USB_Room_Temp.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\AdminUser'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from io import BytesIO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import json\n",
    "import math\n",
    "import urllib.request\n",
    "import dateutil.parser\n",
    "import dateutil.rrule\n",
    "import datetime\n",
    "import pytz\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import collections\n",
    "from textwrap import wrap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "matplotlib.rcParams.update({\n",
    "    'font.size':13,\n",
    "    'timezone': 'Europe/London'\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Used across all of the plots \n",
    "dateToday = datetime.datetime.combine(datetime.date.today(),datetime.datetime.min.time())\n",
    "\n",
    "# How many seconds between readings in trhe files that are generated. 900s = 15 mins data\n",
    "resampleFrequency = 3600"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# These timestamps are in ISO8601 format. You can Google this for more information.\n",
    "# YYYY-MM-DDTHH:MM:SSZ - always in UTC, no British Summer Time\n",
    "# Be aware that you probably need to request a little bit more than you want, because\n",
    "# otherwise there could be gaps at the start and end where the value didn't change...\n",
    "requestFrom = '2019-12-31T23:00:00Z' # To include the end of the previous working week...\n",
    "requestTo = '2020-01-01T00:00:00Z'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fetching page 1...\n",
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      "Discovered 442 entities.\n"
     ]
    }
   ],
   "source": [
    "usbRequestBase = 'https://api.usb.urbanobservatory.ac.uk/api/v2.0a/sensors/entity'\n",
    "\n",
    "# Fetch a list of all the entities in the Urban Sciences Building\n",
    "usbResources = []\n",
    "\n",
    "requestPage = 1\n",
    "response = None\n",
    "\n",
    "filterMetrics = ['Room Temperature']\n",
    "filterUnits = []\n",
    "\n",
    "while response is None or len(response) > 1:\n",
    "  print('Fetching page %u...' % requestPage)\n",
    "\n",
    "  response = json.loads(\n",
    "      urllib.request.urlopen(\n",
    "        '%s?page=%u' % (usbRequestBase, requestPage)\n",
    "      ).read().decode('utf-8')\n",
    "  )['items']\n",
    "\n",
    "  requestPage = requestPage + 1\n",
    "\n",
    "  for entity in response:\n",
    "    for feed in entity['feed']:\n",
    "      for timeseries in feed['timeseries']:\n",
    "        if 'latest' in timeseries and 'error' in timeseries['latest']:\n",
    "          # No access to some of the personal data timeseries\n",
    "          continue\n",
    "        for link in timeseries['links']:\n",
    "          if (link['rel'] == 'archives' and \\\n",
    "            'latest' in timeseries):\n",
    "\n",
    "            if feed['metric'] in filterMetrics or \\\n",
    "               timeseries['unit']['name'] in filterUnits:\n",
    "              usbResources.append({\n",
    "                  'entity': entity['name'],\n",
    "                  'floor': entity['meta']['buildingFloor'],\n",
    "                  \n",
    "                  #'bmsId': feed['brokerage'][0]['sourceId'],\n",
    "                  'metric': feed['metric'],\n",
    "                  #'units': timeseries['unit']['name'],\n",
    "                  'timeseriesIri': link['href']\n",
    "              })\n",
    "\n",
    "print('Discovered %u entities.' % len(usbResources))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'entity': 'Urban Sciences Building: Floor 1 Ambient Kitchen',\n",
       "  'bmsId': '117_AmbientKitchen_1.018_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/76a0b94e-b721-41a7-b8ff-f53a7f2dc517/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 Collaboration',\n",
       "  'bmsId': '105_Collaboration_1.005_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/3a0a0c64-362d-4669-8091-9b21102d6f8c/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 Collaboration',\n",
       "  'bmsId': '109_Collaboration_1.010_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/3496654a-21e8-41cb-8759-e391e29402c5/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 1',\n",
       "  'bmsId': '118_DIG_1.024_Z1_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/0550f541-808f-4775-9ce0-11728b40dd73/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 10',\n",
       "  'bmsId': '118_DIG_1.024_Z10_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/5b13a229-6fb2-49aa-bad1-cbcf4b092677/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 11',\n",
       "  'bmsId': '118_DIG_1.024_Z11_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/7e591ae3-eadf-4406-a0b0-a896b26200eb/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 12',\n",
       "  'bmsId': '118_DIG_1.024_Z12_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/3f40e4c3-6b19-49f9-96c6-3586871fea3b/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 13',\n",
       "  'bmsId': '118_DIG_1.024_Z13_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/66c31172-4f15-4758-872b-25f1992565ca/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 14',\n",
       "  'bmsId': '118_DIG_1.024_Z14_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/6803d2a6-d8ff-4ab1-9e23-eb2f1f77735c/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 15',\n",
       "  'bmsId': '118_DIG_1.024_Z15_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/a35ca540-e772-4513-b562-9a271f95ee3e/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 16',\n",
       "  'bmsId': '118_DIG_1.024_Z16_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/1308db49-b493-406c-b0b9-7300d8887362/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 17',\n",
       "  'bmsId': '118_DIG_1.024_Z17_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/0c2fc82c-4ff6-41c4-b93b-f8531d2a222b/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 3',\n",
       "  'bmsId': '118_DIG_1.024_Z3_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/3e2f86a1-ffc3-45d0-ab36-74b6cd9e3b93/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 4',\n",
       "  'bmsId': '118_DIG_1.024_Z4_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/2faa18ec-0e68-4123-b491-2f0dc6bbe50f/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 5',\n",
       "  'bmsId': '118_DIG_1.024_Z5_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/9f6217b6-039d-414a-8a0a-06444869478f/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 6',\n",
       "  'bmsId': '118_DIG_1.024_Z6_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/6ca3eef3-a4a3-4523-a3f5-e3299de326a2/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 7',\n",
       "  'bmsId': '118_DIG_1.024_Z7_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/42c0e21d-2fe8-4fff-a26e-0ca434b45cd1/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 8',\n",
       "  'bmsId': '118_DIG_1.024_Z8_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/7cae27f4-b66d-44d0-8b6d-3c31dc7585f7/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 DIG Zone 9',\n",
       "  'bmsId': '118_DIG_1.024_Z9_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/69d4cfe4-1b7b-403b-aa63-c1d588bea02f/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 Design Research Workshop',\n",
       "  'bmsId': '114_DesignResearchWorkshop_1.019_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/27899eb0-f7a0-4f4a-a2b6-a3035cd2e1d3/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 Electronic Workshop',\n",
       "  'bmsId': '115_ElectronicWorkshop_1.017_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/43e98b0b-0fa8-4945-a452-d1a6d04dbbe8/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 MSc Zone 1',\n",
