Skip to content

Instantly share code, notes, and snippets.

@chrisgorgo

chrisgorgo/Effects of multiband factor on tSNR (MRIQC Web API).ipynb

Created May 14, 2018 05:18
Show Gist options
  • Save chrisgorgo/9e5c6089a0d00da6f8d3bf9e896a2de9 to your computer and use it in GitHub Desktop.
Save chrisgorgo/9e5c6089a0d00da6f8d3bf9e896a2de9 to your computer and use it in GitHub Desktop.
Download ZIP
Display the source blob
Display the rendered blob
Raw
Effects of multiband factor on tSNR (MRIQC Web API).ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from json import load\n",
"import urllib.request, json \n",
"from pandas.io.json import json_normalize\n",
"import seaborn as sns\n",
"import pylab as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Iterate thour the pages of JSON returned by the API. Note that we are restricting the query to scans with mutliband factor 2 or higher."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=0\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=1\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=2\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=3\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=4\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=5\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=6\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=7\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=8\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=9\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=10\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=11\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=12\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=13\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=14\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=15\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=16\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=17\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=18\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=19\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=20\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=21\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=22\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=23\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=24\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=25\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=26\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=27\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=28\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=29\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=30\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=31\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=32\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=33\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=34\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=35\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=36\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=37\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=38\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=39\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=40\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=41\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=42\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=43\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=44\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=45\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=46\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=47\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=48\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=49\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=50\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=51\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=52\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=53\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=54\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=55\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=56\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=57\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=58\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=59\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=60\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=61\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=62\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=63\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=64\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=65\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=66\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=67\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=68\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=69\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=70\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=71\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=72\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=73\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=74\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=75\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=76\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=77\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=78\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=79\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=80\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=81\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=82\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=83\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=84\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=85\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=86\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=87\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=88\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=89\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=90\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=91\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=92\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=93\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=94\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=95\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=96\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=97\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=98\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=99\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=100\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=101\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=102\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=103\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=104\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=105\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=106\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=107\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=108\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=109\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=110\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=111\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=112\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=113\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=114\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=115\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=116\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=117\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=118\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=119\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=120\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=121\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=122\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=123\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=124\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=125\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=126\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=127\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=128\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=129\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=130\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=131\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=132\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=133\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=134\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=135\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=136\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=137\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=138\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=139\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=140\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=141\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=142\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=143\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=144\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=145\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=146\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=147\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=148\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=149\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=150\