IBM Coursera Week 3 CAPSTONE Submission.ipynb

{
    "nbformat_minor": 1, 
    "cells": [
        {
            "source": "# Paul Zikopoulos Week 3 Peer-Graded Assignment", 
            "cell_type": "markdown", 
            "metadata": {
                "collapsed": true
            }
        }, 
        {
            "source": "## Setting up the environment", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 2, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "output_type": "stream", 
                    "name": "stdout", 
                    "text": "Collecting folium\n\u001b[?25l  Downloading https://files.pythonhosted.org/packages/4f/86/1ab30184cb60bc2b95deffe2bd86b8ddbab65a4fac9f7313c278c6e8d049/folium-0.9.1-py2.py3-none-any.whl (91kB)\n\u001b[K     |\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588| 92kB 14.9MB/s eta 0:00:01\n\u001b[?25hRequirement already satisfied: numpy in /opt/conda/envs/Python36/lib/python3.6/site-packages (from folium) (1.15.4)\nRequirement already satisfied: requests in /opt/conda/envs/Python36/lib/python3.6/site-packages (from folium) (2.21.0)\nRequirement already satisfied: jinja2>=2.9 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from folium) (2.10)\nCollecting branca>=0.3.0 (from folium)\n  Downloading https://files.pythonhosted.org/packages/63/36/1c93318e9653f4e414a2e0c3b98fc898b4970e939afeedeee6075dd3b703/branca-0.3.1-py3-none-any.whl\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from requests->folium) (2019.6.16)\nRequirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from requests->folium) (3.0.4)\nRequirement already satisfied: urllib3<1.25,>=1.21.1 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from requests->folium) (1.24.1)\nRequirement already satisfied: idna<2.9,>=2.5 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from requests->folium) (2.8)\nRequirement already satisfied: MarkupSafe>=0.23 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from jinja2>=2.9->folium) (1.1.0)\nRequirement already satisfied: six in /opt/conda/envs/Python36/lib/python3.6/site-packages (from branca>=0.3.0->folium) (1.12.0)\nInstalling collected packages: branca, folium\nSuccessfully installed branca-0.3.1 folium-0.9.1\nCollecting geocoder\n\u001b[?25l  Downloading https://files.pythonhosted.org/packages/4f/6b/13166c909ad2f2d76b929a4227c952630ebaf0d729f6317eb09cbceccbab/geocoder-1.38.1-py2.py3-none-any.whl (98kB)\n\u001b[K     |\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588| 102kB 13.7MB/s ta 0:00:01\n\u001b[?25hRequirement already satisfied: six in /opt/conda/envs/Python36/lib/python3.6/site-packages (from geocoder) (1.12.0)\nRequirement already satisfied: requests in /opt/conda/envs/Python36/lib/python3.6/site-packages (from geocoder) (2.21.0)\nRequirement already satisfied: future in /opt/conda/envs/Python36/lib/python3.6/site-packages (from geocoder) (0.17.1)\nRequirement already satisfied: click in /opt/conda/envs/Python36/lib/python3.6/site-packages (from geocoder) (7.0)\nCollecting ratelim (from geocoder)\n  Downloading https://files.pythonhosted.org/packages/f2/98/7e6d147fd16a10a5f821db6e25f192265d6ecca3d82957a4fdd592cad49c/ratelim-0.1.6-py2.py3-none-any.whl\nRequirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from requests->geocoder) (3.0.4)\nRequirement already satisfied: urllib3<1.25,>=1.21.1 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from requests->geocoder) (1.24.1)\nRequirement already satisfied: idna<2.9,>=2.5 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from requests->geocoder) (2.8)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/envs/Python36/lib/python3.6/site-packages (from requests->geocoder) (2019.6.16)\nRequirement already satisfied: decorator in /opt/conda/envs/Python36/lib/python3.6/site-packages (from ratelim->geocoder) (4.3.2)\nInstalling collected packages: ratelim, geocoder\nSuccessfully installed geocoder-1.38.1 ratelim-0.1.6\n"
                }
            ], 
            "source": "# Only need to run once for each to install\n#!pip install folium\n#!pip install geocoder"
        }, 
        {
