decode_surf_data(surf_data, contrast = "positive", keyword_list = F)decode_surf_data(surf_data, contrast = "positive", keywords_list = F)A data.frame object listing the keywords and their Pearson's R values
+A data.frame object listing the keywords and their Pearson's R values. If keywords_list is TRUE, a list containing the same data.frame object and the list of all the database keywords.
CTv = rbinom(20484, 1, 0.001)
decode_surf_data(CTv, 'positive')
+#> Checking for VertexWiseR system requirements ...
+#>
#> Converting and interpolating the surface data...
#> Correlating input image with images in the neurosynth database. This may take a while...
#> keyword r
-#> 195 encoding 0.052
-#> 538 retrieval 0.051
-#> 311 language 0.046
-#> 510 recognition 0.044
-#> 202 episodic 0.043
-#> 381 motor 0.041
-#> 571 semantic 0.041
-#> 509 recall 0.039
-#> 348 memory 0.038
-#> 704 word 0.036
-#> 55 autobiographical 0.035
-#> 198 engagement 0.035
-#> 424 nouns 0.035
-#> 232 familiar 0.032
-#> 425 novel 0.032
-#> 507 reappraisal 0.032
-#> 620 spoken 0.032
-#> 648 temporal 0.032
-#> 681 verbs 0.032
-#> 347 memories 0.031
-#> 391 movement 0.031
-#> 449 pain 0.031
-#> 200 english 0.030
-#> 713 younger 0.030
-#> 708 words 0.029
-#> 194 empathy 0.028
-#> 203 episodic memory 0.028
-#> 233 familiarity 0.028
-#> 314 languages 0.028
-#> 455 patterns 0.027
-#> 6 action 0.026
-#> 173 dual 0.026
-#> 332 linguistic 0.026
-#> 417 neutral 0.026
-#> 521 rehearsal 0.026
-#> 308 judgment task 0.025
-#> 384 motor imagery 0.025
-#> 438 old 0.024
-#> 467 perspective 0.024
-#> 56 autobiographical memory 0.023
-#> 92 comprehension 0.023
-#> 98 conceptual 0.023
-#> 113 decision task 0.023
-#> 279 imagined 0.023
-#> 284 implicit 0.023
-#> 306 judged 0.023
-#> 313 language network 0.023
-#> 327 lexical 0.023
-#> 431 object 0.023
-#> 490 production 0.023
-#> 516 recollection 0.023
-#> 60 avoidance 0.022
-#> 196 encoding retrieval 0.022
-#> 242 finger 0.022
-#> 290 index finger 0.022
-#> 328 lexical decision 0.022
-#> 439 older 0.022
-#> 440 older adults 0.022
-#> 471 pictures 0.022
-#> 506 reality 0.022
-#> 528 remembering 0.022
-#> 529 repetition 0.022
-#> 572 semantic memory 0.022
-#> 669 unfamiliar 0.022
-#> 8 actions 0.021
-#> 77 chinese 0.021
-#> 234 fear 0.021
-#> 385 motor performance 0.021
-#> 447 orthographic 0.021
-#> 537 retention 0.021
-#> 583 sentence 0.021
-#> 613 speaker 0.021
-#> 682 violations 0.021
-#> 214 expertise 0.020
-#> 280 imitation 0.020
-#> 333 listened 0.020
-#> 349 memory encoding 0.020
-#> 392 movements 0.020
-#> 548 rich 0.020
-#> 619 speech production 0.020
-#> 677 verb 0.020
-#> 20 adults 0.019
-#> 157 distributed network 0.019
-#> 184 emotion regulation 0.019
-#> 219 extinction 0.019
-#> 366 mirror 0.019
+#> 449 pain 0.037
+#> 20 adults 0.033
+#> 57 autonomic 0.033
+#> 111 decision 0.033
+#> 194 empathy 0.031
+#> 198 engagement 0.030
+#> 440 older adults 0.029
+#> 26 aging 0.028
+#> 22 affective 0.026
