week06/Basic Time-Series.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3650b027",
   "metadata": {},
   "source": [
    "## Practice with Libraries"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57317bf5",
   "metadata": {},
   "source": [
    "### 0. Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "496102ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: tidyverse\n",
      "\n",
      "Warning message in library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, :\n",
      "“there is no package called ‘tidyverse’”\n",
      "Installing package into ‘/home/xteca/R/x86_64-pc-linux-gnu-library/4.1’\n",
      "(as ‘lib’ is unspecified)\n",
      "\n",
      "also installing the dependencies ‘xfun’, ‘rematch’, ‘processx’, ‘tinytex’, ‘jquerylib’, ‘blob’, ‘DBI’, ‘gargle’, ‘cellranger’, ‘ids’, ‘progress’, ‘callr’, ‘rmarkdown’, ‘selectr’, ‘broom’, ‘dbplyr’, ‘dtplyr’, ‘googledrive’, ‘googlesheets4’, ‘haven’, ‘modelr’, ‘readxl’, ‘reprex’, ‘rvest’\n",
      "\n",
      "\n",
      "── \u001b[1mAttaching packages\u001b[22m ─────────────────────────────────────── tidyverse 1.3.1 ──\n",
      "\n",
      "\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.3.5     \u001b[32m✔\u001b[39m \u001b[34mpurrr  \u001b[39m 0.3.4\n",
      "\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 3.1.0     \u001b[32m✔\u001b[39m \u001b[34mdplyr  \u001b[39m 1.0.7\n",
      "\u001b[32m✔\u001b[39m \u001b[34mtidyr  \u001b[39m 1.1.3     \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n",
      "\u001b[32m✔\u001b[39m \u001b[34mreadr  \u001b[39m 1.4.0     \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 0.5.1\n",
      "\n",
      "── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n",
      "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n",
      "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m    masks \u001b[34mstats\u001b[39m::lag()\n",
      "\n",
      "Loading required package: lubridate\n",
      "\n",
      "\n",
      "Attaching package: ‘lubridate’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    date, intersect, setdiff, union\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "if(!require(tidyverse)) {\n",
    "    install.packages(\"tidyverse\")\n",
    "    library(tidyverse)\n",
    "}\n",
    "\n",
    "if(!require(lubridate)) {\n",
    "    install.packages(\"lubridate\")\n",
    "    library(lubridate)\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa5ff780",
   "metadata": {},
   "source": [
    "### 1. Datetime Data Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "110d0031",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li><time datetime=\"2021-01-31\">2021-01-31</time></li><li><time datetime=\"2021-02-28\">2021-02-28</time></li><li><time datetime=\"2021-03-31\">2021-03-31</time></li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 2021-01-31\n",
       "\\item 2021-02-28\n",
       "\\item 2021-03-31\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 2021-01-31\n",
       "2. 2021-02-28\n",
       "3. 2021-03-31\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"2021-01-31\" \"2021-02-28\" \"2021-03-31\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "date <- as.Date(c('2021-01-31', '2021-02-28', '2021-03-31'))\n",
    "date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1a601e21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li><time datetime=\"2021-01-31\">2021-01-31</time></li><li><time datetime=\"2021-02-28\">2021-02-28</time></li><li><time datetime=\"2021-03-31\">2021-03-31</time></li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 2021-01-31\n",
       "\\item 2021-02-28\n",
       "\\item 2021-03-31\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 2021-01-31\n",
       "2. 2021-02-28\n",
       "3. 2021-03-31\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"2021-01-31\" \"2021-02-28\" \"2021-03-31\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "date <- as.Date(c('21/01/31', '21/02/28', '21/03/31'), format='%y/%m/%d')\n",
    "date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "177a347b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>18658</li><li>18686</li><li>18717</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 18658\n",
       "\\item 18686\n",
       "\\item 18717\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 18658\n",
       "2. 18686\n",
       "3. 18717\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 18658 18686 18717"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unclass(date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "92bd5972",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>2021</li><li>2021</li><li>2021</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 2021\n",
       "\\item 2021\n",
       "\\item 2021\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 2021\n",
       "2. 2021\n",
       "3. 2021\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 2021 2021 2021"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# From Lubridate\n",
    "date %>% year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a023f947",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>1</li><li>2</li><li>3</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 1\n",
       "\\item 2\n",
       "\\item 3\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 1\n",
       "2. 2\n",
       "3. 3\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 1 2 3"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# From Lubridate\n",
    "date %>% month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "883f567c",
   "metadata": {},
   "outputs": [],
   "source": [
    "y <- date[1] %>% year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "166b0285",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "2021"
      ],
      "text/latex": [
       "2021"
      ],
      "text/markdown": [
       "2021"
      ],
      "text/plain": [
       "[1] 2021"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "150af561",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>18658.75</li><li>18686.75</li><li>18717.75</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 18658.75\n",
       "\\item 18686.75\n",
       "\\item 18717.75\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 18658.75\n",
       "2. 18686.75\n",
       "3. 18717.75\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 18658.75 18686.75 18717.75"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "approx <- c(31, 31+28, 31+28+31) %>% \n",
    "    `+`((y - 1970) * 365.25)\n",
    "approx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1a3c7cb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1] \"2021-01-31 12:34:56 KST\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "as.POSIXct('2021-01-31 12:34:56')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "60a8b0a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "1612064096"
      ],
      "text/latex": [
       "1612064096"
      ],
      "text/markdown": [
       "1612064096"
      ],
      "text/plain": [
       "[1] 1612064096\n",
       "attr(,\"tzone\")\n",
       "[1] \"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unclass(as.POSIXct('2021-01-31 12:34:56'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8b6af168",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1] \"2021-01-31 12:34:56 KST\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "as.POSIXlt('2021-01-31 12:34:56')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4c061e94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl>\n",
       "\t<dt>$sec</dt>\n",
       "\t\t<dd>56</dd>\n",
       "\t<dt>$min</dt>\n",
       "\t\t<dd>34</dd>\n",
       "\t<dt>$hour</dt>\n",
       "\t\t<dd>12</dd>\n",
       "\t<dt>$mday</dt>\n",
       "\t\t<dd>31</dd>\n",
       "\t<dt>$mon</dt>\n",
       "\t\t<dd>0</dd>\n",
       "\t<dt>$year</dt>\n",
       "\t\t<dd>121</dd>\n",
       "\t<dt>$wday</dt>\n",
       "\t\t<dd>0</dd>\n",
       "\t<dt>$yday</dt>\n",
       "\t\t<dd>30</dd>\n",
       "\t<dt>$isdst</dt>\n",
       "\t\t<dd>0</dd>\n",
       "\t<dt>$zone</dt>\n",
       "\t\t<dd>'KST'</dd>\n",
       "\t<dt>$gmtoff</dt>\n",
       "\t\t<dd>&lt;NA&gt;</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description}\n",
       "\\item[\\$sec] 56\n",
       "\\item[\\$min] 34\n",
       "\\item[\\$hour] 12\n",
       "\\item[\\$mday] 31\n",
       "\\item[\\$mon] 0\n",
       "\\item[\\$year] 121\n",
       "\\item[\\$wday] 0\n",
       "\\item[\\$yday] 30\n",
       "\\item[\\$isdst] 0\n",
       "\\item[\\$zone] 'KST'\n",
       "\\item[\\$gmtoff] <NA>\n",
       "\\end{description}\n"
      ],
      "text/markdown": [
       "$sec\n",
       ":   56\n",
       "$min\n",
       ":   34\n",
       "$hour\n",
       ":   12\n",
       "$mday\n",
       ":   31\n",
       "$mon\n",
       ":   0\n",
       "$year\n",
       ":   121\n",
       "$wday\n",
       ":   0\n",
       "$yday\n",
       ":   30\n",
       "$isdst\n",
       ":   0\n",
       "$zone\n",
       ":   'KST'\n",
       "$gmtoff\n",
       ":   &lt;NA&gt;\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "$sec\n",
       "[1] 56\n",
       "\n",
       "$min\n",
       "[1] 34\n",
       "\n",
       "$hour\n",
       "[1] 12\n",
       "\n",
       "$mday\n",
       "[1] 31\n",
       "\n",
       "$mon\n",
       "[1] 0\n",
       "\n",
       "$year\n",
       "[1] 121\n",
       "\n",
       "$wday\n",
       "[1] 0\n",
       "\n",
       "$yday\n",
       "[1] 30\n",
       "\n",
       "$isdst\n",
       "[1] 0\n",
       "\n",
       "$zone\n",
       "[1] \"KST\"\n",
       "\n",
       "$gmtoff\n",
       "[1] NA\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unclass(as.POSIXlt('2021-01-31 12:34:56'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4e36632",
   "metadata": {},
   "source": [
    "### 2. ts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8fb48628",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A Time Series: 3 × 4</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>Qtr1</th><th scope=col>Qtr2</th><th scope=col>Qtr3</th><th scope=col>Qtr4</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1959</th><td>  </td><td> 1</td><td> 2</td><td> 3</td></tr>\n",
       "\t<tr><th scope=row>1960</th><td> 4</td><td> 5</td><td> 6</td><td> 7</td></tr>\n",
       "\t<tr><th scope=row>1961</th><td> 8</td><td> 9</td><td>10</td><td>  </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A Time Series: 3 × 4\n",
       "\\begin{tabular}{r|llll}\n",
       "  & Qtr1 & Qtr2 & Qtr3 & Qtr4\\\\\n",
       "\\hline\n",
       "\t1959 &    &  1 &  2 &  3\\\\\n",
       "\t1960 &  4 &  5 &  6 &  7\\\\\n",
       "\t1961 &  8 &  9 & 10 &   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A Time Series: 3 × 4\n",
       "\n",
       "| <!--/--> | Qtr1 | Qtr2 | Qtr3 | Qtr4 |\n",
       "|---|---|---|---|---|\n",
       "| 1959 | <!----> |  1 |  2 |  3 |\n",
       "| 1960 |  4 |  5 |  6 |  7 |\n",
       "| 1961 |  8 |  9 | 10 | <!----> |\n",
       "\n"
      ],
      "text/plain": [
       "     Qtr1 Qtr2 Qtr3 Qtr4\n",
       "1959       1    2    3  \n",
       "1960  4    5    6    7  \n",
       "1961  8    9   10       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts(1:10, frequency = 4, start = c(1959,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3104b42d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A Time Series: 1 × 10</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>Jan</th><th scope=col>Feb</th><th scope=col>Mar</th><th scope=col>Apr</th><th scope=col>May</th><th scope=col>Jun</th><th scope=col>Jul</th><th scope=col>Aug</th><th scope=col>Sep</th><th scope=col>Oct</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>2020</th><td> 1</td><td> 2</td><td> 3</td><td> 4</td><td> 5</td><td> 6</td><td> 7</td><td> 8</td><td> 9</td><td>10</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A Time Series: 1 × 10\n",
       "\\begin{tabular}{r|llllllllll}\n",
       "  & Jan & Feb & Mar & Apr & May & Jun & Jul & Aug & Sep & Oct\\\\\n",
       "\\hline\n",
       "\t2020 &  1 &  2 &  3 &  4 &  5 &  6 &  7 &  8 &  9 & 10\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A Time Series: 1 × 10\n",
       "\n",
       "| <!--/--> | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 2020 |  1 |  2 |  3 |  4 |  5 |  6 |  7 |  8 |  9 | 10 |\n",
       "\n"
      ],
      "text/plain": [
       "     Jan Feb Mar Apr May Jun Jul Aug Sep Oct\n",
       "2020  1   2   3   4   5   6   7   8   9  10 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts(1:10, frequency=12, start=c(2020,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d1f86b76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "A Time Series:<br><style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>1</li><li>2</li><li>3</li><li>4</li><li>5</li><li>6</li><li>7</li><li>8</li><li>9</li><li>10</li></ol>\n"
      ],
      "text/latex": [
       "A Time Series:\\\\\\begin{enumerate*}\n",
       "\\item 1\n",
       "\\item 2\n",
       "\\item 3\n",
       "\\item 4\n",
       "\\item 5\n",
       "\\item 6\n",
       "\\item 7\n",
       "\\item 8\n",
       "\\item 9\n",
       "\\item 10\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "A Time Series:  \n",
       "1. 1\n",
       "2. 2\n",
       "3. 3\n",
       "4. 4\n",
       "5. 5\n",
       "6. 6\n",
       "7. 7\n",
       "8. 8\n",
       "9. 9\n",
       "10. 10\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "A Time Series:\n",
       " [1]  1  2  3  4  5  6  7  8  9 10"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts(1:10, start=2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c97d7ef9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FnX1z1gLVI6H9P7OqStOb33Sc+AZNkMaZLaaVkX9rOsfeoxjVP5OaRVLYYdl54B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\nBv8flklNewafgU8AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(ts(1:10, start=2000))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0aefbad7",
   "metadata": {},
   "source": [
    "### 3. tsibble"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "67afc391",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: tsibble\n",
      "\n",
      "\n",
      "Attaching package: ‘tsibble’\n",
      "\n",
      "\n",
      "The following object is masked from ‘package:lubridate’:\n",
      "\n",
      "    interval\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    intersect, setdiff, union\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "if(!require(tsibble)) {\n",
    "    install.packages('tsibble')\n",
    "    library(tsibble)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fd83f090",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 10 × 4</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>date</th><th scope=col>id</th><th scope=col>x1</th><th scope=col>x2</th></tr>\n",
       "\t<tr><th scope=col>&lt;date&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>2008-01-01</td><td> 1</td><td> 1.37095845</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-02</td><td> 2</td><td>-0.56469817</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-03</td><td> 3</td><td> 0.36312841</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-04</td><td> 4</td><td> 0.63286260</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-05</td><td> 5</td><td> 0.40426832</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-06</td><td> 6</td><td>-0.10612452</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-07</td><td> 7</td><td> 1.51152200</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-08</td><td> 8</td><td>-0.09465904</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-09</td><td> 9</td><td> 2.01842371</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-10</td><td>10</td><td>-0.06271410</td><td>a</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 10 × 4\n",
       "\\begin{tabular}{llll}\n",
       " date & id & x1 & x2\\\\\n",
       " <date> & <int> & <dbl> & <chr>\\\\\n",
       "\\hline\n",
       "\t 2008-01-01 &  1 &  1.37095845 & a\\\\\n",
       "\t 2008-01-02 &  2 & -0.56469817 & a\\\\\n",
       "\t 2008-01-03 &  3 &  0.36312841 & a\\\\\n",
       "\t 2008-01-04 &  4 &  0.63286260 & a\\\\\n",
       "\t 2008-01-05 &  5 &  0.40426832 & a\\\\\n",
       "\t 2008-01-06 &  6 & -0.10612452 & a\\\\\n",
       "\t 2008-01-07 &  7 &  1.51152200 & a\\\\\n",
       "\t 2008-01-08 &  8 & -0.09465904 & a\\\\\n",
       "\t 2008-01-09 &  9 &  2.01842371 & a\\\\\n",
       "\t 2008-01-10 & 10 & -0.06271410 & a\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 10 × 4\n",
       "\n",
       "| date &lt;date&gt; | id &lt;int&gt; | x1 &lt;dbl&gt; | x2 &lt;chr&gt; |\n",
       "|---|---|---|---|\n",
       "| 2008-01-01 |  1 |  1.37095845 | a |\n",
       "| 2008-01-02 |  2 | -0.56469817 | a |\n",
       "| 2008-01-03 |  3 |  0.36312841 | a |\n",
       "| 2008-01-04 |  4 |  0.63286260 | a |\n",
       "| 2008-01-05 |  5 |  0.40426832 | a |\n",
       "| 2008-01-06 |  6 | -0.10612452 | a |\n",
       "| 2008-01-07 |  7 |  1.51152200 | a |\n",
       "| 2008-01-08 |  8 | -0.09465904 | a |\n",
       "| 2008-01-09 |  9 |  2.01842371 | a |\n",
       "| 2008-01-10 | 10 | -0.06271410 | a |\n",
       "\n"
      ],
      "text/plain": [
       "   date       id x1          x2\n",
       "1  2008-01-01  1  1.37095845 a \n",
       "2  2008-01-02  2 -0.56469817 a \n",
       "3  2008-01-03  3  0.36312841 a \n",
       "4  2008-01-04  4  0.63286260 a \n",
       "5  2008-01-05  5  0.40426832 a \n",
       "6  2008-01-06  6 -0.10612452 a \n",
       "7  2008-01-07  7  1.51152200 a \n",
       "8  2008-01-08  8 -0.09465904 a \n",
       "9  2008-01-09  9  2.01842371 a \n",
       "10 2008-01-10 10 -0.06271410 a "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set.seed(42)\n",
    "\n",
    "x <- data.frame(\n",
    "    date = as.Date('2008-01-01') + 0:9,\n",
    "    id = 1:10,\n",
    "    x1 = rnorm(10),\n",
    "    x2 = rep('a', 10)\n",
    ")\n",
    "\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f59c39ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A tbl_ts: 10 × 4</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>date</th><th scope=col>id</th><th scope=col>x1</th><th scope=col>x2</th></tr>\n",
       "\t<tr><th scope=col>&lt;date&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>2008-01-01</td><td> 1</td><td> 1.37095845</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-02</td><td> 2</td><td>-0.56469817</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-03</td><td> 3</td><td> 0.36312841</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-04</td><td> 4</td><td> 0.63286260</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-05</td><td> 5</td><td> 0.40426832</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-06</td><td> 6</td><td>-0.10612452</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-07</td><td> 7</td><td> 1.51152200</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-08</td><td> 8</td><td>-0.09465904</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-09</td><td> 9</td><td> 2.01842371</td><td>a</td></tr>\n",
       "\t<tr><td>2008-01-10</td><td>10</td><td>-0.06271410</td><td>a</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tbl\\_ts: 10 × 4\n",
       "\\begin{tabular}{llll}\n",
       " date & id & x1 & x2\\\\\n",
       " <date> & <int> & <dbl> & <chr>\\\\\n",
       "\\hline\n",
       "\t 2008-01-01 &  1 &  1.37095845 & a\\\\\n",
       "\t 2008-01-02 &  2 & -0.56469817 & a\\\\\n",
       "\t 2008-01-03 &  3 &  0.36312841 & a\\\\\n",
       "\t 2008-01-04 &  4 &  0.63286260 & a\\\\\n",
       "\t 2008-01-05 &  5 &  0.40426832 & a\\\\\n",
       "\t 2008-01-06 &  6 & -0.10612452 & a\\\\\n",
       "\t 2008-01-07 &  7 &  1.51152200 & a\\\\\n",
       "\t 2008-01-08 &  8 & -0.09465904 & a\\\\\n",
       "\t 2008-01-09 &  9 &  2.01842371 & a\\\\\n",
       "\t 2008-01-10 & 10 & -0.06271410 & a\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tbl_ts: 10 × 4\n",
       "\n",
       "| date &lt;date&gt; | id &lt;int&gt; | x1 &lt;dbl&gt; | x2 &lt;chr&gt; |\n",
       "|---|---|---|---|\n",
       "| 2008-01-01 |  1 |  1.37095845 | a |\n",
       "| 2008-01-02 |  2 | -0.56469817 | a |\n",
       "| 2008-01-03 |  3 |  0.36312841 | a |\n",
       "| 2008-01-04 |  4 |  0.63286260 | a |\n",
       "| 2008-01-05 |  5 |  0.40426832 | a |\n",
       "| 2008-01-06 |  6 | -0.10612452 | a |\n",
       "| 2008-01-07 |  7 |  1.51152200 | a |\n",
       "| 2008-01-08 |  8 | -0.09465904 | a |\n",
       "| 2008-01-09 |  9 |  2.01842371 | a |\n",
       "| 2008-01-10 | 10 | -0.06271410 | a |\n",
       "\n"
      ],
      "text/plain": [
       "   date       id x1          x2\n",
       "1  2008-01-01  1  1.37095845 a \n",
       "2  2008-01-02  2 -0.56469817 a \n",
       "3  2008-01-03  3  0.36312841 a \n",
       "4  2008-01-04  4  0.63286260 a \n",
       "5  2008-01-05  5  0.40426832 a \n",
       "6  2008-01-06  6 -0.10612452 a \n",
       "7  2008-01-07  7  1.51152200 a \n",
       "8  2008-01-08  8 -0.09465904 a \n",
       "9  2008-01-09  9  2.01842371 a \n",
       "10 2008-01-10 10 -0.06271410 a "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y <- as_tsibble(x, key = id, index = date)\n",
    "y"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73c26d62",
   "metadata": {},
   "source": [
    "## Exercise with COVID-19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8e8bce7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 9154 × 4</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>date</th><th scope=col>category</th><th scope=col>status</th><th scope=col>value</th></tr>\n",
       "\t<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>2020. 04. 09</td><td>전체</td><td>신규</td><td>39</td></tr>\n",
       "\t<tr><td>2020. 04. 10</td><td>전체</td><td>신규</td><td>27</td></tr>\n",
       "\t<tr><td>2020. 04. 11</td><td>전체</td><td>신규</td><td>30</td></tr>\n",
       "\t<tr><td>2020. 04. 12</td><td>전체</td><td>신규</td><td>32</td></tr>\n",
       "\t<tr><td>2020. 04. 13</td><td>전체</td><td>신규</td><td>25</td></tr>\n",
       "\t<tr><td>2020. 04. 14</td><td>전체</td><td>신규</td><td>27</td></tr>\n",
       "\t<tr><td>2020. 04. 15</td><td>전체</td><td>신규</td><td>27</td></tr>\n",
       "\t<tr><td>2020. 04. 16</td><td>전체</td><td>신규</td><td>22</td></tr>\n",
       "\t<tr><td>2020. 04. 17</td><td>전체</td><td>신규</td><td>22</td></tr>\n",
       "\t<tr><td>2020. 04. 18</td><td>전체</td><td>신규</td><td>18</td></tr>\n",
       "\t<tr><td>2020. 04. 19</td><td>전체</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2020. 04. 20</td><td>전체</td><td>신규</td><td>13</td></tr>\n",
       "\t<tr><td>2020. 04. 21</td><td>전체</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2020. 04. 22</td><td>전체</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2020. 04. 23</td><td>전체</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2020. 04. 24</td><td>전체</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2020. 04. 25</td><td>전체</td><td>신규</td><td>10</td></tr>\n",
       "\t<tr><td>2020. 04. 26</td><td>전체</td><td>신규</td><td>10</td></tr>\n",
       "\t<tr><td>2020. 04. 27</td><td>전체</td><td>신규</td><td>10</td></tr>\n",
       "\t<tr><td>2020. 04. 28</td><td>전체</td><td>신규</td><td>14</td></tr>\n",
       "\t<tr><td>2020. 04. 29</td><td>전체</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2020. 04. 30</td><td>전체</td><td>신규</td><td> 4</td></tr>\n",
       "\t<tr><td>2020. 05. 01</td><td>전체</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2020. 05. 02</td><td>전체</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2020. 05. 03</td><td>전체</td><td>신규</td><td>13</td></tr>\n",
       "\t<tr><td>2020. 05. 04</td><td>전체</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2020. 05. 05</td><td>전체</td><td>신규</td><td> 3</td></tr>\n",
       "\t<tr><td>2020. 05. 06</td><td>전체</td><td>신규</td><td> 2</td></tr>\n",
       "\t<tr><td>2020. 05. 07</td><td>전체</td><td>신규</td><td> 4</td></tr>\n",
       "\t<tr><td>2020. 05. 08</td><td>전체</td><td>신규</td><td>12</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>2021. 01. 11</td><td>검역</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2021. 01. 12</td><td>검역</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2021. 01. 13</td><td>검역</td><td>신규</td><td> 3</td></tr>\n",
       "\t<tr><td>2021. 01. 14</td><td>검역</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2021. 01. 15</td><td>검역</td><td>신규</td><td> 5</td></tr>\n",
       "\t<tr><td>2021. 01. 16</td><td>검역</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2021. 01. 17</td><td>검역</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2021. 01. 18</td><td>검역</td><td>신규</td><td>10</td></tr>\n",
       "\t<tr><td>2021. 01. 19</td><td>검역</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2021. 01. 20</td><td>검역</td><td>신규</td><td> 1</td></tr>\n",
       "\t<tr><td>2021. 01. 21</td><td>검역</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2021. 01. 22</td><td>검역</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2021. 01. 23</td><td>검역</td><td>신규</td><td>12</td></tr>\n",
       "\t<tr><td>2021. 01. 24</td><td>검역</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2021. 01. 25</td><td>검역</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2021. 01. 26</td><td>검역</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2021. 01. 27</td><td>검역</td><td>신규</td><td>12</td></tr>\n",
       "\t<tr><td>2021. 01. 28</td><td>검역</td><td>신규</td><td> 7</td></tr>\n",
       "\t<tr><td>2021. 01. 29</td><td>검역</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2021. 01. 30</td><td>검역</td><td>신규</td><td>15</td></tr>\n",
       "\t<tr><td>2021. 01. 31</td><td>검역</td><td>신규</td><td>15</td></tr>\n",
       "\t<tr><td>2021. 02. 01</td><td>검역</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2021. 02. 02</td><td>검역</td><td>신규</td><td>12</td></tr>\n",
       "\t<tr><td>2021. 02. 03</td><td>검역</td><td>신규</td><td>17</td></tr>\n",
       "\t<tr><td>2021. 02. 04</td><td>검역</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2021. 02. 05</td><td>검역</td><td>신규</td><td> 7</td></tr>\n",
       "\t<tr><td>2021. 02. 06</td><td>검역</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2021. 02. 07</td><td>검역</td><td>신규</td><td>27</td></tr>\n",
       "\t<tr><td>2021. 02. 08</td><td>검역</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2021. 02. 09</td><td>검역</td><td>신규</td><td>11</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 9154 × 4\n",
       "\\begin{tabular}{llll}\n",
       " date & category & status & value\\\\\n",
       " <fct> & <fct> & <fct> & <int>\\\\\n",
       "\\hline\n",
       "\t 2020. 04. 09 & 전체 & 신규 & 39\\\\\n",
       "\t 2020. 04. 10 & 전체 & 신규 & 27\\\\\n",
       "\t 2020. 04. 11 & 전체 & 신규 & 30\\\\\n",
       "\t 2020. 04. 12 & 전체 & 신규 & 32\\\\\n",
       "\t 2020. 04. 13 & 전체 & 신규 & 25\\\\\n",
       "\t 2020. 04. 14 & 전체 & 신규 & 27\\\\\n",
       "\t 2020. 04. 15 & 전체 & 신규 & 27\\\\\n",
       "\t 2020. 04. 16 & 전체 & 신규 & 22\\\\\n",
       "\t 2020. 04. 17 & 전체 & 신규 & 22\\\\\n",
       "\t 2020. 04. 18 & 전체 & 신규 & 18\\\\\n",
       "\t 2020. 04. 19 & 전체 & 신규 &  8\\\\\n",
       "\t 2020. 04. 20 & 전체 & 신규 & 13\\\\\n",
       "\t 2020. 04. 21 & 전체 & 신규 &  9\\\\\n",
       "\t 2020. 04. 22 & 전체 & 신규 & 11\\\\\n",
       "\t 2020. 04. 23 & 전체 & 신규 &  8\\\\\n",
       "\t 2020. 04. 24 & 전체 & 신규 &  6\\\\\n",
       "\t 2020. 04. 25 & 전체 & 신규 & 10\\\\\n",
       "\t 2020. 04. 26 & 전체 & 신규 & 10\\\\\n",
       "\t 2020. 04. 27 & 전체 & 신규 & 10\\\\\n",
       "\t 2020. 04. 28 & 전체 & 신규 & 14\\\\\n",
       "\t 2020. 04. 29 & 전체 & 신규 &  9\\\\\n",
       "\t 2020. 04. 30 & 전체 & 신규 &  4\\\\\n",
       "\t 2020. 05. 01 & 전체 & 신규 &  9\\\\\n",
       "\t 2020. 05. 02 & 전체 & 신규 &  6\\\\\n",
       "\t 2020. 05. 03 & 전체 & 신규 & 13\\\\\n",
       "\t 2020. 05. 04 & 전체 & 신규 &  8\\\\\n",
       "\t 2020. 05. 05 & 전체 & 신규 &  3\\\\\n",
       "\t 2020. 05. 06 & 전체 & 신규 &  2\\\\\n",
       "\t 2020. 05. 07 & 전체 & 신규 &  4\\\\\n",
       "\t 2020. 05. 08 & 전체 & 신규 & 12\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 2021. 01. 11 & 검역 & 신규 & 11\\\\\n",
       "\t 2021. 01. 12 & 검역 & 신규 &  8\\\\\n",
       "\t 2021. 01. 13 & 검역 & 신규 &  3\\\\\n",
       "\t 2021. 01. 14 & 검역 & 신규 & 11\\\\\n",
       "\t 2021. 01. 15 & 검역 & 신규 &  5\\\\\n",
       "\t 2021. 01. 16 & 검역 & 신규 &  8\\\\\n",
       "\t 2021. 01. 17 & 검역 & 신규 &  8\\\\\n",
       "\t 2021. 01. 18 & 검역 & 신규 & 10\\\\\n",
       "\t 2021. 01. 19 & 검역 & 신규 &  8\\\\\n",
