vietnam_stylometry.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "afd4e8cc-aaa8-46b4-895c-163b425c6eec",
   "metadata": {},
   "source": [
    "# Elementary Stylometrics <br>\n",
    "## Goals\n",
    "**Process** Understanding how to measure and visualize stylistic similarity with computation.<br>\n",
    "**Ethic** Exploring consequences of changing basic pre-processing steps for stylometric analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b8c23459-feec-4c01-8b0f-aca5a8da0801",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Code Cell 0\n",
    "library(data.table)\n",
    "library(tidyr)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f220fcd-58d5-4288-b316-65a35d92a8ab",
   "metadata": {},
   "source": [
    "## 1. Setting the Path to the Texts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7e84cd67-8633-44a1-a3cd-ce0d641b8a62",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Code Cell 1\n",
    "data_folder <- \"corpus/\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e7708bc-84a4-49f6-8a3b-ed9b04023d3e",
   "metadata": {},
   "source": [
    "## 2. Setting the Parameters\n",
    "This is where you decide what to count and how much of it. <br>\n",
    "## 2a. Choosing which features\n",
    "Please type **between the quotation marks** either yes or no, all lowercase.<br>\n",
    "A \"yes\" means that you want to treat the feature like a word. Punctuation will be replaced with \"prd\", \"cma\", \"qst\", or \"excm\" to make it easier to interpret (for humans). <br>\n",
    "A \"no\" means that the feature will be erased from consideration.\n",
    "## 2b. Choosing how many features\n",
    "Please type a number (100 is the default). Do not use quotation marks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "c61abea2-8895-433e-b0c5-8a58054bd7c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Code Cell 2a\n",
    "numbers <- \"no\"\n",
    "periods <- \"yes\"\n",
    "commas <- \"yes\"\n",
    "question_marks <- \"yes\"\n",
    "exclamation_marks <- \"yes\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "cbf449bc-3965-4d9a-bc76-a94d96a3ca53",
   "metadata": {},
   "outputs": [],
   "source": [
    "path <- data_folder\n",
    "filenames <- dir(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a7b4c7c1-9dff-465d-8796-f22889165660",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Code Cell 3\n",
    "titles <- character()\n",
    "rawtitles <- filenames\n",
    "for (i in 1:length(rawtitles)){\n",
    "    workingfilename <- unlist(strsplit(rawtitles[i], split = \"_\"))\n",
    "    workingarticlename <- paste(c(workingfilename[3]), collapse = \"\")\n",
    "    remove_txt <- gsub(\"\\\\.txt\", \"\", workingarticlename)\n",
    "    clean_name <- gsub(\"\\\\.\", \" \", remove_txt)\n",
    "    titles[i] <- clean_name\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3cc10f9a-2ded-4989-bb6e-25b783d35c43",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Code Cell 4\n",
    "docs <- as.character()\n",
    "for (i in 1:length(filenames)){\n",
    "    text <- scan(paste(data_folder, filenames[i], sep = \"/\"), what = \"\\n\")\n",
    "    docs[i] <- paste(text, collapse = \" \")\n",
    "}\n",
    "docs <- gsub(\"[[:cntrl:]]\", \" \", docs)  # replace control characters with space\n",
    "if(numbers == \"no\"){\n",
    "    docs <- gsub(\"[[:digit:]]\", \"\", docs) # remove numbers - replaces with blank\n",
    "}\n",
    "if(periods == \"yes\"){\n",
    "    docs <- gsub(\"\\\\.\", \" prd \", docs) # replace period marks with \"prd\"\n",
    "}\n",
    "if(commas == \"yes\"){\n",
    "    docs <- docs <- gsub(\"\\\\,\", \" cma \", docs) # replace commas with \"cma\"\n",
    "}\n",
    "if(question_marks == \"yes\"){\n",
    "    docs <- gsub(\"\\\\?\", \" qst \", docs) # replace question marks with \"qst\"\n",
    "}\n",
    "if(exclamation_marks == \"yes\"){\n",
    "    docs <- gsub(\"\\\\!\", \" exclm \", docs) # you see the pattern, right?\n",
    "}\n",
    "\n",
    "docs <- tolower(docs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b16cc2e8-58f2-48ce-aa75-e2eee8f305cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 6 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>ID</th><th scope=col>words</th><th scope=col>Freq</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING</td><td>a     </td><td>2.21169036</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING</td><td>able  </td><td>0.15797788</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING</td><td>about </td><td>0.23696682</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING</td><td>act   </td><td>0.07898894</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING</td><td>action</td><td>0.07898894</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING</td><td>active</td><td>0.07898894</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 3\n",
       "\\begin{tabular}{r|lll}\n",
       "  & ID & words & Freq\\\\\n",
       "  & <chr> & <fct> & <dbl>\\\\\n",
       "\\hline\n",
       "\t1 & DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING & a      & 2.21169036\\\\\n",
