{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "oVpl_eki3bfS" }, "source": [ "# Using cottoncandy to access OpenNeuro data from AWS S3\n", "\n", "This examples shows how to use **cottoncandy** to access data from [OpenNeuro](https://openneuro.org/).\n", "\n", "To find out more about cottoncandy, checkout our GitHub repo: \n", "https://github.com/gallantlab/cottoncandy\n", "\n", "---\n", "*Contributed by:*\n", "Anwar O Nunez-Elizalde (Aug, 2018)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 419 }, "colab_type": "code", "id": "sA3il-2U3gYP", "outputId": "12078071-fa21-4e60-afb2-600187d9e26f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: cottoncandy in /usr/local/lib/python2.7/dist-packages (0.1.0)\r\n", "Requirement already satisfied: nibabel in /usr/local/lib/python2.7/dist-packages (2.3.0)\n", "Requirement already satisfied: six in /usr/local/lib/python2.7/dist-packages (from cottoncandy) (1.11.0)\n", "Requirement already satisfied: botocore in /usr/local/lib/python2.7/dist-packages (from cottoncandy) (1.11.1)\n", "Requirement already satisfied: PyDrive in /usr/local/lib/python2.7/dist-packages (from cottoncandy) (1.3.1)\n", "Requirement already satisfied: python-dateutil in /usr/local/lib/python2.7/dist-packages (from cottoncandy) (2.5.3)\n", "Requirement already satisfied: pycrypto in /usr/local/lib/python2.7/dist-packages (from cottoncandy) (2.6.1)\n", "Requirement already satisfied: boto3 in /usr/local/lib/python2.7/dist-packages (from cottoncandy) (1.8.1)\n", "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /usr/local/lib/python2.7/dist-packages (from botocore->cottoncandy) (0.9.3)\n", "Requirement already satisfied: docutils>=0.10 in /usr/local/lib/python2.7/dist-packages (from botocore->cottoncandy) (0.14)\n", "Requirement already satisfied: urllib3<1.24,>=1.20 in /usr/local/lib/python2.7/dist-packages (from botocore->cottoncandy) (1.22)\n", "Requirement already satisfied: PyYAML>=3.0 in /usr/local/lib/python2.7/dist-packages (from PyDrive->cottoncandy) (3.13)\n", "Requirement already satisfied: oauth2client>=4.0.0 in /usr/local/lib/python2.7/dist-packages (from PyDrive->cottoncandy) (4.1.2)\n", "Requirement already satisfied: google-api-python-client>=1.2 in /usr/local/lib/python2.7/dist-packages (from PyDrive->cottoncandy) (1.6.7)\n", "Requirement already satisfied: s3transfer<0.2.0,>=0.1.10 in /usr/local/lib/python2.7/dist-packages (from boto3->cottoncandy) (0.1.13)\n", "Requirement already satisfied: httplib2>=0.9.1 in /usr/local/lib/python2.7/dist-packages (from oauth2client>=4.0.0->PyDrive->cottoncandy) (0.11.3)\n", "Requirement already satisfied: rsa>=3.1.4 in /usr/local/lib/python2.7/dist-packages (from oauth2client>=4.0.0->PyDrive->cottoncandy) (3.4.2)\n", "Requirement already satisfied: pyasn1>=0.1.7 in /usr/local/lib/python2.7/dist-packages (from oauth2client>=4.0.0->PyDrive->cottoncandy) (0.4.4)\n", "Requirement already satisfied: pyasn1-modules>=0.0.5 in /usr/local/lib/python2.7/dist-packages (from oauth2client>=4.0.0->PyDrive->cottoncandy) (0.2.2)\n", "Requirement already satisfied: uritemplate<4dev,>=3.0.0 in /usr/local/lib/python2.7/dist-packages (from google-api-python-client>=1.2->PyDrive->cottoncandy) (3.0.0)\n", "Requirement already satisfied: futures<4.0.0,>=2.2.0; python_version == \"2.6\" or python_version == \"2.7\" in /usr/local/lib/python2.7/dist-packages (from s3transfer<0.2.0,>=0.1.10->boto3->cottoncandy) (3.2.0)\n" ] } ], "source": [ "!pip install cottoncandy nibabel" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Ork0213sLKrY" }, "source": [ "## A function to download nifti images as nibabel objects\n", "\n", "\n", "We will describe each step in the function in the rest of the document.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "SvvgpjbiLEWI" }, "outputs": [], "source": [ "def download_nifti(object_name, cci):\n", " '''Use cottoncandy to download a nifti image from the OpenNeuro S3 database\n", "\n", " Parameters\n", " ----------\n", " object_name : str\n", " The name of the image to download\n", " cci : object\n", " A cottoncandy instance\n", "\n", " Returns\n", " -------\n", " nifti_image : nibabel.Nifti1Image\n", "\n", " Example\n", " -------\n", " >>> import cottoncandy as cc\n", " >>> cci = cc.get_interface('openneuro', ACCESS_KEY='FAKEAC', SECRET_KEY='FAKESK', endpoint_url='https://s3.amazonaws.com')\n", " >>> nifti_image = download_nifti('ds000255/ds000255_R1.0.0/uncompressed/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-06_bold.nii.gz', cci)\n", " >>> nifti_image.get_data() # return numpy array\n", "\n", " See\n", " ---\n", " https://github.com/gallantlab/cottoncandy\n", " '''\n", " \n", " import cottoncandy as cc\n", " cci.set_bucket('openneuro.org')\n", " data_stream = cci.download_stream(object_name)\n", " # Uncompress the data\n", " uncompressed_data = cc.utils.GzipInputStream(data_stream.content)\n", "\n", " try:\n", " from cStringIO import StringIO\n", " except ImportError:\n", " from io import BytesIO as StringIO\n", "\n", " # make a file-object\n", " container = StringIO()\n", " container.write(uncompressed_data.read())\n", " container.seek(0)\n", "\n", " import nibabel as nib\n", "\n", " # make an image container\n", " nifti_map = nib.Nifti1Image.make_file_map()\n", " nifti_map['image'].fileobj = container\n", "\n", " # make a nifti image\n", " nii = nib.Nifti1Image.from_file_map(nifti_map)\n", " return nii" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "esW7jDIwMqRe" }, "source": [ "## Setting up the cottoncandy connection\n", "\n", "In order to run this example, you will need to enter your AWS keys below" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "QP89c6m5P3G9" }, "outputs": [], "source": [ "ACCESSKEY = 'FAKEAK' \n", "SECRETKEY = 'FAKESK'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 72 }, "colab_type": "code", "id": "-XibaDnk3iNb", "outputId": "95e8e9c2-8b82-499d-f3bf-662cf561711f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available buckets:\n", "some-personal-bucket 2016/08/22 (16:27:13)\n", "Current bucket: openneuro.org\n" ] } ], "source": [ "import cottoncandy as cc\n", "cci = cc.get_interface('openneuro.org', ACCESS_KEY=ACCESSKEY, SECRET_KEY=SECRETKEY, endpoint_url='https://s3.amazonaws.com')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "FDDnu-fpMxva" }, "source": [ "## Downloading and uncompressing the data" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "4Gf71_2251QB" }, "outputs": [], "source": [ "# Get the data stream\n", "nifti_object_name = 'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-06_bold.nii.gz'\n", "data_stream = cci.download_stream(nifti_object_name)\n", "# This is a GZIP Nifti so we need to uncompress it\n", "uncompressed_data = cc.utils.GzipInputStream(data_stream.content)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "FC1kcd7IM1wA" }, "source": [ "## Creating a file object" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "NMPnEGK2Dume" }, "outputs": [], "source": [ "try:\n", " from cStringIO import StringIO\n", "except ImportError:\n", " from io import BytesIO as StringIO\n", "# make a file-object\n", "container = StringIO()\n", "container.write(uncompressed_data.read())\n", "container.seek(0)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "CkdBU_BnNKdE" }, "source": [ "## Creating a nibabel image" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "72ZBfmn85_O5" }, "outputs": [], "source": [ "import nibabel as nib\n", "\n", "# make an image container\n", "nifti_map = nib.Nifti1Image.make_file_map()\n", "nifti_map['image'].fileobj = container\n", "# make a nifti image\n", "nii = nib.Nifti1Image.from_file_map(nifti_map)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "colab_type": "code", "id": "EFSuzHdjD3NS", "outputId": "134c74d3-63d0-4768-e5bb-20bcb8bdccc4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(134, 30, 64, 64)\n" ] } ], "source": [ "# Get the data!\n", "arr = nii.get_data().T\n", "print(arr.shape)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "xln6BEdSNRGW" }, "source": [ "## Plotting the data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 381 }, "colab_type": "code", "id": "wz_N4ftSD8Ym", "outputId": "c5b9dfd0-23c4-4c1b-d345-ae4a32267ab2" }, "outputs": [ { "data": { "image/png": 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p/xs3bsSwYcOQkJCAzMxMPProoydU/02ZeI8cOaIL30xLS2uVJOdtjd1u16WW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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "plt.matshow(arr[100,15], cmap='inferno')\n", "plt.grid(False)\n", "__ = plt.title('Sample slice from image', fontsize=30)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 417 }, "colab_type": "code", "id": "hawBINpLEoh-", "outputId": "6baa66bd-fe96-4c05-c1ea-592814c08b62" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python2.7/dist-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in divide\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "data": { "image/png": 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Zu3Ytli9fHsjEDyBQ0bOj99/lcuHBBx9EYWEhXC4X5s+fjyFDhmDRokUdvu9a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\nS+u9G5h72dc/iNieGUHFq7691dE7thgq/LjtVMCxhFAxJX3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"text/plain": [ "" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "tsnr = arr.mean(0)/arr.std(0)\n", "plt.matshow(tsnr[15], cmap='inferno')\n", "plt.grid(False)\n", "__ = plt.title('Temporal SNR image', fontsize=30)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "CUv58juSHmh8" }, "source": [ "# Iterating through multiple nifti images from OpenNeuro S3 bucket" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 108 }, "colab_type": "code", "id": "y-oUZG_HIEwb", "outputId": "645de1ed-e9e9-4ea5-ac3b-85c6552e9906" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available buckets:\n", "some-personal-bucket 2016/08/22 (23:27:13)\n", "Current bucket: openneuro.org\n", "Sample datasets:\n", "ds001399, ds001408, ds001417, ds001419, ds001420, ds001421, ds001430, ds001450, ds001454, ds001460\n" ] } ], "source": [ "cci = cc.get_interface('openneuro.org', ACCESS_KEY=ACCESSKEY, SECRET_KEY=SECRETKEY, endpoint_url='https://s3.amazonaws.com')\n", "dirs = cci.lsdir()\n", "print('Sample datasets:\\n%s'%', '.join(dirs[-10:]))" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "20lxw7EpQVoT" }, "source": [ "## Explore one dataset" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 217 }, "colab_type": "code", "id": "pLgKqT5IPIDF", "outputId": "7b8cd38c-b142-4a43-c44c-0c9084215f47" }, "outputs": [ { "data": { "text/plain": [ "[u'ds000255/.datalad',\n", " u'ds000255/sub-01',\n", " u'ds000255/sub-02',\n", " u'ds000255/.gitattributes',\n", " u'ds000255/CHANGES',\n", " u'ds000255/README',\n", " u'ds000255/T1w.json',\n", " u'ds000255/annex-uuid',\n", " u'ds000255/dataset_description.json',\n", " u'ds000255/task-viewFigure_bold.json',\n", " u'ds000255/task-viewRandom_bold.json']" ] }, "execution_count": 11, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "cci.lsdir('ds000255')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "p_F71bVQQZ0W" }, "source": [ "## Information about the dataset" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 455 }, "colab_type": "code", "id": "yu5kmkz5PZOB", "outputId": "5bac0326-76a4-4814-96f0-98fb479560a9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{u'Authors': [u'Yoichi Miyawaki',\n", " u'Hajime Uchida',\n", " u'Okito Yamashita',\n", " u'Masa-aki Sato',\n", " u'Yusuke Morito',\n", " u'Hiroki C. Tanabe',\n", " u'Norihiro Sadato',\n", " u'Yukiyasu Kamitani'],\n", " u'BIDSVersion': u'1.0.2',\n", " u'License': u'PDDL',\n", " u'Name': u'Visual image reconstruction',\n", " u'ReferencesAndLinks': [u'Miyawaki Y, Uchida H, Yamashita O, Sato M, Morito Y, Tanabe HC, Sadato Norihiro & Kamitani Y (2008) Visual Image Reconstruction from Human Brain Activity using a Combination of Multiscale Local Image Decoders. Neuron 60:915-929.']