            "execution_count": 13, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "# Import the libraries I will use\nimport pandas as pd\nfrom bs4 import BeautifulSoup\nimport requests\nimport folium\nfrom pandas.io.json import json_normalize\nfrom sklearn.cluster import KMeans\n# Matplotlib and associated plotting modules\nimport matplotlib.cm as cm\nimport matplotlib.colors as colors\n# The Python Geocode\nimport geocoder\nimport types\nfrom botocore.client import Config\nimport ibm_boto3"
        }, 
        {
            "source": "## Getting the data and pre-processing to match the required outcome", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 5, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "# Scrape the https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M Wiki page to get the data that is in the table of postal codes\n# This is the Beautiful Soup method that we don't have to use but it is easier.\n\ncdn_postal_url = requests.get(\"https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M\").text\nPZ_soup = BeautifulSoup(cdn_postal_url,'lxml')\n\ncolumns = ['Postcode','Borough','Neighbourhood']\nvalues = []\n\nfor items in PZ_soup.find('table', class_='wikitable').find_all('tr')[1::1]:\n    data = items.find_all(['th','td'])\n    values.append([data[0].text, data[1].text, data[2].text[0:-1]])\n"
        }, 
        {
            "execution_count": 6, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "# Now put this data into a Pandas data frame\ncdn_postal_code_table = pd.read_html(cdn_postal_url)"
        }, 
        {
            "execution_count": 7, 
            "cell_type": "code", 
            "metadata": {
                "scrolled": true
            }, 
            "outputs": [
                {
                    "execution_count": 7, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postcode</th>\n      <th>Borough</th>\n      <th>Neighbourhood</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>M1A</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M2A</td>\n      <td>Not assigned</td>\n      <td>Not assigned</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M3A</td>\n      <td>North York</td>\n      <td>Parkwoods</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M4A</td>\n      <td>North York</td>\n      <td>Victoria Village</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M5A</td>\n      <td>Downtown Toronto</td>\n      <td>Harbourfront</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "  Postcode           Borough     Neighbourhood\n0      M1A      Not assigned      Not assigned\n1      M2A      Not assigned      Not assigned\n2      M3A        North York         Parkwoods\n3      M4A        North York  Victoria Village\n4      M5A  Downtown Toronto      Harbourfront"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# Look at the data\ncdn_postal_code_table[0].head(5)"
        }, 
        {
            "execution_count": 29, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 29, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postcode</th>\n      <th>Borough</th>\n      <th>Neighbourhood</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>M1B</td>\n      <td>Scarborough</td>\n      <td>Rouge,Malvern</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M1C</td>\n      <td>Scarborough</td>\n      <td>Highland Creek,Rouge Hill,Port Union</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M1E</td>\n      <td>Scarborough</td>\n      <td>Guildwood,Morningside,West Hill</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M1G</td>\n      <td>Scarborough</td>\n      <td>Woburn</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M1H</td>\n      <td>Scarborough</td>\n      <td>Cedarbrae</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>M1J</td>\n      <td>Scarborough</td>\n      <td>Scarborough Village</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>M1K</td>\n      <td>Scarborough</td>\n      <td>East Birchmount Park,Ionview,Kennedy Park</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>M1L</td>\n      <td>Scarborough</td>\n      <td>Clairlea,Golden Mile,Oakridge</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M1M</td>\n      <td>Scarborough</td>\n      <td>Cliffcrest,Cliffside,Scarborough Village West</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1N</td>\n      <td>Scarborough</td>\n      <td>Birch Cliff,Cliffside West</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>M1P</td>\n      <td>Scarborough</td>\n      <td>Dorset Park,Scarborough Town Centre,Wexford He...</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "   Postcode      Borough                                      Neighbourhood\n0       M1B  Scarborough                                      Rouge,Malvern\n1       M1C  Scarborough               Highland Creek,Rouge Hill,Port Union\n2       M1E  Scarborough                    Guildwood,Morningside,West Hill\n3       M1G  Scarborough                                             Woburn\n4       M1H  Scarborough                                          Cedarbrae\n5       M1J  Scarborough                                Scarborough Village\n6       M1K  Scarborough          East Birchmount Park,Ionview,Kennedy Park\n7       M1L  Scarborough                      Clairlea,Golden Mile,Oakridge\n8       M1M  Scarborough      Cliffcrest,Cliffside,Scarborough Village West\n9       M1N  Scarborough                         Birch Cliff,Cliffside West\n10      M1P  Scarborough  Dorset Park,Scarborough Town Centre,Wexford He..."
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# Only process the cells that have an assigned borough. \n# Ignore cells with a borough that is Not assigned.\n# Delete all rows with column 'Age' has value 30 to 40 \n# The dataframe will consist of three columns: PostalCode, Borough, and Neighborhood\n# More than one neighborhood can exist in one postal code area, they will be separated by commas (Index position 11 should show a , and multiple Neighbourhoods)\n# If a cell has a borough but a Not assigned neighborhood, then the neighborhood will be the same as the borough. For index position 9\n# Clean your Notebook and add Markdown cells to explain your work and any assumptions you are making.\n\n# Build out the data frame\nPZ_data = pd.DataFrame(values, columns=columns)\n\n# Get rid of not assigned columns\nPZ_data = PZ_data[PZ_data.Borough != 'Not assigned']\n\n# Build out the data we need with a for loop\nfor x in range(PZ_data.shape[0]):\n    if PZ_data.iloc[x][2] == 'Not assigned':\n        PZ_data.iloc[x][2] = PZ_data.iloc[x][1]\n\n# Group by the order specified\n# I needed assistance for this step\nPZ_data = PZ_data.groupby(['Postcode', 'Borough'])['Neighbourhood'].apply(lambda x: ','.join(x.astype(str))).reset_index()\nPZ_data.head(11)"
        }, 
        {
            "execution_count": 10, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 10, 
                    "metadata": {}, 
                    "data": {
                        "text/plain": "(103, 3)"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# In the last cell of your notebook, use the .shape method to print the number of rows of your dataframe.\nPZ_data.shape"
        }, 
        {
            "execution_count": null, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "# In order to utilize the Foursquare location data, we need to get the latitude and the longitude coordinates of each neighborhood.\n# We will use the Geocoder Python package instead: https://geocoder.readthedocs.io/index.html.\n# We need to get the LAT and LONG of the Candian Postal codes so we can plot locations on a map later on.\n\n# Given that this package can be very unreliable, in case you are not able to get the geographical coordinates of the neighborhoods using the Geocoder package, \n# here is a link to a csv file that has the geographical coordinates of each postal code: http://cocl.us/Geospatial_data"
        }, 
        {
            "execution_count": 24, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "# The code was removed by Watson Studio for sharing."
        }, 
        {
            "execution_count": 53, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 53, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postal Code</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>M1B</td>\n      <td>43.806686</td>\n      <td>-79.194353</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M1C</td>\n      <td>43.784535</td>\n      <td>-79.160497</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M1E</td>\n      <td>43.763573</td>\n      <td>-79.188711</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M1G</td>\n      <td>43.770992</td>\n      <td>-79.216917</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M1H</td>\n      <td>43.773136</td>\n      <td>-79.239476</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "  Postal Code   Latitude  Longitude\n0         M1B  43.806686 -79.194353\n1         M1C  43.784535 -79.160497\n2         M1E  43.763573 -79.188711\n3         M1G  43.770992 -79.216917\n4         M1H  43.773136 -79.239476"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "LAT_LONG_body = client_c031707209a846b49a277a00b79d3c9f.get_object(Bucket='ibmcourserapythonandml-donotdelete-pr-o1pq0erjjblno9',Key='Geospatial_Coordinates.csv')['Body']\n# add missing __iter__ method, so pandas accepts body as file-like object\nif not hasattr(body, \"__iter__\"): body.__iter__ = types.MethodType( __iter__, body )\n\nLAT_LONG_coordinates = pd.read_csv(LAT_LONG_body)\nLAT_LONG_coordinates.head()"
        }, 
        {
            "execution_count": 55, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 55, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>PostalCode</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>M1B</td>\n      <td>43.806686</td>\n      <td>-79.194353</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M1C</td>\n      <td>43.784535</td>\n      <td>-79.160497</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M1E</td>\n      <td>43.763573</td>\n      <td>-79.188711</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M1G</td>\n      <td>43.770992</td>\n      <td>-79.216917</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M1H</td>\n      <td>43.773136</td>\n      <td>-79.239476</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "  PostalCode   Latitude  Longitude\n0        M1B  43.806686 -79.194353\n1        M1C  43.784535 -79.160497\n2        M1E  43.763573 -79.188711\n3        M1G  43.770992 -79.216917\n4        M1H  43.773136 -79.239476"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# Let's get the cordinates\n# If you wanted to read this from disk you would use this line, but I read it from the IBM COS above.\n# LAT_LONG_coordinates = pd.read_csv(\"Geospatial_Coordinates.csv\")\n\nLAT_LONG_coordinates.rename(columns={'Postcal Code':'PostalCode'}, inplace=True)\nLAT_LONG_coordinates.head(5)"
        }, 
        {
            "execution_count": 60, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 60, 
                    "metadata": {}, 
                    "data": {
                        "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Postcode</th>\n      <th>Borough</th>\n      <th>Neighbourhood</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>M1B</td>\n      <td>Scarborough</td>\n      <td>Rouge,Malvern</td>\n      <td>43.806686</td>\n      <td>-79.194353</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>M1C</td>\n      <td>Scarborough</td>\n      <td>Highland Creek,Rouge Hill,Port Union</td>\n      <td>43.784535</td>\n      <td>-79.160497</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>M1E</td>\n      <td>Scarborough</td>\n      <td>Guildwood,Morningside,West Hill</td>\n      <td>43.763573</td>\n      <td>-79.188711</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>M1G</td>\n      <td>Scarborough</td>\n      <td>Woburn</td>\n      <td>43.770992</td>\n      <td>-79.216917</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>M1H</td>\n      <td>Scarborough</td>\n      <td>Cedarbrae</td>\n      <td>43.773136</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>M1J</td>\n      <td>Scarborough</td>\n      <td>Scarborough Village</td>\n      <td>43.744734</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>M1K</td>\n      <td>Scarborough</td>\n      <td>East Birchmount Park,Ionview,Kennedy Park</td>\n      <td>43.727929</td>\n      <td>-79.262029</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>M1L</td>\n      <td>Scarborough</td>\n      <td>Clairlea,Golden Mile,Oakridge</td>\n      <td>43.711112</td>\n      <td>-79.284577</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>M1M</td>\n      <td>Scarborough</td>\n      <td>Cliffcrest,Cliffside,Scarborough Village West</td>\n      <td>43.716316</td>\n      <td>-79.239476</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>M1N</td>\n      <td>Scarborough</td>\n      <td>Birch Cliff,Cliffside West</td>\n      <td>43.692657</td>\n      <td>-79.264848</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>M1P</td>\n      <td>Scarborough</td>\n      <td>Dorset Park,Scarborough Town Centre,Wexford He...</td>\n      <td>43.757410</td>\n      <td>-79.273304</td>\n    </tr>\n  </tbody>\n</table>\n</div>", 
                        "text/plain": "   Postcode      Borough                                      Neighbourhood  \\\n0       M1B  Scarborough                                      Rouge,Malvern   \n1       M1C  Scarborough               Highland Creek,Rouge Hill,Port Union   \n2       M1E  Scarborough                    Guildwood,Morningside,West Hill   \n3       M1G  Scarborough                                             Woburn   \n4       M1H  Scarborough                                          Cedarbrae   \n5       M1J  Scarborough                                Scarborough Village   \n6       M1K  Scarborough          East Birchmount Park,Ionview,Kennedy Park   \n7       M1L  Scarborough                      Clairlea,Golden Mile,Oakridge   \n8       M1M  Scarborough      Cliffcrest,Cliffside,Scarborough Village West   \n9       M1N  Scarborough                         Birch Cliff,Cliffside West   \n10      M1P  Scarborough  Dorset Park,Scarborough Town Centre,Wexford He...   \n\n     Latitude  Longitude  \n0   43.806686 -79.194353  \n1   43.784535 -79.160497  \n2   43.763573 -79.188711  \n3   43.770992 -79.216917  \n4   43.773136 -79.239476  \n5   43.744734 -79.239476  \n6   43.727929 -79.262029  \n7   43.711112 -79.284577  \n8   43.716316 -79.239476  \n9   43.692657 -79.264848  \n10  43.757410 -79.273304  "
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "# Let's talk the LAT LONG cordinates we just got and merge it with our Candian Postal Code data.\nPZ_final_result = PZ_data.merge(LAT_LONG_coordinates, left_on='Postcode', right_on='PostalCode')\n# Drop the duplicate column named PostalCode \nPZ_final_result.drop(['PostalCode'], axis=1, inplace=True)\nPZ_final_result.head(11)"
        }, 
        {
            "execution_count": 61, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [], 
            "source": "# This is the GEOCODER code in the graded assignment instruction. But I found I didn't use it because it's not reliable.\n\n# The problem with this Package is you have to be persistent sometimes in order to get the geographical coordinates of a given postal code. \n# So you can make a call to get the latitude and longitude coordinates of a given postal code and the result would be None, and then make the call \n# again and you would get the coordinates. \n\n# So, in order to make sure that you get the coordinates for all of our neighborhoods, you can run a while loop for each postal code. \n# Taking postal code M5G as an example, your code would look something like this:\n\n# Initialize your variable to None\n#lat_lng_coords = None\n\n# Loop until you get the coordinates\n#while(lat_lng_coords is None):\n#  g = geocoder.google('{}, Toronto, Ontario'.format(postal_code))\n#  lat_lng_coords = g.latlng\n\n#latitude = lat_lng_coords[0]\n#longitude = lat_lng_coords[1]"
        }, 
        {
            "source": "## Map out the Postal Codes acoss the GTA with neighborhood names", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 67, 
            "cell_type": "code", 
            "metadata": {
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            }, 
            "outputs": [
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        ;