       "\t2 & DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING & able   & 0.15797788\\\\\n",
       "\t3 & DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING & about  & 0.23696682\\\\\n",
       "\t4 & DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING & act    & 0.07898894\\\\\n",
       "\t5 & DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING & action & 0.07898894\\\\\n",
       "\t6 & DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING & active & 0.07898894\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 3\n",
       "\n",
       "| <!--/--> | ID &lt;chr&gt; | words &lt;fct&gt; | Freq &lt;dbl&gt; |\n",
       "|---|---|---|---|\n",
       "| 1 | DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING | a      | 2.21169036 |\n",
       "| 2 | DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING | able   | 0.15797788 |\n",
       "| 3 | DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING | about  | 0.23696682 |\n",
       "| 4 | DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING | act    | 0.07898894 |\n",
       "| 5 | DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING | action | 0.07898894 |\n",
       "| 6 | DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING | active | 0.07898894 |\n",
       "\n"
      ],
      "text/plain": [
       "  ID                                                                                                               \n",
       "1 DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING\n",
       "2 DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING\n",
       "3 DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING\n",
       "4 DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING\n",
       "5 DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING\n",
       "6 DULLES REVIEWS CIA HISTORY OUTLINES US INTELLIGENCE NET SAYS BARGHON INCIDENT TYPICAL OF RUSSIAN MISUNDERSTANDING\n",
       "  words  Freq      \n",
       "1 a      2.21169036\n",
       "2 able   0.15797788\n",
       "3 about  0.23696682\n",
       "4 act    0.07898894\n",
       "5 action 0.07898894\n",
       "6 active 0.07898894"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Code Cell 5 - calc. relative freq. of words in each document\n",
    "all_corpus_data <- list()\n",
    "\n",
    "for (i in 1:length(docs)){\n",
    "  split_all_text <- unlist(strsplit(docs[i], \"\\\\W\")) \n",
    "  clean_words = split_all_text[which(split_all_text != \"\")]\n",
    "  #word_df <- as.data.frame(table(clean_words))\n",
    "  word_df <- as.data.frame(100*table(clean_words)/length(clean_words))\n",
    "  file_word_freq <- cbind(ID=titles[i], word_df)\n",
    "  all_corpus_data[[i]] <- file_word_freq\n",
    "}\n",
    "corpus_data <- do.call(rbind, all_corpus_data)\n",
    "colnames(corpus_data) = c(\"ID\", \"words\", \"Freq\")\n",
    "head(corpus_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "dce67ec5-d398-4d2b-bd7e-380c41ad783f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in dcast(corpus_data, ID ~ words, fill = 0):\n",
      "“The dcast generic in data.table has been passed a data.frame and will attempt to redirect to the reshape2::dcast; please note that reshape2 is deprecated, and this redirection is now deprecated as well. Please do this redirection yourself like reshape2::dcast(corpus_data). In the next version, this warning will become an error.”\n",
      "Using 'Freq' as value column. Use 'value.var' to override\n",
      "\n",
      "Aggregation function missing: defaulting to length\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "'data.frame'"
      ],
      "text/latex": [
       "'data.frame'"
      ],
      "text/markdown": [
       "'data.frame'"
      ],
      "text/plain": [
       "[1] \"data.frame\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>75</li><li>6458</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 75\n",
       "\\item 6458\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 75\n",
       "2. 6458\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1]   75 6458"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 75 × 5</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>ID</th><th scope=col>a</th><th scope=col>able</th><th scope=col>about</th><th scope=col>act</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>15TH ANNUAL ROTC REVIEW HONORS TWO VIETNAM WAR DEATHS                         </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>A LESSON IN DIPLOMACY AMBASSADOR ROSENNE SPEAKS                               </td><td>1</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>A LETTER FROM VIETNAM                                                         </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>ADMINISTRATION ASSAILED ON PEACER FEELER REPORTS                              </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>AN EARFUL OF PROPAGANDA                                                       </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>ANNUAL