1_descriptive_analysis_r.ipynb

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    "library(IRdisplay)\n",
    "\n",
    "display_html(\"<script>\n",
    "code_show=true;\n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
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   },
   "source": [
    "# Newspaper Analysis 1957 - 2018"
   ]
  },
  {
   "cell_type": "code",
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    "# Library loading and reading initial data\n",
    "\n",
    "# The excel file is loaded and a database is saved in the data directory as *data_orig.rds*\n",
    "\n",
    "library(readxl)\n",
    "library(tidyr)\n",
    "library(ggplot2)\n",
    "suppressMessages(library(dplyr))\n",
    "suppressPackageStartupMessages(library(lubridate))\n",
    "library(stringi)\n",
    "library(stringr)\n",
    "library(lubridate)\n",
    "suppressPackageStartupMessages(library(ggpubr))\n",
    "library(scales)\n",
    "library(writexl)\n",
    "suppressMessages(library(readr))\n",
    "suppressPackageStartupMessages(library(sf))\n",
    "library(tmap)\n",
    "library(knitr)\n",
    "library(repr)\n",
    "\n",
    "# Reading excel and saving file\n",
    "\n",
    "data <-  read_excel(\"data/base_final.xlsx\", range=\"A4:D2629\", \n",
    "                    col_names = c(\"date\", \"comuna\", \"poblacion\", \"text\"))\n",
    "\n",
    "saveRDS(data, \"data/data_orig.rds\")\n",
    "\n",
    "# Loading data\n",
    "\n",
    "data <- read_rds(\"data/data_orig.rds\")"
   ]
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  {
   "cell_type": "code",
   "execution_count": 3,
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   "source": [
    "# Data tidying\n",
    "\n",
    "# - Adding a function to fix poblaciones names\n",
    "# - Creating date column and spliting in year, month and day\n",
    "# - Adding rownumbers (docid)\n",
    "# - Adding poblacion type identifier (embl)\n",
    "# - Adding a group column based in ten years\n",
    "# - Removing duplicates\n",
    "\n",
    "convert_spanish_title <- function(x){\n",
    "    \n",
    "    new_name = str_to_title(str_to_lower(x))\n",
    "    new_name = str_replace_all(new_name, c(\" Del \" = \" del \", \" De \" = \" de \"))\n",
    "    new_name = str_replace_all(new_name, \"o\\\\\\'\", \"O`\")\n",
    "    \n",
    "    return(new_name)\n",
    "}\n",
    "\n",
    "data <- data %>% fill(comuna,poblacion) %>% \n",
    "  mutate(date = ymd(date)) %>% \n",
    "  mutate_at(vars(date), vars(year, month, day)) %>% \n",
    "  mutate(docid=row_number(), \n",
    "         text=stri_trans_general(gsub(\"\\\\n|\\\\r|\\\\s+\",\" \", text), 'Latin-ASCII')) %>%\n",
    "  mutate(embl=ifelse(poblacion %in% c(\"JOSE MARIA CARO\",\n",
    "                                      \"POB YUNGAY\",\n",
    "                                      \"SANTA ADRIANA\",\n",
    "                                      \"POB. LOS NOGALES\",\n",
    "                                      \"VILLA FRANCIA\",\n",
    "                                      \"LA VICTORIA\",\n",
    "                                      \"POB. VILLA O\\'HIGGINS\",\n",
    "                                      \"POB. LA BANDERA\",\n",
    "                                      \"LO HERMIDA\",\n",
    "                                      \"POB. LA CHIMBA\",\n",
    "                                      \"POB. NUEVO AMANECER\",\n",
    "                                      \"POB. HUAMACHUCO\",\n",
    "                                      \"LA PALMILLA\",\n",
    "                                      \"POB. SAN GREGORIO\",\n",
    "                                      \"POB. LA PINCOYA\",\n",
    "                                      \"POB. LA LEGUA EMERGENCIA\"),1,0))   %>% \n",
    "  mutate(embl=factor(embl,labels=c(\"non emblematic\",\"emblematic\")))  %>% \n",
    "  mutate(everyten=floor_date(date, \"10 years\")) %>% \n",
    "  mutate(everyten=as.numeric(year(everyten))) %>% \n",
    "  mutate(pnname=paste(convert_spanish_title(poblacion),ifelse(embl==\"emblematic\",\"(E)\",\"(No-E)\"))) %>% \n",
    "  mutate(cnname=convert_spanish_title(comuna))"
   ]
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   "source": [
    "# Removing duplicates\n",
    "\n",
    "data <- data[!duplicated(data$text), ,drop=FALSE]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
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   "source": [
    "# Saving a clean database\n",
    "\n",
    "saveRDS(data, \"data/data_clean.rds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
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   "source": [
    "# Loading clean database\n",
    "\n",
    "data.text <- read_rds(\"data/data_clean.rds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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     "slide_type": "slide"
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   },
   "source": [
    "## Descriptive Analysis"
   ]
  },
  {
   "cell_type": "markdown",
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     "slide_type": "slide"
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   },
   "source": [
    "### Number of documents or news articles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
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    {
     "data": {
      "text/html": [
       "2282"
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       "2282"
      ],
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       "2282"
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       "[1] 2282"
      ]
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   "source": [
    "# Counting rows\n",
    "\n",
    "nrow(data.text)"
   ]
  },
  {
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   },
   "source": [
    "### Frequency of news articles by year"
   ]
  },
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   "cell_type": "code",
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     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>year</th><th scope=col>n</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2018</td><td> 18 </td></tr>\n",
       "\t<tr><td>2017</td><td> 82 </td></tr>\n",
       "\t<tr><td>2016</td><td> 42 </td></tr>\n",
       "\t<tr><td>2015</td><td> 47 </td></tr>\n",
       "\t<tr><td>2014</td><td> 57 </td></tr>\n",
       "\t<tr><td>2013</td><td> 68 </td></tr>\n",
       "\t<tr><td>2012</td><td> 81 </td></tr>\n",
       "\t<tr><td>2011</td><td> 80 </td></tr>\n",
       "\t<tr><td>2010</td><td> 84 </td></tr>\n",
       "\t<tr><td>2009</td><td> 77 </td></tr>\n",
       "\t<tr><td>2008</td><td>101 </td></tr>\n",
       "\t<tr><td>2007</td><td>124 </td></tr>\n",
       "\t<tr><td>2006</td><td> 91 </td></tr>\n",
       "\t<tr><td>2005</td><td> 91 </td></tr>\n",
       "\t<tr><td>2004</td><td> 72 </td></tr>\n",
       "\t<tr><td>2003</td><td> 76 </td></tr>\n",
       "\t<tr><td>2002</td><td>100 </td></tr>\n",
       "\t<tr><td>2001</td><td>129 </td></tr>\n",
       "\t<tr><td>2000</td><td>109 </td></tr>\n",
       "\t<tr><td>1999</td><td>141 </td></tr>\n",
       "\t<tr><td>1998</td><td>107 </td></tr>\n",
       "\t<tr><td>1997</td><td> 91 </td></tr>\n",
       "\t<tr><td>1996</td><td> 63 </td></tr>\n",
       "\t<tr><td>1995</td><td> 91 </td></tr>\n",
       "\t<tr><td>1994</td><td> 52 </td></tr>\n",
       "\t<tr><td>1993</td><td> 66 </td></tr>\n",
       "\t<tr><td>1992</td><td> 45 </td></tr>\n",
       "\t<tr><td>1991</td><td>  2 </td></tr>\n",
       "\t<tr><td>1990</td><td>  5 </td></tr>\n",
       "\t<tr><td>1989</td><td>  2 </td></tr>\n",
       "\t<tr><td>1988</td><td>  3 </td></tr>\n",
       "\t<tr><td>1987</td><td>  3 </td></tr>\n",
       "\t<tr><td>1986</td><td>  7 </td></tr>\n",
       "\t<tr><td>1985</td><td>  3 </td></tr>\n",
       "\t<tr><td>1983</td><td>  5 </td></tr>\n",
       "\t<tr><td>1980</td><td> 11 </td></tr>\n",
       "\t<tr><td>1978</td><td>  4 </td></tr>\n",
       "\t<tr><td>1976</td><td>  1 </td></tr>\n",
       "\t<tr><td>1970</td><td>  4 </td></tr>\n",
       "\t<tr><td>1969</td><td>  1 </td></tr>\n",
       "\t<tr><td>1966</td><td>  1 </td></tr>\n",
       "\t<tr><td>1965</td><td>  6 </td></tr>\n",
       "\t<tr><td>1963</td><td>  4 </td></tr>\n",
       "\t<tr><td>1962</td><td>  5 </td></tr>\n",
       "\t<tr><td>1961</td><td>  4 </td></tr>\n",
       "\t<tr><td>1960</td><td>  6 </td></tr>\n",
       "\t<tr><td>1959</td><td> 18 </td></tr>\n",
       "\t<tr><td>1957</td><td>  2 </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       " year & n\\\\\n",
       "\\hline\n",
       "\t 2018 &  18 \\\\\n",
       "\t 2017 &  82 \\\\\n",
       "\t 2016 &  42 \\\\\n",
       "\t 2015 &  47 \\\\\n",
       "\t 2014 &  57 \\\\\n",
       "\t 2013 &  68 \\\\\n",
       "\t 2012 &  81 \\\\\n",
       "\t 2011 &  80 \\\\\n",
       "\t 2010 &  84 \\\\\n",
       "\t 2009 &  77 \\\\\n",
       "\t 2008 & 101 \\\\\n",
       "\t 2007 & 124 \\\\\n",
       "\t 2006 &  91 \\\\\n",
       "\t 2005 &  91 \\\\\n",
       "\t 2004 &  72 \\\\\n",
       "\t 2003 &  76 \\\\\n",
       "\t 2002 & 100 \\\\\n",
       "\t 2001 & 129 \\\\\n",
       "\t 2000 & 109 \\\\\n",
       "\t 1999 & 141 \\\\\n",
       "\t 1998 & 107 \\\\\n",
       "\t 1997 &  91 \\\\\n",
       "\t 1996 &  63 \\\\\n",
       "\t 1995 &  91 \\\\\n",
       "\t 1994 &  52 \\\\\n",
       "\t 1993 &  66 \\\\\n",
       "\t 1992 &  45 \\\\\n",
       "\t 1991 &   2 \\\\\n",
       "\t 1990 &   5 \\\\\n",
       "\t 1989 &   2 \\\\\n",
       "\t 1988 &   3 \\\\\n",
       "\t 1987 &   3 \\\\\n",
       "\t 1986 &   7 \\\\\n",
       "\t 1985 &   3 \\\\\n",
       "\t 1983 &   5 \\\\\n",
       "\t 1980 &  11 \\\\\n",
       "\t 1978 &   4 \\\\\n",
       "\t 1976 &   1 \\\\\n",
       "\t 1970 &   4 \\\\\n",
       "\t 1969 &   1 \\\\\n",
       "\t 1966 &   1 \\\\\n",
       "\t 1965 &   6 \\\\\n",
       "\t 1963 &   4 \\\\\n",
       "\t 1962 &   5 \\\\\n",
       "\t 1961 &   4 \\\\\n",
       "\t 1960 &   6 \\\\\n",
       "\t 1959 &  18 \\\\\n",
       "\t 1957 &   2 \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| year | n |\n",
       "|---|---|\n",
       "| 2018 |  18  |\n",
       "| 2017 |  82  |\n",
       "| 2016 |  42  |\n",
       "| 2015 |  47  |\n",
       "| 2014 |  57  |\n",
       "| 2013 |  68  |\n",
       "| 2012 |  81  |\n",
       "| 2011 |  80  |\n",
       "| 2010 |  84  |\n",
       "| 2009 |  77  |\n",
       "| 2008 | 101  |\n",
       "| 2007 | 124  |\n",
       "| 2006 |  91  |\n",
       "| 2005 |  91  |\n",
       "| 2004 |  72  |\n",
       "| 2003 |  76  |\n",
       "| 2002 | 100  |\n",
