script-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trabalho 2 - Análise de scripts da trilogia \"Star wars\"\n",
    "#### INF1030 - Introdução a ciência dos dados\n",
    "\n",
    "#### Alunos: Leonardo E. Wajnsztok e Samuel Bastos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "SW_EP4 = 'Star Wars: Episode IV - A New Hope'\n",
    "SW_EP5 = 'Star Wars: Episode V - The Empire Strikes Back'\n",
    "SW_EP6 = 'Star Wars: Episode VI - Return of the Jedi'\n",
    "\n",
    "movies = [\n",
    "    {'script': 'star-wars-movie-scripts/SW_EpisodeIV.txt', 'movie': SW_EP4},\n",
    "    {'script': 'star-wars-movie-scripts/SW_EpisodeV.txt', 'movie': SW_EP5},\n",
    "    {'script': 'star-wars-movie-scripts/SW_EpisodeVI.txt', 'movie': SW_EP6},\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "trilogy = pd.DataFrame()\n",
    "\n",
    "for m in movies:\n",
    "    episode = pd.read_table(m['script'], delim_whitespace=True, header=0, escapechar='\\\\')\n",
    "    episode['movie'] = m['movie']    \n",
    "    trilogy = trilogy.append(episode)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2523, 3)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trilogy.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Dialogue count')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax = trilogy[['movie', 'character']].groupby(['movie']).size().plot.barh()\n",
    "ax.set_xlabel(\"Dialogue count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## All characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "129 characters\n",
      "['THREEPIO' 'LUKE' 'IMPERIAL OFFICER' 'VADER' 'REBEL OFFICER' 'TROOPER'\n",
      " 'CHIEF PILOT' 'CAPTAIN' 'WOMAN' 'FIXER' 'CAMIE' 'BIGGS' 'DEAK' 'LEIA'\n",
      " 'COMMANDER' 'SECOND OFFICER' 'FIRST TROOPER' 'SECOND TROOPER' 'BERU'\n",
      " 'OWEN' 'AUNT BERU' 'BEN' 'TAGGE' 'MOTTI' 'TARKIN' 'BARTENDER' 'CREATURE'\n",
      " 'HUMAN' 'HAN' 'GREEDO' 'JABBA' 'OFFICER CASS'\n",
      " 'VOICE OVER DEATH STAR INTERCOM' 'OFFICER' 'VOICE' 'GANTRY OFFICER'\n",
      " 'INTERCOM VOICE' 'TROOPER VOICE' 'FIRST OFFICER' 'WILLARD'\n",
      " 'DEATH STAR INTERCOM VOICE' 'DODONNA' 'GOLD LEADER' 'WEDGE' 'MAN'\n",
      " 'RED LEADER' 'CHIEF' 'MASSASSI INTERCOM VOICE' 'RED TEN' 'RED SEVEN'\n",
      " 'PORKINS' 'RED NINE' 'RED ELEVEN' 'ASTRO-OFFICER' 'CONTROL OFFICER'\n",
      " 'GOLD FIVE' 'GOLD TWO' 'WINGMAN' 'BASE VOICE' 'TECHNICIAN' 'RIEEKAN'\n",
      " 'DECK OFFICER' 'ASSISTANT OFFICER' 'LIEUTENANT' 'DERLIN' 'ZEV'\n",
      " 'ANNOUNCER' 'SENIOR CONTROLLER' 'PIETT' 'OZZEL' 'REBEL CAPTAIN'\n",
      " 'REBEL FIGHTER' 'MEDICAL DROID' 'CONTROLLER' 'VEERS' 'HOBBIE' 'PILOTS'\n",
      " 'WOMAN CONTROLLER' 'DACK' 'TRENCH OFFICER' 'JANSON' 'HEAD CONTROLLER'\n",
      " 'PILOT' 'STRANGE VOICE' 'NEEDA' 'EMPEROR' 'YODA' 'FIRST CONTROLLER'\n",
      " 'SECOND CONTROLLER' 'BOBA FETT' 'TRACKING OFFICER'\n",
      " 'COMMUNICATIONS OFFICER' 'LANDO' 'SECOND THREEPIO' 'IMPERIAL SOLDIER'\n",
      " 'SHUTTLE CAPTAIN' 'DEATH STAR CONTROLLER' 'OPERATOR' 'JERJERROD' 'BIB'\n",
      " 'NINEDENINE' 'OOLA' 'BOUSHH' 'MON MOTHMA' 'ACKBAR' 'GENERAL MADINE'\n",
      " 'PILOT VOICE' 'SCOUT #1' 'SCOUT #l' 'SCOUT #2' 'GUARD' 'HAN and LUKE'\n",
      " 'SCOUT' 'GRAY LEADER' 'GREEN LEADER' 'REBEL PILOT' 'STORMTROOPER'\n",
      " 'BUNKER COMMANDER' 'RED TWO' 'RED THREE' 'NAVIGATOR' 'Y-WING PILOT'\n",
      " 'WALKER PILOT #1' 'PILOT #2' 'HAN/PILOT' 'CONTROL ROOM COMMANDER'\n",
      " 'SECOND COMMANDER' 'LURE' 'ANAKIN']\n"
     ]
