Assignment_PartA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9efb3e06",
   "metadata": {},
   "source": [
    "## Assignment 3 Part A"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31d852fc",
   "metadata": {},
   "source": [
    "### Task 1. MongoDB Data Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28a60dbf",
   "metadata": {},
   "source": [
    "Below is an example of how the database schema will look like."
   ]
  },
  {
   "cell_type": "raw",
   "id": "c484d5cd",
   "metadata": {},
   "source": [
    "Climate document for date \"12/12/2022\":\n",
    "{'GHI': 123,\n",
    " '_id': ClimateId('3262'),\n",
    " 'air_temperature': 19,\n",
    " 'date': '2022-12-12T00:00:00',\n",
    " 'hotspots': [HotspotId('8888'), HotspotId('2738'), HotspotId('0291')],\n",
    " 'max_wind_speed': 12.0,\n",
    " 'prec_type': 'I',\n",
    " 'prec_val': 0.0,\n",
    " 'precipitation': ' 0.00I',\n",
    " 'relative_humidity': 55.3,\n",
    " 'station': 948702,\n",
    " 'windspeed_knots': 6.2}\n",
    " \n",
    " \n",
    " Hotspot documents within the \"hotspots\" array:\n",
    " {'_id': HotspotId('8888'),\n",
    " 'confidence': 37,\n",
    " 'date': '2022-12-12T00:00:00',\n",
    " 'datetime': '2022-12-12T06:44:23',\n",
    " 'latitude': -37.273,\n",
    " 'longitude': 142.25,\n",
    " 'surface_temperature': 32}\n",
    " \n",
    " {'_id': HotspotId('2738'),\n",
    " 'confidence': 56,\n",
    " 'date': '2022-12-12T00:00:00',\n",
    " 'datetime': '2022-12-12T14:23:01',\n",
    " 'latitude': -37.703,\n",
    " 'longitude': 145.35,\n",
    " 'surface_temperature': 45}\n",
    " \n",
    " {'_id': HotspotId('0291'),\n",
    " 'confidence': 29,\n",
    " 'date': '2022-12-12T00:00:00',\n",
    " 'datetime': '2022-12-12T19:21:08',\n",
    " 'latitude': -38.903,\n",
    " 'longitude': 145.26,\n",
    " 'surface_temperature': 27}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "885c9237",
   "metadata": {},
   "source": [
    "For my data model, I decided to use a referencing data schema by using the \"date\" attribute as the primary key. Since MongoDB has a limited storage capacity, this schema will use the memory efficiently as it references the other collection rather than containing both collections within one. It will also allow for more flexibility during querying. All documents in the climate collection will contain a new field \"hotspots\" that contains an array of hotspot object IDs with the same date as the climate entry. If users would like to only query climate data, then the schema will only return climate data, rather than climate data with hotspot data embedded within it. For example, one of the queries below only requires hotspot data to be returned. The schema will thus only query the hotspot collection and return hotspot data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97090eb1",
   "metadata": {},
   "source": [
    "### Task 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "07a7a50b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import csv\n",
    "from pprint import pprint\n",
    "import pymongo\n",
    "from pymongo import MongoClient\n",
    "import dateutil.parser as parser \n",
    "\n",
    "client = MongoClient(\"118.139.86.28\", 27017)\n",
    "db = client.fit3182_assignment_db\n",
    "climate = db.climate\n",
    "hotspot = db.hotspot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "065f5a2d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#reading the csv files\n",
    "with open (\"climate_historic.csv\", \"r\") as file:\n",
    "    climate_file = file.readlines()\n",
    "    climate_file = [line.strip() for line in climate_file]\n",
    "    for i in range(len(climate_file)):\n",
    "        climate_file[i] = climate_file[i].split(\",\")\n",
    "\n",
    "\n",
    "with open (\"hotspot_historic.csv\", \"r\") as file:\n",
    "    hotspot_file = file.readlines()\n",
    "    hotspot_file = [line.strip() for line in hotspot_file]\n",
    "    for i in range(len(hotspot_file)):\n",
    "        hotspot_file[i] = hotspot_file[i].split(\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "59cc816b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def convertDate(date):\n",
    "    newDate = parser.parse(date)\n",
    "    return newDate.isoformat()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5acd3ecc",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#create documents for climate collection\n",
    "def create_climate(col):\n",
    "    for i in range(1,len(climate_file)): \n",
    "        #create the document\n",
    "        climate_record = {\n",
    "            \"station\": int(climate_file[i][0]),\n",
    "            \"date\": convertDate(climate_file[i][1]),\n",
    "            \"air_temperature\": int(climate_file[i][2]),\n",
    "            \"relative_humidity\": float(climate_file[i][3]),\n",
    "            \"windspeed_knots\": float(climate_file[i][4]),\n",
    "            \"max_wind_speed\": float(climate_file[i][5]),\n",
    "            \"precipitation\": climate_file[i][6],\n",
    "            \"prec_val\": float(climate_file[i][6][1:5]),\n",
    "            \"prec_type\": climate_file[i][6][5],\n",
    "            \"GHI\": int(climate_file[i][7]),\n",
    "            \"hotspots\": []\n",
    "        }\n",
    "        col.insert_one(climate_record)\n",
    "        \n",
    "create_climate(climate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7f9dd045",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def create_hotspot(col):\n",
    "    for i in range(1,len(hotspot_file)):\n",
    "        hotspot_record = {\n",
    "            \"latitude\": float(hotspot_file[i][0]),\n",
    "            \"longitude\": float(hotspot_file[i][1]),\n",
    "            \"datetime\": convertDate(hotspot_file[i][2]),\n",
    "            \"confidence\": int(hotspot_file[i][3]),\n",
    "            \"date\": convertDate(hotspot_file[i][4]),\n",
    "            \"surface_temperature\": int(hotspot_file[i][5])\n",
    "        }\n",
    "        col.insert_one(hotspot_record)\n",
    "        \n",
    "create_hotspot(hotspot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "08236ca3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#climate_dates contains all the dates in the climate collection\n",
    "climate_dates = []\n",
    "for i in range(1, len(climate_file)):\n",
    "    climate_dates.append(convertDate(climate_file[i][1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "35cdc924",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "for date in climate_dates:\n",
    "    \n",
    "    hp = []\n",
    "    hotspotObj = hotspot.find({\"date\": date},{\"_id\"})\n",
    "    \n",
    "    for h in hotspotObj:\n",
    "        hp.append(h)\n",
    "    climate.update_one({\"date\":date},{\"$set\":{\"hotspots\":hp}})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2795cd3",
   "metadata": {},
   "source": [
    "#### Queries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b3cb4383",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Question a\n",
    "a = climate.find({\"date\": \"2022-12-12T00:00:00\"})\n",
    "for doc in a:\n",
    "    pprint(doc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "66a77c28",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      " 'confidence': 78,\n",
      " 'latitude': -37.966,\n",
      " 'longitude': 145.051,\n",
      " 'surface_temperature': 68}\n",
      "{'_id': ObjectId('647df1acb741191561dd0580'),\n",
      " 'confidence': 86,\n",
      " 'latitude': -35.543,\n",
      " 'longitude': 143.316,\n",
      " 'surface_temperature': 67}\n",
      "{'_id': ObjectId('647df1acb741191561dd0587'),\n",
      " 'confidence': 93,\n",
      " 'latitude': -37.875,\n",
      " 'longitude': 142.51,\n",
      " 'surface_temperature': 73}\n",
      "{'_id': ObjectId('647df1acb741191561dd0589'),\n",
      " 'confidence': 95,\n",
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      "{'_id': ObjectId('647df1aeb741191561dd0720'),\n",
      " 'confidence': 100,\n",
      " 'latitude': -38.4349,\n",
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      " 'latitude': -37.9047,\n",
      " 'longitude': 141.0945,\n",
      " 'surface_temperature': 90}\n",
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      "{'_id': ObjectId('647df1b9b741191561dd0f75'),\n",
      " 'confidence': 97,\n",
      " 'latitude': -37.9247,\n",
      " 'longitude': 142.8999,\n",
      " 'surface_temperature': 81}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0f7d'),\n",
      " 'confidence': 97,\n",
      " 'latitude': -35.0805,\n",
      " 'longitude': 142.4642,\n",
      " 'surface_temperature': 81}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0f8a'),\n",
      " 'confidence': 71,\n",
      " 'latitude': -37.522,\n",
      " 'longitude': 143.3874,\n",
      " 'surface_temperature': 73}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0f8b'),\n",
      " 'confidence': 91,\n",
      " 'latitude': -38.0674,\n",
      " 'longitude': 142.965,\n",
      " 'surface_temperature': 68}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0f8c'),\n",
      " 'confidence': 92,\n",
      " 'latitude': -38.0715,\n",
      " 'longitude': 142.9591,\n",
      " 'surface_temperature': 70}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0f8d'),\n",
      " 'confidence': 100,\n",
      " 'latitude': -38.0693,\n",
      " 'longitude': 142.9722,\n",
      " 'surface_temperature': 89}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0f97'),\n",
      " 'confidence': 82,\n",
      " 'latitude': -37.8973,\n",
      " 'longitude': 143.4754,\n",
      " 'surface_temperature': 65}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0f99'),\n",
      " 'confidence': 95,\n",
      " 'latitude': -37.7805,\n",
      " 'longitude': 143.5003,\n",
      " 'surface_temperature': 75}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0f9c'),\n",
      " 'confidence': 95,\n",
      " 'latitude': -37.8774,\n",
      " 'longitude': 145.8213,\n",
      " 'surface_temperature': 77}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0f9e'),\n",
      " 'confidence': 100,\n",
      " 'latitude': -37.8881,\n",
      " 'longitude': 145.8229,\n",
      " 'surface_temperature': 99}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fa5'),\n",
      " 'confidence': 96,\n",
      " 'latitude': -37.6622,\n",
      " 'longitude': 142.1001,\n",
      " 'surface_temperature': 79}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fa8'),\n",
      " 'confidence': 90,\n",
      " 'latitude': -37.4523,\n",
      " 'longitude': 147.0175,\n",
      " 'surface_temperature': 66}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fae'),\n",
      " 'confidence': 98,\n",
      " 'latitude': -37.4261,\n",
      " 'longitude': 147.0323,\n",
      " 'surface_temperature': 83}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0faf'),\n",
      " 'confidence': 100,\n",
      " 'latitude': -37.3949,\n",
      " 'longitude': 147.0175,\n",
      " 'surface_temperature': 91}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fb3'),\n",
      " 'confidence': 92,\n",
      " 'latitude': -37.6625,\n",
      " 'longitude': 144.287,\n",
      " 'surface_temperature': 70}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fba'),\n",
      " 'confidence': 97,\n",
      " 'latitude': -37.0155,\n",
      " 'longitude': 148.1432,\n",
      " 'surface_temperature': 80}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fbc'),\n",
      " 'confidence': 94,\n",
      " 'latitude': -36.7152,\n",
      " 'longitude': 141.3853,\n",
      " 'surface_temperature': 74}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fc8'),\n",
      " 'confidence': 90,\n",
      " 'latitude': -34.357,\n",
      " 'longitude': 141.5361,\n",
      " 'surface_temperature': 67}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fc9'),\n",
      " 'confidence': 93,\n",
      " 'latitude': -34.3539,\n",
      " 'longitude': 141.5547,\n",
      " 'surface_temperature': 72}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fca'),\n",
      " 'confidence': 90,\n",
      " 'latitude': -36.9939,\n",
      " 'longitude': 148.2244,\n",
      " 'surface_temperature': 68}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fcc'),\n",
      " 'confidence': 95,\n",
      " 'latitude': -36.9959,\n",
      " 'longitude': 148.2118,\n",
      " 'surface_temperature': 75}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fcd'),\n",
      " 'confidence': 89,\n",
      " 'latitude': -34.3654,\n",
      " 'longitude': 141.543,\n",
      " 'surface_temperature': 65}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fd0'),\n",
      " 'confidence': 96,\n",
      " 'latitude': -34.3554,\n",
      " 'longitude': 141.5413,\n",
      " 'surface_temperature': 79}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fd1'),\n",
      " 'confidence': 94,\n",
      " 'latitude': -34.3555,\n",
      " 'longitude': 141.5495,\n",
      " 'surface_temperature': 75}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fd5'),\n",
      " 'confidence': 84,\n",
      " 'latitude': -37.0193,\n",
      " 'longitude': 148.1459,\n",
      " 'surface_temperature': 71}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fd6'),\n",
      " 'confidence': 100,\n",
      " 'latitude': -37.4229,\n",
      " 'longitude': 147.027,\n",
      " 'surface_temperature': 99}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fd7'),\n",
      " 'confidence': 80,\n",
      " 'latitude': -37.0055,\n",
      " 'longitude': 148.1582,\n",
      " 'surface_temperature': 68}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fd8'),\n",
      " 'confidence': 85,\n",
      " 'latitude': -37.4128,\n",
      " 'longitude': 147.0242,\n",
      " 'surface_temperature': 98}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fdb'),\n",
      " 'confidence': 94,\n",
      " 'latitude': -37.2284,\n",
      " 'longitude': 147.9187,\n",
      " 'surface_temperature': 73}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fdc'),\n",
      " 'confidence': 97,\n",
      " 'latitude': -37.6572,\n",
      " 'longitude': 142.0703,\n",