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=151\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=152\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=153\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=154\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=155\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=156\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=157\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=158\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=159\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=160\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=161\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=162\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=163\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=164\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=165\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=166\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=167\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=168\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=169\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=170\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=171\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=172\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=173\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=174\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=175\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=176\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=177\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=178\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=179\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=180\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=181\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=182\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=183\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=184\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=185\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=186\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=187\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=188\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=189\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=190\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=191\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=192\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=193\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=194\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=195\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=196\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=197\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=198\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=199\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=200\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=201\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=202\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=203\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=204\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=205\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=206\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=207\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=208\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=209\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=210\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=211\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=212\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=213\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=214\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=215\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=216\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=217\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=218\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=219\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=220\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=221\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=222\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=223\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=224\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=225\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=226\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=227\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=228\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=229\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=230\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=231\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=232\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=233\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=234\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=235\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=236\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=237\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=238\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=239\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=240\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=241\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=242\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=243\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=244\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=245\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=246\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=247\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=248\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=249\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=250\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=251\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=252\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=253\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=254\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=255\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=256\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=257\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=258\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=259\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=260\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=261\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=262\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=263\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=264\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=265\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=266\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=267\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=268\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=269\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=270\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=271\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=272\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=273\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=274\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=275\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=276\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=277\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=278\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=279\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=280\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=281\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=282\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=283\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=284\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=285\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=286\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=287\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=288\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=289\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=290\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=291\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=292\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=293\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=294\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=295\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=296\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=297\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=298\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=299\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=300\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=301\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=302\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=303\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=304\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=305\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=306\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=307\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=308\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=309\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=310\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=311\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=312\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=313\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=314\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=315\