217] 686 687 14 143 227 261 415 458 576 603 18 138 171 299 318 329 379 611
[235] 633 263 389 390 483 557 580 637 13 61 120 151 164 232 494 539 79 274
[253] 378 489 8 66 139 235 237 238 241 258 284 357 404 405 406 474 662 54
[271] 65 79 198 362 433 522 566 643 27 190 234 339 411 447 461 565 575 12
[289] 587 653 48 56 110 268 601 648 64 69 70 439 484 592 646 45 108 200
[307] 367 387 442 501 551 115 151 252 380 624 111 476 582 594 19 105 125 158
[325] 162 343 348 412 480 554 606 627 59 62 101 374 411 482 687 35 42 141
[343] 328 372 378 568 11 75 127 173 356 449 556 557 592 68 166 180 459 533
[361] 581 101 264 317 509 542 544 630 651 140 342 411 422 467 506 566 685 687
[379] 85 137 214 229 234 244 273 309 497 650 82 137 150 168 322 333 334 340
[397] 401 591 597 118 280 289 332 456 586 654 665 40 100 196 314 426 493 553
[415] 160 169 211 285 326 610 217 243 360 385 392 514 565 567 680 84 105 126
[433] 278 446 677 172 189 209 314 315 443 678 105 113 161 272 282 392 403 445
[451] 486 503 41 57 141 294 326 354 438 570 583 683 90 260 589 614 24 33
[469] 43 270 286 523 524 531 257 596 605 625 1 8 9 17 39 72 144 420
[487] 495 514 598 599 610 644 670 105 129 132 138 147 402 411 475 490 562 25
[505] 249 316 411 492 555 310 311 365 376 409 420 427 459 487 23 56 63 76
[523] 87 117 161 189 239 265 577 34 53 104 290 380 381 423 168 185 368 417
[541] 559 88 94 135 205 301 302 388 397 472 530 666 682 101 197 210 221 230
[559] 312 313 413 425 588 647 658 669 72 176 189 226 246 267 403 481 529 569
[577] 585 609 643 71 167 181 240 498 9 56 124 188 331 411 508 72 75 91
[595] 102 116 297 402 428 480 616 619 212 391 416 440 537 629 2 10 73 92
[613] 130 199 253 511 554 561 279 285 411 424 435 513 536 564 613 679 687 269
[631] 344 345 373 466 563
Slot "ia":
[1] 1 8 22 37 45 53 60 74 82 89 95 104 111 122 131 145 161 172 184
[20] 192 195 200 207 209 219 227 236 243 251 255 270 279 288 291 297 304 312 317
[39] 321 333 340 347 356 362 370 379 389 400 408 415 421 430 436 443 453 463 467
[58] 475 479 494 504 510 519 530 537 542 554 567 580 585 592 603 609 619 630 636
Slot "dimension":
[1] 75 691
[1] 6 16 16 29 19 12 1 19 12 20 16 8 3 20 16 28 19 19 10 19 29 20 7 12 10
[26] 2 2 16 3 19 3 19 3 26 24 16 15 20 20 24 19 6 14 19 12 10 30 17 19 19
[51] 5 20 19 20 19 2 12 29 16 16 19 16 20 15 30 19 16 20 19 7 20 19 20 28 12
Levels: 1 2 3 5 6 7 8 10 12 14 15 16 17 19 20 24 26 28 29 30
An object of class "matrix.csr"
Slot "ra":
[1] 0.4795627 0.8304820 0.8304820 0.6323617 1.6609640 0.8304820 0.7054820
[8] 1.0221317 1.0221317 0.5110659 1.0221317 0.5110659 0.5110659 0.8682856
[15] 1.0221317 0.3908151 0.3908151 0.3908151 0.3319915 0.3319915 0.3908151
[22] 0.3908151 0.3908151 0.3319915 0.3908151 0.3908151 0.3908151 0.9959746
[29] 0.3319915 0.3319915 0.7054820 0.8304820 0.8304820 0.8304820 0.8304820
[36] 1.6609640 0.8304820 1.1073094 0.9406427 1.1073094 1.1073094 0.9406427
[43] 0.9406427 1.4764125 1.4764125 0.7382062 0.7382062 0.7382062 0.7382062
[50] 0.7382062 0.5110659 0.5110659 0.5110659 1.0221317 0.5110659 0.5110659
[57] 0.4341428 0.5110659 0.5110659 0.4341428 1.0221317 0.6039869 0.6039869
[64] 0.3487728 0.6039869 0.6039869 0.4221687 1.2079739 0.6039869 1.2079739
[71] 0.9491223 0.9491223 0.9491223 0.9491223 0.9491223 0.8062652 0.8062652
[78] 0.4429237 0.2557668 0.4429237 0.3762571 0.4429237 0.3762571 0.3095904
[85] 0.3095904 0.4429237 0.3762571 0.4429237 0.3372596 0.4429237 0.3762571
[92] 0.4429237 0.5643856 0.6643856 1.3287712 0.5643856 0.6643856 1.1287712
