Note
Go to the end to download the full example code.
Generate a Phantom and visualize the contrast at different TE values#
Example for generating a phantom and visualizing the contrast at different TE values.
from snake.core.phantom import Phantom
from snake.core.engine.utils import get_ideal_phantom
from snake.core.simulation import SimConfig, GreConfig
This notebook has interactive widgets, run it in google colab or locally to enjoy it fully
shape = (181, 217, 181)
TR = 100
TE = 25
FA = 3
field = "7T" # "1T5"
sim_conf = SimConfig(shape, seq=GreConfig(TR=TR, TE=TE, FA=FA))
phantom = Phantom.from_brainweb(sub_id=4, sim_conf=sim_conf)
phantom
contrast_at_TE = get_ideal_phantom(phantom, sim_conf)
from snake.toolkit.plotting import axis3dcut
import matplotlib.pyplot as plt
fig, ax = plt.subplots()
axis3dcut(fig, ax, contrast_at_TE.T, None, None, cuts=(60, 60, 60), width_inches=5)
fig
from ipywidgets import interact
Downloading subject04_wht: 0.00B [00:00, ?B/s]
Downloading subject04_csf: 0.00B [00:00, ?B/s]
Downloading subject04_bck: 0.00B [00:00, ?B/s]
Downloading subject04_gry: 0.00B [00:00, ?B/s]
Downloading subject04_bck: 1.00kB [00:02, 486B/s]
Downloading subject04_bck: 49.0kB [00:02, 29.5kB/s]
Downloading subject04_bck: 97.0kB [00:02, 60.0kB/s]
Downloading subject04_bck: 145kB [00:02, 90.8kB/s]
Downloading subject04_wht: 1.00kB [00:02, 349B/s]
Downloading subject04_csf: 1.00kB [00:02, 349B/s]
Downloading subject04_bck: 193kB [00:02, 119kB/s]
Downloading subject04_gry: 1.00kB [00:03, 336B/s]
Downloading subject04_wht: 17.0kB [00:03, 7.69kB/s]
Downloading subject04_csf: 17.0kB [00:03, 7.72kB/s]
Downloading subject04_gry: 33.0kB [00:03, 14.8kB/s]
Downloading subject04_wht: 65.0kB [00:03, 36.9kB/s]
Downloading subject04_bck: 241kB [00:03, 142kB/s]
Downloading subject04_csf: 65.0kB [00:03, 35.3kB/s]
Downloading subject04_gry: 65.0kB [00:03, 33.3kB/s]
Downloading subject04_wht: 112kB [00:03, 71.8kB/s]
Downloading subject04_gry: 97.0kB [00:03, 55.8kB/s]
Downloading subject04_wht: 145kB [00:03, 98.4kB/s]
Downloading subject04_csf: 113kB [00:03, 68.3kB/s]
Downloading subject04_bck: 289kB [00:03, 161kB/s]
Downloading subject04_wht: 193kB [00:03, 145kB/s]
Downloading subject04_gry: 145kB [00:03, 96.0kB/s]
Downloading subject04_csf: 177kB [00:03, 121kB/s]
Downloading subject04_bck: 337kB [00:03, 179kB/s]
Downloading subject04_gry: 177kB [00:03, 124kB/s]
Downloading subject04_wht: 257kB [00:03, 216kB/s]
Downloading subject04_csf: 225kB [00:03, 156kB/s]
Downloading subject04_gry: 225kB [00:03, 174kB/s]
Downloading subject04_wht: 321kB [00:03, 281kB/s]
Downloading subject04_csf: 273kB [00:03, 199kB/s]
Downloading subject04_gry: 273kB [00:03, 222kB/s]
Downloading subject04_bck: 385kB [00:03, 188kB/s]
Downloading subject04_wht: 385kB [00:03, 340kB/s]
Downloading subject04_csf: 337kB [00:03, 257kB/s]
Downloading subject04_wht: 433kB [00:03, 372kB/s]
Downloading subject04_gry: 321kB [00:03, 259kB/s]
Downloading subject04_csf: 385kB [00:04, 285kB/s]
Downloading subject04_gry: 369kB [00:04, 299kB/s]
Downloading subject04_wht: 497kB [00:04, 402kB/s]
Downloading subject04_bck: 433kB [00:04, 187kB/s]
Downloading subject04_csf: 433kB [00:04, 308kB/s]
Downloading subject04_gry: 417kB [00:04, 338kB/s]
Downloading subject04_wht: 561kB [00:04, 429kB/s]
Downloading subject04_csf: 481kB [00:04, 336kB/s]
Downloading subject04_gry: 458kB [00:04, 354kB/s]
Downloading subject04_wht: 609kB [00:04, 433kB/s]
Downloading subject04_bck: 481kB [00:04, 183kB/s]
Downloading subject04_gry: 499kB [00:04, 352kB/s]
Downloading subject04_csf: 529kB [00:04, 342kB/s]
Downloading subject04_wht: 673kB [00:04, 460kB/s]
Downloading subject04_gry: 561kB [00:04, 400kB/s]
Downloading subject04_csf: 577kB [00:04, 347kB/s]
Downloading subject04_wht: 737kB [00:04, 489kB/s]
Downloading subject04_gry: 625kB [00:04, 447kB/s]
Downloading subject04_csf: 615kB [00:04, 352kB/s]
Downloading subject04_wht: 817kB [00:04, 556kB/s]
Downloading subject04_bck: 529kB [00:04, 177kB/s]
Downloading subject04_gry: 689kB [00:04, 479kB/s]
Downloading subject04_csf: 657kB [00:04, 348kB/s]
Downloading subject04_wht: 881kB [00:04, 579kB/s]
Downloading subject04_gry: 738kB [00:04, 472kB/s]
Downloading subject04_wht: 945kB [00:04, 593kB/s]
Downloading subject04_csf: 705kB [00:04, 372kB/s]
Downloading subject04_bck: 577kB [00:04, 180kB/s]
Downloading subject04_gry: 801kB [00:05, 487kB/s]
Downloading subject04_wht: 0.99MB [00:05, 589kB/s]
Downloading subject04_csf: 743kB [00:05, 368kB/s]
Downloading subject04_gry: 850kB [00:05, 477kB/s]
Downloading subject04_wht: 1.05MB [00:05, 590kB/s]
Downloading subject04_csf: 801kB [00:05, 401kB/s]
Downloading subject04_wht: 1.11MB [00:05, 590kB/s]
Downloading subject04_bck: 625kB [00:05, 178kB/s]
Downloading subject04_gry: 913kB [00:05, 481kB/s]
Downloading subject04_csf: 849kB [00:05, 411kB/s]
Downloading subject04_wht: 1.17MB [00:05, 585kB/s]
Downloading subject04_gry: 961kB [00:05, 480kB/s]
Downloading subject04_csf: 897kB [00:05, 410kB/s]
Downloading subject04_wht: 1.23MB [00:05, 581kB/s]
Downloading subject04_gry: 0.99MB [00:05, 432kB/s]
Downloading subject04_csf: 945kB [00:05, 386kB/s]
Downloading subject04_bck: 673kB [00:05, 177kB/s]
Downloading subject04_wht: 1.29MB [00:05, 540kB/s]
Downloading subject04_gry: 1.03MB [00:05, 445kB/s]
Downloading subject04_csf: 993kB [00:05, 375kB/s]
Downloading subject04_wht: 1.34MB [00:05, 540kB/s]
Downloading subject04_gry: 1.09MB [00:05, 467kB/s]
Downloading subject04_csf: 1.02MB [00:05, 373kB/s]
Downloading subject04_wht: 1.41MB [00:05, 547kB/s]
Downloading subject04_gry: 1.14MB [00:05, 472kB/s]
Downloading subject04_bck: 721kB [00:05, 169kB/s]
Downloading subject04_wht: 1.46MB [00:05, 543kB/s]
Downloading subject04_csf: 1.06MB [00:05, 371kB/s]
Downloading subject04_gry: 1.19MB [00:05, 455kB/s]
Downloading subject04_wht: 1.52MB [00:06, 535kB/s]
Downloading subject04_csf: 1.11MB [00:06, 371kB/s]
Downloading subject04_gry: 1.24MB [00:06, 433kB/s]
Downloading subject04_bck: 769kB [00:06, 167kB/s]
Downloading subject04_wht: 1.58MB [00:06, 537kB/s]
Downloading subject04_csf: 1.16MB [00:06, 360kB/s]
Downloading subject04_gry: 1.28MB [00:06, 416kB/s]
Downloading subject04_wht: 1.64MB [00:06, 547kB/s]
Downloading subject04_csf: 1.20MB [00:06, 381kB/s]
Downloading subject04_gry: 1.33MB [00:06, 416kB/s]
Downloading subject04_wht: 1.69MB [00:06, 528kB/s]
Downloading subject04_csf: 1.25MB [00:06, 390kB/s]
Downloading subject04_gry: 1.38MB [00:06, 422kB/s]
Downloading subject04_bck: 801kB [00:06, 150kB/s]
Downloading subject04_wht: 1.75MB [00:06, 509kB/s]
Downloading subject04_csf: 1.30MB [00:06, 409kB/s]
Downloading subject04_gry: 1.42MB [00:06, 425kB/s]
Downloading subject04_wht: 1.81MB [00:06, 529kB/s]
Downloading subject04_csf: 1.34MB [00:06, 413kB/s]
Downloading subject04_gry: 1.47MB [00:06, 407kB/s]
Downloading subject04_wht: 1.88MB [00:06, 551kB/s]
Downloading subject04_bck: 849kB [00:06, 154kB/s]
Downloading subject04_csf: 1.39MB [00:06, 408kB/s]
Downloading subject04_gry: 1.53MB [00:06, 457kB/s]
Downloading subject04_wht: 1.95MB [00:06, 602kB/s]
Downloading subject04_csf: 1.45MB [00:06, 424kB/s]
Downloading subject04_gry: 1.59MB [00:06, 448kB/s]
Downloading subject04_wht: 2.01MB [00:06, 579kB/s]
Downloading subject04_csf: 1.50MB [00:07, 415kB/s]
Downloading subject04_bck: 897kB [00:07, 155kB/s]
Downloading subject04_gry: 1.64MB [00:07, 424kB/s]
Downloading subject04_wht: 2.07MB [00:07, 539kB/s]
Downloading subject04_csf: 1.55MB [00:07, 406kB/s]
Downloading subject04_wht: 2.13MB [00:07, 523kB/s]
Downloading subject04_gry: 1.69MB [00:07, 407kB/s]
Downloading subject04_csf: 1.59MB [00:07, 409kB/s]
Downloading subject04_wht: 2.18MB [00:07, 495kB/s]
Downloading subject04_gry: 1.74MB [00:07, 377kB/s]
Downloading subject04_csf: 1.63MB [00:07, 405kB/s]
Downloading subject04_bck: 945kB [00:07, 145kB/s]
Downloading subject04_wht: 2.22MB [00:07, 483kB/s]
Downloading subject04_gry: 1.77MB [00:07, 363kB/s]
Downloading subject04_csf: 1.67MB [00:07, 368kB/s]
Downloading subject04_wht: 2.27MB [00:07, 482kB/s]
Downloading subject04_gry: 1.81MB [00:07, 360kB/s]
Downloading subject04_wht: 2.32MB [00:07, 465kB/s]
Downloading subject04_csf: 1.72MB [00:07, 371kB/s]
