plot_similarity_score_example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import brickschema\n",
    "import datetime\n",
    "from relaxation_graphs.fast_relaxation_graph import *\n",
    "from evaluation.similarity_score import *\n",
    "import uuid\n",
    "import pickle\n",
    "from rdflib import URIRef, Literal, BNode\n",
    "from queries.mortar import queries as q1\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "font = {'family' : 'sans-serif',\n",
    "        'weight' : 'normal',\n",
    "        'size'   : 32}\n",
    "\n",
    "matplotlib.rc('font', **font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = \"Data - Brick models/acad.ttl\"\n",
    "\n",
    "running_example = \"\"\"SELECT * WHERE {\n",
    " ?sen   rdf:type   brick:Zone_Air_Temperature_Sensor .\n",
    " ?sp    rdf:type   brick:Zone_Air_Temperature_Setpoint .\n",
    " ?ahu   rdf:type   brick:AHU .\n",
    " ?ahu   brick:feeds ?thing .\n",
    " ?thing  brick:hasPoint ?sen .\n",
    " ?thing  brick:hasPoint ?sp .\n",
    "}\"\"\"\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## max_level = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_level = 3\n",
    "print_counter = 3\n",
    "G = get_fast_relaxed_graph(query=running_example, max_level=max_level)\n",
    "already_done_queries = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = brickschema.Graph(load_brick=True)\n",
    "g.load_file(file)\n",
    "g.expand(profile=\"owlrl\")\n",
    "select_statement = running_example.split(\"{\")[0] + \"{\\n\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1920"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_instances = get_total_num_instances(g, 'brick:Equipment') + get_total_num_instances(g, 'brick:Location') + get_total_num_instances(g, 'brick:Point')\n",
    "total_instances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "original_uuid = list(G.nodes())[0]\n",
    "original_query = G.nodes()[original_uuid]['query']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### case 1: all weights=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "scores = {}\n",
    "for idx, node in G.nodes().data():    \n",
    "    relaxed_query = list(node['query'])\n",
    "    score = sim_score(original_query, relaxed_query, g, total_instances)\n",
    "    \n",
    "    level = node['level']\n",
    "    if score in scores:\n",
    "        scores[score].append(relaxed_query)\n",
    "    else:\n",
    "        scores[score] = [relaxed_query]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "score: 1, number of relaxed queries with this score: 9\n",
      "score: 0.9931530184729493, number of relaxed queries with this score: 11\n",
      "score: 0.9125109579037309, number of relaxed queries with this score: 1\n",
      "score: 0.9056916551913571, number of relaxed queries with this score: 7\n",
      "score: 0.9041936020061722, number of relaxed queries with this score: 4\n",
      "score: 0.8994904011590579, number of relaxed queries with this score: 5\n",
      "score: 0.8980026051163585, number of relaxed queries with this score: 1\n",
      "score: 0.8252063379512443, number of relaxed queries with this score: 1\n",
      "score: 0.7681412256571158, number of relaxed queries with this score: 11\n",
      "score: 0.7628817768748756, number of relaxed queries with this score: 6\n",
      "score: 0.695699098086111, number of relaxed queries with this score: 5\n",
      "score: 0.6945483816763435, number of relaxed queries with this score: 1\n",
      "score: 0.6909356592131295, number of relaxed queries with this score: 1\n",
      "score: 0.6617400035965336, number of relaxed queries with this score: 1\n",
      "score: 0, number of relaxed queries with this score: 257\n"
     ]
    }
   ],
   "source": [
    "for score in sorted(list(scores.keys()), reverse = True):\n",
    "    print(\"score: {}, number of relaxed queries with this score: {}\".format(score, len(scores[score])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "results = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']] 1\n",
      "[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']] 1\n",
      "[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']] 1\n",
      "[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint', '?sp']] 1\n",
      "[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']] 1\n",
      "[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']] 1\n",
      "[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']] 1\n",
      "[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint', '?sp']] 1\n",
      "[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']] 1\n"
     ]
    }
   ],
   "source": [
    "max_score = 0\n",
    "count = 0\n",
    "queries_to_print1 = []\n",
    "\n",
    "for score in sorted(list(scores.keys()), reverse = True):\n",
    "    if score > max_score:\n",
    "        max_score = score\n",
    "\n",
    "    for i in scores[score]:\n",
    "        if not str(i) in results:\n",
    "            brick_query = generate_brick_query_from_node(i, select_statement=select_statement)\n",
    "            res = run_brick_query(building_model=g, query=brick_query)\n",
    "            results[str(i)] = res\n",
    "        else:\n",
    "            res = results[str(i)]\n",
    "            \n",
    "        if len(res) > 0:\n",
    "            if not (i, score) in queries_to_print1:\n",
    "                queries_to_print1.append((i, score))\n",
    "            print(res)\n",
    "        print(i, score)\n",
    "\n",
    "    count = len(queries_to_print1)\n",
    "    \n",
    "    if count >= print_counter:\n",
    "        break\n",
    "\n",
    "for q, sc in queries_to_print1:\n",
    "    print(q, sc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### case 2: triple 1,2,3,4 weights = 0.5, triple 5 weight = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# scores2 = {}\n",
    "# for idx, node in G.nodes().data():    \n",
    "#     relaxed_query = list(node['query'])\n",
    "#     score2 = sim_score(original_query, relaxed_query, g, total_instances)\n",
    "    \n",
    "#     if relaxed_query[0][2] == 'brick:Supply_Air_Temperature_Sensor': #1\n",
    "#         score2 = score2*0.5\n",
    "#     if relaxed_query[1][2] == 'brick:Supply_Air_Temperature_Setpoint': #2\n",
    "#         score2 = score2*0.5\n",
    "#     if relaxed_query[2][2] == 'brick:AHU': #3\n",
    "#         score2 = score2*0.5\n",
    "#     if relaxed_query[3][1] == 'brick:feeds': #4\n",
    "#         score2 = score2*0.5\n",
    "    \n",
    "#     if score2 in scores2:\n",
    "#         scores2[score2].append(relaxed_query)\n",
    "#     else:\n",
    "#         scores2[score2] = [relaxed_query]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for score2 in sorted(list(scores2.keys()), reverse = True):\n",
    "#     print(\"score: {}, number of relaxed queries with this score: {}\".format(score2, len(scores2[score2])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# max_score2 = 0\n",
    "# count = 0\n",
    "# queries_to_print2 = []\n",
    "\n",
    "# for score2 in sorted(list(scores2.keys()), reverse = True):\n",
    "#     if score2 > max_score2:\n",
    "#         max_score2 = score2\n",
    "\n",
    "#     for i in scores2[score2]:\n",
    "#         if not str(i) in results:\n",
    "#             brick_query = generate_brick_query_from_node(i, select_statement=select_statement)\n",
    "#             res = run_brick_query(building_model=g, query=brick_query)\n",
    "#             results[str(i)] = res\n",
    "#         else:\n",
    "#             res = results[str(i)]\n",
    "\n",
    "#         if len(res) > 0:\n",
    "#             if not (i, score2) in queries_to_print2:\n",
    "#                 queries_to_print2.append((i, score2))\n",
    "#             print(res)\n",
    "#         print(i, score2)\n",
    "#     count = len(queries_to_print2)\n",
    "    \n",
    "#     if count >= print_counter:\n",
    "#         break\n",
    "\n",
    "# for q, sc in queries_to_print2:\n",
    "#     print(q, sc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### case 3: triple 1,2, weights = 0.1, triples 3,4 weights = 0.5, triple 5 weight = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "scores3 = {}\n",
    "for idx, node in G.nodes().data():    \n",
    "    relaxed_query = list(node['query'])\n",
    "    score3 = sim_score(original_query, relaxed_query, g, total_instances)\n",
    "    \n",
    "    if relaxed_query[0][2] == 'brick:Zone_Air_Temperature_Sensor': #1\n",
    "        score3 = score3*0.1\n",
    "    if relaxed_query[1][2] == 'brick:Zone_Air_Temperature_Setpoint': #2\n",
