csv2prov.ipynb

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   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Converting a CSV file to PROV\n",
      "=============================\n",
      "\n",
      "This document provides a generic example of converting a csv file into a PROV document\n",
      "\n",
      "Assumptions:\n",
      "\n",
      "* a CSV file is considered a prov:collection of type csv_file\n",
      "* the CSV file name is used as the prov:label\n",
      "* a collection of type nidm:column_headings enumerates all columns\n",
      "* a row is considered a prov:entity of type csv_row\n",
      "* the index of each row or column heading is defined as an integer in prov:location  \n",
      "* the IDs for all prov:collection and prov:entity are UUIDs"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import json\n",
      "import os\n",
      "from socket import gethostname\n",
      "from uuid import uuid1\n",
      "\n",
      "from IPython.core import display\n",
      "import pandas as pd\n",
      "import numpy as np\n",
      "import prov.model as prov"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def safe_encode(x):\n",
      "    \"\"\"Encodes a python value for prov\n",
      "    \"\"\"\n",
      "    if x is None:\n",
      "        return prov.Literal(\"Unknown\", prov.XSD['string'])\n",
      "    if isinstance(x, (str, unicode)):\n",
      "        return prov.Literal(x, prov.XSD['string'])\n",
      "    if isinstance(x, (int,)):\n",
      "        return prov.Literal(int(x), prov.XSD['integer'])\n",
      "    if isinstance(x, (float,)):\n",
      "        return prov.Literal(x, prov.XSD['float'])\n",
      "    return pm.Literal(json.dumps(x), pm.XSD['string'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def csv2provgraph(filename, n_rows=None):\n",
      "    \"\"\"\n",
      "    filename: path to file\n",
      "    namespace: prov.Namespace instance to map column names to\n",
      "    n_rows: number of rows to process\n",
      "    \"\"\"\n",
      "    nidm = prov.Namespace('nidm', 'http://nidm.nidash.org/#')\n",
      "    niiri = prov.Namespace('niiri', 'http://nidm.nidash.org/iri/')\n",
      "    \n",
      "    # create a new graph\n",
      "    g = prov.ProvBundle()\n",
      "    g.add_namespace(nidm)\n",
      "    g.add_namespace(niiri)\n",
      "    \n",
      "    # uuid method\n",
      "    get_id = lambda : uuid1().hex\n",
      "    \n",
      "    # csv prov:collection\n",
      "    csv_id = get_id()\n",
      "    csv_collection = g.collection(niiri[csv_id])\n",
      "    csv_collection.add_extra_attributes({prov.PROV['type']: nidm['csv_file'],\n",
      "                                         prov.PROV['label']: filename}\n",
      "                                       )\n",
      "    \n",
      "    data = pd.read_csv(filename, na_values=[\"N/A\", \"pending\", -999])\n",
      "    \n",
      "    columns = data.keys()\n",
      "    column_collection = g.collection(niiri[get_id()])\n",
      "    column_collection.add_extra_attributes({prov.PROV['type']: nidm['column_headers']})\n",
      "    g.hadMember(csv_collection, column_collection)\n",
      "    \n",
      "    column_uri = {}\n",
      "    for col_id, column in enumerate(columns):\n",
      "        column_uri[column] = niiri[csv_id + '/' + column.rstrip().replace(' ', '_').replace('/', '_')]\n",
      "        column_entity = g.entity(column_uri[column])\n",
      "        column_entity.add_extra_attributes({prov.PROV['type']: nidm['csv_heading'],\n",
      "                                            prov.PROV['label']: safe_encode(column),\n",
      "                                            prov.PROV['location']: col_id})\n",
      "        g.hadMember(column_collection, column_entity)\n",
      "\n",
      "    row_count = 0\n",
      "    for row in data.iterrows():\n",
      "        if n_rows and row_count >= n_rows: \n",
      "            break\n",
      "        row_count +=1\n",
      "        row_id = niiri[get_id()]\n",
      "        # each row is an entity\n",
      "        row_entity = g.entity(row_id)\n",
      "        attr = {prov.PROV['type']: nidm['csv_row'],\n",
      "                prov.PROV['location']: row_count}\n",
      "        g.hadMember(csv_collection, row_id)       \n",
      "        for column in columns:\n",
      "            if not np.isnan(row[1][column]):\n",
      "                attr[column_uri[column]] = safe_encode(row[1][column])\n",
      "        row_entity.add_extra_attributes(attr)\n",
      "    return g"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Test encoding on two rows of a csv file"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "g = csv2provgraph('ftp://www.nitrc.org/fcon_1000/htdocs/indi/adhd200/sites/brown/data/Brown_TestRelease_phenotypic.csv', \n",
      "                  n_rows=2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print g.rdf().serialize(format='turtle')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "@prefix nidm: <http://nidm.nidash.org/#> .\n",
        "@prefix niiri: <http://nidm.nidash.org/iri/> .\n",
        "@prefix ns1: <http://nidm.nidash.org/iri/a838c8cc087711e3bea314109fcf6ae7/> .\n",
        "@prefix prov: <http://www.w3.org/ns/prov#> .\n",
        "@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .\n",
        "@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .\n",
        "@prefix xml: <http://www.w3.org/XML/1998/namespace> .\n",
        "@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .\n",
        "@prefix xsd1: <http://www.w3.org/2001/XMLSchema-datatypes#> .\n",
        "\n",
        "niiri:a838c8cc087711e3bea314109fcf6ae7 a nidm:csv_file,\n",
        "        prov:Collection,\n",
        "        prov:Entity ;\n",
        "    prov:hadMember niiri:a995794a087711e39aaa14109fcf6ae7,\n",
        "        niiri:a995d34c087711e3acc014109fcf6ae7,\n",
        "        niiri:a995e468087711e3837314109fcf6ae7 ;\n",
        "    prov:label \"ftp://www.nitrc.org/fcon_1000/htdocs/indi/adhd200/sites/brown/data/Brown_TestRelease_phenotypic.csv\" .\n",