       "| 2001 | 129  |\n",
       "| 2000 | 109  |\n",
       "| 1999 | 141  |\n",
       "| 1998 | 107  |\n",
       "| 1997 |  91  |\n",
       "| 1996 |  63  |\n",
       "| 1995 |  91  |\n",
       "| 1994 |  52  |\n",
       "| 1993 |  66  |\n",
       "| 1992 |  45  |\n",
       "| 1991 |   2  |\n",
       "| 1990 |   5  |\n",
       "| 1989 |   2  |\n",
       "| 1988 |   3  |\n",
       "| 1987 |   3  |\n",
       "| 1986 |   7  |\n",
       "| 1985 |   3  |\n",
       "| 1983 |   5  |\n",
       "| 1980 |  11  |\n",
       "| 1978 |   4  |\n",
       "| 1976 |   1  |\n",
       "| 1970 |   4  |\n",
       "| 1969 |   1  |\n",
       "| 1966 |   1  |\n",
       "| 1965 |   6  |\n",
       "| 1963 |   4  |\n",
       "| 1962 |   5  |\n",
       "| 1961 |   4  |\n",
       "| 1960 |   6  |\n",
       "| 1959 |  18  |\n",
       "| 1957 |   2  |\n",
       "\n"
      ],
      "text/plain": [
       "   year n  \n",
       "1  2018  18\n",
       "2  2017  82\n",
       "3  2016  42\n",
       "4  2015  47\n",
       "5  2014  57\n",
       "6  2013  68\n",
       "7  2012  81\n",
       "8  2011  80\n",
       "9  2010  84\n",
       "10 2009  77\n",
       "11 2008 101\n",
       "12 2007 124\n",
       "13 2006  91\n",
       "14 2005  91\n",
       "15 2004  72\n",
       "16 2003  76\n",
       "17 2002 100\n",
       "18 2001 129\n",
       "19 2000 109\n",
       "20 1999 141\n",
       "21 1998 107\n",
       "22 1997  91\n",
       "23 1996  63\n",
       "24 1995  91\n",
       "25 1994  52\n",
       "26 1993  66\n",
       "27 1992  45\n",
       "28 1991   2\n",
       "29 1990   5\n",
       "30 1989   2\n",
       "31 1988   3\n",
       "32 1987   3\n",
       "33 1986   7\n",
       "34 1985   3\n",
       "35 1983   5\n",
       "36 1980  11\n",
       "37 1978   4\n",
       "38 1976   1\n",
       "39 1970   4\n",
       "40 1969   1\n",
       "41 1966   1\n",
       "42 1965   6\n",
       "43 1963   4\n",
       "44 1962   5\n",
       "45 1961   4\n",
       "46 1960   6\n",
       "47 1959  18\n",
       "48 1957   2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Counting number of documents\n",
    "\n",
    "options(repr.matrix.max.cols=50, repr.matrix.max.rows=100)\n",
    "\n",
    "freq.year <- data.text %>%\n",
    "    select(year) %>% \n",
    "    count(year,sort = T)  \n",
    "\n",
    "freq.year %>% \n",
    "    arrange(desc(year))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
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   },
   "source": [
    "### Frequency of news articles by decade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
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    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>1950</th><th scope=col>1960</th><th scope=col>1970</th><th scope=col>1980</th><th scope=col>1990</th><th scope=col>2000</th><th scope=col>2010</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>20 </td><td>27 </td><td>9  </td><td>34 </td><td>663</td><td>970</td><td>559</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllll}\n",
       " 1950 & 1960 & 1970 & 1980 & 1990 & 2000 & 2010\\\\\n",
       "\\hline\n",
       "\t 20  & 27  & 9   & 34  & 663 & 970 & 559\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| 1950 | 1960 | 1970 | 1980 | 1990 | 2000 | 2010 |\n",
       "|---|---|---|---|---|---|---|\n",
       "| 20  | 27  | 9   | 34  | 663 | 970 | 559 |\n",
       "\n"
      ],
      "text/plain": [
       "  1950 1960 1970 1980 1990 2000 2010\n",
       "1 20   27   9    34   663  970  559 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Counting number by decade\n",
    "\n",
    "options(repr.matrix.max.cols=50, repr.matrix.max.rows=100)\n",
    "\n",
    "freq.everyten <- data.text %>%\n",
    "    select(everyten) %>% \n",
    "    count(everyten,sort = T)  \n",
    "\n",
    "freq.everyten %>% \n",
    "    arrange(desc(everyten)) %>% spread(everyten, n)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
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   },
   "source": [
    "### Which are the years with most news articles?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "fragment"
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   },
   "source": [
    "The top ten document years are between 1995 and 2008"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
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    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>year</th><th scope=col>n</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>1999</td><td>141 </td></tr>\n",
       "\t<tr><td>2001</td><td>129 </td></tr>\n",
       "\t<tr><td>2007</td><td>124 </td></tr>\n",
       "\t<tr><td>2000</td><td>109 </td></tr>\n",
       "\t<tr><td>1998</td><td>107 </td></tr>\n",
       "\t<tr><td>2008</td><td>101 </td></tr>\n",
       "\t<tr><td>2002</td><td>100 </td></tr>\n",
       "\t<tr><td>1995</td><td> 91 </td></tr>\n",
       "\t<tr><td>1997</td><td> 91 </td></tr>\n",
       "\t<tr><td>2005</td><td> 91 </td></tr>\n",
       "\t<tr><td>2006</td><td> 91 </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       " year & n\\\\\n",
       "\\hline\n",
       "\t 1999 & 141 \\\\\n",
       "\t 2001 & 129 \\\\\n",
       "\t 2007 & 124 \\\\\n",
       "\t 2000 & 109 \\\\\n",
       "\t 1998 & 107 \\\\\n",
       "\t 2008 & 101 \\\\\n",
       "\t 2002 & 100 \\\\\n",
       "\t 1995 &  91 \\\\\n",
       "\t 1997 &  91 \\\\\n",
       "\t 2005 &  91 \\\\\n",
       "\t 2006 &  91 \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| year | n |\n",
       "|---|---|\n",
       "| 1999 | 141  |\n",
       "| 2001 | 129  |\n",
       "| 2007 | 124  |\n",
       "| 2000 | 109  |\n",
       "| 1998 | 107  |\n",
       "| 2008 | 101  |\n",
       "| 2002 | 100  |\n",
       "| 1995 |  91  |\n",
       "| 1997 |  91  |\n",
       "| 2005 |  91  |\n",
       "| 2006 |  91  |\n",
       "\n"
      ],
      "text/plain": [
       "   year n  \n",
       "1  1999 141\n",
       "2  2001 129\n",
       "3  2007 124\n",
       "4  2000 109\n",
       "5  1998 107\n",
       "6  2008 101\n",
       "7  2002 100\n",
       "8  1995  91\n",
       "9  1997  91\n",
       "10 2005  91\n",
       "11 2006  91"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Years with most documents\n",
    "\n",
    "freq.year %>% top_n(10, n)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Most differences between emblematic and non emblematic poblaciones"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "- This figure shows the top ten differences between emblematic and non emblematic.\n",
    "- The highest difference is on 1999 where the non emblematic poblaciones documents are 64+ than the emblematic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>year</th><th scope=col>non emblematic</th><th scope=col>emblematic</th><th scope=col>which_mayor</th><th scope=col>difference</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>1999          </td><td>105           </td><td>36            </td><td>non emblematic</td><td>69            </td></tr>\n",
       "\t<tr><td>2013          </td><td> 46           </td><td>22            </td><td>non emblematic</td><td>24            </td></tr>\n",
       "\t<tr><td>2000          </td><td> 66           </td><td>43            </td><td>non emblematic</td><td>23            </td></tr>\n",
       "\t<tr><td>2001          </td><td> 74           </td><td>55            </td><td>non emblematic</td><td>19            </td></tr>\n",
       "\t<tr><td>1997          </td><td> 54           </td><td>37            </td><td>non emblematic</td><td>17            </td></tr>\n",
       "\t<tr><td>2007          </td><td> 70           </td><td>54            </td><td>non emblematic</td><td>16            </td></tr>\n",
       "\t<tr><td>2012          </td><td> 48           </td><td>33            </td><td>non emblematic</td><td>15            </td></tr>\n",
       "\t<tr><td>1959          </td><td>  2           </td><td>16            </td><td>emblematic    </td><td>14            </td></tr>\n",
       "\t<tr><td>2003          </td><td> 31           </td><td>45            </td><td>emblematic    </td><td>14            </td></tr>\n",
       "\t<tr><td>2004          </td><td> 29           </td><td>43            </td><td>emblematic    </td><td>14            </td></tr>\n",
       "\t<tr><td>2010          </td><td> 49           </td><td>35            </td><td>non emblematic</td><td>14            </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllll}\n",
       " year & non emblematic & emblematic & which\\_mayor & difference\\\\\n",
       "\\hline\n",
       "\t 1999           & 105            & 36             & non emblematic & 69            \\\\\n",
       "\t 2013           &  46            & 22             & non emblematic & 24            \\\\\n",
       "\t 2000           &  66            & 43             & non emblematic & 23            \\\\\n",
       "\t 2001           &  74            & 55             & non emblematic & 19            \\\\\n",
       "\t 1997           &  54            & 37             & non emblematic & 17            \\\\\n",
       "\t 2007           &  70            & 54             & non emblematic & 16            \\\\\n",
       "\t 2012           &  48            & 33             & non emblematic & 15            \\\\\n",
       "\t 1959           &   2            & 16             & emblematic     & 14            \\\\\n",
       "\t 2003           &  31            & 45             & emblematic     & 14            \\\\\n",
       "\t 2004           &  29            & 43             & emblematic     & 14            \\\\\n",
       "\t 2010           &  49            & 35             & non emblematic & 14            \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| year | non emblematic | emblematic | which_mayor | difference |\n",
       "|---|---|---|---|---|\n",
       "| 1999           | 105            | 36             | non emblematic | 69             |\n",
       "| 2013           |  46            | 22             | non emblematic | 24             |\n",
       "| 2000           |  66            | 43             | non emblematic | 23             |\n",
       "| 2001           |  74            | 55             | non emblematic | 19             |\n",
       "| 1997           |  54            | 37             | non emblematic | 17             |\n",
       "| 2007           |  70            | 54             | non emblematic | 16             |\n",
       "| 2012           |  48            | 33             | non emblematic | 15             |\n",