      " 'surface_temperature': 80}\n"
     ]
    }
   ],
   "source": [
    "#Question b\n",
    "b = hotspot.find({\"surface_temperature\":{\"$gte\":65,\"$lte\":100}},\\\n",
    "                     {\"latitude\", \"longitude\",\"surface_temperature\",\"confidence\"})\n",
    "for doc in b:\n",
    "    pprint(doc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1521b85e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'air_temperature': 18,\n",
      " 'date': '2022-12-16T00:00:00',\n",
      " 'fires': [{'surface_temperature': 43},\n",
      "           {'surface_temperature': 33},\n",
      "           {'surface_temperature': 54},\n",
      "           {'surface_temperature': 73},\n",
      "           {'surface_temperature': 55},\n",
      "           {'surface_temperature': 75},\n",
      "           {'surface_temperature': 55},\n",
      "           {'surface_temperature': 66},\n",
      "           {'surface_temperature': 56},\n",
      "           {'surface_temperature': 60},\n",
      "           {'surface_temperature': 73},\n",
      "           {'surface_temperature': 48},\n",
      "           {'surface_temperature': 55},\n",
      "           {'surface_temperature': 64},\n",
      "           {'surface_temperature': 57}],\n",
      " 'max_wind_speed': 13.0,\n",
      " 'relative_humidity': 53.7}\n",
      "43\n",
      "{'air_temperature': 18,\n",
      " 'date': '2022-12-15T00:00:00',\n",
      " 'fires': [{'surface_temperature': 42},\n",
      "           {'surface_temperature': 36},\n",
      "           {'surface_temperature': 38},\n",
      "           {'surface_temperature': 40}],\n",
      " 'max_wind_speed': 14.0,\n",
      " 'relative_humidity': 52.0}\n",
      "42\n"
     ]
    }
   ],
   "source": [
    "#Question c\n",
    "c = climate.aggregate([{\"$lookup\":\n",
    "                       {\"from\":\"hotspot\",\n",
    "                       \"localField\":\"date\",\n",
    "                       \"foreignField\":\"date\",\n",
    "                       \"as\": \"fires\"}},\\\n",
    "                      {\"$match\":{\"$or\":[{\"date\":\"2022-12-15T00:00:00\"},\n",
    "                                        {\"date\":\"2022-12-16T00:00:00\"}]}},\n",
    "                      {\"$project\":{\"_id\":0, \"date\":1, \"relative_humidity\":1,\"air_temperature\":1, \n",
    "                                   \"max_wind_speed\":1, \"fires.surface_temperature\":1}}])\n",
    "\n",
    "for doc in c:\n",
    "    pprint(doc)\n",
    "    print(doc[\"fires\"][0][\"surface_temperature\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e0808a31",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'air_temperature': 28,\n",
      " 'fires': [{'confidence': 78,\n",
      "            'datetime': '2022-12-27T04:16:51',\n",
      "            'surface_temperature': 68},\n",
      "           {'confidence': 82,\n",
      "            'datetime': '2022-12-27T00:02:15',\n",
      "            'surface_temperature': 63},\n",
      "           {'confidence': 67,\n",
      "            'datetime': '2022-12-27T00:02:15',\n",
      "            'surface_temperature': 53},\n",
      "           {'confidence': 86,\n",
      "            'datetime': '2022-12-27T00:02:14',\n",
      "            'surface_temperature': 67}]}\n",
      "{'air_temperature': 17,\n",
      " 'fires': [{'confidence': 80,\n",
      "            'datetime': '2022-12-25T04:29:08',\n",
      "            'surface_temperature': 54}]}\n",
      "{'air_temperature': 18,\n",
      " 'fires': [{'confidence': 94,\n",
      "            'datetime': '2022-12-16T15:38:39',\n",
      "            'surface_temperature': 43},\n",
      "           {'confidence': 69,\n",
      "            'datetime': '2022-12-16T15:38:39',\n",
      "            'surface_temperature': 33},\n",
      "           {'confidence': 62,\n",
      "            'datetime': '2022-12-16T04:35:15',\n",
      "            'surface_temperature': 54},\n",
      "           {'confidence': 93,\n",
      "            'datetime': '2022-12-16T04:35:13',\n",
      "            'surface_temperature': 73},\n",
      "           {'confidence': 84,\n",
      "            'datetime': '2022-12-16T04:34:58',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 95,\n",
      "            'datetime': '2022-12-16T04:34:58',\n",
      "            'surface_temperature': 75},\n",
      "           {'confidence': 59,\n",
      "            'datetime': '2022-12-16T04:34:57',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 90,\n",
      "            'datetime': '2022-12-16T04:34:57',\n",
      "            'surface_temperature': 66},\n",
      "           {'confidence': 75,\n",
      "            'datetime': '2022-12-16T04:34:57',\n",
      "            'surface_temperature': 56},\n",
      "           {'confidence': 79,\n",
      "            'datetime': '2022-12-16T04:34:57',\n",
      "            'surface_temperature': 60},\n",
      "           {'confidence': 93,\n",
      "            'datetime': '2022-12-16T00:21:12',\n",
      "            'surface_temperature': 73},\n",
      "           {'confidence': 60,\n",
      "            'datetime': '2022-12-16T00:21:11',\n",
      "            'surface_temperature': 48},\n",
      "           {'confidence': 82,\n",
      "            'datetime': '2022-12-16T00:21:11',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 82,\n",
      "            'datetime': '2022-12-16T00:20:53',\n",
      "            'surface_temperature': 64},\n",
      "           {'confidence': 53,\n",
      "            'datetime': '2022-12-16T00:20:53',\n",
      "            'surface_temperature': 57}]}\n",
      "{'air_temperature': 18,\n",
      " 'fires': [{'confidence': 92,\n",
      "            'datetime': '2022-12-15T13:17:17',\n",
      "            'surface_temperature': 42},\n",
      "           {'confidence': 78,\n",
      "            'datetime': '2022-12-15T13:17:17',\n",
      "            'surface_temperature': 36},\n",
      "           {'confidence': 51,\n",
      "            'datetime': '2022-12-15T13:17:17',\n",
      "            'surface_temperature': 38},\n",
      "           {'confidence': 65,\n",
      "            'datetime': '2022-12-15T01:16:23',\n",
      "            'surface_temperature': 40}]}\n",
      "{'air_temperature': 17,\n",
      " 'fires': [{'confidence': 92,\n",
      "            'datetime': '2022-12-14T04:47:25',\n",
      "            'surface_temperature': 70}]}\n",
      "{'air_temperature': 28,\n",
      " 'fires': [{'confidence': 83,\n",
      "            'datetime': '2022-12-13T04:04:19',\n",
      "            'surface_temperature': 60}]}\n",
      "{'air_temperature': 17,\n",
      " 'fires': [{'confidence': 87,\n",
      "            'datetime': '2022-12-09T00:14:34',\n",
      "            'surface_temperature': 61},\n",
      "           {'confidence': 81,\n",
      "            'datetime': '2022-12-09T00:14:34',\n",
      "            'surface_temperature': 54},\n",
      "           {'confidence': 84,\n",
      "            'datetime': '2022-12-09T00:14:33',\n",
      "            'surface_temperature': 58},\n",
      "           {'confidence': 86,\n",
      "            'datetime': '2022-12-09T00:14:33',\n",
      "            'surface_temperature': 60}]}\n",
      "{'air_temperature': 15,\n",
      " 'fires': [{'confidence': 77,\n",
      "            'datetime': '2022-12-08T13:11:44',\n",
      "            'surface_temperature': 36},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-12-08T13:11:44',\n",
      "            'surface_temperature': 54},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-12-08T13:11:44',\n",
      "            'surface_temperature': 71},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-12-08T13:11:43',\n",
      "            'surface_temperature': 52},\n",
      "           {'confidence': 56,\n",
      "            'datetime': '2022-12-08T13:11:43',\n",
      "            'surface_temperature': 40}]}\n",
      "{'air_temperature': 26,\n",
      " 'fires': [{'confidence': 52,\n",
      "            'datetime': '2022-11-30T23:25:57',\n",
      "            'surface_temperature': 47},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-11-30T15:38:36',\n",
      "            'surface_temperature': 53},\n",
      "           {'confidence': 51,\n",
      "            'datetime': '2022-11-30T15:38:36',\n",
      "            'surface_temperature': 42},\n",
      "           {'confidence': 64,\n",
      "            'datetime': '2022-11-30T15:38:36',\n",
      "            'surface_temperature': 42},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-11-30T15:38:35',\n",
      "            'surface_temperature': 54},\n",
      "           {'confidence': 69,\n",
      "            'datetime': '2022-11-30T15:38:35',\n",
      "            'surface_temperature': 35},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-11-30T15:38:35',\n",
      "            'surface_temperature': 49},\n",
      "           {'confidence': 61,\n",
      "            'datetime': '2022-11-30T15:38:32',\n",
      "            'surface_temperature': 31},\n",
      "           {'confidence': 62,\n",
      "            'datetime': '2022-11-30T12:22:15',\n",
      "            'surface_temperature': 33},\n",
      "           {'confidence': 64,\n",
      "            'datetime': '2022-11-30T12:22:15',\n",
      "            'surface_temperature': 32},\n",
      "           {'confidence': 84,\n",
      "            'datetime': '2022-11-30T12:22:15',\n",
      "            'surface_temperature': 38},\n",
      "           {'confidence': 81,\n",
      "            'datetime': '2022-11-30T12:22:15',\n",
      "            'surface_temperature': 42},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-11-30T12:22:15',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-11-30T12:22:15',\n",
      "            'surface_temperature': 65},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-11-30T12:22:14',\n",
      "            'surface_temperature': 71},\n",
      "           {'confidence': 84,\n",
      "            'datetime': '2022-11-30T04:35:00',\n",
      "            'surface_temperature': 59},\n",
      "           {'confidence': 73,\n",
      "            'datetime': '2022-11-30T04:35:00',\n",
      "            'surface_temperature': 50},\n",
      "           {'confidence': 98,\n",
      "            'datetime': '2022-11-30T04:34:57',\n",
      "            'surface_temperature': 83},\n",
      "           {'confidence': 81,\n",
      "            'datetime': '2022-11-30T04:34:57',\n",
      "            'surface_temperature': 57},\n",
      "           {'confidence': 84,\n",
      "            'datetime': '2022-11-30T04:34:57',\n",
      "            'surface_temperature': 61},\n",
      "           {'confidence': 99,\n",
      "            'datetime': '2022-11-30T04:34:57',\n",
      "            'surface_temperature': 86},\n",
      "           {'confidence': 69,\n",
      "            'datetime': '2022-11-30T04:34:57',\n",
      "            'surface_temperature': 48},\n",
      "           {'confidence': 60,\n",
      "            'datetime': '2022-11-30T00:21:00',\n",
      "            'surface_temperature': 42},\n",
      "           {'confidence': 83,\n",
      "            'datetime': '2022-11-30T00:20:53',\n",
      "            'surface_temperature': 58},\n",
      "           {'confidence': 87,\n",
      "            'datetime': '2022-11-30T00:20:53',\n",
      "            'surface_temperature': 63},\n",
      "           {'confidence': 95,\n",
      "            'datetime': '2022-11-30T00:20:53',\n",
      "            'surface_temperature': 76},\n",
      "           {'confidence': 81,\n",
      "            'datetime': '2022-11-30T00:20:53',\n",
      "            'surface_temperature': 56},\n",
      "           {'confidence': 73,\n",
      "            'datetime': '2022-11-30T00:20:53',\n",
      "            'surface_temperature': 51},\n",
      "           {'confidence': 81,\n",
      "            'datetime': '2022-11-30T00:20:53',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 69,\n",
      "            'datetime': '2022-11-30T00:20:53',\n",
      "            'surface_temperature': 50},\n",
      "           {'confidence': 64,\n",
      "            'datetime': '2022-11-30T00:20:49',\n",
      "            'surface_temperature': 41}]}\n",
      "{'air_temperature': 28,\n",
      " 'fires': [{'confidence': 53,\n",
      "            'datetime': '2022-11-29T13:17:24',\n",
      "            'surface_temperature': 38},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-11-29T13:17:24',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 68,\n",
      "            'datetime': '2022-11-29T13:17:24',\n",
      "            'surface_temperature': 43},\n",
      "           {'confidence': 52,\n",
      "            'datetime': '2022-11-29T03:53:16',\n",
      "            'surface_temperature': 54},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-11-29T03:52:10',\n",
      "            'surface_temperature': 87},\n",
      "           {'confidence': 64,\n",
      "            'datetime': '2022-11-29T03:52:10',\n",
      "            'surface_temperature': 44},\n",
      "           {'confidence': 97,\n",
      "            'datetime': '2022-11-29T03:52:10',\n",
      "            'surface_temperature': 80},\n",
      "           {'confidence': 99,\n",
      "            'datetime': '2022-11-29T03:52:10',\n",
      "            'surface_temperature': 84}]}\n",
      "{'air_temperature': 24,\n",
      " 'fires': [{'confidence': 84,\n",
      "            'datetime': '2022-11-23T04:28:59',\n",
      "            'surface_temperature': 60},\n",
      "           {'confidence': 93,\n",
      "            'datetime': '2022-11-23T04:28:59',\n",
      "            'surface_temperature': 73},\n",
      "           {'confidence': 68,\n",
      "            'datetime': '2022-11-23T00:15:12',\n",
      "            'surface_temperature': 46},\n",
      "           {'confidence': 63,\n",
      "            'datetime': '2022-11-23T00:14:47',\n",
      "            'surface_temperature': 60},\n",