CAMPUS CHEST WEEKEND WILL AID VIETNAMESE CHILDREN                      </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>ANTI ANTIWAR PARADE A SUBJECTIVE VIEW DEMONSTRATION SEEN AS HISTORICAL PARADOX</td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>BOWDOIN SDS MARCHES IN NYC                                                    </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>BOWDOIN SDS PLANS APRIL PROTEST WEEK                                          </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>BOWDOIN SDS UNDERGOES CHANGES                                                 </td><td>1</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>BRIGHTMAN CLAIMS US BOMBING FUTILE HANOI ECONOMY MORALE UNDAUNTED             </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>BRUNSWICK VIGILS FOR PEACE                                                    </td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>CIRCULAR FILE                                                                 </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>COLLEGE LEADERS VOICE OPINIONS TO PRESIDENT                                   </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>COLLEGE PAPER ASKS JOHNSON BE IMPEACHED                                       </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>COLLEGIATE PRESS REPORTS FROM VIETNAM                                         </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>COLLEGIATE PRESS REPORTS FROM VIETNAM A HUNDRED FAILURES A HUNDRED REASONS    </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>COLLEGIATE PRESS REPORTS FROM VIETNAM CHAPLINS GIVE HAWKS EYE VIEW            </td><td>1</td><td>0</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>COLLEGIATE PRESS REPORTS FROM VIETNAM NO BLACK AND WHITE DECISIONS POSSIBLE   </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>COLLEGIATE PRESS REPORTS FROM VIETNAM PATHETIC PICTURE OF SAIGON LIFE         </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>COLLEGIATE PRESS REPORTS FROM VIETNAM SAIGONS ATMOSPHERE CONTRASTS WAR EFFORT </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>COLLEGIATE PRESS REPORTS FROM VIETNAM STUDENT LEADERS EXPLAIN ROLE IN WAR     </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>CONFRONTATION SDS VS YAF                                                      </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>CONGRESSIONAL COMMITTEE CHARGES RED MANIPULATION                              </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>CONSERVATIVE CAMPUS GROUP FAVORS CIA INVESTIGATION                            </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>CULTURAL LAG BASIS OF THE GAP                                                 </td><td>1</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>CYCLE RIDING YALE PROF WILL SPEAK ON US IN VIETNAM                            </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>DEMONSTRATION SEASON IN SAIGON COLLEGIATE PRESS REPORTS FROM VIETNAM          </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>DRAFT FREE CANDA HOME FOR DISENCHANTED US YOUTHS                              </td><td>1</td><td>1</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>DRAFT INFORMATION SERVICE SPONSORED BY AFSC                                   </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>NEW LEFTIST ROBERT COOK VIETNAM PAWN IN COLD WAR                  </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>NEWS IN BRIEF                                                     </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>NGOC LINH 52 SOUTH VIETNAM NEWS CHIEF                             </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>NINTEEN JOIN FACULTY STAFF ALSO INCREASED                         </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>ORIENT UNFAIR TO SDS                                              </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>POLITICS BOWDOIN STYLE                                            </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>PROTESTS FAVORED ON VIETNAM                                       </td><td>1</td><td>1</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>REISCHAUER ANALYZES ASIAN COMPLEXITIES                            </td><td>1</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>ROTC CRITICS RESPOND COLLEGE FUNCTION DEBATED                     </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>ROTC POPULARITY ON RISE                                           </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>ROTC SHOULD REMAIN BUT WITHOUT CREDIT                             </td><td>1</td><td>1</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>SDS TO SPONSOR SOCIALIST SPEAKER                                  </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>SEC RUSKS REPLY TO STUDENT LEADERS SEEN AS MERELY REHASH BY BIKLEN</td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>SEMINAR PROGRAM INVITES FACULTY TO EXPRESS VIEWS                  </td><td>1</td><td>0</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>SENIORS DIVIDED ON DRAFT LOTTERY DEFERMENTS                       </td><td>1</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>SIGMA NU ALUMNUS COMMENTS                                         </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>STUDENT OPINION AT DRAFT MEETING VOLUNTARY HITCH                  </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>STUDENTS TO NIXON                                                 </td><td>1</td><td>0</td><td>0</td><td>1</td></tr>\n",