       "| 1959           |   2            | 16             | emblematic     | 14             |\n",
       "| 2003           |  31            | 45             | emblematic     | 14             |\n",
       "| 2004           |  29            | 43             | emblematic     | 14             |\n",
       "| 2010           |  49            | 35             | non emblematic | 14             |\n",
       "\n"
      ],
      "text/plain": [
       "   year non emblematic emblematic which_mayor    difference\n",
       "1  1999 105            36         non emblematic 69        \n",
       "2  2013  46            22         non emblematic 24        \n",
       "3  2000  66            43         non emblematic 23        \n",
       "4  2001  74            55         non emblematic 19        \n",
       "5  1997  54            37         non emblematic 17        \n",
       "6  2007  70            54         non emblematic 16        \n",
       "7  2012  48            33         non emblematic 15        \n",
       "8  1959   2            16         emblematic     14        \n",
       "9  2003  31            45         emblematic     14        \n",
       "10 2004  29            43         emblematic     14        \n",
       "11 2010  49            35         non emblematic 14        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Counting by type of poblacion and creating a new column with the column with the higher value\n",
    "# Added the value using absolute values\n",
    "\n",
    "options(repr.plot.width=12, repr.plot.height=12, repr.plot.res = 300)\n",
    "\n",
    "freq.groups <- data.text %>% \n",
    "    select(year,embl) %>%\n",
    "    group_by(embl) %>% \n",
    "    count(year,sort = T)  \n",
    "\n",
    "freq.groups %>% \n",
    "    arrange(year) %>% \n",
    "    spread(embl,n)  %>% \n",
    "    mutate_if(is.numeric, replace_na, 0) %>% \n",
    "    mutate(which_mayor=ifelse((`non emblematic` - `emblematic`)<0,\"emblematic\",\"non emblematic\"))  %>% \n",
    "    mutate(difference=abs(`emblematic` - `non emblematic`)) %>%\n",
    "    top_n(10, wt=difference) %>%\n",
    "    arrange(-difference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Frequency histogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "- Since year 1990 there has been a increased news articles about poblaciones and the maximum is around 1999."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram of frequency\n",
    "\n",
    "options(repr.plot.width=12, repr.plot.height=4, repr.plot.res = 300)\n",
    "\n",
    "freq.year %>% \n",
    "ggplot(aes(x=year,y=n)) +\n",
    "geom_bar(stat = \"identity\", fill=\"steelblue\") +\n",
    "theme_pubr() +\n",
    "theme(axis.text.x = element_text(angle = 90, hjust = 1)) +\n",
    "labs(x=\"\", y=\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Frequency non-emblematic v/s emblematic\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "- In general the news articles in non emblematic poblaciones are a higher than the emblematic with exceptions as shown in the table above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Frequency by year\n",
    "\n",
    "options(repr.plot.width=12, repr.plot.height=4, repr.plot.res = 300)\n",
    "\n",
    "data.text %>%\n",
    "    select(year, embl) %>% \n",
    "    count(year, embl, sort = T) %>% \n",
    "    ggplot(aes(x=factor(year),y=n, fill=embl)) +\n",
    "    geom_bar(stat = \"identity\") +\n",
    "    theme_pubr() +\n",
    "    theme(axis.text.x = element_text(angle = 90, hjust = 1)) +\n",
    "    labs(x=\"\", y=\"\", fill=\"\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Density plot non-emblematic v/s emblematic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6PqU+hdffsdSz9eHghjGRkPTpte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\nXz+SSgAAQNHRo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VHRhx9+uGnTptzc3P6cL5VKp028ZMnChddePsfxfzfpPpGUtPGTTw/8ejjvzJn2gVoyUyJR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\nDQ16Jqf87ul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DK+KavXw7nXHb6ibD/ZBru86+P+0VZ+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\nWk/PS0rr6ZIGSOvpeUlpPT0vKabnx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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Density plot\n",
    "\n",
    "options(repr.plot.width=12, repr.plot.height=6, repr.plot.res = 300)\n",
    "\n",
    "point <- format_format(big.mark = \".\", decimal.mark = \",\", scientific = FALSE)\n",
    "\n",
    "ggplot(data.text, aes(as.POSIXct(date), ..count.., group=embl)) + \n",
    "    geom_density(aes(fill=embl), alpha=0.2, position=\"stack\")+\n",
    "    theme_bw() +\n",
    "    scale_x_datetime(breaks = date_breaks(\"1 year\"),\n",
    "                     labels = date_format(\"%Y\")) +\n",
    "    theme_pubr()+\n",
    "    theme(axis.text.x = element_text(angle = 90, hjust = 1)) +\n",
    "    labs(y=\"\", fill=\"\",x=\"\") +\n",
    "    scale_y_continuous(labels = point)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "## ??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>pnname</th><th scope=col>n</th><th scope=col>total</th><th scope=col>ju</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>Pob. San Gregorio (E)           </td><td>129                             </td><td>90                              </td><td>1.43333333                      </td></tr>\n",
       "\t<tr><td>Pob. El Castillo (No-E)         </td><td>120                             </td><td>90                              </td><td>1.33333333                      </td></tr>\n",
       "\t<tr><td>Villa Francia (E)               </td><td>117                             </td><td>90                              </td><td>1.30000000                      </td></tr>\n",
       "\t<tr><td>Pob. La Legua Emergencia (E)    </td><td>100                             </td><td>90                              </td><td>1.11111111                      </td></tr>\n",
       "\t<tr><td>Jose Maria Caro (E)             </td><td> 98                             </td><td>90                              </td><td>1.08888889                      </td></tr>\n",
       "\t<tr><td>La Victoria (E)                 </td><td> 95                             </td><td>90                              </td><td>1.05555556                      </td></tr>\n",
       "\t<tr><td>Pob. La Pincoya (E)             </td><td> 92                             </td><td>90                              </td><td>1.02222222                      </td></tr>\n",
       "\t<tr><td>Pob Santo Tomás (No-E)          </td><td> 89                             </td><td>90                              </td><td>0.98888889                      </td></tr>\n",
       "\t<tr><td>Lo Hermida (E)                  </td><td> 85                             </td><td>90                              </td><td>0.94444444                      </td></tr>\n",
       "\t<tr><td>Pob. Santa Julia (No-E)         </td><td> 75                             </td><td>90                              </td><td>0.83333333                      </td></tr>\n",
       "\t<tr><td>Cerro 18 (No-E)                 </td><td> 72                             </td><td>90                              </td><td>0.80000000                      </td></tr>\n",
       "\t<tr><td>Villa La Reina (No-E)           </td><td> 67                             </td><td>90                              </td><td>0.74444444                      </td></tr>\n",
       "\t<tr><td>Pob. El Volcan (No-E)           </td><td> 66                             </td><td>90                              </td><td>0.73333333                      </td></tr>\n",
       "\t<tr><td>Pob. La Bandera (E)             </td><td> 65                             </td><td>90                              </td><td>0.72222222                      </td></tr>\n",
       "\t<tr><td>Santa Adriana (E)               </td><td> 65                             </td><td>90                              </td><td>0.72222222                      </td></tr>\n",
       "\t<tr><td>Pob. Villa O'higgins (E)        </td><td> 53                             </td><td>90                              </td><td>0.58888889                      </td></tr>\n",
       "\t<tr><td>Pob. Colon Oriente (No-E)       </td><td> 49                             </td><td>90                              </td><td>0.54444444                      </td></tr>\n",
       "\t<tr><td>Pob Yungay (E)                  </td><td> 48                             </td><td>90                              </td><td>0.53333333                      </td></tr>\n",
       "\t<tr><td>Pob. Huamachuco (E)             </td><td> 44                             </td><td>90                              </td><td>0.48888889                      </td></tr>\n",
       "\t<tr><td>Pob. San Luis (No-E)            </td><td> 39                             </td><td>90                              </td><td>0.43333333                      </td></tr>\n",
       "\t<tr><td>Pob. Los Nogales (E)            </td><td> 38                             </td><td>90                              </td><td>0.42222222                      </td></tr>\n",
       "\t<tr><td>Pob. Parinacota (No-E)          </td><td> 37                             </td><td>90                              </td><td>0.41111111                      </td></tr>\n",
       "\t<tr><td>Los Quillayes (No-E)            </td><td> 34                             </td><td>90                              </td><td>0.37777778                      </td></tr>\n",
       "\t<tr><td>Pob. Los Navios (No-E)          </td><td> 33                             </td><td>90                              </td><td>0.36666667                      </td></tr>\n",
       "\t<tr><td>Pob Lo Ermita (No-E)            </td><td> 32                             </td><td>90                              </td><td>0.35555556                      </td></tr>\n",
       "\t<tr><td>Pob. Juan Antonio Rios (No-E)   </td><td> 32                             </td><td>90                              </td><td>0.35555556                      </td></tr>\n",
       "\t<tr><td>Pob. San Geronimo (No-E)        </td><td> 24                             </td><td>90                              </td><td>0.26666667                      </td></tr>\n",
       "\t<tr><td>Pob. Chacarillas (No-E)         </td><td> 22                             </td><td>90                              </td><td>0.24444444                      </td></tr>\n",
       "\t<tr><td>Pob. Joao Goulart (No-E)        </td><td> 21                             </td><td>90                              </td><td>0.23333333                      </td></tr>\n",
