NoSQL_setup_starter.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9a57c4c6",
   "metadata": {},
   "source": [
    "# Eat Safe, Love"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "064ef857",
   "metadata": {},
   "source": [
    "## Part 1: Database and Jupyter Notebook Set Up"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "664e3c1f",
   "metadata": {},
   "source": [
    "Import the data provided in the `establishments.json` file from your Terminal. Name the database `uk_food` and the collection `establishments`.\n",
    "\n",
    "Within this markdown cell, copy the line of text you used to import the data from your Terminal. This way, future analysts will be able to repeat your process.\n",
    "\n",
    "e.g.: Import the dataset with `YOUR IMPORT TEXT HERE`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3ecdd008",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import dependencies\n",
    "from pymongo import MongoClient\n",
    "import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "59390c4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create an instance of MongoClient\n",
    "mongo = MongoClient(port=27017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7f9ececa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['admin', 'classDB', 'classroom', 'config', 'epa', 'fruitsdb', 'garden', 'local', 'met', 'petsitly_marketing', 'test', 'travel', 'uk_food']\n"
     ]
    }
   ],
   "source": [
    "# confirm that our new database was created\n",
    "print(mongo.list_database_names())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "71e373c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# assign the uk_food database to a variable name\n",
    "db = mongo['uk_food']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ef1b89ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['establishments']\n"
     ]
    }
   ],
   "source": [
    "# review the collections in our new database\n",
    "print(db.list_collection_names())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "8a0775ea",
   "metadata": {},
   "source": [
    "***MongoDB Import Terminal Command***\n",
    "\n",
    "This is the code I used in the integrated terminal to import establishments.json into MongoDB (credit to instructor Eli Rosenberg for the initial structure, I customized it for my file setup):\n",
    "\n",
    "./mongoimport.exe --type json -d uk_food -c establishments --drop --jsonArray establishments.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6a0d92df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'_id': ObjectId('641490153cf154af4135f78d'),\n",
       " 'FHRSID': 1043695,\n",
       " 'ChangesByServerID': 0,\n",
       " 'LocalAuthorityBusinessID': 'PI/000073616',\n",
       " 'BusinessName': 'The Pavilion',\n",
       " 'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       " 'BusinessTypeID': 1,\n",
       " 'AddressLine1': 'East Cliff Pavilion',\n",
       " 'AddressLine2': 'Wear Bay Road',\n",
       " 'AddressLine3': 'Folkestone',\n",
       " 'AddressLine4': 'Kent',\n",
       " 'PostCode': 'CT19 6BL',\n",
       " 'Phone': '',\n",
       " 'RatingValue': '5',\n",
       " 'RatingKey': 'fhrs_5_en-gb',\n",
       " 'RatingDate': '2018-04-04T00:00:00',\n",
       " 'LocalAuthorityCode': '188',\n",
       " 'LocalAuthorityName': 'Folkestone and Hythe',\n",
       " 'LocalAuthorityWebSite': 'http://www.folkestone-hythe.gov.uk',\n",
       " 'LocalAuthorityEmailAddress': 'foodteam@folkestone-hythe.gov.uk',\n",
       " 'scores': {'Hygiene': 5, 'Structural': 5, 'ConfidenceInManagement': 5},\n",
       " 'SchemeType': 'FHRS',\n",
       " 'geocode': {'longitude': Decimal128('1.195625'),\n",
       "  'latitude': Decimal128('51.083812')},\n",
       " 'RightToReply': '',\n",
       " 'Distance': 4591.765489457773,\n",
       " 'NewRatingPending': False,\n",
       " 'meta': {'dataSource': None,\n",
       "  'extractDate': '0001-01-01T00:00:00',\n",
       "  'itemCount': 0,\n",
       "  'returncode': None,\n",
       "  'totalCount': 0,\n",
       "  'totalPages': 0,\n",
       "  'pageSize': 0,\n",
       "  'pageNumber': 0},\n",
       " 'links': [{'rel': 'self',\n",
       "   'href': 'https://api.ratings.food.gov.uk/establishments/1043695'}]}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# review a document in the establishments collection\n",
    "db.establishments.find_one()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "11c9f11b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Collection(Database(MongoClient(host=['localhost:27017'], document_class=dict, tz_aware=False, connect=True), 'uk_food'), 'establishments')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# assign the collection to a variable\n",
    "establishments = db['establishments']\n",
    "establishments"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5671434",
   "metadata": {},
   "source": [
    "## Part 2: Update the Database"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "314bd884",
   "metadata": {},
   "source": [
    "1. An exciting new halal restaurant just opened in Greenwich, but hasn't been rated yet. The magazine has asked you to include it in your analysis. Add the following restaurant \"Penang Flavours\" to the database."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c2da7648",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a dictionary for the new restaurant data\n",
    "new_restaurant = {\n",
    "    \"BusinessName\":\"Penang Flavours\",\n",
    "    \"BusinessType\":\"Restaurant/Cafe/Canteen\",\n",
    "    \"BusinessTypeID\":\"\",\n",
    "    \"AddressLine1\":\"Penang Flavours\",\n",
    "    \"AddressLine2\":\"146A Plumstead Rd\",\n",
    "    \"AddressLine3\":\"London\",\n",
    "    \"AddressLine4\":\"\",\n",
    "    \"PostCode\":\"SE18 7DY\",\n",
    "    \"Phone\":\"\",\n",
    "    \"LocalAuthorityCode\":\"511\",\n",