       "\t<tr><td>SUGGESTIONS                                                       </td><td>0</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>TEXT OF STUDENTS LETTERS TO JOHNSON                               </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>THE COMMITTEE OF RESPONSIBILITY                                   </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>THE SPECTATOR                                                     </td><td>2</td><td>1</td><td>2</td><td>0</td></tr>\n",
       "\t<tr><td>THE TORCH OF FREEDOM                                              </td><td>2</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>TOP STORIES LOOK DEEPER                                           </td><td>1</td><td>1</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>UNNAMED COLUMN                                                    </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>UNNAMED POEM                                                      </td><td>1</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>VIEWS ON THE NEWS                                                 </td><td>2</td><td>0</td><td>1</td><td>0</td></tr>\n",
       "\t<tr><td>WAR CLAIMS LIFE OF BOWDOIN MAN SERVICES HERE                      </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>WAR TEACH IN ATTACKS POLICY                                       </td><td>1</td><td>0</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><td>YAF PROPOSES VOLUNTEER ARMY                                       </td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 75 × 5\n",
       "\\begin{tabular}{lllll}\n",
       " ID & a & able & about & act\\\\\n",
       " <chr> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 15TH ANNUAL ROTC REVIEW HONORS TWO VIETNAM WAR DEATHS                          & 1 & 0 & 0 & 0\\\\\n",
       "\t A LESSON IN DIPLOMACY AMBASSADOR ROSENNE SPEAKS                                & 1 & 1 & 1 & 0\\\\\n",
       "\t A LETTER FROM VIETNAM                                                          & 1 & 0 & 0 & 0\\\\\n",
       "\t ADMINISTRATION ASSAILED ON PEACER FEELER REPORTS                               & 1 & 0 & 1 & 0\\\\\n",
       "\t AN EARFUL OF PROPAGANDA                                                        & 1 & 0 & 0 & 0\\\\\n",
       "\t ANNUAL CAMPUS CHEST WEEKEND WILL AID VIETNAMESE CHILDREN                       & 1 & 0 & 0 & 0\\\\\n",
       "\t ANTI ANTIWAR PARADE A SUBJECTIVE VIEW DEMONSTRATION SEEN AS HISTORICAL PARADOX & 1 & 0 & 0 & 0\\\\\n",
       "\t BOWDOIN SDS MARCHES IN NYC                                                     & 1 & 0 & 0 & 0\\\\\n",
       "\t BOWDOIN SDS PLANS APRIL PROTEST WEEK                                           & 1 & 0 & 0 & 0\\\\\n",
       "\t BOWDOIN SDS UNDERGOES CHANGES                                                  & 1 & 1 & 1 & 0\\\\\n",
       "\t BRIGHTMAN CLAIMS US BOMBING FUTILE HANOI ECONOMY MORALE UNDAUNTED              & 1 & 0 & 0 & 0\\\\\n",
       "\t BRUNSWICK VIGILS FOR PEACE                                                     & 0 & 0 & 0 & 0\\\\\n",
       "\t CIRCULAR FILE                                                                  & 1 & 0 & 0 & 0\\\\\n",
       "\t COLLEGE LEADERS VOICE OPINIONS TO PRESIDENT                                    & 1 & 0 & 1 & 0\\\\\n",
       "\t COLLEGE PAPER ASKS JOHNSON BE IMPEACHED                                        & 1 & 0 & 0 & 0\\\\\n",
       "\t COLLEGIATE PRESS REPORTS FROM VIETNAM                                          & 1 & 0 & 1 & 0\\\\\n",
       "\t COLLEGIATE PRESS REPORTS FROM VIETNAM A HUNDRED FAILURES A HUNDRED REASONS     & 1 & 0 & 1 & 0\\\\\n",
       "\t COLLEGIATE PRESS REPORTS FROM VIETNAM CHAPLINS GIVE HAWKS EYE VIEW             & 1 & 0 & 1 & 1\\\\\n",
       "\t COLLEGIATE PRESS REPORTS FROM VIETNAM NO BLACK AND WHITE DECISIONS POSSIBLE    & 1 & 0 & 1 & 0\\\\\n",
       "\t COLLEGIATE PRESS REPORTS FROM VIETNAM PATHETIC PICTURE OF SAIGON LIFE          & 1 & 0 & 1 & 0\\\\\n",
       "\t COLLEGIATE PRESS REPORTS FROM VIETNAM SAIGONS ATMOSPHERE CONTRASTS WAR EFFORT  & 1 & 0 & 1 & 0\\\\\n",
       "\t COLLEGIATE PRESS REPORTS FROM VIETNAM STUDENT LEADERS EXPLAIN ROLE IN WAR      & 1 & 0 & 1 & 0\\\\\n",
       "\t CONFRONTATION SDS VS YAF                                                       & 1 & 0 & 1 & 0\\\\\n",
       "\t CONGRESSIONAL COMMITTEE CHARGES RED MANIPULATION                               & 1 & 0 & 0 & 0\\\\\n",
