Exploring data on COVID-19.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring data on COVID-19"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$y = x^2$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\""
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\""
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "  $y = x²$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "String"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "typeof(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "* (generic function with 328 methods)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# methods(*)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Complex Numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4 + 3im"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(1 + 2im) + (3 + im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "+(z::<b>Complex</b>, w::<b>Complex</b>) in Base at <a href=\"https://github.com/JuliaLang/julia/tree/f9720dc2ebd6cd9e3086365f281e62506444ef37/base/complex.jl#L275\" target=\"_blank\">complex.jl:275</a>"
      ],
      "text/plain": [
       "+(z::Complex, w::Complex) in Base at complex.jl:275"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " @which (1 + 2im) + (3 + im)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grab the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"covid_data.csv\""
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "download(url, \"covid_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5-element Vector{String}:\n",
       " \".git\"\n",
       " \".ipynb_checkpoints\"\n",
       " \"Exploring data on COVID-19.ipynb\"\n",
       " \"README.md\"\n",
       " \"covid_data.csv\""
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "readdir()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# using Pkg # Julia package manager in Julia\n",
    "# Pkg.add(\"Interact\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "using CSV\n",
    "using DataFrames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>Province/State</th><th>Country/Region</th><th>Lat</th><th>Long</th><th>1/22/20</th></tr><tr><th></th><th>String?</th><th>String</th><th>Float64?</th><th>Float64?</th><th>Int64</th></tr></thead><tbody><p>274 rows × 437 columns (omitted printing of 432 columns)</p><tr><th>1</th><td><em>missing</em></td><td>Afghanistan</td><td>33.9391</td><td>67.71</td><td>0</td></tr><tr><th>2</th><td><em>missing</em></td><td>Albania</td><td>41.1533</td><td>20.1683</td><td>0</td></tr><tr><th>3</th><td><em>missing</em></td><td>Algeria</td><td>28.0339</td><td>1.6596</td><td>0</td></tr><tr><th>4</th><td><em>missing</em></td><td>Andorra</td><td>42.5063</td><td>1.5218</td><td>0</td></tr><tr><th>5</th><td><em>missing</em></td><td>Angola</td><td>-11.2027</td><td>17.8739</td><td>0</td></tr><tr><th>6</th><td><em>missing</em></td><td>Antigua and Barbuda</td><td>17.0608</td><td>-61.7964</td><td>0</td></tr><tr><th>7</th><td><em>missing</em></td><td>Argentina</td><td>-38.4161</td><td>-63.6167</td><td>0</td></tr><tr><th>8</th><td><em>missing</em></td><td>Armenia</td><td>40.0691</td><td>45.0382</td><td>0</td></tr><tr><th>9</th><td>Australian Capital Territory</td><td>Australia</td><td>-35.4735</td><td>149.012</td><td>0</td></tr><tr><th>10</th><td>New South Wales</td><td>Australia</td><td>-33.8688</td><td>151.209</td><td>0</td></tr><tr><th>11</th><td>Northern Territory</td><td>Australia</td><td>-12.4634</td><td>130.846</td><td>0</td></tr><tr><th>12</th><td>Queensland</td><td>Australia</td><td>-27.4698</td><td>153.025</td><td>0</td></tr><tr><th>13</th><td>South Australia</td><td>Australia</td><td>-34.9285</td><td>138.601</td><td>0</td></tr><tr><th>14</th><td>Tasmania</td><td>Australia</td><td>-42.8821</td><td>147.327</td><td>0</td></tr><tr><th>15</th><td>Victoria</td><td>Australia</td><td>-37.8136</td><td>144.963</td><td>0</td></tr><tr><th>16</th><td>Western Australia</td><td>Australia</td><td>-31.9505</td><td>115.861</td><td>0</td></tr><tr><th>17</th><td><em>missing</em></td><td>Austria</td><td>47.5162</td><td>14.5501</td><td>0</td></tr><tr><th>18</th><td><em>missing</em></td><td>Azerbaijan</td><td>40.1431</td><td>47.5769</td><td>0</td></tr><tr><th>19</th><td><em>missing</em></td><td>Bahamas</td><td>25.0259</td><td>-78.0359</td><td>0</td></tr><tr><th>20</th><td><em>missing</em></td><td>Bahrain</td><td>26.0275</td><td>50.55</td><td>0</td></tr><tr><th>21</th><td><em>missing</em></td><td>Bangladesh</td><td>23.685</td><td>90.3563</td><td>0</td></tr><tr><th>22</th><td><em>missing</em></td><td>Barbados</td><td>13.1939</td><td>-59.5432</td><td>0</td></tr><tr><th>23</th><td><em>missing</em></td><td>Belarus</td><td>53.7098</td><td>27.9534</td><td>0</td></tr><tr><th>24</th><td><em>missing</em></td><td>Belgium</td><td>50.8333</td><td>4.46994</td><td>0</td></tr><tr><th>25</th><td><em>missing</em></td><td>Belize</td><td>17.1899</td><td>-88.4976</td><td>0</td></tr><tr><th>26</th><td><em>missing</em></td><td>Benin</td><td>9.3077</td><td>2.3158</td><td>0</td></tr><tr><th>27</th><td><em>missing</em></td><td>Bhutan</td><td>27.5142</td><td>90.4336</td><td>0</td></tr><tr><th>28</th><td><em>missing</em></td><td>Bolivia</td><td>-16.2902</td><td>-63.5887</td><td>0</td></tr><tr><th>29</th><td><em>missing</em></td><td>Bosnia and Herzegovina</td><td>43.9159</td><td>17.6791</td><td>0</td></tr><tr><th>30</th><td><em>missing</em></td><td>Botswana</td><td>-22.3285</td><td>24.6849</td><td>0</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cccccc}\n",
       "\t& Province/State & Country/Region & Lat & Long & 1/22/20 & \\\\\n",
       "\t\\hline\n",
       "\t& String? & String & Float64? & Float64? & Int64 & \\\\\n",
       "\t\\hline\n",
       "\t1 & \\emph{missing} & Afghanistan & 33.9391 & 67.71 & 0 & $\\dots$ \\\\\n",
       "\t2 & \\emph{missing} & Albania & 41.1533 & 20.1683 & 0 & $\\dots$ \\\\\n",
       "\t3 & \\emph{missing} & Algeria & 28.0339 & 1.6596 & 0 & $\\dots$ \\\\\n",
       "\t4 & \\emph{missing} & Andorra & 42.5063 & 1.5218 & 0 & $\\dots$ \\\\\n",
       "\t5 & \\emph{missing} & Angola & -11.2027 & 17.8739 & 0 & $\\dots$ \\\\\n",
       "\t6 & \\emph{missing} & Antigua and Barbuda & 17.0608 & -61.7964 & 0 & $\\dots$ \\\\\n",
       "\t7 & \\emph{missing} & Argentina & -38.4161 & -63.6167 & 0 & $\\dots$ \\\\\n",
       "\t8 & \\emph{missing} & Armenia & 40.0691 & 45.0382 & 0 & $\\dots$ \\\\\n",
       "\t9 & Australian Capital Territory & Australia & -35.4735 & 149.012 & 0 & $\\dots$ \\\\\n",
       "\t10 & New South Wales & Australia & -33.8688 & 151.209 & 0 & $\\dots$ \\\\\n",
       "\t11 & Northern Territory & Australia & -12.4634 & 130.846 & 0 & $\\dots$ \\\\\n",
       "\t12 & Queensland & Australia & -27.4698 & 153.025 & 0 & $\\dots$ \\\\\n",
       "\t13 & South Australia & Australia & -34.9285 & 138.601 & 0 & $\\dots$ \\\\\n",
       "\t14 & Tasmania & Australia & -42.8821 & 147.327 & 0 & $\\dots$ \\\\\n",
       "\t15 & Victoria & Australia & -37.8136 & 144.963 & 0 & $\\dots$ \\\\\n",
       "\t16 & Western Australia & Australia & -31.9505 & 115.861 & 0 & $\\dots$ \\\\\n",
       "\t17 & \\emph{missing} & Austria & 47.5162 & 14.5501 & 0 & $\\dots$ \\\\\n",
       "\t18 & \\emph{missing} & Azerbaijan & 40.1431 & 47.5769 & 0 & $\\dots$ \\\\\n",
       "\t19 & \\emph{missing} & Bahamas & 25.0259 & -78.0359 & 0 & $\\dots$ \\\\\n",
       "\t20 & \\emph{missing} & Bahrain & 26.0275 & 50.55 & 0 & $\\dots$ \\\\\n",
       "\t21 & \\emph{missing} & Bangladesh & 23.685 & 90.3563 & 0 & $\\dots$ \\\\\n",
       "\t22 & \\emph{missing} & Barbados & 13.1939 & -59.5432 & 0 & $\\dots$ \\\\\n",
       "\t23 & \\emph{missing} & Belarus & 53.7098 & 27.9534 & 0 & $\\dots$ \\\\\n",
       "\t24 & \\emph{missing} & Belgium & 50.8333 & 4.46994 & 0 & $\\dots$ \\\\\n",
       "\t25 & \\emph{missing} & Belize & 17.1899 & -88.4976 & 0 & $\\dots$ \\\\\n",
       "\t26 & \\emph{missing} & Benin & 9.3077 & 2.3158 & 0 & $\\dots$ \\\\\n",
       "\t27 & \\emph{missing} & Bhutan & 27.5142 & 90.4336 & 0 & $\\dots$ \\\\\n",
       "\t28 & \\emph{missing} & Bolivia & -16.2902 & -63.5887 & 0 & $\\dots$ \\\\\n",
       "\t29 & \\emph{missing} & Bosnia and Herzegovina & 43.9159 & 17.6791 & 0 & $\\dots$ \\\\\n",
       "\t30 & \\emph{missing} & Botswana & -22.3285 & 24.6849 & 0 & $\\dots$ \\\\\n",
       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ &  \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "\u001b[1m274×437 DataFrame\u001b[0m\n",
       "\u001b[1m Row \u001b[0m│\u001b[1m Province/State                    \u001b[0m\u001b[1m Country/Region      \u001b[0m\u001b[1m Lat      \u001b[0m\u001b[1m Long \u001b[0m ⋯\n",
       "\u001b[1m     \u001b[0m│\u001b[90m String?                           \u001b[0m\u001b[90m String              \u001b[0m\u001b[90m Float64? \u001b[0m\u001b[90m Float\u001b[0m ⋯\n",
       "─────┼──────────────────────────────────────────────────────────────────────────\n",
       "   1 │\u001b[90m missing                           \u001b[0m Afghanistan           33.9391   67.7 ⋯\n",
       "   2 │\u001b[90m missing                           \u001b[0m Albania               41.1533   20.1\n",
       "   3 │\u001b[90m missing                           \u001b[0m Algeria               28.0339    1.6\n",
       "   4 │\u001b[90m missing                           \u001b[0m Andorra               42.5063    1.5\n",
       "   5 │\u001b[90m missing                           \u001b[0m Angola               -11.2027   17.8 ⋯\n",
       "   6 │\u001b[90m missing                           \u001b[0m Antigua and Barbuda   17.0608  -61.7\n",
       "   7 │\u001b[90m missing                           \u001b[0m Argentina            -38.4161  -63.6\n",
       "   8 │\u001b[90m missing                           \u001b[0m Armenia               40.0691   45.0\n",
       "   9 │ Australian Capital Territory       Australia            -35.4735  149.0 ⋯\n",
       "  10 │ New South Wales                    Australia            -33.8688  151.2\n",
       "  11 │ Northern Territory                 Australia            -12.4634  130.8\n",
       "  ⋮  │                 ⋮                           ⋮              ⋮         ⋮  ⋱\n",
       " 265 │\u001b[90m missing                           \u001b[0m United Kingdom        55.3781   -3.4\n",
       " 266 │\u001b[90m missing                           \u001b[0m Uruguay              -32.5228  -55.7 ⋯\n",
       " 267 │\u001b[90m missing                           \u001b[0m Uzbekistan            41.3775   64.5\n",
       " 268 │\u001b[90m missing                           \u001b[0m Vanuatu              -15.3767  166.9\n",
       " 269 │\u001b[90m missing                           \u001b[0m Venezuela              6.4238  -66.5\n",
       " 270 │\u001b[90m missing                           \u001b[0m Vietnam               14.0583  108.2 ⋯\n",
       " 271 │\u001b[90m missing                           \u001b[0m West Bank and Gaza    31.9522   35.2\n",
       " 272 │\u001b[90m missing                           \u001b[0m Yemen                 15.5527   48.5\n",
       " 273 │\u001b[90m missing                           \u001b[0m Zambia               -13.1339   27.8\n",
       " 274 │\u001b[90m missing                           \u001b[0m Zimbabwe             -19.0154   29.1 ⋯\n",