      "           {'confidence': 70,\n",
      "            'datetime': '2022-11-23T00:14:24',\n",
      "            'surface_temperature': 55}]}\n",
      "{'air_temperature': 23,\n",
      " 'fires': [{'confidence': 84,\n",
      "            'datetime': '2022-11-22T03:46:00',\n",
      "            'surface_temperature': 59},\n",
      "           {'confidence': 88,\n",
      "            'datetime': '2022-11-22T03:46:00',\n",
      "            'surface_temperature': 64}]}\n",
      "{'air_temperature': 24,\n",
      " 'fires': [{'confidence': 85,\n",
      "            'datetime': '2022-11-21T00:27:21',\n",
      "            'surface_temperature': 59}]}\n",
      "{'air_temperature': 28,\n",
      " 'fires': [{'confidence': 87,\n",
      "            'datetime': '2022-11-14T04:35:04',\n",
      "            'surface_temperature': 65},\n",
      "           {'confidence': 64,\n",
      "            'datetime': '2022-11-14T00:21:26',\n",
      "            'surface_temperature': 45},\n",
      "           {'confidence': 64,\n",
      "            'datetime': '2022-11-14T00:21:07',\n",
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      "            'surface_temperature': 52},\n",
      "           {'confidence': 88,\n",
      "            'datetime': '2022-03-28T04:28:30',\n",
      "            'surface_temperature': 63},\n",
      "           {'confidence': 87,\n",
      "            'datetime': '2022-03-28T04:28:30',\n",
      "            'surface_temperature': 62},\n",
      "           {'confidence': 79,\n",
      "            'datetime': '2022-03-28T04:28:00',\n",
      "            'surface_temperature': 52},\n",
      "           {'confidence': 97,\n",
      "            'datetime': '2022-03-28T04:27:40',\n",
      "            'surface_temperature': 80},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-28T04:27:20',\n",
      "            'surface_temperature': 107},\n",
      "           {'confidence': 77,\n",
      "            'datetime': '2022-03-28T04:27:20',\n",
      "            'surface_temperature': 50},\n",
      "           {'confidence': 76,\n",
      "            'datetime': '2022-03-28T04:27:20',\n",
      "            'surface_temperature': 49},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-28T04:27:10',\n",
      "            'surface_temperature': 108},\n",
      "           {'confidence': 82,\n",
      "            'datetime': '2022-03-28T04:27:00',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 99,\n",
      "            'datetime': '2022-03-28T04:27:00',\n",
      "            'surface_temperature': 86},\n",
      "           {'confidence': 77,\n",
      "            'datetime': '2022-03-28T04:27:00',\n",
      "            'surface_temperature': 50},\n",
      "           {'confidence': 76,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 50},\n",
      "           {'confidence': 81,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 80,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 53},\n",
      "           {'confidence': 83,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 57},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 90},\n",
      "           {'confidence': 63,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 48},\n",
      "           {'confidence': 72,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 46},\n",
      "           {'confidence': 87,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 62},\n",
      "           {'confidence': 97,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 81},\n",
      "           {'confidence': 85,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 59},\n",
      "           {'confidence': 88,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 63},\n",
      "           {'confidence': 87,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 62},\n",
      "           {'confidence': 84,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 58},\n",
      "           {'confidence': 73,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 51},\n",
      "           {'confidence': 79,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 52},\n",
      "           {'confidence': 69,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 46},\n",
      "           {'confidence': 97,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 81},\n",
      "           {'confidence': 78,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 51},\n",
      "           {'confidence': 83,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 57},\n",
      "           {'confidence': 78,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 51},\n",
      "           {'confidence': 85,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 60},\n",
      "           {'confidence': 55,\n",
      "            'datetime': '2022-03-28T04:26:50',\n",
      "            'surface_temperature': 54}]}\n",
      "{'air_temperature': 23,\n",
      " 'fires': [{'confidence': 74,\n",
      "            'datetime': '2022-03-26T04:47:20',\n",
      "            'surface_temperature': 48},\n",
      "           {'confidence': 74,\n",
      "            'datetime': '2022-03-26T04:43:40',\n",
      "            'surface_temperature': 48},\n",
      "           {'confidence': 81,\n",
      "            'datetime': '2022-03-26T04:43:20',\n",
      "            'surface_temperature': 54},\n",
      "           {'confidence': 68,\n",
      "            'datetime': '2022-03-26T04:41:10',\n",
      "            'surface_temperature': 44},\n",
      "           {'confidence': 80,\n",
      "            'datetime': '2022-03-26T04:40:50',\n",
      "            'surface_temperature': 53},\n",
      "           {'confidence': 75,\n",
      "            'datetime': '2022-03-26T04:40:10',\n",
      "            'surface_temperature': 49},\n",
      "           {'confidence': 81,\n",
      "            'datetime': '2022-03-26T04:39:50',\n",
      "            'surface_temperature': 54},\n",
      "           {'confidence': 71,\n",
      "            'datetime': '2022-03-26T04:39:10',\n",
      "            'surface_temperature': 73},\n",
      "           {'confidence': 91,\n",
      "            'datetime': '2022-03-26T04:39:10',\n",
      "            'surface_temperature': 68},\n",
      "           {'confidence': 92,\n",
      "            'datetime': '2022-03-26T04:39:10',\n",
      "            'surface_temperature': 70},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-26T04:39:10',\n",
      "            'surface_temperature': 89},\n",
      "           {'confidence': 82,\n",
      "            'datetime': '2022-03-26T04:39:10',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 87,\n",
      "            'datetime': '2022-03-26T04:39:10',\n",
      "            'surface_temperature': 62},\n",
      "           {'confidence': 60,\n",
      "            'datetime': '2022-03-26T04:39:10',\n",
      "            'surface_temperature': 50},\n",
      "           {'confidence': 84,\n",
      "            'datetime': '2022-03-26T04:39:10',\n",
      "            'surface_temperature': 58},\n",
      "           {'confidence': 67,\n",
      "            'datetime': '2022-03-26T04:39:10',\n",
      "            'surface_temperature': 44},\n",
      "           {'confidence': 74,\n",
      "            'datetime': '2022-03-26T04:39:10',\n",
      "            'surface_temperature': 48}]}\n",
      "{'air_temperature': 23,\n",
      " 'fires': [{'confidence': 76,\n",
      "            'datetime': '2022-03-25T04:03:10',\n",
      "            'surface_temperature': 49},\n",
      "           {'confidence': 62,\n",
      "            'datetime': '2022-03-25T04:03:10',\n",
      "            'surface_temperature': 54},\n",
      "           {'confidence': 78,\n",
      "            'datetime': '2022-03-25T03:59:50',\n",
      "            'surface_temperature': 52},\n",
      "           {'confidence': 82,\n",
      "            'datetime': '2022-03-25T03:59:50',\n",
      "            'surface_temperature': 65},\n",
      "           {'confidence': 87,\n",
      "            'datetime': '2022-03-25T03:58:10',\n",
      "            'surface_temperature': 62},\n",
      "           {'confidence': 95,\n",
      "            'datetime': '2022-03-25T03:58:10',\n",
      "            'surface_temperature': 75},\n",
      "           {'confidence': 85,\n",
      "            'datetime': '2022-03-25T03:57:10',\n",
      "            'surface_temperature': 59},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-25T03:57:10',\n",
      "            'surface_temperature': 111},\n",
      "           {'confidence': 95,\n",
      "            'datetime': '2022-03-25T03:57:10',\n",
      "            'surface_temperature': 77},\n",
      "           {'confidence': 75,\n",
      "            'datetime': '2022-03-25T03:56:50',\n",
      "            'surface_temperature': 49},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-25T03:56:40',\n",
      "            'surface_temperature': 99},\n",
      "           {'confidence': 73,\n",
      "            'datetime': '2022-03-25T03:56:40',\n",
      "            'surface_temperature': 49},\n",
      "           {'confidence': 57,\n",
      "            'datetime': '2022-03-25T03:56:40',\n",
      "            'surface_temperature': 57}]}\n",
      "{'air_temperature': 24,\n",
      " 'fires': [{'confidence': 85,\n",
      "            'datetime': '2022-03-19T04:39:50',\n",
      "            'surface_temperature': 60},\n",
      "           {'confidence': 58,\n",
      "            'datetime': '2022-03-19T04:39:20',\n",
      "            'surface_temperature': 54},\n",
      "           {'confidence': 96,\n",
      "            'datetime': '2022-03-19T04:39:20',\n",
      "            'surface_temperature': 79},\n",
      "           {'confidence': 63,\n",
      "            'datetime': '2022-03-19T04:39:20',\n",
      "            'surface_temperature': 54},\n",
      "           {'confidence': 64,\n",
      "            'datetime': '2022-03-19T04:36:00',\n",
      "            'surface_temperature': 58},\n",
      "           {'confidence': 90,\n",
      "            'datetime': '2022-03-19T04:36:00',\n",
      "            'surface_temperature': 66},\n",
      "           {'confidence': 59,\n",
      "            'datetime': '2022-03-19T04:35:00',\n",
      "            'surface_temperature': 56},\n",
      "           {'confidence': 60,\n",
      "            'datetime': '2022-03-19T04:33:50',\n",
      "            'surface_temperature': 51},\n",
      "           {'confidence': 61,\n",
      "            'datetime': '2022-03-19T04:33:30',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 53,\n",
      "            'datetime': '2022-03-19T04:33:30',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 61,\n",
      "            'datetime': '2022-03-19T04:33:10',\n",
      "            'surface_temperature': 50},\n",
      "           {'confidence': 98,\n",
      "            'datetime': '2022-03-19T04:33:00',\n",
      "            'surface_temperature': 83},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-19T04:32:50',\n",
      "            'surface_temperature': 91},\n",
      "           {'confidence': 84,\n",
      "            'datetime': '2022-03-19T04:32:50',\n",
      "            'surface_temperature': 58},\n",
      "           {'confidence': 66,\n",
      "            'datetime': '2022-03-19T04:32:50',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-19T04:32:40',\n",
      "            'surface_temperature': 113},\n",
      "           {'confidence': 92,\n",
      "            'datetime': '2022-03-19T04:32:40',\n",
      "            'surface_temperature': 70},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-19T04:32:40',\n",
      "            'surface_temperature': 106},\n",
      "           {'confidence': 73,\n",
      "            'datetime': '2022-03-19T04:32:40',\n",
      "            'surface_temperature': 60},\n",
      "           {'confidence': 77,\n",
      "            'datetime': '2022-03-19T00:15:50',\n",
      "            'surface_temperature': 59},\n",
      "           {'confidence': 60,\n",
      "            'datetime': '2022-03-19T00:12:50',\n",
      "            'surface_temperature': 44}]}\n",
      "{'air_temperature': 21,\n",
      " 'fires': [{'confidence': 64,\n",
      "            'datetime': '2022-03-18T13:16:50',\n",
      "            'surface_temperature': 37},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-18T03:50:50',\n",
      "            'surface_temperature': 121},\n",
      "           {'confidence': 97,\n",
      "            'datetime': '2022-03-18T03:50:40',\n",
      "            'surface_temperature': 80}]}\n",
      "{'air_temperature': 18,\n",
      " 'fires': [{'confidence': 76,\n",
      "            'datetime': '2022-03-17T04:48:20',\n",
      "            'surface_temperature': 56},\n",
      "           {'confidence': 94,\n",
      "            'datetime': '2022-03-17T04:48:20',\n",
      "            'surface_temperature': 74},\n",
      "           {'confidence': 78,\n",
      "            'datetime': '2022-03-17T04:46:40',\n",
      "            'surface_temperature': 58},\n",
      "           {'confidence': 84,\n",
      "            'datetime': '2022-03-17T04:45:10',\n",
      "            'surface_temperature': 59},\n",
      "           {'confidence': 76,\n",
      "            'datetime': '2022-03-17T04:45:00',\n",
      "            'surface_temperature': 50},\n",
      "           {'confidence': 86,\n",
      "            'datetime': '2022-03-17T04:45:00',\n",
      "            'surface_temperature': 60}]}\n",
      "{'air_temperature': 25,\n",
      " 'fires': [{'confidence': 90,\n",
      "            'datetime': '2022-03-14T04:24:40',\n",
      "            'surface_temperature': 67},\n",
      "           {'confidence': 93,\n",
      "            'datetime': '2022-03-14T04:22:20',\n",
      "            'surface_temperature': 72},\n",
      "           {'confidence': 90,\n",
      "            'datetime': '2022-03-14T04:20:50',\n",