       "\t CONSERVATIVE CAMPUS GROUP FAVORS CIA INVESTIGATION                             & 1 & 0 & 0 & 0\\\\\n",
       "\t CULTURAL LAG BASIS OF THE GAP                                                  & 1 & 1 & 1 & 0\\\\\n",
       "\t CYCLE RIDING YALE PROF WILL SPEAK ON US IN VIETNAM                             & 1 & 0 & 0 & 0\\\\\n",
       "\t DEMONSTRATION SEASON IN SAIGON COLLEGIATE PRESS REPORTS FROM VIETNAM           & 1 & 0 & 1 & 0\\\\\n",
       "\t DRAFT FREE CANDA HOME FOR DISENCHANTED US YOUTHS                               & 1 & 1 & 1 & 1\\\\\n",
       "\t DRAFT INFORMATION SERVICE SPONSORED BY AFSC                                    & 1 & 0 & 1 & 0\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t NEW LEFTIST ROBERT COOK VIETNAM PAWN IN COLD WAR                   & 1 & 0 & 1 & 0\\\\\n",
       "\t NEWS IN BRIEF                                                      & 1 & 0 & 0 & 0\\\\\n",
       "\t NGOC LINH 52 SOUTH VIETNAM NEWS CHIEF                              & 1 & 0 & 0 & 0\\\\\n",
       "\t NINTEEN JOIN FACULTY STAFF ALSO INCREASED                          & 1 & 0 & 1 & 0\\\\\n",
       "\t ORIENT UNFAIR TO SDS                                               & 1 & 0 & 0 & 0\\\\\n",
       "\t POLITICS BOWDOIN STYLE                                             & 1 & 0 & 1 & 0\\\\\n",
       "\t PROTESTS FAVORED ON VIETNAM                                        & 1 & 1 & 0 & 0\\\\\n",
       "\t REISCHAUER ANALYZES ASIAN COMPLEXITIES                             & 1 & 1 & 1 & 0\\\\\n",
       "\t ROTC CRITICS RESPOND COLLEGE FUNCTION DEBATED                      & 1 & 0 & 1 & 0\\\\\n",
       "\t ROTC POPULARITY ON RISE                                            & 1 & 0 & 1 & 0\\\\\n",
       "\t ROTC SHOULD REMAIN BUT WITHOUT CREDIT                              & 1 & 1 & 1 & 1\\\\\n",
       "\t SDS TO SPONSOR SOCIALIST SPEAKER                                   & 1 & 0 & 1 & 0\\\\\n",
       "\t SEC RUSKS REPLY TO STUDENT LEADERS SEEN AS MERELY REHASH BY BIKLEN & 1 & 0 & 0 & 0\\\\\n",
       "\t SEMINAR PROGRAM INVITES FACULTY TO EXPRESS VIEWS                   & 1 & 0 & 0 & 1\\\\\n",
       "\t SENIORS DIVIDED ON DRAFT LOTTERY DEFERMENTS                        & 1 & 1 & 1 & 0\\\\\n",
       "\t SIGMA NU ALUMNUS COMMENTS                                          & 1 & 0 & 0 & 0\\\\\n",
       "\t STUDENT OPINION AT DRAFT MEETING VOLUNTARY HITCH                   & 1 & 0 & 0 & 0\\\\\n",
       "\t STUDENTS TO NIXON                                                  & 1 & 0 & 0 & 1\\\\\n",
       "\t SUGGESTIONS                                                        & 0 & 0 & 1 & 0\\\\\n",
       "\t TEXT OF STUDENTS LETTERS TO JOHNSON                                & 1 & 0 & 1 & 0\\\\\n",
       "\t THE COMMITTEE OF RESPONSIBILITY                                    & 1 & 0 & 0 & 0\\\\\n",
       "\t THE SPECTATOR                                                      & 2 & 1 & 2 & 0\\\\\n",
       "\t THE TORCH OF FREEDOM                                               & 2 & 0 & 1 & 0\\\\\n",
       "\t TOP STORIES LOOK DEEPER                                            & 1 & 1 & 1 & 0\\\\\n",
       "\t UNNAMED COLUMN                                                     & 1 & 0 & 1 & 0\\\\\n",
       "\t UNNAMED POEM                                                       & 1 & 0 & 1 & 0\\\\\n",
       "\t VIEWS ON THE NEWS                                                  & 2 & 0 & 1 & 0\\\\\n",
       "\t WAR CLAIMS LIFE OF BOWDOIN MAN SERVICES HERE                       & 1 & 0 & 0 & 0\\\\\n",
       "\t WAR TEACH IN ATTACKS POLICY                                        & 1 & 0 & 1 & 1\\\\\n",
       "\t YAF PROPOSES VOLUNTEER ARMY                                        & 1 & 0 & 0 & 0\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 75 × 5\n",
       "\n",
       "| ID &lt;chr&gt; | a &lt;dbl&gt; | able &lt;dbl&gt; | about &lt;dbl&gt; | act &lt;dbl&gt; |\n",
       "|---|---|---|---|---|\n",
       "| 15TH ANNUAL ROTC REVIEW HONORS TWO VIETNAM WAR DEATHS                          | 1 | 0 | 0 | 0 |\n",
       "| A LESSON IN DIPLOMACY AMBASSADOR ROSENNE SPEAKS                                | 1 | 1 | 1 | 0 |\n",
       "| A LETTER FROM VIETNAM                                                          | 1 | 0 | 0 | 0 |\n",
       "| ADMINISTRATION ASSAILED ON PEACER FEELER REPORTS                               | 1 | 0 | 1 | 0 |\n",
       "| AN EARFUL OF PROPAGANDA                                                        | 1 | 0 | 0 | 0 |\n",
       "| ANNUAL CAMPUS CHEST WEEKEND WILL AID VIETNAMESE CHILDREN                       | 1 | 0 | 0 | 0 |\n",
       "| ANTI ANTIWAR PARADE A SUBJECTIVE VIEW DEMONSTRATION SEEN AS HISTORICAL PARADOX | 1 | 0 | 0 | 0 |\n",
       "| BOWDOIN SDS MARCHES IN NYC                                                     | 1 | 0 | 0 | 0 |\n",
       "| BOWDOIN SDS PLANS APRIL PROTEST WEEK                                           | 1 | 0 | 0 | 0 |\n",
       "| BOWDOIN SDS UNDERGOES CHANGES                                                  | 1 | 1 | 1 | 0 |\n",