[99] 0.5058894 0.6643856 0.7739760 0.3601607 0.4215745 1.1073094 0.9406427
[106] 0.5536547 0.4703213 0.5536547 0.5536547 0.6643856 0.6643856 1.1287712
[113] 0.9287712 0.6643856 0.6643856 0.5058894 0.6643856 0.4031326 0.9491223
[120] 0.4745612 0.9491223 0.9491223 0.3613495 0.4745612 0.9491223 0.4745612
[127] 0.4031326 0.3836501 0.5643856 0.5643856 0.6643856 0.5643856 0.6643856
[134] 0.5643856 0.6643856 0.5058894 0.5058894 0.9491223 0.9491223 0.8062652
[141] 0.9491223 0.9491223 0.9491223 0.9491223 0.4341428 0.7782913 0.5110659
[148] 0.4341428 0.5110659 0.7782913 1.0221317 0.2352995 0.4341428 0.2951155
[155] 0.3691031 0.6270951 0.2254941 0.7382062 0.3691031 0.3691031 0.3691031
[162] 0.3691031 0.2810496 0.3691031 0.3691031 0.7382062 0.3691031 0.3691031
[169] 0.3691031 0.6643856 0.7673003 1.3287712 0.6643856 0.5643856 0.6643856
[176] 0.6643856 0.6643856 0.3689903 0.6039869 0.6039869 1.2079739 0.6039869
[183] 0.6039869 0.6039869 0.6039869 0.6039869 0.6039869 1.1073094 1.1073094
[190] 1.1073094 1.1073094 1.1073094 1.1073094 0.9491223 0.8062652 0.9491223
[197] 0.9491223 1.6125303 0.8062652 0.6649120 0.3891457 0.5110659 0.5110659
[204] 0.8682856 0.5110659 1.0221317 0.5110659 1.0221317 0.5536547 1.1073094
[211] 0.5536547 0.5536547 0.5536547 0.4703213 0.5536547 0.4703213 0.5536547
[218] 0.9406427 0.5110659 0.5110659 0.4341428 0.4341428 0.3891457 0.5110659
[225] 0.5110659 0.5110659 0.5110659 0.5110659 0.5110659 0.5110659 0.5110659
Slot "ja":
[1] 189 271 283 314 441 540 666 38 134 216 330 349 516 538 635 55 77 106
[19] 164 194 251 336 353 358 377 394 632 674 678 684 123 136 145 410 621 634
[37] 668 335 376 528 593 674 681 81 292 347 393 547 573 602 131 351 359 364
[55] 382 383 427 432 460 597 640 153 154 189 219 222 481 521 652 667 20 112
[73] 308 338 464 538 552 128 189 242 243 262 299 392 403 408 483 491 502 507
[91] 512 519 54 67 99 144 146 182 234 608 72 76 322 436 482 485 560 600
[109] 617 3 170 267 403 451 452 536 657 43 47 157 187 288 373 534 548 604
[127] 684 105 162 190 225 291 296 343 386 480 554 184 275 302 400 641 645 673
[145] 16 83 109 135 178 274 355 411 469 687 5 98 141 159 186 233 319 324
[163] 326 327 341 414 455 468 517 52 105 191 195 430 558 642 689 141 148 156
[181] 163 202 203 293 396 660 676 46 149 192 384 465 656 15 42 121 201 328
[199] 372 56 83 207 254 286 375 448 450 532 7 21 51 122 206 260 454 510
[217] 612 669 114 174 175 182 282 477 478 479 595 615 623 639 661
Slot "ia":
[1] 1 8 16 31 38 44 51 62 71 78 93 101 110 118 128 138 145 155 170
[20] 178 188 194 200 209 219 232
Slot "dimension":
[1] 25 691
[1] 19 3 13 1 13 16 17 20 16 20 3 20 16 4 20 21 20 19 18 19 29 19 3 19 3
Levels: 1 3 4 13 16 17 18 19 20 21 29
[1] "accord" "acquitted" "adds"
[4] "advisers" "advisor" "african"
[7] "agony" "agree" "agreement"
[10] "agriculture" "aid" "aids"
[13] "air" "airlines" "albanians"
[16] "albany" "amb" "amount"
[19] "analysis" "analyst" "angola"
[22] "announced" "appeal" "approves"
[25] "arabs" "argue" "ariel"
[28] "art" "artworks" "asia"
[31] "asian" "ask" "assault"
[34] "atlantic" "atrocities" "attack"
[37] "auctions" "authority" "avoid"
[40] "back" "bailout" "balkans"
[43] "ban" "band" "base"
[46] "baseball" "bass" "batters"
[49] "battle" "bay" "begun"
[52] "belgrade" "bell" "benefit"
[55] "benefits" "bill" "billion"
[58] "biting" "bloomberg" "bob"
[61] "boeing" "bonus" "bradley"
[64] "break" "breast" "britain"
[67] "broader" "brooklyn" "budget"
[70] "budgets" "buried" "bush"
[73] "cabinet" "california" "calls"
[76] "campaign" "can" "canada"
[79] "cancer" "capriati" "capture"
