Hexoskin-to-Fluxtream-gateway.ipynb

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  "name": "",
  "signature": "sha256:ee3e53f1f1a2f5900b04f401d08bc74e7b08296586ac09894dbdb83978305b78"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import datetime, math, time"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def exec_ipynb(url):\n",
      "    import json, re, urllib2\n",
      "    nb = (urllib2.urlopen(url) if re.match(r'https?:', url) else open(url)).read()\n",
      "    exec '\\n'.join([''.join(cell['input']) for cell in json.loads(nb)['worksheets'][0]['cells'] if cell['cell_type'] == 'code']) in globals()\n",
      "\n",
      "exec_ipynb('Fluxtream-Library.ipynb')\n",
      "fluxtream_login()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "Fluxtream username: <input id=\"fluxtream_username\" type=\"text\"></input><br>\n",
        "Fluxtream password: <input id=\"fluxtream_password\" type=\"password\"></input><br>\n",
        "<button id = \"fluxtream_authenticate\">Authenticate</button> <span id=\"fluxtream_auth_result\"></span>\n",
        "<script>\n",
        "\n",
        "// Send username and password to python\n",
        "function fluxtream_authenticate(username, password, callback) {\n",
        "  cmd =  'fluxtream_authenticate(' + JSON.stringify(username) + ',' +\n",
        "         JSON.stringify(password) + ')'\n",
        "  console.log(cmd);\n",
        "  function cb(msg) {\n",
        "    console.log(msg);\n",
        "    console.log(msg.content.data['text/plain'] == 'True');\n",
        "    callback(msg.content.data['text/plain'] == 'True')\n",
        "  }\n",
        "  IPython.notebook.kernel.execute(cmd, \n",
        "                                  {iopub: {output: cb}}, {silent: false});\n",
        "}\n",
        "\n",
        "$('#fluxtream_authenticate').click(function() {\n",
        "    $('#fluxtream_auth_result').text('...');\n",
        "    fluxtream_authenticate($('#fluxtream_username').val(),\n",
        "                           $('#fluxtream_password').val(),\n",
        "                           function(success) {\n",
        "                             $('#fluxtream_auth_result').text(success ? 'Success' : 'Failed');\n",
        "                           });\n",
        "});\n",
        "</script>\n"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "<IPython.core.display.HTML at 0x1066c5bd0>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Pull data from Hexoskin API\n",
      "==========================="
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "How to fetch data:\n",
      "------------------\n",
      "https://api.hexoskin.com/docs/resource/data/\n",
      "\n",
      "Can return in JSON, CSV, binary (WAV)\n",
      "\n",
      "Example data fetch:\n",
      "-------------------    \n",
      "https://api.hexoskin.com/api/v1/data/?datatype=4147&user=randy.sargent@gmail.com&start=1000&end=1000000000000"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def hexoskin_authenticate(username, password):\n",
      "    global hexoskin_username, hexoskin_password\n",
      "    hexoskin_username = username\n",
      "    hexoskin_password = password\n",
      "    # TODO: catch exception here and complain about auth\n",
      "    hexoskin_get_datatype()\n",
      "    return True\n",
      "\n",
      "def hexoskin_headers():\n",
      "    auth = base64.encodestring('%s:%s' % (hexoskin_username, hexoskin_password)).replace('\\n', '')\n",
      "    return {'Authorization': 'Basic ' + auth}\n",
      "\n",
      "def hexoskin_get_datatype():\n",
      "    req = urllib2.Request('https://api.hexoskin.com/api/v1/datatype/?limit=1000', headers = hexoskin_headers())\n",
      "    return json.loads(urllib2.urlopen(req).read())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%HTML\n",
      "Hexoskin email: <input id=\"hexoskin_username\" type=\"text\"></input><br>\n",
      "Hexoskin password: <input id=\"hexoskin_password\" type=\"password\"></input><br>\n",
      "<button id = \"hexoskin_authenticate\">Authenticate</button> <span id=\"hexoskin_auth_result\"></span>\n",
      "<script>\n",
      "\n",
      "// Send username and password to python\n",
      "function hexoskin_authenticate(username, password, callback) {\n",
      "  cmd =  'hexoskin_authenticate(' + JSON.stringify(username) + ',' +\n",
      "         JSON.stringify(password) + ')'\n",
      "  console.log(cmd);\n",
      "  function cb(msg) {\n",
      "    console.log(msg);\n",
      "    console.log(msg.content.data['text/plain'] == 'True');\n",
      "    callback(msg.content.data['text/plain'] == 'True')\n",
      "  }\n",
      "  IPython.notebook.kernel.execute(cmd, \n",
      "                                  {iopub: {output: cb}}, {silent: false});\n",
      "}\n",
      "\n",
      "$('#hexoskin_authenticate').click(function() {\n",
      "    $('#hexoskin_auth_result').text('...');\n",
      "    hexoskin_authenticate($('#hexoskin_username').val(),\n",
      "                           $('#hexoskin_password').val(),\n",
      "                           function(success) {\n",
      "                             $('#hexoskin_auth_result').text(success ? 'Success' : 'Failed');\n",
      "                           });\n",
      "});\n",
      "</script>"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "Hexoskin email: <input id=\"hexoskin_username\" type=\"text\"></input><br>\n",
        "Hexoskin password: <input id=\"hexoskin_password\" type=\"password\"></input><br>\n",
        "<button id = \"hexoskin_authenticate\">Authenticate</button> <span id=\"hexoskin_auth_result\"></span>\n",
        "<script>\n",
        "\n",
        "// Send username and password to python\n",
        "function hexoskin_authenticate(username, password, callback) {\n",
        "  cmd =  'hexoskin_authenticate(' + JSON.stringify(username) + ',' +\n",
        "         JSON.stringify(password) + ')'\n",
        "  console.log(cmd);\n",
        "  function cb(msg) {\n",
        "    console.log(msg);\n",
        "    console.log(msg.content.data['text/plain'] == 'True');\n",
        "    callback(msg.content.data['text/plain'] == 'True')\n",
        "  }\n",