       "\u001b[36m                                                434 columns and 253 rows omitted\u001b[0m"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = CSV.read(\"covid_data.csv\", DataFrame)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "typeof(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "rename!(data, 1 => \"province\", 2 => \"country\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>province</th><th>country</th><th>Lat</th><th>Long</th><th>1/22/20</th></tr><tr><th></th><th>String?</th><th>String</th><th>Float64?</th><th>Float64?</th><th>Int64</th></tr></thead><tbody><p>274 rows × 437 columns (omitted printing of 432 columns)</p><tr><th>1</th><td><em>missing</em></td><td>Afghanistan</td><td>33.9391</td><td>67.71</td><td>0</td></tr><tr><th>2</th><td><em>missing</em></td><td>Albania</td><td>41.1533</td><td>20.1683</td><td>0</td></tr><tr><th>3</th><td><em>missing</em></td><td>Algeria</td><td>28.0339</td><td>1.6596</td><td>0</td></tr><tr><th>4</th><td><em>missing</em></td><td>Andorra</td><td>42.5063</td><td>1.5218</td><td>0</td></tr><tr><th>5</th><td><em>missing</em></td><td>Angola</td><td>-11.2027</td><td>17.8739</td><td>0</td></tr><tr><th>6</th><td><em>missing</em></td><td>Antigua and Barbuda</td><td>17.0608</td><td>-61.7964</td><td>0</td></tr><tr><th>7</th><td><em>missing</em></td><td>Argentina</td><td>-38.4161</td><td>-63.6167</td><td>0</td></tr><tr><th>8</th><td><em>missing</em></td><td>Armenia</td><td>40.0691</td><td>45.0382</td><td>0</td></tr><tr><th>9</th><td>Australian Capital Territory</td><td>Australia</td><td>-35.4735</td><td>149.012</td><td>0</td></tr><tr><th>10</th><td>New South Wales</td><td>Australia</td><td>-33.8688</td><td>151.209</td><td>0</td></tr><tr><th>11</th><td>Northern Territory</td><td>Australia</td><td>-12.4634</td><td>130.846</td><td>0</td></tr><tr><th>12</th><td>Queensland</td><td>Australia</td><td>-27.4698</td><td>153.025</td><td>0</td></tr><tr><th>13</th><td>South Australia</td><td>Australia</td><td>-34.9285</td><td>138.601</td><td>0</td></tr><tr><th>14</th><td>Tasmania</td><td>Australia</td><td>-42.8821</td><td>147.327</td><td>0</td></tr><tr><th>15</th><td>Victoria</td><td>Australia</td><td>-37.8136</td><td>144.963</td><td>0</td></tr><tr><th>16</th><td>Western Australia</td><td>Australia</td><td>-31.9505</td><td>115.861</td><td>0</td></tr><tr><th>17</th><td><em>missing</em></td><td>Austria</td><td>47.5162</td><td>14.5501</td><td>0</td></tr><tr><th>18</th><td><em>missing</em></td><td>Azerbaijan</td><td>40.1431</td><td>47.5769</td><td>0</td></tr><tr><th>19</th><td><em>missing</em></td><td>Bahamas</td><td>25.0259</td><td>-78.0359</td><td>0</td></tr><tr><th>20</th><td><em>missing</em></td><td>Bahrain</td><td>26.0275</td><td>50.55</td><td>0</td></tr><tr><th>21</th><td><em>missing</em></td><td>Bangladesh</td><td>23.685</td><td>90.3563</td><td>0</td></tr><tr><th>22</th><td><em>missing</em></td><td>Barbados</td><td>13.1939</td><td>-59.5432</td><td>0</td></tr><tr><th>23</th><td><em>missing</em></td><td>Belarus</td><td>53.7098</td><td>27.9534</td><td>0</td></tr><tr><th>24</th><td><em>missing</em></td><td>Belgium</td><td>50.8333</td><td>4.46994</td><td>0</td></tr><tr><th>25</th><td><em>missing</em></td><td>Belize</td><td>17.1899</td><td>-88.4976</td><td>0</td></tr><tr><th>26</th><td><em>missing</em></td><td>Benin</td><td>9.3077</td><td>2.3158</td><td>0</td></tr><tr><th>27</th><td><em>missing</em></td><td>Bhutan</td><td>27.5142</td><td>90.4336</td><td>0</td></tr><tr><th>28</th><td><em>missing</em></td><td>Bolivia</td><td>-16.2902</td><td>-63.5887</td><td>0</td></tr><tr><th>29</th><td><em>missing</em></td><td>Bosnia and Herzegovina</td><td>43.9159</td><td>17.6791</td><td>0</td></tr><tr><th>30</th><td><em>missing</em></td><td>Botswana</td><td>-22.3285</td><td>24.6849</td><td>0</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|cccccc}\n",
       "\t& province & country & Lat & Long & 1/22/20 & \\\\\n",
       "\t\\hline\n",
       "\t& String? & String & Float64? & Float64? & Int64 & \\\\\n",
       "\t\\hline\n",
       "\t1 & \\emph{missing} & Afghanistan & 33.9391 & 67.71 & 0 & $\\dots$ \\\\\n",
       "\t2 & \\emph{missing} & Albania & 41.1533 & 20.1683 & 0 & $\\dots$ \\\\\n",
       "\t3 & \\emph{missing} & Algeria & 28.0339 & 1.6596 & 0 & $\\dots$ \\\\\n",
       "\t4 & \\emph{missing} & Andorra & 42.5063 & 1.5218 & 0 & $\\dots$ \\\\\n",
       "\t5 & \\emph{missing} & Angola & -11.2027 & 17.8739 & 0 & $\\dots$ \\\\\n",
       "\t6 & \\emph{missing} & Antigua and Barbuda & 17.0608 & -61.7964 & 0 & $\\dots$ \\\\\n",
       "\t7 & \\emph{missing} & Argentina & -38.4161 & -63.6167 & 0 & $\\dots$ \\\\\n",
       "\t8 & \\emph{missing} & Armenia & 40.0691 & 45.0382 & 0 & $\\dots$ \\\\\n",
       "\t9 & Australian Capital Territory & Australia & -35.4735 & 149.012 & 0 & $\\dots$ \\\\\n",
       "\t10 & New South Wales & Australia & -33.8688 & 151.209 & 0 & $\\dots$ \\\\\n",
       "\t11 & Northern Territory & Australia & -12.4634 & 130.846 & 0 & $\\dots$ \\\\\n",
       "\t12 & Queensland & Australia & -27.4698 & 153.025 & 0 & $\\dots$ \\\\\n",
       "\t13 & South Australia & Australia & -34.9285 & 138.601 & 0 & $\\dots$ \\\\\n",
       "\t14 & Tasmania & Australia & -42.8821 & 147.327 & 0 & $\\dots$ \\\\\n",
       "\t15 & Victoria & Australia & -37.8136 & 144.963 & 0 & $\\dots$ \\\\\n",
       "\t16 & Western Australia & Australia & -31.9505 & 115.861 & 0 & $\\dots$ \\\\\n",
       "\t17 & \\emph{missing} & Austria & 47.5162 & 14.5501 & 0 & $\\dots$ \\\\\n",
       "\t18 & \\emph{missing} & Azerbaijan & 40.1431 & 47.5769 & 0 & $\\dots$ \\\\\n",
       "\t19 & \\emph{missing} & Bahamas & 25.0259 & -78.0359 & 0 & $\\dots$ \\\\\n",
       "\t20 & \\emph{missing} & Bahrain & 26.0275 & 50.55 & 0 & $\\dots$ \\\\\n",
       "\t21 & \\emph{missing} & Bangladesh & 23.685 & 90.3563 & 0 & $\\dots$ \\\\\n",
       "\t22 & \\emph{missing} & Barbados & 13.1939 & -59.5432 & 0 & $\\dots$ \\\\\n",
       "\t23 & \\emph{missing} & Belarus & 53.7098 & 27.9534 & 0 & $\\dots$ \\\\\n",
       "\t24 & \\emph{missing} & Belgium & 50.8333 & 4.46994 & 0 & $\\dots$ \\\\\n",
       "\t25 & \\emph{missing} & Belize & 17.1899 & -88.4976 & 0 & $\\dots$ \\\\\n",
       "\t26 & \\emph{missing} & Benin & 9.3077 & 2.3158 & 0 & $\\dots$ \\\\\n",
       "\t27 & \\emph{missing} & Bhutan & 27.5142 & 90.4336 & 0 & $\\dots$ \\\\\n",
       "\t28 & \\emph{missing} & Bolivia & -16.2902 & -63.5887 & 0 & $\\dots$ \\\\\n",
       "\t29 & \\emph{missing} & Bosnia and Herzegovina & 43.9159 & 17.6791 & 0 & $\\dots$ \\\\\n",
       "\t30 & \\emph{missing} & Botswana & -22.3285 & 24.6849 & 0 & $\\dots$ \\\\\n",
       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ &  \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "\u001b[1m274×437 DataFrame\u001b[0m\n",
       "\u001b[1m Row \u001b[0m│\u001b[1m province                          \u001b[0m\u001b[1m country             \u001b[0m\u001b[1m Lat      \u001b[0m\u001b[1m Long \u001b[0m ⋯\n",
       "\u001b[1m     \u001b[0m│\u001b[90m String?                           \u001b[0m\u001b[90m String              \u001b[0m\u001b[90m Float64? \u001b[0m\u001b[90m Float\u001b[0m ⋯\n",
       "─────┼──────────────────────────────────────────────────────────────────────────\n",
       "   1 │\u001b[90m missing                           \u001b[0m Afghanistan           33.9391   67.7 ⋯\n",
       "   2 │\u001b[90m missing                           \u001b[0m Albania               41.1533   20.1\n",
       "   3 │\u001b[90m missing                           \u001b[0m Algeria               28.0339    1.6\n",
       "   4 │\u001b[90m missing                           \u001b[0m Andorra               42.5063    1.5\n",
       "   5 │\u001b[90m missing                           \u001b[0m Angola               -11.2027   17.8 ⋯\n",
       "   6 │\u001b[90m missing                           \u001b[0m Antigua and Barbuda   17.0608  -61.7\n",
       "   7 │\u001b[90m missing                           \u001b[0m Argentina            -38.4161  -63.6\n",
       "   8 │\u001b[90m missing                           \u001b[0m Armenia               40.0691   45.0\n",
       "   9 │ Australian Capital Territory       Australia            -35.4735  149.0 ⋯\n",
       "  10 │ New South Wales                    Australia            -33.8688  151.2\n",
       "  11 │ Northern Territory                 Australia            -12.4634  130.8\n",
       "  ⋮  │                 ⋮                           ⋮              ⋮         ⋮  ⋱\n",
       " 265 │\u001b[90m missing                           \u001b[0m United Kingdom        55.3781   -3.4\n",
       " 266 │\u001b[90m missing                           \u001b[0m Uruguay              -32.5228  -55.7 ⋯\n",
       " 267 │\u001b[90m missing                           \u001b[0m Uzbekistan            41.3775   64.5\n",
       " 268 │\u001b[90m missing                           \u001b[0m Vanuatu              -15.3767  166.9\n",
       " 269 │\u001b[90m missing                           \u001b[0m Venezuela              6.4238  -66.5\n",
       " 270 │\u001b[90m missing                           \u001b[0m Vietnam               14.0583  108.2 ⋯\n",
       " 271 │\u001b[90m missing                           \u001b[0m West Bank and Gaza    31.9522   35.2\n",
       " 272 │\u001b[90m missing                           \u001b[0m Yemen                 15.5527   48.5\n",
       " 273 │\u001b[90m missing                           \u001b[0m Zambia               -13.1339   27.8\n",
       " 274 │\u001b[90m missing                           \u001b[0m Zimbabwe             -19.0154   29.1 ⋯\n",
       "\u001b[36m                                                434 columns and 253 rows omitted\u001b[0m"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ?rename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interact.jl: Simple interactive visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Interact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i = 1\n",
      "i = 2\n",
      "i = 3\n",
      "i = 4\n",
      "i = 5\n",
      "i = 6\n",
      "i = 7\n",
      "i = 8\n",
      "i = 9\n",
      "i = 10\n"
     ]
    }
   ],
   "source": [
    "for i in 1:10\n",
    "    @show i\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10-element Vector{Int64}:\n",
       "  1\n",
       "  2\n",
       "  3\n",
       "  4\n",
       "  5\n",
       "  6\n",
       "  7\n",
       "  8\n",
       "  9\n",
       " 10"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collect(1:10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
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(WebIO.setval({\\\"name\\\":\\\"index\\\",\\\"scope\\\":\\\"18324306586801625590\\\",\\\"id\\\":\\\"832985906432161353\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"index\\\"]=false}),self)]\\n        \\n    }\\n    self.model = new AppViewModel();\\n    self.valueFromJulia = {};\\n    for (var key in json_data) {\\n        self.valueFromJulia[key] = false;\\n    }\\n    ko.applyBindings(self.model, self.dom);\\n}\\n);\\n    (WebIO.importBlock({\\\"data\\\":[{\\\"name\\\":\\\"knockout\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"\\/assetserver\\/4e15ea8f38f5d33bf0b2930cb09c8089f78b114e-knockout.js\\\"},{\\\"name\\\":\\\"knockout_punches\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"\\/assetserver\\/6967e46b2259ea2e5c469b61c410326b52955db7-knockout_punches.js\\\"}],\\\"type\\\":\\\"async_block\\\"})).then((imports) => handler.apply(this, imports));\\n}\\n\"],\"observables\":{\"changes\":{\"sync\":false,\"id\":\"3154087724348613545\",\"value\":0},\"index\":{\"sync\":true,\"id\":\"832985906432161353\",\"value\":5}}},\"children\":[{\"props\":{\"className\":\"interact-flex-row interact-widget\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"className\":\"interact-flex-row-left\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"className\":\"interact \",\"style\":{\"padding\":\"5px 10px 0px 10px\"}},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"label\"},\"children\":[\"i\"]}]},{\"props\":{\"className\":\"interact-flex-row-center\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"max\":10,\"min\":1,\"attributes\":{\"type\":\"range\",\"data-bind\":\"numericValue: index, valueUpdate: 'input', event: {change: function (){this.changes(this.changes()+1)}}\",\"orient\":\"horizontal\"},\"step\":1,\"className\":\"slider slider is-fullwidth\",\"style\":{}},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"input\"},\"children\":[]}]},{\"props\":{\"className\":\"interact-flex-row-right\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"attributes\":{\"data-bind\":\"text: formatted_val\"}},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"p\"},\"children\":[]}]}]}]}]},{\"props\":{},\"nodeType\":\"Scope\",\"type\":\"node\",\"instanceArgs\":{\"imports\":{\"data\":[],\"type\":\"async_block\"},\"id\":\"2905604377897589611\",\"handlers\":{},\"systemjs_options\":null,\"mount_callbacks\":[],\"observables\":{\"obs-node\":{\"sync\":false,\"id\":\"12855072644576265697\",\"value\":{\"props\":{\"className\":\"interact-flex-row interact-widget\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"setInnerHtml\":\"25\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[]}]}}}},\"children\":[{\"props\":{},\"nodeType\":\"ObservableNode\",\"type\":\"node\",\"instanceArgs\":{\"id\":\"12855072644576265697\",\"name\":\"obs-node\"},\"children\":[]}]}]},\n",
       "            window,\n",
       "        );\n",
       "    } else {\n",
       "        document\n",
       "            .querySelector('[data-webio-mountpoint=\"3555766019721367624\"]')\n",
       "            .innerHTML = (\n",
       "                '<div style=\"padding: 1em; background-color: #f8d6da; border: 1px solid #f5c6cb\">' +\n",
       "                '<p><strong>WebIO not detected.</strong></p>' +\n",
       "                '<p>Please read ' +\n",
