Data Visualization Project 2021.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4789c619",
   "metadata": {},
   "source": [
    "# DATA VISUALIZATION PROJECT CODES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d8dc5db4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "'C:/Users/metu.osele'"
      ],
      "text/latex": [
       "'C:/Users/metu.osele'"
      ],
      "text/markdown": [
       "'C:/Users/metu.osele'"
      ],
      "text/plain": [
       "[1] \"C:/Users/metu.osele\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#setting working directory\n",
    "getwd()\n",
    "setwd(\"C:/Users/metu.osele/OneDrive - Safe Foods Corporation/Documents/School Related Projects/Data Visualization Project\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "25b847b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "package 'tsne' successfully unpacked and MD5 sums checked\n",
      "\n",
      "The downloaded binary packages are in\n",
      "\tC:\\Users\\metu.osele\\AppData\\Local\\Temp\\Rtmpk9taD7\\downloaded_packages\n"
     ]
    }
   ],
   "source": [
    "install.packages('tsne')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6d8e2c4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"package 'wordcloud2' was built under R version 3.6.3\""
     ]
    }
   ],
   "source": [
    "#downloading libraries \n",
    "library(tidyverse)\n",
    "library(dplyr)  \n",
    "library(tidyr) \n",
    "library(ggplot2) \n",
    "library(purrr)\n",
    "library(tibble)\n",
    "library(gridExtra)\n",
    "library(RColorBrewer)\n",
    "library(tsne)\n",
    "library(wordcloud2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03ba5434",
   "metadata": {},
   "source": [
    "# What does the data look like? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5e1fb953",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Parsed with column specification:\n",
      "cols(\n",
      "  year = col_double(),\n",
      "  sex = col_character(),\n",
      "  name = col_character(),\n",
      "  n = col_double()\n",
      ")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "      year          sex                name                 n          \n",
       " Min.   :1880   Length:2020863     Length:2020863     Min.   :    5.0  \n",
       " 1st Qu.:1954   Class :character   Class :character   1st Qu.:    7.0  \n",
       " Median :1987   Mode  :character   Mode  :character   Median :   12.0  \n",
       " Mean   :1977                                         Mean   :  177.4  \n",
       " 3rd Qu.:2005                                         3rd Qu.:   32.0  \n",
       " Max.   :2020                                         Max.   :99693.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>1880     </td><td>F        </td><td>Mary     </td><td>7065     </td></tr>\n",
       "\t<tr><td>1880     </td><td>F        </td><td>Anna     </td><td>2604     </td></tr>\n",
       "\t<tr><td>1880     </td><td>F        </td><td>Emma     </td><td>2003     </td></tr>\n",
       "\t<tr><td>1880     </td><td>F        </td><td>Elizabeth</td><td>1939     </td></tr>\n",
       "\t<tr><td>1880     </td><td>F        </td><td>Minnie   </td><td>1746     </td></tr>\n",
       "\t<tr><td>1880     </td><td>F        </td><td>Margaret </td><td>1578     </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llll}\n",
       " year & sex & name & n\\\\\n",
       "\\hline\n",
       "\t 1880      & F         & Mary      & 7065     \\\\\n",
       "\t 1880      & F         & Anna      & 2604     \\\\\n",
       "\t 1880      & F         & Emma      & 2003     \\\\\n",
       "\t 1880      & F         & Elizabeth & 1939     \\\\\n",
       "\t 1880      & F         & Minnie    & 1746     \\\\\n",
       "\t 1880      & F         & Margaret  & 1578     \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| year | sex | name | n |\n",
       "|---|---|---|---|\n",
       "| 1880      | F         | Mary      | 7065      |\n",
       "| 1880      | F         | Anna      | 2604      |\n",
       "| 1880      | F         | Emma      | 2003      |\n",
       "| 1880      | F         | Elizabeth | 1939      |\n",
       "| 1880      | F         | Minnie    | 1746      |\n",
       "| 1880      | F         | Margaret  | 1578      |\n",
       "\n"
      ],
      "text/plain": [
       "  year sex name      n   \n",
       "1 1880 F   Mary      7065\n",
       "2 1880 F   Anna      2604\n",
       "3 1880 F   Emma      2003\n",
       "4 1880 F   Elizabeth 1939\n",
       "5 1880 F   Minnie    1746\n",
       "6 1880 F   Margaret  1578"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2020  </td><td>M     </td><td>Zykeem</td><td>5     </td></tr>\n",
       "\t<tr><td>2020  </td><td>M     </td><td>Zykell</td><td>5     </td></tr>\n",
       "\t<tr><td>2020  </td><td>M     </td><td>Zylus </td><td>5     </td></tr>\n",
       "\t<tr><td>2020  </td><td>M     </td><td>Zymari</td><td>5     </td></tr>\n",
       "\t<tr><td>2020  </td><td>M     </td><td>Zyn   </td><td>5     </td></tr>\n",
       "\t<tr><td>2020  </td><td>M     </td><td>Zyran </td><td>5     </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llll}\n",
       " year & sex & name & n\\\\\n",
       "\\hline\n",
       "\t 2020   & M      & Zykeem & 5     \\\\\n",
       "\t 2020   & M      & Zykell & 5     \\\\\n",
       "\t 2020   & M      & Zylus  & 5     \\\\\n",
       "\t 2020   & M      & Zymari & 5     \\\\\n",
       "\t 2020   & M      & Zyn    & 5     \\\\\n",
       "\t 2020   & M      & Zyran  & 5     \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| year | sex | name | n |\n",
       "|---|---|---|---|\n",
       "| 2020   | M      | Zykeem | 5      |\n",
       "| 2020   | M      | Zykell | 5      |\n",
       "| 2020   | M      | Zylus  | 5      |\n",
       "| 2020   | M      | Zymari | 5      |\n",
       "| 2020   | M      | Zyn    | 5      |\n",
       "| 2020   | M      | Zyran  | 5      |\n",
       "\n"
      ],
      "text/plain": [
       "  year sex name   n\n",
       "1 2020 M   Zykeem 5\n",
       "2 2020 M   Zykell 5\n",
       "3 2020 M   Zylus  5\n",
       "4 2020 M   Zymari 5\n",
       "5 2020 M   Zyn    5\n",
       "6 2020 M   Zyran  5"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "babynames <- read_csv(\"babynames.csv\")\n",
    "summary(babynames)\n",
    "head(babynames) #top six values in tibble \n",
    "tail(babynames) #last six values in tibble"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3db6445",
   "metadata": {},
   "source": [
    "# What is the the total number of unique names?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cc8b3b2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "100364"
      ],
      "text/latex": [
       "100364"
      ],
      "text/markdown": [
       "100364"
      ],
      "text/plain": [
       "[1] 100364"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "length(unique(babynames$name)) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51937ae0",
   "metadata": {},
   "source": [
    "# Graph of unique female and male names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c25a9ed6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"Ignoring unknown aesthetics: fill\""
     ]
    },
    {
     "data": {
      "image/png": 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VSlR4gkwLKrlkzdjBWLSGIQqXFspmER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\nEwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#babynames %>%\n",
    "#group_by(name)%>%\n",
    "#split(babynames$sex) #total was 111472 (68,905 females, 42,567 males)\n",
    "\n",
    "#graph \n",
    "babynames %>% \n",
    "ggplot() +\n",
    "geom_line(mapping = aes(x = year, color = sex, fill = sex),stat=\"count\")\n",
    "\n",
    "#the graph shows the trend of unique femal and male names overtime\n",
    "\n",
    "#I noticed that total number of unique names was not the same when \n",
    "#the data was split v.s. when I used the function \"unique\", so there must \n",
    "#be unisex names. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f789678",
   "metadata": {},
   "source": [
    "# Exploring Unisex names "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "21bff680",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UJijRQ0FLIsDUlyDof8kOY47Kug2X3nCBaHNH27EZAMCR7cLFkUUrdd97qQ+qdI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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CrRKSRg9kgH49/TFQgibTgRIlGJTiEB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\nEgAK/D9lct3NnMpk+AAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# n is recorded separatedly by diff gender\n",
    "# n / all_n = F(or M) / F+M\n",
    "unisex <- babynames %>%\n",
    "  group_by(year, name) %>%\n",
    "  mutate(all_n = sum(n)) %>%\n",
    "  ungroup() %>% #ungroup speeds up the code\n",
    "  mutate(unisex_prop = n /all_n)\n",
    "\n",
    "#define a cutoff\n",
    "unisex$unisex <- ifelse(unisex$unisex_prop>0.2 & unisex$unisex_prop<0.8, 1, 0)\n",
    "\n",
    "#top10\n",
    "top10_unisex <- unisex %>%\n",
    "  filter(unisex == 1) %>%\n",
    "  group_by(sex, name) %>%\n",
    "  summarize(total = sum(n),\n",
    "            unisex_prop = mean(unisex_prop)) %>%\n",
    "  arrange(desc(total)) %>%\n",
    "  group_by(sex) %>%\n",
    "  mutate(rank=row_number()) %>%\n",
    "  filter(rank<=10)  %>%\n",
    "  arrange(sex, rank)\n",
    "\n",
    "top10f_unisex <- top10_unisex %>% filter(sex==\"F\")\n",
    "top10m_unisex <- top10_unisex %>% filter(sex==\"M\")\n",
    "\n",
    "babynames %>%\n",
    "  filter(sex==\"F\") %>%\n",
    "  filter(name %in% top10f_unisex$name) %>%\n",
    "  ggplot(., aes(year, n)) +\n",
    "  geom_line(aes(color=name, group=name)) \n",
    "\n",
    "babynames %>%\n",
    "  filter(sex==\"F\") %>%\n",
    "  filter(name %in% top10m_unisex$name) %>%\n",
    "  ggplot(., aes(year, n)) +\n",
    "  geom_line(aes(color=name, group=name)) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "592c6fa3",
   "metadata": {},
   "source": [
    "# Graph of top 10 female and male names of all time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b707a077",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+nfcCp1uwIkK0+DdPabufiuTChXmMOW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\n9K0g+SUBknzKxkd4uPXUhuR39Cgn+TKSJKT3IeOhSJuSAEk+ZeM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w7WrjShtepj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\niEAACUEEAkgIIhBAQhCB/D+FuQNZh8eSGAAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sP8nDLjsEDS8NSDpDwLSK5lgQBSeupDGqfrVEkXxzf4opCU056MN+mQ1qcBybUs\nEEBKT11InRSinKBxkLQpJHE8qjUagBSRBEg8oTYJKSwF1QPoopDE7TJt4G0GSS4BJNeyQAAp\nPVUhrbN1mqTLbTx9cQKk9SBYP6Rlgd+RUIekLEgphzYAElMAyYCkfojkgjQe3XpR9fgHJEBi\nCCBlNQkpNSGtn8MKY0gSG0NSt+0ASV8WSDqkg/NhZgDJhLQeqb32w04YUaccciBNB0sAUkYA\nKatJSKkDaTlRidIPTUmX+cMk8yMlo3AE0nn1A0iUgqGeCEjp4Siofeu1F/Jk9wYk9VoS02/d\nliMcNoI0/moepIRpO0Bynft7uU8PIBkFO/n/phB9xkEZjgCpsGA4dEgXd1yQ9HN/r/fpASSj\n4HSSbnNAEg5I8yHhAUcOSGNtG1LIkbptl/WOUz5I+mRIGSMS6VR2ZhHWUJuEFIaC+vlMetEN\ns3adY0ByjEhjEiBpv6lAOotdQgpLAiSeUJuElBqQxnsXJGsOfM5mkIY6gKQvCwSQ0lNe0DjB\nVq92+kRIodJxSDLBUoDkWxZIEiQfIEDKDBVSVNJ0EXQHpNd2ozz3SfRaQ0uWbTtA0pcFAkjp\n4YfUeS++lwdpXhyElO4IkHzLAknbtDNO710T0s+Q+b4P3E+hNgkpxQVNDkFIGdt2cqkfUtaA\ntG7bAZK+LJD0fSSWJEBS7n7893OoTUIKIAWTcmgDIDEFkNR068Hfjj6YDGlZ6IIkACkrnwLp\nR73/MEiWhi7k6I2Qlp0kQNKXBdIcJLmL1PcRSP83pMIq1svFfKK7ykc3x8u70K8G6nbG4uPr\nf/e+P8dWz/gVR6VwXpCyXp+cnDV/W5qDNN9814jk/k956pAUHpEEeUQSXRMjUnDNMSKF8k2Q\nbreb77CfREjrot78rTHbQYpP2wESU74Zkm1hhOT/hZ1BSpn/BiSmfPOmnRNSqOu9D5J24obk\nfDWkjZMEKW2yYQy1SUjhhtT1kQuvKv3YD8k8BTIgFeVTRqToEQ37PbLhvZCyHAGSe1kgzUHK\nC7VJSCkrmL2L1ACkPksSIAFSUipACvc8QBoDSHYASUkUUook88ytPJBmSX3Wxl307VCbMLDu\ngMQTapOQ8nmQHt6/DEiuZYEAUnr4IUU73tqPL+M5wMNVMyE9HoCUVTDUEwEpPUUFHQjyIF2c\nNSxIds/3QXqIwJAkIeVIAiRASspbIblrmCdTyYD0WG5cIUGKH2wHSEwBJCUJkGKS6kPKkARI\nSZASDMRfYr7ij5/DlHhxZ6hNQgo/pPivhSFZJ1PJhRSRBEj6skDeC+mPw+FLILkm3VIghc+B\nUgDpod3ZIUGKfpAESHUg/Rz+Ha8aCrVJSGGGpHzRPJAQJOscELKcFW0AACAASURBVObrxxyd\nh9pVgJTwiSwgaSfRt88qlHpSfWMpeSSSoTYJKdyQEnaRRECSPR3u7PeeY1YBKb9gqCf+738n\nd1yQvOe3Sz6pvrHwt8M/eXDMUJuElPdA8nybwvWhEgGSV9ICKWfbrhKkgKSGIGWMSBqg3g/L\nH2Ph3z+//p2MxhVqk5DyJkjO4xucBzo4Z6uJkMbfAyR9WSAkSHKTTM4TkCEdvnmyIRmSdnyD\nv14WpIf1wPV7gKQvC4QGydiKA6RonJBSC9qQ3EfeUSC9HrkPFaJAih7a8OWQnFACm3j+fO0H\nskyQ5jqeI1gDkHxbdsMRd+5hCZDsZYGQIHknG6JWAGlNI5BcP8rfAyR9WSBpm3aeaW97+jtm\nBZDWpEMyt+18X6moAyldEiCl7CMFks4DkNaQIXm/Lev81oMTkgXHLQmQ9GWBAFJ6Cgq6jxAi\nQBq+l+R92fshxabtACkYQIrFfYQQCVLgDHcaJPV6sXFIjmcIkKIH21Gb0CvpsyClB5CWUCEF\nXqZDmiUBUlYAKatJSGkCUijGiHSc75Mg2U8BkrUsEEBKT/uQ9C27gdDReQVZ1+dGfkgZkgAJ\nkOJhhnRNL0iDtAxKgJQeQMpqElLeBymxK5uQlgmHFEguSdmQYvPfnwtp4wDSki0gyeiQPGfh\nAqRYwVBPxIiUng+B5D3e21xAgRTZtgMkpgDSkLFj1oVkOFJ6ov+kkIAUKRjqiYCUnuYh+Qek\nJEjmogVSsiRAAqSE8EEaOuabIAUcNQzJKwmQeEJtElK4IHXiHZBiZztxLDwCkr4sEEBKDx+k\n0VIOpLSuXAzJmNBbIKVKAiRASsiOIGmOpkm7R/gcxTIqpRXStDUaDSABUkIYIb065o0dUrfW\no0MSbkhplAAJkBKyc0jCc3IGIz5IwzrH1uIqIpK+HZLjhCcBFQEtgCRNNAtJec3RXMEopAsg\nhSEd1LuYCkAyYw1I20OaLitWGVJ0247ehB5JgMQTapOQwgpp2AyqBkl3tEJKcaRt2+WuBSDF\nNu0O8lY5l/5yznzrpELeAFI9SJ2IQUoakEKQ4tt2Xwzp7E4Aku90duapwR0BJCKkBEkJkJIC\nSN5lgVBGJPMEq/IHQPJlV5DUnaTctQCkGCRVkQ1pPpe+ek59dwBp6YuAlJWvgKRu4oW1ANLH\nQwp+t6/g38Qt6aMgmZt0gGTGAelWEZLZ/8mQ+txpO0CKQlKGHRcg6zJJ7gASFVK0D3eCC9L6\nWgKk8LYdIGnbbwfjnPnDj+bz7gDSGyCpB38nBZA8ywJJg8QWQJJdMRtSrBNvAim2ErFjhACJ\nKYD0Jkg5jhRIucc2DJBCO0mAxBRAklt2+ZD8nbibb94PKTbbUPJv4pQESDyhNgkpfJBut+zp\nbxGC1E0LvZDytuxWSYCkLwsEkNLDAWlyNNzkQ/L14k5+VWiuVzppVwopIAmQmAJIw83Q0a6E\ngn5I2ojUKKT7HZDYAkjDTQ1IQlSBZBZLguSWdH9Rumethp62IW2cb4c09UMqJHc3Xp9kgyRf\nTobkAHNfbohpGxJGpPSQCxoD0p4hJc1/+yH13JIAiSfUJiGFC5Kca/hYSK6Ju0kQIDHlyyGt\nA1JFSNbRCARI8+t7u1zKtt3dMSTNkEo27gBpDSAJbkjKc41Acm7bARJrAEm8BVKuo7IRSdjz\ndvdlDemSAGnNd0OShwe9utuVVtDRjZuDNKYGJJckQOIJtUlI4YN0pRa0u7H6TBDSM+8vPZaC\nc72jbw30uCFJPb1gHpIAiSfUJiGFDdKVXPCdkI6eNdBznd+sKmn9IBaQmPLVkNRvUBALUiDN\nB38XQjrKB/H57zErJPVwht58IiuAtASQBC8k7Ql1AFkzQXpSJCkyCyCZa0imtH9Ih4M81VbK\nSfQDSwBJ2UXaEySJKX8nSTPTu55MzgdAcjoApMRMkJYBqQDSfKR3J6+wovdqVkiDJAPSeJsI\naZHkhMQmCZB4Qm0SUlqBpBgiQEr2tEBaN+sIkO7jtxi1NZxXipBPghQ4if6hn8+3Ckh6DEiy\nq20MaSb0zJC0QFKnwGM7SfP9CulFSVpa3zFJUtOQju4EIHlPor+ctQuQtPBC6uyHaj33EUKD\nnlFQxiZeGaTpbELy+NWbsobzWhHSNKT8yYbYSfSxaWdkhLT0Py5IokuGNA5IElKGJLmCS82E\nbTs5badDmu+Ud0yRtH9IK4LQSfSNlzoCSMWQ1n5sXdLVcUSPMCAtoFI4FUEa6SjfO7/JNVxW\nixBL0h4huc/xbZ5EH5DsMELS9GRCWkaj57inlCLJfCJh226BdL8NRzSsMw232+2mHe8Q//tW\nPhuSeQ9IenRHpZACy/yQlkFI3U+KS6JAMnaS9IPuAGm5SziJPiYb9BgDkngjJH0KPCqpNyXl\nQJrY6JD6QkkfAilyEv153ML0txFWSKEkQ5KJSXJDihzxt2zbBSDd5jXLzd4hsQWQKkOyHSmQ\nbDgRSRYk35DkhWR8naKfnrgBUmG+FpKyi9QSpIik3tpLckPq3JCGz2LNgjf16XJJgMQTapOQ\nwgRp3YfYDpL/d4KSaJCEMiRZkOZhSkq6Z540EpCmAFJdSA5HsW+ahyR5IJmSOt+2nfWN817i\nUhYAEiGA1BykkKQakIQ1K14iCZB4Qm0SUvYJKXp1pCAkU5LzzA0mJO1Sn2bBKYBUFkCqCsk9\nIIlHeErBv9SG5JLUGT+rQ5JdcIo2VBVIagbSxgEkZdJuz5BUORRIBcc4aJKagYQRKT2fCskv\naVhB97addhC6MCF5t+0AiSmAVBOSy1E1SOr3okTqkOSGVCAJkL4ol9f/OvnDrb9W+0NH15P3\nvn/EfvEZWGb8svI3OuV2fYNDrpfYX3y1g5J79OVaznkv3yQ7h0T9bwspBSOS88CG2iPS9Fnn\n3XEQtxnfkDSuoP7b6t9Qd45yRySmIQkjEk+oTUIKD6TVEfcaHrV6k6I7NyRVkheSVxIPJEUS\nIPGE2iSkcEBSB6TKkOa7FEg+SVPB0JCkTzksyYVEHpIAiSfUJiFlV5CUnplwLQoiJPV779qL\nsiFlnnx1kQRIPKE2CSnEguqk3U3sEJIuyTk1aB01dHW/yg8pb1ACJOZ61CYhpXFIR7XeXbGx\nCSRzSAoWHOO5hFJapCRA4gm1SUjZFaRnFiSPJFlQLZAIyb1tF4JEGpJ2Bkk5r10ZiS+HNPSd\nrSCtNnghFW3bfT0k24GTRNQJIG0D6a6eBzJ2YMOQMKSUISkbEsu2HSDxhNokpLQN6ajWG/pk\n85CKJO0fUuAM+sbWnyPfDWm5nHlZQXdUSPf1hKoi5WMk4ZG0rqBSIxGScyfJeMeeK82mpD1I\nV3d8kKJn0A8GkNT/UteDNN5KG8yQSoYk8x0bZ1/NkNQepMzJBt/pVcNnWF0Kkcm4Q20SUkoh\nmQPSniARhqRIwSVfBWlFYAE6mGfQDwWQakE6ir1C8lxuNpazv2BJtthH0s7t7T2jfjCAtAWk\nJwGSU5K6gmuVNEgXU9LlEoWUPyQBEk+oTUJKIaSpv2wBSXbH2UYiJIckNySPJPNsdxakFyXn\nDIQKKV3SjiEtl3BxTjYkOflSSOuAVAvSUa1HgjRQMi1pKxgbkiKQRkN9TJJIPmHkniGFp7+n\nx+GOD0gNQxLW9l0RJGPbboIkXIMS6RsVu4TEFkCqA+mo1nvWgbTWKYEkHCdGIX2cBEicoTYJ\nKWWQbEfVIc0uMiAZkjyQKNt2l7WgNSjRPpc922vIEEDKahJSaAX9cw18a3jU6hmQnlyQioYk\nBZJNib5tB0g8oTYJKd8ASZdUBkl9sxe9YBBSzrYdIPGE2iSkFEGa+0oVSLJfuyE9rKtzhRKC\nFJFkQVKGpAXSfASaLgmQcgNI5QXt6JCeSj8cWORB0iQVQhrf7aRpgvMSNC9gGJIAiTHUJiGF\nAZI+kcW0hkuv9kDKq5YEySnJBenyovNSM7p5PezXJVrIQ1IzkDYOIJUXnHJ0PGSBpEqyVjAo\nyXG183EEuk6TC1e1INe2XTOQMCKlpwSSa8uuZA2PSk9+CySHJBek9faqFeTatgMknlCbhJS2\nIC09ee3RNqRBxTshzbnKd74WZBiSAIkv1CYhpSFIx+XGgvQU20DKkXSVb5wV0iAJkHhCbRJS\nyiEZu9jkNVQJKf2ZB5IiKQjJlhQckoyC4W07QIoEkMoLCn2rblNIYUl+SI6CwSEJkCIBpPKC\nQp9nsCDpnfCZd2DD+Ct6QS2B84CXQaJIAiS2UJuElAYhiaPal4d6T7EhJENSHiTBMSQBEk+o\nTUIKGZLnYyTqGh59P2iQ5i5PgLRKqgnJlARIOflWSM5JOxZIZr0iSKf5d9SCenwXOR+TCykg\n6TMhHZbTcZVC+G5I5lkMKkB6yj74kH0+51C70yRpG0impOkEd/N57lK/SrEvSCsBQMpNYBep\nOUgnEYUU3LYrgzSdLlJMogApHEAqLuh39Ko3EJCQ5j6fBcmQVBeSLUnmRSlx226/kBxn/O6N\nJ3v/OcABiVLwGPhJr1cE6STyIWVKSoQk9gjp4Y4HkvOM3+ln5gIkSsGjd57OqKc5IkGabjaC\nNEq6mq0y5pZ1LiHGbLlp5zRjnmffna+GZPWYUEH1a0FHlZLfkQlpvkntayfl9uldQWZI16uj\nXcTXQ5IbfF4vgJRaUDlZ43F4eBwy/hT4neHGgPTIhKQNSa4VDEnKhTRt3AGSCemwvg77SHPo\nI9Ii6bg+EomQ5Izd45Hc107q/VaQxNhADklfDcncxHMEkBILqpeuPKoPA5CeYz0N0nCTCUmV\ntAWkMkk9t6RWIEWu8AJIiQXVS+4pkIx5B+N3LEhjkrra6bQ+lH8fkMxlgRAh9cZlx5Yn1YWO\nfDMku7dEIEk/KqTQgCSckNIcWY+fvhW0jjhS1ogKydE2HwuJJ4CUWFCBdHxqU3i+F6uQcgek\nk/2TF1JoSCJB8g1JsVpTQUBiCbVJSNkQ0lO5O4qViufF84bgUI+0ZVcEKUfSXPCk/UHPkBQp\nJQsySwKkrCYhhQ7JvYuUC8l1KbB52fNZAunk+vHpW0H7aPJVUhKk08n4k84hCZBC+UpIvrmG\nOKTxfoXkHpLW0WofkNQPfqc4h6S0nSRA4gm1SUh5D6TnUT5wb9sZJ/1hgLRu2yVCWiUlQNI+\nr5pDH5IAiSfUJiGlDJJjf9os+LQePWUn9UIyzzBszjWQIcltRXtBQFIckjLNPmR66B6SIrXm\ngsySACmrSUihFAzNNdiQ1C06+UhCeopakExHPkiy35dAssxOT0xD0lU7gBWQAgGkQMGniEGy\nJVlXYeGAtEjqzSfHBQWQ7D81URqHpKu8mXJPkdQMpI0DSIGC67abwuN5VJ+KQrJ2kVggLVth\nMUgxSQ5I03Pr95IGStMf2xUkjEjpaQjS82m/kgrJ27nnY47UV/i27RIhnZxNaEoap8dPyZB4\nJQFSVpOQUgTJ9V0BveBTv5lztF8z7Us5NvX4IM0Td735gsKdpCRIp6mpTqeUbTtA4gm1SUhp\nAJIy5eCHpPdzGqTx/A0n+yOfsp0kNyRN0uUkm+qUMiQBEk+oTUJKXUhyW+35fCZBckyHuyBR\ndpGmp0/DJJt5EEIRpJOnCeeZu6GtLq8f5KVnT4DkDSB5C7qP/zEP9lb0uCBxbdktBZ/6YXFl\nsw1hSAOly/hYQkrYthsLckoCpKwmIaUKpMVCKqSn8/Fcjx2StVoeSUWQrNmMeS8pYdsOkHhC\nbRJSakB6Ctf02xL720fKdp91ECsFUsiRLl15PQ3SyduEbkgp23aAxBNqk5BChuRxNP8H//lU\nprP1OL7F9/Q8nurtFJJ1AN48JMW37aaCjJIAKatJSCFC8g5Iolens10JfK/cXS8bUtDR9I71\nlfNMgKccAB6HtKxN8rbdviAdjLtDv/5/XgBJLxj+6mumoxkSnyMXpKgkL6STCDThetzEmPkq\nZPFtu7kgn6QNIB2W+56mqP8+SMFdpOmEjoFkQ2IekDaENMy2qyuTum23L0jSjnJ6IEBKShGk\nXEf5kCKO5nfs2rbzn7mBCMlYmdQhad+QtE075+n0fQEkNcwDUi6kU8yRE5JHUhTSaS2YkExI\nfJLokDp3LEjK/0xL4/1yruIQFkBS815IUUZhSN7rMnskZUKaDhnaE6TUEckDSS43zgLuCSCp\neSukBEfyHTu37Yw/xAwpdUjaGaRlM862JLftAMmVIKRnuGC2I/X8+XPKHLkhuYckdkhpQ9JS\nkEtSdUjqzJ2+j9RjRPLmDZAYB6QIJO1PxU5ud1ILJkRe8/wUPpnQ50ByngXcm2+F5N6yeyOk\nJEfLO/Zs23kkvQUSl6TaRzYc1Ht74g6Q3GkIkuMo7mjckEhDUi6kVVLwVZ8DSZ45H5AcGbsC\nEVK+owgk+0T50Swr6B2SHuMlmIZUgxQckpSCPJJwrF1Wk5BCg9SJrSDdx3qbQhLrXwxf3uVk\nFIxHXqn5Fj2sdg4gFYTaJKRQIfnmGsIFOSDpW3bmlxXiWVcwLqkepNCQpBZkkQRIWU1Cyi4g\nhXaRTuoPKVFWUJMUg2RLyoe0bNsFhyRA4gm1SUhhg6Rdz8gTyi5SKqRUR15ILkkVICVs22kF\nOSQBUlaTkNI4pLuIQXJcCCIcdQVDQ9LwV/UVNiTJ15Mg3QMrDEg8oTYJKXyQ5lNpbQ7J/NpP\nLNoKBiSdwkPScrL8XEhjA95CKwxIPKE2CSlckJbzeAcKkia/TUhqx5LfQT1lOEqFdApu26nT\nhVlNmDIk6QUZJAFSVpOQkl1w+RjJBclx1RQl3JDyZ+yG6Cvok/R6+Dj5t+3UP5gLaRqS9gBp\n4wDSK8/TfE66oaCnj5AOa+hTj2tIjfGO3ZLk6VAAacMAktAheba0aIc1vAXS8tVzY50743Wu\nguGsO0l+SYDEE2qTkMIF6YVHQtI+3VHCAsmxi5QZ8x27JNWDlDIkGQXLJQFSVpOQQoJkHyH0\nNCC5OvkeIGkr/9pJqgnJu/6AxBNqk5DCCGmacJAXgrROnkA8YHVjSOphR/Zsg5R0cjyXmLHZ\nLoDkSBzSzyvy/sf4Wb2fQm0SUoiQ7C27AdJTaFNpJw0TGRLvLpL9ji1JUUi6o36W1CWJkpAC\nksw1LJb0KZB+5M2P/rN5P4faJKTwQXpt2+mQxudXSyyQygekKCTlm0lZkLqBUoIlZUjynPMI\nkDz5fEinidDr1r7s1txXCI7eBGmNvZM0STppT/TTk926PJh1SDJL+dYQkNT8rFb2DMk9aTfv\non8zpE59QShTu13k5WQd78Jaw1JJHwdJ7iLJn437vv+/IXXWkimX4abrb31/VZ49yZuT41em\n5475f+s+3T2Up85WXYY8fQseJ3u1O/0vd/NtZzzjz9Rur3a8Te8v4W2c4y/5hCRBCgHa/Yh0\nmv6jPs44OAoO/9GlDkii956Ji2tE8g9JjhFpGHH0AWko2KkDkWdMWvafjCHJfh8YkQL5UR4A\nUlrCkIiOsiAJp6TTiqKbC2p4XFMO3WrNhGS9E3sNCyV9EKQf9dGnQToJCenkLmjPfiWlVUgD\nFGVqwfGOLUrKdIRsuMs4bzcEkKYkQPpZbz8PknTkh+Tqj/FM3eydkJzbdqIb//I6weB8xzol\nbUZPNtzFNyQBki/KtHd4smEMtUlIKYd0WnviyVfwRB6QNEgcu0iuFczaSZJ/eNlW8zSh8qGS\nMaO3Dkl6xcAalkn6FEg/sSMadnRkw/IxUhYk+pad/6zfm0By/SdA/mHJw9+E3YTJBLUMScs5\nwPX3Akg8oTYJKcWQTkY/9EAidPvWIQUKKtGOdpgeLhvFF3lSLkAa8p2QFkfGVZedBY+Ubv8Z\nkLSYkNxDkqtgkSRAymoSUgohnaxO6IGU3+/n/1pzzzU4V9AnyQUp/rFPIKYkZ1FA4gm1SUgp\nhWR1QR+khItS6pkHJLXeGyDZkoogTZLsbbvod9cBKT/UJiGlDJI9IPkh5VKyIbFs2WVBcg1J\nZZBGSQukm3NIchYskQRIWU1CSiEkuwe6Csq+CEjWkOQqC0g8oTYJKUWQHANSEFJO75e7SJtA\nythJsv9uZhN6hqRxvJ6+vuUuWCAJkLKahJTMgvrnsfUhPcS7IZkfgRVDGiS5IM2bvr6DQwAp\nO9QmIYUAaTxjw9AXXI5cBZWumN79I5DIjjzv2COpBiRV0u1+ud/1S7yc7K90TaFLAqSsJiGF\nBGn+PHZ7SMoJIZILmSmDlPI9vGg6fUgyr5XkeW+AlBlqk5CyMaRkAMunsWu9s3oyle0g6TtJ\n7JCELannlgRIWU1Cyp4gqb/ODSl1SGKBpEgCpDXfCsnpyFEwum3kig3ptDWk57wGFSCJLjQk\n9dwbd4CU1SSkAJKM+WaeLkgpJ/1JSQQSsyRAymoSUhqFtB6wKuudpl50Wn6kJh+S8re4IK2S\nbsKS5IdElARIWU1CSj6kdfbbuVsRg5RGIAaJ7sj/jp/mT09hQEo7n2Nali9XjJJMSN7DqUiS\nACmrSUipDyl6iI0rY8d6qPVOZ/W3q0OaL5s2XbYv/Edp/yZXKckekqaCJ6clQEoPtUlI2R5S\nEoKhXz20evUhaZIckHx/sxySMSStu4WO36NIAqSsJiGlTUjrgCTrnWQPCnfqhATesXxDT3ll\naTHPNpxCh64T/038ktaCjr8JSMmhNgkpFEjyYyQipAQF64C0KaRpHFq+8qtCCvxBKiS5mxSA\n5PizgJQcapOQQofknrSzCjpOe5IESX4zdmNIT3P7brq2eejvcUDSJKkFWSQBUlaTkFIAyX0s\nQAKkOIMAJHFKKRBI8B1bM3czJHLBQAxJgARIoYJOSBEIiiM5hSW2gaRnU0jrkKQV5JAESFlN\nQko2pGmuoQySb25XxgVp7T6n4B5LNA1B8gxJgMQTapOQUhuStw/SIeWfR0VLJiTHV5LoBbWs\nkGZJ8gx4ekHrvQJSYqhNQsrbIIUk3ZWTcLkgFSXnHScNSeR/k6sOqRP3bor2KoYhCZCymoSU\nfUA6FZ6PSk1LkJarVAxN2sndpD4iCZDSQm0SUgiQxv981oSkbtl9PqTpykm34eYy7Sf1+uWW\nAIkYapOQklcw/jGSUTDUA72S1AHpkyGNkuSYNNm5XIQFqVwSIGU1CSmAFIqEFHwfZZCmR+v1\n/F6Uev0KgPYFAAEpKdQmISUXUmwXqQqk4ZVvgTRIqgtJplsulnQfR6Vl1mHY8jNbCpCSQm0S\nUt4IySvprp44f4bE5igbUnTbjgWSEIqk5alu2fLTk9kagJTVJKQAUjB1IemSlmu83C/Gy0qH\nJEDKahJS8iGFJ+30guFPMj2QtC27RiCF3gkXpEVSb0KyhiRASgm1SUh5JySPJG1AGuqx7iLt\nAZJ6BOuYwiEJkLKahBRACkfONgTeChskKak3T+JQOiQBUlaTkEKF5Jv9zoLkltQapNiQVPJv\n4hySeut0KNaQBEgJoTYJKVUhRa9l7oSkORLz2RK/AtIsqbfP0FUmCZCymoQUGiT/57F5kJyS\n2oTkfzM1INlDknE0KyDFQ20SUrIhyV0kHkgOSQ/n+XvfCSkyJMUKPgLLDEiTpAmSuZs0NMNq\nCZDioTYJKWRIvktzlUMy6jE7ym3C+JAUKfjIkaRCEuaFk8ZbiiRAymoSUmpCSnDkkPRhkIbf\nffgpuYakseD4WdJdvQrZ3FLzoARI0VCbhJRMSNHZ72JIxpZdE5DCkuKQQpt3DkkrpCGrJdlU\noyRAiobaJKRUhJTkyJJkQpoW7xaSFOQdlExIrwaeCiqHN8yUlpbKlQRIWU1CChGSd66hFNLD\ntY/dCCTPOwoVVPj4KNmSLEiSkiYJkGKhNgkpuZCmCdpqkB7GZJW8MvGbIQWHpEDBh/eHNRak\neRLcOOBuaJa1qTpAiofaJKTUg5ToSJdkDEgnWe99kOJDUiqkZEk9tyRAymoSUtqCpAxIp9N0\n7rs2IIWGJH/BR/BHmURIQ8soTdUBUizUJiElq2DC57FLwWRHa/cY9yLm/eqlyzQCKSBJFpx2\ngh5T1l9Rkiipd2/cDTtK6pAESJFQm4QUKiSfIzqkeWf8ZJySeKzH6KgMkuttPZY7KUhM74Yb\n0ovSad3yzZAESFlNQkozkCSju3E641Yg6UOS8u4evWf4sdkkToH3y3yDTUnduDu7ToziCiBl\nNQkptSBlOBp7x+zInPxuAJJL0lF5f49+MBM6DGhN2pDUr9/xsympG3dd5zifgyOAlNUkpNAg\n+XeRaJBOp8c8udAwpPXYVfm/6cle+McaI2lD0lDwtlAyXmrNNyRIAqSsJiGlEiS3I7Uf6Vs+\nyw8tQ1ok2ZBSkzQkTQVvt9t0LT8j2uduaZIAKatJSNkQkrYB9NDmt/YFaXpzR/lUL46vpNXK\ngDRksGTN3dmSpnN2+feXACmrSUipA0nrVrOWeXJ4fk5ZLEKOGoDkGJLGDHyOD4kozVLStp22\nhrYk/ZiqsWnkySQ91QEpq0lIyYU03udAWj5dkT8rt8sr9gLJOgb1oRYskOSHJG7hIUltG0DS\nEnjXzUDyOhoLqo6sFzg+YVl/dEPidERpQlPSQ9sw5YCkSTLXMGFImuORBEhZTUIKBVJo9tuA\n5Ow3/u+52Y5ag+SY6s47TDdhSLLW8HLTfswekgApq0lIyYMU/xgpBZI/jULSN2TN96QUTJCU\nMCTZa3i53eZJvDH+Mwq5JQFSVpOQQoIU2EUaCpId7QNSoGA1SNOdpOQ/7yogKQm8651BynXU\nLKSgJLUgiyTHGsrdpJlSQJKLEiBlNQkpFSCxOtoZJBGfBPe2yiLJtYbLhMP4L3AyWkqbcLAt\nAZL9tkMLKakIKdtRw5BCkoyCUUrRIcm5hpokE5LRQqYkQLLfdmghJTRIwW7FDonVEbUJw9Mr\nWiKUokOSew2XrbvhxpY0ZPnJkARI9tsOLaSEHxKvoz1CilGKSQpDcg9JQwBJT+BdNwEpOPs9\nQFKOoctK05Cix7vrCUmiQdIkOb5vIvySAMl+26GFlLBDefkd1wAAFJxJREFUOlIITWkbUsJ5\nk9SEBqWIJN8aqht3kSFJlwRI9tsOLaSEAik010DYopNxOmoIkvtdP5++xghJeqiHH64JQ1Il\nxYYkTRIg2W87tJCSnILzwd9bQ+J1VNKE6tt+znkVJEgS6wHxWkZJ/jWUH8z6Ia1HQCiSAMl+\n26GFlGRCGu6CkB5ZX43V0j6k9X2rw1DvbY78ifA0SKMkV3PdznKxUD+bBST7bYcWUpIPKbyL\n9CCvodtRW5AkGa0Bev/uE01SYA3DQ9JNtpUxKAGS/bZDCykBpLw8lVuloG9HiSQptIaKJKvB\nBj1n5fEiCZDstx1aSAkzpMfxwyGNhvT3PxX0TDpkfzibDslsscmO/Fh2/AmQvG87tJCSZiB5\nHIme2REDJOPt9+sSV8ZvpHs5uSQF19A/JMlvWZyVHaVOW0NXmDtvSb4NUmCu4SE+HtLrzXsg\nBY9szZGUAum1G2QMSeuX/5QxCZB8bzu0kJIsSKHZ7+k72EfyGu4GkvXukyAFJJmUwpCUAxy0\nIUn9Eq05JAGS/baDbUxINiTfCfSnD0bIkHyOGoTkL0iTZA1K9hWT1ChncFAl2ZDWIQmQ7Lcd\nbGNCKJA8A9LwUT0g+ZMsKQxJkXSSepSvoY8xJAGS/bbDbZyffEihLbsKkLgdVW1CniGpzxuS\nTEVCmwQHJPfbDjYxIUyQ1oueAJI3qZIikPQhyVY0RJcESPbbDjdxfjIKTofa1YHkdbQvSDxD\nUp+xl+RkpLTaDZDcbzvYwoTkQvLMNQDSHO+x4EMSJcUgqUOSr+U0SYBkv+1wC+eHAMnvCJBE\n6HsV6ZAyhiRP063NdgMk19sONjAh2ZBCA1IFSOf3fgOLVtBrKSBpSQIk3xS4GnVIAiT7bYcb\nOD/pBS/jfqsTkuKItoaBAWmPkIRvEy/pnMbjJ3LJQ5I4mSe5m6IOSV8KqdFc+r7r++upf1qL\nHvP9kVr77l1yppZ8e552O6W20NCe1+ArLuoPJ2fzrS13S/qj78+XjUjeAWk6NBMj0hLXoJQy\nJvUiOibpF6g4ne52CypD0peOSOE2Zk42JKt7zMeKyQOcUwvevT+oOb/5LBVlBeX2nbLPlAZp\nkJS+cSfGq/BabbhKAiRXG/MmueDwL+eCpO4fZRS8SzzDf0tDc3Z7hiTP7CCUfaYESUPBmCTr\n0rLiZO4sAVKkjVmTCcmaazAdpUMa+YyMHNslMnuHpGSmlAiJIMl/uRdAcrcxZ7IhuR3lQrpP\nN35Bcz4IktxnikuSkAiStAYFpEgbc6YMku0oB1Lc0WdBmiQlQiJJMj6elZIAydPGjEktODq6\nGZDWz+MzIcUFTTm/+TBd5oKJQ9JcMHfCYYguCZBibcyXEkjKcS2AlJS0IWmFxCQJkHxtzJds\nSMpzrgEpqWCqo4+DlCZJFqRJAiSZlDZmS2LB8V9sgBTbsgOkcIb2S4XEJgmQ/G3MlQJITkcp\nBXMcfSKkmKS14IO0n6S0LyBF25gpgLRxwYQhSS34yDgQXMaSBEjBNmZJFiThhqT1i3jBZEcf\nCSlBklYwLslxkMP6EJAS2pgjaQWnfysPJL1XAFIszyxIr827iKQXpTnLM8rRQrE2ZO68Jfly\nSEanYIQU/a8pKW8vGB2SzIJRSTIrpfsiCZCS2rg4eZDU2W/3gBQvmDcgvb/f8xeMDUlWwWRJ\nKyVNEiDF27g0SQVnRzcXJLNLAFI8EUl2wXRJcvLhvuwoAVJaGxemFJLVIWIFMx210O/5C4Yl\nOQrmSJr+tdQhCZBS2rgshZDs7gBIKXlmQnpJyh2UFEmAlNTGRXEdjO9+USccHyNlQ0p39NGQ\ngpKcBR8inZIhCZAS27gkKZCWAUmF5HEUWcMMR58NKSTJXTB6kIOSafNu+WAWkOwWMu6Lk1Do\nskx+F0PKd9RKv2cvmA0pS5LQJAGSle4yNxOTpEsfK7RMqDogubpCaPVzHH06pIAkX0GCpHDB\ncVk72XTTbrqW4aUTUlRZopCWxeMfLoIUODWDK58PySfJWzBP0vBPdwoXFF8MaWiel6Pp3hqZ\ncmFFIK0fld8ckJz9wLv6eYySvt1JSjMFvZL8BbMkjf96p3DB74U0CBouitzJzbuLbLLpB9NF\nbMAJQlKWzZCWn30DkucfLXSmIHcAyZU8Sa9/wHHqDpAcbTxAGjp1J880dxkZLVt6OgzHocH6\n8hAkyxEN0j1fkfgGSF5JoYK5ki6DJEBytXE3OhLzTSfUgUlYkCJDUgiSumQekNbPY5MhURCJ\nxFNJkdJQQY+kYMFMSWKQBEiuNu4mQ8NtN3saG2z8X6f3f2uEMlv5VdD3Au35eUDSICVtl9AY\nfQkkj6RwwWxJgOR622Kx04l1ZBLSTNfNX09ZngxKuoguCZLcslvmGrwDkvGPRnX0JZDckiIF\no1/1M3I5AVKwjTvlVkxbcZ3qSr3xtbEfkmNAyodEdvQtkMTzmX+4Yqakyx2QUtp4nHnopnmF\ndVtPMTRNlOtfoZRt7INkvJQIicFRY/2+QsHn0by+R7RgxrHgQy6AZL9t+6luZNTNe0jGpt70\naGGxWpqNdX3nmOYzxcmaCyS/I2UNidMMY74I0qslDUnxgpmSACmpSTrHjVAn7DQWs6B5xHpB\nsmYn7IGLBKmA0ZdBMiW5C6oXpgWklNCapDN3mnwfIc0TEPMsn4QUOuJoOO57TDok0kdHSr4R\n0gLFUXC+yNLyc54kQMppkm6dzptyUX9YXzUPVTok9VNd8zcWR+s+bhhSqSLVUYv9nr/gS9Ig\n5WkX1K9SpkrKoARIOU3SdfYjZRpPLumU0efSiQWSbwjrhgvMz5H/dr6vUIxrWKxIfCGkmcgk\nRin41DfpVEkZX/QDpKwmUcgslDr9afVlM6Tx8Ff/FLnqSIPk+w4AA6Pvg7S25nKtzOkn64VP\ndeI0VRIgZTWJFmV/SW7xdeum3/j4kgBJc5QCKfiZRXK+F9JU8GnuEyl5ztasM+zPAB9D0teQ\nufOWpElI6lR4N0ZZNE+XX8bzMHSBI1sNR/M/bGjLjgWS4qjNfs9f0D59urZJZ+f51Iek8dWL\nId0SINlvO7RQS2dPNJjLo5B0RymQ7izd6gshiWPu1UPF87Ec4jCim/HIbUNFEiDZbzutjYd0\ncUgTlM7v6KY6kpCCjgCJnIVSesFhBLper9NgZC+UjwDJftvJbRwZkOYh69bffK/rOm04EttB\nUh212+8rFDxSCj4ejr2iMU/5LCDZbzurjYPRIVmajM26IRMkzxlW7/P39wCpINOgRCh4HWM+\n+5w39wDJftv5bexNp0BStgM7OTdhOgpCWma9y9dQc9R0v69QcKBELmhLGnedAMnxtqlt7MiI\nZYIkjyDXZvesAWn8Wl/EESCV5nj0fUQXj/3B0kgJkOy3TW5jR0ZI47zd/KmTtn2XMyApn8IC\nUnlBTkkDJUCy3za5iR0ZZhNGSK7pBtvRSZlU1f6ptYOCitdQd7SHfs9fsECSixIgOdqYNTMk\n/bnbOOltQxIrJPUf2ji2DpAYCtIhjfMOdsHAH2snW0K6GfeFmSBpz9ymW8eA5IRkHaJa2q0M\nR7vo9/wFSyTZwxIg2W977uey+xeCMiHZfpZMkMwtO/sQVUBiKVgmyaAESI42lojmG6PnZ8Ia\nIAlpM/jb7gHJcah3YbcyHe2k3/MXLJSkTTsAkrONp+5+U/63xIIVzk1ISDfn5tyaq3BBcn1l\nApCYChbMgo9RJAGSFeWA4NsqajFws0YV5UdVyk2Oar2DoyPzgKRDcn71qKxbWY520+8rFGTb\nvAMk+21rkub7RcJNfXp+zWJsfNU8I3db+PQuffa/iVAhhRyVdSvb0Y76PX9BrkEJkBxtPH8n\n2Vqycrjd1BFq/lkdjBZvt3lbMbo9mD4gARJrwUJKV6ug/cfayfaQnk9hf+tL3z+yByf79cmQ\nMgakom7lcLSvfl+hYBmlafMOkFxt/FxOlKF9vd9kE9/zGf300ZeJdUCqDMnlaG/9vkLBkoPv\npkEJkJxtrI9FT99XkqMzeAukWBZH6skafCc5AaQKBY8FmK6AlNTGQ56OE58lDDSJkK4bQXI6\n2mW/r1KQjOl6BaTENhZimYMInzEjo6DMi9HiSLkqkvesW+Ru5Xa0235fpSDREiBlNMly+iad\nUsxVpBeMjFRHOqSzkrXg2WMiHEBKKkiRBEg5TfJc+rtC6RmTFFw8MRK+AUkHM//QD88SKPl+\nY+f9nr8gYVACpKwmUc9s+1yfipwdLbBwYvTUTu6pQDK7/iToLH/Is+R99d77fYWC2ZIAKbuN\nlzyXm6Ck59W79DUcGfPrL0jagGT9yoCnV37StvmC8b9o//2ev2CuJEDKb+MlT3VTzzdH/hRe\nSPNWnZZHaEDyrmGCpcALPqDf8xfM3LwDJEIbrzGIaB/gzvfPa29JGl50vV5tRuuWXcCRew1H\nSuoIpd6HoX1Cv69QMEsSIJHaOJzxOjxPuftkQnpOJ0g7OYajEkjasGRiCucz+j1/wRxJgERr\n40jkaPTa9ru+Cl6no/fG25GQW5FYt+xCjti71Yf0e/6CGZt3gERs44SM83FihvRSdL0OW3Qe\nQVPkgBR0BEjbFTweE492AKTsNrYk6COMfPi6Gx6Mh2GNp9l6jUSOs89okZ/Ghh0B0tYFEywB\nUm4bn4SxWTb/dDotoIab03B4/Ukez/h6mHDpN3ngt2fmO3UNs/Np/b5GwZFSABQgZbbxaaCh\nDUDOV52Gsee1OzQfYX89xa+h+Eh1BEhvKXicLeUXZO68JdkSkhxhHuMDudW2bLFdp29yycFH\nqF/cv66RT8xtHL2q72M9C1dkww6Q3lvQPSwBkpXHuGX2eFwfA5brq4erW2wjiNnK+PQ09Liv\n+TEXFNFr+q7X3jnGHQHSuws6JiAAycqLzun0GFQMmB5zLx+vgvOCc10vODUR0i6A6Mqjj7xA\nuxLcCCny2Q8gNVDQoARI9tu+vrDMI8jcwx+zpRXVdAG3SZvjkohKhkvnBJdrv53iCJDaKKgN\nS4DkamPvRtrD/Gm9wrWa+alpkYS0Pm+9VvnHeUGKHosASK0UXLfxAKmkjX1D0UMZwsaCj3Uo\nCxY8HhMcAVJTBSdMgFSzjcVyedHYbtKY4zhlB0j7K3g8AlLtNk4ueJyOaXjDQaatd9O9F2Tu\nvCX5fEjTtvYdkD6wIHPnLcmnQ1oYpTgCpJ0VZO68JflsSCsjQPrEgsydtyS7huQ/cvi4HqU/\nX98y6ewLgLSvgsydtyQ7hnQ82peiP2qCxozPJ54WCJD2VZC585ZkS0jWtY+JmY8WHuoNj45K\npj+jCJqSenYtQNpXQebOW5ItIR2PQ/8e+ru8n55d79XnNSAy4/LpRS8p/UhJonEAGpNxljpA\n2ldB5s5bkm037WJ41Htts00CkU9PP/bygTABOU5HXPqPRsm+u2n7BZk7b0nKIf28sv5EbZLU\n8/I4fuHsSFah1DV8fz0UNJa1k2JIP8vNmFCTOM8Kp/V9lwlvhjYuQOP8h2GsVaMeChrL2smW\nkPrMs8IVtXETBZtfwZ0XLO28jNkWEnOaL9j8Cu68YGnnZQwjpP8bUloOQXYZjEg1Cza/gjsv\nWNp5GQNINQs2v4I7L1jaeRkDSDULNr+COy9Y2nkZA0g1Cza/gjsvWNp5GQNINQs2v4I7L1ja\neRnTzpENhDRfsPkV3HnB4s7Llx1/jWIHBZtfwZ0XZO68JQGkmgWbX8GdF2TuvCUBpJoFm1/B\nnRdk7rwlAaSaBZtfwZ0XZO68JQGkmgWbX8GdF2TuvCUBpJoFm1/BnRdk7rwlAaSaBZtfwZ0X\nZO68JQGkmgWbX8GdF2TuvCUBpJoFm1/BnRdk7rwlAaSaBZtfwZ0XZO68JQGkmgWbX8GdF2Tu\nvCUBpJoFm1/BnRdk7rwlAaSaBZtfwZ0XZO68JQGkmgWbX8GdF2TuvCUBpJoFm1/BnRdk7rwl\nAaSaBZtfwZ0XZO68JQGkmgWbX8GdF2TuvCUBpJoFm1/BnRdk7rwlAaSaBZtfwZ0XZO68JQGk\nmgWbX8GdF2TuvCUBpJoFm1/BnRdk7rwlAaSaBZtfwZ0XZO68JQGkmgWbX8GdF2TuvCUBpJoF\nm1/BnRdk7rwlAaSaBZtfwZ0XZO68JQGkmgWbX8GdF2TuvCXhhhRK+1cha34Nm1/BHaxhnQCS\nmubXsPkV3MEa1gkgqWl+DZtfwR2sYZ0Akprm17D5FdzBGtbJlpAQ5GMDSAjCEEBCEIYAEoIw\nBJAQhCGAhCAMqQ1puk6zvGCzed9Cml/D1lfQt2btrOEWqQxpbtL5xrxvIc2vYesr6FuzdtZw\nk9SF9NM33gvaX8MdrGAPSBtt2jXdxj/6Td/cGtpN2Le1gj0gAdL+IE17Hi2tYA9Ib5psaKqN\nl5WRu8atraG2grL9WlpBvckAqUp2MiKN/51vGZJcwSabEJAASV2Pn/W2pTXUVrDdJmz6H7l+\nAOnHcdPUGjbfhHqTtbiGGwSQdEM/5pPvT+tNaDRZg2u4RXBkg7aGPz/Kg7eu1prGm9BqsubW\ncJPgWDsEYQggIQhDAAlBGAJICMIQQEIQhgASgjAEkBCEIYCEIAwBJARhCCAhCEMACUEYAkgI\nwhBA2j7/HH5Z7v75/XD4/Z/hx//8djj8/PF6cDj89+fXt64gkh9AekP+OPz1uv3z8K++/zm8\nMrj66zDmjwHSr4ff372KSGYA6Q3572EYcX47/Kf/1yDnj8O/+/6Xw5/DgsMA6Y93ryCSHUB6\nR347/PfV9D8Dn+HHw2/D7d9//evXCdLf7107hBBAekf++6Lz17D9dpjzeu5X+eiAf5MdBv9o\nb8kvh7/HHaUV0u+HX/7919+AtNfgH+0t+evwx8/Q9L8s7T/y+QeQ9hr8o70nvxzGCYc/homF\nP4eHh8N/+n9+BaS9Bv9o78lfh2GWrv9nnP4eph7+OGAfac/BP9qbMs/N/f37a2j6z/BofABI\new3+0d6T/0xHNyCfEkB6T34dD25APiaA9I4cpqkG5HMCSO/Iz3QsA/I5ASQEYQggIQhDAAlB\nGAJICMIQQEIQhgASgjAEkBCEIYCEIAz5f9SgyIA8i3+JAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Top10 <- babynames %>%\n",
    "  group_by(sex, name) %>%\n",
    "  summarize(total = sum(n)) %>%\n",
    "  arrange(desc(total)) %>%\n",
    "  group_by(sex) %>% ## difference start from this line\n",
    "  mutate(rank=row_number()) %>% ## this is line is important\n",
    "  filter(rank<=10)  %>%\n",
    "  arrange(sex, rank)\n",
    "\n",
    "top10f <- Top10 %>% filter(sex==\"F\")\n",
    "top10m <- Top10 %>% filter(sex==\"M\")\n",
    "\n",
    "# filter( %in% ), ggplot(.)\n",
    "babynames %>%\n",
    "  filter(sex==\"F\") %>%\n",
    "  filter(name %in% top10f$name) %>% #   %in% value matching \n",
    "  ggplot(., aes(year, n)) +\n",
    "  geom_line(aes(color=name, group=name))# why use group? \n",
    "\n",
    "babynames %>% \n",
    "  filter(sex == \"M\") %>% \n",
    "  filter(name %in% top10m$name) %>% \n",
    "  ggplot(., aes(year, n)) + \n",
    "  geom_line(aes(color = name))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18e00745",
   "metadata": {},
   "source": [
    "# distribution of selected names over names. \n",
    "#Top male, top female, and top unisex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fc5743a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CvS6Zd6UsYRSQhEcgAiCcQFf8Z8xmX0\nEcmMzRzpJQ6RNuMiFx8c37kFkczYzJGgSELXTFNRHl9fwqCKEYh0rP5mOGWRTr3Ukyq+6F6i\n6ZHydSbbZE0mMoZ2IYu0lSNEEogj0rH6m2E/IlnnSCdx514zTRVHJCnCFmlsUlo90snXTFPF\nDUTaNCm0JLUZQqSQRdrIkcYXsqM7RFqNI9Kx+tvhREU6/ZppqjgiSYFIZlj2SMdAJDOy0f+u\nQSQzNnOESAJxRDpWfzuMSDWIFD6BiyS3+zNzhEgCcUQ6Vv+s3SPSWhyRpAhdJLGLFCHSWhyR\npEAkByCSQDw2kSzP0XW3FPO8AcGWEKnHRKQtk15YpOGh0YsgN6222SMtTqM6vHt6pJX4UglE\nMiR4kZoW6v9/d0wKKEeIJBBHpEP198OIhEgREIVIeRvfNimgHCGSQByRDtXXCOe9SNXm56SA\ncoRIAnFEOlRfIzyItNknBZSjxEXaMAmRqnBF6tpApBpRkVaEQCRDEMkBiKTV/HYckQ7VP1Yd\nkRApUOISacukgHKESFrNb8cR6VD9g9URaWdTRPIEIjkgEpFKRJIDkRwQj0hH6yOSishE2jAp\noBwhkk7zO3FEOlT/cHXl2Q0B5QiRdJrfiSPSofoG1RUmBZSjOERa+4ikmSSlSYhUmb0Ighfn\n1q++blJAORIXSe43jSMs1mc5Y2kXRDpS36j664k0PJTtkQ7Xp0dSEaNI6yYFlCNE0mh+L45I\nR+qbVc/X5hwCyhEiaTS/F0ekI/UNq+f5slcKKEeIpNH8XhyRjtS3qD43KaAcIZJG83txRDpS\n36I6Iq2hH1+XAZEMiVekuUkB5egVRFo3CZEqoxch34nv1beqjkgrnCOSsktCpCo+kWYmBZQj\nRNpvfjeOSAfq21VHpCXnibRqEiJViCRH+iKpuiREqhBJDkTab343jkgH6ttVR6QliOSJmEUy\nbh6RKkTSoGhvH2zdtyCSA2IQycwESw9DStI+nS/djeq+A5EcgEj79Xfj3kUqKkTaqY9IiKTD\ny4hkeoYSIiGSDpoi/ddg9XNg5yvIumkfkRBJh9fpkQyvvYJIiKTDaSIZf5FjEEakBql3quHJ\ncqOwyc+ZQkqSBi8k0ugQAsoRImnU34sjkn59geqINAWRBEGknfqIhEg6nHZmQwAiDccQUI4Q\nSaP+XjwAkY6ASA7QEem887hW44gkDCI5QEOkE8/jWo0jkjCI5IB9kc48j2s1bi+SyWIWISVJ\nmOhFeh5EQDnSHtohkjqOSPr1RaqnLZLAeVxrSCwn4XhJCkTSry9TPT9cPyKRGuR7JNMrPNIj\nqUhApO4wAsoRIunU34kjkn59oeqIdDguJNLRRdFDSpIw6YmUK1aZRaRRXEKktZ0gUhWxSK07\nv89jQqTdOCJJk4ZI9X9NvFEqHpF8ndmgvAj+UZHme0GkKmaRmmPJhwPaWxozBJGO4EIks/rT\nMCINJCNS9ZsjEiJ5IyGRRuvK5sOMw9opRK8uknpkh0impCTS9Hjy7raXCpGecbVHB5O02BEi\nVQYvgvlKXwZhg8PL+z4KkaZxRJInYZFGB5hXiDTEN0Z2iGRK0iI9QaRxfMMjRDLlNUSqckQa\n4ojkAERyQNgibY3sjiZpvitEqtIWqT/zoeXlRTKuj0gqXkWkKkekLo5ILngZkeiR+jgiuQCR\nHIBIhrtHJKP6otVDylHQIm16dDhJs71FlCRhEMkBiGS4e0Qyqi9aPaQcIZLh7tMQaf33cAOI\npEvIIm1+i4RIxliINN8ekXoCFmnHIxORyq34sd2nIdJvvu0SIukStkg29ZdhRGoZX8Qz/82P\nrG7seyVmcxDJtD4iqZjkKK8qxbWs2vgUeiQV4Yq05xEimTIXaeOjEiLp8mIilVvxQ7tPRaSW\n8fV4xsxehMUWiNTzSiJViNSwliPFCA+RdEEkw90nJlJ9xZCVYR4i6SIuktQsS+lgKRZXq7sk\nIVJ/ibiVy/KsP5vWXweRTBHrkXY7JLMeqdyKH9l9aj1SY0n+7JdGhc/HK2M/ROp5KZEqRKrZ\nyNFMpLE6e5cyXQWRTBESqdw7rWF//4ikYitHXb/UP8sngSWI1BOmSI1HDpI01jOiJAmzJ1I/\nintebFG5/hAiPXktkcYmRZQkYbRy1FiU/25/X4tIT8IVyU2SEEk3R+0CRPPZhxmI1BOkSO27\nHZEcoZ2jWqR861Q8RHrygiKVWtVDSpIwR3K084MlROoJUaTSoUgVIsmvYWUcRyQlAknqOw1n\nIpU61UNKkjCI5IAwRbKqv797CU8RSSCOSErskyTVZTgeOSKSQByRlIiIZFV/N1z2WO0ekQTi\niKQkApE0VQooScIgkgOCE0lsfnorrGNSQEkSBpEcEKJIVvU1w2X5u2NSQEkSBpEcEJpIcifD\naVS3WccMkQTiiKREQCSr+seat1jrGZEE4oikxDJJgr9z0Kq+8VkpoCQJg0gOCE8kq/r64S5e\nKucdAkqSMIjkgLBEkryogmb1UqVSQEkSBpEcEJRIoldw1K7+aHPNpYCSJAwiOSA0kTbje/WP\nhOfxhUoBJUkYRHJASCKZdwkG4fXmRy4FlCRhEMkB4Yi0+JjiIUljlwJKkjCI5AB7kYoHwzOj\nJK1/3PeSpHJB1d1s1A9eJIEcOYkj0kDxvGnYTNLyXTp7z07wlaS9o+yISKQjOZqCSLo4FEnz\nDanQaO1VylWsHZhNEhDpaFyRRETSRkSkoZLSlXMY/cOG75nW/ymvLJI6gweSfoyVwXWqIv3X\nMFn7YfHm210OwrNIaa5GcShHOpi9TFaUJgc7qh+RSA22f+223+dr9Zsrr0mxd3jr8XhEauAz\nkgNCE0kunlCSbCFHiGQeTyhJtpAjRDKPJ5QkW8gRIpnHE0qSLeQoApH41jx8kchRDCJNIUnh\nQ44cgEgCcUQyjCeUI0QSiCOSYTyhHCGSQByRDOMJ5QiRBOKIZBhPKEeIJBBHJMN4QjlCJIE4\nIhnGE8oRIgnEEckwnlCOxEV6SYRfRMf4frX84PhFlRZphO2hW9b33HwckCMpEMlV/SggR1Ig\nkqv6UUCOpHAoEsDrgEgAAiASgACIBCAAIgEIgEgAAgiL1P6guf9l8/zeeX276qp6+ocfBeTI\nBbIiFcNlNorlvfP6dtVV9fQPPwrIkRNERSoqyxfZrr519fV6/pMkCTlyg4uhncW/spjeHK2/\nbH6+O409hJckWciRC5IWqR03x58kWciRC86YbDBJUv/R8Vj9SfW+7SMv8ri5cJIkCzlyQYg9\nUvNXyjxJfXWTFznMJMlCjlwQpEjDo+UwQr+6afPhJUkWcuSCEEWaZ8Zg2GDW/LS5cJIkCzly\nQdAiFfNCt83PmgsnSbKQIxeEfGZDUYweuG9+0Vww35rLQo5cwLl2AAIgEoAAiAQgACIBCIBI\nAAIgEoAAiAQgACIBCIBIAAIgEoAAiAQgACIBCBCpSH/Z5Xn395FlH3/10+/3LCuujwdZdi/e\nvB4gvFiOIhWpuma3x+1X9q+qiuxBnbNb1nCtk/SWffg+xJfnpXIUq0j3rP5r9p59V//qrFyz\nz6q6ZF91IKuTdPV9gPBaOYpVpEd+7o+jL+rU1E+z9/r25/bvrU3Sj9+jg5pXylG0It0fabnV\nY4Os41H21j/Kov1nJcUr5Sjef80l+2kG4UOSPrLL5+0nwSRFywvlKN5/zS27FvXRX57/hCY1\nfwkmKVpeKEcR/2suWfNh9lp/aP2qH2aPj7V/bwkmKV5eJ0cR/2tuWT0DVP01U6v1x9prluj4\nO15eJ0cx/2u6eZ+fj8efve/6UfMgwSRFzMvkKOJ/zXf7zTkEzOvkKGKR3povziFkXidH0YqU\ntR9jIWBeKUfRilS035NDwLxSjqIVCSAkEAlAAEQCEACRAARAJAABEAlAAEQCEACRAARAJAAB\nEAlAAEQCEACRAARAJAABEAlAAEQCEACRAARAJAABEAlAAEQCEEBYpK2LlQ2xxC5pBoBIABJ4\nEQkgNRAJQAA3Il0v/aWeq+r21q3D28R+isu/fqvvR+TtVa7ECWnjRKR27YH2arXt8gNFHyva\ntT3qyNdzXV6A2HEh0r96HevHbX252ntW3OoFca5t7K0pbLa6N33W/XWuDg0p40KkS/b3fPxR\nL2Vd/dWLEjyeX7Pip49c263+XuiytpAujiYb7t3S1b1UbeyzXXaq1220RC9A3DgR6bN4GjLS\npCm6PLfKEAnSwYVIj47n7fr1sxSp+GpnIOYRgNgReze/N3vqBm3fz8fFeGj3U68OP0TuUm0D\n+EZMpGax0L/Bk3od3qqebKi7oL96/rt+/levat1PQ3zUm91fZy0qSBgxkRovPppvhS71TN2t\naHS5ZcV9NP1dXetJum76uy68F0x/QwKIiXRvv3itZ7c/+1mEeoTXfiH7/Pborx7RPbssvpCF\nRJD7xF+f8PPRrAVfz9oVH9+39huiz0tWNLJ0M3qP0m6e4edaZJdPsQMA8AdTZwACIBKAAIgE\nIAAiAQiASAACIBKAAIgEIAAiAQiASAACIBKAAIgEIICUSP+9NEIvIsSLmEjjJ7+KjYTKHe/+\neLOIBIgk0CwiASIJNItIgEgCzSISIJJAs4gEiCTQLCIBIgk0i0iASALNIhIgkkCziASIJNAs\nIgEiCTSLSIBIAs0iEiCSQLOIBMmIVCISeCQVkcqyRCTwByJZNduWIxIgklWzbTkiASJZNduW\nIxIgklWzbTkiASJZNduWIxIgklWzbTkiASJZNduWIxIgklWzbTkiASJZNduWIxIgklWzbTki\nASJZNduWIxIkJFKJSOANRLJqti1HJNASqWhuHqzdtyASvDQ6IjXCtPIs7zsQCV4aDZGKCpG2\nN0ck2BepkwaREAnUCIjUrrX165dGJF8gEuyKVFT0SHubIxLsifT0BZEQCdTsitSCSIgEW2h/\nj4RIiARqEhGpRCTwSiJnNiAS+CWRc+0QCfyCSDbNduWIBIhk02xXjkiASDbNduWIBIhk02xX\njkiASDbNduWIBIhk02xXjkiASDbNduWIBIhk02xXjkiQkkjl6c125YgEiGTTbFeOSIBINs12\n5YgEiGTTbFeOSIBINs125YgEiGTTbFeOSIBINs125YgEiGTTbFeOSIBINs125YgEiGTTbFeO\nSIBINs125YgEiGTTbFeOSIBINs125YgEiGTTbFeOSIBINs125YgEiGTTbFeOSIBINs125YgE\niGTTbFeOSIBINs125YgEYiJ5W3eyoRXJV+uIBPRINs125YgEiGTTbFeOSIBINs125YgEiGTT\nbFeOSIBINs125YgE6YhUKU1CJHAOItk025UjEiCSTbNdOSIBItk025UjEiCSTbNdOSIBItk0\n25UjEiCSTbNdOSIBItk025UjEqQhUuMQIoE/EMmi2b4ckQCRLJrtyxEJEhNpVSVEAuekJdJ6\np4RI4BxEsmi2L0ckQCSLZvtyRAJEsmi2L0ckQCSLZvtyRAJEsmi2L0ckQCSLZvtyRAJEsmi2\nL0ckQCSLZvtyRAJEsmi2L0ckQCSLZvtyRAJEsmi2L0ckQCSLZvtyRIJ9kYoHW/ctiAQvza5I\nRXejuu9AJHhpkhNpxSREAufofUaKQiRll4RI4BwBkf5r8LXsZEPZLHvZiuSheUQCDZHaSQV6\nJHokUMPQzqLZvhyRAJEsmu3LEQkSmrVDJPAHIlk025cjEiR0ZgMigT8SOtcOkcAfiGTRbF+O\nSIBIFs325YgESYjU6YNI4A1EMm/2WY5IgEjmzT7LEQlSEulXsfwlIoFzkhJJsdgYIoFzEMm8\n2Wc5IgEimTf7LEckQCTzZp/liASIZN7ssxyRIAWRSkQC3yQiUl+OSOAHRDJudihHJEhApBKR\nwDtpiPQsRyTwAyKZNjsqRyRAJNNmR+XbIv0rsstn/eDvI8s+/qrqPbtX1T1726wFcZGYSKsm\n+RXpmtXUJhX1g8tDqPrmrbYJkgGRTJsdlW+KlGU/1XdWPHqm7Fpr9Vk/un3VTyAdEMm02VH5\npkhF9nFrHlya1zp7r+ZXYIIEiF+kQZ0wRbo9RnSXn6rumloeD7+y7GurDkQHIhk2Oy7fmbW7\nX7LiG5HSBpEMmx2X705/f9b6XIbXurhcGNqlBSIZNjsu3/mM9F3d68mGaz2/8FXPev/Lbrfs\n31YliA1EMmx2XK4x/f3Q5q+Z/s7u7fT3JfvbqgWRgUiGzY7Lt4d21yIrmu7n5yPL3r6fX8i+\nb9aCuBATycOKk+UtiO8AAAzKSURBVC3T1S69rH3JKUJAj2TY7LgckQCRDJsdlyMSIJJhs+Ny\nRILoRRqZg0jgDUQya3ZSjkiASGbNTsoRCRDJrNlJOSIBIpk1OylHJEAks2Yn5YgEiGTW7KQc\nkQCRzJqdlCMSIJJZs5NyRILURFozCZHAOYhk1uykHJEAkcyanZQjEsQu0tgbRAJvIJJRs9Ny\nRAJEMmp2Wo5IgEhGzU7LEQkQyajZaTkiASIZNTstFxBpuAorRMk8ddfCLKWIZAcKRc4sgdcs\nQyREgsPMElg0K2IZgEhqynUm2yBS5MwSaDxKRyQ1iPQCzBL4bnpFakRSoyUScw1xM8vdT/H2\nY7QfRLIDhyJnMbRjsgGR4DiIZNTstByRIM4vZPP+4UQbRAJv7CewX4Fbdd9yqkh53pu0FGnF\nJEQC5+wmsOhuVPcdZ4vUmZSMSBA5MYqU571JOSJBGOgNKYIRqdWnF+lxi0gQBAIi/ddwyhqT\nD3Pa25rmfrnSZXn+4peIBFoiFZXPHikfCp4dUdcr0SNBIIQv0jBF1ynUljxNmu8GkcADOiIV\n45tTReqEeRb09iASBIaGSMVwe7JIzzHcqGB43gYRCUJA4wvZ0d15IvXTcxOR8olI1XTYh0jg\nkf3vkYruFIZTz2yYjN4WIk03m+0GkcADgZ5rtyXSaHNEgkAIV6R+ins03bAQqZyYhEjgjcBF\n6p8MpbsiLU1CJHBOwCLliATRELZIw5NR6bB5iUgQCGGKtJxkeN7nFSJBeAQt0u/wdHw/Emli\nEiKBN4IVqRqN4brOqZcGkSA4whVpXL4uUpmQSNnsHiIjcpGqZETKxncQHRGLVCISBEMcIj1P\nGRpt3l31d2TSuKcSPZy9zXdEyteZbJM1mcgY2sVKtCL1V89GJAiBmEUabzreHJHgdBBJu9z1\nrF3W3kCURCZS2Rc/ZUEkCIFIROqGR60iiATBEaRIi1MYNkQamTT+olbycHY3F/pCtv8fIiRF\nkeZdEiKBcxBJu5xz7UBNdCKVeiKNTUIkcE4sIlVTkUamrIhUIRKcDCJplyMSqEEk7XJEAjVR\niVSuiTSYhEjgjThFKhEJwiIakaqZSMutEQn8ISaS4AJ4ebMu30ppWXbr8U1W5Vvb/Nxl+xAJ\nQuyRVrqYql8wtu5rfst5j7TowFYWaTY+nP3NEQniEaldwrwXabb9/BxXRIJziUikSiXSysni\niATnEpFIjRyIBEGCSNrliARqEEm7HJFATYwiLZcSa2sgEngjQJHWTp6rOSLSZBtEAucgknY5\nIoGaSESqrWjdKMv5JRkqhUjPjRAJnBOHSM/OSC1SjkjgkfBEyg1EaitNdoNIcCbBiTS+mG9f\nXpaDPqsetd3Yykcq68PR2hyRIESRFuWIBKGDSNrliARqUhGprodI4I3QRJosd7Im0sq3SH1F\nRAJvxCDSxCPVbhYiDSYhEjgnEpHqm+3dIBL4JBqR9naDSOATRNIuRyRQE4FIi2m69d3MV2VF\nJDiROETS2Q0igUcCE2lqg51Iz4qIBM5BJO1yRAI1SYmkGNshEjgnfJGWpwQpdoNI4I8oRNLb\nDSKBP9ISaWoSIsFphCXSTIXf4VINOrtBJPCGjkhFe/tg7b7FiUjdJYNMRepNQiRwjoZInTfd\nzfy+w6VIurtBJPDGvkhF5VOktZ/xbYi0OrZDJHCO9tDOg0jz3yHt7gaRwBcCIv3XILGE5GwR\ny14k0/qnLYCJSBBUj6Q3stvskRY7sDgc7c0RCQIXafUKDerdrI/tEAmcE65InUQrVzpBJAiO\nYEVSDOu2d7M+tkMkcE7YIh3ezWqXhEjgnJDObJiO7KREKktEAueEdK6d5shuR6QVk8wOR39z\nRILERFo9TchkP4c2RyQIU6R2xk41JjskkvIax4gEggQpUt8dIRLEQoIiaZuESCBGuCKpt9/c\nDSKBDwISadEhmYqkvFLkocM5sDkiQZoiLb+VXVMJkUCMQEWqtn5ItLubte+SDp2zd7BZRIJQ\nRdraXkMku59jHG0WkSA9kaq82dNIpt+xSOVie939IxKoSVCkvlN6mvQ76pLGPRMigRgBijS8\n121F6kz6HX4hOBnjIRKIkaRI7deyT5N+q7L/aRIigRvCE6kUEKlqdjWI1O+3RCRwQzgiLT2y\nEKnq9piPyhcmIRKIEaJIe9tr734q0jC6MztMRAI1oYlUCouUj8v7+Qazw0QkUBOYSNMvTm1F\n6kyalg9NIBKIEZZIsxMQrEWqVkQyXu0ckUBNUCLNT+QRESlHJHBPaCLpbH9k94pfVZhcXB+R\nQE3qIm2cDH70Ml2IBGqCESlvRNLa/tjuFSeDqy/lgEhwnJBEWry1RURaXsdheY6DZbOIBK8g\n0ny5l3LHJESCw7yESPM+qVQuBmjWLCJBKCKtfUSSE2n9muAqkxAJDiMmkuXqkW2HJLIQpWL3\n04KmsVKoSUSCgHqkZf8g2iPNv02qyw9dFIUeCdS8iEjd2C6flx+5KAoigZpARFr9iCQu0qxb\nqssRCUQIR6SVt7SsSItvZhEJxHgVkdZMQiQQIySRdLc3EqlaF2nNJESCw4Qjkv72ZiJV06tG\nVogEgoQh0tqqRurtDUWq5rPgiARiBCPSgeUizEWamtSLZD3rjkjwYiJNTGrLlyYhEhwmCJEU\nIzsXIo3b6soXJiESHCYUkWTOHtUpX4i0MAmR4DAvKdLswpHzCQdEgsOEIJJqZOdGpMGksUhW\nVwFDJAhApFLVITkS6WnSUI5IYIl/kcrTRepN+n1eGKW7Gopps4gEAYikHNk5E6karUU2mLR3\n4UhEAjXeRWo6pAPbH9y9snxq0uSX54gEh3lZkZ7DuolJZs0iEvgXST2ycyvSs7ztldpLRubN\nma1Hd4NI4Fuk5r170AAnIuXVZKx3aDeIBN5Fyr2LNP28pDYJkUCNZ5HawZRvkarBpVJtEiKB\nGn8ilcOnkgBEGq28WZbdh6bpQpmIBBt4E6kc3rNBiPS8VNfYpGFW/PE/IoEaTyI936Kzc3VU\n2+sUS5U/TepHe92R/lZrV5NEJKjxI9KwQlGAIlW/9bHlM5fy5cqcz90gEngRafjuc3726Pr2\nesXC5VOTOp/6J9PNEQl8idQ+6ObHghSpZzk33hx1OdockeB0kSanh+azX9itbK9f7K58zSRE\ngjHmIhUPhmc7IrUTX/OV8vJIRGoPtP9+aW4SIoGFSMXzpmFTpHLO7ArCwYvUFo8+Go2/skUk\ncCtSNzM3Jp+e05ZPtl8QmEjjJ4gEExyINNFmm65GhCJNyhEJBET6r2GyqqSGSBJLToYCIsHZ\nPdLq5fLpkSB2TplsEC5HJAgORBJoFpEAkQSaRSRAJIFmEQlOOrNBtByRIDh8X7PBpByRIDgQ\nSaBZRAJEEmgWkQCRBJpFJEAkgWYRCRBJoFlEAkQSaBaRAJEEmkUkEBPppRF6ESFepESacPSN\ndXB7x7t3fTiQIohkvT0iASIJbI9I4EgkgFcDkQAEQCQAARAJQABEAhAAkQAEEBOp/dl5//vz\n+f2R7VcrLDcv9HdfjLdfq6A6bIPNFccDiSMlUjFcDKVY3utuv77tYvN+M93dPzfesm7lsBX7\nV26GRK+LkEhFtSqG8p2u2F79Tj8m0nz7rW03DhuRQBfZoZ1+j7R8pz+319z9vPrO7nff6Poi\nzTffP3pInsBEUn7ImO6+/8ijv/v24dZnGAGR+Ij0usiLVBwUqX/vbZthu/ultysVDv4dWO3w\nMOk1kZ+1O9Ij9dtPNlOLNN784O6LWWS1gqVIW7uHxBEWqXukLdLwaOedvgwf2n2xFllsry/S\n6shxY/eQOqF8RpoPwHzsXn//68NFhnYvTCAizT9p7O9+50OJUqSt/k738Geb7x89JE8YZzZM\nTj2Q3/3wVlefqTBpfnv/8833jx6Sh3PtAARAJAABEAlAAEQCEACRAARAJAABEAlAAEQCEACR\nAARAJAABEAlAAEQCECBCkf6yy/Pu7yPLPv7qp9/vWVZcHw+y7F68eT1AeEEiFKm6ZrfH7Vf2\nr6qK7EHt1S1ruNYivWUfvg8RXo0YRbpndY/znn1X/2pzrtlnVV2yrzqQ1SJdfR8gvB4xivRw\n6P448qLWp36avde3P7d/b61IP36PDl6RKEW6P9S51eO3rONR9tY/yqL8J0HkxPmuu2Q/zQel\nQaSP7PJ5+0Ek8ESc77pbdi3qI788D7/R5w+RwBORvusuWTPhcK0nFr7qh1n2Xf29IRJ4ItJ3\n3S2rZ+mqv2b6u556uGZ8RgKPxPqu6+bmfj4eXdN3/ah5gEjgiUjfdd/t2Q0AgRCpSG/NyQ0A\noRClSFk71QAQDFGKVLTnMgAEQ5QiAYQGIgEIgEgAAiASgACIBCAAIgEIgEgAAiASgAD/Aw3R\nuG9Ab+/IAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g1 <- babynames %>%\n",