+#> 112 decision making 0.026
+#> 379 motivation 0.026
+#> 676 valence 0.026
+#> 63 behavioral responses 0.025
+#> 343 matching task 0.025
+#> 412 network connectivity 0.025
+#> 439 older 0.025
+#> 624 strategies 0.025
+#> 381 motor 0.024
+#> 34 anticipation 0.023
+#> 219 extinction 0.023
+#> 257 gaze 0.023
+#> 262 goal directed 0.023
+#> 8 actions 0.022
+#> 280 imitation 0.022
+#> 360 mesolimbic 0.022
+#> 538 retrieval 0.022
+#> 543 reward 0.022
+#> 332 linguistic 0.021
+#> 342 matching 0.021
+#> 405 navigation 0.021
+#> 427 noxious 0.021
+#> 550 risk taking 0.021
+#> 599 social cognition 0.021
+#> 666 uncertainty 0.021
+#> 675 updating 0.021
+#> 117 default network 0.020
+#> 187 emotional information 0.020
+#> 237 feedback 0.020
+#> 358 mental imagery 0.020
+#> 609 spatial 0.020
+#> 21 affect 0.019
+#> 24 age 0.019
+#> 60 avoidance 0.019
+#> 89 compensatory 0.019
+#> 141 discriminate 0.019
+#> 195 encoding 0.019
+#> 251 focused 0.019
+#> 285 impulsive 0.019
+#> 287 incentive 0.019
+#> 355 memory tasks 0.019
+#> 364 mild cognitive 0.019
#> 367 mirror neuron 0.019
-#> 459 perceiving 0.019
-#> 470 picture 0.019
-#> 578 sensorimotor 0.019
+#> 369 monetary 0.019
+#> 420 neutral stimuli 0.019
+#> 548 rich 0.019
+#> 551 risky 0.019
#> 602 social interactions 0.019
-#> 714 younger adults 0.019
-#> 243 finger movements 0.018
-#> 260 gestures 0.018
+#> 660 traits 0.019
+#> 19 adulthood 0.018
+#> 29 alzheimer disease 0.018
+#> 157 distributed network 0.018
+#> 203 episodic memory 0.018
+#> 216 expressed 0.018
+#> 238 feeling 0.018
+#> 319 learned 0.018
#> 353 memory retrieval 0.018
-#> 355 memory tasks 0.018
-#> 448 paced 0.018
-#> 454 pattern 0.018
-#> 502 reactions 0.018
-#> 512 recognition task 0.018
-#> 518 regulation 0.018
-#> 605 somatosensory 0.018
-#> 26 aging 0.017
-#> 58 aversive 0.017
-#> 187 emotional information 0.017
-#> 209 executive function 0.017
-#> 266 handed 0.017
+#> 455 patterns 0.018
+#> 486 preparation 0.018
+#> 592 sighted 0.018
+#> 654 time task 0.018
+#> 655 tom 0.018
+#> 695 visually 0.018
+#> 28 alzheimer 0.017
+#> 69 blind 0.017
+#> 145 discriminative 0.017
+#> 185 emotional 0.017
+#> 234 fear 0.017
#> 302 interpersonal 0.017
-#> 312 language comprehension 0.017
-#> 320 learning 0.017
-#> 468 phonological 0.017
+#> 336 losses 0.017
+#> 348 memory 0.017
+#> 359 mentalizing 0.017
#> 576 sensations 0.017
-#> 678 verbal 0.017
-#> 705 word form 0.017
+#> 625 strategy 0.017
+#> 635 sustained 0.017
+#> 643 target 0.017
+#> 710 young 0.017
+#> 711 young adults 0.017
#> 7 action observation 0.016
-#> 22 affective 0.016
-#> 88 compensation 0.016
-#> 193 empathic 0.016
-#> 358 mental imagery 0.016
-#> 427 noxious 0.016
-#> 450 painful 0.016
-#> 491 pseudowords 0.016
-#> 591 short term 0.016
-#> 616 spectrum disorders 0.016
-#> 642 tapping 0.016
-#> 655 tom 0.016
-#> 667 understand 0.016
-#> 694 visual word 0.016
-#> 249 fluency 0.015
-#> 278 imagine 0.015
-#> 330 limb 0.015
-#> 398 musical 0.015
-#> 485 preferential 0.015