    }
   ],
   "source": [
    "all_characters_ep1 = trilogy.character.unique()\n",
    "print (len(all_characters_ep1), 'characters')\n",
    "print (all_characters_ep1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Character count')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = trilogy[['movie', 'character']].groupby(['movie']).character.nunique().plot.barh()\n",
    "ax.set_xlabel(\"Character count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dialogue count in all trilogy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "character\n",
       "LUKE          494\n",
       "HAN           459\n",
       "THREEPIO      301\n",
       "LEIA          227\n",
       "VADER         140\n",
       "BEN           115\n",
       "LANDO         101\n",
       "YODA           49\n",
       "EMPEROR        44\n",
       "RED LEADER     38\n",
       "Name: dialogue, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trilogy_dialogue_count = trilogy.groupby(['character']).dialogue.count()\n",
    "trilogy_dialogue_count.sort_values(ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax =trilogy_dialogue_count.sort_values()[-10:].plot.barh(figsize=(16,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dialogue count by character and movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "character_dialogue_count = trilogy.groupby(['character', 'movie']).size().unstack('movie')\n",
    "character_dialogue_count = character_dialogue_count.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x115ea8320>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x4320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "character_dialogue_count.sort_values(by=[SW_EP4,SW_EP5,SW_EP6], ascending=True).plot.barh(figsize=(10,60))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Word count by dialogue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11b646898>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AjIIEFQAAgFGQoAIAADAKC/3MDAAAsDyHnnfBzLqrH3TMClsCe4crqAAAAIyCBBUAAIBRcIsvAABsgXPOvcvU8hOOv3zFLYF9hyuoAAAAjIIEFQAAgFGQoAIAADAKElQAAABGQYIKAADAKEhQAQAAGAUJKgAAAKMgQQUAAGAUJKgAAACMggQVAACAUZCgAgAAMAoSVAAAAEZBggoAAMAoSFABAAAYBQkqAAAAoyBBBQAAYBQkqAAAAIzCgXu7AQAAMGa7d+8eVAfMzxVUAAAARmHhK6hVdUWSbyT5dpIbWmu7quq2Sc5OsjPJFUke3Vr7h0WXBQAAwPa1rCuoD2qtHdNa29X/f1qSc1prRyY5p/8fAAAAZtqqW3wfnuSsfvqsJI/YouUAAACwTSxjkKSW5D1V1ZL8v621M5Ic0lq7qq+/OskhS1gOAAAs5MrT3j+z7rDTj1thS4BplpGgPqC19uWq+vdJ3ltVl05WttZan7zeSFWdnOTkJDniiCOW0AwAAAD2ZQvf4tta+3L/99okf5Hk2CTXVNUdkqT/e+2UuDNaa7taa7t27NixaDMAAADYxy2UoFbVLavq+/dMJ/mZJBcneWuSk/rZTkrylkWWAwAAwPa36C2+hyT5i6ra81yvbq29q6o+muR1VfXkJF9M8ugFlwMAAMA2t1CC2lr7fJJ7TSn/apITFnluAAAA9i9b9TMzAAAAMBcJKgAAAKMgQQUAAGAUJKgAAACMwqKj+AIAwF7xnMc8dGr5M89+24pbAiyLK6gAAACMgiuoAADsVS942rkz60558fErbAmwt7mCCgAAwChIUAEAABgFCSoAAACj4DuoAAAszSV3O2pm3VGXXrLClgD7IldQAQAAGAUJKgAAAKPgFl8AAKY6+qyjp5ZfdNJFK24JsL9wBRUAAIBRkKACAAAwChJUAAAARkGCCgAAwChIUAEAABgFCSoAAACjIEEFAABgFPwOKgDAdrf7oHXqrl9dOwA24AoqAAAAoyBBBQAAYBQkqAAAAIyCBBUAAIBRkKACAAAwChJUAAAARkGCCgAAwCgMTlCr6vCqOq+qPl1Vn6qqX+nLd1fVl6vqgv7x4OU1FwAAgO3qwAVib0jyzNbax6vq+5N8rKre29c9r7X2J4s3DwAAgP3F4AS1tXZVkqv66W9U1SVJ7rishgEAALB/Wcp3UKtqZ5J7J/lwX/T0qrqwqs6sqoOXsQwAAAC2t4UT1Kq6VZI3JvnV1trXk7woyV2SHJPuCutzZsSdXFXnV9X511133aLNAAAAYB+3UIJaVTdNl5y+qrX2piRprV3TWvt2a+07SV6S5Nhpsa21M1pru1pru3bs2LFIMwAAANgGFhnFt5K8NMklrbXnTpTfYWK2Rya5eHjzAAAA2F8sMorv/ZM8PslFVXVBX/bbSR5XVcckaUmuSPJLC7UQAACA/cIio/h+IElNqXrH8OYAALCenae9fWbdFac/ZIUtAVi+pYziCwAAAIuSoAIAADAKi3wHFQCABcy6XdetusD+yhVUAAAARkGCCgAAwChIUAEAABgFCSoAAACjYJAkAGDb2r1791zlSXLOuXeZWXfC8ZdPLT/0vAtmxlz9oGNm1gFwY66gAgAAMAoSVAAAAEbBLb4AwOhdedr7Z9YddvpxK2wJAFvJFVQAAABGQYIKAADAKEhQAQAAGAUJKgAAAKNgkCQAYKWe85iHzqx75tlvW2FLABgbCSoAkEvudtTMuqMuvWRm3Quedu7U8lNefPzCbQJg/+MWXwAAAEbBFVQAGLPdB80ov35myNFnHT2z7qKTLlq0RQCwZVxBBQAAYBQkqAAAAIyCBBUAAIBR8B1UAFiBnae9fWbdFac/ZIUtAYDxcgUVAACAUXAFFQDm5GooAGwNCSoAW+rK094/tfyw04+bGbN79+6568459y4zY044/vKZdYeed8HU8qsfdMzMGABga7jFFwAAgFFwBRVgP/SCp507s+6UFx8/tfw5j3nozJhnnv22hdsEACBBBdjArO8brvtdw90HrVN3/dTio886embIRSddNLPukrsdNbX8qEsvmd0GAIAR2rJbfKvqxKr6TFVdVlWnbdVyAAAA2B625ApqVd0kyQuS/HSSK5N8tKre2lr79FYsD1jfkFszZw1skwwb3Ga9QW+GDG4za2CbZPbgNkZeBQAYt626xffYJJe11j6fJFX12iQPT7KpBHU73k63yu97bccRM4ckFoOTkVnr0oz1KBm2Ls1aj5Jh69Ks9QgAAPYVW3WL7x2TfGni/yv7MgAAAJiqWmvLf9KqRyU5sbX2lP7/xye5b2vt6RPznJzk5P7fH07ymRlPd/skX5mzCUNiVrks7Vt9zCqXpX37Rswql6V9q49Z5bK0b/Uxq1yW9q0+ZpXL0r7Vx6xyWduxffvya/rB1tqODZ+htbb0R5IfT/Luif9/K8lvDXyu81cRs8plaZ/2ad/ej9E+7dO+cSxL+7RP+7RvTDFjb992fE1rH1t1i+9HkxxZVXeqqpsleWySt27RsgAAANgGtmSQpNbaDVX19CTvTnKTJGe21j61FcsCAABge9iqUXzTWntHkncs4anOWFHMKpelfauPWeWytG/fiFnlsrRv9TGrXJb2rT5mlcvSvtXHrHJZ2rf6mFUuazu2bzu+phvZkkGSAAAAYF5b9R1UAAAAmIsEFQAAgFGQoO4jqurf7+02AADj4vgAvquq7lxV/6Wq/rSqnltVT6uqW68z/82q6glV9VP9/79QVX9WVadU1U03WNbdquqEqrrVmvITZ8x/alUdPuR1TTzHA6rq16vqZzYx77FV9WP99N37uAfPubxXbFB/3z39W1XfV1X/rar+sqr+qKoOmmdZk/b5BLWqnl5Vt++nf6iq3ldV/1hVH66qo2fEHFRVp1fVpVX1tar6alVd0pfdZp1l7aqq86rqz6vq8Kp6b1VdX1Ufrap7L/E13XbN43ZJPlJVB1fVbZe1nHWWf7utXsYYVdUBVfWLVfX2qvpkVX28ql5bVQ9c8nIOraoXVdULqup2VbW7qi6qqtdV1R2WvKx7TkzftKqeVVVvrao/rKpbzIhZST+s2pB+r6pbVNVvVNV/rap/V1VP7Pvvj9fukDZY9tyfqar67CbmWep7VVUzBzYYuC7duarOrKrfr6pbVdVLquriqnp9Ve1cYsybqur/nOc9Wed1rtvvVXWTqvqlqvrvVXX/NXXPmhEzaD2qqgP7Zb2rqi7sH++s7oBr3QOnGc839f2tAfvRft6V7BNnLHuf308NXJfmPj4Yus+pgcdKLFc5AfE9qupJM8pPTfLiJP8uyY8luXmSw5N8aJ394suSPCTJr1TVK5P8fJIP9/H/a502nJrkLUmekeTiqnr4RPUfzgj770k+XFXvr6pfrqods55/YjkfmZh+apI/S/L9SZ5dVaetE/fsJM9P8qKq+h993C2TnFZVvzMj5q1rHn+Z5Of2/D9jUWcm+WY//adJDkryR33ZyzZ6fTMt+kOqW/FIsiPJvZPcM8mtNpj3UxPTb0/yyH76gUk+OCPm3Ul+M8mhE2WH9mXvWWdZH0nys0kel+RLSR7Vl5+Q5G9nxNw6yf9I8sokv7Cm7oUzYr6T5AtrHv/W//38Ou07cWL6oCQvTXJhklcnOWRGzOlJbt9P70ry+SSXJflikp9c1nKG9sUG7/07Z5TfKsnvJflUkuuTXJfkQ0meuMHzvSzJ7iQPSPJ/98/x00n+Kskz5mjXL29Q/650G7TT+n77zXQb0Gckecs6cXO/riQfn5h+TpKXJ/nJJM9L8opl9sMK39+h69/c/Z7kdX2/vTDJOek28Mcl+Z9JXrnEz9Q3kny9f3yjf3x7T/ky19kkt53xuF2SK5e8Lr0vyX/u+/ziJM/s+/zJSc5dYsyXk7whydf69+yRSW62iXVs7n5Pd8Dy6iS/muRjSZ47rY8WXY/6uNckeVGS+yU5rH/cry87e1nvbwbsR/v6IfvEleyn+nkHbTOTPCvJXTZafzbzyIzt2ALr0tzHBxm+z5n7WKl/f85L8uf9Mt7b9/1Hk9x7RsxS9x1jfiS53Qb10z63VyQ5OMlt14k7tN8uvKCP2Z3konTbnjuM4HUf1H+OL023nf5qkkv6stsMeL6/m1F+UZKb9NO3SPLX/fQRST4xI+bC/u+BSa6ZiK89dess61b99M4k5yf5lf7/Wcv6RLqLgz+Tbtt3Xf/5PCnJ98+KmZj+aJId/fQtk1y0Qftu0vfD15Pcui//vlmvK93278/Tbft/sv97VT/9kzNiLpmMX1N3weB1Zm+vtGteyN3THVhdluRf053B+EK6A6GDZsR8ZvKNm7bSrRczZ93kSvJ3s+rWlL+x/wA+Islb+/9vPu2NnIh5Zr/CHj1R9oVN9N/kAeT/SvL7SX4wya8lefOsFXhi+rwkP9ZP3zXJ+ctazgJ98aMzHvdJctWMmLckeWK6g7lfT/J/JTkyyVlJ/nCd9l245v8P9X9vPvkBXDPPr695PDPJV/b8P2A9mvlhHvK61izrgiQ37adnbniH9MOK39+h69/c/b6nvO+vq/Pdkc/X678hn6nnJ3lFJg7Qs7nP/JB19tvpDvAnD3D3/P+vm+y/za5LQ7aZg2PSHeg+Pt1PnF2XLoH/mXVe09z9Pvla0x3QnJHkTX2fz2rf3OtRX//ZeeuGvL8ZsB9d4L1ayX6qrx+yzfxCkj9J8nfpEvBfS/IDG6wTc2/HFliX5j4+2OB9Wm+fM/exUoadtJh739HXrewERFZ3AWDoBYohJ2BXclK5rxtysuPCGY+LknxrRsxFE+vOwZnYPiS5eEbMxUlu1s//jfQnAtJdhV3vmOdTa/6/Vf8+PHfW52rt+pzkpkkelu5k5HUzYj7Zt+12WbO9y4ztxNq6tfOt074D0m3z3pvkmL5s5nrX178+yZP66Zcl2dVP3zVr9idzrU9DA7fi0W9YfrifPjbJWf30U5O8YUbMH6RLYO+c5LfTnYn8wSRPSvK2GTHvSfIbufFBySH9B+Wv1mnf36Y76/Hz6TYwj+jLf3LtSjNrJUjyO0k+2K9o6214