       "| BRIGHTMAN CLAIMS US BOMBING FUTILE HANOI ECONOMY MORALE UNDAUNTED              | 1 | 0 | 0 | 0 |\n",
       "| BRUNSWICK VIGILS FOR PEACE                                                     | 0 | 0 | 0 | 0 |\n",
       "| CIRCULAR FILE                                                                  | 1 | 0 | 0 | 0 |\n",
       "| COLLEGE LEADERS VOICE OPINIONS TO PRESIDENT                                    | 1 | 0 | 1 | 0 |\n",
       "| COLLEGE PAPER ASKS JOHNSON BE IMPEACHED                                        | 1 | 0 | 0 | 0 |\n",
       "| COLLEGIATE PRESS REPORTS FROM VIETNAM                                          | 1 | 0 | 1 | 0 |\n",
       "| COLLEGIATE PRESS REPORTS FROM VIETNAM A HUNDRED FAILURES A HUNDRED REASONS     | 1 | 0 | 1 | 0 |\n",
       "| COLLEGIATE PRESS REPORTS FROM VIETNAM CHAPLINS GIVE HAWKS EYE VIEW             | 1 | 0 | 1 | 1 |\n",
       "| COLLEGIATE PRESS REPORTS FROM VIETNAM NO BLACK AND WHITE DECISIONS POSSIBLE    | 1 | 0 | 1 | 0 |\n",
       "| COLLEGIATE PRESS REPORTS FROM VIETNAM PATHETIC PICTURE OF SAIGON LIFE          | 1 | 0 | 1 | 0 |\n",
       "| COLLEGIATE PRESS REPORTS FROM VIETNAM SAIGONS ATMOSPHERE CONTRASTS WAR EFFORT  | 1 | 0 | 1 | 0 |\n",
       "| COLLEGIATE PRESS REPORTS FROM VIETNAM STUDENT LEADERS EXPLAIN ROLE IN WAR      | 1 | 0 | 1 | 0 |\n",
       "| CONFRONTATION SDS VS YAF                                                       | 1 | 0 | 1 | 0 |\n",
       "| CONGRESSIONAL COMMITTEE CHARGES RED MANIPULATION                               | 1 | 0 | 0 | 0 |\n",
       "| CONSERVATIVE CAMPUS GROUP FAVORS CIA INVESTIGATION                             | 1 | 0 | 0 | 0 |\n",
       "| CULTURAL LAG BASIS OF THE GAP                                                  | 1 | 1 | 1 | 0 |\n",
       "| CYCLE RIDING YALE PROF WILL SPEAK ON US IN VIETNAM                             | 1 | 0 | 0 | 0 |\n",
       "| DEMONSTRATION SEASON IN SAIGON COLLEGIATE PRESS REPORTS FROM VIETNAM           | 1 | 0 | 1 | 0 |\n",
       "| DRAFT FREE CANDA HOME FOR DISENCHANTED US YOUTHS                               | 1 | 1 | 1 | 1 |\n",
       "| DRAFT INFORMATION SERVICE SPONSORED BY AFSC                                    | 1 | 0 | 1 | 0 |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| NEW LEFTIST ROBERT COOK VIETNAM PAWN IN COLD WAR                   | 1 | 0 | 1 | 0 |\n",
       "| NEWS IN BRIEF                                                      | 1 | 0 | 0 | 0 |\n",
       "| NGOC LINH 52 SOUTH VIETNAM NEWS CHIEF                              | 1 | 0 | 0 | 0 |\n",
       "| NINTEEN JOIN FACULTY STAFF ALSO INCREASED                          | 1 | 0 | 1 | 0 |\n",
       "| ORIENT UNFAIR TO SDS                                               | 1 | 0 | 0 | 0 |\n",
       "| POLITICS BOWDOIN STYLE                                             | 1 | 0 | 1 | 0 |\n",
       "| PROTESTS FAVORED ON VIETNAM                                        | 1 | 1 | 0 | 0 |\n",
       "| REISCHAUER ANALYZES ASIAN COMPLEXITIES                             | 1 | 1 | 1 | 0 |\n",
       "| ROTC CRITICS RESPOND COLLEGE FUNCTION DEBATED                      | 1 | 0 | 1 | 0 |\n",
       "| ROTC POPULARITY ON RISE                                            | 1 | 0 | 1 | 0 |\n",
       "| ROTC SHOULD REMAIN BUT WITHOUT CREDIT                              | 1 | 1 | 1 | 1 |\n",
       "| SDS TO SPONSOR SOCIALIST SPEAKER                                   | 1 | 0 | 1 | 0 |\n",
       "| SEC RUSKS REPLY TO STUDENT LEADERS SEEN AS MERELY REHASH BY BIKLEN | 1 | 0 | 0 | 0 |\n",
       "| SEMINAR PROGRAM INVITES FACULTY TO EXPRESS VIEWS                   | 1 | 0 | 0 | 1 |\n",
       "| SENIORS DIVIDED ON DRAFT LOTTERY DEFERMENTS                        | 1 | 1 | 1 | 0 |\n",
       "| SIGMA NU ALUMNUS COMMENTS                                          | 1 | 0 | 0 | 0 |\n",
       "| STUDENT OPINION AT DRAFT MEETING VOLUNTARY HITCH                   | 1 | 0 | 0 | 0 |\n",
       "| STUDENTS TO NIXON                                                  | 1 | 0 | 0 | 1 |\n",
       "| SUGGESTIONS                                                        | 0 | 0 | 1 | 0 |\n",
       "| TEXT OF STUDENTS LETTERS TO JOHNSON                                | 1 | 0 | 1 | 0 |\n",
       "| THE COMMITTEE OF RESPONSIBILITY                                    | 1 | 0 | 0 | 0 |\n",
       "| THE SPECTATOR                                                      | 2 | 1 | 2 | 0 |\n",
       "| THE TORCH OF FREEDOM                                               | 2 | 0 | 1 | 0 |\n",
       "| TOP STORIES LOOK DEEPER                                            | 1 | 1 | 1 | 0 |\n",
       "| UNNAMED COLUMN                                                     | 1 | 0 | 1 | 0 |\n",
       "| UNNAMED POEM                                                       | 1 | 0 | 1 | 0 |\n",
       "| VIEWS ON THE NEWS                                                  | 2 | 0 | 1 | 0 |\n",
       "| WAR CLAIMS LIFE OF BOWDOIN MAN SERVICES HERE                       | 1 | 0 | 0 | 0 |\n",
       "| WAR TEACH IN ATTACKS POLICY                                        | 1 | 0 | 1 | 1 |\n",