Downloading subject04_gry: 1.84MB [00:07, 331kB/s]
Downloading subject04_wht: 2.38MB [00:07, 474kB/s]
Downloading subject04_csf: 1.77MB [00:07, 361kB/s]
Downloading subject04_bck: 993kB [00:07, 141kB/s]
Downloading subject04_gry: 1.88MB [00:07, 326kB/s]
Downloading subject04_wht: 2.42MB [00:07, 453kB/s]
Downloading subject04_csf: 1.81MB [00:07, 376kB/s]
Downloading subject04_gry: 1.92MB [00:07, 334kB/s]
Downloading subject04_csf: 1.85MB [00:08, 376kB/s]
Downloading subject04_wht: 2.49MB [00:08, 469kB/s]
Downloading subject04_gry: 1.96MB [00:08, 331kB/s]
Downloading subject04_wht: 2.55MB [00:08, 486kB/s]
Downloading subject04_csf: 1.89MB [00:08, 362kB/s]
Downloading subject04_gry: 1.99MB [00:08, 329kB/s]
Downloading subject04_bck: 1.02MB [00:08, 137kB/s]
Downloading subject04_wht: 2.61MB [00:08, 489kB/s]
Downloading subject04_csf: 1.94MB [00:08, 356kB/s]
Downloading subject04_gry: 2.03MB [00:08, 325kB/s]
Downloading subject04_wht: 2.66MB [00:08, 483kB/s]
Downloading subject04_csf: 1.99MB [00:08, 361kB/s]
Downloading subject04_gry: 2.06MB [00:08, 323kB/s]
Downloading subject04_wht: 2.70MB [00:08, 465kB/s]
Downloading subject04_csf: 2.02MB [00:08, 343kB/s]
Downloading subject04_gry: 2.11MB [00:08, 339kB/s]
Downloading subject04_bck: 1.05MB [00:08, 118kB/s]
Downloading subject04_wht: 2.75MB [00:08, 453kB/s]
Downloading subject04_gry: 2.14MB [00:08, 313kB/s]
Downloading subject04_csf: 2.06MB [00:08, 334kB/s]
Downloading subject04_wht: 2.81MB [00:08, 455kB/s]
Downloading subject04_gry: 2.19MB [00:08, 343kB/s]
Downloading subject04_csf: 2.11MB [00:08, 352kB/s]
Downloading subject04_wht: 2.88MB [00:08, 457kB/s]
Downloading subject04_csf: 2.14MB [00:08, 345kB/s]
Downloading subject04_gry: 2.22MB [00:08, 326kB/s]
Downloading subject04_bck: 1.09MB [00:09, 120kB/s]
Downloading subject04_wht: 2.94MB [00:09, 466kB/s]
Downloading subject04_csf: 2.18MB [00:09, 328kB/s]
Downloading subject04_gry: 2.27MB [00:09, 328kB/s]
Downloading subject04_wht: 3.00MB [00:09, 488kB/s]
Downloading subject04_csf: 2.22MB [00:09, 327kB/s]
Downloading subject04_gry: 2.31MB [00:09, 342kB/s]
Downloading subject04_wht: 3.06MB [00:09, 500kB/s]
Downloading subject04_csf: 2.27MB [00:09, 336kB/s]
Downloading subject04_gry: 2.36MB [00:09, 352kB/s]
Downloading subject04_bck: 1.13MB [00:09, 112kB/s]
Downloading subject04_wht: 3.13MB [00:09, 505kB/s]
Downloading subject04_gry: 2.41MB [00:09, 369kB/s]
Downloading subject04_csf: 2.31MB [00:09, 343kB/s]
Downloading subject04_wht: 3.17MB [00:09, 503kB/s]
Downloading subject04_bck: 1.16MB [00:09, 124kB/s]
Downloading subject04_gry: 2.45MB [00:09, 376kB/s]
Downloading subject04_csf: 2.36MB [00:09, 355kB/s]
Downloading subject04_wht: 3.24MB [00:09, 515kB/s]
Downloading subject04_csf: 2.41MB [00:09, 375kB/s]
Downloading subject04_gry: 2.50MB [00:09, 380kB/s]
Downloading subject04_wht: 3.30MB [00:09, 521kB/s]
Downloading subject04_csf: 2.44MB [00:09, 372kB/s]
Downloading subject04_gry: 2.55MB [00:09, 375kB/s]
Downloading subject04_wht: 3.36MB [00:09, 530kB/s]
Downloading subject04_csf: 2.49MB [00:09, 356kB/s]
Downloading subject04_gry: 2.59MB [00:09, 392kB/s]
Downloading subject04_wht: 3.42MB [00:10, 536kB/s]
Downloading subject04_csf: 2.53MB [00:10, 366kB/s]
Downloading subject04_gry: 2.64MB [00:10, 375kB/s]
Downloading subject04_wht: 3.49MB [00:10, 509kB/s]
Downloading subject04_csf: 2.57MB [00:10, 363kB/s]
Downloading subject04_gry: 2.69MB [00:10, 367kB/s]
Downloading subject04_wht: 3.55MB [00:10, 495kB/s]
Downloading subject04_csf: 2.61MB [00:10, 360kB/s]
Downloading subject04_gry: 2.72MB [00:10, 332kB/s]
Downloading subject04_csf: 2.66MB [00:10, 376kB/s]
Downloading subject04_wht: 3.61MB [00:10, 476kB/s]
Downloading subject04_csf: 2.69MB [00:10, 376kB/s]
Downloading subject04_wht: 3.67MB [00:10, 506kB/s]
Downloading subject04_gry: 2.77MB [00:10, 314kB/s]
Downloading subject04_gry: 2.81MB [00:10, 343kB/s]
Downloading subject04_csf: 2.74MB [00:10, 351kB/s]
Downloading subject04_wht: 3.74MB [00:10, 504kB/s]
Downloading subject04_fat: 0.00B [00:00, ?B/s]
Downloading subject04_gry: 2.85MB [00:10, 345kB/s]
Downloading subject04_wht: 3.80MB [00:10, 521kB/s]
Downloading subject04_csf: 2.78MB [00:10, 365kB/s]
Downloading subject04_gry: 2.88MB [00:10, 347kB/s]
Downloading subject04_csf: 2.82MB [00:10, 360kB/s]
Downloading subject04_wht: 3.86MB [00:10, 528kB/s]
Downloading subject04_gry: 2.92MB [00:10, 343kB/s]
Downloading subject04_wht: 3.91MB [00:11, 523kB/s]
Downloading subject04_csf: 2.86MB [00:11, 338kB/s]
Downloading subject04_gry: 2.97MB [00:11, 373kB/s]
Downloading subject04_wht: 3.97MB [00:11, 496kB/s]
Downloading subject04_csf: 2.91MB [00:11, 333kB/s]
Downloading subject04_gry: 3.01MB [00:11, 370kB/s]
Downloading subject04_wht: 4.02MB [00:11, 487kB/s]
Downloading subject04_gry: 3.04MB [00:11, 365kB/s]
Downloading subject04_csf: 2.94MB [00:11, 318kB/s]
Downloading subject04_wht: 4.08MB [00:11, 488kB/s]
Downloading subject04_gry: 3.08MB [00:11, 360kB/s]
Downloading subject04_csf: 2.97MB [00:11, 320kB/s]
Downloading subject04_wht: 4.13MB [00:11, 487kB/s]
Downloading subject04_csf: 3.02MB [00:11, 332kB/s]
Downloading subject04_gry: 3.11MB [00:11, 318kB/s]
Downloading subject04_wht: 4.19MB [00:11, 517kB/s]
Downloading subject04_gry: 3.14MB [00:11, 319kB/s]
Downloading subject04_csf: 3.06MB [00:11, 330kB/s]
Downloading subject04_wht: 4.24MB [00:11, 494kB/s]
Downloading subject04_gry: 3.17MB [00:11, 308kB/s]
Downloading subject04_wht: 4.29MB [00:11, 485kB/s]
Downloading subject04_csf: 3.11MB [00:11, 331kB/s]
Downloading subject04_gry: 3.22MB [00:11, 323kB/s]
Downloading subject04_wht: 4.34MB [00:11, 485kB/s]
Downloading subject04_csf: 3.16MB [00:11, 366kB/s]
Downloading subject04_gry: 3.27MB [00:12, 364kB/s]
Downloading subject04_wht: 4.39MB [00:12, 485kB/s]
Downloading subject04_csf: 3.19MB [00:12, 349kB/s]
Downloading subject04_gry: 3.31MB [00:12, 386kB/s]
Downloading subject04_wht: 4.45MB [00:12, 480kB/s]
Downloading subject04_csf: 3.24MB [00:12, 322kB/s]
Downloading subject04_gry: 3.36MB [00:12, 364kB/s]
Downloading subject04_wht: 4.52MB [00:12, 521kB/s]
Downloading subject04_csf: 3.28MB [00:12, 323kB/s]
Downloading subject04_gry: 3.40MB [00:12, 352kB/s]
Downloading subject04_wht: 4.57MB [00:12, 495kB/s]
Downloading subject04_csf: 3.33MB [00:12, 342kB/s]
Downloading subject04_gry: 3.44MB [00:12, 352kB/s]
Downloading subject04_wht: 4.62MB [00:12, 485kB/s]
Downloading subject04_csf: 3.36MB [00:12, 343kB/s]
Downloading subject04_gry: 3.49MB [00:12, 387kB/s]
Downloading subject04_wht: 4.66MB [00:12, 484kB/s]
Downloading subject04_gry: 3.53MB [00:12, 388kB/s]
Downloading subject04_wht: 4.72MB [00:12, 462kB/s]
Downloading subject04_csf: 3.41MB [00:12, 329kB/s]
Downloading subject04_gry: 3.58MB [00:12, 408kB/s]
Downloading subject04_wht: 4.78MB [00:12, 498kB/s]
Downloading subject04_csf: 3.45MB [00:12, 340kB/s]
Downloading subject04_gry: 3.63MB [00:12, 423kB/s]
Downloading subject04_wht: 4.84MB [00:13, 493kB/s]
Downloading subject04_csf: 3.50MB [00:13, 362kB/s]
Downloading subject04_gry: 3.67MB [00:13, 410kB/s]
Downloading subject04_wht: 4.89MB [00:13, 491kB/s]
Downloading subject04_csf: 3.54MB [00:13, 342kB/s]
Downloading subject04_gry: 3.72MB [00:13, 420kB/s]
Downloading subject04_wht: 4.95MB [00:13, 506kB/s]
Downloading subject04_csf: 3.58MB [00:13, 362kB/s]
Downloading subject04_gry: 3.77MB [00:13, 408kB/s]
Downloading subject04_wht: 5.00MB [00:13, 496kB/s]
Downloading subject04_csf: 3.61MB [00:13, 336kB/s]
Downloading subject04_wht: 5.05MB [00:13, 475kB/s]
Downloading subject04_gry: 3.81MB [00:13, 374kB/s]
Downloading subject04_csf: 3.66MB [00:13, 324kB/s]
Downloading subject04_wht: 5.10MB [00:13, 463kB/s]
Downloading subject04_gry: 3.86MB [00:13, 389kB/s]
Downloading subject04_fat: 1.00kB [00:02, 342B/s]
Downloading subject04_csf: 3.70MB [00:13, 332kB/s]
Downloading subject04_wht: 5.14MB [00:13, 442kB/s]
Downloading subject04_gry: 3.91MB [00:13, 385kB/s]
Downloading subject04_fat: 49.0kB [00:03, 22.6kB/s]
Downloading subject04_csf: 3.74MB [00:13, 331kB/s]
Downloading subject04_wht: 5.20MB [00:13, 455kB/s]
Downloading subject04_gry: 3.95MB [00:13, 390kB/s]
Downloading subject04_csf: 3.78MB [00:13, 332kB/s]
