tidy_tuesday_simpsons.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "* http://www.r-project.org\n",
        "* http://nteract.io\n",
        "* https://github.com/IRkernel/IRkernel"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "# install.packages(\"tidyverse\")"
      ],
      "outputs": [],
      "execution_count": 1,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "library(tidyverse)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "-- \u001b[1mAttaching packages\u001b[22m --------------------------------------- tidyverse 1.2.1 --\n",
            "\u001b[32mv\u001b[39m \u001b[34mggplot2\u001b[39m 3.2.0     \u001b[32mv\u001b[39m \u001b[34mpurrr  \u001b[39m 0.3.2\n",
            "\u001b[32mv\u001b[39m \u001b[34mtibble \u001b[39m 2.1.3     \u001b[32mv\u001b[39m \u001b[34mdplyr  \u001b[39m 0.8.3\n",
            "\u001b[32mv\u001b[39m \u001b[34mtidyr  \u001b[39m 0.8.3     \u001b[32mv\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n",
            "\u001b[32mv\u001b[39m \u001b[34mreadr  \u001b[39m 1.3.1     \u001b[32mv\u001b[39m \u001b[34mforcats\u001b[39m 0.4.0\n",
            "-- \u001b[1mConflicts\u001b[22m ------------------------------------------ tidyverse_conflicts() --\n",
            "\u001b[31mx\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n",
            "\u001b[31mx\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m    masks \u001b[34mstats\u001b[39m::lag()\n"
          ]
        }
      ],
      "execution_count": 2,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#a(data) %>% b(...)  # magrittr\n",
        "#b(a(data), ...)"
      ],
      "outputs": [],
      "execution_count": 3,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "simpsons <- readr::read_delim(\"https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2019/2019-08-27/simpsons-guests.csv\", delim = \"|\", quote = \"\")\n"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Parsed with column specification:\n",
            "cols(\n",
            "  season = \u001b[31mcol_character()\u001b[39m,\n",
            "  number = \u001b[31mcol_character()\u001b[39m,\n",
            "  production_code = \u001b[31mcol_character()\u001b[39m,\n",
            "  episode_title = \u001b[31mcol_character()\u001b[39m,\n",
            "  guest_star = \u001b[31mcol_character()\u001b[39m,\n",
            "  role = \u001b[31mcol_character()\u001b[39m\n",
            ")\n"
          ]
        }
      ],
      "execution_count": 22,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "simpsons <- simpsons %>%\n",
        "    mutate(role = stringr::str_split(role, \";\")) %>%\n",
        "    unnest(role) %>%\n",
        "    mutate(number = gsub(\"\\u2013\", \"-\", number)) "
      ],
      "outputs": [],
      "execution_count": 28,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "glimpse(simpsons)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Observations: 1,386\n",
            "Variables: 6\n",
            "$ season          \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \"1\", \"1\", \"1\", \"1\", \"1\", \"1\", \"1\", \"1\", \"1\", \"1\", \"...\n",
            "$ number          \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \"002\\u2013102\", \"003\\u2013103\", \"003\\u2013103\", \"00...\n",
            "$ production_code \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \"7G02\", \"7G03\", \"7G03\", \"7G06\", \"7G06\", \"7G09\", \"7G...\n",
            "$ episode_title   \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \"Bart the Genius\", \"Homer's Odyssey\", \"Homer's Odys...\n",
            "$ guest_star      \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \"Marcia Wallace\", \"Sam McMurray\", \"Marcia Wallace\",...\n",
            "$ role            \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \"Edna Krabappel;  Ms. Melon\", \"Worker\", \"Edna Kraba...\n"
          ]
        }
      ],
      "execution_count": 10,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "simpsons %>%\n",
        "    count(guest_star) %>% rename(x=n) %>%\n",
        "    arrange(desc(x)) %>%\n",
        "    top_n(10, x)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<table>\n",
              "<caption>A tibble: 10 × 2</caption>\n",
              "<thead>\n",