    "  filter(name==\"Barbara\") %>% \n",
    "  ggplot(., aes(year, n)) +\n",
    "  geom_line(aes(color=sex), lwd=1) +\n",
    "  scale_color_manual(values = c(\"firebrick1\", \"dodgerblue\")) +\n",
    "  theme_bw() +\n",
    "  ggtitle(\"Barbara\")\n",
    "\n",
    "g2 <- babynames %>% \n",
    "  filter(name == \"Charles\") %>% \n",
    "  ggplot(., aes(year, n)) +\n",
    "  aes(color = sex) +\n",
    "  geom_line() +\n",
    "  scale_color_manual(values = c(\"firebrick1\", \"dodgerblue\")) +\n",
    "  theme_bw() +\n",
    "  ggtitle(\"Charles\")\n",
    "\n",
    "g3 <- babynames %>%\n",
    "  filter(name==\"Jackie\") %>% \n",
    "  ggplot(., aes(year, n)) +\n",
    "  geom_line(aes(color=sex), lwd=1) +\n",
    "  scale_color_manual(values = c(\"firebrick1\", \"dodgerblue\")) +\n",
    "  theme_bw() +\n",
    "  ggtitle(\"Jackie\")\n",
    "\n",
    "grid.arrange(g1,g2,g3,ncol=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "141939a4",
   "metadata": {},
   "source": [
    "# most common female&male names 1880 - 1950 vs 1950 - 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "990a9be3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'Linda'</li>\n",
       "\t<li>'Mary'</li>\n",
       "\t<li>'Patricia'</li>\n",
       "\t<li>'Barbara'</li>\n",
       "\t<li>'Shirley'</li>\n",
       "\t<li>'Dorothy'</li>\n",
       "\t<li>'Betty'</li>\n",
       "\t<li>'Susan'</li>\n",
       "\t<li>'Helen'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'Linda'\n",
       "\\item 'Mary'\n",
       "\\item 'Patricia'\n",
       "\\item 'Barbara'\n",
       "\\item 'Shirley'\n",
       "\\item 'Dorothy'\n",
       "\\item 'Betty'\n",
       "\\item 'Susan'\n",
       "\\item 'Helen'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'Linda'\n",
       "2. 'Mary'\n",
       "3. 'Patricia'\n",
       "4. 'Barbara'\n",
       "5. 'Shirley'\n",
       "6. 'Dorothy'\n",
       "7. 'Betty'\n",
       "8. 'Susan'\n",
       "9. 'Helen'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"Linda\"    \"Mary\"     \"Patricia\" \"Barbara\"  \"Shirley\"  \"Dorothy\"  \"Betty\"   \n",
       "[8] \"Susan\"    \"Helen\"   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'Linda'</li>\n",
       "\t<li>'Mary'</li>\n",
       "\t<li>'Jennifer'</li>\n",
       "\t<li>'Lisa'</li>\n",
       "\t<li>'Patricia'</li>\n",
       "\t<li>'Jessica'</li>\n",
       "\t<li>'Ashley'</li>\n",
       "\t<li>'Deborah'</li>\n",
       "\t<li>'Debra'</li>\n",
       "\t<li>'Susan'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'Linda'\n",
       "\\item 'Mary'\n",
       "\\item 'Jennifer'\n",
       "\\item 'Lisa'\n",
       "\\item 'Patricia'\n",
       "\\item 'Jessica'\n",
       "\\item 'Ashley'\n",
       "\\item 'Deborah'\n",
       "\\item 'Debra'\n",
       "\\item 'Susan'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'Linda'\n",
       "2. 'Mary'\n",
       "3. 'Jennifer'\n",
       "4. 'Lisa'\n",
       "5. 'Patricia'\n",
       "6. 'Jessica'\n",
       "7. 'Ashley'\n",
       "8. 'Deborah'\n",
       "9. 'Debra'\n",
       "10. 'Susan'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"Linda\"    \"Mary\"     \"Jennifer\" \"Lisa\"     \"Patricia\" \"Jessica\" \n",
       " [7] \"Ashley\"   \"Deborah\"  \"Debra\"    \"Susan\"   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'James'</li>\n",
       "\t<li>'Robert'</li>\n",
       "\t<li>'John'</li>\n",
       "\t<li>'William'</li>\n",
       "\t<li>'Michael'</li>\n",
       "\t<li>'David'</li>\n",
       "\t<li>'Richard'</li>\n",
       "\t<li>'Thomas'</li>\n",
       "\t<li>'Charles'</li>\n",
       "\t<li>'Larry'</li>\n",
       "\t<li>'Ronald'</li>\n",
       "\t<li>'Gary'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'James'\n",
       "\\item 'Robert'\n",
       "\\item 'John'\n",
       "\\item 'William'\n",
       "\\item 'Michael'\n",
       "\\item 'David'\n",
       "\\item 'Richard'\n",
       "\\item 'Thomas'\n",
       "\\item 'Charles'\n",
       "\\item 'Larry'\n",
       "\\item 'Ronald'\n",
       "\\item 'Gary'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'James'\n",
       "2. 'Robert'\n",
       "3. 'John'\n",
       "4. 'William'\n",
       "5. 'Michael'\n",
       "6. 'David'\n",
       "7. 'Richard'\n",
       "8. 'Thomas'\n",
       "9. 'Charles'\n",
       "10. 'Larry'\n",
       "11. 'Ronald'\n",
       "12. 'Gary'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"James\"   \"Robert\"  \"John\"    \"William\" \"Michael\" \"David\"   \"Richard\"\n",
       " [8] \"Thomas\"  \"Charles\" \"Larry\"   \"Ronald\"  \"Gary\"   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'Michael'</li>\n",
       "\t<li>'James'</li>\n",
       "\t<li>'Robert'</li>\n",
       "\t<li>'David'</li>\n",
       "\t<li>'John'</li>\n",
       "\t<li>'William'</li>\n",
       "\t<li>'Christopher'</li>\n",
       "\t<li>'Mark'</li>\n",
       "\t<li>'Richard'</li>\n",
       "\t<li>'Jason'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'Michael'\n",
       "\\item 'James'\n",
       "\\item 'Robert'\n",
       "\\item 'David'\n",
       "\\item 'John'\n",
       "\\item 'William'\n",
       "\\item 'Christopher'\n",
       "\\item 'Mark'\n",
       "\\item 'Richard'\n",
       "\\item 'Jason'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'Michael'\n",
       "2. 'James'\n",
       "3. 'Robert'\n",
       "4. 'David'\n",
       "5. 'John'\n",
       "6. 'William'\n",
       "7. 'Christopher'\n",
       "8. 'Mark'\n",
       "9. 'Richard'\n",
       "10. 'Jason'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"Michael\"     \"James\"       \"Robert\"      \"David\"       \"John\"       \n",
       " [6] \"William\"     \"Christopher\" \"Mark\"        \"Richard\"     \"Jason\"      "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "topf_trad <- babynames %>%  \n",
    "  filter(year <= 1950, sex == \"F\") %>% \n",
    "  arrange(desc(n)) %>% \n",
    "  mutate(rank = row_number()) %>% \n",
    "  filter(rank <= 88)\n",
    "#topf_trad\n",
    "unique(topf_trad$name)\n",
    "\n",
    "topf_mod <- babynames %>% \n",
    "  filter(year > 1950 & year <= 2020 , sex == \"F\") %>%\n",
    "  arrange(desc(n)) %>% \n",
    "  mutate(rank = row_number()) %>% \n",
    "  filter(rank <= 80)\n",
    "#topf_mod\n",
    "unique(topf_mod$name)\n",
    "\n",
    "topm_trad <- babynames %>% \n",
    "  filter(year <= 1950, sex == \"M\") %>% \n",
    "  arrange(desc(n)) %>% \n",
    "  mutate(rank = row_number()) %>% \n",
    "  filter(rank <= 200)\n",
    "#topm_trad\n",
    "unique(topm_trad$name)\n",
    "\n",
    "topm_mod <- babynames %>% \n",
    "  filter(year > 1950 & year <= 2020 , sex == \"M\") %>% \n",
    "  arrange(desc(n)) %>% \n",
    "  mutate(rank = row_number()) %>% \n",
    "  filter(rank <= 150)\n",
    "#topm_mod\n",
    "unique(topm_mod$name)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61b3c2a8",
   "metadata": {},
   "source": [
    "# Filter for the names for traditional vs. modern names\n",
    "#Barbara, Thomas, Jennifer, Christopher"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "728605b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nmvSOv13gqpEGnCf0SyApHe0yYfOc73CJGeIJKUut5Vaq9Om/llpjCtkhqR3p9X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\nAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_names <- babynames %>%\n",
    "  filter(name %in% c(\"Barbara\", \"Jennifer\"), sex == \"F\")\n",
    "# Plot the names using a different color for each name\n",
    "ggplot(selected_names, aes(x=year, y = n, color = name)) +\n",
    "  geom_line()\n",
    "\n",
    "selected_names <- babynames %>%\n",
    "  filter(name %in% c(\"Thomas\", \"Christopher\"), sex == \"M\")\n",
    "# Plot the names using a different color for each name\n",
    "ggplot(selected_names, aes(x=year, y = n, color = name)) +\n",
    "  geom_line()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c7751f8",
   "metadata": {},
   "source": [
    "# How many names between 1880-1950 vs. 1951-2020 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d29c548e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "      year          sex                name                 n          \n",
       " Min.   :1880   Length:472256      Length:472256      Min.   :    5.0  \n",
       " 1st Qu.:1914   Class :character   Class :character   1st Qu.:    7.0  \n",
       " Median :1926   Mode  :character   Mode  :character   Median :   12.0  \n",
       " Mean   :1924                                         Mean   :  215.9  \n",
       " 3rd Qu.:1938                                         3rd Qu.:   37.0  \n",
       " Max.   :1950                                         Max.   :99693.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "      year          sex                name                 n          \n",
       " Min.   :1951   Length:1548607     Length:1548607     Min.   :    5.0  \n",
       " 1st Qu.:1979   Class :character   Class :character   1st Qu.:    7.0  \n",
       " Median :1996   Mode  :character   Mode  :character   Median :   11.0  \n",
       " Mean   :1993                                         Mean   :  165.6  \n",
       " 3rd Qu.:2009                                         3rd Qu.:   30.0  \n",
       " Max.   :2020                                         Max.   :92718.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "babynames %>% \n",
    "filter(year <= 1950) %>% \n",
    "summary(babynames)\n",
    "\n",
    "babynames %>% \n",
    "filter(year > 1950 & year <= 2020) %>% \n",
    "summary(babynames) \n",
    "#(why more names after 1950?)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9599c8a5",
   "metadata": {},
   "source": [
    "# biggest jumps in names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "22d1fed0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>year_total</th><th scope=col>fraction</th><th scope=col>ratio</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2007        </td><td>M           </td><td>Aaban       </td><td> 5          </td><td>3995740     </td><td>1.251333e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2009        </td><td>M           </td><td>Aaban       </td><td> 6          </td><td>3817731     </td><td>1.571614e-06</td><td>1.2559523   </td></tr>\n",
       "\t<tr><td>2010        </td><td>M           </td><td>Aaban       </td><td> 9          </td><td>3693163     </td><td>2.436935e-06</td><td>1.5505940   </td></tr>\n",
       "\t<tr><td>2011        </td><td>M           </td><td>Aaban       </td><td>11          </td><td>3654691     </td><td>3.009830e-06</td><td>1.2350882   </td></tr>\n",
       "\t<tr><td>2012        </td><td>M           </td><td>Aaban       </td><td>11          </td><td>3653979     </td><td>3.010417e-06</td><td>1.0001949   </td></tr>\n",
       "\t<tr><td>2013        </td><td>M           </td><td>Aaban       </td><td>14          </td><td>3641604     </td><td>3.844460e-06</td><td>1.2770523   </td></tr>\n",
       "\t<tr><td>2014        </td><td>M           </td><td>Aaban       </td><td>16          </td><td>3701784     </td><td>4.322240e-06</td><td>1.1242777   </td></tr>\n",
       "\t<tr><td>2015        </td><td>M           </td><td>Aaban       </td><td>15          </td><td>3695531     </td><td>4.058957e-06</td><td>0.9390863   </td></tr>\n",
       "\t<tr><td>2016        </td><td>M           </td><td>Aaban       </td><td> 9          </td><td>3662277     </td><td>2.457488e-06</td><td>0.6054481   </td></tr>\n",
       "\t<tr><td>2017        </td><td>M           </td><td>Aaban       </td><td>11          </td><td>3568294     </td><td>3.082706e-06</td><td>1.2544135   </td></tr>\n",
       "\t<tr><td>2018        </td><td>M           </td><td>Aaban       </td><td> 7          </td><td>3505963     </td><td>1.996598e-06</td><td>0.6476773   </td></tr>\n",
       "\t<tr><td>2019        </td><td>M           </td><td>Aaban       </td><td> 6          </td><td>3455946     </td><td>1.736138e-06</td><td>0.8695481   </td></tr>\n",
       "\t<tr><td>2011        </td><td>F           </td><td>Aabha       </td><td> 7          </td><td>3654691     </td><td>1.915347e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2012        </td><td>F           </td><td>Aabha       </td><td> 5          </td><td>3653979     </td><td>1.368371e-06</td><td>0.7144249   </td></tr>\n",
       "\t<tr><td>2014        </td><td>F           </td><td>Aabha       </td><td> 9          </td><td>3701784     </td><td>2.431260e-06</td><td>1.7767547   </td></tr>\n",
       "\t<tr><td>2015        </td><td>F           </td><td>Aabha       </td><td> 7          </td><td>3695531     </td><td>1.894180e-06</td><td>0.7790938   </td></tr>\n",
       "\t<tr><td>2016        </td><td>F           </td><td>Aabha       </td><td> 7          </td><td>3662277     </td><td>1.911379e-06</td><td>1.0090801   </td></tr>\n",
       "\t<tr><td>2019        </td><td>F           </td><td>Aabha       </td><td> 6          </td><td>3455946     </td><td>1.736138e-06</td><td>0.9083170   </td></tr>\n",
       "\t<tr><td>2020        </td><td>F           </td><td>Aabha       </td><td> 5          </td><td>3305259     </td><td>1.512741e-06</td><td>0.8713251   </td></tr>\n",
       "\t<tr><td>2003        </td><td>M           </td><td>Aabid       </td><td> 5          </td><td>3801147     </td><td>1.315392e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2016        </td><td>M           </td><td>Aabid       </td><td> 5          </td><td>3662277     </td><td>1.365271e-06</td><td>1.0379190   </td></tr>\n",
       "\t<tr><td>2018        </td><td>M           </td><td>Aabid       </td><td> 6          </td><td>3505963     </td><td>1.711370e-06</td><td>1.2535022   </td></tr>\n",
       "\t<tr><td>2018        </td><td>F           </td><td>Aabidah     </td><td> 5          </td><td>3505963     </td><td>1.426142e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2016        </td><td>M           </td><td>Aabir       </td><td> 5          </td><td>3662277     </td><td>1.365271e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2018        </td><td>M           </td><td>Aabir       </td><td> 5          </td><td>3505963     </td><td>1.426142e-06</td><td>1.0445852   </td></tr>\n",
       "\t<tr><td>2008        </td><td>F           </td><td>Aabriella   </td><td> 5          </td><td>3928389     </td><td>1.272786e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2014        </td><td>F           </td><td>Aabriella   </td><td> 5          </td><td>3701784     </td><td>1.350700e-06</td><td>1.0612151   </td></tr>\n",
       "\t<tr><td>2015        </td><td>F           </td><td>Aabriella   </td><td> 5          </td><td>3695531     </td><td>1.352986e-06</td><td>1.0016920   </td></tr>\n",
       "\t<tr><td>2016        </td><td>F           </td><td>Aabriella   </td><td>11          </td><td>3662277     </td><td>3.003596e-06</td><td>2.2199763   </td></tr>\n",
       "\t<tr><td>2017        </td><td>F           </td><td>Aabriella   </td><td> 6          </td><td>3568294     </td><td>1.681476e-06</td><td>0.5598209   </td></tr>\n",
       "\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "\t<tr><td>1998        </td><td>M           </td><td>Zyshonne    </td><td>26          </td><td>3677739     </td><td>7.069561e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>1999        </td><td>M           </td><td>Zyshonne    </td><td>30          </td><td>3693307     </td><td>8.122802e-06</td><td>1.1489825   </td></tr>\n",
       "\t<tr><td>2000        </td><td>M           </td><td>Zyshonne    </td><td>17          </td><td>3779007     </td><td>4.498536e-06</td><td>0.5538158   </td></tr>\n",
       "\t<tr><td>2001        </td><td>M           </td><td>Zyshonne    </td><td>12          </td><td>3742401     </td><td>3.206498e-06</td><td>0.7127869   </td></tr>\n",
       "\t<tr><td>2002        </td><td>M           </td><td>Zyshonne    </td><td> 9          </td><td>3737195     </td><td>2.408223e-06</td><td>0.7510448   </td></tr>\n",
       "\t<tr><td>2003        </td><td>M           </td><td>Zyshonne    </td><td> 7          </td><td>3801147     </td><td>1.841549e-06</td><td>0.7646921   </td></tr>\n",
       "\t<tr><td>2012        </td><td>M           </td><td>Zytaevius   </td><td> 5          </td><td>3653979     </td><td>1.368371e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2011        </td><td>M           </td><td>Zytaveon    </td><td> 9          </td><td>3654691     </td><td>2.462588e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2014        </td><td>M           </td><td>Zytaveon    </td><td> 8          </td><td>3701784     </td><td>2.161120e-06</td><td>0.8775807   </td></tr>\n",
       "\t<tr><td>2011        </td><td>M           </td><td>Zytavion    </td><td> 5          </td><td>3654691     </td><td>1.368105e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2002        </td><td>M           </td><td>Zytavious   </td><td> 6          </td><td>3737195     </td><td>1.605482e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2004        </td><td>M           </td><td>Zytavious   </td><td> 6          </td><td>3819591     </td><td>1.570849e-06</td><td>0.9784281   </td></tr>\n",
       "\t<tr><td>2005        </td><td>M           </td><td>Zytavious   </td><td> 5          </td><td>3843322     </td><td>1.300958e-06</td><td>0.8281878   </td></tr>\n",
       "\t<tr><td>2006        </td><td>M           </td><td>Zytavious   </td><td> 7          </td><td>3954356     </td><td>1.770200e-06</td><td>1.3606895   </td></tr>\n",
       "\t<tr><td>2007        </td><td>M           </td><td>Zytavious   </td><td> 6          </td><td>3995740     </td><td>1.501599e-06</td><td>0.8482654   </td></tr>\n",
       "\t<tr><td>2009        </td><td>M           </td><td>Zytavious   </td><td> 7          </td><td>3817731     </td><td>1.833550e-06</td><td>1.2210647   </td></tr>\n",
       "\t<tr><td>2010        </td><td>M           </td><td>Zytavious   </td><td> 6          </td><td>3693163     </td><td>1.624624e-06</td><td>0.8860537   </td></tr>\n",
       "\t<tr><td>2015        </td><td>M           </td><td>Zyus        </td><td> 5          </td><td>3695531     </td><td>1.352986e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2018        </td><td>M           </td><td>Zyus        </td><td> 6          </td><td>3505963     </td><td>1.711370e-06</td><td>1.2648842   </td></tr>\n",
       "\t<tr><td>2016        </td><td>F           </td><td>Zyva        </td><td> 8          </td><td>3662277     </td><td>2.184433e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2017        </td><td>F           </td><td>Zyva        </td><td> 9          </td><td>3568294     </td><td>2.522214e-06</td><td>1.1546307   </td></tr>\n",
       "\t<tr><td>2018        </td><td>F           </td><td>Zyva        </td><td> 6          </td><td>3505963     </td><td>1.711370e-06</td><td>0.6785190   </td></tr>\n",
       "\t<tr><td>2019        </td><td>F           </td><td>Zyva        </td><td> 9          </td><td>3455946     </td><td>2.604207e-06</td><td>1.5217091   </td></tr>\n",
       "\t<tr><td>2020        </td><td>F           </td><td>Zyva        </td><td> 6          </td><td>3305259     </td><td>1.815289e-06</td><td>0.6970600   </td></tr>\n",
       "\t<tr><td>2009        </td><td>M           </td><td>Zyvion      </td><td> 5          </td><td>3817731     </td><td>1.309678e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2015        </td><td>M           </td><td>Zyvon       </td><td> 7          </td><td>3695531     </td><td>1.894180e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2010        </td><td>F           </td><td>Zyyanna     </td><td> 6          </td><td>3693163     </td><td>1.624624e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2014        </td><td>M           </td><td>Zyyon       </td><td> 6          </td><td>3701784     </td><td>1.620840e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2010        </td><td>M           </td><td>Zzyzx       </td><td> 5          </td><td>3693163     </td><td>1.353853e-06</td><td>       NA   </td></tr>\n",
       "\t<tr><td>2018        </td><td>M           </td><td>Zzyzx       </td><td> 5          </td><td>3505963     </td><td>1.426142e-06</td><td>1.0533947   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllll}\n",
       " year & sex & name & n & year\\_total & fraction & ratio\\\\\n",
       "\\hline\n",
       "\t 2007         & M            & Aaban        &  5           & 3995740      & 1.251333e-06 &        NA   \\\\\n",
       "\t 2009         & M            & Aaban        &  6           & 3817731      & 1.571614e-06 & 1.2559523   \\\\\n",
       "\t 2010         & M            & Aaban        &  9           & 3693163      & 2.436935e-06 & 1.5505940   \\\\\n",
       "\t 2011         & M            & Aaban        & 11           & 3654691      & 3.009830e-06 & 1.2350882   \\\\\n",
       "\t 2012         & M            & Aaban        & 11           & 3653979      & 3.010417e-06 & 1.0001949   \\\\\n",
       "\t 2013         & M            & Aaban        & 14           & 3641604      & 3.844460e-06 & 1.2770523   \\\\\n",
       "\t 2014         & M            & Aaban        & 16           & 3701784      & 4.322240e-06 & 1.1242777   \\\\\n",
       "\t 2015         & M            & Aaban        & 15           & 3695531      & 4.058957e-06 & 0.9390863   \\\\\n",
       "\t 2016         & M            & Aaban        &  9           & 3662277      & 2.457488e-06 & 0.6054481   \\\\\n",
       "\t 2017         & M            & Aaban        & 11           & 3568294      & 3.082706e-06 & 1.2544135   \\\\\n",
       "\t 2018         & M            & Aaban        &  7           & 3505963      & 1.996598e-06 & 0.6476773   \\\\\n",
       "\t 2019         & M            & Aaban        &  6           & 3455946      & 1.736138e-06 & 0.8695481   \\\\\n",
       "\t 2011         & F            & Aabha        &  7           & 3654691      & 1.915347e-06 &        NA   \\\\\n",
       "\t 2012         & F            & Aabha        &  5           & 3653979      & 1.368371e-06 & 0.7144249   \\\\\n",
       "\t 2014         & F            & Aabha        &  9           & 3701784      & 2.431260e-06 & 1.7767547   \\\\\n",
       "\t 2015         & F            & Aabha        &  7           & 3695531      & 1.894180e-06 & 0.7790938   \\\\\n",
       "\t 2016         & F            & Aabha        &  7           & 3662277      & 1.911379e-06 & 1.0090801   \\\\\n",
       "\t 2019         & F            & Aabha        &  6           & 3455946      & 1.736138e-06 & 0.9083170   \\\\\n",
       "\t 2020         & F            & Aabha        &  5           & 3305259      & 1.512741e-06 & 0.8713251   \\\\\n",
       "\t 2003         & M            & Aabid        &  5           & 3801147      & 1.315392e-06 &        NA   \\\\\n",
       "\t 2016         & M            & Aabid        &  5           & 3662277      & 1.365271e-06 & 1.0379190   \\\\\n",
       "\t 2018         & M            & Aabid        &  6           & 3505963      & 1.711370e-06 & 1.2535022   \\\\\n",
       "\t 2018         & F            & Aabidah      &  5           & 3505963      & 1.426142e-06 &        NA   \\\\\n",
       "\t 2016         & M            & Aabir        &  5           & 3662277      & 1.365271e-06 &        NA   \\\\\n",
       "\t 2018         & M            & Aabir        &  5           & 3505963      & 1.426142e-06 & 1.0445852   \\\\\n",
       "\t 2008         & F            & Aabriella    &  5           & 3928389      & 1.272786e-06 &        NA   \\\\\n",
       "\t 2014         & F            & Aabriella    &  5           & 3701784      & 1.350700e-06 & 1.0612151   \\\\\n",
       "\t 2015         & F            & Aabriella    &  5           & 3695531      & 1.352986e-06 & 1.0016920   \\\\\n",
       "\t 2016         & F            & Aabriella    & 11           & 3662277      & 3.003596e-06 & 2.2199763   \\\\\n",
       "\t 2017         & F            & Aabriella    &  6           & 3568294      & 1.681476e-06 & 0.5598209   \\\\\n",
       "\t ... & ... & ... & ... & ... & ... & ...\\\\\n",
       "\t 1998         & M            & Zyshonne     & 26           & 3677739      & 7.069561e-06 &        NA   \\\\\n",
       "\t 1999         & M            & Zyshonne     & 30           & 3693307      & 8.122802e-06 & 1.1489825   \\\\\n",
       "\t 2000         & M            & Zyshonne     & 17           & 3779007      & 4.498536e-06 & 0.5538158   \\\\\n",
       "\t 2001         & M            & Zyshonne     & 12           & 3742401      & 3.206498e-06 & 0.7127869   \\\\\n",
       "\t 2002         & M            & Zyshonne     &  9           & 3737195      & 2.408223e-06 & 0.7510448   \\\\\n",
       "\t 2003         & M            & Zyshonne     &  7           & 3801147      & 1.841549e-06 & 0.7646921   \\\\\n",
       "\t 2012         & M            & Zytaevius    &  5           & 3653979      & 1.368371e-06 &        NA   \\\\\n",
       "\t 2011         & M            & Zytaveon     &  9           & 3654691      & 2.462588e-06 &        NA   \\\\\n",
       "\t 2014         & M            & Zytaveon     &  8           & 3701784      & 2.161120e-06 & 0.8775807   \\\\\n",
       "\t 2011         & M            & Zytavion     &  5           & 3654691      & 1.368105e-06 &        NA   \\\\\n",
       "\t 2002         & M            & Zytavious    &  6           & 3737195      & 1.605482e-06 &        NA   \\\\\n",
       "\t 2004         & M            & Zytavious    &  6           & 3819591      & 1.570849e-06 & 0.9784281   \\\\\n",
       "\t 2005         & M            & Zytavious    &  5           & 3843322      & 1.300958e-06 & 0.8281878   \\\\\n",
       "\t 2006         & M            & Zytavious    &  7           & 3954356      & 1.770200e-06 & 1.3606895   \\\\\n",
       "\t 2007         & M            & Zytavious    &  6           & 3995740      & 1.501599e-06 & 0.8482654   \\\\\n",
       "\t 2009         & M            & Zytavious    &  7           & 3817731      & 1.833550e-06 & 1.2210647   \\\\\n",
       "\t 2010         & M            & Zytavious    &  6           & 3693163      & 1.624624e-06 & 0.8860537   \\\\\n",
       "\t 2015         & M            & Zyus         &  5           & 3695531      & 1.352986e-06 &        NA   \\\\\n",
       "\t 2018         & M            & Zyus         &  6           & 3505963      & 1.711370e-06 & 1.2648842   \\\\\n",
       "\t 2016         & F            & Zyva         &  8           & 3662277      & 2.184433e-06 &        NA   \\\\\n",
       "\t 2017         & F            & Zyva         &  9           & 3568294      & 2.522214e-06 & 1.1546307   \\\\\n",
       "\t 2018         & F            & Zyva         &  6           & 3505963      & 1.711370e-06 & 0.6785190   \\\\\n",
       "\t 2019         & F            & Zyva         &  9           & 3455946      & 2.604207e-06 & 1.5217091   \\\\\n",
       "\t 2020         & F            & Zyva         &  6           & 3305259      & 1.815289e-06 & 0.6970600   \\\\\n",
       "\t 2009         & M            & Zyvion       &  5           & 3817731      & 1.309678e-06 &        NA   \\\\\n",
       "\t 2015         & M            & Zyvon        &  7           & 3695531      & 1.894180e-06 &        NA   \\\\\n",
       "\t 2010         & F            & Zyyanna      &  6           & 3693163      & 1.624624e-06 &        NA   \\\\\n",
       "\t 2014         & M            & Zyyon        &  6           & 3701784      & 1.620840e-06 &        NA   \\\\\n",
       "\t 2010         & M            & Zzyzx        &  5           & 3693163      & 1.353853e-06 &        NA   \\\\\n",
       "\t 2018         & M            & Zzyzx        &  5           & 3505963      & 1.426142e-06 & 1.0533947   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| year | sex | name | n | year_total | fraction | ratio |\n",
       "|---|---|---|---|---|---|---|\n",
       "| 2007         | M            | Aaban        |  5           | 3995740      | 1.251333e-06 |        NA    |\n",
       "| 2009         | M            | Aaban        |  6           | 3817731      | 1.571614e-06 | 1.2559523    |\n",
       "| 2010         | M            | Aaban        |  9           | 3693163      | 2.436935e-06 | 1.5505940    |\n",
       "| 2011         | M            | Aaban        | 11           | 3654691      | 3.009830e-06 | 1.2350882    |\n",
       "| 2012         | M            | Aaban        | 11           | 3653979      | 3.010417e-06 | 1.0001949    |\n",
       "| 2013         | M            | Aaban        | 14           | 3641604      | 3.844460e-06 | 1.2770523    |\n",
       "| 2014         | M            | Aaban        | 16           | 3701784      | 4.322240e-06 | 1.1242777    |\n",
       "| 2015         | M            | Aaban        | 15           | 3695531      | 4.058957e-06 | 0.9390863    |\n",
       "| 2016         | M            | Aaban        |  9           | 3662277      | 2.457488e-06 | 0.6054481    |\n",
       "| 2017         | M            | Aaban        | 11           | 3568294      | 3.082706e-06 | 1.2544135    |\n",
       "| 2018         | M            | Aaban        |  7           | 3505963      | 1.996598e-06 | 0.6476773    |\n",
       "| 2019         | M            | Aaban        |  6           | 3455946      | 1.736138e-06 | 0.8695481    |\n",
       "| 2011         | F            | Aabha        |  7           | 3654691      | 1.915347e-06 |        NA    |\n",
       "| 2012         | F            | Aabha        |  5           | 3653979      | 1.368371e-06 | 0.7144249    |\n",
       "| 2014         | F            | Aabha        |  9           | 3701784      | 2.431260e-06 | 1.7767547    |\n",
       "| 2015         | F            | Aabha        |  7           | 3695531      | 1.894180e-06 | 0.7790938    |\n",
       "| 2016         | F            | Aabha        |  7           | 3662277      | 1.911379e-06 | 1.0090801    |\n",
       "| 2019         | F            | Aabha        |  6           | 3455946      | 1.736138e-06 | 0.9083170    |\n",
       "| 2020         | F            | Aabha        |  5           | 3305259      | 1.512741e-06 | 0.8713251    |\n",
       "| 2003         | M            | Aabid        |  5           | 3801147      | 1.315392e-06 |        NA    |\n",
       "| 2016         | M            | Aabid        |  5           | 3662277      | 1.365271e-06 | 1.0379190    |\n",
       "| 2018         | M            | Aabid        |  6           | 3505963      | 1.711370e-06 | 1.2535022    |\n",
       "| 2018         | F            | Aabidah      |  5           | 3505963      | 1.426142e-06 |        NA    |\n",
       "| 2016         | M            | Aabir        |  5           | 3662277      | 1.365271e-06 |        NA    |\n",
       "| 2018         | M            | Aabir        |  5           | 3505963      | 1.426142e-06 | 1.0445852    |\n",
       "| 2008         | F            | Aabriella    |  5           | 3928389      | 1.272786e-06 |        NA    |\n",
       "| 2014         | F            | Aabriella    |  5           | 3701784      | 1.350700e-06 | 1.0612151    |\n",
       "| 2015         | F            | Aabriella    |  5           | 3695531      | 1.352986e-06 | 1.0016920    |\n",
       "| 2016         | F            | Aabriella    | 11           | 3662277      | 3.003596e-06 | 2.2199763    |\n",
       "| 2017         | F            | Aabriella    |  6           | 3568294      | 1.681476e-06 | 0.5598209    |\n",
       "| ... | ... | ... | ... | ... | ... | ... |\n",
       "| 1998         | M            | Zyshonne     | 26           | 3677739      | 7.069561e-06 |        NA    |\n",
       "| 1999         | M            | Zyshonne     | 30           | 3693307      | 8.122802e-06 | 1.1489825    |\n",
       "| 2000         | M            | Zyshonne     | 17           | 3779007      | 4.498536e-06 | 0.5538158    |\n",
       "| 2001         | M            | Zyshonne     | 12           | 3742401      | 3.206498e-06 | 0.7127869    |\n",
       "| 2002         | M            | Zyshonne     |  9           | 3737195      | 2.408223e-06 | 0.7510448    |\n",
       "| 2003         | M            | Zyshonne     |  7           | 3801147      | 1.841549e-06 | 0.7646921    |\n",
       "| 2012         | M            | Zytaevius    |  5           | 3653979      | 1.368371e-06 |        NA    |\n",
       "| 2011         | M            | Zytaveon     |  9           | 3654691      | 2.462588e-06 |        NA    |\n",
       "| 2014         | M            | Zytaveon     |  8           | 3701784      | 2.161120e-06 | 0.8775807    |\n",
       "| 2011         | M            | Zytavion     |  5           | 3654691      | 1.368105e-06 |        NA    |\n",
       "| 2002         | M            | Zytavious    |  6           | 3737195      | 1.605482e-06 |        NA    |\n",
       "| 2004         | M            | Zytavious    |  6           | 3819591      | 1.570849e-06 | 0.9784281    |\n",
       "| 2005         | M            | Zytavious    |  5           | 3843322      | 1.300958e-06 | 0.8281878    |\n",
       "| 2006         | M            | Zytavious    |  7           | 3954356      | 1.770200e-06 | 1.3606895    |\n",
       "| 2007         | M            | Zytavious    |  6           | 3995740      | 1.501599e-06 | 0.8482654    |\n",
       "| 2009         | M            | Zytavious    |  7           | 3817731      | 1.833550e-06 | 1.2210647    |\n",
       "| 2010         | M            | Zytavious    |  6           | 3693163      | 1.624624e-06 | 0.8860537    |\n",
       "| 2015         | M            | Zyus         |  5           | 3695531      | 1.352986e-06 |        NA    |\n",
       "| 2018         | M            | Zyus         |  6           | 3505963      | 1.711370e-06 | 1.2648842    |\n",
       "| 2016         | F            | Zyva         |  8           | 3662277      | 2.184433e-06 |        NA    |\n",
       "| 2017         | F            | Zyva         |  9           | 3568294      | 2.522214e-06 | 1.1546307    |\n",
       "| 2018         | F            | Zyva         |  6           | 3505963      | 1.711370e-06 | 0.6785190    |\n",
       "| 2019         | F            | Zyva         |  9           | 3455946      | 2.604207e-06 | 1.5217091    |\n",
       "| 2020         | F            | Zyva         |  6           | 3305259      | 1.815289e-06 | 0.6970600    |\n",
       "| 2009         | M            | Zyvion       |  5           | 3817731      | 1.309678e-06 |        NA    |\n",
       "| 2015         | M            | Zyvon        |  7           | 3695531      | 1.894180e-06 |        NA    |\n",
       "| 2010         | F            | Zyyanna      |  6           | 3693163      | 1.624624e-06 |        NA    |\n",
       "| 2014         | M            | Zyyon        |  6           | 3701784      | 1.620840e-06 |        NA    |\n",
       "| 2010         | M            | Zzyzx        |  5           | 3693163      | 1.353853e-06 |        NA    |\n",
       "| 2018         | M            | Zzyzx        |  5           | 3505963      | 1.426142e-06 | 1.0533947    |\n",
       "\n"
      ],
      "text/plain": [
       "        year sex name      n   year_total fraction     ratio    \n",
       "1       2007 M   Aaban      5  3995740    1.251333e-06        NA\n",
       "2       2009 M   Aaban      6  3817731    1.571614e-06 1.2559523\n",
       "3       2010 M   Aaban      9  3693163    2.436935e-06 1.5505940\n",
       "4       2011 M   Aaban     11  3654691    3.009830e-06 1.2350882\n",
       "5       2012 M   Aaban     11  3653979    3.010417e-06 1.0001949\n",
       "6       2013 M   Aaban     14  3641604    3.844460e-06 1.2770523\n",
       "7       2014 M   Aaban     16  3701784    4.322240e-06 1.1242777\n",
       "8       2015 M   Aaban     15  3695531    4.058957e-06 0.9390863\n",
       "9       2016 M   Aaban      9  3662277    2.457488e-06 0.6054481\n",
       "10      2017 M   Aaban     11  3568294    3.082706e-06 1.2544135\n",
       "11      2018 M   Aaban      7  3505963    1.996598e-06 0.6476773\n",
       "12      2019 M   Aaban      6  3455946    1.736138e-06 0.8695481\n",
       "13      2011 F   Aabha      7  3654691    1.915347e-06        NA\n",
       "14      2012 F   Aabha      5  3653979    1.368371e-06 0.7144249\n",
       "15      2014 F   Aabha      9  3701784    2.431260e-06 1.7767547\n",
       "16      2015 F   Aabha      7  3695531    1.894180e-06 0.7790938\n",
       "17      2016 F   Aabha      7  3662277    1.911379e-06 1.0090801\n",
       "18      2019 F   Aabha      6  3455946    1.736138e-06 0.9083170\n",
       "19      2020 F   Aabha      5  3305259    1.512741e-06 0.8713251\n",
       "20      2003 M   Aabid      5  3801147    1.315392e-06        NA\n",
       "21      2016 M   Aabid      5  3662277    1.365271e-06 1.0379190\n",
       "22      2018 M   Aabid      6  3505963    1.711370e-06 1.2535022\n",
       "23      2018 F   Aabidah    5  3505963    1.426142e-06        NA\n",
       "24      2016 M   Aabir      5  3662277    1.365271e-06        NA\n",
       "25      2018 M   Aabir      5  3505963    1.426142e-06 1.0445852\n",
       "26      2008 F   Aabriella  5  3928389    1.272786e-06        NA\n",
       "27      2014 F   Aabriella  5  3701784    1.350700e-06 1.0612151\n",
       "28      2015 F   Aabriella  5  3695531    1.352986e-06 1.0016920\n",
       "29      2016 F   Aabriella 11  3662277    3.003596e-06 2.2199763\n",
       "30      2017 F   Aabriella  6  3568294    1.681476e-06 0.5598209\n",
       "...     ...  ... ...       ... ...        ...          ...      \n",
       "2020834 1998 M   Zyshonne  26  3677739    7.069561e-06        NA\n",
       "2020835 1999 M   Zyshonne  30  3693307    8.122802e-06 1.1489825\n",
       "2020836 2000 M   Zyshonne  17  3779007    4.498536e-06 0.5538158\n",
       "2020837 2001 M   Zyshonne  12  3742401    3.206498e-06 0.7127869\n",