       "\t<tr><td>Pob El Pinar (No-E)             </td><td> 20                             </td><td>90                              </td><td>0.22222222                      </td></tr>\n",
       "\t<tr><td>Pob. San Rafael (No-E)          </td><td> 19                             </td><td>90                              </td><td>0.21111111                      </td></tr>\n",
       "\t<tr><td>La Palmilla (E)                 </td><td> 18                             </td><td>90                              </td><td>0.20000000                      </td></tr>\n",
       "\t<tr><td>Pob. Apostol Santiago (No-E)    </td><td> 16                             </td><td>90                              </td><td>0.17777778                      </td></tr>\n",
       "\t<tr><td>Pob. Pedro Lira (No-E)          </td><td> 16                             </td><td>90                              </td><td>0.17777778                      </td></tr>\n",
       "\t<tr><td>Pob. San Miguel (No-E)          </td><td> 16                             </td><td>90                              </td><td>0.17777778                      </td></tr>\n",
       "\t<tr><td>Pob. Angelmo (No-E)             </td><td> 15                             </td><td>90                              </td><td>0.16666667                      </td></tr>\n",
       "\t<tr><td>Pob. Raul Siva Henriquez (No-E) </td><td> 15                             </td><td>90                              </td><td>0.16666667                      </td></tr>\n",
       "\t<tr><td>Las Turbinas (No-E)             </td><td> 14                             </td><td>90                              </td><td>0.15555556                      </td></tr>\n",
       "\t<tr><td>Pob. Lo Velazquez (No-E)        </td><td> 14                             </td><td>90                              </td><td>0.15555556                      </td></tr>\n",
       "\t<tr><td>Pob. San Esteban (No-E)         </td><td> 14                             </td><td>90                              </td><td>0.15555556                      </td></tr>\n",
       "\t<tr><td>El Cortijo (No-E)               </td><td> 13                             </td><td>90                              </td><td>0.14444444                      </td></tr>\n",
       "\t<tr><td>Pob. La Chimba (E)              </td><td> 13                             </td><td>90                              </td><td>0.14444444                      </td></tr>\n",
       "\t<tr><td>Pob. Francisco Coloane (No-E)   </td><td> 12                             </td><td>90                              </td><td>0.13333333                      </td></tr>\n",
       "\t<tr><td>Pob. Nocedal (No-E)             </td><td> 12                             </td><td>90                              </td><td>0.13333333                      </td></tr>\n",
       "\t<tr><td>Pob. Nuevo Amanecer (E)         </td><td> 12                             </td><td>90                              </td><td>0.13333333                      </td></tr>\n",
       "\t<tr><td>Pob. 4 de Septiembre (No-E)     </td><td> 11                             </td><td>90                              </td><td>0.12222222                      </td></tr>\n",
       "\t<tr><td>Pob. El Manzano (No-E)          </td><td> 11                             </td><td>90                              </td><td>0.12222222                      </td></tr>\n",
       "\t<tr><td>Pob. Lo Valledor Sur (No-E)     </td><td> 11                             </td><td>90                              </td><td>0.12222222                      </td></tr>\n",
       "\t<tr><td>Pob. Rosita Renard (No-E)       </td><td> 10                             </td><td>90                              </td><td>0.11111111                      </td></tr>\n",
       "\t<tr><td>Pob. El Molino (No-E)           </td><td>  9                             </td><td>90                              </td><td>0.10000000                      </td></tr>\n",
       "\t<tr><td>Pob. Pablo de Rokha (No-E)      </td><td>  9                             </td><td>90                              </td><td>0.10000000                      </td></tr>\n",
       "\t<tr><td>Irene Frei (No-E)               </td><td>  8                             </td><td>90                              </td><td>0.08888889                      </td></tr>\n",
       "\t<tr><td>Pob. Cinco Pinos (No-E)         </td><td>  8                             </td><td>90                              </td><td>0.08888889                      </td></tr>\n",
       "\t<tr><td>Pob. Pascual Gambino (No-E)     </td><td>  8                             </td><td>90                              </td><td>0.08888889                      </td></tr>\n",
       "\t<tr><td>Pob. San Ricardo (No-E)         </td><td>  8                             </td><td>90                              </td><td>0.08888889                      </td></tr>\n",
       "\t<tr><td>Villa La Cultura (No-E)         </td><td>  8                             </td><td>90                              </td><td>0.08888889                      </td></tr>\n",
       "\t<tr><td>Pob. Cordillera (No-E)          </td><td>  7                             </td><td>90                              </td><td>0.07777778                      </td></tr>\n",
       "\t<tr><td>Villa Chiloe (No-E)             </td><td>  7                             </td><td>90                              </td><td>0.07777778                      </td></tr>\n",
       "\t<tr><td>Pob. Presidentes de Chile (No-E)</td><td>  6                             </td><td>90                              </td><td>0.06666667                      </td></tr>\n",
       "\t<tr><td>Villa Santa Magdalena (No-E)    </td><td>  6                             </td><td>90                              </td><td>0.06666667                      </td></tr>\n",
       "\t<tr><td>Pob. El Mañio (No-E)            </td><td>  5                             </td><td>90                              </td><td>0.05555556                      </td></tr>\n",
       "\t<tr><td>Pob. San Francisco (No-E)       </td><td>  5                             </td><td>90                              </td><td>0.05555556                      </td></tr>\n",
       "\t<tr><td>Pob. Teniente Merino (No-E)     </td><td>  5                             </td><td>90                              </td><td>0.05555556                      </td></tr>\n",
       "\t<tr><td>Las Brisas (No-E)               </td><td>  4                             </td><td>90                              </td><td>0.04444444                      </td></tr>\n",
       "\t<tr><td>Las Torres (No-E)               </td><td>  4                             </td><td>90                              </td><td>0.04444444                      </td></tr>\n",
       "\t<tr><td>Pob. Los Robles (No-E)          </td><td>  4                             </td><td>90                              </td><td>0.04444444                      </td></tr>\n",
       "\t<tr><td>Pob. San Pedro Nolasco (No-E)   </td><td>  4                             </td><td>90                              </td><td>0.04444444                      </td></tr>\n",
       "\t<tr><td>Villa La Orquesta (No-E)        </td><td>  4                             </td><td>90                              </td><td>0.04444444                      </td></tr>\n",
       "\t<tr><td>Pob. Libertad (No-E)            </td><td>  3                             </td><td>90                              </td><td>0.03333333                      </td></tr>\n",
       "\t<tr><td>Pob. Los Andes (No-E)           </td><td>  3                             </td><td>90                              </td><td>0.03333333                      </td></tr>\n",
       "\t<tr><td>Pob. Paula Jaraquemada (No-E)   </td><td>  3                             </td><td>90                              </td><td>0.03333333                      </td></tr>\n",
       "\t<tr><td>Pob. Plabo Vi (No-E)            </td><td>  3                             </td><td>90                              </td><td>0.03333333                      </td></tr>\n",
       "\t<tr><td>Pob. Valledor (No-E)            </td><td>  3                             </td><td>90                              </td><td>0.03333333                      </td></tr>\n",
       "\t<tr><td>Villa Alianza (No-E)            </td><td>  3                             </td><td>90                              </td><td>0.03333333                      </td></tr>\n",
       "\t<tr><td>Villa La Obra (No-E)            </td><td>  3                             </td><td>90                              </td><td>0.03333333                      </td></tr>\n",
       "\t<tr><td>Pob. Estrella Sur (No-E)        </td><td>  2                             </td><td>90                              </td><td>0.02222222                      </td></tr>\n",
       "\t<tr><td>Pob. Exequiel Gonzalez (No-E)   </td><td>  2                             </td><td>90                              </td><td>0.02222222                      </td></tr>\n",
       "\t<tr><td>Pob. Santa Adriana (No-E)       </td><td>  2                             </td><td>90                              </td><td>0.02222222                      </td></tr>\n",
       "\t<tr><td>Pob. Santa Julia de Ñuñoa (No-E)</td><td>  2                             </td><td>90                              </td><td>0.02222222                      </td></tr>\n",
       "\t<tr><td>Pob. 21 de Marzo (No-E)         </td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "\t<tr><td>Pob. Clara Estrella (No-E)      </td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "\t<tr><td>Pob. Einstein (No-E)            </td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "\t<tr><td>Pob. La Esperanza (No-E)        </td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "\t<tr><td>Pob. Los Areneros (No-E)        </td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "\t<tr><td>Pob. Presidente Roosevelt (No-E)</td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "\t<tr><td>Pob. Raul del Canto (No-E)      </td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "\t<tr><td>Pob. San Joaquín (No-E)         </td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "\t<tr><td>Pob. Santa Olga (No-E)          </td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "\t<tr><td>San Cristobal (No-E)            </td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "\t<tr><td>Villa Mujeres de Chile (No-E)   </td><td>  1                             </td><td>90                              </td><td>0.01111111                      </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llll}\n",
       " pnname & n & total & ju\\\\\n",
       "\\hline\n",