-#> 99 confidence 0.014
-#> 238 feeling 0.014
-#> 244 finger tapping 0.014
-#> 307 judgment 0.014
-#> 382 motor control 0.014
-#> 387 motor premotor 0.014
-#> 463 performance task 0.014
-#> 486 preparation 0.014
-#> 539 retrieved 0.014
-#> 564 sclerosis 0.014
-#> 695 visually 0.014
-#> 57 autonomic 0.013
-#> 352 memory processes 0.013
-#> 433 objects 0.013
-#> 526 remember 0.013
-#> 527 remembered 0.013
-#> 584 sentence comprehension 0.013
-#> 700 vocal 0.013
-#> 10 adaptive 0.012
-#> 21 affect 0.012
-#> 31 amnestic 0.012
-#> 142 discriminated 0.012
-#> 183 emotion 0.012
-#> 264 hand 0.012
-#> 317 lateralized 0.012
-#> 365 mind tom 0.012
-#> 511 recognition memory 0.012
-#> 585 sentences 0.012
-#> 617 speech 0.012
+#> 43 attention 0.016
+#> 55 autobiographical 0.016
+#> 56 autobiographical memory 0.016
+#> 77 chinese 0.016
+#> 202 episodic 0.016
+#> 204 error 0.016
+#> 261 goal 0.016
+#> 371 monetary reward 0.016
+#> 375 monitoring 0.016
+#> 410 negative feedback 0.016
+#> 474 planning 0.016
+#> 480 prediction 0.016
+#> 531 response inhibition 0.016
+#> 534 rest 0.016
+#> 714 younger adults 0.016
+#> 6 action 0.015
+#> 54 autism spectrum 0.015
+#> 58 aversive 0.015
+#> 284 implicit 0.015
+#> 385 motor performance 0.015
+#> 438 old 0.015
+#> 448 paced 0.015
+#> 88 compensation 0.014
+#> 114 decisions 0.014
+#> 144 discrimination task 0.014
+#> 245 fixation 0.014
+#> 274 high functioning 0.014
+#> 301 interoceptive 0.014
+#> 365 mind tom 0.014
+#> 380 motivational 0.014
+#> 437 oddball 0.014
+#> 499 reaction 0.014
+#> 546 rewards 0.014
+#> 559 salience 0.014
+#> 561 salient 0.014
+#> 623 strategic 0.014
+#> 712 young older 0.014
+#> 713 younger 0.014
+#> 41 arousal 0.013
+#> 90 competing 0.013
+#> 101 conflicting 0.013
+#> 143 discrimination 0.013
+#> 156 distress 0.013
+#> 211 expectancy 0.013
+#> 464 peripheral 0.013
+#> 477 pleasant 0.013
+#> 478 positive 0.013
+#> 510 recognition 0.013
+#> 555 rules 0.013
+#> 611 spatial information 0.013
+#> 616 spectrum disorders 0.013
+#> 645 targets 0.013
+#> 697 visuo spatial 0.013
+#> 78 choice 0.012
+#> 115 default 0.012
+#> 181 effortful 0.012
+#> 196 encoding retrieval 0.012
+#> 199 engaging 0.012
+#> 205 errors 0.012
+#> 214 expertise 0.012
+#> 273 heart rate 0.012
+#> 320 learning 0.012
+#> 345 mci 0.012
+#> 366 mirror 0.012
+#> 398 musical 0.012
+#> 541 reverse 0.012
#> 644 target detection 0.012
-#> 710 young 0.012
-#> 84 cognitive impairment 0.011
-#> 164 dominant 0.011
-#> 215 explicit 0.011
-#> 218 expressions 0.011
-#> 237 feedback 0.011
-#> 248 flexibly 0.011
-#> 357 men 0.011
-#> 364 mild cognitive 0.011
-#> 517 regulate 0.011
-#> 594 silent 0.011
-#> 598 social 0.011
-#> 653 threatening 0.011
-#> 706 word pairs 0.011
-#> 29 alzheimer disease 0.010
-#> 32 anger 0.010
-#> 54 autism spectrum 0.010
-#> 117 default network 0.010
-#> 145 discriminative 0.010
-#> 303 iq 0.010
-#> 309 judgments 0.010
-#> 400 names 0.010
-#> 580 sensory 0.010