        "\n",
        "ns1:ADHD_Index a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"ADHD Index\" ;\n",
        "    prov:location 8 .\n",
        "\n",
        "ns1:ADHD_Measure a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"ADHD Measure\" ;\n",
        "    prov:location 7 .\n",
        "\n",
        "ns1:Age a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Age\" ;\n",
        "    prov:location 3 .\n",
        "\n",
        "ns1:DX a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"DX\" ;\n",
        "    prov:location 5 .\n",
        "\n",
        "ns1:Full2_IQ a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Full2 IQ\" ;\n",
        "    prov:location 14 .\n",
        "\n",
        "ns1:Full4_IQ a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Full4 IQ\" ;\n",
        "    prov:location 15 .\n",
        "\n",
        "ns1:Gender a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Gender\" ;\n",
        "    prov:location 2 .\n",
        "\n",
        "ns1:Handedness a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Handedness\" ;\n",
        "    prov:location 4 .\n",
        "\n",
        "ns1:Hyper_Impulsive a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Hyper/Impulsive\" ;\n",
        "    prov:location 10 .\n",
        "\n",
        "ns1:IQ_Measure a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"IQ Measure\" ;\n",
        "    prov:location 11 .\n",
        "\n",
        "ns1:Inattentive a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Inattentive\" ;\n",
        "    prov:location 9 .\n",
        "\n",
        "ns1:Med_Status a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Med Status\" ;\n",
        "    prov:location 16 .\n",
        "\n",
        "ns1:Performance_IQ a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Performance IQ\" ;\n",
        "    prov:location 13 .\n",
        "\n",
        "ns1:QC_Anatomical_1 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Anatomical_1\" ;\n",
        "    prov:location 21 .\n",
        "\n",
        "ns1:QC_Anatomical_2 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Anatomical_2\" ;\n",
        "    prov:location 22 .\n",
        "\n",
        "ns1:QC_Rest_1 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Rest_1\" ;\n",
        "    prov:location 17 .\n",
        "\n",
        "ns1:QC_Rest_2 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Rest_2\" ;\n",
        "    prov:location 18 .\n",
        "\n",
        "ns1:QC_Rest_3 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Rest_3\" ;\n",
        "    prov:location 19 .\n",
        "\n",
        "ns1:QC_Rest_4 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Rest_4\" ;\n",
        "    prov:location 20 .\n",
        "\n",
        "ns1:ScanDir_ID a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"ScanDir ID\" ;\n",
        "    prov:location 0 .\n",
        "\n",
        "ns1:Secondary_Dx a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Secondary Dx \" ;\n",
        "    prov:location 6 .\n",
        "\n",
        "ns1:Site a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Site\" ;\n",
        "    prov:location 1 .\n",
        "\n",
        "ns1:Verbal_IQ a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Verbal IQ\" ;\n",
        "    prov:location 12 .\n",
        "\n",
        "niiri:a995794a087711e39aaa14109fcf6ae7 a nidm:column_headers,\n",
        "        prov:Collection,\n",
        "        prov:Entity ;\n",
        "    prov:hadMember ns1:ADHD_Index,\n",
        "        ns1:ADHD_Measure,\n",
        "        ns1:Age,\n",
        "        ns1:DX,\n",
        "        ns1:Full2_IQ,\n",
        "        ns1:Full4_IQ,\n",
        "        ns1:Gender,\n",
        "        ns1:Handedness,\n",
        "        ns1:Hyper_Impulsive,\n",
        "        ns1:IQ_Measure,\n",
        "        ns1:Inattentive,\n",
        "        ns1:Med_Status,\n",
        "        ns1:Performance_IQ,\n",
        "        ns1:QC_Anatomical_1,\n",
        "        ns1:QC_Anatomical_2,\n",
        "        ns1:QC_Rest_1,\n",
        "        ns1:QC_Rest_2,\n",
        "        ns1:QC_Rest_3,\n",
        "        ns1:QC_Rest_4,\n",
        "        ns1:ScanDir_ID,\n",
        "        ns1:Secondary_Dx,\n",
        "        ns1:Site,\n",
        "        ns1:Verbal_IQ .\n",
        "\n",
        "niiri:a995d34c087711e3acc014109fcf6ae7 a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"16.92\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"120.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"104.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26001.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"133.0\"^^xsd1:float ;\n",
        "    prov:location 1 .\n",
        "\n",
        "niiri:a995e468087711e3837314109fcf6ae7 a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"15.68\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"107.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"106.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26002.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"106.0\"^^xsd1:float ;\n",
        "    prov:location 2 .\n",
        "\n",
        "\n"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "g2 = csv2provgraph('ftp://www.nitrc.org/fcon_1000/htdocs/indi/adhd200/sites/brown/data/Brown_TestRelease_phenotypic.csv')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print g2.rdf().serialize(format='turtle')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "@prefix nidm: <http://nidm.nidash.org/#> .\n",
        "@prefix niiri: <http://nidm.nidash.org/iri/> .\n",
        "@prefix ns1: <http://nidm.nidash.org/iri/143d95e1087811e3856c14109fcf6ae7/> .\n",
        "@prefix prov: <http://www.w3.org/ns/prov#> .\n",
        "@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .\n",
        "@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .\n",
        "@prefix xml: <http://www.w3.org/XML/1998/namespace> .\n",
        "@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .\n",