       "2020838 2002 M   Zyshonne   9  3737195    2.408223e-06 0.7510448\n",
       "2020839 2003 M   Zyshonne   7  3801147    1.841549e-06 0.7646921\n",
       "2020840 2012 M   Zytaevius  5  3653979    1.368371e-06        NA\n",
       "2020841 2011 M   Zytaveon   9  3654691    2.462588e-06        NA\n",
       "2020842 2014 M   Zytaveon   8  3701784    2.161120e-06 0.8775807\n",
       "2020843 2011 M   Zytavion   5  3654691    1.368105e-06        NA\n",
       "2020844 2002 M   Zytavious  6  3737195    1.605482e-06        NA\n",
       "2020845 2004 M   Zytavious  6  3819591    1.570849e-06 0.9784281\n",
       "2020846 2005 M   Zytavious  5  3843322    1.300958e-06 0.8281878\n",
       "2020847 2006 M   Zytavious  7  3954356    1.770200e-06 1.3606895\n",
       "2020848 2007 M   Zytavious  6  3995740    1.501599e-06 0.8482654\n",
       "2020849 2009 M   Zytavious  7  3817731    1.833550e-06 1.2210647\n",
       "2020850 2010 M   Zytavious  6  3693163    1.624624e-06 0.8860537\n",
       "2020851 2015 M   Zyus       5  3695531    1.352986e-06        NA\n",
       "2020852 2018 M   Zyus       6  3505963    1.711370e-06 1.2648842\n",
       "2020853 2016 F   Zyva       8  3662277    2.184433e-06        NA\n",
       "2020854 2017 F   Zyva       9  3568294    2.522214e-06 1.1546307\n",
       "2020855 2018 F   Zyva       6  3505963    1.711370e-06 0.6785190\n",
       "2020856 2019 F   Zyva       9  3455946    2.604207e-06 1.5217091\n",
       "2020857 2020 F   Zyva       6  3305259    1.815289e-06 0.6970600\n",
       "2020858 2009 M   Zyvion     5  3817731    1.309678e-06        NA\n",
       "2020859 2015 M   Zyvon      7  3695531    1.894180e-06        NA\n",
       "2020860 2010 F   Zyyanna    6  3693163    1.624624e-06        NA\n",
       "2020861 2014 M   Zyyon      6  3701784    1.620840e-06        NA\n",
       "2020862 2010 M   Zzyzx      5  3693163    1.353853e-06        NA\n",
       "2020863 2018 M   Zzyzx      5  3505963    1.426142e-06 1.0533947"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>year</th><th scope=col>sex</th><th scope=col>name</th><th scope=col>n</th><th scope=col>year_total</th><th scope=col>fraction</th><th scope=col>ratio</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2010       </td><td>F          </td><td>Sophia     </td><td>20646      </td><td>3693163    </td><td>0.005590330</td><td>2371.375   </td></tr>\n",
       "\t<tr><td>2001       </td><td>F          </td><td>Olivia     </td><td>13977      </td><td>3742401    </td><td>0.003734768</td><td>2352.286   </td></tr>\n",
       "\t<tr><td>2002       </td><td>F          </td><td>Isabella   </td><td>12170      </td><td>3737195    </td><td>0.003256453</td><td>2031.159   </td></tr>\n",
       "\t<tr><td>2014       </td><td>M          </td><td>Joseph     </td><td>12131      </td><td>3701784    </td><td>0.003277069</td><td>2021.833   </td></tr>\n",
       "\t<tr><td>2016       </td><td>F          </td><td>Emma       </td><td>19522      </td><td>3662277    </td><td>0.005330563</td><td>1969.926   </td></tr>\n",
       "\t<tr><td>2016       </td><td>F          </td><td>Elizabeth  </td><td> 9572      </td><td>3662277    </td><td>0.002613674</td><td>1931.783   </td></tr>\n",
       "\t<tr><td>2013       </td><td>M          </td><td>Luke       </td><td> 9577      </td><td>3641604    </td><td>0.002629885</td><td>1915.400   </td></tr>\n",
       "\t<tr><td>2011       </td><td>M          </td><td>Samuel     </td><td>11354      </td><td>3654691    </td><td>0.003106692</td><td>1892.333   </td></tr>\n",
       "\t<tr><td>2018       </td><td>F          </td><td>Charlotte  </td><td>13005      </td><td>3505963    </td><td>0.003709395</td><td>1890.887   </td></tr>\n",
       "\t<tr><td>2015       </td><td>F          </td><td>Evelyn     </td><td> 9366      </td><td>3695531    </td><td>0.002534413</td><td>1876.370   </td></tr>\n",
       "\t<tr><td>2010       </td><td>M          </td><td>Isaac      </td><td> 9363      </td><td>3693163    </td><td>0.002535225</td><td>1872.600   </td></tr>\n",
       "\t<tr><td>1999       </td><td>F          </td><td>Grace      </td><td> 9179      </td><td>3693307    </td><td>0.002485307</td><td>1828.062   </td></tr>\n",
       "\t<tr><td>1998       </td><td>F          </td><td>Abigail    </td><td>11099      </td><td>3677739    </td><td>0.003017887</td><td>1823.471   </td></tr>\n",
       "\t<tr><td>1951       </td><td>F          </td><td>Debra      </td><td>17066      </td><td>3683760    </td><td>0.004632767</td><td>1803.441   </td></tr>\n",
       "\t<tr><td>2018       </td><td>F          </td><td>Emily      </td><td> 8694      </td><td>3505963    </td><td>0.002479775</td><td>1769.713   </td></tr>\n",
       "\t<tr><td>2017       </td><td>F          </td><td>Amelia     </td><td>11850      </td><td>3568294    </td><td>0.003320915</td><td>1737.444   </td></tr>\n",
       "\t<tr><td>2012       </td><td>F          </td><td>Mia        </td><td>12028      </td><td>3653979    </td><td>0.003291754</td><td>1718.621   </td></tr>\n",
       "\t<tr><td>2017       </td><td>F          </td><td>Ella       </td><td> 8068      </td><td>3568294    </td><td>0.002261024</td><td>1656.100   </td></tr>\n",
       "\t<tr><td>2020       </td><td>F          </td><td>Gianna     </td><td> 7826      </td><td>3305259    </td><td>0.002367742</td><td>1636.558   </td></tr>\n",
       "\t<tr><td>2011       </td><td>M          </td><td>Jack       </td><td> 8182      </td><td>3654691    </td><td>0.002238767</td><td>1636.400   </td></tr>\n",
       "\t<tr><td>2008       </td><td>F          </td><td>Samantha   </td><td>11184      </td><td>3928389    </td><td>0.002846969</td><td>1625.107   </td></tr>\n",
       "\t<tr><td>2020       </td><td>M          </td><td>Lucas      </td><td>11281      </td><td>3305259    </td><td>0.003413046</td><td>1611.571   </td></tr>\n",
       "\t<tr><td>2018       </td><td>M          </td><td>Anthony    </td><td> 8028      </td><td>3505963    </td><td>0.002289813</td><td>1605.600   </td></tr>\n",
       "\t<tr><td>2017       </td><td>F          </td><td>Scarlett   </td><td> 7712      </td><td>3568294    </td><td>0.002161257</td><td>1583.024   </td></tr>\n",
       "\t<tr><td>2019       </td><td>F          </td><td>Luna       </td><td> 7772      </td><td>3455946    </td><td>0.002248878</td><td>1576.896   </td></tr>\n",
       "\t<tr><td>2007       </td><td>F          </td><td>Anna       </td><td> 7896      </td><td>3995740    </td><td>0.001976105</td><td>1562.844   </td></tr>\n",
       "\t<tr><td>1999       </td><td>F          </td><td>Alyssa     </td><td>14035      </td><td>3693307    </td><td>0.003800117</td><td>1552.871   </td></tr>\n",
       "\t<tr><td>2017       </td><td>M          </td><td>Benjamin   </td><td>13838      </td><td>3568294    </td><td>0.003878044</td><td>1537.556   </td></tr>\n",
       "\t<tr><td>2013       </td><td>F          </td><td>Sofia      </td><td> 9164      </td><td>3641604    </td><td>0.002516474</td><td>1532.524   </td></tr>\n",
       "\t<tr><td>2017       </td><td>F          </td><td>Ava        </td><td>15988      </td><td>3568294    </td><td>0.004480573</td><td>1491.736   </td></tr>\n",
       "\t<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "\t<tr><td>1960       </td><td>M          </td><td>Ronnie     </td><td> 4875      </td><td>4154127    </td><td>0.001173532</td><td>51.861702  </td></tr>\n",
       "\t<tr><td>2019       </td><td>F          </td><td>Harper     </td><td>10464      </td><td>3455946    </td><td>0.003027825</td><td>49.837759  </td></tr>\n",
       "\t<tr><td>1933       </td><td>M          </td><td>Dale       </td><td> 2925      </td><td>1999327    </td><td>0.001462992</td><td>45.000000  </td></tr>\n",
       "\t<tr><td>1996       </td><td>F          </td><td>Courtney   </td><td>11343      </td><td>3646696    </td><td>0.003110487</td><td>41.416619  </td></tr>\n",
       "\t<tr><td>2002       </td><td>F          </td><td>Shelby     </td><td> 3961      </td><td>3737195    </td><td>0.001059886</td><td>39.272453  </td></tr>\n",
       "\t<tr><td>1983       </td><td>F          </td><td>Stacey     </td><td> 3799      </td><td>3463527    </td><td>0.001096859</td><td>39.267119  </td></tr>\n",
       "\t<tr><td>1912       </td><td>M          </td><td>Sidney     </td><td> 1003      </td><td> 988066    </td><td>0.001015114</td><td>38.576923  </td></tr>\n",
       "\t<tr><td>1881       </td><td>M          </td><td>Ira        </td><td>  286      </td><td> 192691    </td><td>0.001484242</td><td>35.750000  </td></tr>\n",
       "\t<tr><td>1983       </td><td>F          </td><td>Stacy      </td><td> 4678      </td><td>3463527    </td><td>0.001350646</td><td>34.337364  </td></tr>\n",
       "\t<tr><td>2014       </td><td>M          </td><td>Camden     </td><td> 3891      </td><td>3701784    </td><td>0.001051115</td><td>33.543103  </td></tr>\n",
       "\t<tr><td>2001       </td><td>M          </td><td>Colby      </td><td> 3859      </td><td>3742401    </td><td>0.001031156</td><td>32.158333  </td></tr>\n",
       "\t<tr><td>2019       </td><td>M          </td><td>Kayden     </td><td> 3900      </td><td>3455946    </td><td>0.001128490</td><td>31.707317  </td></tr>\n",
       "\t<tr><td>2012       </td><td>M          </td><td>Carson     </td><td> 4593      </td><td>3653979    </td><td>0.001256986</td><td>30.019608  </td></tr>\n",
       "\t<tr><td>2019       </td><td>F          </td><td>Kennedy    </td><td> 3677      </td><td>3455946    </td><td>0.001063963</td><td>29.604891  </td></tr>\n",
       "\t<tr><td>2014       </td><td>M          </td><td>Bentley    </td><td> 4773      </td><td>3701784    </td><td>0.001289378</td><td>26.814607  </td></tr>\n",
       "\t<tr><td>1992       </td><td>M          </td><td>Cameron    </td><td> 7352      </td><td>3840678    </td><td>0.001914245</td><td>23.792880  </td></tr>\n",
       "\t<tr><td>2011       </td><td>M          </td><td>Logan      </td><td>12994      </td><td>3654691    </td><td>0.003555431</td><td>23.582577  </td></tr>\n",
       "\t<tr><td>2020       </td><td>F          </td><td>Skylar     </td><td> 3608      </td><td>3305259    </td><td>0.001091594</td><td>18.136966  </td></tr>\n",
       "\t<tr><td>1966       </td><td>F          </td><td>Kim        </td><td> 9195      </td><td>3475689    </td><td>0.002645519</td><td>15.673725  </td></tr>\n",
       "\t<tr><td>1994       </td><td>F          </td><td>Shannon    </td><td> 5507      </td><td>3717120    </td><td>0.001481523</td><td>14.814164  </td></tr>\n",
       "\t<tr><td>2020       </td><td>M          </td><td>Micah      </td><td> 3363      </td><td>3305259    </td><td>0.001017469</td><td>14.495690  </td></tr>\n",
       "\t<tr><td>1991       </td><td>F          </td><td>Ariel      </td><td> 5410      </td><td>3894804    </td><td>0.001389030</td><td>13.453805  </td></tr>\n",
       "\t<tr><td>1968       </td><td>F          </td><td>Robin      </td><td> 8183      </td><td>3378815    </td><td>0.002421855</td><td>13.051819  </td></tr>\n",
       "\t<tr><td>2020       </td><td>M          </td><td>Kai        </td><td> 3812      </td><td>3305259    </td><td>0.001153314</td><td>11.278107  </td></tr>\n",
       "\t<tr><td>1980       </td><td>F          </td><td>Tracy      </td><td> 4969      </td><td>3445061    </td><td>0.001442355</td><td>10.665905  </td></tr>\n",
       "\t<tr><td>1968       </td><td>F          </td><td>Lynn       </td><td> 4102      </td><td>3378815    </td><td>0.001214035</td><td> 9.389234  </td></tr>\n",
       "\t<tr><td>1906       </td><td>F          </td><td>Marion     </td><td> 1183      </td><td> 428455    </td><td>0.002761083</td><td> 6.885281  </td></tr>\n",
       "\t<tr><td>1994       </td><td>M          </td><td>Dakota     </td><td> 5535      </td><td>3717120    </td><td>0.001489056</td><td> 6.191275  </td></tr>\n",
       "\t<tr><td>1890       </td><td>F          </td><td>Jessie     </td><td> 1250      </td><td> 301401    </td><td>0.004147299</td><td> 5.789108  </td></tr>\n",
       "\t<tr><td>1900       </td><td>F          </td><td>Ollie      </td><td>  585      </td><td> 450272    </td><td>0.001299215</td><td> 5.650451  </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllll}\n",
       " year & sex & name & n & year\\_total & fraction & ratio\\\\\n",
       "\\hline\n",
       "\t 2010        & F           & Sophia      & 20646       & 3693163     & 0.005590330 & 2371.375   \\\\\n",
       "\t 2001        & F           & Olivia      & 13977       & 3742401     & 0.003734768 & 2352.286   \\\\\n",
       "\t 2002        & F           & Isabella    & 12170       & 3737195     & 0.003256453 & 2031.159   \\\\\n",
       "\t 2014        & M           & Joseph      & 12131       & 3701784     & 0.003277069 & 2021.833   \\\\\n",
       "\t 2016        & F           & Emma        & 19522       & 3662277     & 0.005330563 & 1969.926   \\\\\n",
       "\t 2016        & F           & Elizabeth   &  9572       & 3662277     & 0.002613674 & 1931.783   \\\\\n",
       "\t 2013        & M           & Luke        &  9577       & 3641604     & 0.002629885 & 1915.400   \\\\\n",
       "\t 2011        & M           & Samuel      & 11354       & 3654691     & 0.003106692 & 1892.333   \\\\\n",
       "\t 2018        & F           & Charlotte   & 13005       & 3505963     & 0.003709395 & 1890.887   \\\\\n",
       "\t 2015        & F           & Evelyn      &  9366       & 3695531     & 0.002534413 & 1876.370   \\\\\n",
       "\t 2010        & M           & Isaac       &  9363       & 3693163     & 0.002535225 & 1872.600   \\\\\n",
       "\t 1999        & F           & Grace       &  9179       & 3693307     & 0.002485307 & 1828.062   \\\\\n",
       "\t 1998        & F           & Abigail     & 11099       & 3677739     & 0.003017887 & 1823.471   \\\\\n",
       "\t 1951        & F           & Debra       & 17066       & 3683760     & 0.004632767 & 1803.441   \\\\\n",
       "\t 2018        & F           & Emily       &  8694       & 3505963     & 0.002479775 & 1769.713   \\\\\n",
       "\t 2017        & F           & Amelia      & 11850       & 3568294     & 0.003320915 & 1737.444   \\\\\n",
       "\t 2012        & F           & Mia         & 12028       & 3653979     & 0.003291754 & 1718.621   \\\\\n",
       "\t 2017        & F           & Ella        &  8068       & 3568294     & 0.002261024 & 1656.100   \\\\\n",
       "\t 2020        & F           & Gianna      &  7826       & 3305259     & 0.002367742 & 1636.558   \\\\\n",
       "\t 2011        & M           & Jack        &  8182       & 3654691     & 0.002238767 & 1636.400   \\\\\n",
       "\t 2008        & F           & Samantha    & 11184       & 3928389     & 0.002846969 & 1625.107   \\\\\n",
       "\t 2020        & M           & Lucas       & 11281       & 3305259     & 0.003413046 & 1611.571   \\\\\n",
       "\t 2018        & M           & Anthony     &  8028       & 3505963     & 0.002289813 & 1605.600   \\\\\n",
       "\t 2017        & F           & Scarlett    &  7712       & 3568294     & 0.002161257 & 1583.024   \\\\\n",
       "\t 2019        & F           & Luna        &  7772       & 3455946     & 0.002248878 & 1576.896   \\\\\n",
       "\t 2007        & F           & Anna        &  7896       & 3995740     & 0.001976105 & 1562.844   \\\\\n",
       "\t 1999        & F           & Alyssa      & 14035       & 3693307     & 0.003800117 & 1552.871   \\\\\n",
       "\t 2017        & M           & Benjamin    & 13838       & 3568294     & 0.003878044 & 1537.556   \\\\\n",
       "\t 2013        & F           & Sofia       &  9164       & 3641604     & 0.002516474 & 1532.524   \\\\\n",
       "\t 2017        & F           & Ava         & 15988       & 3568294     & 0.004480573 & 1491.736   \\\\\n",
       "\t ... & ... & ... & ... & ... & ... & ...\\\\\n",
       "\t 1960        & M           & Ronnie      &  4875       & 4154127     & 0.001173532 & 51.861702  \\\\\n",
       "\t 2019        & F           & Harper      & 10464       & 3455946     & 0.003027825 & 49.837759  \\\\\n",
       "\t 1933        & M           & Dale        &  2925       & 1999327     & 0.001462992 & 45.000000  \\\\\n",
       "\t 1996        & F           & Courtney    & 11343       & 3646696     & 0.003110487 & 41.416619  \\\\\n",
       "\t 2002        & F           & Shelby      &  3961       & 3737195     & 0.001059886 & 39.272453  \\\\\n",
       "\t 1983        & F           & Stacey      &  3799       & 3463527     & 0.001096859 & 39.267119  \\\\\n",
       "\t 1912        & M           & Sidney      &  1003       &  988066     & 0.001015114 & 38.576923  \\\\\n",
       "\t 1881        & M           & Ira         &   286       &  192691     & 0.001484242 & 35.750000  \\\\\n",
       "\t 1983        & F           & Stacy       &  4678       & 3463527     & 0.001350646 & 34.337364  \\\\\n",
       "\t 2014        & M           & Camden      &  3891       & 3701784     & 0.001051115 & 33.543103  \\\\\n",
       "\t 2001        & M           & Colby       &  3859       & 3742401     & 0.001031156 & 32.158333  \\\\\n",
       "\t 2019        & M           & Kayden      &  3900       & 3455946     & 0.001128490 & 31.707317  \\\\\n",
       "\t 2012        & M           & Carson      &  4593       & 3653979     & 0.001256986 & 30.019608  \\\\\n",
       "\t 2019        & F           & Kennedy     &  3677       & 3455946     & 0.001063963 & 29.604891  \\\\\n",
       "\t 2014        & M           & Bentley     &  4773       & 3701784     & 0.001289378 & 26.814607  \\\\\n",
       "\t 1992        & M           & Cameron     &  7352       & 3840678     & 0.001914245 & 23.792880  \\\\\n",
       "\t 2011        & M           & Logan       & 12994       & 3654691     & 0.003555431 & 23.582577  \\\\\n",
       "\t 2020        & F           & Skylar      &  3608       & 3305259     & 0.001091594 & 18.136966  \\\\\n",
       "\t 1966        & F           & Kim         &  9195       & 3475689     & 0.002645519 & 15.673725  \\\\\n",
       "\t 1994        & F           & Shannon     &  5507       & 3717120     & 0.001481523 & 14.814164  \\\\\n",
       "\t 2020        & M           & Micah       &  3363       & 3305259     & 0.001017469 & 14.495690  \\\\\n",
       "\t 1991        & F           & Ariel       &  5410       & 3894804     & 0.001389030 & 13.453805  \\\\\n",
       "\t 1968        & F           & Robin       &  8183       & 3378815     & 0.002421855 & 13.051819  \\\\\n",
       "\t 2020        & M           & Kai         &  3812       & 3305259     & 0.001153314 & 11.278107  \\\\\n",
       "\t 1980        & F           & Tracy       &  4969       & 3445061     & 0.001442355 & 10.665905  \\\\\n",
       "\t 1968        & F           & Lynn        &  4102       & 3378815     & 0.001214035 &  9.389234  \\\\\n",
       "\t 1906        & F           & Marion      &  1183       &  428455     & 0.002761083 &  6.885281  \\\\\n",
       "\t 1994        & M           & Dakota      &  5535       & 3717120     & 0.001489056 &  6.191275  \\\\\n",
       "\t 1890        & F           & Jessie      &  1250       &  301401     & 0.004147299 &  5.789108  \\\\\n",
       "\t 1900        & F           & Ollie       &   585       &  450272     & 0.001299215 &  5.650451  \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| year | sex | name | n | year_total | fraction | ratio |\n",
       "|---|---|---|---|---|---|---|\n",
       "| 2010        | F           | Sophia      | 20646       | 3693163     | 0.005590330 | 2371.375    |\n",
       "| 2001        | F           | Olivia      | 13977       | 3742401     | 0.003734768 | 2352.286    |\n",
       "| 2002        | F           | Isabella    | 12170       | 3737195     | 0.003256453 | 2031.159    |\n",
       "| 2014        | M           | Joseph      | 12131       | 3701784     | 0.003277069 | 2021.833    |\n",
       "| 2016        | F           | Emma        | 19522       | 3662277     | 0.005330563 | 1969.926    |\n",
       "| 2016        | F           | Elizabeth   |  9572       | 3662277     | 0.002613674 | 1931.783    |\n",
       "| 2013        | M           | Luke        |  9577       | 3641604     | 0.002629885 | 1915.400    |\n",
       "| 2011        | M           | Samuel      | 11354       | 3654691     | 0.003106692 | 1892.333    |\n",
       "| 2018        | F           | Charlotte   | 13005       | 3505963     | 0.003709395 | 1890.887    |\n",
       "| 2015        | F           | Evelyn      |  9366       | 3695531     | 0.002534413 | 1876.370    |\n",
       "| 2010        | M           | Isaac       |  9363       | 3693163     | 0.002535225 | 1872.600    |\n",
       "| 1999        | F           | Grace       |  9179       | 3693307     | 0.002485307 | 1828.062    |\n",
       "| 1998        | F           | Abigail     | 11099       | 3677739     | 0.003017887 | 1823.471    |\n",
       "| 1951        | F           | Debra       | 17066       | 3683760     | 0.004632767 | 1803.441    |\n",
       "| 2018        | F           | Emily       |  8694       | 3505963     | 0.002479775 | 1769.713    |\n",
       "| 2017        | F           | Amelia      | 11850       | 3568294     | 0.003320915 | 1737.444    |\n",
       "| 2012        | F           | Mia         | 12028       | 3653979     | 0.003291754 | 1718.621    |\n",
       "| 2017        | F           | Ella        |  8068       | 3568294     | 0.002261024 | 1656.100    |\n",
       "| 2020        | F           | Gianna      |  7826       | 3305259     | 0.002367742 | 1636.558    |\n",
       "| 2011        | M           | Jack        |  8182       | 3654691     | 0.002238767 | 1636.400    |\n",
       "| 2008        | F           | Samantha    | 11184       | 3928389     | 0.002846969 | 1625.107    |\n",
       "| 2020        | M           | Lucas       | 11281       | 3305259     | 0.003413046 | 1611.571    |\n",
       "| 2018        | M           | Anthony     |  8028       | 3505963     | 0.002289813 | 1605.600    |\n",
       "| 2017        | F           | Scarlett    |  7712       | 3568294     | 0.002161257 | 1583.024    |\n",
       "| 2019        | F           | Luna        |  7772       | 3455946     | 0.002248878 | 1576.896    |\n",
       "| 2007        | F           | Anna        |  7896       | 3995740     | 0.001976105 | 1562.844    |\n",
       "| 1999        | F           | Alyssa      | 14035       | 3693307     | 0.003800117 | 1552.871    |\n",
       "| 2017        | M           | Benjamin    | 13838       | 3568294     | 0.003878044 | 1537.556    |\n",
       "| 2013        | F           | Sofia       |  9164       | 3641604     | 0.002516474 | 1532.524    |\n",
       "| 2017        | F           | Ava         | 15988       | 3568294     | 0.004480573 | 1491.736    |\n",
       "| ... | ... | ... | ... | ... | ... | ... |\n",
       "| 1960        | M           | Ronnie      |  4875       | 4154127     | 0.001173532 | 51.861702   |\n",
       "| 2019        | F           | Harper      | 10464       | 3455946     | 0.003027825 | 49.837759   |\n",
       "| 1933        | M           | Dale        |  2925       | 1999327     | 0.001462992 | 45.000000   |\n",
       "| 1996        | F           | Courtney    | 11343       | 3646696     | 0.003110487 | 41.416619   |\n",
       "| 2002        | F           | Shelby      |  3961       | 3737195     | 0.001059886 | 39.272453   |\n",
       "| 1983        | F           | Stacey      |  3799       | 3463527     | 0.001096859 | 39.267119   |\n",
       "| 1912        | M           | Sidney      |  1003       |  988066     | 0.001015114 | 38.576923   |\n",
       "| 1881        | M           | Ira         |   286       |  192691     | 0.001484242 | 35.750000   |\n",
       "| 1983        | F           | Stacy       |  4678       | 3463527     | 0.001350646 | 34.337364   |\n",
       "| 2014        | M           | Camden      |  3891       | 3701784     | 0.001051115 | 33.543103   |\n",
       "| 2001        | M           | Colby       |  3859       | 3742401     | 0.001031156 | 32.158333   |\n",
       "| 2019        | M           | Kayden      |  3900       | 3455946     | 0.001128490 | 31.707317   |\n",
       "| 2012        | M           | Carson      |  4593       | 3653979     | 0.001256986 | 30.019608   |\n",
       "| 2019        | F           | Kennedy     |  3677       | 3455946     | 0.001063963 | 29.604891   |\n",
       "| 2014        | M           | Bentley     |  4773       | 3701784     | 0.001289378 | 26.814607   |\n",
       "| 1992        | M           | Cameron     |  7352       | 3840678     | 0.001914245 | 23.792880   |\n",
       "| 2011        | M           | Logan       | 12994       | 3654691     | 0.003555431 | 23.582577   |\n",
       "| 2020        | F           | Skylar      |  3608       | 3305259     | 0.001091594 | 18.136966   |\n",
       "| 1966        | F           | Kim         |  9195       | 3475689     | 0.002645519 | 15.673725   |\n",
       "| 1994        | F           | Shannon     |  5507       | 3717120     | 0.001481523 | 14.814164   |\n",
       "| 2020        | M           | Micah       |  3363       | 3305259     | 0.001017469 | 14.495690   |\n",
       "| 1991        | F           | Ariel       |  5410       | 3894804     | 0.001389030 | 13.453805   |\n",
       "| 1968        | F           | Robin       |  8183       | 3378815     | 0.002421855 | 13.051819   |\n",
       "| 2020        | M           | Kai         |  3812       | 3305259     | 0.001153314 | 11.278107   |\n",
       "| 1980        | F           | Tracy       |  4969       | 3445061     | 0.001442355 | 10.665905   |\n",
       "| 1968        | F           | Lynn        |  4102       | 3378815     | 0.001214035 |  9.389234   |\n",
       "| 1906        | F           | Marion      |  1183       |  428455     | 0.002761083 |  6.885281   |\n",
       "| 1994        | M           | Dakota      |  5535       | 3717120     | 0.001489056 |  6.191275   |\n",
       "| 1890        | F           | Jessie      |  1250       |  301401     | 0.004147299 |  5.789108   |\n",
       "| 1900        | F           | Ollie       |   585       |  450272     | 0.001299215 |  5.650451   |\n",
       "\n"
      ],
      "text/plain": [
       "    year sex name      n     year_total fraction    ratio    \n",
       "1   2010 F   Sophia    20646 3693163    0.005590330 2371.375 \n",
       "2   2001 F   Olivia    13977 3742401    0.003734768 2352.286 \n",
       "3   2002 F   Isabella  12170 3737195    0.003256453 2031.159 \n",
       "4   2014 M   Joseph    12131 3701784    0.003277069 2021.833 \n",
       "5   2016 F   Emma      19522 3662277    0.005330563 1969.926 \n",
       "6   2016 F   Elizabeth  9572 3662277    0.002613674 1931.783 \n",
       "7   2013 M   Luke       9577 3641604    0.002629885 1915.400 \n",
       "8   2011 M   Samuel    11354 3654691    0.003106692 1892.333 \n",
       "9   2018 F   Charlotte 13005 3505963    0.003709395 1890.887 \n",
       "10  2015 F   Evelyn     9366 3695531    0.002534413 1876.370 \n",
       "11  2010 M   Isaac      9363 3693163    0.002535225 1872.600 \n",
       "12  1999 F   Grace      9179 3693307    0.002485307 1828.062 \n",
       "13  1998 F   Abigail   11099 3677739    0.003017887 1823.471 \n",
       "14  1951 F   Debra     17066 3683760    0.004632767 1803.441 \n",
       "15  2018 F   Emily      8694 3505963    0.002479775 1769.713 \n",
       "16  2017 F   Amelia    11850 3568294    0.003320915 1737.444 \n",
       "17  2012 F   Mia       12028 3653979    0.003291754 1718.621 \n",
       "18  2017 F   Ella       8068 3568294    0.002261024 1656.100 \n",
       "19  2020 F   Gianna     7826 3305259    0.002367742 1636.558 \n",
       "20  2011 M   Jack       8182 3654691    0.002238767 1636.400 \n",
       "21  2008 F   Samantha  11184 3928389    0.002846969 1625.107 \n",
       "22  2020 M   Lucas     11281 3305259    0.003413046 1611.571 \n",
       "23  2018 M   Anthony    8028 3505963    0.002289813 1605.600 \n",
       "24  2017 F   Scarlett   7712 3568294    0.002161257 1583.024 \n",
       "25  2019 F   Luna       7772 3455946    0.002248878 1576.896 \n",
       "26  2007 F   Anna       7896 3995740    0.001976105 1562.844 \n",
       "27  1999 F   Alyssa    14035 3693307    0.003800117 1552.871 \n",
       "28  2017 M   Benjamin  13838 3568294    0.003878044 1537.556 \n",
       "29  2013 F   Sofia      9164 3641604    0.002516474 1532.524 \n",
       "30  2017 F   Ava       15988 3568294    0.004480573 1491.736 \n",
       "... ...  ... ...       ...   ...        ...         ...      \n",
       "515 1960 M   Ronnie     4875 4154127    0.001173532 51.861702\n",
       "516 2019 F   Harper    10464 3455946    0.003027825 49.837759\n",
       "517 1933 M   Dale       2925 1999327    0.001462992 45.000000\n",
       "518 1996 F   Courtney  11343 3646696    0.003110487 41.416619\n",
       "519 2002 F   Shelby     3961 3737195    0.001059886 39.272453\n",
       "520 1983 F   Stacey     3799 3463527    0.001096859 39.267119\n",
       "521 1912 M   Sidney     1003  988066    0.001015114 38.576923\n",
       "522 1881 M   Ira         286  192691    0.001484242 35.750000\n",
       "523 1983 F   Stacy      4678 3463527    0.001350646 34.337364\n",
       "524 2014 M   Camden     3891 3701784    0.001051115 33.543103\n",
       "525 2001 M   Colby      3859 3742401    0.001031156 32.158333\n",
       "526 2019 M   Kayden     3900 3455946    0.001128490 31.707317\n",
       "527 2012 M   Carson     4593 3653979    0.001256986 30.019608\n",
       "528 2019 F   Kennedy    3677 3455946    0.001063963 29.604891\n",
       "529 2014 M   Bentley    4773 3701784    0.001289378 26.814607\n",
       "530 1992 M   Cameron    7352 3840678    0.001914245 23.792880\n",
       "531 2011 M   Logan     12994 3654691    0.003555431 23.582577\n",
       "532 2020 F   Skylar     3608 3305259    0.001091594 18.136966\n",
       "533 1966 F   Kim        9195 3475689    0.002645519 15.673725\n",
       "534 1994 F   Shannon    5507 3717120    0.001481523 14.814164\n",
       "535 2020 M   Micah      3363 3305259    0.001017469 14.495690\n",
       "536 1991 F   Ariel      5410 3894804    0.001389030 13.453805\n",
       "537 1968 F   Robin      8183 3378815    0.002421855 13.051819\n",
       "538 2020 M   Kai        3812 3305259    0.001153314 11.278107\n",
       "539 1980 F   Tracy      4969 3445061    0.001442355 10.665905\n",
       "540 1968 F   Lynn       4102 3378815    0.001214035  9.389234\n",
       "541 1906 F   Marion     1183  428455    0.002761083  6.885281\n",
       "542 1994 M   Dakota     5535 3717120    0.001489056  6.191275\n",
       "543 1890 F   Jessie     1250  301401    0.004147299  5.789108\n",
       "544 1900 F   Ollie       585  450272    0.001299215  5.650451"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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EsgpAyEhLAEQspASAhLIKQMhISwBELKQEgIS0iG9NERITn75IkoIFxNmAtp6IiQ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\n/h90tD3afEySxAAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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m0rgy8UIRkH7BASUo6QkOYgpCzjCwmjO8rcxfN2CImQditcK6RASYRkHXC+kJAy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\nSUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "babynames_fraction <- babynames %>%\n",
    "  group_by(year) %>%\n",
    "  mutate(year_total = sum(n)) %>%\n",
    "  ungroup() %>%\n",
    "  mutate(fraction = n / year_total)\n",
    "\n",
    "babynames_fraction %>%\n",
    "  # Arrange the data in order of name, then year \n",
    "  arrange(name, year) %>%\n",
    "  # Group the data by name\n",
    "  group_by(name) %>%\n",
    "  # Add a ratio column that contains the ratio between each year \n",
    "  mutate(ratio = fraction / lag(fraction))\n",
    "\n",
    "babynames_ratios_filtered <- babynames_fraction %>%\n",
    "                     arrange(name, year) %>%\n",
    "                     group_by(name) %>%\n",
    "                     mutate(ratio = fraction / lag(fraction)) %>%\n",
    "                     filter(fraction >= 0.00001)\n",
    "\n",
    "babynames_ratios_filtered %>%\n",
    "  # Extract the largest ratio from each name \n",
    "  top_n(1, ratio) %>%\n",
    "  # Sort the ratio column in descending order \n",
    "  arrange(desc(ratio)) %>%\n",
    "  # Filter for fractions greater than or equal to 0.001\n",
    "  filter(fraction >= 0.001)\n",
    "\n",
    "#Sophia, Olivia, Isabella\n",
    "selected_names2 <- babynames %>%\n",
    "  filter(name %in% c(\"Sophia\", \"Olivia\", \"Isabella\"), sex == \"F\")\n",
    "# Plot the names using a different color for each name\n",
    "ggplot(selected_names2, aes(x=year, y = n, color = name)) +\n",
    "  geom_line()\n",
    "\n",
    "#Joseph, Luke, Samuel  \n",
    "selected_names2 <- babynames %>%\n",
    "  filter(name %in% c(\"Joseph\", \"Luke\", \"Samuel\"), sex == \"M\")\n",
    "# Plot the names using a different color for each name\n",
    "ggplot(selected_names2, aes(x=year, y = n, color = name)) +\n",
    "  geom_line()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "acbf2a87",
   "metadata": {},
   "source": [
    "# name clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b44f9ec8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"Setting row names on a tibble is deprecated.\""
     ]
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "    1     2     3     4     5     6 \n",
       "   19    64   159 68612    11    40 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'Amanda'</li>\n",
       "\t<li>'Amy'</li>\n",
       "\t<li>'Angela'</li>\n",
       "\t<li>'Ashley'</li>\n",
       "\t<li>'Christina'</li>\n",
       "\t<li>'Elizabeth'</li>\n",
       "\t<li>'Heather'</li>\n",
       "\t<li>'Jennifer'</li>\n",
       "\t<li>'Jessica'</li>\n",
       "\t<li>'Kelly'</li>\n",
       "\t<li>'Kimberly'</li>\n",
       "\t<li>'Laura'</li>\n",
       "\t<li>'Lisa'</li>\n",
       "\t<li>'Melissa'</li>\n",
       "\t<li>'Michelle'</li>\n",
       "\t<li>'Nicole'</li>\n",
       "\t<li>'Rebecca'</li>\n",
       "\t<li>'Sarah'</li>\n",
       "\t<li>'Stephanie'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'Amanda'\n",
       "\\item 'Amy'\n",
       "\\item 'Angela'\n",
       "\\item 'Ashley'\n",
       "\\item 'Christina'\n",
       "\\item 'Elizabeth'\n",
       "\\item 'Heather'\n",
       "\\item 'Jennifer'\n",
       "\\item 'Jessica'\n",
       "\\item 'Kelly'\n",
       "\\item 'Kimberly'\n",
       "\\item 'Laura'\n",
       "\\item 'Lisa'\n",
       "\\item 'Melissa'\n",
       "\\item 'Michelle'\n",
       "\\item 'Nicole'\n",
       "\\item 'Rebecca'\n",
       "\\item 'Sarah'\n",
       "\\item 'Stephanie'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'Amanda'\n",
       "2. 'Amy'\n",
       "3. 'Angela'\n",
       "4. 'Ashley'\n",
       "5. 'Christina'\n",
       "6. 'Elizabeth'\n",
       "7. 'Heather'\n",
       "8. 'Jennifer'\n",
       "9. 'Jessica'\n",
       "10. 'Kelly'\n",
       "11. 'Kimberly'\n",
       "12. 'Laura'\n",
       "13. 'Lisa'\n",
       "14. 'Melissa'\n",
       "15. 'Michelle'\n",
       "16. 'Nicole'\n",
       "17. 'Rebecca'\n",
       "18. 'Sarah'\n",
       "19. 'Stephanie'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"Amanda\"    \"Amy\"       \"Angela\"    \"Ashley\"    \"Christina\" \"Elizabeth\"\n",
       " [7] \"Heather\"   \"Jennifer\"  \"Jessica\"   \"Kelly\"     \"Kimberly\"  \"Laura\"    \n",
       "[13] \"Lisa\"      \"Melissa\"   \"Michelle\"  \"Nicole\"    \"Rebecca\"   \"Sarah\"    \n",
       "[19] \"Stephanie\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "Plot with title \"names.pca\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       " 1  2  3  4  5  6  7 \n",
       "31  7  4 26 86 22 66 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "Plot with title \"resF1.pca\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "ERROR",
     "evalue": "Error in tsne(D, k = 2, epoch_callback = ecb, perplexity = 50): could not find function \"tsne\"\n",
     "output_type": "error",
     "traceback": [
      "Error in tsne(D, k = 2, epoch_callback = ecb, perplexity = 50): could not find function \"tsne\"\nTraceback:\n"
     ]
    },
    {
     "data": {
      "image/png": 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0l5QKoDktbip0jBgLQ9pM5yQ+8bmdvVAUlrg5DcJpAic7v+ckP/O4FUBSStDULy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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Reshape_Name <- babynames %>%\n",
    "filter(sex==\"F\") %>%\n",
    "select(name, year, n) %>%\n",
    "spread(year, n, fill=0)\n",
    "\n",
    "bwf<-Reshape_Name[,2:139] \n",
    "rownames(bwf)<- Reshape_Name %>% .$name\n",
    "names.pca <- princomp(bwf)\n",
    "plot(names.pca)\n",
    "\n",
    "\n",
    "set.seed(100)\n",
    "names.k <- kmeans(bwf, 6)\n",
    "table(names.k$cluster)\n",
    "names(names.k$cluster[names.k$cluster==1])\n",
    "\n",
    "clust1 <- names(names.k$cluster[names.k$cluster<4])\n",
    "Reshape_Name1 <- Reshape_Name %>% mutate(id = rownames(.))%>% \n",
    "filter(!id %in%clust1)\n",
    "\n",
    "bwf1 <- bwf %>%  filter(rownames(.) %in% clust1) \n",
    "\n",
    "### principal components analysis - females\n",
    "resF1.pca <- princomp(bwf1)\n",
    "plot(resF1.pca)\n",
    "\n",
    "set.seed(10)\n",
    "names <- kmeans(bwf1, 7)\n",
    "table(names$cluster)\n",
    "\n",
    "babynames %>%\n",
    "  filter(sex==\"F\") %>%\n",
    "  filter(name %in% clust1[names$cluster==2]) %>% \n",
    "  ggplot(aes(year, n)) +\n",
    "  geom_line(aes(color=name, group=name), lwd=1) +\n",
    "  theme_classic() \n",
    "\n",
    "#similiarity mapping. \n",
    "D <- dist(bwf1)  #create distance object\n",
    "\n",
    "\n",
    "# creating dataframe for plotting colors and text on final plot\n",
    "\n",
    "cluster1 <- clust1[names$cluster==1]\n",
    "cluster2 <- clust1[names$cluster==2]\n",
    "cluster3 <- clust1[names$cluster==3]\n",
    "cluster4 <- clust1[names$cluster==4]\n",
    "cluster5 <- clust1[names$cluster==5]\n",
    "cluster6 <- clust1[names$cluster==6]\n",
    "cluster7 <- clust1[names$cluster==7]\n",
    "\n",
    "\n",
    "\n",
    "namesdf <- data.frame(\n",
    "              name = c(cluster1, cluster2, cluster3, cluster4, \n",
    "                       cluster5, cluster6, cluster7), \n",
    "              group = c(rep(1, length(cluster1)), \n",
    "                        rep(2, length(cluster2)), \n",
    "                        rep(3, length(cluster3)), \n",
    "                        rep(4, length(cluster4)), \n",
    "                        rep(5, length(cluster5)), \n",
    "                        rep(6, length(cluster6)), \n",
    "                        rep(7, length(cluster7)))\n",
    "           )\n",
    "                    \n",
    "\n",
    "namesdf <- namesdf[match(clust1, namesdf$name),] #names in correct order to match rownames of babywideF1 \n",
    "\n",
    "colors = rainbow(7)\n",
    "names(colors) = unique(namesdf$group)\n",
    "\n",
    "\n",
    "#define function used in plotting\n",
    "ecb = function(x,y){ plot(x,t='n'); text(x,labels=rownames(bwf1), col=colors[namesdf$group], cex=1) }\n",
    "\n",
    "\n",
    "set.seed(100)\n",
    "tsne_D <- tsne(D, k=2,  epoch_callback = ecb, perplexity=50)\n",
    "namesdf$x <- tsne_D[,1]\n",
    "namesdf$y <- tsne_D[,2]             \n",
    "\n",
    "head(namesdf)\n",
    "\n",
    "ggplot(namesdf, aes(x=x, y=y, color=factor(group), label=name)) +\n",
    "  geom_text(size=2) +\n",
    "  theme_classic() +\n",
    "  theme(legend.position='none')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b21c0a7",
   "metadata": {},
   "source": [
    "# comparing the with U.K. (1996 vs 2020 M and F)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "2af585e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!doctype html>\n",
       "<html>\n",
       "\t<head>\n",
       "\t\t<meta charset=\"utf-8\">\n",
       "\t\t<script title=\"htmlwidgets\" src=\"data:application/javascript;base64,(function() {
  // If window.HTMLWidgets is already defined, then use it; otherwise create a
  // new object. This allows preceding code to set options that affect the
  // initialization process (though none currently exist).
  window.HTMLWidgets = window.HTMLWidgets || {};