D+vf9Oemu5S/7grSx3x8neXOWhkvSXLgnv5fUzf1zMyQ5Qzti3QHW+emOyhZ+/iXGTGfXPP/R/u/ByS5dJ32fSz9TivdwcX7Juo+PSPmG0nOTvK7SZ7dP/5hz/RG7Uvy+2vq1jsYnPt1pdshPjLJ/5E1G9q1z7dIP6z4/R26/s3d75PPl+TMTfbf3J+pvu4+fV+c2r+nm/nMD1lnP5fkiBl1X1pnWZ9P8nMD1qW7prtV6iv57o7rh9bp8z0xx84R8z3rV7/ePS0zrroO7fdpn7V0n/cPJvncstajPetPuv3NARNlByR5TJIPL+v9zYD9aB83ZJ+4kv3UtL7N5raZk+07Lt1V76vTbZNOnhEz93Zs6LrUzzPX8UHW3/at139zHytl2EmLocdJKzkBMWW92MoLAEMvUAw5AbuSk8p93JCTHdckOabv58nHziR/PyPmV9IlsS9Jd7V2T+K0IxP7xzUxv5Zu//bFdPuBc/r4izLjOK6POzd9EjdRdmC6k57f3uh9mlJ3ixnlV+S7Jxk/n/6KeLqEeL1jng/vec7ceB9y0Hqfq36ePduYP1u7Pk2Z96B0+4/L+2X+W9/Ov0lyr43W3ZnPOzRwKx753p3J5AZhvbMYT+o75SvpEoZPp7v/e9ZV14PT3R99abpk4mvpdoB/lPVvoTgm3Vmgdya5W7p7rf8h3dm7+8+IuWRyxejLntjHfHETffKwdAcpV29i3ivz3at4n09/lr6vm3Vg94x0O6Hj090S8qfpDi7+W2bfwjj3cob2RbozW0fOqJt1sPW/kzxgov/ePVG33kby+HQ7rc/1G4L79uU7kvzxjJgj+g/xH01sCDY6WPi9TLl1Pd0B+NQTMUNfV7qNxssmHof05YcmOWdZ/bDi93fo+jd3v6c7EJkWc5ckH5gRM/dnaiL2gHQ7yPdnxg54xnt1Wf9e3W8T6+wpmbHTyPq3cL8s869LJyT5TL9uPCDdAdDnklybPpmZM+bhM2KmHnhs9jFPv6e7/enEKeVPSfJvy1qP+vqd6U6AXZvks/3j2r7sTkt+f5+YOfajfcx4Vl0zAAALPklEQVS98r37xH9M95n/DzNiVrKf6uOGbDOnney4SZITk7xsRszc27Gh69Ka+TZ1fJDh+5y5j5Uy7KTFoOOkrOgExJS4rT6xMuQCxdwnIaa8ji05qdzHDTnZ8dI9n98pda9eZ1n3SPKoJHfbqN8mYn4g/YmKJLfp44/dIOawTFwRXlM3Kye462bbtIk23yIz9gN9/c1nlN8+EydANljGQ7LOnYdr5r11un3CfbLO1602/fqW1VFL6uw3pTsDdv9039c5sy+/adZJLKY8z7oHgVPmPy7dznLmrWBD45L8cZKfmlJ+Ymafbb9vvnuv+C365/irdDuF9Q4Wnr3msec+9UMz4ztiff0D0x3wfCLdGaN3JDk5/S18S1zOkL54VPqr6lPqZh3g3jPdmdF/SPKBPRuEdAftp67TvpulO9nx8/3/v5Du7NEps/piIvbh6Tbsj8rGCeqpSQ4f8PnY87r+cZ7XNeV5Zr5HE/P8eL57tvfu6Q4oH7xBzKre36Hr3+Tn6vvSHdz+5Uafq1n9l4kD6ynzzPWZmhJ/hyRf3eS8lf42ss2+v0PWiYk+nGu9mPIcb8uag9ENlnOPJP9lE+vfsUPatibuuHR3Q8z7mjbzmZrWvoestx5N9MWx6Q4a779VfbEm5h7p9m2b6b+j0p1UuNWa8u9JvPryleyn+ph75cb7gj13aM3cZiZ57TzvfR8z93Zswffqbnv6PN227EfW6/O1MZt5n9bE/dQc7++QkxZz7zv6+pWcgOjnWdmJlYn4eS5QDDkBu5KTyn3d5MmOr+XGJzsO3uj1eex/jz3fgxmFflS43063kf5kktNba9+obpjio1prH5oSM21UqePTneFJa+1hU2I+0lo7tp9+SroE5M3pzvr9ZWvt9Bntm4x7apJf3iiuqu6b7kze9VX1fUl+K90AUJ9Od1bi+ikxn0p3BvyGftTFf053FeGEvvznZrRvclm3SPddhI2Wdd90V6e/PhHzo+k2UFNjpjzHA9LtZC9urb1nnflOTfIXrbUvbfSca+LunO7WwsPTnb37bLqzZ1+fMf/afvjN/jXN7Ic+7lXpbs+4Rbod6q3SnTQ5IUlaa0/coJ23TLcTum9r7SfWme/6dO/p5em+d/D61tp16z13Hzd3/w38fDw73XeIDkz3PYRjk/x1usF33t1a+4NNLntT68W8MQusR2s/V99MN7DOzM/VlP6rJA/KOv035TmOS/eaLlrnNc39Pg2NG/qahqwXq1r/psTcN90Z/XXX2SW9pg37b8Xtm3tZQz/z/Wfxl9MddB6TboCQt/R1H2+t/eiMuLsluWO625T/aaL8xNbau5YV09cf1cd9aCuXNTBmyHt1arpjlkuyyT6vqmckefo8MUOXtZ6qelJr7WUz6mb138+21t45I+ae6e5OODLdMcsvttY+24+M+rjW2vOnxLy2tfbYedrdxz17TdELW2vXVdWh6e5WecKMuAemG/Ttrune5y+lO248s7V2wyaW+33pvsZx8Xr9t8FzTI2rqj9O9/3Pv1pTfmKS/6e1duSUmEel25d9ZkrdI1prb15W+9jP7e0MedFHho04NXRErLnj0m0099zicUa6kTYfkO7M8ZtmxAwaEWvgstbGPG8TMR+ZmH5KugFTnp3uCuJp67Tv+iR/n+42ul/e038bvL+npjsD+ax0Z0tfkO77Up9O8sBl9UM/76CR3Aass3OP4jal//7zJvvvEwM+H3OP/DZlvXjqZtaLgTFzr0dDP1cD+2/t5+MTm3hNc2/HFmjf3DFD14tVrX8LrLOjfU2r7IsF2zfvKJbPSHcL95vTfbfq4RN1s24rPHXemIm4S+dc1irbN/S9mrfP545ZJG6d55s18urcfb6JZT1pFTGrXNas/tuKuBX336DX5bG9H3u9ATdqTHeLzwszxzDZGTbi1NARseaOy7CD4kEjYg1c1qCD9onpuRL8zD+89pAhw4cm+INGclvn+Wb9TMrco7gt0H9DPh9zj/w2dL0YGjNvP/Rxc3+ultB/m31Ncy9ngfYNXdaqRgQcspxlrLOjek2r7IsF2jdkFMtRJ1grbt+Q92pIn88ds8Cyho68urREuI8bkpStMgGclazP3X+LxK2q/5bdPo/t/zgw4/LydL/Bdst0t7m8KsmD040w9uJ03/O7kdbad5I8r6pe3/+9JtnwdR2UbqTIStKq6g6ttauq+8H0WnLc5G0Zn6yqXa2186vqrulGuprmKUn+tLof6v5Kkr+tqi+luzXkKeu0b8iyhsQcUFUHpztQq9bfntpa++eqWu+Wlda/X+9J8p7qfmh+z3D0f5Lue0HTHJju1t6bp9tBprX2dzX7h+qHvKakS3YuTXdG+3eSvL6qPp/udwdfOy2gqmbd4lTpbomaVff/a639W7oR9N7a35I8y9z9N/Dz8a9VdYvW2jfTfdm9a3R3q/131