        "@prefix xsd1: <http://www.w3.org/2001/XMLSchema-datatypes#> .\n",
        "\n",
        "<http://nidm.nidash.org/iri/143d95e1087811e3856c14109fcf6ae7> a nidm:csv_file,\n",
        "        prov:Collection,\n",
        "        prov:Entity ;\n",
        "    prov:hadMember <http://nidm.nidash.org/iri/153ae8b3087811e3913914109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153b4261087811e3893814109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153b5354087811e3a23814109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153b63b5087811e3939d14109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153b73ae087811e3b14a14109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153b83ba087811e38a2514109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153b93de087811e39e0814109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153ba3ba087811e3b0bd14109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153bb9ae087811e3896914109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153bc9c5087811e3be1414109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153bd9fa087811e3888d14109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153be9d9087811e395b414109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153bf9fa087811e3859914109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c0a11087811e3a51c14109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c1a33087811e3915514109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c2875087811e3b74014109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c35bd087811e388e514109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c42f0087811e3a10f14109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c501c087811e393d114109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c5d78087811e3b02114109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c6ade087811e3bcc114109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c7826087811e3930914109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c8582087811e39bad14109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153c92d1087811e392d414109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153ca007087811e3a95714109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153cad78087811e3a9b414109fcf6ae7>,\n",
        "        <http://nidm.nidash.org/iri/153cbb11087811e3a19514109fcf6ae7> ;\n",
        "    prov:label \"ftp://www.nitrc.org/fcon_1000/htdocs/indi/adhd200/sites/brown/data/Brown_TestRelease_phenotypic.csv\" .\n",
        "\n",
        "ns1:ADHD_Index a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"ADHD Index\" ;\n",
        "    prov:location 8 .\n",
        "\n",
        "ns1:ADHD_Measure a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"ADHD Measure\" ;\n",
        "    prov:location 7 .\n",
        "\n",
        "ns1:Age a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Age\" ;\n",
        "    prov:location 3 .\n",
        "\n",
        "ns1:DX a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"DX\" ;\n",
        "    prov:location 5 .\n",
        "\n",
        "ns1:Full2_IQ a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Full2 IQ\" ;\n",
        "    prov:location 14 .\n",
        "\n",
        "ns1:Full4_IQ a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Full4 IQ\" ;\n",
        "    prov:location 15 .\n",
        "\n",
        "ns1:Gender a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Gender\" ;\n",
        "    prov:location 2 .\n",
        "\n",
        "ns1:Handedness a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Handedness\" ;\n",
        "    prov:location 4 .\n",
        "\n",
        "ns1:Hyper_Impulsive a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Hyper/Impulsive\" ;\n",
        "    prov:location 10 .\n",
        "\n",
        "ns1:IQ_Measure a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"IQ Measure\" ;\n",
        "    prov:location 11 .\n",
        "\n",
        "ns1:Inattentive a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Inattentive\" ;\n",
        "    prov:location 9 .\n",
        "\n",
        "ns1:Med_Status a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Med Status\" ;\n",
        "    prov:location 16 .\n",
        "\n",
        "ns1:Performance_IQ a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Performance IQ\" ;\n",
        "    prov:location 13 .\n",
        "\n",
        "ns1:QC_Anatomical_1 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Anatomical_1\" ;\n",
        "    prov:location 21 .\n",
        "\n",
        "ns1:QC_Anatomical_2 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Anatomical_2\" ;\n",
        "    prov:location 22 .\n",
        "\n",
        "ns1:QC_Rest_1 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Rest_1\" ;\n",
        "    prov:location 17 .\n",
        "\n",
        "ns1:QC_Rest_2 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Rest_2\" ;\n",
        "    prov:location 18 .\n",
        "\n",
        "ns1:QC_Rest_3 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Rest_3\" ;\n",
        "    prov:location 19 .\n",
        "\n",
        "ns1:QC_Rest_4 a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"QC_Rest_4\" ;\n",
        "    prov:location 20 .\n",
        "\n",
        "ns1:ScanDir_ID a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"ScanDir ID\" ;\n",
        "    prov:location 0 .\n",
        "\n",
        "ns1:Secondary_Dx a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Secondary Dx \" ;\n",
        "    prov:location 6 .\n",
        "\n",
        "ns1:Site a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Site\" ;\n",
        "    prov:location 1 .\n",
        "\n",
        "ns1:Verbal_IQ a nidm:csv_heading,\n",
        "        prov:Entity ;\n",
        "    prov:label \"Verbal IQ\" ;\n",
        "    prov:location 12 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153ae8b3087811e3913914109fcf6ae7> a nidm:column_headers,\n",
        "        prov:Collection,\n",
        "        prov:Entity ;\n",
        "    prov:hadMember ns1:ADHD_Index,\n",
        "        ns1:ADHD_Measure,\n",
        "        ns1:Age,\n",