        "  IPython.notebook.kernel.execute(cmd, \n",
        "                                  {iopub: {output: cb}}, {silent: false});\n",
        "}\n",
        "\n",
        "$('#hexoskin_authenticate').click(function() {\n",
        "    $('#hexoskin_auth_result').text('...');\n",
        "    hexoskin_authenticate($('#hexoskin_username').val(),\n",
        "                           $('#hexoskin_password').val(),\n",
        "                           function(success) {\n",
        "                             $('#hexoskin_auth_result').text(success ? 'Success' : 'Failed');\n",
        "                           });\n",
        "});\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x106292f90>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def sync_hexoskin_to_fluxtream(source, device, dest, sources_list):\n",
      "    info = fluxtream_get_channel_info(device, dest, sources_list)\n",
      "    if info == None:\n",
      "        start = 1\n",
      "    else:\n",
      "        start = info['max_time']\n",
      "\n",
      "    end = time.time()\n",
      "\n",
      "    params = {\n",
      "        'datatype': source,\n",
      "        'user': hexoskin_username,\n",
      "        'start': int(start * 256),\n",
      "        'end': int(math.ceil(end * 256))\n",
      "    }\n",
      "    url = 'https://api.hexoskin.com/api/v1/data/?' + urllib.urlencode(params)\n",
      "    req = urllib2.Request(url, headers = hexoskin_headers())\n",
      "    data = json.loads(urllib2.urlopen(req).read())\n",
      "    if len(data) != 1:\n",
      "        raise Exception('unexpected format')\n",
      "\n",
      "    samples = data[0]['data'][str(source)]\n",
      "\n",
      "    print '%s: read %d samples since time %s' % (dest, len(samples), datetime.datetime.fromtimestamp(start).strftime('%Y-%m-%d %H:%M:%S'))\n",
      "    for sample in samples:\n",
      "        sample[0] /= 256.0\n",
      "    \n",
      "    fluxtream_upload(device, [dest], samples)\n",
      "\n",
      "device = 'Hexoskin'\n",
      "\n",
      "hexoskin_to_fluxtream = {\n",
      "    '18': 'BeatSpacing',\n",
      "    '19': 'HeartRate',\n",
      "    '37': 'TidalVolume',\n",
      "    '4129': 'RespChest',\n",
      "    '4130': 'RespAbdomen',\n",
      "    '4145': 'AccelX',\n",
      "    '4146': 'AccelY',\n",
      "    '4147': 'AccelZ'\n",
      "}\n",
      "\n",
      "sources_list = fluxtream_get_sources_list(fluxtream_guest_id)\n",
      "\n",
      "for source in sorted(hexoskin_to_fluxtream.keys()):\n",
      "    sync_hexoskin_to_fluxtream(source, device, hexoskin_to_fluxtream[source], sources_list)\n",
      "    \n",
      "print 'Done'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "BeatSpacing: read 81624 samples since time 2015-02-10 10:35:32\n",
        "Uploading 81624 data points to test's account on server fluxtream.org, device Hexoskin, channels ['BeatSpacing']"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "HeartRate: read 65132 samples since time 2015-02-10 10:35:35"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Uploading 65132 data points to test's account on server fluxtream.org, device Hexoskin, channels ['HeartRate']"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "TidalVolume: read 65132 samples since time 2015-02-10 10:35:35"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Uploading 65132 data points to test's account on server fluxtream.org, device Hexoskin, channels ['TidalVolume']"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "RespChest: read 267744 samples since time 2015-02-10 10:35:35"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Uploading 267744 data points to test's account on server fluxtream.org, device Hexoskin, channels ['RespChest']"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "RespAbdomen: read 267744 samples since time 2015-02-10 10:35:35"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Uploading 267744 data points to test's account on server fluxtream.org, device Hexoskin, channels ['RespAbdomen']"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "AccelX: read 255028 samples since time 2015-02-10 10:35:35"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Uploading 255028 data points to test's account on server fluxtream.org, device Hexoskin, channels ['AccelX']"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "AccelY: read 255028 samples since time 2015-02-10 10:35:35"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Uploading 255028 data points to test's account on server fluxtream.org, device Hexoskin, channels ['AccelY']"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "AccelZ: read 255028 samples since time 2015-02-10 10:35:35"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Uploading 255028 data points to test's account on server fluxtream.org, device Hexoskin, channels ['AccelZ']"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Done"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print json.dumps(hexoskin_get_datatype(), sort_keys=True, indent=4)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "{\n",
        "    \"meta\": {\n",
        "        \"limit\": 1000, \n",
        "        \"next\": null, \n",
        "        \"offset\": 0, \n",
        "        \"previous\": null, \n",
        "        \"total_count\": 95\n",
        "    }, \n",
        "    \"objects\": [\n",
        "        {\n",
        "            \"dataid\": 208, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Recorder start annotation.\", \n",
        "            \"name\": \"RECSTR_ANNOT_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/208/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 16, \n",
        "            \"hexo_freq\": 1, \n",
        "            \"info\": \"1 to 3 leads ECG channel(s).\", \n",
        "            \"name\": \"ECG_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/16/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 17, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"QRS channel, ECG ventricular contraction (heart be... deprecated\", \n",