       "\t 2021. 01. 20 & 검역 & 신규 &  1\\\\\n",
       "\t 2021. 01. 21 & 검역 & 신규 &  6\\\\\n",
       "\t 2021. 01. 22 & 검역 & 신규 &  9\\\\\n",
       "\t 2021. 01. 23 & 검역 & 신규 & 12\\\\\n",
       "\t 2021. 01. 24 & 검역 & 신규 &  9\\\\\n",
       "\t 2021. 01. 25 & 검역 & 신규 & 11\\\\\n",
       "\t 2021. 01. 26 & 검역 & 신규 &  6\\\\\n",
       "\t 2021. 01. 27 & 검역 & 신규 & 12\\\\\n",
       "\t 2021. 01. 28 & 검역 & 신규 &  7\\\\\n",
       "\t 2021. 01. 29 & 검역 & 신규 &  9\\\\\n",
       "\t 2021. 01. 30 & 검역 & 신규 & 15\\\\\n",
       "\t 2021. 01. 31 & 검역 & 신규 & 15\\\\\n",
       "\t 2021. 02. 01 & 검역 & 신규 &  6\\\\\n",
       "\t 2021. 02. 02 & 검역 & 신규 & 12\\\\\n",
       "\t 2021. 02. 03 & 검역 & 신규 & 17\\\\\n",
       "\t 2021. 02. 04 & 검역 & 신규 &  6\\\\\n",
       "\t 2021. 02. 05 & 검역 & 신규 &  7\\\\\n",
       "\t 2021. 02. 06 & 검역 & 신규 & 11\\\\\n",
       "\t 2021. 02. 07 & 검역 & 신규 & 27\\\\\n",
       "\t 2021. 02. 08 & 검역 & 신규 &  9\\\\\n",
       "\t 2021. 02. 09 & 검역 & 신규 & 11\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 9154 × 4\n",
       "\n",
       "| date &lt;fct&gt; | category &lt;fct&gt; | status &lt;fct&gt; | value &lt;int&gt; |\n",
       "|---|---|---|---|\n",
       "| 2020. 04. 09 | 전체 | 신규 | 39 |\n",
       "| 2020. 04. 10 | 전체 | 신규 | 27 |\n",
       "| 2020. 04. 11 | 전체 | 신규 | 30 |\n",
       "| 2020. 04. 12 | 전체 | 신규 | 32 |\n",
       "| 2020. 04. 13 | 전체 | 신규 | 25 |\n",
       "| 2020. 04. 14 | 전체 | 신규 | 27 |\n",
       "| 2020. 04. 15 | 전체 | 신규 | 27 |\n",
       "| 2020. 04. 16 | 전체 | 신규 | 22 |\n",
       "| 2020. 04. 17 | 전체 | 신규 | 22 |\n",
       "| 2020. 04. 18 | 전체 | 신규 | 18 |\n",
       "| 2020. 04. 19 | 전체 | 신규 |  8 |\n",
       "| 2020. 04. 20 | 전체 | 신규 | 13 |\n",
       "| 2020. 04. 21 | 전체 | 신규 |  9 |\n",
       "| 2020. 04. 22 | 전체 | 신규 | 11 |\n",
       "| 2020. 04. 23 | 전체 | 신규 |  8 |\n",
       "| 2020. 04. 24 | 전체 | 신규 |  6 |\n",
       "| 2020. 04. 25 | 전체 | 신규 | 10 |\n",
       "| 2020. 04. 26 | 전체 | 신규 | 10 |\n",
       "| 2020. 04. 27 | 전체 | 신규 | 10 |\n",
       "| 2020. 04. 28 | 전체 | 신규 | 14 |\n",
       "| 2020. 04. 29 | 전체 | 신규 |  9 |\n",
       "| 2020. 04. 30 | 전체 | 신규 |  4 |\n",
       "| 2020. 05. 01 | 전체 | 신규 |  9 |\n",
       "| 2020. 05. 02 | 전체 | 신규 |  6 |\n",
       "| 2020. 05. 03 | 전체 | 신규 | 13 |\n",
       "| 2020. 05. 04 | 전체 | 신규 |  8 |\n",
       "| 2020. 05. 05 | 전체 | 신규 |  3 |\n",
       "| 2020. 05. 06 | 전체 | 신규 |  2 |\n",
       "| 2020. 05. 07 | 전체 | 신규 |  4 |\n",
       "| 2020. 05. 08 | 전체 | 신규 | 12 |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 2021. 01. 11 | 검역 | 신규 | 11 |\n",
       "| 2021. 01. 12 | 검역 | 신규 |  8 |\n",
       "| 2021. 01. 13 | 검역 | 신규 |  3 |\n",
       "| 2021. 01. 14 | 검역 | 신규 | 11 |\n",
       "| 2021. 01. 15 | 검역 | 신규 |  5 |\n",
       "| 2021. 01. 16 | 검역 | 신규 |  8 |\n",
       "| 2021. 01. 17 | 검역 | 신규 |  8 |\n",
       "| 2021. 01. 18 | 검역 | 신규 | 10 |\n",
       "| 2021. 01. 19 | 검역 | 신규 |  8 |\n",
       "| 2021. 01. 20 | 검역 | 신규 |  1 |\n",
       "| 2021. 01. 21 | 검역 | 신규 |  6 |\n",
       "| 2021. 01. 22 | 검역 | 신규 |  9 |\n",
       "| 2021. 01. 23 | 검역 | 신규 | 12 |\n",
       "| 2021. 01. 24 | 검역 | 신규 |  9 |\n",
       "| 2021. 01. 25 | 검역 | 신규 | 11 |\n",
       "| 2021. 01. 26 | 검역 | 신규 |  6 |\n",
       "| 2021. 01. 27 | 검역 | 신규 | 12 |\n",
       "| 2021. 01. 28 | 검역 | 신규 |  7 |\n",
       "| 2021. 01. 29 | 검역 | 신규 |  9 |\n",
       "| 2021. 01. 30 | 검역 | 신규 | 15 |\n",
       "| 2021. 01. 31 | 검역 | 신규 | 15 |\n",
       "| 2021. 02. 01 | 검역 | 신규 |  6 |\n",
       "| 2021. 02. 02 | 검역 | 신규 | 12 |\n",
       "| 2021. 02. 03 | 검역 | 신규 | 17 |\n",
       "| 2021. 02. 04 | 검역 | 신규 |  6 |\n",
       "| 2021. 02. 05 | 검역 | 신규 |  7 |\n",
       "| 2021. 02. 06 | 검역 | 신규 | 11 |\n",
       "| 2021. 02. 07 | 검역 | 신규 | 27 |\n",
       "| 2021. 02. 08 | 검역 | 신규 |  9 |\n",
       "| 2021. 02. 09 | 검역 | 신규 | 11 |\n",
       "\n"
      ],
      "text/plain": [
       "     date         category status value\n",
       "1    2020. 04. 09 전체     신규   39   \n",
       "2    2020. 04. 10 전체     신규   27   \n",
       "3    2020. 04. 11 전체     신규   30   \n",
       "4    2020. 04. 12 전체     신규   32   \n",
       "5    2020. 04. 13 전체     신규   25   \n",
       "6    2020. 04. 14 전체     신규   27   \n",
       "7    2020. 04. 15 전체     신규   27   \n",
       "8    2020. 04. 16 전체     신규   22   \n",
       "9    2020. 04. 17 전체     신규   22   \n",
       "10   2020. 04. 18 전체     신규   18   \n",
       "11   2020. 04. 19 전체     신규    8   \n",
       "12   2020. 04. 20 전체     신규   13   \n",
       "13   2020. 04. 21 전체     신규    9   \n",
       "14   2020. 04. 22 전체     신규   11   \n",
       "15   2020. 04. 23 전체     신규    8   \n",
       "16   2020. 04. 24 전체     신규    6   \n",
       "17   2020. 04. 25 전체     신규   10   \n",
       "18   2020. 04. 26 전체     신규   10   \n",
       "19   2020. 04. 27 전체     신규   10   \n",
       "20   2020. 04. 28 전체     신규   14   \n",
       "21   2020. 04. 29 전체     신규    9   \n",
       "22   2020. 04. 30 전체     신규    4   \n",
       "23   2020. 05. 01 전체     신규    9   \n",
       "24   2020. 05. 02 전체     신규    6   \n",
       "25   2020. 05. 03 전체     신규   13   \n",
       "26   2020. 05. 04 전체     신규    8   \n",
       "27   2020. 05. 05 전체     신규    3   \n",
       "28   2020. 05. 06 전체     신규    2   \n",
       "29   2020. 05. 07 전체     신규    4   \n",
       "30   2020. 05. 08 전체     신규   12   \n",
       "⋮    ⋮            ⋮        ⋮      ⋮    \n",
       "9125 2021. 01. 11 검역     신규   11   \n",
       "9126 2021. 01. 12 검역     신규    8   \n",
       "9127 2021. 01. 13 검역     신규    3   \n",
       "9128 2021. 01. 14 검역     신규   11   \n",
       "9129 2021. 01. 15 검역     신규    5   \n",
       "9130 2021. 01. 16 검역     신규    8   \n",
       "9131 2021. 01. 17 검역     신규    8   \n",
       "9132 2021. 01. 18 검역     신규   10   \n",
       "9133 2021. 01. 19 검역     신규    8   \n",
       "9134 2021. 01. 20 검역     신규    1   \n",
       "9135 2021. 01. 21 검역     신규    6   \n",
       "9136 2021. 01. 22 검역     신규    9   \n",
       "9137 2021. 01. 23 검역     신규   12   \n",
       "9138 2021. 01. 24 검역     신규    9   \n",
       "9139 2021. 01. 25 검역     신규   11   \n",
       "9140 2021. 01. 26 검역     신규    6   \n",
       "9141 2021. 01. 27 검역     신규   12   \n",
       "9142 2021. 01. 28 검역     신규    7   \n",
       "9143 2021. 01. 29 검역     신규    9   \n",
       "9144 2021. 01. 30 검역     신규   15   \n",
       "9145 2021. 01. 31 검역     신규   15   \n",
       "9146 2021. 02. 01 검역     신규    6   \n",
       "9147 2021. 02. 02 검역     신규   12   \n",
       "9148 2021. 02. 03 검역     신규   17   \n",
       "9149 2021. 02. 04 검역     신규    6   \n",
       "9150 2021. 02. 05 검역     신규    7   \n",
       "9151 2021. 02. 06 검역     신규   11   \n",
       "9152 2021. 02. 07 검역     신규   27   \n",
       "9153 2021. 02. 08 검역     신규    9   \n",
       "9154 2021. 02. 09 검역     신규   11   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid19 <- read.csv(\n",
    "    './data/COVID19.csv', \n",
    "    header = TRUE, \n",
    "    na = '-', \n",
    "    strip.white = TRUE, \n",
    "    stringsAsFactors = TRUE\n",
    ")\n",
    "colnames(covid19) <- c('category', 'status', 'date', 'value')\n",
    "covid19 <- covid19[, c(3, 1, 2, 4)]\n",
    "covid19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2922362c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 9154 × 4</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>date</th><th scope=col>category</th><th scope=col>status</th><th scope=col>value</th></tr>\n",
       "\t<tr><th scope=col>&lt;date&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>2020-04-09</td><td>전체</td><td>신규</td><td>39</td></tr>\n",
       "\t<tr><td>2020-04-10</td><td>전체</td><td>신규</td><td>27</td></tr>\n",
       "\t<tr><td>2020-04-11</td><td>전체</td><td>신규</td><td>30</td></tr>\n",
       "\t<tr><td>2020-04-12</td><td>전체</td><td>신규</td><td>32</td></tr>\n",
       "\t<tr><td>2020-04-13</td><td>전체</td><td>신규</td><td>25</td></tr>\n",
       "\t<tr><td>2020-04-14</td><td>전체</td><td>신규</td><td>27</td></tr>\n",
       "\t<tr><td>2020-04-15</td><td>전체</td><td>신규</td><td>27</td></tr>\n",
       "\t<tr><td>2020-04-16</td><td>전체</td><td>신규</td><td>22</td></tr>\n",
       "\t<tr><td>2020-04-17</td><td>전체</td><td>신규</td><td>22</td></tr>\n",
       "\t<tr><td>2020-04-18</td><td>전체</td><td>신규</td><td>18</td></tr>\n",
       "\t<tr><td>2020-04-19</td><td>전체</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2020-04-20</td><td>전체</td><td>신규</td><td>13</td></tr>\n",
       "\t<tr><td>2020-04-21</td><td>전체</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2020-04-22</td><td>전체</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2020-04-23</td><td>전체</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2020-04-24</td><td>전체</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2020-04-25</td><td>전체</td><td>신규</td><td>10</td></tr>\n",
       "\t<tr><td>2020-04-26</td><td>전체</td><td>신규</td><td>10</td></tr>\n",
       "\t<tr><td>2020-04-27</td><td>전체</td><td>신규</td><td>10</td></tr>\n",
       "\t<tr><td>2020-04-28</td><td>전체</td><td>신규</td><td>14</td></tr>\n",
       "\t<tr><td>2020-04-29</td><td>전체</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2020-04-30</td><td>전체</td><td>신규</td><td> 4</td></tr>\n",
       "\t<tr><td>2020-05-01</td><td>전체</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2020-05-02</td><td>전체</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2020-05-03</td><td>전체</td><td>신규</td><td>13</td></tr>\n",
       "\t<tr><td>2020-05-04</td><td>전체</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2020-05-05</td><td>전체</td><td>신규</td><td> 3</td></tr>\n",
       "\t<tr><td>2020-05-06</td><td>전체</td><td>신규</td><td> 2</td></tr>\n",
       "\t<tr><td>2020-05-07</td><td>전체</td><td>신규</td><td> 4</td></tr>\n",
       "\t<tr><td>2020-05-08</td><td>전체</td><td>신규</td><td>12</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>2021-01-11</td><td>검역</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2021-01-12</td><td>검역</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2021-01-13</td><td>검역</td><td>신규</td><td> 3</td></tr>\n",
       "\t<tr><td>2021-01-14</td><td>검역</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2021-01-15</td><td>검역</td><td>신규</td><td> 5</td></tr>\n",
       "\t<tr><td>2021-01-16</td><td>검역</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2021-01-17</td><td>검역</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2021-01-18</td><td>검역</td><td>신규</td><td>10</td></tr>\n",
       "\t<tr><td>2021-01-19</td><td>검역</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2021-01-20</td><td>검역</td><td>신규</td><td> 1</td></tr>\n",
       "\t<tr><td>2021-01-21</td><td>검역</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2021-01-22</td><td>검역</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2021-01-23</td><td>검역</td><td>신규</td><td>12</td></tr>\n",
       "\t<tr><td>2021-01-24</td><td>검역</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2021-01-25</td><td>검역</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2021-01-26</td><td>검역</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2021-01-27</td><td>검역</td><td>신규</td><td>12</td></tr>\n",
       "\t<tr><td>2021-01-28</td><td>검역</td><td>신규</td><td> 7</td></tr>\n",
       "\t<tr><td>2021-01-29</td><td>검역</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2021-01-30</td><td>검역</td><td>신규</td><td>15</td></tr>\n",
       "\t<tr><td>2021-01-31</td><td>검역</td><td>신규</td><td>15</td></tr>\n",
       "\t<tr><td>2021-02-01</td><td>검역</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2021-02-02</td><td>검역</td><td>신규</td><td>12</td></tr>\n",
       "\t<tr><td>2021-02-03</td><td>검역</td><td>신규</td><td>17</td></tr>\n",
       "\t<tr><td>2021-02-04</td><td>검역</td><td>신규</td><td> 6</td></tr>\n",
       "\t<tr><td>2021-02-05</td><td>검역</td><td>신규</td><td> 7</td></tr>\n",
       "\t<tr><td>2021-02-06</td><td>검역</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2021-02-07</td><td>검역</td><td>신규</td><td>27</td></tr>\n",
       "\t<tr><td>2021-02-08</td><td>검역</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2021-02-09</td><td>검역</td><td>신규</td><td>11</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 9154 × 4\n",
       "\\begin{tabular}{llll}\n",
       " date & category & status & value\\\\\n",
       " <date> & <fct> & <fct> & <int>\\\\\n",
       "\\hline\n",
       "\t 2020-04-09 & 전체 & 신규 & 39\\\\\n",
       "\t 2020-04-10 & 전체 & 신규 & 27\\\\\n",
       "\t 2020-04-11 & 전체 & 신규 & 30\\\\\n",
       "\t 2020-04-12 & 전체 & 신규 & 32\\\\\n",
       "\t 2020-04-13 & 전체 & 신규 & 25\\\\\n",
       "\t 2020-04-14 & 전체 & 신규 & 27\\\\\n",
       "\t 2020-04-15 & 전체 & 신규 & 27\\\\\n",
       "\t 2020-04-16 & 전체 & 신규 & 22\\\\\n",
       "\t 2020-04-17 & 전체 & 신규 & 22\\\\\n",
       "\t 2020-04-18 & 전체 & 신규 & 18\\\\\n",
       "\t 2020-04-19 & 전체 & 신규 &  8\\\\\n",
       "\t 2020-04-20 & 전체 & 신규 & 13\\\\\n",
       "\t 2020-04-21 & 전체 & 신규 &  9\\\\\n",
       "\t 2020-04-22 & 전체 & 신규 & 11\\\\\n",
       "\t 2020-04-23 & 전체 & 신규 &  8\\\\\n",
       "\t 2020-04-24 & 전체 & 신규 &  6\\\\\n",
       "\t 2020-04-25 & 전체 & 신규 & 10\\\\\n",
       "\t 2020-04-26 & 전체 & 신규 & 10\\\\\n",
       "\t 2020-04-27 & 전체 & 신규 & 10\\\\\n",
       "\t 2020-04-28 & 전체 & 신규 & 14\\\\\n",
       "\t 2020-04-29 & 전체 & 신규 &  9\\\\\n",
       "\t 2020-04-30 & 전체 & 신규 &  4\\\\\n",
       "\t 2020-05-01 & 전체 & 신규 &  9\\\\\n",
       "\t 2020-05-02 & 전체 & 신규 &  6\\\\\n",
       "\t 2020-05-03 & 전체 & 신규 & 13\\\\\n",
       "\t 2020-05-04 & 전체 & 신규 &  8\\\\\n",
       "\t 2020-05-05 & 전체 & 신규 &  3\\\\\n",
       "\t 2020-05-06 & 전체 & 신규 &  2\\\\\n",
       "\t 2020-05-07 & 전체 & 신규 &  4\\\\\n",
       "\t 2020-05-08 & 전체 & 신규 & 12\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 2021-01-11 & 검역 & 신규 & 11\\\\\n",
       "\t 2021-01-12 & 검역 & 신규 &  8\\\\\n",
       "\t 2021-01-13 & 검역 & 신규 &  3\\\\\n",
       "\t 2021-01-14 & 검역 & 신규 & 11\\\\\n",
       "\t 2021-01-15 & 검역 & 신규 &  5\\\\\n",
       "\t 2021-01-16 & 검역 & 신규 &  8\\\\\n",
       "\t 2021-01-17 & 검역 & 신규 &  8\\\\\n",
       "\t 2021-01-18 & 검역 & 신규 & 10\\\\\n",
       "\t 2021-01-19 & 검역 & 신규 &  8\\\\\n",
       "\t 2021-01-20 & 검역 & 신규 &  1\\\\\n",
       "\t 2021-01-21 & 검역 & 신규 &  6\\\\\n",
       "\t 2021-01-22 & 검역 & 신규 &  9\\\\\n",
       "\t 2021-01-23 & 검역 & 신규 & 12\\\\\n",
       "\t 2021-01-24 & 검역 & 신규 &  9\\\\\n",
       "\t 2021-01-25 & 검역 & 신규 & 11\\\\\n",
       "\t 2021-01-26 & 검역 & 신규 &  6\\\\\n",
       "\t 2021-01-27 & 검역 & 신규 & 12\\\\\n",
       "\t 2021-01-28 & 검역 & 신규 &  7\\\\\n",
       "\t 2021-01-29 & 검역 & 신규 &  9\\\\\n",
       "\t 2021-01-30 & 검역 & 신규 & 15\\\\\n",
       "\t 2021-01-31 & 검역 & 신규 & 15\\\\\n",
       "\t 2021-02-01 & 검역 & 신규 &  6\\\\\n",
       "\t 2021-02-02 & 검역 & 신규 & 12\\\\\n",
       "\t 2021-02-03 & 검역 & 신규 & 17\\\\\n",
       "\t 2021-02-04 & 검역 & 신규 &  6\\\\\n",
       "\t 2021-02-05 & 검역 & 신규 &  7\\\\\n",
       "\t 2021-02-06 & 검역 & 신규 & 11\\\\\n",
       "\t 2021-02-07 & 검역 & 신규 & 27\\\\\n",
       "\t 2021-02-08 & 검역 & 신규 &  9\\\\\n",
       "\t 2021-02-09 & 검역 & 신규 & 11\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 9154 × 4\n",
       "\n",
       "| date &lt;date&gt; | category &lt;fct&gt; | status &lt;fct&gt; | value &lt;int&gt; |\n",
       "|---|---|---|---|\n",
       "| 2020-04-09 | 전체 | 신규 | 39 |\n",
       "| 2020-04-10 | 전체 | 신규 | 27 |\n",
       "| 2020-04-11 | 전체 | 신규 | 30 |\n",
       "| 2020-04-12 | 전체 | 신규 | 32 |\n",
       "| 2020-04-13 | 전체 | 신규 | 25 |\n",
       "| 2020-04-14 | 전체 | 신규 | 27 |\n",
       "| 2020-04-15 | 전체 | 신규 | 27 |\n",
       "| 2020-04-16 | 전체 | 신규 | 22 |\n",
       "| 2020-04-17 | 전체 | 신규 | 22 |\n",
       "| 2020-04-18 | 전체 | 신규 | 18 |\n",
       "| 2020-04-19 | 전체 | 신규 |  8 |\n",
       "| 2020-04-20 | 전체 | 신규 | 13 |\n",
       "| 2020-04-21 | 전체 | 신규 |  9 |\n",
       "| 2020-04-22 | 전체 | 신규 | 11 |\n",
       "| 2020-04-23 | 전체 | 신규 |  8 |\n",
       "| 2020-04-24 | 전체 | 신규 |  6 |\n",
       "| 2020-04-25 | 전체 | 신규 | 10 |\n",
       "| 2020-04-26 | 전체 | 신규 | 10 |\n",
       "| 2020-04-27 | 전체 | 신규 | 10 |\n",
       "| 2020-04-28 | 전체 | 신규 | 14 |\n",
       "| 2020-04-29 | 전체 | 신규 |  9 |\n",
       "| 2020-04-30 | 전체 | 신규 |  4 |\n",
       "| 2020-05-01 | 전체 | 신규 |  9 |\n",
       "| 2020-05-02 | 전체 | 신규 |  6 |\n",
       "| 2020-05-03 | 전체 | 신규 | 13 |\n",
       "| 2020-05-04 | 전체 | 신규 |  8 |\n",
       "| 2020-05-05 | 전체 | 신규 |  3 |\n",
       "| 2020-05-06 | 전체 | 신규 |  2 |\n",
       "| 2020-05-07 | 전체 | 신규 |  4 |\n",
       "| 2020-05-08 | 전체 | 신규 | 12 |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 2021-01-11 | 검역 | 신규 | 11 |\n",
       "| 2021-01-12 | 검역 | 신규 |  8 |\n",
       "| 2021-01-13 | 검역 | 신규 |  3 |\n",
       "| 2021-01-14 | 검역 | 신규 | 11 |\n",
       "| 2021-01-15 | 검역 | 신규 |  5 |\n",
       "| 2021-01-16 | 검역 | 신규 |  8 |\n",
       "| 2021-01-17 | 검역 | 신규 |  8 |\n",
       "| 2021-01-18 | 검역 | 신규 | 10 |\n",
       "| 2021-01-19 | 검역 | 신규 |  8 |\n",
       "| 2021-01-20 | 검역 | 신규 |  1 |\n",
       "| 2021-01-21 | 검역 | 신규 |  6 |\n",
       "| 2021-01-22 | 검역 | 신규 |  9 |\n",
       "| 2021-01-23 | 검역 | 신규 | 12 |\n",
       "| 2021-01-24 | 검역 | 신규 |  9 |\n",
       "| 2021-01-25 | 검역 | 신규 | 11 |\n",
       "| 2021-01-26 | 검역 | 신규 |  6 |\n",
       "| 2021-01-27 | 검역 | 신규 | 12 |\n",
       "| 2021-01-28 | 검역 | 신규 |  7 |\n",
       "| 2021-01-29 | 검역 | 신규 |  9 |\n",
       "| 2021-01-30 | 검역 | 신규 | 15 |\n",
       "| 2021-01-31 | 검역 | 신규 | 15 |\n",
       "| 2021-02-01 | 검역 | 신규 |  6 |\n",
       "| 2021-02-02 | 검역 | 신규 | 12 |\n",
       "| 2021-02-03 | 검역 | 신규 | 17 |\n",
       "| 2021-02-04 | 검역 | 신규 |  6 |\n",
       "| 2021-02-05 | 검역 | 신규 |  7 |\n",
       "| 2021-02-06 | 검역 | 신규 | 11 |\n",
       "| 2021-02-07 | 검역 | 신규 | 27 |\n",
       "| 2021-02-08 | 검역 | 신규 |  9 |\n",
       "| 2021-02-09 | 검역 | 신규 | 11 |\n",
       "\n"
      ],
      "text/plain": [
       "     date       category status value\n",
       "1    2020-04-09 전체     신규   39   \n",
       "2    2020-04-10 전체     신규   27   \n",
       "3    2020-04-11 전체     신규   30   \n",
       "4    2020-04-12 전체     신규   32   \n",
       "5    2020-04-13 전체     신규   25   \n",
       "6    2020-04-14 전체     신규   27   \n",
       "7    2020-04-15 전체     신규   27   \n",
       "8    2020-04-16 전체     신규   22   \n",
       "9    2020-04-17 전체     신규   22   \n",
       "10   2020-04-18 전체     신규   18   \n",
       "11   2020-04-19 전체     신규    8   \n",
       "12   2020-04-20 전체     신규   13   \n",
       "13   2020-04-21 전체     신규    9   \n",
       "14   2020-04-22 전체     신규   11   \n",
       "15   2020-04-23 전체     신규    8   \n",
       "16   2020-04-24 전체     신규    6   \n",
       "17   2020-04-25 전체     신규   10   \n",
       "18   2020-04-26 전체     신규   10   \n",
       "19   2020-04-27 전체     신규   10   \n",
       "20   2020-04-28 전체     신규   14   \n",
       "21   2020-04-29 전체     신규    9   \n",
       "22   2020-04-30 전체     신규    4   \n",
       "23   2020-05-01 전체     신규    9   \n",
       "24   2020-05-02 전체     신규    6   \n",
       "25   2020-05-03 전체     신규   13   \n",
       "26   2020-05-04 전체     신규    8   \n",
       "27   2020-05-05 전체     신규    3   \n",
       "28   2020-05-06 전체     신규    2   \n",
       "29   2020-05-07 전체     신규    4   \n",
       "30   2020-05-08 전체     신규   12   \n",
       "⋮    ⋮          ⋮        ⋮      ⋮    \n",
       "9125 2021-01-11 검역     신규   11   \n",
       "9126 2021-01-12 검역     신규    8   \n",
       "9127 2021-01-13 검역     신규    3   \n",
       "9128 2021-01-14 검역     신규   11   \n",
       "9129 2021-01-15 검역     신규    5   \n",
       "9130 2021-01-16 검역     신규    8   \n",
       "9131 2021-01-17 검역     신규    8   \n",
       "9132 2021-01-18 검역     신규   10   \n",
       "9133 2021-01-19 검역     신규    8   \n",
       "9134 2021-01-20 검역     신규    1   \n",
       "9135 2021-01-21 검역     신규    6   \n",
       "9136 2021-01-22 검역     신규    9   \n",
       "9137 2021-01-23 검역     신규   12   \n",
       "9138 2021-01-24 검역     신규    9   \n",
       "9139 2021-01-25 검역     신규   11   \n",
       "9140 2021-01-26 검역     신규    6   \n",
       "9141 2021-01-27 검역     신규   12   \n",
       "9142 2021-01-28 검역     신규    7   \n",
       "9143 2021-01-29 검역     신규    9   \n",
       "9144 2021-01-30 검역     신규   15   \n",
       "9145 2021-01-31 검역     신규   15   \n",
       "9146 2021-02-01 검역     신규    6   \n",
       "9147 2021-02-02 검역     신규   12   \n",
       "9148 2021-02-03 검역     신규   17   \n",
       "9149 2021-02-04 검역     신규    6   \n",
       "9150 2021-02-05 검역     신규    7   \n",
       "9151 2021-02-06 검역     신규   11   \n",
       "9152 2021-02-07 검역     신규   27   \n",
       "9153 2021-02-08 검역     신규    9   \n",
       "9154 2021-02-09 검역     신규   11   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid19$date <- as.Date(covid19$date, \"%Y. %m. %d\")\n",
    "covid19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "007b34d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 2717 × 4</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>date</th><th scope=col>category</th><th scope=col>status</th><th scope=col>value</th></tr>\n",
       "\t<tr><th scope=col>&lt;date&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>2020-04-09</td><td>0-9세</td><td>신규</td><td> 2</td></tr>\n",
       "\t<tr><td>2020-04-10</td><td>0-9세</td><td>신규</td><td> 1</td></tr>\n",
       "\t<tr><td>2020-04-11</td><td>0-9세</td><td>신규</td><td> 1</td></tr>\n",
       "\t<tr><td>2020-04-12</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-13</td><td>0-9세</td><td>신규</td><td> 2</td></tr>\n",
       "\t<tr><td>2020-04-14</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-15</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-16</td><td>0-9세</td><td>신규</td><td> 3</td></tr>\n",
       "\t<tr><td>2020-04-17</td><td>0-9세</td><td>신규</td><td> 1</td></tr>\n",
       "\t<tr><td>2020-04-18</td><td>0-9세</td><td>신규</td><td> 2</td></tr>\n",
       "\t<tr><td>2020-04-19</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-20</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-21</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-22</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-23</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-24</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-25</td><td>0-9세</td><td>신규</td><td> 1</td></tr>\n",
       "\t<tr><td>2020-04-26</td><td>0-9세</td><td>신규</td><td> 2</td></tr>\n",
       "\t<tr><td>2020-04-27</td><td>0-9세</td><td>신규</td><td>-1</td></tr>\n",
       "\t<tr><td>2020-04-28</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-29</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-04-30</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-05-01</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-05-02</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-05-03</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-05-04</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-05-05</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-05-06</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-05-07</td><td>0-9세</td><td>신규</td><td> 0</td></tr>\n",
       "\t<tr><td>2020-05-08</td><td>0-9세</td><td>신규</td><td> 1</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>2021-01-11</td><td>80세 이상</td><td>신규</td><td>31</td></tr>\n",
       "\t<tr><td>2021-01-12</td><td>80세 이상</td><td>신규</td><td>35</td></tr>\n",
       "\t<tr><td>2021-01-13</td><td>80세 이상</td><td>신규</td><td>16</td></tr>\n",
       "\t<tr><td>2021-01-14</td><td>80세 이상</td><td>신규</td><td>29</td></tr>\n",
       "\t<tr><td>2021-01-15</td><td>80세 이상</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2021-01-16</td><td>80세 이상</td><td>신규</td><td>26</td></tr>\n",
       "\t<tr><td>2021-01-17</td><td>80세 이상</td><td>신규</td><td>39</td></tr>\n",
       "\t<tr><td>2021-01-18</td><td>80세 이상</td><td>신규</td><td>20</td></tr>\n",
       "\t<tr><td>2021-01-19</td><td>80세 이상</td><td>신규</td><td> 8</td></tr>\n",
       "\t<tr><td>2021-01-20</td><td>80세 이상</td><td>신규</td><td>21</td></tr>\n",
       "\t<tr><td>2021-01-21</td><td>80세 이상</td><td>신규</td><td>24</td></tr>\n",
       "\t<tr><td>2021-01-22</td><td>80세 이상</td><td>신규</td><td>13</td></tr>\n",
       "\t<tr><td>2021-01-23</td><td>80세 이상</td><td>신규</td><td>23</td></tr>\n",
       "\t<tr><td>2021-01-24</td><td>80세 이상</td><td>신규</td><td>17</td></tr>\n",
       "\t<tr><td>2021-01-25</td><td>80세 이상</td><td>신규</td><td>13</td></tr>\n",
       "\t<tr><td>2021-01-26</td><td>80세 이상</td><td>신규</td><td>19</td></tr>\n",
       "\t<tr><td>2021-01-27</td><td>80세 이상</td><td>신규</td><td>22</td></tr>\n",
       "\t<tr><td>2021-01-28</td><td>80세 이상</td><td>신규</td><td>25</td></tr>\n",
       "\t<tr><td>2021-01-29</td><td>80세 이상</td><td>신규</td><td>43</td></tr>\n",
       "\t<tr><td>2021-01-30</td><td>80세 이상</td><td>신규</td><td>33</td></tr>\n",
       "\t<tr><td>2021-01-31</td><td>80세 이상</td><td>신규</td><td>26</td></tr>\n",
       "\t<tr><td>2021-02-01</td><td>80세 이상</td><td>신규</td><td>19</td></tr>\n",
       "\t<tr><td>2021-02-02</td><td>80세 이상</td><td>신규</td><td>14</td></tr>\n",
       "\t<tr><td>2021-02-03</td><td>80세 이상</td><td>신규</td><td>12</td></tr>\n",
       "\t<tr><td>2021-02-04</td><td>80세 이상</td><td>신규</td><td>26</td></tr>\n",
       "\t<tr><td>2021-02-05</td><td>80세 이상</td><td>신규</td><td>14</td></tr>\n",
       "\t<tr><td>2021-02-06</td><td>80세 이상</td><td>신규</td><td>13</td></tr>\n",
       "\t<tr><td>2021-02-07</td><td>80세 이상</td><td>신규</td><td>11</td></tr>\n",
       "\t<tr><td>2021-02-08</td><td>80세 이상</td><td>신규</td><td> 9</td></tr>\n",
       "\t<tr><td>2021-02-09</td><td>80세 이상</td><td>신규</td><td>11</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 2717 × 4\n",
       "\\begin{tabular}{llll}\n",
       " date & category & status & value\\\\\n",
       " <date> & <fct> & <fct> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 2020-04-09 & 0-9세 & 신규 &  2\\\\\n",
       "\t 2020-04-10 & 0-9세 & 신규 &  1\\\\\n",
       "\t 2020-04-11 & 0-9세 & 신규 &  1\\\\\n",
       "\t 2020-04-12 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-13 & 0-9세 & 신규 &  2\\\\\n",
       "\t 2020-04-14 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-15 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-16 & 0-9세 & 신규 &  3\\\\\n",
       "\t 2020-04-17 & 0-9세 & 신규 &  1\\\\\n",
       "\t 2020-04-18 & 0-9세 & 신규 &  2\\\\\n",
       "\t 2020-04-19 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-20 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-21 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-22 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-23 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-24 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-25 & 0-9세 & 신규 &  1\\\\\n",
       "\t 2020-04-26 & 0-9세 & 신규 &  2\\\\\n",
       "\t 2020-04-27 & 0-9세 & 신규 & -1\\\\\n",
       "\t 2020-04-28 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-29 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-04-30 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-05-01 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-05-02 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-05-03 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-05-04 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-05-05 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-05-06 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-05-07 & 0-9세 & 신규 &  0\\\\\n",
       "\t 2020-05-08 & 0-9세 & 신규 &  1\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 2021-01-11 & 80세 이상 & 신규 & 31\\\\\n",
       "\t 2021-01-12 & 80세 이상 & 신규 & 35\\\\\n",
       "\t 2021-01-13 & 80세 이상 & 신규 & 16\\\\\n",
       "\t 2021-01-14 & 80세 이상 & 신규 & 29\\\\\n",
       "\t 2021-01-15 & 80세 이상 & 신규 & 11\\\\\n",
       "\t 2021-01-16 & 80세 이상 & 신규 & 26\\\\\n",
       "\t 2021-01-17 & 80세 이상 & 신규 & 39\\\\\n",
       "\t 2021-01-18 & 80세 이상 & 신규 & 20\\\\\n",
       "\t 2021-01-19 & 80세 이상 & 신규 &  8\\\\\n",
       "\t 2021-01-20 & 80세 이상 & 신규 & 21\\\\\n",
       "\t 2021-01-21 & 80세 이상 & 신규 & 24\\\\\n",
       "\t 2021-01-22 & 80세 이상 & 신규 & 13\\\\\n",
       "\t 2021-01-23 & 80세 이상 & 신규 & 23\\\\\n",
       "\t 2021-01-24 & 80세 이상 & 신규 & 17\\\\\n",
       "\t 2021-01-25 & 80세 이상 & 신규 & 13\\\\\n",
       "\t 2021-01-26 & 80세 이상 & 신규 & 19\\\\\n",
       "\t 2021-01-27 & 80세 이상 & 신규 & 22\\\\\n",
       "\t 2021-01-28 & 80세 이상 & 신규 & 25\\\\\n",
       "\t 2021-01-29 & 80세 이상 & 신규 & 43\\\\\n",
       "\t 2021-01-30 & 80세 이상 & 신규 & 33\\\\\n",