      "            'surface_temperature': 68},\n",
      "           {'confidence': 73,\n",
      "            'datetime': '2022-03-14T04:19:30',\n",
      "            'surface_temperature': 48},\n",
      "           {'confidence': 95,\n",
      "            'datetime': '2022-03-14T04:16:30',\n",
      "            'surface_temperature': 75},\n",
      "           {'confidence': 89,\n",
      "            'datetime': '2022-03-14T04:16:20',\n",
      "            'surface_temperature': 65},\n",
      "           {'confidence': 73,\n",
      "            'datetime': '2022-03-14T04:14:40',\n",
      "            'surface_temperature': 52},\n",
      "           {'confidence': 81,\n",
      "            'datetime': '2022-03-14T04:14:40',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 96,\n",
      "            'datetime': '2022-03-14T04:14:30',\n",
      "            'surface_temperature': 79},\n",
      "           {'confidence': 94,\n",
      "            'datetime': '2022-03-14T04:14:30',\n",
      "            'surface_temperature': 75}]}\n",
      "{'air_temperature': 21,\n",
      " 'fires': [{'confidence': 94,\n",
      "            'datetime': '2022-03-12T04:33:50',\n",
      "            'surface_temperature': 105},\n",
      "           {'confidence': 84,\n",
      "            'datetime': '2022-03-12T04:29:50',\n",
      "            'surface_temperature': 71},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-12T04:28:20',\n",
      "            'surface_temperature': 99},\n",
      "           {'confidence': 80,\n",
      "            'datetime': '2022-03-12T04:28:00',\n",
      "            'surface_temperature': 68},\n",
      "           {'confidence': 85,\n",
      "            'datetime': '2022-03-12T04:27:20',\n",
      "            'surface_temperature': 98}]}\n",
      "{'air_temperature': 19,\n",
      " 'fires': [{'confidence': 100,\n",
      "            'datetime': '2022-03-10T04:48:40',\n",
      "            'surface_temperature': 105},\n",
      "           {'confidence': 100,\n",
      "            'datetime': '2022-03-10T04:46:20',\n",
      "            'surface_temperature': 109},\n",
      "           {'confidence': 94,\n",
      "            'datetime': '2022-03-10T04:45:30',\n",
      "            'surface_temperature': 73},\n",
      "           {'confidence': 97,\n",
      "            'datetime': '2022-03-10T04:45:30',\n",
      "            'surface_temperature': 80},\n",
      "           {'confidence': 81,\n",
      "            'datetime': '2022-03-10T04:43:50',\n",
      "            'surface_temperature': 55},\n",
      "           {'confidence': 55,\n",
      "            'datetime': '2022-03-10T04:43:00',\n",
      "            'surface_temperature': 42},\n",
      "           {'confidence': 54,\n",
      "            'datetime': '2022-03-10T04:42:30',\n",
      "            'surface_temperature': 43},\n",
      "           {'confidence': 74,\n",
      "            'datetime': '2022-03-10T04:39:00',\n",
      "            'surface_temperature': 48}]}\n",
      "{'air_temperature': 23,\n",
      " 'fires': [{'confidence': 86,\n",
      "            'datetime': '2022-03-09T13:23:40',\n",
      "            'surface_temperature': 41},\n",
      "           {'confidence': 54,\n",
      "            'datetime': '2022-03-09T03:57:00',\n",
      "            'surface_temperature': 44},\n",
      "           {'confidence': 78,\n",
      "            'datetime': '2022-03-09T03:56:50',\n",
      "            'surface_temperature': 55}]}\n",
      "{'air_temperature': 19,\n",
      " 'fires': [{'confidence': 88,\n",
      "            'datetime': '2022-03-07T04:16:10',\n",
      "            'surface_temperature': 64}]}\n",
      "{'air_temperature': 20,\n",
      " 'fires': [{'confidence': 87,\n",
      "            'datetime': '2022-03-06T05:06:30',\n",
      "            'surface_temperature': 62},\n",
      "           {'confidence': 85,\n",
      "            'datetime': '2022-03-06T05:06:20',\n",
      "            'surface_temperature': 59}]}\n"
     ]
    }
   ],
   "source": [
    "#question d\n",
    "d = climate.aggregate([{\"$lookup\":\n",
    "                        {\"from\": \"hotspot\",\n",
    "                         \"localField\": \"date\",\n",
    "                         \"foreignField\": \"date\",\n",
    "                         \"as\": \"fires\"}},\\\n",
    "                      {\"$match\": {\"fires.confidence\":{\"$gte\":80, \"$lte\":100}}},\n",
    "                      {\"$project\": {\"_id\":0, \"air_temperature\":1,\n",
    "                                    \"fires.datetime\":1,\"fires.surface_temperature\":1, \"fires.confidence\":1}}])\n",
    "\n",
    "for doc in d:\n",
    "    pprint(doc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d2f49e34",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'_id': ObjectId('647df1b1b741191561dd0a20'),\n",
      " 'confidence': 100,\n",
      " 'date': '2022-04-18T00:00:00',\n",
      " 'datetime': '2022-04-18T04:52:00',\n",
      " 'latitude': -38.1665,\n",
      " 'longitude': 143.062,\n",
      " 'surface_temperature': 124}\n",
      "{'_id': ObjectId('647df1b8b741191561dd0eca'),\n",
      " 'confidence': 100,\n",
      " 'date': '2022-04-04T00:00:00',\n",
      " 'datetime': '2022-04-04T04:32:50',\n",
      " 'latitude': -36.343,\n",
      " 'longitude': 142.1986,\n",
      " 'surface_temperature': 123}\n",
      "{'_id': ObjectId('647df1b1b741191561dd0992'),\n",
      " 'confidence': 100,\n",
      " 'date': '2022-01-05T00:00:00',\n",
      " 'datetime': '2022-05-01T04:14:20',\n",
      " 'latitude': -36.9318,\n",
      " 'longitude': 143.0907,\n",
      " 'surface_temperature': 122}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fb9'),\n",
      " 'confidence': 100,\n",
      " 'date': '2022-03-18T00:00:00',\n",
      " 'datetime': '2022-03-18T03:50:50',\n",
      " 'latitude': -37.017,\n",
      " 'longitude': 148.1297,\n",
      " 'surface_temperature': 121}\n",
      "{'_id': ObjectId('647df1aeb741191561dd07a4'),\n",
      " 'confidence': 100,\n",
      " 'date': '2022-05-13T00:00:00',\n",
      " 'datetime': '2022-05-13T04:40:20',\n",
      " 'latitude': -34.9938,\n",
      " 'longitude': 141.876,\n",
      " 'surface_temperature': 120}\n",
      "{'_id': ObjectId('647df1b8b741191561dd0e91'),\n",
      " 'confidence': 100,\n",
      " 'date': '2022-04-04T00:00:00',\n",
      " 'datetime': '2022-04-04T04:40:00',\n",
      " 'latitude': -36.1057,\n",
      " 'longitude': 141.7608,\n",
      " 'surface_temperature': 120}\n",
      "{'_id': ObjectId('647df1b8b741191561dd0ed1'),\n",
      " 'confidence': 100,\n",
      " 'date': '2022-04-04T00:00:00',\n",
      " 'datetime': '2022-04-04T04:32:40',\n",
      " 'latitude': -36.3521,\n",
      " 'longitude': 142.2008,\n",
      " 'surface_temperature': 120}\n",
      "{'_id': ObjectId('647df1b4b741191561dd0c3c'),\n",
      " 'confidence': 100,\n",
      " 'date': '2022-04-13T00:00:00',\n",
      " 'datetime': '2022-04-13T04:28:10',\n",
      " 'latitude': -37.0745,\n",
      " 'longitude': 141.0692,\n",
      " 'surface_temperature': 120}\n",
      "{'_id': ObjectId('647df1b2b741191561dd0ab9'),\n",
      " 'confidence': 100,\n",
      " 'date': '2022-04-18T00:00:00',\n",
      " 'datetime': '2022-04-18T04:44:50',\n",
      " 'latitude': -37.8326,\n",
      " 'longitude': 143.4999,\n",
      " 'surface_temperature': 120}\n",
      "{'_id': ObjectId('647df1b0b741191561dd08e8'),\n",
      " 'confidence': 100,\n",
      " 'date': '2022-04-05T00:00:00',\n",
      " 'datetime': '2022-05-04T04:44:50',\n",
      " 'latitude': -36.4057,\n",
      " 'longitude': 140.9806,\n",
      " 'surface_temperature': 119}\n"
     ]
    }
   ],
   "source": [
    "#question e\n",
    "e = hotspot.find().sort(\"surface_temperature\", pymongo.DESCENDING).limit(10)\n",
    "\n",
    "for doc in e:\n",
    "    pprint(doc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fd16e2d2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Total Fires': 31, '_id': '2022-11-30T00:00:00'}\n",
      "{'Total Fires': 4, '_id': '2022-05-26T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-12-14T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-11-28T00:00:00'}\n",
      "{'Total Fires': 13, '_id': '2022-09-05T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-06-07T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-12-25T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-02-04T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-06-22T00:00:00'}\n",
      "{'Total Fires': 24, '_id': '2022-11-04T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-05-16T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-04-22T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-11-13T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-11-22T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-07-05T00:00:00'}\n",
      "{'Total Fires': 22, '_id': '2022-03-31T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-10-27T00:00:00'}\n",
      "{'Total Fires': 33, '_id': '2022-05-22T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-10-15T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-09-10T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-09-26T00:00:00'}\n",
      "{'Total Fires': 28, '_id': '2022-09-24T00:00:00'}\n",
      "{'Total Fires': 10, '_id': '2022-03-14T00:00:00'}\n",
      "{'Total Fires': 6, '_id': '2022-06-30T00:00:00'}\n",
      "{'Total Fires': 17, '_id': '2022-06-05T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-04-26T00:00:00'}\n",
      "{'Total Fires': 69, '_id': '2022-04-15T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-08-03T00:00:00'}\n",
      "{'Total Fires': 18, '_id': '2022-03-10T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-06-16T00:00:00'}\n",
      "{'Total Fires': 4, '_id': '2022-12-27T00:00:00'}\n",
      "{'Total Fires': 325, '_id': '2022-04-18T00:00:00'}\n",
      "{'Total Fires': 6, '_id': '2022-03-17T00:00:00'}\n",
      "{'Total Fires': 17, '_id': '2022-03-26T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-09-22T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-11-06T00:00:00'}\n",
      "{'Total Fires': 4, '_id': '2022-06-14T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-09-03T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-10-20T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-04-07T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-03-13T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-08-11T00:00:00'}\n",
      "{'Total Fires': 8, '_id': '2022-11-29T00:00:00'}\n",
      "{'Total Fires': 23, '_id': '2022-09-23T00:00:00'}\n",
      "{'Total Fires': 102, '_id': '2022-05-15T00:00:00'}\n",
      "{'Total Fires': 9, '_id': '2022-08-13T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-05-07T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-04-25T00:00:00'}\n",
      "{'Total Fires': 4, '_id': '2022-10-09T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-08-14T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-11-23T00:00:00'}\n",
      "{'Total Fires': 4, '_id': '2022-10-21T00:00:00'}\n",
      "{'Total Fires': 7, '_id': '2022-01-04T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-06-18T00:00:00'}\n",
      "{'Total Fires': 54, '_id': '2022-03-28T00:00:00'}\n",
      "{'Total Fires': 8, '_id': '2022-10-03T00:00:00'}\n",
      "{'Total Fires': 9, '_id': '2022-04-06T00:00:00'}\n",
      "{'Total Fires': 19, '_id': '2022-04-23T00:00:00'}\n",
      "{'Total Fires': 7, '_id': '2022-09-27T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-01-08T00:00:00'}\n",
      "{'Total Fires': 10, '_id': '2022-09-11T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-08-12T00:00:00'}\n",
      "{'Total Fires': 18, '_id': '2022-04-16T00:00:00'}\n",
      "{'Total Fires': 13, '_id': '2022-03-25T00:00:00'}\n",
      "{'Total Fires': 31, '_id': '2022-04-20T00:00:00'}\n",
      "{'Total Fires': 7, '_id': '2022-03-15T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-06-13T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-05-17T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-10-26T00:00:00'}\n",
      "{'Total Fires': 15, '_id': '2022-12-16T00:00:00'}\n",
      "{'Total Fires': 69, '_id': '2022-12-04T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-03-18T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-12-13T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-07-31T00:00:00'}\n",
      "{'Total Fires': 4, '_id': '2022-11-11T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-05-23T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-12-24T00:00:00'}\n",
      "{'Total Fires': 39, '_id': '2022-07-04T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-06-03T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-10-12T00:00:00'}\n",
      "{'Total Fires': 19, '_id': '2022-11-05T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-08-10T00:00:00'}\n",
      "{'Total Fires': 7, '_id': '2022-02-10T00:00:00'}\n",
      "{'Total Fires': 357, '_id': '2022-04-13T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-11-14T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-10-16T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-07-10T00:00:00'}\n",
      "{'Total Fires': 24, '_id': '2022-08-05T00:00:00'}\n",
      "{'Total Fires': 4, '_id': '2022-12-15T00:00:00'}\n",
      "{'Total Fires': 8, '_id': '2022-04-24T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-09-20T00:00:00'}\n",
      "{'Total Fires': 20, '_id': '2022-08-04T00:00:00'}\n",
      "{'Total Fires': 118, '_id': '2022-06-04T00:00:00'}\n",
      "{'Total Fires': 6, '_id': '2022-10-18T00:00:00'}\n",
      "{'Total Fires': 8, '_id': '2022-01-10T00:00:00'}\n",
      "{'Total Fires': 10, '_id': '2022-12-05T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-10-17T00:00:00'}\n",
      "{'Total Fires': 14, '_id': '2022-07-06T00:00:00'}\n",
      "{'Total Fires': 114, '_id': '2022-10-05T00:00:00'}\n",
      "{'Total Fires': 38, '_id': '2022-04-17T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-09-29T00:00:00'}\n",