        "            \"name\": \"QRS\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/17/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 18, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"RR interval channel, time between to heart beat detections, calc\", \n",
        "            \"name\": \"RR_interval\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/18/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 19, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Heart Rate (HR) channel.\", \n",
        "            \"name\": \"heart_rate\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/19/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 20, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Heart Rate Variability (HRV) channel. DEPRECATED\", \n",
        "            \"name\": \"HRV_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/20/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 21, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Heart Rate Recovery (HRR) channel.DEPRECATED\", \n",
        "            \"name\": \"HRR_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/21/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 22, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"The QRS with Amplitude Channel code (replaces QRS_CHANNEL_CHAR).\", \n",
        "            \"name\": \"QRS_AMP_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/22/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 32, \n",
        "            \"hexo_freq\": 2, \n",
        "            \"info\": \"1 or 2 RIP sensor respiration channel(s).\", \n",
        "            \"name\": \"RESP_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/32/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 33, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"(Respiration Rate) or breathing rate channel (R for Respirati\", \n",
        "            \"name\": \"breathing_rate\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/33/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 34, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Inspiration channels, detection of an inspiration start event\", \n",
        "            \"name\": \"inspiration\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/34/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 35, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Expiration channel, detection of an expiration start event.\", \n",
        "            \"name\": \"expiration\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/35/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 36, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Minute Ventilation (MV) channel.\", \n",
        "            \"name\": \"minute_ventilation\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/36/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 37, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Volume Tidal (VT) channel.\", \n",
        "            \"name\": \"tidal_volume\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/37/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 48, \n",
        "            \"hexo_freq\": 4, \n",
        "            \"info\": \"3-axis accelerometer channels.\", \n",
        "            \"name\": \"ACC_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/48/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 49, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Activity 1s Channel code.\", \n",
        "            \"name\": \"activity\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/49/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1000, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"The heartrate data quality channel code.\", \n",
        "            \"name\": \"heart_rate_quality\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1000/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1001, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"The breathing rate quality channel code.\", \n",
        "            \"name\": \"breathing_rate_quality\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1001/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1002, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"The SPO2 quality channel code.\", \n",
        "            \"name\": \"SPO2_quality\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1002/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1003, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"The temperature quality channel code.\", \n",
        "            \"name\": \"temperature_quality\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1003/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1004, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"The RR quality channel code. Async\", \n",
        "            \"name\": \"RR_interval_quality\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1004/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1019, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Energy based on HR DEPRECATED\", \n",
        "            \"name\": \"ENERGY_ECG\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1019/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1049, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Energy based on acc1s DEPRECATED\", \n",
        "            \"name\": \"ENERGY_ACTIVITY\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1049/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1053, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Energy based on cadence DEPRECATED\", \n",
        "            \"name\": \"ENERGY_CADENCE\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1053/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1200, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Minimum Heart Rate statistic on a period DEPRECATED\", \n",
        "            \"name\": \"HR_CHANNEL_CHAR_MIN\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1200/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1201, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Maximum Heart Rate statistic on a period DEPRECATED\", \n",
        "            \"name\": \"HR_CHANNEL_CHAR_MAX\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1201/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1202, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Average Heart Rate statistic on a period DEPRECATED\", \n",