       "\t 2021-01-31 & 80세 이상 & 신규 & 26\\\\\n",
       "\t 2021-02-01 & 80세 이상 & 신규 & 19\\\\\n",
       "\t 2021-02-02 & 80세 이상 & 신규 & 14\\\\\n",
       "\t 2021-02-03 & 80세 이상 & 신규 & 12\\\\\n",
       "\t 2021-02-04 & 80세 이상 & 신규 & 26\\\\\n",
       "\t 2021-02-05 & 80세 이상 & 신규 & 14\\\\\n",
       "\t 2021-02-06 & 80세 이상 & 신규 & 13\\\\\n",
       "\t 2021-02-07 & 80세 이상 & 신규 & 11\\\\\n",
       "\t 2021-02-08 & 80세 이상 & 신규 &  9\\\\\n",
       "\t 2021-02-09 & 80세 이상 & 신규 & 11\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 2717 × 4\n",
       "\n",
       "| date &lt;date&gt; | category &lt;fct&gt; | status &lt;fct&gt; | value &lt;dbl&gt; |\n",
       "|---|---|---|---|\n",
       "| 2020-04-09 | 0-9세 | 신규 |  2 |\n",
       "| 2020-04-10 | 0-9세 | 신규 |  1 |\n",
       "| 2020-04-11 | 0-9세 | 신규 |  1 |\n",
       "| 2020-04-12 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-13 | 0-9세 | 신규 |  2 |\n",
       "| 2020-04-14 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-15 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-16 | 0-9세 | 신규 |  3 |\n",
       "| 2020-04-17 | 0-9세 | 신규 |  1 |\n",
       "| 2020-04-18 | 0-9세 | 신규 |  2 |\n",
       "| 2020-04-19 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-20 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-21 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-22 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-23 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-24 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-25 | 0-9세 | 신규 |  1 |\n",
       "| 2020-04-26 | 0-9세 | 신규 |  2 |\n",
       "| 2020-04-27 | 0-9세 | 신규 | -1 |\n",
       "| 2020-04-28 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-29 | 0-9세 | 신규 |  0 |\n",
       "| 2020-04-30 | 0-9세 | 신규 |  0 |\n",
       "| 2020-05-01 | 0-9세 | 신규 |  0 |\n",
       "| 2020-05-02 | 0-9세 | 신규 |  0 |\n",
       "| 2020-05-03 | 0-9세 | 신규 |  0 |\n",
       "| 2020-05-04 | 0-9세 | 신규 |  0 |\n",
       "| 2020-05-05 | 0-9세 | 신규 |  0 |\n",
       "| 2020-05-06 | 0-9세 | 신규 |  0 |\n",
       "| 2020-05-07 | 0-9세 | 신규 |  0 |\n",
       "| 2020-05-08 | 0-9세 | 신규 |  1 |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 2021-01-11 | 80세 이상 | 신규 | 31 |\n",
       "| 2021-01-12 | 80세 이상 | 신규 | 35 |\n",
       "| 2021-01-13 | 80세 이상 | 신규 | 16 |\n",
       "| 2021-01-14 | 80세 이상 | 신규 | 29 |\n",
       "| 2021-01-15 | 80세 이상 | 신규 | 11 |\n",
       "| 2021-01-16 | 80세 이상 | 신규 | 26 |\n",
       "| 2021-01-17 | 80세 이상 | 신규 | 39 |\n",
       "| 2021-01-18 | 80세 이상 | 신규 | 20 |\n",
       "| 2021-01-19 | 80세 이상 | 신규 |  8 |\n",
       "| 2021-01-20 | 80세 이상 | 신규 | 21 |\n",
       "| 2021-01-21 | 80세 이상 | 신규 | 24 |\n",
       "| 2021-01-22 | 80세 이상 | 신규 | 13 |\n",
       "| 2021-01-23 | 80세 이상 | 신규 | 23 |\n",
       "| 2021-01-24 | 80세 이상 | 신규 | 17 |\n",
       "| 2021-01-25 | 80세 이상 | 신규 | 13 |\n",
       "| 2021-01-26 | 80세 이상 | 신규 | 19 |\n",
       "| 2021-01-27 | 80세 이상 | 신규 | 22 |\n",
       "| 2021-01-28 | 80세 이상 | 신규 | 25 |\n",
       "| 2021-01-29 | 80세 이상 | 신규 | 43 |\n",
       "| 2021-01-30 | 80세 이상 | 신규 | 33 |\n",
       "| 2021-01-31 | 80세 이상 | 신규 | 26 |\n",
       "| 2021-02-01 | 80세 이상 | 신규 | 19 |\n",
       "| 2021-02-02 | 80세 이상 | 신규 | 14 |\n",
       "| 2021-02-03 | 80세 이상 | 신규 | 12 |\n",
       "| 2021-02-04 | 80세 이상 | 신규 | 26 |\n",
       "| 2021-02-05 | 80세 이상 | 신규 | 14 |\n",
       "| 2021-02-06 | 80세 이상 | 신규 | 13 |\n",
       "| 2021-02-07 | 80세 이상 | 신규 | 11 |\n",
       "| 2021-02-08 | 80세 이상 | 신규 |  9 |\n",
       "| 2021-02-09 | 80세 이상 | 신규 | 11 |\n",
       "\n"
      ],
      "text/plain": [
       "     date       category  status value\n",
       "1    2020-04-09 0-9세     신규    2   \n",
       "2    2020-04-10 0-9세     신규    1   \n",
       "3    2020-04-11 0-9세     신규    1   \n",
       "4    2020-04-12 0-9세     신규    0   \n",
       "5    2020-04-13 0-9세     신규    2   \n",
       "6    2020-04-14 0-9세     신규    0   \n",
       "7    2020-04-15 0-9세     신규    0   \n",
       "8    2020-04-16 0-9세     신규    3   \n",
       "9    2020-04-17 0-9세     신규    1   \n",
       "10   2020-04-18 0-9세     신규    2   \n",
       "11   2020-04-19 0-9세     신규    0   \n",
       "12   2020-04-20 0-9세     신규    0   \n",
       "13   2020-04-21 0-9세     신규    0   \n",
       "14   2020-04-22 0-9세     신규    0   \n",
       "15   2020-04-23 0-9세     신규    0   \n",
       "16   2020-04-24 0-9세     신규    0   \n",
       "17   2020-04-25 0-9세     신규    1   \n",
       "18   2020-04-26 0-9세     신규    2   \n",
       "19   2020-04-27 0-9세     신규   -1   \n",
       "20   2020-04-28 0-9세     신규    0   \n",
       "21   2020-04-29 0-9세     신규    0   \n",
       "22   2020-04-30 0-9세     신규    0   \n",
       "23   2020-05-01 0-9세     신규    0   \n",
       "24   2020-05-02 0-9세     신규    0   \n",
       "25   2020-05-03 0-9세     신규    0   \n",
       "26   2020-05-04 0-9세     신규    0   \n",
       "27   2020-05-05 0-9세     신규    0   \n",
       "28   2020-05-06 0-9세     신규    0   \n",
       "29   2020-05-07 0-9세     신규    0   \n",
       "30   2020-05-08 0-9세     신규    1   \n",
       "⋮    ⋮          ⋮         ⋮      ⋮    \n",
       "2688 2021-01-11 80세 이상 신규   31   \n",
       "2689 2021-01-12 80세 이상 신규   35   \n",
       "2690 2021-01-13 80세 이상 신규   16   \n",
       "2691 2021-01-14 80세 이상 신규   29   \n",
       "2692 2021-01-15 80세 이상 신규   11   \n",
       "2693 2021-01-16 80세 이상 신규   26   \n",
       "2694 2021-01-17 80세 이상 신규   39   \n",
       "2695 2021-01-18 80세 이상 신규   20   \n",
       "2696 2021-01-19 80세 이상 신규    8   \n",
       "2697 2021-01-20 80세 이상 신규   21   \n",
       "2698 2021-01-21 80세 이상 신규   24   \n",
       "2699 2021-01-22 80세 이상 신규   13   \n",
       "2700 2021-01-23 80세 이상 신규   23   \n",
       "2701 2021-01-24 80세 이상 신규   17   \n",
       "2702 2021-01-25 80세 이상 신규   13   \n",
       "2703 2021-01-26 80세 이상 신규   19   \n",
       "2704 2021-01-27 80세 이상 신규   22   \n",
       "2705 2021-01-28 80세 이상 신규   25   \n",
       "2706 2021-01-29 80세 이상 신규   43   \n",
       "2707 2021-01-30 80세 이상 신규   33   \n",
       "2708 2021-01-31 80세 이상 신규   26   \n",
       "2709 2021-02-01 80세 이상 신규   19   \n",
       "2710 2021-02-02 80세 이상 신규   14   \n",
       "2711 2021-02-03 80세 이상 신규   12   \n",
       "2712 2021-02-04 80세 이상 신규   26   \n",
       "2713 2021-02-05 80세 이상 신규   14   \n",
       "2714 2021-02-06 80세 이상 신규   13   \n",
       "2715 2021-02-07 80세 이상 신규   11   \n",
       "2716 2021-02-08 80세 이상 신규    9   \n",
       "2717 2021-02-09 80세 이상 신규   11   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid19 <- covid19 %>%\n",
    "    filter(grepl(\"세\", category)) %>%\n",
    "    filter(category != \"세종\")\n",
    "covid19$value <- ifelse(is.na(covid19$value), 0, covid19$value)\n",
    "covid19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2c835678",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 302 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>date</th><th scope=col>status</th><th scope=col>0-9세</th><th scope=col>10-19세</th><th scope=col>20-29세</th><th scope=col>30-39세</th><th scope=col>40-49세</th><th scope=col>50-59세</th><th scope=col>60-69세</th><th scope=col>70-79세</th><th scope=col>80세 이상</th></tr>\n",
       "\t<tr><th scope=col>&lt;date&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>2020-04-09</td><td>신규</td><td> 2</td><td>4</td><td>12</td><td>7</td><td>7</td><td>2</td><td>2</td><td>0</td><td>3</td></tr>\n",
       "\t<tr><td>2020-04-10</td><td>신규</td><td> 1</td><td>1</td><td> 7</td><td>4</td><td>2</td><td>3</td><td>6</td><td>2</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-11</td><td>신규</td><td> 1</td><td>5</td><td> 5</td><td>2</td><td>3</td><td>6</td><td>7</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-12</td><td>신규</td><td> 0</td><td>3</td><td>13</td><td>5</td><td>1</td><td>4</td><td>3</td><td>3</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-13</td><td>신규</td><td> 2</td><td>1</td><td>10</td><td>2</td><td>1</td><td>2</td><td>5</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-14</td><td>신규</td><td> 0</td><td>3</td><td> 7</td><td>4</td><td>4</td><td>3</td><td>3</td><td>2</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-15</td><td>신규</td><td> 0</td><td>4</td><td> 9</td><td>5</td><td>3</td><td>2</td><td>1</td><td>2</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-16</td><td>신규</td><td> 3</td><td>3</td><td> 5</td><td>1</td><td>2</td><td>3</td><td>2</td><td>1</td><td>2</td></tr>\n",
       "\t<tr><td>2020-04-17</td><td>신규</td><td> 1</td><td>4</td><td> 9</td><td>3</td><td>1</td><td>2</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-18</td><td>신규</td><td> 2</td><td>0</td><td> 9</td><td>1</td><td>1</td><td>2</td><td>1</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-19</td><td>신규</td><td> 0</td><td>2</td><td> 3</td><td>1</td><td>0</td><td>1</td><td>0</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-20</td><td>신규</td><td> 0</td><td>3</td><td> 5</td><td>2</td><td>0</td><td>3</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-21</td><td>신규</td><td> 0</td><td>1</td><td> 2</td><td>0</td><td>1</td><td>3</td><td>0</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-22</td><td>신규</td><td> 0</td><td>1</td><td> 3</td><td>1</td><td>4</td><td>0</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-23</td><td>신규</td><td> 0</td><td>1</td><td> 2</td><td>1</td><td>1</td><td>1</td><td>0</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-24</td><td>신규</td><td> 0</td><td>1</td><td> 1</td><td>1</td><td>0</td><td>1</td><td>1</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-25</td><td>신규</td><td> 1</td><td>1</td><td> 3</td><td>1</td><td>2</td><td>0</td><td>2</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-26</td><td>신규</td><td> 2</td><td>0</td><td> 3</td><td>4</td><td>1</td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-27</td><td>신규</td><td>-1</td><td>2</td><td> 3</td><td>5</td><td>1</td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-28</td><td>신규</td><td> 0</td><td>2</td><td> 5</td><td>2</td><td>1</td><td>2</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-29</td><td>신규</td><td> 0</td><td>0</td><td> 3</td><td>2</td><td>3</td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-30</td><td>신규</td><td> 0</td><td>0</td><td> 1</td><td>2</td><td>1</td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-01</td><td>신규</td><td> 0</td><td>0</td><td> 5</td><td>1</td><td>2</td><td>0</td><td>0</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>2020-05-02</td><td>신규</td><td> 0</td><td>0</td><td> 3</td><td>1</td><td>1</td><td>0</td><td>1</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-03</td><td>신규</td><td> 0</td><td>1</td><td> 2</td><td>3</td><td>2</td><td>0</td><td>2</td><td>1</td><td>2</td></tr>\n",
       "\t<tr><td>2020-05-04</td><td>신규</td><td> 0</td><td>0</td><td> 2</td><td>1</td><td>3</td><td>0</td><td>2</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-05</td><td>신규</td><td> 0</td><td>0</td><td> 0</td><td>1</td><td>1</td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-06</td><td>신규</td><td> 0</td><td>0</td><td> 0</td><td>1</td><td>0</td><td>0</td><td>1</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-07</td><td>신규</td><td> 0</td><td>1</td><td> 2</td><td>1</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-08</td><td>신규</td><td> 1</td><td>0</td><td> 1</td><td>7</td><td>2</td><td>0</td><td>1</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>2021-01-11</td><td>신규</td><td>19</td><td> 36</td><td>47</td><td>54</td><td>61</td><td> 79</td><td> 79</td><td>44</td><td>31</td></tr>\n",
       "\t<tr><td>2021-01-12</td><td>신규</td><td>32</td><td> 34</td><td>71</td><td>59</td><td>91</td><td>102</td><td> 74</td><td>39</td><td>35</td></tr>\n",
       "\t<tr><td>2021-01-13</td><td>신규</td><td>24</td><td> 28</td><td>66</td><td>81</td><td>83</td><td>129</td><td> 87</td><td>47</td><td>16</td></tr>\n",
       "\t<tr><td>2021-01-14</td><td>신규</td><td>25</td><td> 45</td><td>60</td><td>67</td><td>82</td><td> 98</td><td> 71</td><td>39</td><td>29</td></tr>\n",
       "\t<tr><td>2021-01-15</td><td>신규</td><td>42</td><td> 37</td><td>62</td><td>70</td><td>81</td><td> 97</td><td> 91</td><td>22</td><td>11</td></tr>\n",
       "\t<tr><td>2021-01-16</td><td>신규</td><td>31</td><td> 60</td><td>54</td><td>74</td><td>78</td><td>106</td><td>108</td><td>42</td><td>26</td></tr>\n",
       "\t<tr><td>2021-01-17</td><td>신규</td><td>27</td><td> 29</td><td>74</td><td>74</td><td>82</td><td> 87</td><td> 70</td><td>38</td><td>39</td></tr>\n",
       "\t<tr><td>2021-01-18</td><td>신규</td><td>17</td><td> 31</td><td>48</td><td>53</td><td>66</td><td> 75</td><td> 49</td><td>30</td><td>20</td></tr>\n",
       "\t<tr><td>2021-01-19</td><td>신규</td><td>22</td><td> 27</td><td>52</td><td>58</td><td>72</td><td> 73</td><td> 43</td><td>31</td><td> 8</td></tr>\n",
       "\t<tr><td>2021-01-20</td><td>신규</td><td>27</td><td> 27</td><td>56</td><td>47</td><td>58</td><td> 76</td><td> 61</td><td>30</td><td>21</td></tr>\n",
       "\t<tr><td>2021-01-21</td><td>신규</td><td>15</td><td> 27</td><td>46</td><td>50</td><td>53</td><td> 84</td><td> 61</td><td>40</td><td>24</td></tr>\n",
       "\t<tr><td>2021-01-22</td><td>신규</td><td>18</td><td> 21</td><td>53</td><td>43</td><td>52</td><td> 65</td><td> 62</td><td>17</td><td>13</td></tr>\n",
       "\t<tr><td>2021-01-23</td><td>신규</td><td>21</td><td> 30</td><td>50</td><td>57</td><td>59</td><td> 85</td><td> 62</td><td>43</td><td>23</td></tr>\n",
       "\t<tr><td>2021-01-24</td><td>신규</td><td>18</td><td> 18</td><td>68</td><td>50</td><td>60</td><td> 79</td><td> 61</td><td>21</td><td>17</td></tr>\n",
       "\t<tr><td>2021-01-25</td><td>신규</td><td>14</td><td>138</td><td>44</td><td>42</td><td>46</td><td> 72</td><td> 51</td><td>17</td><td>13</td></tr>\n",
       "\t<tr><td>2021-01-26</td><td>신규</td><td>15</td><td> 30</td><td>65</td><td>44</td><td>52</td><td> 60</td><td> 55</td><td>14</td><td>19</td></tr>\n",
       "\t<tr><td>2021-01-27</td><td>신규</td><td>40</td><td> 99</td><td>66</td><td>71</td><td>83</td><td> 78</td><td> 69</td><td>26</td><td>22</td></tr>\n",
       "\t<tr><td>2021-01-28</td><td>신규</td><td>35</td><td> 45</td><td>64</td><td>58</td><td>80</td><td> 88</td><td> 69</td><td>33</td><td>25</td></tr>\n",
       "\t<tr><td>2021-01-29</td><td>신규</td><td>22</td><td> 39</td><td>47</td><td>53</td><td>74</td><td> 88</td><td> 73</td><td>30</td><td>43</td></tr>\n",
       "\t<tr><td>2021-01-30</td><td>신규</td><td>27</td><td> 48</td><td>46</td><td>49</td><td>67</td><td> 77</td><td> 73</td><td>35</td><td>33</td></tr>\n",
       "\t<tr><td>2021-01-31</td><td>신규</td><td>17</td><td> 20</td><td>46</td><td>49</td><td>46</td><td> 74</td><td> 57</td><td>20</td><td>26</td></tr>\n",
       "\t<tr><td>2021-02-01</td><td>신규</td><td>20</td><td> 30</td><td>35</td><td>44</td><td>39</td><td> 53</td><td> 45</td><td>18</td><td>19</td></tr>\n",
       "\t<tr><td>2021-02-02</td><td>신규</td><td> 9</td><td> 30</td><td>50</td><td>37</td><td>52</td><td> 70</td><td> 55</td><td>19</td><td>14</td></tr>\n",
       "\t<tr><td>2021-02-03</td><td>신규</td><td>22</td><td> 41</td><td>75</td><td>64</td><td>92</td><td> 70</td><td> 62</td><td>29</td><td>12</td></tr>\n",
       "\t<tr><td>2021-02-04</td><td>신규</td><td>27</td><td> 27</td><td>50</td><td>64</td><td>76</td><td> 75</td><td> 69</td><td>37</td><td>26</td></tr>\n",
       "\t<tr><td>2021-02-05</td><td>신규</td><td>30</td><td> 28</td><td>30</td><td>60</td><td>42</td><td> 65</td><td> 75</td><td>25</td><td>14</td></tr>\n",
       "\t<tr><td>2021-02-06</td><td>신규</td><td>25</td><td> 31</td><td>53</td><td>41</td><td>60</td><td> 77</td><td> 63</td><td>30</td><td>13</td></tr>\n",
       "\t<tr><td>2021-02-07</td><td>신규</td><td>21</td><td> 27</td><td>51</td><td>47</td><td>44</td><td> 79</td><td> 66</td><td>26</td><td>11</td></tr>\n",
       "\t<tr><td>2021-02-08</td><td>신규</td><td>19</td><td>  9</td><td>35</td><td>31</td><td>53</td><td> 52</td><td> 59</td><td>22</td><td> 9</td></tr>\n",
       "\t<tr><td>2021-02-09</td><td>신규</td><td>15</td><td> NA</td><td>33</td><td>41</td><td>52</td><td> 59</td><td> 38</td><td>28</td><td>11</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 302 × 11\n",
       "\\begin{tabular}{lllllllllll}\n",
       " date & status & 0-9세 & 10-19세 & 20-29세 & 30-39세 & 40-49세 & 50-59세 & 60-69세 & 70-79세 & 80세 이상\\\\\n",
       " <date> & <fct> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 2020-04-09 & 신규 &  2 & 4 & 12 & 7 & 7 & 2 & 2 & 0 & 3\\\\\n",
       "\t 2020-04-10 & 신규 &  1 & 1 &  7 & 4 & 2 & 3 & 6 & 2 & 1\\\\\n",
       "\t 2020-04-11 & 신규 &  1 & 5 &  5 & 2 & 3 & 6 & 7 & 0 & 1\\\\\n",
       "\t 2020-04-12 & 신규 &  0 & 3 & 13 & 5 & 1 & 4 & 3 & 3 & 0\\\\\n",
       "\t 2020-04-13 & 신규 &  2 & 1 & 10 & 2 & 1 & 2 & 5 & 1 & 1\\\\\n",
       "\t 2020-04-14 & 신규 &  0 & 3 &  7 & 4 & 4 & 3 & 3 & 2 & 1\\\\\n",
       "\t 2020-04-15 & 신규 &  0 & 4 &  9 & 5 & 3 & 2 & 1 & 2 & 1\\\\\n",
       "\t 2020-04-16 & 신규 &  3 & 3 &  5 & 1 & 2 & 3 & 2 & 1 & 2\\\\\n",
       "\t 2020-04-17 & 신규 &  1 & 4 &  9 & 3 & 1 & 2 & 1 & 1 & 0\\\\\n",
       "\t 2020-04-18 & 신규 &  2 & 0 &  9 & 1 & 1 & 2 & 1 & 1 & 1\\\\\n",
       "\t 2020-04-19 & 신규 &  0 & 2 &  3 & 1 & 0 & 1 & 0 & 0 & 1\\\\\n",
       "\t 2020-04-20 & 신규 &  0 & 3 &  5 & 2 & 0 & 3 & 0 & 0 & 0\\\\\n",
       "\t 2020-04-21 & 신규 &  0 & 1 &  2 & 0 & 1 & 3 & 0 & 1 & 1\\\\\n",
       "\t 2020-04-22 & 신규 &  0 & 1 &  3 & 1 & 4 & 0 & 1 & 1 & 0\\\\\n",
       "\t 2020-04-23 & 신규 &  0 & 1 &  2 & 1 & 1 & 1 & 0 & 1 & 1\\\\\n",
       "\t 2020-04-24 & 신규 &  0 & 1 &  1 & 1 & 0 & 1 & 1 & 0 & 1\\\\\n",
       "\t 2020-04-25 & 신규 &  1 & 1 &  3 & 1 & 2 & 0 & 2 & 0 & 0\\\\\n",
       "\t 2020-04-26 & 신규 &  2 & 0 &  3 & 4 & 1 & 0 & 0 & 0 & 0\\\\\n",
       "\t 2020-04-27 & 신규 & -1 & 2 &  3 & 5 & 1 & 0 & 0 & 0 & 0\\\\\n",
       "\t 2020-04-28 & 신규 &  0 & 2 &  5 & 2 & 1 & 2 & 1 & 1 & 0\\\\\n",
       "\t 2020-04-29 & 신규 &  0 & 0 &  3 & 2 & 3 & 1 & 0 & 0 & 0\\\\\n",
       "\t 2020-04-30 & 신규 &  0 & 0 &  1 & 2 & 1 & 0 & 0 & 0 & 0\\\\\n",
       "\t 2020-05-01 & 신규 &  0 & 0 &  5 & 1 & 2 & 0 & 0 & 0 & 1\\\\\n",
       "\t 2020-05-02 & 신규 &  0 & 0 &  3 & 1 & 1 & 0 & 1 & 0 & 0\\\\\n",
       "\t 2020-05-03 & 신규 &  0 & 1 &  2 & 3 & 2 & 0 & 2 & 1 & 2\\\\\n",
       "\t 2020-05-04 & 신규 &  0 & 0 &  2 & 1 & 3 & 0 & 2 & 0 & 0\\\\\n",
       "\t 2020-05-05 & 신규 &  0 & 0 &  0 & 1 & 1 & 1 & 0 & 0 & 0\\\\\n",
       "\t 2020-05-06 & 신규 &  0 & 0 &  0 & 1 & 0 & 0 & 1 & 0 & 0\\\\\n",
       "\t 2020-05-07 & 신규 &  0 & 1 &  2 & 1 & 0 & 0 & 0 & 0 & 0\\\\\n",
       "\t 2020-05-08 & 신규 &  1 & 0 &  1 & 7 & 2 & 0 & 1 & 0 & 0\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 2021-01-11 & 신규 & 19 &  36 & 47 & 54 & 61 &  79 &  79 & 44 & 31\\\\\n",
       "\t 2021-01-12 & 신규 & 32 &  34 & 71 & 59 & 91 & 102 &  74 & 39 & 35\\\\\n",
       "\t 2021-01-13 & 신규 & 24 &  28 & 66 & 81 & 83 & 129 &  87 & 47 & 16\\\\\n",
       "\t 2021-01-14 & 신규 & 25 &  45 & 60 & 67 & 82 &  98 &  71 & 39 & 29\\\\\n",
       "\t 2021-01-15 & 신규 & 42 &  37 & 62 & 70 & 81 &  97 &  91 & 22 & 11\\\\\n",
       "\t 2021-01-16 & 신규 & 31 &  60 & 54 & 74 & 78 & 106 & 108 & 42 & 26\\\\\n",
       "\t 2021-01-17 & 신규 & 27 &  29 & 74 & 74 & 82 &  87 &  70 & 38 & 39\\\\\n",
       "\t 2021-01-18 & 신규 & 17 &  31 & 48 & 53 & 66 &  75 &  49 & 30 & 20\\\\\n",
       "\t 2021-01-19 & 신규 & 22 &  27 & 52 & 58 & 72 &  73 &  43 & 31 &  8\\\\\n",
       "\t 2021-01-20 & 신규 & 27 &  27 & 56 & 47 & 58 &  76 &  61 & 30 & 21\\\\\n",
       "\t 2021-01-21 & 신규 & 15 &  27 & 46 & 50 & 53 &  84 &  61 & 40 & 24\\\\\n",
       "\t 2021-01-22 & 신규 & 18 &  21 & 53 & 43 & 52 &  65 &  62 & 17 & 13\\\\\n",
       "\t 2021-01-23 & 신규 & 21 &  30 & 50 & 57 & 59 &  85 &  62 & 43 & 23\\\\\n",
       "\t 2021-01-24 & 신규 & 18 &  18 & 68 & 50 & 60 &  79 &  61 & 21 & 17\\\\\n",
       "\t 2021-01-25 & 신규 & 14 & 138 & 44 & 42 & 46 &  72 &  51 & 17 & 13\\\\\n",
       "\t 2021-01-26 & 신규 & 15 &  30 & 65 & 44 & 52 &  60 &  55 & 14 & 19\\\\\n",
       "\t 2021-01-27 & 신규 & 40 &  99 & 66 & 71 & 83 &  78 &  69 & 26 & 22\\\\\n",
       "\t 2021-01-28 & 신규 & 35 &  45 & 64 & 58 & 80 &  88 &  69 & 33 & 25\\\\\n",
       "\t 2021-01-29 & 신규 & 22 &  39 & 47 & 53 & 74 &  88 &  73 & 30 & 43\\\\\n",
       "\t 2021-01-30 & 신규 & 27 &  48 & 46 & 49 & 67 &  77 &  73 & 35 & 33\\\\\n",
       "\t 2021-01-31 & 신규 & 17 &  20 & 46 & 49 & 46 &  74 &  57 & 20 & 26\\\\\n",
       "\t 2021-02-01 & 신규 & 20 &  30 & 35 & 44 & 39 &  53 &  45 & 18 & 19\\\\\n",
       "\t 2021-02-02 & 신규 &  9 &  30 & 50 & 37 & 52 &  70 &  55 & 19 & 14\\\\\n",
       "\t 2021-02-03 & 신규 & 22 &  41 & 75 & 64 & 92 &  70 &  62 & 29 & 12\\\\\n",
       "\t 2021-02-04 & 신규 & 27 &  27 & 50 & 64 & 76 &  75 &  69 & 37 & 26\\\\\n",
       "\t 2021-02-05 & 신규 & 30 &  28 & 30 & 60 & 42 &  65 &  75 & 25 & 14\\\\\n",
       "\t 2021-02-06 & 신규 & 25 &  31 & 53 & 41 & 60 &  77 &  63 & 30 & 13\\\\\n",
       "\t 2021-02-07 & 신규 & 21 &  27 & 51 & 47 & 44 &  79 &  66 & 26 & 11\\\\\n",
       "\t 2021-02-08 & 신규 & 19 &   9 & 35 & 31 & 53 &  52 &  59 & 22 &  9\\\\\n",
       "\t 2021-02-09 & 신규 & 15 &  NA & 33 & 41 & 52 &  59 &  38 & 28 & 11\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 302 × 11\n",
       "\n",
       "| date &lt;date&gt; | status &lt;fct&gt; | 0-9세 &lt;dbl&gt; | 10-19세 &lt;dbl&gt; | 20-29세 &lt;dbl&gt; | 30-39세 &lt;dbl&gt; | 40-49세 &lt;dbl&gt; | 50-59세 &lt;dbl&gt; | 60-69세 &lt;dbl&gt; | 70-79세 &lt;dbl&gt; | 80세 이상 &lt;dbl&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 2020-04-09 | 신규 |  2 | 4 | 12 | 7 | 7 | 2 | 2 | 0 | 3 |\n",
       "| 2020-04-10 | 신규 |  1 | 1 |  7 | 4 | 2 | 3 | 6 | 2 | 1 |\n",
       "| 2020-04-11 | 신규 |  1 | 5 |  5 | 2 | 3 | 6 | 7 | 0 | 1 |\n",
       "| 2020-04-12 | 신규 |  0 | 3 | 13 | 5 | 1 | 4 | 3 | 3 | 0 |\n",
       "| 2020-04-13 | 신규 |  2 | 1 | 10 | 2 | 1 | 2 | 5 | 1 | 1 |\n",
       "| 2020-04-14 | 신규 |  0 | 3 |  7 | 4 | 4 | 3 | 3 | 2 | 1 |\n",
       "| 2020-04-15 | 신규 |  0 | 4 |  9 | 5 | 3 | 2 | 1 | 2 | 1 |\n",
       "| 2020-04-16 | 신규 |  3 | 3 |  5 | 1 | 2 | 3 | 2 | 1 | 2 |\n",
       "| 2020-04-17 | 신규 |  1 | 4 |  9 | 3 | 1 | 2 | 1 | 1 | 0 |\n",
       "| 2020-04-18 | 신규 |  2 | 0 |  9 | 1 | 1 | 2 | 1 | 1 | 1 |\n",
       "| 2020-04-19 | 신규 |  0 | 2 |  3 | 1 | 0 | 1 | 0 | 0 | 1 |\n",
       "| 2020-04-20 | 신규 |  0 | 3 |  5 | 2 | 0 | 3 | 0 | 0 | 0 |\n",
       "| 2020-04-21 | 신규 |  0 | 1 |  2 | 0 | 1 | 3 | 0 | 1 | 1 |\n",
       "| 2020-04-22 | 신규 |  0 | 1 |  3 | 1 | 4 | 0 | 1 | 1 | 0 |\n",
       "| 2020-04-23 | 신규 |  0 | 1 |  2 | 1 | 1 | 1 | 0 | 1 | 1 |\n",
       "| 2020-04-24 | 신규 |  0 | 1 |  1 | 1 | 0 | 1 | 1 | 0 | 1 |\n",
       "| 2020-04-25 | 신규 |  1 | 1 |  3 | 1 | 2 | 0 | 2 | 0 | 0 |\n",
       "| 2020-04-26 | 신규 |  2 | 0 |  3 | 4 | 1 | 0 | 0 | 0 | 0 |\n",
       "| 2020-04-27 | 신규 | -1 | 2 |  3 | 5 | 1 | 0 | 0 | 0 | 0 |\n",
       "| 2020-04-28 | 신규 |  0 | 2 |  5 | 2 | 1 | 2 | 1 | 1 | 0 |\n",
       "| 2020-04-29 | 신규 |  0 | 0 |  3 | 2 | 3 | 1 | 0 | 0 | 0 |\n",
       "| 2020-04-30 | 신규 |  0 | 0 |  1 | 2 | 1 | 0 | 0 | 0 | 0 |\n",
       "| 2020-05-01 | 신규 |  0 | 0 |  5 | 1 | 2 | 0 | 0 | 0 | 1 |\n",
       "| 2020-05-02 | 신규 |  0 | 0 |  3 | 1 | 1 | 0 | 1 | 0 | 0 |\n",
       "| 2020-05-03 | 신규 |  0 | 1 |  2 | 3 | 2 | 0 | 2 | 1 | 2 |\n",
       "| 2020-05-04 | 신규 |  0 | 0 |  2 | 1 | 3 | 0 | 2 | 0 | 0 |\n",
       "| 2020-05-05 | 신규 |  0 | 0 |  0 | 1 | 1 | 1 | 0 | 0 | 0 |\n",
       "| 2020-05-06 | 신규 |  0 | 0 |  0 | 1 | 0 | 0 | 1 | 0 | 0 |\n",
       "| 2020-05-07 | 신규 |  0 | 1 |  2 | 1 | 0 | 0 | 0 | 0 | 0 |\n",
       "| 2020-05-08 | 신규 |  1 | 0 |  1 | 7 | 2 | 0 | 1 | 0 | 0 |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 2021-01-11 | 신규 | 19 |  36 | 47 | 54 | 61 |  79 |  79 | 44 | 31 |\n",
       "| 2021-01-12 | 신규 | 32 |  34 | 71 | 59 | 91 | 102 |  74 | 39 | 35 |\n",
       "| 2021-01-13 | 신규 | 24 |  28 | 66 | 81 | 83 | 129 |  87 | 47 | 16 |\n",
       "| 2021-01-14 | 신규 | 25 |  45 | 60 | 67 | 82 |  98 |  71 | 39 | 29 |\n",
       "| 2021-01-15 | 신규 | 42 |  37 | 62 | 70 | 81 |  97 |  91 | 22 | 11 |\n",
       "| 2021-01-16 | 신규 | 31 |  60 | 54 | 74 | 78 | 106 | 108 | 42 | 26 |\n",
       "| 2021-01-17 | 신규 | 27 |  29 | 74 | 74 | 82 |  87 |  70 | 38 | 39 |\n",
       "| 2021-01-18 | 신규 | 17 |  31 | 48 | 53 | 66 |  75 |  49 | 30 | 20 |\n",
       "| 2021-01-19 | 신규 | 22 |  27 | 52 | 58 | 72 |  73 |  43 | 31 |  8 |\n",
       "| 2021-01-20 | 신규 | 27 |  27 | 56 | 47 | 58 |  76 |  61 | 30 | 21 |\n",
       "| 2021-01-21 | 신규 | 15 |  27 | 46 | 50 | 53 |  84 |  61 | 40 | 24 |\n",
       "| 2021-01-22 | 신규 | 18 |  21 | 53 | 43 | 52 |  65 |  62 | 17 | 13 |\n",
       "| 2021-01-23 | 신규 | 21 |  30 | 50 | 57 | 59 |  85 |  62 | 43 | 23 |\n",
       "| 2021-01-24 | 신규 | 18 |  18 | 68 | 50 | 60 |  79 |  61 | 21 | 17 |\n",
       "| 2021-01-25 | 신규 | 14 | 138 | 44 | 42 | 46 |  72 |  51 | 17 | 13 |\n",
       "| 2021-01-26 | 신규 | 15 |  30 | 65 | 44 | 52 |  60 |  55 | 14 | 19 |\n",
       "| 2021-01-27 | 신규 | 40 |  99 | 66 | 71 | 83 |  78 |  69 | 26 | 22 |\n",
       "| 2021-01-28 | 신규 | 35 |  45 | 64 | 58 | 80 |  88 |  69 | 33 | 25 |\n",
       "| 2021-01-29 | 신규 | 22 |  39 | 47 | 53 | 74 |  88 |  73 | 30 | 43 |\n",
       "| 2021-01-30 | 신규 | 27 |  48 | 46 | 49 | 67 |  77 |  73 | 35 | 33 |\n",
       "| 2021-01-31 | 신규 | 17 |  20 | 46 | 49 | 46 |  74 |  57 | 20 | 26 |\n",
       "| 2021-02-01 | 신규 | 20 |  30 | 35 | 44 | 39 |  53 |  45 | 18 | 19 |\n",
       "| 2021-02-02 | 신규 |  9 |  30 | 50 | 37 | 52 |  70 |  55 | 19 | 14 |\n",
       "| 2021-02-03 | 신규 | 22 |  41 | 75 | 64 | 92 |  70 |  62 | 29 | 12 |\n",
       "| 2021-02-04 | 신규 | 27 |  27 | 50 | 64 | 76 |  75 |  69 | 37 | 26 |\n",
       "| 2021-02-05 | 신규 | 30 |  28 | 30 | 60 | 42 |  65 |  75 | 25 | 14 |\n",
       "| 2021-02-06 | 신규 | 25 |  31 | 53 | 41 | 60 |  77 |  63 | 30 | 13 |\n",
       "| 2021-02-07 | 신규 | 21 |  27 | 51 | 47 | 44 |  79 |  66 | 26 | 11 |\n",
       "| 2021-02-08 | 신규 | 19 |   9 | 35 | 31 | 53 |  52 |  59 | 22 |  9 |\n",
       "| 2021-02-09 | 신규 | 15 |  NA | 33 | 41 | 52 |  59 |  38 | 28 | 11 |\n",
       "\n"
      ],
      "text/plain": [
       "    date       status 0-9세 10-19세 20-29세 30-39세 40-49세 50-59세 60-69세\n",
       "1   2020-04-09 신규    2    4       12      7       7       2       2      \n",
       "2   2020-04-10 신규    1    1        7      4       2       3       6      \n",
       "3   2020-04-11 신규    1    5        5      2       3       6       7      \n",
       "4   2020-04-12 신규    0    3       13      5       1       4       3      \n",
       "5   2020-04-13 신규    2    1       10      2       1       2       5      \n",
       "6   2020-04-14 신규    0    3        7      4       4       3       3      \n",
       "7   2020-04-15 신규    0    4        9      5       3       2       1      \n",
       "8   2020-04-16 신규    3    3        5      1       2       3       2      \n",
       "9   2020-04-17 신규    1    4        9      3       1       2       1      \n",
       "10  2020-04-18 신규    2    0        9      1       1       2       1      \n",
       "11  2020-04-19 신규    0    2        3      1       0       1       0      \n",
       "12  2020-04-20 신규    0    3        5      2       0       3       0      \n",
       "13  2020-04-21 신규    0    1        2      0       1       3       0      \n",
       "14  2020-04-22 신규    0    1        3      1       4       0       1      \n",
       "15  2020-04-23 신규    0    1        2      1       1       1       0      \n",
       "16  2020-04-24 신규    0    1        1      1       0       1       1      \n",
       "17  2020-04-25 신규    1    1        3      1       2       0       2      \n",
       "18  2020-04-26 신규    2    0        3      4       1       0       0      \n",
       "19  2020-04-27 신규   -1    2        3      5       1       0       0      \n",
       "20  2020-04-28 신규    0    2        5      2       1       2       1      \n",
       "21  2020-04-29 신규    0    0        3      2       3       1       0      \n",
       "22  2020-04-30 신규    0    0        1      2       1       0       0      \n",
       "23  2020-05-01 신규    0    0        5      1       2       0       0      \n",
       "24  2020-05-02 신규    0    0        3      1       1       0       1      \n",
       "25  2020-05-03 신규    0    1        2      3       2       0       2      \n",
       "26  2020-05-04 신규    0    0        2      1       3       0       2      \n",
       "27  2020-05-05 신규    0    0        0      1       1       1       0      \n",
       "28  2020-05-06 신규    0    0        0      1       0       0       1      \n",