      "{'Total Fires': 4, '_id': '2022-01-07T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-04-10T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-10-08T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-12-21T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-10-28T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-11-21T00:00:00'}\n",
      "{'Total Fires': 6, '_id': '2022-06-20T00:00:00'}\n",
      "{'Total Fires': 89, '_id': '2022-04-04T00:00:00'}\n",
      "{'Total Fires': 31, '_id': '2022-05-05T00:00:00'}\n",
      "{'Total Fires': 21, '_id': '2022-03-19T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-04-29T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-03-24T00:00:00'}\n",
      "{'Total Fires': 54, '_id': '2022-05-13T00:00:00'}\n",
      "{'Total Fires': 49, '_id': '2022-05-04T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-10-10T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-07-14T00:00:00'}\n",
      "{'Total Fires': 8, '_id': '2022-02-07T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-05-24T00:00:00'}\n",
      "{'Total Fires': 20, '_id': '2022-01-05T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-02-08T00:00:00'}\n",
      "{'Total Fires': 11, '_id': '2022-02-06T00:00:00'}\n",
      "{'Total Fires': 4, '_id': '2022-05-11T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-03-06T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-12-11T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-10-23T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-05-14T00:00:00'}\n",
      "{'Total Fires': 135, '_id': '2022-04-05T00:00:00'}\n",
      "{'Total Fires': 50, '_id': '2022-04-19T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-06-10T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-01-06T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-07-29T00:00:00'}\n",
      "{'Total Fires': 18, '_id': '2022-04-14T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-12-12T00:00:00'}\n",
      "{'Total Fires': 5, '_id': '2022-12-03T00:00:00'}\n",
      "{'Total Fires': 4, '_id': '2022-09-12T00:00:00'}\n",
      "{'Total Fires': 72, '_id': '2022-03-04T00:00:00'}\n",
      "{'Total Fires': 2, '_id': '2022-09-21T00:00:00'}\n",
      "{'Total Fires': 3, '_id': '2022-09-06T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-03-29T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-07-03T00:00:00'}\n",
      "{'Total Fires': 64, '_id': '2022-03-05T00:00:00'}\n",
      "{'Total Fires': 10, '_id': '2022-02-05T00:00:00'}\n",
      "{'Total Fires': 7, '_id': '2022-05-18T00:00:00'}\n",
      "{'Total Fires': 1, '_id': '2022-05-08T00:00:00'}\n"
     ]
    }
   ],
   "source": [
    "#question f\n",
    "f = hotspot.aggregate([{\"$group\":{\"_id\":\"$date\",\"Total Fires\":{\"$sum\":1}}}])\n",
    "\n",
    "for doc in f:\n",
    "    pprint(doc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3d592a15",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'_id': ObjectId('647df1acb741191561dd057f'),\n",
      " 'confidence': 67,\n",
      " 'date': '2022-12-27T00:00:00',\n",
      " 'datetime': '2022-12-27T00:02:15',\n",
      " 'latitude': -35.554,\n",
      " 'longitude': 143.307,\n",
      " 'surface_temperature': 53}\n",
      "{'_id': ObjectId('647df1acb741191561dd0582'),\n",
      " 'confidence': 65,\n",
      " 'date': '2022-12-24T00:00:00',\n",
      " 'datetime': '2022-12-24T13:12:01',\n",
      " 'latitude': -35.646,\n",
      " 'longitude': 142.282,\n",
      " 'surface_temperature': 32}\n",
      "{'_id': ObjectId('647df1acb741191561dd0585'),\n",
      " 'confidence': 69,\n",
      " 'date': '2022-12-16T00:00:00',\n",
      " 'datetime': '2022-12-16T15:38:39',\n",
      " 'latitude': -37.624,\n",
      " 'longitude': 149.332,\n",
      " 'surface_temperature': 33}\n",
      "{'_id': ObjectId('647df1acb741191561dd0586'),\n",
      " 'confidence': 62,\n",
      " 'date': '2022-12-16T00:00:00',\n",
      " 'datetime': '2022-12-16T04:35:15',\n",
      " 'latitude': -37.82,\n",
      " 'longitude': 142.323,\n",
      " 'surface_temperature': 54}\n",
      "{'_id': ObjectId('647df1acb741191561dd058a'),\n",
      " 'confidence': 59,\n",
      " 'date': '2022-12-16T00:00:00',\n",
      " 'datetime': '2022-12-16T04:34:57',\n",
      " 'latitude': -37.644,\n",
      " 'longitude': 149.346,\n",
      " 'surface_temperature': 55}\n",
      "{'_id': ObjectId('647df1acb741191561dd058f'),\n",
      " 'confidence': 60,\n",
      " 'date': '2022-12-16T00:00:00',\n",
      " 'datetime': '2022-12-16T00:21:11',\n",
      " 'latitude': -38.046,\n",
      " 'longitude': 144.201,\n",
      " 'surface_temperature': 48}\n",
      "{'_id': ObjectId('647df1acb741191561dd0592'),\n",
      " 'confidence': 53,\n",
      " 'date': '2022-12-16T00:00:00',\n",
      " 'datetime': '2022-12-16T00:20:53',\n",
      " 'latitude': -37.63,\n",
      " 'longitude': 149.335,\n",
      " 'surface_temperature': 57}\n",
      "{'_id': ObjectId('647df1acb741191561dd0595'),\n",
      " 'confidence': 51,\n",
      " 'date': '2022-12-15T00:00:00',\n",
      " 'datetime': '2022-12-15T13:17:17',\n",
      " 'latitude': -37.623,\n",
      " 'longitude': 149.323,\n",
      " 'surface_temperature': 38}\n",
      "{'_id': ObjectId('647df1acb741191561dd0596'),\n",
      " 'confidence': 65,\n",
      " 'date': '2022-12-15T00:00:00',\n",
      " 'datetime': '2022-12-15T01:16:23',\n",
      " 'latitude': -38.038,\n",
      " 'longitude': 142.986,\n",
      " 'surface_temperature': 40}\n",
      "{'_id': ObjectId('647df1acb741191561dd0599'),\n",
      " 'confidence': 53,\n",
      " 'date': '2022-12-12T00:00:00',\n",
      " 'datetime': '2022-12-12T00:45:38',\n",
      " 'latitude': -37.903,\n",
      " 'longitude': 145.25,\n",
      " 'surface_temperature': 44}\n",
      "{'_id': ObjectId('647df1acb741191561dd059a'),\n",
      " 'confidence': 50,\n",
      " 'date': '2022-10-12T00:00:00',\n",
      " 'datetime': '2022-12-10T00:57:59',\n",
      " 'latitude': -37.987,\n",
      " 'longitude': 144.005,\n",
      " 'surface_temperature': 38}\n",
      "{'_id': ObjectId('647df1acb741191561dd059b'),\n",
      " 'confidence': 67,\n",
      " 'date': '2022-10-12T00:00:00',\n",
      " 'datetime': '2022-12-10T00:56:57',\n",
      " 'latitude': -34.289,\n",
      " 'longitude': 141.712,\n",
      " 'surface_temperature': 54}\n",
      "{'_id': ObjectId('647df1acb741191561dd05a4'),\n",
      " 'confidence': 56,\n",
      " 'date': '2022-08-12T00:00:00',\n",
      " 'datetime': '2022-12-08T13:11:43',\n",
      " 'latitude': -36.291,\n",
      " 'longitude': 146.159,\n",
      " 'surface_temperature': 40}\n",
      "{'_id': ObjectId('647df1acb741191561dd05a5'),\n",
      " 'confidence': 52,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T23:25:57',\n",
      " 'latitude': -37.635,\n",
      " 'longitude': 149.303,\n",
      " 'surface_temperature': 47}\n",
      "{'_id': ObjectId('647df1acb741191561dd05a7'),\n",
      " 'confidence': 51,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T15:38:36',\n",
      " 'latitude': -37.59,\n",
      " 'longitude': 149.31,\n",
      " 'surface_temperature': 42}\n",
      "{'_id': ObjectId('647df1acb741191561dd05a8'),\n",
      " 'confidence': 64,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T15:38:36',\n",
      " 'latitude': -37.633,\n",
      " 'longitude': 149.264,\n",
      " 'surface_temperature': 42}\n",
      "{'_id': ObjectId('647df1acb741191561dd05aa'),\n",
      " 'confidence': 69,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T15:38:35',\n",
      " 'latitude': -37.58,\n",
      " 'longitude': 149.331,\n",
      " 'surface_temperature': 35}\n",
      "{'_id': ObjectId('647df1acb741191561dd05ac'),\n",
      " 'confidence': 61,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T15:38:32',\n",
      " 'latitude': -37.38,\n",
      " 'longitude': 149.334,\n",
      " 'surface_temperature': 31}\n",
      "{'_id': ObjectId('647df1acb741191561dd05ad'),\n",
      " 'confidence': 62,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T12:22:15',\n",
      " 'latitude': -37.602,\n",
      " 'longitude': 149.295,\n",
      " 'surface_temperature': 33}\n",
      "{'_id': ObjectId('647df1acb741191561dd05ae'),\n",
      " 'confidence': 64,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T12:22:15',\n",
      " 'latitude': -37.598,\n",
      " 'longitude': 149.29,\n",
      " 'surface_temperature': 32}\n",
      "{'_id': ObjectId('647df1acb741191561dd05ba'),\n",
      " 'confidence': 69,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T04:34:57',\n",
      " 'latitude': -37.61,\n",
      " 'longitude': 149.279,\n",
      " 'surface_temperature': 48}\n",
      "{'_id': ObjectId('647df1acb741191561dd05bb'),\n",
      " 'confidence': 60,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T00:21:00',\n",
      " 'latitude': -37.637,\n",
      " 'longitude': 146.288,\n",
      " 'surface_temperature': 42}\n",
      "{'_id': ObjectId('647df1acb741191561dd05c2'),\n",
      " 'confidence': 69,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T00:20:53',\n",
      " 'latitude': -37.6,\n",
      " 'longitude': 149.297,\n",
      " 'surface_temperature': 50}\n",
      "{'_id': ObjectId('647df1acb741191561dd05c3'),\n",
      " 'confidence': 64,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'datetime': '2022-11-30T00:20:49',\n",
      " 'latitude': -37.382,\n",
      " 'longitude': 149.341,\n",
      " 'surface_temperature': 41}\n",
      "{'_id': ObjectId('647df1acb741191561dd05c4'),\n",
      " 'confidence': 53,\n",
      " 'date': '2022-11-29T00:00:00',\n",
      " 'datetime': '2022-11-29T13:17:24',\n",
      " 'latitude': -37.611,\n",
      " 'longitude': 149.277,\n",
      " 'surface_temperature': 38}\n",
      "{'_id': ObjectId('647df1acb741191561dd05c6'),\n",
      " 'confidence': 68,\n",
      " 'date': '2022-11-29T00:00:00',\n",
      " 'datetime': '2022-11-29T13:17:24',\n",
      " 'latitude': -37.605,\n",
      " 'longitude': 149.308,\n",
      " 'surface_temperature': 43}\n",
      "{'_id': ObjectId('647df1acb741191561dd05c7'),\n",
      " 'confidence': 52,\n",
      " 'date': '2022-11-29T00:00:00',\n",
      " 'datetime': '2022-11-29T03:53:16',\n",
      " 'latitude': -34.282,\n",
      " 'longitude': 142.121,\n",
      " 'surface_temperature': 54}\n",
      "{'_id': ObjectId('647df1acb741191561dd05c9'),\n",
      " 'confidence': 64,\n",
      " 'date': '2022-11-29T00:00:00',\n",
      " 'datetime': '2022-11-29T03:52:10',\n",
      " 'latitude': -37.605,\n",
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      " 'confidence': 55,\n",
      " 'date': '2022-10-03T00:00:00',\n",
      " 'datetime': '2022-03-10T04:43:00',\n",
      " 'latitude': -36.2544,\n",
      " 'longitude': 148.0353,\n",
      " 'surface_temperature': 42}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fdf'),\n",
      " 'confidence': 54,\n",
      " 'date': '2022-10-03T00:00:00',\n",
      " 'datetime': '2022-03-10T04:42:30',\n",
      " 'latitude': -37.2197,\n",
      " 'longitude': 147.9621,\n",
      " 'surface_temperature': 43}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fe2'),\n",
      " 'confidence': 54,\n",
      " 'date': '2022-09-03T00:00:00',\n",
      " 'datetime': '2022-03-09T03:57:00',\n",
      " 'latitude': -37.7171,\n",
      " 'longitude': 147.5866,\n",
      " 'surface_temperature': 44}\n",
      "{'_id': ObjectId('647df1b9b741191561dd0fe4'),\n",
      " 'confidence': 68,\n",
      " 'date': '2022-08-03T00:00:00',\n",
      " 'datetime': '2022-03-08T04:51:00',\n",
      " 'latitude': -37.7885,\n",
      " 'longitude': 141.9352,\n",
      " 'surface_temperature': 55}\n"
     ]
    }
   ],
   "source": [
    "#question g\n",
    "g = hotspot.find({\"confidence\":{\"$lt\":70}})\n",
    "\n",
    "for doc in g:\n",
    "    pprint(doc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "52690ecb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Average Surface Temperature': 52.41935483870968, '_id': '2022-11-30T00:00:00'}\n",
      "{'Average Surface Temperature': 49.5, '_id': '2022-05-26T00:00:00'}\n",
      "{'Average Surface Temperature': 70.0, '_id': '2022-12-14T00:00:00'}\n",
      "{'Average Surface Temperature': 42.0, '_id': '2022-11-28T00:00:00'}\n",
      "{'Average Surface Temperature': 42.46153846153846, '_id': '2022-09-05T00:00:00'}\n",
      "{'Average Surface Temperature': 56.0, '_id': '2022-06-07T00:00:00'}\n",
      "{'Average Surface Temperature': 54.0, '_id': '2022-12-25T00:00:00'}\n",
      "{'Average Surface Temperature': 45.2, '_id': '2022-02-04T00:00:00'}\n",
      "{'Average Surface Temperature': 46.0, '_id': '2022-06-22T00:00:00'}\n",
      "{'Average Surface Temperature': 46.291666666666664,\n",
      " '_id': '2022-11-04T00:00:00'}\n",
      "{'Average Surface Temperature': 39.666666666666664,\n",
      " '_id': '2022-05-16T00:00:00'}\n",
      "{'Average Surface Temperature': 54.5, '_id': '2022-04-22T00:00:00'}\n",
      "{'Average Surface Temperature': 47.0, '_id': '2022-11-13T00:00:00'}\n",
      "{'Average Surface Temperature': 61.5, '_id': '2022-11-22T00:00:00'}\n",
      "{'Average Surface Temperature': 50.333333333333336,\n",
      " '_id': '2022-07-05T00:00:00'}\n",
      "{'Average Surface Temperature': 48.72727272727273, '_id': '2022-03-31T00:00:00'}\n",
      "{'Average Surface Temperature': 50.4, '_id': '2022-10-27T00:00:00'}\n",
      "{'Average Surface Temperature': 54.484848484848484,\n",
      " '_id': '2022-05-22T00:00:00'}\n",
      "{'Average Surface Temperature': 72.66666666666667, '_id': '2022-10-15T00:00:00'}\n",
      "{'Average Surface Temperature': 44.0, '_id': '2022-09-10T00:00:00'}\n",
      "{'Average Surface Temperature': 33.0, '_id': '2022-09-26T00:00:00'}\n",
      "{'Average Surface Temperature': 53.57142857142857, '_id': '2022-09-24T00:00:00'}\n",
      "{'Average Surface Temperature': 65.6, '_id': '2022-03-14T00:00:00'}\n",
      "{'Average Surface Temperature': 44.333333333333336,\n",
      " '_id': '2022-06-30T00:00:00'}\n",
      "{'Average Surface Temperature': 57.529411764705884,\n",
      " '_id': '2022-06-05T00:00:00'}\n",
      "{'Average Surface Temperature': 34.0, '_id': '2022-04-26T00:00:00'}\n",
      "{'Average Surface Temperature': 59.57971014492754, '_id': '2022-04-15T00:00:00'}\n",