       "\t Pob. San Gregorio (E)            & 129                              & 90                               & 1.43333333                      \\\\\n",
       "\t Pob. El Castillo (No-E)          & 120                              & 90                               & 1.33333333                      \\\\\n",
       "\t Villa Francia (E)                & 117                              & 90                               & 1.30000000                      \\\\\n",
       "\t Pob. La Legua Emergencia (E)     & 100                              & 90                               & 1.11111111                      \\\\\n",
       "\t Jose Maria Caro (E)              &  98                              & 90                               & 1.08888889                      \\\\\n",
       "\t La Victoria (E)                  &  95                              & 90                               & 1.05555556                      \\\\\n",
       "\t Pob. La Pincoya (E)              &  92                              & 90                               & 1.02222222                      \\\\\n",
       "\t Pob Santo Tomás (No-E)           &  89                              & 90                               & 0.98888889                      \\\\\n",
       "\t Lo Hermida (E)                   &  85                              & 90                               & 0.94444444                      \\\\\n",
       "\t Pob. Santa Julia (No-E)          &  75                              & 90                               & 0.83333333                      \\\\\n",
       "\t Cerro 18 (No-E)                  &  72                              & 90                               & 0.80000000                      \\\\\n",
       "\t Villa La Reina (No-E)            &  67                              & 90                               & 0.74444444                      \\\\\n",
       "\t Pob. El Volcan (No-E)            &  66                              & 90                               & 0.73333333                      \\\\\n",
       "\t Pob. La Bandera (E)              &  65                              & 90                               & 0.72222222                      \\\\\n",
       "\t Santa Adriana (E)                &  65                              & 90                               & 0.72222222                      \\\\\n",
       "\t Pob. Villa O'higgins (E)         &  53                              & 90                               & 0.58888889                      \\\\\n",
       "\t Pob. Colon Oriente (No-E)        &  49                              & 90                               & 0.54444444                      \\\\\n",
       "\t Pob Yungay (E)                   &  48                              & 90                               & 0.53333333                      \\\\\n",
       "\t Pob. Huamachuco (E)              &  44                              & 90                               & 0.48888889                      \\\\\n",
       "\t Pob. San Luis (No-E)             &  39                              & 90                               & 0.43333333                      \\\\\n",
       "\t Pob. Los Nogales (E)             &  38                              & 90                               & 0.42222222                      \\\\\n",
       "\t Pob. Parinacota (No-E)           &  37                              & 90                               & 0.41111111                      \\\\\n",
       "\t Los Quillayes (No-E)             &  34                              & 90                               & 0.37777778                      \\\\\n",
       "\t Pob. Los Navios (No-E)           &  33                              & 90                               & 0.36666667                      \\\\\n",
       "\t Pob Lo Ermita (No-E)             &  32                              & 90                               & 0.35555556                      \\\\\n",
       "\t Pob. Juan Antonio Rios (No-E)    &  32                              & 90                               & 0.35555556                      \\\\\n",
       "\t Pob. San Geronimo (No-E)         &  24                              & 90                               & 0.26666667                      \\\\\n",
       "\t Pob. Chacarillas (No-E)          &  22                              & 90                               & 0.24444444                      \\\\\n",
       "\t Pob. Joao Goulart (No-E)         &  21                              & 90                               & 0.23333333                      \\\\\n",
       "\t Pob El Pinar (No-E)              &  20                              & 90                               & 0.22222222                      \\\\\n",
       "\t Pob. San Rafael (No-E)           &  19                              & 90                               & 0.21111111                      \\\\\n",
       "\t La Palmilla (E)                  &  18                              & 90                               & 0.20000000                      \\\\\n",
       "\t Pob. Apostol Santiago (No-E)     &  16                              & 90                               & 0.17777778                      \\\\\n",
       "\t Pob. Pedro Lira (No-E)           &  16                              & 90                               & 0.17777778                      \\\\\n",
       "\t Pob. San Miguel (No-E)           &  16                              & 90                               & 0.17777778                      \\\\\n",
       "\t Pob. Angelmo (No-E)              &  15                              & 90                               & 0.16666667                      \\\\\n",
       "\t Pob. Raul Siva Henriquez (No-E)  &  15                              & 90                               & 0.16666667                      \\\\\n",
       "\t Las Turbinas (No-E)              &  14                              & 90                               & 0.15555556                      \\\\\n",
       "\t Pob. Lo Velazquez (No-E)         &  14                              & 90                               & 0.15555556                      \\\\\n",
       "\t Pob. San Esteban (No-E)          &  14                              & 90                               & 0.15555556                      \\\\\n",
       "\t El Cortijo (No-E)                &  13                              & 90                               & 0.14444444                      \\\\\n",
       "\t Pob. La Chimba (E)               &  13                              & 90                               & 0.14444444                      \\\\\n",
       "\t Pob. Francisco Coloane (No-E)    &  12                              & 90                               & 0.13333333                      \\\\\n",
       "\t Pob. Nocedal (No-E)              &  12                              & 90                               & 0.13333333                      \\\\\n",
       "\t Pob. Nuevo Amanecer (E)          &  12                              & 90                               & 0.13333333                      \\\\\n",
       "\t Pob. 4 de Septiembre (No-E)      &  11                              & 90                               & 0.12222222                      \\\\\n",
       "\t Pob. El Manzano (No-E)           &  11                              & 90                               & 0.12222222                      \\\\\n",
       "\t Pob. Lo Valledor Sur (No-E)      &  11                              & 90                               & 0.12222222                      \\\\\n",
       "\t Pob. Rosita Renard (No-E)        &  10                              & 90                               & 0.11111111                      \\\\\n",
       "\t Pob. El Molino (No-E)            &   9                              & 90                               & 0.10000000                      \\\\\n",
       "\t Pob. Pablo de Rokha (No-E)       &   9                              & 90                               & 0.10000000                      \\\\\n",
       "\t Irene Frei (No-E)                &   8                              & 90                               & 0.08888889                      \\\\\n",
       "\t Pob. Cinco Pinos (No-E)          &   8                              & 90                               & 0.08888889                      \\\\\n",
       "\t Pob. Pascual Gambino (No-E)      &   8                              & 90                               & 0.08888889                      \\\\\n",
       "\t Pob. San Ricardo (No-E)          &   8                              & 90                               & 0.08888889                      \\\\\n",
       "\t Villa La Cultura (No-E)          &   8                              & 90                               & 0.08888889                      \\\\\n",
       "\t Pob. Cordillera (No-E)           &   7                              & 90                               & 0.07777778                      \\\\\n",
       "\t Villa Chiloe (No-E)              &   7                              & 90                               & 0.07777778                      \\\\\n",
       "\t Pob. Presidentes de Chile (No-E) &   6                              & 90                               & 0.06666667                      \\\\\n",
       "\t Villa Santa Magdalena (No-E)     &   6                              & 90                               & 0.06666667                      \\\\\n",
       "\t Pob. El Mañio (No-E)             &   5                              & 90                               & 0.05555556                      \\\\\n",
       "\t Pob. San Francisco (No-E)        &   5                              & 90                               & 0.05555556                      \\\\\n",
       "\t Pob. Teniente Merino (No-E)      &   5                              & 90                               & 0.05555556                      \\\\\n",
       "\t Las Brisas (No-E)                &   4                              & 90                               & 0.04444444                      \\\\\n",
       "\t Las Torres (No-E)                &   4                              & 90                               & 0.04444444                      \\\\\n",
       "\t Pob. Los Robles (No-E)           &   4                              & 90                               & 0.04444444                      \\\\\n",
       "\t Pob. San Pedro Nolasco (No-E)    &   4                              & 90                               & 0.04444444                      \\\\\n",
       "\t Villa La Orquesta (No-E)         &   4                              & 90                               & 0.04444444                      \\\\\n",