              "\t<tr><th scope=col>guest_star</th><th scope=col>x</th></tr>\n",
              "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
              "</thead>\n",
              "<tbody>\n",
              "\t<tr><td>Marcia Wallace          </td><td>175</td></tr>\n",
              "\t<tr><td>Phil Hartman            </td><td> 52</td></tr>\n",
              "\t<tr><td>Joe Mantegna            </td><td> 29</td></tr>\n",
              "\t<tr><td>Maurice LaMarche        </td><td> 25</td></tr>\n",
              "\t<tr><td>Frank Welker            </td><td> 21</td></tr>\n",
              "\t<tr><td>Kelsey Grammer          </td><td> 21</td></tr>\n",
              "\t<tr><td>Jon Lovitz              </td><td> 19</td></tr>\n",
              "\t<tr><td>Kevin Michael Richardson</td><td> 18</td></tr>\n",
              "\t<tr><td>Jackie Mason            </td><td> 11</td></tr>\n",
              "\t<tr><td>Glenn Close             </td><td>  9</td></tr>\n",
              "</tbody>\n",
              "</table>\n"
            ],
            "text/markdown": [
              "\n",
              "A tibble: 10 × 2\n",
              "\n",
              "| guest_star &lt;chr&gt; | x &lt;int&gt; |\n",
              "|---|---|\n",
              "| Marcia Wallace           | 175 |\n",
              "| Phil Hartman             |  52 |\n",
              "| Joe Mantegna             |  29 |\n",
              "| Maurice LaMarche         |  25 |\n",
              "| Frank Welker             |  21 |\n",
              "| Kelsey Grammer           |  21 |\n",
              "| Jon Lovitz               |  19 |\n",
              "| Kevin Michael Richardson |  18 |\n",
              "| Jackie Mason             |  11 |\n",
              "| Glenn Close              |   9 |\n",
              "\n"
            ],
            "text/latex": [
              "A tibble: 10 × 2\n",
              "\\begin{tabular}{r|ll}\n",
              " guest\\_star & x\\\\\n",
              " <chr> & <int>\\\\\n",
              "\\hline\n",
              "\t Marcia Wallace           & 175\\\\\n",
              "\t Phil Hartman             &  52\\\\\n",
              "\t Joe Mantegna             &  29\\\\\n",
              "\t Maurice LaMarche         &  25\\\\\n",
              "\t Frank Welker             &  21\\\\\n",
              "\t Kelsey Grammer           &  21\\\\\n",
              "\t Jon Lovitz               &  19\\\\\n",
              "\t Kevin Michael Richardson &  18\\\\\n",
              "\t Jackie Mason             &  11\\\\\n",
              "\t Glenn Close              &   9\\\\\n",
              "\\end{tabular}\n"
            ],
            "text/plain": [
              "   guest_star               x  \n",
              "1  Marcia Wallace           175\n",
              "2  Phil Hartman              52\n",
              "3  Joe Mantegna              29\n",
              "4  Maurice LaMarche          25\n",
              "5  Frank Welker              21\n",
              "6  Kelsey Grammer            21\n",
              "7  Jon Lovitz                19\n",
              "8  Kevin Michael Richardson  18\n",
              "9  Jackie Mason              11\n",
              "10 Glenn Close                9"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 12,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "simpsons %>%\n",
        "    filter(guest_star == \"Marcia Wallace\") %>%\n",
        "    count(role) %>% rename(x=n)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<table>\n",
              "<caption>A tibble: 3 × 2</caption>\n",
              "<thead>\n",
              "\t<tr><th scope=col>role</th><th scope=col>x</th></tr>\n",
              "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
              "</thead>\n",
              "<tbody>\n",
              "\t<tr><td>Edna Krabappel            </td><td>173</td></tr>\n",
              "\t<tr><td>Edna Krabappel;  Ms. Melon</td><td>  1</td></tr>\n",
              "\t<tr><td>Mrs. Krabapatra           </td><td>  1</td></tr>\n",
              "</tbody>\n",
              "</table>\n"
            ],
            "text/markdown": [
              "\n",
              "A tibble: 3 × 2\n",
              "\n",
              "| role &lt;chr&gt; | x &lt;int&gt; |\n",
              "|---|---|\n",