      "{'Average Surface Temperature': 51.5, '_id': '2022-08-03T00:00:00'}\n",
      "{'Average Surface Temperature': 50.0, '_id': '2022-03-10T00:00:00'}\n",
      "{'Average Surface Temperature': 42.5, '_id': '2022-06-16T00:00:00'}\n",
      "{'Average Surface Temperature': 62.75, '_id': '2022-12-27T00:00:00'}\n",
      "{'Average Surface Temperature': 53.36615384615384, '_id': '2022-04-18T00:00:00'}\n",
      "{'Average Surface Temperature': 59.5, '_id': '2022-03-17T00:00:00'}\n",
      "{'Average Surface Temperature': 56.88235294117647, '_id': '2022-03-26T00:00:00'}\n",
      "{'Average Surface Temperature': 45.0, '_id': '2022-09-22T00:00:00'}\n",
      "{'Average Surface Temperature': 41.5, '_id': '2022-11-06T00:00:00'}\n",
      "{'Average Surface Temperature': 53.25, '_id': '2022-06-14T00:00:00'}\n",
      "{'Average Surface Temperature': 46.666666666666664,\n",
      " '_id': '2022-09-03T00:00:00'}\n",
      "{'Average Surface Temperature': 50.0, '_id': '2022-10-20T00:00:00'}\n",
      "{'Average Surface Temperature': 40.0, '_id': '2022-04-07T00:00:00'}\n",
      "{'Average Surface Temperature': 38.5, '_id': '2022-03-13T00:00:00'}\n",
      "{'Average Surface Temperature': 45.5, '_id': '2022-08-11T00:00:00'}\n",
      "{'Average Surface Temperature': 60.625, '_id': '2022-11-29T00:00:00'}\n",
      "{'Average Surface Temperature': 52.73913043478261, '_id': '2022-09-23T00:00:00'}\n",
      "{'Average Surface Temperature': 53.950980392156865,\n",
      " '_id': '2022-05-15T00:00:00'}\n",
      "{'Average Surface Temperature': 49.0, '_id': '2022-08-13T00:00:00'}\n",
      "{'Average Surface Temperature': 45.0, '_id': '2022-05-07T00:00:00'}\n",
      "{'Average Surface Temperature': 48.666666666666664,\n",
      " '_id': '2022-04-25T00:00:00'}\n",
      "{'Average Surface Temperature': 56.5, '_id': '2022-10-09T00:00:00'}\n",
      "{'Average Surface Temperature': 40.8, '_id': '2022-08-14T00:00:00'}\n",
      "{'Average Surface Temperature': 58.8, '_id': '2022-11-23T00:00:00'}\n",
      "{'Average Surface Temperature': 51.25, '_id': '2022-10-21T00:00:00'}\n",
      "{'Average Surface Temperature': 46.714285714285715,\n",
      " '_id': '2022-01-04T00:00:00'}\n",
      "{'Average Surface Temperature': 42.0, '_id': '2022-06-18T00:00:00'}\n",
      "{'Average Surface Temperature': 60.925925925925924,\n",
      " '_id': '2022-03-28T00:00:00'}\n",
      "{'Average Surface Temperature': 69.375, '_id': '2022-10-03T00:00:00'}\n",
      "{'Average Surface Temperature': 52.22222222222222, '_id': '2022-04-06T00:00:00'}\n",
      "{'Average Surface Temperature': 53.89473684210526, '_id': '2022-04-23T00:00:00'}\n",
      "{'Average Surface Temperature': 49.714285714285715,\n",
      " '_id': '2022-09-27T00:00:00'}\n",
      "{'Average Surface Temperature': 58.0, '_id': '2022-01-08T00:00:00'}\n",
      "{'Average Surface Temperature': 61.3, '_id': '2022-09-11T00:00:00'}\n",
      "{'Average Surface Temperature': 50.6, '_id': '2022-08-12T00:00:00'}\n",
      "{'Average Surface Temperature': 48.72222222222222, '_id': '2022-04-16T00:00:00'}\n",
      "{'Average Surface Temperature': 66.0, '_id': '2022-03-25T00:00:00'}\n",
      "{'Average Surface Temperature': 56.58064516129032, '_id': '2022-04-20T00:00:00'}\n",
      "{'Average Surface Temperature': 46.0, '_id': '2022-03-15T00:00:00'}\n",
      "{'Average Surface Temperature': 41.0, '_id': '2022-06-13T00:00:00'}\n",
      "{'Average Surface Temperature': 52.0, '_id': '2022-05-17T00:00:00'}\n",
      "{'Average Surface Temperature': 44.6, '_id': '2022-10-26T00:00:00'}\n",
      "{'Average Surface Temperature': 57.8, '_id': '2022-12-16T00:00:00'}\n",
      "{'Average Surface Temperature': 52.69565217391305, '_id': '2022-12-04T00:00:00'}\n",
      "{'Average Surface Temperature': 79.33333333333333, '_id': '2022-03-18T00:00:00'}\n",
      "{'Average Surface Temperature': 60.0, '_id': '2022-12-13T00:00:00'}\n",
      "{'Average Surface Temperature': 47.0, '_id': '2022-07-31T00:00:00'}\n",
      "{'Average Surface Temperature': 46.25, '_id': '2022-11-11T00:00:00'}\n",
      "{'Average Surface Temperature': 51.2, '_id': '2022-05-23T00:00:00'}\n",
      "{'Average Surface Temperature': 32.0, '_id': '2022-12-24T00:00:00'}\n",
      "{'Average Surface Temperature': 50.69230769230769, '_id': '2022-07-04T00:00:00'}\n",
      "{'Average Surface Temperature': 60.5, '_id': '2022-06-03T00:00:00'}\n",
      "{'Average Surface Temperature': 46.0, '_id': '2022-10-12T00:00:00'}\n",
      "{'Average Surface Temperature': 59.36842105263158, '_id': '2022-11-05T00:00:00'}\n",
      "{'Average Surface Temperature': 41.0, '_id': '2022-08-10T00:00:00'}\n",
      "{'Average Surface Temperature': 43.57142857142857, '_id': '2022-02-10T00:00:00'}\n",
      "{'Average Surface Temperature': 58.57983193277311, '_id': '2022-04-13T00:00:00'}\n",
      "{'Average Surface Temperature': 52.0, '_id': '2022-11-14T00:00:00'}\n",
      "{'Average Surface Temperature': 36.0, '_id': '2022-10-16T00:00:00'}\n",
      "{'Average Surface Temperature': 42.0, '_id': '2022-07-10T00:00:00'}\n",
      "{'Average Surface Temperature': 56.291666666666664,\n",
      " '_id': '2022-08-05T00:00:00'}\n",
      "{'Average Surface Temperature': 39.0, '_id': '2022-12-15T00:00:00'}\n",
      "{'Average Surface Temperature': 59.375, '_id': '2022-04-24T00:00:00'}\n",
      "{'Average Surface Temperature': 63.6, '_id': '2022-09-20T00:00:00'}\n",
      "{'Average Surface Temperature': 60.75, '_id': '2022-08-04T00:00:00'}\n",
      "{'Average Surface Temperature': 61.71186440677966, '_id': '2022-06-04T00:00:00'}\n",
      "{'Average Surface Temperature': 52.166666666666664,\n",
      " '_id': '2022-10-18T00:00:00'}\n",
      "{'Average Surface Temperature': 48.25, '_id': '2022-01-10T00:00:00'}\n",
      "{'Average Surface Temperature': 51.5, '_id': '2022-12-05T00:00:00'}\n",
      "{'Average Surface Temperature': 51.6, '_id': '2022-10-17T00:00:00'}\n",
      "{'Average Surface Temperature': 51.857142857142854,\n",
      " '_id': '2022-07-06T00:00:00'}\n",
      "{'Average Surface Temperature': 52.86842105263158, '_id': '2022-10-05T00:00:00'}\n",
      "{'Average Surface Temperature': 50.921052631578945,\n",
      " '_id': '2022-04-17T00:00:00'}\n",
      "{'Average Surface Temperature': 43.0, '_id': '2022-09-29T00:00:00'}\n",
      "{'Average Surface Temperature': 30.5, '_id': '2022-01-07T00:00:00'}\n",
      "{'Average Surface Temperature': 49.0, '_id': '2022-04-10T00:00:00'}\n",
      "{'Average Surface Temperature': 63.0, '_id': '2022-10-08T00:00:00'}\n",
      "{'Average Surface Temperature': 46.0, '_id': '2022-12-21T00:00:00'}\n",
      "{'Average Surface Temperature': 56.0, '_id': '2022-10-28T00:00:00'}\n",
      "{'Average Surface Temperature': 59.0, '_id': '2022-11-21T00:00:00'}\n",
      "{'Average Surface Temperature': 71.16666666666667, '_id': '2022-06-20T00:00:00'}\n",
      "{'Average Surface Temperature': 62.57303370786517, '_id': '2022-04-04T00:00:00'}\n",
      "{'Average Surface Temperature': 51.70967741935484, '_id': '2022-05-05T00:00:00'}\n",
      "{'Average Surface Temperature': 65.57142857142857, '_id': '2022-03-19T00:00:00'}\n",
      "{'Average Surface Temperature': 63.0, '_id': '2022-04-29T00:00:00'}\n",
      "{'Average Surface Temperature': 49.0, '_id': '2022-03-24T00:00:00'}\n",
      "{'Average Surface Temperature': 58.611111111111114,\n",
      " '_id': '2022-05-13T00:00:00'}\n",
      "{'Average Surface Temperature': 53.142857142857146,\n",
      " '_id': '2022-05-04T00:00:00'}\n",
      "{'Average Surface Temperature': 53.333333333333336,\n",
      " '_id': '2022-10-10T00:00:00'}\n",
      "{'Average Surface Temperature': 41.5, '_id': '2022-07-14T00:00:00'}\n",
      "{'Average Surface Temperature': 43.5, '_id': '2022-02-07T00:00:00'}\n",
      "{'Average Surface Temperature': 40.333333333333336,\n",
      " '_id': '2022-05-24T00:00:00'}\n",
      "{'Average Surface Temperature': 68.4, '_id': '2022-01-05T00:00:00'}\n",
      "{'Average Surface Temperature': 63.5, '_id': '2022-02-08T00:00:00'}\n",
      "{'Average Surface Temperature': 47.72727272727273, '_id': '2022-02-06T00:00:00'}\n",
      "{'Average Surface Temperature': 58.5, '_id': '2022-05-11T00:00:00'}\n",
      "{'Average Surface Temperature': 47.0, '_id': '2022-03-06T00:00:00'}\n",
      "{'Average Surface Temperature': 53.0, '_id': '2022-12-11T00:00:00'}\n",
      "{'Average Surface Temperature': 38.0, '_id': '2022-10-23T00:00:00'}\n",
      "{'Average Surface Temperature': 49.0, '_id': '2022-05-14T00:00:00'}\n",
      "{'Average Surface Temperature': 56.80740740740741, '_id': '2022-04-05T00:00:00'}\n",
      "{'Average Surface Temperature': 54.16, '_id': '2022-04-19T00:00:00'}\n",
      "{'Average Surface Temperature': 44.0, '_id': '2022-06-10T00:00:00'}\n",
      "{'Average Surface Temperature': 54.0, '_id': '2022-01-06T00:00:00'}\n",
      "{'Average Surface Temperature': 48.0, '_id': '2022-07-29T00:00:00'}\n",
      "{'Average Surface Temperature': 61.94444444444444, '_id': '2022-04-14T00:00:00'}\n",
      "{'Average Surface Temperature': 44.0, '_id': '2022-12-12T00:00:00'}\n",
      "{'Average Surface Temperature': 88.2, '_id': '2022-12-03T00:00:00'}\n",
      "{'Average Surface Temperature': 58.25, '_id': '2022-09-12T00:00:00'}\n",
      "{'Average Surface Temperature': 58.44444444444444, '_id': '2022-03-04T00:00:00'}\n",
      "{'Average Surface Temperature': 40.5, '_id': '2022-09-21T00:00:00'}\n",
      "{'Average Surface Temperature': 49.0, '_id': '2022-09-06T00:00:00'}\n",
      "{'Average Surface Temperature': 51.0, '_id': '2022-03-29T00:00:00'}\n",
      "{'Average Surface Temperature': 64.0, '_id': '2022-07-03T00:00:00'}\n",
      "{'Average Surface Temperature': 56.796875, '_id': '2022-03-05T00:00:00'}\n",
      "{'Average Surface Temperature': 55.6, '_id': '2022-02-05T00:00:00'}\n",
      "{'Average Surface Temperature': 44.142857142857146,\n",
      " '_id': '2022-05-18T00:00:00'}\n",
      "{'Average Surface Temperature': 40.0, '_id': '2022-05-08T00:00:00'}\n"
     ]
    }
   ],
   "source": [
    "#question h\n",
    "h = hotspot.aggregate([{\"$group\":{\"_id\":\"$date\", \n",
    "                                  \"Average Surface Temperature\":{\"$avg\":\"$surface_temperature\"}}}])\n",
    "\n",
    "for doc in h:\n",
    "    pprint(doc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9f0fd604",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'GHI': 47,\n",
      " '_id': ObjectId('647df1aab741191561dd04a7'),\n",
      " 'air_temperature': 5,\n",
      " 'date': '2022-02-08T00:00:00',\n",
      " 'hotspots': [{'_id': ObjectId('647df1adb741191561dd069f')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06a0')}],\n",
      " 'max_wind_speed': 5.1,\n",
      " 'prec_type': 'I',\n",
      " 'prec_val': 0.0,\n",
      " 'precipitation': ' 0.00I',\n",
      " 'relative_humidity': 38.6,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 1.8}\n",
      "{'GHI': 48,\n",
      " '_id': ObjectId('647df1abb741191561dd04c8'),\n",
      " 'air_temperature': 5,\n",
      " 'date': '2022-06-30T00:00:00',\n",
      " 'hotspots': [{'_id': ObjectId('647df1adb741191561dd06ba')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06bb')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06bc')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06bd')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06be')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06bf')}],\n",
      " 'max_wind_speed': 11.1,\n",
      " 'prec_type': 'A',\n",
      " 'prec_val': 0.0,\n",
      " 'precipitation': ' 0.00A',\n",
      " 'relative_humidity': 34.9,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 4.3}\n",
      "{'GHI': 49,\n",
      " '_id': ObjectId('647df1abb741191561dd04c7'),\n",
      " 'air_temperature': 5,\n",
      " 'date': '2022-01-07T00:00:00',\n",
      " 'hotspots': [{'_id': ObjectId('647df1adb741191561dd06b6')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06b7')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06b8')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06b9')}],\n",
      " 'max_wind_speed': 14.0,\n",
      " 'prec_type': 'I',\n",
      " 'prec_val': 0.0,\n",
      " 'precipitation': ' 0.00I',\n",
      " 'relative_humidity': 33.1,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 5.8}\n",
      "{'GHI': 56,\n",
      " '_id': ObjectId('647df1abb741191561dd04bd'),\n",
      " 'air_temperature': 6,\n",
      " 'date': '2022-11-07T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 5.1,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.01,\n",
      " 'precipitation': ' 0.01G',\n",
      " 'relative_humidity': 39.0,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 1.8}\n",
      "{'GHI': 57,\n",
      " '_id': ObjectId('647df1abb741191561dd04b9'),\n",
      " 'air_temperature': 6,\n",
      " 'date': '2022-07-15T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 9.9,\n",
      " 'prec_type': 'I',\n",
      " 'prec_val': 0.0,\n",
      " 'precipitation': ' 0.00I',\n",
      " 'relative_humidity': 37.1,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 5.8}\n",
      "{'GHI': 60,\n",
      " '_id': ObjectId('647df1abb741191561dd04c6'),\n",
      " 'air_temperature': 6,\n",
      " 'date': '2022-02-07T00:00:00',\n",
      " 'hotspots': [{'_id': ObjectId('647df1adb741191561dd06ae')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06af')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06b0')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06b1')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06b2')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06b3')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06b4')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06b5')}],\n",
      " 'max_wind_speed': 11.1,\n",
      " 'prec_type': 'I',\n",
      " 'prec_val': 0.0,\n",
      " 'precipitation': ' 0.00I',\n",
      " 'relative_humidity': 30.8,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 5.7}\n",
      "{'GHI': 65,\n",
      " '_id': ObjectId('647df1aab741191561dd04a9'),\n",
      " 'air_temperature': 7,\n",
      " 'date': '2022-07-31T00:00:00',\n",