[82] "car" "care" "case"
[85] "cause" "certain" "challenger"
[88] "chandrababu" "changed" "changing"
[91] "character" "charges" "charming"
[94] "chief" "child" "childhoods"
[97] "children" "china" "cholesterol"
[100] "cities" "city" "civility"
[103] "clearer" "clears" "clinton"
[106] "clock" "close" "closings"
[109] "clout" "coast" "colin"
[112] "colleagues" "committee" "companies"
[115] "company" "compassion" "competes"
[118] "computers" "concerned" "concerns"
[121] "conflict" "confront" "congress"
[124] "conservation" "contain" "contempt"
[127] "control" "convention" "coordinate"
[130] "corruption" "cost" "counterintelligence"
[133] "counts" "court" "courts"
[136] "courtship" "crash" "creates"
[139] "creation" "crime" "crisis"
[142] "cuba" "customers" "cut"
[145] "cuts" "cutting" "czar"
[148] "danes" "day" "daytona"
[151] "deal" "death" "debate"
[154] "debates" "decades" "decide"
[157] "deemed" "defecting" "defector"
[160] "delay" "democratic" "democrats"
[163] "denmark" "despite" "detentions"
[166] "development" "diana" "dies"
[169] "dim" "dimension" "disabled"
[172] "disband" "districts" "doctor"
[175] "doctors" "documents" "dole"
[178] "dollars" "donors" "draws"
[181] "driver" "drug" "drugs"
[184] "drumbeats" "duras" "easing"
[187] "eat" "effort" "election"
[190] "elections" "embargo" "embrace"
[193] "employees" "end" "ending"
[196] "ends" "enemies" "equal"
[199] "espy" "estimate" "ethnic"
[202] "euro" "europeans" "eve"
[205] "examining" "exhausted" "expand"
[208] "expect" "face" "faceless"
[211] "fails" "family" "famous"
[214] "fate" "fears" "federal"
[217] "fees" "felons" "fence"
[220] "fevered" "fighting" "final"
[223] "find" "finds" "fire"
[226] "first" "fleet" "flesh"
[229] "flight" "foe" "following"
[232] "force" "former" "found"
[235] "france" "free" "freeze"
[238] "freezing" "frequently" "friends"
[241] "fund" "funding" "funds"
[244] "future" "game" "gave"
[247] "gay" "gays" "gaza"
[250] "gephardt" "get" "giant"
[253] "gifts" "giving" "goals"
[256] "goes" "going" "gold"
[259] "gore" "government" "grounds"
[262] "groups" "growth" "grozny"
[265] "gruff" "guant" "guard"
[268] "gulf" "gun" "guns"
[271] "hamas" "hamptons" "harder"
[274] "health" "heartbeats" "heated"
[277] "heir" "held" "help"
[280] "helpful" "helps" "high"
[283] "hinder" "holocaust" "hopes"
[286] "house" "houses" "hudson"
[289] "human" "hurdle" "hurt"
[292] "hussein" "identity" "imf"
[295] "imminent" "impact" "inauguration"
[298] "income" "increasing" "indefinitely"
[301] "india" "indian" "information"
[304] "inmates" "inquiry" "integrating"
[307] "integration" "intel" "investigation"
[310] "iran" "iranians" "iraq"
[313] "iraqi" "israel" "israeli"
[316] "israelis" "issue" "jobs"
[319] "jong" "jump" "keep"
[322] "killed" "killing" "kim"
[325] "knicks" "korea" "korean"
[328] "kosovo" "labor" "lacks"
[331] "land" "language" "lap"
[334] "last" "law" "laws"
[337] "leaders" "leaks" "leave"
[340] "legend" "lets" "levels"
[343] "lewinsky" "license" "licensing"
[346] "life" "lifts" "light"
[349] "limit" "limiting" "line"
[352] "lingering" "living" "loans"
[355] "lobby" "local" "looted"
[358] "lose" "low" "lower"
[361] "lowest" "lumpectomies" "lust"
[364] "lynch" "makes" "managed"
[367] "many" "marguerite" "market"
[370] "marriage" "marry" "massacre"
[373] "may" "mayoral" "medical"
[376] "meet" "meeting" "men"
[379] "mentally" "merger" "merges"
[382] "merril" "merrill" "mets"
[385] "mexico" "midterm" "military"
[388] "miniser" "minorities" "minority"
[391] "modern" "money" "mood"