        "            \"name\": \"HR_CHANNEL_CHAR_AVG\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1202/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 1300, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Calories burned related to activity DEPRECATED\", \n",
        "            \"name\": \"ACT_CALORIES_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/1300/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 50, \n",
        "            \"hexo_freq\": 230400, \n",
        "            \"info\": \"Activity 15s Channel code.DEPRECATED\", \n",
        "            \"name\": \"ACT15S_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/50/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 51, \n",
        "            \"hexo_freq\": 76800, \n",
        "            \"info\": \"Activity 5m Channel code. DEPRECATED\", \n",
        "            \"name\": \"ACT5M_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/51/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 52, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Step channel, event detection, also returns the number of steps \", \n",
        "            \"name\": \"step\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/52/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 53, \n",
        "            \"hexo_freq\": 64, \n",
        "            \"info\": \"Cadence channel (cadence = step/min) Channel character code.\", \n",
        "            \"name\": \"cadence\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/53/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 64, \n",
        "            \"hexo_freq\": 4, \n",
        "            \"info\": \"Photo Plethysmography (PPG) channel.\", \n",
        "            \"name\": \"PPG\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/64/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 65, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Pulse oximetry derivated HR channel.\", \n",
        "            \"name\": \"P_HR_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/65/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 66, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"SPO2 channel, Oxygen saturation.\", \n",
        "            \"name\": \"SPO2\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/66/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 80, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Temperature channel, thermistor sensor raw value.\", \n",
        "            \"name\": \"temperature\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/80/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 81, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Temperature channel in Celsius.\", \n",
        "            \"name\": \"temperature_celcius\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/81/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 97, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Pulse Transit Time.\", \n",
        "            \"name\": \"PTT\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/97/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 98, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Blood Pressure.\", \n",
        "            \"name\": \"systolic_pressure\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/98/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 209, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Recorder stop annotation. INTERNAL USE\", \n",
        "            \"name\": \"RECSTP_ANNOT_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/209/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4096, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Manual start annotation.\", \n",
        "            \"name\": \"ANNOT_TYPE_START\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4096/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4097, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Manual stop annotation.\", \n",
        "            \"name\": \"ANNOT_TYPE_STOP\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4097/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4098, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Manual Comment annotation.\", \n",
        "            \"name\": \"ANNOT_TYPE_COMMENT\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4098/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4113, \n",
        "            \"hexo_freq\": 1, \n",
        "            \"info\": \"A channel char for the ECG Channel I data\", \n",
        "            \"name\": \"ECG_I\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4113/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4114, \n",
        "            \"hexo_freq\": 1, \n",
        "            \"info\": \"A channel char for the ECG Channel II data\", \n",
        "            \"name\": \"ECG_II\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4114/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4115, \n",
        "            \"hexo_freq\": 1, \n",
        "            \"info\": \"A channel char for the ECG Channel III data\", \n",
        "            \"name\": \"ECG_III\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4115/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4129, \n",
        "            \"hexo_freq\": 2, \n",
        "            \"info\": \"A channel char for the thoracic belt data.\", \n",
        "            \"name\": \"respiration_thoracic\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4129/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4130, \n",
        "            \"hexo_freq\": 2, \n",
        "            \"info\": \"A channel char for the abdominal belt data.\", \n",
        "            \"name\": \"respiration_abdominal\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4130/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4145, \n",
        "            \"hexo_freq\": 4, \n",
        "            \"info\": \"A channel char for the x axis accelerometer data.\", \n",
        "            \"name\": \"acceleration_X\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4145/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4146, \n",