}\n", "# Visual image reconstruction\n", "\n", "Original paper: Miyawaki Y, Uchida H, Yamashita O, Sato M, Morito Y, Tanabe HC, Sadato N & Kamitani Y (2008) Visual Image Reconstruction from Human Brain Activity using a Combination of Multiscale Local Image Decoders. Neuron 60:915-929.\n", "\n", "## Overview\n", "\n", "This is the fMRI data from Miyawaki et al. (2008) \"Visual image reconstruction from human brain activity using a combination of multiscale local image decoders\". Neuron 60:915-29. In this study, we collected fMRI activity from subjects viewing images, and constructed decoders predicting local image contrast at multiple spatial scales. The combined decoders based on a linear model successfully reconstructed presented stimuli from fMRI activity.\n", "\n", "## Task\n", "\n", "The experiment consisted of human subjects viewing contrast-based images of 12 x 12 flickering patches. There were two types of image viewing tasks: (1) random image viewing and (2) figure image (geometric shape or alphabet letter) viewing. For image presenta\n" ] } ], "source": [ "from pprint import pprint\n", "# print metadata from JSON file\n", "pprint(cci.download_json('ds000255/dataset_description.json'))\n", "\n", "# print the 1000 characters in the readm\n", "print(cci.download_object('ds000255/README')[:1000]) " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 654 }, "colab_type": "code", "id": "xxWYQRCSPMjT", "outputId": "4e8984d3-03f7-4991-9d8c-2cd3b581a9fd" }, "outputs": [ { "data": { "text/plain": [ "[u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-03_bold.json',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-03_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-03_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-06_bold.json',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-06_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-06_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-09_bold.json',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-09_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-09_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-12_bold.json',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-12_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-12_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-15_bold.json',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-15_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-15_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-01_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-01_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-02_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-02_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-04_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-04_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-05_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-05_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-07_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-07_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-08_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-08_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-10_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-10_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-11_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-11_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-13_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-13_events.tsv',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-14_bold.nii.gz',\n", " u'ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-14_events.tsv']" ] }, "execution_count": 13, "metadata": { "tags": [] }, "output_type": "execute_result" } ], "source": [ "# list the contents of the functional directory for sub02 in session 02\n", "cci.lsdir('ds000255/sub-02/ses-02/func/')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "BFiMRMcsQmn4" }, "source": [ "Let's find all the nifti images for subject 02 session 02" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 308 }, "colab_type": "code", "id": "6RaI5gaSI4UB", "outputId": "2c1794d1-9317-4a58-85d6-e86b186f15a1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-03_bold.nii.gz 2018/07/16 (19:17:11) 20.8M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-06_bold.nii.gz 2018/07/16 (19:17:12) 20.8M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-09_bold.nii.gz 2018/07/16 (19:17:12) 20.8M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-12_bold.nii.gz 2018/07/16 (19:17:16) 20.8M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-15_bold.nii.gz 2018/07/16 (19:17:16) 20.8M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-01_bold.nii.gz 2018/07/16 (19:17:17) 23.1M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-02_bold.nii.gz 2018/07/16 (19:17:17) 23.1M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-04_bold.nii.gz 2018/07/16 (19:17:18) 23.1M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-05_bold.nii.gz 2018/07/16 (19:17:19) 23.2M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-07_bold.nii.gz 2018/07/16 (19:17:20) 23.2M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-08_bold.nii.gz 2018/07/16 (19:17:20) 23.2M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-10_bold.nii.gz 2018/07/16 (19:17:21) 23.2M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-11_bold.nii.gz 2018/07/16 (19:17:21) 23.2M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-13_bold.nii.gz 2018/07/16 (19:17:22) 23.2M\n", "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewRandom_run-14_bold.nii.gz 2018/07/16 (19:17:23) 23.2M\n", "Found 15 objects matching \"ds000255/sub-02/ses-02/func/*.nii.gz\"\n" ] } ], "source": [ "cci.search('ds000255/sub-02/ses-02/func/*.nii.gz')\n", "# note that the beggining of the file name is cut off in the printed output. \n", "# this occurs because the object names are very long. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "colab_type": "code", "id": "ajyF8-TCKJll", "outputId": "07b60413-a755-4f79-de6a-f6a1c2adb4dd" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-03_bold.nii.gz\n" ] } ], "source": [ "nifti_files = cci.glob('ds000255/sub-02/ses-02/func/*.nii.gz')\n", "print(nifti_files[0]) # the full object name" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "oozJqJOxNz1z" }, "source": [ "## Compute temporal SNR images for individual nifti runs" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 2040 }, "colab_type": "code", "id": "PwlZNhcsKbWd", "outputId": "10d2fdac-8766-4f7c-b7b2-4911309ac887" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working on: ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-03_bold.nii.gz\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python2.7/dist-packages/ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in divide\n", " \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Working on: ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-06_bold.nii.gz\n", "Working on: ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-09_bold.nii.gz\n", "Working on: ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-12_bold.nii.gz\n", "Working on: ds000255/sub-02/ses-02/func/sub-02_ses-02_task-viewFigure_run-15_bold.nii.gz\n" ] }, { "data": { "image/png": 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b5ObmYtKkSUhNTcX06dPNmgO1UaNG2LBhg6FDValUyMjIQJUqVSCXyw0PKOB/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araFOS0tLrFmzRjTQFkRmZiZkMhm3IzClbbKzszFp0iSkpKRgxowZZs2B+s47\n72DDhg2GAVWtViMtLQ2VK1eGXC43dFDAf21x8eJFUR2VK1c2LEkYIwgCvvrqK1y6dAlLly7lvq3z\n8PPzg1qtZqYkDx48CHt7+wKTg9+/fx83btxA27ZtIZPJROe2efPmsLOzQ0xMDID/Eow/P50bHR0N\nd3d3NGnSBOfOnTPY//rrL2RlZTFKbUEQRPsw/veiZNrR0dFwcHAQZWuRSqUYMWKESW1UGG5ubkyn\ntH//fpQvXx6tWrUS+anVauHj44OUlBRm2ruk+ywOH374oageiUQCFxcX5OXlISUl5YXbFrU/Sk1N\nhUQiQUBAAKpXr46lS5di7ty5sLS0xNy5c7FkyZISHUvLli0NA6oe/QONvp85duwY8vLy8NFHHzH9\nhD5nrz5tHo8zZ85AKpUyg66fn1+RZ7aGDx8uSmmof0HhTVcXFf3xGs9AtWjRAs2aNXvhtk+ePMEX\nX3yBqlWrYsGCBSalXTTp8ffTTz/FvHnz0LlzZ7Rt2xbe3t5o3bo1ateubcrmBcJ7E9W/Veo71vT0\ndGg0GlEZOzu7Eu0XyFeljh8/HlZWVli9enWx6xw4cCB2796NH374Abt37za0T/PmzUVvF7GxsQCA\nL7/8ssC69Gt+rVu3hoeHBw4dOoR27dqhffv28PLygre3t+hizc3NZdafra2tSzwApqSk4JNPPsGl\nS5cwZcqUUlHYnTlzBqtWrTJMfT7P8w8SXbt2RVhYGDZu3Ijff/8d7dq1g5eXF7y8vAqcKluyZAn2\n7duHb775hlF0q9VqqNVqka18+fJQKBTo2rUrFi9ejKioKIMyWj/16+/vX+Dbov7cRkZGIjIykltG\np9MBAFxdXWFra4vz589j8ODB0Gg0uHjxIiZOnIjGjRtj2bJlePDgAWrXrm3oDIwH1fv376Nly5bc\n/QAoMJl2SkoKsrKy8M477zB/0y8JlBTe4Hb37l1kZGS80OdHjx6hcePGZttncahVqxZj019j+j7I\nXP2RRqNBamoqAgMDRWvsnTp1wgcffID169dj2LBholmPomBK36pf++SVrVu3LoD8a60g4uLi4ODg\nwLxUyeVy1K5dG9evXzfZX+PZRH275+XlmVxHQeiPlzdeNW3atEBtRl5eHj777DOkpaVhy5YtJp9n\nkwbVoUOHon79+ti0aRNOnTqFI0eOAACaNWuGWbNmFfsjX968u74x9cKdsWPHGp7y9Rw9etQwuBh3\nkHr0U9K8J6Zt27Zh5syZqFatGtatW4c6deoUy38g/0Tt3LkT69evx6FDhxAcHIzg4GDY29tj/Pjx\nGDhwIID/nlC/+uorbqcGwCCVaHFHAAAgAElEQVS3VygU2LBhAyIiIrBz506Eh4cjPDwclpaW6Nev\nH7788ksoFArs27cPX331laiOcePGYfz48ShXrhy0Wi132upFbfPPP/9g5MiRiIuLw+zZs9G/f/9i\nt01BnD59GiNHjkSFChUQEBCAxo0bG64F47fwSpUqITIyEhs3bsRvv/2GDRs2YMOGDShfvjwCAgIw\nduxY0ZrPtWvXDNfLqVOnmOmddevWMRqAH374Ab1794aTkxM8PDxw/PhxQ7uZMvWrP7e9evUqMAm7\n/glXKpXCy8vL8Kaqfxv19PRE/fr1YWFhgZiYGNSuXdvwX+MOp1q1aliwYEGB/hQ0Bal/g+U9dCmV\nSpGgrbjw7unMzExUrlxZtHxkTGHT80XdZ3EwZT3TXP2RfiDq3bu3qFyFChXQsWNHRERE4PLly/D1\n9S3aQfw/vDbRv0Xr+1a9T7zrQV+2oOMB8q+ngpK5F/TGXhDmWkvmoT8Gnk8VKlQocLuffvoJ58+f\nx6xZs4qUNtDkhZpWrVqhVatWyM7ORkxMDPbt24c9e/Zg2LBhiIqKKnC7vLw80ZvH8/CmqfQ2fQNM\nnz4daWlpojIODg7QarWQSCR4/Pgxt+5Hjx4BYJ9O9AvgHh4eWLlypWj6ubhUrVoVM2bMwIwZM3Dr\n1i0cP34cYWFhmDVrFpRKJXr06GG4yB0dHfHuu+8WWqdSqURgYCACAwPx+PFjnDx5EuHh4QgNDYVa\nrca8efPQpk0bbNq0SbSd/qm9Zs2auH79Oh4/fsw8gRf05Hbv3j0MGTIEarUawcHBhqlrc/PLL79A\np9Nh6dKloqAb2dnZ3GvFzs4OEydOxMSJE/HgwQND+wYFBUEqlYqm7rOzszFt2jTcv38fERERCA0N\nFa1P9erVi1kffn6azM/PDxcvXsQff/wBX19fHDx4EHXq1ClQDAX814FZWVmZdG69vb1x6NAhPHjw\nANHR0ahQoQIaNWoEqVQKV1dXnD9/Hj179sSlS5e409um7scY/cOVsdIcyO94CrpPefDqKIhy5coh\nIyOjWD6bmxf1R6Zgrv7IyckJt27dMsxgPI8+uIGpX0Hw4PWtxoOLfmDnaWL0ZV/0wGJlZVXgdVBc\nnU1p8KLrvqA2PnLkCDZs2IDu3bsbXoxMpcjqBysrK7Rt2xZt27ZFxYoV8csvvyAmJsYwNab/xEbP\nP//8U+BFfPfuXcamF+Hon84LeqsD8j/TuHHjBnJyckRPOlqtFpcuXUK1atUMohwgX/I+f/58tGnT\nBkFBQWZdJ9TTqFEjNGrUCL6+vujRoweioqLQo0cPwxTLxYsXmTWI3Nxc5ObmFrgOUbVqVfTr1w89\ne/ZEu3btEBUVhXnz5sHBwQEODg7cbTw8PHDw4EFcvHiRGVT10x3Nmzc32BITE/Hxxx9Dq9UiNDS0\nVBM6P3z40PDGZuwXr5N5ntq1a2P48OHo3r072rZti6ioKNGg2qJFCwQEBBge/hYtWgRPT0/DbEqN\nGjVQo0aNAuvv3Lkzvv/+exw5cgRVq1bF/fv3Cw1c8fy55fHvv/+KHt7066oXLlxAdHQ0WrRoYXjb\nbt68OQ4cOIBr165x11NLQsWKFaFQKAwd/PNcvnyZsRV0T2dnZxc4ePBo0KABLl68iBs3bjBTvCkp\nKbCzszNpraooFKc/MgVz9Ufu7u44evQobt68ycws6M9PQTMOpsDrW//55x8A//WtDRo0AADcvn2b\nuc70SxrG67LPU716ddy/f5853tzcXJPElC8LvViTd91fuXKFscXFxeGrr76CSqXC7Nmzi7y/QoVK\n165dQ8eOHbF161bmb/pBQKFQGDr3a9euicqEhoYWWPehQ4dET32CIBim24w7XB59+vSBWq1GRESE\nyL5nzx4kJyeLFGl3797Ft99+iyZNmmD58uVmG1BHjRqFgIAAZjB4vm0AoF27dlAoFNi7dy+Sk5NF\nZTdu3Ij33nvPIFJZvnw52rVrx3wfJ5fLYWlp