[394] "mother" "murderer" "must"
[397] "naidu" "nail" "namo"
[400] "naragansett" "nascar" "nation"
[403] "national" "nations" "nazi"
[406] "nazis" "nba" "nearing"
[409] "negociate" "negotiate" "new"
[412] "news" "night" "north"
[415] "northwest" "norway" "novelist"
[418] "november" "now" "nuclear"
[421] "numbers" "nyc" "nynex"
[424] "obtain" "occupation" "offensive"
[427] "offer" "office" "officially"
[430] "oil" "oilmen" "online"
[433] "options" "orlando" "oscars"
[436] "overhaul" "overview" "package"
[439] "pain" "pair" "palestinian"
[442] "panel" "parliament" "parole"
[445] "parties" "partner" "party"
[448] "passes" "pataki" "patients"
[451] "peacekeeper" "peacekeeping" "pentagon"
[454] "people" "philippines" "phone"
[457] "pieces" "pilots" "plan"
[460] "planned" "planning" "plans"
[463] "platform" "played" "playoffs"
[466] "please" "plummets" "political"
[469] "politics" "poll" "polls"
[472] "poor" "portrayal" "possible"
[475] "post" "powell" "practices"
[478] "prescribing" "prescriptions" "president"
[481] "presidential" "primary" "private"
[484] "problems" "process" "profile"
[487] "program" "prosperity" "prostrate"
[490] "protect" "public" "pullout"
[493] "pulls" "pursued" "putin"
[496] "puts" "puzzle" "puzzled"
[499] "qaeda" "queens" "question"
[502] "race" "raise" "rallies"
[505] "ranchers" "rate" "rather"
[508] "reached" "rebel" "rebels"
[511] "received" "record" "recovery"
[514] "reduce" "refugee" "regulate"
[517] "released" "releases" "reliance"
[520] "relief" "remain" "removals"
[523] "repeal" "repealing" "repeat"
[526] "report" "republicans" "requirement"
[529] "revelation" "riches" "rifle"
[532] "rights" "rival" "river"
[535] "robbery" "role" "royal"
[538] "rules" "rumsfeld" "runs"
[541] "rushed" "russia" "russian"
[544] "russians" "rwandan" "sacrificed"
[547] "saddam" "safe" "sale"
[550] "sales" "savings" "say"
[553] "saying" "scandal" "scars"
[556] "school" "schools" "scrap"
[559] "screenwriter" "season" "secretary"
[562] "secrets" "see" "seeking"
[565] "seeks" "seen" "sent"
[568] "serbs" "service" "set"
[571] "several" "sex" "shadow"
[574] "shakeup" "sharon" "shut"
[577] "side" "sign" "slavery"
[580] "slips" "smaller" "soldier"
[583] "south" "speaker" "special"
[586] "spoken" "spread" "stalked"
[589] "standard" "standoff" "star"
[592] "state" "states" "statesman"
[595] "stealth" "still" "stock"
[598] "stockpile" "stockpiles" "stopped"
[601] "storm" "streets" "strike"
[604] "striped" "strong" "struggles"
[607] "students" "study" "suggest"
[610] "summit" "supply" "supporters"
[613] "supporting" "surveillance" "sway"
[616] "sworn" "system" "take"
[619] "taking" "talks" "tax"
[622] "team" "tech" "telephone"
[625] "tennis" "terrorist" "testing"
[628] "texas" "thoroughly" "threatens"
[631] "three" "ticking" "tight"
[634] "time" "tobacco" "together"
[637] "top" "track" "tracking"
[640] "trading" "tradition" "travel"
[643] "treatment" "treaty" "tribal"
[646] "trickles" "troops" "tropical"
[649] "try" "twa" "ultimatum"
[652] "uncertain" "underestimated" "understand"
[655] "unemployment" "unique" "unit"
[658] "unseen" "upon" "use"
[661] "used" "victim" "violent"
[664] "vipers" "voice" "vote"
[667] "voters" "wants" "war"
[670] "warheads" "washington" "way"
[673] "wedding" "welfare" "wendy"
[676] "whether" "whitewater" "will"
[679] "win" "wiring" "work"
[682] "world" "worth" "year"
[685] "years" "yields" "york"
[688] "yorkers" "yugoslavia" "zaqarwi"
[691] "zarqawi"
[1] FALSE
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