        "            \"hexo_freq\": 4, \n",
        "            \"info\": \"A channel char for the y axis accelerometer data.\", \n",
        "            \"name\": \"acceleration_Y\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4146/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 4147, \n",
        "            \"hexo_freq\": 4, \n",
        "            \"info\": \"A channel char for the z axis accelerometer data.\", \n",
        "            \"name\": \"acceleration_Z\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/4147/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 8192, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Latitude\", \n",
        "            \"name\": \"GPS_latitude\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/8192/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 8193, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Longitude\", \n",
        "            \"name\": \"GPS_longitude\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/8193/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 8194, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Altitude\", \n",
        "            \"name\": \"GPS_altitude\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/8194/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10000, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"User weight in kg\", \n",
        "            \"name\": \"USER_WEIGHT\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10000/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10001, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"User height in m\", \n",
        "            \"name\": \"USER_HEIGHT\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10001/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10002, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"VO2Max, reference\", \n",
        "            \"name\": \"AGGREGATE_VO2MAX\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10002/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10003, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"HRmin_basal, reference\", \n",
        "            \"name\": \"AGGREGATE_HRMIN\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10003/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10004, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"HRmax, reference\", \n",
        "            \"name\": \"AGGREGATE_HRMAX\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10004/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10005, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"fitness Percentile\", \n",
        "            \"name\": \"USER_FITNESS_PCT\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10005/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10006, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Heart rate recovery, reference\", \n",
        "            \"name\": \"AGGREGATE_HRR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10006/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10102, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"VO2Max_manual\", \n",
        "            \"name\": \"USER_VO2MAX_MANUAL\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10102/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10103, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"HRMin_manual\", \n",
        "            \"name\": \"USER_HRMIN_MANUAL\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10103/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10104, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"HRMax_manual\", \n",
        "            \"name\": \"USER_HRMAX_MANUAL\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10104/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 10106, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"HRRecovery 2 minute_manual\", \n",
        "            \"name\": \"USER_HRR_MANUAL\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/10106/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 11001, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"VO2Max Leger test _actAttr#??\", \n",
        "            \"name\": \"VO2MAX_LEGER_TEST\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/11001/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 11002, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"VO2Max Rockport test _actAttr#??\", \n",
        "            \"name\": \"VO2MAX_ROCKPORT_TEST\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/11002/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 11003, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"VO2Max 1.5 mile test _actAttr#??\", \n",
        "            \"name\": \"VO2MAX_ONE_AND_HALF_MILE_TEST\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/11003/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 11004, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"VO2Max, Cooper test _actAttr#73\", \n",
        "            \"name\": \"VO2MAX_COOPER_TEST\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/11004/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 11005, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"HRMin, Rest test _actAttr#77\", \n",
        "            \"name\": \"HRMIN_TEST\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/11005/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 11006, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"HRMax, sprinttest _actAttr#79\", \n",
        "            \"name\": \"HRMAX_SPRINT_TEST\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/11006/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 11007, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"HRMax, any high HR test _actAttr#??\", \n",
        "            \"name\": \"HRMAX_TEST\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/11007/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 11008, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"HRR, Autodetect _actAttr#72\", \n",
        "            \"name\": \"HRR_AUTODETECT\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/11008/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 11009, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"HRR1min, 400m Sprint test _actAttr#80\", \n",