       "  'bmsId': '134_MSc_1.042_Z1_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/ec608566-731f-4d59-9fd0-e9a6403fb68f/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 MSc Zone 2',\n",
       "  'bmsId': '134_MSc_1.042_Z2_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/eb30ca9e-0a2e-469c-bcb0-8d946dd1d60a/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 MSc Zone 3',\n",
       "  'bmsId': '134_MSc_1.042_Z3_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/bf5a4707-6667-494f-b49b-191c653d17c9/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 Maker Space Zone 1',\n",
       "  'bmsId': '107_MakerSpace_1.009_Z1_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/e3519de7-b903-4c58-b84f-ecea44442fba/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 Maker Space Zone 2',\n",
       "  'bmsId': '107_MakerSpace_1.009_Z2_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/32518f6d-d2a7-4a1f-bd32-103ebe9e2531/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 Meeting',\n",
       "  'bmsId': '119_Meeting_025_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/edc79428-665a-465a-a096-446de83b9d29/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 Meeting',\n",
       "  'bmsId': '137_Meeting_025b_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/93278ca4-9246-4024-8fdd-ac4188377675/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 Meeting',\n",
       "  'bmsId': '136_Meeting_025a_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/c4cc41db-0a89-47a7-b25a-185f945b23ea/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 Meeting Room',\n",
       "  'bmsId': '135_MeetingRoom_1.043_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/b5f0d87c-3c5f-4e0f-b8ea-d68e3a40cdbe/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 North Comms Room',\n",
       "  'bmsId': '133_NorthCommsRoom_1.040_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/fbeba399-4667-473a-b2ef-632550c21f84/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 South Comms',\n",
       "  'bmsId': '104_SouthComms_1.003_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/f8776c49-8e08-46e3-911a-14092c644c82/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 TVStudio Research',\n",
       "  'bmsId': '120_TVStudioResearch_1.026_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/eddacaf0-8ea9-4757-a1c9-7712391ccca5/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1 eSocial Learning',\n",
       "  'bmsId': '116_TS3eSocialLearning_1.020_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/f13ec984-9755-4495-a704-88620d5e2fe7/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1: Room 1.003',\n",
       "  'bmsId': \"Plt05'Rooms01P1'Room1003'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/1f0d136c-988b-463d-a381-765001746549/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1: Room 1.005',\n",
       "  'bmsId': \"Plt05'Rooms01P1'Room1005'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/bab76820-3242-43d3-b16e-c06bac9e29bc/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1: Room 1.009',\n",
       "  'bmsId': \"Plt05'Rooms01P1'Room1009a'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/d14ac7be-ccee-4535-8661-d0ae2932616d/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1: Room 1.009',\n",
       "  'bmsId': \"Plt05'Rooms01P1'Room1009b'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/7931b7d6-b5f8-4851-8bb4-13806b59ff96/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 1: Room 1.010',\n",
       "  'bmsId': \"Plt05'Rooms01P1'Room1010'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 2: Room 2.022 Zone 1',\n",
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       " {'entity': 'Urban Sciences Building: Floor 2: Room 2.022 Zone 1',\n",
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       " {'entity': 'Urban Sciences Building: Floor 2: Room 2.022 Zone 2',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS2a Flat Floor Teaching Zone 4',\n",
       "  'bmsId': 'RmHVAC.317_TS2aFlatFloorTeaching_3.018_Z4_RoomT',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS2b Flat Floor Teaching Zone 1',\n",
       "  'bmsId': 'RmHVAC.315_TS2bFlatFloorTeaching_3.015_Z1_RoomT',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS2b Flat Floor Teaching Zone 2',\n",
       "  'bmsId': 'RmHVAC.315_TS2bFlatFloorTeaching_3.015_Z2_RoomT',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS2b Flat Floor Teaching Zone 3',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS2b Flat Floor Teaching Zone 4',\n",
       "  'bmsId': 'RmHVAC.315_TS2bFlatFloorTeaching_3.015_Z4_RoomT',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS2b Flat Floor Teaching Zone 5',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS2b Flat Floor Teaching Zone 6',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS2b Flat Floor Teaching Zone 7',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS2b Flat Floor Teaching Zone 8',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS2b Flat Floor Teaching Zone 9',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS3e Group Learning Zone 1',\n",
       "  'bmsId': 'RmHVAC.305_TS3eGroupLearning_3.005_Z1_RoomT',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS3e Group Learning Zone 2',\n",
       "  'bmsId': 'RmHVAC.305_TS3eGroupLearning_3.005_Z2_RoomT',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS3e Group Learning Zone 3',\n",
       "  'bmsId': 'RmHVAC.305_TS3eGroupLearning_3.005_Z3_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 TS3e Group Learning Zone 4',\n",
       "  'bmsId': 'RmHVAC.305_TS3eGroupLearning_3.005_Z4_RoomT',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 Tea Point',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 Workspace Zone 1',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 Workspace Zone 2',\n",
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       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 Workspace Zone 3',\n",
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       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 Workspace Zone 4',\n",
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       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 Workspace Zone 5',\n",
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       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3 eSocial Learning',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.003',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.004',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.005 Zone 1',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.005 Zone 2',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.005 Zone 3',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.005 Zone 4',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.007',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.008',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.014',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.015 Zone 1',\n",
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       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.015 Zone 2',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.015 Zone 3',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.015 Zone 4',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.015 Zone 5',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.015 Zone 6',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.015 Zone 7',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.015 Zone 8',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.015 Zone 9',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.018 Zone 1',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.018 Zone 2',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.018 Zone 3',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.018 Zone 4',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.022',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.033 Zone 2',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.033 Zone 3',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.033 Zone 4',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.046',\n",