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=316\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=317\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=318\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=319\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=320\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=321\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=322\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=323\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=324\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=325\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=326\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=327\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=328\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=329\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=330\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=331\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=332\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=333\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=334\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=335\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=336\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=337\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=338\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=339\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=340\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=341\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=342\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=343\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=344\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=345\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=346\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=347\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=348\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=349\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=350\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=351\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=352\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=353\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=354\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=355\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=356\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=357\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=358\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=359\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=360\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=361\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=362\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=363\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=364\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=365\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=366\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=367\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=368\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=369\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=370\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=371\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=372\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=373\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=374\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=375\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=376\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=377\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=378\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=379\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=380\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=381\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=382\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=383\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=384\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=385\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=386\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=387\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=388\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=389\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=390\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=391\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=392\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=393\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=394\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=395\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=396\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=397\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=398\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=399\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=400\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=401\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=402\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=403\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=404\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=405\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=406\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=407\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=408\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=409\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=410\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=411\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=412\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=413\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=414\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=415\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=416\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=417\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=418\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=419\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=420\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=421\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=422\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=423\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=424\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=425\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=426\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=427\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=428\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=429\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=430\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=431\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=432\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=433\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=434\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=435\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=436\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=437\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=438\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=439\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=440\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=441\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=442\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=443\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=444\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=445\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=446\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=447\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=448\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=449\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=450\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=451\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=452\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=453\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=454\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=455\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=456\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=457\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=458\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=459\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=460\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=461\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=462\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=463\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=464\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=465\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=466\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=467\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=468\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=469\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=470\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=471\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=472\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=473\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=474\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=475\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=476\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=477\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=478\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=479\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=480\