Downloading subject04_fat: 97.0kB [00:03, 49.5kB/s]
Downloading subject04_wht: 5.25MB [00:13, 461kB/s]
Downloading subject04_gry: 4.00MB [00:14, 383kB/s]
Downloading subject04_csf: 3.83MB [00:14, 352kB/s]
Downloading subject04_fat: 145kB [00:03, 81.3kB/s]
Downloading subject04_wht: 5.31MB [00:14, 460kB/s]
Downloading subject04_gry: 4.05MB [00:14, 382kB/s]
Downloading subject04_csf: 3.86MB [00:14, 346kB/s]
Downloading subject04_fat: 177kB [00:03, 105kB/s]
Downloading subject04_wht: 5.36MB [00:14, 465kB/s]
Downloading subject04_gry: 4.09MB [00:14, 356kB/s]
Downloading subject04_csf: 3.91MB [00:14, 349kB/s]
Downloading subject04_wht: 5.41MB [00:14, 460kB/s]
Downloading subject04_fat: 225kB [00:03, 142kB/s]
Downloading subject04_gry: 4.14MB [00:14, 383kB/s]
Downloading subject04_csf: 3.94MB [00:14, 343kB/s]
Downloading subject04_wht: 5.47MB [00:14, 497kB/s]
Downloading subject04_fat: 273kB [00:03, 176kB/s]
Downloading subject04_gry: 4.18MB [00:14, 372kB/s]
Downloading subject04_csf: 3.99MB [00:14, 345kB/s]
Downloading subject04_wht: 5.52MB [00:14, 458kB/s]
Downloading subject04_gry: 4.22MB [00:14, 368kB/s]
Downloading subject04_fat: 321kB [00:03, 208kB/s]
Downloading subject04_csf: 4.03MB [00:14, 358kB/s]
Downloading subject04_wht: 5.58MB [00:14, 451kB/s]
Downloading subject04_gry: 4.26MB [00:14, 340kB/s]
Downloading subject04_fat: 353kB [00:04, 221kB/s]
Downloading subject04_csf: 4.08MB [00:14, 353kB/s]
Downloading subject04_wht: 5.64MB [00:14, 464kB/s]
Downloading subject04_gry: 4.29MB [00:14, 334kB/s]
Downloading subject04_fat: 385kB [00:04, 240kB/s]
Downloading subject04_csf: 4.11MB [00:14, 354kB/s]
Downloading subject04_wht: 5.69MB [00:14, 462kB/s]
Downloading subject04_gry: 4.32MB [00:15, 320kB/s]
Downloading subject04_fat: 417kB [00:04, 250kB/s]
Downloading subject04_csf: 4.16MB [00:15, 342kB/s]
Downloading subject04_wht: 5.74MB [00:15, 439kB/s]
Downloading subject04_fat: 449kB [00:04, 266kB/s]
Downloading subject04_gry: 4.35MB [00:15, 308kB/s]
Downloading subject04_csf: 4.20MB [00:15, 354kB/s]
Downloading subject04_wht: 5.80MB [00:15, 454kB/s]
Downloading subject04_fat: 481kB [00:04, 268kB/s]
Downloading subject04_gry: 4.39MB [00:15, 291kB/s]
Downloading subject04_csf: 4.24MB [00:15, 344kB/s]
Downloading subject04_wht: 5.84MB [00:15, 440kB/s]
Downloading subject04_fat: 513kB [00:04, 264kB/s]
Downloading subject04_gry: 4.42MB [00:15, 289kB/s]
Downloading subject04_wht: 5.89MB [00:15, 440kB/s]
Downloading subject04_csf: 4.28MB [00:15, 313kB/s]
Downloading subject04_gry: 4.45MB [00:15, 271kB/s]
Downloading subject04_wht: 5.94MB [00:15, 433kB/s]
Downloading subject04_csf: 4.33MB [00:15, 331kB/s]
Downloading subject04_fat: 545kB [00:04, 196kB/s]
Downloading subject04_gry: 4.49MB [00:15, 283kB/s]
Downloading subject04_wht: 5.99MB [00:15, 441kB/s]
Downloading subject04_csf: 4.36MB [00:15, 315kB/s]
Downloading subject04_gry: 4.53MB [00:15, 296kB/s]
Downloading subject04_fat: 609kB [00:05, 256kB/s]
Downloading subject04_wht: 6.03MB [00:15, 415kB/s]
Downloading subject04_csf: 4.41MB [00:15, 331kB/s]
Downloading subject04_fat: 665kB [00:05, 320kB/s]
Downloading subject04_gry: 4.56MB [00:15, 293kB/s]
Downloading subject04_wht: 6.09MB [00:15, 445kB/s]
Downloading subject04_csf: 4.45MB [00:16, 340kB/s]
Downloading subject04_gry: 4.59MB [00:16, 288kB/s]
Downloading subject04_wht: 6.14MB [00:16, 434kB/s]
Downloading subject04_fat: 702kB [00:05, 257kB/s]
Downloading subject04_csf: 4.50MB [00:16, 346kB/s]
Downloading subject04_gry: 4.64MB [00:16, 319kB/s]
Downloading subject04_wht: 6.19MB [00:16, 446kB/s]
Downloading subject04_csf: 4.53MB [00:16, 343kB/s]
Downloading subject04_gry: 4.67MB [00:16, 311kB/s]
Downloading subject04_wht: 6.25MB [00:16, 472kB/s]
Downloading subject04_fat: 733kB [00:05, 228kB/s]
Downloading subject04_csf: 4.58MB [00:16, 347kB/s]
Downloading subject04_wht: 6.30MB [00:16, 452kB/s]
Downloading subject04_gry: 4.72MB [00:16, 311kB/s]
Downloading subject04_csf: 4.63MB [00:16, 369kB/s]
Downloading subject04_wht: 6.34MB [00:16, 439kB/s]
Downloading subject04_gry: 4.75MB [00:16, 309kB/s]
Downloading subject04_fat: 769kB [00:05, 203kB/s]
Downloading subject04_csf: 4.66MB [00:16, 349kB/s]
Downloading subject04_wht: 6.41MB [00:16, 460kB/s]
Downloading subject04_gry: 4.80MB [00:16, 315kB/s]
Downloading subject04_csf: 4.70MB [00:16, 352kB/s]
Downloading subject04_gry: 4.83MB [00:16, 313kB/s]
Downloading subject04_wht: 6.47MB [00:16, 460kB/s]
Downloading subject04_fat: 817kB [00:06, 201kB/s]
Downloading subject04_csf: 4.75MB [00:16, 348kB/s]
Downloading subject04_gry: 4.86MB [00:16, 306kB/s]
Downloading subject04_wht: 6.52MB [00:16, 429kB/s]
Downloading subject04_gry: 4.89MB [00:17, 297kB/s]
Downloading subject04_csf: 4.80MB [00:17, 351kB/s]
Downloading subject04_wht: 6.56MB [00:17, 420kB/s]
Downloading subject04_fat: 865kB [00:06, 189kB/s]
Downloading subject04_gry: 4.92MB [00:17, 304kB/s]
Downloading subject04_csf: 4.83MB [00:17, 353kB/s]
Downloading subject04_wht: 6.63MB [00:17, 419kB/s]
Downloading subject04_gry: 4.97MB [00:17, 342kB/s]
Downloading subject04_csf: 4.88MB [00:17, 351kB/s]
Downloading subject04_wht: 6.67MB [00:17, 434kB/s]
Downloading subject04_fat: 897kB [00:06, 167kB/s]
Downloading subject04_gry: 5.00MB [00:17, 296kB/s]
Downloading subject04_wht: 6.71MB [00:17, 434kB/s]
Downloading subject04_csf: 4.92MB [00:17, 337kB/s]
Downloading subject04_wht: 6.76MB [00:17, 416kB/s]
Downloading subject04_gry: 5.05MB [00:17, 305kB/s]
Downloading subject04_csf: 4.97MB [00:17, 340kB/s]
Downloading subject04_fat: 945kB [00:06, 166kB/s]
Downloading subject04_csf: 5.02MB [00:17, 364kB/s]
Downloading subject04_wht: 6.80MB [00:17, 368kB/s]
Downloading subject04_gry: 5.08MB [00:17, 278kB/s]
Downloading subject04_csf: 5.05MB [00:17, 359kB/s]
Downloading subject04_wht: 6.84MB [00:17, 398kB/s]
Downloading subject04_gry: 5.13MB [00:17, 293kB/s]
Downloading subject04_csf: 5.09MB [00:17, 364kB/s]
Downloading subject04_wht: 6.89MB [00:17, 389kB/s]
Downloading subject04_fat: 977kB [00:07, 153kB/s]
Downloading subject04_gry: 5.16MB [00:17, 299kB/s]
Downloading subject04_wht: 6.94MB [00:18, 403kB/s]
Downloading subject04_csf: 5.14MB [00:18, 362kB/s]
Downloading subject04_gry: 5.20MB [00:18, 301kB/s]
Downloading subject04_wht: 6.99MB [00:18, 426kB/s]
Downloading subject04_fat: 1.00MB [00:07, 166kB/s]
Downloading subject04_csf: 5.19MB [00:18, 359kB/s]
Downloading subject04_gry: 5.25MB [00:18, 308kB/s]
Downloading subject04_wht: 7.03MB [00:18, 408kB/s]
Downloading subject04_csf: 5.24MB [00:18, 360kB/s]
Downloading subject04_gry: 5.28MB [00:18, 312kB/s]
Downloading subject04_wht: 7.08MB [00:18, 397kB/s]
Downloading subject04_csf: 5.27MB [00:18, 361kB/s]
Downloading subject04_fat: 1.03MB [00:07, 155kB/s]
Downloading subject04_wht: 7.13MB [00:18, 405kB/s]
Downloading subject04_csf: 5.31MB [00:18, 364kB/s]
Downloading subject04_gry: 5.33MB [00:18, 296kB/s]
Downloading subject04_wht: 7.17MB [00:18, 383kB/s]
Downloading subject04_gry: 5.36MB [00:18, 283kB/s]
Downloading subject04_csf: 5.36MB [00:18, 356kB/s]
Downloading subject04_fat: 1.08MB [00:08, 159kB/s]
Downloading subject04_wht: 7.20MB [00:18, 365kB/s]
Downloading subject04_gry: 5.41MB [00:18, 330kB/s]
Downloading subject04_csf: 5.41MB [00:18, 367kB/s]
Downloading subject04_wht: 7.25MB [00:18, 384kB/s]
Downloading subject04_csf: 5.44MB [00:18, 362kB/s]
Downloading subject04_gry: 5.44MB [00:18, 298kB/s]
Downloading subject04_fat: 1.13MB [00:08, 170kB/s]
Downloading subject04_wht: 7.30MB [00:19, 387kB/s]
Downloading subject04_csf: 5.49MB [00:19, 348kB/s]
Downloading subject04_gry: 5.49MB [00:19, 300kB/s]
Downloading subject04_wht: 7.36MB [00:19, 415kB/s]
Downloading subject04_csf: 5.53MB [00:19, 366kB/s]
Downloading subject04_fat: 1.16MB [00:08, 159kB/s]
Downloading subject04_gry: 5.53MB [00:19, 305kB/s]
Downloading subject04_wht: 7.41MB [00:19, 423kB/s]
Downloading subject04_csf: 5.58MB [00:19, 372kB/s]
Downloading subject04_wht: 7.45MB [00:19, 419kB/s]
Downloading subject04_gry: 5.58MB [00:19, 316kB/s]
Downloading subject04_csf: 5.63MB [00:19, 388kB/s]
Downloading subject04_fat: 1.20MB [00:08, 171kB/s]
Downloading subject04_gry: 5.61MB [00:19, 318kB/s]
Downloading subject04_wht: 7.52MB [00:19, 445kB/s]