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       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.048',\n",
       "  'bmsId': \"Plt14'Rooms03P3'Rm3048'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.049 Zone 1',\n",
       "  'bmsId': \"Plt14'Rooms03P3'Rm3049Z1'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.049 Zone 2',\n",
       "  'bmsId': \"Plt14'Rooms03P3'Rm3049Z2'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.049 Zone 3',\n",
       "  'bmsId': \"Plt14'Rooms03P3'Rm3049Z3'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.049 Zone 4',\n",
       "  'bmsId': \"Plt14'Rooms03P3'Rm3049Z4'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.049 Zone 5',\n",
       "  'bmsId': \"Plt14'Rooms03P3'Rm3049Z5'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 3: Room 3.050',\n",
       "  'bmsId': \"Plt14'Rooms03P3'Rm3050'RoomTemp\",\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 CDTCloud',\n",
       "  'bmsId': '416_CDTCloud_4.018_RoomT',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Circulation',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Group Study',\n",
       "  'bmsId': '404_GroupStudy_4.004_RoomT',\n",
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       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Group Study',\n",
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       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Group Study',\n",
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       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Meeting',\n",
       "  'bmsId': '430_Meeting_4.036_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Meeting',\n",
       "  'bmsId': '447_Meeting_4.053_RoomT',\n",
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       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Meeting',\n",
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       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Meeting Room',\n",
       "  'bmsId': '437_MeetingRoom_4.034_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/e374a2cc-6601-49be-bb36-ee04e5d9fdcb/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 4 North Comms',\n",
       "  'bmsId': '444_NorthComms_4.050_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Scalable',\n",
       "  'bmsId': '434_Scalable_4.041_RoomT',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Scalable',\n",
       "  'bmsId': '433_Scalable_4.040_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/2e5e2795-384d-4386-9587-9bdc9dce91d8/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 4 Scalable',\n",
       "  'bmsId': '431_Scalable_4.038_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Scalable',\n",
       "  'bmsId': '435_Scalable_4.042_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 South Comms',\n",
       "  'bmsId': '402_SouthComms_4.002_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Tea Point',\n",
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       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4 Typical',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.003',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.004',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.005 Zone 1',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.005 Zone 1',\n",
       "  'bmsId': '406_Z1_TS12Teach_4.005_RoomT',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.005 Zone 3',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.005 Zone 4',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.015 Zone 1',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.015 Zone 1',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.015 Zone 3',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.022 Zone 3',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.022 Zone 4',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.022 Zone 4',\n",
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       " {'entity': 'Urban Sciences Building: Floor 4: Room 4.037 Zone 4',\n",
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       " {'entity': 'Urban Sciences Building: Floor 5 6Person',\n",
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       " {'entity': 'Urban Sciences Building: Floor 5 Amber',\n",
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       " {'entity': 'Urban Sciences Building: Floor 5 ICOSEquip',\n",
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       " {'entity': 'Urban Sciences Building: Floor 5 Meeting',\n",
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       " {'entity': 'Urban Sciences Building: Floor 5 North Comms',\n",
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       "  'bmsId': \"Plt18'Rooms05P2'Rm5008Z1'RoomTemp\",\n",
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       " {'entity': 'Urban Sciences Building: Floor 5: Room 5.008 Zone 5',\n",
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       " {'entity': 'Urban Sciences Building: Floor 5: Room 5.008 Zone 6',\n",
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       " {'entity': 'Urban Sciences Building: Floor 6 Tea Point',\n",
       "  'bmsId': '625_TeaPoint_6.029_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/1c75deec-2637-48a1-b733-2ac08346a7bd/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.007 Zone 1',\n",
       "  'bmsId': \"Plt21'Rooms06P2'Rm6007Z1'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/8b73ea4f-5a36-4f2a-8d84-0c3b0373fbe1/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.007 Zone 1',\n",
       "  'bmsId': '608_Z1_SR_6.007_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/d55dc3a8-0fd3-4194-bb8c-66911611b205/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.007 Zone 2',\n",
       "  'bmsId': \"Plt21'Rooms06P2'Rm6007Z2'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/fcc0b480-2974-4bc4-904c-6bde531c7541/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.007 Zone 2',\n",
       "  'bmsId': '608_Z2_SR_6.007_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/a9f5041d-81ad-41ad-897c-3990aa4e5d6b/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.008',\n",
       "  'bmsId': \"Plt21'Rooms06P2'Rm6008'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/61521316-3a22-43a9-9435-ffb644c3e933/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.009',\n",
       "  'bmsId': \"Plt21'Rooms06P2'Rm6009'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/202802b5-7aaf-4590-bfee-163df0b7d9e9/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.010',\n",
       "  'bmsId': \"Plt21'Rooms06P2'Rm6010'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
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       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/19919cc3-16f2-4769-87aa-d2c5b1704b0d/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.011',\n",
       "  'bmsId': \"Plt21'Rooms06P2'Rm6011'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
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       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/40c23dfb-813d-4873-9c76-9a54979e5545/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.012',\n",
       "  'bmsId': \"Plt21'Rooms06P2'Rm6012'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
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       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/e417a925-5eb6-421c-b57e-4f56525b7bdd/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.015',\n",
       "  'bmsId': \"Plt21'Rooms06P2'Rm6015'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
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       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.019',\n",