    "    \"LocalAuthorityName\":\"Greenwich\",\n",
    "    \"LocalAuthorityWebSite\":\"http://www.royalgreenwich.gov.uk\",\n",
    "    \"LocalAuthorityEmailAddress\":\"health@royalgreenwich.gov.uk\",\n",
    "    \"scores\":{\n",
    "        \"Hygiene\":\"\",\n",
    "        \"Structural\":\"\",\n",
    "        \"ConfidenceInManagement\":\"\"\n",
    "    },\n",
    "    \"SchemeType\":\"FHRS\",\n",
    "    \"geocode\":{\n",
    "        \"longitude\":\"0.08384000\",\n",
    "        \"latitude\":\"51.49014200\"\n",
    "    },\n",
    "    \"RightToReply\":\"\",\n",
    "    \"Distance\":4623.9723280747176,\n",
    "    \"NewRatingPending\":True\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "32546bcc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymongo.results.DeleteResult at 0x266ac91ebc0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "establishments.delete_one({\"BusinessName\":\"Penang Flavours\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a6e5cece",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymongo.results.InsertOneResult at 0x266af3a19c0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Insert the new restaurant into the collection\n",
    "establishments.insert_one(new_restaurant)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "63bb10f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'_id': ObjectId('6418df9bc58868663d8a9f9f'),\n",
       "  'BusinessName': 'Penang Flavours',\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': '',\n",
       "  'AddressLine1': 'Penang Flavours',\n",
       "  'AddressLine2': '146A Plumstead Rd',\n",
       "  'AddressLine3': 'London',\n",
       "  'AddressLine4': '',\n",
       "  'PostCode': 'SE18 7DY',\n",
       "  'Phone': '',\n",
       "  'LocalAuthorityCode': '511',\n",
       "  'LocalAuthorityName': 'Greenwich',\n",
       "  'LocalAuthorityWebSite': 'http://www.royalgreenwich.gov.uk',\n",
       "  'LocalAuthorityEmailAddress': 'health@royalgreenwich.gov.uk',\n",
       "  'scores': {'Hygiene': '', 'Structural': '', 'ConfidenceInManagement': ''},\n",
       "  'SchemeType': 'FHRS',\n",
       "  'geocode': {'longitude': '0.08384000', 'latitude': '51.49014200'},\n",
       "  'RightToReply': '',\n",
       "  'Distance': 4623.972328074718,\n",
       "  'NewRatingPending': True}]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check that the new restaurant was inserted\n",
    "list(establishments.find({\"BusinessName\":\"Penang Flavours\"}))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ef4395a",
   "metadata": {},
   "source": [
    "2. Find the BusinessTypeID for \"Restaurant/Cafe/Canteen\" and return only the `BusinessTypeID` and `BusinessType` fields."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "93c63829",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'_id': ObjectId('641490153cf154af4135f4a7'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
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       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
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       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
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       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af4135f4b0'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
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       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
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       " {'_id': ObjectId('641490153cf154af413602d3'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602d5'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602dc'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602df'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602e4'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602e6'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602e7'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602e9'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602ea'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602ec'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602ee'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602f1'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602f4'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602f5'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602f6'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602fa'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602fb'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602fc'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af413602fd'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af41360301'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " {'_id': ObjectId('641490153cf154af41360302'),\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': 1},\n",
       " ...]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find the BusinessTypeID for \"Restaurant/Cafe/Canteen\" and return only the BusinessTypeID and BusinessType fields\n",
    "query = {'BusinessType': 'Restaurant/Cafe/Canteen'}\n",
    "fields = {'BusinessTypeID': 1, 'BusinessType': 1}\n",
    "list(establishments.find(query, fields))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e570caf",
   "metadata": {},
   "source": [
    "3. Update the new restaurant with the `BusinessTypeID` you found."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7f599f3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymongo.results.UpdateResult at 0x266af3a9dc0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Update the new restaurant with the correct BusinessTypeID\n",
    "filter = {'BusinessName':'Penang Flavours'}\n",
    "new_value = {'$set': {'BusinessTypeID': '1'}}\n",
    "establishments.update_one(filter, new_value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a6ad16f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'_id': ObjectId('6418df9bc58868663d8a9f9f'),\n",
       "  'BusinessName': 'Penang Flavours',\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': '1',\n",
       "  'AddressLine1': 'Penang Flavours',\n",
       "  'AddressLine2': '146A Plumstead Rd',\n",
       "  'AddressLine3': 'London',\n",
       "  'AddressLine4': '',\n",
       "  'PostCode': 'SE18 7DY',\n",
       "  'Phone': '',\n",
       "  'LocalAuthorityCode': '511',\n",
       "  'LocalAuthorityName': 'Greenwich',\n",
       "  'LocalAuthorityWebSite': 'http://www.royalgreenwich.gov.uk',\n",
       "  'LocalAuthorityEmailAddress': 'health@royalgreenwich.gov.uk',\n",
       "  'scores': {'Hygiene': '', 'Structural': '', 'ConfidenceInManagement': ''},\n",
       "  'SchemeType': 'FHRS',\n",
       "  'geocode': {'longitude': '0.08384000', 'latitude': '51.49014200'},\n",
       "  'RightToReply': '',\n",
       "  'Distance': 4623.972328074718,\n",
       "  'NewRatingPending': True}]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Confirm that the new restaurant was updated\n",
    "list(establishments.find({\"BusinessName\":\"Penang Flavours\"}))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67281254",
   "metadata": {},
   "source": [
    "4. The magazine is not interested in any establishments in Dover, so check how many documents contain the Dover Local Authority. Then, remove any establishments within the Dover Local Authority from the database, and check the number of documents to ensure they were deleted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "768474a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "994"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find how many documents have LocalAuthorityName as \"Dover\"\n",
    "establishments.count_documents({'LocalAuthorityName': 'Dover'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a11d5f1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymongo.results.DeleteResult at 0x1eb20b06600>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Delete all documents where LocalAuthorityName is \"Dover\"\n",
    "establishments.delete_many({'LocalAuthorityName': 'Dover'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2a51aba0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check if any remaining documents include Dover\n",
    "establishments.count_documents({'LocalAuthorityName': 'Dover'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8c356f7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'_id': ObjectId('641490153cf154af4135f78d'),\n",
       " 'FHRSID': 1043695,\n",
       " 'ChangesByServerID': 0,\n",
       " 'LocalAuthorityBusinessID': 'PI/000073616',\n",
       " 'BusinessName': 'The Pavilion',\n",
       " 'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       " 'BusinessTypeID': 1,\n",
       " 'AddressLine1': 'East Cliff Pavilion',\n",
       " 'AddressLine2': 'Wear Bay Road',\n",
       " 'AddressLine3': 'Folkestone',\n",
       " 'AddressLine4': 'Kent',\n",
       " 'PostCode': 'CT19 6BL',\n",
       " 'Phone': '',\n",
       " 'RatingValue': '5',\n",
       " 'RatingKey': 'fhrs_5_en-gb',\n",
       " 'RatingDate': '2018-04-04T00:00:00',\n",
       " 'LocalAuthorityCode': '188',\n",
       " 'LocalAuthorityName': 'Folkestone and Hythe',\n",
       " 'LocalAuthorityWebSite': 'http://www.folkestone-hythe.gov.uk',\n",
       " 'LocalAuthorityEmailAddress': 'foodteam@folkestone-hythe.gov.uk',\n",
       " 'scores': {'Hygiene': 5, 'Structural': 5, 'ConfidenceInManagement': 5},\n",
       " 'SchemeType': 'FHRS',\n",
       " 'geocode': {'longitude': '1.195625', 'latitude': '51.083812'},\n",
       " 'RightToReply': '',\n",
       " 'Distance': 4591.765489457773,\n",
       " 'NewRatingPending': False,\n",
       " 'meta': {'dataSource': None,\n",
       "  'extractDate': '0001-01-01T00:00:00',\n",
       "  'itemCount': 0,\n",
       "  'returncode': None,\n",
       "  'totalCount': 0,\n",
       "  'totalPages': 0,\n",
       "  'pageSize': 0,\n",
       "  'pageNumber': 0},\n",
       " 'links': [{'rel': 'self',\n",
       "   'href': 'https://api.ratings.food.gov.uk/establishments/1043695'}]}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check that other documents remain with 'find_one'\n",
    "establishments.find_one()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9f1662d",
   "metadata": {},
   "source": [
    "5. Some of the number values are stored as strings, when they should be stored as numbers. Use `update_many` to convert `latitude` and `longitude` to decimal numbers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "fd4112ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymongo.results.UpdateResult at 0x266af398500>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Change the data type from String to Decimal for longitude\n",
    "establishments.update_many({}, [ {'$set':{'geocode.longitude': {'$toDecimal': '$geocode.longitude'} }}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "08dd7c72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymongo.results.UpdateResult at 0x266ac921c40>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Change the data type from String to Decimal for latitude\n",