       "29  2020-05-07 신규    0    1        2      1       0       0       0      \n",
       "30  2020-05-08 신규    1    0        1      7       2       0       1      \n",
       "⋮   ⋮          ⋮      ⋮     ⋮       ⋮       ⋮       ⋮       ⋮       ⋮      \n",
       "273 2021-01-11 신규   19     36     47      54      61       79      79    \n",
       "274 2021-01-12 신규   32     34     71      59      91      102      74    \n",
       "275 2021-01-13 신규   24     28     66      81      83      129      87    \n",
       "276 2021-01-14 신규   25     45     60      67      82       98      71    \n",
       "277 2021-01-15 신규   42     37     62      70      81       97      91    \n",
       "278 2021-01-16 신규   31     60     54      74      78      106     108    \n",
       "279 2021-01-17 신규   27     29     74      74      82       87      70    \n",
       "280 2021-01-18 신규   17     31     48      53      66       75      49    \n",
       "281 2021-01-19 신규   22     27     52      58      72       73      43    \n",
       "282 2021-01-20 신규   27     27     56      47      58       76      61    \n",
       "283 2021-01-21 신규   15     27     46      50      53       84      61    \n",
       "284 2021-01-22 신규   18     21     53      43      52       65      62    \n",
       "285 2021-01-23 신규   21     30     50      57      59       85      62    \n",
       "286 2021-01-24 신규   18     18     68      50      60       79      61    \n",
       "287 2021-01-25 신규   14    138     44      42      46       72      51    \n",
       "288 2021-01-26 신규   15     30     65      44      52       60      55    \n",
       "289 2021-01-27 신규   40     99     66      71      83       78      69    \n",
       "290 2021-01-28 신규   35     45     64      58      80       88      69    \n",
       "291 2021-01-29 신규   22     39     47      53      74       88      73    \n",
       "292 2021-01-30 신규   27     48     46      49      67       77      73    \n",
       "293 2021-01-31 신규   17     20     46      49      46       74      57    \n",
       "294 2021-02-01 신규   20     30     35      44      39       53      45    \n",
       "295 2021-02-02 신규    9     30     50      37      52       70      55    \n",
       "296 2021-02-03 신규   22     41     75      64      92       70      62    \n",
       "297 2021-02-04 신규   27     27     50      64      76       75      69    \n",
       "298 2021-02-05 신규   30     28     30      60      42       65      75    \n",
       "299 2021-02-06 신규   25     31     53      41      60       77      63    \n",
       "300 2021-02-07 신규   21     27     51      47      44       79      66    \n",
       "301 2021-02-08 신규   19      9     35      31      53       52      59    \n",
       "302 2021-02-09 신규   15     NA     33      41      52       59      38    \n",
       "    70-79세 80세 이상\n",
       "1   0       3        \n",
       "2   2       1        \n",
       "3   0       1        \n",
       "4   3       0        \n",
       "5   1       1        \n",
       "6   2       1        \n",
       "7   2       1        \n",
       "8   1       2        \n",
       "9   1       0        \n",
       "10  1       1        \n",
       "11  0       1        \n",
       "12  0       0        \n",
       "13  1       1        \n",
       "14  1       0        \n",
       "15  1       1        \n",
       "16  0       1        \n",
       "17  0       0        \n",
       "18  0       0        \n",
       "19  0       0        \n",
       "20  1       0        \n",
       "21  0       0        \n",
       "22  0       0        \n",
       "23  0       1        \n",
       "24  0       0        \n",
       "25  1       2        \n",
       "26  0       0        \n",
       "27  0       0        \n",
       "28  0       0        \n",
       "29  0       0        \n",
       "30  0       0        \n",
       "⋮   ⋮       ⋮        \n",
       "273 44      31       \n",
       "274 39      35       \n",
       "275 47      16       \n",
       "276 39      29       \n",
       "277 22      11       \n",
       "278 42      26       \n",
       "279 38      39       \n",
       "280 30      20       \n",
       "281 31       8       \n",
       "282 30      21       \n",
       "283 40      24       \n",
       "284 17      13       \n",
       "285 43      23       \n",
       "286 21      17       \n",
       "287 17      13       \n",
       "288 14      19       \n",
       "289 26      22       \n",
       "290 33      25       \n",
       "291 30      43       \n",
       "292 35      33       \n",
       "293 20      26       \n",
       "294 18      19       \n",
       "295 19      14       \n",
       "296 29      12       \n",
       "297 37      26       \n",
       "298 25      14       \n",
       "299 30      13       \n",
       "300 26      11       \n",
       "301 22       9       \n",
       "302 28      11       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid19 <- tidyr::spread(covid19, category, value)\n",
    "covid19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "89876a81",
   "metadata": {},
   "outputs": [],
   "source": [
    "covid19.ts <- ts(covid19[, 2:10], frequency = 365)\n",
    "covid19.tsibble <- as_tsibble(covid19, index=date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "98b4fe2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A Time Series: 302 × 9</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>status</th><th scope=col>0-9세</th><th scope=col>10-19세</th><th scope=col>20-29세</th><th scope=col>30-39세</th><th scope=col>40-49세</th><th scope=col>50-59세</th><th scope=col>60-69세</th><th scope=col>70-79세</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1.000000</th><td>1</td><td> 2</td><td>  4</td><td> 12</td><td>  7</td><td>  7</td><td>  2</td><td>  2</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.002740</th><td>1</td><td> 1</td><td>  1</td><td>  7</td><td>  4</td><td>  2</td><td>  3</td><td>  6</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.005479</th><td>1</td><td> 1</td><td>  5</td><td>  5</td><td>  2</td><td>  3</td><td>  6</td><td>  7</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.008219</th><td>1</td><td> 0</td><td>  3</td><td> 13</td><td>  5</td><td>  1</td><td>  4</td><td>  3</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.010959</th><td>1</td><td> 2</td><td>  1</td><td> 10</td><td>  2</td><td>  1</td><td>  2</td><td>  5</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.013699</th><td>1</td><td> 0</td><td>  3</td><td>  7</td><td>  4</td><td>  4</td><td>  3</td><td>  3</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.016438</th><td>1</td><td> 0</td><td>  4</td><td>  9</td><td>  5</td><td>  3</td><td>  2</td><td>  1</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.019178</th><td>1</td><td> 3</td><td>  3</td><td>  5</td><td>  1</td><td>  2</td><td>  3</td><td>  2</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.021918</th><td>1</td><td> 1</td><td>  4</td><td>  9</td><td>  3</td><td>  1</td><td>  2</td><td>  1</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.024658</th><td>1</td><td> 2</td><td>  0</td><td>  9</td><td>  1</td><td>  1</td><td>  2</td><td>  1</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.027397</th><td>1</td><td> 0</td><td>  2</td><td>  3</td><td>  1</td><td>  0</td><td>  1</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.030137</th><td>1</td><td> 0</td><td>  3</td><td>  5</td><td>  2</td><td>  0</td><td>  3</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.032877</th><td>1</td><td> 0</td><td>  1</td><td>  2</td><td>  0</td><td>  1</td><td>  3</td><td>  0</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.035616</th><td>1</td><td> 0</td><td>  1</td><td>  3</td><td>  1</td><td>  4</td><td>  0</td><td>  1</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.038356</th><td>1</td><td> 0</td><td>  1</td><td>  2</td><td>  1</td><td>  1</td><td>  1</td><td>  0</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.041096</th><td>1</td><td> 0</td><td>  1</td><td>  1</td><td>  1</td><td>  0</td><td>  1</td><td>  1</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.043836</th><td>1</td><td> 1</td><td>  1</td><td>  3</td><td>  1</td><td>  2</td><td>  0</td><td>  2</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.046575</th><td>1</td><td> 2</td><td>  0</td><td>  3</td><td>  4</td><td>  1</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.049315</th><td>1</td><td>-1</td><td>  2</td><td>  3</td><td>  5</td><td>  1</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.052055</th><td>1</td><td> 0</td><td>  2</td><td>  5</td><td>  2</td><td>  1</td><td>  2</td><td>  1</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.054795</th><td>1</td><td> 0</td><td>  0</td><td>  3</td><td>  2</td><td>  3</td><td>  1</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.057534</th><td>1</td><td> 0</td><td>  0</td><td>  1</td><td>  2</td><td>  1</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.060274</th><td>1</td><td> 0</td><td>  0</td><td>  5</td><td>  1</td><td>  2</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.063014</th><td>1</td><td> 0</td><td>  0</td><td>  3</td><td>  1</td><td>  1</td><td>  0</td><td>  1</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.065753</th><td>1</td><td> 0</td><td>  1</td><td>  2</td><td>  3</td><td>  2</td><td>  0</td><td>  2</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.068493</th><td>1</td><td> 0</td><td>  0</td><td>  2</td><td>  1</td><td>  3</td><td>  0</td><td>  2</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.071233</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  1</td><td>  1</td><td>  1</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.073973</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  1</td><td>  0</td><td>  0</td><td>  1</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.076712</th><td>1</td><td> 0</td><td>  1</td><td>  2</td><td>  1</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.079452</th><td>1</td><td> 1</td><td>  0</td><td>  1</td><td>  7</td><td>  2</td><td>  0</td><td>  1</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.082192</th><td>1</td><td> 0</td><td>  2</td><td> 12</td><td>  3</td><td>  0</td><td>  1</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.084932</th><td>1</td><td> 0</td><td>  3</td><td> 19</td><td>  3</td><td>  4</td><td>  2</td><td>  2</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.087671</th><td>1</td><td> 0</td><td>  1</td><td> 21</td><td>  8</td><td>  4</td><td>  0</td><td>  1</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.090411</th><td>1</td><td> 1</td><td>  4</td><td> 10</td><td>  6</td><td>  2</td><td>  3</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.093151</th><td>1</td><td> 1</td><td>  1</td><td> 13</td><td>  5</td><td>  2</td><td>  1</td><td>  1</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.095890</th><td>1</td><td> 0</td><td> 11</td><td> 14</td><td>  3</td><td>  1</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.098630</th><td>1</td><td> 2</td><td>  3</td><td> 10</td><td>  5</td><td>  2</td><td>  1</td><td>  2</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.101370</th><td>1</td><td> 2</td><td>  2</td><td>  8</td><td>  2</td><td>  1</td><td>  1</td><td>  3</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.104110</th><td>1</td><td> 0</td><td>  1</td><td>  5</td><td>  2</td><td>  3</td><td>  1</td><td>  0</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.106849</th><td>1</td><td> 0</td><td>  1</td><td>  3</td><td>  4</td><td>  5</td><td>  1</td><td>  1</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.109589</th><td>1</td><td> 1</td><td>  0</td><td>  5</td><td>  0</td><td>  0</td><td>  3</td><td>  3</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.112329</th><td>1</td><td> 0</td><td>  6</td><td> 13</td><td>  4</td><td>  6</td><td>  1</td><td>  1</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.115068</th><td>1</td><td> 0</td><td>  4</td><td>  3</td><td>  2</td><td>  3</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.117808</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.120548</th><td>1</td><td> 0</td><td>  2</td><td>  4</td><td>  4</td><td>  7</td><td>  4</td><td>  3</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.123288</th><td>1</td><td> 0</td><td>  1</td><td>  3</td><td>  3</td><td>  2</td><td>  5</td><td>  2</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.126027</th><td>1</td><td> 1</td><td>  1</td><td>  3</td><td>  4</td><td>  3</td><td>  4</td><td>  1</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.128767</th><td>1</td><td> 3</td><td>  2</td><td>  8</td><td>  6</td><td>  3</td><td>  6</td><td>  8</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.131507</th><td>1</td><td> 2</td><td>  4</td><td> 15</td><td> 26</td><td> 14</td><td> 12</td><td>  6</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.134247</th><td>1</td><td> 1</td><td>  6</td><td> 12</td><td>  9</td><td> 10</td><td>  9</td><td>  8</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.136986</th><td>1</td><td> 1</td><td>  5</td><td>  9</td><td>  2</td><td>  4</td><td> 10</td><td>  4</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.139726</th><td>1</td><td> 0</td><td>  0</td><td>  9</td><td>  7</td><td>  4</td><td>  6</td><td>  1</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.142466</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.145205</th><td>1</td><td> 1</td><td>  2</td><td>  5</td><td>  6</td><td>  5</td><td>  9</td><td> 15</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.147945</th><td>1</td><td> 1</td><td>  0</td><td>  5</td><td>  3</td><td>  3</td><td>  9</td><td>  9</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.150685</th><td>1</td><td> 1</td><td>  2</td><td>  5</td><td>  2</td><td>  3</td><td>  7</td><td> 10</td><td>  7</td></tr>\n",
       "\t<tr><th scope=row>1.153425</th><td>1</td><td> 3</td><td>  1</td><td>  2</td><td>  6</td><td> 11</td><td>  8</td><td>  9</td><td>  8</td></tr>\n",
       "\t<tr><th scope=row>1.156164</th><td>1</td><td> 1</td><td>  6</td><td>  3</td><td>  6</td><td>  8</td><td> 11</td><td> 12</td><td>  8</td></tr>\n",
       "\t<tr><th scope=row>1.158904</th><td>1</td><td> 1</td><td>  2</td><td>  5</td><td>  2</td><td>  5</td><td>  6</td><td> 11</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.161644</th><td>1</td><td> 0</td><td>  0</td><td>  3</td><td>  2</td><td>  4</td><td> 10</td><td>  9</td><td>  5</td></tr>\n",
       "\t<tr><th scope=row>1.164384</th><td>1</td><td> 1</td><td>  2</td><td>  6</td><td>  9</td><td>  1</td><td>  7</td><td> 16</td><td>  7</td></tr>\n",
       "\t<tr><th scope=row>1.167123</th><td>1</td><td> 1</td><td>  3</td><td>  6</td><td> 10</td><td>  5</td><td>  9</td><td>  5</td><td>  5</td></tr>\n",
       "\t<tr><th scope=row>1.169863</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.172603</th><td>1</td><td> 0</td><td>  4</td><td> 20</td><td>  9</td><td>  4</td><td> 26</td><td> 21</td><td>  9</td></tr>\n",
       "\t<tr><th scope=row>1.175342</th><td>1</td><td> 0</td><td>  0</td><td>  8</td><td>  3</td><td>  6</td><td>  7</td><td>  8</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.178082</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.180822</th><td>1</td><td> 2</td><td>  1</td><td>  8</td><td> 14</td><td>  2</td><td>  7</td><td>  3</td><td>  5</td></tr>\n",
       "\t<tr><th scope=row>1.183562</th><td>1</td><td> 1</td><td>  1</td><td> 10</td><td>  4</td><td>  6</td><td>  9</td><td> 13</td><td>  7</td></tr>\n",
       "\t<tr><th scope=row>1.186301</th><td>1</td><td> 0</td><td>  2</td><td>  8</td><td>  9</td><td>  3</td><td> 12</td><td> 11</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.189041</th><td>1</td><td> 2</td><td>  4</td><td>  9</td><td> 13</td><td>  8</td><td> 12</td><td> 13</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.191781</th><td>1</td><td> 0</td><td>  1</td><td>  5</td><td> 10</td><td>  5</td><td>  8</td><td> 10</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.194521</th><td>1</td><td> 0</td><td>  1</td><td>  3</td><td>  4</td><td>  1</td><td>  5</td><td>  2</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.197260</th><td>1</td><td> 3</td><td>  0</td><td>  4</td><td>  9</td><td>  9</td><td>  9</td><td>  7</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.200000</th><td>1</td><td> 2</td><td>  1</td><td>  3</td><td> 15</td><td> 11</td><td> 10</td><td>  5</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.202740</th><td>1</td><td> 1</td><td>  3</td><td>  0</td><td>  9</td><td>  2</td><td>  6</td><td>  5</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.205479</th><td>1</td><td> 1</td><td>  2</td><td>  8</td><td> 10</td><td>  5</td><td>  4</td><td>  6</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.208219</th><td>1</td><td> 1</td><td>  2</td><td> 14</td><td> 10</td><td>  6</td><td>  5</td><td>  7</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.210959</th><td>1</td><td> 2</td><td>  3</td><td> 12</td><td> 12</td><td> 10</td><td>  6</td><td> 13</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.213699</th><td>1</td><td> 3</td><td>  1</td><td>  9</td><td>  5</td><td>  6</td><td>  5</td><td> 12</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.216438</th><td>1</td><td> 3</td><td>  4</td><td> 10</td><td>  6</td><td>  8</td><td>  6</td><td>  3</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.219178</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.221918</th><td>1</td><td> 1</td><td>  4</td><td> 12</td><td> 19</td><td>  4</td><td> 30</td><td> 18</td><td> 14</td></tr>\n",
       "\t<tr><th scope=row>1.224658</th><td>1</td><td> 2</td><td> 10</td><td> 10</td><td> 10</td><td>  6</td><td>  7</td><td> 11</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.227397</th><td>1</td><td> 3</td><td>  2</td><td> 12</td><td> 16</td><td>  8</td><td>  8</td><td>  9</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.230137</th><td>1</td><td> 3</td><td>  3</td><td>  8</td><td>  9</td><td> 11</td><td>  7</td><td> 14</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.232877</th><td>1</td><td> 4</td><td>  1</td><td>  7</td><td> 10</td><td>  6</td><td>  9</td><td>  4</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.235616</th><td>1</td><td> 1</td><td>  2</td><td> 12</td><td>  6</td><td>  7</td><td>  7</td><td>  7</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.238356</th><td>1</td><td> 1</td><td>  3</td><td> 11</td><td> 11</td><td> 15</td><td> 10</td><td>  5</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.241096</th><td>1</td><td> 2</td><td>  4</td><td> 11</td><td>  7</td><td> 11</td><td>  9</td><td>  3</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.243836</th><td>1</td><td> 3</td><td>  3</td><td> 10</td><td>  9</td><td>  5</td><td>  8</td><td>  3</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.246575</th><td>1</td><td> 1</td><td>  0</td><td>  8</td><td>  6</td><td>  2</td><td>  8</td><td>  2</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.249315</th><td>1</td><td> 2</td><td>  6</td><td>  4</td><td> 13</td><td>  5</td><td>  3</td><td>  9</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.252055</th><td>1</td><td> 3</td><td>  4</td><td> 18</td><td> 15</td><td>  9</td><td>  4</td><td>  5</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.254795</th><td>1</td><td> 2</td><td>  2</td><td>  6</td><td>  5</td><td>  3</td><td>  6</td><td>  4</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.257534</th><td>1</td><td> 1</td><td>  1</td><td>  4</td><td>  8</td><td>  9</td><td>  9</td><td>  7</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.260274</th><td>1</td><td>-1</td><td> -1</td><td> -4</td><td> -8</td><td> -9</td><td> -9</td><td> -7</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.263014</th><td>1</td><td>10</td><td>  4</td><td> 26</td><td> 37</td><td> 32</td><td> 23</td><td> 19</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.265753</th><td>1</td><td> 3</td><td>  4</td><td> 10</td><td>  5</td><td>  9</td><td>  7</td><td>  0</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.268493</th><td>1</td><td> 3</td><td>  2</td><td>  4</td><td> 10</td><td>  3</td><td>  3</td><td>  6</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.271233</th><td>1</td><td> 2</td><td>  2</td><td>  8</td><td>  4</td><td>  4</td><td>  4</td><td>  1</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.273973</th><td>1</td><td> 1</td><td>  1</td><td> 12</td><td>  8</td><td>  3</td><td>  5</td><td>  3</td><td>  8</td></tr>\n",
       "\t<tr><th scope=row>1.276712</th><td>1</td><td> 0</td><td>  7</td><td>  8</td><td>  8</td><td> 10</td><td>  9</td><td> 11</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.279452</th><td>1</td><td> 0</td><td>  4</td><td> 19</td><td>  3</td><td>  8</td><td> 12</td><td>  9</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.282192</th><td>1</td><td> 1</td><td>  1</td><td>  3</td><td>  5</td><td>  6</td><td>  8</td><td> 11</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.284932</th><td>1</td><td> 1</td><td>  1</td><td> 13</td><td> 38</td><td> 34</td><td> 14</td><td>  8</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.287671</th><td>1</td><td> 0</td><td>  0</td><td>  4</td><td> 13</td><td> 15</td><td> 18</td><td>  5</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.290411</th><td>1</td><td> 1</td><td>  1</td><td>  5</td><td>  7</td><td>  3</td><td>  1</td><td>  2</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.293151</th><td>1</td><td> 2</td><td>  2</td><td>  4</td><td>  4</td><td>  7</td><td>  5</td><td>  3</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.295890</th><td>1</td><td> 0</td><td>  1</td><td>  6</td><td> 16</td><td> 11</td><td>  5</td><td>  4</td><td>  5</td></tr>\n",
       "\t<tr><th scope=row>1.298630</th><td>1</td><td> 0</td><td>  0</td><td>  2</td><td>  6</td><td>  4</td><td>  0</td><td>  6</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.301370</th><td>1</td><td> 1</td><td>  0</td><td>  5</td><td> 13</td><td>  8</td><td>  4</td><td>  3</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.304110</th><td>1</td><td> 1</td><td>  0</td><td>  0</td><td> 10</td><td>  6</td><td>  8</td><td>  5</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.306849</th><td>1</td><td> 2</td><td>  0</td><td>  5</td><td>  7</td><td>  8</td><td>  4</td><td>  2</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.309589</th><td>1</td><td> 2</td><td>  3</td><td>  4</td><td>  3</td><td>  2</td><td>  4</td><td>  4</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.312329</th><td>1</td><td> 4</td><td>  5</td><td>  6</td><td>  5</td><td>  6</td><td>  4</td><td>  2</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.315068</th><td>1</td><td> 1</td><td>  3</td><td>  6</td><td>  7</td><td>  4</td><td>  6</td><td>  5</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.317808</th><td>1</td><td> 0</td><td>  4</td><td> 13</td><td>  3</td><td>  3</td><td>  8</td><td>  9</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.320548</th><td>1</td><td> 0</td><td>  4</td><td>  3</td><td>  1</td><td>  5</td><td>  2</td><td>  5</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.323288</th><td>1</td><td> 1</td><td>  1</td><td>  7</td><td>  4</td><td>  4</td><td> 10</td><td> 13</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.326027</th><td>1</td><td> 4</td><td>  1</td><td>  7</td><td>  5</td><td>  3</td><td>  7</td><td>  7</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.328767</th><td>1</td><td> 0</td><td>  0</td><td>  4</td><td>  3</td><td>  3</td><td>  4</td><td> 13</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.331507</th><td>1</td><td> 0</td><td>  0</td><td>  6</td><td>  5</td><td>  4</td><td>  9</td><td>  7</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.334247</th><td>1</td><td> 1</td><td>  7</td><td>  4</td><td> 11</td><td> 12</td><td> 12</td><td>  2</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.336986</th><td>1</td><td> 2</td><td>  6</td><td> 11</td><td> 12</td><td>  5</td><td> 10</td><td>  6</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.339726</th><td>1</td><td> 4</td><td> 10</td><td> 14</td><td> 17</td><td> 16</td><td> 19</td><td> 15</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.342466</th><td>1</td><td> 4</td><td> 10</td><td> 32</td><td> 20</td><td> 24</td><td> 33</td><td> 29</td><td> 11</td></tr>\n",
       "\t<tr><th scope=row>1.345205</th><td>1</td><td> 3</td><td> 23</td><td> 39</td><td> 28</td><td> 35</td><td> 58</td><td> 56</td><td> 31</td></tr>\n",
       "\t<tr><th scope=row>1.347945</th><td>1</td><td> 5</td><td> 13</td><td> 22</td><td> 27</td><td> 23</td><td> 38</td><td> 48</td><td> 14</td></tr>\n",
       "\t<tr><th scope=row>1.350685</th><td>1</td><td> 5</td><td> 18</td><td> 17</td><td> 27</td><td> 27</td><td> 61</td><td> 67</td><td> 22</td></tr>\n",
       "\t<tr><th scope=row>1.353425</th><td>1</td><td>14</td><td> 17</td><td> 29</td><td> 32</td><td> 39</td><td> 58</td><td> 72</td><td> 29</td></tr>\n",
       "\t<tr><th scope=row>1.356164</th><td>1</td><td>12</td><td> 35</td><td> 30</td><td> 35</td><td> 32</td><td> 55</td><td> 48</td><td> 30</td></tr>\n",
       "\t<tr><th scope=row>1.358904</th><td>1</td><td> 6</td><td> 19</td><td> 42</td><td> 40</td><td> 42</td><td> 61</td><td> 74</td><td> 34</td></tr>\n",
       "\t<tr><th scope=row>1.361644</th><td>1</td><td>11</td><td> 19</td><td> 55</td><td> 40</td><td> 48</td><td> 66</td><td> 56</td><td> 34</td></tr>\n",
       "\t<tr><th scope=row>1.364384</th><td>1</td><td>16</td><td> 35</td><td> 34</td><td> 40</td><td> 62</td><td> 82</td><td> 87</td><td> 27</td></tr>\n",
       "\t<tr><th scope=row>1.367123</th><td>1</td><td> 9</td><td> 13</td><td> 30</td><td> 35</td><td> 39</td><td> 48</td><td> 52</td><td> 24</td></tr>\n",
       "\t<tr><th scope=row>1.369863</th><td>1</td><td>15</td><td> 19</td><td> 41</td><td> 30</td><td> 33</td><td> 53</td><td> 50</td><td> 30</td></tr>\n",
       "\t<tr><th scope=row>1.372603</th><td>1</td><td>13</td><td> 13</td><td> 37</td><td> 47</td><td> 42</td><td> 60</td><td> 57</td><td> 34</td></tr>\n",
       "\t<tr><th scope=row>1.375342</th><td>1</td><td> 9</td><td> 27</td><td> 52</td><td> 50</td><td> 70</td><td>108</td><td> 65</td><td> 41</td></tr>\n",
       "\t<tr><th scope=row>1.378082</th><td>1</td><td>16</td><td> 17</td><td> 32</td><td> 48</td><td> 53</td><td> 73</td><td> 64</td><td> 48</td></tr>\n",
       "\t<tr><th scope=row>1.380822</th><td>1</td><td>16</td><td> 18</td><td> 31</td><td> 36</td><td> 47</td><td> 54</td><td> 67</td><td> 36</td></tr>\n",
       "\t<tr><th scope=row>1.383562</th><td>1</td><td>10</td><td> 12</td><td> 44</td><td> 39</td><td> 37</td><td> 55</td><td> 73</td><td> 21</td></tr>\n",
       "\t<tr><th scope=row>1.386301</th><td>1</td><td>10</td><td> 11</td><td> 43</td><td> 15</td><td> 28</td><td> 49</td><td> 55</td><td> 26</td></tr>\n",
       "\t<tr><th scope=row>1.389041</th><td>1</td><td>14</td><td> 17</td><td> 25</td><td> 24</td><td> 25</td><td> 45</td><td> 45</td><td> 30</td></tr>\n",
       "\t<tr><th scope=row>1.391781</th><td>1</td><td>10</td><td> 12</td><td> 43</td><td> 25</td><td> 24</td><td> 48</td><td> 51</td><td> 40</td></tr>\n",
       "\t<tr><th scope=row>1.394521</th><td>1</td><td> 7</td><td>  7</td><td> 22</td><td> 21</td><td> 29</td><td> 36</td><td> 34</td><td> 22</td></tr>\n",
       "\t<tr><th scope=row>1.397260</th><td>1</td><td> 9</td><td>  7</td><td> 17</td><td> 24</td><td> 27</td><td> 39</td><td> 38</td><td> 22</td></tr>\n",
       "\t<tr><th scope=row>1.400000</th><td>1</td><td> 3</td><td>  6</td><td> 14</td><td> 19</td><td> 19</td><td> 38</td><td> 42</td><td> 18</td></tr>\n",
       "\t<tr><th scope=row>1.402740</th><td>1</td><td> 8</td><td>  3</td><td> 19</td><td> 15</td><td> 25</td><td> 35</td><td> 39</td><td> 16</td></tr>\n",
       "\t<tr><th scope=row>1.405479</th><td>1</td><td> 3</td><td>  5</td><td> 13</td><td> 17</td><td> 16</td><td> 22</td><td> 21</td><td> 20</td></tr>\n",
       "\t<tr><th scope=row>1.408219</th><td>1</td><td> 5</td><td>  8</td><td> 12</td><td> 17</td><td> 17</td><td> 34</td><td> 26</td><td> 14</td></tr>\n",
       "\t<tr><th scope=row>1.410959</th><td>1</td><td> 6</td><td>  8</td><td>  7</td><td> 16</td><td> 15</td><td> 28</td><td> 48</td><td> 22</td></tr>\n",
       "\t<tr><th scope=row>1.413699</th><td>1</td><td>12</td><td>  4</td><td> 13</td><td> 13</td><td> 17</td><td> 29</td><td> 44</td><td> 12</td></tr>\n",