  // See if we're running in a viewer pane. If not, we're in a web browser.
  var viewerMode = window.HTMLWidgets.viewerMode =
      /\bviewer_pane=1\b/.test(window.location);

  // See if we're running in Shiny mode. If not, it's a static document.
  // Note that static widgets can appear in both Shiny and static modes, but
  // obviously, Shiny widgets can only appear in Shiny apps/documents.
  var shinyMode = window.HTMLWidgets.shinyMode =
      typeof(window.Shiny) !== "undefined" && !!window.Shiny.outputBindings;

  // We can't count on jQuery being available, so we implement our own
  // version if necessary.
  function querySelectorAll(scope, selector) {
    if (typeof(jQuery) !== "undefined" && scope instanceof jQuery) {
      return scope.find(selector);
    }
    if (scope.querySelectorAll) {
      return scope.querySelectorAll(selector);
    }
  }

  function asArray(value) {
    if (value === null)
      return [];
    if ($.isArray(value))
      return value;
    return [value];
  }

  // Implement jQuery's extend
  function extend(target /*, ... */) {
    if (arguments.length == 1) {
      return target;
    }
    for (var i = 1; i < arguments.length; i++) {
      var source = arguments[i];
      for (var prop in source) {
        if (source.hasOwnProperty(prop)) {
          target[prop] = source[prop];
        }
      }
    }
    return target;
  }

  // IE8 doesn't support Array.forEach.
  function forEach(values, callback, thisArg) {
    if (values.forEach) {
      values.forEach(callback, thisArg);
    } else {
      for (var i = 0; i < values.length; i++) {
        callback.call(thisArg, values[i], i, values);
      }
    }
  }

  // Replaces the specified method with the return value of funcSource.
  //
  // Note that funcSource should not BE the new method, it should be a function
  // that RETURNS the new method. funcSource receives a single argument that is
  // the overridden method, it can be called from the new method. The overridden
  // method can be called like a regular function, it has the target permanently
  // bound to it so "this" will work correctly.
  function overrideMethod(target, methodName, funcSource) {
    var superFunc = target[methodName] || function() {};
    var superFuncBound = function() {
      return superFunc.apply(target, arguments);
    };
    target[methodName] = funcSource(superFuncBound);
  }

  // Add a method to delegator that, when invoked, calls
  // delegatee.methodName. If there is no such method on
  // the delegatee, but there was one on delegator before
  // delegateMethod was called, then the original version
  // is invoked instead.
  // For example:
  //
  // var a = {
  //   method1: function() { console.log('a1'); }
  //   method2: function() { console.log('a2'); }
  // };
  // var b = {
  //   method1: function() { console.log('b1'); }
  // };
  // delegateMethod(a, b, "method1");
  // delegateMethod(a, b, "method2");
  // a.method1();
  // a.method2();
  //
  // The output would be "b1", "a2".
  function delegateMethod(delegator, delegatee, methodName) {
    var inherited = delegator[methodName];
    delegator[methodName] = function() {
      var target = delegatee;
      var method = delegatee[methodName];

      // The method doesn't exist on the delegatee. Instead,
      // call the method on the delegator, if it exists.
      if (!method) {
        target = delegator;
        method = inherited;
      }

      if (method) {
        return method.apply(target, arguments);
      }
    };
  }

  // Implement a vague facsimilie of jQuery's data method
  function elementData(el, name, value) {
    if (arguments.length == 2) {
      return el["htmlwidget_data_" + name];
    } else if (arguments.length == 3) {
      el["htmlwidget_data_" + name] = value;
      return el;
    } else {
      throw new Error("Wrong number of arguments for elementData: " +
        arguments.length);
    }
  }

  // http://stackoverflow.com/questions/3446170/escape-string-for-use-in-javascript-regex
  function escapeRegExp(str) {
    return str.replace(/[\-\[\]\/\{\}\(\)\*\+\?\.\\\^\$\|]/g, "\\$&");
  }

  function hasClass(el, className) {
    var re = new RegExp("\\b" + escapeRegExp(className) + "\\b");
    return re.test(el.className);
  }

  // elements - array (or array-like object) of HTML elements
  // className - class name to test for
  // include - if true, only return elements with given className;
  //   if false, only return elements *without* given className
  function filterByClass(elements, className, include) {
    var results = [];
    for (var i = 0; i < elements.length; i++) {
      if (hasClass(elements[i], className) == include)
        results.push(elements[i]);
    }
    return results;
  }

  function on(obj, eventName, func) {
    if (obj.addEventListener) {
      obj.addEventListener(eventName, func, false);
    } else if (obj.attachEvent) {
      obj.attachEvent(eventName, func);
    }
  }

  function off(obj, eventName, func) {
    if (obj.removeEventListener)
      obj.removeEventListener(eventName, func, false);
    else if (obj.detachEvent) {
      obj.detachEvent(eventName, func);
    }
  }

  // Translate array of values to top/right/bottom/left, as usual with
  // the "padding" CSS property
  // https://developer.mozilla.org/en-US/docs/Web/CSS/padding
  function unpackPadding(value) {
    if (typeof(value) === "number")
      value = [value];
    if (value.length === 1) {
      return {top: value[0], right: value[0], bottom: value[0], left: value[0]};
    }
    if (value.length === 2) {
      return {top: value[0], right: value[1], bottom: value[0], left: value[1]};
    }
    if (value.length === 3) {
      return {top: value[0], right: value[1], bottom: value[2], left: value[1]};
    }
    if (value.length === 4) {
      return {top: value[0], right: value[1], bottom: value[2], left: value[3]};
    }
  }

  // Convert an unpacked padding object to a CSS value
  function paddingToCss(paddingObj) {
    return paddingObj.top + "px " + paddingObj.right + "px " + paddingObj.bottom + "px " + paddingObj.left + "px";
  }

  // Makes a number suitable for CSS
  function px(x) {
    if (typeof(x) === "number")
      return x + "px";
    else
      return x;
  }

  // Retrieves runtime widget sizing information for an element.
  // The return value is either null, or an object with fill, padding,
  // defaultWidth, defaultHeight fields.
  function sizingPolicy(el) {
    var sizingEl = document.querySelector("script[data-for='" + el.id + "'][type='application/htmlwidget-sizing']");
    if (!sizingEl)
      return null;
    var sp = JSON.parse(sizingEl.textContent || sizingEl.text || "{}");
    if (viewerMode) {
      return sp.viewer;
    } else {
      return sp.browser;
    }
  }

  // @param tasks Array of strings (or falsy value, in which case no-op).
  //   Each element must be a valid JavaScript expression that yields a
  //   function. Or, can be an array of objects with "code" and "data"
  //   properties; in this case, the "code" property should be a string
  //   of JS that's an expr that yields a function, and "data" should be
  //   an object that will be added as an additional argument when that
  //   function is called.
  // @param target The object that will be "this" for each function
  //   execution.
  // @param args Array of arguments to be passed to the functions. (The
  //   same arguments will be passed to all functions.)
  function evalAndRun(tasks, target, args) {
    if (tasks) {
      forEach(tasks, function(task) {
        var theseArgs = args;
        if (typeof(task) === "object") {
          theseArgs = theseArgs.concat([task.data]);
          task = task.code;
        }
        var taskFunc = eval("(" + task + ")");
        if (typeof(taskFunc) !== "function") {
          throw new Error("Task must be a function! Source:\n" + task);
        }
        taskFunc.apply(target, theseArgs);
      });
    }
  }

  function initSizing(el) {
    var sizing = sizingPolicy(el);
    if (!sizing)
      return;

    var cel = document.getElementById("htmlwidget_container");
    if (!cel)
      return;

    if (typeof(sizing.padding) !== "undefined") {
      document.body.style.margin = "0";
      document.body.style.padding = paddingToCss(unpackPadding(sizing.padding));
    }

    if (sizing.fill) {
      document.body.style.overflow = "hidden";
      document.body.style.width = "100%";
      document.body.style.height = "100%";
      document.documentElement.style.width = "100%";
      document.documentElement.style.height = "100%";
      if (cel) {
        cel.style.position = "absolute";
        var pad = unpackPadding(sizing.padding);
        cel.style.top = pad.top + "px";
        cel.style.right = pad.right + "px";
        cel.style.bottom = pad.bottom + "px";
        cel.style.left = pad.left + "px";
        el.style.width = "100%";
        el.style.height = "100%";
      }

      return {
        getWidth: function() { return cel.offsetWidth; },
        getHeight: function() { return cel.offsetHeight; }
      };

    } else {
      el.style.width = px(sizing.width);
      el.style.height = px(sizing.height);

      return {
        getWidth: function() { return el.offsetWidth; },
        getHeight: function() { return el.offsetHeight; }
      };
    }
  }

  // Default implementations for methods
  var defaults = {
    find: function(scope) {
      return querySelectorAll(scope, "." + this.name);
    },
    renderError: function(el, err) {
      var $el = $(el);

      this.clearError(el);

      // Add all these error classes, as Shiny does
      var errClass = "shiny-output-error";
      if (err.type !== null) {
        // use the classes of the error condition as CSS class names
        errClass = errClass + " " + $.map(asArray(err.type), function(type) {
          return errClass + "-" + type;
        }).join(" ");
      }
      errClass = errClass + " htmlwidgets-error";

      // Is el inline or block? If inline or inline-block, just display:none it
      // and add an inline error.
      var display = $el.css("display");
      $el.data("restore-display-mode", display);

      if (display === "inline" || display === "inline-block") {
        $el.hide();
        if (err.message !== "") {
          var errorSpan = $("<span>").addClass(errClass);
          errorSpan.text(err.message);
          $el.after(errorSpan);
        }
      } else if (display === "block") {
        // If block, add an error just after the el, set visibility:none on the
        // el, and position the error to be on top of the el.
        // Mark it with a unique ID and CSS class so we can remove it later.
        $el.css("visibility", "hidden");
        if (err.message !== "") {
          var errorDiv = $("<div>").addClass(errClass).css("position", "absolute")
            .css("top", el.offsetTop)
            .css("left", el.offsetLeft)
            // setting width can push out the page size, forcing otherwise
            // unnecessary scrollbars to appear and making it impossible for
            // the element to shrink; so use max-width instead
            .css("maxWidth", el.offsetWidth)
            .css("height", el.offsetHeight);
          errorDiv.text(err.message);
          $el.after(errorDiv);

          // Really dumb way to keep the size/position of the error in sync with
          // the parent element as the window is resized or whatever.
          var intId = setInterval(function() {
            if (!errorDiv[0].parentElement) {
              clearInterval(intId);
              return;
            }
            errorDiv
              .css("top", el.offsetTop)
              .css("left", el.offsetLeft)
              .css("maxWidth", el.offsetWidth)
              .css("height", el.offsetHeight);
          }, 500);
        }
      }
    },
    clearError: function(el) {
      var $el = $(el);
      var display = $el.data("restore-display-mode");
      $el.data("restore-display-mode", null);

      if (display === "inline" || display === "inline-block") {
        if (display)
          $el.css("display", display);
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      } else if (display === "block"){
        $el.css("visibility", "inherit");
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      }
    },
    sizing: {}
  };

  // Called by widget bindings to register a new type of widget. The definition
  // object can contain the following properties:
  // - name (required) - A string indicating the binding name, which will be
  //   used by default as the CSS classname to look for.
  // - initialize (optional) - A function(el) that will be called once per
  //   widget element; if a value is returned, it will be passed as the third
  //   value to renderValue.
  // - renderValue (required) - A function(el, data, initValue) that will be
  //   called with data. Static contexts will cause this to be called once per
  //   element; Shiny apps will cause this to be called multiple times per
  //   element, as the data changes.
  window.HTMLWidgets.widget = function(definition) {
    if (!definition.name) {
      throw new Error("Widget must have a name");
    }
    if (!definition.type) {
      throw new Error("Widget must have a type");
    }
    // Currently we only support output widgets
    if (definition.type !== "output") {
      throw new Error("Unrecognized widget type '" + definition.type + "'");
    }
    // TODO: Verify that .name is a valid CSS classname

    // Support new-style instance-bound definitions. Old-style class-bound
    // definitions have one widget "object" per widget per type/class of
    // widget; the renderValue and resize methods on such widget objects
    // take el and instance arguments, because the widget object can't
    // store them. New-style instance-bound definitions have one widget
    // object per widget instance; the definition that's passed in doesn't
    // provide renderValue or resize methods at all, just the single method
    //   factory(el, width, height)
    // which returns an object that has renderValue(x) and resize(w, h).
    // This enables a far more natural programming style for the widget
    // author, who can store per-instance state using either OO-style
    // instance fields or functional-style closure variables (I guess this
    // is in contrast to what can only be called C-style pseudo-OO which is
    // what we required before).
    if (definition.factory) {
      definition = createLegacyDefinitionAdapter(definition);
    }

    if (!definition.renderValue) {
      throw new Error("Widget must have a renderValue function");
    }

    // For static rendering (non-Shiny), use a simple widget registration
    // scheme. We also use this scheme for Shiny apps/documents that also
    // contain static widgets.
    window.HTMLWidgets.widgets = window.HTMLWidgets.widgets || [];
    // Merge defaults into the definition; don't mutate the original definition.
    var staticBinding = extend({}, defaults, definition);
    overrideMethod(staticBinding, "find", function(superfunc) {
      return function(scope) {
        var results = superfunc(scope);
        // Filter out Shiny outputs, we only want the static kind
        return filterByClass(results, "html-widget-output", false);
      };
    });
    window.HTMLWidgets.widgets.push(staticBinding);

    if (shinyMode) {
      // Shiny is running. Register the definition with an output binding.
      // The definition itself will not be the output binding, instead
      // we will make an output binding object that delegates to the
      // definition. This is because we foolishly used the same method
      // name (renderValue) for htmlwidgets definition and Shiny bindings
      // but they actually have quite different semantics (the Shiny
      // bindings receive data that includes lots of metadata that it
      // strips off before calling htmlwidgets renderValue). We can't
      // just ignore the difference because in some widgets it's helpful
      // to call this.renderValue() from inside of resize(), and if
      // we're not delegating, then that call will go to the Shiny
      // version instead of the htmlwidgets version.

      // Merge defaults with definition, without mutating either.
      var bindingDef = extend({}, defaults, definition);

      // This object will be our actual Shiny binding.
      var shinyBinding = new Shiny.OutputBinding();

      // With a few exceptions, we'll want to simply use the bindingDef's
      // version of methods if they are available, otherwise fall back to
      // Shiny's defaults. NOTE: If Shiny's output bindings gain additional
      // methods in the future, and we want them to be overrideable by
      // HTMLWidget binding definitions, then we'll need to add them to this
      // list.
      delegateMethod(shinyBinding, bindingDef, "getId");
      delegateMethod(shinyBinding, bindingDef, "onValueChange");
      delegateMethod(shinyBinding, bindingDef, "onValueError");
      delegateMethod(shinyBinding, bindingDef, "renderError");
      delegateMethod(shinyBinding, bindingDef, "clearError");
      delegateMethod(shinyBinding, bindingDef, "showProgress");

      // The find, renderValue, and resize are handled differently, because we
      // want to actually decorate the behavior of the bindingDef methods.

      shinyBinding.find = function(scope) {
        var results = bindingDef.find(scope);

        // Only return elements that are Shiny outputs, not static ones
        var dynamicResults = results.filter(".html-widget-output");

        // It's possible that whatever caused Shiny to think there might be
        // new dynamic outputs, also caused there to be new static outputs.
        // Since there might be lots of different htmlwidgets bindings, we
        // schedule execution for later--no need to staticRender multiple
        // times.
        if (results.length !== dynamicResults.length)
          scheduleStaticRender();

        return dynamicResults;
      };

      // Wrap renderValue to handle initialization, which unfortunately isn't
      // supported natively by Shiny at the time of this writing.

      shinyBinding.renderValue = function(el, data) {
        Shiny.renderDependencies(data.deps);
        // Resolve strings marked as javascript literals to objects
        if (!(data.evals instanceof Array)) data.evals = [data.evals];
        for (var i = 0; data.evals && i < data.evals.length; i++) {
          window.HTMLWidgets.evaluateStringMember(data.x, data.evals[i]);
        }
        if (!bindingDef.renderOnNullValue) {
          if (data.x === null) {
            el.style.visibility = "hidden";
            return;
          } else {
            el.style.visibility = "inherit";
          }
        }
        if (!elementData(el, "initialized")) {
          initSizing(el);

          elementData(el, "initialized", true);
          if (bindingDef.initialize) {
            var result = bindingDef.initialize(el, el.offsetWidth,
              el.offsetHeight);
            elementData(el, "init_result", result);
          }
        }
        bindingDef.renderValue(el, data.x, elementData(el, "init_result"));
        evalAndRun(data.jsHooks.render, elementData(el, "init_result"), [el, data.x]);
      };

      // Only override resize if bindingDef implements it
      if (bindingDef.resize) {
        shinyBinding.resize = function(el, width, height) {
          // Shiny can call resize before initialize/renderValue have been
          // called, which doesn't make sense for widgets.
          if (elementData(el, "initialized")) {
            bindingDef.resize(el, width, height, elementData(el, "init_result"));
          }
        };
      }

      Shiny.outputBindings.register(shinyBinding, bindingDef.name);
    }
  };

  var scheduleStaticRenderTimerId = null;
  function scheduleStaticRender() {
    if (!scheduleStaticRenderTimerId) {
      scheduleStaticRenderTimerId = setTimeout(function() {
        scheduleStaticRenderTimerId = null;
        window.HTMLWidgets.staticRender();
      }, 1);
    }
  }

  // Render static widgets after the document finishes loading
  // Statically render all elements that are of this widget's class
  window.HTMLWidgets.staticRender = function() {
    var bindings = window.HTMLWidgets.widgets || [];
    forEach(bindings, function(binding) {
      var matches = binding.find(document.documentElement);
      forEach(matches, function(el) {
        var sizeObj = initSizing(el, binding);

        if (hasClass(el, "html-widget-static-bound"))
          return;
        el.className = el.className + " html-widget-static-bound";

        var initResult;
        if (binding.initialize) {
          initResult = binding.initialize(el,
            sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            sizeObj ? sizeObj.getHeight() : el.offsetHeight
          );
          elementData(el, "init_result", initResult);
        }

        if (binding.resize) {
          var lastSize = {
            w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
          };
          var resizeHandler = function(e) {
            var size = {
              w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
              h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
            };
            if (size.w === 0 && size.h === 0)
              return;
            if (size.w === lastSize.w && size.h === lastSize.h)
              return;
            lastSize = size;
            binding.resize(el, size.w, size.h, initResult);
          };

          on(window, "resize", resizeHandler);

          // This is needed for cases where we're running in a Shiny
          // app, but the widget itself is not a Shiny output, but
          // rather a simple static widget. One example of this is
          // an rmarkdown document that has runtime:shiny and widget
          // that isn't in a render function. Shiny only knows to
          // call resize handlers for Shiny outputs, not for static
          // widgets, so we do it ourselves.
          if (window.jQuery) {
            window.jQuery(document).on(
              "shown.htmlwidgets shown.bs.tab.htmlwidgets shown.bs.collapse.htmlwidgets",
              resizeHandler
            );
            window.jQuery(document).on(
              "hidden.htmlwidgets hidden.bs.tab.htmlwidgets hidden.bs.collapse.htmlwidgets",
              resizeHandler
            );
          }

          // This is needed for the specific case of ioslides, which
          // flips slides between display:none and display:block.
          // Ideally we would not have to have ioslide-specific code
          // here, but rather have ioslides raise a generic event,
          // but the rmarkdown package just went to CRAN so the
          // window to getting that fixed may be long.
          if (window.addEventListener) {
            // It's OK to limit this to window.addEventListener
            // browsers because ioslides itself only supports
            // such browsers.
            on(document, "slideenter", resizeHandler);
            on(document, "slideleave", resizeHandler);
          }
        }

        var scriptData = document.querySelector("script[data-for='" + el.id + "'][type='application/json']");
        if (scriptData) {
          var data = JSON.parse(scriptData.textContent || scriptData.text);
          // Resolve strings marked as javascript literals to objects
          if (!(data.evals instanceof Array)) data.evals = [data.evals];
          for (var k = 0; data.evals && k < data.evals.length; k++) {
            window.HTMLWidgets.evaluateStringMember(data.x, data.evals[k]);
          }
          binding.renderValue(el, data.x, initResult);
          evalAndRun(data.jsHooks.render, initResult, [el, data.x]);
        }
      });
    });

    invokePostRenderHandlers();
  }

  // Wait until after the document has loaded to render the widgets.
  if (document.addEventListener) {
    document.addEventListener("DOMContentLoaded", function() {
      document.removeEventListener("DOMContentLoaded", arguments.callee, false);
      window.HTMLWidgets.staticRender();
    }, false);
  } else if (document.attachEvent) {
    document.attachEvent("onreadystatechange", function() {
      if (document.readyState === "complete") {
        document.detachEvent("onreadystatechange", arguments.callee);
        window.HTMLWidgets.staticRender();
      }
    });
  }


  window.HTMLWidgets.getAttachmentUrl = function(depname, key) {
    // If no key, default to the first item
    if (typeof(key) === "undefined")
      key = 1;

    var link = document.getElementById(depname + "-" + key + "-attachment");
    if (!link) {
      throw new Error("Attachment " + depname + "/" + key + " not found in document");
    }
    return link.getAttribute("href");
  };

  window.HTMLWidgets.dataframeToD3 = function(df) {
    var names = [];
    var length;
    for (var name in df) {
        if (df.hasOwnProperty(name))
            names.push(name);
        if (typeof(df[name]) !== "object" || typeof(df[name].length) === "undefined") {
            throw new Error("All fields must be arrays");
        } else if (typeof(length) !== "undefined" && length !== df[name].length) {
            throw new Error("All fields must be arrays of the same length");
        }
        length = df[name].length;
    }
    var results = [];
    var item;
    for (var row = 0; row < length; row++) {
        item = {};
        for (var col = 0; col < names.length; col++) {
            item[names[col]] = df[names[col]][row];
        }
        results.push(item);
    }
    return results;
  };

  window.HTMLWidgets.transposeArray2D = function(array) {
      if (array.length === 0) return array;
      var newArray = array[0].map(function(col, i) {
          return array.map(function(row) {
              return row[i]
          })
      });
      return newArray;
  };
  // Split value at splitChar, but allow splitChar to be escaped
  // using escapeChar. Any other characters escaped by escapeChar
  // will be included as usual (including escapeChar itself).
  function splitWithEscape(value, splitChar, escapeChar) {
    var results = [];
    var escapeMode = false;
    var currentResult = "";
    for (var pos = 0; pos < value.length; pos++) {
      if (!escapeMode) {
        if (value[pos] === splitChar) {
          results.push(currentResult);
          currentResult = "";
        } else if (value[pos] === escapeChar) {
          escapeMode = true;
        } else {
          currentResult += value[pos];
        }
      } else {
        currentResult += value[pos];
        escapeMode = false;
      }
    }
    if (currentResult !== "") {
      results.push(currentResult);
    }
    return results;
  }
  // Function authored by Yihui/JJ Allaire
  window.HTMLWidgets.evaluateStringMember = function(o, member) {
    var parts = splitWithEscape(member, '.', '\\');
    for (var i = 0, l = parts.length; i < l; i++) {
      var part = parts[i];
      // part may be a character or 'numeric' member name
      if (o !== null && typeof o === "object" && part in o) {
        if (i == (l - 1)) { // if we are at the end of the line then evalulate
          if (typeof o[part] === "string")
            o[part] = eval("(" + o[part] + ")");
        } else { // otherwise continue to next embedded object
          o = o[part];
        }
      }
    }
  };

  // Retrieve the HTMLWidget instance (i.e. the return value of an
  // HTMLWidget binding's initialize() or factory() function)
  // associated with an element, or null if none.
  window.HTMLWidgets.getInstance = function(el) {
    return elementData(el, "init_result");
  };

  // Finds the first element in the scope that matches the selector,
  // and returns the HTMLWidget instance (i.e. the return value of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with that element, if any. If no element matches the
  // selector, or the first matching element has no HTMLWidget
  // instance associated with it, then null is returned.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.find = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var el = scope.querySelector(selector);
    if (el === null) {
      return null;
    } else {
      return window.HTMLWidgets.getInstance(el);
    }
  };

  // Finds all elements in the scope that match the selector, and
  // returns the HTMLWidget instances (i.e. the return values of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with the elements, in an array. If elements that
  // match the selector don't have an associated HTMLWidget
  // instance, the returned array will contain nulls.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.findAll = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var nodes = scope.querySelectorAll(selector);
    var results = [];
    for (var i = 0; i < nodes.length; i++) {
      results.push(window.HTMLWidgets.getInstance(nodes[i]));
    }
    return results;
  };

  var postRenderHandlers = [];
  function invokePostRenderHandlers() {
    while (postRenderHandlers.length) {
      var handler = postRenderHandlers.shift();
      if (handler) {
        handler();
      }
    }
  }

  // Register the given callback function to be invoked after the
  // next time static widgets are rendered.
  window.HTMLWidgets.addPostRenderHandler = function(callback) {
    postRenderHandlers.push(callback);
  };

  // Takes a new-style instance-bound definition, and returns an
  // old-style class-bound definition. This saves us from having
  // to rewrite all the logic in this file to accomodate both
  // types of definitions.
  function createLegacyDefinitionAdapter(defn) {
    var result = {
      name: defn.name,
      type: defn.type,
      initialize: function(el, width, height) {
        return defn.factory(el, width, height);
      },
      renderValue: function(el, x, instance) {
        return instance.renderValue(x);
      },
      resize: function(el, width, height, instance) {
        return instance.resize(width, height);
      }
    };

    if (defn.find)
      result.find = defn.find;
    if (defn.renderError)
      result.renderError = defn.renderError;
    if (defn.clearError)
      result.clearError = defn.clearError;

    return result;
  }
})();

\"></script>\n",
       "<script title=\"wordcloud2\" src=\"data:application/javascript;base64,/*!
 * wordcloud2.js
 * http://timdream.org/wordcloud2.js/
 *
 * Copyright 2011 - 2013 Tim Chien
 * Released under the MIT license
 */

'use strict';

// setImmediate
if (!window.setImmediate) {
  window.setImmediate = (function setupSetImmediate() {
    return window.msSetImmediate ||
    window.webkitSetImmediate ||
    window.mozSetImmediate ||
    window.oSetImmediate ||
    (function setupSetZeroTimeout() {
      if (!window.postMessage || !window.addEventListener) {
        return null;
      }

      var callbacks = [undefined];
      var message = 'zero-timeout-message';

      // Like setTimeout, but only takes a function argument.  There's
      // no time argument (always zero) and no arguments (you have to
      // use a closure).
      var setZeroTimeout = function setZeroTimeout(callback) {
        var id = callbacks.length;
        callbacks.push(callback);
        window.postMessage(message + id.toString(36), '*');

        return id;
      };

      window.addEventListener('message', function setZeroTimeoutMessage(evt) {
        // Skipping checking event source, retarded IE confused this window
        // object with another in the presence of iframe
        if (typeof evt.data !== 'string' ||
            evt.data.substr(0, message.length) !== message/* ||
            evt.source !== window */) {
          return;
        }

        evt.stopImmediatePropagation();

        var id = parseInt(evt.data.substr(message.length), 36);
        if (!callbacks[id]) {
          return;
        }

        callbacks[id]();
        callbacks[id] = undefined;
      }, true);

      /* specify clearImmediate() here since we need the scope */
      window.clearImmediate = function clearZeroTimeout(id) {
        if (!callbacks[id]) {
          return;
        }

        callbacks[id] = undefined;
      };

      return setZeroTimeout;
    })() ||
    // fallback
    function setImmediateFallback(fn) {
      window.setTimeout(fn, 0);
    };
  })();
}

if (!window.clearImmediate) {
  window.clearImmediate = (function setupClearImmediate() {
    return window.msClearImmediate ||
    window.webkitClearImmediate ||
    window.mozClearImmediate ||
    window.oClearImmediate ||
    // "clearZeroTimeout" is implement on the previous block ||
    // fallback
    function clearImmediateFallback(timer) {
      window.clearTimeout(timer);
    };
  })();
}

(function(global) {

  // Check if WordCloud can run on this browser
  var isSupported = (function isSupported() {
    var canvas = document.createElement('canvas');
    if (!canvas || !canvas.getContext) {
      return false;
    }

    var ctx = canvas.getContext('2d');
    if (!ctx.getImageData) {
      return false;
    }
    if (!ctx.fillText) {
      return false;
    }

    if (!Array.prototype.some) {
      return false;
    }
    if (!Array.prototype.push) {
      return false;
    }

    return true;
  }());

  // Find out if the browser impose minium font size by
  // drawing small texts on a canvas and measure it's width.
  var minFontSize = (function getMinFontSize() {
    if (!isSupported) {
      return;
    }

    var ctx = document.createElement('canvas').getContext('2d');

    // start from 20
    var size = 20;

    // two sizes to measure
    var hanWidth, mWidth;

    while (size) {
      ctx.font = size.toString(10) + 'px sans-serif';
      if ((ctx.measureText('\uFF37').width === hanWidth) &&
          (ctx.measureText('m').width) === mWidth) {
        return (size + 1);
      }

      hanWidth = ctx.measureText('\uFF37').width;
      mWidth = ctx.measureText('m').width;

      size--;
    }

    return 0;
  })();

  // Based on http://jsfromhell.com/array/shuffle
  var shuffleArray = function shuffleArray(arr) {
    for (var j, x, i = arr.length; i;
      j = Math.floor(Math.random() * i),
      x = arr[--i], arr[i] = arr[j],
      arr[j] = x) {}
    return arr;
  };

  var WordCloud = function WordCloud(elements, options) {
    if (!isSupported) {
      return;
    }

    if (!Array.isArray(elements)) {
      elements = [elements];
    }

    elements.forEach(function(el, i) {
      if (typeof el === 'string') {
        elements[i] = document.getElementById(el);
        if (!elements[i]) {
          throw 'The element id specified is not found.';
        }
      } else if (!el.tagName && !el.appendChild) {
        throw 'You must pass valid HTML elements, or ID of the element.';
      }
    });

    /* Default values to be overwritten by options object */
    var settings = {
      list: [],
      fontFamily: '"Trebuchet MS", "Heiti TC", "微軟正黑體", ' +
                  '"Arial Unicode MS", "Droid Fallback Sans", sans-serif',
      fontWeight: 'normal',
      color: 'random-dark',
      minSize: 0, // 0 to disable
      weightFactor: 1,
      clearCanvas: true,
      backgroundColor: '#fff',  // opaque white = rgba(255, 255, 255, 1)

      gridSize: 8,
      origin: null,

      drawMask: false,
      maskColor: 'rgba(255,0,0,0.3)',
      maskGapWidth: 0.3,

      wait: 0,
      abortThreshold: 0, // disabled
      abort: function noop() {},

      minRotation: - Math.PI / 2,
      maxRotation: Math.PI / 2,

      shuffle: true,
      rotateRatio: 0.1,

      shape: 'circle',
      ellipticity: 0.65,

      classes: null,

      hover: null,
      click: null
    };

    if (options) {
      for (var key in options) {
        if (key in settings) {
          settings[key] = options[key];
        }
      }
    }

    /* Convert weightFactor into a function */
    if (typeof settings.weightFactor !== 'function') {
      var factor = settings.weightFactor;
      settings.weightFactor = function weightFactor(pt) {
        return pt * factor; //in px
      };
    }

    /* Convert shape into a function */
    if (typeof settings.shape !== 'function') {
      switch (settings.shape) {
        case 'circle':
        /* falls through */
        default:
          // 'circle' is the default and a shortcut in the code loop.
          settings.shape = 'circle';
          break;

        case 'cardioid':
          settings.shape = function shapeCardioid(theta) {
            return 1 - Math.sin(theta);
          };
          break;

        /*

        To work out an X-gon, one has to calculate "m",
        where 1/(cos(2*PI/X)+m*sin(2*PI/X)) = 1/(cos(0)+m*sin(0))
        http://www.wolframalpha.com/input/?i=1%2F%28cos%282*PI%2FX%29%2Bm*sin%28
        2*PI%2FX%29%29+%3D+1%2F%28cos%280%29%2Bm*sin%280%29%29

        Copy the solution into polar equation r = 1/(cos(t') + m*sin(t'))
        where t' equals to mod(t, 2PI/X);

        */

        case 'diamond':
        case 'square':
          // http://www.wolframalpha.com/input/?i=plot+r+%3D+1%2F%28cos%28mod+
          // %28t%2C+PI%2F2%29%29%2Bsin%28mod+%28t%2C+PI%2F2%29%29%29%2C+t+%3D
          // +0+..+2*PI
          settings.shape = function shapeSquare(theta) {
            var thetaPrime = theta % (2 * Math.PI / 4);
            return 1 / (Math.cos(thetaPrime) + Math.sin(thetaPrime));
          };
          break;

        case 'triangle-forward':
          // http://www.wolframalpha.com/input/?i=plot+r+%3D+1%2F%28cos%28mod+
          // %28t%2C+2*PI%2F3%29%29%2Bsqrt%283%29sin%28mod+%28t%2C+2*PI%2F3%29
          // %29%29%2C+t+%3D+0+..+2*PI
          settings.shape = function shapeTriangle(theta) {
            var thetaPrime = theta % (2 * Math.PI / 3);
            return 1 / (Math.cos(thetaPrime) +
                        Math.sqrt(3) * Math.sin(thetaPrime));
          };
          break;

        case 'triangle':
        case 'triangle-upright':
          settings.shape = function shapeTriangle(theta) {
            var thetaPrime = (theta + Math.PI * 3 / 2) % (2 * Math.PI / 3);
            return 1 / (Math.cos(thetaPrime) +
                        Math.sqrt(3) * Math.sin(thetaPrime));
          };
          break;

        case 'pentagon':
          settings.shape = function shapePentagon(theta) {
            var thetaPrime = (theta + 0.955) % (2 * Math.PI / 5);
            return 1 / (Math.cos(thetaPrime) +
                        0.726543 * Math.sin(thetaPrime));
          };
          break;

        case 'star':
          settings.shape = function shapeStar(theta) {
            var thetaPrime = (theta + 0.955) % (2 * Math.PI / 10);
            if ((theta + 0.955) % (2 * Math.PI / 5) - (2 * Math.PI / 10) >= 0) {
              return 1 / (Math.cos((2 * Math.PI / 10) - thetaPrime) +
                          3.07768 * Math.sin((2 * Math.PI / 10) - thetaPrime));
            } else {
              return 1 / (Math.cos(thetaPrime) +
                          3.07768 * Math.sin(thetaPrime));
            }
          };
          break;
      }
    }

    /* Make sure gridSize is a whole number and is not smaller than 4px */
    settings.gridSize = Math.max(Math.floor(settings.gridSize), 4);

    /* shorthand */
    var g = settings.gridSize;
    var maskRectWidth = g - settings.maskGapWidth;

    /* normalize rotation settings */
    var rotationRange = Math.abs(settings.maxRotation - settings.minRotation);
    var minRotation = Math.min(settings.maxRotation, settings.minRotation);

    /* information/object available to all functions, set when start() */
    var grid, // 2d array containing filling information
      ngx, ngy, // width and height of the grid
      center, // position of the center of the cloud
      maxRadius;

    /* timestamp for measuring each putWord() action */
    var escapeTime;

    /* function for getting the color of the text */
    var getTextColor;
    function random_hsl_color(min, max) {
      return 'hsl(' +
        (Math.random() * 360).toFixed() + ',' +
        (Math.random() * 30 + 70).toFixed() + '%,' +
        (Math.random() * (max - min) + min).toFixed() + '%)';
    }
    switch (settings.color) {
      case 'random-dark':
        getTextColor = function getRandomDarkColor() {
          return random_hsl_color(10, 50);
        };
        break;

      case 'random-light':
        getTextColor = function getRandomLightColor() {
          return random_hsl_color(50, 90);
        };
        break;

      default:
        if (typeof settings.color === 'function') {
          getTextColor = settings.color;
        }
        break;
    }

    /* function for getting the classes of the text */
    var getTextClasses = null;
    if (typeof settings.classes === 'function') {
      getTextClasses = settings.classes;
    }

    /* Interactive */
    var interactive = false;
    var infoGrid = [];
    var hovered;

    var getInfoGridFromMouseTouchEvent =
    function getInfoGridFromMouseTouchEvent(evt) {
      var canvas = evt.currentTarget;
      var rect = canvas.getBoundingClientRect();
      var clientX;
      var clientY;
      /** Detect if touches are available */
      if (evt.touches) {
        clientX = evt.touches[0].clientX;
        clientY = evt.touches[0].clientY;
      } else {
        clientX = evt.clientX;
        clientY = evt.clientY;
      }
      var eventX = clientX - rect.left;
      var eventY = clientY - rect.top;

      var x = Math.floor(eventX * ((canvas.width / rect.width) || 1) / g);
      var y = Math.floor(eventY * ((canvas.height / rect.height) || 1) / g);

      return infoGrid[x][y];
    };

    var wordcloudhover = function wordcloudhover(evt) {
      var info = getInfoGridFromMouseTouchEvent(evt);

      if (hovered === info) {
        return;
      }

      hovered = info;
      if (!info) {
        settings.hover(undefined, undefined, evt);

        return;
      }

      settings.hover(info.item, info.dimension, evt);

    };

    var wordcloudclick = function wordcloudclick(evt) {
      var info = getInfoGridFromMouseTouchEvent(evt);
      if (!info) {
        return;
      }

      settings.click(info.item, info.dimension, evt);
      evt.preventDefault();
    };

    /* Get points on the grid for a given radius away from the center */
    var pointsAtRadius = [];
    var getPointsAtRadius = function getPointsAtRadius(radius) {
      if (pointsAtRadius[radius]) {
        return pointsAtRadius[radius];
      }

      // Look for these number of points on each radius
      var T = radius * 8;

      // Getting all the points at this radius
      var t = T;
      var points = [];

      if (radius === 0) {
        points.push([center[0], center[1], 0]);
      }

      while (t--) {
        // distort the radius to put the cloud in shape
        var rx = 1;
        if (settings.shape !== 'circle') {
          rx = settings.shape(t / T * 2 * Math.PI); // 0 to 1
        }

        // Push [x, y, t]; t is used solely for getTextColor()
        points.push([
          center[0] + radius * rx * Math.cos(-t / T * 2 * Math.PI),
          center[1] + radius * rx * Math.sin(-t / T * 2 * Math.PI) *
            settings.ellipticity,
          t / T * 2 * Math.PI]);
      }

      pointsAtRadius[radius] = points;
      return points;
    };

    /* Return true if we had spent too much time */
    var exceedTime = function exceedTime() {
      return ((settings.abortThreshold > 0) &&
        ((new Date()).getTime() - escapeTime > settings.abortThreshold));
    };

    /* Get the deg of rotation according to settings, and luck. */
    var getRotateDeg = function getRotateDeg() {
      if (settings.rotateRatio === 0) {
        return 0;
      }

      if (Math.random() > settings.rotateRatio) {
        return 0;
      }

      if (rotationRange === 0) {
        return minRotation;
      }

      return minRotation + Math.random() * rotationRange;
    };

    var getTextInfo = function getTextInfo(word, weight, rotateDeg) {
      // calculate the acutal font size
      // fontSize === 0 means weightFactor function wants the text skipped,
      // and size < minSize means we cannot draw the text.
      var debug = false;
      var fontSize = settings.weightFactor(weight);
      if (fontSize <= settings.minSize) {
        return false;
      }

      // Scale factor here is to make sure fillText is not limited by
      // the minium font size set by browser.
      // It will always be 1 or 2n.
      var mu = 1;
      if (fontSize < minFontSize) {
        mu = (function calculateScaleFactor() {
          var mu = 2;
          while (mu * fontSize < minFontSize) {
            mu += 2;
          }
          return mu;
        })();
      }

      var fcanvas = document.createElement('canvas');
      var fctx = fcanvas.getContext('2d', { willReadFrequently: true });

      fctx.font = settings.fontWeight + ' ' +
        (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;

      // Estimate the dimension of the text with measureText().
      var fw = fctx.measureText(word).width / mu;
      var fh = Math.max(fontSize * mu,
                        fctx.measureText('m').width,
                        fctx.measureText('\uFF37').width) / mu;

      // Create a boundary box that is larger than our estimates,
      // so text don't get cut of (it sill might)
      var boxWidth = fw + fh * 2;
      var boxHeight = fh * 3;
      var fgw = Math.ceil(boxWidth / g);
      var fgh = Math.ceil(boxHeight / g);
      boxWidth = fgw * g;
      boxHeight = fgh * g;

      // Calculate the proper offsets to make the text centered at
      // the preferred position.

      // This is simply half of the width.
      var fillTextOffsetX = - fw / 2;
      // Instead of moving the box to the exact middle of the preferred
      // position, for Y-offset we move 0.4 instead, so Latin alphabets look
      // vertical centered.
      var fillTextOffsetY = - fh * 0.4;

      // Calculate the actual dimension of the canvas, considering the rotation.
      var cgh = Math.ceil((boxWidth * Math.abs(Math.sin(rotateDeg)) +
                           boxHeight * Math.abs(Math.cos(rotateDeg))) / g);
      var cgw = Math.ceil((boxWidth * Math.abs(Math.cos(rotateDeg)) +
                           boxHeight * Math.abs(Math.sin(rotateDeg))) / g);
      var width = cgw * g;
      var height = cgh * g;

      fcanvas.setAttribute('width', width);
      fcanvas.setAttribute('height', height);

      if (debug) {
        // Attach fcanvas to the DOM
        document.body.appendChild(fcanvas);
        // Save it's state so that we could restore and draw the grid correctly.
        fctx.save();
      }

      // Scale the canvas with |mu|.
      fctx.scale(1 / mu, 1 / mu);
      fctx.translate(width * mu / 2, height * mu / 2);
      fctx.rotate(- rotateDeg);

      // Once the width/height is set, ctx info will be reset.
      // Set it again here.
      fctx.font = settings.fontWeight + ' ' +
        (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;

      // Fill the text into the fcanvas.
      // XXX: We cannot because textBaseline = 'top' here because
      // Firefox and Chrome uses different default line-height for canvas.
      // Please read https://bugzil.la/737852#c6.
      // Here, we use textBaseline = 'middle' and draw the text at exactly
      // 0.5 * fontSize lower.
      fctx.fillStyle = '#000';
      fctx.textBaseline = 'middle';
      fctx.fillText(word, fillTextOffsetX * mu,
                    (fillTextOffsetY + fontSize * 0.5) * mu);

      // Get the pixels of the text
      var imageData = fctx.getImageData(0, 0, width, height).data;

      if (exceedTime()) {
        return false;
      }

      if (debug) {
        // Draw the box of the original estimation
        fctx.strokeRect(fillTextOffsetX * mu,
                        fillTextOffsetY, fw * mu, fh * mu);
        fctx.restore();
      }

      // Read the pixels and save the information to the occupied array
      var occupied = [];
      var gx = cgw, gy, x, y;
      var bounds = [cgh / 2, cgw / 2, cgh / 2, cgw / 2];
      while (gx--) {
        gy = cgh;
        while (gy--) {
          y = g;
          singleGridLoop: {
            while (y--) {
              x = g;
              while (x--) {
                if (imageData[((gy * g + y) * width +
                               (gx * g + x)) * 4 + 3]) {
                  occupied.push([gx, gy]);

                  if (gx < bounds[3]) {
                    bounds[3] = gx;
                  }
                  if (gx > bounds[1]) {
                    bounds[1] = gx;
                  }
                  if (gy < bounds[0]) {
                    bounds[0] = gy;
                  }
                  if (gy > bounds[2]) {
                    bounds[2] = gy;
                  }

                  if (debug) {
                    fctx.fillStyle = 'rgba(255, 0, 0, 0.5)';
                    fctx.fillRect(gx * g, gy * g, g - 0.5, g - 0.5);
                  }
                  break singleGridLoop;
                }
              }
            }
            if (debug) {
              fctx.fillStyle = 'rgba(0, 0, 255, 0.5)';
              fctx.fillRect(gx * g, gy * g, g - 0.5, g - 0.5);
            }
          }
        }
      }

      if (debug) {
        fctx.fillStyle = 'rgba(0, 255, 0, 0.5)';
        fctx.fillRect(bounds[3] * g,
                      bounds[0] * g,
                      (bounds[1] - bounds[3] + 1) * g,
                      (bounds[2] - bounds[0] + 1) * g);
      }

      // Return information needed to create the text on the real canvas
      return {
        mu: mu,
        occupied: occupied,
        bounds: bounds,
        gw: cgw,
        gh: cgh,
        fillTextOffsetX: fillTextOffsetX,
        fillTextOffsetY: fillTextOffsetY,
        fillTextWidth: fw,
        fillTextHeight: fh,
        fontSize: fontSize
      };
    };

    /* Determine if there is room available in the given dimension */
    var canFitText = function canFitText(gx, gy, gw, gh, occupied) {
      // Go through the occupied points,
      // return false if the space is not available.
      var i = occupied.length;
      while (i--) {
        var px = gx + occupied[i][0];
        var py = gy + occupied[i][1];

        if (px >= ngx || py >= ngy || px < 0 || py < 0 || !grid[px][py]) {
          return false;
        }
      }
      return true;
    };

    /* Actually draw the text on the grid */
    var drawText = function drawText(gx, gy, info, word, weight,
                                     distance, theta, rotateDeg, attributes) {

      var fontSize = info.fontSize;
      var color;
      if (getTextColor) {
        color = getTextColor(word, weight, fontSize, distance, theta);
      } else if (settings.color instanceof Array) {
        color = settings.color.shift() || 'black'; // pass a array in setting, default 'black'
      } else {
        color = settings.color;
      }

      var classes;
      if (getTextClasses) {
        classes = getTextClasses(word, weight, fontSize, distance, theta);
      } else {
        classes = settings.classes;
      }

      var dimension;
      var bounds = info.bounds;
      dimension = {
        x: (gx + bounds[3]) * g,
        y: (gy + bounds[0]) * g,
        w: (bounds[1] - bounds[3] + 1) * g,
        h: (bounds[2] - bounds[0] + 1) * g
      };

      elements.forEach(function(el) {
        if (el.getContext) {
          var ctx = el.getContext('2d');
          var mu = info.mu;

          // Save the current state before messing it
          ctx.save();
          ctx.scale(1 / mu, 1 / mu);

          ctx.font = settings.fontWeight + ' ' +
                     (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;
          ctx.fillStyle = color;

          // Translate the canvas position to the origin coordinate of where
          // the text should be put.
          ctx.translate((gx + info.gw / 2) * g * mu,
                        (gy + info.gh / 2) * g * mu);

          if (rotateDeg !== 0) {
            ctx.rotate(- rotateDeg);
          }

          // Finally, fill the text.