       "  'bmsId': \"Plt21'Rooms06P2'Rm6019'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
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       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/1ce20113-d9aa-4b00-97c5-e5900f7cd94c/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.024',\n",
       "  'bmsId': \"Plt21'Rooms06P2'Rm6024'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
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       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/9660b615-b536-408a-8110-8d03c1273f78/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.025',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Rm6025'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/eaaee645-45e9-4330-b7a4-ff517f1c63a8/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.026',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Rm6026'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/a8495cbe-ab83-48f2-94eb-36de0d8602fa/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.027',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Rm6027'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
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       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/472e6616-81b5-4f06-a9ae-f77e7c28f72b/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.030',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Rm6030'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/a6fe0e7a-7584-42e5-9cf2-dd693c3a14c0/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.031 Zone 1',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Rm6031Z1'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/e975ce9c-f68e-4f89-9587-6823ed978a7c/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.031 Zone 1',\n",
       "  'bmsId': '643_Z1_Amber_6.031_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/87381cef-92a3-4052-beb2-246543a1780f/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.031 Zone 2',\n",
       "  'bmsId': '643_Z2_Amber_6.031_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/b70d89bc-8f96-4c22-978c-86e9938331d9/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.031 Zone 2',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Rm6031Z2'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/82aa726d-c8d6-41f3-9bee-b9b67cc398af/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.032',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Rm6032'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/439845d9-8a49-488f-8f02-a365e7dd86a4/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.037',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Rm6037'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/39d468e5-db9b-4620-b67a-f522c97312a5/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.038',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Rm6038'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/b5e8c595-6baa-47a0-9e60-c0c1266739a2/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.038A',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Rm6038A'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/c626bed6-31bf-449b-a76d-8bf9c6e20e39/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor 6: Room 6.049',\n",
       "  'bmsId': \"Plt22'Rooms06P3'Room6049'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/02477692-2975-4a4c-846e-8d7b6c3844dc/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Back Projection',\n",
       "  'bmsId': '009_BackProjection_G.011_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/d64e370e-34f8-43d5-9c27-47d07077030c/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Cafe Store',\n",
       "  'bmsId': '055_CafeStore_G.069_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/b720e959-6463-444a-8e31-0852f2501b9e/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Computer Workshop',\n",
       "  'bmsId': '032_ComputerWorkshop_G.044_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/c5617ab2-699a-4a81-b8fd-933c433b90eb/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Cyber Physical',\n",
       "  'bmsId': '004_CyberPhys_G.006_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/2d4e0a88-5ffd-4ddb-ab29-480ec55994b3/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Decision Theatre',\n",
       "  'bmsId': '008_DecisionTheatre_G.010_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/d5a9d590-5b5f-4e2d-b70a-4d2552f089fc/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Draught Lobby',\n",
       "  'bmsId': '065_DraughtLobby_G.081_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/ac35fbf3-40f7-4606-aae9-caf8789dab07/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G EPTCell',\n",
       "  'bmsId': '019_EPTCell_G.020_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/6f7923e4-7570-4f1d-9b38-f9ef17852b98/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G EPTControl',\n",
       "  'bmsId': '020_EPTControl_G.021_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/814b73e0-7f4f-42cb-ab45-db01faa59136/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Event Store',\n",
       "  'bmsId': '069_EventStore_G.004_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/c19aac34-2f71-4ba5-8b99-b4bd5220497b/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Female Showers',\n",
       "  'bmsId': '040_FemaleShowers_G.054_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/d1993f01-bc8b-4f55-8ee8-eef4b642aae7/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Incoming Services',\n",
       "  'bmsId': '025_IncomingServices_G.028_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/d7ca0648-3ebe-4613-8469-903367f7eb4d/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Kitchen',\n",
       "  'bmsId': '051_Kitchen_G.064_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/2a2138ee-28b2-48f2-b2c0-db4b093af1a9/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G LVPanel',\n",
       "  'bmsId': '023_LVPanel_G.025_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/1b6251eb-0557-46f0-aa5d-b38787e49d7f/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Main Entrance',\n",
       "  'bmsId': '066_MainEntrance_G.063_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/5bb45a68-e8ed-423d-89e7-cb4d91ca081a/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Male Showers',\n",
       "  'bmsId': '041_MaleShowers_G.055_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/a53ee517-a11b-4216-acf5-dd34a505771e/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Meeting',\n",
       "  'bmsId': '429_Meeting_4.033_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/13c6550c-6e9e-4e98-b204-03f8e774c899/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Meeting Room',\n",
       "  'bmsId': '437_MeetingRoom_4.034_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/98b89d54-3e72-4697-ac81-2dbefb311f5e/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G North Comms',\n",
       "  'bmsId': '061_NorthComms_G.079_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/40db5f90-4614-4a19-9a35-07b70805d980/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G SUDS Laboratory',\n",
       "  'bmsId': '021_SUDSWorking_G.022_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/86211373-3293-48de-943d-d6c5192b8dd4/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Server Area',\n",
       "  'bmsId': '033_ServerArea_G.045_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/648c13eb-8bc2-4a0c-a206-465510e864f8/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Servery',\n",
       "  'bmsId': '062_Servery_G.070_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/0df8ed44-1fb7-4c8f-be40-7bc3a8f7c8ee/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Shared Labs',\n",