      " 'hotspots': [{'_id': ObjectId('647df1adb741191561dd06a3')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06a4')}],\n",
      " 'max_wind_speed': 8.0,\n",
      " 'prec_type': 'I',\n",
      " 'prec_val': 0.0,\n",
      " 'precipitation': ' 0.00I',\n",
      " 'relative_humidity': 40.5,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 3.1}\n",
      "{'GHI': 65,\n",
      " '_id': ObjectId('647df1abb741191561dd04b4'),\n",
      " 'air_temperature': 7,\n",
      " 'date': '2022-07-20T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 15.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.12,\n",
      " 'precipitation': ' 0.12G',\n",
      " 'relative_humidity': 40.5,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 8.1}\n",
      "{'GHI': 65,\n",
      " '_id': ObjectId('647df1aab741191561dd04a8'),\n",
      " 'air_temperature': 7,\n",
      " 'date': '2022-01-08T00:00:00',\n",
      " 'hotspots': [{'_id': ObjectId('647df1adb741191561dd06a1')},\n",
      "              {'_id': ObjectId('647df1adb741191561dd06a2')}],\n",
      " 'max_wind_speed': 7.0,\n",
      " 'prec_type': 'I',\n",
      " 'prec_val': 0.0,\n",
      " 'precipitation': ' 0.00I',\n",
      " 'relative_humidity': 40.7,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 3.7}\n",
      "{'GHI': 66,\n",
      " '_id': ObjectId('647df1aab741191561dd0496'),\n",
      " 'air_temperature': 7,\n",
      " 'date': '2022-08-19T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 9.9,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.04,\n",
      " 'precipitation': ' 0.04G',\n",
      " 'relative_humidity': 37.9,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 5.7}\n"
     ]
    }
   ],
   "source": [
    "#question i\n",
    "i = climate.find().sort(\"GHI\", pymongo.ASCENDING).limit(10)\n",
    "\n",
    "for doc in i:\n",
    "    pprint(doc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "550e2976",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'GHI': 202,\n",
      " '_id': ObjectId('647df1aab741191561dd042f'),\n",
      " 'air_temperature': 26,\n",
      " 'date': '2022-11-30T00:00:00',\n",
      " 'hotspots': [{'_id': ObjectId('647df1acb741191561dd05a5')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05a6')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05a7')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05a8')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05a9')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05aa')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05ab')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05ac')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05ad')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05ae')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05af')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05b0')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05b1')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05b2')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05b3')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05b4')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05b5')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05b6')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05b7')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05b8')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05b9')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05ba')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05bb')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05bc')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05bd')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05be')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05bf')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05c0')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05c1')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05c2')},\n",
      "              {'_id': ObjectId('647df1acb741191561dd05c3')}],\n",
      " 'max_wind_speed': 15.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.2,\n",
      " 'precipitation': ' 0.20G',\n",
      " 'relative_humidity': 61.0,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 9.3}\n",
      "{'GHI': 151,\n",
      " '_id': ObjectId('647df1aab741191561dd043c'),\n",
      " 'air_temperature': 19,\n",
      " 'date': '2022-11-17T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 12.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.28,\n",
      " 'precipitation': ' 0.28G',\n",
      " 'relative_humidity': 58.7,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 5.5}\n",
      "{'GHI': 140,\n",
      " '_id': ObjectId('647df1aab741191561dd043d'),\n",
      " 'air_temperature': 18,\n",
      " 'date': '2022-11-16T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 11.1,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.28,\n",
      " 'precipitation': ' 0.28G',\n",
      " 'relative_humidity': 61.5,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 5.5}\n",
      "{'GHI': 100,\n",
      " '_id': ObjectId('647df1aab741191561dd044e'),\n",
      " 'air_temperature': 11,\n",
      " 'date': '2022-10-30T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 14.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.2,\n",
      " 'precipitation': ' 0.20G',\n",
      " 'relative_humidity': 43.2,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 8.1}\n",
      "{'GHI': 152,\n",
      " '_id': ObjectId('647df1aab741191561dd044f'),\n",
      " 'air_temperature': 17,\n",
      " 'date': '2022-10-29T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 27.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.24,\n",
      " 'precipitation': ' 0.24G',\n",
      " 'relative_humidity': 44.9,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 16.1}\n",
      "{'GHI': 105,\n",
      " '_id': ObjectId('647df1aab741191561dd0467'),\n",
      " 'air_temperature': 12,\n",
      " 'date': '2022-05-10T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 18.1,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.2,\n",
      " 'precipitation': ' 0.20G',\n",
      " 'relative_humidity': 47.5,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 15.0}\n",
      "{'GHI': 97,\n",
      " '_id': ObjectId('647df1aab741191561dd047b'),\n",
      " 'air_temperature': 11,\n",
      " 'date': '2022-09-15T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 15.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.28,\n",
      " 'precipitation': ' 0.28G',\n",
      " 'relative_humidity': 46.2,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 10.5}\n",
      "{'GHI': 90,\n",
      " '_id': ObjectId('647df1aab741191561dd0483'),\n",
      " 'air_temperature': 10,\n",
      " 'date': '2022-07-09T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 14.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.2,\n",
      " 'precipitation': ' 0.20G',\n",
      " 'relative_humidity': 43.6,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 9.7}\n",
      "{'GHI': 75,\n",
      " '_id': ObjectId('647df1aab741191561dd0485'),\n",
      " 'air_temperature': 8,\n",
      " 'date': '2022-05-09T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 18.1,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.31,\n",
      " 'precipitation': ' 0.31G',\n",
      " 'relative_humidity': 38.6,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 12.8}\n",
      "{'GHI': 102,\n",
      " '_id': ObjectId('647df1aab741191561dd048f'),\n",
      " 'air_temperature': 11,\n",
      " 'date': '2022-08-26T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 19.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.28,\n",
      " 'precipitation': ' 0.28G',\n",
      " 'relative_humidity': 39.7,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 11.8}\n",
      "{'GHI': 83,\n",
      " '_id': ObjectId('647df1aab741191561dd04a3'),\n",
      " 'air_temperature': 9,\n",
      " 'date': '2022-06-08T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 19.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.24,\n",
      " 'precipitation': ' 0.24G',\n",
      " 'relative_humidity': 41.1,\n",
      " 'station': 948702,\n",
      " 'windspeed_knots': 12.7}\n",
      "{'GHI': 99,\n",
      " '_id': ObjectId('647df1aab741191561dd04ad'),\n",
      " 'air_temperature': 11,\n",
      " 'date': '2022-07-27T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 21.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.24,\n",
      " 'precipitation': ' 0.24G',\n",
      " 'relative_humidity': 43.5,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 13.1}\n",
      "{'GHI': 98,\n",
      " '_id': ObjectId('647df1abb741191561dd04c5'),\n",
      " 'air_temperature': 11,\n",
      " 'date': '2022-03-07T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 18.1,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.2,\n",
      " 'precipitation': ' 0.20G',\n",
      " 'relative_humidity': 45.1,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 11.5}\n",
      "{'GHI': 73,\n",
      " '_id': ObjectId('647df1abb741191561dd04e7'),\n",
      " 'air_temperature': 8,\n",
      " 'date': '2022-05-30T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 15.9,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.24,\n",
      " 'precipitation': ' 0.24G',\n",
      " 'relative_humidity': 41.6,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 8.3}\n",
      "{'GHI': 122,\n",
      " '_id': ObjectId('647df1abb741191561dd04ea'),\n",
      " 'air_temperature': 14,\n",
      " 'date': '2022-05-27T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 19.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.35,\n",
      " 'precipitation': ' 0.35G',\n",
      " 'relative_humidity': 48.1,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 13.7}\n",
      "{'GHI': 102,\n",
      " '_id': ObjectId('647df1abb741191561dd0509'),\n",
      " 'air_temperature': 11,\n",
      " 'date': '2022-04-26T00:00:00',\n",
      " 'hotspots': [{'_id': ObjectId('647df1b1b741191561dd099f')}],\n",
      " 'max_wind_speed': 20.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.24,\n",
      " 'precipitation': ' 0.24G',\n",
      " 'relative_humidity': 40.8,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 12.2}\n",
      "{'GHI': 166,\n",
      " '_id': ObjectId('647df1abb741191561dd050f'),\n",
      " 'air_temperature': 20,\n",
      " 'date': '2022-04-20T00:00:00',\n",
      " 'hotspots': [{'_id': ObjectId('647df1b1b741191561dd09c0')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09c1')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09c2')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09c3')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09c4')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09c5')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09c6')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09c7')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09c8')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09c9')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09ca')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09cb')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09cc')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09cd')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09ce')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09cf')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09d0')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09d1')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09d2')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09d3')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09d4')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09d5')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09d6')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09d7')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09d8')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09d9')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09da')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09db')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09dc')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09dd')},\n",
      "              {'_id': ObjectId('647df1b1b741191561dd09de')}],\n",
      " 'max_wind_speed': 15.9,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.31,\n",
      " 'precipitation': ' 0.31G',\n",
      " 'relative_humidity': 53.5,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 7.2}\n",
      "{'GHI': 146,\n",
      " '_id': ObjectId('647df1abb741191561dd0525'),\n",
      " 'air_temperature': 17,\n",
      " 'date': '2022-03-29T00:00:00',\n",
      " 'hotspots': [{'_id': ObjectId('647df1b9b741191561dd0f4c')}],\n",
      " 'max_wind_speed': 21.0,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.24,\n",
      " 'precipitation': ' 0.24G',\n",
      " 'relative_humidity': 49.9,\n",
      " 'station': 948701,\n",
      " 'windspeed_knots': 12.2}\n",
      "{'GHI': 157,\n",
      " '_id': ObjectId('647df1abb741191561dd0570'),\n",
      " 'air_temperature': 19,\n",
      " 'date': '2022-01-13T00:00:00',\n",
      " 'hotspots': [],\n",
      " 'max_wind_speed': 18.1,\n",
      " 'prec_type': 'G',\n",
      " 'prec_val': 0.31,\n",
      " 'precipitation': ' 0.31G',\n",
      " 'relative_humidity': 54.1,\n",
      " 'station': 948700,\n",
      " 'windspeed_knots': 11.2}\n"
     ]
    }
   ],
   "source": [
    "#question j\n",
    "j = climate.find({\"$and\":[{\"prec_val\":{\"$gte\":0.20, \"$lte\":0.35}},\n",
    "                          {\"prec_type\":\"G\"}]})\n",
    "\n",
    "for doc in j:\n",
    "    pprint(doc)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f53fd531",
   "metadata": {},
   "source": [
    "Question 3: Indexing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5bcac194",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'explainVersion': '1',\n",
       " 'queryPlanner': {'namespace': 'fit3182_assignment_db.climate',\n",
       "  'indexFilterSet': False,\n",
       "  'parsedQuery': {'date': {'$eq': '2022-08-08T00:00:00'}},\n",
       "  'queryHash': '6C31DBA7',\n",
       "  'planCacheKey': '6C31DBA7',\n",