+UIVoh4/Pz9YWVkhNDRUtC6RkpKCnTt3olatWqI3\nh8mTJyMpKQlr1qwx64CqHyyef0qsXLkydDqd6CJPTU01fHbz/FP2t99+ix49ejBPmUqlElKptMC2\nsLKywk8//QSdTocvvvjiheKd56lUqRK8vLxw6tQpHD58GAAKjWxTu3ZtvPPOO/j777/x559/iv52\n5coVtGrVCmvWrDHYatasiZo1a+LcuXO4dOmSaK2xRYsWiI+Px2+//QYLCwuzvt1JpVI0bdoU8fHx\nuHr1qsGu0+mwbt06pnxB93RYWFihDz/PoxfIbNiwQWTPzc1FYGAgunXrVqT6TKE4/VFJKUp/1K1b\nNygUCqxevVo08D958gSHDh1CpUqVSrTOfebMGUbd/9tvvwGAYXaoXbt2sLCwwPbt25mHD7024Pmo\na8a0bNkSeXl5hvtEz969e7lvqo8ePcLdu3dL9FBTGBqNBnfv3hU99OmFigcOHBCVPX/+PPMgnJOT\ngwkTJkCr1Yo+AywKhb6pNmrUCJaWlpg9ezZu3boFV1dXyGQy3Lp1C2FhYWjYsCG8vLxQsWJFrFq1\nCgsWLMC///6LChUq4PTp03j8+HGBQoLGjRtj4MCB6NWrF2xsbHD06FFcunQJXbt2NSyUv4gBAwZg\n7969WLhwIR49egRXV1fExsYiJCQEKpVKtD63ZMkS5OTkoG3btjhx4gS3Pk9PzyJPB3t6emLRokUY\nOnQoOnfuDFtbWzx9+hRbt26FXC7HgAEDAORP6UyePBnff/89BgwYAH9/f1SoUAExMTHYtWuXIagG\nkP9AERwcjP79+6Nv376oVq0asrKyDN+5TZo0qVC/KleujMmTJ2Pu3LkICAhAz549kZOTg/DwcGRk\nZODnn382DHjHjh1DTEwMPD09kZCQwA2S4OTkVKxYt/q3wpkzZ6JevXoYPnw4OnfujHPnzmHSpEkY\nOHAg0tLSsHnzZvTv3x9SqRSXLl3CmjVr0KFDB3h5eWHr1q3o378/evbsicqVKyM1NRW7d+9GTk4O\nBg8eXOC+GzdujEmTJmHRokX44Ycf8N1335nkc7du3TB16lRERETAw8PjhZ9k6Zk5cyaGDx+OcePG\nISAgALVq1cK9e/cQHh4Oe3t7dOvWTVTe29sbe/fuRXZ2tmhQbdasGSQSCbZv3w53d/difz9dEIGB\ngTh37hzGjRsHf39/2NraGjpx4weUNm3awNLSEmvXrgWQv5Z78eJFREdHo2nTptynfB76+3Tv3r3I\nyclB+/btkZGRge3bt+PGjRuYO3dugd9CFpd27doVuT8qKUXpj6pVq4bPP/8c8+fPx7Bhw9C3b1+k\npKQgLCwMarUa3333nUkPzwXh6elpqNfBwQHR0dHYv38/PDw8DN9mOjg4GO6PoUOHolu3brCwsMCZ\nM2ewf/9+fPjhh/Dx8SlwH8OGDcPOnTsxc+ZMxMbGolatWrh16xYOHz4MV1dX5oFm6tSpiImJwenT\npwucYSspiYmJ6NKlC1q3bo3169cDyP/21NXVFSdPnsQXX3wBb29vxMfHY+vWrejatSv27t1r2H7R\nokW4ceMGunfvjtu3b3MD+BQm3Cx0UJXL5QgPD8eqVatw9OhR7Ny5ExqNBk5OThg8eDDGjBkDhUIB\nNzc3LFu2DCtXrsSSJUugVCrh6+uLNWvWoHfv3tynkwEDBiAlJQUhISGIi4uDjY0N/P398cUXXxTa\neABgYWGBDRs2ICgoCFFRUQgPD0elSpXQt29fjB8/XvSUoVeivSh7w6ZNm4r8ZjBixAg4OjoiMjIS\ny5YtQ0ZGBmxsbODu7o65c+eKJNvDhg2Dk5MTfvnlFyxZsgS5ublwcnLCqFGjMHr0aMOUVYsWLRAW\nFoZ169Zh06ZNePbsGRQKBZydnbFgwQKTP5T39/c3TNHPnj0bMpkM7u7umDNnjsgvfdvExMQwIgw9\nvXr1wvz584vUNvr2+euvv7Bv3z44ODhg6NChhvO+Y8cOfPfdd6hduzZGjRqFPn36oGHDhpg+fTpW\nrVqF6tWrGwIubNq0CatXr0ZaWhrKlSsHFxcXrF69+oU3PZAvfDp16hQiIiLQpk0bk75569ChAywt\nLZGcnIxPP/3UpOP08PBAZGQkVq5cifDwcKSnp6NixYpo3749xo8fzwQlaNWqFSIjI6FUKuHi4mKw\n29raomHDhrh9+3aBn/CUhHbt2mHBggVYvXo1li5dCkdHR/j5+WH8+PE4cOCAaHCrUqUK1q1bh8WL\nF2Pt2rWGN+eNGzcWKTOIQqHAL7/8gjVr1uDgwYM4fvw4LCws4OLiguXLlxs+KTMnxemPSkpR+iMA\nCAgIQNWqVQ33pz7hhT7yT0lo06YNBg0ahBUrViA2NhbW1tbo2bMnpk6dKppqHzFiBKpVq4aNGzfi\nxx9/hFarRe3atTFlyhQMHz78hfuoW7cuNmzYgJ9++gkhISGQyWTw8PDA2rVrsWzZMmZQfVVIJBIE\nBwfj+++/x++//47jx4/D1dUVy5cvNyjs9de9PnLcnj17sGfPHm59hUWXkwj6uFkEQby1ZGRkoHnz\n5mjSpAl+/fXXV+0OQbwU5s+fj5CQEKxZs8ZsCVUoSTlBvEXs378fgYGBTCzh3bt3AxCL1wjiTSA7\nOxtffPEF8/lhTk4ODh48CAsLC7OmcSzTqd9KA1ODZwP531aZ6xu5skBmZmaRPqUwx+dKhHmpW7cu\nLl68iAkTJmDYsGGoWrUqbt26hdDQUNjZ2RU65Vea0L3HQm1ScvSfEO3YsQOpqano0KEDsrOzsW3b\nNiQkJBhitpsLmv41oiiBLIq7zlhWmTZtGnbu3Gly+ZJk/iFKj2vXrmHlypW4evWq4ZMWLy8vTJgw\nocRR0koC3Xss1CbmQaPRYMOGDdi9ezcSEhKg0+lQr1499OnTB4MGDTLrJ100qBpRWMzh56lcuXKJ\nIsGUNe7evYunT5+aXP51+NifKDvQvcdCbVL2oEHVTHz//fe4cuUKJBIJpk+f/sIIPK8Tt2/fxtix\nYzF8+HAMGTIECQkJ+PLLL6HVauHg4IBFixaVSNpfmixcuBAXLlxAXl4eRo8eDTc3tzLju1qtxrRp\n05CcnIycnByMHTsWjRo1KjP+68nOzoafnx/Gjh2L9957r8z4Hx0djYkTJxoCd6hUKowYMaLM+A/k\nK1TXrVsHuVyOCRMmwNnZuUz5/6ZCQiUzEBMTgwcPHiAyMhLz5s3DvHnzXrVLJpGVlYU5c+aIQgUu\nW7YMgwYNwubNm1G7dm1s27btFXpYMGfPnsWdO3cQGRmJdevW4fvvvy8zvgMwyPrDwsKwZMkSzJ8/\nv0z5r2fVqlWGmNVlzX9PT0+EhoYiNDQU33zzTZnyPyUlBStWrMDmzZsRHByMo0ePlin/32RoUDUD\nZ86cMXz/WL9+faSmppYobufLQqFQYO3ataKg2NHR0Wjfvj0AwNfXF2fOnHlV7r2Qli1bGpIJ29jY\nQK1WlxnfAaBLly4YOXIkgPzsRFWqVClT/gP5ywGxsbGGb4XLmv/GlCX/z5w5g/feew/ly5eHo6Mj\n5syZU6b8f5OhQdUMPH36VJSiqVKlSmbJA1jayOVyJnODWq02TBnZ29u/tschk8kMAcG3bduGtm3b\nlhnfn2fAgAGYPHkypk+fXub8X7BggSgIRFnzPzY2FmPGjMHAgQPxxx9/lCn/Hz58iOzsbIwZMwaD\nBg3CmTNnypT/bzL0SU0p8KYsU5eF4zhy5Ai2bduGDRs24MMPPzTYy4LvABAREYGbN29iypQpIp9f\nd/937doFd3f3AkM4vu7+16lTB+PGjUPnzp0RFxeHoUOHiqIsve7+A8CzZ8+wfPlyPHr0CEOHDi1T\n18+bDA2qZsDR0VGkin3y5EmpxbYsbZRKJbKzs2FlZYXExMQC8yW+Dpw6dQrBwcFYt24dKlSoUKZ8\nv3btGuzt7VGtWjW888470Gq1KFeuXJnx/8SJE4iLi8OJEyfw+PFjKBSKMtX+VapUMWSLqlWrFipX\nroy//vqrzPhvb28PDw8PyOVy1KpVC+XKlYNMJisz/r/J0PSvGWjVqhUOHToEID+OrqOjo9kDob8s\n9Lk+ASAqKgpt2rR5xR7xSU9Px8KFC7F69WrY2dkBKDu+A/kZMvRZW54+fYqsrKwy5f+SJUuwfft2\nbN26FX379sXYsWPLlP979uwxBFxPSkpCcnIyevfuXWb8b926Nc6ePQudToeUlJQyd/28ydAnNWbi\nxx9/xPnz5yGRSDBz5kw0atToVbtUKNeuXcOCBQsQHx8PuVyOKlWq4Mcff8S0adOQk5OD6tWr44cf\nfoCFhcWrdpUhMjISQUFBomxG8+fPx9dff/3a+w7kf4oyY8YMJCQkIDs7G+PGjYOrqyumTp1aJvx/\nnqCgIDg5OaF169Zlxv+MjAxMnjwZaWlp0Gg0GDduHN55550y4z+Qv3SgV/h+8skncHNzK1P+v6nQ\noEoQBEEQZoKmfwmCIAjCTNCgShAEQRBmggZVgiAIgjATNKgSBEEQhJmgQZUgCIIgzAQNqgRBEARh\nJiiiUgGU1VRuBEEQxKuDBlUOz6dyu3v3LqZPn47IyMgCyyclpTM2R8dKnJLGEwM6E8qYXk4ikYl+\nC4KWKSOVWDE2AWw5CHmsTSLeJ69+0+EdkymYOrliatuas67iHZMEMsbGPSel6EPp11+SSTF2n8Zt\nJsC8n9tLIDGqn3MvSdmoaVIJm79Uq8tkd2B0f/H9L93rjocgaMxW19sKTf9yKKup3AiCIIhXCw2q\nHMpqKjeCIAji1UKDqglQJEeCIAjCFGhQ5fAmpXIjCIIgXh4kVOLQqlUrBAUFYcCAAa8glZuJoiQj\nIQWvnFRqyZbgCCkEjijJFOmDhOOC6eKlsv08x2v/4s5n8EUq4vbh768kQrEX7y8fUwUwpmxbkrpY\nTDl2vgCMbWt+2xb3bPKOk2MzEv1JBLZM6YuXyvY9+LpCgyqHZs2awcXFBQMGDDCkciMIgiCIwqDU\nb2bAvJ/U8DDxTVUifkaSSNhciia/qQo5JvjFebou0Wc25qR0P6kp/mcwPAr3q+y/qb4MP8SY902V\n9YH/SQ37nsL9pIbZIe9NlfNZmwkzVPkU701VMOm+J14Evf8TBEEQhJmgQZUgCIIgzAStqZYaL188\nwEx3caaUtELh0V0KrF8iFj7xpo35fhV36rIkz3wmTJlLeGXYKXOdkMVWz9kWzNS3af4bR8IyFQln\n4cbUKeHiRyQq7ShOpu6zcEw9Ju6UMHNOOFPJnKlSiZSNWMa7pkyZZpWY2D2bInQzWUBFlBh6UyUI\ngiAIM0GDKkEQBEGYCRpUCYIgCMJM0JrqG4QAEzJMmPyROQ/xep1MVoEpkadNM7F+U57nSvJZDG9b\n8boYf/0026R98j8dKt4xCZxzUtzPbEz9/MqUT0ZMh5cxSdy2r0v2k+IGeuCdb95auKk6A+PP33i6\nBv76ePGzWBEvB2p5giAIgjATNKgSBEEQhJmgQZUgCIIgzAQNqgRBEARhJkioVGqU7ofVXBGDkZhC\nKlGyZaQ8IQunKp26UB90uly2Lq54w5wxcTlxeCVsNh5+vF6