       "  'bmsId': '005_SharedLabs_G.007_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/45034f0a-028f-42c9-b0e6-850bb9ab6ce8/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Shared Work',\n",
       "  'bmsId': '018_SharedWork_G.019_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/28bcf6df-fee6-4dd0-b7b4-45c86a2e98d9/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G Smart Grid',\n",
       "  'bmsId': '010_SmartGrid_G.012_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/8f5ca605-804d-4273-abfa-a5b2b670228c/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G South Comms',\n",
       "  'bmsId': '011_SouthComms_G.013_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/f87b9d87-0a0d-46ca-a956-5b2d2aa1609e/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G UPS',\n",
       "  'bmsId': '024_UPS_G.026_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/4b6a0a60-e1b9-4219-98b3-6888e81c8833/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.004',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG004'RoomTemp1\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/e6f916b1-1cc0-4148-8ec5-db2b01be628a/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.004',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG004'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/4a11de8e-5874-4de5-b547-88896037470f/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.006',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG006'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/390bf475-5aa6-470e-b56e-ede6f4703a32/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.007',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG007'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/9688c1e2-c9fd-41b8-917a-2b4b00f0c3eb/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.009 Zone 1',\n",
       "  'bmsId': '007_Z1_CyberShowcase_G.009_RoomT',\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/1bad2c65-7bcf-427b-bf91-c8ec43e5201d/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.009 Zone 1',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG009Z1'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/57f19a62-e01e-47e8-8dd1-01c91f542c88/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.010',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG010'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/7d33e4be-fca5-4626-8d55-04487ffaf6c5/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.011',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG011'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/90e4e4b2-0dd9-44c3-843b-460e5e202f9b/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.012',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG012'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/db54b18a-d4fd-4170-bd06-2205cfa0157a/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.013',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG013'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/727b7541-a62d-4685-8ba3-9793b8e484b7/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.019',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG019'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/34adeb46-9803-4504-8db8-3c0bd93d1c7c/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.020',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG020'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/26381a4c-5b98-4476-bf8d-1d0f96f23b53/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.021',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG021'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/0d782755-faf9-4c97-8516-b6f5a0f72d2e/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.022',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG022'RoomTemp1\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/3964e90d-8755-4aa7-af12-4b601a5a2e8b/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.022',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG022'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/b5e8cb2b-06cb-4979-925f-7ad56053ae12/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.025',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG025'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/6e5f50e9-5d6b-4cf9-85bd-6e76865710ed/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.026',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG026'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/45edad78-8bc1-46c7-84b8-e5d96635b88e/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.026',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG026'RotCtl1'RoomTemp1\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/d34be7b4-bb8f-42ec-8b7b-4411e4390aac/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.028',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG028'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/263b72a2-a2ec-4a76-a715-783c2b5362b6/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.028',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG028'RotCtl'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/888b37f9-d60b-4e5a-a661-baae846f06e6/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.044',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG044'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/50d1be2f-2446-4ddf-a72e-9a49c920d430/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.045',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG045'RotCtl1'RoomTemp1\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/773ee6d5-f624-404f-81f9-13747a52bf9b/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.045',\n",
       "  'bmsId': \"Plt02'RoomsGP1'RmG045'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/d46df130-8ccc-4101-9484-fda61d946db5/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.054',\n",
       "  'bmsId': \"Plt03'RoomsGP3'RmG054'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/e2923cab-9058-4c64-9ef7-4e26a3ce8221/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.055',\n",
       "  'bmsId': \"Plt03'RoomsGP3'RmG055'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/a68b7e9f-49a1-418f-90f3-9d26868d1aed/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.062',\n",
       "  'bmsId': \"Plt03'RoomsGP3'RmG062'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/7ccda331-ec99-4f22-b820-74ea9866bf84/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.063',\n",
       "  'bmsId': \"Plt03'RoomsGP3'RmG063'RmTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/48adbafd-d6b5-4ef7-ac8b-e59a1f27540e/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.064',\n",
       "  'bmsId': \"Plt03'RoomsGP3'RmG064'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/699e4b59-f3b9-4711-8f02-5b3acea6de31/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.069',\n",
       "  'bmsId': \"Plt03'RoomsGP3'RmG069'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/b28a9118-c3c8-4a7f-b969-466721a50ace/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.070',\n",
       "  'bmsId': \"Plt03'RoomsGP3'RmG070'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/4dd9b366-f965-4f2f-b195-24f90b37df1c/historic'},\n",
       " {'entity': 'Urban Sciences Building: Floor G: Room G.081',\n",
       "  'bmsId': \"Plt03'RoomsGP3'RmG081'RoomTemp\",\n",
       "  'metric': 'Room Temperature',\n",
       "  'units': 'degrees celsius',\n",
       "  'timeseriesIri': 'https://api.usb.urbanobservatory.ac.uk/api/v2/sensors/timeseries/29266b41-0857-4f12-8750-9f494d18e92b/historic'}]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(usbResources)\n",