       "\t Pob. Libertad (No-E)             &   3                              & 90                               & 0.03333333                      \\\\\n",
       "\t Pob. Los Andes (No-E)            &   3                              & 90                               & 0.03333333                      \\\\\n",
       "\t Pob. Paula Jaraquemada (No-E)    &   3                              & 90                               & 0.03333333                      \\\\\n",
       "\t Pob. Plabo Vi (No-E)             &   3                              & 90                               & 0.03333333                      \\\\\n",
       "\t Pob. Valledor (No-E)             &   3                              & 90                               & 0.03333333                      \\\\\n",
       "\t Villa Alianza (No-E)             &   3                              & 90                               & 0.03333333                      \\\\\n",
       "\t Villa La Obra (No-E)             &   3                              & 90                               & 0.03333333                      \\\\\n",
       "\t Pob. Estrella Sur (No-E)         &   2                              & 90                               & 0.02222222                      \\\\\n",
       "\t Pob. Exequiel Gonzalez (No-E)    &   2                              & 90                               & 0.02222222                      \\\\\n",
       "\t Pob. Santa Adriana (No-E)        &   2                              & 90                               & 0.02222222                      \\\\\n",
       "\t Pob. Santa Julia de Ñuñoa (No-E) &   2                              & 90                               & 0.02222222                      \\\\\n",
       "\t Pob. 21 de Marzo (No-E)          &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\t Pob. Clara Estrella (No-E)       &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\t Pob. Einstein (No-E)             &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\t Pob. La Esperanza (No-E)         &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\t Pob. Los Areneros (No-E)         &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\t Pob. Presidente Roosevelt (No-E) &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\t Pob. Raul del Canto (No-E)       &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\t Pob. San Joaquín (No-E)          &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\t Pob. Santa Olga (No-E)           &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\t San Cristobal (No-E)             &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\t Villa Mujeres de Chile (No-E)    &   1                              & 90                               & 0.01111111                      \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| pnname | n | total | ju |\n",
       "|---|---|---|---|\n",
       "| Pob. San Gregorio (E)            | 129                              | 90                               | 1.43333333                       |\n",
       "| Pob. El Castillo (No-E)          | 120                              | 90                               | 1.33333333                       |\n",
       "| Villa Francia (E)                | 117                              | 90                               | 1.30000000                       |\n",
       "| Pob. La Legua Emergencia (E)     | 100                              | 90                               | 1.11111111                       |\n",
       "| Jose Maria Caro (E)              |  98                              | 90                               | 1.08888889                       |\n",
       "| La Victoria (E)                  |  95                              | 90                               | 1.05555556                       |\n",
       "| Pob. La Pincoya (E)              |  92                              | 90                               | 1.02222222                       |\n",
       "| Pob Santo Tomás (No-E)           |  89                              | 90                               | 0.98888889                       |\n",
       "| Lo Hermida (E)                   |  85                              | 90                               | 0.94444444                       |\n",
       "| Pob. Santa Julia (No-E)          |  75                              | 90                               | 0.83333333                       |\n",
       "| Cerro 18 (No-E)                  |  72                              | 90                               | 0.80000000                       |\n",
       "| Villa La Reina (No-E)            |  67                              | 90                               | 0.74444444                       |\n",
       "| Pob. El Volcan (No-E)            |  66                              | 90                               | 0.73333333                       |\n",
       "| Pob. La Bandera (E)              |  65                              | 90                               | 0.72222222                       |\n",
       "| Santa Adriana (E)                |  65                              | 90                               | 0.72222222                       |\n",
       "| Pob. Villa O'higgins (E)         |  53                              | 90                               | 0.58888889                       |\n",
       "| Pob. Colon Oriente (No-E)        |  49                              | 90                               | 0.54444444                       |\n",
       "| Pob Yungay (E)                   |  48                              | 90                               | 0.53333333                       |\n",
       "| Pob. Huamachuco (E)              |  44                              | 90                               | 0.48888889                       |\n",
       "| Pob. San Luis (No-E)             |  39                              | 90                               | 0.43333333                       |\n",
       "| Pob. Los Nogales (E)             |  38                              | 90                               | 0.42222222                       |\n",
       "| Pob. Parinacota (No-E)           |  37                              | 90                               | 0.41111111                       |\n",
       "| Los Quillayes (No-E)             |  34                              | 90                               | 0.37777778                       |\n",
       "| Pob. Los Navios (No-E)           |  33                              | 90                               | 0.36666667                       |\n",
       "| Pob Lo Ermita (No-E)             |  32                              | 90                               | 0.35555556                       |\n",
       "| Pob. Juan Antonio Rios (No-E)    |  32                              | 90                               | 0.35555556                       |\n",
       "| Pob. San Geronimo (No-E)         |  24                              | 90                               | 0.26666667                       |\n",
       "| Pob. Chacarillas (No-E)          |  22                              | 90                               | 0.24444444                       |\n",
       "| Pob. Joao Goulart (No-E)         |  21                              | 90                               | 0.23333333                       |\n",
       "| Pob El Pinar (No-E)              |  20                              | 90                               | 0.22222222                       |\n",
       "| Pob. San Rafael (No-E)           |  19                              | 90                               | 0.21111111                       |\n",
       "| La Palmilla (E)                  |  18                              | 90                               | 0.20000000                       |\n",
       "| Pob. Apostol Santiago (No-E)     |  16                              | 90                               | 0.17777778                       |\n",
       "| Pob. Pedro Lira (No-E)           |  16                              | 90                               | 0.17777778                       |\n",
       "| Pob. San Miguel (No-E)           |  16                              | 90                               | 0.17777778                       |\n",
       "| Pob. Angelmo (No-E)              |  15                              | 90                               | 0.16666667                       |\n",
       "| Pob. Raul Siva Henriquez (No-E)  |  15                              | 90                               | 0.16666667                       |\n",
       "| Las Turbinas (No-E)              |  14                              | 90                               | 0.15555556                       |\n",
       "| Pob. Lo Velazquez (No-E)         |  14                              | 90                               | 0.15555556                       |\n",
       "| Pob. San Esteban (No-E)          |  14                              | 90                               | 0.15555556                       |\n",
       "| El Cortijo (No-E)                |  13                              | 90                               | 0.14444444                       |\n",
       "| Pob. La Chimba (E)               |  13                              | 90                               | 0.14444444                       |\n",
       "| Pob. Francisco Coloane (No-E)    |  12                              | 90                               | 0.13333333                       |\n",
       "| Pob. Nocedal (No-E)              |  12                              | 90                               | 0.13333333                       |\n",
       "| Pob. Nuevo Amanecer (E)          |  12                              | 90                               | 0.13333333                       |\n",
       "| Pob. 4 de Septiembre (No-E)      |  11                              | 90                               | 0.12222222                       |\n",
       "| Pob. El Manzano (No-E)           |  11                              | 90                               | 0.12222222                       |\n",
       "| Pob. Lo Valledor Sur (No-E)      |  11                              | 90                               | 0.12222222                       |\n",
       "| Pob. Rosita Renard (No-E)        |  10                              | 90                               | 0.11111111                       |\n",
       "| Pob. El Molino (No-E)            |   9                              | 90                               | 0.10000000                       |\n",
       "| Pob. Pablo de Rokha (No-E)       |   9                              | 90                               | 0.10000000                       |\n",