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=481\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=482\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=483\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=484\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=485\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=486\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=487\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=488\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=489\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=490\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=491\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=492\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=493\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=494\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=495\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=496\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=497\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=498\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=499\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=500\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=501\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=502\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=503\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=504\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=505\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=506\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=507\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=508\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=509\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=510\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=511\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=512\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=513\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=514\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=515\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=516\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=517\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=518\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=519\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=520\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=521\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=522\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=523\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=524\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=525\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=526\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=527\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=528\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=529\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=530\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=531\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=532\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=533\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=534\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=535\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=536\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=537\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=538\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=539\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=540\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=541\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=542\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=543\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=544\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=545\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=546\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=547\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=548\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=549\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=550\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=551\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=552\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=553\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=554\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=555\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=556\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=557\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=558\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=559\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=560\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=561\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=562\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=563\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=564\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=565\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=566\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=567\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=568\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=569\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=570\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=571\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=572\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=573\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=574\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=575\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=576\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=577\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=578\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=579\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=580\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=581\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=582\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=583\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=584\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=585\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=586\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=587\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=588\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=589\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=590\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=591\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=592\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=593\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=594\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=595\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=596\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=597\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=598\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=599\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=600\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=601\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=602\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=603\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=604\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=605\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=606\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=607\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=608\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=609\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=610\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=611\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=612\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=613\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=614\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=615\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=616\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=617\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=618\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=619\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=620\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=621\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=622\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=623\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=624\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=625\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=626\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=627\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=628\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=629\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=630\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=631\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=632\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=633\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=634\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=635\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=636\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=637\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=638\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=639\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=640\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=641\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=642\n",
"https://mriqc.nimh.nih.gov/api/v1/bold?where=bids_meta.MultibandAccelerationFactor>1&page=643\n"
]
}
],
"source": [
"url_root = 'https://mriqc.nimh.nih.gov/api/v1/bold'\n",
"\n",