    "        score3 = score3*0.1\n",
    "    if relaxed_query[2][2] == 'brick:AHU': #3\n",
    "        score3 = score3*0.5\n",
    "    if relaxed_query[3][1] == 'brick:feeds': #4\n",
    "        score3 = score3*0.5\n",
    "    \n",
    "    if score3 in scores3:\n",
    "        scores3[score3].append(relaxed_query)\n",
    "    else:\n",
    "        scores3[score3] = [relaxed_query]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "score: 0.44974520057952894, number of relaxed queries with this score: 1\n",
      "score: 0.34546782960656475, number of relaxed queries with this score: 1\n",
      "score: 0.22487260028976447, number of relaxed queries with this score: 4\n",
      "score: 0.22450065127908964, number of relaxed queries with this score: 1\n",
      "score: 0.07628817768748757, number of relaxed queries with this score: 1\n",
      "score: 0.0695699098086111, number of relaxed queries with this score: 1\n",
      "score: 0.04965765092364747, number of relaxed queries with this score: 4\n",
      "score: 0.04528458275956786, number of relaxed queries with this score: 3\n",
      "score: 0.04520968010030861, number of relaxed queries with this score: 1\n",
      "score: 0.03814408884374378, number of relaxed queries with this score: 5\n",
      "score: 0.03478495490430555, number of relaxed queries with this score: 4\n",
      "score: 0.03472741908381718, number of relaxed queries with this score: 1\n",
      "score: 0.024828825461823734, number of relaxed queries with this score: 7\n",
      "score: 0.022812773947593276, number of relaxed queries with this score: 1\n",
      "score: 0.02264229137978393, number of relaxed queries with this score: 4\n",
      "score: 0.022604840050154305, number of relaxed queries with this score: 3\n",
      "score: 0.02063015844878111, number of relaxed queries with this score: 1\n",
      "score: 0.007681412256571159, number of relaxed queries with this score: 4\n",
      "score: 0.005000000000000001, number of relaxed queries with this score: 4\n",
      "score: 0.0038407061282855794, number of relaxed queries with this score: 7\n",
      "score: 0.0033087000179826682, number of relaxed queries with this score: 1\n",
      "score: 0.0025000000000000005, number of relaxed queries with this score: 5\n",
      "score: 0.0, number of relaxed queries with this score: 257\n"
     ]
    }
   ],
   "source": [
    "for score3 in sorted(list(scores3.keys()), reverse = True):\n",
    "    print(\"score: {}, number of relaxed queries with this score: {}\".format(score3, len(scores3[score3])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2341'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2142'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2346'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2345'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2356'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2343'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2339'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2394A'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2392'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1044'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2120'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2338'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2356'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2394A'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2343'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2363'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2144'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2367'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2362'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2338'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2368'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2377'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2355'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2353'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2233'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2321'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2205'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2217'), 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rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1016'), rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1076')]\n",
      "[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']] 0.22487260028976447\n",
      "[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']] 0.44974520057952894\n",
      "[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:HVAC_Equipment'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']] 0.34546782960656475\n",
      "[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']] 0.22487260028976447\n",
      "[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']] 0.22487260028976447\n",
      "[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint', '?sp']] 0.22487260028976447\n",
      "[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']] 0.22487260028976447\n"
     ]
    }
   ],
   "source": [
    "max_score3 = 0\n",
    "count = 0\n",
    "queries_to_print3 = []\n",
    "\n",
    "for score3 in sorted(list(scores3.keys()), reverse = True):\n",
    "    if score3 > max_score3:\n",
    "        max_score3 = score3\n",
    "\n",
    "    for i in scores3[score3]:\n",
    "        if not str(i) in results:\n",
    "            brick_query = generate_brick_query_from_node(i, select_statement=select_statement)\n",
    "            res = run_brick_query(building_model=g, query=brick_query)\n",
    "            results[str(i)] = res\n",
    "        else:\n",
    "            res = results[str(i)]\n",
    "\n",
    "        if len(res) > 0:\n",
    "            if not (i, score3) in queries_to_print3:\n",
    "                queries_to_print3.append((i, score3))\n",
    "            print(res)\n",
    "        print(i, score3)\n",
    "    count = len(queries_to_print3)\n",
    "    \n",
    "    if count >= print_counter:\n",
    "        break\n",
    "\n",
    "for q, sc in queries_to_print3:\n",
    "    print(q, sc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{\"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1336'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1386'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1360'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1361'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1353'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1381'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1366'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1394'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1333'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1371'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1328'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1354'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1352'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1375'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1384'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1351'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1363'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1324'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1327'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1332'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1027'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1003'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2100EAST'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1013'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2027'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1039'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2047'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1047'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2003'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2059'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1089'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2083'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1059'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2100WEST'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1100A'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1397'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1083'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1069'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2039'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2067'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2075'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2013'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1077'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