        "            \"name\": \"HRR_400MSPRINTTEST\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/11009/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 210, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"USB Cable connection annotation. INTERNAL USE\", \n",
        "            \"name\": \"USBCONN_ANNOT_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/210/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 211, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"USB Cable disconnection annotation. INTERNAL USE\", \n",
        "            \"name\": \"USBDISC_ANNOT_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/211/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 212, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Garment connection annotation. INTERNAL USE\", \n",
        "            \"name\": \"GARDISC_ANNOT_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/212/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 213, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Garment disconnection annotation. INTERNAL USE\", \n",
        "            \"name\": \"GARDISC_ANNOT_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/213/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 215, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"User logged an event with button. INTERNAL USE\", \n",
        "            \"name\": \"USRBTN_ANNOT_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/215/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 241, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Various circular buffer maximum usage maxed to 255 count. INTERNAL USE\", \n",
        "            \"name\": \"BUFF_ST_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/241/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 242, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"16 bits record CRC. Saved with every stop. INTERNAL USE\", \n",
        "            \"name\": \"CRC_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/242/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 243, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"Data loss (Buffer overrun) status word. Saved with every stop. INTERNAL USE\", \n",
        "            \"name\": \"LOSS_ST_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/243/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 244, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"USB cable connection status changed. INTERNAL USE\", \n",
        "            \"name\": \"USB_ST_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/244/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 245, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"The CPU core boot character code. INTERNAL USE\", \n",
        "            \"name\": \"BOOT_ST_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/245/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 246, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"The CPU core temperature channel code. INTERNAL USE\", \n",
        "            \"name\": \"TEMP_ST_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/246/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 247, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"The battery level Channel code.\", \n",
        "            \"name\": \"BATT_ST_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/247/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 260, \n",
        "            \"hexo_freq\": 15360, \n",
        "            \"info\": \"SDANN on last 1 min, DEPRECATED\", \n",
        "            \"name\": \"HRV_SDANN_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/260/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 261, \n",
        "            \"hexo_freq\": 256, \n",
        "            \"info\": \"Heart Rate Variability LF Ratio(HRV) .DEPRECATED\", \n",
        "            \"name\": \"HRV_LF_RATIO_CHANNEL_CHAR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/261/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 262, \n",
        "            \"hexo_freq\": 15360, \n",
        "            \"info\": \"HRV LF Norm(HRV),at 1/60 Hz . DEPRECATED\", \n",
        "            \"name\": \"HRV_LF_RATIO_CHANNEL_ONE_MIN\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/262/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 270, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"SleepPosition\", \n",
        "            \"name\": \"sleep_position\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/270/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 271, \n",
        "            \"hexo_freq\": 76800, \n",
        "            \"info\": \"Average of NN interval over 5 min\", \n",
        "            \"name\": \"ANN\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/271/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 272, \n",
        "            \"hexo_freq\": 76800, \n",
        "            \"info\": \"Standard deviation of NN interval over 5 min\", \n",
        "            \"name\": \"SDNN\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/272/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 273, \n",
        "            \"hexo_freq\": 76800, \n",
        "            \"info\": \"HRV LF NORM(HRV) over 5 min\", \n",
        "            \"name\": \"HRV_LF_normalized\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/273/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 274, \n",
        "            \"hexo_freq\": 76800, \n",
        "            \"info\": \"nn/rr over 5 min\", \n",
        "            \"name\": \"NN_over_RR\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/274/\"\n",
        "        }, \n",
        "        {\n",
        "            \"dataid\": 318, \n",
        "            \"hexo_freq\": null, \n",
        "            \"info\": \"NN interval channel, time between to heart beat detections, serverCalculation\", \n",
        "            \"name\": \"NN_interval\", \n",
        "            \"resource_uri\": \"/api/v1/datatype/318/\"\n",
        "        }\n",
        "    ]\n",
        "}\n"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": []
    }
   ],
   "metadata": {}
  }
 ]
}