Downloading subject04_csf: 5.67MB [00:19, 396kB/s]
Downloading subject04_wht: 7.56MB [00:19, 434kB/s]
Downloading subject04_gry: 5.66MB [00:19, 308kB/s]
Downloading subject04_csf: 5.72MB [00:19, 396kB/s]
Downloading subject04_wht: 7.61MB [00:19, 446kB/s]
Downloading subject04_fat: 1.25MB [00:09, 172kB/s]
Downloading subject04_csf: 5.77MB [00:19, 401kB/s]
Downloading subject04_gry: 5.70MB [00:19, 318kB/s]
Downloading subject04_wht: 7.66MB [00:19, 446kB/s]
Downloading subject04_csf: 5.81MB [00:19, 400kB/s]
Downloading subject04_gry: 5.74MB [00:19, 311kB/s]
Downloading subject04_wht: 7.70MB [00:19, 437kB/s]
Downloading subject04_fat: 1.30MB [00:09, 184kB/s]
Downloading subject04_csf: 5.86MB [00:20, 403kB/s]
Downloading subject04_gry: 5.77MB [00:20, 303kB/s]
Downloading subject04_wht: 7.75MB [00:20, 443kB/s]
Downloading subject04_csf: 5.91MB [00:20, 399kB/s]
Downloading subject04_gry: 5.81MB [00:20, 317kB/s]
Downloading subject04_wht: 7.80MB [00:20, 437kB/s]
Downloading subject04_csf: 5.95MB [00:20, 398kB/s]
Downloading subject04_fat: 1.34MB [00:09, 183kB/s]
Downloading subject04_wht: 7.84MB [00:20, 439kB/s]
Downloading subject04_gry: 5.86MB [00:20, 309kB/s]
Downloading subject04_csf: 5.99MB [00:20, 389kB/s]
Downloading subject04_wht: 7.89MB [00:20, 407kB/s]
Downloading subject04_gry: 5.89MB [00:20, 308kB/s]
Downloading subject04_csf: 6.03MB [00:20, 367kB/s]
Downloading subject04_fat: 1.38MB [00:09, 160kB/s]
Downloading subject04_wht: 7.95MB [00:20, 427kB/s]
Downloading subject04_gry: 5.92MB [00:20, 292kB/s]
Downloading subject04_csf: 6.08MB [00:20, 391kB/s]
Downloading subject04_wht: 8.00MB [00:20, 429kB/s]
Downloading subject04_gry: 5.95MB [00:20, 268kB/s]
Downloading subject04_csf: 6.13MB [00:20, 384kB/s]
Downloading subject04_wht: 8.05MB [00:20, 432kB/s]
Downloading subject04_fat: 1.42MB [00:10, 161kB/s]
Downloading subject04_gry: 6.00MB [00:20, 301kB/s]
Downloading subject04_csf: 6.17MB [00:20, 377kB/s]
Downloading subject04_wht: 8.09MB [00:20, 413kB/s]
Downloading subject04_gry: 6.03MB [00:20, 299kB/s]
Downloading subject04_csf: 6.22MB [00:21, 384kB/s]
Downloading subject04_wht: 8.16MB [00:21, 439kB/s]
Downloading subject04_gry: 6.08MB [00:21, 302kB/s]
Downloading subject04_csf: 6.27MB [00:21, 393kB/s]
Downloading subject04_fat: 1.45MB [00:10, 145kB/s]
Downloading subject04_wht: 8.20MB [00:21, 445kB/s]
Downloading subject04_csf: 6.31MB [00:21, 411kB/s]
Downloading subject04_gry: 6.13MB [00:21, 318kB/s]
Downloading subject04_wht: 8.25MB [00:21, 436kB/s]
Downloading subject04_csf: 6.36MB [00:21, 397kB/s]
Downloading subject04_wht: 8.30MB [00:21, 441kB/s]
Downloading subject04_gry: 6.17MB [00:21, 309kB/s]
Downloading subject04_fat: 1.49MB [00:10, 130kB/s]
Downloading subject04_csf: 6.41MB [00:21, 407kB/s]
Downloading subject04_wht: 8.34MB [00:21, 410kB/s]
Downloading subject04_gry: 6.22MB [00:21, 324kB/s]
Downloading subject04_csf: 6.45MB [00:21, 403kB/s]
Downloading subject04_wht: 8.39MB [00:21, 428kB/s]
Downloading subject04_gry: 6.27MB [00:21, 341kB/s]
Downloading subject04_csf: 6.50MB [00:21, 391kB/s]
Downloading subject04_wht: 8.44MB [00:21, 404kB/s]
Downloading subject04_gry: 6.30MB [00:21, 329kB/s]
Downloading subject04_csf: 6.55MB [00:21, 382kB/s]
Downloading subject04_wht: 8.49MB [00:21, 409kB/s]
Downloading subject04_fat: 1.52MB [00:11, 110kB/s]
Downloading subject04_gry: 6.33MB [00:21, 330kB/s]
Downloading subject04_wht: 8.53MB [00:22, 407kB/s]
Downloading subject04_csf: 6.59MB [00:22, 383kB/s]
Downloading subject04_gry: 6.38MB [00:22, 323kB/s]
Downloading subject04_wht: 8.56MB [00:22, 390kB/s]
Downloading subject04_csf: 6.64MB [00:22, 393kB/s]
Downloading subject04_gry: 6.42MB [00:22, 331kB/s]
Downloading subject04_fat: 1.53MB [00:11, 93.6kB/s]
Downloading subject04_wht: 8.61MB [00:22, 393kB/s]
Downloading subject04_csf: 6.69MB [00:22, 400kB/s]
Downloading subject04_gry: 6.46MB [00:22, 331kB/s]
Downloading subject04_wht: 8.66MB [00:22, 409kB/s]
Downloading subject04_csf: 6.74MB [00:22, 410kB/s]
Downloading subject04_gry: 6.50MB [00:22, 345kB/s]
Downloading subject04_wht: 8.72MB [00:22, 449kB/s]
Downloading subject04_csf: 6.78MB [00:22, 411kB/s]
Downloading subject04_gry: 6.53MB [00:22, 338kB/s]
Downloading subject04_wht: 8.77MB [00:22, 445kB/s]
Downloading subject04_csf: 6.83MB [00:22, 411kB/s]
Downloading subject04_gry: 6.58MB [00:22, 337kB/s]
Downloading subject04_wht: 8.81MB [00:22, 432kB/s]
Downloading subject04_csf: 6.88MB [00:22, 400kB/s]
Downloading subject04_wht: 8.86MB [00:22, 435kB/s]
Downloading subject04_gry: 6.63MB [00:22, 348kB/s]
Downloading subject04_csf: 6.92MB [00:22, 408kB/s]
Downloading subject04_wht: 8.91MB [00:22, 416kB/s]
Downloading subject04_csf: 6.96MB [00:22, 392kB/s]
Downloading subject04_gry: 6.66MB [00:22, 299kB/s]
Downloading subject04_wht: 8.95MB [00:23, 413kB/s]
Downloading subject04_csf: 7.00MB [00:23, 366kB/s]
Downloading subject04_gry: 6.72MB [00:23, 321kB/s]
Downloading subject04_wht: 9.00MB [00:23, 432kB/s]
Downloading subject04_csf: 7.05MB [00:23, 373kB/s]
Downloading subject04_gry: 6.75MB [00:23, 316kB/s]
Downloading subject04_wht: 9.05MB [00:23, 433kB/s]
Downloading subject04_mus: 0.00B [00:00, ?B/s]
Downloading subject04_csf: 7.08MB [00:23, 373kB/s]
Downloading subject04_gry: 6.80MB [00:23, 342kB/s]
Downloading subject04_wht: 9.09MB [00:23, 438kB/s]
Downloading subject04_csf: 7.13MB [00:23, 362kB/s]
Downloading subject04_gry: 6.83MB [00:23, 332kB/s]
Downloading subject04_wht: 9.14MB [00:23, 400kB/s]
Downloading subject04_csf: 7.17MB [00:23, 376kB/s]
Downloading subject04_gry: 6.86MB [00:23, 328kB/s]
Downloading subject04_wht: 9.19MB [00:23, 420kB/s]
Downloading subject04_csf: 7.21MB [00:23, 366kB/s]
Downloading subject04_gry: 6.89MB [00:23, 320kB/s]
Downloading subject04_wht: 9.24MB [00:23, 439kB/s]
Downloading subject04_csf: 7.24MB [00:23, 362kB/s]
Downloading subject04_gry: 6.93MB [00:23, 313kB/s]
Downloading subject04_wht: 9.28MB [00:23, 436kB/s]
Downloading subject04_csf: 7.28MB [00:23, 342kB/s]
Downloading subject04_wht: 9.34MB [00:23, 473kB/s]
Downloading subject04_gry: 6.96MB [00:23, 268kB/s]
Downloading subject04_csf: 7.33MB [00:24, 349kB/s]
Downloading subject04_wht: 9.38MB [00:24, 449kB/s]
Downloading subject04_gry: 7.00MB [00:24, 296kB/s]
Downloading subject04_wht: 9.43MB [00:24, 449kB/s]
Downloading subject04_csf: 7.38MB [00:24, 351kB/s]
Downloading subject04_gry: 7.03MB [00:24, 298kB/s]
Downloading subject04_wht: 9.47MB [00:24, 435kB/s]
Downloading subject04_csf: 7.42MB [00:24, 340kB/s]
Downloading subject04_gry: 7.06MB [00:24, 290kB/s]
Downloading subject04_wht: 9.52MB [00:24, 421kB/s]
Downloading subject04_csf: 7.46MB [00:24, 335kB/s]
Downloading subject04_gry: 7.09MB [00:24, 286kB/s]
Downloading subject04_wht: 9.56MB [00:24, 426kB/s]
Downloading subject04_gry: 7.13MB [00:24, 289kB/s]
Downloading subject04_csf: 7.50MB [00:24, 327kB/s]
Downloading subject04_wht: 9.61MB [00:24, 412kB/s]
Downloading subject04_gry: 7.16MB [00:24, 299kB/s]
Downloading subject04_csf: 7.55MB [00:24, 359kB/s]
Downloading subject04_wht: 9.67MB [00:24, 423kB/s]
Downloading subject04_gry: 7.19MB [00:24, 285kB/s]
Downloading subject04_csf: 7.59MB [00:24, 352kB/s]
Downloading subject04_wht: 9.74MB [00:24, 433kB/s]
Downloading subject04_gry: 7.24MB [00:24, 292kB/s]
Downloading subject04_csf: 7.63MB [00:24, 343kB/s]
Downloading subject04_csf: 7.67MB [00:25, 361kB/s]
Downloading subject04_wht: 9.80MB [00:25, 441kB/s]
Downloading subject04_gry: 7.28MB [00:25, 301kB/s]
Downloading subject04_wht: 9.84MB [00:25, 446kB/s]
Downloading subject04_csf: 7.72MB [00:25, 354kB/s]
Downloading subject04_gry: 7.33MB [00:25, 282kB/s]
Downloading subject04_csf: 7.75MB [00:25, 338kB/s]
Downloading subject04_wht: 9.91MB [00:25, 427kB/s]
Downloading subject04_gry: 7.36MB [00:25, 275kB/s]
Downloading subject04_csf: 7.80MB [00:25, 368kB/s]
Downloading subject04_wht: 9.95MB [00:25, 401kB/s]
Downloading subject04_csf: 7.83MB [00:25, 366kB/s]
Downloading subject04_gry: 7.39MB [00:25, 273kB/s]
Downloading subject04_wht: 10.0MB [00:25, 417kB/s]
Downloading subject04_csf: 7.88MB [00:25, 355kB/s]
Downloading subject04_gry: 7.42MB [00:25, 266kB/s]
Downloading subject04_wht: 10.1MB [00:25, 452kB/s]