       "| YAF PROPOSES VOLUNTEER ARMY                                        | 1 | 0 | 0 | 0 |\n",
       "\n"
      ],
      "text/plain": [
       "   ID                                                                            \n",
       "1  15TH ANNUAL ROTC REVIEW HONORS TWO VIETNAM WAR DEATHS                         \n",
       "2  A LESSON IN DIPLOMACY AMBASSADOR ROSENNE SPEAKS                               \n",
       "3  A LETTER FROM VIETNAM                                                         \n",
       "4  ADMINISTRATION ASSAILED ON PEACER FEELER REPORTS                              \n",
       "5  AN EARFUL OF PROPAGANDA                                                       \n",
       "6  ANNUAL CAMPUS CHEST WEEKEND WILL AID VIETNAMESE CHILDREN                      \n",
       "7  ANTI ANTIWAR PARADE A SUBJECTIVE VIEW DEMONSTRATION SEEN AS HISTORICAL PARADOX\n",
       "8  BOWDOIN SDS MARCHES IN NYC                                                    \n",
       "9  BOWDOIN SDS PLANS APRIL PROTEST WEEK                                          \n",
       "10 BOWDOIN SDS UNDERGOES CHANGES                                                 \n",
       "11 BRIGHTMAN CLAIMS US BOMBING FUTILE HANOI ECONOMY MORALE UNDAUNTED             \n",
       "12 BRUNSWICK VIGILS FOR PEACE                                                    \n",
       "13 CIRCULAR FILE                                                                 \n",
       "14 COLLEGE LEADERS VOICE OPINIONS TO PRESIDENT                                   \n",
       "15 COLLEGE PAPER ASKS JOHNSON BE IMPEACHED                                       \n",
       "16 COLLEGIATE PRESS REPORTS FROM VIETNAM                                         \n",
       "17 COLLEGIATE PRESS REPORTS FROM VIETNAM A HUNDRED FAILURES A HUNDRED REASONS    \n",
       "18 COLLEGIATE PRESS REPORTS FROM VIETNAM CHAPLINS GIVE HAWKS EYE VIEW            \n",
       "19 COLLEGIATE PRESS REPORTS FROM VIETNAM NO BLACK AND WHITE DECISIONS POSSIBLE   \n",
       "20 COLLEGIATE PRESS REPORTS FROM VIETNAM PATHETIC PICTURE OF SAIGON LIFE         \n",
       "21 COLLEGIATE PRESS REPORTS FROM VIETNAM SAIGONS ATMOSPHERE CONTRASTS WAR EFFORT \n",
       "22 COLLEGIATE PRESS REPORTS FROM VIETNAM STUDENT LEADERS EXPLAIN ROLE IN WAR     \n",
       "23 CONFRONTATION SDS VS YAF                                                      \n",
       "24 CONGRESSIONAL COMMITTEE CHARGES RED MANIPULATION                              \n",
       "25 CONSERVATIVE CAMPUS GROUP FAVORS CIA INVESTIGATION                            \n",
       "26 CULTURAL LAG BASIS OF THE GAP                                                 \n",
       "27 CYCLE RIDING YALE PROF WILL SPEAK ON US IN VIETNAM                            \n",
       "28 DEMONSTRATION SEASON IN SAIGON COLLEGIATE PRESS REPORTS FROM VIETNAM          \n",
       "29 DRAFT FREE CANDA HOME FOR DISENCHANTED US YOUTHS                              \n",
       "30 DRAFT INFORMATION SERVICE SPONSORED BY AFSC                                   \n",
       "⋮  ⋮                                                                             \n",
       "46 NEW LEFTIST ROBERT COOK VIETNAM PAWN IN COLD WAR                              \n",
       "47 NEWS IN BRIEF                                                                 \n",
       "48 NGOC LINH 52 SOUTH VIETNAM NEWS CHIEF                                         \n",
       "49 NINTEEN JOIN FACULTY STAFF ALSO INCREASED                                     \n",
       "50 ORIENT UNFAIR TO SDS                                                          \n",
       "51 POLITICS BOWDOIN STYLE                                                        \n",
       "52 PROTESTS FAVORED ON VIETNAM                                                   \n",
       "53 REISCHAUER ANALYZES ASIAN COMPLEXITIES                                        \n",
       "54 ROTC CRITICS RESPOND COLLEGE FUNCTION DEBATED                                 \n",
       "55 ROTC POPULARITY ON RISE                                                       \n",
       "56 ROTC SHOULD REMAIN BUT WITHOUT CREDIT                                         \n",
       "57 SDS TO SPONSOR SOCIALIST SPEAKER                                              \n",
       "58 SEC RUSKS REPLY TO STUDENT LEADERS SEEN AS MERELY REHASH BY BIKLEN            \n",
       "59 SEMINAR PROGRAM INVITES FACULTY TO EXPRESS VIEWS                              \n",
       "60 SENIORS DIVIDED ON DRAFT LOTTERY DEFERMENTS                                   \n",
       "61 SIGMA NU ALUMNUS COMMENTS                                                     \n",
       "62 STUDENT OPINION AT DRAFT MEETING VOLUNTARY HITCH                              \n",
       "63 STUDENTS TO NIXON                                                             \n",
       "64 SUGGESTIONS                                                                   \n",
       "65 TEXT OF STUDENTS LETTERS TO JOHNSON                                           \n",