-#> 635 sustained 0.010
-#> 641 tactile 0.010
-#> 668 unexpected 0.010
-#> 673 unrelated 0.010
-#> 693 visual stream 0.010
-#> 712 young older 0.010
-#> 69 blind 0.009
-#> 156 distress 0.009
-#> 191 emotionally 0.009
-#> 315 laterality 0.009
-#> 360 mesolimbic 0.009
-#> 390 motor task 0.009
-#> 394 multiple sclerosis 0.009
-#> 552 rotation 0.009
-#> 631 subjective 0.009
-#> 640 syntactic 0.009
-#> 679 verbal fluency 0.009
-#> 132 detection task 0.008
-#> 135 developmental 0.008
-#> 259 german 0.008
-#> 388 motor response 0.008
-#> 474 planning 0.008
-#> 615 spectrum disorder 0.008
-#> 625 strategy 0.008
-#> 632 subsequent memory 0.008
-#> 650 term memory 0.008
-#> 664 true 0.008
-#> 698 visuomotor 0.008
-#> 707 word recognition 0.008
-#> 24 age 0.007
-#> 28 alzheimer 0.007
-#> 89 compensatory 0.007
-#> 101 conflicting 0.007
-#> 118 deficit hyperactivity 0.007
-#> 199 engaging 0.007
-#> 272 heart 0.007
-#> 276 hyperactivity disorder 0.007
-#> 368 mnemonic 0.007
-#> 375 monitoring 0.007
-#> 401 naming 0.007
-#> 405 navigation 0.007
-#> 419 neutral pictures 0.007
-#> 426 novelty 0.007
-#> 437 oddball 0.007
-#> 461 perception 0.007
-#> 505 readers 0.007
-#> 514 recognized 0.007
-#> 575 sensation 0.007
-#> 592 sighted 0.007
-#> 599 social cognition 0.007
-#> 690 visual perception 0.007
-#> 3 abuse 0.006
-#> 38 aphasia 0.006
-#> 63 behavioral responses 0.006
-#> 114 decisions 0.006
-#> 158 disturbances 0.006
+#> 665 uncertain 0.012
+#> 31 amnestic 0.011
+#> 42 asd 0.011
+#> 61 awareness 0.011
+#> 183 emotion 0.011
+#> 188 emotional responses 0.011
+#> 200 english 0.011
+#> 233 familiarity 0.011
+#> 272 heart 0.011
+#> 349 memory encoding 0.011
+#> 384 motor imagery 0.011
+#> 454 pattern 0.011
+#> 500 reaction time 0.011
+#> 507 reappraisal 0.011
+#> 554 rule 0.011
+#> 580 sensory 0.011
+#> 631 subjective 0.011
+#> 2 abstract 0.010
+#> 79 choices 0.010
+#> 104 congruent incongruent 0.010
+#> 113 decision task 0.010
+#> 122 dementia 0.010
+#> 173 dual 0.010
+#> 190 emotional valence 0.010
+#> 193 empathic 0.010
+#> 212 expectation 0.010
+#> 255 gambling 0.010
+#> 328 lexical decision 0.010
+#> 377 moral 0.010
+#> 417 neutral 0.010
+#> 444 orientation 0.010
+#> 450 painful 0.010
+#> 487 preparatory 0.010
+#> 533 response times 0.010
+#> 537 retention 0.010
+#> 544 reward anticipation 0.010
+#> 652 threat 0.010
+#> 674 upcoming 0.010
+#> 684 visual 0.010
+#> 686 visual auditory 0.010
+#> 699 visuospatial 0.010
+#> 53 autism 0.009
+#> 119 delay 0.009
+#> 180 effort 0.009
+#> 278 imagine 0.009
+#> 291 inhibit 0.009
+#> 296 insights 0.009
+#> 388 motor response 0.009
+#> 403 naturalistic 0.009
+#> 429 numbers 0.009
+#> 482 predictions 0.009
+#> 512 recognition task 0.009
+#> 598 social 0.009
+#> 615 spectrum disorder 0.009
+#> 622 stop signal 0.009
+#> 690 visual perception 0.009
+#> 10 adaptive 0.008
+#> 70 bodily 0.008
+#> 130 detect 0.008
+#> 166 dopaminergic 0.008
+#> 171 drug 0.008
+#> 208 executive control 0.008