Downloading subject04_csf: 7.92MB [00:25, 377kB/s]
Downloading subject04_gry: 7.47MB [00:25, 270kB/s]
Downloading subject04_wht: 10.1MB [00:25, 449kB/s]
Downloading subject04_csf: 7.96MB [00:25, 371kB/s]
Downloading subject04_gry: 7.52MB [00:25, 311kB/s]
Downloading subject04_wht: 10.2MB [00:26, 479kB/s]
Downloading subject04_csf: 8.00MB [00:26, 357kB/s]
Downloading subject04_gry: 7.55MB [00:26, 303kB/s]
Downloading subject04_wht: 10.3MB [00:26, 480kB/s]
Downloading subject04_csf: 8.05MB [00:26, 381kB/s]
Downloading subject04_gry: 7.58MB [00:26, 305kB/s]
Downloading subject04_wht: 10.3MB [00:26, 508kB/s]
Downloading subject04_csf: 8.09MB [00:26, 404kB/s]
Downloading subject04_gry: 7.63MB [00:26, 313kB/s]
Downloading subject04_wht: 10.4MB [00:26, 511kB/s]
Downloading subject04_csf: 8.13MB [00:26, 381kB/s]
Downloading subject04_wht: 10.4MB [00:26, 519kB/s]
Downloading subject04_csf: 8.17MB [00:26, 362kB/s]
Downloading subject04_gry: 7.67MB [00:26, 306kB/s]
Downloading subject04_wht: 10.5MB [00:26, 520kB/s]
Downloading subject04_gry: 7.70MB [00:26, 307kB/s]
Downloading subject04_csf: 8.22MB [00:26, 359kB/s]
Downloading subject04_mus: 1.00kB [00:03, 305B/s]
Downloading subject04_wht: 10.5MB [00:26, 515kB/s]
Downloading subject04_gry: 7.74MB [00:26, 311kB/s]
Downloading subject04_csf: 8.25MB [00:26, 360kB/s]
Downloading subject04_mus: 65.0kB [00:03, 26.9kB/s]
Downloading subject04_wht: 10.6MB [00:26, 504kB/s]
Downloading subject04_gry: 7.77MB [00:26, 294kB/s]
Downloading subject04_csf: 8.30MB [00:26, 344kB/s]
Downloading subject04_mus: 113kB [00:03, 51.5kB/s]
Downloading subject04_wht: 10.6MB [00:26, 485kB/s]
Downloading subject04_gry: 7.80MB [00:26, 301kB/s]
Downloading subject04_mus: 161kB [00:03, 82.7kB/s]
Downloading subject04_csf: 8.34MB [00:27, 347kB/s]
Downloading subject04_wht: 10.7MB [00:27, 509kB/s]
Downloading subject04_mus: 209kB [00:03, 120kB/s]
Downloading subject04_gry: 7.84MB [00:27, 310kB/s]
Downloading subject04_wht: 10.8MB [00:27, 483kB/s]
Downloading subject04_csf: 8.39MB [00:27, 332kB/s]
Downloading subject04_gry: 7.88MB [00:27, 313kB/s]
Downloading subject04_mus: 257kB [00:03, 159kB/s]
Downloading subject04_wht: 10.8MB [00:27, 460kB/s]
Downloading subject04_csf: 8.44MB [00:27, 365kB/s]
Downloading subject04_gry: 7.91MB [00:27, 312kB/s]
Downloading subject04_mus: 321kB [00:04, 219kB/s]
Downloading subject04_csf: 8.47MB [00:27, 367kB/s]
Downloading subject04_gry: 7.94MB [00:27, 306kB/s]
Downloading subject04_mus: 369kB [00:04, 261kB/s]
Downloading subject04_csf: 8.52MB [00:27, 358kB/s]
Downloading subject04_gry: 7.99MB [00:27, 322kB/s]
Downloading subject04_mus: 433kB [00:04, 323kB/s]
Downloading subject04_csf: 8.55MB [00:27, 356kB/s]
Downloading subject04_gry: 8.02MB [00:27, 306kB/s]
Downloading subject04_csf: 8.59MB [00:27, 373kB/s]
Downloading subject04_mus: 497kB [00:04, 351kB/s]
Downloading subject04_gry: 8.05MB [00:27, 311kB/s]
Downloading subject04_mus: 561kB [00:04, 386kB/s]
Downloading subject04_csf: 8.64MB [00:27, 355kB/s]
Downloading subject04_gry: 8.08MB [00:27, 293kB/s]
Downloading subject04_mus: 625kB [00:04, 422kB/s]
Downloading subject04_csf: 8.69MB [00:28, 360kB/s]
Downloading subject04_gry: 8.13MB [00:28, 307kB/s]
Downloading subject04_mus: 689kB [00:04, 443kB/s]
Downloading subject04_csf: 8.74MB [00:28, 361kB/s]
Downloading subject04_gry: 8.16MB [00:28, 309kB/s]
Downloading subject04_mus: 737kB [00:04, 448kB/s]
Downloading subject04_csf: 8.78MB [00:28, 370kB/s]
Downloading subject04_gry: 8.20MB [00:28, 309kB/s]
Downloading subject04_mus: 801kB [00:05, 475kB/s]
Downloading subject04_csf: 8.82MB [00:28, 363kB/s]
Downloading subject04_wht: 10.8MB [00:28, 119kB/s]
Downloading subject04_mus: 865kB [00:05, 480kB/s]
Downloading subject04_gry: 8.24MB [00:28, 273kB/s]
Downloading subject04_csf: 8.86MB [00:28, 346kB/s]
Downloading subject04_mus: 914kB [00:05, 465kB/s]
Downloading subject04_gry: 8.28MB [00:28, 302kB/s]
Downloading subject04_csf: 8.91MB [00:28, 352kB/s]
Downloading subject04_mus: 961kB [00:05, 462kB/s]
Downloading subject04_gry: 8.31MB [00:28, 302kB/s]
Downloading subject04_csf: 8.95MB [00:28, 366kB/s]
Downloading subject04_mus: 0.99MB [00:05, 467kB/s]
Downloading subject04_gry: 8.34MB [00:28, 297kB/s]
Downloading subject04_mus: 1.05MB [00:05, 494kB/s]
Downloading subject04_csf: 9.00MB [00:28, 358kB/s]
Downloading subject04_gry: 8.38MB [00:28, 290kB/s]
Downloading subject04_mus: 1.10MB [00:05, 485kB/s]
Downloading subject04_csf: 9.05MB [00:29, 379kB/s]
Downloading subject04_gry: 8.42MB [00:29, 305kB/s]
Downloading subject04_mus: 1.16MB [00:05, 509kB/s]
Downloading subject04_csf: 9.08MB [00:29, 359kB/s]
Downloading subject04_gry: 8.47MB [00:29, 309kB/s]
Downloading subject04_mus: 1.21MB [00:05, 488kB/s]
Downloading subject04_csf: 9.13MB [00:29, 338kB/s]
Downloading subject04_mus: 1.27MB [00:06, 497kB/s]
Downloading subject04_gry: 8.52MB [00:29, 323kB/s]
Downloading subject04_csf: 9.16MB [00:29, 335kB/s]
Downloading subject04_mus: 1.31MB [00:06, 481kB/s]
Downloading subject04_gry: 8.55MB [00:29, 293kB/s]
Downloading subject04_csf: 9.19MB [00:29, 301kB/s]
Downloading subject04_mus: 1.38MB [00:06, 503kB/s]
Downloading subject04_gry: 8.58MB [00:29, 293kB/s]
Downloading subject04_m-s: 0.00B [00:00, ?B/s]
Downloading subject04_mus: 1.42MB [00:06, 467kB/s]
Downloading subject04_gry: 8.61MB [00:29, 288kB/s]
Downloading subject04_mus: 1.47MB [00:06, 456kB/s]
Downloading subject04_gry: 8.64MB [00:29, 290kB/s]
Downloading subject04_mus: 1.52MB [00:06, 437kB/s]
Downloading subject04_gry: 8.67MB [00:30, 287kB/s]
Downloading subject04_mus: 1.59MB [00:06, 513kB/s]
Downloading subject04_gry: 8.72MB [00:30, 306kB/s]
Downloading subject04_mus: 1.66MB [00:06, 535kB/s]
Downloading subject04_gry: 8.75MB [00:30, 307kB/s]
Downloading subject04_mus: 1.72MB [00:07, 544kB/s]
Downloading subject04_gry: 8.80MB [00:30, 345kB/s]
Downloading subject04_mus: 1.78MB [00:07, 568kB/s]
Downloading subject04_csf: 9.22MB [00:30, 102kB/s]
Downloading subject04_gry: 8.83MB [00:30, 341kB/s]
Downloading subject04_gry: 8.86MB [00:30, 342kB/s]
Downloading subject04_mus: 1.86MB [00:07, 545kB/s]
Downloading subject04_gry: 8.90MB [00:30, 340kB/s]
Downloading subject04_mus: 1.94MB [00:07, 577kB/s]
Downloading subject04_gry: 8.94MB [00:30, 320kB/s]
Downloading subject04_mus: 2.00MB [00:07, 569kB/s]
Downloading subject04_mus: 2.06MB [00:07, 583kB/s]
Downloading subject04_gry: 8.99MB [00:30, 325kB/s]
Downloading subject04_mus: 2.13MB [00:07, 592kB/s]
Downloading subject04_gry: 9.03MB [00:31, 343kB/s]
Downloading subject04_mus: 2.19MB [00:07, 579kB/s]
Downloading subject04_gry: 9.07MB [00:31, 309kB/s]
Downloading subject04_mus: 2.25MB [00:08, 529kB/s]
Downloading subject04_gry: 9.11MB [00:31, 322kB/s]
Downloading subject04_mus: 2.30MB [00:08, 509kB/s]
Downloading subject04_gry: 9.14MB [00:31, 297kB/s]
Downloading subject04_mus: 2.35MB [00:08, 476kB/s]
Downloading subject04_gry: 9.17MB [00:31, 295kB/s]
Downloading subject04_skl: 0.00B [00:00, ?B/s]
Downloading subject04_mus: 2.41MB [00:08, 477kB/s]
Downloading subject04_gry: 9.20MB [00:31, 297kB/s]
Downloading subject04_mus: 2.45MB [00:08, 464kB/s]
Downloading subject04_gry: 9.24MB [00:31, 298kB/s]
Downloading subject04_mus: 2.52MB [00:08, 503kB/s]
Downloading subject04_gry: 9.27MB [00:31, 272kB/s]
Downloading subject04_mus: 2.58MB [00:08, 488kB/s]
Downloading subject04_gry: 9.30MB [00:32, 278kB/s]
Downloading subject04_mus: 2.64MB [00:08, 505kB/s]
Downloading subject04_gry: 9.34MB [00:32, 292kB/s]
Downloading subject04_mus: 2.70MB [00:08, 534kB/s]
Downloading subject04_gry: 9.38MB [00:32, 290kB/s]
Downloading subject04_mus: 2.78MB [00:09, 575kB/s]
Downloading subject04_gry: 9.42MB [00:32, 340kB/s]
Downloading subject04_mus: 2.84MB [00:09, 589kB/s]
Downloading subject04_gry: 9.46MB [00:32, 338kB/s]
Downloading subject04_mus: 2.91MB [00:09, 603kB/s]
Downloading subject04_gry: 9.49MB [00:32, 338kB/s]
Downloading subject04_mus: 2.97MB [00:09, 597kB/s]
Downloading subject04_gry: 9.53MB [00:32, 360kB/s]
Downloading subject04_mus: 3.03MB [00:09, 579kB/s]
Downloading subject04_gry: 9.58MB [00:32, 364kB/s]
Downloading subject04_mus: 3.11MB [00:09, 612kB/s]
Downloading subject04_m-s: 1.00kB [00:03, 306B/s]