              "| Edna Krabappel             | 173 |\n",
              "| Edna Krabappel;  Ms. Melon |   1 |\n",
              "| Mrs. Krabapatra            |   1 |\n",
              "\n"
            ],
            "text/latex": [
              "A tibble: 3 × 2\n",
              "\\begin{tabular}{r|ll}\n",
              " role & x\\\\\n",
              " <chr> & <int>\\\\\n",
              "\\hline\n",
              "\t Edna Krabappel             & 173\\\\\n",
              "\t Edna Krabappel;  Ms. Melon &   1\\\\\n",
              "\t Mrs. Krabapatra            &   1\\\\\n",
              "\\end{tabular}\n"
            ],
            "text/plain": [
              "  role                       x  \n",
              "1 Edna Krabappel             173\n",
              "2 Edna Krabappel;  Ms. Melon   1\n",
              "3 Mrs. Krabapatra              1"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 14,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "simpsons %>%\n",
        "    mutate(multiple_roles = stringr::str_detect(role, \";\")) %>%\n",
        "    count(multiple_roles) %>% rename(x=n)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<table>\n",
              "<caption>A tibble: 2 × 2</caption>\n",
              "<thead>\n",
              "\t<tr><th scope=col>multiple_roles</th><th scope=col>x</th></tr>\n",
              "\t<tr><th scope=col>&lt;lgl&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
              "</thead>\n",
              "<tbody>\n",
              "\t<tr><td>FALSE</td><td>1318</td></tr>\n",
              "\t<tr><td> TRUE</td><td>  68</td></tr>\n",
              "</tbody>\n",
              "</table>\n"
            ],
            "text/markdown": [
              "\n",
              "A tibble: 2 × 2\n",
              "\n",
              "| multiple_roles &lt;lgl&gt; | x &lt;int&gt; |\n",
              "|---|---|\n",
              "| FALSE | 1318 |\n",
              "|  TRUE |   68 |\n",
              "\n"
            ],
            "text/latex": [
              "A tibble: 2 × 2\n",
              "\\begin{tabular}{r|ll}\n",
              " multiple\\_roles & x\\\\\n",
              " <lgl> & <int>\\\\\n",
              "\\hline\n",
              "\t FALSE & 1318\\\\\n",
              "\t  TRUE &   68\\\\\n",
              "\\end{tabular}\n"
            ],
            "text/plain": [
              "  multiple_roles x   \n",
              "1 FALSE          1318\n",
              "2  TRUE            68"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 16,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "simpsons %>%\n",
        "    filter(season != \"Movie\") %>%\n",
        "    mutate(season = as.integer(season)) %>%\n",
        "    group_by(guest_star) %>%\n",
        "      mutate(length = max(season) - min(season)) %>%\n",
        "      filter(length > 0) %>%\n",
        "    ungroup() %>%\n",
        "    nest(season, number, production_code, episode_title, role) %>%\n",
        "    mutate(first_appearance = purrr::map_int(data, ~ min(.x$season))) %>%\n",
        "    mutate(appearances = purrr::map_int(data, ~ nrow(.x))) %>%\n",
        "    top_n(10, length) %>%\n",
        "    arrange(first_appearance, length, desc(appearances), guest_star) %>%\n",
        "    mutate(guest_star = factor(guest_star, levels=rev(guest_star))) %>%\n",
        "    unnest() %>%\n",
        "    \n",
        "  ggplot() +\n",
        "    geom_line(aes(x=season, y=guest_star)) +\n",
        "    geom_point(aes(x=season, y=guest_star)) +\n",
        "    scale_x_continuous(limits=c(1,NA), expand=c(0,0.5), breaks=seq(0,30,5)) +\n",
        "    labs(y=\"Guest Star\", x=\"Season\", title=\"Longest Running Guest Stars on the Simpsons\", subtitle=\"dots = seasons appeared in\") +\n",
        "    theme(\n",
        "      axis.ticks = element_blank(),\n",
        "      panel.background = element_blank(),\n",
        "      panel.grid.major.x = element_line(color=\"gray85\"),\n",
        "      panel.grid.major.y = element_blank(),\n",
        "      axis.title.x = element_text(hjust=0),\n",
        "      axis.title.y = element_text(hjust=0)\n",
        "    )"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
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