okbsl4MiRm6Hs39uRrYf3O/poHLGRQ3dFkZsF6scP0bus6O+TUNjVtl/11TVce01i5IktbaP1XVQ9P9cPvRM2IOaP0tnK21K/pbIN9QVT+Y2fvRITGrXNbQ9g3p9yF9PiRmaNwhSf5juu/9Tqp0d0FNM6j/qurCWVV9O5YSs+JlDem/QXGr7L8h7WM/t7cz5MlHBv5W15r5Nj3i1JTYdUfEGhKXBYZfzpwjYg1Z1sCYKzJsyOshw2sPGTJ8kT6fayS3DPuZlEGjuA3pvyGfjwwc+W3IejEwZqF+mPdzNaD/Bn0+5l3OsuI2GzN0vVjF+rfAOjva17TKvligfUNGsRzy0wxzx6xyWQu0b8h7NaTP545ZYFlzj7y6QP8N+RmSuWNWuawh/bdAv6+y/wa9Lo/99zG2QZI+2Vq7Vz/9+621Z03UXdRaW+9M36hV1a2T3CndRvfK1to1Y1rWMtrXX/07pLX2hRn1d22tfXbA894j3UiRF7fWLp0jbsv7vKouTvLI1trnptR9qbV2+BKXNaj/9raN1ot5Y/anfoDtpqoOS3JDa+3qKXX3b619cBkxq1zW0PbRWeD9fWm6kXc/MKXu1a21X1hGzKqXtSrb8TWxfYwtQf29dKOh/dOa8h9KN6Lvo/ZOy2C62oIR7QAAYH81qu+gttZ+d0b5ZVX19lW3BzbSWnvDOtUHr6whAACwDYzqCup6qurvWmtH7O12wGZZZwEAYD6juoK6wOhgsFdYZwEAYHlGlaDGMNTse6yzAACwJGNLUN+W7seaL1hbUVV/vfrmwIasswAAsCT7zHdQAQAA2N4O2NsNAAAAgESCCgAAwEhIUAFgxKrqV6vqFnu7HQCwCr6DCgAjVlVXJNnVWvvK3m4LAGw1V1ABYEFV9YSqurCqPllVr6yqnVV1bl92TlUd0c/38qp61ETcP/V/H1hVf11Vb6iqS6vqVdU5NckPJDmvqs7bO68OAFZnbD8zAwD7lKq6R5JnJfkPrbWvVNVtk5yV5KzW2llV9YtJnp/kERs81b2T3CPJ3yf5YJL7t9aeX1W/nuRBrqACsD9wBRUAFnN8ktfvSSBba19L8uNJXt3XvzLJAzbxPB9prV3ZWvtOkguS7NyCtgLAqElQAWB1bki/762qA5LcbKLuWxPT3467nADYD0lQAWAx5yb5+aq6XZL0t/j+7ySP7ev/U5L399NXJLlPP/2wJDfdxPN/I8n3L6uxADBmzs4CwAJaa5+qqj9I8jdV9e0kn0jyjCQvq6r/muS6JE/qZ39JkrdU1SeTvCvJP29iEWckeVdV/X1r7UHLfwUAMB5+ZgYAAIBRcIsvAAAAoyBBBQAAYBQkqAAAAIyCBBUAAIBRkKACAAAwChJUAAAARkGCCgAAwChIUAEAABiF/w/f4rshTa8pfwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import string\n",
    "import nltk\n",
    "\n",
    "def clean(x):\n",
    "    return [s for s in nltk.word_tokenize(x) if s not in set(string.punctuation)]\n",
    "    \n",
    "tokenized = trilogy['dialogue'].apply(clean)\n",
    "\n",
    "wordCount = []\n",
    "i = 0\n",
    "for token in tokenized:\n",
    "    wordCount.append(len(token))\n",
    "trilogy['count'] = wordCount\n",
    "\n",
    "trilogy_word_count = trilogy.groupby(['count']).size()\n",
    "trilogy_word_count.sort_values().plot.bar(figsize=(16,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Most used words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11e3ff940>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1008 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nltk.stem.snowball import SnowballStemmer\n",
    "from nltk.corpus import stopwords\n",
    "\n",
    "stop_words_set = set(stopwords.words(\"english\"))\n",
    "stop_words_set.add(\"n't\")\n",
    "stop_words_set.add(\"...\")\n",
    "stop_words_set.add(\"'s\")\n",
    "stop_words_set.add(\"'re\")\n",
    "stop_words_set.add(\"'m\")\n",
    "stop_words_set.add(\"'ll\")\n",
    "stop_words_set.add(\"'ve\")\n",
    "stop_words_set.add(\"'ve\")\n",
    "stop_words_set.add(\"'d\")\n",
    "\n",
    "def clean(x):\n",
    "    x = x.lower()\n",
    "    tokens = nltk.word_tokenize(x)\n",
    "    tokens = [t for t in tokens if t not in set(string.punctuation)]\n",
    "    tokens = [t for t in tokens if t not in stop_words_set]\n",
    "    return tokens\n",
    "    \n",
    "tokenized_wo_stopword = trilogy['dialogue'].apply(clean)\n",
    "most_used_words_dict = {}\n",
    "\n",
    "for token in tokenized_wo_stopword:\n",
    "    for word in token:\n",
    "        if word in most_used_words_dict:\n",
    "            most_used_words_dict[word] = most_used_words_dict[word] + 1\n",
    "        else:\n",
    "            most_used_words_dict[word] = 0\n",
    "\n",
    "muw = pd.Series(data=most_used_words_dict)\n",