Downloading subject04_mus: 3.17MB [00:09, 613kB/s]
Downloading subject04_gry: 9.63MB [00:33, 349kB/s]
Downloading subject04_m-s: 65.0kB [00:03, 26.8kB/s]
Downloading subject04_mus: 3.24MB [00:09, 572kB/s]
Downloading subject04_gry: 9.67MB [00:33, 342kB/s]
Downloading subject04_m-s: 113kB [00:03, 52.0kB/s]
Downloading subject04_mus: 3.29MB [00:10, 569kB/s]
Downloading subject04_gry: 9.72MB [00:33, 359kB/s]
Downloading subject04_m-s: 150kB [00:03, 73.9kB/s]
Downloading subject04_mus: 3.35MB [00:10, 559kB/s]
Downloading subject04_gry: 9.75MB [00:33, 337kB/s]
Downloading subject04_mus: 3.40MB [00:10, 535kB/s]
Downloading subject04_m-s: 193kB [00:03, 104kB/s]
Downloading subject04_gry: 9.80MB [00:33, 329kB/s]
Downloading subject04_m-s: 226kB [00:03, 130kB/s]
Downloading subject04_mus: 3.47MB [00:10, 518kB/s]
Downloading subject04_gry: 9.83MB [00:33, 319kB/s]
Downloading subject04_m-s: 259kB [00:04, 156kB/s]
Downloading subject04_mus: 3.52MB [00:10, 484kB/s]
Downloading subject04_m-s: 291kB [00:04, 183kB/s]
Downloading subject04_gry: 9.88MB [00:33, 313kB/s]
Downloading subject04_mus: 3.57MB [00:10, 478kB/s]
Downloading subject04_m-s: 337kB [00:04, 227kB/s]
Downloading subject04_gry: 9.92MB [00:34, 329kB/s]
Downloading subject04_mus: 3.61MB [00:10, 451kB/s]
Downloading subject04_m-s: 371kB [00:04, 233kB/s]
Downloading subject04_gry: 9.96MB [00:34, 321kB/s]
Downloading subject04_mus: 3.66MB [00:10, 442kB/s]
Downloading subject04_m-s: 402kB [00:04, 251kB/s]
Downloading subject04_gry: 10.0MB [00:34, 343kB/s]
Downloading subject04_mus: 3.70MB [00:10, 428kB/s]
Downloading subject04_gry: 10.0MB [00:34, 329kB/s]
Downloading subject04_m-s: 449kB [00:04, 270kB/s]
Downloading subject04_mus: 3.75MB [00:11, 407kB/s]
Downloading subject04_gry: 10.1MB [00:34, 350kB/s]
Downloading subject04_m-s: 497kB [00:04, 302kB/s]
Downloading subject04_mus: 3.80MB [00:11, 423kB/s]
Downloading subject04_gry: 10.1MB [00:34, 350kB/s]
Downloading subject04_m-s: 545kB [00:04, 343kB/s]
Downloading subject04_mus: 3.84MB [00:11, 421kB/s]
Downloading subject04_skl: 1.00kB [00:03, 338B/s]
Downloading subject04_gry: 10.2MB [00:34, 371kB/s]
Downloading subject04_m-s: 593kB [00:05, 345kB/s]
Downloading subject04_mus: 3.89MB [00:11, 409kB/s]
Downloading subject04_gry: 10.2MB [00:34, 357kB/s]
Downloading subject04_skl: 33.0kB [00:03, 14.6kB/s]
Downloading subject04_m-s: 629kB [00:05, 338kB/s]
Downloading subject04_mus: 3.94MB [00:11, 409kB/s]
Downloading subject04_m-s: 664kB [00:05, 339kB/s]
Downloading subject04_gry: 10.3MB [00:34, 360kB/s]
Downloading subject04_mus: 3.99MB [00:11, 410kB/s]
Downloading subject04_skl: 97.0kB [00:03, 50.5kB/s]
Downloading subject04_m-s: 705kB [00:05, 354kB/s]
Downloading subject04_gry: 10.3MB [00:35, 372kB/s]
Downloading subject04_mus: 4.05MB [00:11, 423kB/s]
Downloading subject04_skl: 145kB [00:03, 81.8kB/s]
Downloading subject04_m-s: 753kB [00:05, 348kB/s]
Downloading subject04_gry: 10.3MB [00:35, 346kB/s]
Downloading subject04_mus: 4.09MB [00:11, 420kB/s]
Downloading subject04_skl: 193kB [00:03, 115kB/s]
Downloading subject04_m-s: 788kB [00:05, 332kB/s]
Downloading subject04_gry: 10.4MB [00:35, 333kB/s]
Downloading subject04_mus: 4.14MB [00:12, 410kB/s]
Downloading subject04_m-s: 833kB [00:05, 340kB/s]
Downloading subject04_skl: 257kB [00:03, 161kB/s]
Downloading subject04_gry: 10.4MB [00:35, 321kB/s]
Downloading subject04_mus: 4.19MB [00:12, 400kB/s]
Downloading subject04_m-s: 881kB [00:05, 352kB/s]
Downloading subject04_mus: 4.24MB [00:12, 421kB/s]
Downloading subject04_skl: 337kB [00:03, 233kB/s]
Downloading subject04_gry: 10.5MB [00:35, 313kB/s]
Downloading subject04_m-s: 929kB [00:06, 372kB/s]
Downloading subject04_mus: 4.28MB [00:12, 426kB/s]
Downloading subject04_skl: 385kB [00:04, 262kB/s]
Downloading subject04_gry: 10.5MB [00:35, 345kB/s]
Downloading subject04_m-s: 977kB [00:06, 385kB/s]
Downloading subject04_mus: 4.34MB [00:12, 474kB/s]
Downloading subject04_gry: 10.5MB [00:35, 358kB/s]
Downloading subject04_skl: 433kB [00:04, 266kB/s]
Downloading subject04_m-s: 1.00MB [00:06, 382kB/s]
Downloading subject04_mus: 4.42MB [00:12, 508kB/s]
Downloading subject04_gry: 10.6MB [00:36, 375kB/s]
Downloading subject04_skl: 481kB [00:04, 296kB/s]
Downloading subject04_mus: 4.49MB [00:12, 539kB/s]
Downloading subject04_m-s: 1.05MB [00:06, 380kB/s]
Downloading subject04_gry: 10.6MB [00:36, 389kB/s]
Downloading subject04_skl: 529kB [00:04, 315kB/s]
Downloading subject04_mus: 4.55MB [00:12, 531kB/s]
Downloading subject04_m-s: 1.09MB [00:06, 380kB/s]
Downloading subject04_gry: 10.7MB [00:36, 371kB/s]
Downloading subject04_mus: 4.60MB [00:13, 530kB/s]
Downloading subject04_skl: 593kB [00:04, 352kB/s]
Downloading subject04_m-s: 1.14MB [00:06, 377kB/s]
Downloading subject04_gry: 10.7MB [00:36, 375kB/s]
Downloading subject04_mus: 4.66MB [00:13, 512kB/s]
Downloading subject04_skl: 641kB [00:04, 346kB/s]
Downloading subject04_m-s: 1.18MB [00:06, 364kB/s]
Downloading subject04_mus: 4.71MB [00:13, 509kB/s]
Downloading subject04_gry: 10.8MB [00:36, 358kB/s]
Downloading subject04_m-s: 1.22MB [00:06, 342kB/s]
Downloading subject04_skl: 689kB [00:04, 323kB/s]
Downloading subject04_gry: 10.8MB [00:36, 380kB/s]
Downloading subject04_mus: 4.77MB [00:13, 481kB/s]
Downloading subject04_m-s: 1.27MB [00:07, 343kB/s]
Downloading subject04_gry: 10.9MB [00:36, 367kB/s]
Downloading subject04_skl: 737kB [00:05, 320kB/s]
Downloading subject04_mus: 4.83MB [00:13, 481kB/s]
Downloading subject04_m-s: 1.31MB [00:07, 371kB/s]
Downloading subject04_gry: 10.9MB [00:36, 363kB/s]
Downloading subject04_skl: 801kB [00:05, 352kB/s]
Downloading subject04_mus: 4.89MB [00:13, 475kB/s]
Downloading subject04_m-s: 1.36MB [00:07, 373kB/s]
Downloading subject04_gry: 10.9MB [00:37, 354kB/s]
Downloading subject04_mus: 4.95MB [00:13, 499kB/s]
Downloading subject04_skl: 849kB [00:05, 350kB/s]
Downloading subject04_m-s: 1.40MB [00:07, 370kB/s]
Downloading subject04_gry: 11.0MB [00:37, 327kB/s]
Downloading subject04_mus: 5.00MB [00:13, 495kB/s]
Downloading subject04_m-s: 1.44MB [00:07, 374kB/s]
Downloading subject04_skl: 897kB [00:05, 348kB/s]
Downloading subject04_gry: 11.0MB [00:37, 325kB/s]
Downloading subject04_mus: 5.06MB [00:14, 504kB/s]
Downloading subject04_m-s: 1.49MB [00:07, 359kB/s]
Downloading subject04_skl: 945kB [00:05, 349kB/s]
Downloading subject04_gry: 11.1MB [00:37, 336kB/s]
Downloading subject04_mus: 5.11MB [00:14, 480kB/s]
Downloading subject04_m-s: 1.53MB [00:07, 352kB/s]
Downloading subject04_mus: 5.17MB [00:14, 496kB/s]
Downloading subject04_gry: 11.1MB [00:37, 338kB/s]
Downloading subject04_skl: 993kB [00:05, 315kB/s]
Downloading subject04_m-s: 1.58MB [00:07, 371kB/s]
Downloading subject04_mus: 5.24MB [00:14, 523kB/s]
Downloading subject04_gry: 11.2MB [00:37, 344kB/s]
Downloading subject04_skl: 1.02MB [00:06, 306kB/s]
Downloading subject04_mus: 5.29MB [00:14, 521kB/s]
Downloading subject04_m-s: 1.63MB [00:08, 359kB/s]
Downloading subject04_gry: 11.2MB [00:37, 342kB/s]
Downloading subject04_mus: 5.34MB [00:14, 539kB/s]
Downloading subject04_m-s: 1.67MB [00:08, 371kB/s]
Downloading subject04_skl: 1.08MB [00:06, 340kB/s]
Downloading subject04_gry: 11.3MB [00:37, 364kB/s]
Downloading subject04_mus: 5.41MB [00:14, 561kB/s]
Downloading subject04_m-s: 1.72MB [00:08, 383kB/s]
Downloading subject04_skl: 1.13MB [00:06, 332kB/s]
Downloading subject04_gry: 11.3MB [00:38, 353kB/s]
Downloading subject04_mus: 5.47MB [00:14, 556kB/s]
Downloading subject04_m-s: 1.77MB [00:08, 391kB/s]
Downloading subject04_gry: 11.3MB [00:38, 352kB/s]
Downloading subject04_skl: 1.17MB [00:06, 327kB/s]
Downloading subject04_mus: 5.53MB [00:14, 558kB/s]
Downloading subject04_m-s: 1.81MB [00:08, 389kB/s]
Downloading subject04_gry: 11.4MB [00:38, 352kB/s]
Downloading subject04_mus: 5.59MB [00:15, 557kB/s]
Downloading subject04_skl: 1.22MB [00:06, 323kB/s]
Downloading subject04_m-s: 1.86MB [00:08, 371kB/s]
Downloading subject04_gry: 11.4MB [00:38, 350kB/s]
Downloading subject04_mus: 5.66MB [00:15, 576kB/s]
Downloading subject04_skl: 1.27MB [00:06, 329kB/s]
Downloading subject04_m-s: 1.92MB [00:08, 414kB/s]
Downloading subject04_mus: 5.72MB [00:15, 574kB/s]
Downloading subject04_gry: 11.5MB [00:38, 366kB/s]