       "                '<a href=\"https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/\" target=\"_blank\">the troubleshooting guide</a> ' +\n",
       "                'for more information on how to resolve this issue.</p>' +\n",
       "                '<p><a href=\"https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/\" target=\"_blank\">https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/</a></p>' +\n",
       "                '</div>'\n",
       "            );\n",
       "    }\n",
       "    </script>\n",
       "</div>\n"
      ],
      "text/plain": [
       "Node{WebIO.DOM}(WebIO.DOM(:html, :div), Any[Node{WebIO.DOM}(WebIO.DOM(:html, :div), Any[Scope(Node{WebIO.DOM}(WebIO.DOM(:html, :div), Any[Node{WebIO.DOM}(WebIO.DOM(:html, :div), Any[Node{WebIO.DOM}(WebIO.DOM(:html, :label), Any[\"i\"], Dict{Symbol, Any}(:className => \"interact \", :style => Dict{Any, Any}(:padding => \"5px 10px 0px 10px\")))], Dict{Symbol, Any}(:className => \"interact-flex-row-left\")), Node{WebIO.DOM}(WebIO.DOM(:html, :div), Any[Node{WebIO.DOM}(WebIO.DOM(:html, :input), Any[], Dict{Symbol, Any}(:max => 10, :min => 1, :attributes => Dict{Any, Any}(:type => \"range\", Symbol(\"data-bind\") => \"numericValue: index, valueUpdate: 'input', event: {change: function (){this.changes(this.changes()+1)}}\", \"orient\" => \"horizontal\"), :step => 1, :className => \"slider slider is-fullwidth\", :style => Dict{Any, Any}()))], Dict{Symbol, Any}(:className => \"interact-flex-row-center\")), Node{WebIO.DOM}(WebIO.DOM(:html, :div), Any[Node{WebIO.DOM}(WebIO.DOM(:html, :p), Any[], Dict{Symbol, Any}(:attributes => Dict(\"data-bind\" => \"text: formatted_val\")))], Dict{Symbol, Any}(:className => \"interact-flex-row-right\"))], Dict{Symbol, Any}(:className => \"interact-flex-row interact-widget\")), Dict{String, Tuple{Observables.AbstractObservable, Union{Nothing, Bool}}}(\"changes\" => (Observable{Int64} with 1 listeners. Value:\n",
       "0, nothing), \"index\" => (Observable{Int64} with 2 listeners. Value:\n",
       "5, nothing)), Set{String}(), nothing, Asset[Asset(\"js\", \"knockout\", \"/home/marcon/.julia/packages/Knockout/IP1uR/src/../assets/knockout.js\"), Asset(\"js\", \"knockout_punches\", \"/home/marcon/.julia/packages/Knockout/IP1uR/src/../assets/knockout_punches.js\"), Asset(\"js\", nothing, \"/home/marcon/.julia/packages/InteractBase/Zfu5P/src/../assets/all.js\"), Asset(\"css\", nothing, \"/home/marcon/.julia/packages/InteractBase/Zfu5P/src/../assets/style.css\"), Asset(\"css\", nothing, \"/home/marcon/.julia/packages/Interact/SbgIk/src/../assets/bulma_confined.min.css\")], Dict{Any, Any}(\"changes\" => Any[WebIO.JSString(\"(function (val){return (val!=this.model[\\\"changes\\\"]()) ? (this.valueFromJulia[\\\"changes\\\"]=true, this.model[\\\"changes\\\"](val)) : undefined})\")], \"index\" => Any[WebIO.JSString(\"(function (val){return (val!=this.model[\\\"index\\\"]()) ? (this.valueFromJulia[\\\"index\\\"]=true, this.model[\\\"index\\\"](val)) : undefined})\")]), WebIO.ConnectionPool(Channel{Any}(32), Set{AbstractConnection}(), Condition(Base.InvasiveLinkedList{Task}(Task (runnable) @0x00007f15efae1f90, Task (runnable) @0x00007f15efae1f90), Base.AlwaysLockedST(1))), WebIO.JSString[WebIO.JSString(\"function () {\\n    var handler = (function (ko, koPunches) {\\n    ko.punches.enableAll();\\n    ko.bindingHandlers.numericValue = {\\n        init: function(element, valueAccessor, allBindings, data, context) {\\n            var stringified = ko.observable(ko.unwrap(valueAccessor()));\\n            stringified.subscribe(function(value) {\\n                var val = parseFloat(value);\\n                if (!isNaN(val)) {\\n                    valueAccessor()(val);\\n                }\\n            });\\n            valueAccessor().subscribe(function(value) {\\n                var str = JSON.stringify(value);\\n                if ((str == \\\"0\\\") && ([\\\"-0\\\", \\\"-0.\\\"].indexOf(stringified()) >= 0))\\n                     return;\\n                 if ([\\\"null\\\", \\\"\\\"].indexOf(str) >= 0)\\n                     return;\\n                stringified(str);\\n            });\\n            ko.applyBindingsToNode(\\n                element,\\n                {\\n                    value: stringified,\\n                    valueUpdate: allBindings.get('valueUpdate'),\\n                },\\n                context,\\n            );\\n        }\\n    };\\n    var json_data = {\\\"formatted_vals\\\":[\\\"1\\\",\\\"2\\\",\\\"3\\\",\\\"4\\\",\\\"5\\\",\\\"6\\\",\\\"7\\\",\\\"8\\\",\\\"9\\\",\\\"10\\\"],\\\"changes\\\":WebIO.getval({\\\"name\\\":\\\"changes\\\",\\\"scope\\\":\\\"18324306586801625590\\\",\\\"id\\\":\\\"3154087724348613545\\\",\\\"type\\\":\\\"observable\\\"}),\\\"index\\\":WebIO.getval({\\\"name\\\":\\\"index\\\",\\\"scope\\\":\\\"18324306586801625590\\\",\\\"id\\\":\\\"832985906432161353\\\",\\\"type\\\":\\\"observable\\\"})};\\n    var self = this;\\n    function AppViewModel() {\\n        for (var key in json_data) {\\n            var el = json_data[key];\\n            this[key] = Array.isArray(el) ? ko.observableArray(el) : ko.observable(el);\\n        }\\n        \\n        [this[\\\"formatted_val\\\"]=ko.computed(    function(){\\n        return this.formatted_vals()[parseInt(this.index())-(1)];\\n    }\\n,this)]\\n        [this[\\\"changes\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"changes\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"changes\\\",\\\"scope\\\":\\\"18324306586801625590\\\",\\\"id\\\":\\\"3154087724348613545\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"changes\\\"]=false}),self),this[\\\"index\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"index\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"index\\\",\\\"scope\\\":\\\"18324306586801625590\\\",\\\"id\\\":\\\"832985906432161353\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"index\\\"]=false}),self)]\\n        \\n    }\\n    self.model = new AppViewModel();\\n    self.valueFromJulia = {};\\n    for (var key in json_data) {\\n        self.valueFromJulia[key] = false;\\n    }\\n    ko.applyBindings(self.model, self.dom);\\n}\\n);\\n    (WebIO.importBlock({\\\"data\\\":[{\\\"name\\\":\\\"knockout\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"/assetserver/4e15ea8f38f5d33bf0b2930cb09c8089f78b114e-knockout.js\\\"},{\\\"name\\\":\\\"knockout_punches\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"/assetserver/6967e46b2259ea2e5c469b61c410326b52955db7-knockout_punches.js\\\"}],\\\"type\\\":\\\"async_block\\\"})).then((imports) => handler.apply(this, imports));\\n}\\n\")])], Dict{Symbol, Any}(:className => \"field interact-widget\")), Observable{Any} with 0 listeners. Value:\n",
       "Node{WebIO.DOM}(WebIO.DOM(:html, :div), Any[HTML{Int64}(25)], Dict{Symbol, Any}(:className => \"interact-flex-row interact-widget\"))], Dict{Symbol, Any}())"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "@webio": {
       "kernelId": "5853a3a1-0729-4f75-8592-66a68892bc30"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@manipulate for i in 1:10\n",
    "    HTML(i^2)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4-element Vector{String}:\n",
       " \"Albania\"\n",
       " \"Algeria\"\n",
       " \"Andorra\"\n",
       " \"Angola\""
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries = data[2:5,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "274-element Vector{String}:\n",
       " \"Afghanistan\"\n",
       " \"Albania\"\n",
       " \"Algeria\"\n",
       " \"Andorra\"\n",
       " \"Angola\"\n",
       " \"Antigua and Barbuda\"\n",
       " \"Argentina\"\n",
       " \"Armenia\"\n",
       " \"Australia\"\n",
       " \"Australia\"\n",
       " \"Australia\"\n",
       " \"Australia\"\n",
       " \"Australia\"\n",
       " ⋮\n",
       " \"United Kingdom\"\n",
       " \"United Kingdom\"\n",
       " \"United Kingdom\"\n",
       " \"Uruguay\"\n",
       " \"Uzbekistan\"\n",
       " \"Vanuatu\"\n",
       " \"Venezuela\"\n",
       " \"Vietnam\"\n",
       " \"West Bank and Gaza\"\n",
       " \"Yemen\"\n",
       " \"Zambia\"\n",
       " \"Zimbabwe\""
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries = data[:,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "192-element Vector{String}:\n",
       " \"Afghanistan\"\n",
       " \"Albania\"\n",
       " \"Algeria\"\n",
       " \"Andorra\"\n",
       " \"Angola\"\n",
       " \"Antigua and Barbuda\"\n",
       " \"Argentina\"\n",
       " \"Armenia\"\n",
       " \"Australia\"\n",
       " \"Austria\"\n",
       " \"Azerbaijan\"\n",
       " \"Bahamas\"\n",
       " \"Bahrain\"\n",
       " ⋮\n",
       " \"Ukraine\"\n",
       " \"United Arab Emirates\"\n",
       " \"United Kingdom\"\n",
       " \"Uruguay\"\n",
       " \"Uzbekistan\"\n",
       " \"Vanuatu\"\n",
       " \"Venezuela\"\n",
       " \"Vietnam\"\n",
       " \"West Bank and Gaza\"\n",
       " \"Yemen\"\n",
       " \"Zambia\"\n",
       " \"Zimbabwe\""
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_countries = unique(countries)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.webio.node+json": {
       "children": [
        {
         "children": [
          {
           "children": [
            {
             "children": [
              {
               "children": [
                {
                 "children": [
                  "i"
                 ],
                 "instanceArgs": {
                  "namespace": "html",
                  "tag": "label"
                 },
                 "nodeType": "DOM",
                 "props": {
                  "className": "interact ",
                  "style": {
                   "padding": "5px 10px 0px 10px"
                  }
                 },
                 "type": "node"
                }
               ],
               "instanceArgs": {
                "namespace": "html",
                "tag": "div"
               },
               "nodeType": "DOM",
               "props": {
                "className": "interact-flex-row-left"
               },
               "type": "node"
              },
              {
               "children": [
                {
                 "children": [],
                 "instanceArgs": {
                  "namespace": "html",
                  "tag": "input"
                 },
                 "nodeType": "DOM",
                 "props": {
                  "attributes": {
                   "data-bind": "numericValue: index, valueUpdate: 'input', event: {change: function (){this.changes(this.changes()+1)}}",
                   "orient": "horizontal",
                   "type": "range"
                  },
                  "className": "slider slider is-fullwidth",
                  "max": 274,
                  "min": 1,
                  "step": 1,
                  "style": {}
                 },
                 "type": "node"
                }
               ],
               "instanceArgs": {
                "namespace": "html",
                "tag": "div"
               },
               "nodeType": "DOM",
               "props": {
                "className": "interact-flex-row-center"
               },
               "type": "node"
              },
              {
               "children": [
                {
                 "children": [],
                 "instanceArgs": {
                  "namespace": "html",
                  "tag": "p"
                 },
                 "nodeType": "DOM",
                 "props": {
                  "attributes": {
                   "data-bind": "text: formatted_val"
                  }
                 },
                 "type": "node"
                }
               ],
               "instanceArgs": {
                "namespace": "html",
                "tag": "div"
               },
               "nodeType": "DOM",
               "props": {
                "className": "interact-flex-row-right"
               },
               "type": "node"
              }
             ],
             "instanceArgs": {
              "namespace": "html",
              "tag": "div"
             },
             "nodeType": "DOM",
             "props": {
              "className": "interact-flex-row interact-widget"
             },
             "type": "node"
            }
           ],
           "instanceArgs": {
            "handlers": {
             "changes": [
              "(function (val){return (val!=this.model[\"changes\"]()) ? (this.valueFromJulia[\"changes\"]=true, this.model[\"changes\"](val)) : undefined})"
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              "(function (val){return (val!=this.model[\"index\"]()) ? (this.valueFromJulia[\"index\"]=true, this.model[\"index\"](val)) : undefined})"
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            "id": "5336992978824137074",
            "imports": {
             "data": [
              {
               "name": "knockout",
               "type": "js",
               "url": "/assetserver/4e15ea8f38f5d33bf0b2930cb09c8089f78b114e-knockout.js"
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              {
               "name": "knockout_punches",
               "type": "js",
               "url": "/assetserver/6967e46b2259ea2e5c469b61c410326b52955db7-knockout_punches.js"
              },
              {
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               "type": "js",
               "url": "/assetserver/a643ec32b5fd67f0647ab1f378e6bc75a94bf7ef-all.js"
              },
              {
               "name": null,
               "type": "css",
               "url": "/assetserver/c4a428321098a6b37c6165665184ef1be8f91e08-style.css"
              },
              {
               "name": null,
               "type": "css",
               "url": "/assetserver/62690f06d5dfb4c711812ef88e307907ed9b059b-bulma_confined.min.css"
              }
             ],
             "type": "async_block"
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       "Node{WebIO.DOM}(WebIO.DOM(:html, :div), Any[\"Grenada\"], Dict{Symbol, Any}(:className => \"interact-flex-row interact-widget\"))], Dict{Symbol, Any}())"
      ]
     },
     "execution_count": 13,
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      "@webio": {
       "kernelId": "5853a3a1-0729-4f75-8592-66a68892bc30"
      }
     },
     "output_type": "execute_result"
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   ],
   "source": [
    "@manipulate for i in 1:length(countries)\n",
    "    countries[i]\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"Zimbabwe\""
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries[end]"
   ]
  },
  {
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   "metadata": {},
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                "setInnerHtml": "<table class=\"data-frame\"><thead><tr><th></th><th>province</th><th>country</th><th>Lat</th><th>Long</th><th>1/22/20</th></tr><tr><th></th><th>String?</th><th>String</th><th>Float64?</th><th>Float64?</th><th>Int64</th></tr></thead><tbody><p>137 rows × 5 columns</p><tr><th>1</th><td><em>missing</em></td><td>Afghanistan</td><td>33.9391</td><td>67.71</td><td>0</td></tr><tr><th>2</th><td><em>missing</em></td><td>Albania</td><td>41.1533</td><td>20.1683</td><td>0</td></tr><tr><th>3</th><td><em>missing</em></td><td>Algeria</td><td>28.0339</td><td>1.6596</td><td>0</td></tr><tr><th>4</th><td><em>missing</em></td><td>Andorra</td><td>42.5063</td><td>1.5218</td><td>0</td></tr><tr><th>5</th><td><em>missing</em></td><td>Angola</td><td>-11.2027</td><td>17.8739</td><td>0</td></tr><tr><th>6</th><td><em>missing</em></td><td>Antigua and Barbuda</td><td>17.0608</td><td>-61.7964</td><td>0</td></tr><tr><th>7</th><td><em>missing</em></td><td>Argentina</td><td>-38.4161</td><td>-63.6167</td><td>0</td></tr><tr><th>8</th><td><em>missing</em></td><td>Armenia</td><td>40.0691</td><td>45.0382</td><td>0</td></tr><tr><th>9</th><td>Australian Capital Territory</td><td>Australia</td><td>-35.4735</td><td>149.012</td><td>0</td></tr><tr><th>10</th><td>New South Wales</td><td>Australia</td><td>-33.8688</td><td>151.209</td><td>0</td></tr><tr><th>11</th><td>Northern Territory</td><td>Australia</td><td>-12.4634</td><td>130.846</td><td>0</td></tr><tr><th>12</th><td>Queensland</td><td>Australia</td><td>-27.4698</td><td>153.025</td><td>0</td></tr><tr><th>13</th><td>South Australia</td><td>Australia</td><td>-34.9285</td><td>138.601</td><td>0</td></tr><tr><th>14</th><td>Tasmania</td><td>Australia</td><td>-42.8821</td><td>147.327</td><td>0</td></tr><tr><th>15</th><td>Victoria</td><td>Australia</td><td>-37.8136</td><td>144.963</td><td>0</td></tr><tr><th>16</th><td>Western Australia</td><td>Australia</td><td>-31.9505</td><td>115.861</td><td>0</td></tr><tr><th>17</th><td><em>missing</em></td><td>Austria</td><td>47.5162</td><td>14.5501</td><td>0</td></tr><tr><th>18</th><td><em>missing</em></td><td>Azerbaijan</td><td>40.1431</td><td>47.5769</td><td>0</td></tr><tr><th>19</th><td><em>missing</em></td><td>Bahamas</td><td>25.0259</td><td>-78.0359</td><td>0</td></tr><tr><th>20</th><td><em>missing</em></td><td>Bahrain</td><td>26.0275</td><td>50.55</td><td>0</td></tr><tr><th>21</th><td><em>missing</em></td><td>Bangladesh</td><td>23.685</td><td>90.3563</td><td>0</td></tr><tr><th>22</th><td><em>missing</em></td><td>Barbados</td><td>13.1939</td><td>-59.5432</td><td>0</td></tr><tr><th>23</th><td><em>missing</em></td><td>Belarus</td><td>53.7098</td><td>27.9534</td><td>0</td></tr><tr><th>24</th><td><em>missing</em></td><td>Belgium</td><td>50.8333</td><td>4.46994</td><td>0</td></tr><tr><th>25</th><td><em>missing</em></td><td>Belize</td><td>17.1899</td><td>-88.4976</td><td>0</td></tr><tr><th>26</th><td><em>missing</em></td><td>Benin</td><td>9.3077</td><td>2.3158</td><td>0</td></tr><tr><th>27</th><td><em>missing</em></td><td>Bhutan</td><td>27.5142</td><td>90.4336</td><td>0</td></tr><tr><th>28</th><td><em>missing</em></td><td>Bolivia</td><td>-16.2902</td><td>-63.5887</td><td>0</td></tr><tr><th>29</th><td><em>missing</em></td><td>Bosnia and Herzegovina</td><td>43.9159</td><td>17.6791</td><td>0</td></tr><tr><th>30</th><td><em>missing</em></td><td>Botswana</td><td>-22.3285</td><td>24.6849</td><td>0</td></tr><tr><th>31</th><td><em>missing</em></td><td>Brazil</td><td>-14.235</td><td>-51.9253</td><td>0</td></tr><tr><th>32</th><td><em>missing</em></td><td>Brunei</td><td>4.5353</td><td>114.728</td><td>0</td></tr><tr><th>33</th><td><em>missing</em></td><td>Bulgaria</td><td>42.7339</td><td>25.4858</td><td>0</td></tr><tr><th>34</th><td><em>missing</em></td><td>Burkina Faso</td><td>12.2383</td><td>-1.5616</td><td>0</td></tr><tr><th>35</th><td><em>missing</em></td><td>Burma</td><td>21.9162</td><td>95.956</td><td>0</td></tr><tr><th>36</th><td><em>missing</em></td><td>Burundi</td><td>-3.3731</td><td>29.9189</td><td>0</td></tr><tr><th>37</th><td><em>missing</em></td><td>Cabo Verde</td><td>16.5388</td><td>-23.0418</td><td>0</td></tr><tr><th>38</th><td><em>missing</em></td><td>Cambodia</td><td>11.55</td><td>104.917</td><td>0</td></tr><tr><th>39</th><td><em>missing</em></td><td>Cameroon</td><td>3.848</td><td>11.5021</td><td>0</td></tr><tr><th>40</th><td>Alberta</td><td>Canada</td><td>53.9333</td><td>-116.576</td><td>0</td></tr><tr><th>41</th><td>British Columbia</td><td>Canada</td><td>53.7267</td><td>-127.648</td><td>0</td></tr><tr><th>42</th><td>Diamond Princess</td><td>Canada</td><td>0.0</td><td>0.0</td><td>0</td></tr><tr><th>43</th><td>Grand Princess</td><td>Canada</td><td>0.0</td><td>0.0</td><td>0</td></tr><tr><th>44</th><td>Manitoba</td><td>Canada</td><td>53.7609</td><td>-98.8139</td><td>0</td></tr><tr><th>45</th><td>New Brunswick</td><td>Canada</td><td>46.5653</td><td>-66.4619</td><td>0</td></tr><tr><th>46</th><td>Newfoundland and Labrador</td><td>Canada</td><td>53.1355</td><td>-57.6604</td><td>0</td></tr><tr><th>47</th><td>Northwest Territories</td><td>Canada</td><td>64.8255</td><td>-124.846</td><td>0</td></tr><tr><th>48</th><td>Nova Scotia</td><td>Canada</td><td>44.682</td><td>-63.7443</td><td>0</td></tr><tr><th>49</th><td>Nunavut</td><td>Canada</td><td>70.2998</td><td>-83.1076</td><td>0</td></tr><tr><th>50</th><td>Ontario</td><td>Canada</td><td>51.2538</td><td>-85.3232</td><td>0</td></tr><tr><th>51</th><td>Prince Edward Island</td><td>Canada</td><td>46.5107</td><td>-63.4168</td><td>0</td></tr><tr><th>52</th><td>Quebec</td><td>Canada</td><td>52.9399</td><td>-73.5491</td><td>0</td></tr><tr><th>53</th><td>Repatriated Travellers</td><td>Canada</td><td><em>missing</em></td><td><em>missing</em></td><td>0</td></tr><tr><th>54</th><td>Saskatchewan</td><td>Canada</td><td>52.9399</td><td>-106.451</td><td>0</td></tr><tr><th>55</th><td>Yukon</td><td>Canada</td><td>64.2823</td><td>-135.0</td><td>0</td></tr><tr><th>56</th><td><em>missing</em></td><td>Central African Republic</td><td>6.6111</td><td>20.9394</td><td>0</td></tr><tr><th>57</th><td><em>missing</em></td><td>Chad</td><td>15.4542</td><td>18.7322</td><td>0</td></tr><tr><th>58</th><td><em>missing</em></td><td>Chile</td><td>-35.6751</td><td>-71.543</td><td>0</td></tr><tr><th>59</th><td>Anhui</td><td>China</td><td>31.8257</td><td>117.226</td><td>1</td></tr><tr><th>60</th><td>Beijing</td><td>China</td><td>40.1824</td><td>116.414</td><td>14</td></tr><tr><th>61</th><td>Chongqing</td><td>China</td><td>30.0572</td><td>107.874</td><td>6</td></tr><tr><th>62</th><td>Fujian</td><td>China</td><td>26.0789</td><td>117.987</td><td>1</td></tr><tr><th>63</th><td>Gansu</td><td>China</td><td>35.7518</td><td>104.286</td><td>0</td></tr><tr><th>64</th><td>Guangdong</td><td>China</td><td>23.3417</td><td>113.424</td><td>26</td></tr><tr><th>65</th><td>Guangxi</td><td>China</td><td>23.8298</td><td>108.788</td><td>2</td></tr><tr><th>66</th><td>Guizhou</td><td>China</td><td>26.8154</td><td>106.875</td><td>1</td></tr><tr><th>67</th><td>Hainan</td><td>China</td><td>19.1959</td><td>109.745</td><td>4</td></tr><tr><th>68</th><td>Hebei</td><td>China</td><td>39.549</td><td>116.131</td><td>1</td></tr><tr><th>69</th><td>Heilongjiang</td><td>China</td><td>47.862</td><td>127.761</td><td>0</td></tr><tr><th>70</th><td>Henan</td><td>China</td><td>37.8957</td><td>114.904</td><td>5</td></tr><tr><th>71</th><td>Hong Kong</td><td>China</td><td>22.3</td><td>114.2</td><td>0</td></tr><tr><th>72</th><td>Hubei</td><td>China</td><td>30.9756</td><td>112.271</td><td>444</td></tr><tr><th>73</th><td>Hunan</td><td>China</td><td>27.6104</td><td>111.709</td><td>4</td></tr><tr><th>74</th><td>Inner Mongolia</td><td>China</td><td>44.0935</td><td>113.945</td><td>0</td></tr><tr><th>75</th><td>Jiangsu</td><td>China</td><td>32.9711</td><td>119.455</td><td>1</td></tr><tr><th>76</th><td>Jiangxi</td><td>China</td><td>27.614</td><td>115.722</td><td>2</td></tr><tr><th>77</th><td>Jilin</td><td>China</td><td>43.6661</td><td>126.192</td><td>0</td></tr><tr><th>78</th><td>Liaoning</td><td>China</td><td>41.2956</td><td>122.609</td><td>2</td></tr><tr><th>79</th><td>Macau</td><td>China</td><td>22.1667</td><td>113.55</td><td>1</td></tr><tr><th>80</th><td>Ningxia</td><td>China</td><td>37.2692</td><td>106.165</td><td>1</td></tr><tr><th>81</th><td>Qinghai</td><td>China</td><td>35.7452</td><td>95.9956</td><td>0</td></tr><tr><th>82</th><td>Shaanxi</td><td>China</td><td>35.1917</td><td>108.87</td><td>0</td></tr><tr><th>83</th><td>Shandong</td><td>China</td><td>36.3427</td><td>118.15</td><td>2</td></tr><tr><th>84</th><td>Shanghai</td><td>China</td><td>31.202</td><td>121.449</td><td>9</td></tr><tr><th>85</th><td>Shanxi</td><td>China</td><td>37.5777</td><td>112.292</td><td>1</td></tr><tr><th>86</th><td>Sichuan</td><td>China</td><td>30.6171</td><td>102.71</td><td>5</td></tr><tr><th>87</th><td>Tianjin</td><td>China</td><td>39.3054</td><td>117.323</td><td>4</td></tr><tr><th>88</th><td>Tibet</td><td>China</td><td>31.6927</td><td>88.0924</td><td>0</td></tr><tr><th>89</th><td>Xinjiang</td><td>China</td><td>41.1129</td><td>85.2401</td><td>0</td></tr><tr><th>90</th><td>Yunnan</td><td>China</td><td>24.974</td><td>101.487</td><td>1</td></tr><tr><th>91</th><td>Zhejiang</td><td>China</td><td>29.1832</td><td>120.093</td><td>10</td></tr><tr><th>92</th><td><em>missing</em></td><td>Colombia</td><td>4.5709</td><td>-74.2973</td><td>0</td></tr><tr><th>93</th><td><em>missing</em></td><td>Comoros</td><td>-11.6455</td><td>43.3333</td><td>0</td></tr><tr><th>94</th><td><em>missing</em></td><td>Congo (Brazzaville)</td><td>-0.228</td><td>15.8277</td><td>0</td></tr><tr><th>95</th><td><em>missing</em></td><td>Congo (Kinshasa)</td><td>-4.0383</td><td>21.7587</td><td>0</td></tr><tr><th>96</th><td><em>missing</em></td><td>Costa Rica</td><td>9.7489</td><td>-83.7534</td><td>0</td></tr><tr><th>97</th><td><em>missing</em></td><td>Cote d'Ivoire</td><td>7.54</td><td>-5.5471</td><td>0</td></tr><tr><th>98</th><td><em>missing</em></td><td>Croatia</td><td>45.1</td><td>15.2</td><td>0</td></tr><tr><th>99</th><td><em>missing</em></td><td>Cuba</td><td>21.5218</td><td>-77.7812</td><td>0</td></tr><tr><th>100</th><td><em>missing</em></td><td>Cyprus</td><td>35.1264</td><td>33.4299</td><td>0</td></tr><tr><th>101</th><td><em>missing</em></td><td>Czechia</td><td>49.8175</td><td>15.473</td><td>0</td></tr><tr><th>102</th><td>Faroe 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Salvador</td><td>13.7942</td><td>-88.8965</td><td>0</td></tr><tr><th>112</th><td><em>missing</em></td><td>Equatorial Guinea</td><td>1.6508</td><td>10.2679</td><td>0</td></tr><tr><th>113</th><td><em>missing</em></td><td>Eritrea</td><td>15.1794</td><td>39.7823</td><td>0</td></tr><tr><th>114</th><td><em>missing</em></td><td>Estonia</td><td>58.5953</td><td>25.0136</td><td>0</td></tr><tr><th>115</th><td><em>missing</em></td><td>Eswatini</td><td>-26.5225</td><td>31.4659</td><td>0</td></tr><tr><th>116</th><td><em>missing</em></td><td>Ethiopia</td><td>9.145</td><td>40.4897</td><td>0</td></tr><tr><th>117</th><td><em>missing</em></td><td>Fiji</td><td>-17.7134</td><td>178.065</td><td>0</td></tr><tr><th>118</th><td><em>missing</em></td><td>Finland</td><td>61.9241</td><td>25.7482</td><td>0</td></tr><tr><th>119</th><td>French Guiana</td><td>France</td><td>3.9339</td><td>-53.1258</td><td>0</td></tr><tr><th>120</th><td>French 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Futuna</td><td>France</td><td>-14.2938</td><td>-178.117</td><td>0</td></tr><tr><th>130</th><td><em>missing</em></td><td>France</td><td>46.2276</td><td>2.2137</td><td>0</td></tr><tr><th>131</th><td><em>missing</em></td><td>Gabon</td><td>-0.8037</td><td>11.6094</td><td>0</td></tr><tr><th>132</th><td><em>missing</em></td><td>Gambia</td><td>13.4432</td><td>-15.3101</td><td>0</td></tr><tr><th>133</th><td><em>missing</em></td><td>Georgia</td><td>42.3154</td><td>43.3569</td><td>0</td></tr><tr><th>134</th><td><em>missing</em></td><td>Germany</td><td>51.1657</td><td>10.4515</td><td>0</td></tr><tr><th>135</th><td><em>missing</em></td><td>Ghana</td><td>7.9465</td><td>-1.0232</td><td>0</td></tr><tr><th>136</th><td><em>missing</em></td><td>Greece</td><td>39.0742</td><td>21.8243</td><td>0</td></tr><tr><th>137</th><td><em>missing</em></td><td>Grenada</td><td>12.1165</td><td>-61.679</td><td>0</td></tr></tbody></table>"
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{\\\"formatted_vals\\\":[\\\"1\\\",\\\"2\\\",\\\"3\\\",\\\"4\\\",\\\"5\\\",\\\"6\\\",\\\"7\\\",\\\"8\\\",\\\"9\\\",\\\"10\\\",\\\"11\\\",\\\"12\\\",\\\"13\\\",\\\"14\\\",\\\"15\\\",\\\"16\\\",\\\"17\\\",\\\"18\\\",\\\"19\\\",\\\"20\\\",\\\"21\\\",\\\"22\\\",\\\"23\\\",\\\"24\\\",\\\"25\\\",\\\"26\\\",\\\"27\\\",\\\"28\\\",\\\"29\\\",\\\"30\\\",\\\"31\\\",\\\"32\\\",\\\"33\\\",\\\"34\\\",\\\"35\\\",\\\"36\\\",\\\"37\\\",\\\"38\\\",\\\"39\\\",\\\"40\\\",\\\"41\\\",\\\"42\\\",\\\"43\\\",\\\"44\\\",\\\"45\\\",\\\"46\\\",\\\"47\\\",\\\"48\\\",\\\"49\\\",\\\"50\\\",\\\"51\\\",\\\"52\\\",\\\"53\\\",\\\"54\\\",\\\"55\\\",\\\"56\\\",\\\"57\\\",\\\"58\\\",\\\"59\\\",\\\"60\\\",\\\"61\\\",\\\"62\\\",\\\"63\\\",\\\"64\\\",\\\"65\\\",\\\"66\\\",\\\"67\\\",\\\"68\\\",\\\"69\\\",\\\"70\\\",\\\"71\\\",\\\"72\\\",\\\"73\\\",\\\"74\\\",\\\"75\\\",\\\"76\\\",\\\"77\\\",\\\"78\\\",\\\"79\\\",\\\"80\\\",\\\"81\\\",\\\"82\\\",\\\"83\\\",\\\"84\\\",\\\"85\\\",\\\"86\\\",\\\"87\\\",\\\"88\\\",\\\"89\\\",\\\"90\\\",\\\"91\\\",\\\"92\\\",\\\"93\\\",\\\"94\\\",\\\"95\\\",\\\"96\\\",\\\"97\\\",\\\"98\\\",\\\"99\\\",\\\"100\\\",\\\"101\\\",\\\"102\\\",\\\"103\\\",\\\"104\\\",\\\"105\\\",\\\"106\\\",\\\"107\\\",\\\"108\\\",\\\"109\\\",\\\"110\\\",\\\"111\\\",\\\"112\\\",\\\"113\\\",\\\"114\\\",\\\"115\\\",\\\"116\\\",\\\"117\\\",\\\"118\\\",\\\"119\\\",\\\"120\\\",\\\"121\\\",\\\"122\\\",\\\"123\\\",\\\"124\\\",\\\"125\\\",\\\"126\\\",\\\"127\\\",\\\"128\\\",\\\"129\\\",\\\"130\\\",\\\"131\\\",\\\"132\\\",\\\"133\\\",\\\"134\\\",\\\"135\\\",\\\"136\\\",\\\"137\\\",\\\"138\\\",\\\"139\\\",\\\"140\\\",\\\"141\\\",\\\"142\\\",\\\"143\\\",\\\"144\\\",\\\"145\\\",\\\"146\\\",\\\"147\\\",\\\"148\\\",\\\"149\\\",\\\"150\\\",\\\"151\\\",\\\"152\\\",\\\"153\\\",\\\"154\\\",\\\"155\\\",\\\"156\\\",\\\"157\\\",\\\"158\\\",\\\"159\\\",\\\"160\\\",\\\"161\\\",\\\"162\\\",\\\"163\\\",\\\"164\\\",\\\"165\\\",\\\"166\\\",\\\"167\\\",\\\"168\\\",\\\"169\\\",\\\"170\\\",\\\"171\\\",\\\"172\\\",\\\"173\\\",\\\"174\\\",\\\"175\\\",\\\"176\\\",\\\"177\\\",\\\"178\\\",\\\"179\\\",\\\"180\\\",\\\"181\\\",\\\"182\\\",\\\"183\\\",\\\"184\\\",\\\"185\\\",\\\"186\\\",\\\"187\\\",\\\"188\\\",\\\"189\\\",\\\"190\\\",\\\"191\\\",\\\"192\\\",\\\"193\\\",\\\"194\\\",\\\"195\\\",\\\"196\\\",\\\"197\\\",\\\"198\\\",\\\"199\\\",\\\"200\\\",\\\"201\\\",\\\"202\\\",\\\"203\\\",\\\"204\\\",\\\"205\\\",\\\"206\\\",\\\"207\\\",\\\"208\\\",\\\"209\\\",\\\"210\\\",\\\"211\\\",\\\"212\\\",\\\"213\\\",\\\"214\\\",\\\"215\\\",\\\"216\\\",\\\"217\\\",\\\"218\\\",\\\"219\\\",\\\"220\\\",\\\"221\\\",\\\"222\\\",\\\"223\\\",\\\"224\\\",\\\"225\\\",\\\"226\\\",\\\"227\\\",\\\"228\\\",\\\"229\\\",\\\"230\\\",\\\"231\\\",\\\"232\\\",\\\"233\\\",\\\"234\\\",\\\"235\\\",\\\"236\\\",\\\"237\\\",\\\"238\\\",\\\"239\\\",\\\"240\\\",\\\"241\\\",\\\"242\\\",\\\"243\\\",\\\"244\\\",\\\"245\\\",\\\"246\\\",\\\"247\\\",\\\"248\\\",\\\"249\\\",\\\"250\\\",\\\"251\\\",\\\"252\\\",\\\"253\\\",\\\"254\\\",\\\"255\\\",\\\"256\\\",\\\"257\\\",\\\"258\\\",\\\"259\\\",\\\"260\\\",\\\"261\\\",\\\"262\\\",\\\"263\\\",\\\"264\\\",\\\"265\\\",\\\"266\\\",\\\"267\\\",\\\"268\\\",\\\"269\\\",\\\"270\\\",\\\"271\\\",\\\"272\\\",\\\"273\\\",\\\"274\\\"],\\\"changes\\\":WebIO.getval({\\\"name\\\":\\\"changes\\\",\\\"scope\\\":\\\"15779568997846542513\\\",\\\"id\\\":\\\"17763117357113052399\\\",\\\"type\\\":\\\"observable\\\"}),\\\"index\\\":WebIO.getval({\\\"name\\\":\\\"index\\\",\\\"scope\\\":\\\"15779568997846542513\\\",\\\"id\\\":\\\"9029228329301084353\\\",\\\"type\\\":\\\"observable\\\"})};\\n    var self = this;\\n    function AppViewModel() {\\n        for (var key in json_data) {\\n            var el = json_data[key];\\n            this[key] = Array.isArray(el) ? ko.observableArray(el) : ko.observable(el);\\n        }\\n        \\n        [this[\\\"formatted_val\\\"]=ko.computed(    function(){\\n        return this.formatted_vals()[parseInt(this.index())-(1)];\\n    }\\n,this)]\\n        [this[\\\"changes\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"changes\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"changes\\\",\\\"scope\\\":\\\"15779568997846542513\\\",\\\"id\\\":\\\"17763117357113052399\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"changes\\\"]=false}),self),this[\\\"index\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"index\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"index\\\",\\\"scope\\\":\\\"15779568997846542513\\\",\\\"id\\\":\\\"9029228329301084353\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"index\\\"]=false}),self)]\\n        \\n    }\\n    self.model = new AppViewModel();\\n    self.valueFromJulia = {};\\n    for (var key in json_data) {\\n        self.valueFromJulia[key] = false;\\n    }\\n    ko.applyBindings(self.model, self.dom);\\n}\\n);\\n    (WebIO.importBlock({\\\"data\\\":[{\\\"name\\\":\\\"knockout\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"\\/assetserver\\/4e15ea8f38f5d33bf0b2930cb09c8089f78b114e-knockout.js\\\"},{\\\"name\\\":\\\"knockout_punches\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"\\/assetserver\\/6967e46b2259ea2e5c469b61c410326b52955db7-knockout_punches.js\\\"}],\\\"type\\\":\\\"async_block\\\"})).then((imports) => handler.apply(this, imports));\\n}\\n\"],\"observables\":{\"changes\":{\"sync\":false,\"id\":\"17763117357113052399\",\"value\":0},\"index\":{\"sync\":true,\"id\":\"9029228329301084353\",\"value\":137}}},\"children\":[{\"props\":{\"className\":\"interact-flex-row interact-widget\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"className\":\"interact-flex-row-left\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"className\":\"interact \",\"style\":{\"padding\":\"5px 10px 0px 10px\"}},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"label\"},\"children\":[\"i\"]}]},{\"props\":{\"className\":\"interact-flex-row-center\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"max\":274,\"min\":1,\"attributes\":{\"type\":\"range\",\"data-bind\":\"numericValue: index, valueUpdate: 'input', event: {change: function (){this.changes(this.changes()+1)}}\",\"orient\":\"horizontal\"},\"step\":1,\"className\":\"slider slider is-fullwidth\",\"style\":{}},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"input\"},\"children\":[]}]},{\"props\":{\"className\":\"interact-flex-row-right\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"attributes\":{\"data-bind\":\"text: formatted_val\"}},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"p\"},\"children\":[]}]}]}]}]},{\"props\":{},\"nodeType\":\"Scope\",\"type\":\"node\",\"instanceArgs\":{\"imports\":{\"data\":[],\"type\":\"async_block\"},\"id\":\"6083530374526508020\",\"handlers\":{},\"systemjs_options\":null,\"mount_callbacks\":[],\"observables\":{\"obs-node\":{\"sync\":false,\"id\":\"10178595123013141704\",\"value\":{\"props\":{\"className\":\"interact-flex-row interact-widget\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"setInnerHtml\":\"<table class=\\\"data-frame\\\"><thead><tr><th><\\/th><th>province<\\/th><th>country<\\/th><th>Lat<\\/th><th>Long<\\/th><th>1\\/22\\/20<\\/th><\\/tr><tr><th><\\/th><th>String?<\\/th><th>String<\\/th><th>Float64?<\\/th><th>Float64?<\\/th><th>Int64<\\/th><\\/tr><\\/thead><tbody><p>137 rows × 5 columns<\\/p><tr><th>1<\\/th><td><em>missing<\\/em><\\/td><td>Afghanistan<\\/td><td>33.9391<\\/td><td>67.71<\\/td><td>0<\\/td><\\/tr><tr><th>2<\\/th><td><em>missing<\\/em><\\/td><td>Albania<\\/td><td>41.1533<\\/td><td>20.1683<\\/td><td>0<\\/td><\\/tr><tr><th>3<\\/th><td><em>missing<\\/em><\\/td><td>Algeria<\\/td><td>28.0339<\\/td><td>1.6596<\\/td><td>0<\\/td><\\/tr><tr><th>4<\\/th><td><em>missing<\\/em><\\/td><td>Andorra<\\/td><td>42.5063<\\/td><td>1.5218<\\/td><td>0<\\/td><\\/tr><tr><th>5<\\/th><td><em>missing<\\/em><\\/td><td>Angola<\\/td><td>-11.2027<\\/td><td>17.8739<\\/td><td>0<\\/td><\\/tr><tr><th>6<\\/th><td><em>missing<\\/em><\\/td><td>Antigua and Barbuda<\\/td><td>17.0608<\\/td><td>-61.7964<\\/td><td>0<\\/td><\\/tr><tr><th>7<\\/th><td><em>missing<\\/em><\\/td><td>Argentina<\\/td><td>-38.4161<\\/td><td>-63.6167<\\/td><td>0<\\/td><\\/tr><tr><th>8<\\/th><td><em>missing<\\/em><\\/td><td>Armenia<\\/td><td>40.0691<\\/td><td>45.0382<\\/td><td>0<\\/td><\\/tr><tr><th>9<\\/th><td>Australian Capital Territory<\\/td><td>Australia<\\/td><td>-35.4735<\\/td><td>149.012<\\/td><td>0<\\/td><\\/tr><tr><th>10<\\/th><td>New South Wales<\\/td><td>Australia<\\/td><td>-33.8688<\\/td><td>151.209<\\/td><td>0<\\/td><\\/tr><tr><th>11<\\/th><td>Northern Territory<\\/td><td>Australia<\\/td><td>-12.4634<\\/td><td>130.846<\\/td><td>0<\\/td><\\/tr><tr><th>12<\\/th><td>Queensland<\\/td><td>Australia<\\/td><td>-27.4698<\\/td><td>153.025<\\/td><td>0<\\/td><\\/tr><tr><th>13<\\/th><td>South Australia<\\/td><td>Australia<\\/td><td>-34.9285<\\/td><td>138.601<\\/td><td>0<\\/td><\\/tr><tr><th>14<\\/th><td>Tasmania<\\/td><td>Australia<\\/td><td>-42.8821<\\/td><td>147.327<\\/td><td>0<\\/td><\\/tr><tr><th>15<\\/th><td>Victoria<\\/td><td>Australia<\\/td><td>-37.8136<\\/td><td>144.963<\\/td><td>0<\\/td><\\/tr><tr><th>16<\\/th><td>Western Australia<\\/td><td>Australia<\\/td><td>-31.9505<\\/td><td>115.861<\\/td><td>0<\\/td><\\/tr><tr><th>17<\\/th><td><em>missing<\\/em><\\/td><td>Austria<\\/td><td>47.5162<\\/td><td>14.5501<\\/td><td>0<\\/td><\\/tr><tr><th>18<\\/th><td><em>missing<\\/em><\\/td><td>Azerbaijan<\\/td><td>40.1431<\\/td><td>47.5769<\\/td><td>0<\\/td><\\/tr><tr><th>19<\\/th><td><em>missing<\\/em><\\/td><td>Bahamas<\\/td><td>25.0259<\\/td><td>-78.0359<\\/td><td>0<\\/td><\\/tr><tr><th>20<\\/th><td><em>missing<\\/em><\\/td><td>Bahrain<\\/td><td>26.0275<\\/td><td>50.55<\\/td><td>0<\\/td><\\/tr><tr><th>21<\\/th><td><em>missing<\\/em><\\/td><td>Bangladesh<\\/td><td>23.685<\\/td><td>90.3563<\\/td><td>0<\\/td><\\/tr><tr><th>22<\\/th><td><em>missing<\\/em><\\/td><td>Barbados<\\/td><td>13.1939<\\/td><td>-59.5432<\\/td><td>0<\\/td><\\/tr><tr><th>23<\\/th><td><em>missing<\\/em><\\/td><td>Belarus<\\/td><td>53.7098<\\/td><td>27.9534<\\/td><td>0<\\/td><\\/tr><tr><th>24<\\/th><td><em>missing<\\/em><\\/td><td>Belgium<\\/td><td>50.8333<\\/td><td>4.46994<\\/td><td>0<\\/td><\\/tr><tr><th>25<\\/th><td><em>missing<\\/em><\\/td><td>Belize<\\/td><td>17.1899<\\/td><td>-88.4976<\\/td><td>0<\\/td><\\/tr><tr><th>26<\\/th><td><em>missing<\\/em><\\/td><td>Benin<\\/td><td>9.3077<\\/td><td>2.3158<\\/td><td>0<\\/td><\\/tr><tr><th>27<\\/th><td><em>missing<\\/em><\\/td><td>Bhutan<\\/td><td>27.5142<\\/td><td>90.4336<\\/td><td>0<\\/td><\\/tr><tr><th>28<\\/th><td><em>missing<\\/em><\\/td><td>Bolivia<\\/td><td>-16.2902<\\/td><td>-63.5887<\\/td><td>0<\\/td><\\/tr><tr><th>29<\\/th><td><em>missing<\\/em><\\/td><td>Bosnia and Herzegovina<\\/td><td>43.9159<\\/td><td>17.6791<\\/td><td>0<\\/td><\\/tr><tr><th>30<\\/th><td><em>missing<\\/em><\\/td><td>Botswana<\\/td><td>-22.3285<\\/td><td>24.6849<\\/td><td>0<\\/td><\\/tr><tr><th>31<\\/th><td><em>missing<\\/em><\\/td><td>Brazil<\\/td><td>-14.235<\\/td><td>-51.9253<\\/td><td>0<\\/td><\\/tr><tr><th>32<\\/th><td><em>missing<\\/em><\\/td><td>Brunei<\\/td><td>4.5353<\\/td><td>114.728<\\/td><td>0<\\/td><\\/tr><tr><th>33<\\/th><td><em>missing<\\/em><\\/td><td>Bulgaria<\\/td><td>42.7339<\\/td><td>25.4858<\\/td><td>0<\\/td><\\/tr><tr><th>34<\\/th><td><em>missing<\\/em><\\/td><td>Burkina Faso<\\/td><td>12.2383<\\/td><td>-1.5616<\\/td><td>0<\\/td><\\/tr><tr><th>35<\\/th><td><em>missing<\\/em><\\/td><td>Burma<\\/td><td>21.9162<\\/td><td>95.956<\\/td><td>0<\\/td><\\/tr><tr><th>36<\\/th><td><em>missing<\\/em><\\/td><td>Burundi<\\/td><td>-3.3731<\\/td><td>29.9189<\\/td><td>0<\\/td><\\/tr><tr><th>37<\\/th><td><em>missing<\\/em><\\/td><td>Cabo Verde<\\/td><td>16.5388<\\/td><td>-23.0418<\\/td><td>0<\\/td><\\/tr><tr><th>38<\\/th><td><em>missing<\\/em><\\/td><td>Cambodia<\\/td><td>11.55<\\/td><td>104.917<\\/td><td>0<\\/td><\\/tr><tr><th>39<\\/th><td><em>missing<\\/em><\\/td><td>Cameroon<\\/td><td>3.848<\\/td><td>11.5021<\\/td><td>0<\\/td><\\/tr><tr><th>40<\\/th><td>Alberta<\\/td><td>Canada<\\/td><td>53.9333<\\/td><td>-116.576<\\/td><td>0<\\/td><\\/tr><tr><th>41<\\/th><td>British Columbia<\\/td><td>Canada<\\/td><td>53.7267<\\/td><td>-127.648<\\/td><td>0<\\/td><\\/tr><tr><th>42<\\/th><td>Diamond Princess<\\/td><td>Canada<\\/td><td>0.0<\\/td><td>0.0<\\/td><td>0<\\/td><\\/tr><tr><th>43<\\/th><td>Grand Princess<\\/td><td>Canada<\\/td><td>0.0<\\/td><td>0.0<\\/td><td>0<\\/td><\\/tr><tr><th>44<\\/th><td>Manitoba<\\/td><td>Canada<\\/td><td>53.7609<\\/td><td>-98.8139<\\/td><td>0<\\/td><\\/tr><tr><th>45<\\/th><td>New Brunswick<\\/td><td>Canada<\\/td><td>46.5653<\\/td><td>-66.4619<\\/td><td>0<\\/td><\\/tr><tr><th>46<\\/th><td>Newfoundland and Labrador<\\/td><td>Canada<\\/td><td>53.1355<\\/td><td>-57.6604<\\/td><td>0<\\/td><\\/tr><tr><th>47<\\/th><td>Northwest Territories<\\/td><td>Canada<\\/td><td>64.8255<\\/td><td>-124.846<\\/td><td>0<\\/td><\\/tr><tr><th>48<\\/th><td>Nova Scotia<\\/td><td>Canada<\\/td><td>44.682<\\/td><td>-63.7443<\\/td><td>0<\\/td><\\/tr><tr><th>49<\\/th><td>Nunavut<\\/td><td>Canada<\\/td><td>70.2998<\\/td><td>-83.1076<\\/td><td>0<\\/td><\\/tr><tr><th>50<\\/th><td>Ontario<\\/td><td>Canada<\\/td><td>51.2538<\\/td><td>-85.3232<\\/td><td>0<\\/td><\\/tr><tr><th>51<\\/th><td>Prince Edward Island<\\/td><td>Canada<\\/td><td>46.5107<\\/td><td>-63.4168<\\/td><td>0<\\/td><\\/tr><tr><th>52<\\/th><td>Quebec<\\/td><td>Canada<\\/td><td>52.9399<\\/td><td>-73.5491<\\/td><td>0<\\/td><\\/tr><tr><th>53<\\/th><td>Repatriated Travellers<\\/td><td>Canada<\\/td><td><em>missing<\\/em><\\/td><td><em>missing<\\/em><\\/td><td>0<\\/td><\\/tr><tr><th>54<\\/th><td>Saskatchewan<\\/td><td>Canada<\\/td><td>52.9399<\\/td><td>-106.451<\\/td><td>0<\\/td><\\/tr><tr><th>55<\\/th><td>Yukon<\\/td><td>Canada<\\/td><td>64.2823<\\/td><td>-135.0<\\/td><td>0<\\/td><\\/tr><tr><th>56<\\/th><td><em>missing<\\/em><\\/td><td>Central African Republic<\\/td><td>6.6111<\\/td><td>20.9394<\\/td><td>0<\\/td><\\/tr><tr><th>57<\\/th><td><em>missing<\\/em><\\/td><td>Chad<\\/td><td>15.4542<\\/td><td>18.7322<\\/td><td>0<\\/td><\\/tr><tr><th>58<\\/th><td><em>missing<\\/em><\\/td><td>Chile<\\/td><td>-35.6751<\\/td><td>-71.543<\\/td><td>0<\\/td><\\/tr><tr><th>59<\\/th><td>Anhui<\\/td><td>China<\\/td><td>31.8257<\\/td><td>117.226<\\/td><td>1<\\/td><\\/tr><tr><th>60<\\/th><td>Beijing<\\/td><td>China<\\/td><td>40.1824<\\/td><td>116.414<\\/td><td>14<\\/td><\\/tr><tr><th>61<\\/th><td>Chongqing<\\/td><td>China<\\/td><td>30.0572<\\/td><td>107.874<\\/td><td>6<\\/td><\\/tr><tr><th>62<\\/th><td>Fujian<\\/td><td>China<\\/td><td>26.0789<\\/td><td>117.987<\\/td><td>1<\\/td><\\/tr><tr><th>63<\\/th><td>Gansu<\\/td><td>China<\\/td><td>35.7518<\\/td><td>104.286<\\/td><td>0<\\/td><\\/tr><tr><th>64<\\/th><td>Guangdong<\\/td><td>China<\\/td><td>23.3417<\\/td><td>113.424<\\/td><td>26<\\/td><\\/tr><tr><th>65<\\/th><td>Guangxi<\\/td><td>China<\\/td><td>23.8298<\\/td><td>108.788<\\/td><td>2<\\/td><\\/tr><tr><th>66<\\/th><td>Guizhou<\\/td><td>China<\\/td><td>26.8154<\\/td><td>106.875<\\/td><td>1<\\/td><\\/tr><tr><th>67<\\/th><td>Hainan<\\/td><td>China<\\/td><td>19.1959<\\/td><td>109.745<\\/td><td>4<\\/td><\\/tr><tr><th>68<\\/th><td>Hebei<\\/td><td>China<\\/td><td>39.549<\\/td><td>116.131<\\/td><td>1<\\/td><\\/tr><tr><th>69<\\/th><td>Heilongjiang<\\/td><td>China<\\/td><td>47.862<\\/td><td>127.761<\\/td><td>0<\\/td><\\/tr><tr><th>70<\\/th><td>Henan<\\/td><td>China<\\/td><td>37.8957<\\/td><td>114.904<\\/td><td>5<\\/td><\\/tr><tr><th>71<\\/th><td>Hong Kong<\\/td><td>China<\\/td><td>22.3<\\/td><td>114.2<\\/td><td>0<\\/td><\\/tr><tr><th>72<\\/th><td>Hubei<\\/td><td>China<\\/td><td>30.9756<\\/td><td>112.271<\\/td><td>444<\\/td><\\/tr><tr><th>73<\\/th><td>Hunan<\\/td><td>China<\\/td><td>27.6104<\\/td><td>111.709<\\/td><td>4<\\/td><\\/tr><tr><th>74<\\/th><td>Inner 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       "            window,\n",
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       "            .innerHTML = (\n",
       "                '<div style=\"padding: 1em; background-color: #f8d6da; border: 1px solid #f5c6cb\">' +\n",
       "                '<p><strong>WebIO not detected.</strong></p>' +\n",
       "                '<p>Please read ' +\n",
       "                '<a href=\"https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/\" target=\"_blank\">the troubleshooting guide</a> ' +\n",
       "                'for more information on how to resolve this issue.</p>' +\n",
       "                '<p><a href=\"https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/\" target=\"_blank\">https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/</a></p>' +\n",
       "                '</div>'\n",
       "            );\n",
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      ],
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{\\\"formatted_vals\\\":[\\\"1\\\",\\\"2\\\",\\\"3\\\",\\\"4\\\",\\\"5\\\",\\\"6\\\",\\\"7\\\",\\\"8\\\",\\\"9\\\",\\\"10\\\",\\\"11\\\",\\\"12\\\",\\\"13\\\",\\\"14\\\",\\\"15\\\",\\\"16\\\",\\\"17\\\",\\\"18\\\",\\\"19\\\",\\\"20\\\",\\\"21\\\",\\\"22\\\",\\\"23\\\",\\\"24\\\",\\\"25\\\",\\\"26\\\",\\\"27\\\",\\\"28\\\",\\\"29\\\",\\\"30\\\",\\\"31\\\",\\\"32\\\",\\\"33\\\",\\\"34\\\",\\\"35\\\",\\\"36\\\",\\\"37\\\",\\\"38\\\",\\\"39\\\",\\\"40\\\",\\\"41\\\",\\\"42\\\",\\\"43\\\",\\\"44\\\",\\\"45\\\",\\\"46\\\",\\\"47\\\",\\\"48\\\",\\\"49\\\",\\\"50\\\",\\\"51\\\",\\\"52\\\",\\\"53\\\",\\\"54\\\",\\\"55\\\",\\\"56\\\",\\\"57\\\",\\\"58\\\",\\\"59\\\",\\\"60\\\",\\\"61\\\",\\\"62\\\",\\\"63\\\",\\\"64\\\",\\\"65\\\",\\\"66\\\",\\\"67\\\",\\\"68\\\",\\\"69\\\",\\\"70\\\",\\\"71\\\",\\\"72\\\",\\\"73\\\",\\\"74\\\",\\\"75\\\",\\\"76\\\",\\\"77\\\",\\\"78\\\",\\\"79\\\",\\\"80\\\",\\\"81\\\",\\\"82\\\",\\\"83\\\",\\\"84\\\",\\\"85\\\",\\\"86\\\",\\\"87\\\",\\\"88\\\",\\\"89\\\",\\\"90\\\",\\\"91\\\",\\\"92\\\",\\\"93\\\",\\\"94\\\",\\\"95\\\",\\\"96\\\",\\\"97\\\",\\\"98\\\",\\\"99\\\",\\\"100\\\",\\\"101\\\",\\\"102\\\",\\\"103\\\",\\\"104\\\",\\\"105\\\",\\\"106\\\",\\\"107\\\",\\\"108\\\",\\\"109\\\",\\\"110\\\",\\\"111\\\",\\\"112\\\",\\\"113\\\",\\\"114\\\",\\\"115\\\",\\\"116\\\",\\\"117\\\",\\\"118\\\",\\\"119\\\",\\\"120\\\",\\\"121\\\",\\\"122\\\",\\\"123\\\",\\\"124\\\",\\\"125\\\",\\\"126\\\",\\\"127\\\",\\\"128\\\",\\\"129\\\",\\\"130\\\",\\\"131\\\",\\\"132\\\",\\\"133\\\",\\\"134\\\",\\\"135\\\",\\\"136\\\",\\\"137\\\",\\\"138\\\",\\\"139\\\",\\\"140\\\",\\\"141\\\",\\\"142\\\",\\\"143\\\",\\\"144\\\",\\\"145\\\",\\\"146\\\",\\\"147\\\",\\\"148\\\",\\\"149\\\",\\\"150\\\",\\\"151\\\",\\\"152\\\",\\\"153\\\",\\\"154\\\",\\\"155\\\",\\\"156\\\",\\\"157\\\",\\\"158\\\",\\\"159\\\",\\\"160\\\",\\\"161\\\",\\\"162\\\",\\\"163\\\",\\\"164\\\",\\\"165\\\",\\\"166\\\",\\\"167\\\",\\\"168\\\",\\\"169\\\",\\\"170\\\",\\\"171\\\",\\\"172\\\",\\\"173\\\",\\\"174\\\",\\\"175\\\",\\\"176\\\",\\\"177\\\",\\\"178\\\",\\\"179\\\",\\\"180\\\",\\\"181\\\",\\\"182\\\",\\\"183\\\",\\\"184\\\",\\\"185\\\",\\\"186\\\",\\\"187\\\",\\\"188\\\",\\\"189\\\",\\\"190\\\",\\\"191\\\",\\\"192\\\",\\\"193\\\",\\\"194\\\",\\\"195\\\",\\\"196\\\",\\\"197\\\",\\\"198\\\",\\\"199\\\",\\\"200\\\",\\\"201\\\",\\\"202\\\",\\\"203\\\",\\\"204\\\",\\\"205\\\",\\\"206\\\",\\\"207\\\",\\\"208\\\",\\\"209\\\",\\\"210\\\",\\\"211\\\",\\\"212\\\",\\\"213\\\",\\\"214\\\",\\\"215\\\",\\\"216\\\",\\\"217\\\",\\\"218\\\",\\\"219\\\",\\\"220\\\",\\\"221\\\",\\\"222\\\",\\\"223\\\",\\\"224\\\",\\\"225\\\",\\\"226\\\",\\\"227\\\",\\\"228\\\",\\\"229\\\",\\\"230\\\",\\\"231\\\",\\\"232\\\",\\\"233\\\",\\\"234\\\",\\\"235\\\",\\\"236\\\",\\\"237\\\",\\\"238\\\",\\\"239\\\",\\\"240\\\",\\\"241\\\",\\\"242\\\",\\\"243\\\",\\\"244\\\",\\\"245\\\",\\\"246\\\",\\\"247\\\",\\\"248\\\",\\\"249\\\",\\\"250\\\",\\\"251\\\",\\\"252\\\",\\\"253\\\",\\\"254\\\",\\\"255\\\",\\\"256\\\",\\\"257\\\",\\\"258\\\",\\\"259\\\",\\\"260\\\",\\\"261\\\",\\\"262\\\",\\\"263\\\",\\\"264\\\",\\\"265\\\",\\\"266\\\",\\\"267\\\",\\\"268\\\",\\\"269\\\",\\\"270\\\",\\\"271\\\",\\\"272\\\",\\\"273\\\",\\\"274\\\"],\\\"changes\\\":WebIO.getval({\\\"name\\\":\\\"changes\\\",\\\"scope\\\":\\\"15779568997846542513\\\",\\\"id\\\":\\\"17763117357113052399\\\",\\\"type\\\":\\\"observable\\\"}),\\\"index\\\":WebIO.getval({\\\"name\\\":\\\"index\\\",\\\"scope\\\":\\\"15779568997846542513\\\",\\\"id\\\":\\\"9029228329301084353\\\",\\\"type\\\":\\\"observable\\\"})};\\n    var self = this;\\n    function AppViewModel() {\\n        for (var key in json_data) {\\n            var el = json_data[key];\\n            this[key] = Array.isArray(el) ? ko.observableArray(el) : ko.observable(el);\\n        }\\n        \\n        [this[\\\"formatted_val\\\"]=ko.computed(    function(){\\n        return this.formatted_vals()[parseInt(this.index())-(1)];\\n    }\\n,this)]\\n        [this[\\\"changes\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"changes\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"changes\\\",\\\"scope\\\":\\\"15779568997846542513\\\",\\\"id\\\":\\\"17763117357113052399\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"changes\\\"]=false}),self),this[\\\"index\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"index\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"index\\\",\\\"scope\\\":\\\"15779568997846542513\\\",\\\"id\\\":\\\"9029228329301084353\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"index\\\"]=false}),self)]\\n        \\n    }\\n    self.model = new AppViewModel();\\n    self.valueFromJulia = {};\\n    for (var key in json_data) {\\n        self.valueFromJulia[key] = false;\\n    }\\n    ko.applyBindings(self.model, self.dom);\\n}\\n);\\n    (WebIO.importBlock({\\\"data\\\":[{\\\"name\\\":\\\"knockout\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"/assetserver/4e15ea8f38f5d33bf0b2930cb09c8089f78b114e-knockout.js\\\"},{\\\"name\\\":\\\"knockout_punches\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"/assetserver/6967e46b2259ea2e5c469b61c410326b52955db7-knockout_punches.js\\\"}],\\\"type\\\":\\\"async_block\\\"})).then((imports) => handler.apply(this, imports));\\n}\\n\")])], Dict{Symbol, Any}(:className => \"field interact-widget\")), Observable{Any} with 0 listeners. Value:\n",
       "Node{WebIO.DOM}(WebIO.DOM(:html, :div), Any[\u001b[1m137×5 DataFrame\u001b[0m\n",
       "\u001b[1m Row \u001b[0m│\u001b[1m province                     \u001b[0m\u001b[1m country             \u001b[0m\u001b[1m Lat      \u001b[0m\u001b[1m Long      \u001b[0m\u001b[1m\u001b[0m ⋯\n",
       "\u001b[1m     \u001b[0m│\u001b[90m String?                      \u001b[0m\u001b[90m String              \u001b[0m\u001b[90m Float64? \u001b[0m\u001b[90m Float64?  \u001b[0m\u001b[90m\u001b[0m ⋯\n",
       "─────┼──────────────────────────────────────────────────────────────────────────\n",
       "   1 │\u001b[90m missing                      \u001b[0m Afghanistan           33.9391    67.71    ⋯\n",
       "   2 │\u001b[90m missing                      \u001b[0m Albania               41.1533    20.1683\n",
       "   3 │\u001b[90m missing                      \u001b[0m Algeria               28.0339     1.6596\n",
       "   4 │\u001b[90m missing                      \u001b[0m Andorra               42.5063     1.5218\n",
       "   5 │\u001b[90m missing                      \u001b[0m Angola               -11.2027    17.8739  ⋯\n",