1307N'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1304'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1306'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1336'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2050'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1123'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1336'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1386'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1360'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1361'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1353'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1381'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1366'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1394'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1333'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1354'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1352'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1375'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1384'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1324'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1116'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1124NE'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1124LB'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1112'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283K'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283Q'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2392'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1044'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2120'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2338'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2362'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2341'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2394A'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2343'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2367A'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2142'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2345'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2356'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2050'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2038'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1336'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1360'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1384'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1336'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2022A'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1064'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2072'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2050'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2038'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1078'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2064'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1123'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1016')],\n",
       " \"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1336'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1386'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1360'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1361'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1353'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1381'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1366'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1394'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1333'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1371'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1328'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1354'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1352'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1375'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1384'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1351'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1324'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1327'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1332'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1027'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1003'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2100EAST'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1089'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1397'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1069'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2067'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2075'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2013'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1116'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1124NE'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1124NW'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1114'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1124LB'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1308'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1307S'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1124W'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1112'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283A'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283G'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283J'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283K'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283L'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2240'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2240A'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2212'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283N'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283O'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283C'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283Q'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1282'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283E'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283H'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2112'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2392'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2362'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2341'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2394A'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2343'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2367A'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2363'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2345'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2356'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2339'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2233'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2072'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2050'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2038'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1078'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2064'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2028'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2074'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1123'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1336'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1386'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1360'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1361'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1353'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1381'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1336'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:HVAC_Equipment'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1115'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:HVAC_Equipment'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1115'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2359'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2207'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:Equipment'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1115'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2142'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1089'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283S'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2200C'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2385'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283G'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1044'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2334'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1283J'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