    "muw.sort_values()[-50:].plot.barh(figsize=(8,14))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Most used words by main characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#LUKE          494\n",
    "#HAN           459\n",
    "#THREEPIO      301\n",
    "#LEIA          227\n",
    "#VADER         140\n",
    "most_talkative = ['LUKE', 'HAN', 'THREEPIO', 'LEIA', 'VADER']\n",
    "character_most_used_words = {}\n",
    "\n",
    "for character in most_talkative:\n",
    "    char_dialogues = trilogy[trilogy.character == character]\n",
    "\n",
    "    tokenized_wo_stopword = char_dialogues['dialogue'].apply(clean)\n",
    "    most_used_words_dict = {}\n",
    "\n",
    "    for token in tokenized_wo_stopword:\n",
    "        for word in token:\n",
    "            if word in most_used_words_dict:\n",
    "                most_used_words_dict[word] = most_used_words_dict[word] + 1\n",
    "            else:\n",
    "                most_used_words_dict[word] = 0\n",
    "\n",
    "    muw = pd.Series(data=most_used_words_dict)\n",
    "    character_most_used_words[character] = muw\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11c2ba080>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "character_most_used_words.get('LUKE').sort_values()[-20:].plot.barh(figsize=(8,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d602ef0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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D5yV5DVOz+n+jqiarqldVvX0WG/SSJG3NXAj6n/Jv61jUvb4UOBt4FnBdkrl89kGSpDlpLgT9XcBjkjw6yW7ACqbqekJVfQH4TWApU9ftJUnSQzD2WXJV/STJ7wDXAt8GvgzsAnw0yVIgwJ9U1boxlilJ0ryUqhp3DbPW6/Wq3++PuwxJkkYmyaqq6m2v31w4dS9JkobEoJckqWEGvSRJDTPoJUlqmEEvSVLDDHpJkhpm0EuS1DCDXpKkhhn0kiQ1zKCXJKlhY3/W/SCs/vZ6Js78zLjLkIbq9ve8dNwlSJqHnNFLktQwg16SpIaNPOiTTCRZM6Otl+RPttH/9iR7j6Y6SZLaMieu0VdVH/B3ZiVJGrCxnrpP8qQkNyR5a5KLu7ZHJ7kkydokHwQyzholSZrPxhb0SQ4A/hY4Dbhu2qp3Al+sqkOATwH7b2P7lUn6Sfqb718/7HIlSZqXxhX0+wAXAqdU1U0z1h0DfBSgqj4D3LO1Aapqsqp6VdXbZfHSoRYrSdJ8Na6gXw98AzhqTPuXJGlBGFfQ/xh4JfC6JCfPWHcFcDJAkhcDjxpxbZIkNWNs1+ir6j5gBfBrwCOnrXoXcEyStcAvMDXzlyRJOyFVNe4aZq3X61W/77fzJEkLR5JVVdXbXj+fjCdJUsMMekmSGmbQS5LUMINekqSGGfSSJDXMoJckqWEGvSRJDTPoJUlqmEEvSVLDDHpJkhr28HEXMAirv72eiTM/M+4ypG26/T0vHXcJkhYoZ/SSJDVsaEGf5N4d6HN7kr2HVYMkSQudM3pJkho29KBPcmySi6e9/7Mkp83os3uSv0vy+u79a5Jcm+TGJH+RZJdh1ylJUovmwox+CfBp4Pyq+sskBwEnAUdW1XJgM3DKzI2SrEzST9LffP/60VYsSdI8MRfuur8Q+P2qOq97/3zgcOC6JAC7A3fP3KiqJoFJgN32fWqNplRJkuaXUQT9T/m3Zw4WzVh/FfCiJH9dVQUEOLeqfmsEtUmS1LRRnLq/Azg4yW5JljE1Y5/ut4F7gLO795cCJyZ5DECSvZI8cQR1SpLUnKEHfVV9E/gbYE33esNWur0Z2D3J71fVLcDbgUuS3Ax8Hth32HVKktSioZ26r6ol05bfBrxtK30mpr09fVr7x4GPD6s2SZIWirlwM96sPX2/pfR9xKgkSQ8wF75eJ0mShsSglySpYQa9JEkNM+glSWqYQS9JUsMMekmSGmbQS5LUMINekqSGGfSSJDXMoJckqWFNPAL3pg338+++cOO4y9AC9d3jlo+7BEnaJmf0kiQ1bGRBn+Te7vVxST7RLZ+W5M9GVYMkSQvNyE/dV9WdwImj3q8kSQvRyE/dJ5lIsmYr7S9NcnWSvZPsk+Rvk1zX/XfkqOuUJKkFc+JmvCSvBH4deElV3ZPkr4H3VdUXk+wPfA44aMY2K4GVAA977L6jLlmSpHlhLgT98UAPeGFV/ahrewFwcJItfR6ZZElV3buloaomgUmAXQ84uEZYryRJ88ZcCPqvAU8Cngb0u7aHAc+pqo1jq0qSpAbMha/X3QGcAHw4ySFd2yXAG7d0SOIXlSVJ2glzIeipqi8DpwAXJHky8Cagl+TmJLcAZ4y1QEmS5qmRnbqvqiXd6+3Aod3yOcA53fINwMHTNjlpVLVJktSquXCNftYO23MxfR9DKknSA8yJU/eSJGk4DHpJkhpm0EuS1DCDXpKkhhn0kiQ1zKCXJKlhBr0kSQ0z6CVJaphBL0lSwwx6SZIa1sQjcDdsWM2llz153GWoQc8//mvjLkGSZsUZvSRJDRtK0CdZluRXttNnIsmaYexfkiRNGdaMfhnwoEEvSZKGb1hB/x7gyUluTPK+JJcmuT7J6iQvn9k5yZOS3JDkiCS7JHlvkuuS3JzkPw+pRkmSmjesm/HOBA6tquVJHg4srqofJdkbuCbJRVs6JjkA+BhwWlXdlGQlsL6qjkiyG3BVkkuq6rbpO+j6rQR4zGOauKdQkqSBG0VCBvgfSY4BfgbsBzy2W7cPcCHwC1V1S9f2QuAZSU7s3i8Fngr8m