    "usbResources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "327    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "328    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "329    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "330    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "331    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "332    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "333    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "334    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "335    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "336    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "337    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "338    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "339    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "340    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "341    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "342    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "343    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "344    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "345    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "346    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "347    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "348    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "349    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "350    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "351    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "352    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "353    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "354    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "355    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "356    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "357    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "358    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "359    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "360    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "361    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "362    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "363    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "364    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "365    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "366    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "367    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "368    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "369    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "370    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "371    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "372    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "373    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "374    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "375    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "376    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "377    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "378    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "379    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "380    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "381    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "382    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "383    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "384    https://api.usb.urbanobservatory.ac.uk/api/v2/...\n",
       "Name: timeseriesIri, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "usbMetadata[usbMetadata['floor'] == '6']['timeseriesIri']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>entity</th>\n",
       "      <th>floor</th>\n",
       "      <th>bmsId</th>\n",
       "      <th>timeseriesIri</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>Urban Sciences Building: Floor G Back Projection</td>\n",
       "      <td>G</td>\n",
       "      <td>009_BackProjection_G.011_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>Urban Sciences Building: Floor G Cafe Store</td>\n",
       "      <td>G</td>\n",
       "      <td>055_CafeStore_G.069_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>Urban Sciences Building: Floor G Computer Work...</td>\n",
       "      <td>G</td>\n",
       "      <td>032_ComputerWorkshop_G.044_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>Urban Sciences Building: Floor G Cyber Physical</td>\n",
       "      <td>G</td>\n",
       "      <td>004_CyberPhys_G.006_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>Urban Sciences Building: Floor G Decision Theatre</td>\n",
       "      <td>G</td>\n",
       "      <td>008_DecisionTheatre_G.010_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>Urban Sciences Building: Floor G Draught Lobby</td>\n",
       "      <td>G</td>\n",
       "      <td>065_DraughtLobby_G.081_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Urban Sciences Building: Floor G EPTCell</td>\n",
       "      <td>G</td>\n",
       "      <td>019_EPTCell_G.020_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>Urban Sciences Building: Floor G EPTControl</td>\n",
       "      <td>G</td>\n",
       "      <td>020_EPTControl_G.021_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>Urban Sciences Building: Floor G Event Store</td>\n",
       "      <td>G</td>\n",
       "      <td>069_EventStore_G.004_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>Urban Sciences Building: Floor G Female Showers</td>\n",
       "      <td>G</td>\n",
       "      <td>040_FemaleShowers_G.054_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Urban Sciences Building: Floor G Incoming Serv...</td>\n",
       "      <td>G</td>\n",
       "      <td>025_IncomingServices_G.028_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Urban Sciences Building: Floor G Kitchen</td>\n",
       "      <td>G</td>\n",
       "      <td>051_Kitchen_G.064_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Urban Sciences Building: Floor G LVPanel</td>\n",
       "      <td>G</td>\n",
       "      <td>023_LVPanel_G.025_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>Urban Sciences Building: Floor G Main Entrance</td>\n",
       "      <td>G</td>\n",
       "      <td>066_MainEntrance_G.063_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Urban Sciences Building: Floor G Male Showers</td>\n",
       "      <td>G</td>\n",
       "      <td>041_MaleShowers_G.055_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>Urban Sciences Building: Floor G Meeting</td>\n",
       "      <td>G</td>\n",
       "      <td>429_Meeting_4.033_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>Urban Sciences Building: Floor G Meeting Room</td>\n",
       "      <td>G</td>\n",
       "      <td>437_MeetingRoom_4.034_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>Urban Sciences Building: Floor G North Comms</td>\n",
       "      <td>G</td>\n",
       "      <td>061_NorthComms_G.079_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>Urban Sciences Building: Floor G SUDS Laboratory</td>\n",
       "      <td>G</td>\n",
       "      <td>021_SUDSWorking_G.022_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Urban Sciences Building: Floor G Server Area</td>\n",
       "      <td>G</td>\n",
       "      <td>033_ServerArea_G.045_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>Urban Sciences Building: Floor G Servery</td>\n",
       "      <td>G</td>\n",
       "      <td>062_Servery_G.070_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>Urban Sciences Building: Floor G Shared Labs</td>\n",
       "      <td>G</td>\n",
       "      <td>005_SharedLabs_G.007_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Urban Sciences Building: Floor G Shared Work</td>\n",
       "      <td>G</td>\n",
       "      <td>018_SharedWork_G.019_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>Urban Sciences Building: Floor G Smart Grid</td>\n",
       "      <td>G</td>\n",
       "      <td>010_SmartGrid_G.012_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>Urban Sciences Building: Floor G South Comms</td>\n",