       "   6 │\u001b[90m missing                      \u001b[0m Antigua and Barbuda   17.0608   -61.7964\n",
       "   7 │\u001b[90m missing                      \u001b[0m Argentina            -38.4161   -63.6167\n",
       "   8 │\u001b[90m missing                      \u001b[0m Armenia               40.0691    45.0382\n",
       "   9 │ Australian Capital Territory  Australia            -35.4735   149.012   ⋯\n",
       "  10 │ New South Wales               Australia            -33.8688   151.209\n",
       "  11 │ Northern Territory            Australia            -12.4634   130.846\n",
       "  ⋮  │              ⋮                         ⋮              ⋮          ⋮      ⋱\n",
       " 128 │ St Martin                     France                18.0708   -63.0501\n",
       " 129 │ Wallis and Futuna             France               -14.2938  -178.117   ⋯\n",
       " 130 │\u001b[90m missing                      \u001b[0m France                46.2276     2.2137\n",
       " 131 │\u001b[90m missing                      \u001b[0m Gabon                 -0.8037    11.6094\n",
       " 132 │\u001b[90m missing                      \u001b[0m Gambia                13.4432   -15.3101\n",
       " 133 │\u001b[90m missing                      \u001b[0m Georgia               42.3154    43.3569  ⋯\n",
       " 134 │\u001b[90m missing                      \u001b[0m Germany               51.1657    10.4515\n",
       " 135 │\u001b[90m missing                      \u001b[0m Ghana                  7.9465    -1.0232\n",
       " 136 │\u001b[90m missing                      \u001b[0m Greece                39.0742    21.8243\n",
       " 137 │\u001b[90m missing                      \u001b[0m Grenada               12.1165   -61.679   ⋯\n",
       "\u001b[36m                                                   1 column and 116 rows omitted\u001b[0m], Dict{Symbol, Any}(:className => \"interact-flex-row interact-widget\"))], Dict{Symbol, Any}())"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "@webio": {
       "kernelId": "5853a3a1-0729-4f75-8592-66a68892bc30"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@manipulate for i in 1:length(countries)\n",
    "    data[1:i, 1:5]\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract data and plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "true"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "startswith(\"United\",\"U\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "false"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "startswith(\"David\", \"U\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Array comprehension:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "U_countries = [startswith(country, \"U\") for country in countries];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"data-frame\"><thead><tr><th></th><th>province</th><th>country</th><th>Lat</th><th>Long</th></tr><tr><th></th><th>String?</th><th>String</th><th>Float64?</th><th>Float64?</th></tr></thead><tbody><p>18 rows × 437 columns (omitted printing of 433 columns)</p><tr><th>1</th><td><em>missing</em></td><td>US</td><td>40.0</td><td>-100.0</td></tr><tr><th>2</th><td><em>missing</em></td><td>Uganda</td><td>1.37333</td><td>32.2903</td></tr><tr><th>3</th><td><em>missing</em></td><td>Ukraine</td><td>48.3794</td><td>31.1656</td></tr><tr><th>4</th><td><em>missing</em></td><td>United Arab Emirates</td><td>23.4241</td><td>53.8478</td></tr><tr><th>5</th><td>Anguilla</td><td>United Kingdom</td><td>18.2206</td><td>-63.0686</td></tr><tr><th>6</th><td>Bermuda</td><td>United Kingdom</td><td>32.3078</td><td>-64.7505</td></tr><tr><th>7</th><td>British Virgin Islands</td><td>United Kingdom</td><td>18.4207</td><td>-64.64</td></tr><tr><th>8</th><td>Cayman Islands</td><td>United Kingdom</td><td>19.3133</td><td>-81.2546</td></tr><tr><th>9</th><td>Channel Islands</td><td>United Kingdom</td><td>49.3723</td><td>-2.3644</td></tr><tr><th>10</th><td>Falkland Islands (Malvinas)</td><td>United Kingdom</td><td>-51.7963</td><td>-59.5236</td></tr><tr><th>11</th><td>Gibraltar</td><td>United Kingdom</td><td>36.1408</td><td>-5.3536</td></tr><tr><th>12</th><td>Isle of Man</td><td>United Kingdom</td><td>54.2361</td><td>-4.5481</td></tr><tr><th>13</th><td>Montserrat</td><td>United Kingdom</td><td>16.7425</td><td>-62.1874</td></tr><tr><th>14</th><td>Saint Helena, Ascension and Tristan da Cunha</td><td>United Kingdom</td><td>-7.9467</td><td>-14.3559</td></tr><tr><th>15</th><td>Turks and Caicos Islands</td><td>United Kingdom</td><td>21.694</td><td>-71.7979</td></tr><tr><th>16</th><td><em>missing</em></td><td>United Kingdom</td><td>55.3781</td><td>-3.436</td></tr><tr><th>17</th><td><em>missing</em></td><td>Uruguay</td><td>-32.5228</td><td>-55.7658</td></tr><tr><th>18</th><td><em>missing</em></td><td>Uzbekistan</td><td>41.3775</td><td>64.5853</td></tr></tbody></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ccccc}\n",
       "\t& province & country & Lat & Long & \\\\\n",
       "\t\\hline\n",
       "\t& String? & String & Float64? & Float64? & \\\\\n",
       "\t\\hline\n",
       "\t1 & \\emph{missing} & US & 40.0 & -100.0 & $\\dots$ \\\\\n",
       "\t2 & \\emph{missing} & Uganda & 1.37333 & 32.2903 & $\\dots$ \\\\\n",
       "\t3 & \\emph{missing} & Ukraine & 48.3794 & 31.1656 & $\\dots$ \\\\\n",
       "\t4 & \\emph{missing} & United Arab Emirates & 23.4241 & 53.8478 & $\\dots$ \\\\\n",
       "\t5 & Anguilla & United Kingdom & 18.2206 & -63.0686 & $\\dots$ \\\\\n",
       "\t6 & Bermuda & United Kingdom & 32.3078 & -64.7505 & $\\dots$ \\\\\n",
       "\t7 & British Virgin Islands & United Kingdom & 18.4207 & -64.64 & $\\dots$ \\\\\n",
       "\t8 & Cayman Islands & United Kingdom & 19.3133 & -81.2546 & $\\dots$ \\\\\n",
       "\t9 & Channel Islands & United Kingdom & 49.3723 & -2.3644 & $\\dots$ \\\\\n",
       "\t10 & Falkland Islands (Malvinas) & United Kingdom & -51.7963 & -59.5236 & $\\dots$ \\\\\n",
       "\t11 & Gibraltar & United Kingdom & 36.1408 & -5.3536 & $\\dots$ \\\\\n",
       "\t12 & Isle of Man & United Kingdom & 54.2361 & -4.5481 & $\\dots$ \\\\\n",
       "\t13 & Montserrat & United Kingdom & 16.7425 & -62.1874 & $\\dots$ \\\\\n",
       "\t14 & Saint Helena, Ascension and Tristan da Cunha & United Kingdom & -7.9467 & -14.3559 & $\\dots$ \\\\\n",
       "\t15 & Turks and Caicos Islands & United Kingdom & 21.694 & -71.7979 & $\\dots$ \\\\\n",
       "\t16 & \\emph{missing} & United Kingdom & 55.3781 & -3.436 & $\\dots$ \\\\\n",
       "\t17 & \\emph{missing} & Uruguay & -32.5228 & -55.7658 & $\\dots$ \\\\\n",
       "\t18 & \\emph{missing} & Uzbekistan & 41.3775 & 64.5853 & $\\dots$ \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "\u001b[1m18×437 DataFrame\u001b[0m\n",
       "\u001b[1m Row \u001b[0m│\u001b[1m province                          \u001b[0m\u001b[1m country              \u001b[0m\u001b[1m Lat       \u001b[0m\u001b[1m Lon\u001b[0m ⋯\n",
       "\u001b[1m     \u001b[0m│\u001b[90m String?                           \u001b[0m\u001b[90m String               \u001b[0m\u001b[90m Float64?  \u001b[0m\u001b[90m Flo\u001b[0m ⋯\n",
       "─────┼──────────────────────────────────────────────────────────────────────────\n",
       "   1 │\u001b[90m missing                           \u001b[0m US                     40.0      -10 ⋯\n",
       "   2 │\u001b[90m missing                           \u001b[0m Uganda                  1.37333    3\n",
       "   3 │\u001b[90m missing                           \u001b[0m Ukraine                48.3794     3\n",
       "   4 │\u001b[90m missing                           \u001b[0m United Arab Emirates   23.4241     5\n",
       "   5 │ Anguilla                           United Kingdom         18.2206    -6 ⋯\n",
       "   6 │ Bermuda                            United Kingdom         32.3078    -6\n",
       "   7 │ British Virgin Islands             United Kingdom         18.4207    -6\n",
       "   8 │ Cayman Islands                     United Kingdom         19.3133    -8\n",
       "   9 │ Channel Islands                    United Kingdom         49.3723     - ⋯\n",
       "  10 │ Falkland Islands (Malvinas)        United Kingdom        -51.7963    -5\n",
       "  11 │ Gibraltar                          United Kingdom         36.1408     -\n",
       "  12 │ Isle of Man                        United Kingdom         54.2361     -\n",
       "  13 │ Montserrat                         United Kingdom         16.7425    -6 ⋯\n",
       "  14 │ Saint Helena, Ascension and Tris…  United Kingdom         -7.9467    -1\n",
       "  15 │ Turks and Caicos Islands           United Kingdom         21.694     -7\n",
       "  16 │\u001b[90m missing                           \u001b[0m United Kingdom         55.3781     -\n",
       "  17 │\u001b[90m missing                           \u001b[0m Uruguay               -32.5228    -5 ⋯\n",
       "  18 │\u001b[90m missing                           \u001b[0m Uzbekistan             41.3775     6\n",
       "\u001b[36m                                                             434 columns omitted\u001b[0m"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[U_countries, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "false"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries == \"US\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "250"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "US_row = findfirst(countries .== \"US\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "433-element Vector{Int64}:\n",
       "        1\n",
       "        1\n",
       "        2\n",
       "        2\n",
       "        5\n",
       "        5\n",
       "        5\n",
       "        6\n",
       "        6\n",
       "        8\n",
       "        8\n",
       "        8\n",
       "       11\n",
       "        ⋮\n",
       " 29668959\n",
       " 29730486\n",
       " 29785935\n",
       " 29819701\n",
       " 29871268\n",
       " 29924892\n",
       " 30011839\n",
       " 30079282\n",
       " 30156621\n",
       " 30218683\n",
       " 30262377\n",
       " 30331794"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "US_data = convert(Vector, data[US_row, 5:end])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
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       "  <clipPath id=\"clip740\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip740)\" d=\"\n",
       "M0 1600 L2400 1600 L2400 0 L0 0  Z\n",
       "  \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<defs>\n",
       "  <clipPath id=\"clip741\">\n",
       "    <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip740)\" d=\"\n",
       "M250.811 1486.45 L2352.76 1486.45 L2352.76 47.2441 L250.811 47.2441  Z\n",
       "  \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
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       "  631.614,1435.66 636.204,1434.22 640.794,1432.78 645.384,1431.33 649.975,1429.99 654.565,1428.58 659.155,1427.21 663.745,1425.81 668.335,1424.2 672.926,1422.66 \n",
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       "  723.418,1408.77 728.008,1407.48 732.598,1405.97 737.188,1404.53 741.779,1403.16 746.369,1401.98 750.959,1400.92 755.549,1399.82 760.139,1398.63 764.73,1397.33 \n",
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       "  1320.14,1179.06 1324.73,1177.52 1329.32,1175.93 1333.91,1174.07 1338.5,1172.23 1343.1,1170.25 1347.69,1167.99 1352.28,1166.07 1356.87,1164.67 1361.46,1163.62 \n",
       "  1366.05,1162.39 1370.64,1160.87 1375.23,1159.25 1379.82,1157.11 1384.41,1155.27 1389,1153.74 1393.59,1152.2 1398.18,1150.42 1402.77,1148.68 1407.36,1146.66 \n",
       "  1411.95,1144.45 1416.54,1142.57 1421.13,1140.85 1425.72,1138.52 1430.31,1136.73 1434.9,1134.99 1439.49,1132.88 1444.08,1130.72 1448.67,1128.72 1453.26,1127.04 \n",
       "  1457.85,1125.55 1462.44,1123.6 1467.03,1121.84 1471.62,1119.8 1476.21,1117.34 1480.8,1115.16 1485.39,1113.56 1489.98,1111.8 1494.57,1109.77 1499.16,1107.49 \n",
       "  1503.75,1104.86 1508.34,1102.34 1512.93,1099.88 1517.52,1097.83 1522.11,1095.95 1526.7,1093.61 1531.29,1090.94 1535.88,1088.04 1540.47,1084.94 1545.06,1082.4 \n",
       "  1549.65,1080.19 1554.24,1077.16 1558.83,1074.38 1563.42,1071.55 1568.02,1068.14 1572.61,1064.47 1577.2,1060.76 1581.79,1057.98 1586.38,1054.97 1590.97,1051.53 \n",
       "  1595.56,1047.97 1600.15,1043.9 1604.74,1039.46 1609.33,1035.44 1613.92,1030.74 1618.51,1026.92 1623.1,1021.23 1627.69,1016.55 1632.28,1010.76 1636.87,1005.03 \n",