       "\t<tr><th scope=row>1.416438</th><td>1</td><td> 3</td><td>  3</td><td> 22</td><td> 19</td><td> 22</td><td> 34</td><td> 40</td><td> 16</td></tr>\n",
       "\t<tr><th scope=row>1.419178</th><td>1</td><td> 4</td><td>  5</td><td> 16</td><td> 12</td><td> 18</td><td> 34</td><td> 29</td><td> 14</td></tr>\n",
       "\t<tr><th scope=row>1.421918</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.424658</th><td>1</td><td> 6</td><td>  6</td><td> 41</td><td> 25</td><td> 22</td><td> 43</td><td> 56</td><td> 24</td></tr>\n",
       "\t<tr><th scope=row>1.427397</th><td>1</td><td> 6</td><td>  8</td><td>  8</td><td> 10</td><td> 18</td><td> 18</td><td> 25</td><td> 11</td></tr>\n",
       "\t<tr><th scope=row>1.430137</th><td>1</td><td> 1</td><td>  3</td><td> 14</td><td>  9</td><td> 17</td><td> 22</td><td> 25</td><td> 18</td></tr>\n",
       "\t<tr><th scope=row>1.432877</th><td>1</td><td> 5</td><td>  8</td><td> 25</td><td> 11</td><td> 20</td><td> 36</td><td> 27</td><td> 17</td></tr>\n",
       "\t<tr><th scope=row>1.435616</th><td>1</td><td> 3</td><td>  4</td><td> 16</td><td> 17</td><td> 21</td><td> 24</td><td> 24</td><td> 12</td></tr>\n",
       "\t<tr><th scope=row>1.438356</th><td>1</td><td> 1</td><td>  5</td><td>  6</td><td>  7</td><td>  9</td><td> 35</td><td> 26</td><td> 15</td></tr>\n",
       "\t<tr><th scope=row>1.441096</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.443836</th><td>1</td><td> 2</td><td>  8</td><td> 25</td><td> 20</td><td> 20</td><td> 25</td><td> 26</td><td> 21</td></tr>\n",
       "\t<tr><th scope=row>1.446575</th><td>1</td><td> 1</td><td>  2</td><td>  6</td><td> 10</td><td> 10</td><td> 16</td><td> 10</td><td>  5</td></tr>\n",
       "\t<tr><th scope=row>1.449315</th><td>1</td><td> 4</td><td>  4</td><td>  9</td><td> 10</td><td> 14</td><td> 23</td><td> 19</td><td> 22</td></tr>\n",
       "\t<tr><th scope=row>1.452055</th><td>1</td><td> 6</td><td>  4</td><td> 15</td><td>  9</td><td> 17</td><td> 29</td><td> 27</td><td>  9</td></tr>\n",
       "\t<tr><th scope=row>1.454795</th><td>1</td><td> 5</td><td>  3</td><td> 12</td><td> 14</td><td> 15</td><td> 19</td><td> 22</td><td> 14</td></tr>\n",
       "\t<tr><th scope=row>1.457534</th><td>1</td><td> 1</td><td>  6</td><td>  7</td><td>  7</td><td>  5</td><td> 10</td><td> 16</td><td>  9</td></tr>\n",
       "\t<tr><th scope=row>1.460274</th><td>1</td><td> 1</td><td>  4</td><td> 14</td><td> 16</td><td> 12</td><td> 19</td><td> 20</td><td>  7</td></tr>\n",
       "\t<tr><th scope=row>1.463014</th><td>1</td><td> 4</td><td>  4</td><td>  5</td><td>  3</td><td>  5</td><td> 10</td><td> 12</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.465753</th><td>1</td><td> 1</td><td>  2</td><td>  8</td><td>  7</td><td>  7</td><td>  5</td><td>  4</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.468493</th><td>1</td><td> 5</td><td>  5</td><td>  8</td><td> 20</td><td> 20</td><td> 26</td><td> 18</td><td>  9</td></tr>\n",
       "\t<tr><th scope=row>1.471233</th><td>1</td><td> 6</td><td>  4</td><td>  7</td><td>  9</td><td> 14</td><td> 13</td><td> 13</td><td>  7</td></tr>\n",
       "\t<tr><th scope=row>1.473973</th><td>1</td><td> 3</td><td>  6</td><td>  6</td><td> 10</td><td>  6</td><td> 11</td><td> 13</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.476712</th><td>1</td><td> 1</td><td>  1</td><td>  6</td><td> 13</td><td> 11</td><td> 11</td><td> 16</td><td> 13</td></tr>\n",
       "\t<tr><th scope=row>1.479452</th><td>1</td><td> 0</td><td>  4</td><td>  4</td><td>  9</td><td> 13</td><td>  8</td><td> 12</td><td>  8</td></tr>\n",
       "\t<tr><th scope=row>1.482192</th><td>1</td><td> 0</td><td>  3</td><td> 17</td><td>  9</td><td>  8</td><td> 12</td><td> 14</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.484932</th><td>1</td><td> 5</td><td>  8</td><td> 26</td><td>  8</td><td>  2</td><td> 11</td><td>  9</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.487671</th><td>1</td><td> 1</td><td>  2</td><td>  8</td><td> 13</td><td> 10</td><td> 28</td><td> 31</td><td> 16</td></tr>\n",
       "\t<tr><th scope=row>1.490411</th><td>1</td><td> 6</td><td>  5</td><td>  6</td><td>  7</td><td>  9</td><td> 12</td><td> 11</td><td> 10</td></tr>\n",
       "\t<tr><th scope=row>1.493151</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.495890</th><td>1</td><td> 4</td><td>  0</td><td> 11</td><td> 14</td><td>  8</td><td>  6</td><td>  6</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.498630</th><td>1</td><td> 8</td><td>  2</td><td> 19</td><td> 19</td><td> 16</td><td> 12</td><td> 11</td><td>  8</td></tr>\n",
       "\t<tr><th scope=row>1.501370</th><td>1</td><td> 5</td><td>  7</td><td> 21</td><td> 16</td><td> 20</td><td> 13</td><td> 12</td><td>  7</td></tr>\n",
       "\t<tr><th scope=row>1.504110</th><td>1</td><td> 4</td><td>  7</td><td> 30</td><td> 11</td><td> 11</td><td>  9</td><td>  8</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.506849</th><td>1</td><td> 5</td><td>  3</td><td> 13</td><td> 10</td><td>  8</td><td>  5</td><td> 13</td><td> 11</td></tr>\n",
       "\t<tr><th scope=row>1.509589</th><td>1</td><td> 0</td><td>  2</td><td>  7</td><td>  9</td><td> 10</td><td>  8</td><td>  7</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.512329</th><td>1</td><td> 2</td><td>  2</td><td>  5</td><td> 16</td><td>  6</td><td> 19</td><td> 17</td><td>  2</td></tr>\n",
       "\t<tr><th scope=row>1.515068</th><td>1</td><td> 2</td><td>  4</td><td> 12</td><td> 14</td><td> 13</td><td> 22</td><td> 15</td><td>  8</td></tr>\n",
       "\t<tr><th scope=row>1.517808</th><td>1</td><td> 2</td><td>  3</td><td> 13</td><td>  7</td><td> 15</td><td> 13</td><td>  7</td><td>  7</td></tr>\n",
       "\t<tr><th scope=row>1.520548</th><td>1</td><td> 3</td><td>  3</td><td> 11</td><td>  7</td><td> 12</td><td>  9</td><td>  9</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.523288</th><td>1</td><td> 1</td><td>  4</td><td> 12</td><td> 12</td><td> 18</td><td> 15</td><td> 14</td><td>  5</td></tr>\n",
       "\t<tr><th scope=row>1.526027</th><td>1</td><td> 2</td><td>  2</td><td> 18</td><td> 10</td><td> 18</td><td> 24</td><td> 26</td><td> 11</td></tr>\n",
       "\t<tr><th scope=row>1.528767</th><td>1</td><td> 2</td><td> 11</td><td> 10</td><td> 18</td><td> 21</td><td> 26</td><td> 26</td><td> 13</td></tr>\n",
       "\t<tr><th scope=row>1.531507</th><td>1</td><td> 7</td><td>  7</td><td> 12</td><td>  4</td><td>  9</td><td> 14</td><td> 14</td><td>  5</td></tr>\n",
       "\t<tr><th scope=row>1.534247</th><td>1</td><td> 5</td><td>  7</td><td> 10</td><td>  8</td><td> 11</td><td>  9</td><td>  6</td><td>  1</td></tr>\n",
       "\t<tr><th scope=row>1.536986</th><td>1</td><td> 6</td><td>  5</td><td> 21</td><td> 25</td><td> 22</td><td> 22</td><td> 11</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.539726</th><td>1</td><td> 2</td><td>  7</td><td> 12</td><td>  9</td><td> 14</td><td> 23</td><td> 13</td><td>  4</td></tr>\n",
       "\t<tr><th scope=row>1.542466</th><td>1</td><td> 4</td><td>  6</td><td> 20</td><td> 15</td><td> 17</td><td> 20</td><td>  9</td><td>  7</td></tr>\n",
       "\t<tr><th scope=row>1.545205</th><td>1</td><td>11</td><td>  8</td><td> 13</td><td> 23</td><td> 14</td><td> 17</td><td> 25</td><td> 10</td></tr>\n",
       "\t<tr><th scope=row>1.547945</th><td>1</td><td> 8</td><td>  9</td><td> 16</td><td> 16</td><td> 19</td><td> 16</td><td> 20</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.550685</th><td>1</td><td> 7</td><td>  5</td><td> 21</td><td> 22</td><td> 18</td><td> 26</td><td>  7</td><td> 10</td></tr>\n",
       "\t<tr><th scope=row>1.553425</th><td>1</td><td> 5</td><td> 14</td><td> 24</td><td> 19</td><td> 25</td><td> 13</td><td> 15</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.556164</th><td>1</td><td> 7</td><td>  9</td><td>  9</td><td> 13</td><td> 19</td><td> 10</td><td> 18</td><td>  8</td></tr>\n",
       "\t<tr><th scope=row>1.558904</th><td>1</td><td> 3</td><td>  5</td><td> 17</td><td> 13</td><td>  7</td><td> 15</td><td> 11</td><td>  3</td></tr>\n",
       "\t<tr><th scope=row>1.561644</th><td>1</td><td> 2</td><td>  3</td><td> 19</td><td> 25</td><td> 11</td><td> 20</td><td> 23</td><td> 10</td></tr>\n",
       "\t<tr><th scope=row>1.564384</th><td>1</td><td> 1</td><td>  8</td><td> 21</td><td> 20</td><td> 23</td><td> 29</td><td> 15</td><td>  6</td></tr>\n",
       "\t<tr><th scope=row>1.567123</th><td>1</td><td> 9</td><td>  7</td><td> 24</td><td> 24</td><td> 26</td><td> 28</td><td> 13</td><td>  9</td></tr>\n",
       "\t<tr><th scope=row>1.569863</th><td>1</td><td> 1</td><td>  5</td><td> 10</td><td> 15</td><td> 21</td><td>  9</td><td> 13</td><td> 11</td></tr>\n",
       "\t<tr><th scope=row>1.572603</th><td>1</td><td> 3</td><td>  4</td><td>  9</td><td> 26</td><td> 22</td><td> 22</td><td> 24</td><td> 24</td></tr>\n",
       "\t<tr><th scope=row>1.575342</th><td>1</td><td> 3</td><td>  6</td><td> 15</td><td> 25</td><td> 19</td><td> 19</td><td> 15</td><td> 15</td></tr>\n",
       "\t<tr><th scope=row>1.578082</th><td>1</td><td> 3</td><td>  9</td><td> 21</td><td> 13</td><td> 12</td><td> 13</td><td> 15</td><td>  9</td></tr>\n",
       "\t<tr><th scope=row>1.580822</th><td>1</td><td> 6</td><td>  5</td><td> 20</td><td> 18</td><td> 12</td><td> 21</td><td> 30</td><td> 19</td></tr>\n",
       "\t<tr><th scope=row>1.583562</th><td>1</td><td> 6</td><td> 13</td><td> 26</td><td> 23</td><td> 22</td><td> 25</td><td> 15</td><td>  9</td></tr>\n",
       "\t<tr><th scope=row>1.586301</th><td>1</td><td> 7</td><td>  9</td><td> 28</td><td> 19</td><td> 23</td><td> 42</td><td> 28</td><td> 17</td></tr>\n",
       "\t<tr><th scope=row>1.589041</th><td>1</td><td>12</td><td> 14</td><td> 36</td><td> 32</td><td> 29</td><td> 36</td><td> 32</td><td>  7</td></tr>\n",
       "\t<tr><th scope=row>1.591781</th><td>1</td><td> 8</td><td> 13</td><td> 26</td><td> 27</td><td> 27</td><td> 49</td><td> 40</td><td> 13</td></tr>\n",
       "\t<tr><th scope=row>1.594521</th><td>1</td><td> 6</td><td> 12</td><td> 37</td><td> 27</td><td> 29</td><td> 40</td><td> 53</td><td> 15</td></tr>\n",
       "\t<tr><th scope=row>1.597260</th><td>1</td><td>10</td><td> 12</td><td> 37</td><td> 26</td><td> 36</td><td> 44</td><td> 38</td><td> 18</td></tr>\n",
       "\t<tr><th scope=row>1.600000</th><td>1</td><td> 5</td><td> 16</td><td> 47</td><td> 47</td><td> 61</td><td> 55</td><td> 41</td><td> 20</td></tr>\n",
       "\t<tr><th scope=row>1.602740</th><td>1</td><td>22</td><td> 43</td><td> 48</td><td> 47</td><td> 56</td><td> 55</td><td> 44</td><td> 17</td></tr>\n",
       "\t<tr><th scope=row>1.605479</th><td>1</td><td>11</td><td> 35</td><td> 65</td><td> 49</td><td> 59</td><td> 60</td><td> 45</td><td> 28</td></tr>\n",
       "\t<tr><th scope=row>1.608219</th><td>1</td><td>15</td><td> 36</td><td>108</td><td> 49</td><td> 56</td><td> 56</td><td> 37</td><td> 23</td></tr>\n",
       "\t<tr><th scope=row>1.610959</th><td>1</td><td>17</td><td> 20</td><td> 65</td><td> 47</td><td> 64</td><td> 56</td><td> 32</td><td> 18</td></tr>\n",
       "\t<tr><th scope=row>1.613699</th><td>1</td><td>23</td><td> 21</td><td> 41</td><td> 41</td><td> 49</td><td> 50</td><td> 20</td><td> 17</td></tr>\n",
       "\t<tr><th scope=row>1.616438</th><td>1</td><td>16</td><td> 18</td><td> 67</td><td> 53</td><td> 60</td><td> 60</td><td> 43</td><td> 25</td></tr>\n",
       "\t<tr><th scope=row>1.619178</th><td>1</td><td>11</td><td> 31</td><td> 52</td><td> 61</td><td> 75</td><td> 72</td><td> 46</td><td> 24</td></tr>\n",
       "\t<tr><th scope=row>1.621918</th><td>1</td><td>21</td><td> 57</td><td>125</td><td> 83</td><td> 93</td><td> 95</td><td> 72</td><td> 28</td></tr>\n",
       "\t<tr><th scope=row>1.624658</th><td>1</td><td>21</td><td> 40</td><td> 86</td><td> 85</td><td> 99</td><td>117</td><td> 68</td><td> 27</td></tr>\n",
       "\t<tr><th scope=row>1.627397</th><td>1</td><td>13</td><td> 37</td><td> 68</td><td> 72</td><td> 92</td><td> 78</td><td> 82</td><td> 30</td></tr>\n",
       "\t<tr><th scope=row>1.630137</th><td>1</td><td>18</td><td> 37</td><td> 93</td><td> 65</td><td> 69</td><td> 82</td><td> 46</td><td> 26</td></tr>\n",
       "\t<tr><th scope=row>1.632877</th><td>1</td><td>16</td><td> 54</td><td> 54</td><td> 32</td><td> 38</td><td> 76</td><td> 57</td><td> 24</td></tr>\n",
       "\t<tr><th scope=row>1.635616</th><td>1</td><td>15</td><td> 47</td><td> 82</td><td> 66</td><td> 63</td><td> 94</td><td> 43</td><td> 27</td></tr>\n",
       "\t<tr><th scope=row>1.638356</th><td>1</td><td>19</td><td> 43</td><td> 85</td><td> 89</td><td> 79</td><td> 99</td><td> 57</td><td> 23</td></tr>\n",
       "\t<tr><th scope=row>1.641096</th><td>1</td><td>31</td><td> 41</td><td>104</td><td> 68</td><td> 93</td><td> 95</td><td> 75</td><td> 27</td></tr>\n",
       "\t<tr><th scope=row>1.643836</th><td>1</td><td>25</td><td> 46</td><td>100</td><td> 82</td><td> 89</td><td>119</td><td> 93</td><td> 43</td></tr>\n",
       "\t<tr><th scope=row>1.646575</th><td>1</td><td>23</td><td> 52</td><td>100</td><td> 66</td><td> 78</td><td> 93</td><td> 90</td><td> 50</td></tr>\n",
       "\t<tr><th scope=row>1.649315</th><td>1</td><td>22</td><td> 30</td><td> 72</td><td> 90</td><td> 73</td><td>123</td><td>111</td><td> 68</td></tr>\n",
       "\t<tr><th scope=row>1.652055</th><td>1</td><td>14</td><td> 31</td><td> 84</td><td> 75</td><td> 74</td><td>139</td><td> 99</td><td> 59</td></tr>\n",
       "\t<tr><th scope=row>1.654795</th><td>1</td><td>20</td><td> 33</td><td> 74</td><td> 75</td><td> 82</td><td>109</td><td> 91</td><td> 57</td></tr>\n",
       "\t<tr><th scope=row>1.657534</th><td>1</td><td>24</td><td> 43</td><td> 63</td><td> 95</td><td> 96</td><td>125</td><td>125</td><td> 74</td></tr>\n",
       "\t<tr><th scope=row>1.660274</th><td>1</td><td>37</td><td> 50</td><td> 80</td><td>109</td><td> 91</td><td>106</td><td>113</td><td> 50</td></tr>\n",
       "\t<tr><th scope=row>1.663014</th><td>1</td><td>35</td><td> 46</td><td> 85</td><td> 81</td><td> 99</td><td>125</td><td>100</td><td> 62</td></tr>\n",
       "\t<tr><th scope=row>1.665753</th><td>1</td><td>52</td><td> 86</td><td> 97</td><td>114</td><td>142</td><td>174</td><td>148</td><td> 69</td></tr>\n",
       "\t<tr><th scope=row>1.668493</th><td>1</td><td>36</td><td> 74</td><td>110</td><td>109</td><td>150</td><td>192</td><td>183</td><td>105</td></tr>\n",
       "\t<tr><th scope=row>1.671233</th><td>1</td><td>31</td><td> 54</td><td> 98</td><td> 73</td><td>121</td><td>138</td><td>108</td><td> 49</td></tr>\n",
       "\t<tr><th scope=row>1.673973</th><td>1</td><td>40</td><td> 54</td><td>100</td><td>113</td><td>125</td><td>151</td><td>132</td><td> 79</td></tr>\n",
       "\t<tr><th scope=row>1.676712</th><td>1</td><td>45</td><td> 69</td><td>153</td><td>104</td><td>142</td><td>215</td><td>191</td><td> 91</td></tr>\n",
       "\t<tr><th scope=row>1.679452</th><td>1</td><td>56</td><td> 54</td><td>107</td><td>122</td><td>141</td><td>214</td><td>173</td><td> 85</td></tr>\n",
       "\t<tr><th scope=row>1.682192</th><td>1</td><td>40</td><td> 66</td><td>123</td><td>132</td><td>134</td><td>225</td><td>186</td><td> 90</td></tr>\n",
       "\t<tr><th scope=row>1.684932</th><td>1</td><td>33</td><td> 66</td><td>135</td><td>111</td><td>154</td><td>220</td><td>176</td><td> 83</td></tr>\n",
       "\t<tr><th scope=row>1.687671</th><td>1</td><td>47</td><td> 70</td><td>137</td><td>142</td><td>152</td><td>233</td><td>188</td><td> 79</td></tr>\n",
       "\t<tr><th scope=row>1.690411</th><td>1</td><td>46</td><td> 45</td><td> 97</td><td>117</td><td>124</td><td>195</td><td>161</td><td> 87</td></tr>\n",
       "\t<tr><th scope=row>1.693151</th><td>1</td><td>31</td><td> 56</td><td>105</td><td>104</td><td>124</td><td>180</td><td>132</td><td> 86</td></tr>\n",
       "\t<tr><th scope=row>1.695890</th><td>1</td><td> 0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td><td>  0</td></tr>\n",
       "\t<tr><th scope=row>1.698630</th><td>1</td><td>47</td><td> 66</td><td>156</td><td>170</td><td>196</td><td>238</td><td>214</td><td> 86</td></tr>\n",
       "\t<tr><th scope=row>1.701370</th><td>1</td><td>47</td><td> 80</td><td>128</td><td>147</td><td>179</td><td>209</td><td>171</td><td> 90</td></tr>\n",
       "\t<tr><th scope=row>1.704110</th><td>1</td><td>36</td><td> 61</td><td>111</td><td>131</td><td>159</td><td>191</td><td>179</td><td> 61</td></tr>\n",
       "\t<tr><th scope=row>1.706849</th><td>1</td><td>35</td><td> 50</td><td> 77</td><td>114</td><td>120</td><td>172</td><td>129</td><td> 62</td></tr>\n",
       "\t<tr><th scope=row>1.709589</th><td>1</td><td>41</td><td> 52</td><td>139</td><td>144</td><td>174</td><td>194</td><td>186</td><td> 76</td></tr>\n",
       "\t<tr><th scope=row>1.712329</th><td>1</td><td>39</td><td> 57</td><td>115</td><td>112</td><td>163</td><td>198</td><td>204</td><td> 92</td></tr>\n",
       "\t<tr><th scope=row>1.715068</th><td>1</td><td>49</td><td> 67</td><td> 93</td><td>132</td><td>134</td><td>186</td><td>174</td><td> 67</td></tr>\n",
       "\t<tr><th scope=row>1.717808</th><td>1</td><td>41</td><td> 74</td><td>131</td><td>145</td><td>154</td><td>204</td><td>159</td><td> 80</td></tr>\n",
       "\t<tr><th scope=row>1.720548</th><td>1</td><td>39</td><td> 66</td><td>111</td><td>109</td><td>106</td><td>160</td><td>125</td><td> 59</td></tr>\n",
       "\t<tr><th scope=row>1.723288</th><td>1</td><td>32</td><td> 46</td><td> 80</td><td> 75</td><td> 88</td><td>124</td><td>117</td><td> 51</td></tr>\n",
       "\t<tr><th scope=row>1.726027</th><td>1</td><td>40</td><td> 71</td><td>120</td><td>127</td><td>172</td><td>187</td><td>153</td><td> 69</td></tr>\n",
       "\t<tr><th scope=row>1.728767</th><td>1</td><td>45</td><td> 44</td><td>107</td><td>105</td><td>112</td><td>124</td><td>108</td><td> 44</td></tr>\n",
       "\t<tr><th scope=row>1.731507</th><td>1</td><td>45</td><td> 60</td><td>106</td><td>106</td><td>110</td><td>140</td><td>148</td><td> 73</td></tr>\n",
       "\t<tr><th scope=row>1.734247</th><td>1</td><td>41</td><td> 54</td><td>123</td><td>120</td><td>155</td><td>176</td><td>113</td><td> 59</td></tr>\n",
       "\t<tr><th scope=row>1.736986</th><td>1</td><td>34</td><td> 43</td><td> 91</td><td> 86</td><td> 83</td><td>124</td><td>125</td><td> 49</td></tr>\n",
       "\t<tr><th scope=row>1.739726</th><td>1</td><td>32</td><td> 50</td><td>100</td><td> 91</td><td> 89</td><td>124</td><td> 80</td><td> 50</td></tr>\n",
       "\t<tr><th scope=row>1.742466</th><td>1</td><td>36</td><td> 56</td><td> 87</td><td> 79</td><td> 94</td><td>143</td><td> 87</td><td> 49</td></tr>\n",
       "\t<tr><th scope=row>1.745205</th><td>1</td><td>19</td><td> 36</td><td> 47</td><td> 54</td><td> 61</td><td> 79</td><td> 79</td><td> 44</td></tr>\n",
       "\t<tr><th scope=row>1.747945</th><td>1</td><td>32</td><td> 34</td><td> 71</td><td> 59</td><td> 91</td><td>102</td><td> 74</td><td> 39</td></tr>\n",
       "\t<tr><th scope=row>1.750685</th><td>1</td><td>24</td><td> 28</td><td> 66</td><td> 81</td><td> 83</td><td>129</td><td> 87</td><td> 47</td></tr>\n",
       "\t<tr><th scope=row>1.753425</th><td>1</td><td>25</td><td> 45</td><td> 60</td><td> 67</td><td> 82</td><td> 98</td><td> 71</td><td> 39</td></tr>\n",
       "\t<tr><th scope=row>1.756164</th><td>1</td><td>42</td><td> 37</td><td> 62</td><td> 70</td><td> 81</td><td> 97</td><td> 91</td><td> 22</td></tr>\n",
       "\t<tr><th scope=row>1.758904</th><td>1</td><td>31</td><td> 60</td><td> 54</td><td> 74</td><td> 78</td><td>106</td><td>108</td><td> 42</td></tr>\n",
       "\t<tr><th scope=row>1.761644</th><td>1</td><td>27</td><td> 29</td><td> 74</td><td> 74</td><td> 82</td><td> 87</td><td> 70</td><td> 38</td></tr>\n",
       "\t<tr><th scope=row>1.764384</th><td>1</td><td>17</td><td> 31</td><td> 48</td><td> 53</td><td> 66</td><td> 75</td><td> 49</td><td> 30</td></tr>\n",
       "\t<tr><th scope=row>1.767123</th><td>1</td><td>22</td><td> 27</td><td> 52</td><td> 58</td><td> 72</td><td> 73</td><td> 43</td><td> 31</td></tr>\n",
       "\t<tr><th scope=row>1.769863</th><td>1</td><td>27</td><td> 27</td><td> 56</td><td> 47</td><td> 58</td><td> 76</td><td> 61</td><td> 30</td></tr>\n",
       "\t<tr><th scope=row>1.772603</th><td>1</td><td>15</td><td> 27</td><td> 46</td><td> 50</td><td> 53</td><td> 84</td><td> 61</td><td> 40</td></tr>\n",
       "\t<tr><th scope=row>1.775342</th><td>1</td><td>18</td><td> 21</td><td> 53</td><td> 43</td><td> 52</td><td> 65</td><td> 62</td><td> 17</td></tr>\n",
       "\t<tr><th scope=row>1.778082</th><td>1</td><td>21</td><td> 30</td><td> 50</td><td> 57</td><td> 59</td><td> 85</td><td> 62</td><td> 43</td></tr>\n",
       "\t<tr><th scope=row>1.780822</th><td>1</td><td>18</td><td> 18</td><td> 68</td><td> 50</td><td> 60</td><td> 79</td><td> 61</td><td> 21</td></tr>\n",
       "\t<tr><th scope=row>1.783562</th><td>1</td><td>14</td><td>138</td><td> 44</td><td> 42</td><td> 46</td><td> 72</td><td> 51</td><td> 17</td></tr>\n",
       "\t<tr><th scope=row>1.786301</th><td>1</td><td>15</td><td> 30</td><td> 65</td><td> 44</td><td> 52</td><td> 60</td><td> 55</td><td> 14</td></tr>\n",
       "\t<tr><th scope=row>1.789041</th><td>1</td><td>40</td><td> 99</td><td> 66</td><td> 71</td><td> 83</td><td> 78</td><td> 69</td><td> 26</td></tr>\n",
       "\t<tr><th scope=row>1.791781</th><td>1</td><td>35</td><td> 45</td><td> 64</td><td> 58</td><td> 80</td><td> 88</td><td> 69</td><td> 33</td></tr>\n",
       "\t<tr><th scope=row>1.794521</th><td>1</td><td>22</td><td> 39</td><td> 47</td><td> 53</td><td> 74</td><td> 88</td><td> 73</td><td> 30</td></tr>\n",
       "\t<tr><th scope=row>1.797260</th><td>1</td><td>27</td><td> 48</td><td> 46</td><td> 49</td><td> 67</td><td> 77</td><td> 73</td><td> 35</td></tr>\n",
       "\t<tr><th scope=row>1.800000</th><td>1</td><td>17</td><td> 20</td><td> 46</td><td> 49</td><td> 46</td><td> 74</td><td> 57</td><td> 20</td></tr>\n",
       "\t<tr><th scope=row>1.802740</th><td>1</td><td>20</td><td> 30</td><td> 35</td><td> 44</td><td> 39</td><td> 53</td><td> 45</td><td> 18</td></tr>\n",
       "\t<tr><th scope=row>1.805479</th><td>1</td><td> 9</td><td> 30</td><td> 50</td><td> 37</td><td> 52</td><td> 70</td><td> 55</td><td> 19</td></tr>\n",
       "\t<tr><th scope=row>1.808219</th><td>1</td><td>22</td><td> 41</td><td> 75</td><td> 64</td><td> 92</td><td> 70</td><td> 62</td><td> 29</td></tr>\n",
       "\t<tr><th scope=row>1.810959</th><td>1</td><td>27</td><td> 27</td><td> 50</td><td> 64</td><td> 76</td><td> 75</td><td> 69</td><td> 37</td></tr>\n",
       "\t<tr><th scope=row>1.813699</th><td>1</td><td>30</td><td> 28</td><td> 30</td><td> 60</td><td> 42</td><td> 65</td><td> 75</td><td> 25</td></tr>\n",
       "\t<tr><th scope=row>1.816438</th><td>1</td><td>25</td><td> 31</td><td> 53</td><td> 41</td><td> 60</td><td> 77</td><td> 63</td><td> 30</td></tr>\n",
       "\t<tr><th scope=row>1.819178</th><td>1</td><td>21</td><td> 27</td><td> 51</td><td> 47</td><td> 44</td><td> 79</td><td> 66</td><td> 26</td></tr>\n",
       "\t<tr><th scope=row>1.821918</th><td>1</td><td>19</td><td>  9</td><td> 35</td><td> 31</td><td> 53</td><td> 52</td><td> 59</td><td> 22</td></tr>\n",
       "\t<tr><th scope=row>1.824658</th><td>1</td><td>15</td><td> NA</td><td> 33</td><td> 41</td><td> 52</td><td> 59</td><td> 38</td><td> 28</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A Time Series: 302 × 9\n",
       "\\begin{tabular}{r|lllllllll}\n",
       "  & status & 0-9세 & 10-19세 & 20-29세 & 30-39세 & 40-49세 & 50-59세 & 60-69세 & 70-79세\\\\\n",
       "\\hline\n",
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       "\t1.002740 & 1 &  1 &   1 &   7 &   4 &   2 &   3 &   6 &   2\\\\\n",
       "\t1.005479 & 1 &  1 &   5 &   5 &   2 &   3 &   6 &   7 &   0\\\\\n",
       "\t1.008219 & 1 &  0 &   3 &  13 &   5 &   1 &   4 &   3 &   3\\\\\n",
       "\t1.010959 & 1 &  2 &   1 &  10 &   2 &   1 &   2 &   5 &   1\\\\\n",
       "\t1.013699 & 1 &  0 &   3 &   7 &   4 &   4 &   3 &   3 &   2\\\\\n",
       "\t1.016438 & 1 &  0 &   4 &   9 &   5 &   3 &   2 &   1 &   2\\\\\n",
       "\t1.019178 & 1 &  3 &   3 &   5 &   1 &   2 &   3 &   2 &   1\\\\\n",
       "\t1.021918 & 1 &  1 &   4 &   9 &   3 &   1 &   2 &   1 &   1\\\\\n",
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       "\t1.087671 & 1 &  0 &   1 &  21 &   8 &   4 &   0 &   1 &   0\\\\\n",
       "\t1.090411 & 1 &  1 &   4 &  10 &   6 &   2 &   3 &   0 &   0\\\\\n",
       "\t1.093151 & 1 &  1 &   1 &  13 &   5 &   2 &   1 &   1 &   1\\\\\n",
       "\t1.095890 & 1 &  0 &  11 &  14 &   3 &   1 &   0 &   0 &   0\\\\\n",
       "\t1.098630 & 1 &  2 &   3 &  10 &   5 &   2 &   1 &   2 &   2\\\\\n",
       "\t1.101370 & 1 &  2 &   2 &   8 &   2 &   1 &   1 &   3 &   0\\\\\n",
       "\t1.104110 & 1 &  0 &   1 &   5 &   2 &   3 &   1 &   0 &   1\\\\\n",
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       "\t1.109589 & 1 &  1 &   0 &   5 &   0 &   0 &   3 &   3 &   1\\\\\n",
       "\t1.112329 & 1 &  0 &   6 &  13 &   4 &   6 &   1 &   1 &   1\\\\\n",
       "\t1.115068 & 1 &  0 &   4 &   3 &   2 &   3 &   0 &   0 &   0\\\\\n",
       "\t1.117808 & 1 &  0 &   0 &   0 &   0 &   0 &   0 &   0 &   0\\\\\n",
       "\t1.120548 & 1 &  0 &   2 &   4 &   4 &   7 &   4 &   3 &   1\\\\\n",
       "\t1.123288 & 1 &  0 &   1 &   3 &   3 &   2 &   5 &   2 &   0\\\\\n",
       "\t1.126027 & 1 &  1 &   1 &   3 &   4 &   3 &   4 &   1 &   2\\\\\n",
       "\t1.128767 & 1 &  3 &   2 &   8 &   6 &   3 &   6 &   8 &   3\\\\\n",
       "\t1.131507 & 1 &  2 &   4 &  15 &  26 &  14 &  12 &   6 &   0\\\\\n",
       "\t1.134247 & 1 &  1 &   6 &  12 &   9 &  10 &   9 &   8 &   0\\\\\n",
       "\t1.136986 & 1 &  1 &   5 &   9 &   2 &   4 &  10 &   4 &   1\\\\\n",
       "\t1.139726 & 1 &  0 &   0 &   9 &   7 &   4 &   6 &   1 &   0\\\\\n",
       "\t1.142466 & 1 &  0 &   0 &   0 &   0 &   0 &   0 &   0 &   0\\\\\n",
       "\t1.145205 & 1 &  1 &   2 &   5 &   6 &   5 &   9 &  15 &   6\\\\\n",
       "\t1.147945 & 1 &  1 &   0 &   5 &   3 &   3 &   9 &   9 &   6\\\\\n",
       "\t1.150685 & 1 &  1 &   2 &   5 &   2 &   3 &   7 &  10 &   7\\\\\n",
       "\t1.153425 & 1 &  3 &   1 &   2 &   6 &  11 &   8 &   9 &   8\\\\\n",
       "\t1.156164 & 1 &  1 &   6 &   3 &   6 &   8 &  11 &  12 &   8\\\\\n",
       "\t1.158904 & 1 &  1 &   2 &   5 &   2 &   5 &   6 &  11 &   3\\\\\n",
       "\t1.161644 & 1 &  0 &   0 &   3 &   2 &   4 &  10 &   9 &   5\\\\\n",
       "\t1.164384 & 1 &  1 &   2 &   6 &   9 &   1 &   7 &  16 &   7\\\\\n",
       "\t1.167123 & 1 &  1 &   3 &   6 &  10 &   5 &   9 &   5 &   5\\\\\n",
       "\t1.169863 & 1 &  0 &   0 &   0 &   0 &   0 &   0 &   0 &   0\\\\\n",
       "\t1.172603 & 1 &  0 &   4 &  20 &   9 &   4 &  26 &  21 &   9\\\\\n",
       "\t1.175342 & 1 &  0 &   0 &   8 &   3 &   6 &   7 &   8 &   1\\\\\n",
       "\t1.178082 & 1 &  0 &   0 &   0 &   0 &   0 &   0 &   0 &   0\\\\\n",
       "\t1.180822 & 1 &  2 &   1 &   8 &  14 &   2 &   7 &   3 &   5\\\\\n",
       "\t1.183562 & 1 &  1 &   1 &  10 &   4 &   6 &   9 &  13 &   7\\\\\n",
       "\t1.186301 & 1 &  0 &   2 &   8 &   9 &   3 &  12 &  11 &   3\\\\\n",
       "\t1.189041 & 1 &  2 &   4 &   9 &  13 &   8 &  12 &  13 &   3\\\\\n",
       "\t1.191781 & 1 &  0 &   1 &   5 &  10 &   5 &   8 &  10 &   6\\\\\n",
       "\t1.194521 & 1 &  0 &   1 &   3 &   4 &   1 &   5 &   2 &   1\\\\\n",
       "\t1.197260 & 1 &  3 &   0 &   4 &   9 &   9 &   9 &   7 &   4\\\\\n",
       "\t1.200000 & 1 &  2 &   1 &   3 &  15 &  11 &  10 &   5 &   2\\\\\n",
       "\t1.202740 & 1 &  1 &   3 &   0 &   9 &   2 &   6 &   5 &   2\\\\\n",
       "\t1.205479 & 1 &  1 &   2 &   8 &  10 &   5 &   4 &   6 &   1\\\\\n",
       "\t1.208219 & 1 &  1 &   2 &  14 &  10 &   6 &   5 &   7 &   4\\\\\n",
       "\t1.210959 & 1 &  2 &   3 &  12 &  12 &  10 &   6 &  13 &   3\\\\\n",
       "\t1.213699 & 1 &  3 &   1 &   9 &   5 &   6 &   5 &  12 &   1\\\\\n",
       "\t1.216438 & 1 &  3 &   4 &  10 &   6 &   8 &   6 &   3 &   3\\\\\n",
       "\t1.219178 & 1 &  0 &   0 &   0 &   0 &   0 &   0 &   0 &   0\\\\\n",
       "\t1.221918 & 1 &  1 &   4 &  12 &  19 &   4 &  30 &  18 &  14\\\\\n",
       "\t1.224658 & 1 &  2 &  10 &  10 &  10 &   6 &   7 &  11 &   4\\\\\n",
       "\t1.227397 & 1 &  3 &   2 &  12 &  16 &   8 &   8 &   9 &   2\\\\\n",
       "\t1.230137 & 1 &  3 &   3 &   8 &   9 &  11 &   7 &  14 &   6\\\\\n",
       "\t1.232877 & 1 &  4 &   1 &   7 &  10 &   6 &   9 &   4 &   2\\\\\n",
       "\t1.235616 & 1 &  1 &   2 &  12 &   6 &   7 &   7 &   7 &   2\\\\\n",
       "\t1.238356 & 1 &  1 &   3 &  11 &  11 &  15 &  10 &   5 &   6\\\\\n",
       "\t1.241096 & 1 &  2 &   4 &  11 &   7 &  11 &   9 &   3 &   1\\\\\n",