    "establishments.update_many({}, [ {'$set':{'geocode.latitude': {'$toDecimal': '$geocode.latitude'} }}])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "0deacaf9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'_id': ObjectId('641490153cf154af4135f78d'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f78e'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f78f'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f792'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f793'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f794'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f795'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f796'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f797'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f798'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f799'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f79a'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f79b'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f79c'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f79d'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f79e'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f79f'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7a0'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7a1'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7a2'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7a3'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7a4'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7a5'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7a6'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7a7'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7a8'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7a9'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7aa'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7ab'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7ac'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7ad'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7ae'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7af'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7b0'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7b1'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7b2'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7b3'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7b4'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7b5'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7b6'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7b7'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7b8'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7b9'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7ba'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7bc'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7bd'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7be'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7bf'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7c2'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7c3'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7c4'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7c5'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7c6'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7c7'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7c8'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7ca'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7cb'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7cc'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7cd'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7ce'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7cf'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7d1'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7d2'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7d3'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7d5'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7d6'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7d9'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7da'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7db'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135f7dc'),\n",
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       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135fbff'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135fc00'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135fc02'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " {'_id': ObjectId('641490153cf154af4135fc03'),\n",
       "  'latitude': True,\n",
       "  'longitude': True},\n",
       " ...]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check that the coordinates are now numbers (Method 1)\n",
    "list(establishments.aggregate([{\n",
    "    \n",
    "    '$project': \n",
    "        {\n",
    "\n",
    "                'latitude': {'$isNumber': '$geocode.latitude'}, \n",
    "                'longitude': {'$isNumber': '$geocode.longitude'}\n",
    "                 \n",
    "        }\n",
    "     \n",
    "}]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "da206adb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'_id': ObjectId('6418df9bc58868663d8a9f9f'),\n",
       "  'BusinessName': 'Penang Flavours',\n",
       "  'BusinessType': 'Restaurant/Cafe/Canteen',\n",
       "  'BusinessTypeID': '1',\n",
       "  'AddressLine1': 'Penang Flavours',\n",
       "  'AddressLine2': '146A Plumstead Rd',\n",
       "  'AddressLine3': 'London',\n",
       "  'AddressLine4': '',\n",
       "  'PostCode': 'SE18 7DY',\n",
       "  'Phone': '',\n",
       "  'LocalAuthorityCode': '511',\n",
       "  'LocalAuthorityName': 'Greenwich',\n",
       "  'LocalAuthorityWebSite': 'http://www.royalgreenwich.gov.uk',\n",
       "  'LocalAuthorityEmailAddress': 'health@royalgreenwich.gov.uk',\n",
       "  'scores': {'Hygiene': '', 'Structural': '', 'ConfidenceInManagement': ''},\n",
       "  'SchemeType': 'FHRS',\n",
       "  'geocode': {'longitude': Decimal128('0.08384000'),\n",
       "   'latitude': Decimal128('51.49014200')},\n",
       "  'RightToReply': '',\n",
       "  'Distance': 4623.972328074718,\n",
       "  'NewRatingPending': True}]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check that the coordinates are now numbers (method 2)\n",
    "#Note that geocode now shows as: 'geocode': {'longitude': Decimal128('0.08384000'),'latitude': Decimal128('51.49014200')} \n",
    "list(establishments.find({\"BusinessName\":\"Penang Flavours\"}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9e7bb8d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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