       "  1641.46,999.333 1646.05,994.176 1650.64,988.778 1655.23,982.489 1659.82,975.926 1664.41,968.548 1669,960.473 1673.59,952.963 1678.18,946.865 1682.77,939.572 \n",
       "  1687.36,932.234 1691.95,924.482 1696.54,915.908 1701.13,907.032 1705.72,899.007 1710.31,892.437 1714.9,884.628 1719.49,876.771 1724.08,868.567 1728.67,863.539 \n",
       "  1733.26,854.22 1737.85,847.258 1742.44,840.98 1747.03,833.793 1751.62,825.368 1756.21,816.301 1760.8,806.291 1765.39,795.871 1769.98,786.223 1774.57,778.12 \n",
       "  1779.16,769.398 1783.75,759.349 1788.34,749.387 1792.93,739.024 1797.53,728.282 1802.12,718.551 1806.71,710.145 1811.3,701.474 1815.89,692.069 1820.48,681.028 \n",
       "  1825.07,670.299 1829.66,659.022 1834.25,650.432 1838.84,642.028 1843.43,633.116 1848.02,624.25 1852.61,613.974 1857.2,605.283 1861.79,600.913 1866.38,590.783 \n",
       "  1870.97,583.817 1875.56,575.999 1880.15,567.038 1884.74,556.579 1889.33,546.035 1893.92,539.163 1898.51,525.716 1903.1,516.372 1907.69,508.122 1912.28,497.601 \n",
       "  1916.87,486.169 1921.46,473.722 1926.05,460.595 1930.64,448.838 1935.23,439.291 1939.82,429.668 1944.41,419.509 1949,409.198 1953.59,398.651 1958.18,387.785 \n",
       "  1962.77,378.759 1967.36,370.801 1971.95,364.382 1976.54,356.471 1981.13,348.27 1985.72,339.597 1990.31,331.062 1994.9,323.424 1999.49,317.559 2004.08,310.757 \n",
       "  2008.67,304.151 2013.26,297.291 2017.85,289.715 2022.44,282.262 2027.04,275.891 2031.63,270.877 2036.22,264.826 2040.81,259.664 2045.4,254.22 2049.99,248.673 \n",
       "  2054.58,242.658 2059.17,238.004 2063.76,233.99 2068.35,229.946 2072.94,225.666 2077.53,221.407 2082.12,216.676 2086.71,212.217 2091.3,208.317 2095.89,205.407 \n",
       "  2100.48,202.981 2105.07,200.173 2109.66,197.035 2114.25,193.922 2118.84,190.359 2123.43,187.158 2128.02,184.604 2132.61,182.087 2137.2,178.853 2141.79,175.509 \n",
       "  2146.38,172.04 2150.97,168.597 2155.56,165.714 2160.15,163.421 2164.74,160.784 2169.33,158.23 2173.92,155.222 2178.51,152.179 2183.1,149.206 2187.69,146.601 \n",
       "  2192.28,144.768 2196.87,142.753 2201.46,140.17 2206.05,137.576 2210.64,134.783 2215.23,132.043 2219.82,129.661 2224.41,127.95 2229,125.415 2233.59,123 \n",
       "  2238.18,120.355 2242.77,117.647 2247.36,114.893 2251.96,112.411 2256.55,110.899 2261.14,108.591 2265.73,106.19 2270.32,102.298 2274.91,99.2794 2279.5,95.8175 \n",
       "  2284.09,93.0395 2288.68,91.0836 2293.27,87.9763 \n",
       "  \"/>\n",
       "<path clip-path=\"url(#clip740)\" d=\"\n",
       "M1998.12 216.178 L2282.69 216.178 L2282.69 95.2176 L1998.12 95.2176  Z\n",
       "  \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
       "<polyline clip-path=\"url(#clip740)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  1998.12,216.178 2282.69,216.178 2282.69,95.2176 1998.12,95.2176 1998.12,216.178 \n",
       "  \"/>\n",
       "<polyline clip-path=\"url(#clip740)\" style=\"stroke:#009af9; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
       "  2021.48,155.698 2161.61,155.698 \n",
       "  \"/>\n",
       "<path clip-path=\"url(#clip740)\" d=\"M 0 0 M2198.81 175.385 Q2197 180.015 2195.29 181.427 Q2193.57 182.839 2190.7 182.839 L2187.3 182.839 L2187.3 179.274 L2189.8 179.274 Q2191.56 179.274 2192.53 178.44 Q2193.5 177.607 2194.69 174.505 L2195.45 172.561 L2184.96 147.052 L2189.48 147.052 L2197.58 167.329 L2205.68 147.052 L2210.19 147.052 L2198.81 175.385 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /><path clip-path=\"url(#clip740)\" d=\"M 0 0 M2216.07 169.042 L2223.71 169.042 L2223.71 142.677 L2215.4 144.343 L2215.4 140.084 L2223.67 138.418 L2228.34 138.418 L2228.34 169.042 L2235.98 169.042 L2235.98 172.978 L2216.07 172.978 L2216.07 169.042 Z\" fill=\"#000000\" fill-rule=\"evenodd\" fill-opacity=\"1\" /></svg>\n"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(US_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "date_strings = String.(names(data))[5:end];"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Parse: convert string representation into a Julia object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"1/22/20\""
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date_strings[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Dates "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dateformat\"m/d/Y\""
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "format = Dates.DateFormat(\"m/d/Y\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2020-01-22"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parse(Date, date_strings[1], format) + Year(2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "dates = parse.(Date, date_strings, format) .+ Year(2000);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
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       "  371.947,1071.02 376.609,1071.02 381.27,1066.4 385.931,1066.4 390.592,1066.4 395.253,1066.4 399.914,1066.4 404.575,1066.4 409.237,1066.4 413.898,1066.4 \n",
       "  418.559,1058.06 423.22,1058.06 427.881,1058.06 432.542,1058.06 437.204,1058.06 441.865,1058.06 446.526,1054.28 451.187,1054.28 455.848,1030.2 460.509,1014.79 \n",
       "  465.171,980.986 469.832,962.463 474.493,939.444 479.154,905.604 483.815,889.803 488.476,856.665 493.138,840.874 497.799,832.448 502.46,815.284 507.121,791.372 \n",
       "  511.782,771.143 516.443,750.179 521.105,731.815 525.766,727.093 530.427,703.61 535.088,682.976 539.749,661.616 544.41,636.718 549.072,612.838 553.733,596.494 \n",
       "  558.394,578.181 563.055,560.755 567.716,547.824 572.377,535.777 577.039,521.38 581.7,509.194 586.361,498.531 591.022,489.743 595.683,480.834 600.344,471.649 \n",
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       "  651.617,406.715 656.278,403.664 660.94,400.79 665.601,397.857 670.262,395.375 674.923,392.566 679.584,389.617 684.245,387.227 688.907,385.074 693.568,382.7 \n",
       "  698.229,380.709 702.89,378.564 707.551,376.158 712.212,373.925 716.874,371.896 721.535,370.18 726.196,368.684 730.857,367.169 735.518,365.58 740.179,363.87 \n",
       "  744.841,361.885 749.502,360.373 754.163,359.061 758.824,357.786 763.485,356.514 768.146,355.266 772.808,353.902 777.469,352.595 782.13,351.395 786.791,350.509 \n",
       "  791.452,349.617 796.113,348.571 800.774,347.656 805.436,346.473 810.097,345.401 814.758,344.371 819.419,343.6 824.08,342.673 828.741,341.815 833.403,340.901 \n",
       "  838.064,339.88 842.725,338.956 847.386,338.144 852.047,337.381 856.708,336.68 861.37,335.95 866.031,335.269 870.692,334.459 875.353,333.583 880.014,332.748 \n",
       "  884.675,332.086 889.337,331.484 893.998,330.749 898.659,330.079 903.32,329.355 907.981,328.517 912.642,327.827 917.304,327.249 921.965,326.686 926.626,326.103 \n",
       "  931.287,325.441 935.948,324.723 940.609,323.961 945.271,323.198 949.932,322.63 954.593,322.042 959.254,321.346 963.915,320.56 968.576,319.743 973.238,318.85 \n",
       "  977.899,317.951 982.56,317.259 987.221,316.385 991.882,315.393 996.543,314.447 1001.2,313.401 1005.87,312.229 1010.53,311.194 1015.19,310.19 1019.85,309.189 \n",
       "  1024.51,308.083 1029.17,306.87 1033.83,305.572 1038.49,304.417 1043.16,303.407 1047.82,302.304 1052.48,301.383 1057.14,300.109 1061.8,298.872 1066.46,297.61 \n",
       "  1071.12,296.266 1075.78,295.103 1080.44,293.991 1085.11,292.891 1089.77,291.643 1094.43,290.419 1099.09,289.083 1103.75,287.836 1108.41,286.777 1113.07,285.77 \n",
       "  1117.73,284.752 1122.39,283.712 1127.06,282.594 1131.72,281.528 1136.38,280.406 1141.04,279.429 1145.7,278.616 1150.36,277.785 1155.02,276.826 1159.68,275.805 \n",
       "  1164.35,274.862 1169.01,273.916 1173.67,273.153 1178.33,272.541 1182.99,271.935 1187.65,271.161 1192.31,270.453 1196.97,269.69 1201.63,268.938 1206.3,268.258 \n",
       "  1210.96,267.69 1215.62,267.104 1220.28,266.518 1224.94,265.841 1229.6,265.228 1234.26,264.456 1238.92,263.907 1243.59,263.453 1248.25,263.03 1252.91,262.515 \n",
       "  1257.57,261.978 1262.23,261.486 1266.89,260.942 1271.55,260.466 1276.21,260.089 1280.87,259.689 1285.54,259.254 1290.2,258.765 1294.86,258.282 1299.52,257.784 \n",
       "  1304.18,257.335 1308.84,256.976 1313.5,256.607 1318.16,256.176 1322.82,255.756 1327.49,255.306 1332.15,254.796 1336.81,254.365 1341.47,254.053 1346.13,253.82 \n",
       "  1350.79,253.548 1355.45,253.215 1360.11,252.861 1364.78,252.397 1369.44,252 1374.1,251.671 1378.76,251.343 1383.42,250.967 1388.08,250.6 1392.74,250.176 \n",
       "  1397.4,249.718 1402.06,249.328 1406.73,248.975 1411.39,248.5 1416.05,248.138 1420.71,247.786 1425.37,247.364 1430.03,246.934 1434.69,246.539 1439.35,246.209 \n",
       "  1444.02,245.918 1448.68,245.54 1453.34,245.199 1458,244.807 1462.66,244.338 1467.32,243.926 1471.98,243.624 1476.64,243.293 1481.3,242.916 1485.97,242.493 \n",
       "  1490.63,242.011 1495.29,241.55 1499.95,241.105 1504.61,240.735 1509.27,240.399 1513.93,239.983 1518.59,239.511 1523.26,239.002 1527.92,238.464 1532.58,238.026 \n",
       "  1537.24,237.648 1541.9,237.132 1546.56,236.664 1551.22,236.19 1555.88,235.622 1560.54,235.019 1565.21,234.415 1569.87,233.966 1574.53,233.482 1579.19,232.935 \n",
       "  1583.85,232.375 1588.51,231.738 1593.17,231.053 1597.83,230.438 1602.49,229.728 1607.16,229.156 1611.82,228.314 1616.48,227.629 1621.14,226.792 1625.8,225.975 \n",
       "  1630.46,225.173 1635.12,224.456 1639.78,223.714 1644.45,222.861 1649.11,221.983 1653.77,221.01 1658.43,219.963 1663.09,219.004 1667.75,218.236 1672.41,217.33 \n",
       "  1677.07,216.432 1681.73,215.496 1686.4,214.478 1691.06,213.441 1695.72,212.518 1700.38,211.772 1705.04,210.897 1709.7,210.029 1714.36,209.135 1719.02,208.594 \n",
       "  1723.69,207.603 1728.35,206.872 1733.01,206.221 1737.67,205.483 1742.33,204.63 1746.99,203.724 1751.65,202.739 1756.31,201.73 1760.97,200.81 1765.64,200.048 \n",
       "  1770.3,199.237 1774.96,198.317 1779.62,197.417 1784.28,196.495 1788.94,195.553 1793.6,194.712 1798.26,193.995 1802.92,193.263 1807.59,192.479 1812.25,191.572 \n",
       "  1816.91,190.702 1821.57,189.801 1826.23,189.123 1830.89,188.467 1835.55,187.778 1840.21,187.101 1844.88,186.325 1849.54,185.676 1854.2,185.352 1858.86,184.608 \n",
       "  1863.52,184.101 1868.18,183.538 1872.84,182.898 1877.5,182.159 1882.16,181.423 1886.83,180.948 1891.49,180.029 1896.15,179.398 1900.81,178.847 1905.47,178.15 \n",
       "  1910.13,177.402 1914.79,176.598 1919.45,175.76 1924.12,175.02 1928.78,174.425 1933.44,173.831 1938.1,173.21 1942.76,172.585 1947.42,171.953 1952.08,171.309 \n",
       "  1956.74,170.779 1961.4,170.315 1966.07,169.943 1970.73,169.488 1975.39,169.02 1980.05,168.529 1984.71,168.049 1989.37,167.622 1994.03,167.297 1998.69,166.922 \n",
       "  2003.35,166.56 2008.02,166.186 2012.68,165.775 2017.34,165.374 2022,165.033 2026.66,164.766 2031.32,164.445 2035.98,164.173 2040.64,163.887 2045.31,163.597 \n",
       "  2049.97,163.284 2054.63,163.043 2059.29,162.836 2063.95,162.628 2068.61,162.409 2073.27,162.191 2077.93,161.951 2082.59,161.725 2087.26,161.528 2091.92,161.381 \n",
       "  2096.58,161.259 2101.24,161.118 2105.9,160.961 2110.56,160.806 2115.22,160.628 2119.88,160.469 2124.55,160.343 2129.21,160.218 2133.87,160.059 2138.53,159.894 \n",
       "  2143.19,159.724 2147.85,159.555 2152.51,159.415 2157.17,159.303 2161.83,159.175 2166.5,159.051 2171.16,158.905 2175.82,158.758 2180.48,158.615 2185.14,158.489 \n",
       "  2189.8,158.401 2194.46,158.305 2199.12,158.181 2203.79,158.057 2208.45,157.924 2213.11,157.794 2217.77,157.681 2222.43,157.6 2227.09,157.48 2231.75,157.366 \n",
       "  2236.41,157.241 2241.07,157.113 2245.74,156.984 2250.4,156.868 2255.06,156.797 2259.72,156.689 2264.38,156.577 2269.04,156.396 2273.7,156.256 2278.36,156.096 \n",
       "  2283.02,155.967 2287.69,155.877 2292.35,155.734 \n",
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      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(dates, US_data, xticks = dates[1:5:end], xrotation=45, leg=:topleft, label=\"US data\", m=:o,\n",
    "yscale=:log10)\n",
    "xlabel!(\"date\")\n",
    "ylabel!(\"Confirmed cases in US\")\n",
    "title!(\"US Confirmed COVID-19 cases\")\n",
    "\n",
    "annotate!(dates[end], US_data[end], text(\"US\", :black, :left))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "f (generic function with 1 method)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function f(country)\n",
    "    return country * country\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"USUS\""
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f(\"US\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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