        "        ns1:DX,\n",
        "        ns1:Full2_IQ,\n",
        "        ns1:Full4_IQ,\n",
        "        ns1:Gender,\n",
        "        ns1:Handedness,\n",
        "        ns1:Hyper_Impulsive,\n",
        "        ns1:IQ_Measure,\n",
        "        ns1:Inattentive,\n",
        "        ns1:Med_Status,\n",
        "        ns1:Performance_IQ,\n",
        "        ns1:QC_Anatomical_1,\n",
        "        ns1:QC_Anatomical_2,\n",
        "        ns1:QC_Rest_1,\n",
        "        ns1:QC_Rest_2,\n",
        "        ns1:QC_Rest_3,\n",
        "        ns1:QC_Rest_4,\n",
        "        ns1:ScanDir_ID,\n",
        "        ns1:Secondary_Dx,\n",
        "        ns1:Site,\n",
        "        ns1:Verbal_IQ .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153b4261087811e3893814109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"16.92\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"120.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"104.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26001.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"133.0\"^^xsd1:float ;\n",
        "    prov:location 1 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153b5354087811e3a23814109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"15.68\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"107.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"106.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26002.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"106.0\"^^xsd1:float ;\n",
        "    prov:location 2 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153b63b5087811e3939d14109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"14.99\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"125.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"123.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26004.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"119.0\"^^xsd1:float ;\n",
        "    prov:location 3 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153b73ae087811e3b14a14109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"15.16\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"126.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"131.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26005.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"116.0\"^^xsd1:float ;\n",
        "    prov:location 4 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153b83ba087811e38a2514109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"16.91\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"97.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"0.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"81.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26009.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"113.0\"^^xsd1:float ;\n",
        "    prov:location 5 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153b93de087811e39e0814109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"16.21\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"102.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"102.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26014.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"101.0\"^^xsd1:float ;\n",
        "    prov:location 6 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153ba3ba087811e3b0bd14109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"15.2\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"113.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"98.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26015.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"127.0\"^^xsd1:float ;\n",
        "    prov:location 7 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153bb9ae087811e3896914109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"16.07\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"109.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"96.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26016.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"120.0\"^^xsd1:float ;\n",
        "    prov:location 8 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153bc9c5087811e3be1414109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"14.56\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"89.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"87.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26017.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"95.0\"^^xsd1:float ;\n",
        "    prov:location 9 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153bd9fa087811e3888d14109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"17.83\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"109.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"111.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26022.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"105.0\"^^xsd1:float ;\n",
        "    prov:location 10 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153be9d9087811e395b414109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"17.77\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"85.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"83.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26024.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"89.0\"^^xsd1:float ;\n",
        "    prov:location 11 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153bf9fa087811e3859914109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"11.28\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"106.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"103.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26027.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"108.0\"^^xsd1:float ;\n",
        "    prov:location 12 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c0a11087811e3a51c14109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"14.51\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"123.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"119.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26030.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"121.0\"^^xsd1:float ;\n",