       "\t1.243836 & 1 &  3 &   3 &  10 &   9 &   5 &   8 &   3 &   3\\\\\n",
       "\t1.246575 & 1 &  1 &   0 &   8 &   6 &   2 &   8 &   2 &   4\\\\\n",
       "\t1.249315 & 1 &  2 &   6 &   4 &  13 &   5 &   3 &   9 &   1\\\\\n",
       "\t1.252055 & 1 &  3 &   4 &  18 &  15 &   9 &   4 &   5 &   3\\\\\n",
       "\t1.254795 & 1 &  2 &   2 &   6 &   5 &   3 &   6 &   4 &   4\\\\\n",
       "\t1.257534 & 1 &  1 &   1 &   4 &   8 &   9 &   9 &   7 &   0\\\\\n",
       "\t1.260274 & 1 & -1 &  -1 &  -4 &  -8 &  -9 &  -9 &  -7 &   0\\\\\n",
       "\t1.263014 & 1 & 10 &   4 &  26 &  37 &  32 &  23 &  19 &   6\\\\\n",
       "\t1.265753 & 1 &  3 &   4 &  10 &   5 &   9 &   7 &   0 &   1\\\\\n",
       "\t1.268493 & 1 &  3 &   2 &   4 &  10 &   3 &   3 &   6 &   2\\\\\n",
       "\t1.271233 & 1 &  2 &   2 &   8 &   4 &   4 &   4 &   1 &   0\\\\\n",
       "\t1.273973 & 1 &  1 &   1 &  12 &   8 &   3 &   5 &   3 &   8\\\\\n",
       "\t1.276712 & 1 &  0 &   7 &   8 &   8 &  10 &   9 &  11 &   6\\\\\n",
       "\t1.279452 & 1 &  0 &   4 &  19 &   3 &   8 &  12 &   9 &   4\\\\\n",
       "\t1.282192 & 1 &  1 &   1 &   3 &   5 &   6 &   8 &  11 &   4\\\\\n",
       "\t1.284932 & 1 &  1 &   1 &  13 &  38 &  34 &  14 &   8 &   2\\\\\n",
       "\t1.287671 & 1 &  0 &   0 &   4 &  13 &  15 &  18 &   5 &   1\\\\\n",
       "\t1.290411 & 1 &  1 &   1 &   5 &   7 &   3 &   1 &   2 &   4\\\\\n",
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       "\t1.427397 & 1 &  6 &   8 &   8 &  10 &  18 &  18 &  25 &  11\\\\\n",
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       "\t1.567123 & 1 &  9 &   7 &  24 &  24 &  26 &  28 &  13 &   9\\\\\n",
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       "\t1.583562 & 1 &  6 &  13 &  26 &  23 &  22 &  25 &  15 &   9\\\\\n",
       "\t1.586301 & 1 &  7 &   9 &  28 &  19 &  23 &  42 &  28 &  17\\\\\n",
       "\t1.589041 & 1 & 12 &  14 &  36 &  32 &  29 &  36 &  32 &   7\\\\\n",
       "\t1.591781 & 1 &  8 &  13 &  26 &  27 &  27 &  49 &  40 &  13\\\\\n",
       "\t1.594521 & 1 &  6 &  12 &  37 &  27 &  29 &  40 &  53 &  15\\\\\n",
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       "\t1.610959 & 1 & 17 &  20 &  65 &  47 &  64 &  56 &  32 &  18\\\\\n",
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       "\t1.627397 & 1 & 13 &  37 &  68 &  72 &  92 &  78 &  82 &  30\\\\\n",
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       "\t1.657534 & 1 & 24 &  43 &  63 &  95 &  96 & 125 & 125 &  74\\\\\n",
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       "\t1.668493 & 1 & 36 &  74 & 110 & 109 & 150 & 192 & 183 & 105\\\\\n",
       "\t1.671233 & 1 & 31 &  54 &  98 &  73 & 121 & 138 & 108 &  49\\\\\n",
       "\t1.673973 & 1 & 40 &  54 & 100 & 113 & 125 & 151 & 132 &  79\\\\\n",
       "\t1.676712 & 1 & 45 &  69 & 153 & 104 & 142 & 215 & 191 &  91\\\\\n",
       "\t1.679452 & 1 & 56 &  54 & 107 & 122 & 141 & 214 & 173 &  85\\\\\n",
       "\t1.682192 & 1 & 40 &  66 & 123 & 132 & 134 & 225 & 186 &  90\\\\\n",
       "\t1.684932 & 1 & 33 &  66 & 135 & 111 & 154 & 220 & 176 &  83\\\\\n",
       "\t1.687671 & 1 & 47 &  70 & 137 & 142 & 152 & 233 & 188 &  79\\\\\n",
       "\t1.690411 & 1 & 46 &  45 &  97 & 117 & 124 & 195 & 161 &  87\\\\\n",
       "\t1.693151 & 1 & 31 &  56 & 105 & 104 & 124 & 180 & 132 &  86\\\\\n",
       "\t1.695890 & 1 &  0 &   0 &   0 &   0 &   0 &   0 &   0 &   0\\\\\n",
       "\t1.698630 & 1 & 47 &  66 & 156 & 170 & 196 & 238 & 214 &  86\\\\\n",
       "\t1.701370 & 1 & 47 &  80 & 128 & 147 & 179 & 209 & 171 &  90\\\\\n",
       "\t1.704110 & 1 & 36 &  61 & 111 & 131 & 159 & 191 & 179 &  61\\\\\n",
       "\t1.706849 & 1 & 35 &  50 &  77 & 114 & 120 & 172 & 129 &  62\\\\\n",
       "\t1.709589 & 1 & 41 &  52 & 139 & 144 & 174 & 194 & 186 &  76\\\\\n",
       "\t1.712329 & 1 & 39 &  57 & 115 & 112 & 163 & 198 & 204 &  92\\\\\n",
       "\t1.715068 & 1 & 49 &  67 &  93 & 132 & 134 & 186 & 174 &  67\\\\\n",
       "\t1.717808 & 1 & 41 &  74 & 131 & 145 & 154 & 204 & 159 &  80\\\\\n",
       "\t1.720548 & 1 & 39 &  66 & 111 & 109 & 106 & 160 & 125 &  59\\\\\n",
       "\t1.723288 & 1 & 32 &  46 &  80 &  75 &  88 & 124 & 117 &  51\\\\\n",
       "\t1.726027 & 1 & 40 &  71 & 120 & 127 & 172 & 187 & 153 &  69\\\\\n",
       "\t1.728767 & 1 & 45 &  44 & 107 & 105 & 112 & 124 & 108 &  44\\\\\n",
       "\t1.731507 & 1 & 45 &  60 & 106 & 106 & 110 & 140 & 148 &  73\\\\\n",
       "\t1.734247 & 1 & 41 &  54 & 123 & 120 & 155 & 176 & 113 &  59\\\\\n",
       "\t1.736986 & 1 & 34 &  43 &  91 &  86 &  83 & 124 & 125 &  49\\\\\n",
       "\t1.739726 & 1 & 32 &  50 & 100 &  91 &  89 & 124 &  80 &  50\\\\\n",
       "\t1.742466 & 1 & 36 &  56 &  87 &  79 &  94 & 143 &  87 &  49\\\\\n",
       "\t1.745205 & 1 & 19 &  36 &  47 &  54 &  61 &  79 &  79 &  44\\\\\n",
       "\t1.747945 & 1 & 32 &  34 &  71 &  59 &  91 & 102 &  74 &  39\\\\\n",
       "\t1.750685 & 1 & 24 &  28 &  66 &  81 &  83 & 129 &  87 &  47\\\\\n",
       "\t1.753425 & 1 & 25 &  45 &  60 &  67 &  82 &  98 &  71 &  39\\\\\n",
       "\t1.756164 & 1 & 42 &  37 &  62 &  70 &  81 &  97 &  91 &  22\\\\\n",
       "\t1.758904 & 1 & 31 &  60 &  54 &  74 &  78 & 106 & 108 &  42\\\\\n",
       "\t1.761644 & 1 & 27 &  29 &  74 &  74 &  82 &  87 &  70 &  38\\\\\n",
       "\t1.764384 & 1 & 17 &  31 &  48 &  53 &  66 &  75 &  49 &  30\\\\\n",
       "\t1.767123 & 1 & 22 &  27 &  52 &  58 &  72 &  73 &  43 &  31\\\\\n",
       "\t1.769863 & 1 & 27 &  27 &  56 &  47 &  58 &  76 &  61 &  30\\\\\n",
       "\t1.772603 & 1 & 15 &  27 &  46 &  50 &  53 &  84 &  61 &  40\\\\\n",
       "\t1.775342 & 1 & 18 &  21 &  53 &  43 &  52 &  65 &  62 &  17\\\\\n",
       "\t1.778082 & 1 & 21 &  30 &  50 &  57 &  59 &  85 &  62 &  43\\\\\n",
       "\t1.780822 & 1 & 18 &  18 &  68 &  50 &  60 &  79 &  61 &  21\\\\\n",
       "\t1.783562 & 1 & 14 & 138 &  44 &  42 &  46 &  72 &  51 &  17\\\\\n",
       "\t1.786301 & 1 & 15 &  30 &  65 &  44 &  52 &  60 &  55 &  14\\\\\n",
       "\t1.789041 & 1 & 40 &  99 &  66 &  71 &  83 &  78 &  69 &  26\\\\\n",
       "\t1.791781 & 1 & 35 &  45 &  64 &  58 &  80 &  88 &  69 &  33\\\\\n",
       "\t1.794521 & 1 & 22 &  39 &  47 &  53 &  74 &  88 &  73 &  30\\\\\n",
       "\t1.797260 & 1 & 27 &  48 &  46 &  49 &  67 &  77 &  73 &  35\\\\\n",
       "\t1.800000 & 1 & 17 &  20 &  46 &  49 &  46 &  74 &  57 &  20\\\\\n",
       "\t1.802740 & 1 & 20 &  30 &  35 &  44 &  39 &  53 &  45 &  18\\\\\n",
       "\t1.805479 & 1 &  9 &  30 &  50 &  37 &  52 &  70 &  55 &  19\\\\\n",
       "\t1.808219 & 1 & 22 &  41 &  75 &  64 &  92 &  70 &  62 &  29\\\\\n",
       "\t1.810959 & 1 & 27 &  27 &  50 &  64 &  76 &  75 &  69 &  37\\\\\n",
       "\t1.813699 & 1 & 30 &  28 &  30 &  60 &  42 &  65 &  75 &  25\\\\\n",
       "\t1.816438 & 1 & 25 &  31 &  53 &  41 &  60 &  77 &  63 &  30\\\\\n",
       "\t1.819178 & 1 & 21 &  27 &  51 &  47 &  44 &  79 &  66 &  26\\\\\n",
       "\t1.821918 & 1 & 19 &   9 &  35 &  31 &  53 &  52 &  59 &  22\\\\\n",
       "\t1.824658 & 1 & 15 &  NA &  33 &  41 &  52 &  59 &  38 &  28\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A Time Series: 302 × 9\n",
       "\n",
       "| <!--/--> | status | 0-9세 | 10-19세 | 20-29세 | 30-39세 | 40-49세 | 50-59세 | 60-69세 | 70-79세 |\n",
       "|---|---|---|---|---|---|---|---|---|---|\n",
       "| 1.000000 | 1 |  2 |   4 |  12 |   7 |   7 |   2 |   2 |   0 |\n",
       "| 1.002740 | 1 |  1 |   1 |   7 |   4 |   2 |   3 |   6 |   2 |\n",
       "| 1.005479 | 1 |  1 |   5 |   5 |   2 |   3 |   6 |   7 |   0 |\n",
       "| 1.008219 | 1 |  0 |   3 |  13 |   5 |   1 |   4 |   3 |   3 |\n",
       "| 1.010959 | 1 |  2 |   1 |  10 |   2 |   1 |   2 |   5 |   1 |\n",
       "| 1.013699 | 1 |  0 |   3 |   7 |   4 |   4 |   3 |   3 |   2 |\n",
       "| 1.016438 | 1 |  0 |   4 |   9 |   5 |   3 |   2 |   1 |   2 |\n",
       "| 1.019178 | 1 |  3 |   3 |   5 |   1 |   2 |   3 |   2 |   1 |\n",
       "| 1.021918 | 1 |  1 |   4 |   9 |   3 |   1 |   2 |   1 |   1 |\n",
       "| 1.024658 | 1 |  2 |   0 |   9 |   1 |   1 |   2 |   1 |   1 |\n",
       "| 1.027397 | 1 |  0 |   2 |   3 |   1 |   0 |   1 |   0 |   0 |\n",
       "| 1.030137 | 1 |  0 |   3 |   5 |   2 |   0 |   3 |   0 |   0 |\n",
       "| 1.032877 | 1 |  0 |   1 |   2 |   0 |   1 |   3 |   0 |   1 |\n",
       "| 1.035616 | 1 |  0 |   1 |   3 |   1 |   4 |   0 |   1 |   1 |\n",
       "| 1.038356 | 1 |  0 |   1 |   2 |   1 |   1 |   1 |   0 |   1 |\n",
       "| 1.041096 | 1 |  0 |   1 |   1 |   1 |   0 |   1 |   1 |   0 |\n",
       "| 1.043836 | 1 |  1 |   1 |   3 |   1 |   2 |   0 |   2 |   0 |\n",
       "| 1.046575 | 1 |  2 |   0 |   3 |   4 |   1 |   0 |   0 |   0 |\n",
       "| 1.049315 | 1 | -1 |   2 |   3 |   5 |   1 |   0 |   0 |   0 |\n",
       "| 1.052055 | 1 |  0 |   2 |   5 |   2 |   1 |   2 |   1 |   1 |\n",
       "| 1.054795 | 1 |  0 |   0 |   3 |   2 |   3 |   1 |   0 |   0 |\n",
       "| 1.057534 | 1 |  0 |   0 |   1 |   2 |   1 |   0 |   0 |   0 |\n",
       "| 1.060274 | 1 |  0 |   0 |   5 |   1 |   2 |   0 |   0 |   0 |\n",
       "| 1.063014 | 1 |  0 |   0 |   3 |   1 |   1 |   0 |   1 |   0 |\n",
       "| 1.065753 | 1 |  0 |   1 |   2 |   3 |   2 |   0 |   2 |   1 |\n",
       "| 1.068493 | 1 |  0 |   0 |   2 |   1 |   3 |   0 |   2 |   0 |\n",
       "| 1.071233 | 1 |  0 |   0 |   0 |   1 |   1 |   1 |   0 |   0 |\n",
       "| 1.073973 | 1 |  0 |   0 |   0 |   1 |   0 |   0 |   1 |   0 |\n",
       "| 1.076712 | 1 |  0 |   1 |   2 |   1 |   0 |   0 |   0 |   0 |\n",
       "| 1.079452 | 1 |  1 |   0 |   1 |   7 |   2 |   0 |   1 |   0 |\n",
       "| 1.082192 | 1 |  0 |   2 |  12 |   3 |   0 |   1 |   0 |   0 |\n",
       "| 1.084932 | 1 |  0 |   3 |  19 |   3 |   4 |   2 |   2 |   1 |\n",
       "| 1.087671 | 1 |  0 |   1 |  21 |   8 |   4 |   0 |   1 |   0 |\n",
       "| 1.090411 | 1 |  1 |   4 |  10 |   6 |   2 |   3 |   0 |   0 |\n",
       "| 1.093151 | 1 |  1 |   1 |  13 |   5 |   2 |   1 |   1 |   1 |\n",
       "| 1.095890 | 1 |  0 |  11 |  14 |   3 |   1 |   0 |   0 |   0 |\n",
       "| 1.098630 | 1 |  2 |   3 |  10 |   5 |   2 |   1 |   2 |   2 |\n",
       "| 1.101370 | 1 |  2 |   2 |   8 |   2 |   1 |   1 |   3 |   0 |\n",
       "| 1.104110 | 1 |  0 |   1 |   5 |   2 |   3 |   1 |   0 |   1 |\n",
       "| 1.106849 | 1 |  0 |   1 |   3 |   4 |   5 |   1 |   1 |   0 |\n",
       "| 1.109589 | 1 |  1 |   0 |   5 |   0 |   0 |   3 |   3 |   1 |\n",
       "| 1.112329 | 1 |  0 |   6 |  13 |   4 |   6 |   1 |   1 |   1 |\n",
       "| 1.115068 | 1 |  0 |   4 |   3 |   2 |   3 |   0 |   0 |   0 |\n",
       "| 1.117808 | 1 |  0 |   0 |   0 |   0 |   0 |   0 |   0 |   0 |\n",
       "| 1.120548 | 1 |  0 |   2 |   4 |   4 |   7 |   4 |   3 |   1 |\n",
       "| 1.123288 | 1 |  0 |   1 |   3 |   3 |   2 |   5 |   2 |   0 |\n",
       "| 1.126027 | 1 |  1 |   1 |   3 |   4 |   3 |   4 |   1 |   2 |\n",
       "| 1.128767 | 1 |  3 |   2 |   8 |   6 |   3 |   6 |   8 |   3 |\n",
       "| 1.131507 | 1 |  2 |   4 |  15 |  26 |  14 |  12 |   6 |   0 |\n",
       "| 1.134247 | 1 |  1 |   6 |  12 |   9 |  10 |   9 |   8 |   0 |\n",
       "| 1.136986 | 1 |  1 |   5 |   9 |   2 |   4 |  10 |   4 |   1 |\n",
       "| 1.139726 | 1 |  0 |   0 |   9 |   7 |   4 |   6 |   1 |   0 |\n",
       "| 1.142466 | 1 |  0 |   0 |   0 |   0 |   0 |   0 |   0 |   0 |\n",
       "| 1.145205 | 1 |  1 |   2 |   5 |   6 |   5 |   9 |  15 |   6 |\n",
       "| 1.147945 | 1 |  1 |   0 |   5 |   3 |   3 |   9 |   9 |   6 |\n",
       "| 1.150685 | 1 |  1 |   2 |   5 |   2 |   3 |   7 |  10 |   7 |\n",
       "| 1.153425 | 1 |  3 |   1 |   2 |   6 |  11 |   8 |   9 |   8 |\n",
       "| 1.156164 | 1 |  1 |   6 |   3 |   6 |   8 |  11 |  12 |   8 |\n",
       "| 1.158904 | 1 |  1 |   2 |   5 |   2 |   5 |   6 |  11 |   3 |\n",
       "| 1.161644 | 1 |  0 |   0 |   3 |   2 |   4 |  10 |   9 |   5 |\n",
       "| 1.164384 | 1 |  1 |   2 |   6 |   9 |   1 |   7 |  16 |   7 |\n",
       "| 1.167123 | 1 |  1 |   3 |   6 |  10 |   5 |   9 |   5 |   5 |\n",
       "| 1.169863 | 1 |  0 |   0 |   0 |   0 |   0 |   0 |   0 |   0 |\n",
       "| 1.172603 | 1 |  0 |   4 |  20 |   9 |   4 |  26 |  21 |   9 |\n",
       "| 1.175342 | 1 |  0 |   0 |   8 |   3 |   6 |   7 |   8 |   1 |\n",
       "| 1.178082 | 1 |  0 |   0 |   0 |   0 |   0 |   0 |   0 |   0 |\n",
       "| 1.180822 | 1 |  2 |   1 |   8 |  14 |   2 |   7 |   3 |   5 |\n",
       "| 1.183562 | 1 |  1 |   1 |  10 |   4 |   6 |   9 |  13 |   7 |\n",
       "| 1.186301 | 1 |  0 |   2 |   8 |   9 |   3 |  12 |  11 |   3 |\n",
       "| 1.189041 | 1 |  2 |   4 |   9 |  13 |   8 |  12 |  13 |   3 |\n",
       "| 1.191781 | 1 |  0 |   1 |   5 |  10 |   5 |   8 |  10 |   6 |\n",
       "| 1.194521 | 1 |  0 |   1 |   3 |   4 |   1 |   5 |   2 |   1 |\n",
       "| 1.197260 | 1 |  3 |   0 |   4 |   9 |   9 |   9 |   7 |   4 |\n",
       "| 1.200000 | 1 |  2 |   1 |   3 |  15 |  11 |  10 |   5 |   2 |\n",
       "| 1.202740 | 1 |  1 |   3 |   0 |   9 |   2 |   6 |   5 |   2 |\n",
       "| 1.205479 | 1 |  1 |   2 |   8 |  10 |   5 |   4 |   6 |   1 |\n",
       "| 1.208219 | 1 |  1 |   2 |  14 |  10 |   6 |   5 |   7 |   4 |\n",
       "| 1.210959 | 1 |  2 |   3 |  12 |  12 |  10 |   6 |  13 |   3 |\n",
       "| 1.213699 | 1 |  3 |   1 |   9 |   5 |   6 |   5 |  12 |   1 |\n",
       "| 1.216438 | 1 |  3 |   4 |  10 |   6 |   8 |   6 |   3 |   3 |\n",
       "| 1.219178 | 1 |  0 |   0 |   0 |   0 |   0 |   0 |   0 |   0 |\n",
       "| 1.221918 | 1 |  1 |   4 |  12 |  19 |   4 |  30 |  18 |  14 |\n",
       "| 1.224658 | 1 |  2 |  10 |  10 |  10 |   6 |   7 |  11 |   4 |\n",
       "| 1.227397 | 1 |  3 |   2 |  12 |  16 |   8 |   8 |   9 |   2 |\n",
       "| 1.230137 | 1 |  3 |   3 |   8 |   9 |  11 |   7 |  14 |   6 |\n",
       "| 1.232877 | 1 |  4 |   1 |   7 |  10 |   6 |   9 |   4 |   2 |\n",
       "| 1.235616 | 1 |  1 |   2 |  12 |   6 |   7 |   7 |   7 |   2 |\n",
       "| 1.238356 | 1 |  1 |   3 |  11 |  11 |  15 |  10 |   5 |   6 |\n",
       "| 1.241096 | 1 |  2 |   4 |  11 |   7 |  11 |   9 |   3 |   1 |\n",
       "| 1.243836 | 1 |  3 |   3 |  10 |   9 |   5 |   8 |   3 |   3 |\n",
       "| 1.246575 | 1 |  1 |   0 |   8 |   6 |   2 |   8 |   2 |   4 |\n",
       "| 1.249315 | 1 |  2 |   6 |   4 |  13 |   5 |   3 |   9 |   1 |\n",
       "| 1.252055 | 1 |  3 |   4 |  18 |  15 |   9 |   4 |   5 |   3 |\n",
       "| 1.254795 | 1 |  2 |   2 |   6 |   5 |   3 |   6 |   4 |   4 |\n",
       "| 1.257534 | 1 |  1 |   1 |   4 |   8 |   9 |   9 |   7 |   0 |\n",
       "| 1.260274 | 1 | -1 |  -1 |  -4 |  -8 |  -9 |  -9 |  -7 |   0 |\n",
       "| 1.263014 | 1 | 10 |   4 |  26 |  37 |  32 |  23 |  19 |   6 |\n",
       "| 1.265753 | 1 |  3 |   4 |  10 |   5 |   9 |   7 |   0 |   1 |\n",
       "| 1.268493 | 1 |  3 |   2 |   4 |  10 |   3 |   3 |   6 |   2 |\n",
       "| 1.271233 | 1 |  2 |   2 |   8 |   4 |   4 |   4 |   1 |   0 |\n",
       "| 1.273973 | 1 |  1 |   1 |  12 |   8 |   3 |   5 |   3 |   8 |\n",
       "| 1.276712 | 1 |  0 |   7 |   8 |   8 |  10 |   9 |  11 |   6 |\n",
       "| 1.279452 | 1 |  0 |   4 |  19 |   3 |   8 |  12 |   9 |   4 |\n",
       "| 1.282192 | 1 |  1 |   1 |   3 |   5 |   6 |   8 |  11 |   4 |\n",
       "| 1.284932 | 1 |  1 |   1 |  13 |  38 |  34 |  14 |   8 |   2 |\n",
       "| 1.287671 | 1 |  0 |   0 |   4 |  13 |  15 |  18 |   5 |   1 |\n",
       "| 1.290411 | 1 |  1 |   1 |   5 |   7 |   3 |   1 |   2 |   4 |\n",
       "| 1.293151 | 1 |  2 |   2 |   4 |   4 |   7 |   5 |   3 |   1 |\n",
       "| 1.295890 | 1 |  0 |   1 |   6 |  16 |  11 |   5 |   4 |   5 |\n",
       "| 1.298630 | 1 |  0 |   0 |   2 |   6 |   4 |   0 |   6 |   0 |\n",
       "| 1.301370 | 1 |  1 |   0 |   5 |  13 |   8 |   4 |   3 |   1 |\n",
       "| 1.304110 | 1 |  1 |   0 |   0 |  10 |   6 |   8 |   5 |   1 |\n",
       "| 1.306849 | 1 |  2 |   0 |   5 |   7 |   8 |   4 |   2 |   1 |\n",
       "| 1.309589 | 1 |  2 |   3 |   4 |   3 |   2 |   4 |   4 |   1 |\n",
       "| 1.312329 | 1 |  4 |   5 |   6 |   5 |   6 |   4 |   2 |   0 |\n",
       "| 1.315068 | 1 |  1 |   3 |   6 |   7 |   4 |   6 |   5 |   1 |\n",
       "| 1.317808 | 1 |  0 |   4 |  13 |   3 |   3 |   8 |   9 |   3 |\n",
       "| 1.320548 | 1 |  0 |   4 |   3 |   1 |   5 |   2 |   5 |   0 |\n",
       "| 1.323288 | 1 |  1 |   1 |   7 |   4 |   4 |  10 |  13 |   3 |\n",
       "| 1.326027 | 1 |  4 |   1 |   7 |   5 |   3 |   7 |   7 |   0 |\n",
       "| 1.328767 | 1 |  0 |   0 |   4 |   3 |   3 |   4 |  13 |   1 |\n",
       "| 1.331507 | 1 |  0 |   0 |   6 |   5 |   4 |   9 |   7 |   3 |\n",
       "| 1.334247 | 1 |  1 |   7 |   4 |  11 |  12 |  12 |   2 |   3 |\n",
       "| 1.336986 | 1 |  2 |   6 |  11 |  12 |   5 |  10 |   6 |   2 |\n",
       "| 1.339726 | 1 |  4 |  10 |  14 |  17 |  16 |  19 |  15 |   6 |\n",
       "| 1.342466 | 1 |  4 |  10 |  32 |  20 |  24 |  33 |  29 |  11 |\n",
       "| 1.345205 | 1 |  3 |  23 |  39 |  28 |  35 |  58 |  56 |  31 |\n",
       "| 1.347945 | 1 |  5 |  13 |  22 |  27 |  23 |  38 |  48 |  14 |\n",
       "| 1.350685 | 1 |  5 |  18 |  17 |  27 |  27 |  61 |  67 |  22 |\n",
       "| 1.353425 | 1 | 14 |  17 |  29 |  32 |  39 |  58 |  72 |  29 |\n",
       "| 1.356164 | 1 | 12 |  35 |  30 |  35 |  32 |  55 |  48 |  30 |\n",
       "| 1.358904 | 1 |  6 |  19 |  42 |  40 |  42 |  61 |  74 |  34 |\n",
       "| 1.361644 | 1 | 11 |  19 |  55 |  40 |  48 |  66 |  56 |  34 |\n",
       "| 1.364384 | 1 | 16 |  35 |  34 |  40 |  62 |  82 |  87 |  27 |\n",
       "| 1.367123 | 1 |  9 |  13 |  30 |  35 |  39 |  48 |  52 |  24 |\n",
       "| 1.369863 | 1 | 15 |  19 |  41 |  30 |  33 |  53 |  50 |  30 |\n",
       "| 1.372603 | 1 | 13 |  13 |  37 |  47 |  42 |  60 |  57 |  34 |\n",
       "| 1.375342 | 1 |  9 |  27 |  52 |  50 |  70 | 108 |  65 |  41 |\n",
       "| 1.378082 | 1 | 16 |  17 |  32 |  48 |  53 |  73 |  64 |  48 |\n",
       "| 1.380822 | 1 | 16 |  18 |  31 |  36 |  47 |  54 |  67 |  36 |\n",
       "| 1.383562 | 1 | 10 |  12 |  44 |  39 |  37 |  55 |  73 |  21 |\n",
       "| 1.386301 | 1 | 10 |  11 |  43 |  15 |  28 |  49 |  55 |  26 |\n",
       "| 1.389041 | 1 | 14 |  17 |  25 |  24 |  25 |  45 |  45 |  30 |\n",
       "| 1.391781 | 1 | 10 |  12 |  43 |  25 |  24 |  48 |  51 |  40 |\n",
       "| 1.394521 | 1 |  7 |   7 |  22 |  21 |  29 |  36 |  34 |  22 |\n",
       "| 1.397260 | 1 |  9 |   7 |  17 |  24 |  27 |  39 |  38 |  22 |\n",
       "| 1.400000 | 1 |  3 |   6 |  14 |  19 |  19 |  38 |  42 |  18 |\n",
       "| 1.402740 | 1 |  8 |   3 |  19 |  15 |  25 |  35 |  39 |  16 |\n",
       "| 1.405479 | 1 |  3 |   5 |  13 |  17 |  16 |  22 |  21 |  20 |\n",
       "| 1.408219 | 1 |  5 |   8 |  12 |  17 |  17 |  34 |  26 |  14 |\n",
       "| 1.410959 | 1 |  6 |   8 |   7 |  16 |  15 |  28 |  48 |  22 |\n",
       "| 1.413699 | 1 | 12 |   4 |  13 |  13 |  17 |  29 |  44 |  12 |\n",
       "| 1.416438 | 1 |  3 |   3 |  22 |  19 |  22 |  34 |  40 |  16 |\n",
       "| 1.419178 | 1 |  4 |   5 |  16 |  12 |  18 |  34 |  29 |  14 |\n",
       "| 1.421918 | 1 |  0 |   0 |   0 |   0 |   0 |   0 |   0 |   0 |\n",
       "| 1.424658 | 1 |  6 |   6 |  41 |  25 |  22 |  43 |  56 |  24 |\n",
       "| 1.427397 | 1 |  6 |   8 |   8 |  10 |  18 |  18 |  25 |  11 |\n",
       "| 1.430137 | 1 |  1 |   3 |  14 |   9 |  17 |  22 |  25 |  18 |\n",
       "| 1.432877 | 1 |  5 |   8 |  25 |  11 |  20 |  36 |  27 |  17 |\n",
       "| 1.435616 | 1 |  3 |   4 |  16 |  17 |  21 |  24 |  24 |  12 |\n",
       "| 1.438356 | 1 |  1 |   5 |   6 |   7 |   9 |  35 |  26 |  15 |\n",
       "| 1.441096 | 1 |  0 |   0 |   0 |   0 |   0 |   0 |   0 |   0 |\n",
       "| 1.443836 | 1 |  2 |   8 |  25 |  20 |  20 |  25 |  26 |  21 |\n",
       "| 1.446575 | 1 |  1 |   2 |   6 |  10 |  10 |  16 |  10 |   5 |\n",
       "| 1.449315 | 1 |  4 |   4 |   9 |  10 |  14 |  23 |  19 |  22 |\n",
       "| 1.452055 | 1 |  6 |   4 |  15 |   9 |  17 |  29 |  27 |   9 |\n",
       "| 1.454795 | 1 |  5 |   3 |  12 |  14 |  15 |  19 |  22 |  14 |\n",
       "| 1.457534 | 1 |  1 |   6 |   7 |   7 |   5 |  10 |  16 |   9 |\n",
       "| 1.460274 | 1 |  1 |   4 |  14 |  16 |  12 |  19 |  20 |   7 |\n",
       "| 1.463014 | 1 |  4 |   4 |   5 |   3 |   5 |  10 |  12 |   3 |\n",
       "| 1.465753 | 1 |  1 |   2 |   8 |   7 |   7 |   5 |   4 |   0 |\n",
       "| 1.468493 | 1 |  5 |   5 |   8 |  20 |  20 |  26 |  18 |   9 |\n",
       "| 1.471233 | 1 |  6 |   4 |   7 |   9 |  14 |  13 |  13 |   7 |\n",
       "| 1.473973 | 1 |  3 |   6 |   6 |  10 |   6 |  11 |  13 |   4 |\n",
       "| 1.476712 | 1 |  1 |   1 |   6 |  13 |  11 |  11 |  16 |  13 |\n",
       "| 1.479452 | 1 |  0 |   4 |   4 |   9 |  13 |   8 |  12 |   8 |\n",
       "| 1.482192 | 1 |  0 |   3 |  17 |   9 |   8 |  12 |  14 |   6 |\n",
       "| 1.484932 | 1 |  5 |   8 |  26 |   8 |   2 |  11 |   9 |   4 |\n",
       "| 1.487671 | 1 |  1 |   2 |   8 |  13 |  10 |  28 |  31 |  16 |\n",
       "| 1.490411 | 1 |  6 |   5 |   6 |   7 |   9 |  12 |  11 |  10 |\n",
       "| 1.493151 | 1 |  0 |   0 |   0 |   0 |   0 |   0 |   0 |   0 |\n",
       "| 1.495890 | 1 |  4 |   0 |  11 |  14 |   8 |   6 |   6 |   6 |\n",
       "| 1.498630 | 1 |  8 |   2 |  19 |  19 |  16 |  12 |  11 |   8 |\n",
       "| 1.501370 | 1 |  5 |   7 |  21 |  16 |  20 |  13 |  12 |   7 |\n",
       "| 1.504110 | 1 |  4 |   7 |  30 |  11 |  11 |   9 |   8 |   2 |\n",
       "| 1.506849 | 1 |  5 |   3 |  13 |  10 |   8 |   5 |  13 |  11 |\n",
       "| 1.509589 | 1 |  0 |   2 |   7 |   9 |  10 |   8 |   7 |   2 |\n",
       "| 1.512329 | 1 |  2 |   2 |   5 |  16 |   6 |  19 |  17 |   2 |\n",
       "| 1.515068 | 1 |  2 |   4 |  12 |  14 |  13 |  22 |  15 |   8 |\n",
       "| 1.517808 | 1 |  2 |   3 |  13 |   7 |  15 |  13 |   7 |   7 |\n",
       "| 1.520548 | 1 |  3 |   3 |  11 |   7 |  12 |   9 |   9 |   3 |\n",
       "| 1.523288 | 1 |  1 |   4 |  12 |  12 |  18 |  15 |  14 |   5 |\n",
       "| 1.526027 | 1 |  2 |   2 |  18 |  10 |  18 |  24 |  26 |  11 |\n",
       "| 1.528767 | 1 |  2 |  11 |  10 |  18 |  21 |  26 |  26 |  13 |\n",
       "| 1.531507 | 1 |  7 |   7 |  12 |   4 |   9 |  14 |  14 |   5 |\n",
       "| 1.534247 | 1 |  5 |   7 |  10 |   8 |  11 |   9 |   6 |   1 |\n",
       "| 1.536986 | 1 |  6 |   5 |  21 |  25 |  22 |  22 |  11 |   3 |\n",
       "| 1.539726 | 1 |  2 |   7 |  12 |   9 |  14 |  23 |  13 |   4 |\n",
       "| 1.542466 | 1 |  4 |   6 |  20 |  15 |  17 |  20 |   9 |   7 |\n",
       "| 1.545205 | 1 | 11 |   8 |  13 |  23 |  14 |  17 |  25 |  10 |\n",
       "| 1.547945 | 1 |  8 |   9 |  16 |  16 |  19 |  16 |  20 |   6 |\n",
       "| 1.550685 | 1 |  7 |   5 |  21 |  22 |  18 |  26 |   7 |  10 |\n",
       "| 1.553425 | 1 |  5 |  14 |  24 |  19 |  25 |  13 |  15 |   6 |\n",
       "| 1.556164 | 1 |  7 |   9 |   9 |  13 |  19 |  10 |  18 |   8 |\n",
       "| 1.558904 | 1 |  3 |   5 |  17 |  13 |   7 |  15 |  11 |   3 |\n",
       "| 1.561644 | 1 |  2 |   3 |  19 |  25 |  11 |  20 |  23 |  10 |\n",
       "| 1.564384 | 1 |  1 |   8 |  21 |  20 |  23 |  29 |  15 |   6 |\n",
       "| 1.567123 | 1 |  9 |   7 |  24 |  24 |  26 |  28 |  13 |   9 |\n",
       "| 1.569863 | 1 |  1 |   5 |  10 |  15 |  21 |   9 |  13 |  11 |\n",
       "| 1.572603 | 1 |  3 |   4 |   9 |  26 |  22 |  22 |  24 |  24 |\n",
       "| 1.575342 | 1 |  3 |   6 |  15 |  25 |  19 |  19 |  15 |  15 |\n",
       "| 1.578082 | 1 |  3 |   9 |  21 |  13 |  12 |  13 |  15 |   9 |\n",
       "| 1.580822 | 1 |  6 |   5 |  20 |  18 |  12 |  21 |  30 |  19 |\n",
       "| 1.583562 | 1 |  6 |  13 |  26 |  23 |  22 |  25 |  15 |   9 |\n",
       "| 1.586301 | 1 |  7 |   9 |  28 |  19 |  23 |  42 |  28 |  17 |\n",
       "| 1.589041 | 1 | 12 |  14 |  36 |  32 |  29 |  36 |  32 |   7 |\n",
       "| 1.591781 | 1 |  8 |  13 |  26 |  27 |  27 |  49 |  40 |  13 |\n",
       "| 1.594521 | 1 |  6 |  12 |  37 |  27 |  29 |  40 |  53 |  15 |\n",
       "| 1.597260 | 1 | 10 |  12 |  37 |  26 |  36 |  44 |  38 |  18 |\n",
       "| 1.600000 | 1 |  5 |  16 |  47 |  47 |  61 |  55 |  41 |  20 |\n",
       "| 1.602740 | 1 | 22 |  43 |  48 |  47 |  56 |  55 |  44 |  17 |\n",
       "| 1.605479 | 1 | 11 |  35 |  65 |  49 |  59 |  60 |  45 |  28 |\n",
       "| 1.608219 | 1 | 15 |  36 | 108 |  49 |  56 |  56 |  37 |  23 |\n",
       "| 1.610959 | 1 | 17 |  20 |  65 |  47 |  64 |  56 |  32 |  18 |\n",
       "| 1.613699 | 1 | 23 |  21 |  41 |  41 |  49 |  50 |  20 |  17 |\n",
       "| 1.616438 | 1 | 16 |  18 |  67 |  53 |  60 |  60 |  43 |  25 |\n",
       "| 1.619178 | 1 | 11 |  31 |  52 |  61 |  75 |  72 |  46 |  24 |\n",
       "| 1.621918 | 1 | 21 |  57 | 125 |  83 |  93 |  95 |  72 |  28 |\n",
       "| 1.624658 | 1 | 21 |  40 |  86 |  85 |  99 | 117 |  68 |  27 |\n",
       "| 1.627397 | 1 | 13 |  37 |  68 |  72 |  92 |  78 |  82 |  30 |\n",
       "| 1.630137 | 1 | 18 |  37 |  93 |  65 |  69 |  82 |  46 |  26 |\n",
       "| 1.632877 | 1 | 16 |  54 |  54 |  32 |  38 |  76 |  57 |  24 |\n",
       "| 1.635616 | 1 | 15 |  47 |  82 |  66 |  63 |  94 |  43 |  27 |\n",
       "| 1.638356 | 1 | 19 |  43 |  85 |  89 |  79 |  99 |  57 |  23 |\n",
       "| 1.641096 | 1 | 31 |  41 | 104 |  68 |  93 |  95 |  75 |  27 |\n",
       "| 1.643836 | 1 | 25 |  46 | 100 |  82 |  89 | 119 |  93 |  43 |\n",
       "| 1.646575 | 1 | 23 |  52 | 100 |  66 |  78 |  93 |  90 |  50 |\n",
       "| 1.649315 | 1 | 22 |  30 |  72 |  90 |  73 | 123 | 111 |  68 |\n",
       "| 1.652055 | 1 | 14 |  31 |  84 |  75 |  74 | 139 |  99 |  59 |\n",
       "| 1.654795 | 1 | 20 |  33 |  74 |  75 |  82 | 109 |  91 |  57 |\n",
       "| 1.657534 | 1 | 24 |  43 |  63 |  95 |  96 | 125 | 125 |  74 |\n",
       "| 1.660274 | 1 | 37 |  50 |  80 | 109 |  91 | 106 | 113 |  50 |\n",
       "| 1.663014 | 1 | 35 |  46 |  85 |  81 |  99 | 125 | 100 |  62 |\n",
       "| 1.665753 | 1 | 52 |  86 |  97 | 114 | 142 | 174 | 148 |  69 |\n",
       "| 1.668493 | 1 | 36 |  74 | 110 | 109 | 150 | 192 | 183 | 105 |\n",
       "| 1.671233 | 1 | 31 |  54 |  98 |  73 | 121 | 138 | 108 |  49 |\n",
       "| 1.673973 | 1 | 40 |  54 | 100 | 113 | 125 | 151 | 132 |  79 |\n",
       "| 1.676712 | 1 | 45 |  69 | 153 | 104 | 142 | 215 | 191 |  91 |\n",
       "| 1.679452 | 1 | 56 |  54 | 107 | 122 | 141 | 214 | 173 |  85 |\n",
       "| 1.682192 | 1 | 40 |  66 | 123 | 132 | 134 | 225 | 186 |  90 |\n",
       "| 1.684932 | 1 | 33 |  66 | 135 | 111 | 154 | 220 | 176 |  83 |\n",
       "| 1.687671 | 1 | 47 |  70 | 137 | 142 | 152 | 233 | 188 |  79 |\n",
       "| 1.690411 | 1 | 46 |  45 |  97 | 117 | 124 | 195 | 161 |  87 |\n",
       "| 1.693151 | 1 | 31 |  56 | 105 | 104 | 124 | 180 | 132 |  86 |\n",
       "| 1.695890 | 1 |  0 |   0 |   0 |   0 |   0 |   0 |   0 |   0 |\n",
       "| 1.698630 | 1 | 47 |  66 | 156 | 170 | 196 | 238 | 214 |  86 |\n",
       "| 1.701370 | 1 | 47 |  80 | 128 | 147 | 179 | 209 | 171 |  90 |\n",
       "| 1.704110 | 1 | 36 |  61 | 111 | 131 | 159 | 191 | 179 |  61 |\n",
       "| 1.706849 | 1 | 35 |  50 |  77 | 114 | 120 | 172 | 129 |  62 |\n",
       "| 1.709589 | 1 | 41 |  52 | 139 | 144 | 174 | 194 | 186 |  76 |\n",
       "| 1.712329 | 1 | 39 |  57 | 115 | 112 | 163 | 198 | 204 |  92 |\n",
       "| 1.715068 | 1 | 49 |  67 |  93 | 132 | 134 | 186 | 174 |  67 |\n",
       "| 1.717808 | 1 | 41 |  74 | 131 | 145 | 154 | 204 | 159 |  80 |\n",
       "| 1.720548 | 1 | 39 |  66 | 111 | 109 | 106 | 160 | 125 |  59 |\n",
       "| 1.723288 | 1 | 32 |  46 |  80 |  75 |  88 | 124 | 117 |  51 |\n",
       "| 1.726027 | 1 | 40 |  71 | 120 | 127 | 172 | 187 | 153 |  69 |\n",
       "| 1.728767 | 1 | 45 |  44 | 107 | 105 | 112 | 124 | 108 |  44 |\n",
       "| 1.731507 | 1 | 45 |  60 | 106 | 106 | 110 | 140 | 148 |  73 |\n",
       "| 1.734247 | 1 | 41 |  54 | 123 | 120 | 155 | 176 | 113 |  59 |\n",
       "| 1.736986 | 1 | 34 |  43 |  91 |  86 |  83 | 124 | 125 |  49 |\n",
       "| 1.739726 | 1 | 32 |  50 | 100 |  91 |  89 | 124 |  80 |  50 |\n",
       "| 1.742466 | 1 | 36 |  56 |  87 |  79 |  94 | 143 |  87 |  49 |\n",
       "| 1.745205 | 1 | 19 |  36 |  47 |  54 |  61 |  79 |  79 |  44 |\n",
       "| 1.747945 | 1 | 32 |  34 |  71 |  59 |  91 | 102 |  74 |  39 |\n",
       "| 1.750685 | 1 | 24 |  28 |  66 |  81 |  83 | 129 |  87 |  47 |\n",
       "| 1.753425 | 1 | 25 |  45 |  60 |  67 |  82 |  98 |  71 |  39 |\n",
       "| 1.756164 | 1 | 42 |  37 |  62 |  70 |  81 |  97 |  91 |  22 |\n",
       "| 1.758904 | 1 | 31 |  60 |  54 |  74 |  78 | 106 | 108 |  42 |\n",
       "| 1.761644 | 1 | 27 |  29 |  74 |  74 |  82 |  87 |  70 |  38 |\n",