       "| Irene Frei (No-E)                |   8                              | 90                               | 0.08888889                       |\n",
       "| Pob. Cinco Pinos (No-E)          |   8                              | 90                               | 0.08888889                       |\n",
       "| Pob. Pascual Gambino (No-E)      |   8                              | 90                               | 0.08888889                       |\n",
       "| Pob. San Ricardo (No-E)          |   8                              | 90                               | 0.08888889                       |\n",
       "| Villa La Cultura (No-E)          |   8                              | 90                               | 0.08888889                       |\n",
       "| Pob. Cordillera (No-E)           |   7                              | 90                               | 0.07777778                       |\n",
       "| Villa Chiloe (No-E)              |   7                              | 90                               | 0.07777778                       |\n",
       "| Pob. Presidentes de Chile (No-E) |   6                              | 90                               | 0.06666667                       |\n",
       "| Villa Santa Magdalena (No-E)     |   6                              | 90                               | 0.06666667                       |\n",
       "| Pob. El Mañio (No-E)             |   5                              | 90                               | 0.05555556                       |\n",
       "| Pob. San Francisco (No-E)        |   5                              | 90                               | 0.05555556                       |\n",
       "| Pob. Teniente Merino (No-E)      |   5                              | 90                               | 0.05555556                       |\n",
       "| Las Brisas (No-E)                |   4                              | 90                               | 0.04444444                       |\n",
       "| Las Torres (No-E)                |   4                              | 90                               | 0.04444444                       |\n",
       "| Pob. Los Robles (No-E)           |   4                              | 90                               | 0.04444444                       |\n",
       "| Pob. San Pedro Nolasco (No-E)    |   4                              | 90                               | 0.04444444                       |\n",
       "| Villa La Orquesta (No-E)         |   4                              | 90                               | 0.04444444                       |\n",
       "| Pob. Libertad (No-E)             |   3                              | 90                               | 0.03333333                       |\n",
       "| Pob. Los Andes (No-E)            |   3                              | 90                               | 0.03333333                       |\n",
       "| Pob. Paula Jaraquemada (No-E)    |   3                              | 90                               | 0.03333333                       |\n",
       "| Pob. Plabo Vi (No-E)             |   3                              | 90                               | 0.03333333                       |\n",
       "| Pob. Valledor (No-E)             |   3                              | 90                               | 0.03333333                       |\n",
       "| Villa Alianza (No-E)             |   3                              | 90                               | 0.03333333                       |\n",
       "| Villa La Obra (No-E)             |   3                              | 90                               | 0.03333333                       |\n",
       "| Pob. Estrella Sur (No-E)         |   2                              | 90                               | 0.02222222                       |\n",
       "| Pob. Exequiel Gonzalez (No-E)    |   2                              | 90                               | 0.02222222                       |\n",
       "| Pob. Santa Adriana (No-E)        |   2                              | 90                               | 0.02222222                       |\n",
       "| Pob. Santa Julia de Ñuñoa (No-E) |   2                              | 90                               | 0.02222222                       |\n",
       "| Pob. 21 de Marzo (No-E)          |   1                              | 90                               | 0.01111111                       |\n",
       "| Pob. Clara Estrella (No-E)       |   1                              | 90                               | 0.01111111                       |\n",
       "| Pob. Einstein (No-E)             |   1                              | 90                               | 0.01111111                       |\n",
       "| Pob. La Esperanza (No-E)         |   1                              | 90                               | 0.01111111                       |\n",
       "| Pob. Los Areneros (No-E)         |   1                              | 90                               | 0.01111111                       |\n",
       "| Pob. Presidente Roosevelt (No-E) |   1                              | 90                               | 0.01111111                       |\n",
       "| Pob. Raul del Canto (No-E)       |   1                              | 90                               | 0.01111111                       |\n",
       "| Pob. San Joaquín (No-E)          |   1                              | 90                               | 0.01111111                       |\n",
       "| Pob. Santa Olga (No-E)           |   1                              | 90                               | 0.01111111                       |\n",
       "| San Cristobal (No-E)             |   1                              | 90                               | 0.01111111                       |\n",
       "| Villa Mujeres de Chile (No-E)    |   1                              | 90                               | 0.01111111                       |\n",
       "\n"
      ],
      "text/plain": [
       "   pnname                           n   total ju        \n",
       "1  Pob. San Gregorio (E)            129 90    1.43333333\n",
       "2  Pob. El Castillo (No-E)          120 90    1.33333333\n",
       "3  Villa Francia (E)                117 90    1.30000000\n",
       "4  Pob. La Legua Emergencia (E)     100 90    1.11111111\n",
       "5  Jose Maria Caro (E)               98 90    1.08888889\n",
       "6  La Victoria (E)                   95 90    1.05555556\n",
       "7  Pob. La Pincoya (E)               92 90    1.02222222\n",
       "8  Pob Santo Tomás (No-E)            89 90    0.98888889\n",
       "9  Lo Hermida (E)                    85 90    0.94444444\n",
       "10 Pob. Santa Julia (No-E)           75 90    0.83333333\n",
       "11 Cerro 18 (No-E)                   72 90    0.80000000\n",
       "12 Villa La Reina (No-E)             67 90    0.74444444\n",
       "13 Pob. El Volcan (No-E)             66 90    0.73333333\n",
       "14 Pob. La Bandera (E)               65 90    0.72222222\n",
       "15 Santa Adriana (E)                 65 90    0.72222222\n",
       "16 Pob. Villa O'higgins (E)          53 90    0.58888889\n",
       "17 Pob. Colon Oriente (No-E)         49 90    0.54444444\n",
       "18 Pob Yungay (E)                    48 90    0.53333333\n",
       "19 Pob. Huamachuco (E)               44 90    0.48888889\n",
       "20 Pob. San Luis (No-E)              39 90    0.43333333\n",
       "21 Pob. Los Nogales (E)              38 90    0.42222222\n",
       "22 Pob. Parinacota (No-E)            37 90    0.41111111\n",
       "23 Los Quillayes (No-E)              34 90    0.37777778\n",
       "24 Pob. Los Navios (No-E)            33 90    0.36666667\n",
       "25 Pob Lo Ermita (No-E)              32 90    0.35555556\n",
       "26 Pob. Juan Antonio Rios (No-E)     32 90    0.35555556\n",
       "27 Pob. San Geronimo (No-E)          24 90    0.26666667\n",
       "28 Pob. Chacarillas (No-E)           22 90    0.24444444\n",
       "29 Pob. Joao Goulart (No-E)          21 90    0.23333333\n",
       "30 Pob El Pinar (No-E)               20 90    0.22222222\n",
       "31 Pob. San Rafael (No-E)            19 90    0.21111111\n",
       "32 La Palmilla (E)                   18 90    0.20000000\n",
       "33 Pob. Apostol Santiago (No-E)      16 90    0.17777778\n",
       "34 Pob. Pedro Lira (No-E)            16 90    0.17777778\n",
       "35 Pob. San Miguel (No-E)            16 90    0.17777778\n",
       "36 Pob. Angelmo (No-E)               15 90    0.16666667\n",
       "37 Pob. Raul Siva Henriquez (No-E)   15 90    0.16666667\n",
       "38 Las Turbinas (No-E)               14 90    0.15555556\n",
       "39 Pob. Lo Velazquez (No-E)          14 90    0.15555556\n",
       "40 Pob. San Esteban (No-E)           14 90    0.15555556\n",
       "41 El Cortijo (No-E)                 13 90    0.14444444\n",
       "42 Pob. La Chimba (E)                13 90    0.14444444\n",
       "43 Pob. Francisco Coloane (No-E)     12 90    0.13333333\n",
       "44 Pob. Nocedal (No-E)               12 90    0.13333333\n",
       "45 Pob. Nuevo Amanecer (E)           12 90    0.13333333\n",
       "46 Pob. 4 de Septiembre (No-E)       11 90    0.12222222\n",
       "47 Pob. El Manzano (No-E)            11 90    0.12222222\n",
       "48 Pob. Lo Valledor Sur (No-E)       11 90    0.12222222\n",
       "49 Pob. Rosita Renard (No-E)         10 90    0.11111111\n",
       "50 Pob. El Molino (No-E)              9 90    0.10000000\n",
       "51 Pob. Pablo de Rokha (No-E)         9 90    0.10000000\n",
       "52 Irene Frei (No-E)                  8 90    0.08888889\n",
       "53 Pob. Cinco Pinos (No-E)            8 90    0.08888889\n",
       "54 Pob. Pascual Gambino (No-E)        8 90    0.08888889\n",
       "55 Pob. San Ricardo (No-E)            8 90    0.08888889\n",
       "56 Villa La Cultura (No-E)            8 90    0.08888889\n",
       "57 Pob. Cordillera (No-E)             7 90    0.07777778\n",
       "58 Villa Chiloe (No-E)                7 90    0.07777778\n",
       "59 Pob. Presidentes de Chile (No-E)   6 90    0.06666667\n",
       "60 Villa Santa Magdalena (No-E)       6 90    0.06666667\n",
       "61 Pob. El Mañio (No-E)               5 90    0.05555556\n",
       "62 Pob. San Francisco (No-E)          5 90    0.05555556\n",
       "63 Pob. Teniente Merino (No-E)        5 90    0.05555556\n",
       "64 Las Brisas (No-E)                  4 90    0.04444444\n",
       "65 Las Torres (No-E)                  4 90    0.04444444\n",