"page = 0\n",
"dfs = []\n",
"while True:\n",
" page_url = url_root + \\\n",
" '?where=bids_meta.MultibandAccelerationFactor>1' + \\\n",
" '&page=%d'%page\n",
" print(page_url)\n",
" with urllib.request.urlopen(page_url) as url:\n",
" data = json.loads(url.read().decode())\n",
" dfs.append(json_normalize(data['_items']))\n",
" if 'next' not in data['_links'].keys():\n",
" break\n",
" else:\n",
" page += 1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Concatenate everything into one neat DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"df = pd.concat(dfs, ignore_index=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Remove duplicates"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df_unique = df.groupby(\"provenance.md5sum\").mean()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>aor</th>\n",
" <th>aqi</th>\n",
" <th>bids_meta.EchoTime</th>\n",
" <th>bids_meta.EchoTrainLength</th>\n",
" <th>bids_meta.EffectiveEchoSpacing</th>\n",
" <th>bids_meta.FlipAngle</th>\n",
" <th>bids_meta.MagneticFieldStrength</th>\n",
" <th>bids_meta.MultibandAccelerationFactor</th>\n",
" <th>bids_meta.ParallelReductionFactorInPlane</th>\n",
" <th>bids_meta.PixelBandwidth</th>\n",
" <th>...</th>\n",
" <th>summary_bg_stdv</th>\n",
" <th>summary_fg_k</th>\n",
" <th>summary_fg_mad</th>\n",
" <th>summary_fg_mean</th>\n",
" <th>summary_fg_median</th>\n",
" <th>summary_fg_n</th>\n",
" <th>summary_fg_p05</th>\n",
" <th>summary_fg_p95</th>\n",
" <th>summary_fg_stdv</th>\n",
" <th>tsnr</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" <td>1303.000000</td>\n",
" <td>8781.000000</td>\n",
" <td>7793.000000</td>\n",
" <td>6088.0</td>\n",
" <td>9532.000000</td>\n",
" <td>297.0</td>\n",
" <td>2994.000000</td>\n",
" <td>...</td>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" <td>9532.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.004244</td>\n",
" <td>0.017829</td>\n",
" <td>0.031800</td>\n",
" <td>86.165771</td>\n",
" <td>0.000590</td>\n",
" <td>59.046580</td>\n",
" <td>3.0</td>\n",
" <td>5.296265</td>\n",
" <td>2.0</td>\n",
" <td>2304.727789</td>\n",
" <td>...</td>\n",
" <td>321.445179</td>\n",
" <td>2.116528</td>\n",
" <td>719.645294</td>\n",
" <td>2748.977365</td>\n",
" <td>2665.136075</td>\n",
" <td>122859.112369</td>\n",
" <td>1563.635153</td>\n",
" <td>4210.977756</td>\n",
" <td>841.447620</td>\n",
" <td>33.623459</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.007140</td>\n",
" <td>0.023092</td>\n",
" <td>0.005168</td>\n",
" <td>19.116994</td>\n",
" <td>0.000113</td>\n",
" <td>17.628947</td>\n",
" <td>0.0</td>\n",
" <td>1.823596</td>\n",
" <td>0.0</td>\n",
" <td>235.623515</td>\n",
" <td>...</td>\n",
" <td>402.314460</td>\n",
" <td>1.579647</td>\n",
" <td>915.938886</td>\n",
" <td>2970.327181</td>\n",
" <td>2892.747804</td>\n",
" <td>49619.413642</td>\n",
" <td>1839.982850</td>\n",
" <td>4596.513813</td>\n",
" <td>1003.022296</td>\n",
" <td>16.892882</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000164</td>\n",
" <td>0.000080</td>\n",
" <td>0.024000</td>\n",
" <td>39.000000</td>\n",
" <td>0.000280</td>\n",
" <td>31.000000</td>\n",
" <td>3.0</td>\n",
" <td>2.000000</td>\n",
" <td>2.0</td>\n",
" <td>1670.000000</td>\n",
" <td>...</td>\n",
" <td>0.977460</td>\n",
" <td>-1.468468</td>\n",
" <td>8.939541</td>\n",
" <td>23.813360</td>\n",
" <td>20.911110</td>\n",
" <td>25931.000000</td>\n",
" <td>11.044444</td>\n",
" <td>45.992592</td>\n",
" <td>11.316761</td>\n",
" <td>0.751552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.000853</td>\n",
" <td>0.006071</td>\n",
" <td>0.030000</td>\n",
" <td>80.000000</td>\n",
" <td>0.000510</td>\n",
" <td>52.000000</td>\n",
" <td>3.0</td>\n",
" <td>4.000000</td>\n",
" <td>2.0</td>\n",
" <td>2289.000000</td>\n",
" <td>...</td>\n",
" <td>48.285642</td>\n",
" <td>0.943261</td>\n",
" <td>184.666622</td>\n",
" <td>661.378754</td>\n",
" <td>635.730682</td>\n",
" <td>87050.250000</td>\n",
" <td>325.280865</td>\n",
" <td>1039.621901</td>\n",
" <td>206.956364</td>\n",
" <td>21.444898</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.001681</td>\n",
" <td>0.012078</td>\n",
" <td>0.030000</td>\n",
" <td>90.000000</td>\n",
" <td>0.000580</td>\n",
" <td>60.000000</td>\n",
" <td>3.0</td>\n",
" <td>4.000000</td>\n",
" <td>2.0</td>\n",
" <td>2289.000000</td>\n",
" <td>...</td>\n",
" <td>121.556110</td>\n",
" <td>1.575271</td>\n",
" <td>349.027405</td>\n",
" <td>1198.494263</td>\n",
" <td>1123.627869</td>\n",
" <td>132721.166667</td>\n",
" <td>621.198547</td>\n",
" <td>1984.507748</td>\n",
" <td>423.956940</td>\n",
" <td>33.355690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.004268</td>\n",
" <td>0.022501</td>\n",
" <td>0.036000</td>\n",
" <td>104.000000</td>\n",
" <td>0.000690</td>\n",
" <td>65.000000</td>\n",
" <td>3.0</td>\n",
" <td>6.000000</td>\n",
" <td>2.0</td>\n",
" <td>2290.000000</td>\n",
" <td>...</td>\n",
" <td>504.243210</td>\n",
" <td>2.984484</td>\n",
" <td>959.234161</td>\n",
" <td>3395.628998</td>\n",
" <td>3205.456665</td>\n",
" <td>162557.250000</td>\n",
" <td>1598.674030</td>\n",
" <td>5830.038379</td>\n",
" <td>1160.862457</td>\n",
" <td>42.880024</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.183095</td>\n",
" <td>0.765714</td>\n",
" <td>0.054800</td>\n",
" <td>104.000000</td>\n",
" <td>0.000710</td>\n",
" <td>90.000000</td>\n",
" <td>3.0</td>\n",
" <td>8.000000</td>\n",
" <td>2.0</td>\n",
" <td>2645.000000</td>\n",
" <td>...</td>\n",
" <td>3528.929932</td>\n",
" <td>9.760304</td>\n",
" <td>6338.077637</td>\n",
" <td>16866.507812</td>\n",
" <td>15183.886719</td>\n",
" <td>491766.000000</td>\n",
" <td>7674.142065</td>\n",
" <td>32133.286719</td>\n",
" <td>7891.589844</td>\n",
" <td>301.234833</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 55 columns</p>\n",
"</div>"
],
"text/plain": [
" aor aqi bids_meta.EchoTime \\\n",
"count 9532.000000 9532.000000 9532.000000 \n",
"mean 0.004244 0.017829 0.031800 \n",
"std 0.007140 0.023092 0.005168 \n",
"min 0.000164 0.000080 0.024000 \n",
"25% 0.000853 0.006071 0.030000 \n",
"50% 0.001681 0.012078 0.030000 \n",
"75% 0.004268 0.022501 0.036000 \n",
"max 0.183095 0.765714 0.054800 \n",
"\n",
" bids_meta.EchoTrainLength bids_meta.EffectiveEchoSpacing \\\n",
"count 1303.000000 8781.000000 \n",
"mean 86.165771 0.000590 \n",
"std 19.116994 0.000113 \n",
"min 39.000000 0.000280 \n",
"25% 80.000000 0.000510 \n",
"50% 90.000000 0.000580 \n",
"75% 104.000000 0.000690 \n",
"max 104.000000 0.000710 \n",
"\n",
" bids_meta.FlipAngle bids_meta.MagneticFieldStrength \\\n",
"count 7793.000000 6088.0 \n",
"mean 59.046580 3.0 \n",
"std 17.628947 0.0 \n",
"min 31.000000 3.0 \n",
"25% 52.000000 3.0 \n",
"50% 60.000000 3.0 \n",
"75% 65.000000 3.0 \n",
"max 90.000000 3.0 \n",
"\n",
" bids_meta.MultibandAccelerationFactor \\\n",
"count 9532.000000 \n",
"mean 5.296265 \n",
"std 1.823596 \n",
"min 2.000000 \n",
"25% 4.000000 \n",
"50% 4.000000 \n",
"75% 6.000000 \n",
"max 8.000000 \n",
"\n",
" bids_meta.ParallelReductionFactorInPlane bids_meta.PixelBandwidth \\\n",
"count 297.0 2994.000000 \n",
"mean 2.0 2304.727789 \n",
"std 0.0 235.623515 \n",
"min 2.0 1670.000000 \n",
"25% 2.0 2289.000000 \n",
"50% 2.0 2289.000000 \n",
"75% 2.0 2290.000000 \n",
"max 2.0 2645.000000 \n",
"\n",
" ... summary_bg_stdv summary_fg_k summary_fg_mad \\\n",
"count ... 9532.000000 9532.000000 9532.000000 \n",
"mean ... 321.445179 2.116528 719.645294 \n",
"std ... 402.314460 1.579647 915.938886 \n",
"min ... 0.977460 -1.468468 8.939541 \n",
"25% ... 48.285642 0.943261 184.666622 \n",
"50% ... 121.556110 1.575271 349.027405 \n",
"75% ... 504.243210 2.984484 959.234161 \n",
"max ... 3528.929932 9.760304 6338.077637 \n",
"\n",
" summary_fg_mean summary_fg_median summary_fg_n summary_fg_p05 \\\n",
"count 9532.000000 9532.000000 9532.000000 9532.000000 \n",
"mean 2748.977365 2665.136075 122859.112369 1563.635153 \n",
"std 2970.327181 2892.747804 49619.413642 1839.982850 \n",
"min 23.813360 20.911110 25931.000000 11.044444 \n",
"25% 661.378754 635.730682 87050.250000 325.280865 \n",
"50% 1198.494263 1123.627869 132721.166667 621.198547 \n",
"75% 3395.628998 3205.456665 162557.250000 1598.674030 \n",
"max 16866.507812 15183.886719 491766.000000 7674.142065 \n",
"\n",
" summary_fg_p95 summary_fg_stdv tsnr \n",
"count 9532.000000 9532.000000 9532.000000 \n",
"mean 4210.977756 841.447620 33.623459 \n",
"std 4596.513813 1003.022296 16.892882 \n",
"min 45.992592 11.316761 0.751552 \n",
"25% 1039.621901 206.956364 21.444898 \n",
"50% 1984.507748 423.956940 33.355690 \n",
"75% 5830.038379 1160.862457 42.880024 \n",
"max 32133.286719 7891.589844 301.234833 \n",
"\n",
"[8 rows x 55 columns]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_unique.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It seems we are working with over 8,5k scans. Not too shabby!"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x29ad32400f0>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x1008 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,14))\n",
"sns.stripplot(x='bids_meta.MultibandAccelerationFactor', y='tsnr', data=df_unique, jitter=0.4, alpha=0.3, size=4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets zoom in on tSNR below 100"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x29ad35c53c8>"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x1008 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,14))\n",
"sns.stripplot(x='bids_meta.MultibandAccelerationFactor', y='tsnr', data=df_unique[df_unique['tsnr']<100], jitter=0.4, alpha=0.3, size=4)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment