Tester.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Tester for Capstone Project"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Read config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# import necessary configurations\n",
    "import configparser\n",
    "\n",
    "config = configparser.ConfigParser()\n",
    "config.read_file(open('dwh.cfg'))\n",
    "\n",
    "# amazon aws\n",
    "KEY = config.get('AWS', 'key')\n",
    "SECRET = config.get('AWS', 'secret')\n",
    "\n",
    "# Redshift\n",
    "DWH_DB = config.get('DWH', 'DWH_DB')\n",
    "DWH_DB_USER = config.get('DWH', 'DWH_DB_USER')\n",
    "DWH_DB_PASSWORD = config.get('DWH', 'DWH_DB_PASSWORD')\n",
    "DWH_PORT = config.get('DWH', 'DWH_PORT')\n",
    "DWH_CLUSTER_TYPE = config.get('DWH', 'DWH_CLUSTER_TYPE')\n",
    "DWH_NUM_NODES = config.get('DWH', 'DWH_NUM_NODES')\n",
    "DWH_NODE_TYPE = config.get('DWH', 'DWH_NODE_TYPE')\n",
    "DWH_IAM_ROLE_NAME = config.get('DWH', 'DWH_IAM_ROLE_NAME')\n",
    "DWH_CLUSTER_IDENTIFIER = config.get('DWH', 'DWH_CLUSTER_IDENTIFIER')\n",
    "DWH_SCHEMA = config.get('DWH', 'DWH_SCHEMA')\n",
    "DWH_LOG_STAGING_TABLE = config.get('DWH', 'DWH_LOG_STAGING_TABLE')\n",
    "DWH_SONG_STAGING_TABLE = config.get('DWH', 'DWH_SONG_STAGING_TABLE')\n",
    "DWH_REGION = config.get('DWH', 'DWH_REGION')\n",
    "\n",
    "# s3\n",
    "LOG_JSON_FORMAT = config.get('S3', 'LOG_JSON_FORMAT')\n",
    "S3_BUCKET_LOG_JSON_PATH = config.get('S3', 'S3_BUCKET_LOG_JSON_PATH')\n",
    "S3_BUCKET_SONG_JSON_PATH = config.get('S3', 'S3_BUCKET_SONG_JSON_PATH')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Way 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create SQL Connection String"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# optional if you don't have it\n",
    "!pip install ipython-sql"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# optional if you don't have it\n",
    "!pip install psycopg2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%load_ext sql"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# save your DWH_ENDPOINT here:\n",
    "DWH_ROLE_ARN = '<fill_it_up_here>'\n",
    "DWH_ENDPOINT = '<fill_it_up_here>'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# creating connection to your DB in Amazon Redshift\n",
    "conn_string=\"postgresql://{}:{}@{}:{}/{}\".format(DWH_DB_USER, DWH_DB_PASSWORD, DWH_ENDPOINT, DWH_PORT, DWH_DB)\n",
    "%sql $conn_string"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Get result from query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%sql\n",
    "SELECT top 10 b.country_name, COUNT(cicid)\n",
    "FROM project.immigration a INNER JOIN project.i94res b ON a.i94res=b.country_code\n",
    "GROUP BY b.country_name\n",
    "ORDER BY COUNT(cicid) DESC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Way 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# optional: if you don't have it\n",
    "!pip install pandas-redshift"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Connection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas_redshift as pr\n",
    "pr.connect_to_redshift(dbname = 'udacity',\n",
    "                        host = 'host_endpoint',\n",
    "                        port = 5439,\n",
    "                        user = '<username>',\n",
    "                        password = '<password>')\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country_name</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>3884826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Japan</td>\n",
       "      <td>2599102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>France</td>\n",
       "      <td>1989185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mexico Air Sea</td>\n",
       "      <td>1837594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>China, Prc</td>\n",
       "      <td>1813680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Germany</td>\n",
       "      <td>1669459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>1448612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>1330302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>India</td>\n",
       "      <td>1148400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Australia</td>\n",
       "      <td>1130855</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     country_name    count\n",
       "0  United Kingdom  3884826\n",
       "1           Japan  2599102\n",
       "2          France  1989185\n",
       "3  Mexico Air Sea  1837594\n",
       "4      China, Prc  1813680\n",
       "5         Germany  1669459\n",
       "6          Brazil  1448612\n",
       "7     South Korea  1330302\n",
       "8           India  1148400\n",
       "9       Australia  1130855"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# number of people coming from different countries\n",
    "query = \"\"\"\n",
    "SELECT top 10 SUBSTRING(b.country_name, 0, 15) as country_name, COUNT(cicid) as count\n",
    "FROM project.immigration a INNER JOIN project.i94res b ON a.i94res=b.country_code\n",
    "GROUP BY b.country_name\n",
    "ORDER BY COUNT(cicid) DESC\n",
    "\"\"\"\n",
    "df = pr.redshift_to_pandas(query)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuIAAAHkCAYAAAB7Ukq/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nktTB/wOyXTA+QQyl2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b46a978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.bar(x='country_name', y='count', figsize=(12,8), rot=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>count_of_airports</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>California</td>\n",
       "      <td>486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Florida</td>\n",
       "      <td>474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Montana</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>W. Virginia</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         state  count_of_airports\n",
       "0       Alaska                499\n",
       "1   California                486\n",
       "2         Ohio                475\n",
       "3      Florida                474\n",
       "4       Kansas                360\n",
       "5     Nebraska                247\n",
       "6      Montana                240\n",
       "7        Idaho                230\n",
       "8      Arizona                200\n",
       "9  W. Virginia                 72"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# number of small airports in different states\n",
    "query = \"\"\"\n",
    "SELECT a.state_name AS State, airports.count AS Count_of_Airports\n",
    "FROM\n",
    "    (SELECT top 10 distinct substring(iso_region, 4, length(iso_region)) AS state, count(*)\n",
    "     FROM project.airport_codes\n",
    "     WHERE iso_country = 'US' AND type='small_airport'\n",
    "     GROUP BY iso_region) airports INNER JOIN project.i94addr a ON airports.state=a.state_code\n",
    "ORDER BY airports.count DESC\n",
    "\"\"\"\n",
    "df = pr.redshift_to_pandas(query)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAAHjCAYAAADR6oIgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyQAA0Pn/Abm2Txn4mn4gAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b468e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.bar(x='state', y='count_of_airports', figsize=(12,8), rot=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>count_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>small_airport</td>\n",
       "      <td>13708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>heliport</td>\n",
       "      <td>6268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>closed</td>\n",
       "      <td>1392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>medium_airport</td>\n",
       "      <td>687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>seaplane_base</td>\n",
       "      <td>566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>large_airport</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>balloonport</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             type  count_type\n",
       "0   small_airport       13708\n",
       "1        heliport        6268\n",
       "2          closed        1392\n",
       "3  medium_airport         687\n",
       "4   seaplane_base         566\n",
       "5   large_airport         171\n",
       "6     balloonport          18"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# different kinds of airports in US\n",
    "query = \"\"\"\n",
    "SELECT top 10 distinct type, count(*) AS count_type\n",
    "FROM project.airport_codes\n",
    "WHERE iso_country = 'US'\n",
    "GROUP BY type\n",
    "ORDER BY count_type DESC\n",
    "\"\"\"\n",
    "df = pr.redshift_to_pandas(query)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtYAAAHkCAYAAAAaSmj9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA9BBMUoIiuwOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ba637f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.bar(x='type', y='count_type', figsize=(12,8), rot=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>port_city</th>\n",
       "      <th>port_state_or_country</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>5223986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Miami</td>\n",
       "      <td>FL</td>\n",
       "      <td>3623235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>CA</td>\n",
       "      <td>3214673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>San Francisco</td>\n",
       "      <td>CA</td>\n",
       "      <td>1635007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Orlando</td>\n",
       "      <td>FL</td>\n",
       "      <td>1591623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Honolulu</td>\n",
       "      <td>HI</td>\n",
       "      <td>1508100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Newark/Teterboro</td>\n",
       "      <td>NJ</td>\n",
       "      <td>1467136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Chicago</td>\n",
       "      <td>IL</td>\n",
       "      <td>1387529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Houston</td>\n",
       "      <td>TX</td>\n",
       "      <td>1053096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>FL</td>\n",
       "      <td>1009316</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          port_city port_state_or_country    count\n",
       "0          New York                    NY  5223986\n",
       "1             Miami                    FL  3623235\n",
       "2       Los Angeles                    CA  3214673\n",
       "3     San Francisco                    CA  1635007\n",
       "4           Orlando                    FL  1591623\n",
       "5          Honolulu                    HI  1508100\n",
       "6  Newark/Teterboro                    NJ  1467136\n",
       "7           Chicago                    IL  1387529\n",
       "8           Houston                    TX  1053096\n",
       "9   Fort Lauderdale                    FL  1009316"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# port city from where people arrived\n",
    "query = \"\"\"\n",
    "SELECT TOP 10 b.port_city, b.port_state_or_country, COUNT(cicid) AS count\n",
    "FROM project.immigration a INNER JOIN project.i94ports b ON a.i94port=b.port_code\n",
    "GROUP BY b.port_city, b.port_state_or_country\n",
    "ORDER BY COUNT(cicid) DESC\n",
    "\"\"\"\n",
    "df = pr.redshift_to_pandas(query)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuQAAAHkCAYAAAB2TDr4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b5da7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.bar(x='port_city', y='count', figsize=(12,8), rot=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6oAAAHRCAYAAABjBkQ1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e7c4160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas\n",
    "# port city from where people arrived\n",
    "query = \"\"\"\n",
    "SELECT a.longitude_deg, a.latitude_deg \n",
    "FROM project.airport_codes a \n",
    "WHERE a.iso_country = 'US' AND a.type = 'small_airport'\n",
    "\"\"\"\n",
    "df = pr.redshift_to_pandas(query)\n",
    "\n",
    "gdf = geopandas.GeoDataFrame(\n",
    "    df[['longitude_deg','latitude_deg']], \n",
    "    geometry=geopandas.points_from_xy(df.longitude_deg, \n",
    "                                      df.latitude_deg))\n",
    "\n",
    "world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))\n",
    "ax = world.plot(color='white', edgecolor='black', figsize=(16,12))\n",
    "gdf.plot(ax=ax, color='green', markersize=0.3)\n",
    "\n",
    "plt.show();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}