        "    prov:location 13 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c1a33087811e3915514109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"14.19\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"124.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"117.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26039.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"125.0\"^^xsd1:float ;\n",
        "    prov:location 14 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c2875087811e3b74014109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"13.67\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"102.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"93.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26040.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"111.0\"^^xsd1:float ;\n",
        "    prov:location 15 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c35bd087811e388e514109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"13.68\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"128.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"120.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"0.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26041.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"129.0\"^^xsd1:float ;\n",
        "    prov:location 16 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c42f0087811e3a10f14109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"13.82\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"109.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"110.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26042.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"106.0\"^^xsd1:float ;\n",
        "    prov:location 17 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c501c087811e393d114109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"11.6\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"129.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"127.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26043.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"125.0\"^^xsd1:float ;\n",
        "    prov:location 18 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c5d78087811e3b02114109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"9.32\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"107.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"93.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26044.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"119.0\"^^xsd1:float ;\n",
        "    prov:location 19 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c6ade087811e3bcc114109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"14.67\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"111.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"109.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26045.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"109.0\"^^xsd1:float ;\n",
        "    prov:location 20 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c7826087811e3930914109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"8.5\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"121.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"116.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26050.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"121.0\"^^xsd1:float ;\n",
        "    prov:location 21 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c8582087811e39bad14109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"17.87\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"112.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"109.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26052.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"111.0\"^^xsd1:float ;\n",
        "    prov:location 22 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153c92d1087811e392d414109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"15.79\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"120.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"111.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26053.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"123.0\"^^xsd1:float ;\n",
        "    prov:location 23 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153ca007087811e3a95714109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"12.02\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"125.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"0.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"109.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26054.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"136.0\"^^xsd1:float ;\n",
        "    prov:location 24 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153cad78087811e3a9b414109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"17.74\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"116.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"119.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26055.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"109.0\"^^xsd1:float ;\n",
        "    prov:location 25 .\n",
        "\n",
        "<http://nidm.nidash.org/iri/153cbb11087811e3a19514109fcf6ae7> a nidm:csv_row,\n",
        "        prov:Entity ;\n",
        "    ns1:Age \"12.0\"^^xsd1:float ;\n",
        "    ns1:Full4_IQ \"114.0\"^^xsd1:float ;\n",
        "    ns1:Gender \"1.0\"^^xsd1:float ;\n",
        "    ns1:Handedness \"1.0\"^^xsd1:float ;\n",
        "    ns1:Performance_IQ \"110.0\"^^xsd1:float ;\n",
        "    ns1:QC_Anatomical_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:QC_Rest_1 \"1.0\"^^xsd1:float ;\n",
        "    ns1:ScanDir_ID \"26057.0\"^^xsd1:float ;\n",
        "    ns1:Site \"2.0\"^^xsd1:float ;\n",
        "    ns1:Verbal_IQ \"114.0\"^^xsd1:float ;\n",
        "    prov:location 26 .\n",
        "\n",
        "\n"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}