       "66 THE COMMITTEE OF RESPONSIBILITY                                               \n",
       "67 THE SPECTATOR                                                                 \n",
       "68 THE TORCH OF FREEDOM                                                          \n",
       "69 TOP STORIES LOOK DEEPER                                                       \n",
       "70 UNNAMED COLUMN                                                                \n",
       "71 UNNAMED POEM                                                                  \n",
       "72 VIEWS ON THE NEWS                                                             \n",
       "73 WAR CLAIMS LIFE OF BOWDOIN MAN SERVICES HERE                                  \n",
       "74 WAR TEACH IN ATTACKS POLICY                                                   \n",
       "75 YAF PROPOSES VOLUNTEER ARMY                                                   \n",
       "   a able about act\n",
       "1  1 0    0     0  \n",
       "2  1 1    1     0  \n",
       "3  1 0    0     0  \n",
       "4  1 0    1     0  \n",
       "5  1 0    0     0  \n",
       "6  1 0    0     0  \n",
       "7  1 0    0     0  \n",
       "8  1 0    0     0  \n",
       "9  1 0    0     0  \n",
       "10 1 1    1     0  \n",
       "11 1 0    0     0  \n",
       "12 0 0    0     0  \n",
       "13 1 0    0     0  \n",
       "14 1 0    1     0  \n",
       "15 1 0    0     0  \n",
       "16 1 0    1     0  \n",
       "17 1 0    1     0  \n",
       "18 1 0    1     1  \n",
       "19 1 0    1     0  \n",
       "20 1 0    1     0  \n",
       "21 1 0    1     0  \n",
       "22 1 0    1     0  \n",
       "23 1 0    1     0  \n",
       "24 1 0    0     0  \n",
       "25 1 0    0     0  \n",
       "26 1 1    1     0  \n",
       "27 1 0    0     0  \n",
       "28 1 0    1     0  \n",
       "29 1 1    1     1  \n",
       "30 1 0    1     0  \n",
       "⋮  ⋮ ⋮    ⋮     ⋮  \n",
       "46 1 0    1     0  \n",
       "47 1 0    0     0  \n",
       "48 1 0    0     0  \n",
       "49 1 0    1     0  \n",
       "50 1 0    0     0  \n",
       "51 1 0    1     0  \n",
       "52 1 1    0     0  \n",
       "53 1 1    1     0  \n",
       "54 1 0    1     0  \n",
       "55 1 0    1     0  \n",
       "56 1 1    1     1  \n",
       "57 1 0    1     0  \n",
       "58 1 0    0     0  \n",
       "59 1 0    0     1  \n",
       "60 1 1    1     0  \n",
       "61 1 0    0     0  \n",
       "62 1 0    0     0  \n",
       "63 1 0    0     1  \n",
       "64 0 0    1     0  \n",
       "65 1 0    1     0  \n",
       "66 1 0    0     0  \n",
       "67 2 1    2     0  \n",
       "68 2 0    1     0  \n",
       "69 1 1    1     0  \n",
       "70 1 0    1     0  \n",
       "71 1 0    1     0  \n",
       "72 2 0    1     0  \n",
       "73 1 0    0     0  \n",
       "74 1 0    1     1  \n",
       "75 1 0    0     0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Code Cell 6\n",
    "final_df <- dcast(corpus_data, ID~words, fill = 0)\n",
    "class(final_df)\n",
    "dim(final_df)\n",
    "final_df[,1:5] # row = document, col = word, values are relative freq (reshaped to match dist() requirements)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "84294ea0-aaa4-4e21-8501-99bf50f3aed0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Code Cell 7\n",
    "the_means <- colMeans(final_df[,-1])\n",
    "max_cols <- 100\n",
    "if(length(the_means) < max_cols){\n",
    "  max_cols <- length(the_means)\n",
    "}\n",
    "keepers <- names(sort(the_means, decreasing = TRUE)[1:max_cols])\n",
    "cluster_data <- final_df[,keepers]\n",
    "row.names(cluster_data) <- final_df[,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "0cfffa0c-7896-484d-bbbe-073e3990dc3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Code Cell 8\n",
    "dm <- dist(cluster_data, method = \"euclidean\") #what are the options? \n",
    "#what is dm?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a3f82b49-1a4f-4133-9468-a3bc457e56b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nfoobgMf2f/efNUjG4tmwAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Cluster Dendrogram”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Code Cell 9\n",
    "hc <- hclust(dm) #what is hc?\n",
    "plot(hc, hang = -1, cex = .5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "4ba9026c-d281-4e77-aae4-77665488ac7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>png:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{png:} 2"
      ],
      "text/markdown": [
       "**png:** 2"
      ],
      "text/plain": [
       "png \n",
       "  2 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Code Cell 10\n",
    "pdf(\"InaugurationSubsetSimilarity.pdf\", h = 10, w = 100)\n",
    "plot(hc, hang = -1, cex = .5)\n",
    "dev.off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26859bab-fe9f-4db3-930c-b049b3b3d8ee",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R 4.2",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "4.2.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}