1039'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2328A'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2217'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2359'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1026'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2307A'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1304'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds+', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1363'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:HVAC_Equipment'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2367A'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1363'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint+', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1363'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint+', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1363'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1386'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1397'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1307N'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1116'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1124NW'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1304'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1114'),\n",
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       " \"[['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'], ['?sp', 'rdf:type', 'brick:Temperature_Setpoint'], ['?ahu', 'rdf:type', 'brick:AHU'], ['?ahu', 'brick:feeds', '?thing'], ['?thing', 'brick:hasPoint', '?sen'], ['?thing', 'brick:hasPoint', '?sp']]\": [rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1363'),\n",
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       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2375'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2233'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2385'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2385'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2251'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2207'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2251A'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2353'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2217'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2335'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2335'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2383'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2355'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2359'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2251B'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2321'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2377'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2323'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2359'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2251'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2383'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2205'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2028'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2022'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2100_CENTER_EAST'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1064'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1026'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2100_CENTER_WEST'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2100_CENTER_EAST'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1026'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1078'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1100'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1064'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2072'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2050'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1123'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2038'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2064'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1028'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2074'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2028'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2022'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2034'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2064'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2050'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2038'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2100_CENTER_WEST'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1014'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2072'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2074'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1048'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1078'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2022A'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1076'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1016'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1100'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2034'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1028'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1123'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2048'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1014'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2022A'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM2048'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1048'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1016'),\n",
       "  rdflib.term.URIRef('http://buildsys.org/ontologies/ACAD#VAVRM1076')]}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[([['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint', '?sp']],\n",
       "  1),\n",
       " ([['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint+', '?sp']],\n",
       "  1),\n",
       " ([['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint+', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint', '?sp']],\n",
       "  1),\n",
       " ([['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint+', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint+', '?sp']],\n",
       "  1),\n",
       " ([['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds+', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint', '?sp']],\n",
       "  1),\n",
       " ([['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds+', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint+', '?sp']],\n",
       "  1),\n",
       " ([['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds+', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint+', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint', '?sp']],\n",
       "  1),\n",
       " ([['?sen', 'rdf:type', 'brick:Zone_Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Zone_Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds+', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint+', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint+', '?sp']],\n",
       "  1)]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "queries_to_print1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# queries_to_print2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[([['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds+', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint', '?sp']],\n",
       "  0.44974520057952894),\n",
       " ([['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:HVAC_Equipment'],\n",
       "   ['?ahu', 'brick:feeds', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint', '?sp']],\n",
       "  0.34546782960656475),\n",
       " ([['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint', '?sp']],\n",
       "  0.22487260028976447),\n",
       " ([['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint+', '?sp']],\n",
       "  0.22487260028976447),\n",
       " ([['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Air_Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint+', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint', '?sp']],\n",
       "  0.22487260028976447),\n",
       " ([['?sen', 'rdf:type', 'brick:Air_Temperature_Sensor'],\n",
       "   ['?sp', 'rdf:type', 'brick:Temperature_Setpoint'],\n",
       "   ['?ahu', 'rdf:type', 'brick:AHU'],\n",
       "   ['?ahu', 'brick:feeds', '?thing'],\n",
       "   ['?thing', 'brick:hasPoint', '?sen'],\n",
       "   ['?thing', 'brick:hasPoint', '?sp']],\n",
       "  0.22487260028976447)]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "queries_to_print3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:root] *",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}