          // XXX: We cannot because textBaseline = 'top' here because
          // Firefox and Chrome uses different default line-height for canvas.
          // Please read https://bugzil.la/737852#c6.
          // Here, we use textBaseline = 'middle' and draw the text at exactly
          // 0.5 * fontSize lower.
          ctx.textBaseline = 'middle';
          ctx.fillText(word, info.fillTextOffsetX * mu,
                             (info.fillTextOffsetY + fontSize * 0.5) * mu);

          // The below box is always matches how <span>s are positioned
          /* ctx.strokeRect(info.fillTextOffsetX, info.fillTextOffsetY,
            info.fillTextWidth, info.fillTextHeight); */

          // Restore the state.
          ctx.restore();
        } else {
          // drawText on DIV element
          var span = document.createElement('span');
          var transformRule = '';
          transformRule = 'rotate(' + (- rotateDeg / Math.PI * 180) + 'deg) ';
          if (info.mu !== 1) {
            transformRule +=
              'translateX(-' + (info.fillTextWidth / 4) + 'px) ' +
              'scale(' + (1 / info.mu) + ')';
          }
          var styleRules = {
            'position': 'absolute',
            'display': 'block',
            'font': settings.fontWeight + ' ' +
                    (fontSize * info.mu) + 'px ' + settings.fontFamily,
            'left': ((gx + info.gw / 2) * g + info.fillTextOffsetX) + 'px',
            'top': ((gy + info.gh / 2) * g + info.fillTextOffsetY) + 'px',
            'width': info.fillTextWidth + 'px',
            'height': info.fillTextHeight + 'px',
            'lineHeight': fontSize + 'px',
            'whiteSpace': 'nowrap',
            'transform': transformRule,
            'webkitTransform': transformRule,
            'msTransform': transformRule,
            'transformOrigin': '50% 40%',
            'webkitTransformOrigin': '50% 40%',
            'msTransformOrigin': '50% 40%'
          };
          if (color) {
            styleRules.color = color;
          }
          span.textContent = word;
          for (var cssProp in styleRules) {
            span.style[cssProp] = styleRules[cssProp];
          }
          if (attributes) {
            for (var attribute in attributes) {
              span.setAttribute(attribute, attributes[attribute]);
            }
          }
          if (classes) {
            span.className += classes;
          }
          el.appendChild(span);
        }
      });
    };

    /* Help function to updateGrid */
    var fillGridAt = function fillGridAt(x, y, drawMask, dimension, item) {
      if (x >= ngx || y >= ngy || x < 0 || y < 0) {
        return;
      }

      grid[x][y] = false;

      if (drawMask) {
        var ctx = elements[0].getContext('2d');
        ctx.fillRect(x * g, y * g, maskRectWidth, maskRectWidth);
      }

      if (interactive) {
        infoGrid[x][y] = { item: item, dimension: dimension };
      }
    };

    /* Update the filling information of the given space with occupied points.
       Draw the mask on the canvas if necessary. */
    var updateGrid = function updateGrid(gx, gy, gw, gh, info, item) {
      var occupied = info.occupied;
      var drawMask = settings.drawMask;
      var ctx;
      if (drawMask) {
        ctx = elements[0].getContext('2d');
        ctx.save();
        ctx.fillStyle = settings.maskColor;
      }

      var dimension;
      if (interactive) {
        var bounds = info.bounds;
        dimension = {
          x: (gx + bounds[3]) * g,
          y: (gy + bounds[0]) * g,
          w: (bounds[1] - bounds[3] + 1) * g,
          h: (bounds[2] - bounds[0] + 1) * g
        };
      }

      var i = occupied.length;
      while (i--) {
        fillGridAt(gx + occupied[i][0], gy + occupied[i][1],
                   drawMask, dimension, item);
      }

      if (drawMask) {
        ctx.restore();
      }
    };

    /* putWord() processes each item on the list,
       calculate it's size and determine it's position, and actually
       put it on the canvas. */
    var putWord = function putWord(item) {
      var word, weight, attributes;
      if (Array.isArray(item)) {
        word = item[0];
        weight = item[1];
      } else {
        word = item.word;
        weight = item.weight;
        attributes = item.attributes;
      }
      var rotateDeg = getRotateDeg();

      // get info needed to put the text onto the canvas
      var info = getTextInfo(word, weight, rotateDeg);

      // not getting the info means we shouldn't be drawing this one.
      if (!info) {
        return false;
      }

      if (exceedTime()) {
        return false;
      }

      // Skip the loop if we have already know the bounding box of
      // word is larger than the canvas.
      var bounds = info.bounds;
      if ((bounds[1] - bounds[3] + 1) > ngx ||
        (bounds[2] - bounds[0] + 1) > ngy) {
        return false;
      }

      // Determine the position to put the text by
      // start looking for the nearest points
      var r = maxRadius + 1;

      var tryToPutWordAtPoint = function(gxy) {
        var gx = Math.floor(gxy[0] - info.gw / 2);
        var gy = Math.floor(gxy[1] - info.gh / 2);
        var gw = info.gw;
        var gh = info.gh;

        // If we cannot fit the text at this position, return false
        // and go to the next position.
        if (!canFitText(gx, gy, gw, gh, info.occupied)) {
          return false;
        }

        // Actually put the text on the canvas
        drawText(gx, gy, info, word, weight,
                 (maxRadius - r), gxy[2], rotateDeg, attributes);

        // Mark the spaces on the grid as filled
        updateGrid(gx, gy, gw, gh, info, item);

        // Return true so some() will stop and also return true.
        return true;
      };

      while (r--) {
        var points = getPointsAtRadius(maxRadius - r);

        if (settings.shuffle) {
          points = [].concat(points);
          shuffleArray(points);
        }

        // Try to fit the words by looking at each point.
        // array.some() will stop and return true
        // when putWordAtPoint() returns true.
        // If all the points returns false, array.some() returns false.
        var drawn = points.some(tryToPutWordAtPoint);

        if (drawn) {
          // leave putWord() and return true
          return true;
        }
      }
      // we tried all distances but text won't fit, return false
      return false;
    };

    /* Send DOM event to all elements. Will stop sending event and return
       if the previous one is canceled (for cancelable events). */
    var sendEvent = function sendEvent(type, cancelable, detail) {
      if (cancelable) {
        return !elements.some(function(el) {
          var evt = document.createEvent('CustomEvent');
          evt.initCustomEvent(type, true, cancelable, detail || {});
          return !el.dispatchEvent(evt);
        }, this);
      } else {
        elements.forEach(function(el) {
          var evt = document.createEvent('CustomEvent');
          evt.initCustomEvent(type, true, cancelable, detail || {});
          el.dispatchEvent(evt);
        }, this);
      }
    };

    /* Start drawing on a canvas */
    var start = function start() {
      // For dimensions, clearCanvas etc.,
      // we only care about the first element.
      var canvas = elements[0];

      if (canvas.getContext) {
        ngx = Math.floor(canvas.width / g);
        ngy = Math.floor(canvas.height / g);
      } else {
        var rect = canvas.getBoundingClientRect();
        ngx = Math.floor(rect.width / g);
        ngy = Math.floor(rect.height / g);
      }

      // Sending a wordcloudstart event which cause the previous loop to stop.
      // Do nothing if the event is canceled.
      if (!sendEvent('wordcloudstart', true)) {
        return;
      }

      // Determine the center of the word cloud
      center = (settings.origin) ?
        [settings.origin[0]/g, settings.origin[1]/g] :
        [ngx / 2, ngy / 2];

      // Maxium radius to look for space
      maxRadius = Math.floor(Math.sqrt(ngx * ngx + ngy * ngy));

      /* Clear the canvas only if the clearCanvas is set,
         if not, update the grid to the current canvas state */
      grid = [];

      var gx, gy, i;
      if (!canvas.getContext || settings.clearCanvas) {
        elements.forEach(function(el) {
          if (el.getContext) {
            var ctx = el.getContext('2d');
            ctx.fillStyle = settings.backgroundColor;
            ctx.clearRect(0, 0, ngx * (g + 1), ngy * (g + 1));
            ctx.fillRect(0, 0, ngx * (g + 1), ngy * (g + 1));
          } else {
            el.textContent = '';
            el.style.backgroundColor = settings.backgroundColor;
          }
        });

        /* fill the grid with empty state */
        gx = ngx;
        while (gx--) {
          grid[gx] = [];
          gy = ngy;
          while (gy--) {
            grid[gx][gy] = true;
          }
        }
      } else {
        /* Determine bgPixel by creating
           another canvas and fill the specified background color. */
        var bctx = document.createElement('canvas').getContext('2d');

        bctx.fillStyle = settings.backgroundColor;
        bctx.fillRect(0, 0, 1, 1);
        var bgPixel = bctx.getImageData(0, 0, 1, 1).data;

        /* Read back the pixels of the canvas we got to tell which part of the
           canvas is empty.
           (no clearCanvas only works with a canvas, not divs) */
        var imageData =
          canvas.getContext('2d').getImageData(0, 0, ngx * g, ngy * g).data;

        gx = ngx;
        var x, y;
        while (gx--) {
          grid[gx] = [];
          gy = ngy;
          while (gy--) {
            y = g;
            singleGridLoop: while (y--) {
              x = g;
              while (x--) {
                i = 4;
                while (i--) {
                  if (imageData[((gy * g + y) * ngx * g +
                                 (gx * g + x)) * 4 + i] !== bgPixel[i]) {
                    grid[gx][gy] = false;
                    break singleGridLoop;
                  }
                }
              }
            }
            if (grid[gx][gy] !== false) {
              grid[gx][gy] = true;
            }
          }
        }

        imageData = bctx = bgPixel = undefined;
      }

      // fill the infoGrid with empty state if we need it
      if (settings.hover || settings.click) {

        interactive = true;

        /* fill the grid with empty state */
        gx = ngx + 1;
        while (gx--) {
          infoGrid[gx] = [];
        }

        if (settings.hover) {
          canvas.addEventListener('mousemove', wordcloudhover);
        }

        if (settings.click) {
          canvas.addEventListener('click', wordcloudclick);
          canvas.addEventListener('touchstart', wordcloudclick);
          canvas.addEventListener('touchend', function (e) {
            e.preventDefault();
          });
          canvas.style.webkitTapHighlightColor = 'rgba(0, 0, 0, 0)';
        }

        canvas.addEventListener('wordcloudstart', function stopInteraction() {
          canvas.removeEventListener('wordcloudstart', stopInteraction);

          canvas.removeEventListener('mousemove', wordcloudhover);
          canvas.removeEventListener('click', wordcloudclick);
          hovered = undefined;
        });
      }

      i = 0;
      var loopingFunction, stoppingFunction;
      if (settings.wait !== 0) {
        loopingFunction = window.setTimeout;
        stoppingFunction = window.clearTimeout;
      } else {
        loopingFunction = window.setImmediate;
        stoppingFunction = window.clearImmediate;
      }

      var addEventListener = function addEventListener(type, listener) {
        elements.forEach(function(el) {
          el.addEventListener(type, listener);
        }, this);
      };

      var removeEventListener = function removeEventListener(type, listener) {
        elements.forEach(function(el) {
          el.removeEventListener(type, listener);
        }, this);
      };

      var anotherWordCloudStart = function anotherWordCloudStart() {
        removeEventListener('wordcloudstart', anotherWordCloudStart);
        stoppingFunction(timer);
      };

      addEventListener('wordcloudstart', anotherWordCloudStart);

      var timer = loopingFunction(function loop() {
        if (i >= settings.list.length) {
          stoppingFunction(timer);
          sendEvent('wordcloudstop', false);
          removeEventListener('wordcloudstart', anotherWordCloudStart);

          return;
        }
        escapeTime = (new Date()).getTime();
        var drawn = putWord(settings.list[i]);
        var canceled = !sendEvent('wordclouddrawn', true, {
          item: settings.list[i], drawn: drawn });
        if (exceedTime() || canceled) {
          stoppingFunction(timer);
          settings.abort();
          sendEvent('wordcloudabort', false);
          sendEvent('wordcloudstop', false);
          removeEventListener('wordcloudstart', anotherWordCloudStart);
          return;
        }
        i++;
        timer = loopingFunction(loop, settings.wait);
      }, settings.wait);
    };

    // All set, start the drawing
    start();
  };

  WordCloud.isSupported = isSupported;
  WordCloud.minFontSize = minFontSize;

  // Expose the library as an AMD module
  if (typeof define === 'function' && define.amd) {
    define('wordcloud', [], function() { return WordCloud; });
  } else if (typeof module !== 'undefined' && module.exports) {
    module.exports = WordCloud;
  } else {
    global.WordCloud = WordCloud;
  }

})(this); //jshint ignore:line
\"></script>\n",
       "<script title=\"wordcloud2\" 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       "\t</head>\n",
       "\t<body>\n",
       "\t\t<div id=\"htmlwidget-a372729aadf3baadfdc4\" style=\"width:960px;height:500px;\" class=\"wordcloud2 html-widget\"></div>\n",
       "<script type=\"application/json\" data-for=\"htmlwidget-a372729aadf3baadfdc4\">{\"x\":{\"word\":[\"Emily\",\"Jessica\",\"Ashley\",\"Sarah\",\"Samantha\",\"Taylor\",\"Hannah\",\"Alexis\",\"Rachel\",\"Elizabeth\",\"Kayla\",\"Megan\",\"Amanda\",\"Brittany\",\"Madison\",\"Lauren\",\"Brianna\",\"Victoria\",\"Jennifer\",\"Stephanie\",\"Courtney\",\"Nicole\",\"Alyssa\",\"Rebecca\",\"Morgan\",\"Alexandra\",\"Amber\",\"Jasmine\",\"Danielle\",\"Haley\",\"Katherine\",\"Abigail\",\"Anna\",\"Olivia\",\"Shelby\",\"Kelsey\",\"Maria\",\"Allison\",\"Sydney\",\"Kaitlyn\",\"Kimberly\",\"Melissa\",\"Savannah\",\"Mary\",\"Brooke\",\"Natalie\",\"Michelle\",\"Julia\",\"Jordan\",\"Sara\",\"Erin\",\"Tiffany\",\"Emma\",\"Gabrielle\",\"Chelsea\",\"Destiny\",\"Christina\",\"Sabrina\",\"Marissa\",\"Vanessa\",\"Andrea\",\"Sierra\",\"Mariah\",\"Katelyn\",\"Paige\",\"Laura\",\"Madeline\",\"Cheyenne\",\"Jacqueline\",\"Kristen\",\"Heather\",\"Briana\",\"Kelly\",\"Breanna\",\"Mackenzie\",\"Miranda\",\"Alexandria\",\"Caroline\",\"Erica\",\"Shannon\",\"Katie\",\"Monica\",\"Jenna\",\"Caitlin\",\"Bailey\",\"Lindsey\",\"Kathryn\",\"Amy\",\"Cassandra\",\"Angela\",\"Alicia\",\"Crystal\",\"Hailey\",\"Grace\",\"Catherine\",\"Jamie\",\"Angelica\",\"Leah\",\"Molly\",\"Alexa\"],\"freq\":[25151,24201,23678,21040,20549,19153,18596,16591,16120,16001,15269,14769,13976,13796,13410,12593,11925,11859,11728,11642,11343,11132,11022,10627,10293,10024,9772,9708,9284,9042,8876,8604,8571,8124,7949,7655,7596,7453,7259,7240,7175,7170,6999,6963,6724,6692,6596,6314,6298,6288,6256,6158,6144,5887,5864,5856,5804,5774,5753,5745,5670,5487,5446,5421,5342,5227,4911,4864,4863,4851,4758,4735,4734,4700,4596,4568,4562,4466,4459,4337,4326,4325,4287,4269,4191,4112,4102,4067,4017,3864,3861,3786,3760,3741,3738,3599,3404,3325,3311,3260],\"fontFamily\":\"Segoe UI\",\"fontWeight\":\"bold\",\"color\":\"random-dark\",\"minSize\":0,\"weightFactor\":0.00357838654526659,\"backgroundColor\":\"white\",\"gridSize\":0,\"minRotation\":-0.785398163397448,\"maxRotation\":0.785398163397448,\"shuffle\":true,\"rotateRatio\":0.4,\"shape\":\"circle\",\"ellipticity\":0.65,\"figBase64\":null,\"hover\":null},\"evals\":[],\"jsHooks\":{\"render\":[{\"code\":\"function(el,x){\\n                        console.log(123);\\n                        if(!iii){\\n                          window.location.reload();\\n                          iii = False;\\n\\n                        }\\n  }\",\"data\":null}]}}</script>\n",
       "\t</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "HTML widgets cannot be represented in plain text (need html)"
      ]
     },
     "metadata": {
      "text/html": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<!doctype html>\n",
       "<html>\n",
       "\t<head>\n",
       "\t\t<meta charset=\"utf-8\">\n",
       "\t\t<script title=\"htmlwidgets\" src=\"data:application/javascript;base64,(function() {
  // If window.HTMLWidgets is already defined, then use it; otherwise create a
  // new object. This allows preceding code to set options that affect the
  // initialization process (though none currently exist).
  window.HTMLWidgets = window.HTMLWidgets || {};

  // See if we're running in a viewer pane. If not, we're in a web browser.
  var viewerMode = window.HTMLWidgets.viewerMode =
      /\bviewer_pane=1\b/.test(window.location);

  // See if we're running in Shiny mode. If not, it's a static document.
  // Note that static widgets can appear in both Shiny and static modes, but
  // obviously, Shiny widgets can only appear in Shiny apps/documents.
  var shinyMode = window.HTMLWidgets.shinyMode =
      typeof(window.Shiny) !== "undefined" && !!window.Shiny.outputBindings;

  // We can't count on jQuery being available, so we implement our own
  // version if necessary.
  function querySelectorAll(scope, selector) {
    if (typeof(jQuery) !== "undefined" && scope instanceof jQuery) {
      return scope.find(selector);
    }
    if (scope.querySelectorAll) {
      return scope.querySelectorAll(selector);
    }
  }

  function asArray(value) {
    if (value === null)
      return [];
    if ($.isArray(value))
      return value;
    return [value];
  }

  // Implement jQuery's extend
  function extend(target /*, ... */) {
    if (arguments.length == 1) {
      return target;
    }
    for (var i = 1; i < arguments.length; i++) {
      var source = arguments[i];
      for (var prop in source) {
        if (source.hasOwnProperty(prop)) {
          target[prop] = source[prop];
        }
      }
    }
    return target;
  }

  // IE8 doesn't support Array.forEach.
  function forEach(values, callback, thisArg) {
    if (values.forEach) {
      values.forEach(callback, thisArg);
    } else {
      for (var i = 0; i < values.length; i++) {
        callback.call(thisArg, values[i], i, values);
      }
    }
  }

  // Replaces the specified method with the return value of funcSource.
  //
  // Note that funcSource should not BE the new method, it should be a function
  // that RETURNS the new method. funcSource receives a single argument that is
  // the overridden method, it can be called from the new method. The overridden
  // method can be called like a regular function, it has the target permanently
  // bound to it so "this" will work correctly.
  function overrideMethod(target, methodName, funcSource) {
    var superFunc = target[methodName] || function() {};
    var superFuncBound = function() {
      return superFunc.apply(target, arguments);
    };
    target[methodName] = funcSource(superFuncBound);
  }

  // Add a method to delegator that, when invoked, calls
  // delegatee.methodName. If there is no such method on
  // the delegatee, but there was one on delegator before
  // delegateMethod was called, then the original version
  // is invoked instead.
  // For example:
  //
  // var a = {
  //   method1: function() { console.log('a1'); }
  //   method2: function() { console.log('a2'); }
  // };
  // var b = {
  //   method1: function() { console.log('b1'); }
  // };
  // delegateMethod(a, b, "method1");
  // delegateMethod(a, b, "method2");
  // a.method1();
  // a.method2();
  //
  // The output would be "b1", "a2".
  function delegateMethod(delegator, delegatee, methodName) {
    var inherited = delegator[methodName];
    delegator[methodName] = function() {
      var target = delegatee;
      var method = delegatee[methodName];

      // The method doesn't exist on the delegatee. Instead,
      // call the method on the delegator, if it exists.
      if (!method) {
        target = delegator;
        method = inherited;
      }

      if (method) {
        return method.apply(target, arguments);
      }
    };
  }

  // Implement a vague facsimilie of jQuery's data method
  function elementData(el, name, value) {
    if (arguments.length == 2) {
      return el["htmlwidget_data_" + name];
    } else if (arguments.length == 3) {
      el["htmlwidget_data_" + name] = value;
      return el;
    } else {
      throw new Error("Wrong number of arguments for elementData: " +
        arguments.length);
    }
  }

  // http://stackoverflow.com/questions/3446170/escape-string-for-use-in-javascript-regex
  function escapeRegExp(str) {
    return str.replace(/[\-\[\]\/\{\}\(\)\*\+\?\.\\\^\$\|]/g, "\\$&");
  }

  function hasClass(el, className) {
    var re = new RegExp("\\b" + escapeRegExp(className) + "\\b");
    return re.test(el.className);
  }

  // elements - array (or array-like object) of HTML elements
  // className - class name to test for
  // include - if true, only return elements with given className;
  //   if false, only return elements *without* given className
  function filterByClass(elements, className, include) {
    var results = [];
    for (var i = 0; i < elements.length; i++) {
      if (hasClass(elements[i], className) == include)
        results.push(elements[i]);
    }
    return results;
  }

  function on(obj, eventName, func) {
    if (obj.addEventListener) {
      obj.addEventListener(eventName, func, false);
    } else if (obj.attachEvent) {
      obj.attachEvent(eventName, func);
    }
  }

  function off(obj, eventName, func) {
    if (obj.removeEventListener)
      obj.removeEventListener(eventName, func, false);
    else if (obj.detachEvent) {
      obj.detachEvent(eventName, func);
    }
  }

  // Translate array of values to top/right/bottom/left, as usual with
  // the "padding" CSS property
  // https://developer.mozilla.org/en-US/docs/Web/CSS/padding
  function unpackPadding(value) {
    if (typeof(value) === "number")
      value = [value];
    if (value.length === 1) {
      return {top: value[0], right: value[0], bottom: value[0], left: value[0]};
    }
    if (value.length === 2) {
      return {top: value[0], right: value[1], bottom: value[0], left: value[1]};
    }
    if (value.length === 3) {
      return {top: value[0], right: value[1], bottom: value[2], left: value[1]};
    }
    if (value.length === 4) {
      return {top: value[0], right: value[1], bottom: value[2], left: value[3]};
    }
  }

  // Convert an unpacked padding object to a CSS value
  function paddingToCss(paddingObj) {
    return paddingObj.top + "px " + paddingObj.right + "px " + paddingObj.bottom + "px " + paddingObj.left + "px";
  }

  // Makes a number suitable for CSS
  function px(x) {
    if (typeof(x) === "number")
      return x + "px";
    else
      return x;
  }

  // Retrieves runtime widget sizing information for an element.
  // The return value is either null, or an object with fill, padding,
  // defaultWidth, defaultHeight fields.
  function sizingPolicy(el) {
    var sizingEl = document.querySelector("script[data-for='" + el.id + "'][type='application/htmlwidget-sizing']");
    if (!sizingEl)
      return null;
    var sp = JSON.parse(sizingEl.textContent || sizingEl.text || "{}");
    if (viewerMode) {
      return sp.viewer;
    } else {
      return sp.browser;
    }
  }

  // @param tasks Array of strings (or falsy value, in which case no-op).
  //   Each element must be a valid JavaScript expression that yields a
  //   function. Or, can be an array of objects with "code" and "data"
  //   properties; in this case, the "code" property should be a string
  //   of JS that's an expr that yields a function, and "data" should be
  //   an object that will be added as an additional argument when that
  //   function is called.
  // @param target The object that will be "this" for each function
  //   execution.
  // @param args Array of arguments to be passed to the functions. (The
  //   same arguments will be passed to all functions.)
  function evalAndRun(tasks, target, args) {
    if (tasks) {
      forEach(tasks, function(task) {
        var theseArgs = args;
        if (typeof(task) === "object") {
          theseArgs = theseArgs.concat([task.data]);
          task = task.code;
        }
        var taskFunc = eval("(" + task + ")");
        if (typeof(taskFunc) !== "function") {
          throw new Error("Task must be a function! Source:\n" + task);
        }
        taskFunc.apply(target, theseArgs);
      });
    }
  }

  function initSizing(el) {
    var sizing = sizingPolicy(el);
    if (!sizing)
      return;

    var cel = document.getElementById("htmlwidget_container");
    if (!cel)
      return;

    if (typeof(sizing.padding) !== "undefined") {
      document.body.style.margin = "0";
      document.body.style.padding = paddingToCss(unpackPadding(sizing.padding));
    }

    if (sizing.fill) {
      document.body.style.overflow = "hidden";
      document.body.style.width = "100%";
      document.body.style.height = "100%";
      document.documentElement.style.width = "100%";
      document.documentElement.style.height = "100%";
      if (cel) {
        cel.style.position = "absolute";
        var pad = unpackPadding(sizing.padding);
        cel.style.top = pad.top + "px";
        cel.style.right = pad.right + "px";
        cel.style.bottom = pad.bottom + "px";
        cel.style.left = pad.left + "px";
        el.style.width = "100%";
        el.style.height = "100%";
      }

      return {
        getWidth: function() { return cel.offsetWidth; },
        getHeight: function() { return cel.offsetHeight; }
      };

    } else {
      el.style.width = px(sizing.width);
      el.style.height = px(sizing.height);

      return {
        getWidth: function() { return el.offsetWidth; },
        getHeight: function() { return el.offsetHeight; }
      };
    }
  }

  // Default implementations for methods
  var defaults = {
    find: function(scope) {
      return querySelectorAll(scope, "." + this.name);
    },
    renderError: function(el, err) {
      var $el = $(el);

      this.clearError(el);

      // Add all these error classes, as Shiny does
      var errClass = "shiny-output-error";
      if (err.type !== null) {
        // use the classes of the error condition as CSS class names
        errClass = errClass + " " + $.map(asArray(err.type), function(type) {
          return errClass + "-" + type;
        }).join(" ");
      }
      errClass = errClass + " htmlwidgets-error";

      // Is el inline or block? If inline or inline-block, just display:none it
      // and add an inline error.
      var display = $el.css("display");
      $el.data("restore-display-mode", display);

      if (display === "inline" || display === "inline-block") {
        $el.hide();
        if (err.message !== "") {
          var errorSpan = $("<span>").addClass(errClass);
          errorSpan.text(err.message);
          $el.after(errorSpan);
        }
      } else if (display === "block") {
        // If block, add an error just after the el, set visibility:none on the
        // el, and position the error to be on top of the el.
        // Mark it with a unique ID and CSS class so we can remove it later.
        $el.css("visibility", "hidden");
        if (err.message !== "") {
          var errorDiv = $("<div>").addClass(errClass).css("position", "absolute")
            .css("top", el.offsetTop)
            .css("left", el.offsetLeft)
            // setting width can push out the page size, forcing otherwise
            // unnecessary scrollbars to appear and making it impossible for
            // the element to shrink; so use max-width instead
            .css("maxWidth", el.offsetWidth)
            .css("height", el.offsetHeight);
          errorDiv.text(err.message);
          $el.after(errorDiv);

          // Really dumb way to keep the size/position of the error in sync with
          // the parent element as the window is resized or whatever.
          var intId = setInterval(function() {
            if (!errorDiv[0].parentElement) {
              clearInterval(intId);
              return;
            }
            errorDiv
              .css("top", el.offsetTop)
              .css("left", el.offsetLeft)
              .css("maxWidth", el.offsetWidth)
              .css("height", el.offsetHeight);
          }, 500);
        }
      }
    },
    clearError: function(el) {
      var $el = $(el);
      var display = $el.data("restore-display-mode");
      $el.data("restore-display-mode", null);

      if (display === "inline" || display === "inline-block") {
        if (display)
          $el.css("display", display);
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      } else if (display === "block"){
        $el.css("visibility", "inherit");
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      }
    },
    sizing: {}
  };

  // Called by widget bindings to register a new type of widget. The definition
  // object can contain the following properties:
  // - name (required) - A string indicating the binding name, which will be
  //   used by default as the CSS classname to look for.
  // - initialize (optional) - A function(el) that will be called once per
  //   widget element; if a value is returned, it will be passed as the third
  //   value to renderValue.
  // - renderValue (required) - A function(el, data, initValue) that will be
  //   called with data. Static contexts will cause this to be called once per
  //   element; Shiny apps will cause this to be called multiple times per
  //   element, as the data changes.
  window.HTMLWidgets.widget = function(definition) {
    if (!definition.name) {
      throw new Error("Widget must have a name");
    }
    if (!definition.type) {
      throw new Error("Widget must have a type");
    }
    // Currently we only support output widgets
    if (definition.type !== "output") {
      throw new Error("Unrecognized widget type '" + definition.type + "'");
    }
    // TODO: Verify that .name is a valid CSS classname

    // Support new-style instance-bound definitions. Old-style class-bound
    // definitions have one widget "object" per widget per type/class of
    // widget; the renderValue and resize methods on such widget objects
    // take el and instance arguments, because the widget object can't
    // store them. New-style instance-bound definitions have one widget
    // object per widget instance; the definition that's passed in doesn't
    // provide renderValue or resize methods at all, just the single method
    //   factory(el, width, height)
    // which returns an object that has renderValue(x) and resize(w, h).
    // This enables a far more natural programming style for the widget
    // author, who can store per-instance state using either OO-style
    // instance fields or functional-style closure variables (I guess this
    // is in contrast to what can only be called C-style pseudo-OO which is
    // what we required before).
    if (definition.factory) {
      definition = createLegacyDefinitionAdapter(definition);
    }

    if (!definition.renderValue) {
      throw new Error("Widget must have a renderValue function");
    }

    // For static rendering (non-Shiny), use a simple widget registration
    // scheme. We also use this scheme for Shiny apps/documents that also
    // contain static widgets.
    window.HTMLWidgets.widgets = window.HTMLWidgets.widgets || [];
    // Merge defaults into the definition; don't mutate the original definition.
    var staticBinding = extend({}, defaults, definition);
    overrideMethod(staticBinding, "find", function(superfunc) {
      return function(scope) {
        var results = superfunc(scope);
        // Filter out Shiny outputs, we only want the static kind
        return filterByClass(results, "html-widget-output", false);
      };
    });
    window.HTMLWidgets.widgets.push(staticBinding);

    if (shinyMode) {
      // Shiny is running. Register the definition with an output binding.
      // The definition itself will not be the output binding, instead
      // we will make an output binding object that delegates to the
      // definition. This is because we foolishly used the same method
      // name (renderValue) for htmlwidgets definition and Shiny bindings
      // but they actually have quite different semantics (the Shiny
      // bindings receive data that includes lots of metadata that it
      // strips off before calling htmlwidgets renderValue). We can't
      // just ignore the difference because in some widgets it's helpful
      // to call this.renderValue() from inside of resize(), and if
      // we're not delegating, then that call will go to the Shiny
      // version instead of the htmlwidgets version.

      // Merge defaults with definition, without mutating either.
      var bindingDef = extend({}, defaults, definition);

      // This object will be our actual Shiny binding.
      var shinyBinding = new Shiny.OutputBinding();

      // With a few exceptions, we'll want to simply use the bindingDef's
      // version of methods if they are available, otherwise fall back to
      // Shiny's defaults. NOTE: If Shiny's output bindings gain additional
      // methods in the future, and we want them to be overrideable by
      // HTMLWidget binding definitions, then we'll need to add them to this
      // list.
      delegateMethod(shinyBinding, bindingDef, "getId");
      delegateMethod(shinyBinding, bindingDef, "onValueChange");
      delegateMethod(shinyBinding, bindingDef, "onValueError");
      delegateMethod(shinyBinding, bindingDef, "renderError");
      delegateMethod(shinyBinding, bindingDef, "clearError");
      delegateMethod(shinyBinding, bindingDef, "showProgress");

      // The find, renderValue, and resize are handled differently, because we
      // want to actually decorate the behavior of the bindingDef methods.

      shinyBinding.find = function(scope) {
        var results = bindingDef.find(scope);

        // Only return elements that are Shiny outputs, not static ones
        var dynamicResults = results.filter(".html-widget-output");

        // It's possible that whatever caused Shiny to think there might be
        // new dynamic outputs, also caused there to be new static outputs.
        // Since there might be lots of different htmlwidgets bindings, we
        // schedule execution for later--no need to staticRender multiple
        // times.
        if (results.length !== dynamicResults.length)
          scheduleStaticRender();

        return dynamicResults;
      };

      // Wrap renderValue to handle initialization, which unfortunately isn't
      // supported natively by Shiny at the time of this writing.

      shinyBinding.renderValue = function(el, data) {
        Shiny.renderDependencies(data.deps);
        // Resolve strings marked as javascript literals to objects
        if (!(data.evals instanceof Array)) data.evals = [data.evals];
        for (var i = 0; data.evals && i < data.evals.length; i++) {
          window.HTMLWidgets.evaluateStringMember(data.x, data.evals[i]);
        }
        if (!bindingDef.renderOnNullValue) {
          if (data.x === null) {
            el.style.visibility = "hidden";
            return;
          } else {
            el.style.visibility = "inherit";
          }
        }
        if (!elementData(el, "initialized")) {
          initSizing(el);

          elementData(el, "initialized", true);
          if (bindingDef.initialize) {
            var result = bindingDef.initialize(el, el.offsetWidth,
              el.offsetHeight);
            elementData(el, "init_result", result);
          }
        }
        bindingDef.renderValue(el, data.x, elementData(el, "init_result"));
        evalAndRun(data.jsHooks.render, elementData(el, "init_result"), [el, data.x]);
      };

      // Only override resize if bindingDef implements it
      if (bindingDef.resize) {
        shinyBinding.resize = function(el, width, height) {
          // Shiny can call resize before initialize/renderValue have been
          // called, which doesn't make sense for widgets.
          if (elementData(el, "initialized")) {
            bindingDef.resize(el, width, height, elementData(el, "init_result"));
          }
        };
      }

      Shiny.outputBindings.register(shinyBinding, bindingDef.name);
    }
  };

  var scheduleStaticRenderTimerId = null;
  function scheduleStaticRender() {
    if (!scheduleStaticRenderTimerId) {
      scheduleStaticRenderTimerId = setTimeout(function() {
        scheduleStaticRenderTimerId = null;
        window.HTMLWidgets.staticRender();
      }, 1);
    }
  }

  // Render static widgets after the document finishes loading
  // Statically render all elements that are of this widget's class
  window.HTMLWidgets.staticRender = function() {
    var bindings = window.HTMLWidgets.widgets || [];
    forEach(bindings, function(binding) {
      var matches = binding.find(document.documentElement);
      forEach(matches, function(el) {
        var sizeObj = initSizing(el, binding);

        if (hasClass(el, "html-widget-static-bound"))
          return;
        el.className = el.className + " html-widget-static-bound";

        var initResult;
        if (binding.initialize) {
          initResult = binding.initialize(el,
            sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            sizeObj ? sizeObj.getHeight() : el.offsetHeight
          );
          elementData(el, "init_result", initResult);
        }

        if (binding.resize) {
          var lastSize = {
            w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
          };
          var resizeHandler = function(e) {
            var size = {
              w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
              h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
            };
            if (size.w === 0 && size.h === 0)
              return;
            if (size.w === lastSize.w && size.h === lastSize.h)
              return;
            lastSize = size;
            binding.resize(el, size.w, size.h, initResult);
          };

          on(window, "resize", resizeHandler);

          // This is needed for cases where we're running in a Shiny
          // app, but the widget itself is not a Shiny output, but
          // rather a simple static widget. One example of this is
          // an rmarkdown document that has runtime:shiny and widget
          // that isn't in a render function. Shiny only knows to
          // call resize handlers for Shiny outputs, not for static
          // widgets, so we do it ourselves.
          if (window.jQuery) {
            window.jQuery(document).on(
              "shown.htmlwidgets shown.bs.tab.htmlwidgets shown.bs.collapse.htmlwidgets",
              resizeHandler
            );
            window.jQuery(document).on(
              "hidden.htmlwidgets hidden.bs.tab.htmlwidgets hidden.bs.collapse.htmlwidgets",
              resizeHandler
            );
          }

          // This is needed for the specific case of ioslides, which
          // flips slides between display:none and display:block.
          // Ideally we would not have to have ioslide-specific code
          // here, but rather have ioslides raise a generic event,
          // but the rmarkdown package just went to CRAN so the
          // window to getting that fixed may be long.
          if (window.addEventListener) {
            // It's OK to limit this to window.addEventListener
            // browsers because ioslides itself only supports
            // such browsers.
            on(document, "slideenter", resizeHandler);
            on(document, "slideleave", resizeHandler);
          }
        }

        var scriptData = document.querySelector("script[data-for='" + el.id + "'][type='application/json']");
        if (scriptData) {
          var data = JSON.parse(scriptData.textContent || scriptData.text);
          // Resolve strings marked as javascript literals to objects
          if (!(data.evals instanceof Array)) data.evals = [data.evals];
          for (var k = 0; data.evals && k < data.evals.length; k++) {
            window.HTMLWidgets.evaluateStringMember(data.x, data.evals[k]);
          }
          binding.renderValue(el, data.x, initResult);
          evalAndRun(data.jsHooks.render, initResult, [el, data.x]);
        }
      });
    });

    invokePostRenderHandlers();
  }

  // Wait until after the document has loaded to render the widgets.
  if (document.addEventListener) {
    document.addEventListener("DOMContentLoaded", function() {
      document.removeEventListener("DOMContentLoaded", arguments.callee, false);
      window.HTMLWidgets.staticRender();
    }, false);
  } else if (document.attachEvent) {
    document.attachEvent("onreadystatechange", function() {
      if (document.readyState === "complete") {
        document.detachEvent("onreadystatechange", arguments.callee);
        window.HTMLWidgets.staticRender();
      }
    });
  }


  window.HTMLWidgets.getAttachmentUrl = function(depname, key) {
    // If no key, default to the first item
    if (typeof(key) === "undefined")
      key = 1;

    var link = document.getElementById(depname + "-" + key + "-attachment");
    if (!link) {
      throw new Error("Attachment " + depname + "/" + key + " not found in document");
    }
    return link.getAttribute("href");
  };

  window.HTMLWidgets.dataframeToD3 = function(df) {
    var names = [];
    var length;
    for (var name in df) {
        if (df.hasOwnProperty(name))
            names.push(name);
        if (typeof(df[name]) !== "object" || typeof(df[name].length) === "undefined") {
            throw new Error("All fields must be arrays");
        } else if (typeof(length) !== "undefined" && length !== df[name].length) {
            throw new Error("All fields must be arrays of the same length");
        }
        length = df[name].length;
    }
    var results = [];
    var item;
    for (var row = 0; row < length; row++) {
        item = {};
        for (var col = 0; col < names.length; col++) {
            item[names[col]] = df[names[col]][row];
        }
        results.push(item);
    }
    return results;
  };

  window.HTMLWidgets.transposeArray2D = function(array) {
      if (array.length === 0) return array;
      var newArray = array[0].map(function(col, i) {
          return array.map(function(row) {
              return row[i]
          })
      });
      return newArray;
  };
  // Split value at splitChar, but allow splitChar to be escaped
  // using escapeChar. Any other characters escaped by escapeChar
  // will be included as usual (including escapeChar itself).
  function splitWithEscape(value, splitChar, escapeChar) {
    var results = [];
    var escapeMode = false;
    var currentResult = "";
    for (var pos = 0; pos < value.length; pos++) {
      if (!escapeMode) {
        if (value[pos] === splitChar) {
          results.push(currentResult);
          currentResult = "";
        } else if (value[pos] === escapeChar) {
          escapeMode = true;
        } else {
          currentResult += value[pos];
        }
      } else {
        currentResult += value[pos];
        escapeMode = false;
      }
    }
    if (currentResult !== "") {
      results.push(currentResult);
    }
    return results;
  }
  // Function authored by Yihui/JJ Allaire
  window.HTMLWidgets.evaluateStringMember = function(o, member) {
    var parts = splitWithEscape(member, '.', '\\');
    for (var i = 0, l = parts.length; i < l; i++) {
      var part = parts[i];
      // part may be a character or 'numeric' member name
      if (o !== null && typeof o === "object" && part in o) {
        if (i == (l - 1)) { // if we are at the end of the line then evalulate
          if (typeof o[part] === "string")
            o[part] = eval("(" + o[part] + ")");
        } else { // otherwise continue to next embedded object
          o = o[part];
        }
      }
    }
  };

  // Retrieve the HTMLWidget instance (i.e. the return value of an
  // HTMLWidget binding's initialize() or factory() function)
  // associated with an element, or null if none.
  window.HTMLWidgets.getInstance = function(el) {
    return elementData(el, "init_result");
  };

  // Finds the first element in the scope that matches the selector,
  // and returns the HTMLWidget instance (i.e. the return value of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with that element, if any. If no element matches the
  // selector, or the first matching element has no HTMLWidget
  // instance associated with it, then null is returned.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.find = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var el = scope.querySelector(selector);
    if (el === null) {
      return null;
    } else {
      return window.HTMLWidgets.getInstance(el);
    }
  };

  // Finds all elements in the scope that match the selector, and
  // returns the HTMLWidget instances (i.e. the return values of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with the elements, in an array. If elements that
  // match the selector don't have an associated HTMLWidget
  // instance, the returned array will contain nulls.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.findAll = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var nodes = scope.querySelectorAll(selector);
    var results = [];
    for (var i = 0; i < nodes.length; i++) {
      results.push(window.HTMLWidgets.getInstance(nodes[i]));
    }
    return results;
  };

  var postRenderHandlers = [];
  function invokePostRenderHandlers() {
    while (postRenderHandlers.length) {
      var handler = postRenderHandlers.shift();
      if (handler) {
        handler();
      }
    }
  }

  // Register the given callback function to be invoked after the
  // next time static widgets are rendered.
  window.HTMLWidgets.addPostRenderHandler = function(callback) {
    postRenderHandlers.push(callback);
  };

  // Takes a new-style instance-bound definition, and returns an
  // old-style class-bound definition. This saves us from having
  // to rewrite all the logic in this file to accomodate both
  // types of definitions.
  function createLegacyDefinitionAdapter(defn) {
    var result = {
      name: defn.name,
      type: defn.type,
      initialize: function(el, width, height) {
        return defn.factory(el, width, height);
      },
      renderValue: function(el, x, instance) {
        return instance.renderValue(x);
      },
      resize: function(el, width, height, instance) {
        return instance.resize(width, height);
      }
    };

    if (defn.find)
      result.find = defn.find;
    if (defn.renderError)
      result.renderError = defn.renderError;
    if (defn.clearError)
      result.clearError = defn.clearError;

    return result;
  }
})();

\"></script>\n",
       "<script title=\"wordcloud2\" src=\"data:application/javascript;base64,/*!
 * wordcloud2.js
 * http://timdream.org/wordcloud2.js/
 *
 * Copyright 2011 - 2013 Tim Chien
 * Released under the MIT license
 */

'use strict';

// setImmediate
if (!window.setImmediate) {
  window.setImmediate = (function setupSetImmediate() {
    return window.msSetImmediate ||
    window.webkitSetImmediate ||
    window.mozSetImmediate ||
    window.oSetImmediate ||
    (function setupSetZeroTimeout() {
      if (!window.postMessage || !window.addEventListener) {
        return null;
      }

      var callbacks = [undefined];
      var message = 'zero-timeout-message';

      // Like setTimeout, but only takes a function argument.  There's
      // no time argument (always zero) and no arguments (you have to
      // use a closure).
      var setZeroTimeout = function setZeroTimeout(callback) {
        var id = callbacks.length;
        callbacks.push(callback);
        window.postMessage(message + id.toString(36), '*');

        return id;
      };

      window.addEventListener('message', function setZeroTimeoutMessage(evt) {
        // Skipping checking event source, retarded IE confused this window
        // object with another in the presence of iframe
        if (typeof evt.data !== 'string' ||
            evt.data.substr(0, message.length) !== message/* ||
            evt.source !== window */) {
          return;
        }

        evt.stopImmediatePropagation();

        var id = parseInt(evt.data.substr(message.length), 36);
        if (!callbacks[id]) {
          return;
        }

        callbacks[id]();
        callbacks[id] = undefined;
      }, true);

      /* specify clearImmediate() here since we need the scope */
      window.clearImmediate = function clearZeroTimeout(id) {
        if (!callbacks[id]) {
          return;
        }

        callbacks[id] = undefined;
      };

      return setZeroTimeout;
    })() ||
    // fallback
    function setImmediateFallback(fn) {
      window.setTimeout(fn, 0);
    };
  })();
}

if (!window.clearImmediate) {
  window.clearImmediate = (function setupClearImmediate() {
    return window.msClearImmediate ||
    window.webkitClearImmediate ||
    window.mozClearImmediate ||
    window.oClearImmediate ||
    // "clearZeroTimeout" is implement on the previous block ||
    // fallback
    function clearImmediateFallback(timer) {
      window.clearTimeout(timer);
    };
  })();
}

(function(global) {

  // Check if WordCloud can run on this browser
  var isSupported = (function isSupported() {
    var canvas = document.createElement('canvas');
    if (!canvas || !canvas.getContext) {
      return false;
    }

    var ctx = canvas.getContext('2d');
    if (!ctx.getImageData) {
      return false;
    }
    if (!ctx.fillText) {
      return false;
    }

    if (!Array.prototype.some) {
      return false;
    }
    if (!Array.prototype.push) {
      return false;
    }

    return true;
  }());

  // Find out if the browser impose minium font size by
  // drawing small texts on a canvas and measure it's width.
  var minFontSize = (function getMinFontSize() {
    if (!isSupported) {
      return;
    }

    var ctx = document.createElement('canvas').getContext('2d');

    // start from 20
    var size = 20;

    // two sizes to measure
    var hanWidth, mWidth;

    while (size) {
      ctx.font = size.toString(10) + 'px sans-serif';
      if ((ctx.measureText('\uFF37').width === hanWidth) &&
          (ctx.measureText('m').width) === mWidth) {
        return (size + 1);
      }

      hanWidth = ctx.measureText('\uFF37').width;
      mWidth = ctx.measureText('m').width;

      size--;
    }

    return 0;
  })();

  // Based on http://jsfromhell.com/array/shuffle
  var shuffleArray = function shuffleArray(arr) {
    for (var j, x, i = arr.length; i;
      j = Math.floor(Math.random() * i),
      x = arr[--i], arr[i] = arr[j],
      arr[j] = x) {}
    return arr;
  };

  var WordCloud = function WordCloud(elements, options) {
    if (!isSupported) {
      return;
    }

    if (!Array.isArray(elements)) {
      elements = [elements];
    }

    elements.forEach(function(el, i) {
      if (typeof el === 'string') {
        elements[i] = document.getElementById(el);
        if (!elements[i]) {
          throw 'The element id specified is not found.';
        }
      } else if (!el.tagName && !el.appendChild) {
        throw 'You must pass valid HTML elements, or ID of the element.';
      }
    });

    /* Default values to be overwritten by options object */
    var settings = {
      list: [],
      fontFamily: '"Trebuchet MS", "Heiti TC", "微軟正黑體", ' +
                  '"Arial Unicode MS", "Droid Fallback Sans", sans-serif',
      fontWeight: 'normal',
      color: 'random-dark',
      minSize: 0, // 0 to disable
      weightFactor: 1,
      clearCanvas: true,
      backgroundColor: '#fff',  // opaque white = rgba(255, 255, 255, 1)

      gridSize: 8,
      origin: null,

      drawMask: false,
      maskColor: 'rgba(255,0,0,0.3)',
      maskGapWidth: 0.3,

      wait: 0,
      abortThreshold: 0, // disabled
      abort: function noop() {},

      minRotation: - Math.PI / 2,
      maxRotation: Math.PI / 2,

      shuffle: true,
      rotateRatio: 0.1,

      shape: 'circle',
      ellipticity: 0.65,

      classes: null,

      hover: null,
      click: null
    };

    if (options) {
      for (var key in options) {
        if (key in settings) {
          settings[key] = options[key];
        }
      }
    }

    /* Convert weightFactor into a function */
    if (typeof settings.weightFactor !== 'function') {
      var factor = settings.weightFactor;
      settings.weightFactor = function weightFactor(pt) {
        return pt * factor; //in px
      };
    }

    /* Convert shape into a function */
    if (typeof settings.shape !== 'function') {
      switch (settings.shape) {
        case 'circle':
        /* falls through */
        default:
          // 'circle' is the default and a shortcut in the code loop.
          settings.shape = 'circle';
          break;

        case 'cardioid':
          settings.shape = function shapeCardioid(theta) {
            return 1 - Math.sin(theta);
          };
          break;

        /*

        To work out an X-gon, one has to calculate "m",
        where 1/(cos(2*PI/X)+m*sin(2*PI/X)) = 1/(cos(0)+m*sin(0))
        http://www.wolframalpha.com/input/?i=1%2F%28cos%282*PI%2FX%29%2Bm*sin%28
        2*PI%2FX%29%29+%3D+1%2F%28cos%280%29%2Bm*sin%280%29%29

        Copy the solution into polar equation r = 1/(cos(t') + m*sin(t'))
        where t' equals to mod(t, 2PI/X);

        */

        case 'diamond':
        case 'square':
          // http://www.wolframalpha.com/input/?i=plot+r+%3D+1%2F%28cos%28mod+
          // %28t%2C+PI%2F2%29%29%2Bsin%28mod+%28t%2C+PI%2F2%29%29%29%2C+t+%3D
          // +0+..+2*PI
          settings.shape = function shapeSquare(theta) {
            var thetaPrime = theta % (2 * Math.PI / 4);
            return 1 / (Math.cos(thetaPrime) + Math.sin(thetaPrime));
          };
          break;

        case 'triangle-forward':
          // http://www.wolframalpha.com/input/?i=plot+r+%3D+1%2F%28cos%28mod+
          // %28t%2C+2*PI%2F3%29%29%2Bsqrt%283%29sin%28mod+%28t%2C+2*PI%2F3%29
          // %29%29%2C+t+%3D+0+..+2*PI
          settings.shape = function shapeTriangle(theta) {
            var thetaPrime = theta % (2 * Math.PI / 3);
            return 1 / (Math.cos(thetaPrime) +
                        Math.sqrt(3) * Math.sin(thetaPrime));
          };
          break;

        case 'triangle':
        case 'triangle-upright':
          settings.shape = function shapeTriangle(theta) {
            var thetaPrime = (theta + Math.PI * 3 / 2) % (2 * Math.PI / 3);
            return 1 / (Math.cos(thetaPrime) +
                        Math.sqrt(3) * Math.sin(thetaPrime));
          };
          break;

        case 'pentagon':
          settings.shape = function shapePentagon(theta) {
            var thetaPrime = (theta + 0.955) % (2 * Math.PI / 5);
            return 1 / (Math.cos(thetaPrime) +
                        0.726543 * Math.sin(thetaPrime));
          };
          break;

        case 'star':
          settings.shape = function shapeStar(theta) {
            var thetaPrime = (theta + 0.955) % (2 * Math.PI / 10);
            if ((theta + 0.955) % (2 * Math.PI / 5) - (2 * Math.PI / 10) >= 0) {
              return 1 / (Math.cos((2 * Math.PI / 10) - thetaPrime) +
                          3.07768 * Math.sin((2 * Math.PI / 10) - thetaPrime));
            } else {
              return 1 / (Math.cos(thetaPrime) +
                          3.07768 * Math.sin(thetaPrime));
            }
          };
          break;
      }
    }

    /* Make sure gridSize is a whole number and is not smaller than 4px */
    settings.gridSize = Math.max(Math.floor(settings.gridSize), 4);

    /* shorthand */
    var g = settings.gridSize;
    var maskRectWidth = g - settings.maskGapWidth;

    /* normalize rotation settings */
    var rotationRange = Math.abs(settings.maxRotation - settings.minRotation);
    var minRotation = Math.min(settings.maxRotation, settings.minRotation);

    /* information/object available to all functions, set when start() */
    var grid, // 2d array containing filling information
      ngx, ngy, // width and height of the grid
      center, // position of the center of the cloud
      maxRadius;

    /* timestamp for measuring each putWord() action */
    var escapeTime;

    /* function for getting the color of the text */
    var getTextColor;
    function random_hsl_color(min, max) {
      return 'hsl(' +
        (Math.random() * 360).toFixed() + ',' +
        (Math.random() * 30 + 70).toFixed() + '%,' +
        (Math.random() * (max - min) + min).toFixed() + '%)';
    }
    switch (settings.color) {
      case 'random-dark':
        getTextColor = function getRandomDarkColor() {
          return random_hsl_color(10, 50);
        };
        break;

      case 'random-light':
        getTextColor = function getRandomLightColor() {
          return random_hsl_color(50, 90);
        };
        break;

      default:
        if (typeof settings.color === 'function') {
          getTextColor = settings.color;
        }
        break;
    }

    /* function for getting the classes of the text */
    var getTextClasses = null;
    if (typeof settings.classes === 'function') {
      getTextClasses = settings.classes;
    }

    /* Interactive */
    var interactive = false;
    var infoGrid = [];
    var hovered;

    var getInfoGridFromMouseTouchEvent =
    function getInfoGridFromMouseTouchEvent(evt) {
      var canvas = evt.currentTarget;
      var rect = canvas.getBoundingClientRect();
      var clientX;
      var clientY;
      /** Detect if touches are available */
      if (evt.touches) {
        clientX = evt.touches[0].clientX;
        clientY = evt.touches[0].clientY;
      } else {
        clientX = evt.clientX;
        clientY = evt.clientY;
      }
      var eventX = clientX - rect.left;
      var eventY = clientY - rect.top;

      var x = Math.floor(eventX * ((canvas.width / rect.width) || 1) / g);
      var y = Math.floor(eventY * ((canvas.height / rect.height) || 1) / g);

      return infoGrid[x][y];
    };

    var wordcloudhover = function wordcloudhover(evt) {
      var info = getInfoGridFromMouseTouchEvent(evt);

      if (hovered === info) {
        return;
      }

      hovered = info;
      if (!info) {
        settings.hover(undefined, undefined, evt);

        return;
      }

      settings.hover(info.item, info.dimension, evt);

    };

    var wordcloudclick = function wordcloudclick(evt) {
      var info = getInfoGridFromMouseTouchEvent(evt);
      if (!info) {
        return;
      }

      settings.click(info.item, info.dimension, evt);
      evt.preventDefault();
    };

    /* Get points on the grid for a given radius away from the center */
    var pointsAtRadius = [];
    var getPointsAtRadius = function getPointsAtRadius(radius) {
      if (pointsAtRadius[radius]) {
        return pointsAtRadius[radius];
      }

      // Look for these number of points on each radius
      var T = radius * 8;

      // Getting all the points at this radius
      var t = T;
      var points = [];

      if (radius === 0) {
        points.push([center[0], center[1], 0]);
      }

      while (t--) {
        // distort the radius to put the cloud in shape
        var rx = 1;
        if (settings.shape !== 'circle') {
          rx = settings.shape(t / T * 2 * Math.PI); // 0 to 1
        }

        // Push [x, y, t]; t is used solely for getTextColor()
        points.push([
          center[0] + radius * rx * Math.cos(-t / T * 2 * Math.PI),
          center[1] + radius * rx * Math.sin(-t / T * 2 * Math.PI) *
            settings.ellipticity,
          t / T * 2 * Math.PI]);
      }

      pointsAtRadius[radius] = points;
      return points;
    };

    /* Return true if we had spent too much time */
    var exceedTime = function exceedTime() {
      return ((settings.abortThreshold > 0) &&
        ((new Date()).getTime() - escapeTime > settings.abortThreshold));
    };

    /* Get the deg of rotation according to settings, and luck. */
    var getRotateDeg = function getRotateDeg() {
      if (settings.rotateRatio === 0) {
        return 0;
      }

      if (Math.random() > settings.rotateRatio) {
        return 0;
      }

      if (rotationRange === 0) {
        return minRotation;
      }

      return minRotation + Math.random() * rotationRange;
    };

    var getTextInfo = function getTextInfo(word, weight, rotateDeg) {
      // calculate the acutal font size
      // fontSize === 0 means weightFactor function wants the text skipped,
      // and size < minSize means we cannot draw the text.
      var debug = false;
      var fontSize = settings.weightFactor(weight);
      if (fontSize <= settings.minSize) {
        return false;
      }

      // Scale factor here is to make sure fillText is not limited by
      // the minium font size set by browser.
      // It will always be 1 or 2n.
      var mu = 1;
      if (fontSize < minFontSize) {
        mu = (function calculateScaleFactor() {
          var mu = 2;
          while (mu * fontSize < minFontSize) {
            mu += 2;
          }
          return mu;
        })();
      }

      var fcanvas = document.createElement('canvas');
      var fctx = fcanvas.getContext('2d', { willReadFrequently: true });

      fctx.font = settings.fontWeight + ' ' +
        (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;

      // Estimate the dimension of the text with measureText().
      var fw = fctx.measureText(word).width / mu;
      var fh = Math.max(fontSize * mu,
                        fctx.measureText('m').width,
                        fctx.measureText('\uFF37').width) / mu;

      // Create a boundary box that is larger than our estimates,
      // so text don't get cut of (it sill might)
      var boxWidth = fw + fh * 2;
      var boxHeight = fh * 3;
      var fgw = Math.ceil(boxWidth / g);
      var fgh = Math.ceil(boxHeight / g);
      boxWidth = fgw * g;
      boxHeight = fgh * g;

      // Calculate the proper offsets to make the text centered at
      // the preferred position.