6CvqklgEuCAA3aroX4CSZLmqVEE/SlMBfrhVfWTJLcDi7p164FvAEcBW4I+wBur6nMjqE2SpKYN6xr9BmDPbnkpcHcX8scBT5zW78fAK4HXJTm5a/sc8F+S7AqQ5GlJ9hhSnZIkNW0oM/qq+kGSq7qvz10HHJhkNdAHvjyj731JVgCfT3Iv8EFgArg+SYDvAa8YRp2SJLUuVfP/8nav16t+vz/uMiRJGpkkq6qqt71+PhlPkqSGGfSSJDXMoJckqWEGvSRJDTPoJUlqmEEvSVLDDHpJkhpm0EuS1DCDXpKkhhn0kiQ1rIkfcr/zzjs566yzxl2GGuT/V5LmO2f0kiQ1bCBBn2Si+6U6SZI0hzijlySpYQMP+iRPSnJDkrcm+WSSzyb5apLfn9bn1UlWJ1mT5Pe6tlcl+aNu+c1Jvj5tvKsGXackSQvBQG/GS3IA8DHgNOCZwPLudRPwlSR/CmwGfg84HLgHuCTJK4Argbd1Qx0N/CDJft3yFYOsU5KkhWKQM/p9gAuBU6rqpq7t0qpaX1UbgVuAJwJHAP9QVd+rqp8C5wHHVNV3gSVJ9gSeAPw1cAxTQX/lzJ0lWZmkn6R///33D/BjSJLUjkEG/XrgG8BR09o2TVvezPbPIHwJOB34ClPhfjTwXOABp+6rarKqelXVW7x48WzqliSpWYMM+h8DrwRel+TkB+l3LfDvk+ydZBfg1cDl3borgbcwdar+BuA4YFNVrR9gnZIkLRgDvRmvqu4DVgC/BjxyG32+A5wJfAG4CVhVVRd2q69k6rT9FVW1Gfgm8MVB1ihJ0kIykJvxqup24NBueR1T1+Fn9lkxbfl84Pyt9PkakGnvXziI+iRJWqhSVeOuYdZ6vV71+/1xlyFJ0sgkWVVVve3184E5kiQ1zKCXJKlhBr0kSQ0z6CVJaphBL0lSwwx6SZIaZtBLktQwg16SpIYZ9JIkNcyglySpYQN51v24/fjb9/KtMx/wk/XSrD3+PUePuwRJmhVn9JIkNcyglySpYQa9JEkNG0nQJ/n1JGu6/341yUSSW5P8ZZK1SS5JsnvX98lJPptkVZIrkxw4iholSWrR0IM+yeHA6cCzgecArwceBTwVOLuqDgHWASd0m0wCb6yqw4G3AO/fxrgrk/ST9H94/7ohfwpJkuanUdx1fxTwqaq6DyDJJ4Gjgduq6sauzypgIskS4HnABUm2bL/b1gatqkmm/lHAM/Y9sIZXviRJ89c4v163adryZmB3ps4wrKuq5eMpSZKktoziGv2VwCuSLE6yB/DKru0BqupHwG1JXgWQKYeNoEZJkpo09KCvquuBc4BrgX8EPgjc8yCbnAL8cpKbgLXAy4ddoyRJrRrJqfuq+iPgj2Y0Hzpt/R9MW74NeNEo6pIkqXVNPAL3Efst8VGlkiRthQ/MkSSpYQa9JEkNM+glSWqYQS9JUsMMekmSGmbQS5LUMINekqSGGfSSJDXMoJckqWEGvSRJDWviEbh3ff2f+cOTVoy7DM0zv/Hxi8ddgiQNnTN6SZIaZtBLktQwg16SpIaNJOiT7JHkM0luSrImyUlJDk9yeZJVST6XZN+u75OTfLZrvzLJgaOoUZKkFo3qZrwXAXdW1UsBkiwF/g54eVV9L8lJwLuBXwImgTOq6qtJng28Hzh+5oBJVgIrAR61ePfRfApJkuaZUQX9auAPk/wecDFwD3Ao8PkkALsA30myBHgecEHXDrDb1gasqkmm/lHAE/ZaVkOtXpKkeWokQV9V/5TkWcBLgP8fuAxYW1XPnd4vySOBdVW1fBR1SZLUulFdo38ccH9VfRR4L/BsYJ8kz+3W75rkkKr6EXBbkld17Uly2ChqlCSpRaM6df904L1Jfgb8BPgvwE+BP+mu1z8c+J/AWuAU4M+TvB3YFfgYcNOI6pQkqSmjOnX/OeBzW1l1zFb63sbUzXuSJGmWmngE7mOf9BQfZypJ0lb4wBxJkhpm0EuS1DCDXpKkhhn0kiQ1zKCXJKlhBr0kSQ0z6CVJaphBL0lSwwx6SZIaZtBLktSwJh6Be/cdGzj7jMvGXYbmmTd84PhxlyBJQ+eMXpKkhs3poE8ykWTNuOuQJGm+mtNBL0mSZmeg1+iTvAN4DfA94JvAKuDvgQ8Ai4GvAb9UVfckWb6N9sOBD3VDXjLI+iRJWmgGNqNPcgRwAnAY8GKg1636MPCbVfUMYDXwzu20/xXwxqo6bDv7W5mkn6R/78Z1g/oYkiQ1ZZCn7o8ELqyqjVW1Afg0sAewrKou7/qcCxyTZOk22pd17Vd07R/Z1s6qarKqelXVW7Jo2QA/hiRJ7fAavSRJDRtk0F8FvCzJoiRLgBXAfcA9SY7u+rwWuLyq1m+jfR2wLslRXfspA6xPkqQFZ2A341XVdUkuAm4G7mLquvt64FTgA0kWA18HTu822Vb76cCHkhTejCdJ0qykqgY3WLKkqu7twvsKYGVVXT+wHWxDr9erfr8/7N1IkjRnJFlVVb3t9Rv0I3AnkxwMLALOHUXIS5KkbRto0FfVyYMcT5IkzY533UuS1DCDXpKkhhn0kiQ1zKCXJKlhBr0kSQ0z6CVJaphBL0lSwwx6SZIaNugn443FxjVrufXAg8ZdhuaQg75867hLkKQ5wRm9JEkNG3jQJ5lIsmaWYxyb5OJB1SRJ0kLljF6SpIYNK+gfnuS8JLcm+USSxUl+O8l1SdYkmUwSgCRPSfL3SW5Kcn2SJ08fKMkRSW6Y2S5JkrZvWEF/APD+qjoI+BHwK8CfVdURVXUosDuwout7HnB2VR0GPA/4zpZBkjwP+ADw8qr62pBqlSSpWcMK+m9W1VXd8keBo4DjkvxjktXA8cAhSfYE9quqTwFU1caqur/b7iBgEnhZVX1j5g6SrEzST9L/4eafDuljSJI0vw0r6Gsr798PnFhVTwf+Eli0nTG+A2wEnrnVHVRNVlWvqnp77dLEtwQlSRq4YQX9/kme2y2fDHyxW/5+kiXAiQBVtQH4VpJXACTZLcniru864KXA7yY5dkh1SpLUtGEF/VeANyS5FXgU8OdMzeLXAJ8DrpvW97XAm5LcDHwJ+HdbVlTVXUxdyz87ybOHVKskSc1K1cyz7PPPoYt2rwsmJsZdhuYQn4wnqXVJVlVVb3v9mri4vejQQzio3x93GZIkzTk+MEeSpIYZ9JIkNcyglySpYQa9JEkNM+glSWqYQS9JUsMMekmSGmbQS5LUMINekqSGGfSSJDWsiUfgrv3BWp5+7tPHXYbmkNWnrh53CZI0JzijlySpYQMJ+iTLkvxKt3xskou30e+DSQ7ezljnJDlxEHVJkrTQDWpGvwz4le11qqr/VFW3DGifkiRpOwYV9O8BnpzkRuC9wJIkn0jy5STnJQlAkn9I0uuW703y7iQ3JbkmyWNnDprk/+tm+LsMqE5JkhaUQQX9mcDXqmo58FbgmcCvAgcDTwKO3Mo2ewDXVNVhwBXA66evTPJeYB/g9KraPHPjJCuT9JP0N294wGpJksTwbsa7tqq+VVU/A24EJrbS58fAlmv5q2b0eQewtKrOqKra2g6qarKqelXV22VPJ/ySJG3NsIJ+07TlzWz9a3w/mRbiM/tcBxyeZK8h1SdJ0oIwqKDfAOw5oLEAPsvUdf/PJBnkuJIkLSgDeWBOVf0gyVVJ1gD/Atw1gDEv6EL+oiQvqap/mXWhkiQtMNnGJfB5Zfef272ectZTxl2G5hCfjCepdUlWVVVve/2aeATuIY8+hP6p/XGXIUnSnOMjcCVJaphBL0lSwwx6SZIaZtBLktQwg16SpIYZ9JIkNcyglySpYQa9JEkNM+glSWqYQS9JUsOaeAQud94AZy0ddxWaS85aP+4KJGlOcEYvSVLDhhr0Se7dye2OTXLxoOuRJGmhcUYvSVLDRhL0mfLeJGuSrE5y0oO1z9j2iCQ3JHnyKGqVJKklo7oZ7xeA5cBhwN7AdUmuAJ63jXYAkjwP+FPg5VX1jekDJlkJrATYf2lG8RkkSZp3RnXq/ijg/KraXFV3AZcDRzxIO8BBwCTwspkhD1BVk1XVq6rePosNekmStmYuX6M04MSXAAAGIElEQVT/DrAReOa4C5Ekab4aVdBfCZyUZJck+wDHANc+SDvAOuClwO8mOXZEdUqS1JRRBf2ngJuBm4DLgLdV1XcfpB2A7nT+CuDsJM8eUa2SJDUjVTXuGmat97hdqr9yybjL0Fzik/EkNS7Jqqrqba9fG4/Afdwz4az+uKuQJGnOmcs340mSpFky6CVJaphBL0lSwwx6SZIaZtBLktQwg16SpIYZ9JIkNcyglySpYQa9JEkNa+LJeKu/vZ6JMz8z7jI0h9z+npeOuwRJmhOc0UuS1DCDXpKkhs066JPcO4hCkkwkWTOIsSRJ0hRn9JIkNWxgQZ9kSZJLk1yfZHWSl3ftE0luTfKXSdYmuSTJ7t26w5PclOQm4A3TxlqU5K+6cW5Ictyg6pQkaSEZ5Ix+I/DKqnoWcBzwh0nSrXsqcHZVHQKsA07o2v8KeGNVHTZjrDcAVVVPB14NnJtk0fQOSVYm6Sfpb75//QA/hiRJ7Rhk0Af4H0luBv4e2A94bLfutqq6sVteBUwkWQYsq6oruvaPTBvrKOCjAFX1ZeAO4GnTd1ZVk1XVq6reLouXDvBjSJLUjkF+j/4UYB/g8Kr6SZLbgS2z8E3T+m0Gdh/gfiVJ0jYMcka/FLi7C/njgCc+WOeqWgesS3JU13TKtNVXbnmf5GnA/sBXBlirJEkLwiCD/jygl2Q18DrgyzuwzenA2UluZOrU/xbvBx7WjfVx4LSq2rS1ASRJ0ralqsZdw6z1er3q9/vjLkOSpJFJsqqqetvr5/foJUlqmEEvSVLDDHpJkhpm0EuS1DCDXpKkhjVx132SDfg9+2HbG/j+uItomMd3+DzGw+cxHq6Zx/eJVbXP9jYa5JPxxukrO/IVA+28JH2P8fB4fIfPYzx8HuPh2tnj66l7SZIaZtBLktSwVoJ+ctwFLAAe4+Hy+A6fx3j4PMbDtVPHt4mb8SRJ0ta1MqOXJElbYdBLktSweR/0SV6U5CtJ/jnJmeOupwVJPpTk7iRrprXtleTzSb7avT5qnDXOZ0mekOQLSW5JsjbJm7t2j/GAJFmU5NokN3XH+F1d+88l+cfu78XHkzxi3LXOZ0l2SXJDkou79x7fAUpye5LVSW5M0u/aHvLfiXkd9El2Ac4GXgwcDLw6ycHjraoJ5wAvmtF2JnBpVT0VuLR7r53zU+A3qupg4DnAG7r/bz3Gg7MJOL6qDgOWAy9K8hzg94D3VdVTgHuAXx5jjS14M3DrtPce38E7rqqWT/v+/EP+OzGvgx74eeCfq+rrVfVj4GPAy8dc07xXVVcAP5zR/HLg3G75XOAVIy2qIVX1naq6vlvewNQfyv3wGA9MTbm3e7tr918BxwOf6No9xrOQ5PHAS4EPdu+Dx3cUHvLfifke9PsB35z2/ltdmwbvsVX1nW75u8Bjx1lMK5JMAM8E/hGP8UB1p5VvBO4GPg98DVhXVT/tuvj3Ynb+J/A24Gfd+0fj8R20Ai5JsirJyq7tIf+daOURuBqhqqokfi9zlpIsAf4W+NWq+tHUhGiKx3j2qmozsDzJMuBTwIFjLqkZSVYAd1fVqiTHjruehh1VVd9O8hjg80m+PH3ljv6dmO8z+m8DT5j2/vFdmwbvriT7AnSvd4+5nnktya5Mhfx5VfXJrtljPARVtQ74AvBcYFmSLRMc/17svCOB/5DkdqYumR4P/DEe34Gqqm93r3cz9Y/Vn2cn/k7M96C/Dnhqd6fnI4BfBC4ac02tugg4tVs+FbhwjLXMa921zP8F3FpVfzRtlcd4QJLs083kSbI78P8wdS/EF4ATu24e451UVb9VVY+vqgmm/u5eVlWn4PEdmCR7JNlzyzLwQmANO/F3Yt4/GS/JS5i6VrQL8KGqeveYS5r3kpwPHMvUTyLeBbwT+N/A3wD7A3cA/7GqZt6wpx2Q5CjgSmA1/3p9878xdZ3eYzwASZ7B1I1KuzA1ofmbqvqdJE9iaga6F3AD8Jqq2jS+Sue/7tT9W6pqhcd3cLpj+anu7cOBv66qdyd5NA/x78S8D3pJkrRt8/3UvSRJehAGvSRJDTPoJUlqmEEvSVLDDHpJkhpm0EuS1DCDXpKkhv1fqAT+DTjjOxsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "character_most_used_words.get('HAN').sort_values()[-20:].plot.barh(figsize=(8,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11b9ce7f0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "character_most_used_words.get('THREEPIO').sort_values()[-20:].plot.barh(figsize=(8,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11dae6438>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "character_most_used_words.get('LEIA').sort_values()[-20:].plot.barh(figsize=(8,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11db3e550>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "character_most_used_words.get('VADER').sort_values()[-20:].plot.barh(figsize=(8,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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