       "  'maxIndexedOrSolutionsReached': False,\n",
       "  'maxIndexedAndSolutionsReached': False,\n",
       "  'maxScansToExplodeReached': False,\n",
       "  'winningPlan': {'stage': 'COLLSCAN',\n",
       "   'filter': {'date': {'$eq': '2022-08-08T00:00:00'}},\n",
       "   'direction': 'forward'},\n",
       "  'rejectedPlans': []},\n",
       " 'executionStats': {'executionSuccess': True,\n",
       "  'nReturned': 1,\n",
       "  'executionTimeMillis': 3,\n",
       "  'totalKeysExamined': 0,\n",
       "  'totalDocsExamined': 366,\n",
       "  'executionStages': {'stage': 'COLLSCAN',\n",
       "   'filter': {'date': {'$eq': '2022-08-08T00:00:00'}},\n",
       "   'nReturned': 1,\n",
       "   'executionTimeMillisEstimate': 0,\n",
       "   'works': 368,\n",
       "   'advanced': 1,\n",
       "   'needTime': 366,\n",
       "   'needYield': 0,\n",
       "   'saveState': 0,\n",
       "   'restoreState': 0,\n",
       "   'isEOF': 1,\n",
       "   'direction': 'forward',\n",
       "   'docsExamined': 366},\n",
       "  'allPlansExecution': []},\n",
       " 'command': {'find': 'climate',\n",
       "  'filter': {'date': '2022-08-08T00:00:00'},\n",
       "  '$db': 'fit3182_assignment_db'},\n",
       " 'serverInfo': {'host': '7e988e1d53d7',\n",
       "  'port': 27017,\n",
       "  'version': '6.0.4',\n",
       "  'gitVersion': '44ff59461c1353638a71e710f385a566bcd2f547'},\n",
       " 'serverParameters': {'internalQueryFacetBufferSizeBytes': 104857600,\n",
       "  'internalQueryFacetMaxOutputDocSizeBytes': 104857600,\n",
       "  'internalLookupStageIntermediateDocumentMaxSizeBytes': 104857600,\n",
       "  'internalDocumentSourceGroupMaxMemoryBytes': 104857600,\n",
       "  'internalQueryMaxBlockingSortMemoryUsageBytes': 104857600,\n",
       "  'internalQueryProhibitBlockingMergeOnMongoS': 0,\n",
       "  'internalQueryMaxAddToSetBytes': 104857600,\n",
       "  'internalDocumentSourceSetWindowFieldsMaxMemoryBytes': 104857600},\n",
       " 'ok': 1.0}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "climate.find({\"date\":\"2022-08-08T00:00:00\"}).explain()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d33a9723",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'date_1'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "climate.create_index([(\"date\", pymongo.ASCENDING)], unique = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "7c317cfe",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['_id_', 'date_1']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(list(climate.index_information()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1dc7fd4b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'explainVersion': '1',\n",
       " 'queryPlanner': {'namespace': 'fit3182_assignment_db.climate',\n",
       "  'indexFilterSet': False,\n",
       "  'parsedQuery': {'date': {'$eq': '2022-08-08T00:00:00'}},\n",
       "  'queryHash': '6C31DBA7',\n",
       "  'planCacheKey': '39CDD611',\n",
       "  'maxIndexedOrSolutionsReached': False,\n",
       "  'maxIndexedAndSolutionsReached': False,\n",
       "  'maxScansToExplodeReached': False,\n",
       "  'winningPlan': {'stage': 'FETCH',\n",
       "   'inputStage': {'stage': 'IXSCAN',\n",
       "    'keyPattern': {'date': 1},\n",
       "    'indexName': 'date_1',\n",
       "    'isMultiKey': False,\n",
       "    'multiKeyPaths': {'date': []},\n",
       "    'isUnique': True,\n",
       "    'isSparse': False,\n",
       "    'isPartial': False,\n",
       "    'indexVersion': 2,\n",
       "    'direction': 'forward',\n",
       "    'indexBounds': {'date': ['[\"2022-08-08T00:00:00\", \"2022-08-08T00:00:00\"]']}}},\n",
       "  'rejectedPlans': []},\n",
       " 'executionStats': {'executionSuccess': True,\n",
       "  'nReturned': 1,\n",
       "  'executionTimeMillis': 23,\n",
       "  'totalKeysExamined': 1,\n",
       "  'totalDocsExamined': 1,\n",
       "  'executionStages': {'stage': 'FETCH',\n",
       "   'nReturned': 1,\n",
       "   'executionTimeMillisEstimate': 10,\n",
       "   'works': 2,\n",
       "   'advanced': 1,\n",
       "   'needTime': 0,\n",
       "   'needYield': 0,\n",
       "   'saveState': 0,\n",
       "   'restoreState': 0,\n",
       "   'isEOF': 1,\n",
       "   'docsExamined': 1,\n",
       "   'alreadyHasObj': 0,\n",
       "   'inputStage': {'stage': 'IXSCAN',\n",
       "    'nReturned': 1,\n",
       "    'executionTimeMillisEstimate': 10,\n",
       "    'works': 2,\n",
       "    'advanced': 1,\n",
       "    'needTime': 0,\n",
       "    'needYield': 0,\n",
       "    'saveState': 0,\n",
       "    'restoreState': 0,\n",
       "    'isEOF': 1,\n",
       "    'keyPattern': {'date': 1},\n",
       "    'indexName': 'date_1',\n",
       "    'isMultiKey': False,\n",
       "    'multiKeyPaths': {'date': []},\n",
       "    'isUnique': True,\n",
       "    'isSparse': False,\n",
       "    'isPartial': False,\n",
       "    'indexVersion': 2,\n",
       "    'direction': 'forward',\n",
       "    'indexBounds': {'date': ['[\"2022-08-08T00:00:00\", \"2022-08-08T00:00:00\"]']},\n",
       "    'keysExamined': 1,\n",
       "    'seeks': 1,\n",
       "    'dupsTested': 0,\n",
       "    'dupsDropped': 0}},\n",
       "  'allPlansExecution': []},\n",
       " 'command': {'find': 'climate',\n",
       "  'filter': {'date': '2022-08-08T00:00:00'},\n",
       "  '$db': 'fit3182_assignment_db'},\n",
       " 'serverInfo': {'host': '7e988e1d53d7',\n",
       "  'port': 27017,\n",
       "  'version': '6.0.4',\n",
       "  'gitVersion': '44ff59461c1353638a71e710f385a566bcd2f547'},\n",
       " 'serverParameters': {'internalQueryFacetBufferSizeBytes': 104857600,\n",
       "  'internalQueryFacetMaxOutputDocSizeBytes': 104857600,\n",
       "  'internalLookupStageIntermediateDocumentMaxSizeBytes': 104857600,\n",
       "  'internalDocumentSourceGroupMaxMemoryBytes': 104857600,\n",
       "  'internalQueryMaxBlockingSortMemoryUsageBytes': 104857600,\n",
       "  'internalQueryProhibitBlockingMergeOnMongoS': 0,\n",
       "  'internalQueryMaxAddToSetBytes': 104857600,\n",
       "  'internalDocumentSourceSetWindowFieldsMaxMemoryBytes': 104857600},\n",
       " 'ok': 1.0}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "climate.find({\"date\":\"2022-08-08T00:00:00\"}).explain()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91a6edcb",
   "metadata": {},
   "source": [
    "The new index created in the collection \"climate\" is based on the \"date\" field. Before creating the index, it can be seen that the query has to examine 366 documents, which is all the documents in the climate collection. However, after indexing by date, only 1 document was examined.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19c6947e",
   "metadata": {},
   "source": [
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "a714efee",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'explainVersion': '1',\n",
       " 'queryPlanner': {'namespace': 'fit3182_assignment_db.hotspot',\n",
       "  'indexFilterSet': False,\n",
       "  'parsedQuery': {'date': {'$eq': '2022-02-08T00:00:00'}},\n",
       "  'queryHash': '6C31DBA7',\n",
       "  'planCacheKey': '6C31DBA7',\n",
       "  'maxIndexedOrSolutionsReached': False,\n",
       "  'maxIndexedAndSolutionsReached': False,\n",
       "  'maxScansToExplodeReached': False,\n",
       "  'winningPlan': {'stage': 'COLLSCAN',\n",
       "   'filter': {'date': {'$eq': '2022-02-08T00:00:00'}},\n",
       "   'direction': 'forward'},\n",
       "  'rejectedPlans': []},\n",
       " 'executionStats': {'executionSuccess': True,\n",
       "  'nReturned': 2,\n",
       "  'executionTimeMillis': 1,\n",
       "  'totalKeysExamined': 0,\n",
       "  'totalDocsExamined': 2668,\n",
       "  'executionStages': {'stage': 'COLLSCAN',\n",
       "   'filter': {'date': {'$eq': '2022-02-08T00:00:00'}},\n",
       "   'nReturned': 2,\n",
       "   'executionTimeMillisEstimate': 0,\n",
       "   'works': 2670,\n",
       "   'advanced': 2,\n",
       "   'needTime': 2667,\n",
       "   'needYield': 0,\n",
       "   'saveState': 2,\n",
       "   'restoreState': 2,\n",
       "   'isEOF': 1,\n",
       "   'direction': 'forward',\n",
       "   'docsExamined': 2668},\n",
       "  'allPlansExecution': []},\n",
       " 'command': {'find': 'hotspot',\n",
       "  'filter': {'date': '2022-02-08T00:00:00'},\n",
       "  '$db': 'fit3182_assignment_db'},\n",
       " 'serverInfo': {'host': '7e988e1d53d7',\n",
       "  'port': 27017,\n",
       "  'version': '6.0.4',\n",
       "  'gitVersion': '44ff59461c1353638a71e710f385a566bcd2f547'},\n",
       " 'serverParameters': {'internalQueryFacetBufferSizeBytes': 104857600,\n",
       "  'internalQueryFacetMaxOutputDocSizeBytes': 104857600,\n",
       "  'internalLookupStageIntermediateDocumentMaxSizeBytes': 104857600,\n",
       "  'internalDocumentSourceGroupMaxMemoryBytes': 104857600,\n",
       "  'internalQueryMaxBlockingSortMemoryUsageBytes': 104857600,\n",
       "  'internalQueryProhibitBlockingMergeOnMongoS': 0,\n",
       "  'internalQueryMaxAddToSetBytes': 104857600,\n",
       "  'internalDocumentSourceSetWindowFieldsMaxMemoryBytes': 104857600},\n",
       " 'ok': 1.0}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hotspot.find({\"date\":\"2022-02-08T00:00:00\"}).explain()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "5ac3aefc",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'date_1'"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hotspot.create_index([(\"date\", pymongo.ASCENDING)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "7bf73a32",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'explainVersion': '1',\n",
       " 'queryPlanner': {'namespace': 'fit3182_assignment_db.hotspot',\n",
       "  'indexFilterSet': False,\n",
       "  'parsedQuery': {'date': {'$eq': '2022-02-08T00:00:00'}},\n",
       "  'queryHash': '6C31DBA7',\n",
       "  'planCacheKey': '39CDD611',\n",
       "  'maxIndexedOrSolutionsReached': False,\n",
       "  'maxIndexedAndSolutionsReached': False,\n",
       "  'maxScansToExplodeReached': False,\n",
       "  'winningPlan': {'stage': 'FETCH',\n",
       "   'inputStage': {'stage': 'IXSCAN',\n",
       "    'keyPattern': {'date': 1},\n",
       "    'indexName': 'date_1',\n",
       "    'isMultiKey': False,\n",
       "    'multiKeyPaths': {'date': []},\n",
       "    'isUnique': False,\n",
       "    'isSparse': False,\n",
       "    'isPartial': False,\n",
       "    'indexVersion': 2,\n",
       "    'direction': 'forward',\n",
       "    'indexBounds': {'date': ['[\"2022-02-08T00:00:00\", \"2022-02-08T00:00:00\"]']}}},\n",
       "  'rejectedPlans': []},\n",
       " 'executionStats': {'executionSuccess': True,\n",
       "  'nReturned': 2,\n",
       "  'executionTimeMillis': 1,\n",
       "  'totalKeysExamined': 2,\n",
       "  'totalDocsExamined': 2,\n",
       "  'executionStages': {'stage': 'FETCH',\n",
       "   'nReturned': 2,\n",
       "   'executionTimeMillisEstimate': 0,\n",
       "   'works': 3,\n",
       "   'advanced': 2,\n",
       "   'needTime': 0,\n",
       "   'needYield': 0,\n",
       "   'saveState': 0,\n",
       "   'restoreState': 0,\n",
       "   'isEOF': 1,\n",
       "   'docsExamined': 2,\n",
       "   'alreadyHasObj': 0,\n",
       "   'inputStage': {'stage': 'IXSCAN',\n",
       "    'nReturned': 2,\n",
       "    'executionTimeMillisEstimate': 0,\n",
       "    'works': 3,\n",
       "    'advanced': 2,\n",
       "    'needTime': 0,\n",
       "    'needYield': 0,\n",
       "    'saveState': 0,\n",
       "    'restoreState': 0,\n",
       "    'isEOF': 1,\n",
       "    'keyPattern': {'date': 1},\n",
       "    'indexName': 'date_1',\n",
       "    'isMultiKey': False,\n",
       "    'multiKeyPaths': {'date': []},\n",
       "    'isUnique': False,\n",
       "    'isSparse': False,\n",
       "    'isPartial': False,\n",
       "    'indexVersion': 2,\n",
       "    'direction': 'forward',\n",
       "    'indexBounds': {'date': ['[\"2022-02-08T00:00:00\", \"2022-02-08T00:00:00\"]']},\n",
       "    'keysExamined': 2,\n",
       "    'seeks': 1,\n",
       "    'dupsTested': 0,\n",
       "    'dupsDropped': 0}},\n",
       "  'allPlansExecution': []},\n",
       " 'command': {'find': 'hotspot',\n",
       "  'filter': {'date': '2022-02-08T00:00:00'},\n",
       "  '$db': 'fit3182_assignment_db'},\n",
       " 'serverInfo': {'host': '7e988e1d53d7',\n",
       "  'port': 27017,\n",
       "  'version': '6.0.4',\n",
       "  'gitVersion': '44ff59461c1353638a71e710f385a566bcd2f547'},\n",
       " 'serverParameters': {'internalQueryFacetBufferSizeBytes': 104857600,\n",
       "  'internalQueryFacetMaxOutputDocSizeBytes': 104857600,\n",
       "  'internalLookupStageIntermediateDocumentMaxSizeBytes': 104857600,\n",
       "  'internalDocumentSourceGroupMaxMemoryBytes': 104857600,\n",
       "  'internalQueryMaxBlockingSortMemoryUsageBytes': 104857600,\n",
       "  'internalQueryProhibitBlockingMergeOnMongoS': 0,\n",
       "  'internalQueryMaxAddToSetBytes': 104857600,\n",
       "  'internalDocumentSourceSetWindowFieldsMaxMemoryBytes': 104857600},\n",
       " 'ok': 1.0}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hotspot.find({\"date\":\"2022-02-08T00:00:00\"}).explain()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce916fb9",
   "metadata": {},
   "source": [
    "\n",
    "It only examined 2 documents instead of 2668 documents when there was no indexing with datetime.\n",
    "\n",
    "I created an index with the field \"date\" in the hotspot collection. This is increase the efficiency of querying climate and hotspot data. If we want to query hotspot data referenced by the climate data, the field \"date\" is used. Therefore, by indexing date and sorting the documents by ascennding date, it reduces the number of documents the system has to examine. This is reflected in the .explain() function. We can see that after indexing, the system only examined 2 documents rather than 2670 documents."
   ]
  }
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