       "      <td>G</td>\n",
       "      <td>011_SouthComms_G.013_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>Urban Sciences Building: Floor G UPS</td>\n",
       "      <td>G</td>\n",
       "      <td>024_UPS_G.026_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.004</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG004'RoomTemp1</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.004</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG004'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.006</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG006'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.007</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG007'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.009 Z...</td>\n",
       "      <td>G</td>\n",
       "      <td>007_Z1_CyberShowcase_G.009_RoomT</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.009 Z...</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG009Z1'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.010</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG010'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.011</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG011'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.012</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG012'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.013</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG013'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.019</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG019'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.020</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG020'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.021</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG021'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.022</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG022'RoomTemp1</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.022</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG022'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.025</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG025'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.026</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG026'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.026</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG026'RotCtl1'RoomTemp1</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.028</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG028'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.028</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG028'RotCtl'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.044</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG044'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.045</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG045'RotCtl1'RoomTemp1</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.045</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt02'RoomsGP1'RmG045'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.054</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt03'RoomsGP3'RmG054'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.055</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt03'RoomsGP3'RmG055'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.062</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt03'RoomsGP3'RmG062'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.063</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt03'RoomsGP3'RmG063'RmTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.064</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt03'RoomsGP3'RmG064'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.069</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt03'RoomsGP3'RmG069'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.070</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt03'RoomsGP3'RmG070'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Urban Sciences Building: Floor G: Room G.081</td>\n",
       "      <td>G</td>\n",
       "      <td>Plt03'RoomsGP3'RmG081'RoomTemp</td>\n",
       "      <td>https://api.usb.urbanobservatory.ac.uk/api/v2/...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                entity floor  \\\n",
       "385   Urban Sciences Building: Floor G Back Projection     G   \n",
       "386        Urban Sciences Building: Floor G Cafe Store     G   \n",
       "387  Urban Sciences Building: Floor G Computer Work...     G   \n",
       "388    Urban Sciences Building: Floor G Cyber Physical     G   \n",
       "389  Urban Sciences Building: Floor G Decision Theatre     G   \n",
       "390     Urban Sciences Building: Floor G Draught Lobby     G   \n",
       "391           Urban Sciences Building: Floor G EPTCell     G   \n",
       "392        Urban Sciences Building: Floor G EPTControl     G   \n",
       "393       Urban Sciences Building: Floor G Event Store     G   \n",
       "394    Urban Sciences Building: Floor G Female Showers     G   \n",
       "395  Urban Sciences Building: Floor G Incoming Serv...     G   \n",
       "396           Urban Sciences Building: Floor G Kitchen     G   \n",
       "397           Urban Sciences Building: Floor G LVPanel     G   \n",
       "398     Urban Sciences Building: Floor G Main Entrance     G   \n",
       "399      Urban Sciences Building: Floor G Male Showers     G   \n",
       "400           Urban Sciences Building: Floor G Meeting     G   \n",
       "401      Urban Sciences Building: Floor G Meeting Room     G   \n",
       "402       Urban Sciences Building: Floor G North Comms     G   \n",
       "403   Urban Sciences Building: Floor G SUDS Laboratory     G   \n",
       "404       Urban Sciences Building: Floor G Server Area     G   \n",
       "405           Urban Sciences Building: Floor G Servery     G   \n",
       "406       Urban Sciences Building: Floor G Shared Labs     G   \n",
       "407       Urban Sciences Building: Floor G Shared Work     G   \n",
       "408        Urban Sciences Building: Floor G Smart Grid     G   \n",
       "409       Urban Sciences Building: Floor G South Comms     G   \n",
       "410               Urban Sciences Building: Floor G UPS     G   \n",
       "411       Urban Sciences Building: Floor G: Room G.004     G   \n",
       "412       Urban Sciences Building: Floor G: Room G.004     G   \n",
       "413       Urban Sciences Building: Floor G: Room G.006     G   \n",
       "414       Urban Sciences Building: Floor G: Room G.007     G   \n",
       "415  Urban Sciences Building: Floor G: Room G.009 Z...     G   \n",
       "416  Urban Sciences Building: Floor G: Room G.009 Z...     G   \n",
       "417       Urban Sciences Building: Floor G: Room G.010     G   \n",
       "418       Urban Sciences Building: Floor G: Room G.011     G   \n",
       "419       Urban Sciences Building: Floor G: Room G.012     G   \n",
       "420       Urban Sciences Building: Floor G: Room G.013     G   \n",
       "421       Urban Sciences Building: Floor G: Room G.019     G   \n",
       "422       Urban Sciences Building: Floor G: Room G.020     G   \n",
       "423       Urban Sciences Building: Floor G: Room G.021     G   \n",
       "424       Urban Sciences Building: Floor G: Room G.022     G   \n",
       "425       Urban Sciences Building: Floor G: Room G.022     G   \n",
       "426       Urban Sciences Building: Floor G: Room G.025     G   \n",
       "427       Urban Sciences Building: Floor G: Room G.026     G   \n",
       "428       Urban Sciences Building: Floor G: Room G.026     G   \n",
       "429       Urban Sciences Building: Floor G: Room G.028     G   \n",
       "430       Urban Sciences Building: Floor G: Room G.028     G   \n",
       "431       Urban Sciences Building: Floor G: Room G.044     G   \n",