xeEYmY9tH0LK+8kQ2xT1OXjxaXiAJ\nti6ewIwHpy5uDFljP4ofqEIqsS50O62JQiV+TGte+4jrMzXOr2lBOwC2PdgyMikr1NNqUzn7ZLtZ\nRsjF6y+4YdmLm6XmVQTteDuhN1WCIAiCMBM0qBIEQRCEmaBBlSAIgiDMBA2qBEEQBGEmSKhUZin8\neYgXYUnQ8UQZpol/jMUVvITnAJulgwc/cbORH5xIQxJOYugq1k0Ymx0cObWL66uiq8z6ZcHu8y/h\nT8aWmfuYU7848whPPGMht2VsvIhKeUbtY4pwDCgoOpApWXBMS8TOuy50QuG+yTjnjbcdN3KRCRGn\nJFKOWIqbCYYn1OMkIDc6Tp7QSi5j98kTKvEz0hR+rfMwWZBl0vsSvVOVBtSqBEEQBGEmaFAlCIIg\nCDNBgypBEARBmAkaVAmCIAjCTJBQqZTgCwqMRRgleaYxIbIKT+gjYdOd8Ww8jAUXpsZjkRQzmgtP\nfOJq1YWxKXScY+JE5smWiNO6JUueMWUchYqMrabUlbFprFWM7Ynuf6LflhxxjoIT5cpGx+7TTrAR\n/b6kO86Uyc5NYmw8cQ6vHY1FZjqBjY5lZWHP2BScY8rhpPuradFU9Lu2UI0pc1N6m7HFZ7KiMC5G\ngiaeGIifro1TlcmpD8XIuGI+XnQvXjQp43vCtLuJ52tx09lRRKXSgd5UCYIgCMJM0KBKEARBEGaC\nBlWCIAiCMBM0qBIEQRCEmSChUilhWpQTU4UCvGef4j4PsfvU6TJMqt+UiEq8SEm8tFZcEYmR4KKe\nsi1TRgNWUKPlpDazFlhxjqUgFpHkSFhxSzZHVBIv/M3YsnKfMjZjIVodhRtTJgfZjE0nYdsnDeJz\n4iJtw5S5ZXmWsVWQVWVs6Vo2+lMjiZfod4aUvQZ4vtbSVWdsvIBNz4Qs0e+HElZUVVVbg7Elydko\nV7l5bFubAk+AZxwpCeCnxhMEsY0XEUqjZa91qZSNKKaQOzA2de4jxmYML82eqZGXiFcHvakSBEEQ\nhJmgQZUgCIIgzAQNqgRBEARhJmhN9aViynqI+Z5zuOu6nGwbpgZ/gNE6U56WDZ7AWz/K06YzNikn\nIEFd69ai3zV1bMCAx9JkxsZbP+V9EM/4JWHX0vI4a1bOaMbY/ra4yNjKy8TrgVodW7+FwK5DSznn\nXC6I19OswW5nvC4KAI8l8YyNt86qMTqXPL/KC5xAD5z1RyVnbT3HKNAGr34Z57jtFfUZ278Stlyu\nJkX0m5eRiQdvfR+c+o31ApZyO6ZMVm4cWz9HK8DPyGTsA6crFjhrvUwAGYDfZ7zcvob4D2pVgiAI\ngjATNKgSBEEQhJmgQZUgCIIgzAQNqgRBEARhJiSCIBQvRQNhICmJFeI4OrIfsZtXPMDJQGP0FT43\no4WJH5SbkuWCJ3ByUDZhbP9m32VsjlaNGVsDnTjzS3kpK95I07GCFClHlJQBNWPLlIoFI+V05Zgy\nOgl73DYCm1mGh9ooMEWWJIspwxMl8ags2Irr4gS94B13DkewI+NEZzDO2MMTbfHax4ojmFJyRDap\ngrh+nq+WHJ1kORl7TaVr2WO6gjOi32nZsUwZqYQVsCnktowtNy+VsUmMxEuW8krsdpzsPMZBIwBA\nyxHqMdtx77fC7/GCty28Lq4fHCEjUTToTZUgCIIgzAQNqgRBEARhJmhQJQiCIAgzQYMqgNu3b6ND\nhw4ICwsDACQkJMDf3x+DBg3CxIkTkZvLrmcRBEEQhDFvfUSlrKwszJkzB++9957BtmzZMgwaNAid\nO3fG4sWLsW3bNgwaNKiINRc3mwRvO9OeffjRVozKmChLk0rYbBvGGTjsrRoyZZKz2YwuPJFHPR27\nrc5IcJHFiUiUxcmcUlnCRv4BJ8pSnlG0G16WGp6QyIITcSebI0ipKhMLe2IFNvOLTGBvOUtOtCFj\n8Ylx2wBAnPR/jK0JWAEYrx0zJGLf5By/eFGprDmipGxeFCGj61jHqcuKY0vVsg+wNlJWvFQF4shL\nmdIEpoxgYkYXnngpTycWuqlz2Uw/vChOFjL2WtdJ2GNi7lWuQIi97kwTJZkKvVOVBm99qyoUCqxd\nuxaOjo4GW3R0NNq3bw8A8PX1xZkzZwranCAIgiAMvPVvqnK5HHK5uBnUajUUivy3B3t7eyQlsbkg\nCYIgCMKYt/5NtTDoM16CIAjCVGhQ5aBUKpGdnb92l5iYKJoaJgiCIIiCeOunf3l4e3vj0KFD6NGj\nB6KiotCmTRsz1fyyn2GKvz+eCMPaorrod0Yeb1qc3WcVuYq1yVghlForFm+odYULrwAgRWCjJ1Xk\nRNOxM0plJuMIZXiRizLACprSpGyUnHSdWHBkI1Rgyqg54qgcjpDFDmL/k6RPmDJP1DcY2yn5I8ZW\n2aIuY6unrSP6nQo2+pNx1CUASOaIknjiLuO0btZgxUY8AViGwLaPjJNaLs84dZ2MbWuNlk25xrPZ\nWNZgy+ksRb8zdWxbSGDJ2DTafxnbq4lSZMq9X1wxJfEi3vpB9dq1a1iwYAHi4+Mhl8tx6NAh/Pjj\nj5g2bRoiIyNRvXp19OzZ81W7SRAEQZQB3vpB1dXVFaGhoYw9JCTkFXhDEARBlGVoTZUgCIIgzAQN\nqgRBEARhJt766d/Sg/e88noKA3jp4GRSVvhhLaso+p2tZVNmaXWsECRVYKPRqLW1GJtxWjctJ0IU\nL3pSJkcIIpewIiSd0edRPKGSBeeWkHPKqTlRkMoJYvEVL+WatcAKdnhXhbE46omGjVTFE9hUkrA2\nax2bus5YJMSL2CThXMOWHMFRJkfQVMlIFMaLzpTOESXJOfvktU9LuVh89Y+OVehfl55lbFpOJCyl\ntCJj+9f42uamR+QI6TjleCkSBY7gi6X40dXMm2aSKArUqgRBEARhJmhQJQiCIAgzQYMqQRAEQZgJ\nWlMts5jveYi3vqOQs2uqtXTiIA6XNb8xZXjrR1rOmqeVnBMwwOgj/1Qtu52Gs2ZVQcqub9pYsOuZ\nkjzxuh4vBKVGx9afx1lvlAts/cZBEHhrsUope8vJOOu/WTpxXRZSdl20FicjjbsVmyUlXs22o5bJ\ngsNbM2RtGs46oo1QjrEZb6mUsu2VoWPXVLMkbBCKigIbKCRHJ/a/ipxtn3s6dq2UF7AkXcsG1jBu\n71wp60OeNpmxSbhdKnutc045g+kRUmn99HWCWpogCIIgzAQNqgRBEARhJmhQJQiCIAgzQYMqQRAE\nQZgJEiqVGqUd6KHw+iWc4APgZAaRcD7oryCvytjiECv2gPMhvZSTUaSytDZjs5LxgjOIf1tyglIo\npKz/PMHRv7msbzWU4uP8XyYrlLHgPGdqOG1tC1YYkyIRB75wBCv24omSeDbj4AyWnKAXUh273b0s\nNhCDBmxbWBrd+tacjPvYji0AACAASURBVCs85JxrSuAIuSwl4vp5AjNrsNdKVSkrerKScc6J0cWS\nyxGY1dQ1YGwXci8yNt67RVVlc9FvuSXbPv+q2UxFPMybpaa4/UpJAkkQRYFalSAIgiDMBA2qBEEQ\nBGEmaFAlCIIgCDNBgypBEARBmAkSKpUapZ2lpvDnIV4WDSlHkFLBihUSSTmClCxdirh+nZopI1fY\nMra6ghNj42UtkUrE4hMrjiiJJ+p5xom8VEHGyaaiMYrCY8kKZZ5p2DbTGiuoAORy2ra8YC36bcER\n2PDgHZPxlhl5bNSfHFlNtjJOFB4bWDM2CyMRmJojpuFl7OFlDrLiCN2UMnH9ORwhUQ4nktdTLXtN\nWWhZPxwsxNdxVWu2TEYme63bWLHipYyceMamMzrO8lJ7pozGsi5jy9I8ZWy8zE3giPyYIpy25okP\nudlyTOL1zJpV1qE3VYIgCIIwEzSoEgRBEISZoEGVIAiCIMwEDaoEQRAEYSZIqFRqFDcdU0nEAyZs\ny4mo5CBlBReZeMbYjAUdvEg6uXmpjC1RztrsBVb4kaUV+88TKtkpWFuWlhVvVFKwNmMtSyZHK2LH\nSRlnqWX3mZqXy9iMIy/9yxHdVLdgIwbx2lGtE4tPKlnUYcrkCGz0JGuBFSUpOJGpsoyEMhkSVkxj\nL9gxNg1PCcVBZxTlSskRbVlJWSERLzJSOTnrf2aeuH2qygoXMwFAY01LxhYDVqj0LPcf0e8KimpM\nGSsZK8rL0rCCMh4Sidg3QWCje/HgXSv0bvR6QWeDIAiCIMwEDaoEQRAEYSZoUCUIgiAIM0GDKkEQ\nBEGYCRIqvVSK+wxj6nbichKOQIWXms1aYNOYZUnSGJtWl1GoBzzBhb3ApkCzU/AiKhlF4eEEitFw\ntFiVFOxlzAlShDSjiEo2FmyhJFb7g/Jytv11AhtFSGskzsnQsUooOcevPIE1Gkd7stQ4M2XSdaxY\nSilh/crmRC6SGkW0cgIrHNNKWFFMeQkrhLLjiMKy8sTbpuZx0s9xRHO8uipbsu2TbRRlKYOTXY0n\n6smUsCdYwvEjN+9fsYEjVJJxIklJJJwulRM9SZCIL2TToyK93KhsRNGhViUIgiAIM0GDKkEQBEGY\nCRpUCYIgCMJM0JrqG4XRegtnrU4hZ9c3lZyAATdzbhS6Nwln/Y63pnpPdp+xadJrMbamNmI/0jjr\nZNladp1MKWOP08GKLfcsV1zOil2+gy1nrZdHNU5AggS1eF1MxsnEYxzgomDEz7sPwAYV0ErZtbp3\nLdl2fcxZJ04zChyhFtj12Yqc9VMeT3NYPyyMAnfYydlr5aGGXaO3Ecpz6mfPZTmjxelU3mI7h0qc\n+mtYe7K+qc+Lfms4GZkcpGxbZ8jZ85SRl8LYIJR2hhjj9yXKSPOyoDdVgiAIgjATNKgSBEEQhJmg\nQZUgCIIgzAQNqgRBEARhJkio9FIpbuYa0+riCYeM4WU7kXOyvORp/2VsUok4SIRUasXZjlUXxasv\nMbbm5RoythPpj0W/W5WrypSpyBES2VqwbaHliLQcLMWCl/Q8tgxPvBSfxdbvaMWeJ3tL8caabFZg\nE6djM/bYcYJvVOAEFjDGVsdmkUniiIYegxXKGAc8cLZggz/k6goXCBWEsW4oVcP65cTJ2PM4hxW6\nJXMCkTSXOop+yzjRPpQcX7WcoB1O2uqM7R8j4VZa9j2mjMqqOWOzk9dkbBmSOMYmCBwVHkPx+4LS\n3Y54EfSmShAEQRBmggZVgiAIgjATNKgSBEEQhJl469dUFy5ciAsXLiAvLw+jR4+Gm5sbvvzyS2i1\nWjg4OGDRokVQKNgg9ARBEARhzFs9qJ49exZ37txBZGQkUlJS0KtXL7z33nsYNGgQOnfujMWLF2Pb\ntm0YNGjQq3aVAzvJIJFYig2cqC21tXUZ21MpK0oyLVoSK1RyUfZkbG6KKoyNlyGmokIsTKpgwQpl\nKinYbB6pGlZdZGvBltMZRTiy5IiSEtSskSfOqahgfZMaFVPnsXVZcsRFT/KyGFuiID4nOo6oRM65\nBh4LrKinPEcIpTTKVsQ7H5acSFX3MljBUf3ybDeSbBQFqYoVez1pOEKohuXZa+pZJts+97PEEaHq\nl2O3e5zNXgO2FmybxQg3GZvUKNuMliMseiyLZ2x2OlbwlSBlI1PxBH3mhURIr4q3evq3ZcuWWLp0\nKQDAxsYGarUa0dHRaN++PQDA19cXZ86ceZUuEgRBEGWIt3pQlclkUCrzn+K3bduGtm3bQq1WG6Z7\n7e3tkZSU9CpdJAiCIMoQb/WgqufIkSPYtm0bvv32W5FdENjpKYIgCIIoiLd+UD116hSCg4Oxdu1a\nVKhQAUqlEtnZ+es1iYmJcHR0LKQGgiAIgsjnrRYqpaenY+HChfjll19gZ5cvIPH29sahQ4fQo0cP\nREVFoU2bNmbcoynPMMUXGJgSpSVdwoo+7mafZGxymS1jU1o4iH6Xk7KijJ6V2IeQqKfpjM1Jy6bg\n+qCaOIrNuWRWfHKdDUgET3t2RkEuZW12CnH9f6eyAhIbjjhKyonWA7DljKMINbZjz+XDLFa8JMlm\nhUSaPLHIxpITYUnCSS1nD7Zdef43rCCuz17B+hqXxV6vDpZsl5GgZre1MNonRx/EjYLE0UahubIS\nY7ufJT6XCWpWQGUtY9v6YTYnYlPu34xNMCE1W4L6CmOzt/yQsZVXODG2Z2qxoIwvDCxtMRNRGrzV\ng+r+/fuRkpKCSZMmGWzz58/H119/jcjISFSvXh09e7JqVoIgCILg8VYPqv3790f//v0Ze0hIyCvw\nhiAIgijrvPVrqgRBEARhLmhQJQiCIAgz8VZP/758jMUPJXmm4WwriMUaVgo2pZVGksvY8rRsFJ7K\n5dwZWyNdU9HvFjas0EcmYQUeQ2pYMrbfExkTdj8UC0t8qrDiE+NINwCg1rKiISVH8XI3XewvT39k\nJWPreshqu6DjpJarqRT7+yCT9VVVgRWfZGtZkUolrVi8ZCllz3eWjo0YZCFhy1W3Zv3IMdr0Tjov\ndRpjgjqPbZ9q1uw+jU8JJ7gRF86pRC5HM1TZQtxmTzVsu1ZTsAdgKWOvxQ7SfoztaM4O0W9By16L\nedpnjC1R8g9jqyBlxXupktuMjXgzoDdVgiAIgjATNKgSBEEQhJmgQZUgCIIgzAStqb5STA30wMtI\nwwkiYBQgoI5Fc6ZMEtg1H96H5w6oxdj61hD7UbNcMlMmO4+9pJ7lsutYLmxsCdxOE29b1YpdzJRJ\n2EW35Bx2n9WUarZcrjgwAm/9NFfHri0627DnKTmHbf97GWI/Klmy9T/jZNTpVYttx20PxAEPeJly\nHrGHyKUyx48n2eL6eIEYUnNNC9PJC+yQbbTEacNeYniSzauf9YP35G9ltGaencuueZ7NYrMvuVtW\nZWz2nLVXRZ6N6Ldal82U4cT/QFL2DcbWRNGZsT2RVxb9zs17ylZWIoxbjbLWvCzoTZUgCIIgzAQN\nqgRBEARhJmhQJQiCIAgzQYMqQRAEQZgJEiqVCViRgQRsBheZTBwwQCqwz0zJ6uts9QIr8uhQgQ0c\nYacQZ5v5K8WOKRObzgpx/BskMLbaFVjfbCzE4pwn2azAyd6SDV4hcAIx8J4WKyrEEQiUMrZdeUIi\nS07Gm2Q22QmsjDbVcYQsNhZsFIQcLXsbelQUn5P7mazSp7KC9bVuBbb+Z7ls+xglqcG/nONRcsRR\n1uwukclePkwQB14Ze0u2fl7GG15wCWNxlDKbbZ8kTqCTZI6giRccw1ImFrWpNU+YMjyxIC8gRJ6E\nPScyqcLIwrtieTae4IjejV4n6GwQBEEQhJmgQZUgCIIgzAQNqgRBEARhJmhQJQiCIAgzQUKlUsNU\nkUExa2eEDkBlS5Xot53OhinDEyVJpeUY2/nUDMb2bmWx+qS8nD2ei9lJjE1zm41iE6h6zNZf7ZHo\n95OMCkyZRLWSsdUql8nY0vNY4YpxNKa7GWwb1i3Piluik9i6EnPZCDv1y4nFY2otL1MOW1fH+vGM\nrVyyg+j3tWcOTJnGdmxmFp6Q61EWe36NhURqLXsuFVLWf+NIRry6AKC6tdh4J50t46TkRJzKZe8b\npZwt92+O2A9eVKSGlmxUsGtp7Hn7O5NtM05gJ7aIhBXS8e77x5L/MbbycnHmmjwt61duHnsvmRd6\npyoNqFUJgiAIwkzQoEoQBEEQZoIGVYIgCIIwEzSoEgRBEISZIKFSqWHOVEvss49Ox4orbCBOJ5Up\nYcUPMhkr/lHI2TxsflXYiE0JWWLBiIwTaailNStK4qX9+julEmO7mSYWfrR2SGXKZOSxUWxqV2DD\nAWVzohRlGEVLqs8RJV1PZcVL6XmsuEvDOb/GEZWqWrORdOIyWf9333ZmbG4VxZF5mtmzx/hPJuvr\nU04aPCcl68elf8VKHAuOKOl/OaxYzUPBXj+5bPV4phHXp+REYspgdVawZQ8J2RzB19Mccfsn57Ht\nI5NYM7aH0keMLVn3gLFJjKKRyTlivjwdK5CTcsRLmXlsar9q8kai3091N5kypmNKX1O6wkniP+hN\nlSAIgiDMBA2qBEEQBGEmaFAlCIIgCDNBgypBEMT/tXfm0XVVZ5b/7pv0Ro3WYMmSZRs8YONgMxU0\ndjAmIaapskm6EpdSUJ2BFCsNobtXgskiKyvV6arqNAt3ClIdqisVr4wFFYcQQgY7EBxIIcRo4hGP\nsmbpaZbePNz+w6vpnLs/yg9xZeGl/fvLd/vc+8499z6dd9/Zb3+EuASNSrOGm8YApfSbhZeu3JGg\nNOmZLOnoYV8NaAfG0Vmypck0rnROY7pRQDntmjJ0siQUw9FCh7EnoaQi7e5PgVYZiIIW9irumRJI\nK7uliiheEsVzrw6Y12llOY5/wcaUq5hSDu7ohGkeS+RxYHuT2FdbSTdaFMF9KwOm+Wcqp+yooJVm\nWxLF4085TEgRxaw2nUcDkk+5f7TEpgVlDiORhca6vjSalxKeMdBsG8f/Q2XXG9vPeDqgzUjiDdCK\nopT2U65dvcdMVDoFLdyGpqTzBZ9UCSGEEJfgpEoIIYS4BCdVQgghxCW4pjprzPQH2aWhVamZ9phr\nnmmrtB+nl0ud0g5fszxghiVcUoGhCMvL8ZyOTGBgQFL5QX9v0tz3igW4Jnl9dT1o0zml8g4oIuWO\ntctkAVsl8njdKny4IKgVMVkSNdd7Xx6phDb1QezrcBqPP+EITxjL4sLi0SyuD/ZZJ0G7dupy0FZX\nmsc7PY1nVJ7HdcqBPN5T1jQGI7Q41nH7U9j/mjJ8zZzytmmJ4DplyrFO6bXwWM/mXwZNqwZT570I\nNOfhWouroM2wvKrsh2NWKGCJnnHLvLf9SihLtoj+gdJWvkuFz1SzAUeVEEIIcQlOqoQQQohLcFIl\nhBBCXIKTKiGEEOISNCq95yjtR9p+L5pDKh3hDyOeXmhjWfg5KmJjeMKfto6CViia7o2aMJpWTk1U\ngba6Eg1H41k0Wl1aaf5Yvz+B5o2mEJY2WRxDI0i2gOESXsu0ebw6imO4JIpWkOqAFiSB1ymeMc9J\nMyVpaIETTWFz37ogGnGu8ON160lccc5jiYj0Js23/kIs6CJTObxXUkr1n2wRx2Iia+4b9GL/tSo+\nWsjFUBqvZYNjbJ8ZQVPPAk8LaOuDzaA5gzBERI5OmYamCqXiTZm/EbRCEQMn8gV8LxUtc8yCPjS1\nZfPDoKnpHiql/B1hIMRswCdVQgghxCU4qRJCCCEuwUmVEEIIcYl5vaaaSqXkvvvuk5GREclkMvLZ\nz35WVq5cKffee68UCgWpra2VBx54QAIBXP8jhBBCnMzrSfXZZ5+VNWvWyB133CG9vb3yyU9+Utav\nXy9tbW2yZcsW2blzp+zevVva2tpmcPSZVqnB/SwlvyedGwFtMmgmKmWK09Amk+sH7UN1taB5LTRJ\nFMQ0jIyn0byxpnYAtDeGFoJW6UhnEhFprBg3tl8bQCOIRnkAU3KOjmHlnbxtjmNLBE1Pgyl8SwS9\naA7JFfGaFBzHDyqVctJKilN5AO+LmjJzfPpTmIRV5sH9vMpt16eck/M1RzJoBlpXjef46ih+wJwq\n4Dgu9Jiv6Vf6Naq8ZtSHYx3w43lOOaoc1XmxatDVUTS6DWfw+JNKhZ61FWYyUkoxk3UnManqeHIP\nNlTe0xNivr8iHrxfJ9XaNaWZ5sjcMa+//r355pvljjvuEBGR/v5+qa+vl46ODtm8ebOIiGzatEna\n29vnsouEEEIuIOb1k+r/Y/v27TIwMCCPPPKIfOITn3jr696amhqJx+Nz3DtCCCEXCpxUReTRRx+V\nI0eOyBe+8AWx/+B3YHbJvwkjhBBC5vnXvwcPHpT+/rNrjKtWrZJCoSCRSETS6bNrdIODg1JXhxVc\nCCGEEI15/aT6yiuvSG9vr9x///0yPDwsyWRSNmzYIHv27JGtW7fK3r17ZcOGDTM8+swSTSxB84ZY\neJm8HiwxNWh1Gtv5Aqa7aJ+j1lVh4lFdFDWn4WhxTElKSilJT4opqT2OCTLh0Qpjuy+FRpkra9CU\n5FEMO9VleO6jGdPsM5HFcf1QMxqtftPXAFptGaYUpR3l7BJ5vJZ1QexXIo/9GHGkM9WVoRko5kct\nopSpC3lxfLS+OUkp5fmaw3j/TCrJS8MZ8zUviuGxxrKo1QfRiDOaxb46TWFaycGs8hbUkqmSSvCV\n32N+SxVV/lL2TB4AzevB+7+glHDLi3kf1NqY9ISWQhHLwusrNp6ArRqayPlgXk+q27dvl/vvv1/a\n2toknU7Ll7/8ZVmzZo3s2LFDHnvsMWlsbJRt27bNdTcJIYRcIMzrSTUYDMqDDz4I+q5du+agN4QQ\nQi505vWaKiGEEOIm8/pJ9b2ILYrj2Ma1s3x+DLT1gVuN7Ret35b0mgW7tM9WzsovZ6bKoU1DKAla\n0ItrPlfVTID20oi5pvpmEsMrLo7hWvIZpTJOxIdjVuFY2434sF+JHIYbLIvimpiGz2OOjxb+cGYa\nAzPiGRz/q2rMCkA5G9cCu5N4LG39NKhozlesD+K695uTONbLy7HdySkcM2fll3HcTRZHcHyKWtCJ\nsrbrDO54GpfCpTWC649KsRw1cMLJmQTuGPPhWvtIHism2cr7dzo/5OgDhj/o4LWc+fopn6lmA44q\nIYQQ4hKcVAkhhBCX4KRKCCGEuAQnVUIIIcQlaFSaNWZapUZrg8cKly0G7Yw1aGznlB+deyw0n/Qq\nhpeGKGp1IfN4J6ei0EYz59iKycZroTlkSdT8QXxdEPtaHUDTR6aI44M/wRdJOUIWypVQiv4E7hlW\nDE19KeybM9jBaewSEVmsmJ6KgmN90mFoaghqQQ841iMZNOdolXEq/Oa+Ayk0GzWG8Lx7Enj8ZTEc\nxxOKeclJRumXdk5aNaHD485+YBvNlDSiVKlJ+7BhY8hs15lGA95n6y4D7Y2xdaDty78AWqZgmvCm\nBatOlV59ppRnI+1YrG4zG/BJlRBCCHEJTqqEEEKIS3BSJYQQQlyCkyohhBDiEjQqzRqzawLwecpA\nixVjxnZdYDm0GZSjoL06ioaa5RV4/KXVZsF2r4XnqJlzqkJoztGSizxZU1sSTUCbjHL8b5/G2/ja\nGqyCE/GZ/c0pBqe4YvSpUNrFFEONk8UxTI0KK+aooLcCtGOTpgmsM4HjlS2iwSbgQSPOynKs7NOX\nMq9vZQDPZyqP5+1TPoZrFW9yjlujugz7pZmSnNdIRGRUqSaUc9Q6Pm31Qpv4NCZ+ldth