Downloading subject04_m-s: 1.97MB [00:08, 427kB/s]
Downloading subject04_mus: 5.78MB [00:15, 562kB/s]
Downloading subject04_skl: 1.31MB [00:07, 319kB/s]
Downloading subject04_gry: 11.5MB [00:38, 374kB/s]
Downloading subject04_m-s: 2.02MB [00:09, 432kB/s]
Downloading subject04_mus: 5.83MB [00:15, 537kB/s]
Downloading subject04_gry: 11.5MB [00:38, 375kB/s]
Downloading subject04_skl: 1.38MB [00:07, 351kB/s]
Downloading subject04_m-s: 2.06MB [00:09, 438kB/s]
Downloading subject04_mus: 5.88MB [00:15, 519kB/s]
Downloading subject04_gry: 11.6MB [00:38, 373kB/s]
Downloading subject04_skl: 1.42MB [00:07, 350kB/s]
Downloading subject04_m-s: 2.13MB [00:09, 455kB/s]
Downloading subject04_mus: 5.94MB [00:15, 512kB/s]
Downloading subject04_gry: 11.6MB [00:39, 391kB/s]
Downloading subject04_m-s: 2.19MB [00:09, 485kB/s]
Downloading subject04_skl: 1.47MB [00:07, 344kB/s]
Downloading subject04_mus: 6.00MB [00:15, 518kB/s]
Downloading subject04_gry: 11.7MB [00:39, 377kB/s]
Downloading subject04_m-s: 2.24MB [00:09, 473kB/s]
Downloading subject04_mus: 6.05MB [00:15, 516kB/s]
Downloading subject04_skl: 1.53MB [00:07, 378kB/s]
Downloading subject04_gry: 11.7MB [00:39, 397kB/s]
Downloading subject04_m-s: 2.28MB [00:09, 459kB/s]
Downloading subject04_mus: 6.10MB [00:16, 484kB/s]
Downloading subject04_skl: 1.59MB [00:07, 430kB/s]
Downloading subject04_gry: 11.8MB [00:39, 410kB/s]
Downloading subject04_m-s: 2.33MB [00:09, 461kB/s]
Downloading subject04_skl: 1.64MB [00:07, 433kB/s]
Downloading subject04_mus: 6.15MB [00:16, 462kB/s]
Downloading subject04_gry: 11.8MB [00:39, 415kB/s]
Downloading subject04_m-s: 2.39MB [00:09, 511kB/s]
Downloading subject04_skl: 1.69MB [00:07, 427kB/s]
Downloading subject04_gry: 11.9MB [00:39, 412kB/s]
Downloading subject04_m-s: 2.44MB [00:09, 478kB/s]
Downloading subject04_skl: 1.74MB [00:08, 429kB/s]
Downloading subject04_gry: 11.9MB [00:39, 403kB/s]
Downloading subject04_m-s: 2.49MB [00:10, 498kB/s]
Downloading subject04_skl: 1.78MB [00:08, 424kB/s]
Downloading subject04_gry: 12.0MB [00:39, 389kB/s]
Downloading subject04_m-s: 2.55MB [00:10, 476kB/s]
Downloading subject04_skl: 1.83MB [00:08, 411kB/s]
Downloading subject04_gry: 12.0MB [00:40, 399kB/s]
Downloading subject04_m-s: 2.59MB [00:10, 468kB/s]
Downloading subject04_skl: 1.88MB [00:08, 407kB/s]
Downloading subject04_gry: 12.0MB [00:40, 393kB/s]
Downloading subject04_m-s: 2.66MB [00:10, 488kB/s]
Downloading subject04_skl: 1.92MB [00:08, 407kB/s]
Downloading subject04_m-s: 2.70MB [00:10, 480kB/s]
Downloading subject04_gry: 12.1MB [00:40, 378kB/s]
Downloading subject04_skl: 1.97MB [00:08, 414kB/s]
Downloading subject04_gry: 12.1MB [00:40, 406kB/s]
Downloading subject04_m-s: 2.77MB [00:10, 480kB/s]
Downloading subject04_skl: 2.02MB [00:08, 425kB/s]
Downloading subject04_gry: 12.2MB [00:40, 414kB/s]
Downloading subject04_m-s: 2.83MB [00:10, 494kB/s]
Downloading subject04_skl: 2.06MB [00:08, 416kB/s]
Downloading subject04_m-s: 2.88MB [00:10, 489kB/s]
Downloading subject04_gry: 12.2MB [00:40, 385kB/s]
Downloading subject04_skl: 2.11MB [00:09, 408kB/s]
Downloading subject04_m-s: 2.94MB [00:11, 527kB/s]
Downloading subject04_gry: 12.3MB [00:40, 398kB/s]
Downloading subject04_skl: 2.16MB [00:09, 400kB/s]
Downloading subject04_m-s: 3.00MB [00:11, 519kB/s]
Downloading subject04_gry: 12.3MB [00:40, 401kB/s]
Downloading subject04_skl: 2.20MB [00:09, 403kB/s]
Downloading subject04_m-s: 3.06MB [00:11, 516kB/s]
Downloading subject04_gry: 12.4MB [00:41, 402kB/s]
Downloading subject04_ves: 0.00B [00:00, ?B/s]
Downloading subject04_skl: 2.25MB [00:09, 391kB/s]
Downloading subject04_m-s: 3.13MB [00:11, 516kB/s]
Downloading subject04_gry: 12.4MB [00:41, 406kB/s]
Downloading subject04_skl: 2.30MB [00:09, 398kB/s]
Downloading subject04_m-s: 3.18MB [00:11, 506kB/s]
Downloading subject04_gry: 12.5MB [00:41, 419kB/s]
Downloading subject04_skl: 2.34MB [00:09, 388kB/s]
Downloading subject04_m-s: 3.24MB [00:11, 506kB/s]
Downloading subject04_gry: 12.5MB [00:41, 412kB/s]
Downloading subject04_gry: 12.6MB [00:41, 412kB/s]
Downloading subject04_skl: 2.39MB [00:09, 375kB/s]
Downloading subject04_m-s: 3.30MB [00:11, 511kB/s]
Downloading subject04_m-s: 3.36MB [00:11, 533kB/s]
Downloading subject04_gry: 12.6MB [00:41, 412kB/s]
Downloading subject04_skl: 2.44MB [00:09, 362kB/s]
Downloading subject04_gry: 12.7MB [00:41, 411kB/s]
Downloading subject04_m-s: 3.42MB [00:12, 528kB/s]
Downloading subject04_skl: 2.47MB [00:10, 360kB/s]
Downloading subject04_m-s: 3.47MB [00:12, 528kB/s]
Downloading subject04_gry: 12.7MB [00:41, 408kB/s]
Downloading subject04_skl: 2.52MB [00:10, 344kB/s]
Downloading subject04_m-s: 3.52MB [00:12, 528kB/s]
Downloading subject04_gry: 12.8MB [00:41, 436kB/s]
Downloading subject04_m-s: 3.58MB [00:12, 530kB/s]
Downloading subject04_gry: 12.8MB [00:42, 441kB/s]
Downloading subject04_m-s: 3.64MB [00:12, 550kB/s]
Downloading subject04_gry: 12.9MB [00:42, 449kB/s]
Downloading subject04_m-s: 3.70MB [00:12, 561kB/s]
Downloading subject04_gry: 12.9MB [00:42, 486kB/s]
Downloading subject04_m-s: 3.77MB [00:12, 549kB/s]
Downloading subject04_skl: 2.55MB [00:10, 170kB/s]
Downloading subject04_gry: 13.0MB [00:42, 482kB/s]
Downloading subject04_m-s: 3.83MB [00:12, 552kB/s]
Downloading subject04_gry: 13.1MB [00:42, 513kB/s]
Downloading subject04_m-s: 3.88MB [00:12, 547kB/s]
Downloading subject04_gry: 13.1MB [00:42, 528kB/s]
Downloading subject04_m-s: 3.93MB [00:12, 533kB/s]
Downloading subject04_gry: 13.2MB [00:42, 532kB/s]
Downloading subject04_m-s: 4.00MB [00:13, 529kB/s]
Downloading subject04_gry: 13.3MB [00:42, 552kB/s]
Downloading subject04_m-s: 4.06MB [00:13, 549kB/s]
Downloading subject04_gry: 13.3MB [00:43, 571kB/s]
Downloading subject04_m-s: 4.13MB [00:13, 556kB/s]
Downloading subject04_gry: 13.4MB [00:43, 585kB/s]
Downloading subject04_m-s: 4.19MB [00:13, 555kB/s]
Downloading subject04_gry: 13.4MB [00:43, 571kB/s]
Downloading subject04_m-s: 4.25MB [00:13, 532kB/s]
Downloading subject04_fat2: 0.00B [00:00, ?B/s]
Downloading subject04_gry: 13.5MB [00:43, 534kB/s]
Downloading subject04_ves: 1.00kB [00:02, 441B/s]
Downloading subject04_m-s: 4.31MB [00:13, 537kB/s]
Downloading subject04_ves: 17.0kB [00:02, 9.89kB/s]
Downloading subject04_gry: 13.5MB [00:43, 527kB/s]
Downloading subject04_m-s: 4.37MB [00:13, 519kB/s]
Downloading subject04_ves: 97.0kB [00:02, 71.6kB/s]
Downloading subject04_gry: 13.6MB [00:43, 544kB/s]
Downloading subject04_m-s: 4.41MB [00:13, 514kB/s]
Downloading subject04_gry: 13.7MB [00:43, 571kB/s]
Downloading subject04_ves: 161kB [00:02, 127kB/s]
Downloading subject04_m-s: 4.47MB [00:14, 494kB/s]
Downloading subject04_gry: 13.7MB [00:43, 588kB/s]
Downloading subject04_ves: 241kB [00:02, 206kB/s]
Downloading subject04_m-s: 4.53MB [00:14, 525kB/s]
Downloading subject04_gry: 13.8MB [00:43, 617kB/s]
Downloading subject04_ves: 321kB [00:02, 284kB/s]
Downloading subject04_m-s: 4.59MB [00:14, 539kB/s]
Downloading subject04_gry: 13.9MB [00:44, 659kB/s]
Downloading subject04_ves: 401kB [00:03, 360kB/s]
Downloading subject04_m-s: 4.66MB [00:14, 547kB/s]
Downloading subject04_gry: 14.0MB [00:44, 678kB/s]
Downloading subject04_ves: 481kB [00:03, 430kB/s]
Downloading subject04_m-s: 4.72MB [00:14, 559kB/s]
Downloading subject04_gry: 14.0MB [00:44, 687kB/s]
Downloading subject04_ves: 544kB [00:03, 467kB/s]
Downloading subject04_m-s: 4.78MB [00:14, 573kB/s]
Downloading subject04_gry: 14.1MB [00:44, 664kB/s]
Downloading subject04_ves: 606kB [00:03, 477kB/s]
Downloading subject04_m-s: 4.84MB [00:14, 571kB/s]
Downloading subject04_ves: 664kB [00:03, 482kB/s]
Downloading subject04_m-s: 4.91MB [00:14, 559kB/s]
Downloading subject04_ves: 753kB [00:03, 564kB/s]
Downloading subject04_m-s: 4.97MB [00:14, 572kB/s]
Downloading subject04_ves: 849kB [00:03, 655kB/s]
Downloading subject04_m-s: 5.03MB [00:15, 594kB/s]
Downloading subject04_ves: 929kB [00:03, 695kB/s]
Downloading subject04_m-s: 5.09MB [00:15, 572kB/s]
Downloading subject04_ves: 0.99MB [00:03, 708kB/s]
Downloading subject04_m-s: 5.16MB [00:15, 559kB/s]
Downloading subject04_ves: 1.06MB [00:04, 711kB/s]
Downloading subject04_m-s: 5.22MB [00:15, 559kB/s]
Downloading subject04_ves: 1.16MB [00:04, 743kB/s]
Downloading subject04_fat2: 1.00kB [00:01, 530B/s]