       "| 1.764384 | 1 | 17 |  31 |  48 |  53 |  66 |  75 |  49 |  30 |\n",
       "| 1.767123 | 1 | 22 |  27 |  52 |  58 |  72 |  73 |  43 |  31 |\n",
       "| 1.769863 | 1 | 27 |  27 |  56 |  47 |  58 |  76 |  61 |  30 |\n",
       "| 1.772603 | 1 | 15 |  27 |  46 |  50 |  53 |  84 |  61 |  40 |\n",
       "| 1.775342 | 1 | 18 |  21 |  53 |  43 |  52 |  65 |  62 |  17 |\n",
       "| 1.778082 | 1 | 21 |  30 |  50 |  57 |  59 |  85 |  62 |  43 |\n",
       "| 1.780822 | 1 | 18 |  18 |  68 |  50 |  60 |  79 |  61 |  21 |\n",
       "| 1.783562 | 1 | 14 | 138 |  44 |  42 |  46 |  72 |  51 |  17 |\n",
       "| 1.786301 | 1 | 15 |  30 |  65 |  44 |  52 |  60 |  55 |  14 |\n",
       "| 1.789041 | 1 | 40 |  99 |  66 |  71 |  83 |  78 |  69 |  26 |\n",
       "| 1.791781 | 1 | 35 |  45 |  64 |  58 |  80 |  88 |  69 |  33 |\n",
       "| 1.794521 | 1 | 22 |  39 |  47 |  53 |  74 |  88 |  73 |  30 |\n",
       "| 1.797260 | 1 | 27 |  48 |  46 |  49 |  67 |  77 |  73 |  35 |\n",
       "| 1.800000 | 1 | 17 |  20 |  46 |  49 |  46 |  74 |  57 |  20 |\n",
       "| 1.802740 | 1 | 20 |  30 |  35 |  44 |  39 |  53 |  45 |  18 |\n",
       "| 1.805479 | 1 |  9 |  30 |  50 |  37 |  52 |  70 |  55 |  19 |\n",
       "| 1.808219 | 1 | 22 |  41 |  75 |  64 |  92 |  70 |  62 |  29 |\n",
       "| 1.810959 | 1 | 27 |  27 |  50 |  64 |  76 |  75 |  69 |  37 |\n",
       "| 1.813699 | 1 | 30 |  28 |  30 |  60 |  42 |  65 |  75 |  25 |\n",
       "| 1.816438 | 1 | 25 |  31 |  53 |  41 |  60 |  77 |  63 |  30 |\n",
       "| 1.819178 | 1 | 21 |  27 |  51 |  47 |  44 |  79 |  66 |  26 |\n",
       "| 1.821918 | 1 | 19 |   9 |  35 |  31 |  53 |  52 |  59 |  22 |\n",
       "| 1.824658 | 1 | 15 |  NA |  33 |  41 |  52 |  59 |  38 |  28 |\n",
       "\n"
      ],
      "text/plain": [
       "         status 0-9세 10-19세 20-29세 30-39세 40-49세 50-59세 60-69세 70-79세\n",
       "1.000000 1       2      4      12       7       7       2       2       0    \n",
       "1.002740 1       1      1       7       4       2       3       6       2    \n",
       "1.005479 1       1      5       5       2       3       6       7       0    \n",
       "1.008219 1       0      3      13       5       1       4       3       3    \n",
       "1.010959 1       2      1      10       2       1       2       5       1    \n",
       "1.013699 1       0      3       7       4       4       3       3       2    \n",
       "1.016438 1       0      4       9       5       3       2       1       2    \n",
       "1.019178 1       3      3       5       1       2       3       2       1    \n",
       "1.021918 1       1      4       9       3       1       2       1       1    \n",
       "1.024658 1       2      0       9       1       1       2       1       1    \n",
       "1.027397 1       0      2       3       1       0       1       0       0    \n",
       "1.030137 1       0      3       5       2       0       3       0       0    \n",
       "1.032877 1       0      1       2       0       1       3       0       1    \n",
       "1.035616 1       0      1       3       1       4       0       1       1    \n",
       "1.038356 1       0      1       2       1       1       1       0       1    \n",
       "1.041096 1       0      1       1       1       0       1       1       0    \n",
       "1.043836 1       1      1       3       1       2       0       2       0    \n",
       "1.046575 1       2      0       3       4       1       0       0       0    \n",
       "1.049315 1      -1      2       3       5       1       0       0       0    \n",
       "1.052055 1       0      2       5       2       1       2       1       1    \n",
       "1.054795 1       0      0       3       2       3       1       0       0    \n",
       "1.057534 1       0      0       1       2       1       0       0       0    \n",
       "1.060274 1       0      0       5       1       2       0       0       0    \n",
       "1.063014 1       0      0       3       1       1       0       1       0    \n",
       "1.065753 1       0      1       2       3       2       0       2       1    \n",
       "1.068493 1       0      0       2       1       3       0       2       0    \n",
       "1.071233 1       0      0       0       1       1       1       0       0    \n",
       "1.073973 1       0      0       0       1       0       0       1       0    \n",
       "1.076712 1       0      1       2       1       0       0       0       0    \n",
       "1.079452 1       1      0       1       7       2       0       1       0    \n",
       "1.082192 1       0      2      12       3       0       1       0       0    \n",
       "1.084932 1       0      3      19       3       4       2       2       1    \n",
       "1.087671 1       0      1      21       8       4       0       1       0    \n",
       "1.090411 1       1      4      10       6       2       3       0       0    \n",
       "1.093151 1       1      1      13       5       2       1       1       1    \n",
       "1.095890 1       0     11      14       3       1       0       0       0    \n",
       "1.098630 1       2      3      10       5       2       1       2       2    \n",
       "1.101370 1       2      2       8       2       1       1       3       0    \n",
       "1.104110 1       0      1       5       2       3       1       0       1    \n",
       "1.106849 1       0      1       3       4       5       1       1       0    \n",
       "1.109589 1       1      0       5       0       0       3       3       1    \n",
       "1.112329 1       0      6      13       4       6       1       1       1    \n",
       "1.115068 1       0      4       3       2       3       0       0       0    \n",
       "1.117808 1       0      0       0       0       0       0       0       0    \n",
       "1.120548 1       0      2       4       4       7       4       3       1    \n",
       "1.123288 1       0      1       3       3       2       5       2       0    \n",
       "1.126027 1       1      1       3       4       3       4       1       2    \n",
       "1.128767 1       3      2       8       6       3       6       8       3    \n",
       "1.131507 1       2      4      15      26      14      12       6       0    \n",
       "1.134247 1       1      6      12       9      10       9       8       0    \n",
       "1.136986 1       1      5       9       2       4      10       4       1    \n",
       "1.139726 1       0      0       9       7       4       6       1       0    \n",
       "1.142466 1       0      0       0       0       0       0       0       0    \n",
       "1.145205 1       1      2       5       6       5       9      15       6    \n",
       "1.147945 1       1      0       5       3       3       9       9       6    \n",
       "1.150685 1       1      2       5       2       3       7      10       7    \n",
       "1.153425 1       3      1       2       6      11       8       9       8    \n",
       "1.156164 1       1      6       3       6       8      11      12       8    \n",
       "1.158904 1       1      2       5       2       5       6      11       3    \n",
       "1.161644 1       0      0       3       2       4      10       9       5    \n",
       "1.164384 1       1      2       6       9       1       7      16       7    \n",
       "1.167123 1       1      3       6      10       5       9       5       5    \n",
       "1.169863 1       0      0       0       0       0       0       0       0    \n",
       "1.172603 1       0      4      20       9       4      26      21       9    \n",
       "1.175342 1       0      0       8       3       6       7       8       1    \n",
       "1.178082 1       0      0       0       0       0       0       0       0    \n",
       "1.180822 1       2      1       8      14       2       7       3       5    \n",
       "1.183562 1       1      1      10       4       6       9      13       7    \n",
       "1.186301 1       0      2       8       9       3      12      11       3    \n",
       "1.189041 1       2      4       9      13       8      12      13       3    \n",
       "1.191781 1       0      1       5      10       5       8      10       6    \n",
       "1.194521 1       0      1       3       4       1       5       2       1    \n",
       "1.197260 1       3      0       4       9       9       9       7       4    \n",
       "1.200000 1       2      1       3      15      11      10       5       2    \n",
       "1.202740 1       1      3       0       9       2       6       5       2    \n",
       "1.205479 1       1      2       8      10       5       4       6       1    \n",
       "1.208219 1       1      2      14      10       6       5       7       4    \n",
       "1.210959 1       2      3      12      12      10       6      13       3    \n",
       "1.213699 1       3      1       9       5       6       5      12       1    \n",
       "1.216438 1       3      4      10       6       8       6       3       3    \n",
       "1.219178 1       0      0       0       0       0       0       0       0    \n",
       "1.221918 1       1      4      12      19       4      30      18      14    \n",
       "1.224658 1       2     10      10      10       6       7      11       4    \n",
       "1.227397 1       3      2      12      16       8       8       9       2    \n",
       "1.230137 1       3      3       8       9      11       7      14       6    \n",
       "1.232877 1       4      1       7      10       6       9       4       2    \n",
       "1.235616 1       1      2      12       6       7       7       7       2    \n",
       "1.238356 1       1      3      11      11      15      10       5       6    \n",
       "1.241096 1       2      4      11       7      11       9       3       1    \n",
       "1.243836 1       3      3      10       9       5       8       3       3    \n",
       "1.246575 1       1      0       8       6       2       8       2       4    \n",
       "1.249315 1       2      6       4      13       5       3       9       1    \n",
       "1.252055 1       3      4      18      15       9       4       5       3    \n",
       "1.254795 1       2      2       6       5       3       6       4       4    \n",
       "1.257534 1       1      1       4       8       9       9       7       0    \n",
       "1.260274 1      -1     -1      -4      -8      -9      -9      -7       0    \n",
       "1.263014 1      10      4      26      37      32      23      19       6    \n",
       "1.265753 1       3      4      10       5       9       7       0       1    \n",
       "1.268493 1       3      2       4      10       3       3       6       2    \n",
       "1.271233 1       2      2       8       4       4       4       1       0    \n",
       "1.273973 1       1      1      12       8       3       5       3       8    \n",
       "1.276712 1       0      7       8       8      10       9      11       6    \n",
       "1.279452 1       0      4      19       3       8      12       9       4    \n",
       "1.282192 1       1      1       3       5       6       8      11       4    \n",
       "1.284932 1       1      1      13      38      34      14       8       2    \n",
       "1.287671 1       0      0       4      13      15      18       5       1    \n",
       "1.290411 1       1      1       5       7       3       1       2       4    \n",
       "1.293151 1       2      2       4       4       7       5       3       1    \n",
       "1.295890 1       0      1       6      16      11       5       4       5    \n",
       "1.298630 1       0      0       2       6       4       0       6       0    \n",
       "1.301370 1       1      0       5      13       8       4       3       1    \n",
       "1.304110 1       1      0       0      10       6       8       5       1    \n",
       "1.306849 1       2      0       5       7       8       4       2       1    \n",
       "1.309589 1       2      3       4       3       2       4       4       1    \n",
       "1.312329 1       4      5       6       5       6       4       2       0    \n",
       "1.315068 1       1      3       6       7       4       6       5       1    \n",
       "1.317808 1       0      4      13       3       3       8       9       3    \n",
       "1.320548 1       0      4       3       1       5       2       5       0    \n",
       "1.323288 1       1      1       7       4       4      10      13       3    \n",
       "1.326027 1       4      1       7       5       3       7       7       0    \n",
       "1.328767 1       0      0       4       3       3       4      13       1    \n",
       "1.331507 1       0      0       6       5       4       9       7       3    \n",
       "1.334247 1       1      7       4      11      12      12       2       3    \n",
       "1.336986 1       2      6      11      12       5      10       6       2    \n",
       "1.339726 1       4     10      14      17      16      19      15       6    \n",
       "1.342466 1       4     10      32      20      24      33      29      11    \n",
       "1.345205 1       3     23      39      28      35      58      56      31    \n",
       "1.347945 1       5     13      22      27      23      38      48      14    \n",
       "1.350685 1       5     18      17      27      27      61      67      22    \n",
       "1.353425 1      14     17      29      32      39      58      72      29    \n",
       "1.356164 1      12     35      30      35      32      55      48      30    \n",
       "1.358904 1       6     19      42      40      42      61      74      34    \n",
       "1.361644 1      11     19      55      40      48      66      56      34    \n",
       "1.364384 1      16     35      34      40      62      82      87      27    \n",
       "1.367123 1       9     13      30      35      39      48      52      24    \n",
       "1.369863 1      15     19      41      30      33      53      50      30    \n",
       "1.372603 1      13     13      37      47      42      60      57      34    \n",
       "1.375342 1       9     27      52      50      70     108      65      41    \n",
       "1.378082 1      16     17      32      48      53      73      64      48    \n",
       "1.380822 1      16     18      31      36      47      54      67      36    \n",
       "1.383562 1      10     12      44      39      37      55      73      21    \n",
       "1.386301 1      10     11      43      15      28      49      55      26    \n",
       "1.389041 1      14     17      25      24      25      45      45      30    \n",
       "1.391781 1      10     12      43      25      24      48      51      40    \n",
       "1.394521 1       7      7      22      21      29      36      34      22    \n",
       "1.397260 1       9      7      17      24      27      39      38      22    \n",
       "1.400000 1       3      6      14      19      19      38      42      18    \n",
       "1.402740 1       8      3      19      15      25      35      39      16    \n",
       "1.405479 1       3      5      13      17      16      22      21      20    \n",
       "1.408219 1       5      8      12      17      17      34      26      14    \n",
       "1.410959 1       6      8       7      16      15      28      48      22    \n",
       "1.413699 1      12      4      13      13      17      29      44      12    \n",
       "1.416438 1       3      3      22      19      22      34      40      16    \n",
       "1.419178 1       4      5      16      12      18      34      29      14    \n",
       "1.421918 1       0      0       0       0       0       0       0       0    \n",
       "1.424658 1       6      6      41      25      22      43      56      24    \n",
       "1.427397 1       6      8       8      10      18      18      25      11    \n",
       "1.430137 1       1      3      14       9      17      22      25      18    \n",
       "1.432877 1       5      8      25      11      20      36      27      17    \n",
       "1.435616 1       3      4      16      17      21      24      24      12    \n",
       "1.438356 1       1      5       6       7       9      35      26      15    \n",
       "1.441096 1       0      0       0       0       0       0       0       0    \n",
       "1.443836 1       2      8      25      20      20      25      26      21    \n",
       "1.446575 1       1      2       6      10      10      16      10       5    \n",
       "1.449315 1       4      4       9      10      14      23      19      22    \n",
       "1.452055 1       6      4      15       9      17      29      27       9    \n",
       "1.454795 1       5      3      12      14      15      19      22      14    \n",
       "1.457534 1       1      6       7       7       5      10      16       9    \n",
       "1.460274 1       1      4      14      16      12      19      20       7    \n",
       "1.463014 1       4      4       5       3       5      10      12       3    \n",
       "1.465753 1       1      2       8       7       7       5       4       0    \n",
       "1.468493 1       5      5       8      20      20      26      18       9    \n",
       "1.471233 1       6      4       7       9      14      13      13       7    \n",
       "1.473973 1       3      6       6      10       6      11      13       4    \n",
       "1.476712 1       1      1       6      13      11      11      16      13    \n",
       "1.479452 1       0      4       4       9      13       8      12       8    \n",
       "1.482192 1       0      3      17       9       8      12      14       6    \n",
       "1.484932 1       5      8      26       8       2      11       9       4    \n",
       "1.487671 1       1      2       8      13      10      28      31      16    \n",
       "1.490411 1       6      5       6       7       9      12      11      10    \n",
       "1.493151 1       0      0       0       0       0       0       0       0    \n",
       "1.495890 1       4      0      11      14       8       6       6       6    \n",
       "1.498630 1       8      2      19      19      16      12      11       8    \n",
       "1.501370 1       5      7      21      16      20      13      12       7    \n",
       "1.504110 1       4      7      30      11      11       9       8       2    \n",
       "1.506849 1       5      3      13      10       8       5      13      11    \n",
       "1.509589 1       0      2       7       9      10       8       7       2    \n",
       "1.512329 1       2      2       5      16       6      19      17       2    \n",
       "1.515068 1       2      4      12      14      13      22      15       8    \n",
       "1.517808 1       2      3      13       7      15      13       7       7    \n",
       "1.520548 1       3      3      11       7      12       9       9       3    \n",
       "1.523288 1       1      4      12      12      18      15      14       5    \n",
       "1.526027 1       2      2      18      10      18      24      26      11    \n",
       "1.528767 1       2     11      10      18      21      26      26      13    \n",
       "1.531507 1       7      7      12       4       9      14      14       5    \n",
       "1.534247 1       5      7      10       8      11       9       6       1    \n",
       "1.536986 1       6      5      21      25      22      22      11       3    \n",
       "1.539726 1       2      7      12       9      14      23      13       4    \n",
       "1.542466 1       4      6      20      15      17      20       9       7    \n",
       "1.545205 1      11      8      13      23      14      17      25      10    \n",
       "1.547945 1       8      9      16      16      19      16      20       6    \n",
       "1.550685 1       7      5      21      22      18      26       7      10    \n",
       "1.553425 1       5     14      24      19      25      13      15       6    \n",
       "1.556164 1       7      9       9      13      19      10      18       8    \n",
       "1.558904 1       3      5      17      13       7      15      11       3    \n",
       "1.561644 1       2      3      19      25      11      20      23      10    \n",
       "1.564384 1       1      8      21      20      23      29      15       6    \n",
       "1.567123 1       9      7      24      24      26      28      13       9    \n",
       "1.569863 1       1      5      10      15      21       9      13      11    \n",
       "1.572603 1       3      4       9      26      22      22      24      24    \n",
       "1.575342 1       3      6      15      25      19      19      15      15    \n",
       "1.578082 1       3      9      21      13      12      13      15       9    \n",
       "1.580822 1       6      5      20      18      12      21      30      19    \n",
       "1.583562 1       6     13      26      23      22      25      15       9    \n",
       "1.586301 1       7      9      28      19      23      42      28      17    \n",
       "1.589041 1      12     14      36      32      29      36      32       7    \n",
       "1.591781 1       8     13      26      27      27      49      40      13    \n",
       "1.594521 1       6     12      37      27      29      40      53      15    \n",
       "1.597260 1      10     12      37      26      36      44      38      18    \n",
       "1.600000 1       5     16      47      47      61      55      41      20    \n",
       "1.602740 1      22     43      48      47      56      55      44      17    \n",
       "1.605479 1      11     35      65      49      59      60      45      28    \n",
       "1.608219 1      15     36     108      49      56      56      37      23    \n",
       "1.610959 1      17     20      65      47      64      56      32      18    \n",
       "1.613699 1      23     21      41      41      49      50      20      17    \n",
       "1.616438 1      16     18      67      53      60      60      43      25    \n",
       "1.619178 1      11     31      52      61      75      72      46      24    \n",
       "1.621918 1      21     57     125      83      93      95      72      28    \n",
       "1.624658 1      21     40      86      85      99     117      68      27    \n",
       "1.627397 1      13     37      68      72      92      78      82      30    \n",
       "1.630137 1      18     37      93      65      69      82      46      26    \n",
       "1.632877 1      16     54      54      32      38      76      57      24    \n",
       "1.635616 1      15     47      82      66      63      94      43      27    \n",
       "1.638356 1      19     43      85      89      79      99      57      23    \n",
       "1.641096 1      31     41     104      68      93      95      75      27    \n",
       "1.643836 1      25     46     100      82      89     119      93      43    \n",
       "1.646575 1      23     52     100      66      78      93      90      50    \n",
       "1.649315 1      22     30      72      90      73     123     111      68    \n",
       "1.652055 1      14     31      84      75      74     139      99      59    \n",
       "1.654795 1      20     33      74      75      82     109      91      57    \n",
       "1.657534 1      24     43      63      95      96     125     125      74    \n",
       "1.660274 1      37     50      80     109      91     106     113      50    \n",
       "1.663014 1      35     46      85      81      99     125     100      62    \n",
       "1.665753 1      52     86      97     114     142     174     148      69    \n",
       "1.668493 1      36     74     110     109     150     192     183     105    \n",
       "1.671233 1      31     54      98      73     121     138     108      49    \n",
       "1.673973 1      40     54     100     113     125     151     132      79    \n",
       "1.676712 1      45     69     153     104     142     215     191      91    \n",
       "1.679452 1      56     54     107     122     141     214     173      85    \n",
       "1.682192 1      40     66     123     132     134     225     186      90    \n",
       "1.684932 1      33     66     135     111     154     220     176      83    \n",
       "1.687671 1      47     70     137     142     152     233     188      79    \n",
       "1.690411 1      46     45      97     117     124     195     161      87    \n",
       "1.693151 1      31     56     105     104     124     180     132      86    \n",
       "1.695890 1       0      0       0       0       0       0       0       0    \n",
       "1.698630 1      47     66     156     170     196     238     214      86    \n",
       "1.701370 1      47     80     128     147     179     209     171      90    \n",
       "1.704110 1      36     61     111     131     159     191     179      61    \n",
       "1.706849 1      35     50      77     114     120     172     129      62    \n",
       "1.709589 1      41     52     139     144     174     194     186      76    \n",
       "1.712329 1      39     57     115     112     163     198     204      92    \n",
       "1.715068 1      49     67      93     132     134     186     174      67    \n",
       "1.717808 1      41     74     131     145     154     204     159      80    \n",
       "1.720548 1      39     66     111     109     106     160     125      59    \n",
       "1.723288 1      32     46      80      75      88     124     117      51    \n",
       "1.726027 1      40     71     120     127     172     187     153      69    \n",
       "1.728767 1      45     44     107     105     112     124     108      44    \n",
       "1.731507 1      45     60     106     106     110     140     148      73    \n",
       "1.734247 1      41     54     123     120     155     176     113      59    \n",
       "1.736986 1      34     43      91      86      83     124     125      49    \n",
       "1.739726 1      32     50     100      91      89     124      80      50    \n",
       "1.742466 1      36     56      87      79      94     143      87      49    \n",
       "1.745205 1      19     36      47      54      61      79      79      44    \n",
       "1.747945 1      32     34      71      59      91     102      74      39    \n",
       "1.750685 1      24     28      66      81      83     129      87      47    \n",
       "1.753425 1      25     45      60      67      82      98      71      39    \n",
       "1.756164 1      42     37      62      70      81      97      91      22    \n",
       "1.758904 1      31     60      54      74      78     106     108      42    \n",
       "1.761644 1      27     29      74      74      82      87      70      38    \n",
       "1.764384 1      17     31      48      53      66      75      49      30    \n",
       "1.767123 1      22     27      52      58      72      73      43      31    \n",
       "1.769863 1      27     27      56      47      58      76      61      30    \n",
       "1.772603 1      15     27      46      50      53      84      61      40    \n",
       "1.775342 1      18     21      53      43      52      65      62      17    \n",
       "1.778082 1      21     30      50      57      59      85      62      43    \n",
       "1.780822 1      18     18      68      50      60      79      61      21    \n",
       "1.783562 1      14    138      44      42      46      72      51      17    \n",
       "1.786301 1      15     30      65      44      52      60      55      14    \n",
       "1.789041 1      40     99      66      71      83      78      69      26    \n",
       "1.791781 1      35     45      64      58      80      88      69      33    \n",
       "1.794521 1      22     39      47      53      74      88      73      30    \n",
       "1.797260 1      27     48      46      49      67      77      73      35    \n",
       "1.800000 1      17     20      46      49      46      74      57      20    \n",
       "1.802740 1      20     30      35      44      39      53      45      18    \n",
       "1.805479 1       9     30      50      37      52      70      55      19    \n",
       "1.808219 1      22     41      75      64      92      70      62      29    \n",