        
    
    
            var circle_marker_05c1397aa2fb4cdc9cdafc552b694992 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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        var popup_0510af319b924c3192d0e4331812e577 = L.popup({"maxWidth": "100%"});

        
            var html_0027dabe1f14400e9ca07241e7cbbe76 = $(`<div id="html_0027dabe1f14400e9ca07241e7cbbe76" style="width: 100.0%; height: 100.0%;">Westmount - Etobicoke</div>`)[0];
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        circle_marker_05c1397aa2fb4cdc9cdafc552b694992.bindPopup(popup_0510af319b924c3192d0e4331812e577)
        ;

        
    
    
            var circle_marker_5d0466c15fcd4233a0f0972f2ebb6329 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_9bae5fa5cc1d46c281f0af759beef395);
        
    
        var popup_f34bd91ec1cd4decb66d1ff13c3f16a3 = L.popup({"maxWidth": "100%"});

        
            var html_5e47c652357244acb986b2b6740fac56 = $(`<div id="html_5e47c652357244acb986b2b6740fac56" style="width: 100.0%; height: 100.0%;">Kingsview Village,Martin Grove Gardens,Richview Gardens,St. Phillips - Etobicoke</div>`)[0];
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            var circle_marker_4874d038c5f649abbc796325f322d279 = L.circleMarker(
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>", 
                        "text/plain": "<folium.folium.Map at 0x7f244377b630>"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "latitude, longitude = 43.653963, -79.387207\nmap_of_gta = folium.Map(location=[latitude, longitude], zoom_start=10)\n\nfor lat,lng,boro,neigh in zip(PZ_final_result.Latitude, PZ_final_result.Longitude, PZ_final_result.Borough, PZ_final_result.Neighbourhood):\n    label = '{} - {}'.format(neigh, boro)\n    label = folium.Popup(label, parse_html=True)\n    folium.CircleMarker(\n            [lat, lng],\n            radius=5,\n            popup=label,\n            color='blue',\n            fill=True,\n            fill_color='#3186cc',\n            fill_opacity=0.7,\n            parse_html=False).add_to(map_of_gta)  \nmap_of_gta"
        }, 
        {
            "source": "## Map out the Postal Codes acoss the city for Toronto ONLY wth neighborhood names", 
            "cell_type": "markdown", 
            "metadata": {}
        }, 
        {
            "execution_count": 70, 
            "cell_type": "code", 
            "metadata": {}, 
            "outputs": [
                {
                    "execution_count": 70, 
                    "metadata": {}, 
                    "data": {
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                    position: relative;
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            ).addTo(map_731feca9a907409faba7f3ed8e088c9f);
        
    
        var popup_43afc18f1eb14b28aee7d6ca6849d4f5 = L.popup({"maxWidth": "100%"});

        
            var html_5b377cfb2c1348e296d21be0434fd137 = $(`<div id="html_5b377cfb2c1348e296d21be0434fd137" style="width: 100.0%; height: 100.0%;">Business Reply Mail Processing Centre 969 Eastern - East Toronto</div>`)[0];
            popup_43afc18f1eb14b28aee7d6ca6849d4f5.setContent(html_5b377cfb2c1348e296d21be0434fd137);
        

        circle_marker_b5ca91262e4a439e8394f31407bc5a82.bindPopup(popup_43afc18f1eb14b28aee7d6ca6849d4f5)
        ;

        
    
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>", 
                        "text/plain": "<folium.folium.Map at 0x7f2441df7c18>"
                    }, 
                    "output_type": "execute_result"
                }
            ], 
            "source": "latitude, longitude = 43.653963, -79.387207\nmap_of_toronto = folium.Map(location=[latitude, longitude], zoom_start=10)\nPZ_final_result_city_of_toronto = PZ_final_result[PZ_final_result['Borough'].str.contains('Toronto')]\n\nfor lat,lng,boro,neigh in zip(PZ_final_result_city_of_toronto.Latitude, PZ_final_result_city_of_toronto.Longitude, PZ_final_result_city_of_toronto.Borough, PZ_final_result_city_of_toronto.Neighbourhood):\n    label = '{} - {}'.format(neigh, boro)\n    label = folium.Popup(label, parse_html=True)\n    folium.CircleMarker(\n            [lat, lng],\n            radius=5,\n            popup=label,\n            color='blue',\n            fill=True,\n            fill_color='#3186cc',\n            fill_opacity=0.7,\n            parse_html=False).add_to(map_of_toronto)  \nmap_of_toronto"
        }
    ], 
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3.6", 
            "name": "python3", 
            "language": "python"
        }, 
        "language_info": {
            "mimetype": "text/x-python", 
            "nbconvert_exporter": "python", 
            "version": "3.6.8", 
            "name": "python", 
            "file_extension": ".py", 
            "pygments_lexer": "ipython3", 
            "codemirror_mode": {
                "version": 3, 
                "name": "ipython"
            }
        }
    }, 
    "nbformat": 4
}