Downloading subject04_m-s: 5.28MB [00:15, 538kB/s]
Downloading subject04_ves: 1.23MB [00:04, 742kB/s]
Downloading subject04_fat2: 81.0kB [00:02, 56.7kB/s]
Downloading subject04_m-s: 5.34MB [00:15, 553kB/s]
Downloading subject04_ves: 1.30MB [00:04, 727kB/s]
Downloading subject04_fat2: 177kB [00:02, 138kB/s]
Downloading subject04_m-s: 5.41MB [00:15, 568kB/s]
Downloading subject04_ves: 1.38MB [00:04, 709kB/s]
Downloading subject04_fat2: 273kB [00:02, 232kB/s]
Downloading subject04_m-s: 5.49MB [00:15, 590kB/s]
Downloading subject04_ves: 1.45MB [00:04, 730kB/s]
Downloading subject04_fat2: 385kB [00:02, 349kB/s]
Downloading subject04_m-s: 5.56MB [00:16, 623kB/s]
Downloading subject04_ves: 1.55MB [00:04, 784kB/s]
Downloading subject04_fat2: 481kB [00:02, 445kB/s]
Downloading subject04_m-s: 5.63MB [00:16, 627kB/s]
Downloading subject04_ves: 1.63MB [00:04, 759kB/s]
Downloading subject04_fat2: 577kB [00:02, 535kB/s]
Downloading subject04_dura: 0.00B [00:00, ?B/s]
Downloading subject04_m-s: 5.70MB [00:16, 634kB/s]
Downloading subject04_ves: 1.70MB [00:04, 757kB/s]
Downloading subject04_fat2: 673kB [00:02, 621kB/s]
Downloading subject04_ves: 1.77MB [00:05, 742kB/s]
Downloading subject04_m-s: 5.77MB [00:16, 618kB/s]
Downloading subject04_fat2: 761kB [00:02, 664kB/s]
Downloading subject04_ves: 1.84MB [00:05, 740kB/s]
Downloading subject04_m-s: 5.83MB [00:16, 619kB/s]
Downloading subject04_fat2: 846kB [00:02, 693kB/s]
Downloading subject04_ves: 1.92MB [00:05, 751kB/s]
Downloading subject04_m-s: 5.89MB [00:16, 602kB/s]
Downloading subject04_fat2: 928kB [00:03, 708kB/s]
Downloading subject04_ves: 1.99MB [00:05, 724kB/s]
Downloading subject04_m-s: 5.95MB [00:16, 585kB/s]
Downloading subject04_fat2: 0.98MB [00:03, 726kB/s]
Downloading subject04_ves: 2.06MB [00:05, 619kB/s]
Downloading subject04_m-s: 6.02MB [00:16, 538kB/s]
Downloading subject04_fat2: 1.06MB [00:03, 724kB/s]
Downloading subject04_m-s: 6.08MB [00:16, 561kB/s]
Downloading subject04_ves: 2.13MB [00:05, 602kB/s]
Downloading subject04_fat2: 1.13MB [00:03, 725kB/s]
Downloading subject04_m-s: 6.14MB [00:17, 573kB/s]
Downloading subject04_fat2: 1.21MB [00:03, 736kB/s]
Downloading subject04_ves: 2.19MB [00:05, 578kB/s]
Downloading subject04_m-s: 6.20MB [00:17, 577kB/s]
Downloading subject04_fat2: 1.28MB [00:03, 737kB/s]
Downloading subject04_ves: 2.25MB [00:05, 551kB/s]
Downloading subject04_m-s: 6.27MB [00:17, 579kB/s]
Downloading subject04_fat2: 1.36MB [00:03, 731kB/s]
Downloading subject04_ves: 2.31MB [00:06, 535kB/s]
Downloading subject04_m-s: 6.33MB [00:17, 582kB/s]
Downloading subject04_fat2: 1.43MB [00:03, 715kB/s]
Downloading subject04_ves: 2.38MB [00:06, 559kB/s]
Downloading subject04_m-s: 6.41MB [00:17, 647kB/s]
Downloading subject04_fat2: 1.50MB [00:03, 661kB/s]
Downloading subject04_ves: 2.44MB [00:06, 558kB/s]
Downloading subject04_m-s: 6.49MB [00:17, 640kB/s]
Downloading subject04_fat2: 1.57MB [00:04, 634kB/s]
Downloading subject04_ves: 2.49MB [00:06, 561kB/s]
Downloading subject04_m-s: 6.56MB [00:17, 631kB/s]
Downloading subject04_fat2: 1.63MB [00:04, 607kB/s]
Downloading subject04_ves: 2.55MB [00:06, 509kB/s]
Downloading subject04_m-s: 6.62MB [00:17, 632kB/s]
Downloading subject04_fat2: 1.69MB [00:04, 608kB/s]
Downloading subject04_ves: 2.61MB [00:06, 527kB/s]
Downloading subject04_m-s: 6.69MB [00:17, 632kB/s]
Downloading subject04_dura: 1.00kB [00:01, 594B/s]
Downloading subject04_fat2: 1.74MB [00:04, 600kB/s]
Downloading subject04_ves: 2.67MB [00:06, 552kB/s]
Downloading subject04_m-s: 6.75MB [00:18, 598kB/s]
Downloading subject04_fat2: 1.80MB [00:04, 566kB/s]
Downloading subject04_ves: 2.75MB [00:06, 623kB/s]
Downloading subject04_dura: 17.0kB [00:01, 12.1kB/s]
Downloading subject04_m-s: 6.80MB [00:18, 566kB/s]
Downloading subject04_fat2: 1.86MB [00:04, 544kB/s]
Downloading subject04_ves: 2.81MB [00:06, 622kB/s]
Downloading subject04_dura: 49.0kB [00:02, 39.4kB/s]
Downloading subject04_fat2: 1.92MB [00:04, 561kB/s]
Downloading subject04_m-s: 6.86MB [00:18, 541kB/s]
Downloading subject04_ves: 2.88MB [00:07, 595kB/s]
Downloading subject04_fat2: 1.99MB [00:04, 566kB/s]
Downloading subject04_dura: 81.0kB [00:02, 69.5kB/s]
Downloading subject04_m-s: 6.92MB [00:18, 530kB/s]
Downloading subject04_fat2: 2.06MB [00:04, 608kB/s]
Downloading subject04_dura: 161kB [00:02, 167kB/s]
Downloading subject04_fat2: 2.14MB [00:05, 640kB/s]
Downloading subject04_dura: 225kB [00:02, 237kB/s]
Downloading subject04_m-s: 6.99MB [00:18, 404kB/s]
Downloading subject04_fat2: 2.22MB [00:05, 667kB/s]
Downloading subject04_dura: 305kB [00:02, 329kB/s]
Downloading subject04_fat2: 2.28MB [00:05, 600kB/s]
Downloading subject04_dura: 356kB [00:02, 303kB/s]
Downloading subject04_fat2: 2.38MB [00:05, 641kB/s]
Downloading subject04_dura: 399kB [00:02, 311kB/s]
Downloading subject04_fat2: 2.50MB [00:05, 767kB/s]
Downloading subject04_dura: 438kB [00:03, 324kB/s]
Downloading subject04_fat2: 2.59MB [00:05, 783kB/s]
Downloading subject04_dura: 477kB [00:03, 325kB/s]
Downloading subject04_fat2: 2.67MB [00:05, 751kB/s]
Downloading subject04_dura: 514kB [00:03, 310kB/s]
Downloading subject04_fat2: 2.74MB [00:05, 752kB/s]
Downloading subject04_mrw: 0.00B [00:00, ?B/s]
Downloading subject04_dura: 548kB [00:03, 301kB/s]
Downloading subject04_fat2: 2.82MB [00:06, 665kB/s]
Downloading subject04_dura: 580kB [00:03, 273kB/s]
Downloading subject04_dura: 609kB [00:03, 250kB/s]
Downloading subject04_fat2: 2.88MB [00:06, 447kB/s]
Downloading subject04_dura: 641kB [00:03, 248kB/s]
Downloading subject04_dura: 673kB [00:03, 257kB/s]
Downloading subject04_dura: 753kB [00:04, 332kB/s]
Downloading subject04_dura: 833kB [00:04, 437kB/s]
Downloading subject04_dura: 881kB [00:04, 433kB/s]
Downloading subject04_dura: 929kB [00:04, 437kB/s]
Downloading subject04_mrw: 1.00kB [00:01, 743B/s]
Downloading subject04_mrw: 129kB [00:01, 123kB/s]
Downloading subject04_mrw: 289kB [00:01, 301kB/s]
Downloading subject04_mrw: 417kB [00:01, 441kB/s]
Downloading subject04_mrw: 531kB [00:01, 502kB/s]
Downloading subject04_mrw: 628kB [00:01, 568kB/s]
Downloading subject04_mrw: 720kB [00:02, 640kB/s]
Downloading subject04_mrw: 811kB [00:02, 640kB/s]
Downloading subject04_mrw: 893kB [00:02, 618kB/s]
Downloading subject04_mrw: 968kB [00:02, 614kB/s]
Downloading subject04_mrw: 1.03MB [00:02, 653kB/s]
Downloading subject04_mrw: 1.13MB [00:02, 714kB/s]
Downloading subject04_mrw: 1.22MB [00:02, 702kB/s]
Downloading subject04_mrw: 1.33MB [00:02, 804kB/s]
Downloading subject04_mrw: 1.42MB [00:03, 820kB/s]
Downloading subject04_mrw: 1.52MB [00:03, 843kB/s]
Downloading subject04_mrw: 1.61MB [00:03, 840kB/s]
Downloading subject04_mrw: 1.70MB [00:03, 849kB/s]
Downloading subject04_mrw: 1.80MB [00:03, 878kB/s]
Downloading subject04_mrw: 1.88MB [00:03, 869kB/s]
Downloading subject04_mrw: 2.02MB [00:03, 995kB/s]
Downloading subject04_mrw: 2.11MB [00:03, 981kB/s]
Downloading subject04_mrw: 2.21MB [00:03, 933kB/s]
fig = plt.figure()
sim_conf = SimConfig(shape, seq=GreConfig(TR=TR, TE=TE, FA=FA))
phantom1T5 = Phantom.from_brainweb(
sub_id=4, sim_conf=sim_conf, tissue_file="tissue_1T5"
)
phantom7T = Phantom.from_brainweb(sub_id=4, sim_conf=sim_conf, tissue_file="tissue_7T")
def live_contrast(TE: float = 10, TR: float = 100, FA: float = 3, tissue_field="1T5"):
[ax.remove() for ax in fig.get_axes()]
ax = fig.subplots()
sim_conf.seq.TE = TE
sim_conf.seq.TR = TR
sim_conf.seq.FA = FA
if tissue_field == "1T5":
phantom = phantom1T5
elif tissue_field == "7T":
phantom = phantom7T
contrast_at_TE = get_ideal_phantom(phantom, sim_conf)
axis3dcut(fig, ax, contrast_at_TE.T, None, None, cuts=(60, 60, 60), width_inches=5)
fig.canvas.draw_idle()
# if len(fig.get_axes()) >=5:
# fig.get_axes()[-1].remove()
interact(
live_contrast,
TE=(0, 100, 1),
TR=(0, 1000, 1),
FA=(0, 90, 1),
tissue_field=["1T5", "7T"],
)
interactive(children=(IntSlider(value=10, description='TE'), IntSlider(value=100, description='TR', max=1000), IntSlider(value=3, description='FA', max=90), Dropdown(description='tissue_field', options=('1T5', '7T'), value='1T5'), Output()), _dom_classes=('widget-interact',))
<function live_contrast at 0x7f96706b95a0>
Total running time of the script: (2 minutes 6.237 seconds)