+#> 288 incentive delay 0.008
+#> 318 learn 0.008
+#> 382 motor control 0.008
+#> 411 negativity 0.008
+#> 446 orienting 0.008
+#> 485 preferential 0.008
+#> 504 read 0.008
+#> 516 recollection 0.008
+#> 519 regulatory 0.008
+#> 641 tactile 0.008
+#> 642 tapping 0.008
+#> 661 transfer 0.008
+#> 672 unpleasant 0.008
+#> 692 visual stimulus 0.008
+#> 14 adolescence 0.007
+#> 83 cognitive emotional 0.007
+#> 84 cognitive impairment 0.007
+#> 91 competition 0.007
+#> 103 congruent 0.007
+#> 184 emotion regulation 0.007
+#> 186 emotional faces 0.007
+#> 207 executive 0.007
+#> 235 fearful 0.007
+#> 243 finger movements 0.007
+#> 247 flexible 0.007
+#> 254 frontoparietal network 0.007
+#> 260 gestures 0.007
+#> 266 handed 0.007
+#> 279 imagined 0.007
+#> 292 inhibition 0.007
+#> 321 learning task 0.007
+#> 372 money 0.007
+#> 459 perceiving 0.007
+#> 501 reaction times 0.007
+#> 523 reinforcement learning 0.007
+#> 560 salience network 0.007
+#> 568 selective attention 0.007
+#> 593 signal task 0.007
+#> 683 vision 0.007
+#> 102 congruency 0.006
+#> 142 discriminated 0.006
+#> 155 distractors 0.006
+#> 177 eating 0.006
#> 182 elderly 0.006
-#> 211 expectancy 0.006
-#> 239 feelings 0.006
-#> 247 flexible 0.006
-#> 319 learned 0.006
-#> 342 matching 0.006
-#> 345 mci 0.006
-#> 359 mentalizing 0.006
-#> 396 muscle 0.006
-#> 412 network connectivity 0.006
-#> 420 neutral stimuli 0.006
-#> 478 positive 0.006
-#> 520 rehabilitation 0.006
-#> 544 reward anticipation 0.006
-#> 555 rules 0.006
-#> 42 asd 0.005
-#> 44 attention deficit 0.005
-#> 53 autism 0.005
-#> 83 cognitive emotional 0.005
-#> 87 compensate 0.005
-#> 96 concept 0.005
-#> 192 emotions 0.005
-#> 207 executive 0.005
-#> 216 expressed 0.005
-#> 253 foot 0.005
-#> 255 gambling 0.005
-#> 256 game 0.005
-#> 257 gaze 0.005
-#> 262 goal directed 0.005
-#> 271 hearing 0.005
-#> 275 hyperactivity 0.005
-#> 299 intentional 0.005
-#> 379 motivation 0.005
-#> 386 motor pre 0.005
-#> 422 nogo 0.005
-#> 443 order 0.005
-#> 513 recognize 0.005
-#> 533 response times 0.005
-#> 547 rhythm 0.005
-#> 554 rule 0.005
-#> 582 sensory motor 0.005
-#> 595 sleep 0.005
-#> 624 strategies 0.005
-#> 65 beliefs 0.004
-#> 80 chronic pain 0.004
-#> 321 learning task 0.004
-#> 324 letter 0.004
-#> 343 matching task 0.004
-#> 399 musicians 0.004
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+#> 1 abilities 0.005
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#> 407 negative affect 0.004
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-#> 397 music 0.002
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#> 581 sensory information 0.002
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+#> 85 color 0.001
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#> 334 listening 0.001
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+#> 518 regulation 0.001
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#> 658 touch 0.001
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