       "66 Pob. Los Robles (No-E)             4 90    0.04444444\n",
       "67 Pob. San Pedro Nolasco (No-E)      4 90    0.04444444\n",
       "68 Villa La Orquesta (No-E)           4 90    0.04444444\n",
       "69 Pob. Libertad (No-E)               3 90    0.03333333\n",
       "70 Pob. Los Andes (No-E)              3 90    0.03333333\n",
       "71 Pob. Paula Jaraquemada (No-E)      3 90    0.03333333\n",
       "72 Pob. Plabo Vi (No-E)               3 90    0.03333333\n",
       "73 Pob. Valledor (No-E)               3 90    0.03333333\n",
       "74 Villa Alianza (No-E)               3 90    0.03333333\n",
       "75 Villa La Obra (No-E)               3 90    0.03333333\n",
       "76 Pob. Estrella Sur (No-E)           2 90    0.02222222\n",
       "77 Pob. Exequiel Gonzalez (No-E)      2 90    0.02222222\n",
       "78 Pob. Santa Adriana (No-E)          2 90    0.02222222\n",
       "79 Pob. Santa Julia de Ñuñoa (No-E)   2 90    0.02222222\n",
       "80 Pob. 21 de Marzo (No-E)            1 90    0.01111111\n",
       "81 Pob. Clara Estrella (No-E)         1 90    0.01111111\n",
       "82 Pob. Einstein (No-E)               1 90    0.01111111\n",
       "83 Pob. La Esperanza (No-E)           1 90    0.01111111\n",
       "84 Pob. Los Areneros (No-E)           1 90    0.01111111\n",
       "85 Pob. Presidente Roosevelt (No-E)   1 90    0.01111111\n",
       "86 Pob. Raul del Canto (No-E)         1 90    0.01111111\n",
       "87 Pob. San Joaquín (No-E)            1 90    0.01111111\n",
       "88 Pob. Santa Olga (No-E)             1 90    0.01111111\n",
       "89 San Cristobal (No-E)               1 90    0.01111111\n",
       "90 Villa Mujeres de Chile (No-E)      1 90    0.01111111"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.text %>% \n",
    "select(pnname) %>%\n",
    "count(pnname) %>% \n",
    "mutate(total=(data.text %>% select(pnname) %>% unique() %>% count() %>% pull(n))) %>% \n",
    "mutate(ju=n/total) %>% \n",
    "arrange(-ju)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       " <thead>\n",
       "  <tr>\n",
       "   <th style=\"text-align:left;\"> pnname </th>\n",
       "   <th style=\"text-align:right;\"> 1957 </th>\n",
       "   <th style=\"text-align:right;\"> 1958 </th>\n",
       "   <th style=\"text-align:right;\"> 1959 </th>\n",
       "   <th style=\"text-align:right;\"> 1960 </th>\n",
       "   <th style=\"text-align:right;\"> 1961 </th>\n",
       "   <th style=\"text-align:right;\"> 1962 </th>\n",
       "   <th style=\"text-align:right;\"> 1963 </th>\n",
       "   <th style=\"text-align:right;\"> 1964 </th>\n",
       "   <th style=\"text-align:right;\"> 1965 </th>\n",
       "   <th style=\"text-align:right;\"> 1966 </th>\n",
       "   <th style=\"text-align:right;\"> 1967 </th>\n",
       "   <th style=\"text-align:right;\"> 1968 </th>\n",
       "   <th style=\"text-align:right;\"> 1969 </th>\n",
       "   <th style=\"text-align:right;\"> 1970 </th>\n",
       "   <th style=\"text-align:right;\"> 1971 </th>\n",
       "   <th style=\"text-align:right;\"> 1972 </th>\n",
       "   <th style=\"text-align:right;\"> 1973 </th>\n",
       "   <th style=\"text-align:right;\"> 1974 </th>\n",
       "   <th style=\"text-align:right;\"> 1975 </th>\n",
       "   <th style=\"text-align:right;\"> 1976 </th>\n",
       "   <th style=\"text-align:right;\"> 1977 </th>\n",
       "   <th style=\"text-align:right;\"> 1978 </th>\n",
       "   <th style=\"text-align:right;\"> 1979 </th>\n",
       "   <th style=\"text-align:right;\"> 1980 </th>\n",
       "   <th style=\"text-align:right;\"> 1981 </th>\n",
       "   <th style=\"text-align:right;\"> 1982 </th>\n",
       "   <th style=\"text-align:right;\"> 1983 </th>\n",
       "   <th style=\"text-align:right;\"> 1984 </th>\n",
       "   <th style=\"text-align:right;\"> 1985 </th>\n",
       "   <th style=\"text-align:right;\"> 1986 </th>\n",
       "   <th style=\"text-align:right;\"> 1987 </th>\n",
       "   <th style=\"text-align:right;\"> 1988 </th>\n",
       "   <th style=\"text-align:right;\"> 1989 </th>\n",
       "   <th style=\"text-align:right;\"> 1990 </th>\n",
       "   <th style=\"text-align:right;\"> 1991 </th>\n",
       "   <th style=\"text-align:right;\"> 1992 </th>\n",
       "   <th style=\"text-align:right;\"> 1993 </th>\n",
       "   <th style=\"text-align:right;\"> 1994 </th>\n",
       "   <th style=\"text-align:right;\"> 1995 </th>\n",
       "   <th style=\"text-align:right;\"> 1996 </th>\n",
       "   <th style=\"text-align:right;\"> 1997 </th>\n",
       "   <th style=\"text-align:right;\"> 1998 </th>\n",
       "   <th style=\"text-align:right;\"> 1999 </th>\n",
       "   <th style=\"text-align:right;\"> 2000 </th>\n",
       "   <th style=\"text-align:right;\"> 2001 </th>\n",
       "   <th style=\"text-align:right;\"> 2002 </th>\n",
       "   <th style=\"text-align:right;\"> 2003 </th>\n",
       "   <th style=\"text-align:right;\"> 2004 </th>\n",
       "   <th style=\"text-align:right;\"> 2005 </th>\n",
       "   <th style=\"text-align:right;\"> 2006 </th>\n",
       "   <th style=\"text-align:right;\"> 2007 </th>\n",
       "   <th style=\"text-align:right;\"> 2008 </th>\n",
       "   <th style=\"text-align:right;\"> 2009 </th>\n",
       "   <th style=\"text-align:right;\"> 2010 </th>\n",
       "   <th style=\"text-align:right;\"> 2011 </th>\n",
       "   <th style=\"text-align:right;\"> 2012 </th>\n",
       "   <th style=\"text-align:right;\"> 2013 </th>\n",
       "   <th style=\"text-align:right;\"> 2014 </th>\n",
       "   <th style=\"text-align:right;\"> 2015 </th>\n",
       "   <th style=\"text-align:right;\"> 2016 </th>\n",
       "   <th style=\"text-align:right;\"> 2017 </th>\n",
       "   <th style=\"text-align:right;\"> 2018 </th>\n",
       "   <th style=\"text-align:right;\"> total </th>\n",
       "  </tr>\n",
       " </thead>\n",
       "<tbody>\n",
       "  <tr>\n",
       "   <td style=\"text-align:left;\"> Pob. San Gregorio (E) </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 16 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 8 </td>\n",
       "   <td style=\"text-align:right;\"> 12 </td>\n",
       "   <td style=\"text-align:right;\"> 8 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 8 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 129 </td>\n",
       "  </tr>\n",
       "  <tr>\n",
       "   <td style=\"text-align:left;\"> Pob. El Castillo (No-E) </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 8 </td>\n",
       "   <td style=\"text-align:right;\"> 21 </td>\n",
       "   <td style=\"text-align:right;\"> 10 </td>\n",
       "   <td style=\"text-align:right;\"> 15 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 9 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 8 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 120 </td>\n",
       "  </tr>\n",
       "  <tr>\n",
       "   <td style=\"text-align:left;\"> Villa Francia (E) </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 9 </td>\n",
       "   <td style=\"text-align:right;\"> 9 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 8 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 14 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 117 </td>\n",
       "  </tr>\n",
       "  <tr>\n",
       "   <td style=\"text-align:left;\"> Pob. La Legua Emergencia (E) </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 8 </td>\n",
       "   <td style=\"text-align:right;\"> 10 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 8 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 16 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 100 </td>\n",
       "  </tr>\n",
       "  <tr>\n",
       "   <td style=\"text-align:left;\"> Jose Maria Caro (E) </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 8 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 14 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 98 </td>\n",
       "  </tr>\n",
       "  <tr>\n",
       "   <td style=\"text-align:left;\"> La Victoria (E) </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 12 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 8 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 10 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 95 </td>\n",
       "  </tr>\n",
       "  <tr>\n",
       "   <td style=\"text-align:left;\"> Pob. La Pincoya (E) </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 12 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 92 </td>\n",
       "  </tr>\n",
       "  <tr>\n",
       "   <td style=\"text-align:left;\"> Pob Santo Tomás (No-E) </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 31 </td>\n",
       "   <td style=\"text-align:right;\"> 10 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 89 </td>\n",
       "  </tr>\n",
       "  <tr>\n",
       "   <td style=\"text-align:left;\"> Lo Hermida (E) </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 7 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 85 </td>\n",
       "  </tr>\n",
       "  <tr>\n",
       "   <td style=\"text-align:left;\"> Pob. Santa Julia (No-E) </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 4 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 6 </td>\n",
       "   <td style=\"text-align:right;\"> 1 </td>\n",
       "   <td style=\"text-align:right;\"> 2 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\"> 5 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 3 </td>\n",
       "   <td style=\"text-align:right;\"> 13 </td>\n",
       "   <td style=\"text-align:right;\">  </td>\n",
       "   <td style=\"text-align:right;\"> 75 </td>\n",
       "  </tr>\n",
       "</tbody>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "options(knitr.kable.NA = '')\n",
    "\n",
    "data.text %>% \n",
    "    select(year,pnname) %>% \n",
    "    count(year,pnname) %>%\n",
    "    complete(year=1957:2018, pnname) %>%\n",
    "    spread(year,n) %>%\n",
    "    left_join(data.text %>%\n",
    "              select(year,pnname) %>% \n",
    "              count(pnname, name = \"total\"), by=\"pnname\") %>%\n",
    "    top_n(10,wt=total) %>%\n",
    "    arrange(-total) %>% \n",
    "    kable(\"html\") %>% \n",
    "    as.character() %>% \n",
    "    display_html()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Count by year and poblacion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "- By poblacion is interesting what happened with poblacion Santo Tomas.\n",
    "- Poblacion La Legua have very frequent apparitions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
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