0JZ40XQ2\n6qigc1k57hfz47Us2NjXFTYamg5ZLxrbIQv7qiUxqVWsSoLPT+cLjjQhhBDiEpxUCSGEEJfgpEoI\nIYS4BCdVQgghxCVoVJo1ZvZ5xVJKX4lV2mXq9Zw2tpcVVmCbwuugHc4NgraqCWtpdQ6apa6qgmhA\n6lHMIf2JGGiJPJ5TyJFcNJlD09DFlaOg3bkMjx/0ocnpuUGzvFZLBFNytCJgo1nsh19JhCo4kqP2\nj2A5L82I89IIHv9oetzY3lqH4/qzISyN9+kWNDQFlJSrBWWmCWZYMWgVlSSssNL/lGJoCjn8NJV+\n7ENSSVRaGMqANpLBe8VrmX273IcJY4uUWC2tjNxQGq9lvSPkyqO8LcPKuC4M4fjnEmiEyufN8wza\n2Nky/0Lcr4D3daGI94Hz74haUpLMCnxSJYQQQlyCkyohhBDiEpxUCSGEEJfgpEoIIYS4BI1Ks0Zp\nJdxKwsYSXJPpU6CVhdca2wsDaJAopjFdp9JGE8z4FJp4WutN81L/yAJsUzEG2v54PWgrKrFd56SZ\nLBRRSq7Fk1huLlnA23hSSWwKe89t1lgQxPGJ+jHZRitx53GYQTJFTL9xmplERCZy2O732V8a22un\n26BNn+cMaCenLwVtXdUkaIsiTnMLjmvAg/fw6WksU7dEKWd3dNJsF1fMRmsq0XQzrpjTgl4tucsc\nx/IAjmtaCb0K+/AeqAvivk5jz0BKS6/C1DHtNU9IH2iZnHn/D3iOQ5tYAI1KI8kD+AIKpRmTWPpt\nNuCTKiGEEOISnFQJIYQQl+CkSgghhLgE11RnDe3zyrnXMPSVEOVYNv5Ifjh1xNgOVl6JPbBxzfCl\n3FOgvdK/FbSbHOug3z2+CNpsaRoH7fVRXHuqC+LanHOdclE5HmtACZfQ1jfxLEXqguba6CsjGBqR\nxGVc2dyA1WZ6Evhjfefa6O9x2ViyRbwHhpQf738w+FFjezyL+wUsrJzSjcuU0hLGtfWCbd5T2vqp\ns5KNiMiCIK4v+5V9nSjdV9dntXCMzgT+mYo4ll4jyl+yoLKGvkxZ/31xGMexzPGWW1eN77faMrzL\nepNYcWha8D62HIEulvIen1ZCWWz73NWRzlLKeimfqWYDjiohhBDiEpxUCSGEEJfgpEoIIYS4BCdV\nQgghxCVoVJpTSv1MU1qQRDTQaGwn8rhffQTNS+PZLtDahzE8wXt0tbEdxMwCifizoP33m54Hrb+v\nAbSeiWpjO60EAbQoVWpOjWIIRUwJbHCGSfSm8PjX1mJQwqqGXtAmu5aAlnf4YhpCePxsEa/bVREM\nXgh6zIMlFX9KTfIi0BpCeM2PTKLhyGeZ2sZ6HFetr1ogh6VU7GkOm+M/lMaxaI2g0ac7iaaqleV4\nLZ3GKu0chxS32kAKTUmaySnkCInIK2PRqZjVLo7h+DyTxte0HYEuld4maHMmdRQ7pjLTEAeGP8wG\nfFIlhBBCXIKTKiGEEOISnFQJIYQQl+CkSgghhLgEjUpzSqlGAfzsYwlWzajwmWaH4/lhaLNW1oL2\nnKBRKeF03YhIXcisXPPndQPQZvnKY6D1d6EJY0ypNlMXNU1Cg1OYnpSdxlu2Qkm2OTxWBdqaatOM\nc8/7fwdtNNPNmyeXgva++n7Q4tNmQpNtYx9ifjSylCmJUG9OmuaWTAGv92VVmPLTn0KD2boqrDj0\ncJepjWTQ7PXBxinQsgV0p1WpyUKYluSkK4GmJK0iTa6I5/7TPvM6xT1YCaYgONaLbaz8EvPhOdUG\nHUYlJepsY1MPaEdHakHL2JiYFfSb4+2x8T3u9WI6U76A6UwzTW/jM9XswFElhBBCXIKTKiGEEOIS\nnFQJIYQQl+CkKiLpdFpuvPFGefzxx6W/v19uu+02aWtrk3vuuUeyWQwzIIQQQjRoVBKRb37zm1JR\ncdYU8NBDD0lbW5ts2bJFdu7cKbt375a2trYZHHWmaSWlfc6x36ZI3B9yIt8B2gdqbgHtt3Hs6+kC\nJuwMpUxzUSqPKTl79twI2voFWANtOIVGlktqTcPLgggaPMIBNOf0TaAh6JIqfE3LMWaDA3XQZs/p\nZaCtrkRzSEP1CGgjCXN8yhVTUs5G000xj2/DkKNsWaUfzUxaSlFIKZ02kkHz0h/XmCYh28b7STMg\n9SXQYLawHEvjBRzmK22/gTT2q6gY8JzXTUTkhjrz3FeUY7pRRjFV/awHxzrsw9fcM2Tee5tq8PjT\nGTRa9SiJUKkijk+ZF8fDSaGIdfw0g6L+t8D5d4TpSeeLef+kevLkSTlx4oRcf/31IiLS0dEhmzdv\nFhGRTZs2SXt7+xz2jhBCyIXEvJ9Uv/a1r8l999331nYqlZJA4Own6JqaGonH43PVNUIIIRcY83pS\nfeKJJ+Syyy6T5uZm9f+1r8QIIYSQt2Ner6nu27dPuru7Zd++fTIwMCCBQEDC4bCk02kJBoMyODgo\ndXW47kYIIYRozOtJ9etf//pb/3744YelqalJXn/9ddmzZ49s3bpV9u7dKxs2bJjDHr49mmEhUTTN\nM6ksliyL+PDpO+SvBu1g6inQnh643djuzWFJri7P70H7r/7VoC2JYVpPxlHqLVvA2zOjmKOCSjmy\noSQaSzwOQ0dMMZrEfGgIimmJTb347cago6zYcAb7el0DplC9FscPbuNZ80uka2pxvE5N4TkmC/jl\nU87Ce6XFUXZtMot9jSqmsO54DWgV43j/XLxg0Ng+MYnpQFpSkuXB+/P9TXgf/6ZnkbGtfamkJVVt\na0bzm8+DJp6EwzxW5sH9kkppwqYQjtlk+jRo5UGzdGDWk4I2fm8laDklJa108xI5H8zrr3817r77\nbnniiSekra1NxsfHZdu2bXPdJUIIIRcI8/pJ9Q+5++673/r3rl275rAnhBBCLlT4pEoIIYS4BJ9U\nZ41zV46wBH+crq2FaGsmlgfDE8IeMwRhUlmT+ekIhjqslCtA67CPgNZeMNdL/34FriuGfA2g+bz4\ns6TyIFZOGXZUeYkFcS2zvhr7f7inBbSIH9d7I34zHatCCZfYfv0+0DqPY5Wa9gE8z3JHQMPiCK6T\nTSjruC1R/JF/wTbDAe46eQjaTGWxUs46/wdB+0QLvs3HHIEQVWWYHBYKoObFW1Ge7sf10vKAee1i\nyrp3UFnLrFGueU4Jx2h1jG1aWX/vT5WBdn1zN2jO+05EpLXK9CccU6rPNFVgwMiAspavsVauNrYP\nFl+BNnkl/KH0rGKO0AAAFwxJREFUtdJSwh4YCDEb8EmVEEIIcQlOqoQQQohLcFIlhBBCXIKTKiGE\nEOISNCrNIaWaDmzBH7FLEU0wo7lOY3tt4CZoc6L4Kmi3hrGyzP78QtAGki8b28cm1kCb2659AbRM\nGg0jhTyatKJh07zUpYQiPPTSOtDaluOP6wtF/LyYzJr9+PnxFdCmtmsJaEElRCDoxWsXc5ij6sNo\nhPppFxqcLq1Ec85U3ux/yINmoLwfgwZWhtB0U7Tx+C0R0wQznsVr9MYg3gONSrjBqgo0NDU6qgSN\nZdBYl0ijaWsyi5VrUopRKeownU3ncL81VVhdKK0cv0YxrMUd5iWtYs/gFF6Tp3qxrz4vXpMFfrMf\nHsVoJbZmJNK0mT4b8ZlqNuCoEkIIIS7BSZUQQghxCU6qhBBCiEtwUiWEEEJcgkalWaMUQ0FpiSZa\n8pJY+HkokzPNIbkgpgols1jl4qk0mos2+m8B7bf2k8Z2X0qpIqOYkjqOrQRtNIPtqhxVUToTmE7T\nm8Qx65moAu0iR5UUEZF+h7HkhuYz0GYkEQVtMIlalZI2FHKkBj3bXw9t/rgZ+9WXQCNLY8g8fnIE\n03tqPItBi2DhFCnYGIPkd6QZaWaseAZNPVGlio92/PauVmPbq6QnVSpjmFMMZqvrMDnq0JBposor\nfZhSzEtJpcpRpoDvr0HHfTycwXt9dQUmHv1r8XnQwv4FoHXlzKpDOUHjoceDRq5iAQ1TM4eJSrMB\nn1QJIYQQl+CkSgghhLgEJ1VCCCHEJTipEkIIIS5Bo9J7DvycoyYv2ZphxEyGOZT+FbRpCV8LWtJG\nE8x0EZNz/F7TOLRrfC+0aYsvA81ZRktEpL9vEWhLqs12caVM2lXo+VCJRTElxz9q7lywFbOXkmwT\n9GLZsgolYcdJdQCv0YHRGtCc6UYiIgFH35bZa6FNyEYjznW1E6CNKWlJlmXeU5qRqMKP5z2Rw/HJ\nFfE6OY1PSysw3Wg0FQatPoDj6lH65nNoEQ+OdVEpmahdy/rIFGgrF5j3f+PCAWgzNoalFRNvoqlq\nTdmH8DU9pvltfwoNbJqRyLIU06KSvGTzeWnO4MgTQgghLsFJlRBCCHE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xgVKpNHZQwP/a4ty5c6I6XFxcjEsSpgiCgC+//BLnz59HaGgo922dR2BgILRa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AgQNwcXEpNDn47du3ce3aNbRq1QoymUxwbRs3bozy5csjISEBwP8SjD87nRsf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\nePVLRrtm1SHo07Mf7V3xVDdos12YAmZNVIomcVx6yUclXU35X4DmJTv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/xaVLl7B06VLuaJ1HSEgIVCoVMyV56NAhODo6lhoc/M6dO7h+/TratWsHmUwm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\n3R9Ao89pJfWqXSk3l1ZKs+VspraQF40+YeW6u0Y5foWS4nR9IA2aHZ9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"text/plain": [ "" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "for fl in nifti_files[:5]:\n", " print('Working on: %s'%fl)\n", "\n", " # Use the function defined at the beginning\n", " nii = download_nifti(fl, cci)\n", "\n", " arr = nii.get_data().T\n", " tsnr = arr.mean(0)/arr.std(0)\n", " plt.matshow(tsnr[15], cmap='inferno')\n", " plt.grid(False)\n", "\n", " description = fl.split('/')[-1]\n", " __ = plt.title('Temporal SNR image:\\n%s'%description, fontsize=20)" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "example_openneuro.ipynb", "provenance": [], "version": "0.3.2" }, "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 1 }