      // This is simply half of the width.
      var fillTextOffsetX = - fw / 2;
      // Instead of moving the box to the exact middle of the preferred
      // position, for Y-offset we move 0.4 instead, so Latin alphabets look
      // vertical centered.
      var fillTextOffsetY = - fh * 0.4;

      // Calculate the actual dimension of the canvas, considering the rotation.
      var cgh = Math.ceil((boxWidth * Math.abs(Math.sin(rotateDeg)) +
                           boxHeight * Math.abs(Math.cos(rotateDeg))) / g);
      var cgw = Math.ceil((boxWidth * Math.abs(Math.cos(rotateDeg)) +
                           boxHeight * Math.abs(Math.sin(rotateDeg))) / g);
      var width = cgw * g;
      var height = cgh * g;

      fcanvas.setAttribute('width', width);
      fcanvas.setAttribute('height', height);

      if (debug) {
        // Attach fcanvas to the DOM
        document.body.appendChild(fcanvas);
        // Save it's state so that we could restore and draw the grid correctly.
        fctx.save();
      }

      // Scale the canvas with |mu|.
      fctx.scale(1 / mu, 1 / mu);
      fctx.translate(width * mu / 2, height * mu / 2);
      fctx.rotate(- rotateDeg);

      // Once the width/height is set, ctx info will be reset.
      // Set it again here.
      fctx.font = settings.fontWeight + ' ' +
        (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;

      // Fill the text into the fcanvas.
      // XXX: We cannot because textBaseline = 'top' here because
      // Firefox and Chrome uses different default line-height for canvas.
      // Please read https://bugzil.la/737852#c6.
      // Here, we use textBaseline = 'middle' and draw the text at exactly
      // 0.5 * fontSize lower.
      fctx.fillStyle = '#000';
      fctx.textBaseline = 'middle';
      fctx.fillText(word, fillTextOffsetX * mu,
                    (fillTextOffsetY + fontSize * 0.5) * mu);

      // Get the pixels of the text
      var imageData = fctx.getImageData(0, 0, width, height).data;

      if (exceedTime()) {
        return false;
      }

      if (debug) {
        // Draw the box of the original estimation
        fctx.strokeRect(fillTextOffsetX * mu,
                        fillTextOffsetY, fw * mu, fh * mu);
        fctx.restore();
      }

      // Read the pixels and save the information to the occupied array
      var occupied = [];
      var gx = cgw, gy, x, y;
      var bounds = [cgh / 2, cgw / 2, cgh / 2, cgw / 2];
      while (gx--) {
        gy = cgh;
        while (gy--) {
          y = g;
          singleGridLoop: {
            while (y--) {
              x = g;
              while (x--) {
                if (imageData[((gy * g + y) * width +
                               (gx * g + x)) * 4 + 3]) {
                  occupied.push([gx, gy]);

                  if (gx < bounds[3]) {
                    bounds[3] = gx;
                  }
                  if (gx > bounds[1]) {
                    bounds[1] = gx;
                  }
                  if (gy < bounds[0]) {
                    bounds[0] = gy;
                  }
                  if (gy > bounds[2]) {
                    bounds[2] = gy;
                  }

                  if (debug) {
                    fctx.fillStyle = 'rgba(255, 0, 0, 0.5)';
                    fctx.fillRect(gx * g, gy * g, g - 0.5, g - 0.5);
                  }
                  break singleGridLoop;
                }
              }
            }
            if (debug) {
              fctx.fillStyle = 'rgba(0, 0, 255, 0.5)';
              fctx.fillRect(gx * g, gy * g, g - 0.5, g - 0.5);
            }
          }
        }
      }

      if (debug) {
        fctx.fillStyle = 'rgba(0, 255, 0, 0.5)';
        fctx.fillRect(bounds[3] * g,
                      bounds[0] * g,
                      (bounds[1] - bounds[3] + 1) * g,
                      (bounds[2] - bounds[0] + 1) * g);
      }

      // Return information needed to create the text on the real canvas
      return {
        mu: mu,
        occupied: occupied,
        bounds: bounds,
        gw: cgw,
        gh: cgh,
        fillTextOffsetX: fillTextOffsetX,
        fillTextOffsetY: fillTextOffsetY,
        fillTextWidth: fw,
        fillTextHeight: fh,
        fontSize: fontSize
      };
    };

    /* Determine if there is room available in the given dimension */
    var canFitText = function canFitText(gx, gy, gw, gh, occupied) {
      // Go through the occupied points,
      // return false if the space is not available.
      var i = occupied.length;
      while (i--) {
        var px = gx + occupied[i][0];
        var py = gy + occupied[i][1];

        if (px >= ngx || py >= ngy || px < 0 || py < 0 || !grid[px][py]) {
          return false;
        }
      }
      return true;
    };

    /* Actually draw the text on the grid */
    var drawText = function drawText(gx, gy, info, word, weight,
                                     distance, theta, rotateDeg, attributes) {

      var fontSize = info.fontSize;
      var color;
      if (getTextColor) {
        color = getTextColor(word, weight, fontSize, distance, theta);
      } else if (settings.color instanceof Array) {
        color = settings.color.shift() || 'black'; // pass a array in setting, default 'black'
      } else {
        color = settings.color;
      }

      var classes;
      if (getTextClasses) {
        classes = getTextClasses(word, weight, fontSize, distance, theta);
      } else {
        classes = settings.classes;
      }

      var dimension;
      var bounds = info.bounds;
      dimension = {
        x: (gx + bounds[3]) * g,
        y: (gy + bounds[0]) * g,
        w: (bounds[1] - bounds[3] + 1) * g,
        h: (bounds[2] - bounds[0] + 1) * g
      };

      elements.forEach(function(el) {
        if (el.getContext) {
          var ctx = el.getContext('2d');
          var mu = info.mu;

          // Save the current state before messing it
          ctx.save();
          ctx.scale(1 / mu, 1 / mu);

          ctx.font = settings.fontWeight + ' ' +
                     (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;
          ctx.fillStyle = color;

          // Translate the canvas position to the origin coordinate of where
          // the text should be put.
          ctx.translate((gx + info.gw / 2) * g * mu,
                        (gy + info.gh / 2) * g * mu);

          if (rotateDeg !== 0) {
            ctx.rotate(- rotateDeg);
          }

          // Finally, fill the text.

          // XXX: We cannot because textBaseline = 'top' here because
          // Firefox and Chrome uses different default line-height for canvas.
          // Please read https://bugzil.la/737852#c6.
          // Here, we use textBaseline = 'middle' and draw the text at exactly
          // 0.5 * fontSize lower.
          ctx.textBaseline = 'middle';
          ctx.fillText(word, info.fillTextOffsetX * mu,
                             (info.fillTextOffsetY + fontSize * 0.5) * mu);

          // The below box is always matches how <span>s are positioned
          /* ctx.strokeRect(info.fillTextOffsetX, info.fillTextOffsetY,
            info.fillTextWidth, info.fillTextHeight); */

          // Restore the state.
          ctx.restore();
        } else {
          // drawText on DIV element
          var span = document.createElement('span');
          var transformRule = '';
          transformRule = 'rotate(' + (- rotateDeg / Math.PI * 180) + 'deg) ';
          if (info.mu !== 1) {
            transformRule +=
              'translateX(-' + (info.fillTextWidth / 4) + 'px) ' +
              'scale(' + (1 / info.mu) + ')';
          }
          var styleRules = {
            'position': 'absolute',
            'display': 'block',
            'font': settings.fontWeight + ' ' +
                    (fontSize * info.mu) + 'px ' + settings.fontFamily,
            'left': ((gx + info.gw / 2) * g + info.fillTextOffsetX) + 'px',
            'top': ((gy + info.gh / 2) * g + info.fillTextOffsetY) + 'px',
            'width': info.fillTextWidth + 'px',
            'height': info.fillTextHeight + 'px',
            'lineHeight': fontSize + 'px',
            'whiteSpace': 'nowrap',
            'transform': transformRule,
            'webkitTransform': transformRule,
            'msTransform': transformRule,
            'transformOrigin': '50% 40%',
            'webkitTransformOrigin': '50% 40%',
            'msTransformOrigin': '50% 40%'
          };
          if (color) {
            styleRules.color = color;
          }
          span.textContent = word;
          for (var cssProp in styleRules) {
            span.style[cssProp] = styleRules[cssProp];
          }
          if (attributes) {
            for (var attribute in attributes) {
              span.setAttribute(attribute, attributes[attribute]);
            }
          }
          if (classes) {
            span.className += classes;
          }
          el.appendChild(span);
        }
      });
    };

    /* Help function to updateGrid */
    var fillGridAt = function fillGridAt(x, y, drawMask, dimension, item) {
      if (x >= ngx || y >= ngy || x < 0 || y < 0) {
        return;
      }

      grid[x][y] = false;

      if (drawMask) {
        var ctx = elements[0].getContext('2d');
        ctx.fillRect(x * g, y * g, maskRectWidth, maskRectWidth);
      }

      if (interactive) {
        infoGrid[x][y] = { item: item, dimension: dimension };
      }
    };

    /* Update the filling information of the given space with occupied points.
       Draw the mask on the canvas if necessary. */
    var updateGrid = function updateGrid(gx, gy, gw, gh, info, item) {
      var occupied = info.occupied;
      var drawMask = settings.drawMask;
      var ctx;
      if (drawMask) {
        ctx = elements[0].getContext('2d');
        ctx.save();
        ctx.fillStyle = settings.maskColor;
      }

      var dimension;
      if (interactive) {
        var bounds = info.bounds;
        dimension = {
          x: (gx + bounds[3]) * g,
          y: (gy + bounds[0]) * g,
          w: (bounds[1] - bounds[3] + 1) * g,
          h: (bounds[2] - bounds[0] + 1) * g
        };
      }

      var i = occupied.length;
      while (i--) {
        fillGridAt(gx + occupied[i][0], gy + occupied[i][1],
                   drawMask, dimension, item);
      }

      if (drawMask) {
        ctx.restore();
      }
    };

    /* putWord() processes each item on the list,
       calculate it's size and determine it's position, and actually
       put it on the canvas. */
    var putWord = function putWord(item) {
      var word, weight, attributes;
      if (Array.isArray(item)) {
        word = item[0];
        weight = item[1];
      } else {
        word = item.word;
        weight = item.weight;
        attributes = item.attributes;
      }
      var rotateDeg = getRotateDeg();

      // get info needed to put the text onto the canvas
      var info = getTextInfo(word, weight, rotateDeg);

      // not getting the info means we shouldn't be drawing this one.
      if (!info) {
        return false;
      }

      if (exceedTime()) {
        return false;
      }

      // Skip the loop if we have already know the bounding box of
      // word is larger than the canvas.
      var bounds = info.bounds;
      if ((bounds[1] - bounds[3] + 1) > ngx ||
        (bounds[2] - bounds[0] + 1) > ngy) {
        return false;
      }

      // Determine the position to put the text by
      // start looking for the nearest points
      var r = maxRadius + 1;

      var tryToPutWordAtPoint = function(gxy) {
        var gx = Math.floor(gxy[0] - info.gw / 2);
        var gy = Math.floor(gxy[1] - info.gh / 2);
        var gw = info.gw;
        var gh = info.gh;

        // If we cannot fit the text at this position, return false
        // and go to the next position.
        if (!canFitText(gx, gy, gw, gh, info.occupied)) {
          return false;
        }

        // Actually put the text on the canvas
        drawText(gx, gy, info, word, weight,
                 (maxRadius - r), gxy[2], rotateDeg, attributes);

        // Mark the spaces on the grid as filled
        updateGrid(gx, gy, gw, gh, info, item);

        // Return true so some() will stop and also return true.
        return true;
      };

      while (r--) {
        var points = getPointsAtRadius(maxRadius - r);

        if (settings.shuffle) {
          points = [].concat(points);
          shuffleArray(points);
        }

        // Try to fit the words by looking at each point.
        // array.some() will stop and return true
        // when putWordAtPoint() returns true.
        // If all the points returns false, array.some() returns false.
        var drawn = points.some(tryToPutWordAtPoint);

        if (drawn) {
          // leave putWord() and return true
          return true;
        }
      }
      // we tried all distances but text won't fit, return false
      return false;
    };

    /* Send DOM event to all elements. Will stop sending event and return
       if the previous one is canceled (for cancelable events). */
    var sendEvent = function sendEvent(type, cancelable, detail) {
      if (cancelable) {
        return !elements.some(function(el) {
          var evt = document.createEvent('CustomEvent');
          evt.initCustomEvent(type, true, cancelable, detail || {});
          return !el.dispatchEvent(evt);
        }, this);
      } else {
        elements.forEach(function(el) {
          var evt = document.createEvent('CustomEvent');
          evt.initCustomEvent(type, true, cancelable, detail || {});
          el.dispatchEvent(evt);
        }, this);
      }
    };

    /* Start drawing on a canvas */
    var start = function start() {
      // For dimensions, clearCanvas etc.,
      // we only care about the first element.
      var canvas = elements[0];

      if (canvas.getContext) {
        ngx = Math.floor(canvas.width / g);
        ngy = Math.floor(canvas.height / g);
      } else {
        var rect = canvas.getBoundingClientRect();
        ngx = Math.floor(rect.width / g);
        ngy = Math.floor(rect.height / g);
      }

      // Sending a wordcloudstart event which cause the previous loop to stop.
      // Do nothing if the event is canceled.
      if (!sendEvent('wordcloudstart', true)) {
        return;
      }

      // Determine the center of the word cloud
      center = (settings.origin) ?
        [settings.origin[0]/g, settings.origin[1]/g] :
        [ngx / 2, ngy / 2];

      // Maxium radius to look for space
      maxRadius = Math.floor(Math.sqrt(ngx * ngx + ngy * ngy));

      /* Clear the canvas only if the clearCanvas is set,
         if not, update the grid to the current canvas state */
      grid = [];

      var gx, gy, i;
      if (!canvas.getContext || settings.clearCanvas) {
        elements.forEach(function(el) {
          if (el.getContext) {
            var ctx = el.getContext('2d');
            ctx.fillStyle = settings.backgroundColor;
            ctx.clearRect(0, 0, ngx * (g + 1), ngy * (g + 1));
            ctx.fillRect(0, 0, ngx * (g + 1), ngy * (g + 1));
          } else {
            el.textContent = '';
            el.style.backgroundColor = settings.backgroundColor;
          }
        });

        /* fill the grid with empty state */
        gx = ngx;
        while (gx--) {
          grid[gx] = [];
          gy = ngy;
          while (gy--) {
            grid[gx][gy] = true;
          }
        }
      } else {
        /* Determine bgPixel by creating
           another canvas and fill the specified background color. */
        var bctx = document.createElement('canvas').getContext('2d');

        bctx.fillStyle = settings.backgroundColor;
        bctx.fillRect(0, 0, 1, 1);
        var bgPixel = bctx.getImageData(0, 0, 1, 1).data;

        /* Read back the pixels of the canvas we got to tell which part of the
           canvas is empty.
           (no clearCanvas only works with a canvas, not divs) */
        var imageData =
          canvas.getContext('2d').getImageData(0, 0, ngx * g, ngy * g).data;

        gx = ngx;
        var x, y;
        while (gx--) {
          grid[gx] = [];
          gy = ngy;
          while (gy--) {
            y = g;
            singleGridLoop: while (y--) {
              x = g;
              while (x--) {
                i = 4;
                while (i--) {
                  if (imageData[((gy * g + y) * ngx * g +
                                 (gx * g + x)) * 4 + i] !== bgPixel[i]) {
                    grid[gx][gy] = false;
                    break singleGridLoop;
                  }
                }
              }
            }
            if (grid[gx][gy] !== false) {
              grid[gx][gy] = true;
            }
          }
        }

        imageData = bctx = bgPixel = undefined;
      }

      // fill the infoGrid with empty state if we need it
      if (settings.hover || settings.click) {

        interactive = true;

        /* fill the grid with empty state */
        gx = ngx + 1;
        while (gx--) {
          infoGrid[gx] = [];
        }

        if (settings.hover) {
          canvas.addEventListener('mousemove', wordcloudhover);
        }

        if (settings.click) {
          canvas.addEventListener('click', wordcloudclick);
          canvas.addEventListener('touchstart', wordcloudclick);
          canvas.addEventListener('touchend', function (e) {
            e.preventDefault();
          });
          canvas.style.webkitTapHighlightColor = 'rgba(0, 0, 0, 0)';
        }

        canvas.addEventListener('wordcloudstart', function stopInteraction() {
          canvas.removeEventListener('wordcloudstart', stopInteraction);

          canvas.removeEventListener('mousemove', wordcloudhover);
          canvas.removeEventListener('click', wordcloudclick);
          hovered = undefined;
        });
      }

      i = 0;
      var loopingFunction, stoppingFunction;
      if (settings.wait !== 0) {
        loopingFunction = window.setTimeout;
        stoppingFunction = window.clearTimeout;
      } else {
        loopingFunction = window.setImmediate;
        stoppingFunction = window.clearImmediate;
      }

      var addEventListener = function addEventListener(type, listener) {
        elements.forEach(function(el) {
          el.addEventListener(type, listener);
        }, this);
      };

      var removeEventListener = function removeEventListener(type, listener) {
        elements.forEach(function(el) {
          el.removeEventListener(type, listener);
        }, this);
      };

      var anotherWordCloudStart = function anotherWordCloudStart() {
        removeEventListener('wordcloudstart', anotherWordCloudStart);
        stoppingFunction(timer);
      };

      addEventListener('wordcloudstart', anotherWordCloudStart);

      var timer = loopingFunction(function loop() {
        if (i >= settings.list.length) {
          stoppingFunction(timer);
          sendEvent('wordcloudstop', false);
          removeEventListener('wordcloudstart', anotherWordCloudStart);

          return;
        }
        escapeTime = (new Date()).getTime();
        var drawn = putWord(settings.list[i]);
        var canceled = !sendEvent('wordclouddrawn', true, {
          item: settings.list[i], drawn: drawn });
        if (exceedTime() || canceled) {
          stoppingFunction(timer);
          settings.abort();
          sendEvent('wordcloudabort', false);
          sendEvent('wordcloudstop', false);
          removeEventListener('wordcloudstart', anotherWordCloudStart);
          return;
        }
        i++;
        timer = loopingFunction(loop, settings.wait);
      }, settings.wait);
    };

    // All set, start the drawing
    start();
  };

  WordCloud.isSupported = isSupported;
  WordCloud.minFontSize = minFontSize;

  // Expose the library as an AMD module
  if (typeof define === 'function' && define.amd) {
    define('wordcloud', [], function() { return WordCloud; });
  } else if (typeof module !== 'undefined' && module.exports) {
    module.exports = WordCloud;
  } else {
    global.WordCloud = WordCloud;
  }

})(this); //jshint ignore:line
\"></script>\n",
       "<script title=\"wordcloud2\" src=\"data:application/javascript;base64,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       "<link href=\"data:text/css;charset-utf-8;base64,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\" rel=\"stylesheet\" />\n",
       "<script title=\"wordcloud2-binding\" src=\"data:application/javascript;base64,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\"></script>\n",
       "\t</head>\n",
       "\t<body>\n",
       "\t\t<div id=\"htmlwidget-2eb6aec30bb2780fb795\" style=\"width:960px;height:500px;\" class=\"wordcloud2 html-widget\"></div>\n",
       "<script type=\"application/json\" data-for=\"htmlwidget-2eb6aec30bb2780fb795\">{\"x\":{\"word\":[\"Olivia\",\"Emma\",\"Ava\",\"Charlotte\",\"Sophia\",\"Amelia\",\"Isabella\",\"Mia\",\"Evelyn\",\"Harper\",\"Camila\",\"Gianna\",\"Abigail\",\"Luna\",\"Ella\",\"Elizabeth\",\"Sofia\",\"Emily\",\"Avery\",\"Mila\",\"Scarlett\",\"Eleanor\",\"Madison\",\"Layla\",\"Penelope\",\"Aria\",\"Chloe\",\"Grace\",\"Ellie\",\"Nora\",\"Hazel\",\"Zoey\",\"Riley\",\"Victoria\",\"Lily\",\"Aurora\",\"Violet\",\"Nova\",\"Hannah\",\"Emilia\",\"Zoe\",\"Stella\",\"Everly\",\"Isla\",\"Leah\",\"Lillian\",\"Addison\",\"Willow\",\"Lucy\",\"Paisley\",\"Natalie\",\"Naomi\",\"Eliana\",\"Brooklyn\",\"Elena\",\"Aubrey\",\"Claire\",\"Ivy\",\"Kinsley\",\"Audrey\",\"Maya\",\"Genesis\",\"Skylar\",\"Bella\",\"Aaliyah\",\"Madelyn\",\"Savannah\",\"Anna\",\"Delilah\",\"Serenity\",\"Caroline\",\"Kennedy\",\"Valentina\",\"Ruby\",\"Sophie\",\"Alice\",\"Gabriella\",\"Sadie\",\"Ariana\",\"Allison\",\"Hailey\",\"Autumn\",\"Nevaeh\",\"Natalia\",\"Quinn\",\"Josephine\",\"Sarah\",\"Cora\",\"Emery\",\"Samantha\",\"Piper\",\"Leilani\",\"Eva\",\"Everleigh\",\"Madeline\",\"Lydia\",\"Jade\",\"Peyton\",\"Brielle\",\"Adeline\"],\"freq\":[17535,15581,13084,13003,12976,12704,12066,11157,9445,8778,8096,7826,7817,7770,7303,7216,6926,6856,6698,6602,6455,6335,6196,6174,6099,6093,6093,5569,5562,5550,5457,5331,5309,5249,5195,5184,5075,4940,4910,4750,4725,4624,4590,4538,4482,4468,4467,4345,4339,4333,4258,4066,4038,3989,3904,3886,3822,3794,3744,3735,3696,3654,3608,3590,3550,3520,3515,3479,3384,3366,3345,3342,3331,3308,3287,3268,3197,3174,3136,3132,3129,3106,3076,3059,3058,3027,3025,3007,2959,2929,2881,2860,2826,2799,2771,2767,2717,2703,2697,2694],\"fontFamily\":\"Segoe UI\",\"fontWeight\":\"bold\",\"color\":\"random-dark\",\"minSize\":0,\"weightFactor\":0.00513259195893926,\"backgroundColor\":\"white\",\"gridSize\":0,\"minRotation\":-0.785398163397448,\"maxRotation\":0.785398163397448,\"shuffle\":true,\"rotateRatio\":0.4,\"shape\":\"circle\",\"ellipticity\":0.65,\"figBase64\":null,\"hover\":null},\"evals\":[],\"jsHooks\":{\"render\":[{\"code\":\"function(el,x){\\n                        console.log(123);\\n                        if(!iii){\\n                          window.location.reload();\\n                          iii = False;\\n\\n                        }\\n  }\",\"data\":null}]}}</script>\n",
       "\t</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "HTML widgets cannot be represented in plain text (need html)"
      ]
     },
     "metadata": {
      "text/html": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<!doctype html>\n",
       "<html>\n",
       "\t<head>\n",
       "\t\t<meta charset=\"utf-8\">\n",
       "\t\t<script title=\"htmlwidgets\" src=\"data:application/javascript;base64,(function() {
  // If window.HTMLWidgets is already defined, then use it; otherwise create a
  // new object. This allows preceding code to set options that affect the
  // initialization process (though none currently exist).
  window.HTMLWidgets = window.HTMLWidgets || {};

  // See if we're running in a viewer pane. If not, we're in a web browser.
  var viewerMode = window.HTMLWidgets.viewerMode =
      /\bviewer_pane=1\b/.test(window.location);

  // See if we're running in Shiny mode. If not, it's a static document.
  // Note that static widgets can appear in both Shiny and static modes, but
  // obviously, Shiny widgets can only appear in Shiny apps/documents.
  var shinyMode = window.HTMLWidgets.shinyMode =
      typeof(window.Shiny) !== "undefined" && !!window.Shiny.outputBindings;

  // We can't count on jQuery being available, so we implement our own
  // version if necessary.
  function querySelectorAll(scope, selector) {
    if (typeof(jQuery) !== "undefined" && scope instanceof jQuery) {
      return scope.find(selector);
    }
    if (scope.querySelectorAll) {
      return scope.querySelectorAll(selector);
    }
  }

  function asArray(value) {
    if (value === null)
      return [];
    if ($.isArray(value))
      return value;
    return [value];
  }

  // Implement jQuery's extend
  function extend(target /*, ... */) {
    if (arguments.length == 1) {
      return target;
    }
    for (var i = 1; i < arguments.length; i++) {
      var source = arguments[i];
      for (var prop in source) {
        if (source.hasOwnProperty(prop)) {
          target[prop] = source[prop];
        }
      }
    }
    return target;
  }

  // IE8 doesn't support Array.forEach.
  function forEach(values, callback, thisArg) {
    if (values.forEach) {
      values.forEach(callback, thisArg);
    } else {
      for (var i = 0; i < values.length; i++) {
        callback.call(thisArg, values[i], i, values);
      }
    }
  }

  // Replaces the specified method with the return value of funcSource.
  //
  // Note that funcSource should not BE the new method, it should be a function
  // that RETURNS the new method. funcSource receives a single argument that is
  // the overridden method, it can be called from the new method. The overridden
  // method can be called like a regular function, it has the target permanently
  // bound to it so "this" will work correctly.
  function overrideMethod(target, methodName, funcSource) {
    var superFunc = target[methodName] || function() {};
    var superFuncBound = function() {
      return superFunc.apply(target, arguments);
    };
    target[methodName] = funcSource(superFuncBound);
  }

  // Add a method to delegator that, when invoked, calls
  // delegatee.methodName. If there is no such method on
  // the delegatee, but there was one on delegator before
  // delegateMethod was called, then the original version
  // is invoked instead.
  // For example:
  //
  // var a = {
  //   method1: function() { console.log('a1'); }
  //   method2: function() { console.log('a2'); }
  // };
  // var b = {
  //   method1: function() { console.log('b1'); }
  // };
  // delegateMethod(a, b, "method1");
  // delegateMethod(a, b, "method2");
  // a.method1();
  // a.method2();
  //
  // The output would be "b1", "a2".
  function delegateMethod(delegator, delegatee, methodName) {
    var inherited = delegator[methodName];
    delegator[methodName] = function() {
      var target = delegatee;
      var method = delegatee[methodName];

      // The method doesn't exist on the delegatee. Instead,
      // call the method on the delegator, if it exists.
      if (!method) {
        target = delegator;
        method = inherited;
      }

      if (method) {
        return method.apply(target, arguments);
      }
    };
  }

  // Implement a vague facsimilie of jQuery's data method
  function elementData(el, name, value) {
    if (arguments.length == 2) {
      return el["htmlwidget_data_" + name];
    } else if (arguments.length == 3) {
      el["htmlwidget_data_" + name] = value;
      return el;
    } else {
      throw new Error("Wrong number of arguments for elementData: " +
        arguments.length);
    }
  }

  // http://stackoverflow.com/questions/3446170/escape-string-for-use-in-javascript-regex
  function escapeRegExp(str) {
    return str.replace(/[\-\[\]\/\{\}\(\)\*\+\?\.\\\^\$\|]/g, "\\$&");
  }

  function hasClass(el, className) {
    var re = new RegExp("\\b" + escapeRegExp(className) + "\\b");
    return re.test(el.className);
  }

  // elements - array (or array-like object) of HTML elements
  // className - class name to test for
  // include - if true, only return elements with given className;
  //   if false, only return elements *without* given className
  function filterByClass(elements, className, include) {
    var results = [];
    for (var i = 0; i < elements.length; i++) {
      if (hasClass(elements[i], className) == include)
        results.push(elements[i]);
    }
    return results;
  }

  function on(obj, eventName, func) {
    if (obj.addEventListener) {
      obj.addEventListener(eventName, func, false);
    } else if (obj.attachEvent) {
      obj.attachEvent(eventName, func);
    }
  }

  function off(obj, eventName, func) {
    if (obj.removeEventListener)
      obj.removeEventListener(eventName, func, false);
    else if (obj.detachEvent) {
      obj.detachEvent(eventName, func);
    }
  }

  // Translate array of values to top/right/bottom/left, as usual with
  // the "padding" CSS property
  // https://developer.mozilla.org/en-US/docs/Web/CSS/padding
  function unpackPadding(value) {
    if (typeof(value) === "number")
      value = [value];
    if (value.length === 1) {
      return {top: value[0], right: value[0], bottom: value[0], left: value[0]};
    }
    if (value.length === 2) {
      return {top: value[0], right: value[1], bottom: value[0], left: value[1]};
    }
    if (value.length === 3) {
      return {top: value[0], right: value[1], bottom: value[2], left: value[1]};
    }
    if (value.length === 4) {
      return {top: value[0], right: value[1], bottom: value[2], left: value[3]};
    }
  }

  // Convert an unpacked padding object to a CSS value
  function paddingToCss(paddingObj) {
    return paddingObj.top + "px " + paddingObj.right + "px " + paddingObj.bottom + "px " + paddingObj.left + "px";
  }

  // Makes a number suitable for CSS
  function px(x) {
    if (typeof(x) === "number")
      return x + "px";
    else
      return x;
  }

  // Retrieves runtime widget sizing information for an element.
  // The return value is either null, or an object with fill, padding,
  // defaultWidth, defaultHeight fields.
  function sizingPolicy(el) {
    var sizingEl = document.querySelector("script[data-for='" + el.id + "'][type='application/htmlwidget-sizing']");
    if (!sizingEl)
      return null;
    var sp = JSON.parse(sizingEl.textContent || sizingEl.text || "{}");
    if (viewerMode) {
      return sp.viewer;
    } else {
      return sp.browser;
    }
  }

  // @param tasks Array of strings (or falsy value, in which case no-op).
  //   Each element must be a valid JavaScript expression that yields a
  //   function. Or, can be an array of objects with "code" and "data"
  //   properties; in this case, the "code" property should be a string
  //   of JS that's an expr that yields a function, and "data" should be
  //   an object that will be added as an additional argument when that
  //   function is called.
  // @param target The object that will be "this" for each function
  //   execution.
  // @param args Array of arguments to be passed to the functions. (The
  //   same arguments will be passed to all functions.)
  function evalAndRun(tasks, target, args) {
    if (tasks) {
      forEach(tasks, function(task) {
        var theseArgs = args;
        if (typeof(task) === "object") {
          theseArgs = theseArgs.concat([task.data]);
          task = task.code;
        }
        var taskFunc = eval("(" + task + ")");
        if (typeof(taskFunc) !== "function") {
          throw new Error("Task must be a function! Source:\n" + task);
        }
        taskFunc.apply(target, theseArgs);
      });
    }
  }

  function initSizing(el) {
    var sizing = sizingPolicy(el);
    if (!sizing)
      return;

    var cel = document.getElementById("htmlwidget_container");
    if (!cel)
      return;

    if (typeof(sizing.padding) !== "undefined") {
      document.body.style.margin = "0";
      document.body.style.padding = paddingToCss(unpackPadding(sizing.padding));
    }

    if (sizing.fill) {
      document.body.style.overflow = "hidden";
      document.body.style.width = "100%";
      document.body.style.height = "100%";
      document.documentElement.style.width = "100%";
      document.documentElement.style.height = "100%";
      if (cel) {
        cel.style.position = "absolute";
        var pad = unpackPadding(sizing.padding);
        cel.style.top = pad.top + "px";
        cel.style.right = pad.right + "px";
        cel.style.bottom = pad.bottom + "px";
        cel.style.left = pad.left + "px";
        el.style.width = "100%";
        el.style.height = "100%";
      }

      return {
        getWidth: function() { return cel.offsetWidth; },
        getHeight: function() { return cel.offsetHeight; }
      };

    } else {
      el.style.width = px(sizing.width);
      el.style.height = px(sizing.height);

      return {
        getWidth: function() { return el.offsetWidth; },
        getHeight: function() { return el.offsetHeight; }
      };
    }
  }

  // Default implementations for methods
  var defaults = {
    find: function(scope) {
      return querySelectorAll(scope, "." + this.name);
    },
    renderError: function(el, err) {
      var $el = $(el);

      this.clearError(el);

      // Add all these error classes, as Shiny does
      var errClass = "shiny-output-error";
      if (err.type !== null) {
        // use the classes of the error condition as CSS class names
        errClass = errClass + " " + $.map(asArray(err.type), function(type) {
          return errClass + "-" + type;
        }).join(" ");
      }
      errClass = errClass + " htmlwidgets-error";

      // Is el inline or block? If inline or inline-block, just display:none it
      // and add an inline error.
      var display = $el.css("display");
      $el.data("restore-display-mode", display);

      if (display === "inline" || display === "inline-block") {
        $el.hide();
        if (err.message !== "") {
          var errorSpan = $("<span>").addClass(errClass);
          errorSpan.text(err.message);
          $el.after(errorSpan);
        }
      } else if (display === "block") {
        // If block, add an error just after the el, set visibility:none on the
        // el, and position the error to be on top of the el.
        // Mark it with a unique ID and CSS class so we can remove it later.
        $el.css("visibility", "hidden");
        if (err.message !== "") {
          var errorDiv = $("<div>").addClass(errClass).css("position", "absolute")
            .css("top", el.offsetTop)
            .css("left", el.offsetLeft)
            // setting width can push out the page size, forcing otherwise
            // unnecessary scrollbars to appear and making it impossible for
            // the element to shrink; so use max-width instead
            .css("maxWidth", el.offsetWidth)
            .css("height", el.offsetHeight);
          errorDiv.text(err.message);
          $el.after(errorDiv);

          // Really dumb way to keep the size/position of the error in sync with
          // the parent element as the window is resized or whatever.
          var intId = setInterval(function() {
            if (!errorDiv[0].parentElement) {
              clearInterval(intId);
              return;
            }
            errorDiv
              .css("top", el.offsetTop)
              .css("left", el.offsetLeft)
              .css("maxWidth", el.offsetWidth)
              .css("height", el.offsetHeight);
          }, 500);
        }
      }
    },
    clearError: function(el) {
      var $el = $(el);
      var display = $el.data("restore-display-mode");
      $el.data("restore-display-mode", null);

      if (display === "inline" || display === "inline-block") {
        if (display)
          $el.css("display", display);
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      } else if (display === "block"){
        $el.css("visibility", "inherit");
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      }
    },
    sizing: {}
  };

  // Called by widget bindings to register a new type of widget. The definition
  // object can contain the following properties:
  // - name (required) - A string indicating the binding name, which will be
  //   used by default as the CSS classname to look for.
  // - initialize (optional) - A function(el) that will be called once per
  //   widget element; if a value is returned, it will be passed as the third
  //   value to renderValue.
  // - renderValue (required) - A function(el, data, initValue) that will be
  //   called with data. Static contexts will cause this to be called once per
  //   element; Shiny apps will cause this to be called multiple times per
  //   element, as the data changes.
  window.HTMLWidgets.widget = function(definition) {
    if (!definition.name) {
      throw new Error("Widget must have a name");
    }
    if (!definition.type) {
      throw new Error("Widget must have a type");
    }
    // Currently we only support output widgets
    if (definition.type !== "output") {
      throw new Error("Unrecognized widget type '" + definition.type + "'");
    }
    // TODO: Verify that .name is a valid CSS classname

    // Support new-style instance-bound definitions. Old-style class-bound
    // definitions have one widget "object" per widget per type/class of
    // widget; the renderValue and resize methods on such widget objects
    // take el and instance arguments, because the widget object can't
    // store them. New-style instance-bound definitions have one widget
    // object per widget instance; the definition that's passed in doesn't
    // provide renderValue or resize methods at all, just the single method
    //   factory(el, width, height)
    // which returns an object that has renderValue(x) and resize(w, h).
    // This enables a far more natural programming style for the widget
    // author, who can store per-instance state using either OO-style
    // instance fields or functional-style closure variables (I guess this
    // is in contrast to what can only be called C-style pseudo-OO which is
    // what we required before).
    if (definition.factory) {
      definition = createLegacyDefinitionAdapter(definition);
    }

    if (!definition.renderValue) {
      throw new Error("Widget must have a renderValue function");
    }

    // For static rendering (non-Shiny), use a simple widget registration
    // scheme. We also use this scheme for Shiny apps/documents that also
    // contain static widgets.
    window.HTMLWidgets.widgets = window.HTMLWidgets.widgets || [];
    // Merge defaults into the definition; don't mutate the original definition.
    var staticBinding = extend({}, defaults, definition);
    overrideMethod(staticBinding, "find", function(superfunc) {
      return function(scope) {
        var results = superfunc(scope);
        // Filter out Shiny outputs, we only want the static kind
        return filterByClass(results, "html-widget-output", false);
      };
    });
    window.HTMLWidgets.widgets.push(staticBinding);

    if (shinyMode) {
      // Shiny is running. Register the definition with an output binding.
      // The definition itself will not be the output binding, instead
      // we will make an output binding object that delegates to the
      // definition. This is because we foolishly used the same method
      // name (renderValue) for htmlwidgets definition and Shiny bindings
      // but they actually have quite different semantics (the Shiny
      // bindings receive data that includes lots of metadata that it
      // strips off before calling htmlwidgets renderValue). We can't
      // just ignore the difference because in some widgets it's helpful
      // to call this.renderValue() from inside of resize(), and if
      // we're not delegating, then that call will go to the Shiny
      // version instead of the htmlwidgets version.

      // Merge defaults with definition, without mutating either.
      var bindingDef = extend({}, defaults, definition);

      // This object will be our actual Shiny binding.
      var shinyBinding = new Shiny.OutputBinding();

      // With a few exceptions, we'll want to simply use the bindingDef's
      // version of methods if they are available, otherwise fall back to
      // Shiny's defaults. NOTE: If Shiny's output bindings gain additional
      // methods in the future, and we want them to be overrideable by
      // HTMLWidget binding definitions, then we'll need to add them to this
      // list.
      delegateMethod(shinyBinding, bindingDef, "getId");
      delegateMethod(shinyBinding, bindingDef, "onValueChange");
      delegateMethod(shinyBinding, bindingDef, "onValueError");
      delegateMethod(shinyBinding, bindingDef, "renderError");
      delegateMethod(shinyBinding, bindingDef, "clearError");
      delegateMethod(shinyBinding, bindingDef, "showProgress");

      // The find, renderValue, and resize are handled differently, because we
      // want to actually decorate the behavior of the bindingDef methods.

      shinyBinding.find = function(scope) {
        var results = bindingDef.find(scope);

        // Only return elements that are Shiny outputs, not static ones
        var dynamicResults = results.filter(".html-widget-output");

        // It's possible that whatever caused Shiny to think there might be
        // new dynamic outputs, also caused there to be new static outputs.
        // Since there might be lots of different htmlwidgets bindings, we
        // schedule execution for later--no need to staticRender multiple
        // times.
        if (results.length !== dynamicResults.length)
          scheduleStaticRender();

        return dynamicResults;
      };

      // Wrap renderValue to handle initialization, which unfortunately isn't
      // supported natively by Shiny at the time of this writing.

      shinyBinding.renderValue = function(el, data) {
        Shiny.renderDependencies(data.deps);
        // Resolve strings marked as javascript literals to objects
        if (!(data.evals instanceof Array)) data.evals = [data.evals];
        for (var i = 0; data.evals && i < data.evals.length; i++) {
          window.HTMLWidgets.evaluateStringMember(data.x, data.evals[i]);
        }
        if (!bindingDef.renderOnNullValue) {
          if (data.x === null) {
            el.style.visibility = "hidden";
            return;
          } else {
            el.style.visibility = "inherit";
          }
        }
        if (!elementData(el, "initialized")) {
          initSizing(el);

          elementData(el, "initialized", true);
          if (bindingDef.initialize) {
            var result = bindingDef.initialize(el, el.offsetWidth,
              el.offsetHeight);
            elementData(el, "init_result", result);
          }
        }
        bindingDef.renderValue(el, data.x, elementData(el, "init_result"));
        evalAndRun(data.jsHooks.render, elementData(el, "init_result"), [el, data.x]);
      };

      // Only override resize if bindingDef implements it
      if (bindingDef.resize) {
        shinyBinding.resize = function(el, width, height) {
          // Shiny can call resize before initialize/renderValue have been
          // called, which doesn't make sense for widgets.
          if (elementData(el, "initialized")) {
            bindingDef.resize(el, width, height, elementData(el, "init_result"));
          }
        };
      }

      Shiny.outputBindings.register(shinyBinding, bindingDef.name);
    }
  };

  var scheduleStaticRenderTimerId = null;
  function scheduleStaticRender() {
    if (!scheduleStaticRenderTimerId) {
      scheduleStaticRenderTimerId = setTimeout(function() {
        scheduleStaticRenderTimerId = null;
        window.HTMLWidgets.staticRender();
      }, 1);
    }
  }

  // Render static widgets after the document finishes loading
  // Statically render all elements that are of this widget's class
  window.HTMLWidgets.staticRender = function() {
    var bindings = window.HTMLWidgets.widgets || [];
    forEach(bindings, function(binding) {
      var matches = binding.find(document.documentElement);
      forEach(matches, function(el) {
        var sizeObj = initSizing(el, binding);

        if (hasClass(el, "html-widget-static-bound"))
          return;
        el.className = el.className + " html-widget-static-bound";

        var initResult;
        if (binding.initialize) {
          initResult = binding.initialize(el,
            sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            sizeObj ? sizeObj.getHeight() : el.offsetHeight
          );
          elementData(el, "init_result", initResult);
        }

        if (binding.resize) {
          var lastSize = {
            w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
          };
          var resizeHandler = function(e) {
            var size = {
              w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
              h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
            };
            if (size.w === 0 && size.h === 0)
              return;
            if (size.w === lastSize.w && size.h === lastSize.h)
              return;
            lastSize = size;
            binding.resize(el, size.w, size.h, initResult);
          };

          on(window, "resize", resizeHandler);

          // This is needed for cases where we're running in a Shiny
          // app, but the widget itself is not a Shiny output, but
          // rather a simple static widget. One example of this is
          // an rmarkdown document that has runtime:shiny and widget
          // that isn't in a render function. Shiny only knows to
          // call resize handlers for Shiny outputs, not for static
          // widgets, so we do it ourselves.
          if (window.jQuery) {
            window.jQuery(document).on(
              "shown.htmlwidgets shown.bs.tab.htmlwidgets shown.bs.collapse.htmlwidgets",
              resizeHandler
            );
            window.jQuery(document).on(
              "hidden.htmlwidgets hidden.bs.tab.htmlwidgets hidden.bs.collapse.htmlwidgets",
              resizeHandler
            );
          }

          // This is needed for the specific case of ioslides, which
          // flips slides between display:none and display:block.
          // Ideally we would not have to have ioslide-specific code
          // here, but rather have ioslides raise a generic event,
          // but the rmarkdown package just went to CRAN so the
          // window to getting that fixed may be long.
          if (window.addEventListener) {
            // It's OK to limit this to window.addEventListener
            // browsers because ioslides itself only supports
            // such browsers.
            on(document, "slideenter", resizeHandler);
            on(document, "slideleave", resizeHandler);
          }
        }

        var scriptData = document.querySelector("script[data-for='" + el.id + "'][type='application/json']");
        if (scriptData) {
          var data = JSON.parse(scriptData.textContent || scriptData.text);
          // Resolve strings marked as javascript literals to objects
          if (!(data.evals instanceof Array)) data.evals = [data.evals];
          for (var k = 0; data.evals && k < data.evals.length; k++) {
            window.HTMLWidgets.evaluateStringMember(data.x, data.evals[k]);
          }
          binding.renderValue(el, data.x, initResult);
          evalAndRun(data.jsHooks.render, initResult, [el, data.x]);
        }
      });
    });

    invokePostRenderHandlers();
  }

  // Wait until after the document has loaded to render the widgets.
  if (document.addEventListener) {
    document.addEventListener("DOMContentLoaded", function() {
      document.removeEventListener("DOMContentLoaded", arguments.callee, false);
      window.HTMLWidgets.staticRender();
    }, false);
  } else if (document.attachEvent) {
    document.attachEvent("onreadystatechange", function() {
      if (document.readyState === "complete") {
        document.detachEvent("onreadystatechange", arguments.callee);
        window.HTMLWidgets.staticRender();
      }
    });
  }


  window.HTMLWidgets.getAttachmentUrl = function(depname, key) {
    // If no key, default to the first item
    if (typeof(key) === "undefined")
      key = 1;

    var link = document.getElementById(depname + "-" + key + "-attachment");
    if (!link) {
      throw new Error("Attachment " + depname + "/" + key + " not found in document");
    }
    return link.getAttribute("href");
  };

  window.HTMLWidgets.dataframeToD3 = function(df) {
    var names = [];
    var length;
    for (var name in df) {
        if (df.hasOwnProperty(name))
            names.push(name);
        if (typeof(df[name]) !== "object" || typeof(df[name].length) === "undefined") {
            throw new Error("All fields must be arrays");
        } else if (typeof(length) !== "undefined" && length !== df[name].length) {
            throw new Error("All fields must be arrays of the same length");
        }
        length = df[name].length;
    }
    var results = [];
    var item;
    for (var row = 0; row < length; row++) {
        item = {};
        for (var col = 0; col < names.length; col++) {
            item[names[col]] = df[names[col]][row];
        }
        results.push(item);
    }
    return results;
  };

  window.HTMLWidgets.transposeArray2D = function(array) {
      if (array.length === 0) return array;
      var newArray = array[0].map(function(col, i) {
          return array.map(function(row) {
              return row[i]
          })
      });
      return newArray;
  };
  // Split value at splitChar, but allow splitChar to be escaped
  // using escapeChar. Any other characters escaped by escapeChar
  // will be included as usual (including escapeChar itself).
  function splitWithEscape(value, splitChar, escapeChar) {
    var results = [];
    var escapeMode = false;
    var currentResult = "";
    for (var pos = 0; pos < value.length; pos++) {
      if (!escapeMode) {
        if (value[pos] === splitChar) {
          results.push(currentResult);
          currentResult = "";
        } else if (value[pos] === escapeChar) {
          escapeMode = true;
        } else {
          currentResult += value[pos];
        }
      } else {
        currentResult += value[pos];
        escapeMode = false;
      }
    }
    if (currentResult !== "") {
      results.push(currentResult);
    }
    return results;
  }
  // Function authored by Yihui/JJ Allaire
  window.HTMLWidgets.evaluateStringMember = function(o, member) {
    var parts = splitWithEscape(member, '.', '\\');
    for (var i = 0, l = parts.length; i < l; i++) {
      var part = parts[i];
      // part may be a character or 'numeric' member name
      if (o !== null && typeof o === "object" && part in o) {
        if (i == (l - 1)) { // if we are at the end of the line then evalulate
          if (typeof o[part] === "string")
            o[part] = eval("(" + o[part] + ")");
        } else { // otherwise continue to next embedded object
          o = o[part];
        }
      }
    }
  };

  // Retrieve the HTMLWidget instance (i.e. the return value of an
  // HTMLWidget binding's initialize() or factory() function)
  // associated with an element, or null if none.
  window.HTMLWidgets.getInstance = function(el) {
    return elementData(el, "init_result");
  };

  // Finds the first element in the scope that matches the selector,
  // and returns the HTMLWidget instance (i.e. the return value of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with that element, if any. If no element matches the
  // selector, or the first matching element has no HTMLWidget
  // instance associated with it, then null is returned.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.find = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var el = scope.querySelector(selector);
    if (el === null) {
      return null;
    } else {
      return window.HTMLWidgets.getInstance(el);
    }
  };