       "432       Urban Sciences Building: Floor G: Room G.045     G   \n",
       "433       Urban Sciences Building: Floor G: Room G.045     G   \n",
       "434       Urban Sciences Building: Floor G: Room G.054     G   \n",
       "435       Urban Sciences Building: Floor G: Room G.055     G   \n",
       "436       Urban Sciences Building: Floor G: Room G.062     G   \n",
       "437       Urban Sciences Building: Floor G: Room G.063     G   \n",
       "438       Urban Sciences Building: Floor G: Room G.064     G   \n",
       "439       Urban Sciences Building: Floor G: Room G.069     G   \n",
       "440       Urban Sciences Building: Floor G: Room G.070     G   \n",
       "441       Urban Sciences Building: Floor G: Room G.081     G   \n",
       "\n",
       "                                       bmsId  \\\n",
       "385           009_BackProjection_G.011_RoomT   \n",
       "386                055_CafeStore_G.069_RoomT   \n",
       "387         032_ComputerWorkshop_G.044_RoomT   \n",
       "388                004_CyberPhys_G.006_RoomT   \n",
       "389          008_DecisionTheatre_G.010_RoomT   \n",
       "390             065_DraughtLobby_G.081_RoomT   \n",
       "391                  019_EPTCell_G.020_RoomT   \n",
       "392               020_EPTControl_G.021_RoomT   \n",
       "393               069_EventStore_G.004_RoomT   \n",
       "394            040_FemaleShowers_G.054_RoomT   \n",
       "395         025_IncomingServices_G.028_RoomT   \n",
       "396                  051_Kitchen_G.064_RoomT   \n",
       "397                  023_LVPanel_G.025_RoomT   \n",
       "398             066_MainEntrance_G.063_RoomT   \n",
       "399              041_MaleShowers_G.055_RoomT   \n",
       "400                  429_Meeting_4.033_RoomT   \n",
       "401              437_MeetingRoom_4.034_RoomT   \n",
       "402               061_NorthComms_G.079_RoomT   \n",
       "403              021_SUDSWorking_G.022_RoomT   \n",
       "404               033_ServerArea_G.045_RoomT   \n",
       "405                  062_Servery_G.070_RoomT   \n",
       "406               005_SharedLabs_G.007_RoomT   \n",
       "407               018_SharedWork_G.019_RoomT   \n",
       "408                010_SmartGrid_G.012_RoomT   \n",
       "409               011_SouthComms_G.013_RoomT   \n",
       "410                      024_UPS_G.026_RoomT   \n",
       "411          Plt02'RoomsGP1'RmG004'RoomTemp1   \n",
       "412           Plt02'RoomsGP1'RmG004'RoomTemp   \n",
       "413           Plt02'RoomsGP1'RmG006'RoomTemp   \n",
       "414           Plt02'RoomsGP1'RmG007'RoomTemp   \n",
       "415         007_Z1_CyberShowcase_G.009_RoomT   \n",
       "416         Plt02'RoomsGP1'RmG009Z1'RoomTemp   \n",
       "417           Plt02'RoomsGP1'RmG010'RoomTemp   \n",
       "418           Plt02'RoomsGP1'RmG011'RoomTemp   \n",
       "419           Plt02'RoomsGP1'RmG012'RoomTemp   \n",
       "420           Plt02'RoomsGP1'RmG013'RoomTemp   \n",
       "421           Plt02'RoomsGP1'RmG019'RoomTemp   \n",
       "422           Plt02'RoomsGP1'RmG020'RoomTemp   \n",
       "423           Plt02'RoomsGP1'RmG021'RoomTemp   \n",
       "424          Plt02'RoomsGP1'RmG022'RoomTemp1   \n",
       "425           Plt02'RoomsGP1'RmG022'RoomTemp   \n",
       "426           Plt02'RoomsGP1'RmG025'RoomTemp   \n",
       "427           Plt02'RoomsGP1'RmG026'RoomTemp   \n",
       "428  Plt02'RoomsGP1'RmG026'RotCtl1'RoomTemp1   \n",
       "429           Plt02'RoomsGP1'RmG028'RoomTemp   \n",
       "430    Plt02'RoomsGP1'RmG028'RotCtl'RoomTemp   \n",
       "431           Plt02'RoomsGP1'RmG044'RoomTemp   \n",
       "432  Plt02'RoomsGP1'RmG045'RotCtl1'RoomTemp1   \n",
       "433           Plt02'RoomsGP1'RmG045'RoomTemp   \n",
       "434           Plt03'RoomsGP3'RmG054'RoomTemp   \n",
       "435           Plt03'RoomsGP3'RmG055'RoomTemp   \n",
       "436           Plt03'RoomsGP3'RmG062'RoomTemp   \n",
       "437             Plt03'RoomsGP3'RmG063'RmTemp   \n",
       "438           Plt03'RoomsGP3'RmG064'RoomTemp   \n",
       "439           Plt03'RoomsGP3'RmG069'RoomTemp   \n",
       "440           Plt03'RoomsGP3'RmG070'RoomTemp   \n",
       "441           Plt03'RoomsGP3'RmG081'RoomTemp   \n",
       "\n",
       "                                         timeseriesIri  \n",
       "385  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "386  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "387  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "388  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "389  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "390  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "391  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "392  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "393  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "394  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "395  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "396  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "397  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "398  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "399  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "400  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "401  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "402  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "403  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "404  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "405  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "406  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "407  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "408  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "409  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "410  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "411  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "412  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "413  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "414  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "415  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "416  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "417  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "418  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "419  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "420  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "421  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "422  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "423  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "424  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "425  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "426  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "427  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "428  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "429  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "430  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "431  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "432  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "433  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "434  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "435  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "436  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "437  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "438  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "439  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "440  https://api.usb.urbanobservatory.ac.uk/api/v2/...  \n",
       "441  https://api.usb.urbanobservatory.ac.uk/api/v2/...  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "usbMetadata[usbMetadata['floor'] == 'G']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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