       "1.810959 1      27     27      50      64      76      75      69      37    \n",
       "1.813699 1      30     28      30      60      42      65      75      25    \n",
       "1.816438 1      25     31      53      41      60      77      63      30    \n",
       "1.819178 1      21     27      51      47      44      79      66      26    \n",
       "1.821918 1      19      9      35      31      53      52      59      22    \n",
       "1.824658 1      15     NA      33      41      52      59      38      28    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid19.ts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "fe2edbfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A tbl_ts: 302 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>date</th><th scope=col>status</th><th scope=col>0-9세</th><th scope=col>10-19세</th><th scope=col>20-29세</th><th scope=col>30-39세</th><th scope=col>40-49세</th><th scope=col>50-59세</th><th scope=col>60-69세</th><th scope=col>70-79세</th><th scope=col>80세 이상</th></tr>\n",
       "\t<tr><th scope=col>&lt;date&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>2020-04-09</td><td>신규</td><td> 2</td><td>4</td><td>12</td><td>7</td><td>7</td><td>2</td><td>2</td><td>0</td><td>3</td></tr>\n",
       "\t<tr><td>2020-04-10</td><td>신규</td><td> 1</td><td>1</td><td> 7</td><td>4</td><td>2</td><td>3</td><td>6</td><td>2</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-11</td><td>신규</td><td> 1</td><td>5</td><td> 5</td><td>2</td><td>3</td><td>6</td><td>7</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-12</td><td>신규</td><td> 0</td><td>3</td><td>13</td><td>5</td><td>1</td><td>4</td><td>3</td><td>3</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-13</td><td>신규</td><td> 2</td><td>1</td><td>10</td><td>2</td><td>1</td><td>2</td><td>5</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-14</td><td>신규</td><td> 0</td><td>3</td><td> 7</td><td>4</td><td>4</td><td>3</td><td>3</td><td>2</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-15</td><td>신규</td><td> 0</td><td>4</td><td> 9</td><td>5</td><td>3</td><td>2</td><td>1</td><td>2</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-16</td><td>신규</td><td> 3</td><td>3</td><td> 5</td><td>1</td><td>2</td><td>3</td><td>2</td><td>1</td><td>2</td></tr>\n",
       "\t<tr><td>2020-04-17</td><td>신규</td><td> 1</td><td>4</td><td> 9</td><td>3</td><td>1</td><td>2</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-18</td><td>신규</td><td> 2</td><td>0</td><td> 9</td><td>1</td><td>1</td><td>2</td><td>1</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-19</td><td>신규</td><td> 0</td><td>2</td><td> 3</td><td>1</td><td>0</td><td>1</td><td>0</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-20</td><td>신규</td><td> 0</td><td>3</td><td> 5</td><td>2</td><td>0</td><td>3</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-21</td><td>신규</td><td> 0</td><td>1</td><td> 2</td><td>0</td><td>1</td><td>3</td><td>0</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-22</td><td>신규</td><td> 0</td><td>1</td><td> 3</td><td>1</td><td>4</td><td>0</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-23</td><td>신규</td><td> 0</td><td>1</td><td> 2</td><td>1</td><td>1</td><td>1</td><td>0</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-24</td><td>신규</td><td> 0</td><td>1</td><td> 1</td><td>1</td><td>0</td><td>1</td><td>1</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>2020-04-25</td><td>신규</td><td> 1</td><td>1</td><td> 3</td><td>1</td><td>2</td><td>0</td><td>2</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-26</td><td>신규</td><td> 2</td><td>0</td><td> 3</td><td>4</td><td>1</td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-27</td><td>신규</td><td>-1</td><td>2</td><td> 3</td><td>5</td><td>1</td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-28</td><td>신규</td><td> 0</td><td>2</td><td> 5</td><td>2</td><td>1</td><td>2</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-29</td><td>신규</td><td> 0</td><td>0</td><td> 3</td><td>2</td><td>3</td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-04-30</td><td>신규</td><td> 0</td><td>0</td><td> 1</td><td>2</td><td>1</td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-01</td><td>신규</td><td> 0</td><td>0</td><td> 5</td><td>1</td><td>2</td><td>0</td><td>0</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>2020-05-02</td><td>신규</td><td> 0</td><td>0</td><td> 3</td><td>1</td><td>1</td><td>0</td><td>1</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-03</td><td>신규</td><td> 0</td><td>1</td><td> 2</td><td>3</td><td>2</td><td>0</td><td>2</td><td>1</td><td>2</td></tr>\n",
       "\t<tr><td>2020-05-04</td><td>신규</td><td> 0</td><td>0</td><td> 2</td><td>1</td><td>3</td><td>0</td><td>2</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-05</td><td>신규</td><td> 0</td><td>0</td><td> 0</td><td>1</td><td>1</td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-06</td><td>신규</td><td> 0</td><td>0</td><td> 0</td><td>1</td><td>0</td><td>0</td><td>1</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-07</td><td>신규</td><td> 0</td><td>1</td><td> 2</td><td>1</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2020-05-08</td><td>신규</td><td> 1</td><td>0</td><td> 1</td><td>7</td><td>2</td><td>0</td><td>1</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>2021-01-11</td><td>신규</td><td>19</td><td> 36</td><td>47</td><td>54</td><td>61</td><td> 79</td><td> 79</td><td>44</td><td>31</td></tr>\n",
       "\t<tr><td>2021-01-12</td><td>신규</td><td>32</td><td> 34</td><td>71</td><td>59</td><td>91</td><td>102</td><td> 74</td><td>39</td><td>35</td></tr>\n",
       "\t<tr><td>2021-01-13</td><td>신규</td><td>24</td><td> 28</td><td>66</td><td>81</td><td>83</td><td>129</td><td> 87</td><td>47</td><td>16</td></tr>\n",
       "\t<tr><td>2021-01-14</td><td>신규</td><td>25</td><td> 45</td><td>60</td><td>67</td><td>82</td><td> 98</td><td> 71</td><td>39</td><td>29</td></tr>\n",
       "\t<tr><td>2021-01-15</td><td>신규</td><td>42</td><td> 37</td><td>62</td><td>70</td><td>81</td><td> 97</td><td> 91</td><td>22</td><td>11</td></tr>\n",
       "\t<tr><td>2021-01-16</td><td>신규</td><td>31</td><td> 60</td><td>54</td><td>74</td><td>78</td><td>106</td><td>108</td><td>42</td><td>26</td></tr>\n",
       "\t<tr><td>2021-01-17</td><td>신규</td><td>27</td><td> 29</td><td>74</td><td>74</td><td>82</td><td> 87</td><td> 70</td><td>38</td><td>39</td></tr>\n",
       "\t<tr><td>2021-01-18</td><td>신규</td><td>17</td><td> 31</td><td>48</td><td>53</td><td>66</td><td> 75</td><td> 49</td><td>30</td><td>20</td></tr>\n",
       "\t<tr><td>2021-01-19</td><td>신규</td><td>22</td><td> 27</td><td>52</td><td>58</td><td>72</td><td> 73</td><td> 43</td><td>31</td><td> 8</td></tr>\n",
       "\t<tr><td>2021-01-20</td><td>신규</td><td>27</td><td> 27</td><td>56</td><td>47</td><td>58</td><td> 76</td><td> 61</td><td>30</td><td>21</td></tr>\n",
       "\t<tr><td>2021-01-21</td><td>신규</td><td>15</td><td> 27</td><td>46</td><td>50</td><td>53</td><td> 84</td><td> 61</td><td>40</td><td>24</td></tr>\n",
       "\t<tr><td>2021-01-22</td><td>신규</td><td>18</td><td> 21</td><td>53</td><td>43</td><td>52</td><td> 65</td><td> 62</td><td>17</td><td>13</td></tr>\n",
       "\t<tr><td>2021-01-23</td><td>신규</td><td>21</td><td> 30</td><td>50</td><td>57</td><td>59</td><td> 85</td><td> 62</td><td>43</td><td>23</td></tr>\n",
       "\t<tr><td>2021-01-24</td><td>신규</td><td>18</td><td> 18</td><td>68</td><td>50</td><td>60</td><td> 79</td><td> 61</td><td>21</td><td>17</td></tr>\n",
       "\t<tr><td>2021-01-25</td><td>신규</td><td>14</td><td>138</td><td>44</td><td>42</td><td>46</td><td> 72</td><td> 51</td><td>17</td><td>13</td></tr>\n",
       "\t<tr><td>2021-01-26</td><td>신규</td><td>15</td><td> 30</td><td>65</td><td>44</td><td>52</td><td> 60</td><td> 55</td><td>14</td><td>19</td></tr>\n",
       "\t<tr><td>2021-01-27</td><td>신규</td><td>40</td><td> 99</td><td>66</td><td>71</td><td>83</td><td> 78</td><td> 69</td><td>26</td><td>22</td></tr>\n",
       "\t<tr><td>2021-01-28</td><td>신규</td><td>35</td><td> 45</td><td>64</td><td>58</td><td>80</td><td> 88</td><td> 69</td><td>33</td><td>25</td></tr>\n",
       "\t<tr><td>2021-01-29</td><td>신규</td><td>22</td><td> 39</td><td>47</td><td>53</td><td>74</td><td> 88</td><td> 73</td><td>30</td><td>43</td></tr>\n",
       "\t<tr><td>2021-01-30</td><td>신규</td><td>27</td><td> 48</td><td>46</td><td>49</td><td>67</td><td> 77</td><td> 73</td><td>35</td><td>33</td></tr>\n",
       "\t<tr><td>2021-01-31</td><td>신규</td><td>17</td><td> 20</td><td>46</td><td>49</td><td>46</td><td> 74</td><td> 57</td><td>20</td><td>26</td></tr>\n",
       "\t<tr><td>2021-02-01</td><td>신규</td><td>20</td><td> 30</td><td>35</td><td>44</td><td>39</td><td> 53</td><td> 45</td><td>18</td><td>19</td></tr>\n",
       "\t<tr><td>2021-02-02</td><td>신규</td><td> 9</td><td> 30</td><td>50</td><td>37</td><td>52</td><td> 70</td><td> 55</td><td>19</td><td>14</td></tr>\n",
       "\t<tr><td>2021-02-03</td><td>신규</td><td>22</td><td> 41</td><td>75</td><td>64</td><td>92</td><td> 70</td><td> 62</td><td>29</td><td>12</td></tr>\n",
       "\t<tr><td>2021-02-04</td><td>신규</td><td>27</td><td> 27</td><td>50</td><td>64</td><td>76</td><td> 75</td><td> 69</td><td>37</td><td>26</td></tr>\n",
       "\t<tr><td>2021-02-05</td><td>신규</td><td>30</td><td> 28</td><td>30</td><td>60</td><td>42</td><td> 65</td><td> 75</td><td>25</td><td>14</td></tr>\n",
       "\t<tr><td>2021-02-06</td><td>신규</td><td>25</td><td> 31</td><td>53</td><td>41</td><td>60</td><td> 77</td><td> 63</td><td>30</td><td>13</td></tr>\n",
       "\t<tr><td>2021-02-07</td><td>신규</td><td>21</td><td> 27</td><td>51</td><td>47</td><td>44</td><td> 79</td><td> 66</td><td>26</td><td>11</td></tr>\n",
       "\t<tr><td>2021-02-08</td><td>신규</td><td>19</td><td>  9</td><td>35</td><td>31</td><td>53</td><td> 52</td><td> 59</td><td>22</td><td> 9</td></tr>\n",
       "\t<tr><td>2021-02-09</td><td>신규</td><td>15</td><td> NA</td><td>33</td><td>41</td><td>52</td><td> 59</td><td> 38</td><td>28</td><td>11</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tbl\\_ts: 302 × 11\n",
       "\\begin{tabular}{lllllllllll}\n",
       " date & status & 0-9세 & 10-19세 & 20-29세 & 30-39세 & 40-49세 & 50-59세 & 60-69세 & 70-79세 & 80세 이상\\\\\n",
       " <date> & <fct> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 2020-04-09 & 신규 &  2 & 4 & 12 & 7 & 7 & 2 & 2 & 0 & 3\\\\\n",
       "\t 2020-04-10 & 신규 &  1 & 1 &  7 & 4 & 2 & 3 & 6 & 2 & 1\\\\\n",
       "\t 2020-04-11 & 신규 &  1 & 5 &  5 & 2 & 3 & 6 & 7 & 0 & 1\\\\\n",
       "\t 2020-04-12 & 신규 &  0 & 3 & 13 & 5 & 1 & 4 & 3 & 3 & 0\\\\\n",
       "\t 2020-04-13 & 신규 &  2 & 1 & 10 & 2 & 1 & 2 & 5 & 1 & 1\\\\\n",
       "\t 2020-04-14 & 신규 &  0 & 3 &  7 & 4 & 4 & 3 & 3 & 2 & 1\\\\\n",
       "\t 2020-04-15 & 신규 &  0 & 4 &  9 & 5 & 3 & 2 & 1 & 2 & 1\\\\\n",
       "\t 2020-04-16 & 신규 &  3 & 3 &  5 & 1 & 2 & 3 & 2 & 1 & 2\\\\\n",
       "\t 2020-04-17 & 신규 &  1 & 4 &  9 & 3 & 1 & 2 & 1 & 1 & 0\\\\\n",
       "\t 2020-04-18 & 신규 &  2 & 0 &  9 & 1 & 1 & 2 & 1 & 1 & 1\\\\\n",
       "\t 2020-04-19 & 신규 &  0 & 2 &  3 & 1 & 0 & 1 & 0 & 0 & 1\\\\\n",
       "\t 2020-04-20 & 신규 &  0 & 3 &  5 & 2 & 0 & 3 & 0 & 0 & 0\\\\\n",
       "\t 2020-04-21 & 신규 &  0 & 1 &  2 & 0 & 1 & 3 & 0 & 1 & 1\\\\\n",
       "\t 2020-04-22 & 신규 &  0 & 1 &  3 & 1 & 4 & 0 & 1 & 1 & 0\\\\\n",
       "\t 2020-04-23 & 신규 &  0 & 1 &  2 & 1 & 1 & 1 & 0 & 1 & 1\\\\\n",
       "\t 2020-04-24 & 신규 &  0 & 1 &  1 & 1 & 0 & 1 & 1 & 0 & 1\\\\\n",
       "\t 2020-04-25 & 신규 &  1 & 1 &  3 & 1 & 2 & 0 & 2 & 0 & 0\\\\\n",
       "\t 2020-04-26 & 신규 &  2 & 0 &  3 & 4 & 1 & 0 & 0 & 0 & 0\\\\\n",
       "\t 2020-04-27 & 신규 & -1 & 2 &  3 & 5 & 1 & 0 & 0 & 0 & 0\\\\\n",
       "\t 2020-04-28 & 신규 &  0 & 2 &  5 & 2 & 1 & 2 & 1 & 1 & 0\\\\\n",
       "\t 2020-04-29 & 신규 &  0 & 0 &  3 & 2 & 3 & 1 & 0 & 0 & 0\\\\\n",
       "\t 2020-04-30 & 신규 &  0 & 0 &  1 & 2 & 1 & 0 & 0 & 0 & 0\\\\\n",
       "\t 2020-05-01 & 신규 &  0 & 0 &  5 & 1 & 2 & 0 & 0 & 0 & 1\\\\\n",
       "\t 2020-05-02 & 신규 &  0 & 0 &  3 & 1 & 1 & 0 & 1 & 0 & 0\\\\\n",
       "\t 2020-05-03 & 신규 &  0 & 1 &  2 & 3 & 2 & 0 & 2 & 1 & 2\\\\\n",
       "\t 2020-05-04 & 신규 &  0 & 0 &  2 & 1 & 3 & 0 & 2 & 0 & 0\\\\\n",
       "\t 2020-05-05 & 신규 &  0 & 0 &  0 & 1 & 1 & 1 & 0 & 0 & 0\\\\\n",
       "\t 2020-05-06 & 신규 &  0 & 0 &  0 & 1 & 0 & 0 & 1 & 0 & 0\\\\\n",
       "\t 2020-05-07 & 신규 &  0 & 1 &  2 & 1 & 0 & 0 & 0 & 0 & 0\\\\\n",
       "\t 2020-05-08 & 신규 &  1 & 0 &  1 & 7 & 2 & 0 & 1 & 0 & 0\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 2021-01-11 & 신규 & 19 &  36 & 47 & 54 & 61 &  79 &  79 & 44 & 31\\\\\n",
       "\t 2021-01-12 & 신규 & 32 &  34 & 71 & 59 & 91 & 102 &  74 & 39 & 35\\\\\n",
       "\t 2021-01-13 & 신규 & 24 &  28 & 66 & 81 & 83 & 129 &  87 & 47 & 16\\\\\n",
       "\t 2021-01-14 & 신규 & 25 &  45 & 60 & 67 & 82 &  98 &  71 & 39 & 29\\\\\n",
       "\t 2021-01-15 & 신규 & 42 &  37 & 62 & 70 & 81 &  97 &  91 & 22 & 11\\\\\n",
       "\t 2021-01-16 & 신규 & 31 &  60 & 54 & 74 & 78 & 106 & 108 & 42 & 26\\\\\n",
       "\t 2021-01-17 & 신규 & 27 &  29 & 74 & 74 & 82 &  87 &  70 & 38 & 39\\\\\n",
       "\t 2021-01-18 & 신규 & 17 &  31 & 48 & 53 & 66 &  75 &  49 & 30 & 20\\\\\n",
       "\t 2021-01-19 & 신규 & 22 &  27 & 52 & 58 & 72 &  73 &  43 & 31 &  8\\\\\n",
       "\t 2021-01-20 & 신규 & 27 &  27 & 56 & 47 & 58 &  76 &  61 & 30 & 21\\\\\n",
       "\t 2021-01-21 & 신규 & 15 &  27 & 46 & 50 & 53 &  84 &  61 & 40 & 24\\\\\n",
       "\t 2021-01-22 & 신규 & 18 &  21 & 53 & 43 & 52 &  65 &  62 & 17 & 13\\\\\n",
       "\t 2021-01-23 & 신규 & 21 &  30 & 50 & 57 & 59 &  85 &  62 & 43 & 23\\\\\n",
       "\t 2021-01-24 & 신규 & 18 &  18 & 68 & 50 & 60 &  79 &  61 & 21 & 17\\\\\n",
       "\t 2021-01-25 & 신규 & 14 & 138 & 44 & 42 & 46 &  72 &  51 & 17 & 13\\\\\n",
       "\t 2021-01-26 & 신규 & 15 &  30 & 65 & 44 & 52 &  60 &  55 & 14 & 19\\\\\n",
       "\t 2021-01-27 & 신규 & 40 &  99 & 66 & 71 & 83 &  78 &  69 & 26 & 22\\\\\n",
       "\t 2021-01-28 & 신규 & 35 &  45 & 64 & 58 & 80 &  88 &  69 & 33 & 25\\\\\n",
       "\t 2021-01-29 & 신규 & 22 &  39 & 47 & 53 & 74 &  88 &  73 & 30 & 43\\\\\n",
       "\t 2021-01-30 & 신규 & 27 &  48 & 46 & 49 & 67 &  77 &  73 & 35 & 33\\\\\n",
       "\t 2021-01-31 & 신규 & 17 &  20 & 46 & 49 & 46 &  74 &  57 & 20 & 26\\\\\n",
       "\t 2021-02-01 & 신규 & 20 &  30 & 35 & 44 & 39 &  53 &  45 & 18 & 19\\\\\n",
       "\t 2021-02-02 & 신규 &  9 &  30 & 50 & 37 & 52 &  70 &  55 & 19 & 14\\\\\n",
       "\t 2021-02-03 & 신규 & 22 &  41 & 75 & 64 & 92 &  70 &  62 & 29 & 12\\\\\n",
       "\t 2021-02-04 & 신규 & 27 &  27 & 50 & 64 & 76 &  75 &  69 & 37 & 26\\\\\n",
       "\t 2021-02-05 & 신규 & 30 &  28 & 30 & 60 & 42 &  65 &  75 & 25 & 14\\\\\n",
       "\t 2021-02-06 & 신규 & 25 &  31 & 53 & 41 & 60 &  77 &  63 & 30 & 13\\\\\n",
       "\t 2021-02-07 & 신규 & 21 &  27 & 51 & 47 & 44 &  79 &  66 & 26 & 11\\\\\n",
       "\t 2021-02-08 & 신규 & 19 &   9 & 35 & 31 & 53 &  52 &  59 & 22 &  9\\\\\n",
       "\t 2021-02-09 & 신규 & 15 &  NA & 33 & 41 & 52 &  59 &  38 & 28 & 11\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tbl_ts: 302 × 11\n",
       "\n",
       "| date &lt;date&gt; | status &lt;fct&gt; | 0-9세 &lt;dbl&gt; | 10-19세 &lt;dbl&gt; | 20-29세 &lt;dbl&gt; | 30-39세 &lt;dbl&gt; | 40-49세 &lt;dbl&gt; | 50-59세 &lt;dbl&gt; | 60-69세 &lt;dbl&gt; | 70-79세 &lt;dbl&gt; | 80세 이상 &lt;dbl&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 2020-04-09 | 신규 |  2 | 4 | 12 | 7 | 7 | 2 | 2 | 0 | 3 |\n",
       "| 2020-04-10 | 신규 |  1 | 1 |  7 | 4 | 2 | 3 | 6 | 2 | 1 |\n",
       "| 2020-04-11 | 신규 |  1 | 5 |  5 | 2 | 3 | 6 | 7 | 0 | 1 |\n",
       "| 2020-04-12 | 신규 |  0 | 3 | 13 | 5 | 1 | 4 | 3 | 3 | 0 |\n",
       "| 2020-04-13 | 신규 |  2 | 1 | 10 | 2 | 1 | 2 | 5 | 1 | 1 |\n",
       "| 2020-04-14 | 신규 |  0 | 3 |  7 | 4 | 4 | 3 | 3 | 2 | 1 |\n",
       "| 2020-04-15 | 신규 |  0 | 4 |  9 | 5 | 3 | 2 | 1 | 2 | 1 |\n",
       "| 2020-04-16 | 신규 |  3 | 3 |  5 | 1 | 2 | 3 | 2 | 1 | 2 |\n",
       "| 2020-04-17 | 신규 |  1 | 4 |  9 | 3 | 1 | 2 | 1 | 1 | 0 |\n",
       "| 2020-04-18 | 신규 |  2 | 0 |  9 | 1 | 1 | 2 | 1 | 1 | 1 |\n",
       "| 2020-04-19 | 신규 |  0 | 2 |  3 | 1 | 0 | 1 | 0 | 0 | 1 |\n",
       "| 2020-04-20 | 신규 |  0 | 3 |  5 | 2 | 0 | 3 | 0 | 0 | 0 |\n",
       "| 2020-04-21 | 신규 |  0 | 1 |  2 | 0 | 1 | 3 | 0 | 1 | 1 |\n",
       "| 2020-04-22 | 신규 |  0 | 1 |  3 | 1 | 4 | 0 | 1 | 1 | 0 |\n",
       "| 2020-04-23 | 신규 |  0 | 1 |  2 | 1 | 1 | 1 | 0 | 1 | 1 |\n",
       "| 2020-04-24 | 신규 |  0 | 1 |  1 | 1 | 0 | 1 | 1 | 0 | 1 |\n",
       "| 2020-04-25 | 신규 |  1 | 1 |  3 | 1 | 2 | 0 | 2 | 0 | 0 |\n",
       "| 2020-04-26 | 신규 |  2 | 0 |  3 | 4 | 1 | 0 | 0 | 0 | 0 |\n",
       "| 2020-04-27 | 신규 | -1 | 2 |  3 | 5 | 1 | 0 | 0 | 0 | 0 |\n",
       "| 2020-04-28 | 신규 |  0 | 2 |  5 | 2 | 1 | 2 | 1 | 1 | 0 |\n",
       "| 2020-04-29 | 신규 |  0 | 0 |  3 | 2 | 3 | 1 | 0 | 0 | 0 |\n",
       "| 2020-04-30 | 신규 |  0 | 0 |  1 | 2 | 1 | 0 | 0 | 0 | 0 |\n",
       "| 2020-05-01 | 신규 |  0 | 0 |  5 | 1 | 2 | 0 | 0 | 0 | 1 |\n",
       "| 2020-05-02 | 신규 |  0 | 0 |  3 | 1 | 1 | 0 | 1 | 0 | 0 |\n",
       "| 2020-05-03 | 신규 |  0 | 1 |  2 | 3 | 2 | 0 | 2 | 1 | 2 |\n",
       "| 2020-05-04 | 신규 |  0 | 0 |  2 | 1 | 3 | 0 | 2 | 0 | 0 |\n",
       "| 2020-05-05 | 신규 |  0 | 0 |  0 | 1 | 1 | 1 | 0 | 0 | 0 |\n",
       "| 2020-05-06 | 신규 |  0 | 0 |  0 | 1 | 0 | 0 | 1 | 0 | 0 |\n",
       "| 2020-05-07 | 신규 |  0 | 1 |  2 | 1 | 0 | 0 | 0 | 0 | 0 |\n",
       "| 2020-05-08 | 신규 |  1 | 0 |  1 | 7 | 2 | 0 | 1 | 0 | 0 |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| 2021-01-11 | 신규 | 19 |  36 | 47 | 54 | 61 |  79 |  79 | 44 | 31 |\n",
       "| 2021-01-12 | 신규 | 32 |  34 | 71 | 59 | 91 | 102 |  74 | 39 | 35 |\n",
       "| 2021-01-13 | 신규 | 24 |  28 | 66 | 81 | 83 | 129 |  87 | 47 | 16 |\n",
       "| 2021-01-14 | 신규 | 25 |  45 | 60 | 67 | 82 |  98 |  71 | 39 | 29 |\n",
       "| 2021-01-15 | 신규 | 42 |  37 | 62 | 70 | 81 |  97 |  91 | 22 | 11 |\n",
       "| 2021-01-16 | 신규 | 31 |  60 | 54 | 74 | 78 | 106 | 108 | 42 | 26 |\n",
       "| 2021-01-17 | 신규 | 27 |  29 | 74 | 74 | 82 |  87 |  70 | 38 | 39 |\n",
       "| 2021-01-18 | 신규 | 17 |  31 | 48 | 53 | 66 |  75 |  49 | 30 | 20 |\n",
       "| 2021-01-19 | 신규 | 22 |  27 | 52 | 58 | 72 |  73 |  43 | 31 |  8 |\n",
       "| 2021-01-20 | 신규 | 27 |  27 | 56 | 47 | 58 |  76 |  61 | 30 | 21 |\n",
       "| 2021-01-21 | 신규 | 15 |  27 | 46 | 50 | 53 |  84 |  61 | 40 | 24 |\n",
       "| 2021-01-22 | 신규 | 18 |  21 | 53 | 43 | 52 |  65 |  62 | 17 | 13 |\n",
       "| 2021-01-23 | 신규 | 21 |  30 | 50 | 57 | 59 |  85 |  62 | 43 | 23 |\n",
       "| 2021-01-24 | 신규 | 18 |  18 | 68 | 50 | 60 |  79 |  61 | 21 | 17 |\n",
       "| 2021-01-25 | 신규 | 14 | 138 | 44 | 42 | 46 |  72 |  51 | 17 | 13 |\n",
       "| 2021-01-26 | 신규 | 15 |  30 | 65 | 44 | 52 |  60 |  55 | 14 | 19 |\n",
       "| 2021-01-27 | 신규 | 40 |  99 | 66 | 71 | 83 |  78 |  69 | 26 | 22 |\n",
       "| 2021-01-28 | 신규 | 35 |  45 | 64 | 58 | 80 |  88 |  69 | 33 | 25 |\n",
       "| 2021-01-29 | 신규 | 22 |  39 | 47 | 53 | 74 |  88 |  73 | 30 | 43 |\n",
       "| 2021-01-30 | 신규 | 27 |  48 | 46 | 49 | 67 |  77 |  73 | 35 | 33 |\n",
       "| 2021-01-31 | 신규 | 17 |  20 | 46 | 49 | 46 |  74 |  57 | 20 | 26 |\n",
       "| 2021-02-01 | 신규 | 20 |  30 | 35 | 44 | 39 |  53 |  45 | 18 | 19 |\n",
       "| 2021-02-02 | 신규 |  9 |  30 | 50 | 37 | 52 |  70 |  55 | 19 | 14 |\n",
       "| 2021-02-03 | 신규 | 22 |  41 | 75 | 64 | 92 |  70 |  62 | 29 | 12 |\n",
       "| 2021-02-04 | 신규 | 27 |  27 | 50 | 64 | 76 |  75 |  69 | 37 | 26 |\n",
       "| 2021-02-05 | 신규 | 30 |  28 | 30 | 60 | 42 |  65 |  75 | 25 | 14 |\n",
       "| 2021-02-06 | 신규 | 25 |  31 | 53 | 41 | 60 |  77 |  63 | 30 | 13 |\n",
       "| 2021-02-07 | 신규 | 21 |  27 | 51 | 47 | 44 |  79 |  66 | 26 | 11 |\n",
       "| 2021-02-08 | 신규 | 19 |   9 | 35 | 31 | 53 |  52 |  59 | 22 |  9 |\n",
       "| 2021-02-09 | 신규 | 15 |  NA | 33 | 41 | 52 |  59 |  38 | 28 | 11 |\n",
       "\n"
      ],
      "text/plain": [
       "    date       status 0-9세 10-19세 20-29세 30-39세 40-49세 50-59세 60-69세\n",
       "1   2020-04-09 신규    2    4       12      7       7       2       2      \n",
       "2   2020-04-10 신규    1    1        7      4       2       3       6      \n",
       "3   2020-04-11 신규    1    5        5      2       3       6       7      \n",
       "4   2020-04-12 신규    0    3       13      5       1       4       3      \n",
       "5   2020-04-13 신규    2    1       10      2       1       2       5      \n",
       "6   2020-04-14 신규    0    3        7      4       4       3       3      \n",
       "7   2020-04-15 신규    0    4        9      5       3       2       1      \n",
       "8   2020-04-16 신규    3    3        5      1       2       3       2      \n",
       "9   2020-04-17 신규    1    4        9      3       1       2       1      \n",
       "10  2020-04-18 신규    2    0        9      1       1       2       1      \n",
       "11  2020-04-19 신규    0    2        3      1       0       1       0      \n",
       "12  2020-04-20 신규    0    3        5      2       0       3       0      \n",
       "13  2020-04-21 신규    0    1        2      0       1       3       0      \n",
       "14  2020-04-22 신규    0    1        3      1       4       0       1      \n",
       "15  2020-04-23 신규    0    1        2      1       1       1       0      \n",
       "16  2020-04-24 신규    0    1        1      1       0       1       1      \n",
       "17  2020-04-25 신규    1    1        3      1       2       0       2      \n",
       "18  2020-04-26 신규    2    0        3      4       1       0       0      \n",
       "19  2020-04-27 신규   -1    2        3      5       1       0       0      \n",
       "20  2020-04-28 신규    0    2        5      2       1       2       1      \n",
       "21  2020-04-29 신규    0    0        3      2       3       1       0      \n",
       "22  2020-04-30 신규    0    0        1      2       1       0       0      \n",
       "23  2020-05-01 신규    0    0        5      1       2       0       0      \n",
       "24  2020-05-02 신규    0    0        3      1       1       0       1      \n",
       "25  2020-05-03 신규    0    1        2      3       2       0       2      \n",
       "26  2020-05-04 신규    0    0        2      1       3       0       2      \n",
       "27  2020-05-05 신규    0    0        0      1       1       1       0      \n",
       "28  2020-05-06 신규    0    0        0      1       0       0       1      \n",
       "29  2020-05-07 신규    0    1        2      1       0       0       0      \n",
       "30  2020-05-08 신규    1    0        1      7       2       0       1      \n",
       "⋮   ⋮          ⋮      ⋮     ⋮       ⋮       ⋮       ⋮       ⋮       ⋮      \n",
       "273 2021-01-11 신규   19     36     47      54      61       79      79    \n",
       "274 2021-01-12 신규   32     34     71      59      91      102      74    \n",
       "275 2021-01-13 신규   24     28     66      81      83      129      87    \n",
       "276 2021-01-14 신규   25     45     60      67      82       98      71    \n",
       "277 2021-01-15 신규   42     37     62      70      81       97      91    \n",
       "278 2021-01-16 신규   31     60     54      74      78      106     108    \n",
       "279 2021-01-17 신규   27     29     74      74      82       87      70    \n",
       "280 2021-01-18 신규   17     31     48      53      66       75      49    \n",
       "281 2021-01-19 신규   22     27     52      58      72       73      43    \n",
       "282 2021-01-20 신규   27     27     56      47      58       76      61    \n",
       "283 2021-01-21 신규   15     27     46      50      53       84      61    \n",
       "284 2021-01-22 신규   18     21     53      43      52       65      62    \n",
       "285 2021-01-23 신규   21     30     50      57      59       85      62    \n",
       "286 2021-01-24 신규   18     18     68      50      60       79      61    \n",
       "287 2021-01-25 신규   14    138     44      42      46       72      51    \n",
       "288 2021-01-26 신규   15     30     65      44      52       60      55    \n",
       "289 2021-01-27 신규   40     99     66      71      83       78      69    \n",
       "290 2021-01-28 신규   35     45     64      58      80       88      69    \n",
       "291 2021-01-29 신규   22     39     47      53      74       88      73    \n",
       "292 2021-01-30 신규   27     48     46      49      67       77      73    \n",
       "293 2021-01-31 신규   17     20     46      49      46       74      57    \n",
       "294 2021-02-01 신규   20     30     35      44      39       53      45    \n",
       "295 2021-02-02 신규    9     30     50      37      52       70      55    \n",
       "296 2021-02-03 신규   22     41     75      64      92       70      62    \n",
       "297 2021-02-04 신규   27     27     50      64      76       75      69    \n",
       "298 2021-02-05 신규   30     28     30      60      42       65      75    \n",
       "299 2021-02-06 신규   25     31     53      41      60       77      63    \n",
       "300 2021-02-07 신규   21     27     51      47      44       79      66    \n",
       "301 2021-02-08 신규   19      9     35      31      53       52      59    \n",
       "302 2021-02-09 신규   15     NA     33      41      52       59      38    \n",
       "    70-79세 80세 이상\n",
       "1   0       3        \n",
       "2   2       1        \n",
       "3   0       1        \n",
       "4   3       0        \n",
       "5   1       1        \n",
       "6   2       1        \n",
       "7   2       1        \n",
       "8   1       2        \n",
       "9   1       0        \n",
       "10  1       1        \n",
       "11  0       1        \n",
       "12  0       0        \n",
       "13  1       1        \n",
       "14  1       0        \n",
       "15  1       1        \n",
       "16  0       1        \n",
       "17  0       0        \n",
       "18  0       0        \n",
       "19  0       0        \n",
       "20  1       0        \n",
       "21  0       0        \n",
       "22  0       0        \n",
       "23  0       1        \n",
       "24  0       0        \n",
       "25  1       2        \n",
       "26  0       0        \n",
       "27  0       0        \n",
       "28  0       0        \n",
       "29  0       0        \n",
       "30  0       0        \n",
       "⋮   ⋮       ⋮        \n",
       "273 44      31       \n",
       "274 39      35       \n",
       "275 47      16       \n",
       "276 39      29       \n",
       "277 22      11       \n",
       "278 42      26       \n",
       "279 38      39       \n",
       "280 30      20       \n",
       "281 31       8       \n",
       "282 30      21       \n",
       "283 40      24       \n",
       "284 17      13       \n",
       "285 43      23       \n",
       "286 21      17       \n",
       "287 17      13       \n",
       "288 14      19       \n",
       "289 26      22       \n",
       "290 33      25       \n",
       "291 30      43       \n",
       "292 35      33       \n",
       "293 20      26       \n",
       "294 18      19       \n",
       "295 19      14       \n",
       "296 29      12       \n",
       "297 37      26       \n",
       "298 25      14       \n",
       "299 30      13       \n",
       "300 26      11       \n",
       "301 22       9       \n",
       "302 28      11       "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid19.tsibble"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c5e77b63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WmJXaVDSCwQEg+ExJKzmC6iDuIh2ACXiwlXvxFTfhtZxPQ+auJtltKYQkhaYlfp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\nxPQ2S0j6mXraVCj+w17w3Md4mqF2x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H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Vb0sZu66Mykm2997kK4VgGQnBQAyVsRsvSHgaaObXwApAexQT7ahBFZvw/HZ2H6cQHS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\n7cP22vOWkQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 840
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "options(repr.plot.width = 14, repr.plot.height = 8)\n",
    "ggplot(data = covid19, aes(x = date, y = `0-9세`)) +\n",
    "    geom_line(aes(group = 1)) +\n",
    "    geom_point(shape = 'circle') +\n",
    "    labs(title = '일별 코로나 확진자수(0-9세)', x = '일자', y = '확진자수') +\n",
    "    scale_y_continuous(labels = scales::number_format(big.mark = ',')) +\n",
    "    scale_x_date(breaks = '15 day') +\n",
    "    theme(axis.text.x = element_text(angle=90, hjust=1))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "4.1.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}