  // Finds all elements in the scope that match the selector, and
  // returns the HTMLWidget instances (i.e. the return values of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with the elements, in an array. If elements that
  // match the selector don't have an associated HTMLWidget
  // instance, the returned array will contain nulls.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.findAll = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var nodes = scope.querySelectorAll(selector);
    var results = [];
    for (var i = 0; i < nodes.length; i++) {
      results.push(window.HTMLWidgets.getInstance(nodes[i]));
    }
    return results;
  };

  var postRenderHandlers = [];
  function invokePostRenderHandlers() {
    while (postRenderHandlers.length) {
      var handler = postRenderHandlers.shift();
      if (handler) {
        handler();
      }
    }
  }

  // Register the given callback function to be invoked after the
  // next time static widgets are rendered.
  window.HTMLWidgets.addPostRenderHandler = function(callback) {
    postRenderHandlers.push(callback);
  };

  // Takes a new-style instance-bound definition, and returns an
  // old-style class-bound definition. This saves us from having
  // to rewrite all the logic in this file to accomodate both
  // types of definitions.
  function createLegacyDefinitionAdapter(defn) {
    var result = {
      name: defn.name,
      type: defn.type,
      initialize: function(el, width, height) {
        return defn.factory(el, width, height);
      },
      renderValue: function(el, x, instance) {
        return instance.renderValue(x);
      },
      resize: function(el, width, height, instance) {
        return instance.resize(width, height);
      }
    };

    if (defn.find)
      result.find = defn.find;
    if (defn.renderError)
      result.renderError = defn.renderError;
    if (defn.clearError)
      result.clearError = defn.clearError;

    return result;
  }
})();

\"></script>\n",
       "<script title=\"wordcloud2\" src=\"data:application/javascript;base64,/*!
 * wordcloud2.js
 * http://timdream.org/wordcloud2.js/
 *
 * Copyright 2011 - 2013 Tim Chien
 * Released under the MIT license
 */

'use strict';

// setImmediate
if (!window.setImmediate) {
  window.setImmediate = (function setupSetImmediate() {
    return window.msSetImmediate ||
    window.webkitSetImmediate ||
    window.mozSetImmediate ||
    window.oSetImmediate ||
    (function setupSetZeroTimeout() {
      if (!window.postMessage || !window.addEventListener) {
        return null;
      }

      var callbacks = [undefined];
      var message = 'zero-timeout-message';

      // Like setTimeout, but only takes a function argument.  There's
      // no time argument (always zero) and no arguments (you have to
      // use a closure).
      var setZeroTimeout = function setZeroTimeout(callback) {
        var id = callbacks.length;
        callbacks.push(callback);
        window.postMessage(message + id.toString(36), '*');

        return id;
      };

      window.addEventListener('message', function setZeroTimeoutMessage(evt) {
        // Skipping checking event source, retarded IE confused this window
        // object with another in the presence of iframe
        if (typeof evt.data !== 'string' ||
            evt.data.substr(0, message.length) !== message/* ||
            evt.source !== window */) {
          return;
        }

        evt.stopImmediatePropagation();

        var id = parseInt(evt.data.substr(message.length), 36);
        if (!callbacks[id]) {
          return;
        }

        callbacks[id]();
        callbacks[id] = undefined;
      }, true);

      /* specify clearImmediate() here since we need the scope */
      window.clearImmediate = function clearZeroTimeout(id) {
        if (!callbacks[id]) {
          return;
        }

        callbacks[id] = undefined;
      };

      return setZeroTimeout;
    })() ||
    // fallback
    function setImmediateFallback(fn) {
      window.setTimeout(fn, 0);
    };
  })();
}

if (!window.clearImmediate) {
  window.clearImmediate = (function setupClearImmediate() {
    return window.msClearImmediate ||
    window.webkitClearImmediate ||
    window.mozClearImmediate ||
    window.oClearImmediate ||
    // "clearZeroTimeout" is implement on the previous block ||
    // fallback
    function clearImmediateFallback(timer) {
      window.clearTimeout(timer);
    };
  })();
}

(function(global) {

  // Check if WordCloud can run on this browser
  var isSupported = (function isSupported() {
    var canvas = document.createElement('canvas');
    if (!canvas || !canvas.getContext) {
      return false;
    }

    var ctx = canvas.getContext('2d');
    if (!ctx.getImageData) {
      return false;
    }
    if (!ctx.fillText) {
      return false;
    }

    if (!Array.prototype.some) {
      return false;
    }
    if (!Array.prototype.push) {
      return false;
    }

    return true;
  }());

  // Find out if the browser impose minium font size by
  // drawing small texts on a canvas and measure it's width.
  var minFontSize = (function getMinFontSize() {
    if (!isSupported) {
      return;
    }

    var ctx = document.createElement('canvas').getContext('2d');

    // start from 20
    var size = 20;

    // two sizes to measure
    var hanWidth, mWidth;

    while (size) {
      ctx.font = size.toString(10) + 'px sans-serif';
      if ((ctx.measureText('\uFF37').width === hanWidth) &&
          (ctx.measureText('m').width) === mWidth) {
        return (size + 1);
      }

      hanWidth = ctx.measureText('\uFF37').width;
      mWidth = ctx.measureText('m').width;

      size--;
    }

    return 0;
  })();

  // Based on http://jsfromhell.com/array/shuffle
  var shuffleArray = function shuffleArray(arr) {
    for (var j, x, i = arr.length; i;
      j = Math.floor(Math.random() * i),
      x = arr[--i], arr[i] = arr[j],
      arr[j] = x) {}
    return arr;
  };

  var WordCloud = function WordCloud(elements, options) {
    if (!isSupported) {
      return;
    }

    if (!Array.isArray(elements)) {
      elements = [elements];
    }

    elements.forEach(function(el, i) {
      if (typeof el === 'string') {
        elements[i] = document.getElementById(el);
        if (!elements[i]) {
          throw 'The element id specified is not found.';
        }
      } else if (!el.tagName && !el.appendChild) {
        throw 'You must pass valid HTML elements, or ID of the element.';
      }
    });

    /* Default values to be overwritten by options object */
    var settings = {
      list: [],
      fontFamily: '"Trebuchet MS", "Heiti TC", "微軟正黑體", ' +
                  '"Arial Unicode MS", "Droid Fallback Sans", sans-serif',
      fontWeight: 'normal',
      color: 'random-dark',
      minSize: 0, // 0 to disable
      weightFactor: 1,
      clearCanvas: true,
      backgroundColor: '#fff',  // opaque white = rgba(255, 255, 255, 1)

      gridSize: 8,
      origin: null,

      drawMask: false,
      maskColor: 'rgba(255,0,0,0.3)',
      maskGapWidth: 0.3,

      wait: 0,
      abortThreshold: 0, // disabled
      abort: function noop() {},

      minRotation: - Math.PI / 2,
      maxRotation: Math.PI / 2,

      shuffle: true,
      rotateRatio: 0.1,

      shape: 'circle',
      ellipticity: 0.65,

      classes: null,

      hover: null,
      click: null
    };

    if (options) {
      for (var key in options) {
        if (key in settings) {
          settings[key] = options[key];
        }
      }
    }

    /* Convert weightFactor into a function */
    if (typeof settings.weightFactor !== 'function') {
      var factor = settings.weightFactor;
      settings.weightFactor = function weightFactor(pt) {
        return pt * factor; //in px
      };
    }

    /* Convert shape into a function */
    if (typeof settings.shape !== 'function') {
      switch (settings.shape) {
        case 'circle':
        /* falls through */
        default:
          // 'circle' is the default and a shortcut in the code loop.
          settings.shape = 'circle';
          break;

        case 'cardioid':
          settings.shape = function shapeCardioid(theta) {
            return 1 - Math.sin(theta);
          };
          break;

        /*

        To work out an X-gon, one has to calculate "m",
        where 1/(cos(2*PI/X)+m*sin(2*PI/X)) = 1/(cos(0)+m*sin(0))
        http://www.wolframalpha.com/input/?i=1%2F%28cos%282*PI%2FX%29%2Bm*sin%28
        2*PI%2FX%29%29+%3D+1%2F%28cos%280%29%2Bm*sin%280%29%29

        Copy the solution into polar equation r = 1/(cos(t') + m*sin(t'))
        where t' equals to mod(t, 2PI/X);

        */

        case 'diamond':
        case 'square':
          // http://www.wolframalpha.com/input/?i=plot+r+%3D+1%2F%28cos%28mod+
          // %28t%2C+PI%2F2%29%29%2Bsin%28mod+%28t%2C+PI%2F2%29%29%29%2C+t+%3D
          // +0+..+2*PI
          settings.shape = function shapeSquare(theta) {
            var thetaPrime = theta % (2 * Math.PI / 4);
            return 1 / (Math.cos(thetaPrime) + Math.sin(thetaPrime));
          };
          break;

        case 'triangle-forward':
          // http://www.wolframalpha.com/input/?i=plot+r+%3D+1%2F%28cos%28mod+
          // %28t%2C+2*PI%2F3%29%29%2Bsqrt%283%29sin%28mod+%28t%2C+2*PI%2F3%29
          // %29%29%2C+t+%3D+0+..+2*PI
          settings.shape = function shapeTriangle(theta) {
            var thetaPrime = theta % (2 * Math.PI / 3);
            return 1 / (Math.cos(thetaPrime) +
                        Math.sqrt(3) * Math.sin(thetaPrime));
          };
          break;

        case 'triangle':
        case 'triangle-upright':
          settings.shape = function shapeTriangle(theta) {
            var thetaPrime = (theta + Math.PI * 3 / 2) % (2 * Math.PI / 3);
            return 1 / (Math.cos(thetaPrime) +
                        Math.sqrt(3) * Math.sin(thetaPrime));
          };
          break;

        case 'pentagon':
          settings.shape = function shapePentagon(theta) {
            var thetaPrime = (theta + 0.955) % (2 * Math.PI / 5);
            return 1 / (Math.cos(thetaPrime) +
                        0.726543 * Math.sin(thetaPrime));
          };
          break;

        case 'star':
          settings.shape = function shapeStar(theta) {
            var thetaPrime = (theta + 0.955) % (2 * Math.PI / 10);
            if ((theta + 0.955) % (2 * Math.PI / 5) - (2 * Math.PI / 10) >= 0) {
              return 1 / (Math.cos((2 * Math.PI / 10) - thetaPrime) +
                          3.07768 * Math.sin((2 * Math.PI / 10) - thetaPrime));
            } else {
              return 1 / (Math.cos(thetaPrime) +
                          3.07768 * Math.sin(thetaPrime));
            }
          };
          break;
      }
    }

    /* Make sure gridSize is a whole number and is not smaller than 4px */
    settings.gridSize = Math.max(Math.floor(settings.gridSize), 4);

    /* shorthand */
    var g = settings.gridSize;
    var maskRectWidth = g - settings.maskGapWidth;

    /* normalize rotation settings */
    var rotationRange = Math.abs(settings.maxRotation - settings.minRotation);
    var minRotation = Math.min(settings.maxRotation, settings.minRotation);

    /* information/object available to all functions, set when start() */
    var grid, // 2d array containing filling information
      ngx, ngy, // width and height of the grid
      center, // position of the center of the cloud
      maxRadius;

    /* timestamp for measuring each putWord() action */
    var escapeTime;

    /* function for getting the color of the text */
    var getTextColor;
    function random_hsl_color(min, max) {
      return 'hsl(' +
        (Math.random() * 360).toFixed() + ',' +
        (Math.random() * 30 + 70).toFixed() + '%,' +
        (Math.random() * (max - min) + min).toFixed() + '%)';
    }
    switch (settings.color) {
      case 'random-dark':
        getTextColor = function getRandomDarkColor() {
          return random_hsl_color(10, 50);
        };
        break;

      case 'random-light':
        getTextColor = function getRandomLightColor() {
          return random_hsl_color(50, 90);
        };
        break;

      default:
        if (typeof settings.color === 'function') {
          getTextColor = settings.color;
        }
        break;
    }

    /* function for getting the classes of the text */
    var getTextClasses = null;
    if (typeof settings.classes === 'function') {
      getTextClasses = settings.classes;
    }

    /* Interactive */
    var interactive = false;
    var infoGrid = [];
    var hovered;

    var getInfoGridFromMouseTouchEvent =
    function getInfoGridFromMouseTouchEvent(evt) {
      var canvas = evt.currentTarget;
      var rect = canvas.getBoundingClientRect();
      var clientX;
      var clientY;
      /** Detect if touches are available */
      if (evt.touches) {
        clientX = evt.touches[0].clientX;
        clientY = evt.touches[0].clientY;
      } else {
        clientX = evt.clientX;
        clientY = evt.clientY;
      }
      var eventX = clientX - rect.left;
      var eventY = clientY - rect.top;

      var x = Math.floor(eventX * ((canvas.width / rect.width) || 1) / g);
      var y = Math.floor(eventY * ((canvas.height / rect.height) || 1) / g);

      return infoGrid[x][y];
    };

    var wordcloudhover = function wordcloudhover(evt) {
      var info = getInfoGridFromMouseTouchEvent(evt);

      if (hovered === info) {
        return;
      }

      hovered = info;
      if (!info) {
        settings.hover(undefined, undefined, evt);

        return;
      }

      settings.hover(info.item, info.dimension, evt);

    };

    var wordcloudclick = function wordcloudclick(evt) {
      var info = getInfoGridFromMouseTouchEvent(evt);
      if (!info) {
        return;
      }

      settings.click(info.item, info.dimension, evt);
      evt.preventDefault();
    };

    /* Get points on the grid for a given radius away from the center */
    var pointsAtRadius = [];
    var getPointsAtRadius = function getPointsAtRadius(radius) {
      if (pointsAtRadius[radius]) {
        return pointsAtRadius[radius];
      }

      // Look for these number of points on each radius
      var T = radius * 8;

      // Getting all the points at this radius
      var t = T;
      var points = [];

      if (radius === 0) {
        points.push([center[0], center[1], 0]);
      }

      while (t--) {
        // distort the radius to put the cloud in shape
        var rx = 1;
        if (settings.shape !== 'circle') {
          rx = settings.shape(t / T * 2 * Math.PI); // 0 to 1
        }

        // Push [x, y, t]; t is used solely for getTextColor()
        points.push([
          center[0] + radius * rx * Math.cos(-t / T * 2 * Math.PI),
          center[1] + radius * rx * Math.sin(-t / T * 2 * Math.PI) *
            settings.ellipticity,
          t / T * 2 * Math.PI]);
      }

      pointsAtRadius[radius] = points;
      return points;
    };

    /* Return true if we had spent too much time */
    var exceedTime = function exceedTime() {
      return ((settings.abortThreshold > 0) &&
        ((new Date()).getTime() - escapeTime > settings.abortThreshold));
    };

    /* Get the deg of rotation according to settings, and luck. */
    var getRotateDeg = function getRotateDeg() {
      if (settings.rotateRatio === 0) {
        return 0;
      }

      if (Math.random() > settings.rotateRatio) {
        return 0;
      }

      if (rotationRange === 0) {
        return minRotation;
      }

      return minRotation + Math.random() * rotationRange;
    };

    var getTextInfo = function getTextInfo(word, weight, rotateDeg) {
      // calculate the acutal font size
      // fontSize === 0 means weightFactor function wants the text skipped,
      // and size < minSize means we cannot draw the text.
      var debug = false;
      var fontSize = settings.weightFactor(weight);
      if (fontSize <= settings.minSize) {
        return false;
      }

      // Scale factor here is to make sure fillText is not limited by
      // the minium font size set by browser.
      // It will always be 1 or 2n.
      var mu = 1;
      if (fontSize < minFontSize) {
        mu = (function calculateScaleFactor() {
          var mu = 2;
          while (mu * fontSize < minFontSize) {
            mu += 2;
          }
          return mu;
        })();
      }

      var fcanvas = document.createElement('canvas');
      var fctx = fcanvas.getContext('2d', { willReadFrequently: true });

      fctx.font = settings.fontWeight + ' ' +
        (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;

      // Estimate the dimension of the text with measureText().
      var fw = fctx.measureText(word).width / mu;
      var fh = Math.max(fontSize * mu,
                        fctx.measureText('m').width,
                        fctx.measureText('\uFF37').width) / mu;

      // Create a boundary box that is larger than our estimates,
      // so text don't get cut of (it sill might)
      var boxWidth = fw + fh * 2;
      var boxHeight = fh * 3;
      var fgw = Math.ceil(boxWidth / g);
      var fgh = Math.ceil(boxHeight / g);
      boxWidth = fgw * g;
      boxHeight = fgh * g;

      // Calculate the proper offsets to make the text centered at
      // the preferred position.

      // This is simply half of the width.
      var fillTextOffsetX = - fw / 2;
      // Instead of moving the box to the exact middle of the preferred
      // position, for Y-offset we move 0.4 instead, so Latin alphabets look
      // vertical centered.
      var fillTextOffsetY = - fh * 0.4;

      // Calculate the actual dimension of the canvas, considering the rotation.
      var cgh = Math.ceil((boxWidth * Math.abs(Math.sin(rotateDeg)) +
                           boxHeight * Math.abs(Math.cos(rotateDeg))) / g);
      var cgw = Math.ceil((boxWidth * Math.abs(Math.cos(rotateDeg)) +
                           boxHeight * Math.abs(Math.sin(rotateDeg))) / g);
      var width = cgw * g;
      var height = cgh * g;

      fcanvas.setAttribute('width', width);
      fcanvas.setAttribute('height', height);

      if (debug) {
        // Attach fcanvas to the DOM
        document.body.appendChild(fcanvas);
        // Save it's state so that we could restore and draw the grid correctly.
        fctx.save();
      }

      // Scale the canvas with |mu|.
      fctx.scale(1 / mu, 1 / mu);
      fctx.translate(width * mu / 2, height * mu / 2);
      fctx.rotate(- rotateDeg);

      // Once the width/height is set, ctx info will be reset.
      // Set it again here.
      fctx.font = settings.fontWeight + ' ' +
        (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;

      // Fill the text into the fcanvas.
      // XXX: We cannot because textBaseline = 'top' here because
      // Firefox and Chrome uses different default line-height for canvas.
      // Please read https://bugzil.la/737852#c6.
      // Here, we use textBaseline = 'middle' and draw the text at exactly
      // 0.5 * fontSize lower.
      fctx.fillStyle = '#000';
      fctx.textBaseline = 'middle';
      fctx.fillText(word, fillTextOffsetX * mu,
                    (fillTextOffsetY + fontSize * 0.5) * mu);

      // Get the pixels of the text
      var imageData = fctx.getImageData(0, 0, width, height).data;

      if (exceedTime()) {
        return false;
      }

      if (debug) {
        // Draw the box of the original estimation
        fctx.strokeRect(fillTextOffsetX * mu,
                        fillTextOffsetY, fw * mu, fh * mu);
        fctx.restore();
      }

      // Read the pixels and save the information to the occupied array
      var occupied = [];
      var gx = cgw, gy, x, y;
      var bounds = [cgh / 2, cgw / 2, cgh / 2, cgw / 2];
      while (gx--) {
        gy = cgh;
        while (gy--) {
          y = g;
          singleGridLoop: {
            while (y--) {
              x = g;
              while (x--) {
                if (imageData[((gy * g + y) * width +
                               (gx * g + x)) * 4 + 3]) {
                  occupied.push([gx, gy]);

                  if (gx < bounds[3]) {
                    bounds[3] = gx;
                  }
                  if (gx > bounds[1]) {
                    bounds[1] = gx;
                  }
                  if (gy < bounds[0]) {
                    bounds[0] = gy;
                  }
                  if (gy > bounds[2]) {
                    bounds[2] = gy;
                  }

                  if (debug) {
                    fctx.fillStyle = 'rgba(255, 0, 0, 0.5)';
                    fctx.fillRect(gx * g, gy * g, g - 0.5, g - 0.5);
                  }
                  break singleGridLoop;
                }
              }
            }
            if (debug) {
              fctx.fillStyle = 'rgba(0, 0, 255, 0.5)';
              fctx.fillRect(gx * g, gy * g, g - 0.5, g - 0.5);
            }
          }
        }
      }

      if (debug) {
        fctx.fillStyle = 'rgba(0, 255, 0, 0.5)';
        fctx.fillRect(bounds[3] * g,
                      bounds[0] * g,
                      (bounds[1] - bounds[3] + 1) * g,
                      (bounds[2] - bounds[0] + 1) * g);
      }

      // Return information needed to create the text on the real canvas
      return {
        mu: mu,
        occupied: occupied,
        bounds: bounds,
        gw: cgw,
        gh: cgh,
        fillTextOffsetX: fillTextOffsetX,
        fillTextOffsetY: fillTextOffsetY,
        fillTextWidth: fw,
        fillTextHeight: fh,
        fontSize: fontSize
      };
    };

    /* Determine if there is room available in the given dimension */
    var canFitText = function canFitText(gx, gy, gw, gh, occupied) {
      // Go through the occupied points,
      // return false if the space is not available.
      var i = occupied.length;
      while (i--) {
        var px = gx + occupied[i][0];
        var py = gy + occupied[i][1];

        if (px >= ngx || py >= ngy || px < 0 || py < 0 || !grid[px][py]) {
          return false;
        }
      }
      return true;
    };

    /* Actually draw the text on the grid */
    var drawText = function drawText(gx, gy, info, word, weight,
                                     distance, theta, rotateDeg, attributes) {

      var fontSize = info.fontSize;
      var color;
      if (getTextColor) {
        color = getTextColor(word, weight, fontSize, distance, theta);
      } else if (settings.color instanceof Array) {
        color = settings.color.shift() || 'black'; // pass a array in setting, default 'black'
      } else {
        color = settings.color;
      }

      var classes;
      if (getTextClasses) {
        classes = getTextClasses(word, weight, fontSize, distance, theta);
      } else {
        classes = settings.classes;
      }

      var dimension;
      var bounds = info.bounds;
      dimension = {
        x: (gx + bounds[3]) * g,
        y: (gy + bounds[0]) * g,
        w: (bounds[1] - bounds[3] + 1) * g,
        h: (bounds[2] - bounds[0] + 1) * g
      };

      elements.forEach(function(el) {
        if (el.getContext) {
          var ctx = el.getContext('2d');
          var mu = info.mu;

          // Save the current state before messing it
          ctx.save();
          ctx.scale(1 / mu, 1 / mu);

          ctx.font = settings.fontWeight + ' ' +
                     (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;
          ctx.fillStyle = color;

          // Translate the canvas position to the origin coordinate of where
          // the text should be put.
          ctx.translate((gx + info.gw / 2) * g * mu,
                        (gy + info.gh / 2) * g * mu);

          if (rotateDeg !== 0) {
            ctx.rotate(- rotateDeg);
          }

          // Finally, fill the text.

          // XXX: We cannot because textBaseline = 'top' here because
          // Firefox and Chrome uses different default line-height for canvas.
          // Please read https://bugzil.la/737852#c6.
          // Here, we use textBaseline = 'middle' and draw the text at exactly
          // 0.5 * fontSize lower.
          ctx.textBaseline = 'middle';
          ctx.fillText(word, info.fillTextOffsetX * mu,
                             (info.fillTextOffsetY + fontSize * 0.5) * mu);

          // The below box is always matches how <span>s are positioned
          /* ctx.strokeRect(info.fillTextOffsetX, info.fillTextOffsetY,
            info.fillTextWidth, info.fillTextHeight); */

          // Restore the state.
          ctx.restore();
        } else {
          // drawText on DIV element
          var span = document.createElement('span');
          var transformRule = '';
          transformRule = 'rotate(' + (- rotateDeg / Math.PI * 180) + 'deg) ';
          if (info.mu !== 1) {
            transformRule +=
              'translateX(-' + (info.fillTextWidth / 4) + 'px) ' +
              'scale(' + (1 / info.mu) + ')';
          }
          var styleRules = {
            'position': 'absolute',
            'display': 'block',
            'font': settings.fontWeight + ' ' +
                    (fontSize * info.mu) + 'px ' + settings.fontFamily,
            'left': ((gx + info.gw / 2) * g + info.fillTextOffsetX) + 'px',
            'top': ((gy + info.gh / 2) * g + info.fillTextOffsetY) + 'px',
            'width': info.fillTextWidth + 'px',
            'height': info.fillTextHeight + 'px',
            'lineHeight': fontSize + 'px',
            'whiteSpace': 'nowrap',
            'transform': transformRule,
            'webkitTransform': transformRule,
            'msTransform': transformRule,
            'transformOrigin': '50% 40%',
            'webkitTransformOrigin': '50% 40%',
            'msTransformOrigin': '50% 40%'
          };
          if (color) {
            styleRules.color = color;
          }
          span.textContent = word;
          for (var cssProp in styleRules) {
            span.style[cssProp] = styleRules[cssProp];
          }
          if (attributes) {
            for (var attribute in attributes) {
              span.setAttribute(attribute, attributes[attribute]);
            }
          }
          if (classes) {
            span.className += classes;
          }
          el.appendChild(span);
        }
      });
    };

    /* Help function to updateGrid */
    var fillGridAt = function fillGridAt(x, y, drawMask, dimension, item) {
      if (x >= ngx || y >= ngy || x < 0 || y < 0) {
        return;
      }

      grid[x][y] = false;

      if (drawMask) {
        var ctx = elements[0].getContext('2d');
        ctx.fillRect(x * g, y * g, maskRectWidth, maskRectWidth);
      }

      if (interactive) {
        infoGrid[x][y] = { item: item, dimension: dimension };
      }
    };

    /* Update the filling information of the given space with occupied points.
       Draw the mask on the canvas if necessary. */
    var updateGrid = function updateGrid(gx, gy, gw, gh, info, item) {
      var occupied = info.occupied;
      var drawMask = settings.drawMask;
      var ctx;
      if (drawMask) {
        ctx = elements[0].getContext('2d');
        ctx.save();
        ctx.fillStyle = settings.maskColor;
      }

      var dimension;
      if (interactive) {
        var bounds = info.bounds;
        dimension = {
          x: (gx + bounds[3]) * g,
          y: (gy + bounds[0]) * g,
          w: (bounds[1] - bounds[3] + 1) * g,
          h: (bounds[2] - bounds[0] + 1) * g
        };
      }

      var i = occupied.length;
      while (i--) {
        fillGridAt(gx + occupied[i][0], gy + occupied[i][1],
                   drawMask, dimension, item);
      }

      if (drawMask) {
        ctx.restore();
      }
    };

    /* putWord() processes each item on the list,
       calculate it's size and determine it's position, and actually
       put it on the canvas. */
    var putWord = function putWord(item) {
      var word, weight, attributes;
      if (Array.isArray(item)) {
        word = item[0];
        weight = item[1];
      } else {
        word = item.word;
        weight = item.weight;
        attributes = item.attributes;
      }
      var rotateDeg = getRotateDeg();

      // get info needed to put the text onto the canvas
      var info = getTextInfo(word, weight, rotateDeg);

      // not getting the info means we shouldn't be drawing this one.
      if (!info) {
        return false;
      }

      if (exceedTime()) {
        return false;
      }

      // Skip the loop if we have already know the bounding box of
      // word is larger than the canvas.
      var bounds = info.bounds;
      if ((bounds[1] - bounds[3] + 1) > ngx ||
        (bounds[2] - bounds[0] + 1) > ngy) {
        return false;
      }

      // Determine the position to put the text by
      // start looking for the nearest points
      var r = maxRadius + 1;

      var tryToPutWordAtPoint = function(gxy) {
        var gx = Math.floor(gxy[0] - info.gw / 2);
        var gy = Math.floor(gxy[1] - info.gh / 2);
        var gw = info.gw;
        var gh = info.gh;

        // If we cannot fit the text at this position, return false
        // and go to the next position.
        if (!canFitText(gx, gy, gw, gh, info.occupied)) {
          return false;
        }

        // Actually put the text on the canvas
        drawText(gx, gy, info, word, weight,
                 (maxRadius - r), gxy[2], rotateDeg, attributes);

        // Mark the spaces on the grid as filled
        updateGrid(gx, gy, gw, gh, info, item);

        // Return true so some() will stop and also return true.
        return true;
      };

      while (r--) {
        var points = getPointsAtRadius(maxRadius - r);

        if (settings.shuffle) {
          points = [].concat(points);
          shuffleArray(points);
        }

        // Try to fit the words by looking at each point.
        // array.some() will stop and return true
        // when putWordAtPoint() returns true.
        // If all the points returns false, array.some() returns false.
        var drawn = points.some(tryToPutWordAtPoint);

        if (drawn) {
          // leave putWord() and return true
          return true;
        }
      }
      // we tried all distances but text won't fit, return false
      return false;
    };

    /* Send DOM event to all elements. Will stop sending event and return
       if the previous one is canceled (for cancelable events). */
    var sendEvent = function sendEvent(type, cancelable, detail) {
      if (cancelable) {
        return !elements.some(function(el) {
          var evt = document.createEvent('CustomEvent');
          evt.initCustomEvent(type, true, cancelable, detail || {});
          return !el.dispatchEvent(evt);
        }, this);
      } else {
        elements.forEach(function(el) {
          var evt = document.createEvent('CustomEvent');
          evt.initCustomEvent(type, true, cancelable, detail || {});
          el.dispatchEvent(evt);
        }, this);
      }
    };

    /* Start drawing on a canvas */
    var start = function start() {
      // For dimensions, clearCanvas etc.,
      // we only care about the first element.
      var canvas = elements[0];

      if (canvas.getContext) {
        ngx = Math.floor(canvas.width / g);
        ngy = Math.floor(canvas.height / g);
      } else {
        var rect = canvas.getBoundingClientRect();
        ngx = Math.floor(rect.width / g);
        ngy = Math.floor(rect.height / g);
      }

      // Sending a wordcloudstart event which cause the previous loop to stop.
      // Do nothing if the event is canceled.
      if (!sendEvent('wordcloudstart', true)) {
        return;
      }

      // Determine the center of the word cloud
      center = (settings.origin) ?
        [settings.origin[0]/g, settings.origin[1]/g] :
        [ngx / 2, ngy / 2];

      // Maxium radius to look for space
      maxRadius = Math.floor(Math.sqrt(ngx * ngx + ngy * ngy));

      /* Clear the canvas only if the clearCanvas is set,
         if not, update the grid to the current canvas state */
      grid = [];

      var gx, gy, i;
      if (!canvas.getContext || settings.clearCanvas) {
        elements.forEach(function(el) {
          if (el.getContext) {
            var ctx = el.getContext('2d');
            ctx.fillStyle = settings.backgroundColor;
            ctx.clearRect(0, 0, ngx * (g + 1), ngy * (g + 1));
            ctx.fillRect(0, 0, ngx * (g + 1), ngy * (g + 1));
          } else {
            el.textContent = '';
            el.style.backgroundColor = settings.backgroundColor;
          }
        });

        /* fill the grid with empty state */
        gx = ngx;
        while (gx--) {
          grid[gx] = [];
          gy = ngy;
          while (gy--) {
            grid[gx][gy] = true;
          }
        }
      } else {
        /* Determine bgPixel by creating
           another canvas and fill the specified background color. */
        var bctx = document.createElement('canvas').getContext('2d');

        bctx.fillStyle = settings.backgroundColor;
        bctx.fillRect(0, 0, 1, 1);
        var bgPixel = bctx.getImageData(0, 0, 1, 1).data;

        /* Read back the pixels of the canvas we got to tell which part of the
           canvas is empty.
           (no clearCanvas only works with a canvas, not divs) */
        var imageData =
          canvas.getContext('2d').getImageData(0, 0, ngx * g, ngy * g).data;

        gx = ngx;
        var x, y;
        while (gx--) {
          grid[gx] = [];
          gy = ngy;
          while (gy--) {
            y = g;
            singleGridLoop: while (y--) {
              x = g;
              while (x--) {
                i = 4;
                while (i--) {
                  if (imageData[((gy * g + y) * ngx * g +
                                 (gx * g + x)) * 4 + i] !== bgPixel[i]) {
                    grid[gx][gy] = false;
                    break singleGridLoop;
                  }
                }
              }
            }
            if (grid[gx][gy] !== false) {
              grid[gx][gy] = true;
            }
          }
        }

        imageData = bctx = bgPixel = undefined;
      }

      // fill the infoGrid with empty state if we need it
      if (settings.hover || settings.click) {

        interactive = true;

        /* fill the grid with empty state */
        gx = ngx + 1;
        while (gx--) {
          infoGrid[gx] = [];
        }

        if (settings.hover) {
          canvas.addEventListener('mousemove', wordcloudhover);
        }

        if (settings.click) {
          canvas.addEventListener('click', wordcloudclick);
          canvas.addEventListener('touchstart', wordcloudclick);
          canvas.addEventListener('touchend', function (e) {
            e.preventDefault();
          });
          canvas.style.webkitTapHighlightColor = 'rgba(0, 0, 0, 0)';
        }

        canvas.addEventListener('wordcloudstart', function stopInteraction() {
          canvas.removeEventListener('wordcloudstart', stopInteraction);

          canvas.removeEventListener('mousemove', wordcloudhover);
          canvas.removeEventListener('click', wordcloudclick);
          hovered = undefined;
        });
      }

      i = 0;
      var loopingFunction, stoppingFunction;
      if (settings.wait !== 0) {
        loopingFunction = window.setTimeout;
        stoppingFunction = window.clearTimeout;
      } else {
        loopingFunction = window.setImmediate;
        stoppingFunction = window.clearImmediate;
      }

      var addEventListener = function addEventListener(type, listener) {
        elements.forEach(function(el) {
          el.addEventListener(type, listener);
        }, this);
      };

      var removeEventListener = function removeEventListener(type, listener) {
        elements.forEach(function(el) {
          el.removeEventListener(type, listener);
        }, this);
      };

      var anotherWordCloudStart = function anotherWordCloudStart() {
        removeEventListener('wordcloudstart', anotherWordCloudStart);
        stoppingFunction(timer);
      };

      addEventListener('wordcloudstart', anotherWordCloudStart);

      var timer = loopingFunction(function loop() {
        if (i >= settings.list.length) {
          stoppingFunction(timer);
          sendEvent('wordcloudstop', false);
          removeEventListener('wordcloudstart', anotherWordCloudStart);

          return;
        }
        escapeTime = (new Date()).getTime();
        var drawn = putWord(settings.list[i]);
        var canceled = !sendEvent('wordclouddrawn', true, {
          item: settings.list[i], drawn: drawn });
        if (exceedTime() || canceled) {
          stoppingFunction(timer);
          settings.abort();
          sendEvent('wordcloudabort', false);
          sendEvent('wordcloudstop', false);
          removeEventListener('wordcloudstart', anotherWordCloudStart);
          return;
        }
        i++;
        timer = loopingFunction(loop, settings.wait);
      }, settings.wait);
    };

    // All set, start the drawing
    start();
  };

  WordCloud.isSupported = isSupported;
  WordCloud.minFontSize = minFontSize;

  // Expose the library as an AMD module
  if (typeof define === 'function' && define.amd) {
    define('wordcloud', [], function() { return WordCloud; });
  } else if (typeof module !== 'undefined' && module.exports) {
    module.exports = WordCloud;
  } else {
    global.WordCloud = WordCloud;
  }

})(this); //jshint ignore:line
\"></script>\n",
       "<script title=\"wordcloud2\" 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       "\t</head>\n",
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       "\t</body>\n",
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      ],
      "text/plain": [
       "HTML widgets cannot be represented in plain text (need html)"
      ]
     },
     "metadata": {
      "text/html": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<!doctype html>\n",
       "<html>\n",
       "\t<head>\n",
       "\t\t<meta charset=\"utf-8\">\n",
       "\t\t<script title=\"htmlwidgets\" src=\"data:application/javascript;base64,(function() {
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  // new object. This allows preceding code to set options that affect the
  // initialization process (though none currently exist).
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  // See if we're running in a viewer pane. If not, we're in a web browser.
  var viewerMode = window.HTMLWidgets.viewerMode =
      /\bviewer_pane=1\b/.test(window.location);

  // See if we're running in Shiny mode. If not, it's a static document.
  // Note that static widgets can appear in both Shiny and static modes, but
  // obviously, Shiny widgets can only appear in Shiny apps/documents.
  var shinyMode = window.HTMLWidgets.shinyMode =
      typeof(window.Shiny) !== "undefined" && !!window.Shiny.outputBindings;

  // We can't count on jQuery being available, so we implement our own
  // version if necessary.
  function querySelectorAll(scope, selector) {
    if (typeof(jQuery) !== "undefined" && scope instanceof jQuery) {
      return scope.find(selector);
    }
    if (scope.querySelectorAll) {
      return scope.querySelectorAll(selector);
    }
  }

  function asArray(value) {
    if (value === null)
      return [];
    if ($.isArray(value))
      return value;
    return [value];
  }

  // Implement jQuery's extend
  function extend(target /*, ... */) {
    if (arguments.length == 1) {
      return target;
    }
    for (var i = 1; i < arguments.length; i++) {
      var source = arguments[i];
      for (var prop in source) {
        if (source.hasOwnProperty(prop)) {
          target[prop] = source[prop];
        }
      }
    }
    return target;
  }

  // IE8 doesn't support Array.forEach.
  function forEach(values, callback, thisArg) {
    if (values.forEach) {
      values.forEach(callback, thisArg);
    } else {
      for (var i = 0; i < values.length; i++) {
        callback.call(thisArg, values[i], i, values);
      }
    }
  }

  // Replaces the specified method with the return value of funcSource.
  //
  // Note that funcSource should not BE the new method, it should be a function
  // that RETURNS the new method. funcSource receives a single argument that is
  // the overridden method, it can be called from the new method. The overridden
  // method can be called like a regular function, it has the target permanently
  // bound to it so "this" will work correctly.
  function overrideMethod(target, methodName, funcSource) {
    var superFunc = target[methodName] || function() {};
    var superFuncBound = function() {
      return superFunc.apply(target, arguments);
    };
    target[methodName] = funcSource(superFuncBound);
  }

  // Add a method to delegator that, when invoked, calls
  // delegatee.methodName. If there is no such method on
  // the delegatee, but there was one on delegator before
  // delegateMethod was called, then the original version
  // is invoked instead.
  // For example:
  //
  // var a = {
  //   method1: function() { console.log('a1'); }
  //   method2: function() { console.log('a2'); }
  // };
  // var b = {
  //   method1: function() { console.log('b1'); }
  // };
  // delegateMethod(a, b, "method1");
  // delegateMethod(a, b, "method2");
  // a.method1();
  // a.method2();
  //
  // The output would be "b1", "a2".
  function delegateMethod(delegator, delegatee, methodName) {
    var inherited = delegator[methodName];
    delegator[methodName] = function() {
      var target = delegatee;
      var method = delegatee[methodName];

      // The method doesn't exist on the delegatee. Instead,
      // call the method on the delegator, if it exists.
      if (!method) {
        target = delegator;
        method = inherited;
      }

      if (method) {
        return method.apply(target, arguments);
      }
    };
  }

  // Implement a vague facsimilie of jQuery's data method
  function elementData(el, name, value) {
    if (arguments.length == 2) {
      return el["htmlwidget_data_" + name];
    } else if (arguments.length == 3) {
      el["htmlwidget_data_" + name] = value;
      return el;
    } else {
      throw new Error("Wrong number of arguments for elementData: " +
        arguments.length);
    }
  }

  // http://stackoverflow.com/questions/3446170/escape-string-for-use-in-javascript-regex
  function escapeRegExp(str) {
    return str.replace(/[\-\[\]\/\{\}\(\)\*\+\?\.\\\^\$\|]/g, "\\$&");
  }

  function hasClass(el, className) {
    var re = new RegExp("\\b" + escapeRegExp(className) + "\\b");
    return re.test(el.className);
  }

  // elements - array (or array-like object) of HTML elements
  // className - class name to test for
  // include - if true, only return elements with given className;
  //   if false, only return elements *without* given className
  function filterByClass(elements, className, include) {
    var results = [];
    for (var i = 0; i < elements.length; i++) {
      if (hasClass(elements[i], className) == include)
        results.push(elements[i]);
    }
    return results;
  }

  function on(obj, eventName, func) {
    if (obj.addEventListener) {
      obj.addEventListener(eventName, func, false);
    } else if (obj.attachEvent) {
      obj.attachEvent(eventName, func);
    }
  }

  function off(obj, eventName, func) {
    if (obj.removeEventListener)
      obj.removeEventListener(eventName, func, false);
    else if (obj.detachEvent) {
      obj.detachEvent(eventName, func);
    }
  }

  // Translate array of values to top/right/bottom/left, as usual with
  // the "padding" CSS property
  // https://developer.mozilla.org/en-US/docs/Web/CSS/padding
  function unpackPadding(value) {
    if (typeof(value) === "number")
      value = [value];
    if (value.length === 1) {
      return {top: value[0], right: value[0], bottom: value[0], left: value[0]};
    }
    if (value.length === 2) {
      return {top: value[0], right: value[1], bottom: value[0], left: value[1]};
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    if (value.length === 3) {
      return {top: value[0], right: value[1], bottom: value[2], left: value[1]};
    }
    if (value.length === 4) {
      return {top: value[0], right: value[1], bottom: value[2], left: value[3]};
    }
  }

  // Convert an unpacked padding object to a CSS value
  function paddingToCss(paddingObj) {
    return paddingObj.top + "px " + paddingObj.right + "px " + paddingObj.bottom + "px " + paddingObj.left + "px";
  }

  // Makes a number suitable for CSS
  function px(x) {
    if (typeof(x) === "number")
      return x + "px";
    else
      return x;
  }

  // Retrieves runtime widget sizing information for an element.
  // The return value is either null, or an object with fill, padding,
  // defaultWidth, defaultHeight fields.
  function sizingPolicy(el) {
    var sizingEl = document.querySelector("script[data-for='" + el.id + "'][type='application/htmlwidget-sizing']");
    if (!sizingEl)
      return null;
    var sp = JSON.parse(sizingEl.textContent || sizingEl.text || "{}");
    if (viewerMode) {
      return sp.viewer;
    } else {
      return sp.browser;
    }
  }

  // @param tasks Array of strings (or falsy value, in which case no-op).
  //   Each element must be a valid JavaScript expression that yields a
  //   function. Or, can be an array of objects with "code" and "data"
  //   properties; in this case, the "code" property should be a string
  //   of JS that's an expr that yields a function, and "data" should be
  //   an object that will be added as an additional argument when that
  //   function is called.
  // @param target The object that will be "this" for each function
  //   execution.
  // @param args Array of arguments to be passed to the functions. (The
  //   same arguments will be passed to all functions.)
  function evalAndRun(tasks, target, args) {
    if (tasks) {
      forEach(tasks, function(task) {
        var theseArgs = args;
        if (typeof(task) === "object") {
          theseArgs = theseArgs.concat([task.data]);
          task = task.code;
        }
        var taskFunc = eval("(" + task + ")");
        if (typeof(taskFunc) !== "function") {
          throw new Error("Task must be a function! Source:\n" + task);
        }
        taskFunc.apply(target, theseArgs);
      });
    }
  }

  function initSizing(el) {
    var sizing = sizingPolicy(el);
    if (!sizing)
      return;

    var cel = document.getElementById("htmlwidget_container");
    if (!cel)
      return;

    if (typeof(sizing.padding) !== "undefined") {
      document.body.style.margin = "0";
      document.body.style.padding = paddingToCss(unpackPadding(sizing.padding));
    }

    if (sizing.fill) {
      document.body.style.overflow = "hidden";
      document.body.style.width = "100%";
      document.body.style.height = "100%";
      document.documentElement.style.width = "100%";
      document.documentElement.style.height = "100%";
      if (cel) {
        cel.style.position = "absolute";
        var pad = unpackPadding(sizing.padding);
        cel.style.top = pad.top + "px";
        cel.style.right = pad.right + "px";
        cel.style.bottom = pad.bottom + "px";
        cel.style.left = pad.left + "px";
        el.style.width = "100%";
        el.style.height = "100%";
      }

      return {
        getWidth: function() { return cel.offsetWidth; },
        getHeight: function() { return cel.offsetHeight; }
      };

    } else {
      el.style.width = px(sizing.width);
      el.style.height = px(sizing.height);

      return {
        getWidth: function() { return el.offsetWidth; },
        getHeight: function() { return el.offsetHeight; }
      };
    }
  }

  // Default implementations for methods
  var defaults = {
    find: function(scope) {
      return querySelectorAll(scope, "." + this.name);
    },
    renderError: function(el, err) {
      var $el = $(el);

      this.clearError(el);

      // Add all these error classes, as Shiny does
      var errClass = "shiny-output-error";
      if (err.type !== null) {
        // use the classes of the error condition as CSS class names
        errClass = errClass + " " + $.map(asArray(err.type), function(type) {
          return errClass + "-" + type;
        }).join(" ");
      }
      errClass = errClass + " htmlwidgets-error";

      // Is el inline or block? If inline or inline-block, just display:none it
      // and add an inline error.
      var display = $el.css("display");
      $el.data("restore-display-mode", display);

      if (display === "inline" || display === "inline-block") {
        $el.hide();
        if (err.message !== "") {
          var errorSpan = $("<span>").addClass(errClass);
          errorSpan.text(err.message);
          $el.after(errorSpan);
        }
      } else if (display === "block") {
        // If block, add an error just after the el, set visibility:none on the
        // el, and position the error to be on top of the el.
        // Mark it with a unique ID and CSS class so we can remove it later.
        $el.css("visibility", "hidden");
        if (err.message !== "") {
          var errorDiv = $("<div>").addClass(errClass).css("position", "absolute")
            .css("top", el.offsetTop)
            .css("left", el.offsetLeft)
            // setting width can push out the page size, forcing otherwise
            // unnecessary scrollbars to appear and making it impossible for
            // the element to shrink; so use max-width instead
            .css("maxWidth", el.offsetWidth)
            .css("height", el.offsetHeight);
          errorDiv.text(err.message);
          $el.after(errorDiv);

          // Really dumb way to keep the size/position of the error in sync with
          // the parent element as the window is resized or whatever.
          var intId = setInterval(function() {
            if (!errorDiv[0].parentElement) {
              clearInterval(intId);
              return;
            }
            errorDiv
              .css("top", el.offsetTop)
              .css("left", el.offsetLeft)
              .css("maxWidth", el.offsetWidth)
              .css("height", el.offsetHeight);
          }, 500);
        }
      }
    },
    clearError: function(el) {
      var $el = $(el);
      var display = $el.data("restore-display-mode");
      $el.data("restore-display-mode", null);

      if (display === "inline" || display === "inline-block") {
        if (display)
          $el.css("display", display);
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      } else if (display === "block"){
        $el.css("visibility", "inherit");
        $(el.nextSibling).filter(".htmlwidgets-error").remove();
      }
    },
    sizing: {}
  };

  // Called by widget bindings to register a new type of widget. The definition
  // object can contain the following properties:
  // - name (required) - A string indicating the binding name, which will be
  //   used by default as the CSS classname to look for.
  // - initialize (optional) - A function(el) that will be called once per
  //   widget element; if a value is returned, it will be passed as the third
  //   value to renderValue.
  // - renderValue (required) - A function(el, data, initValue) that will be
  //   called with data. Static contexts will cause this to be called once per
  //   element; Shiny apps will cause this to be called multiple times per
  //   element, as the data changes.
  window.HTMLWidgets.widget = function(definition) {
    if (!definition.name) {
      throw new Error("Widget must have a name");
    }
    if (!definition.type) {
      throw new Error("Widget must have a type");
    }
    // Currently we only support output widgets
    if (definition.type !== "output") {
      throw new Error("Unrecognized widget type '" + definition.type + "'");
    }
    // TODO: Verify that .name is a valid CSS classname

    // Support new-style instance-bound definitions. Old-style class-bound
    // definitions have one widget "object" per widget per type/class of
    // widget; the renderValue and resize methods on such widget objects
    // take el and instance arguments, because the widget object can't
    // store them. New-style instance-bound definitions have one widget
    // object per widget instance; the definition that's passed in doesn't
    // provide renderValue or resize methods at all, just the single method
    //   factory(el, width, height)
    // which returns an object that has renderValue(x) and resize(w, h).
    // This enables a far more natural programming style for the widget
    // author, who can store per-instance state using either OO-style
    // instance fields or functional-style closure variables (I guess this
    // is in contrast to what can only be called C-style pseudo-OO which is
    // what we required before).
    if (definition.factory) {
      definition = createLegacyDefinitionAdapter(definition);
    }

    if (!definition.renderValue) {
      throw new Error("Widget must have a renderValue function");
    }

    // For static rendering (non-Shiny), use a simple widget registration
    // scheme. We also use this scheme for Shiny apps/documents that also
    // contain static widgets.
    window.HTMLWidgets.widgets = window.HTMLWidgets.widgets || [];
    // Merge defaults into the definition; don't mutate the original definition.
    var staticBinding = extend({}, defaults, definition);
    overrideMethod(staticBinding, "find", function(superfunc) {
      return function(scope) {
        var results = superfunc(scope);
        // Filter out Shiny outputs, we only want the static kind
        return filterByClass(results, "html-widget-output", false);
      };
    });
    window.HTMLWidgets.widgets.push(staticBinding);

    if (shinyMode) {
      // Shiny is running. Register the definition with an output binding.
      // The definition itself will not be the output binding, instead
      // we will make an output binding object that delegates to the
      // definition. This is because we foolishly used the same method
      // name (renderValue) for htmlwidgets definition and Shiny bindings
      // but they actually have quite different semantics (the Shiny
      // bindings receive data that includes lots of metadata that it
      // strips off before calling htmlwidgets renderValue). We can't
      // just ignore the difference because in some widgets it's helpful
      // to call this.renderValue() from inside of resize(), and if
      // we're not delegating, then that call will go to the Shiny
      // version instead of the htmlwidgets version.

      // Merge defaults with definition, without mutating either.
      var bindingDef = extend({}, defaults, definition);

      // This object will be our actual Shiny binding.
      var shinyBinding = new Shiny.OutputBinding();

      // With a few exceptions, we'll want to simply use the bindingDef's
      // version of methods if they are available, otherwise fall back to
      // Shiny's defaults. NOTE: If Shiny's output bindings gain additional
      // methods in the future, and we want them to be overrideable by
      // HTMLWidget binding definitions, then we'll need to add them to this
      // list.
      delegateMethod(shinyBinding, bindingDef, "getId");
      delegateMethod(shinyBinding, bindingDef, "onValueChange");
      delegateMethod(shinyBinding, bindingDef, "onValueError");
      delegateMethod(shinyBinding, bindingDef, "renderError");
      delegateMethod(shinyBinding, bindingDef, "clearError");
      delegateMethod(shinyBinding, bindingDef, "showProgress");

      // The find, renderValue, and resize are handled differently, because we
      // want to actually decorate the behavior of the bindingDef methods.

      shinyBinding.find = function(scope) {
        var results = bindingDef.find(scope);

        // Only return elements that are Shiny outputs, not static ones
        var dynamicResults = results.filter(".html-widget-output");

        // It's possible that whatever caused Shiny to think there might be
        // new dynamic outputs, also caused there to be new static outputs.
        // Since there might be lots of different htmlwidgets bindings, we
        // schedule execution for later--no need to staticRender multiple
        // times.
        if (results.length !== dynamicResults.length)
          scheduleStaticRender();

        return dynamicResults;
      };

      // Wrap renderValue to handle initialization, which unfortunately isn't
      // supported natively by Shiny at the time of this writing.

      shinyBinding.renderValue = function(el, data) {
        Shiny.renderDependencies(data.deps);
        // Resolve strings marked as javascript literals to objects
        if (!(data.evals instanceof Array)) data.evals = [data.evals];
        for (var i = 0; data.evals && i < data.evals.length; i++) {
          window.HTMLWidgets.evaluateStringMember(data.x, data.evals[i]);
        }
        if (!bindingDef.renderOnNullValue) {
          if (data.x === null) {
            el.style.visibility = "hidden";
            return;
          } else {
            el.style.visibility = "inherit";
          }
        }
        if (!elementData(el, "initialized")) {
          initSizing(el);

          elementData(el, "initialized", true);
          if (bindingDef.initialize) {
            var result = bindingDef.initialize(el, el.offsetWidth,
              el.offsetHeight);
            elementData(el, "init_result", result);
          }
        }
        bindingDef.renderValue(el, data.x, elementData(el, "init_result"));
        evalAndRun(data.jsHooks.render, elementData(el, "init_result"), [el, data.x]);
      };

      // Only override resize if bindingDef implements it
      if (bindingDef.resize) {
        shinyBinding.resize = function(el, width, height) {
          // Shiny can call resize before initialize/renderValue have been
          // called, which doesn't make sense for widgets.
          if (elementData(el, "initialized")) {
            bindingDef.resize(el, width, height, elementData(el, "init_result"));
          }
        };
      }

      Shiny.outputBindings.register(shinyBinding, bindingDef.name);
    }
  };

  var scheduleStaticRenderTimerId = null;
  function scheduleStaticRender() {
    if (!scheduleStaticRenderTimerId) {
      scheduleStaticRenderTimerId = setTimeout(function() {
        scheduleStaticRenderTimerId = null;
        window.HTMLWidgets.staticRender();
      }, 1);
    }
  }

  // Render static widgets after the document finishes loading
  // Statically render all elements that are of this widget's class
  window.HTMLWidgets.staticRender = function() {
    var bindings = window.HTMLWidgets.widgets || [];
    forEach(bindings, function(binding) {
      var matches = binding.find(document.documentElement);
      forEach(matches, function(el) {
        var sizeObj = initSizing(el, binding);

        if (hasClass(el, "html-widget-static-bound"))
          return;
        el.className = el.className + " html-widget-static-bound";

        var initResult;
        if (binding.initialize) {
          initResult = binding.initialize(el,
            sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            sizeObj ? sizeObj.getHeight() : el.offsetHeight
          );
          elementData(el, "init_result", initResult);
        }

        if (binding.resize) {
          var lastSize = {
            w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
            h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
          };
          var resizeHandler = function(e) {
            var size = {
              w: sizeObj ? sizeObj.getWidth() : el.offsetWidth,
              h: sizeObj ? sizeObj.getHeight() : el.offsetHeight
            };
            if (size.w === 0 && size.h === 0)
              return;
            if (size.w === lastSize.w && size.h === lastSize.h)
              return;
            lastSize = size;
            binding.resize(el, size.w, size.h, initResult);
          };

          on(window, "resize", resizeHandler);

          // This is needed for cases where we're running in a Shiny
          // app, but the widget itself is not a Shiny output, but
          // rather a simple static widget. One example of this is
          // an rmarkdown document that has runtime:shiny and widget
          // that isn't in a render function. Shiny only knows to
          // call resize handlers for Shiny outputs, not for static
          // widgets, so we do it ourselves.
          if (window.jQuery) {
            window.jQuery(document).on(
              "shown.htmlwidgets shown.bs.tab.htmlwidgets shown.bs.collapse.htmlwidgets",
              resizeHandler
            );
            window.jQuery(document).on(
              "hidden.htmlwidgets hidden.bs.tab.htmlwidgets hidden.bs.collapse.htmlwidgets",
              resizeHandler
            );
          }

          // This is needed for the specific case of ioslides, which
          // flips slides between display:none and display:block.
          // Ideally we would not have to have ioslide-specific code
          // here, but rather have ioslides raise a generic event,
          // but the rmarkdown package just went to CRAN so the
          // window to getting that fixed may be long.
          if (window.addEventListener) {
            // It's OK to limit this to window.addEventListener
            // browsers because ioslides itself only supports
            // such browsers.
            on(document, "slideenter", resizeHandler);
            on(document, "slideleave", resizeHandler);
          }
        }

        var scriptData = document.querySelector("script[data-for='" + el.id + "'][type='application/json']");
        if (scriptData) {
          var data = JSON.parse(scriptData.textContent || scriptData.text);
          // Resolve strings marked as javascript literals to objects
          if (!(data.evals instanceof Array)) data.evals = [data.evals];
          for (var k = 0; data.evals && k < data.evals.length; k++) {
            window.HTMLWidgets.evaluateStringMember(data.x, data.evals[k]);
          }
          binding.renderValue(el, data.x, initResult);
          evalAndRun(data.jsHooks.render, initResult, [el, data.x]);
        }
      });
    });

    invokePostRenderHandlers();
  }

  // Wait until after the document has loaded to render the widgets.
  if (document.addEventListener) {
    document.addEventListener("DOMContentLoaded", function() {
      document.removeEventListener("DOMContentLoaded", arguments.callee, false);
      window.HTMLWidgets.staticRender();
    }, false);
  } else if (document.attachEvent) {
    document.attachEvent("onreadystatechange", function() {
      if (document.readyState === "complete") {
        document.detachEvent("onreadystatechange", arguments.callee);
        window.HTMLWidgets.staticRender();
      }
    });
  }


  window.HTMLWidgets.getAttachmentUrl = function(depname, key) {
    // If no key, default to the first item
    if (typeof(key) === "undefined")
      key = 1;

    var link = document.getElementById(depname + "-" + key + "-attachment");
    if (!link) {
      throw new Error("Attachment " + depname + "/" + key + " not found in document");
    }
    return link.getAttribute("href");
  };

  window.HTMLWidgets.dataframeToD3 = function(df) {
    var names = [];
    var length;
    for (var name in df) {
        if (df.hasOwnProperty(name))
            names.push(name);
        if (typeof(df[name]) !== "object" || typeof(df[name].length) === "undefined") {
            throw new Error("All fields must be arrays");
        } else if (typeof(length) !== "undefined" && length !== df[name].length) {
            throw new Error("All fields must be arrays of the same length");
        }
        length = df[name].length;
    }
    var results = [];
    var item;
    for (var row = 0; row < length; row++) {
        item = {};
        for (var col = 0; col < names.length; col++) {
            item[names[col]] = df[names[col]][row];
        }
        results.push(item);
    }
    return results;
  };

  window.HTMLWidgets.transposeArray2D = function(array) {
      if (array.length === 0) return array;
      var newArray = array[0].map(function(col, i) {
          return array.map(function(row) {
              return row[i]
          })
      });
      return newArray;
  };
  // Split value at splitChar, but allow splitChar to be escaped
  // using escapeChar. Any other characters escaped by escapeChar
  // will be included as usual (including escapeChar itself).
  function splitWithEscape(value, splitChar, escapeChar) {
    var results = [];
    var escapeMode = false;
    var currentResult = "";
    for (var pos = 0; pos < value.length; pos++) {
      if (!escapeMode) {
        if (value[pos] === splitChar) {
          results.push(currentResult);
          currentResult = "";
        } else if (value[pos] === escapeChar) {
          escapeMode = true;
        } else {
          currentResult += value[pos];
        }
      } else {
        currentResult += value[pos];
        escapeMode = false;
      }
    }
    if (currentResult !== "") {
      results.push(currentResult);
    }
    return results;
  }
  // Function authored by Yihui/JJ Allaire
  window.HTMLWidgets.evaluateStringMember = function(o, member) {
    var parts = splitWithEscape(member, '.', '\\');
    for (var i = 0, l = parts.length; i < l; i++) {
      var part = parts[i];
      // part may be a character or 'numeric' member name
      if (o !== null && typeof o === "object" && part in o) {
        if (i == (l - 1)) { // if we are at the end of the line then evalulate
          if (typeof o[part] === "string")
            o[part] = eval("(" + o[part] + ")");
        } else { // otherwise continue to next embedded object
          o = o[part];
        }
      }
    }
  };

  // Retrieve the HTMLWidget instance (i.e. the return value of an
  // HTMLWidget binding's initialize() or factory() function)
  // associated with an element, or null if none.
  window.HTMLWidgets.getInstance = function(el) {
    return elementData(el, "init_result");
  };

  // Finds the first element in the scope that matches the selector,
  // and returns the HTMLWidget instance (i.e. the return value of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with that element, if any. If no element matches the
  // selector, or the first matching element has no HTMLWidget
  // instance associated with it, then null is returned.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.find = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var el = scope.querySelector(selector);
    if (el === null) {
      return null;
    } else {
      return window.HTMLWidgets.getInstance(el);
    }
  };

  // Finds all elements in the scope that match the selector, and
  // returns the HTMLWidget instances (i.e. the return values of
  // an HTMLWidget binding's initialize() or factory() function)
  // associated with the elements, in an array. If elements that
  // match the selector don't have an associated HTMLWidget
  // instance, the returned array will contain nulls.
  //
  // The scope argument is optional, and defaults to window.document.
  window.HTMLWidgets.findAll = function(scope, selector) {
    if (arguments.length == 1) {
      selector = scope;
      scope = document;
    }

    var nodes = scope.querySelectorAll(selector);
    var results = [];
    for (var i = 0; i < nodes.length; i++) {
      results.push(window.HTMLWidgets.getInstance(nodes[i]));
    }
    return results;
  };

  var postRenderHandlers = [];
  function invokePostRenderHandlers() {
    while (postRenderHandlers.length) {
      var handler = postRenderHandlers.shift();
      if (handler) {
        handler();
      }
    }
  }

  // Register the given callback function to be invoked after the
  // next time static widgets are rendered.
  window.HTMLWidgets.addPostRenderHandler = function(callback) {
    postRenderHandlers.push(callback);
  };

  // Takes a new-style instance-bound definition, and returns an
  // old-style class-bound definition. This saves us from having
  // to rewrite all the logic in this file to accomodate both
  // types of definitions.
  function createLegacyDefinitionAdapter(defn) {
    var result = {
      name: defn.name,
      type: defn.type,
      initialize: function(el, width, height) {
        return defn.factory(el, width, height);
      },
      renderValue: function(el, x, instance) {
        return instance.renderValue(x);
      },
      resize: function(el, width, height, instance) {
        return instance.resize(width, height);
      }
    };

    if (defn.find)
      result.find = defn.find;
    if (defn.renderError)
      result.renderError = defn.renderError;
    if (defn.clearError)
      result.clearError = defn.clearError;

    return result;
  }
})();

\"></script>\n",
       "<script title=\"wordcloud2\" src=\"data:application/javascript;base64,/*!
 * wordcloud2.js
 * http://timdream.org/wordcloud2.js/
 *
 * Copyright 2011 - 2013 Tim Chien
 * Released under the MIT license
 */

'use strict';

// setImmediate
if (!window.setImmediate) {
  window.setImmediate = (function setupSetImmediate() {
    return window.msSetImmediate ||
    window.webkitSetImmediate ||
    window.mozSetImmediate ||
    window.oSetImmediate ||
    (function setupSetZeroTimeout() {
      if (!window.postMessage || !window.addEventListener) {
        return null;
      }

      var callbacks = [undefined];
      var message = 'zero-timeout-message';

      // Like setTimeout, but only takes a function argument.  There's
      // no time argument (always zero) and no arguments (you have to
      // use a closure).
      var setZeroTimeout = function setZeroTimeout(callback) {
        var id = callbacks.length;
        callbacks.push(callback);
        window.postMessage(message + id.toString(36), '*');

        return id;
      };

      window.addEventListener('message', function setZeroTimeoutMessage(evt) {
        // Skipping checking event source, retarded IE confused this window
        // object with another in the presence of iframe
        if (typeof evt.data !== 'string' ||
            evt.data.substr(0, message.length) !== message/* ||
            evt.source !== window */) {
          return;
        }

        evt.stopImmediatePropagation();

        var id = parseInt(evt.data.substr(message.length), 36);
        if (!callbacks[id]) {
          return;
        }

        callbacks[id]();
        callbacks[id] = undefined;
      }, true);

      /* specify clearImmediate() here since we need the scope */
      window.clearImmediate = function clearZeroTimeout(id) {
        if (!callbacks[id]) {
          return;
        }

        callbacks[id] = undefined;
      };

      return setZeroTimeout;
    })() ||
    // fallback
    function setImmediateFallback(fn) {
      window.setTimeout(fn, 0);
    };
  })();
}

if (!window.clearImmediate) {
  window.clearImmediate = (function setupClearImmediate() {
    return window.msClearImmediate ||
    window.webkitClearImmediate ||
    window.mozClearImmediate ||
    window.oClearImmediate ||
    // "clearZeroTimeout" is implement on the previous block ||
    // fallback
    function clearImmediateFallback(timer) {
      window.clearTimeout(timer);
    };
  })();
}

(function(global) {

  // Check if WordCloud can run on this browser
  var isSupported = (function isSupported() {
    var canvas = document.createElement('canvas');
    if (!canvas || !canvas.getContext) {
      return false;
    }

    var ctx = canvas.getContext('2d');
    if (!ctx.getImageData) {
      return false;
    }
    if (!ctx.fillText) {
      return false;
    }

    if (!Array.prototype.some) {
      return false;
    }
    if (!Array.prototype.push) {
      return false;
    }

    return true;
  }());

  // Find out if the browser impose minium font size by
  // drawing small texts on a canvas and measure it's width.
  var minFontSize = (function getMinFontSize() {
    if (!isSupported) {
      return;
    }

    var ctx = document.createElement('canvas').getContext('2d');

    // start from 20
    var size = 20;

    // two sizes to measure
    var hanWidth, mWidth;

    while (size) {
      ctx.font = size.toString(10) + 'px sans-serif';
      if ((ctx.measureText('\uFF37').width === hanWidth) &&
          (ctx.measureText('m').width) === mWidth) {
        return (size + 1);
      }

      hanWidth = ctx.measureText('\uFF37').width;
      mWidth = ctx.measureText('m').width;

      size--;
    }

    return 0;
  })();

  // Based on http://jsfromhell.com/array/shuffle
  var shuffleArray = function shuffleArray(arr) {
    for (var j, x, i = arr.length; i;
      j = Math.floor(Math.random() * i),
      x = arr[--i], arr[i] = arr[j],
      arr[j] = x) {}
    return arr;
  };

  var WordCloud = function WordCloud(elements, options) {
    if (!isSupported) {
      return;
    }

    if (!Array.isArray(elements)) {
      elements = [elements];
    }

    elements.forEach(function(el, i) {
      if (typeof el === 'string') {
        elements[i] = document.getElementById(el);
        if (!elements[i]) {
          throw 'The element id specified is not found.';
        }
      } else if (!el.tagName && !el.appendChild) {
        throw 'You must pass valid HTML elements, or ID of the element.';
      }
    });

    /* Default values to be overwritten by options object */
    var settings = {
      list: [],
      fontFamily: '"Trebuchet MS", "Heiti TC", "微軟正黑體", ' +
                  '"Arial Unicode MS", "Droid Fallback Sans", sans-serif',
      fontWeight: 'normal',
      color: 'random-dark',
      minSize: 0, // 0 to disable
      weightFactor: 1,
      clearCanvas: true,
      backgroundColor: '#fff',  // opaque white = rgba(255, 255, 255, 1)

      gridSize: 8,
      origin: null,

      drawMask: false,
      maskColor: 'rgba(255,0,0,0.3)',
      maskGapWidth: 0.3,

      wait: 0,
      abortThreshold: 0, // disabled
      abort: function noop() {},

      minRotation: - Math.PI / 2,
      maxRotation: Math.PI / 2,

      shuffle: true,
      rotateRatio: 0.1,

      shape: 'circle',
      ellipticity: 0.65,

      classes: null,

      hover: null,
      click: null
    };

    if (options) {
      for (var key in options) {
        if (key in settings) {
          settings[key] = options[key];
        }
      }
    }

    /* Convert weightFactor into a function */
    if (typeof settings.weightFactor !== 'function') {
      var factor = settings.weightFactor;
      settings.weightFactor = function weightFactor(pt) {
        return pt * factor; //in px
      };
    }

    /* Convert shape into a function */
    if (typeof settings.shape !== 'function') {
      switch (settings.shape) {
        case 'circle':
        /* falls through */
        default:
          // 'circle' is the default and a shortcut in the code loop.
          settings.shape = 'circle';
          break;

        case 'cardioid':
          settings.shape = function shapeCardioid(theta) {
            return 1 - Math.sin(theta);
          };
          break;

        /*

        To work out an X-gon, one has to calculate "m",
        where 1/(cos(2*PI/X)+m*sin(2*PI/X)) = 1/(cos(0)+m*sin(0))
        http://www.wolframalpha.com/input/?i=1%2F%28cos%282*PI%2FX%29%2Bm*sin%28
        2*PI%2FX%29%29+%3D+1%2F%28cos%280%29%2Bm*sin%280%29%29

        Copy the solution into polar equation r = 1/(cos(t') + m*sin(t'))
        where t' equals to mod(t, 2PI/X);

        */

        case 'diamond':
        case 'square':
          // http://www.wolframalpha.com/input/?i=plot+r+%3D+1%2F%28cos%28mod+
          // %28t%2C+PI%2F2%29%29%2Bsin%28mod+%28t%2C+PI%2F2%29%29%29%2C+t+%3D
          // +0+..+2*PI
          settings.shape = function shapeSquare(theta) {
            var thetaPrime = theta % (2 * Math.PI / 4);
            return 1 / (Math.cos(thetaPrime) + Math.sin(thetaPrime));
          };
          break;

        case 'triangle-forward':
          // http://www.wolframalpha.com/input/?i=plot+r+%3D+1%2F%28cos%28mod+
          // %28t%2C+2*PI%2F3%29%29%2Bsqrt%283%29sin%28mod+%28t%2C+2*PI%2F3%29
          // %29%29%2C+t+%3D+0+..+2*PI
          settings.shape = function shapeTriangle(theta) {
            var thetaPrime = theta % (2 * Math.PI / 3);
            return 1 / (Math.cos(thetaPrime) +
                        Math.sqrt(3) * Math.sin(thetaPrime));
          };
          break;

        case 'triangle':
        case 'triangle-upright':
          settings.shape = function shapeTriangle(theta) {
            var thetaPrime = (theta + Math.PI * 3 / 2) % (2 * Math.PI / 3);
            return 1 / (Math.cos(thetaPrime) +
                        Math.sqrt(3) * Math.sin(thetaPrime));
          };
          break;

        case 'pentagon':
          settings.shape = function shapePentagon(theta) {
            var thetaPrime = (theta + 0.955) % (2 * Math.PI / 5);
            return 1 / (Math.cos(thetaPrime) +
                        0.726543 * Math.sin(thetaPrime));
          };
          break;

        case 'star':
          settings.shape = function shapeStar(theta) {
            var thetaPrime = (theta + 0.955) % (2 * Math.PI / 10);
            if ((theta + 0.955) % (2 * Math.PI / 5) - (2 * Math.PI / 10) >= 0) {
              return 1 / (Math.cos((2 * Math.PI / 10) - thetaPrime) +
                          3.07768 * Math.sin((2 * Math.PI / 10) - thetaPrime));
            } else {
              return 1 / (Math.cos(thetaPrime) +
                          3.07768 * Math.sin(thetaPrime));
            }
          };
          break;
      }
    }

    /* Make sure gridSize is a whole number and is not smaller than 4px */
    settings.gridSize = Math.max(Math.floor(settings.gridSize), 4);

    /* shorthand */
    var g = settings.gridSize;
    var maskRectWidth = g - settings.maskGapWidth;

    /* normalize rotation settings */
    var rotationRange = Math.abs(settings.maxRotation - settings.minRotation);
    var minRotation = Math.min(settings.maxRotation, settings.minRotation);

    /* information/object available to all functions, set when start() */
    var grid, // 2d array containing filling information
      ngx, ngy, // width and height of the grid
      center, // position of the center of the cloud
      maxRadius;

    /* timestamp for measuring each putWord() action */
    var escapeTime;

    /* function for getting the color of the text */
    var getTextColor;
    function random_hsl_color(min, max) {
      return 'hsl(' +
        (Math.random() * 360).toFixed() + ',' +
        (Math.random() * 30 + 70).toFixed() + '%,' +
        (Math.random() * (max - min) + min).toFixed() + '%)';
    }
    switch (settings.color) {
      case 'random-dark':
        getTextColor = function getRandomDarkColor() {
          return random_hsl_color(10, 50);
        };
        break;

      case 'random-light':
        getTextColor = function getRandomLightColor() {
          return random_hsl_color(50, 90);
        };
        break;

      default:
        if (typeof settings.color === 'function') {
          getTextColor = settings.color;
        }
        break;
    }

    /* function for getting the classes of the text */
    var getTextClasses = null;
    if (typeof settings.classes === 'function') {
      getTextClasses = settings.classes;
    }

    /* Interactive */
    var interactive = false;
    var infoGrid = [];
    var hovered;

    var getInfoGridFromMouseTouchEvent =
    function getInfoGridFromMouseTouchEvent(evt) {
      var canvas = evt.currentTarget;
      var rect = canvas.getBoundingClientRect();
      var clientX;
      var clientY;
      /** Detect if touches are available */
      if (evt.touches) {
        clientX = evt.touches[0].clientX;
        clientY = evt.touches[0].clientY;
      } else {
        clientX = evt.clientX;
        clientY = evt.clientY;
      }
      var eventX = clientX - rect.left;
      var eventY = clientY - rect.top;

      var x = Math.floor(eventX * ((canvas.width / rect.width) || 1) / g);
      var y = Math.floor(eventY * ((canvas.height / rect.height) || 1) / g);

      return infoGrid[x][y];
    };

    var wordcloudhover = function wordcloudhover(evt) {
      var info = getInfoGridFromMouseTouchEvent(evt);

      if (hovered === info) {
        return;
      }

      hovered = info;
      if (!info) {
        settings.hover(undefined, undefined, evt);

        return;
      }

      settings.hover(info.item, info.dimension, evt);

    };

    var wordcloudclick = function wordcloudclick(evt) {
      var info = getInfoGridFromMouseTouchEvent(evt);
      if (!info) {
        return;
      }

      settings.click(info.item, info.dimension, evt);
      evt.preventDefault();
    };

    /* Get points on the grid for a given radius away from the center */
    var pointsAtRadius = [];
    var getPointsAtRadius = function getPointsAtRadius(radius) {
      if (pointsAtRadius[radius]) {
        return pointsAtRadius[radius];
      }

      // Look for these number of points on each radius
      var T = radius * 8;

      // Getting all the points at this radius
      var t = T;
      var points = [];

      if (radius === 0) {
        points.push([center[0], center[1], 0]);
      }

      while (t--) {
        // distort the radius to put the cloud in shape
        var rx = 1;
        if (settings.shape !== 'circle') {
          rx = settings.shape(t / T * 2 * Math.PI); // 0 to 1
        }

        // Push [x, y, t]; t is used solely for getTextColor()
        points.push([
          center[0] + radius * rx * Math.cos(-t / T * 2 * Math.PI),
          center[1] + radius * rx * Math.sin(-t / T * 2 * Math.PI) *
            settings.ellipticity,
          t / T * 2 * Math.PI]);
      }

      pointsAtRadius[radius] = points;
      return points;
    };

    /* Return true if we had spent too much time */
    var exceedTime = function exceedTime() {
      return ((settings.abortThreshold > 0) &&
        ((new Date()).getTime() - escapeTime > settings.abortThreshold));
    };

    /* Get the deg of rotation according to settings, and luck. */
    var getRotateDeg = function getRotateDeg() {
      if (settings.rotateRatio === 0) {
        return 0;
      }

      if (Math.random() > settings.rotateRatio) {
        return 0;
      }

      if (rotationRange === 0) {
        return minRotation;
      }

      return minRotation + Math.random() * rotationRange;
    };

    var getTextInfo = function getTextInfo(word, weight, rotateDeg) {
      // calculate the acutal font size
      // fontSize === 0 means weightFactor function wants the text skipped,
      // and size < minSize means we cannot draw the text.
      var debug = false;
      var fontSize = settings.weightFactor(weight);
      if (fontSize <= settings.minSize) {
        return false;
      }

      // Scale factor here is to make sure fillText is not limited by
      // the minium font size set by browser.
      // It will always be 1 or 2n.
      var mu = 1;
      if (fontSize < minFontSize) {
        mu = (function calculateScaleFactor() {
          var mu = 2;
          while (mu * fontSize < minFontSize) {
            mu += 2;
          }
          return mu;
        })();
      }

      var fcanvas = document.createElement('canvas');
      var fctx = fcanvas.getContext('2d', { willReadFrequently: true });

      fctx.font = settings.fontWeight + ' ' +
        (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;

      // Estimate the dimension of the text with measureText().
      var fw = fctx.measureText(word).width / mu;
      var fh = Math.max(fontSize * mu,
                        fctx.measureText('m').width,
                        fctx.measureText('\uFF37').width) / mu;

      // Create a boundary box that is larger than our estimates,
      // so text don't get cut of (it sill might)
      var boxWidth = fw + fh * 2;
      var boxHeight = fh * 3;
      var fgw = Math.ceil(boxWidth / g);
      var fgh = Math.ceil(boxHeight / g);
      boxWidth = fgw * g;
      boxHeight = fgh * g;

      // Calculate the proper offsets to make the text centered at
      // the preferred position.

      // This is simply half of the width.
      var fillTextOffsetX = - fw / 2;
      // Instead of moving the box to the exact middle of the preferred
      // position, for Y-offset we move 0.4 instead, so Latin alphabets look
      // vertical centered.
      var fillTextOffsetY = - fh * 0.4;

      // Calculate the actual dimension of the canvas, considering the rotation.
      var cgh = Math.ceil((boxWidth * Math.abs(Math.sin(rotateDeg)) +
                           boxHeight * Math.abs(Math.cos(rotateDeg))) / g);
      var cgw = Math.ceil((boxWidth * Math.abs(Math.cos(rotateDeg)) +
                           boxHeight * Math.abs(Math.sin(rotateDeg))) / g);
      var width = cgw * g;
      var height = cgh * g;

      fcanvas.setAttribute('width', width);
      fcanvas.setAttribute('height', height);

      if (debug) {
        // Attach fcanvas to the DOM
        document.body.appendChild(fcanvas);
        // Save it's state so that we could restore and draw the grid correctly.
        fctx.save();
      }

      // Scale the canvas with |mu|.
      fctx.scale(1 / mu, 1 / mu);
      fctx.translate(width * mu / 2, height * mu / 2);
      fctx.rotate(- rotateDeg);

      // Once the width/height is set, ctx info will be reset.
      // Set it again here.
      fctx.font = settings.fontWeight + ' ' +
        (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;

      // Fill the text into the fcanvas.
      // XXX: We cannot because textBaseline = 'top' here because
      // Firefox and Chrome uses different default line-height for canvas.
      // Please read https://bugzil.la/737852#c6.
      // Here, we use textBaseline = 'middle' and draw the text at exactly
      // 0.5 * fontSize lower.
      fctx.fillStyle = '#000';
      fctx.textBaseline = 'middle';
      fctx.fillText(word, fillTextOffsetX * mu,
                    (fillTextOffsetY + fontSize * 0.5) * mu);

      // Get the pixels of the text
      var imageData = fctx.getImageData(0, 0, width, height).data;

      if (exceedTime()) {
        return false;
      }

      if (debug) {
        // Draw the box of the original estimation
        fctx.strokeRect(fillTextOffsetX * mu,
                        fillTextOffsetY, fw * mu, fh * mu);
        fctx.restore();
      }

      // Read the pixels and save the information to the occupied array
      var occupied = [];
      var gx = cgw, gy, x, y;
      var bounds = [cgh / 2, cgw / 2, cgh / 2, cgw / 2];
      while (gx--) {
        gy = cgh;
        while (gy--) {
          y = g;
          singleGridLoop: {
            while (y--) {
              x = g;
              while (x--) {
                if (imageData[((gy * g + y) * width +
                               (gx * g + x)) * 4 + 3]) {
                  occupied.push([gx, gy]);

                  if (gx < bounds[3]) {
                    bounds[3] = gx;
                  }
                  if (gx > bounds[1]) {
                    bounds[1] = gx;
                  }
                  if (gy < bounds[0]) {
                    bounds[0] = gy;
                  }
                  if (gy > bounds[2]) {
                    bounds[2] = gy;
                  }

                  if (debug) {
                    fctx.fillStyle = 'rgba(255, 0, 0, 0.5)';
                    fctx.fillRect(gx * g, gy * g, g - 0.5, g - 0.5);
                  }
                  break singleGridLoop;
                }
              }
            }
            if (debug) {
              fctx.fillStyle = 'rgba(0, 0, 255, 0.5)';
              fctx.fillRect(gx * g, gy * g, g - 0.5, g - 0.5);
            }
          }
        }
      }

      if (debug) {
        fctx.fillStyle = 'rgba(0, 255, 0, 0.5)';
        fctx.fillRect(bounds[3] * g,
                      bounds[0] * g,
                      (bounds[1] - bounds[3] + 1) * g,
                      (bounds[2] - bounds[0] + 1) * g);
      }

      // Return information needed to create the text on the real canvas
      return {
        mu: mu,
        occupied: occupied,
        bounds: bounds,
        gw: cgw,
        gh: cgh,
        fillTextOffsetX: fillTextOffsetX,
        fillTextOffsetY: fillTextOffsetY,
        fillTextWidth: fw,
        fillTextHeight: fh,
        fontSize: fontSize
      };
    };

    /* Determine if there is room available in the given dimension */
    var canFitText = function canFitText(gx, gy, gw, gh, occupied) {
      // Go through the occupied points,
      // return false if the space is not available.
      var i = occupied.length;
      while (i--) {
        var px = gx + occupied[i][0];
        var py = gy + occupied[i][1];

        if (px >= ngx || py >= ngy || px < 0 || py < 0 || !grid[px][py]) {
          return false;
        }
      }
      return true;
    };

    /* Actually draw the text on the grid */
    var drawText = function drawText(gx, gy, info, word, weight,
                                     distance, theta, rotateDeg, attributes) {

      var fontSize = info.fontSize;
      var color;
      if (getTextColor) {
        color = getTextColor(word, weight, fontSize, distance, theta);
      } else if (settings.color instanceof Array) {
        color = settings.color.shift() || 'black'; // pass a array in setting, default 'black'
      } else {
        color = settings.color;
      }

      var classes;
      if (getTextClasses) {
        classes = getTextClasses(word, weight, fontSize, distance, theta);
      } else {
        classes = settings.classes;
      }

      var dimension;
      var bounds = info.bounds;
      dimension = {
        x: (gx + bounds[3]) * g,
        y: (gy + bounds[0]) * g,
        w: (bounds[1] - bounds[3] + 1) * g,
        h: (bounds[2] - bounds[0] + 1) * g
      };

      elements.forEach(function(el) {
        if (el.getContext) {
          var ctx = el.getContext('2d');
          var mu = info.mu;

          // Save the current state before messing it
          ctx.save();
          ctx.scale(1 / mu, 1 / mu);

          ctx.font = settings.fontWeight + ' ' +
                     (fontSize * mu).toString(10) + 'px ' + settings.fontFamily;
          ctx.fillStyle = color;

          // Translate the canvas position to the origin coordinate of where
          // the text should be put.
          ctx.translate((gx + info.gw / 2) * g * mu,
                        (gy + info.gh / 2) * g * mu);

          if (rotateDeg !== 0) {
            ctx.rotate(- rotateDeg);
          }

          // Finally, fill the text.

          // XXX: We cannot because textBaseline = 'top' here because
          // Firefox and Chrome uses different default line-height for canvas.
          // Please read https://bugzil.la/737852#c6.
          // Here, we use textBaseline = 'middle' and draw the text at exactly
          // 0.5 * fontSize lower.
          ctx.textBaseline = 'middle';
          ctx.fillText(word, info.fillTextOffsetX * mu,
                             (info.fillTextOffsetY + fontSize * 0.5) * mu);

          // The below box is always matches how <span>s are positioned
          /* ctx.strokeRect(info.fillTextOffsetX, info.fillTextOffsetY,
            info.fillTextWidth, info.fillTextHeight); */

          // Restore the state.
          ctx.restore();
        } else {
          // drawText on DIV element
          var span = document.createElement('span');
          var transformRule = '';
          transformRule = 'rotate(' + (- rotateDeg / Math.PI * 180) + 'deg) ';
          if (info.mu !== 1) {
            transformRule +=
              'translateX(-' + (info.fillTextWidth / 4) + 'px) ' +
              'scale(' + (1 / info.mu) + ')';
          }
          var styleRules = {
            'position': 'absolute',
            'display': 'block',
            'font': settings.fontWeight + ' ' +
                    (fontSize * info.mu) + 'px ' + settings.fontFamily,
            'left': ((gx + info.gw / 2) * g + info.fillTextOffsetX) + 'px',
            'top': ((gy + info.gh / 2) * g + info.fillTextOffsetY) + 'px',
            'width': info.fillTextWidth + 'px',
            'height': info.fillTextHeight + 'px',
            'lineHeight': fontSize + 'px',
            'whiteSpace': 'nowrap',
            'transform': transformRule,
            'webkitTransform': transformRule,
            'msTransform': transformRule,
            'transformOrigin': '50% 40%',
            'webkitTransformOrigin': '50% 40%',
            'msTransformOrigin': '50% 40%'
          };
          if (color) {
            styleRules.color = color;
          }
          span.textContent = word;
          for (var cssProp in styleRules) {
            span.style[cssProp] = styleRules[cssProp];
          }
          if (attributes) {
            for (var attribute in attributes) {
              span.setAttribute(attribute, attributes[attribute]);
            }
          }
          if (classes) {
            span.className += classes;
          }
          el.appendChild(span);
        }
      });
    };

    /* Help function to updateGrid */
    var fillGridAt = function fillGridAt(x, y, drawMask, dimension, item) {
      if (x >= ngx || y >= ngy || x < 0 || y < 0) {
        return;
      }

      grid[x][y] = false;

      if (drawMask) {
        var ctx = elements[0].getContext('2d');
        ctx.fillRect(x * g, y * g, maskRectWidth, maskRectWidth);
      }

      if (interactive) {
        infoGrid[x][y] = { item: item, dimension: dimension };
      }
    };

    /* Update the filling information of the given space with occupied points.
       Draw the mask on the canvas if necessary. */
    var updateGrid = function updateGrid(gx, gy, gw, gh, info, item) {
      var occupied = info.occupied;
      var drawMask = settings.drawMask;
      var ctx;
      if (drawMask) {
        ctx = elements[0].getContext('2d');
        ctx.save();
        ctx.fillStyle = settings.maskColor;
      }

      var dimension;
      if (interactive) {
        var bounds = info.bounds;
        dimension = {
          x: (gx + bounds[3]) * g,
          y: (gy + bounds[0]) * g,
          w: (bounds[1] - bounds[3] + 1) * g,
          h: (bounds[2] - bounds[0] + 1) * g
        };
      }

      var i = occupied.length;
      while (i--) {
        fillGridAt(gx + occupied[i][0], gy + occupied[i][1],
                   drawMask, dimension, item);
      }

      if (drawMask) {
        ctx.restore();
      }
    };

    /* putWord() processes each item on the list,
       calculate it's size and determine it's position, and actually
       put it on the canvas. */
    var putWord = function putWord(item) {
      var word, weight, attributes;
      if (Array.isArray(item)) {
        word = item[0];
        weight = item[1];
      } else {
        word = item.word;
        weight = item.weight;
        attributes = item.attributes;
      }
      var rotateDeg = getRotateDeg();

      // get info needed to put the text onto the canvas
      var info = getTextInfo(word, weight, rotateDeg);

      // not getting the info means we shouldn't be drawing this one.
      if (!info) {
        return false;
      }

      if (exceedTime()) {
        return false;
      }

      // Skip the loop if we have already know the bounding box of
      // word is larger than the canvas.
      var bounds = info.bounds;
      if ((bounds[1] - bounds[3] + 1) > ngx ||
        (bounds[2] - bounds[0] + 1) > ngy) {
        return false;
      }

      // Determine the position to put the text by
      // start looking for the nearest points
      var r = maxRadius + 1;

      var tryToPutWordAtPoint = function(gxy) {
        var gx = Math.floor(gxy[0] - info.gw / 2);
        var gy = Math.floor(gxy[1] - info.gh / 2);
        var gw = info.gw;
        var gh = info.gh;

        // If we cannot fit the text at this position, return false
        // and go to the next position.
        if (!canFitText(gx, gy, gw, gh, info.occupied)) {
          return false;
        }

        // Actually put the text on the canvas
        drawText(gx, gy, info, word, weight,
                 (maxRadius - r), gxy[2], rotateDeg, attributes);

        // Mark the spaces on the grid as filled
        updateGrid(gx, gy, gw, gh, info, item);

        // Return true so some() will stop and also return true.
        return true;
      };

      while (r--) {
        var points = getPointsAtRadius(maxRadius - r);

        if (settings.shuffle) {
          points = [].concat(points);
          shuffleArray(points);
        }

        // Try to fit the words by looking at each point.
        // array.some() will stop and return true
        // when putWordAtPoint() returns true.
        // If all the points returns false, array.some() returns false.
        var drawn = points.some(tryToPutWordAtPoint);

        if (drawn) {
          // leave putWord() and return true
          return true;
        }
      }
      // we tried all distances but text won't fit, return false
      return false;
    };

    /* Send DOM event to all elements. Will stop sending event and return
       if the previous one is canceled (for cancelable events). */
    var sendEvent = function sendEvent(type, cancelable, detail) {
      if (cancelable) {
        return !elements.some(function(el) {
          var evt = document.createEvent('CustomEvent');
          evt.initCustomEvent(type, true, cancelable, detail || {});
          return !el.dispatchEvent(evt);
        }, this);
      } else {
        elements.forEach(function(el) {
          var evt = document.createEvent('CustomEvent');
          evt.initCustomEvent(type, true, cancelable, detail || {});
          el.dispatchEvent(evt);
        }, this);
      }
    };

    /* Start drawing on a canvas */
    var start = function start() {
      // For dimensions, clearCanvas etc.,
      // we only care about the first element.
      var canvas = elements[0];

      if (canvas.getContext) {
        ngx = Math.floor(canvas.width / g);
        ngy = Math.floor(canvas.height / g);
      } else {
        var rect = canvas.getBoundingClientRect();
        ngx = Math.floor(rect.width / g);
        ngy = Math.floor(rect.height / g);
      }

      // Sending a wordcloudstart event which cause the previous loop to stop.
      // Do nothing if the event is canceled.
      if (!sendEvent('wordcloudstart', true)) {
        return;
      }

      // Determine the center of the word cloud
      center = (settings.origin) ?
        [settings.origin[0]/g, settings.origin[1]/g] :
        [ngx / 2, ngy / 2];

      // Maxium radius to look for space
      maxRadius = Math.floor(Math.sqrt(ngx * ngx + ngy * ngy));

      /* Clear the canvas only if the clearCanvas is set,
         if not, update the grid to the current canvas state */
      grid = [];

      var gx, gy, i;
      if (!canvas.getContext || settings.clearCanvas) {
        elements.forEach(function(el) {
          if (el.getContext) {
            var ctx = el.getContext('2d');
            ctx.fillStyle = settings.backgroundColor;
            ctx.clearRect(0, 0, ngx * (g + 1), ngy * (g + 1));
            ctx.fillRect(0, 0, ngx * (g + 1), ngy * (g + 1));
          } else {
            el.textContent = '';
            el.style.backgroundColor = settings.backgroundColor;
          }
        });

        /* fill the grid with empty state */
        gx = ngx;
        while (gx--) {
          grid[gx] = [];
          gy = ngy;
          while (gy--) {
            grid[gx][gy] = true;
          }
        }
      } else {
        /* Determine bgPixel by creating
           another canvas and fill the specified background color. */
        var bctx = document.createElement('canvas').getContext('2d');

        bctx.fillStyle = settings.backgroundColor;
        bctx.fillRect(0, 0, 1, 1);
        var bgPixel = bctx.getImageData(0, 0, 1, 1).data;

        /* Read back the pixels of the canvas we got to tell which part of the
           canvas is empty.
           (no clearCanvas only works with a canvas, not divs) */
        var imageData =
          canvas.getContext('2d').getImageData(0, 0, ngx * g, ngy * g).data;

        gx = ngx;
        var x, y;
        while (gx--) {
          grid[gx] = [];
          gy = ngy;
          while (gy--) {
            y = g;
            singleGridLoop: while (y--) {
              x = g;
              while (x--) {
                i = 4;
                while (i--) {
                  if (imageData[((gy * g + y) * ngx * g +
                                 (gx * g + x)) * 4 + i] !== bgPixel[i]) {
                    grid[gx][gy] = false;
                    break singleGridLoop;
                  }
                }
              }
            }
            if (grid[gx][gy] !== false) {
              grid[gx][gy] = true;
            }
          }
        }

        imageData = bctx = bgPixel = undefined;
      }

      // fill the infoGrid with empty state if we need it
      if (settings.hover || settings.click) {

        interactive = true;

        /* fill the grid with empty state */
        gx = ngx + 1;
        while (gx--) {
          infoGrid[gx] = [];
        }

        if (settings.hover) {
          canvas.addEventListener('mousemove', wordcloudhover);
        }

        if (settings.click) {
          canvas.addEventListener('click', wordcloudclick);
          canvas.addEventListener('touchstart', wordcloudclick);
          canvas.addEventListener('touchend', function (e) {
            e.preventDefault();
          });
          canvas.style.webkitTapHighlightColor = 'rgba(0, 0, 0, 0)';
        }

        canvas.addEventListener('wordcloudstart', function stopInteraction() {
          canvas.removeEventListener('wordcloudstart', stopInteraction);

          canvas.removeEventListener('mousemove', wordcloudhover);
          canvas.removeEventListener('click', wordcloudclick);
          hovered = undefined;
        });
      }

      i = 0;
      var loopingFunction, stoppingFunction;
      if (settings.wait !== 0) {
        loopingFunction = window.setTimeout;
        stoppingFunction = window.clearTimeout;
      } else {
        loopingFunction = window.setImmediate;
        stoppingFunction = window.clearImmediate;
      }

      var addEventListener = function addEventListener(type, listener) {
        elements.forEach(function(el) {
          el.addEventListener(type, listener);
        }, this);
      };

      var removeEventListener = function removeEventListener(type, listener) {
        elements.forEach(function(el) {
          el.removeEventListener(type, listener);
        }, this);
      };

      var anotherWordCloudStart = function anotherWordCloudStart() {
        removeEventListener('wordcloudstart', anotherWordCloudStart);
        stoppingFunction(timer);
      };

      addEventListener('wordcloudstart', anotherWordCloudStart);

      var timer = loopingFunction(function loop() {
        if (i >= settings.list.length) {
          stoppingFunction(timer);
          sendEvent('wordcloudstop', false);
          removeEventListener('wordcloudstart', anotherWordCloudStart);

          return;
        }
        escapeTime = (new Date()).getTime();
        var drawn = putWord(settings.list[i]);
        var canceled = !sendEvent('wordclouddrawn', true, {
          item: settings.list[i], drawn: drawn });
        if (exceedTime() || canceled) {
          stoppingFunction(timer);
          settings.abort();
          sendEvent('wordcloudabort', false);
          sendEvent('wordcloudstop', false);
          removeEventListener('wordcloudstart', anotherWordCloudStart);
          return;
        }
        i++;
        timer = loopingFunction(loop, settings.wait);
      }, settings.wait);
    };

    // All set, start the drawing
    start();
  };

  WordCloud.isSupported = isSupported;
  WordCloud.minFontSize = minFontSize;

  // Expose the library as an AMD module
  if (typeof define === 'function' && define.amd) {
    define('wordcloud', [], function() { return WordCloud; });
  } else if (typeof module !== 'undefined' && module.exports) {
    module.exports = WordCloud;
  } else {
    global.WordCloud = WordCloud;
  }

})(this); //jshint ignore:line
\"></script>\n",
       "<script title=\"wordcloud2\" src=\"data:application/javascript;base64,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       "<link href=\"data:text/css;charset-utf-8;base64,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\" rel=\"stylesheet\" />\n",
       "<script title=\"wordcloud2-binding\" src=\"data:application/javascript;base64,SFRNTFdpZGdldHMud2lkZ2V0KHsKCiAgbmFtZTogJ3dvcmRjbG91ZDInLAoKICB0eXBlOiAnb3V0cHV0JywKCiAgaW5pdGlhbGl6ZTogZnVuY3Rpb24oZWwsIHdpZHRoLCBoZWlnaHQpIHsKICAgIHZhciBuZXdDYW52YXMgPSBkb2N1bWVudC5jcmVhdGVFbGVtZW50KCJjYW52YXMiKTsKICAgIG5ld0NhbnZhcy5oZWlnaHQgPSBoZWlnaHQ7CiAgICBuZXdDYW52YXMud2lkdGggPSB3aWR0aDsKICAgIG5ld0NhbnZhcy5pZCA9ICJjYW52YXMiOwoKICAgIGVsLmFwcGVuZENoaWxkKG5ld0NhbnZhcyk7CiAgICBuZXdsYWJlbChlbCk7CiAgICByZXR1cm4oZWwuZmlyc3RDaGlsZCk7CiAgfSwKICByZW5kZXJWYWx1ZTogZnVuY3Rpb24oZWwsIHgsIGluc3RhbmNlKSB7CiAgLy8gcGFyc2UgZ2V4ZiBkYXRhCiAgICAgICAgbGlzdERhdGE9W107CiAgICAgICAgZm9yKHZhciBpPTA7IGk8eC53b3JkLmxlbmd0aDsgaSsrKXsKICAgICAgICAgIGxpc3REYXRhLnB1c2goW3gud29yZFtpXSwgeC5mcmVxW2ldXSk7CiAgICAgICAgfQogICAgIGlmKHguZmlnQmFzZTY0KXsKCiAgICAgICAgbWFza0luaXQoZWwseCk7CiAgICAgICAgY29uc29sZS5sb2coMykKCiAgICAgIH1lbHNlewogICAgICAgIFdvcmRDbG91ZChlbC5maXJzdENoaWxkLCB7IGxpc3Q6IGxpc3REYXRhLAogICAgICAgICAgICAgICAgICAgICAgICBmb250RmFtaWx5OiB4LmZvbnRGYW1pbHksCiAgICAgICAgICAgICAgICAgICAgICAgIGZvbnRXZWlnaHQ6IHguZm9udFdlaWdodCwKICAgICAgICAgICAgICAgICAgICAgICAgY29sb3I6IHguY29sb3IsCiAgICAgICAgICAgICAgICAgICAgICAgIG1pblNpemU6IHgubWluU2l6ZSwKICAgICAgICAgICAgICAgICAgICAgICAgd2VpZ2h0RmFjdG9yOiB4LndlaWdodEZhY3RvciwKICAgICAgICAgICAgICAgICAgICAgICAgYmFja2dyb3VuZENvbG9yOiB4LmJhY2tncm91bmRDb2xvciwKICAgICAgICAgICAgICAgICAgICAgICAgZ3JpZFNpemU6IHguZ3JpZFNpemUsCiAgICAgICAgICAgICAgICAgICAgICAgIG1pblJvdGF0aW9uOiB4Lm1pblJvdGF0aW9uLAogICAgICAgICAgICAgICAgICAgICAgICBtYXhSb3RhdGlvbjogeC5tYXhSb3RhdGlvbiwKICAgICAgICAgICAgICAgICAgICAgICAgc2h1ZmZsZTogeC5zaHVmZmxlLAogICAgICAgICAgICAgICAgICAgICAgICBzaGFwZTogeC5zaGFwZSwKICAgICAgICAgICAgICAgICAgICAgICAgcm90YXRlUmF0aW86IHgucm90YXRlUmF0aW8sCiAgICAgICAgICAgICAgICAgICAgICAgIGVsbGlwdGljaXR5OiB4LmVsbGlwdGljaXR5LAogICAgICAgICAgICAgICAgICAgICAgICBkcmF3TWFzazogeC5kcmF3TWFzaywKICAgICAgICAgICAgICAgICAgICAgICAgbWFza0NvbG9yOiB4Lm1hc2tDb2xvciwKICAgICAgICAgICAgICAgICAgICAgICAgbWFza0dhcFdpZHRoOiB4Lm1hc2tHYXBXaWR0aCwKICAgICAgICAgICAgICAgICAgICAgICAgaG92ZXI6IHguaG92ZXIgfHwgY3ZfaGFuZGxlSG92ZXIKICAgICAgICAgICAgICAgICAgICAgICAgfSk7CiAgICAgIH0KICAgIH0sCiAgICAgIHJlc2l6ZTogZnVuY3Rpb24oZWwsIHdpZHRoLCBoZWlnaHQpIHsKICAgICAgfQoKfSk7Cg==\"></script>\n",
       "\t</head>\n",
       "\t<body>\n",
       "\t\t<div id=\"htmlwidget-298eb8294ba499e96617\" style=\"width:960px;height:500px;\" class=\"wordcloud2 html-widget\"></div>\n",
       "<script type=\"application/json\" data-for=\"htmlwidget-298eb8294ba499e96617\">{\"x\":{\"word\":[\"Liam\",\"Noah\",\"Oliver\",\"Elijah\",\"William\",\"James\",\"Benjamin\",\"Lucas\",\"Henry\",\"Alexander\",\"Mason\",\"Michael\",\"Ethan\",\"Daniel\",\"Jacob\",\"Logan\",\"Jackson\",\"Levi\",\"Sebastian\",\"Mateo\",\"Jack\",\"Owen\",\"Theodore\",\"Aiden\",\"Samuel\",\"Joseph\",\"John\",\"David\",\"Wyatt\",\"Matthew\",\"Luke\",\"Asher\",\"Carter\",\"Julian\",\"Grayson\",\"Leo\",\"Jayden\",\"Gabriel\",\"Isaac\",\"Lincoln\",\"Anthony\",\"Hudson\",\"Dylan\",\"Ezra\",\"Thomas\",\"Charles\",\"Christopher\",\"Jaxon\",\"Maverick\",\"Josiah\",\"Isaiah\",\"Andrew\",\"Elias\",\"Joshua\",\"Nathan\",\"Caleb\",\"Ryan\",\"Adrian\",\"Miles\",\"Eli\",\"Nolan\",\"Christian\",\"Aaron\",\"Cameron\",\"Ezekiel\",\"Colton\",\"Luca\",\"Landon\",\"Hunter\",\"Jonathan\",\"Santiago\",\"Axel\",\"Easton\",\"Cooper\",\"Jeremiah\",\"Angel\",\"Roman\",\"Connor\",\"Jameson\",\"Robert\",\"Greyson\",\"Jordan\",\"Ian\",\"Carson\",\"Jaxson\",\"Leonardo\",\"Nicholas\",\"Dominic\",\"Austin\",\"Everett\",\"Brooks\",\"Xavier\",\"Kai\",\"Jose\",\"Parker\",\"Adam\",\"Jace\",\"Wesley\",\"Kayden\",\"Silas\"],\"freq\":[19659,18252,14147,13034,12541,12250,12136,11281,10705,10151,10029,9717,9464,9419,9196,9086,9051,9005,8927,8900,8876,8623,8558,8534,8488,8349,8180,8153,8135,8052,7734,7606,7511,7488,7424,7159,7102,7066,7060,6998,6966,6807,6788,6745,6386,6186,6143,6107,6088,6077,6001,5991,5924,5924,5653,5546,5286,5249,5249,5214,5164,5043,5039,5019,5013,4980,4785,4747,4743,4690,4638,4628,4613,4566,4518,4482,4445,4389,4370,4349,4331,4231,4223,4165,4133,4077,4024,3982,3979,3979,3852,3847,3812,3809,3797,3751,3745,3668,3613,3599],\"fontFamily\":\"Segoe UI\",\"fontWeight\":\"bold\",\"color\":\"random-dark\",\"minSize\":0,\"weightFactor\":0.0045780558522814,\"backgroundColor\":\"white\",\"gridSize\":0,\"minRotation\":-0.785398163397448,\"maxRotation\":0.785398163397448,\"shuffle\":true,\"rotateRatio\":0.4,\"shape\":\"circle\",\"ellipticity\":0.65,\"figBase64\":null,\"hover\":null},\"evals\":[],\"jsHooks\":{\"render\":[{\"code\":\"function(el,x){\\n                        console.log(123);\\n                        if(!iii){\\n                          window.location.reload();\\n                          iii = False;\\n\\n                        }\\n  }\",\"data\":null}]}}</script>\n",
       "\t</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "HTML widgets cannot be represented in plain text (need html)"
      ]
     },
     "metadata": {
      "text/html": {
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   ],
   "source": [
    "#worldcloud\n",
    "babynames %>%\n",
    "  filter(year == 1996) %>%     # use only one year\n",
    "  filter(sex == \"F\") %>%       # use only one sex\n",
    "  select(name, n) %>%          # select the two relevant variables: the name and how often it occurs\n",
    "  top_n(100, n) %>%            # use only the top names or it could get too big\n",
    "  wordcloud2(size = .5)        # generate the word cloud at a font size of .5\n",
    "\n",
    "#worldcloud\n",
    "babynames %>%\n",
    "  filter(year == 2020) %>%     # use only one year\n",
    "  filter(sex == \"F\") %>%       # use only one sex\n",
    "  select(name, n) %>%          # select the two relevant variables: the name and how often it occurs\n",
    "  top_n(100, n) %>%            # use only the top names or it could get too big\n",
    "  wordcloud2(size = .5)        # generate the word cloud at a font size of .5\n",
    "\n",
    "#worldcloud\n",
    "babynames %>%\n",
    "  filter(year == 1996) %>%     # use only one year\n",
    "  filter(sex == \"M\") %>%       # use only one sex\n",
    "  select(name, n) %>%          # select the two relevant variables: the name and how often it occurs\n",
    "  top_n(100, n) %>%            # use only the top names or it could get too big\n",
    "  wordcloud2(size = .5)        # generate the word cloud at a font size of .5\n",
    "\n",
    "#worldcloud\n",
    "babynames %>%\n",
    "  filter(year == 2020) %>%     # use only one year\n",
    "  filter(sex == \"M\") %>%       # use only one sex\n",
    "  select(name, n) %>%          # select the two relevant variables: the name and how often it occurs\n",
    "  top_n(100, n) %>%            # use only the top names or it could get too big\n",
    "  wordcloud2(size = .5)        # generate the word cloud at a font size of .5\n"
   ]
  }
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